From 9d81107d2376ad0b1c4af187e665f15f11c9c42c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 14 Oct 2019 17:40:50 +0100 Subject: [PATCH 001/209] add read_train_data function to the analysis.evaluation module, and add some tests of the evaluation script --- notebooks/draft/19_tl_ERA5grid.ipynb | 177 ++++++++++++++++++--------- src/analysis/evaluation.py | 44 ++++++- tests/analysis/test_evaluation.py | 29 +++++ tests/utils.py | 48 ++++++++ 4 files changed, 234 insertions(+), 64 deletions(-) create mode 100644 tests/analysis/test_evaluation.py diff --git a/notebooks/draft/19_tl_ERA5grid.ipynb b/notebooks/draft/19_tl_ERA5grid.ipynb index 0dab78eee..55d640919 100644 --- a/notebooks/draft/19_tl_ERA5grid.ipynb +++ b/notebooks/draft/19_tl_ERA5grid.ipynb @@ -66,18 +66,15 @@ { "data": { "text/html": [ - "['ealstm', 'ealstm_ERA5_128', 'ealstm_VCI', 'linear_network', 'linear_regression', 'previous_month', 'previous_month_VCI', 'rnn', 'rnn_VCI']" + "['ealstm', 'ealstm_ERA5_128', 'linear_network', 'linear_regression', 'previous_month', 'rnn']" ], "text/plain": [ "['ealstm',\n", " 'ealstm_ERA5_128',\n", - " 'ealstm_VCI',\n", " 'linear_network',\n", " 'linear_regression',\n", " 'previous_month',\n", - " 'previous_month_VCI',\n", - " 'rnn',\n", - " 'rnn_VCI']" + " 'rnn']" ] }, "execution_count": 3, @@ -339,7 +336,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -371,7 +368,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -414,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -463,13 +460,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "The RegionGeoPlotter requires `geopandas` to be installed.\n", "GroupbyRegion requires geopandas to be installed\n", "Reading file: KEN_admin2_2002_DEPHA.shp\n", "Reading file: Ken_Districts.shp\n", @@ -490,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -614,7 +612,7 @@ "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 55, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -641,7 +639,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -667,12 +665,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### EALSTM" + "#### EALSTM 256" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -695,6 +693,37 @@ "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### EALSTM 128" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "region_plotter.plot_all_regional_error_metrics(gdf.where(gdf.model == 'ealstm_ERA5_128').dropna());\n", + "# plt.gcf().suptitle('EALSTM Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -704,7 +733,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -728,7 +757,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -845,7 +874,7 @@ "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 56, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -856,14 +885,13 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The RegionGeoPlotter requires `geopandas` to be installed.\n", "GroupbyRegion requires geopandas to be installed\n", "Reading file: KEN_admin2_2002_DEPHA.shp\n", "Reading file: Ken_Districts.shp\n", @@ -912,9 +940,9 @@ " ealstm\n", " district_l2_kenya\n", " NAIROBI\n", - " 13.034867\n", - " 9.907392\n", - " -0.674941\n", + " 2.051673e+01\n", + " 1.596918e+01\n", + " -2.216576e-01\n", " NAIROBI\n", " POLYGON ((36.90575473150634 -1.159051062893981...\n", " \n", @@ -923,66 +951,73 @@ " previous_month\n", " district_l2_kenya\n", " NAIROBI\n", - " 11.051595\n", - " 9.795107\n", - " -0.204027\n", + " 1.758467e+01\n", + " 1.497608e+01\n", + " 1.025673e-01\n", " NAIROBI\n", " POLYGON ((36.90575473150634 -1.159051062893981...\n", " \n", " \n", " 2\n", - " ealstm\n", + " rnn\n", " district_l2_kenya\n", - " SAMBURU\n", - " 6.926626\n", - " 5.606387\n", - " 0.573924\n", - " SAMBURU\n", - " POLYGON ((36.75165473150634 2.519848937106019,...\n", + " NAIROBI\n", + " 2.043045e+01\n", + " 1.643162e+01\n", + " -2.114037e-01\n", + " NAIROBI\n", + " POLYGON ((36.90575473150634 -1.159051062893981...\n", " \n", " \n", " 3\n", - " previous_month\n", + " linear_network\n", " district_l2_kenya\n", - " SAMBURU\n", - " 7.961759\n", - " 5.947568\n", - " 0.437061\n", - " SAMBURU\n", - " POLYGON ((36.75165473150634 2.519848937106019,...\n", + " NAIROBI\n", + " 1.547939e+02\n", + " 6.673282e+01\n", + " -6.854102e+01\n", + " NAIROBI\n", + " POLYGON ((36.90575473150634 -1.159051062893981...\n", " \n", " \n", " 4\n", - " ealstm\n", + " linear_regression\n", " district_l2_kenya\n", - " TRANS MARA\n", - " 9.777603\n", - " 7.809506\n", - " -0.072351\n", - " TRANS MARA\n", - " POLYGON ((35.15025473150634 -0.959251062893981...\n", + " NAIROBI\n", + " 8.129755e+14\n", + " 7.251342e+14\n", + " -1.918174e+27\n", + " NAIROBI\n", + " POLYGON ((36.90575473150634 -1.159051062893981...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " model admin_level_name region_name rmse mae \\\n", - "0 ealstm district_l2_kenya NAIROBI 13.034867 9.907392 \n", - "1 previous_month district_l2_kenya NAIROBI 11.051595 9.795107 \n", - "2 ealstm district_l2_kenya SAMBURU 6.926626 5.606387 \n", - "3 previous_month district_l2_kenya SAMBURU 7.961759 5.947568 \n", - "4 ealstm district_l2_kenya TRANS MARA 9.777603 7.809506 \n", + " model admin_level_name region_name rmse \\\n", + "0 ealstm district_l2_kenya NAIROBI 2.051673e+01 \n", + "1 previous_month district_l2_kenya NAIROBI 1.758467e+01 \n", + "2 rnn district_l2_kenya NAIROBI 2.043045e+01 \n", + "3 linear_network district_l2_kenya NAIROBI 1.547939e+02 \n", + "4 linear_regression district_l2_kenya NAIROBI 8.129755e+14 \n", "\n", - " r2 DISTNAME geometry \n", - "0 -0.674941 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", - "1 -0.204027 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", - "2 0.573924 SAMBURU POLYGON ((36.75165473150634 2.519848937106019,... \n", - "3 0.437061 SAMBURU POLYGON ((36.75165473150634 2.519848937106019,... \n", - "4 -0.072351 TRANS MARA POLYGON ((35.15025473150634 -0.959251062893981... " + " mae r2 DISTNAME \\\n", + "0 1.596918e+01 -2.216576e-01 NAIROBI \n", + "1 1.497608e+01 1.025673e-01 NAIROBI \n", + "2 1.643162e+01 -2.114037e-01 NAIROBI \n", + "3 6.673282e+01 -6.854102e+01 NAIROBI \n", + "4 7.251342e+14 -1.918174e+27 NAIROBI \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1011,7 +1046,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1044,7 +1079,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1093,6 +1128,26 @@ "# What is going on in Turkana?" ] }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# ealstm_256\n", + "# ealstm_128\n", + "# previous_month\n", + "# rnn\n", + "# obs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index 2b48848c4..a2de0b86f 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -8,7 +8,7 @@ import pandas as pd from sklearn.metrics import r2_score, mean_squared_error -from typing import Dict, List, Optional, Union +from typing import Dict, List, Optional, Union, Tuple from src.utils import get_ds_mask @@ -118,6 +118,13 @@ def annual_scores_to_dataframe(monthly_scores: Dict) -> pd.DataFrame: return df +def _read_multi_data_paths(train_data_paths: List[Path]) -> xr.Dataset: + train_ds = xr.open_mfdataset(train_data_paths).sortby('time').compute() + train_ds = train_ds.transpose('time', 'lat', 'lon') + + return train_ds + + def read_pred_data(model: str, data_dir: Path = Path('data'), experiment: str = 'one_month_forecast') -> Union[xr.Dataset, xr.DataArray]: @@ -142,8 +149,8 @@ def read_true_data(data_dir: Path = Path('data'), data_dir / 'features' / 'one_month_forecast' / 'test' ).glob('*/y.nc') ] - true_ds = xr.open_mfdataset(true_paths).sortby('time').compute() - true_da = true_ds[variable].transpose('time', 'lat', 'lon') + true_ds = _read_multi_data_paths(true_paths) + true_da = true_ds[variable] return true_da @@ -244,3 +251,34 @@ def plot_predictions(pred_month: int, model: str, model_ds.preds.plot(vmin=0, vmax=100, ax=ax[1], add_colorbar=False) ax[1].set_title(model) plt.show() + + +def read_train_data(data_dir: Path = Path('data'), + remove_duplicates: bool = True) -> Tuple[xr.Dataset, xr.Dataset]: + """Read the training data from the data directory and return the joined DataArray. + + (Joined on the `time` dimension). + """ + # LOAD the y files + y_data_paths = [ + f for f in ( + data_dir / 'features' / 'one_month_forecast' / 'train' + ).glob('*/y.nc') + ] + train_y_ds = _read_multi_data_paths(y_data_paths) + + # LOAD the X files + X_data_paths = [ + f for f in ( + data_dir / 'features' / 'one_month_forecast' / 'train' + ).glob('*/X.nc') + ] + train_X_ds = _read_multi_data_paths(X_data_paths) + + if remove_duplicates: + # remove duplicate times from the X ds + # https://stackoverflow.com/a/51077784/9940782 + _, index = np.unique(train_X_ds['time'], return_index=True) + train_X_ds = train_X_ds.isel(time=index) + + return train_X_ds, train_y_ds diff --git a/tests/analysis/test_evaluation.py b/tests/analysis/test_evaluation.py new file mode 100644 index 000000000..2841b432c --- /dev/null +++ b/tests/analysis/test_evaluation.py @@ -0,0 +1,29 @@ +import xarray as xr +import numpy as np +from pandas._libs.tslibs.timestamps import Timestamp + +from src.analysis.evaluation import ( + spatial_rmse, + spatial_r2, + rmse, + annual_scores, + annual_scores_to_dataframe, + read_pred_data, + read_true_data, + monthly_score, + plot_predictions, + read_train_data, +) + +from ..utils import ( + _create_dummy_precip_data, + _create_features_dir, + +) + + +class TestEvaluation: + def test_read_train_data(self, tmp_path): + _create_features_dir(tmp_path, train=True) + + X, y = read_train_data(tmp_path) diff --git a/tests/utils.py b/tests/utils.py index 1a00497f4..3fcefca62 100644 --- a/tests/utils.py +++ b/tests/utils.py @@ -74,3 +74,51 @@ def create_demo_shapefile(filepath): gdf = gpd.GeoDataFrame(df, geometry=[p1, p2]) gdf['geometry'] = gdf.buffer(0.2) gdf.to_file(driver='ESRI Shapefile', filename=filepath) + + +def _create_features_dir(tmp_path, + train=False, + start_date='1999-01-01', + end_date='2001-12-31'): + if train: + features_dir = tmp_path / 'features' / 'one_month_forecast' / 'train' + else: + features_dir = tmp_path / 'features' / 'one_month_forecast' / 'test' + + if not features_dir.exists(): + features_dir.mkdir(parents=True, exist_ok=True) + + daterange = pd.date_range(start=start_date, end=end_date, freq='M') + dates = [f'{d.year}-{d.month}-{d.day}' for d in daterange] + dir_names = [f'{d.year}_{d.month}' for d in daterange] + + # TARGET variable target time + for date, dir_name in zip(dates, dir_names): + (features_dir / dir_name).mkdir(exist_ok=True, parents=True) + vci, _, _ = _make_dataset( + (30, 30), variable_name='vci', + start_date=date, end_date=date + ) + vci.to_netcdf(features_dir / dir_name / 'y.nc') + + # INPUT variables (previous time) + for date in dates: + # get the previous time + prev_dt = pd.to_datetime(date) - pd.DateOffset(months=1) + dir_name = f'{prev_dt.year}_{prev_dt.month}' + prev_date = f'{prev_dt.year}-{prev_dt.month}-{prev_dt.day}' + + # make the directory + (features_dir / dir_name).mkdir(exist_ok=True, parents=True) + + # create input data (autoregressive + other) + vci, _, _ = _make_dataset( + (30, 30), variable_name='vci', + start_date=prev_date, end_date=prev_date + ) + precip, _, _ = _make_dataset( + (30, 30), variable_name='precip', + start_date=prev_date, end_date=prev_date + ) + ds = xr.merge([vci, precip]) + ds.to_netcdf(features_dir / dir_name / 'X.nc') From fb4e96c0c2406745fc3ecde08c6b7b253ee528a8 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Tue, 15 Oct 2019 18:12:28 +0100 Subject: [PATCH 002/209] update the spatial_rmse to correct falsely indexed xarray objects (transposes and unsorted) --- notebooks/draft/19_tl_ERA5grid.ipynb | 1028 ++++++++++++++++++++++---- src/analysis/__init__.py | 5 +- src/analysis/evaluation.py | 10 +- src/utils.py | 4 + 4 files changed, 919 insertions(+), 128 deletions(-) diff --git a/notebooks/draft/19_tl_ERA5grid.ipynb b/notebooks/draft/19_tl_ERA5grid.ipynb index 55d640919..53ba99847 100644 --- a/notebooks/draft/19_tl_ERA5grid.ipynb +++ b/notebooks/draft/19_tl_ERA5grid.ipynb @@ -66,10 +66,11 @@ { "data": { "text/html": [ - 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monthyearprevious_monthealstmealstm_ERA5_128rnnmetric
01.02018.016.08605011.59679111.12469211.345142rmse
12.02018.09.44062310.0870289.5126379.235682rmse
23.02018.019.23471920.08619421.65590627.069588rmse
34.02018.024.44738816.09695115.90661316.013875rmse
45.02018.017.90536019.29732116.93669419.993250rmse
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" + ], "text/plain": [ - "Text(0, 0.5, 'VCI RMSE')" + " month year previous_month ealstm ealstm_ERA5_128 rnn metric\n", + "0 1.0 2018.0 16.086050 11.596791 11.124692 11.345142 rmse\n", + "1 2.0 2018.0 9.440623 10.087028 9.512637 9.235682 rmse\n", + "2 3.0 2018.0 19.234719 20.086194 21.655906 27.069588 rmse\n", + "3 4.0 2018.0 24.447388 16.096951 15.906613 16.013875 rmse\n", + "4 5.0 2018.0 17.905360 19.297321 16.936694 19.993250 rmse" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" + } + ], + "source": [ + "monthly_scores.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'VCI RMSE')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" }, { "data": { @@ -143,6 +252,356 @@ "ax.set_ylabel('VCI RMSE')" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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monthyearprevious_monthealstmealstm_ERA5_128rnnmetric
01.02018.016.08605011.59679111.12469211.345142rmse
12.02018.09.44062310.0870289.5126379.235682rmse
23.02018.019.23471920.08619421.65590627.069588rmse
34.02018.024.44738816.09695115.90661316.013875rmse
45.02018.017.90536019.29732116.93669419.993250rmse
56.02018.014.73988513.74632613.34398313.788436rmse
67.02018.015.44273014.49623514.10383414.457249rmse
78.02018.015.53330014.56186014.32947513.688212rmse
89.02018.014.46034314.25620412.91953213.675853rmse
910.02018.018.83525214.30928913.43014014.516176rmse
1011.02018.015.98040313.87194712.99819013.971728rmse
1112.02018.012.21604110.88857710.75114810.967490rmse
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" + ], + "text/plain": [ + " month year previous_month ealstm ealstm_ERA5_128 rnn \\\n", + "0 1.0 2018.0 16.086050 11.596791 11.124692 11.345142 \n", + "1 2.0 2018.0 9.440623 10.087028 9.512637 9.235682 \n", + "2 3.0 2018.0 19.234719 20.086194 21.655906 27.069588 \n", + "3 4.0 2018.0 24.447388 16.096951 15.906613 16.013875 \n", + "4 5.0 2018.0 17.905360 19.297321 16.936694 19.993250 \n", + "5 6.0 2018.0 14.739885 13.746326 13.343983 13.788436 \n", + "6 7.0 2018.0 15.442730 14.496235 14.103834 14.457249 \n", + "7 8.0 2018.0 15.533300 14.561860 14.329475 13.688212 \n", + "8 9.0 2018.0 14.460343 14.256204 12.919532 13.675853 \n", + "9 10.0 2018.0 18.835252 14.309289 13.430140 14.516176 \n", + "10 11.0 2018.0 15.980403 13.871947 12.998190 13.971728 \n", + "11 12.0 2018.0 12.216041 10.888577 10.751148 10.967490 \n", + "0 NaN NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN NaN \n", + "5 NaN NaN NaN NaN NaN NaN \n", + "6 NaN NaN NaN NaN NaN NaN \n", + "7 NaN NaN NaN NaN NaN NaN \n", + "8 NaN NaN NaN NaN NaN NaN \n", + "9 NaN NaN NaN NaN NaN NaN \n", + "10 NaN NaN NaN NaN NaN NaN \n", + "11 NaN NaN NaN NaN NaN NaN \n", + "\n", + " metric \n", + "0 rmse \n", + "1 rmse \n", + "2 rmse \n", + "3 rmse \n", + "4 rmse \n", + "5 rmse \n", + "6 rmse \n", + "7 rmse \n", + "8 rmse \n", + "9 rmse \n", + "10 rmse \n", + "11 rmse \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "5 NaN \n", + "6 NaN \n", + "7 NaN \n", + "8 NaN \n", + "9 NaN \n", + "10 NaN \n", + "11 NaN " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "monthly_scores.where(monthly_scores.metric == 'rmse')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -152,7 +611,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -249,7 +708,7 @@ "4 5.0 2018.0 17.905360 19.297321 16.936694 19.993250 rmse" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -260,7 +719,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -269,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -283,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -330,16 +789,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -362,16 +821,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -401,7 +860,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -411,7 +870,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -460,7 +919,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -488,7 +947,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -612,7 +1071,7 @@ "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -639,7 +1098,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -670,7 +1129,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -702,7 +1161,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -733,7 +1192,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -757,9 +1216,152 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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modeladmin_level_nameregion_namermsemaer2DISTNAMEgeometry
0ealstmdistrict_l2_kenyaNAIROBI2.051673e+011.596918e+01-2.216576e-01NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1previous_monthdistrict_l2_kenyaNAIROBI1.758467e+011.497608e+011.025673e-01NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2rnndistrict_l2_kenyaNAIROBI2.043045e+011.643162e+01-2.114037e-01NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3linear_networkdistrict_l2_kenyaNAIROBI1.547939e+026.673282e+01-6.854102e+01NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4linear_regressiondistrict_l2_kenyaNAIROBI8.129755e+147.251342e+14-1.918174e+27NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
\n", + "
" + ], + "text/plain": [ + " model admin_level_name region_name rmse \\\n", + "0 ealstm district_l2_kenya NAIROBI 2.051673e+01 \n", + "1 previous_month district_l2_kenya NAIROBI 1.758467e+01 \n", + "2 rnn district_l2_kenya NAIROBI 2.043045e+01 \n", + "3 linear_network district_l2_kenya NAIROBI 1.547939e+02 \n", + "4 linear_regression district_l2_kenya NAIROBI 8.129755e+14 \n", + "\n", + " mae r2 DISTNAME \\\n", + "0 1.596918e+01 -2.216576e-01 NAIROBI \n", + "1 1.497608e+01 1.025673e-01 NAIROBI \n", + "2 1.643162e+01 -2.114037e-01 NAIROBI \n", + "3 6.673282e+01 -6.854102e+01 NAIROBI \n", + "4 7.251342e+14 -1.918174e+27 NAIROBI \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroupbyRegion requires geopandas to be installed\n", + "Reading file: KEN_admin2_2002_DEPHA.shp\n", + "Reading file: Ken_Districts.shp\n", + "Reading file: Ken_Divisions.shp\n", + "Reading file: Kenya wards.shp\n", + "Reading file: Ken_Locations.shp\n", + "Reading file: Ken_Sublocations.shp\n", + "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs` *\n", + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, { "data": { "text/html": [ @@ -874,35 +1476,135 @@ "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 19, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gdf.head()" + "# extract a GeoDataFrame that we can plot\n", + "region_plotter = analyzer.create_model_performance_by_region_geodataframe()\n", + "metric_gdf = region_plotter.gdf\n", + "metric_gdf.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How do we do when we compare to the [Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm) paper?\n", + "\n", + "The paper presents $R^2$ results for four districts:\n", + "- Mandera - 0.71\n", + "- Marsabit - 0.77\n", + "- Turkana - 0.83\n", + "- Wajir - 0.71\n", + "\n", + "These are defined as Arid and Semi Arid Lands (ASAL) districts. They are actively monitored by the National Drought Management Authority." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import r2_score\n", + "from typing import Dict\n", + "\n", + "def rolling_average(district_csv: pd.DataFrame) -> Dict[str, float]:\n", + " \"\"\"Over three months\"\"\"\n", + " relevant_districts = ['Mandera', 'Marsabit', 'Turkana', 'Wajir']\n", + "\n", + " district_csv['month'] = pd.to_datetime(district_csv.datetime).dt.month\n", + "\n", + " output_dict: Dict[str: float] = {}\n", + "\n", + " for district in relevant_districts:\n", + " district_df = district_csv[district_csv.region_name == district.upper()]\n", + " true, predicted = [], []\n", + " for i in range(1, 12 - 1):\n", + " min_month = i\n", + " max_month = i + 3\n", + " submonth = district_df[(district_df.month >= min_month) & (district_df.month < max_month)]\n", + " predicted.append(submonth.predicted_mean_value.mean())\n", + " true.append(submonth.true_mean_value.mean())\n", + " district_score = r2_score(true, predicted)\n", + " print(f'For {district}, r2 score: {district_score}')\n", + " output_dict[district] = district_score\n", + " \n", + " return output_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performance for EALSTM\n", + "For Mandera, r2 score: 0.8151662614826201\n", + "For Marsabit, r2 score: 0.7478656899685967\n", + "For Turkana, r2 score: 0.4432176242580994\n", + "For Wajir, r2 score: 0.8658232939331323\n", + "\n", + "Performance for Persistence\n", + "For Mandera, r2 score: 0.5214733855608145\n", + "For Marsabit, r2 score: 0.4263750797315645\n", + "For Turkana, r2 score: 0.4241101961679359\n", + "For Wajir, r2 score: 0.4509264686109441\n", + "\n", + "Performance for RNN\n", + "For Mandera, r2 score: 0.7683449978300687\n", + "For Marsabit, r2 score: 0.5296739006824711\n", + "For Turkana, r2 score: -0.011405166839093761\n", + "For Wajir, r2 score: 0.778361013437218\n", + "\n" + ] + } + ], + "source": [ + "print('Performance for EALSTM')\n", + "rolling_average(all_gdf[all_gdf.model == 'ealstm']);\n", + "print()\n", + "\n", + "print('Performance for Persistence')\n", + "rolling_average(all_gdf[all_gdf.model == 'previous_month']);\n", + "print()\n", + "\n", + "print('Performance for RNN')\n", + "rolling_average(all_gdf[all_gdf.model == 'rnn']);\n", + "print()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What is going on in Turkana?" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# ealstm_256\n", + "# ealstm_128\n", + "# previous_month\n", + "# rnn\n", + "# obs" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "GroupbyRegion requires geopandas to be installed\n", - "Reading file: KEN_admin2_2002_DEPHA.shp\n", - "Reading file: Ken_Districts.shp\n", - "Reading file: Ken_Divisions.shp\n", - "Reading file: Kenya wards.shp\n", - "Reading file: Ken_Locations.shp\n", - "Reading file: Ken_Sublocations.shp\n", - "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs` *\n", - "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" - ] - }, { "data": { "text/html": [ @@ -1017,135 +1719,211 @@ "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 20, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# extract a GeoDataFrame that we can plot\n", - "region_plotter = analyzer.create_model_performance_by_region_geodataframe()\n", - "metric_gdf = region_plotter.gdf\n", - "metric_gdf.head()" + "gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### How do we do when we compare to the [Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm) paper?\n", - "\n", - "The paper presents $R^2$ results for four districts:\n", - "- Mandera - 0.71\n", - "- Marsabit - 0.77\n", - "- Turkana - 0.83\n", - "- Wajir - 0.71\n", - "\n", - "These are defined as Arid and Semi Arid Lands (ASAL) districts. They are actively monitored by the National Drought Management Authority." + "# How do our Models perform overall (RMSE Histogram)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ - "from sklearn.metrics import r2_score\n", - "from typing import Dict\n", - "\n", - "def rolling_average(district_csv: pd.DataFrame) -> Dict[str, float]:\n", - " \"\"\"Over three months\"\"\"\n", - " relevant_districts = ['Mandera', 'Marsabit', 'Turkana', 'Wajir']\n", - "\n", - " district_csv['month'] = pd.to_datetime(district_csv.datetime).dt.month\n", - "\n", - " output_dict: Dict[str: float] = {}\n", + "from src.analysis import spatial_rmse\n", "\n", - " for district in relevant_districts:\n", - " district_df = district_csv[district_csv.region_name == district.upper()]\n", - " true, predicted = [], []\n", - " for i in range(1, 12 - 1):\n", - " min_month = i\n", - " max_month = i + 3\n", - " submonth = district_df[(district_df.month >= min_month) & (district_df.month < max_month)]\n", - " predicted.append(submonth.predicted_mean_value.mean())\n", - " true.append(submonth.true_mean_value.mean())\n", - " district_score = r2_score(true, predicted)\n", - " print(f'For {district}, r2 score: {district_score}')\n", - " output_dict[district] = district_score\n", - " \n", - " return output_dict" + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Spatial RMSE of each model" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 101, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Performance for EALSTM\n", - "For Mandera, r2 score: 0.8151662614826201\n", - "For Marsabit, r2 score: 0.7478656899685967\n", - "For Turkana, r2 score: 0.4432176242580994\n", - "For Wajir, r2 score: 0.8658232939331323\n", - "\n", - "Performance for Persistence\n", - "For Mandera, r2 score: 0.5214733855608145\n", - "For Marsabit, r2 score: 0.4263750797315645\n", - "For Turkana, r2 score: 0.4241101961679359\n", - "For Wajir, r2 score: 0.4509264686109441\n", - "\n", - "Performance for RNN\n", - "For Mandera, r2 score: 0.7683449978300687\n", - "For Marsabit, r2 score: 0.5296739006824711\n", - "For Turkana, r2 score: -0.011405166839093761\n", - "For Wajir, r2 score: 0.778361013437218\n", - "\n" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "print('Performance for EALSTM')\n", - "rolling_average(all_gdf[all_gdf.model == 'ealstm']);\n", - "print()\n", - "\n", - "print('Performance for Persistence')\n", - "rolling_average(all_gdf[all_gdf.model == 'previous_month']);\n", - "print()\n", - "\n", - "print('Performance for RNN')\n", - "rolling_average(all_gdf[all_gdf.model == 'rnn']);\n", - "print()" + "pred_da = previous_month.preds.transpose('time', 'lat', 'lon')\n", + "previous_month_rmse = spatial_rmse(true_da=obs, pred_da=pred_da)\n", + "previous_month_rmse.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# What is going on in Turkana?" + "## Calculate the difference between the " ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 117, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# ealstm_256\n", - "# ealstm_128\n", - "# previous_month\n", - "# rnn\n", - "# obs" + "pred_da = ealstm_256.preds.transpose('time', 'lat', 'lon')\n", + "ealstm_256_rmse = spatial_rmse(true_da=obs, pred_da=pred_da)\n", + "(ealstm_256_rmse - previous_month_rmse).plot(cmap='coolwarm')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pred_da = ealstm_128.preds.transpose('time', 'lat', 'lon')\n", + "ealstm_128_rmse = spatial_rmse(true_da=obs, pred_da=pred_da)\n", + "ealstm_128_rmse.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pred_da = rnn.preds.transpose('time', 'lat', 'lon')\n", + "rnn_rmse = spatial_rmse(true_da=obs, pred_da=pred_da)\n", + "rnn_rmse.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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evMRxHCffUaDLc+Nkhqja+mJgk6ramaYcx3EGFPF89hnkc8BKoCbbA3Ecx+mN4hG0GUFEJgJvB/4J+ELs9t1C6c7UDsvKsF8NgNap4adzkV2ClvaJtnNtwh/Cff+g621m2+pt9qxhxCp7331h14ZhQdm0meHaoQB7O+wI2tPHrg3K/qd9rtm2qNi+IA2bwlGylY32Ld0+xXY4rn867ITtrLdDqbU97OivHmK3fW71EaZ88rxw5O+Ox8ebbatG2pHUTRLObTF6tF1/eejNdl6M7fPDjv7qjbYzff077Xu/aF/fnMfp4jP7zPA94BoguN5FRK4ArgAoqQsrJ8dxnEyjKnkzs8/aUYjIO4DtqvqitZ2qLlDV+ao6v7iqaoBG5ziOc8BBWxz7ygWy+cg6HbhYRBqAXwHnicjPszgex3Gcg0jWoI17xfYiMklEHhORlSLyqoh8Lvr8ayKySUSWRC/b7tsHsmbGUdXrgesBROQc4GpVvdRsU6J0j0odVNUy3LarSXHYvlfcaV+s4ho7+GPTO4zTqHbWy+42u6zbhOv7r/baCUeF7eorH5xhtu0+3rYDP/DoSUFZSVvMtTrGthPTFj7fckyL2XTSQju75O45YVlPme1LkKLwPbZ7Y7isIEDxXvsebNwzLigrqrFt17Ultu27ZFv4HmwaYgfX7Xy37btJ1BnfnXZ7Riwd9jmp2Nn/tvSkgzYj++kGvqiqL4nIUOBFEXkkkt2uqt/JxE4ssm2zdxzHGdRkIoJWVbcAW6K/94rISiCcv7wfGBSeB1V93NfYO44z2DgQQRv3AkaKyOJerytCfYpIPXAccCCj/2dFZJmI3CUi/bYKxWf2juM4BmkWHN+pqvPjNhKRauC/gM+raouI3AF8g6TF6BvAd4FP9GG4QVzZO47jBFCFrkRmDCAiUkpS0d+tqvcl+9dtveQ/Ah7MyM5SkFPKvqgkQWVd6pSII4baWRh3t4Ydc0WddvBu8RrbqTdsTdhBtrfedu50Tm035bdP6rdrz4YfTw/KRm2zSx42TLUdc/NPfSMoa++2b7uVL9ab8iJg7VWxMXgpmbrxu6Z8aNhnTWKHfcydwLrPfjGl7JRLjXq9wN4JMZkrwxUkSUy37/1dL4825VofTjOqq+2gqTPPX27Kn3jJ8HiX24sXiobZ9yBb7O9lJkiacfqu7EVEgDuBlap6W6/Px0X2fID3APYJ7QM5pewdx3EGmgxF0J4OXAa8IiJLos++DHxYRI4lacZpAD6ViZ2lwpW94zhOgEwtvVTVpyDlU+N3fe48TVzZO47jBMmfdAmu7HOcedfcbsqX33L4laycQ+f0DwR8AuX5kUyrEPEatFkgkRA6O1JH+5XW2tGN42rDkZWb3m4/ubs22Tl52oeH2yfsAFnKV9tOvzMavxSUVeyy+47D+nXaNraExXeGnaD3rTnO7Puqxz4SlB07e73ZNjEixjHXB9b+fWoH6gHmXht+eFZutu+TYavDDset59tRrNpjK5TybeGv6rQxO822+0fYEckbt4ZLNWqFHZ276LkjTXnRyHC2z8Re+8tRutJ2wLaP6v+sl8nVOLmR+yaOnFL2juM4A4mXJXQcxykQ3IzjOI6T52QwEVrWcWXvBJn7m68FZd+YN3DjyCRTf2AHVVUOjnRRziDCV+NkAekoonhN6pSrrX+wE8jtPiosK22xn9xTztxkyhtqRwVlxdttJ9To5XYU4Y5jw86hvjqo9r0z7LSWmMnMjT/5mCmfsWhfULbrq7bjbeL4XTx1wS32APqJV78dXr005S57TKPP3x6UnVtje9Of+LNxgwKddeH75LXlk8y2ldtsZWUtFCoJB9cC0DrPTv9dXBwed/Ewu1TjsHr7nDW12emXM4Gq0O3K3nEcJ/9xM47jOE6e4zZ7x3GcAsGVvZMTHPN5I8L2nAEbxiEz5/6vm/KV77kp5ecXPh4XMTzRlB7xQ8OB2/9JFp1Bhq+zzxYVCRIzUqdz3THSjkStbAw7OjvrbEdnw+qxpnz40nDfTXNsB+z+EXZ0XknYz8n+WnvcNWtsx1Lp47Us/V5q5bhw9Wlm2+8s+oAp33xGWDPW3mVfq6YP2PVt+0LRWNvj2LM97PQr2lccTGEMcMkzVwZlz2w8wtzvxHlbTLmlcHY9Ea5PC9A+xr4HMW6jj5z7hNn0vzccbcq7uo0FBoFo+ANs322nHu/pGhjHqa+zdxzHyXNUoTtDxUuyjSt7x3EcAzfjOI7j5Dlus3ecLPP2RX8fkPRvhsIj/jnswD0ptty0k4uoK/vsUFSc2ptU/Yb9JW+tN5xU1Xb62WmTt5nyNYnxQdmQ8bazcdj95aZ83XvKgrJJj9iOtz0zDt/WePmMP5vyn7ztalO++blwRHPr+JiU0q/bjrlZp64LysqKevifs34QlB/5ZTv/f48RlGlFsQI8v3gG6/4utQP32M/a+906dqgp76oN77v6xCazbbnhJAXbTHHXC2eYbesnh6OGAbYsDt8HiZm2s7y62pbvben/CFpwB63jOE7eo+o2e8dxnAJA6PHVOE4+MOerqc0L3TEBRBNO7IfBOM4gxG32WUBEKS1JXX5QzrTtllXP1AVlrdPsJ/eaFXZGzaqN4fado+xT3DEspm6hcaM1nm/bYnVEuymveN0ObrJout8+JyN3hG3MXVX2l6dlju1DWfMnO0CJs8Ki2nNs/8szb7nZ7vswWfJDO7I3LvVyojJ8PjuXhO9tgJoTd5jyjofDWVsTdrwW29bZ94GGXU4UB77LB6gutzNqNu2zfTuZwHPjOI7jFAKatNvnA67sHcdxDHw1juM4Tp6j7qDtOyIyCfgpMBZIAAtU9fvZGo+TP5z16JcMaf8GXTn5RybMOCF9JyLDgXuAeqAB+KCq7un7Hv+SbM7su4EvqupLIjIUeFFEHlHVFaEGur+Y7mW1KWXt47vMnRVNCDu4Kjfap6F7bupMmwcomRIur1byyHCz7eYP2IEjid3hoKuK7faMo/I12wE7dFPYEbrpI7ZzrHuXvVynZXIRy29N7ZScfZMdYFTcYl+Pzlpl7VVfSCmzFT2UFvew6PxbzW2yQVG7fS2r1oflEqOMdmwcZsqHnhte3FAJvHKxnW7aon7ht4OyUVX2vb912RhTXj09XFYzk2RoNU5KfQf8NfCoqt4sItcB1wHXZmKHB5O13yequkVVX4r+3gusBGzXvuM4zgCimlT2ca/4foL67l3AwmizhcC7++lQBofNXkTqgeOA51LIrgCuACiptWcojuM4mSbNpZcjRWRxr/cLVHVBqg0P0ndjVHULJB8IIjK6b6MNk3VlLyLVwH8Bn1fVv/hdFp2wBQAVEyblySIox3FyhTRt9jtVNTYV3sH6TmTgVvpkVdmLSCnJA79bVe/L5liczFN/x3dSfl5RgE7So79g+ymwi6Fllfp/T30dAYpqbN9OrjvEFSGRodU4AX23TUTGRbP6cYCdWa4PZHM1jgB3AitV9ba02vRASSCJZPXrdiRq25RwtF77tLCDFUC22dn1WgjLy0aaTenZb1+CynFh5/CQV+xMibtOsp3WrZPD50zW2+MqNcolAuyZZ5zv0Xb2yFnzNtqdG4yqtJ3pg5Xi6XtNeXdr+FqLHXAc6/xtbQk78rUtJsK7D+zYkXqxxZsYUcMA+zbY93+myIQ5wdB3DwCXAzdH//8mA7tLSTYXkJ4OXAacJyJLotfbsjgex3Gc/0uGHLSE9d3NwIUishq4MHrfL2RtZq+qT0GehKY5jpO/ZGBqH6Pvzu/7HuLJuoPWcRxnMONZLx3HcfIcBRIJV/aDiv1j7d9axfvD7okz5q822z7xwpGmfOjacN8ddgAtVW/EOMAkLG+eaR+z9Ng3adcEwzHdbq+iaBpvewVrXgw7/RIxd93qnkn2BgBnp/54277q+LZZYNltdorjuHKJZn2BMnj9xnD/s78esxJoTwWrbkrdPlTv4AAd++0o7ZGvhGXN0+37s8QOsGX6hWtNeYPdPD0UM814LpE3yt5xHKc/8BTHjuM4hYAre8dxnHwn7aWVgx5X9o6TJjO/GWP7Bl7/cmrb98x/stv29Ys49zqjfzsmEIDpt6Ru338hVTmEz+yzgwSC6sbMtaOMt6wfEZQ98dIcs+1lZz1lyn/GGUFZ2diYUNNiuw7nvs1hh2PVRtuJul9suRih7lpsRy+yM5x6GaC7KiwrjjkliYqYfRuMqIjpfJDSXQWv3xB2sr590d8HZQ2/s2vydtbZ2qqoIzxz7RhpX4viNjsus3l6WFYaiIY/QMKoXwuw4oWYWsSZQEF9NY7jOE4h4MrecRwn/3EzjuM4TgHgyn7gSZTBvkmpbYjlPTGpVMvCtsf3H/uS2fTnj4dt8gBaFba7d3fa4+rssg2T1Q3h9nGLBKo22RvsrQrvu7jWTl1bttO21ZY1m2KW/HPYPh0XyNN9VBszfv2PKWXaMNVsW/u6cMLCcP8v/ig8rpDzNR2qNsVvc9xnwuNqnlUflH30o4vMfn/29On2jkeHr3XdE7Z3d9d8O7huyIiwD0VfqjHbdoyw/QXW9y5j5FFQVX6UTXccx+knkqUJ7ddAISKni0hV9PelInKbiExJp60re8dxHIuExL8GjjuAfSJyDHANsB74aToNXdk7juMYiMa/BpBuVVWShcq/r6rfB9Kq4pJTNnsnf6j/0a1BWWUWb8ujrrb9Ba98J2y3P+qBm4KyEuoOe0xOFlEGm4N2r4hcD1wKnCUixaQZ+5ZTyr5kPwxflvonU9sOu/7fUKNa3X1lx5htK3bYP4C69oXl3bV228rNtgO3enP4Tqv92w1m240P26a8IRvCl3/fdNs5tn+MLa97Iyzbcq7dtvrUHaZ8R0M4lWjVbvsn9e6jY/a9vn9+7Ba9c6cp399hf1+H/zbszPxZzan2zssTNHz8mqD4hIduCMq6y2wHbd2yEpb+IPwAnPWN8MOzM6Y8ZbHxvQJIdA+E+UQGm4P2EuAjwCdVdauITAbCM6de5JSydxzHGXAG0cxeVbcCt/V6v4E0bfau7B3HcSwOP3tHxhCRvRiPHVW117GSpoNWRL6dzmeO4zh5xYF19nGv/h6G6tBIoX8PuA6YAEwErgVSB50cRLoz+wujTnvzVyk+c5y8pn5B2Dw6dOwADuQQmfUPYdt59Yl963vOVwyndkwys1xggFfbxPFWVT251/s7ROQ54Ja4hqayF5FPA58BporIsl6iocDThzPSvtBTBi1TUz9FO8Z0mW2HNIQdYIl2+5lXvtseV1lLWNZaHBNparQFaD4iPGto+UN8LMWKbxqrR74Q/pLKXvucDNlsH1e7sfhk6Eq77a4qu7SgVW6xdbp9HxTHHNfIZeFo0nXvt8dd9MfwQe86LmZcu+1xtZ/fHpSN+qNdGrCl3p55ThwaDndeOnuY2bZyi73AoLsyrCnHzrId8T2/GG3Km2YMkON0cCn7HhH5KPArkiP7MJBWKHHczP4XwEPAt0j+dDjAXlWNUYGO4zhOhvkI8P3opSQn3R9Jp6Gp7FW1GWgm+fRAREYDFUC1iFRHnmDHcZy8ZTCZcVS1gWRA1SGTroP2nSKyGlgHPEGycPtDh7NDx3GcnEEZVOkSRGSmiDwqIsuj90eLyI3ptE3XQfuPwCnAH1X1OBE5l2i27wxupt12W1A2JE+KMjhOvzKIZvbAj4AvAf8OoKrLROQXpLEiJ11l36Wqu0SkSESKVPWxbCy9nDduDIsDaWaPNpyNAEO2hRfLSo8dvVhkZ3Fl2Ps2BmVtz08y2zbPsn0rNavDDrCSC3bZfa8KR5oCtE0J38Vaax90x357mUVnbVhWd4ztmOPRUabYuh7Nx9jnU2JcWXsnh++F0mF2ycPW08PO3aKY2d+RJ4XvIbBL8O2eazal2u6a5c+H00JrjX3Cuo4yQtOBnuZw+cqtr9nXuXK8fc46RwxAimMyZ8YRkbuAdwDbVXVe9NnXgL8FDnwpvqyqvzO6GaKqz4v8n3MTo6GSpKvsm0SkGlgE3C0i29PdgeM4Tk6TuZn9fwA/5C8jXm9X1e+k2cdOEZl2YFQi8n5gSzoN01X27wLagauAjwK1wD+k2dZxHCd3yZCyV9VFIlLfx27+H7AAmC0im0j6UT+aTsO0lL2q9nGwvKAAABfJSURBVP6ttvCQh+c4jpODHEIK45EisrjX+wWquiDN3XxWRD4GLAa+qKp7Uo5FpAiYr6oXRAVMilR1b5r7sFfjiMheEWlJ8dorIjHhQPGIyEUi8pqIvCEi18W3cBzHGWDSW42zU1Xn93qlq+jvAKYBx5I0x3w3tKGqJoDPRn+3HYqih/h19mklxT8cojzM/0IyFUMj8IKIPKCqKw6nv2W32fVBp/w4HOZeHuN427fcjuhseSHshO0ebrs2ZIgtL98Tfh7LvbYDtmyy7eBSI/hx2JyUk4s3GT211ZRXFIePa22TPe72k22nX/c2I+1ucUzd0lJ7mtY2Pny+h/6pymy7d3JYNuL47WbbZa8ZjYH6R8Pnc/vx9gKDpnn2PVY8JBzdW7naTnE8st52tu9cMS4o6xpqX4tS+2uJdA3MarL+XGevqtve3I/Ij4AHY5o8IiJXA/cAb35R0glyzWbWy5OAN1R1LYCI/Iqkb+CwlL3jOE6/0I/KXkTGqeoBB+t7gOUxTT4RjegzB30eXlIVkU1lPwHovSisETj54I1E5ArgCoDJk+3Zj+M4TkbJYNlBEfklcA5J+34jcBNwjogcm9wTDcCnYro5kqSiPyNq8yTwb+nsP5vKPtVvsL84rZHtawHA/PnzB1d4g+M4+U/mVuOkCkS98xC7WQi0AD+I3n84+uyDcQ2zqewbgd7G7onA5iyNxXEcJyUyCIqX9GKWqvauo/qYiCxNp2E2lf0LwAwROQLYBHyINLO3HQ7r/+ZLh9/4fba4/t/D8RDlI/abbTUmsrK4Mxypuneyndro4x962JTv7g47HO95wq5rumOM7bRObBoSlFVPbzLblr5sO0Irw9l+aZ5rn5OqensRWRvhgj9lLXbfdavDU8C2nXa63rE77OnjfqPEcqXt+6WmwU5D3FEbVgNN8+wo1V2Lwg5YgPaJYedw+VZb/ZTYfnpGv2B/dxrs5rnKyyJyiqo+CyAiJ5NmuvmsKXtV7RaRzwJ/AIqBu1T11WyNx3EcJyWDy3h8MvAxETmQcXgysFJEXgFUVY8ONcxqDdooB4SVB8JxHCd7ZNBBmyEuOtyGBVNw/JJnrjTl95wadmhP/UEwziFJONeT4zi5ziBS9qq6/nDbFoyy70/Kt4dtop1dtv150sO29ydREr7TOozSfwA/evV0U67rwmOrnm3b1dvWGWktgTknNARljfeFMzgCjLm40ZRv3BkulVc3pMNs29pqBwklhoZt1O3DbZt986zwtRzSaNvN28ba9ueuU8LBkuVP2rGP+8bZfVc3hu+xipiygz0xNWaHrgqrmLb5tj9rT61dbrH2tYIsS3jYuLJ3HMcJIAy61TiHjSt7x3GcEIPPZn/YuLJ3HMexcGWfX8y7xqh0NXHgxuE4ziDDlX1uYa22MRU9MO1o22HY0RM+jY3L7KCTI29aZsotNi49ypQXddrONa0KGyPb2uwlRqUttnNsZePYoGzGe+wFBTdOsRP/XbruiqCseV9MickyO0howsRwqcfNrXZg1PApYaf2rvJwsBbA2Mfsr2LdiHBSwzdOttsmdtjXsmdu2FGa2BgOjgMYstm+D9rqjXKgtr8bxrSz5kNfjtkojNzxhcNu+3/6cWXvOI5TALiydxzHyXPUV+M4juMUBj6zzy2OuPtbQVkVdvCG4ziFi9vs84jEac2mfO3WUaa8vKIzKCtpsx1YT91zvCnvNAJVS6bZEYg1T9rRos0zwnfxsDo75eCeWtvpV704vO8Nq6aYbW84+z2mvLglfNsmKu3f3FJpl+ibXrszKNs62nayjqkOR7nuLrKjXHe9067BV3nz+KBsfIXt6Wz7W7vEZPnPwxHJJfvt87l3QkyEbXXYIV68NUcmWa7sHcdx8hzFlb3jOE6+I7gZx3EcpyBwZT/ImPHrf4zZwrYtOo7jpMSVfW5RtjbsDGqLcTJJkX21h98bLtG35fSYcnMxPqqe2rCDq3Sd7YDdc4ztjKQi7HzbtdVOYXzNW+0o13/5j4uDsroztpltN2w0avABlXvCTu/Y89lkO5afbQw7jxM77M5XtoedqMW77cjekgY7V/BOI1i6td6OCi5eMdyUDx0ePp976+37t8T2K1P1hn3cK755ld3BYMCVveM4Tp7jWS8dx3EKBFf2juM4+Y+nS3AcxykA3IwzyDh/6mum/ImS6UFZaZftoO3ebzuZth8fbl802Y5EHXm/7WTtrgj3vWeW2ZTKUbb3rLMzfPlnj7OdqK09trOybWJ4OtTVYtflfcu8Fab8YY4MC9vta1k6vN2UW/HOWnb4U7yecltjJKbbtXPrfh92LFdvLuLZn4fT+c75ip3Cu25NV1DWMtM+n8VNdoS42L7jwU8Gg6pE5C7gHcB2VZ0XfTYcuAeoBxqAD6qqHfJ8mMRllHYcxylsNI1XevwHcNFBn10HPKqqM4BHo/f9git7x3GcAAciaONe6aCqi4CDq9C8C1gY/b0QeHemxn4weWPGcRzH6Q8kkZY2Hykii3u9X6CqC9JoN0ZVtwCo6hYRscuh9YGcUvYrmjdzzINfSSk71a7+5zh5zVEP3GRI6wZsHHlH+maanao6v38H0zdyStlbPPqwnSq4uzrsXCvfaVuzxqywHXNbTwnfDUVrbGfkjnfbDtyaP4Xbjz1hi9l2d6tdP7S7Lex4XrtrhNl2SnW4JipAUWfYcTfqHntcq66Mmdx0hq/X8MnhOrAATc32vnVd+HyfetZKs+1LD88J9xuTraNqhe3w3j07LCs/2j7m/eNsL2njeWE1UDLevj+HLLPv753H5f5Sln5ejbNNRMZFs/pxwPb+2pHb7B3HcSwy56BNxQPA5dHflwO/6VNvBq7sHcdxDDLloBWRXwLPALNEpFFEPgncDFwoIquBC6P3/UJWzDgicivwTqATWAN8XFXt36KO4zjZIENmHFX9cEB0fmb2YJMtm/0jwPWq2i0i3wauB66Na6StxXQ/nTqDX2KUfUXKd4V/xJSGq8kB0Fxv/wCq3BqWddgJB6leZNs898wL+wvaH4/xSsfEAMmccCBPe2M4kyfA04+fYMorDdP4tvl2IE5imX1cdWvC7RPLRrDkh+FMilPuusXsu3pOOJ5l6YNhmzxAmRGvZZWXBJCYBKXjnwqXvux8xS6X2HHM4d+/bKxm6Q+MzJTvN7vOfTR/0iVkxYyjqg+r6oHb+1lgYjbG4TiOY5HJdfbZZjDY7D8BPBQSisgVIrJYRBb37LNXBjiO42Qc1fhXDtBvZhwR+SMwNoXoBlX9TbTNDUA3cHeonygwYQFA5bhJuXFWHcfJG3Jl5h5Hvyl7Vb3AkovI5SSTAp2vmiOPRsdxCosMJkLLNtlajXMRSYfs2aoaU9jsf5k7YQyLv5XaWXT872402zYbpdm6ZtuZEHs6YiJijCCfYUv6doqtgK9ECaz62uGXdav/SdhZKSPtLIzNRXZ5P4aGPY7HTdtgtwXuP/1fgrI4J6uFtNuWy5amsGe5eJj9rVfjUhe1207p5plxfYfLFnbZcWKxyirOeVzo5IuDNlurcX4IlAOPiAjAs6p6ZZbG4jiOE8SVfR9Q1XByecdxnMGCkjMO2DjyJjeO4zhOf+AO2iywfOs2pt96W0pZzdwBHkwOcNTVdoUiBvE5m/ubrxlS20gdyoyaxA3UziHiyn5w0fMHO0tj99Hh0mtFO2xnY0mMcy1hlJxrnmHfKdP+c78pB3jkqRtitzkcRj4Vvvwdw+xSjN2nt5jyI8eEyxqOqbDbPrHRtvJVvREeW+lpdjbOst0xZfbGhWM5Ro3fZbZtuX+8Kbcie6d9N/Uk5gDlTUbW1iZ49u4vmu2dw+NAUFU+kDfK3nEcJ+Ooplu8ZNDjyt5xHMciP3S9K3vHcRwLN+M4A8aRN6Z2tHbEBPkMwfY1OAPL1F9+MygT7EpVTpZQwM04A48WK921qUustYy3c8QW7wpHIEqXrRRLp9s5kMfWhh2ObZ2283f3kaNM+f4+lB8Wuxoduy8IRw7LJlv5nDRukyl/bXd44FtLh5pt27ba6ZXPfvfyoOzPj84z2xITDJ1YHk4X3PmaPW6GhUUtp9mO+PI99j249ZyYi+n0H/mh63NL2TuO4ww0bsZxHMcpAHw1juM4Tr7jWS8dx3Hyn2RQVX5o+5xS9kWdQtXa1EPeP872vJ1w4uqgbOX9M822FStsx9y6k8Ph++Vb7VNcNMYUU2xlGo65B3tishDPmWAUH50A/3PWD4LiWd+IScVg0DQ0pl7wXttZ+fxvw07YypPCNWQBev5seFGB/ePCkaq7j7TTI3eOD9eJHfWI7fDefpq9wGDUszGe5b+1xU4f8KyXjuM4+Y/P7B3HcfIdt9k7juMUAp4bxykATnjIyrY5csDG4ThZxc04A0+iTGmbmtqRVVwbdo4BvLB0WlB225U/Ndtee+/HTHnVmvBprNlge3dmXrXClDe22fnXHz03nBr3+E/ZTtSRFeF0vst3jTXbJuwMyGYpt/POWGa2fW7zFFNeURpOV73zDTvVdbVdWpeSVsMJG+eoM5ruOMWOgB27KMYBCzz30y/EbuNkGM1cWUIRaQD2Aj1At6rOz0zP6ZFTyt5xHGfAyezM/lxV3ZnJDtPFlb3jOI5FflhxXNnnOqEyjQA1nvXScfqMJDK20F6Bh0VEgX9X1QWZ6jgdckrZF+8Thr+UesiJEvtQeoyYli/992V22wm2obdrAjR87DpzmxBzvmLb1as3hacVe+bYfTfPsqckTyyZHZQV7bNtyGUxtu+uWeEsj4+9MZM1H/qy3cFhMuu+fzDlbd12Rs2StvAD8u6Pfd9s++FffS4o6x5nn7BtF/bQcNnh3UNOP6KkG1Q1UkQW93q/IIUyP11VN4vIaOAREVmlqosyNNJYckrZO47jDCSCphtUtTPO4aqqm6P/t4vI/cBJwIApezv+23Ecp9BRjX/FICJVIjL0wN/AW4BwYYZ+wGf2juM4FplZjTMGuF9EIKl3f6Gqv89Ex+niyj5DTPtOakfp+KdjDH7z4tdX5yPTfhUu0dfTFK4qBqBl4XNaUXfYQ8o6ccnlXvvKVQM0EudN0rfZ292orgWO6XtPh09OKXstgq5AgsmWeeFAGwApCT+dRz1mRwjVLXzRlK+95VRTbtEdTpgJQNMMYfX1qb/kR/zwu2bbS89+ypTf9/OzgrLJb28w23b22A+pNRvDZQmLDWXdV3SlnaE0Md6+T2qWh78SH3jos2bbka+H77GWmPKU+VINKR/J4GqcrJJTyt5xHGdgSc8mnwu4snccxwmhuLJ3HMcpCPLDipNdZS8iVwO3AqOylS8iF5j5X98ISGIM/o7j9BkvXtJHRGQScCGwId02RT1Q0ZT6xO/faTtZtdiKRLXTCuz6+XGmPNERLim38b32tGDW5EZTvm5nOItjyZhwlCrAY9tmmPLO+eGslyvXjTfbFu22z7eMDkeMlpTZJfikudKUdxsrbjpH9tDwqavN9hYn/ymcfqJoqJ1Zdcdp4a9T6Y6YNKHAG9f6aptBSZ4o+2wGVd0OXEPepBlyHCfvUIWeRPwrB8jKzF5ELgY2qerSKMjA2vYK4AqAsiq7WLTjOE7GyZOZfb8pexH5I5CqAsYNwJdJhgvHEiUTWgBQNXJSfpx1x3FyB1f2Nqp6QarPReQo4AjgwKx+IvCSiJykqlv7azxO4VD/05uDsvL1dnBTDgfgOv2BAl6D9vBQ1VeAN8Mro1Jd89NZjdNdo+w8L7Xjr3SDkcMYqDOq//VcYu+6eVlMvdWK8M2QGGY79Rp/Z5fgKzcCPoc22rbCTe+yo1x1n3H5y+2+i7ps81vpqvD1ELWvldr+WUqaw8fVPTYm93IMW88JO49LS+xzMuUeSyl08tgfrj3MUTnZQ0FzwyYfh6+zdxzHCaHkjAM2jqwre1Wtz/YYHMdxgrjN3nEcpwBwZe84jpPveCK0LKFIIBJ26t22k3XV34XX6OuWWrNtZbs9qvLNYWdl0zF23FrbET2mfMSLYWfkrg+FI2ABdIedTqFyU7jv6ReuNdu+1jjVlFspe/dNtiNoy3bYt2XVprBs4imbzbYrd9ebculDmOHGT3bxxgdvPPwOnMGHAp7i2HEcpwDwmb3jOE6+o74ax3EcJ+9RUF9n7ziOUwB4BO3Ac9TwcSz+8JdTyo79s12suXpNWLZ/nO2Vax9pP9lr1tnRpBZF7fa+96XKLhRx+3H3mm3/ZeN5pnz75OqgbNXTtgO2psEUs98IOi5psm+7mrX2l6vprfuCslVbxphtE8PtGrS1L4WLnZc1p/F1+WD8Jk6O4TZ7x3GcPEfVV+M4juMUBD6zH3hebdzG3GtTm2vi6wA5juMcKor22LEwuUJOKXuLIdvsn1rbTwjbxodssm3uXdVxNvnwk79yvf0Y6pxllxYcsiKcAvIzT15mtpUYG3P1lJagrOLIJrNt9zz7fHctHx6UJcpjbPIz7fOd6A5fy7on7ZSZrRNMMS3zwxF0tc/Z2TqdPMRTHDuO4xQIvvTScRwnv1FAfWbvOI6T56gXL3EcxykI8sVBK5pDy4pEZAewPs3NRwKxpQ7zkEI8bj/mwuBQj3mKqo7qyw5F5PfRfuPYqaoX9WVf/U1OKftDQUQWq+r8bI9joCnE4/ZjLgwK8ZgzSR+ydzuO4zi5git7x3GcAiCflf2CbA8gSxTicfsxFwaFeMwZI29t9o7jOM7/ks8ze8dxHCfClb3jOE4BkBfKXkQqROR5EVkqIq+KyNcPkl8tIioi6ayXzQmsYxaRvxOR16LPb8nmODNJ6JhF5FgReVZElojIYhE5KdtjzTQiUiwiL4vIg9H74SLyiIisjv4flu0xZpoUx3yriKwSkWUicr+I1GV7jLlEXih7oAM4T1WPAY4FLhKRUwBEZBJwIbAhi+PrD1Ies4icC7wLOFpV5wLfyeYgM0zoOt8CfF1VjwW+Gr3PNz4HrOz1/jrgUVWdATwavc83Dj7mR4B5qno08DpwfVZGlaPkhbLXJK3R29LodcDzfDtwDVYe4hzEOOZPAzerake03fYsDTHjGMesQE30eS2wOQvD6zdEZCLwduDHvT5+F7Aw+nsh8O6BHld/kuqYVfVhVe2O3j4LTMzG2HKVvFD28OZPviXAduARVX1ORC4GNqnq0iwPr19IdczATOBMEXlORJ4QkROzO8rMEjjmzwO3ishGkr9k8m3G9z2SE5beGbnGqOoWgOj/0dkYWD+S6ph78wngoYEbTu6TN8peVXuin/ETgZNE5GjgBpI/6/OSFMc8j2Ryu2HAKcCXgHtF5PArog8yAsf8aeAqVZ0EXAXcmc0xZhIReQewXVVfzPZYBoq4YxaRG4Bu4O4BHViOkzfK/gCq2gQ8TvJn7hHAUhFpIKkcXhKRsdkbXf/Q65gvAhqB+yKTx/MkZ0Z545g+wEHHfDlwXyT6NZBPDtrTgYuje/hXwHki8nNgm4iMA4j+zxtzHeFjRkQuB94BfFQ9SOiQyAtlLyKjDnjmRaQSuAB4WVVHq2q9qtaTVILHq+rWLA41YwSOeRXw38B50eczgTLyJDuiccybgbOjzc4DVmdnhJlHVa9X1YnRPfwh4E+qeinwAMmHHNH/v8nSEDNO6JhF5CLgWuBiVd2X1UHmIPmSz34csFBEikk+wO5V1QezPKb+JuUxi0gZcJeILAc6gcvzaAYUOuYm4PsiUgK0A1dkc5ADxM0kTXSfJLnS7ANZHs9A8EOgHHgkskw+q6pXZndIuYOnS3AcxykA8sKM4ziO49i4snccxykAXNk7juMUAK7sHcdxCgBX9o7jOAWAK3snJxCR1vitHMcJ4crecRynAHBl7+QUkuRWEVkuIq+IyCXR5+eIyOMi8p9RzvO78yknkOP0lXyJoHUKh/eSzGV/DMmcPy+IyKJIdhwwl2T6hKdJ5lh5KhuDdJzBhs/snVzjDOCXUfbLbcATwIE0zs+raqOqJoAlQH2Wxug4gw5X9k6uYZlmOnr93YP/cnWcN3Fl7+Qai4BLoiImo4CzgOezPCbHGfT4zMfJNe4HTgWWkixHeI2qbhWR2dkdluMMbjzrpeM4TgHgZhzHcZwCwJW94zhOAeDK3nEcpwBwZe84jlMAuLJ3HMcpAFzZO47jFACu7B3HcQqA/w+A/P2cSLr20AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [] }, { diff --git a/src/analysis/__init__.py b/src/analysis/__init__.py index 6997b6781..346d0174e 100644 --- a/src/analysis/__init__.py +++ b/src/analysis/__init__.py @@ -3,7 +3,8 @@ plot_predictions, spatial_rmse, spatial_r2, monthly_score, annual_scores, - read_pred_data, read_true_data + read_pred_data, read_true_data, + read_train_data ) from .plot_shap import plot_shap_values, all_shap_for_file from .indices import ( @@ -32,5 +33,5 @@ 'AdministrativeRegionAnalysis', 'all_shap_for_file', 'spatial_rmse', 'spatial_r2', - 'plot_predictions', 'read_pred_data', 'read_true_data' + 'plot_predictions', 'read_pred_data', 'read_true_data', 'read_train_data' ] diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index a2de0b86f..84f60924d 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -9,7 +9,7 @@ from sklearn.metrics import r2_score, mean_squared_error from typing import Dict, List, Optional, Union, Tuple -from src.utils import get_ds_mask +from src.utils import get_ds_mask, _sort_lat_lons def spatial_rmse(true_da: xr.DataArray, @@ -20,6 +20,14 @@ def spatial_rmse(true_da: xr.DataArray, true_da_shape = (true_da.lat.shape[0], true_da.lon.shape[0]) pred_da_shape = (pred_da.lat.shape[0], pred_da.lon.shape[0]) assert true_da_shape == pred_da_shape + assert true_da.dims == pred_da.dims, f'Expect' \ + 'the dimensions to be the same. Currently: ' \ + f'True: {true_da.dims} Preds: {pred_da.dims}. ' \ + 'Have you tried da.transpose("time", "lat", "lon")' + + # sort the lat/lons correctly just to be sure + pred_da = _sort_lat_lons(pred_da) + true_da = _sort_lat_lons(true_da) vals = np.sqrt( np.nansum((true_da.values - pred_da.values)**2, axis=0) / pred_da.shape[0] diff --git a/src/utils.py b/src/utils.py index 73d69d910..25f367417 100644 --- a/src/utils.py +++ b/src/utils.py @@ -178,6 +178,10 @@ def drop_nans_and_flatten(dataArray: xr.DataArray) -> np.ndarray: return dataArray.values[~np.isnan(dataArray.values)] +def _sort_lat_lons(da: xr.DataArray) -> xr.DataArray: + return da.sortby(['time', 'lat', 'lon']) + + # dictionary lookup of regions region_lookup = { "kenya": get_kenya(), From 037cec57d93d046297ae54270066cad280f3c56e Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 21 Oct 2019 13:28:40 +0100 Subject: [PATCH 003/209] vscode hidden dir --- .vscode/settings.json | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 .vscode/settings.json diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 000000000..e0564fe5f --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,9 @@ +{ + "python.pythonPath": "/Users/tommylees/miniconda3/envs/crop/bin/python", + "python.testing.pytestArgs": [ + "tests" + ], + "python.testing.unittestEnabled": false, + "python.testing.nosetestsEnabled": false, + "python.testing.pytestEnabled": true +} \ No newline at end of file From f70028c036329f46b3c0202e3ea5f87483370a05 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 21 Oct 2019 13:30:32 +0100 Subject: [PATCH 004/209] unfinished evaluation --- notebooks/draft/19_tl_ERA5grid.ipynb | 107 ++++++++++++++++++++------- tests/analysis/test_evaluation.py | 28 ++++--- tests/utils.py | 2 +- 3 files changed, 99 insertions(+), 38 deletions(-) diff --git a/notebooks/draft/19_tl_ERA5grid.ipynb b/notebooks/draft/19_tl_ERA5grid.ipynb index 53ba99847..84e7dac78 100644 --- a/notebooks/draft/19_tl_ERA5grid.ipynb +++ b/notebooks/draft/19_tl_ERA5grid.ipynb @@ -795,7 +795,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -827,7 +827,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -1737,7 +1737,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -1755,16 +1755,16 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 101, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, @@ -1791,21 +1791,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Calculate the difference between the " + "## Calculate the difference between the MODEL - PERSISTENCE\n", + "- red = the previous month has lower rmse\n", + "- blue = good, the RMSE is lower for the model" ] }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 117, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, @@ -1830,22 +1832,59 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5, 1.0, 'EALSTM')" ] }, - "execution_count": 98, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "previous_month_rmse.plot(ax=ax1, vmin=0, vmax=30)\n", + "ax1.set_title('Persistence')\n", + "ealstm_256_rmse.plot(ax=ax2, vmin=0, vmax=30)\n", + "ax2.set_title('EALSTM')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" ] @@ -1859,27 +1898,27 @@ "source": [ "pred_da = ealstm_128.preds.transpose('time', 'lat', 'lon')\n", "ealstm_128_rmse = spatial_rmse(true_da=obs, pred_da=pred_da)\n", - "ealstm_128_rmse.plot()" + "(ealstm_128_rmse - previous_month_rmse).plot(cmap='coolwarm')" ] }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 99, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1893,29 +1932,29 @@ "source": [ "pred_da = rnn.preds.transpose('time', 'lat', 'lon')\n", "rnn_rmse = spatial_rmse(true_da=obs, pred_da=pred_da)\n", - "rnn_rmse.plot()" + "(rnn_rmse - previous_month_rmse).plot(cmap='coolwarm')" ] }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 100, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -1924,6 +1963,24 @@ "output_type": "display_data" } ], + "source": [ + "from src.utils import drop_nans_and_flatten\n", + "import seaborn as sns\n", + "\n", + "previous_month_rmse\n", + "sns.distplot(drop_nans_and_flatten(previous_month_rmse), label='persistence')\n", + "sns.distplot(drop_nans_and_flatten(rnn_rmse), label='LSTM')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_256_rmse), label='EALSTM 256')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_128_rmse), label='EALSTM 128')\n", + "\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [] }, { diff --git a/tests/analysis/test_evaluation.py b/tests/analysis/test_evaluation.py index 2841b432c..7cfc756ab 100644 --- a/tests/analysis/test_evaluation.py +++ b/tests/analysis/test_evaluation.py @@ -1,24 +1,23 @@ import xarray as xr -import numpy as np -from pandas._libs.tslibs.timestamps import Timestamp +# import numpy as np +# from pandas._libs.tslibs.timestamps import Timestamp from src.analysis.evaluation import ( - spatial_rmse, - spatial_r2, - rmse, - annual_scores, - annual_scores_to_dataframe, - read_pred_data, - read_true_data, - monthly_score, - plot_predictions, + # spatial_rmse, + # spatial_r2, + # rmse, + # annual_scores, + # annual_scores_to_dataframe, + # read_pred_data, + # read_true_data, + # monthly_score, + # plot_predictions, read_train_data, ) from ..utils import ( _create_dummy_precip_data, _create_features_dir, - ) @@ -27,3 +26,8 @@ def test_read_train_data(self, tmp_path): _create_features_dir(tmp_path, train=True) X, y = read_train_data(tmp_path) + assert isinstance(X, xr.Dataset) + assert isinstance(y, xr.DataArray) + + def test_spatial_r2(self, tmp_path): + _create_dummy_precip_data(tmp_path) diff --git a/tests/utils.py b/tests/utils.py index 3fcefca62..9c0cb61da 100644 --- a/tests/utils.py +++ b/tests/utils.py @@ -45,7 +45,7 @@ def _create_dummy_precip_data(tmp_path, (30, 30), variable_name='precip', start_date=start_date, end_date=end_date ) - precip.to_netcdf(data_dir / 'chirps_kenya.nc') + precip.to_netcdf(data_dir / 'data_kenya.nc') return data_dir From 6cf60366d96a97f890988c70681b8cb3be0c3589 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 1 Nov 2019 12:37:24 +0000 Subject: [PATCH 005/209] read_train / read_test data --- src/analysis/__init__.py | 5 +-- src/analysis/evaluation.py | 55 ++++++++++++++++++++++++------- tests/analysis/test_evaluation.py | 9 +++++ 3 files changed, 55 insertions(+), 14 deletions(-) diff --git a/src/analysis/__init__.py b/src/analysis/__init__.py index 346d0174e..13c081b70 100644 --- a/src/analysis/__init__.py +++ b/src/analysis/__init__.py @@ -4,7 +4,7 @@ spatial_rmse, spatial_r2, monthly_score, annual_scores, read_pred_data, read_true_data, - read_train_data + read_train_data, read_test_data ) from .plot_shap import plot_shap_values, all_shap_for_file from .indices import ( @@ -33,5 +33,6 @@ 'AdministrativeRegionAnalysis', 'all_shap_for_file', 'spatial_rmse', 'spatial_r2', - 'plot_predictions', 'read_pred_data', 'read_true_data', 'read_train_data' + 'plot_predictions', 'read_pred_data', 'read_true_data', 'read_train_data', + 'read_test_data', ] diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index 84f60924d..cb26c7f03 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -261,32 +261,63 @@ def plot_predictions(pred_month: int, model: str, plt.show() -def read_train_data(data_dir: Path = Path('data'), - remove_duplicates: bool = True) -> Tuple[xr.Dataset, xr.Dataset]: - """Read the training data from the data directory and return the joined DataArray. - - (Joined on the `time` dimension). - """ +def _read_data(data_dir: Path = Path('data'), + train_or_test: str = 'test', + remove_duplicates: bool = True) -> Tuple[xr.Dataset, xr.Dataset]: # LOAD the y files y_data_paths = [ f for f in ( - data_dir / 'features' / 'one_month_forecast' / 'train' + data_dir / 'features' / 'one_month_forecast' / train_or_test ).glob('*/y.nc') ] - train_y_ds = _read_multi_data_paths(y_data_paths) + y_ds = _read_multi_data_paths(y_data_paths) # LOAD the X files X_data_paths = [ f for f in ( - data_dir / 'features' / 'one_month_forecast' / 'train' + data_dir / 'features' / 'one_month_forecast' / train_or_test ).glob('*/X.nc') ] - train_X_ds = _read_multi_data_paths(X_data_paths) + X_ds = _read_multi_data_paths(X_data_paths) if remove_duplicates: # remove duplicate times from the X ds # https://stackoverflow.com/a/51077784/9940782 - _, index = np.unique(train_X_ds['time'], return_index=True) - train_X_ds = train_X_ds.isel(time=index) + _, index = np.unique(X_ds['time'], return_index=True) + X_ds = X_ds.isel(time=index) + return X_ds, y_ds + +def read_train_data(data_dir: Path = Path('data'), + remove_duplicates: bool = True) -> Tuple[xr.Dataset, xr.Dataset]: + """Read the training data from the data directory and return the joined DataArray. + + (Joined on the `time` dimension). + + Return: + ------ + X_train: xr.Dataset + y_train: xr.Dataset + """ + train_X_ds, train_y_ds = _read_data( + data_dir, train_or_test='train', remove_duplicates=remove_duplicates + ) return train_X_ds, train_y_ds + + +def read_test_data(data_dir: Path = Path('data'), + remove_duplicates: bool = True) -> Tuple[xr.Dataset, xr.Dataset]: + """Read the test data from the data directory and return the joined DataArray. + + (Joined on the `time` dimension). + + Return: + ------ + X_test: xr.Dataset + y_test: xr.Dataset + """ + test_X_ds, test_y_ds = _read_data( + data_dir, train_or_test='test', remove_duplicates=remove_duplicates + ) + + return test_X_ds, test_y_ds diff --git a/tests/analysis/test_evaluation.py b/tests/analysis/test_evaluation.py index 7cfc756ab..140bf9e4b 100644 --- a/tests/analysis/test_evaluation.py +++ b/tests/analysis/test_evaluation.py @@ -13,6 +13,7 @@ # monthly_score, # plot_predictions, read_train_data, + read_test_data ) from ..utils import ( @@ -29,5 +30,13 @@ def test_read_train_data(self, tmp_path): assert isinstance(X, xr.Dataset) assert isinstance(y, xr.DataArray) + def test_read_test_data(self, tmp_path): + _create_features_dir(tmp_path, train=True) + _create_features_dir(tmp_path, train=False) + + X, y = read_test_data(tmp_path) + assert isinstance(X, xr.Dataset) + assert isinstance(y, xr.DataArray) + def test_spatial_r2(self, tmp_path): _create_dummy_precip_data(tmp_path) From 2b45da9d98437ff394c6044fc2418fe427e7e25a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 1 Nov 2019 12:37:31 +0000 Subject: [PATCH 006/209] remove coverage files --- .gitignore | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.gitignore b/.gitignore index 1dde695ed..41470ffd1 100644 --- a/.gitignore +++ b/.gitignore @@ -34,3 +34,6 @@ Code scripts/variables*.txt switch_data_dirs.sh + +# pytest coverage files +.coverage* \ No newline at end of file From 19f99eff7afb0f3d28bb35c564943a9d9a7db385 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 1 Nov 2019 12:39:30 +0000 Subject: [PATCH 007/209] add ignore_vars to models --- scripts/models.py | 42 ++++++++++++++++++++++++++++-------------- 1 file changed, 28 insertions(+), 14 deletions(-) diff --git a/scripts/models.py b/scripts/models.py index 649d17c0f..947211726 100644 --- a/scripts/models.py +++ b/scripts/models.py @@ -7,9 +7,11 @@ EARecurrentNetwork, load_model) from src.analysis import all_shap_for_file +# NOTE: p84.162 == 'vertical integral of moisture flux' def parsimonious( experiment='one_month_forecast', + ignore_vars=None ): # if the working directory is alread ml_drought don't need ../data if Path('.').absolute().as_posix().split('/')[-1] == 'ml_drought': @@ -17,14 +19,16 @@ def parsimonious( else: data_path = Path('../data') - predictor = Persistence(data_path, experiment=experiment) + predictor = Persistence( + data_path, experiment=experiment, ignore_vars=ignore_vars + ) predictor.evaluate(save_preds=True) def regression( experiment='one_month_forecast', include_pred_month=True, - surrounding_pixels=1 + surrounding_pixels=None ): # if the working directory is alread ml_drought don't need ../data if Path('.').absolute().as_posix().split('/')[-1] == 'ml_drought': @@ -35,7 +39,8 @@ def regression( predictor = LinearRegression( data_path, experiment=experiment, include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels + surrounding_pixels=surrounding_pixels, + ignore_vars=ignore_vars, ) predictor.train() predictor.evaluate(save_preds=True) @@ -47,7 +52,8 @@ def regression( def linear_nn( experiment='one_month_forecast', include_pred_month=True, - surrounding_pixels=1 + surrounding_pixels=None, + ignore_vars=None ): # if the working directory is alread ml_drought don't need ../data if Path('.').absolute().as_posix().split('/')[-1] == 'ml_drought': @@ -59,7 +65,8 @@ def linear_nn( layer_sizes=[100], data_folder=data_path, experiment=experiment, include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels + surrounding_pixels=surrounding_pixels, + ignore_vars=ignore_vars, ) predictor.train(num_epochs=50, early_stopping=5) predictor.evaluate(save_preds=True) @@ -71,7 +78,8 @@ def linear_nn( def rnn( experiment='one_month_forecast', include_pred_month=True, - surrounding_pixels=1 + surrounding_pixels=None, + ignore_vars=None ): # if the working directory is alread ml_drought don't need ../data if Path('.').absolute().as_posix().split('/')[-1] == 'ml_drought': @@ -84,7 +92,8 @@ def rnn( data_folder=data_path, experiment=experiment, include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels + surrounding_pixels=surrounding_pixels, + ignore_vars=ignore_vars, ) predictor.train(num_epochs=50, early_stopping=5) predictor.evaluate(save_preds=True) @@ -97,7 +106,8 @@ def earnn( experiment='one_month_forecast', include_pred_month=True, surrounding_pixels=None, - pretrained=True + pretrained=True, + ignore_vars=None ): # if the working directory is alread ml_drought don't need ../data if Path('.').absolute().as_posix().split('/')[-1] == 'ml_drought': @@ -111,7 +121,8 @@ def earnn( data_folder=data_path, experiment=experiment, include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels + surrounding_pixels=surrounding_pixels, + ignore_vars=ignore_vars, ) predictor.train(num_epochs=50, early_stopping=5) predictor.evaluate(save_preds=True) @@ -125,8 +136,11 @@ def earnn( if __name__ == '__main__': - # parsimonious() - # regression() - # linear_nn() - # rnn() - earnn(pretrained=True) + ignore_vars = None + ignore_vars = ['VCI', 'p84.162', 'sp', 'tp'] + + # parsimonious(ignore_vars=ignore_vars) + # regression(ignore_vars=ignore_vars) + # linear_nn(ignore_vars=ignore_vars) + # rnn(ignore_vars=ignore_vars) + earnn(pretrained=False, ignore_vars=ignore_vars) From 4bbca0bd36d86b50c424563886c0e712a3d98ef0 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 4 Nov 2019 15:50:50 +0000 Subject: [PATCH 008/209] improve the comparison for spatial_rmse --- src/analysis/evaluation.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index cb26c7f03..d0019d87b 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -20,9 +20,9 @@ def spatial_rmse(true_da: xr.DataArray, true_da_shape = (true_da.lat.shape[0], true_da.lon.shape[0]) pred_da_shape = (pred_da.lat.shape[0], pred_da.lon.shape[0]) assert true_da_shape == pred_da_shape - assert true_da.dims == pred_da.dims, f'Expect' \ + assert tuple(true_da.dims) == tuple(pred_da.dims), f'Expect' \ 'the dimensions to be the same. Currently: ' \ - f'True: {true_da.dims} Preds: {pred_da.dims}. ' \ + f'True: {tuple(true_da.dims)} Preds: {tuple(pred_da.dims)}. ' \ 'Have you tried da.transpose("time", "lat", "lon")' # sort the lat/lons correctly just to be sure From 87acdebe77258d342102f27e3fdacc623dced095 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 13 Nov 2019 16:34:32 +0000 Subject: [PATCH 009/209] add africa to region --- src/utils.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/src/utils.py b/src/utils.py index 25f367417..70f4c040a 100644 --- a/src/utils.py +++ b/src/utils.py @@ -35,6 +35,11 @@ def get_east_africa() -> Region: latmin=-11, latmax=23) +def get_africa() -> Region: + return Region(name='africa', lonmin=-31.6, lonmax=51.8, + latmin=-35.8, latmax=37.2) + + def minus_months(cur_year: int, cur_month: int, diff_months: int, to_endmonth_datetime: bool = True) -> Tuple[int, int, Optional[date]]: """Given a year-month pair (e.g. 2018, 1), and a number of months subtracted @@ -187,4 +192,5 @@ def _sort_lat_lons(da: xr.DataArray) -> xr.DataArray: "kenya": get_kenya(), "ethiopia": get_ethiopia(), "east_africa": get_east_africa(), + "africa": get_africa(), } From 4c3dc7eb68e39501c5b9854fc2e05966bb984102 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 13 Nov 2019 21:54:58 +0000 Subject: [PATCH 010/209] add pretrained option to all models --- scripts/models.py | 56 ++++++++++++++++++++++++++--------------------- 1 file changed, 31 insertions(+), 25 deletions(-) diff --git a/scripts/models.py b/scripts/models.py index 947211726..315b581e2 100644 --- a/scripts/models.py +++ b/scripts/models.py @@ -53,24 +53,27 @@ def linear_nn( experiment='one_month_forecast', include_pred_month=True, surrounding_pixels=None, - ignore_vars=None + ignore_vars=None, + pretrained=False ): # if the working directory is alread ml_drought don't need ../data if Path('.').absolute().as_posix().split('/')[-1] == 'ml_drought': data_path = Path('data') else: data_path = Path('../data') - - predictor = LinearNetwork( - layer_sizes=[100], data_folder=data_path, - experiment=experiment, - include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels, - ignore_vars=ignore_vars, - ) - predictor.train(num_epochs=50, early_stopping=5) - predictor.evaluate(save_preds=True) - predictor.save_model() + if not pretrained: + predictor = LinearNetwork( + layer_sizes=[100], data_folder=data_path, + experiment=experiment, + include_pred_month=include_pred_month, + surrounding_pixels=surrounding_pixels, + ignore_vars=ignore_vars, + ) + predictor.train(num_epochs=50, early_stopping=5) + predictor.evaluate(save_preds=True) + predictor.save_model() + else: + predictor = load_model(data_path / f'models/{experiment}/ealstm/model.pt') _ = predictor.explain(save_shap_values=True) @@ -79,25 +82,28 @@ def rnn( experiment='one_month_forecast', include_pred_month=True, surrounding_pixels=None, - ignore_vars=None + ignore_vars=None, + pretrained=True ): # if the working directory is alread ml_drought don't need ../data if Path('.').absolute().as_posix().split('/')[-1] == 'ml_drought': data_path = Path('data') else: data_path = Path('../data') - - predictor = RecurrentNetwork( - hidden_size=128, - data_folder=data_path, - experiment=experiment, - include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels, - ignore_vars=ignore_vars, - ) - predictor.train(num_epochs=50, early_stopping=5) - predictor.evaluate(save_preds=True) - predictor.save_model() + if not pretrained: + predictor = RecurrentNetwork( + hidden_size=128, + data_folder=data_path, + experiment=experiment, + include_pred_month=include_pred_month, + surrounding_pixels=surrounding_pixels, + ignore_vars=ignore_vars, + ) + predictor.train(num_epochs=50, early_stopping=5) + predictor.evaluate(save_preds=True) + predictor.save_model() + else: + predictor = load_model(data_path / f'models/{experiment}/rnn/model.pt') _ = predictor.explain(save_shap_values=True) From 6a2d2b991e5479693dcb3c4eca528364d599f153 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 13 Nov 2019 21:55:07 +0000 Subject: [PATCH 011/209] notebook tests --- notebooks/draft/23_tl_ESA_AI_conf.ipynb | 5082 +++++++++++++++++++++++ notebooks/draft/24_tl_dabl_test.ipynb | 133 + 2 files changed, 5215 insertions(+) create mode 100644 notebooks/draft/23_tl_ESA_AI_conf.ipynb create mode 100644 notebooks/draft/24_tl_dabl_test.ipynb diff --git a/notebooks/draft/23_tl_ESA_AI_conf.ipynb b/notebooks/draft/23_tl_ESA_AI_conf.ipynb new file mode 100644 index 000000000..5f271219f --- /dev/null +++ b/notebooks/draft/23_tl_ESA_AI_conf.ipynb @@ -0,0 +1,5082 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explore NDVI Predictions for ESA AI Conference" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data/')\n", + "\n", + "assert data_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from src.utils import drop_nans_and_flatten\n", + "\n", + "from src.analysis import read_train_data, read_test_data, read_pred_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, y_train = read_train_data(data_dir)\n", + "X_test, y_test = read_test_data(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from src.utils import get_ds_mask\n", + "mask = get_ds_mask(X_train.VCI)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "bline_pred = read_pred_data('previous_month', data_dir)[-1].where(~mask)\n", + "lr_pred = read_pred_data('linear_regression', data_dir)[-1].where(~mask)\n", + "ln_pred = read_pred_data('linear_network', data_dir)[-1].where(~mask)\n", + "rnn_pred = read_pred_data('rnn', data_dir)[-1].where(~mask)\n", + "ealstm_pred = read_pred_data('ealstm', data_dir)[-1].where(~mask)\n", + "# ealstm_pred = read_pred_data('ealstm', data_dir)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# explore train/test split" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "sns.distplot(drop_nans_and_flatten(y_train.ndvi), ax=ax, label='train [1982-2010]')\n", + "sns.distplot(drop_nans_and_flatten(y_test.ndvi), ax=ax, label='test [2011-2018]')\n", + "plt.legend()\n", + "ax.set_ylabel('Density')\n", + "ax.set_xlabel('NDVI Values')\n", + "ax.set_title('Distribution of NDVI');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What does the NDVI look like in the train years vs. the test years?" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Mean Annual NDVI')" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "annual_vals = y_train.groupby('time.year').mean(dim=['time', 'lat', 'lon']).ndvi.values\n", + "years = np.unique(y_train['time.year'].values)\n", + "\n", + "annual_vals_test = y_test.groupby('time.year').mean(dim=['time', 'lat', 'lon']).ndvi.values\n", + "years_test = np.unique(y_test['time.year'].values)\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "ax.bar(height=annual_vals, x=years, label='Train years')\n", + "ax.bar(height=annual_vals_test, x=years_test, label='Test years')\n", + "\n", + "plt.legend()\n", + "plt.title('Mean Annual NDVI')\n", + "ax.set_ylabel('Mean Annual NDVI')\n", + "ax.set_xlabel('Time (years)');\n", + "ax.set_title('Mean Annual NDVI')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "April, May, June (the peak NDVI months - see seasonality below) have a slightly different pattern" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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HH38cqN3V5cEHH2TFihVkJpMnT+arX/0qd9xxBwBbbbUVTz/9dKdtvfa1r+WAAw5g6tSpHH/88QCMGTOGZcuWcdtttwGwevVqFi5cCMAzzzzDsGHDeOGFF/jpT3+61j7ee++97LHHHpxxxhnsueeeLF68uGHH31NeOZckSVLTvPWtb+UrX/kKBx10EC+99BKDBw9m+vTpDBo0iClTppCZRARnn302AMcffzwnnHACm2++Obfddtsr5p0DHHXUUcyePZsDDzwQgNe85jX88pe/5OSTT+bpp5+mra2N0047jd13352vfe1rTJgwgZ133pmxY8fy3HPPddrHc889l5tuuolNNtmEPfbYo1tTbJolMrPfPryvtLS05Ny5c/u7G5IGiFHTruxVvfvPel+DeyJpIFm0aBG77bZbf3ej6c466yyef/55vvKVr/R3Vzod84i4PTNbetumV84lSZK0QfjABz7AQw89xHXXXdffXWkaw7kkSZI2CL/5zW/6uwtN5w9CJUmSpEIYziVJkjYSA+G3hKVo1lgbziVJkjYCQ4YMYeXKlQb0PpCZrFy5silPEnXOuSRJ0kZg5MiRLF26lBUrVvR3VwaEIUOGrHkSaSMZziVJkjYCgwcPZpdddunvbmg9Oa1FkiRJKoThXJIkSSqE4VySJEkqhOFckiRJKoThXJIkSSqE4VySJEkqhOFckiRJKoThXJIkSSqEDyGSemHUtCt7Ve/+s97X4J5IkqSNiVfOJUmSpEIYziVJkqRCGM4lSZKkQhjOJUmSpEIYziVJkqRCGM4lSZKkQhjOJUmSpEIYziVJkqRCNDWcR8QhEbE4IpZExLROtr8lIm6JiOcj4vS68jdHRGvd66mIOLXadmZELKvbdmgzj0GSJEnqK017QmhEDALOB94DLAXmRMSszLy7brcngJOBw+rrZuZiYHxdO8uAy+t2+XZmntusvkuSJEn9oZlXzicASzLzvsxcDVwCTKrfITMfy8w5wAtdtHMgcG9mPtC8rkqSJEn9r5nhfATwUN360qqsp44AftahbGpEzI+ImRGxbWeVIuLEiJgbEXNXrFjRi4+VJEmS+lYzw3l0UpY9aiBiM+CDwC/qir8H7Ept2sty4L86q5uZMzKzJTNbhg4d2pOPlSRJkvpF0+acU7tSvlPd+kjg4R62MRG4IzMfbS+oX46I7wP/e306KakMo6Zd2at695/1vgb3RJKk/tPMK+dzgNERsUt1BfwIYFYP2ziSDlNaImJ43eqHgAXr1UtJkiSpEE27cp6ZbRExFbgaGATMzMyFEXFStX16RAwD5gJbAy9Vt0sck5lPRcRrqd3p5RMdmj4nIsZTmyJzfyfbJUmSpA1SM6e1kJmzgdkdyqbXLT9CbbpLZ3X/AWzfSfnRDe6mJEmSVASfECpJkiQVwnAuSZIkFcJwLkmSJBXCcC5JkiQVwnAuSZIkFcJwLkmSJBWiqbdSlCT1jk9MlaSByXAuSXUMxZKk/uS0FkmSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRA+IVR9xicvSpIkdc1wLklaK/+olqS+ZTiXJDWVAV+Sus8555IkSVIhDOeSJElSIQznkiRJUiEM55IkSVIhDOeSJElSIQznkiRJUiEM55IkSVIhDOeSJElSIQznkiRJUiF8QugA4NP5JKkc/pssqSteOZckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIK4X3OJUmSVK4zX9eLOqsa348+4pVzSZIkqRCGc0mSJKkQTmtpIh/RLEmSpJ7wyrkkSZJUCMO5JEmSVAjDuSRJklSIpobziDgkIhZHxJKImNbJ9rdExC0R8XxEnN5h2/0RcVdEtEbE3Lry7SLimoi4p3rftpnHIEmSJPWVpoXziBgEnA9MBMYAR0bEmA67PQGcDJy7lmbenZnjM7OlrmwacG1mjgaurdYlSZKkDV4zr5xPAJZk5n2ZuRq4BJhUv0NmPpaZc4AXetDuJOCiavki4LBGdFaSJEnqb80M5yOAh+rWl1Zl3ZXA7yLi9og4sa789Zm5HKB633G9eypJkiQVoJn3OY9OyrIH9ffPzIcjYkfgmoj4c2be2O0PrwX6EwF23nnnHnysJEmS1D+aGc6XAjvVrY8EHu5u5cx8uHp/LCIupzZN5kbg0YgYnpnLI2I48Nha6s8AZgC0tLT05I8CqU/4kCpJktRRM8P5HGB0ROwCLAOOAD7anYoRsQWwSWY+XS0fDHyt2jwLOBY4q3q/otEd16sZJCVJkpqvaeE8M9siYipwNTAImJmZCyPipGr79IgYBswFtgZeiohTqd3ZZQfg8oho7+NPM/O3VdNnAZdGxBTgQWBys45BkiRJ6kvNvHJOZs4GZncom163/Ai16S4dPQWMW0ubK4EDG9hNDTB+CyBpQ7cx/Tu2MR2L1Ag+IVSSJEkqhOFckiRJKoThXJIkSSpEU+ecS5LUCM5LljRQGM4lSVKv+EeT1HiGc0mSBiCDtVQm55xLkiRJhTCcS5IkSYUwnEuSJEmFMJxLkiRJhfAHoZI2Gv7ATZK0oTOcF86wIUmSNHA4rUWSJEkqhFfOtUHxmwRJkrQx88q5JEmSVAivnEvSRspvmqQB7MzX9aLOqsb3Qz1mOJc2YIYvSZI2Lk5rkSRJkgrhlXNJkrrJb6skNZtXziVJkqRCeOVckjQgeNVb0obAK+eSJElSIbxyLkmS1Ai9uX0heAtDvYJXziVJkqRCGM4lSZKkQjitRRrg/JGcJEnl8Mq5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCG+lKGm9eTtGSZIawyvnkiRJUiG8ci5JklSKM1/Xy3qrGtsP9RuvnEuSJEmFMJxLkiRJhTCcS5IkSYUwnEuSJEmFMJxLkiRJhTCcS5IkSYUwnEuSJEmFMJxLkiRJhfAhRJIkSWqO3jxUaYA/UMkr55IkSVIhmhrOI+KQiFgcEUsiYlon298SEbdExPMRcXpd+U4RcX1ELIqIhRFxSt22MyNiWUS0Vq9Dm3kMkiRJUl9p2rSWiBgEnA+8B1gKzImIWZl5d91uTwAnA4d1qN4GnJaZd0TEVsDtEXFNXd1vZ+a5zeq7JEnSgOeUlH7RzCvnE4AlmXlfZq4GLgEm1e+QmY9l5hzghQ7lyzPzjmr5aWARMKKJfZUkSZL6XTPD+Qjgobr1pfQiYEfEKGBP4E91xVMjYn5EzIyIbddS78SImBsRc1esWNHTj5UkSZL6XDPv1hKdlGWPGojYErgMODUzn6qKvwd8vWrr68B/AR9/1QdlzgBmALS0tPTocyVJ0gDTmykc4DQONVwzr5wvBXaqWx8JPNzdyhExmFow/0lm/qq9PDMfzcwXM/Ml4PvUps9IkiRJG7xmhvM5wOiI2CUiNgOOAGZ1p2JEBPADYFFmfqvDtuF1qx8CFjSov5IkSVK/atq0lsxsi4ipwNXAIGBmZi6MiJOq7dMjYhgwF9gaeCkiTgXGAHsARwN3RURr1eTnM3M2cE5EjKc2reV+4BPNOgZJkiSpLzX1CaFVmJ7doWx63fIj1Ka7dPQHOp+zTmYe3cg+SpIkSaXwCaGSJElSIQznkiRJUiGaOq1FkiSp6bwNojYiXjmXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKsenaNkTE/+qqYmZ+q/HdkSRJkgautYZzYKs+64UkSZKkLsP5lZk5t896IkmSJA1wXc05/35E3BMRX4uIMX3WI0mSJGmAWms4z8w9gfcDLwK/jIjWiPhcRLyhz3onSZIkDSBd3q0lMxdn5lczcwxwLLANcF1E/LFPeidJkiQNIN26lWJEbALsCLwe2AJY0cxOSZIkSQNRVz8IJSLeARwJHAYsAC4BPp2Zq/qgb5IkSdKA0tV9zh8CHqQWyL+amY/2Wa8kSZKkAairK+dvz8wH+qwnkiRJ0gDX1d1aHoiIYyPijoh4pnrNjYhj+rKDkiRJ0kDR1bSWY4BTgf8F3AEEsBfwzYggMy/umy5KkiRJA0NXd2v5N+BDmXl9Zq7KzCcz8zrg8GqbJEmSpAbqKpxvnZn3dyysyrZuVockSZKkgaqrcP5sL7dJkiRJ6oWu7tayW0TM76Q8gDc2qT+SJEnSgNVlOO+zXkiSJElaezj3HueSJElS3+rqVop/BbK+qG49M3PXZnZMkiRJGmi6mtbS0mF9E+B/AqcD85rWI0mSJGmA6mpay0qAiNgEOBr4DNAKvC8z7+6b7kmSJEkDR1fTWgYDHwc+DfwBmJSZ9/ZVxyRJkqSBpqtpLX8F2oD/Bh4ExkXEuPaNmfmrJvdNkiRJGlC6Cue/p/YD0HHVq14ChnNJkiSpgbqac35cH/ZDkiRJGvA26e8OSJIkSappajiPiEMiYnFELImIaZ1sf0tE3BIRz0fE6d2pGxHbRcQ1EXFP9b5tM49BkiRJ6itNC+cRMQg4H5gIjAGOjIgxHXZ7AjgZOLcHdacB12bmaODaal2SJEna4HX1g9A1IuL/AUbV75+ZF6+j2gRgSWbeV7VxCTAJWHOP9Mx8DHgsIt7Xg7qTgHdV+10E3AB8rjvHIUmSJJVsneE8In4E7ErtAUQvVsUJrCucjwAeqltfCrytm/3qqu7rM3M5QGYuj4gdu9mmJEmSVLTuXDlvAcZkZvaw7eikrLttrE/dWgMRJwInAuy88849qSpJkiT1i+7MOV8ADOtF20uBnerWRwIPN6DuoxExHKB6f6yzBjJzRma2ZGbL0KFDe9RxSZIkqT90J5zvANwdEVdHxKz2VzfqzQFGR8QuEbEZcATQnXrrqjsLOLZaPha4opttSpIkSUXrzrSWM3vTcGa2RcRU4GpgEDAzMxdGxEnV9ukRMQyYC2wNvBQRp1KbQvNUZ3Wrps8CLo2IKcCDwOTe9E+SJEkqzTrDeWb+n942npmzgdkdyqbXLT9CbcpKt+pW5SuBA3vbJ0mSJKlU65zWEhH7RsSciPh7RKyOiBcj4qm+6JwkSZI0kHRnzvl3gSOBe4DNgROqMkmSJEkN1K2HEGXmkogYlJkvAhdGxM1N7pckSZI04HQnnP+jumNKa0ScAywHtmhutyRJkqSBpzvTWo6u9psKPEPt/uOHN7NTkiRJ0kDUnbu1PBARmwPDM/OrfdAnSZIkaUDqzt1aPgC0Ar+t1sd38yFEkiRJknqgO9NazgQmAE8CZGYrMKp5XZIkSZIGpu6E87bMXNX0nkiSJEkDXHfu1rIgIj4KDIqI0cDJgLdSlCRJkhqsO1fOPwXsDjwP/Ax4Cji1mZ2SJEmSBqLu3K3lH8AXqpckSZKkJllrOF/XHVky84ON744kSZI0cHV15Xw/4CFqU1n+BESf9EiSJEkaoLoK58OA9wBHAh8FrgR+lpkL+6JjkiRJ0kCz1h+EZuaLmfnbzDwW2BdYAtwQEZ/qs95JkiRJA0iXPwiNiNcA76N29XwUcB7wq+Z3S5IkSRp4uvpB6EXAWOAq4KuZuaDPeiVJkiQNQF1dOT8aeAb4Z+DkiDW/Bw0gM3PrJvdNkiRJGlDWGs4zszsPKJIkSZLUIAZwSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRBNDecRcUhELI6IJRExrZPtERHnVdvnR8ReVfmbI6K17vVURJxabTszIpbVbTu0mccgSZIk9ZVNm9VwRAwCzgfeAywF5kTErMy8u263icDo6vU24HvA2zJzMTC+rp1lwOV19b6dmec2q++SJElSf2jmlQTY0bIAABKBSURBVPMJwJLMvC8zVwOXAJM67DMJuDhrbgW2iYjhHfY5ELg3Mx9oYl8lSZKkftfMcD4CeKhufWlV1tN9jgB+1qFsajUNZmZEbNvZh0fEiRExNyLmrlixoue9lyRJkvpYM8N5dFKWPdknIjYDPgj8om7794BdqU17WQ78V2cfnpkzMrMlM1uGDh3ak35LkiRJ/aKZ4XwpsFPd+kjg4R7uMxG4IzMfbS/IzEcz88XMfAn4PrXpM5IkSdIGr5nhfA4wOiJ2qa6AHwHM6rDPLOCY6q4t+wKrMnN53fYj6TClpcOc9A8BCxrfdUmSJKnvNe1uLZnZFhFTgauBQcDMzFwYESdV26cDs4FDgSXAP4Dj2+tHxGup3enlEx2aPicixlOb/nJ/J9slSZKkDVLTwjlAZs6mFsDry6bXLSfwybXU/QewfSflRze4m5IkSVIRfEKoJEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklQIw7kkSZJUCMO5JEmSVAjDuSRJklSIpobziDgkIhZHxJKImNbJ9oiI86rt8yNir7pt90fEXRHRGhFz68q3i4hrIuKe6n3bZh6DJEmS1FeaFs4jYhBwPjARGAMcGRFjOuw2ERhdvU4Evtdh+7szc3xmttSVTQOuzczRwLXVuiRJkrTBa+aV8wnAksy8LzNXA5cAkzrsMwm4OGtuBbaJiOHraHcScFG1fBFwWCM7LUmSJPWXZobzEcBDdetLq7Lu7pPA7yLi9og4sW6f12fmcoDqfceG9lqSJEnqJ5s2se3opCx7sM/+mflwROwIXBMRf87MG7v94bVAfyLAzjvv3N1qkiRJUr9p5pXzpcBOdesjgYe7u09mtr8/BlxObZoMwKPtU1+q98c6+/DMnJGZLZnZMnTo0PU8FEmSJKn5mhnO5wCjI2KXiNgMOAKY1WGfWcAx1V1b9gVWZebyiNgiIrYCiIgtgIOBBXV1jq2WjwWuaOIxSJIkSX2madNaMrMtIqYCVwODgJmZuTAiTqq2TwdmA4cCS4B/AMdX1V8PXB4R7X38aWb+ttp2FnBpREwBHgQmN+sYJEmSpL7UzDnnZOZsagG8vmx63XICn+yk3n3AuLW0uRI4sLE9lSRJkvqfTwiVJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIK0dRwHhGHRMTiiFgSEdM62R4RcV61fX5E7FWV7xQR10fEoohYGBGn1NU5MyKWRURr9Tq0mccgSZIk9ZVNm9VwRAwCzgfeAywF5kTErMy8u263icDo6vU24HvVextwWmbeERFbAbdHxDV1db+dmec2q++SJElSf2jmlfMJwJLMvC8zVwOXAJM67DMJuDhrbgW2iYjhmbk8M+8AyMyngUXAiCb2VZIkSep3zQznI4CH6taX8uqAvc59ImIUsCfwp7riqdU0mJkRsW1nHx4RJ0bE3IiYu2LFit4dgSRJktSHmhnOo5Oy7Mk+EbElcBlwamY+VRV/D9gVGA8sB/6rsw/PzBmZ2ZKZLUOHDu1p3yVJkqQ+18xwvhTYqW59JPBwd/eJiMHUgvlPMvNX7Ttk5qOZ+WJmvgR8n9r0GUmSJGmD18xwPgcYHRG7RMRmwBHArA77zAKOqe7asi+wKjOXR0QAPwAWZea36itExPC61Q8BC5p3CJIkSVLfadrdWjKzLSKmAlcDg4CZmbkwIk6qtk8HZgOHAkuAfwDHV9X3B44G7oqI1qrs85k5GzgnIsZTm/5yP/CJZh2DJEmS1JeaFs4BqjA9u0PZ9LrlBD7ZSb0/0Pl8dDLz6AZ3U5IkSSqCTwiVJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgphOJckSZIKYTiXJEmSCmE4lyRJkgrR1HAeEYdExOKIWBIR0zrZHhFxXrV9fkTsta66EbFdRFwTEfdU79s28xgkSZKkvtK0cB4Rg4DzgYnAGODIiBjTYbeJwOjqdSLwvW7UnQZcm5mjgWurdUmSJGmD18wr5xOAJZl5X2auBi4BJnXYZxJwcdbcCmwTEcPXUXcScFG1fBFwWBOPQZIkSeozzQznI4CH6taXVmXd2aeruq/PzOUA1fuODeyzJEmS1G8iM5vTcMRk4L2ZeUK1fjQwITM/VbfPlcB/ZuYfqvVrgc8Cb1xb3Yh4MjO3qWvjb5n5qnnnEXEitakyAG8GFjfjODcCOwCP93cnNjKOaeM5po3nmDaeY9p4jmnjOaaN13FM35CZQ3vb2Kbr35+1WgrsVLc+Eni4m/ts1kXdRyNieGYur6bAPNbZh2fmDGBG77s/METE3Mxs6e9+bEwc08ZzTBvPMW08x7TxHNPGc0wbr9Fj2sxpLXOA0RGxS0RsBhwBzOqwzyzgmOquLfsCq6qpKl3VnQUcWy0fC1zRxGOQJEmS+kzTrpxnZltETAWuBgYBMzNzYUScVG2fDswGDgWWAP8Aju+qbtX0WcClETEFeBCY3KxjkCRJkvpSM6e1kJmzqQXw+rLpdcsJfLK7davylcCBje3pgObUn8ZzTBvPMW08x7TxHNPGc0wbzzFtvIaOadN+ECpJkiSpZ5r6hFBJkiRJ3Wc43whFxMyIeCwiFtSVjYuIWyLiroj4TURsXZUPjoiLqvJFEXFGXZ0bImJxRLRWrwF7T/kejulmEXFhVX5nRLyrrs7eVfmSiDgvIqIfDqcIDRxTz1MgInaKiOur/44XRsQpVfl2EXFNRNxTvW9bV+eM6lxcHBHvrSv3PKXhY+p5Ss/HNCK2r/b/e0R8t0Nbnqc0fEw9T+nVmL4nIm6vzsfbI+KAurZ6fp5mpq+N7AX8C7AXsKCubA7wzmr548DXq+WPApdUy68F7gdGVes3AC39fTwlvHo4pp8ELqyWdwRuBzap1m8D9gMCuAqY2N/HthGMqedpbRyGA3tVy1sBfwHGAOcA06ryacDZ1fIY4E7gNcAuwL3AoGqb52njx9TztHdjugXwduAk4Lsd2vI8bfyYep72bkz3BP6pWh4LLKtrq8fnqVfON0KZeSPwRIfiNwM3VsvXAIe37w5sERGbApsDq4Gn+qKfG5IejukY4Nqq3mPAk0BL1O7Lv3Vm3pK1/2IvBg5rdt9L1Ygx7YNubjAyc3lm3lEtPw0sovZk5UnARdVuF/HyOTeJ2h/mz2fmX6ndNWuC5+nLGjWmfdvrsvV0TDPzmaw9qPC5+nY8T1/WqDHVy3oxpvMys/15PAuBIRHxmt6ep4bzgWMB8MFqeTIvP+Tpl8AzwHJqt6Y8NzPrA9OF1VdbXxqoXxl2YW1jeicwKSI2jYhdgL2rbSOoPXir3dKqTC/r6Zi28zytExGjqF3J+RPw+qw9P4Lqvf1r6hHAQ3XV2s9Hz9NOrOeYtvM8rdPNMV0bz9NOrOeYtvM8rdOLMT0cmJeZz9PL89RwPnB8HPhkRNxO7Sua1VX5BOBF4J+ofQ17WkS8sdp2VGa+FXhH9Tq6b7tcvLWN6Uxq/wHOBf4buBloo/aVVkfeLumVejqm4Hn6ChGxJXAZcGpmdvUt2NrOR8/TDhowpuB5+go9GNO1NtFJmefp+o0peJ6+Qk/HNCJ2B84GPtFe1Mlu6zxPDecDRGb+OTMPzsy9gZ9RmwsJtTnnv83MF6rpAn+kmi6Qmcuq96eBn+LXs6+wtjHNzLbM/HRmjs/MScA2wD3UwuXIuiZGAg93bHcg68WYep7WiYjB1P5H8pPM/FVV/Gj11Wr7VIDHqvKlvPLbh/bz0fO0ToPG1PO0Tg/HdG08T+s0aEw9T+v0dEwjYiRwOXBMZrZnrF6dp4bzAaL9F9cRsQnwRaD9YVAPAgdEzRbAvsCfq+kDO1R1BgPvpzblQJW1jWlEvLYaSyLiPUBbZt5dfQX2dETsW31VeAxwRf/0vkw9HVPP05dV59QPgEWZ+a26TbOAY6vlY3n5nJsFHFHNi9wFGA3c5nn6skaNqefpy3oxpp3yPH1Zo8bU8/RlPR3TiNgGuBI4IzP/2L5zr8/Tdf1i1NeG96J2xXE58AK1v9qmAKdQ+7XxX4CzePkBVFsCv6D2A4a7gc9U5VtQuyPG/Grbd6juOjAQXz0c01HAYmo/IPk98Ia6dlqo/WN3L/Dd9joD8dWIMfU8fcV4vp3a16XzgdbqdSiwPbUf095TvW9XV+cL1bm4mLo7CHieNnZMPU/Xe0zvp/bj8b9X/1aM8Txt/Jh6nvZ+TKldTHqmbt9WYMfenqc+IVSSJEkqhNNaJEmSpEIYziVJkqRCGM4lSZKkQhjOJUmSpEIYziVJkqRCGM4lqVARsX31GO3WiHgkIpbVrd/cpM/cMyIuaEbb3fjs30fEtv3x2ZJUCm+lKEkbgIg4E/h7Zp7b5M/5BfDvmXlnk9rfNDPb1rLtWGBkZn6jGZ8tSRsCr5xL0gYoIv5evb8rIv5PRFwaEX+JiLMi4qiIuC0i7oqIXav9hkbEZRExp3rt30mbWwF7ZOadEbFJRNwTEUOrbZtExJKI2GFtbUXEhIi4OSLmVe9vrsqPi4hfRMRvgN9FxPCIuLH6BmBBRLyj6sIs4Mjmj54klctwLkkbvnHUnq76VuBo4J8zcwJwAfCpap/vAN/OzH2Aw6ttHbU/yY7MfAn4MXBUte0g4M7MfLyLtv4M/Etm7gl8GfiPurb3A47NzAOAjwJXZ+b4qu+t1Wf+DXhNRGy/HmMhSRu0Tfu7A5Kk9TYnM5cDRMS9wO+q8ruAd1fLBwFjIqK9ztYRsVVmPl3XznBgRd36TOAK4L+BjwMXdtUW8DrgoogYTe3R14Pr2romM59o7y8wMyIGA7/OzNa6/R4D/glY2YPjl6SNhuFckjZ8z9ctv1S3/hIv/zu/CbBfZj7bRTvPAkPaVzLzoYh4NCIOAN7Gy1fRO20rIv4/4PrM/FBEjAJuqNv8TF27N0bEvwDvA34UEd/MzIurzUOqfkjSgOS0FkkaGH4HTG1fiYjxneyzCHhTh7ILqE1vuTQzX1xHW68DllXLx62tIxHxBuCxzPw+8ANgr6o8gGHA/d05IEnaGBnOJWlgOBloiYj5EXE3cFLHHTLzz8Drqikq7WYBW/LylJau2joH+M+I+CMwqIu+vAtojYh51Oasf6cq3xu4dW13c5GkgcBbKUqS1oiITwNPZ+YF1XoLtR9/vqPrmg357O8AszLz2mZ/liSVyivnkqR636Oasx4R04DLgDP66LMXGMwlDXReOZckSZIK4ZVzSZIkqRCGc0mSJKkQhnNJkiSpEIZzSZIkqRCGc0mSJKkQhnNJkiSpEP8XyTGK56OJk8QAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "q = 0.5\n", + "\n", + "def is_amj(month):\n", + " return (month >= 4) & (month <= 6)\n", + "\n", + "\n", + "def is_NDJ(month):\n", + " return (month == 12) | (month == 1) | (month == 2)\n", + "\n", + "\n", + "annual_vals = (\n", + " y_train.sel(time=is_amj(y_train['time.month']))\n", + " .groupby('time.year')\n", + " .reduce(np.nanpercentile, dim='time', q=q)\n", + " .mean(dim=['lat', 'lon'])\n", + " .ndvi\n", + ")\n", + "years = annual_vals.year.values\n", + "\n", + "annual_vals_test = (\n", + " y_test.sel(time=is_amj(y_test['time.month']))\n", + " .groupby('time.year')\n", + " .reduce(np.nanpercentile, dim='time', q=q)\n", + " .mean(dim=['lat', 'lon'])\n", + " .ndvi\n", + ")\n", + "years_test = annual_vals_test.year.values\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "ax.bar(height=annual_vals.values, x=years, label='Train years')\n", + "ax.bar(height=annual_vals_test.values, x=years_test, label='Test years')\n", + "\n", + "plt.legend()\n", + "plt.title(f'q{q} AMJ NDVI')\n", + "ax.set_ylabel('Mean NDVI')\n", + "ax.set_xlabel('Time (years)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explore Climatology / Seasonality" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import PercentNormalIndex\n", + "from src.utils import create_shape_aligned_climatology\n", + "import calendar" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "# xr.merge([y_train, y_test]).groupby('time.month').mean().ndvi.plot(ax=ax)\n", + "y_train.groupby('time.month').mean().ndvi.plot(ax=ax, label='train [1982-2010]')\n", + "y_test.groupby('time.month').mean().ndvi.plot(ax=ax, label='test [2011-2018]')\n", + "ax.set_title('NDVI Seasonality');\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_climatology(ds: xr.Dataset, \n", + " variable: str, \n", + " time_period: str = 'month') -> xr.Dataset:\n", + " # calculate climatology based on time_period\n", + " mthly_climatology = (\n", + " ds\n", + " .groupby(f'time.{time_period}')\n", + " .mean(dim='time')\n", + " )\n", + " clim = create_shape_aligned_climatology(\n", + " ds, mthly_climatology, variable, time_period\n", + " )\n", + " \n", + " return clim\n", + "\n", + "\n", + "clim = calculate_climatology(y_train, variable='ndvi')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_annual_ndvi_maps(month_ds: xr.Dataset, \n", + " variable: str, \n", + " time_str: str = 'time',\n", + " **kwargs) -> None:\n", + " fig, axs = plt.subplots(3, 4, figsize=(12, 8))\n", + " for i in range(0, 12):\n", + " da = month_ds.isel({time_str: i})[variable]\n", + " ax_ix = np.unravel_index(i, (3, 4))\n", + " ax = axs[ax_ix]\n", + " da.plot(ax=ax, **kwargs)\n", + "\n", + " ax.set_title(calendar.month_abbr[i+1])\n", + " ax.set_axis_off()\n", + " \n", + " return fig, ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Spatial NDVI patterns" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "from src.utils import get_ds_mask\n", + "mask = get_ds_mask(X_train.VCI)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds = xr.merge([y_train, y_test]).sortby('time')\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "ds.where(~mask).mean(dim='time').ndvi.plot(ax=ax, vmin=0)\n", + "ax.set_axis_off();\n", + "ax.set_title('Mean Spatial NDVI [1982-2018]');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# data_dir / 'interim' / 'NDVI_preprocessed'" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot climatology\n", + "mths = clim.sel(time='1991').where(~mask)\n", + "fig, ax = plot_annual_ndvi_maps(\n", + " mths, variable='ndvi',\n", + " **dict(add_colorbar=False, vmax=0.3, vmin=0)\n", + ")\n", + "\n", + "fig.suptitle('NDVI Climatology');" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35, time: 341)\n", + "Coordinates:\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float64 6.0 5.75 5.5 5.25 5.0 ... -4.0 -4.25 -4.5 -4.75 -5.0\n", + " * time (time) datetime64[ns] 1982-08-31 1982-09-30 ... 2010-12-31\n", + "Data variables:\n", + " ndvi (time, lat, lon) float64 -0.0119 -0.07226 -0.01303 ... nan nan nan" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# create y_test shaped array of climatology\n", + "test_clim = xr.ones_like(y_test).where(~mask)\n", + "test_clim['ndvi'] = (('time', 'lat', 'lon'), np.repeat(mths.ndvi.values, 8, axis=0))\n", + "\n", + "# create y_test anomalies\n", + "y_test_anomaly = y_test - test_clim\n", + "y_test_anomaly\n", + "\n", + "# create y_train anomalies\n", + "y_train_anomaly = y_train - clim\n", + "y_train_anomaly" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have calculated the climatology, we can use it to check whether our test period is anomalous. " + ] + }, + { + "cell_type": "code", + "execution_count": 341, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plot_annual_ndvi_maps(\n", + " (\n", + " y_test_anomaly\n", + " .groupby('time.month')\n", + " .mean(dim=['time'])\n", + " .sel()\n", + " ), time_str='month', variable='ndvi',\n", + " **dict(add_colorbar=False, cmap='RdBu_r', vmin=-0.2, vmax=0.2)\n", + ")\n", + "\n", + "fig.suptitle('NDVI Anomaly (Obs - Clim) [2011-2018]');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explore the test data" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_ndvi_anomaly_year(year: str):\n", + " fig, ax = plot_annual_ndvi_maps(\n", + " month_ds=y_test_anomaly.sel(time=year), \n", + " time_str='time', variable='ndvi',\n", + " **dict(add_colorbar=False, cmap='RdBu_r', vmin=-0.2, vmax=0.2)\n", + " )\n", + "\n", + " fig.suptitle(f'NDVI Anomaly (Obs - Clim) [{year}]');" + ] + }, + { + "cell_type": "code", + "execution_count": 547, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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6khoN7t1zvgpgCoD51toGY8xBAN4AYEb2tBRlj6hD3IP6yUG2Sf61PwZAGEDzbrZVlH2CtXazMWYT4t7/j4uX70I8FOtUa22/MeZ6uAtWOwynqSjvYozJBHABAK8xZqfjKoi4U2tOwh6dtH0O4qFZycmwOm6HQD2se04u4nGr7YlklO+N8Pkoyt5wB4AzjTEnG2O8xpgMY8yxyYmDAC42xkw3xmQB+AGAf1hroyNzusp/OR8HcHwiPCWZXACticXqPLDkqigjxTkAoojHnx6U+DcNwPPYlUR4mjFmoTEmgHgs68vWWvWq7gW6YN0zLIDrES+v0ox4YsBjI3pGirIXJCbGswF8C0AT4h7Xr4HngNsRz25tAJAB4MrhPUtFiWOt3WCtfS3FS58F8ANjTBeA7yKeK6AoI81liOewbLHWNuz8h7ga8BHE1ey7EHd0tQI4JPF3ZS8w1qoXejCMMcsA/MBa++BIn4uiKIqiKPsXxphbAWy11n57pM9lf0Y9rINgjJmBuFv/jZE+F0VRFEVRlP9WdMG6G4wxPwXwBID/sdZuHunzURRFURRF+W9FQwIURVEURVGUtEY9rIqiKIqiKEpaM2gd1sDcj5H7NbOwgl4vmXwI2at/sYjsphA3ySlddq9zjDd/dQfZK5bWk33B9R8iO/vwE8mOZXO7c8+ArIIC2BA3juh7/RmyG19bQ3ZXfRvZM7//P2QPvPWKc4yuTVyd4g/f+zfZDf0Rsn/198+S/eJ37yH7hEf+4Bwj2ryN7HDt22SHOrrIjvQPkJ1dM5ZsxLhiUcMLy5xj+rMzyA4WcC+Ezf9Zya/nB519zLr70WGvVSvHrsR4eGyeegWXe8wK8Ou/PmcG2UXbXid70w2/dY6Rf92tfE5evgzLG3isHrHtSd7BjKP5nMP8fQJA9/1/JDtr0hSy/WMmkx3taCF75Q/4vBuW73CO8c+tnWTLsfv81X8j+7jbria7f80KsptXrneOEerqJTuQm0V2xYLBm8Z1b+Z5I1iYy/srr4TE9vDnMpnZZGeedeWI1FgeauxKpp/6QbKz8/ie/crpU8meXc7XZqyng+xlPXztU7G6qZvsi8Ovkm0m8LPh9b48sme99Huyg5PnOsfonnIc2XVdYbLL7/wu2dtfWUd2LMTz2+zf/tI5Rss9N5GdN3s22Rvv4FxbT2Dwxm+TvvQF52+2qFr8IcamN0C2t7OB7GjhaLLDOWVkZ2xf5RzTM/7QtJtzvYFMsv/0h2+SfVHWJuc9ofX8fPGVVpFtAjzWn7uMx8RhV51GdvbCM8huKXG7oBY3cMrK5iIeEwEv+/mKl1BvC6yZ82Gyt3a687bfw1/PsZW8FPMM8P1VZwrJrungZ39jCT+fAGDrh88ie8zxM8le+sunyJ778flkl5/Ma63ON/geB4DFP+JiSflF/H0ce+t3yL4v4zCyz65zc9kzz/jcbseuelgVRVEURVGUtGZQD+sl/8O/Fj940CiyX61rJ9u/Yy3ZFe1NvMPCMoTrN9Cfpl3Cv6KnfoR/fXp8frI/O4VLl10wi39tHvXE3ZB0P/4PsrOm8K+qUBd7FisOncivb3yLdxhza6lnV5WSffbJ48m+81/sVVr3N/51M9ARInvLn37nHMOXwb/EpRfKn82/YNve5lyxrHJuCOMtHzPo/gBgw6Nvkn3oV84kOxbjH9WZxenRjXbWGReQ/faTj5I94aiTyb7uDB4TeQH+LVe46QU+QB5fy3Ff/QYGKngfMREf3vTdT5F9xLniWgqPX+wpVh8CC8+FxCvGRPOLS8ku8QnvTW4B2XnV+WRveoW9+KlY8Yd/kV0wlvcx8A6PmY4N7P2M9vNYB1xvmFQ5Cptbyc4cy2pBROyzS3hxKxew9xQAOjZuJTt/fLWzzf5AySj2Xl62oIZs6VFt6OZr9XQTX/uqPPZkAsBJpfy36lxWtrwd48huCfJ8WGJ4Xg8cx16opgxW74B40etkPKKpYNFF7OnPm/ks2dG2RrJt63bnGLmTJ5DdsoTVs8k//RXZPY/eRrY/h8dV10s8rwOAX8yr3vxisp/90p/JPuTz/EwsOIbnqkBsNdnRUayqAOnpiQrmspdwVjk/K2wDz38AEJzGHrlIQy3ZsZknkH3ol08he/Pj7BWcUMDjNgcvIXQCN/9bGmBFYlYWL5Oaelkt3Xwor0l6e/leaetz76csP39Dj2/l++PE8byuqRC+61AWe1RL3nnROUb3bey9zHjk53yMP7Cq2LuV5355/3Rucu+fgPAUP/oOz9Ozn+X74ezJ7EUfWPRpZ5/yvk9mWMe1XKwqyoGCXKwqyoGCXKwqyoGCXKwq6U06/hBTFEVRFEVRlHcZtKzVltZuerG6jaWIyLaNZNu5p5Lt3+YGg1s/O3xtZzPb/Zx8IROLvnHRn8g+eRTLXeWzWIoCgOkf5/Pq2cISZc44IY1P5CDrhvu4+19WGUsbAPD6Dez6PurXn3W2SWbLfSyrjj6TpQ3fXE5gA4DoWpHsFWFpLyaunUywkVLsQBsnaeWM5YB2APjn524le96lnEyRUcxyZCpZNevCbw57AsDH//YGjV0ZzlKWzclhzb18bU7I40SUUAEnPviWPewc0zuKQ0lsO0sqMoFAJvl4i1kW9ZWz7N3/xmLnmMEZHChv81hKiqxkmdRG2Fv28Mc49OS8f7NsBADbH7if7J9cx2P9x3+5lGxfHo+J+ic5TCEV/e08dscsOpjsllU81xRO5nvWJ5ID657kpLjq49ykHpmI5RGSZeCoD41I0lXRKT94d+wW1rD0Fxb3OADMPJxl7dPm8OeqKWBJujqPx35hBkueFRn8TLAeN3KsM8QSpk9IgzkRlncbLcu/pUE+Rp37sVCRzccNRfk9WUs4/KvnCA4zKKjj+TLSyPM+ALTNPYfsPJFUFWhlCdN08fOq8xmexzOqeJ4BgP56llo9Af5csRBLzC9dx+FLUz/A6s2Yiy/ic/K4iWC+Q04f9rFbcuZP6AuaOP/QQbe/bBHPl5+q7HC26X/pn2QHp88jO7yJw/W2P8shAG3rOSxx7q9/zNsXTnOO2d7PITITs/n72dTH319/hO+FVhECEI66a6zDq3nd0tLHx/AaEf6Syd9xQzdvPybDVUG8nSzhm26W69uf5GdY7lwOv3jmoz8hO6fMDaua/Slet3j8fG0yFnDYW3cJJwH7H3WTlbPO/3p6JF3JxaqiHCjIxaqiKIqiKO8fGhKgKIqiKIqipDWDVglY38r1SytzWW73CfUjLMMLvJzhb2IRRPL5TRGRrBKKiioBqzmD/zu/YAlnyc/+Q7Y/h7OiAVeSrDiC65G1vMGhDmYF12UN5LGktuN1fh0Ajr7pG2Q78rCfJcuKbZzB75tzLG8vrh0AhLa8Q3bzSk5i69nOLn+vkLeyKzg7NVjIMp2sZQkAs05hubFy0VFke0TWuayLN1K0dHPtu7dF3cjZIkN1VC5f73AGy9odQiZqHc/ZqGXZ7q1UGGQJJVjCIRf9LzxEdqyLM+NlOEzGnIXOMRof4BqoMiRjoJVltjX3LiH7zN9dzses41qWAJA/gc/72z86nexAFYcueDJd6YjOqbPP+ZsRkvIrv+A6xoXjeJzJkAAr5o38CTzPBEdzFjsA+GtYDrSh/t2c8fDi8e+aw2QIwLlnu/Vox5bw/DQmn5Wsxh6+FwYiPJZleEyOqJcZFZInABT1ioziXA5F8XZwLdGsYpYCzfJHyK7u4fAkAOjbwPOdrAntmcDPjrVn8D156HWf5/2tE9VeAGTP+wDZ61p5DMzu4/snIjKncw8/lmxT6FY7sANPkN27nWsd50wVFUqEXDz28st5f1WcxR5LEbIxEnRt4+fRlje5esjZ5y8g++SJ/DxqDfAYAoA1868ge2qJCCmsOZLs/BM463xMh6jt2s/jrDDDDaeIiMo3TRFeU4wP8j0Ze4Oz8Ruf5Tl21Oeuco7Rfef1ZPc+y7Wqx59zDNnGz88n78JPkH3r2+79c/k0Dg2KLV9MduFpF5IdKeA585jlz5PteZ3DMwDAW8hrwpi4j8OlvA6SHlL/Uec5+xyMYfWwysWqoiiKoiiKogyFhgQoiqIoiqIoac2gWsIskRUW9bH09Kpotze/lWXucBnLQADQZ9i9HhT5YDKhLvv0j7HdXEv25LfY5b/+UbfW6xHfYqno1V9wFqaUYGZ9nY/pH1XDdjZnhgJAtIUlMFmgvX8FF/bNOvRYshtuYomg5CiWOgDAJ4oeVxzL7vjQDs4K3L6EqzQ0rthC9tIXuXD6h67ltnUAMGrhLD4H0WxAShU26jZVGAnOElUBppdyCECdaJc3s5SlptY+/hw5opGALPy8tdPN0szPZsnL08uSv6zaIJsAyLaq3UtE61a4xZxzx5STHSzjBgcTTmNJuW013y/ZlXzOALBVyFWVR7CE2fTcS857kpFZ0QUTXaWlbR2Ho0w8nY8hm2a8/Tc+5sHfvJjswhz+vr3FKVqziooJ6RLOUj5pV2WAkiqem97Z4Up/B4/huWZ7F4/tXBEaJEMA3mnlFsEZPtE0IzNFuIsIWeq6+Qdk5130ZbLNHfy6Zx6HFqVCNniRIRuxLm5cc8h3Pkr2lru5YYwMBQOAYDfL81NEpY5Ir5jvcnjObbzpF2SXnerOoT1b+R7d9DjfTzNKuTrF/F98kWxbOYnscK6oJtLDlQtGipoFIlQok8fIstUcTvFoFa8fukX7cgDIFGO3rZ/v2ddF86IiERK4aDxXd6ks57Gc283nBAD5mTxn5jZxCGBfOYcSBQ/h9UW5nEeM6xfMO5av1fRFIjTluh+S3bKGK/4cLBrCfEJUNgIAu4lDr6w4L1n9o93LIRwF/RwOY8MpGr6UcoMkbwbfT42iK22reOZN3ctaFsPqYZWLVUVRFEVRFEUZCg0JUBRFURRFUdKaQRsHDHS20ov9XpZNM/vYTd3iY2mjvJl7igMAYoNLxrEslrc2/OA7ZE/81nfJjtRy5qcJurJe/X2cxTdGZF2aTJbdpKu8+2kunC4L7gNAyQcu4T/EWN4IrXuDbF+lyFr28G8H2UABALylnAEe3rKWz2sT2zte4eoHjW+yuz7Uw+75N9azZA0AV9zJmbby+wvO4tCFWNDNEPdVzxj2ItbvNHbR2N0mZNKJRTyWB0SWebVPZLKL79PbwNn00TK3Dqu3RzRuECEC3m7RNMPHEtqbn2dZdc4vWSYCgEhjHdlG7KPzZc707NjA0rusANDf4vbzDnXxWCyczDKbzNBvF8eQ28ve6gDQtJwzwvtbhBwljiErd3Rv5+2nfoaLyKfCN2EOH0NU8vCNmjIijQPOu/nld8duSGTojy1276/KAj7vWZUstVbl8uvjCljpaujhsS0zpwNe9zIEHvgZ2VnHnEu2FZJlbYDnrpotz/EOR7nhY7FabrTR/iK/p+DIo8n2VnJFk3XX8LOiZDa/DgBFp7IUK5uxQHyOmGjGIuftcK1bQUaGTcX6OATjlZ9x9vXkczhsp/IjHOoQKRDNWXyuchkoKBv2sXvc9c/RnBsSEn+RmHMrC9guy+VQFQCoKuRtDh3FsvWmdp6nZVOM5l4OITiljM8pluU2AVrWyKEnh+bzPjyickS4iKukBOt53Fqf+7nks8AGeD7zbnqN3xDjeSA2npsyvHmxO989/QyHaE7M4XFYPoXPYd713yJbNraJVHF4IAB413MFplgNj90G0TBEziU5ftdnmpOVmR6NA4ZarCqKoiiKoiiKZFAPa/jlB+nFDTXH0+vj/VzbcmuMPZXVXv4lCQDeevaIRqt51d7r4xW5bPmXuVEkeOS4SSJWePlaszjJo2THcrLDW9hb5p12OO8wRdB0bBMHznvHcCB2dAvX0JQJAhDt9KRnLNbrenFtD3u/5C+g3i3sbdv2Il/r3mb+Ndq+2W2FN/ZoTjIYd/H5ZMu6a55cTgRDRERZA/BMPnLYf+23dPXS2H2jgcfinHK+dt0h/jEV8PJ3Xt5TS3ZUejkANIX4O/WJX5Mlonal9EbbIN8/nVG3RmBhF/9qRjN/5ygTnvtGTkrseY29VIFSt/Zh1zpOxMooZq9GuIfHUVcdJy6EO/la97awnV3GnzO+z8FroMoawjJBLaeax2X2QUc4+/DkCzt9edsAACAASURBVK+GVAOEF8M7ds6IeFg/f9/Kd8dua497P1WIOqszRfJKYQbPJdNK+XP2iLaqMskqBveZUL/wWLKPfJPnYTlPb+lkT2VFNp9TVg+rPQCAzeyZ8mTz54o0cNKobGUcbeM2nHKuAuB8x548nr/Cdezp9411W3cmI9sv9y53ExDX3csJt9M/ejLZq295nOxZX+EEQu8Mrr8cy+T7MX4iQoEorBj2sXvOTUtp4DS38DwxIBKmTp7HygvgJllJtSAcdWsCJ+Mx7sf2Jo3NI6rznNfzvDz3r+/k8b+kjpXHedWsAk/N5s/VYt2OnmVd3FraUds6eRxFRYvtzjt+SbbxuGuSYCHPq1mHcdvUgdXcqrj+Sa4XW3YI1/f1l3ICr/cortsKAEZ4m62o4dzh42uV5+FrFUvhfc7MyNjt2B3WisNysbovcB5C+wC5WD1QkItVZc+Ri9V9gbNY3QfIxeqBglys7q/IxepwIBer+wSxWN0nxAZf7Oy32APjc8nF6vvFWdN3Ld6bOtmRIRer+wK5WN0XyMXqgYomXSmKoiiKoihpzaAeVjuFW6lNEm3Owis4MHjMDN5+4Ln7eHsAGXO55Zj8dSjrsIbCQr4qYBmoI58l0BzrSot54lNGyriunV/WFHzsTrIzP/gl3sGMY51jRLwsUXoyWLbxCanc08USgGxpZvvdcAqIEICoCDMI5PHrRVNZcom8wd/fhJM4UWj9v1kOA4CaC8T1FF6KyHb+9ZiqluVI/Crqj/BAOs7PiUDd3ilkS1m0vIXVAJmI1y9KtOUGXRm0RNSvbMochdK+XWEBXX6WS3LAv/YzfayMRHNZogEA/wCPEytsFHH90YyxnHjiG8X3T67H9XLIUBRJdgXLqi0iYcojQiNkghQAZIpkIl8mX99IP98/WZV8TJmk5egsKeLnjbx2EbeW7kiwassuCfKjR3Odw9H57v3lFTLo/Er2wvZG+fUmw4kndR18bWW4TMUbL+L1uZxcKesUB8VYrRIJHh0DPG/0Bliuz5p+IiQ5TZxE6p3M7zHi2WFEGJXx8liOVnFdVwBAPSemyrbC8hjRFg7r6VvFz8C/fuke5xCHHMLPLCsSu2SIgG/Swby9SPiUST8mkiKcJkWL2H3Nm6/xHFtUyV6/IhGaMruKn5FnTXIToN5p52vV3sfXYmMbJ4SOL3QTOpNp6OF7vAHApHyepytzeCwvHMvnJWtw14fZbu3jYxTlc2IrAHi7OXzFRPlzxl4TramPP41sGR7jq3DV0f43WfL3V/PzfsxH+D2bbuF1T92LfA5H35Si7fCk+WS3ePg7jYkFXY8RoUGDhKSmYlhDApzFqqIcIMjF6u7wVU7aNRuKOFtFSVdO2fAGPcU3t3Tr2FX2e+RiVUlvNCRAURRFURRFSWsG/XmxJczSUmERS+mFE9n13ZjDLuayeSc5+2wv4/Z47QMsLeUKRbJbhAR0Z4zBmP5d7vCgrBEYddfgRmaui6x/WSct68xP8OainmZfget+D/byNlYcQ7r8bSZnK0a31ZLtLXVlBFmbNSak2r5GzmbMG8dysGzbaYW8P/qcU51jOnUIRaiCJ4dlbZmpO1K83czXqriKx252Wy3ZNp9r6UVFC8auLL52Xf08bvNSJAykKF9JxISPSo6ZQEiEiaTIqIwU1/A2IrzFREUNwVnHkt15/x/J9mW7krNs/5pRLFoq1nM9WVnbVdLb0OL8baCNx5UcqwVTBq9bHBjP84qsfZkKGQIQbeMwnX2fRpeamvJdUurmVh7HR48tkJtTFjQA+HewlN6UzVLggAiXKcvme1xWzAAAmW8fE1JeRLxFlgYt8bOUK5MUByJu4tBAId+z+V7eh7+BK7F4RnOWc7iYwyl87dyKGgCMn0/U5HN2tu0X96AYM4FKrhZy/NluPVmPmBtk9YPg9Hlkx7z8WDZhfn5ZnwiFCIma0SOEz8+fM0eErxw5iVuetgnp3ITdz7GumcMdesV6QI5dWU9bEhWT7rN1bujdKFHL1S/urw6xZpH7LM/m7+/1VrfSx9h8HjcleSy3G9HWPrZ6Mdlr/vR3snOr3HAK2Wbbs4VDNnLG8TpG1svuFzVuY21uG1u/CG0syeZ7NCI+l0c8j3zNtc4+Mdqt9/ru9rt9ZR8gF6vvFSpE39un0pSiKIqiKMoBjIYEKIqiKIqiKGnNoB7W6hx+2bvqP2TbMpZR5eq3pVR4VK3r0pfZ3BCZ0gHP4LqqlMOQQlrybeOM78hobh8mi/hGc1i6kAQHup2/eYScscnLrvBxXiF3CKnJkTBT1QwUMqivnF36gV6WTwba+Rg5kzkz3pPL8mJkq1uD04rsalkFQMpbJmPf18HdEyaJNoC+Ds7u9YjrD1GLuz+Xv78s8Pch2zqkqFfthLMAQLLgGBFS0oDl7zcrPHgxfQBOy9iwn6//gOVxJbp0IvfwY3l3orUeAJSt54LTkXoeJ7J1a0C0XpXtXnNHp6h2kMXbBAu4gYgMkfGVsR3ZxhUwZLhLqkLbsnmHN01qtV548K7PNl6M45Isd8oOi0zcliK+z8dZlj3fifIgyA3ytckYKpYFQEiOXXEOstpLOMbHKMlkuzPk3ishsZMsIf/aKm6tu7Wb74U8sc9Crxsm4hENW6JNnH0t5zeIkAAb4nt0wqWi1SsAbyGHGXgKxfgXIWumu5WPIVq5yvbjNssNExkJFh7J6wHZanWUCBHIEw0uNvW5Y3tmOc8Dqxv5WowV7V0zRLWKF7d04PZlW98dSDKEoGOAxwwAZPTy2IyK8JcxKSp1JCPXJBU5buvcih3LyI5UzyY7VfhXMsXTOKSgaOYkZ5vgDBFqIqoKyed/fh7Pf8VnfFC8323dHikRYTetXCvcLHuC9yHul2iK0EfvICEBw+phlYtVRVEURVEURRkKDQlQFEVRFEVR0hpjBync2tvXTy/2CA9p4QbuS/52BffvnlDgurVrOzhbXmbgBYQclUqdqi7aVdl3fVMXnWMqOatPhB3IItcyy08iZbjM9i3ONu3/+BPZsRBLDQXz+dr4qjhzV/aVN20sYQMpemULd3rbEw+SLbO3pVRrRUZl0RzOsgWA7k38WWVfeVmZYKDdDZcY/cO/DHtf63DTFvpSWwIsd5SsX0z2+uqjyK4R5Sq29vC1yhSNBlJFrvSlCE8ZX5L77pYbm3nsyn3KYelP8fNSyk+yp7tQe+EVoRF203KyU4WFSBnHm7t3EmS4hcehlOsBYKBNFn3nEw8W5A76ur9sFL8uQlNi7W6Ga+9WvhaZ5aKY/flfH/ZxCwCrG3Y1M5fNI8qzXVlb1gAel8lzT20/z18yzEr2X5dzsJz3ATecRY47+boMmfFg6EtbKULSZJhBZkRULOnluUjOqbI6TKq/xV7iZjcybCQwWRT17xW91AdShPGIsAMZViBfNwWimkszVzeQlVpSETjygmEfu39YWkvfUIeoAtDazeN0spD7T5nohuRsahcNQ0QlAlmtIjfIr4/JYzn+rSYOzQvvQbteqQxX5vC6piiTj1nkG7wiBgCUb3iaj7GSw678eRyKIhsDyOo8psSV1gdeeoS3EU0xZEiht5Dnv6jM8E+R0e80PJp8uLNNMpEnbuE/pGhUM9i8O6weVrlYVRRFURRFUZSh0JAARVEURVEUJa0ZtEqA7Lu7uJYll5wAZ7bldrAcMtXL20/yAI1+djtL2bStn93p/eL1DJ8HzfXt7+oAsl+7zF4FXDmqXBSxrutnt/T4Li683fUQS+2xsz/jHKPwzI/wH4TME37zBbZrRQ9rIbOGd9Q5x/BksSwabeJCwI5sKjKjm5a/Q7bM1m5btc45puzRHu7h77ivib9jzx4UbB8O3gqJxgz9PJZfDMwl+2Ahg8qqDwEvZ4bKbNS+PUgorMj2U5hNjtD4+4XmKX9N5htXoei0fF5ZPTvItmuXsj1tIdneURyakipTPtLI4yzWKZpkiCzmmMykFrJbsMptvBHp47Ep3yPHYc5olqtC21k2Dffw9+fP5mziVMeQVThGirebdoXV5ItM6uc2t8vNceZk/s78TXwfB/K4aoAMI5FzcGeIx6EcpwCQ4ZeZ1Py6DPUqFrJpu2i8IaVcAMja/iafVzlXnYkEWFL2BFjylP3avW3unBoRc6isgiIz/GHFmBEdEqLiXgHcud2Ty0XeZfa1beCKF9EO0WhDVG7xFrs93keClzdydYOcID+bl67kBiSTT+cQtGUNbjhZYzeHBIwv4rA2WSFDZvR7xcNfhgDIcBgAyA3weVfl8ljf0sHnlC/irmTjjqCslgRgx4TjyS4X1VnMVl4fyO88OoErAJgQV2oBAN8Jl/AuRDUk07KRbNveQLaspBNOES7mE2GJHnHPmT6u/uKZyGtGU8TNjYZiWGdouVhVFEVRFEVRlKFID5eCoiiKoiiKouyGQUMCbnud5Y3HX2XZraiE3fOfOZqLyDYH2KPqAbBDhBkEvDLbml30ecHBu8eWh9kFvQGupFkswga6RZfwTB/LCLGAKEZ8wVVkN4bdcyqp4OPGHv0d2YGaaWSHNnIzA5nBF5w+3zmGDCOQYQfeTP4+YkJG9fr5vP2ib3xnLUs2ABDpHzxRrq+ZZYNomtTa/eUz68lu7GQZZ2wJX+/5VaJAuJD+8oODS5qpkJnTcuwDQHaStCrlK5mt3edxC1Z7hBQrZR8cfDqZ/eKWzwiyrIoNK5xjSFk01s2ytJQk/SKsoPu1l8RJutfO4xXZv+J1Kd9LmTW0gysRyPAYWc0iFbF+V1YbCX5y/6p3/9+KEKdikVkNAIvGF5GdJ+avKvA8sDnClT4yxBycIdR5WcAfiFcBSK5gILO1Ja3ifpH7zEwRyiVbeUeisjIB2z1//BbZxWdeSHYsRYF9z/jBJX9Pt6hwIQq6x5pFQxLZaABATEj6chvZfEBiZJUBpEfYleT15fz8aKtnibl4NMu/o/N5nOZnuM/VoSr4yFASuV7oHOBxF/R6MRDd9beBFJVcesP8rNjaKcIMxLze3Mchhlt9HGaFNvf7zRAVYXLyuVlR5uQj+Q1RfnbsiHAoSk7QfTZkibA1byd/H/3PckUMWaklkCeqChS5CrmsWGFEOIt8dsimFwPLuFoCAGSNO9j527vnsNtX9gGpHtiK8t9MWX72u7NKfVvP4LOzoqQRyeUFN4kSbYqSriyoKX533D67oVnH7X7EoAvWm27lOqvjD+b2XwHxK2H1DhGkG3V/vVTl8QrbLxIdpJdJ/PhHRDhnXh8QPTURQYH4pVbUsoY3GeBfBRuLOOB5vX802flRmRCQwuMgawRO4aSenlefJbt9HScAlAmvVCxFi1OZENP31qtky1asvgz2BuSM4SSr7nr2TqfypsrErea3+VdaVjH/Si6ckB4JAFt2cAC/X/zyLshkL8Vj69kLcmgVj6tskagn62PuCbIJYH/EUs3NiT4OUDfrXiPbW8rt+ACgq3wG2U0DfF75wl0WlYldonald6xbize8SagBjseHkfWCMyp53PVt5vZ9QIq6qhnsQcgsZS9iRBwjkMv3S1SM5VS1X7OEKrK39WX3Fcle1YJS/lxnzh0lN0dDNzsCotmDt8wWXVEdb7Yk6DPoDslkFWDNDnY9BZMUAVkv1tfPXvkt4M/VMeB63aUyJmdd75N/Jrvwgk+RHWsUbSK9bovMmE+0mhbPhlg2jzunpbOYH43PPYZUz2StVo+Y66NtomawqFVpRVKjvN+AkfHBxoS3skDc94Xl/Dlr2zkxsjDTPet8MW87SVRiPmvq4fte7jMctXi9blfSdk7Ah25RM708m5+braKerNxenkN2QMy5KbzE0wrEd2rENjJx1c/P2cpe9uybfrfFLLazymhK+PkRqOG5PmOmSPzezOsmWfsVSKG+FfHaKSrqHHt8rPYEZ7hK8mAMq4dVLlb3FVPL82hURzelWGEqiqIoQyIXq7tjXFJTDNl0RlHSlWMmlNB64a3tnTp20xRNulIURVEURVHSmkE9rNEQu+w3Lee6XZ/7+ilkV+WyB3V2OScBAUB9F7u6peQvowhku8o+uHVZk8kPep14qkAB1yEsi7D8WyACt1uFe73Y8HWoj7ktZwMhlorW/ux6sqd8/UtkZx/LtfjQw9JspMFt/yoJjmOXfmzdKrLX3svJLqUzuWaalE1zqtygahkmEFnLSQg9jZyoUn5oesiqY0RyyhvLOZRhzCF8LWoKeawGv30p2fnX3012d4rkMtnyMifAY7NTeKpkecu1YU4UKpp8ItklvqFjwOUxAzH+/vpiQmb181jufIprDgNA3rGcuAUvy2yxdiFJCgkz1s1SYEYK2XRgGyd4ypCZjGJOVAl18bgLFvD3LdsOy/AXAIgKaa8wRVLBSJCRtev61In77a2KXLk5JoixO2vrU2SbCYeQXSsSU4dqh50X8DjjXb6nOxTDym0ddnevew2PgQrRdjVV+1e5j6Ze/r5yTvgo2TFROxnjxfcpa6gCMGGW550QANnuNZNDhTyZIuk0hTwvwwZivaI2pQz/EveHlduL0LBUUu1IcPIx48j+y6/vItvr4xrQGxo5bKulxw1JO2Mmh5g1iLqsFaJNakkWX7sO8SyXSVpVuQE0dfbSemFrJ4+JoY4pQwaq/bwOau135+2OCM+hOSKMINDF9bT7C2vIDudxaFBwgKV2ALBTjybbhDjcxVfK11/W++1ax3VXu+pE8iyAsZdfTrannUMVtt1xK9mlRy/gc5jB9lAMq4dVLlYV5UBBLlYV5UAh1Y8zRVGU4UZDAhRFURRFUZS0ZtCQgN4Wdu9OOe4Esv/1JtddWzCRa4ll+d12e7NqHyP7qdLjyM4RbdFCIkO/SGSOTojwOfRnuW0fZc2/aAZLRfkDLOvYIEs0TddfTfZPv/+4c4wLD+KMyHEniWzrXL420W0ig09kXvuqRS03uC38BtYtd7ZJZsZl3P4tLGTU1rdryU5Vq7JjM/+tcytfq/yxLNUOVbd1uHj45vvJPuj0k8huEnVZZfZp5XV3kN38hQ+RnSNCBGJwx5kJD97isjLEYzeaz/KXEbX3+owrpWeK2gOdMVGXsJlbnj45n0MdPnDbF8jOGFPjHCOax+fl7RGtWUVGq7eE7y+Z9RxpdWVTWSWgaCbLizJ8pb+FZVJJqqoAQx0zVX3YkeCVv93+7v+XTj2cXlu53q3z2Rfi8+6ddQTZ5/RwOEy7l2Vtv5DeM8U4zQ2483h5Ty2fQxHX4O4XZVNaRK3KZiHvy3rcAODt5Vaf43p4HIVzONTLBjlcIgYRlhB26+waESZghZwLUV/WqRKQxdfSlyWr1gCR7aIFpmxlLEJoPKKqgBzJ0RbRQjPLHRMjwRPP15Jtxf2UmcPz1+YWvg7zJ7g11N/czvd5pszAF9/PgAgFKsni56qsXlHf5T6vikRlgZZe3qZjgMeuXOdMyhRhJnBDCGUITIHla7HWwyFrmeJ+kYUHqrPdUCGPCAGQ4S+di//FxxjPVaAKL/sq2eHf/8g5hkRWFSpbxGsQObYjRTXOPgZblA6rh1UuVhXlQCFVcXVFURRFUd4fNCRAURRFURRFSWuMHaSl3t9XbqMXZfvKJVs5M+2QSn7dpMhDkVnMS+rY5S/d64eO4uzfhm52jY8vZJmhK0UB6vxX/062b8qhZIdK2RUupShfM7cb632Vs3ABwBNgKcl76qfJbo2wo7skxLKolKI8fW7Wn8xyja7lxgGy7VlkK2f5yQLW0S4u5t3fkuKYgs3/WUl2+cE1ZHdt4exGAJh2y8PDnpF0yHceo7H7ubOn0+u9YR4np03ikA0puUgPao+QYWX2KQAUiaL9/WIf5QHeR2eMpaj8FQ+T7a3hJgEA0FvMoSN+caX9zSL0RFT+iGUIGTXTlTStKK5uQiytekRIjYkJ+Uq060uZSS3kw9B2bgPty+LC2ZFe/hweEUokpaneBg5jAACPaFUs28MWXvGTEcmku/DWV94dKF0iy7knVSb1oVwQfF41Z42XZvMcKWXULiFxykotqVpmTiyUmdK8j8qOdWT3lnNrahkSILOkAbdagQxViIibdKg2nrJVMgD4owMptkw6h24eq0aGBIjC6CbituGUEn6sh595srUxZDiLR4auDB3u4pt7yrCP3T8sraUvoKFj8JazIdFoYGqKChij83nuaega/PvqEvOybBwwo5TXE8297v0kKw2sE6ELqUIdk5FtilNtL+/B/CCfZ0C2VRWLqZC4SbNTHKMsm+/boBHNP8S83fZnlvwLjzyKbF9FjXMMO8DPApPB1zciwsnkMVPhq5q227E7rB5WuVhVFEVRFEVRlKHQFaSiKIqiKIqS1gxaJeCk8SwtvdPK7nhZsDpLSDYrRT93ANgiZIKPjWPX+HYfS7MPicLZB4uwg62dnKE8LsKVDQAg3M3Sd9sDt5JduOhMsqNVM8mO5XK/3OCiS5xjNAd5m75+dr/7PPw5pavc282fMxUyBMCG+Fq2vLSE7EAefz9eP0v+6+5/mc8xlfR3Dvf6LZ3J8uNAO7v4i6ZxH/OR4sZP8nmvaGAZbmMjyzw50/n7y/eyZPn0Vr7WJ/a8RnbPVM6GBIDXt/P4lwWnrWUZp9LL2zc+yaEnS2+81jnG6X/5LNmeI88jO+YXzTsyWPJvD/L9lipESMpR2Vn8OWQ1AwhZ1JPN92ysw5Xnw03cOMDJ4BeZ1LKxgF+M9awybszhz+aQAgAI5ItwiEh61ImeO3bXub/4Ds8LW99xr91K0STjkoMqyX5tG4+reSLMKiQy+rf38TyfKtxlSydLqaVZPHdEt3JIQNNvfkH26G+w/Nhm+f4DgIBoCuMR46xtgMelDAnwiHGb6XOVxryAGMsR/uzWx697Ylw1xYbF9tkp+q0Lyd+Ty9sYEU4mQwZkX3l5Lxg/y8kjRbGQ0k+ZyFn/vaJqyoOrOVQiVVjI5CK+bycK+4n1fD/IihdSju8XYQgyZAAAJhTw36ZY/j7u3M5zjdyH/BzhFKEqMhShUYT6yLAEubbKDfL9lkq9zgwPLr/7Wrk5UfFH+FlivXwOEZ9b7QBruZmAV/RDsrVPk20mzSU7FnTDQAZjWD2scrGqKIqiKIqiKEOhIQGKoiiKoihKWjNolYDevn560QPetl30Rr99ORdCn13hFjSuzGW38uomlqtkpYHRuez6vmc1S2SLxnPv54r6pc4xQxvfIts3j3ujh198gOzgvJPJjmayn7vB48o+2cJlL2WAiMgQLxUZ4lKKStX3GqsWk7n1fs4il7Jn3jiWBgPlbHsLucB771tuI4JwD2djd9fz9ZeVBRqWu1UCjnvj5WHPWH2ptoUuuJSCpOTyh5dqyf7iUVy4XmYYSwlnarErOUveauJrOa+E9+lvZBlV0lU5x/lbxsv38nmOn012pLiG7LBXhCWI/aVKtJZzRFaUM0OtlyUxI3q6e3dw84LINq4aALjNB6RMKvupS1k0IjKxZROMvkYOCwKAgsmjyW58fQ3ZE2/4+4hUCXhg1fZ3L/i9y7hawtRKd059/HUOpzjnCG6ecuw4Kc3y3FNTIKpAiE/9bK177WRo1iQ/fz/RHA41ae/nY5Zuep7syNRjnGN0CQlZZlYP8ugC4H4O2bgDAAbEvCwrE2T38Hwmq7fIJjMyhAAAPL0ijMArKlqIsAL0iO0HRIhNPn+fA6tfcY6ZedaVwz52//jyZrqYj6zg8LyzDxpF9pv1PGZOm87NdwAgQ4SFSPm9vpOvzT3L+F7o6ud5Zc5ofnZPLuPwGACYLioJyLm/pZf3KasCyKocG9t4PgSAsMjyl6ELsnlBtggz8ItzijkzOTAuyM8o6+FxJ+dtj5i35fZRUS0GADK2r+JtsnlsekK8vhso4YpMvh43FDJQUp0eVQLkYlVRFEVRFEVRhmLQpKv1bfzLryqXV+QiNhlfGcur6U3Z7i+m6je4Juo08WvR1PFOV1UcSfbSTVwj9eBR/Eu/tfhQzOhdS38LTp9HthW/kncsWUH2mENP5JMWgcWjamZB0uplr0avaL02StRE6wjxj4g8UUfS9/Zi5xgDW7mmpvSoSo9RqJMTi7peZQ9qdoXbCk8mu4Q62Zu26QlxbfP4R0jlIezFHSnk9Z9bwZ6Q/HXPkP31pX8jO3T078iufpVbtValSNBpfYM9+X2f5USTNvFrv26Az2nUihd4+1Xsmay48GLnmJ874btk37D8T2T7ujkpwVM2gezOTE52kS0DAaAsg8dqt+Wkg2zw5/K1sVfQRkStwxQtUD2itaCs1RoViVpesb1PJLZkidqVWRXFWP/Ai/S3UBffH5mlImNghDhi9K457YwyVkHsWldB2vGtb5B95MbXyZ658i6yn77ij2Tnf+cMsl846otkF2b6sa6Z5/bWPv7OPVGeUyPP8DGLT7yc7CWf5QTCeY/zHA0A+VEeN5EM9o51ipqbfWLsSi9Ue9QddzJZJSvMXr9UdYmTkR5Wp04r4Ix3mTwmPVkSWS+7d+XLzjbBsW4r7+FmQhHPCz89i+tGr2/lZ8l08ex+q9G9dgcJT/7UTPYCTvPwPVwrFNeX1rMHT7Z2rWvvwymT+R6ryB48iW1KeDPZHQU8p8pyv+PzXC9ubRePic3t7CmWyWOy7neZOMeqPk6gAgDTymslZ94Vti3mNUw0h6+LL+Qm0YfLuT2ykQqESNwKilbh8hhDMaweVrlY3RfIxaqy5ziZ2coeIxerSnohF6vKniMXq0p6kQ6L1f0VuVhV0htdoSiKoiiKoihpzaBaxDRRt9PTzras8dhSyAG12SIOuG3ehyA6qcK0sSu7fzEnkXhHLSRb1tpb18ySwJQqrhMKAFjL9Um9FZxQk1fDcqJsk4opC/gcgq6LP1/IokUhDtY3jZyQlj/6ILK3X8MyXPWHPuwcw5PLkuX217jGWXc9y6jFM8YN+nogl7+/3iY3uUJu4xGSSkahqCEYcmW3kWCSqNeXLWow2mpu0i5sPAAAIABJREFU1Vp1NifidWfyrRGYzPXjpNRRMWshWu67jf7WIiTKf6/mMTHz2PFkN7ywjOzOLSyDl33GHds/u/lSsk2RCMkQMqgN8PeZG2XvWa5xQwI8rXwe2flV/Ppbi/kNJZxcEarlZKamF7mGLeCGs8gEwd7tfA65k1ke7tu0kWxvBn8/eWM4CQgAssp4H+Ge9Ci7VxTelXQTW82e4Y7X3ASbH/zmfLKbs1guDB33MbKP/hHPA7KdskxkyQ748IoIxcoWIUyHtfF5rvrLY2TPPuMLZB9xw7fIjnrcGpwW/B3K5BaZdCXrX+Z5eE6WrY8BIKeT6/nGsniO9XbyvI0WTurxFHDYm1OTGABkQq1IzLIdje57ks+pk8d+cBzLsL4yvh9HimklPLfIHLdsUS94jGi7uqTOff7ImsE2wiEBBvz8ly1LGzv52r8mxvFrm1rx9RMm83mKE9/Wzd/pdhH+FxBthmWC75g8segBUCDadgdF0q6sISyTuCsCfMwmb41zjKICfl543n6WbDuRw3C87Zwk5xfJguEKbq8MAB5RP97bw2NVJmGhicMpbCFfy6EYVg+rXKwqyoGCXKwqyoGCXKwqyoGCXKwq6Y2GBCiKoiiKoihpzaAhAXYdZ6SGRbairJVYNO0Ifr+o84UQ3Ew1w2tm/1lXkl0jpNdFUzmr+ewSlgQgWp4BwEDt22zPOY3swtMuJNsOiH1ueINMz1QOEYi/iWWAjlyWOHNyWTryCNd56UEcTvH8x77nHOKYe39N9ozL2GXfsYHlqryZnKUZDbOMkFXJ7vq82VzDEwA8mZwFWzCFwww61rOLv/55ln9HilEx4RXqEFJdHSdJecZx5YecGGe0Rko5saHLI9refvrHyB3gY7ZGWdYpELX1xjZz1YYtXpaJZl37TT5miqobWeeIdnpiXKFFZI/m8f1jRAZ/OJfDYwDAJ+5RbzdLyp5Slp46n7yf7JxDuNJHyUGipirg1FWFT2SXFnJVgFATy6gZo/l+8+Sw3F9Z7laviIhKBB3r651tRoLu4K5M54LRPC/k9ffIzRE7hsNCSoQkmdXLn7P2lK+S3Se2n97P88RNj7mJrD8/nWVp/2bOlB5zzz/J3trN+6yacQLZJkXlCNmueiCbnzcyPEzaHd6h21dG8zl8xVfn1qKm8xTzoRU1U2N97vcTruP6ylaE6WTM4uemDBkIzBE1akUsRCzDbW/pBljse7pEOJisgzshyqEnj23le3y8aPUOAC19vE+fh69NXh5/fxOKeG7xipT95LbH8dedQ+Jvb/HcUlPAcr2skbq1U7ZV5deXNbhjQoavFIt9RsV6IigLBIv5sjDFF94Z4X3mjzuYj5Ep6snLahVhUbmgfqVzDNm2PlzG85WsW4wyXj/Imt2JM03xt8T+dvvKviDFpKQoBwJysaooiqIoyvuHhgQoiqIoiqIoac2gIQHrfs+JJFll7Kodc/nlZMsWdL2VboH9zEaWl2wbt1Q0m7nVV/e0U8ieIGQD07GBbY+7Bu9r4vMqaOWM4lgbSxX9a7jwtlc0N1h6EmflAsDRd3OR+MIAy1mRApYujCiKLWWhI37MrnbAlX7k5+ptYDm4799cRaBkNsvaMvM6r9TNNo00chH4uv9wmMiW5zkkwJcxeBHs4SKy5EGyZXtD3wlchN/bzO1CrWxDt/lNMgtFJnwqWW7c2/8he0zxcWSvve5/yA4LKXbjb28ge8LXuEA8AITWvEq2dwaHq4R3cEjAtjvuJLvmC1/h93e7rfKc4ukxPs9YB78ndwHLvchmGc4E3Ra0skKCrHAhqwZEWkVYQoaQE0Wog5T/AaB9HWeIy0oFI0V+/a75J5bDhdDDR1/ibB8Skn5BO8+JEFno1RM5RGNzB1+rw9bzvZNX6Cam5Kz6N9lGNG4o7udjZotQE1k8vznkzttlIhSloIXHTWb5VLJ9AywHh/x8T3qjIlsfcOR1K0NmRHhY6B0OD1t/G4e/VMzncwKAwrNFJQ/x2eXc4RHNB6RsGi7j76Pf67aFHrzdwb5hUj/PoZuyuArKOsMhTTtEBYb+iKvAyhbas/J47mkN82efXsrzQN1Gfka2VvGV2ZSibWqOqIAhm9Bk+dnuGuBzWljNlQ38EX5GAkBvKX+HbaJ1sSy20xfhcVorogwKUzQRFVEHsGKcBbfwOseK6kexDG7aEMvmuQgA+vM5HMwvqziIsStDcGSjgaEYVg+rXKwqiqIoiqIoylBoSICiKIqiKIqS1gyq307+7Z/Jtsse5w1i7Bp/HiwBLKx1ex433Hs32WWnnEq2J4vd1kXC/d4jCu5GczlbNbqYJU/A7RHecteNZA+0cfH08hNZusX8c8l87K1fOseY9YSQ0Q6ZzxvUrycz1MBSbWAyNxKItHCoBAD4O1nWzJ0+k+ymN7hPb28zu+PbN3IIgBVFlr0vcDUFABi1gK/vjTezJHbxqRxmMPl8lhtHitoHniR79KJDyZbhKzbEIQPrv/llsktmcxb0ipteILtgLMsnADDz8x8ke9F4Di2JCs0m0sbnMOpoHhMtD7lj+50HWdY56PNCTgxyaMPmxSwXR/t/QvaYC3msx0+MJeOokNe9IpQk2sTZ9hlzeEx4i92M/WABy1ED7fw5WtewrNa+nu+PgoksR+ZUcaOAjY/yuAWAsjmiWcGYNKnJmCTdRYp5Tg0JaRAAcsNcveUfh3DVkxUdLIV/7luLyPa3ioYwR/O98tdLOLsYAHrv/RHZWdNEhZFSvl+yWnj+q7uBQ6g6v/gb5xiVvRyqteKq75I95ZKTyPYddDTZniBn9JtONywkVjyWt2nlEKhYGX8Onwi5qVrIc26wyBXj62+8nuySQ7l6i6zEEpgorqWoGmBESE6Gl+2RIryWG4KMXlBD9s2reM6VRf0X1LiS82y/qHoiFHybwSEBte08h375Ag5LXFXPYSMPrRSNIQCMLeawgmMm8Lw9Oo+/j7klohqSCPeLNbohARlCbs/P4ZCZgKgK0CfCEtoHOGYgz+2JgbYQzxVhD29UKDL85XmHnubnTXAqzwsAEPSLcBSRWB/N4da3VoT51KcIXhnv/GUXw+phlYtVRVEURVEURRkKDQlQFEVRFEVR0pq9SukObWPXdkAUrz1iHLutwy+xxFx82EFoXcbFZ8OiqP+251m6G/8Vlgmq13E2sc1gOcV/KMtEABATRfvzA/yevluvIdtbyK7yqwvnkN0Rdvutr/rrS2QfeeHnyTbbOOEseBhnk8pM0WA5S1EAYLez/NS+jK+FT/RPX7uUZbjREzk0IiKy0nt2cLF8AHjxGf7Or/zSQrK9fh5CX7vsVmcfN176fedvw03b2/w5cjpvJztYwuOs5lyWTQOzWW6cLcIpap/kKgIA4CvnPslj1/6L7Ace5qzn0dNYxm59i2Xu0gWuJHPn8w+Q/dfnfu9sMxgfK+d7oUbIkwAQEzJccAb3oLaiWLq/mseujXBWdLRDyHwAskUTi3fuW0K2V4RPdO/gYw50cohN3XM89g/5ytnOMaN9PN6bnn6G7KqjPuS8Z7jZ+rXLyB572cXONuEtPI7O+tMnyR53IxfxD3Xx515z/2qyR3+H5fryjYudY776txfJPuznHPbR5hWSZx7PE+sf4WP+42c8x6bizGreZ+kcnlMrZ3AYlkcUX48VuKEoslpLtIJDoDwiy9mE2M45lEMENvzxZucY1cdxSEXXBp6LggU897et4Eo5pZdwcxBvB8vYkcL0qG4h8TVx+NGFM/iZt6aCP/eUYrfaAXo5XG/5ABe7Hy3ecstSvrbVoqrQ2TNZeq/v5BACALj5xVqyG7s4dOHXJ4pqOgM8hv41/USyA363qn/5LJbKZ999D9kWHHaQ4WM534iQgMZ+N1QoP8jHzYjx55BF/QdWcwhnxkKeM2PbRPURAOHn/8Hb9Is1xLlfI3NLJz8L1ja7TRXGl7gVd3Yy6II1UDSKAikGAPeq7AVysaoo+4pptzxMY7fu2x//f41dRRkuvDUHJY9dHbfKfkHGSR+nOTe6aZmOXeV95f9VNLPlJfaC4KUlKPk8eytX3cAr8Jb1HHhdcVAt2WMXzSV7YBV7Lr0LOZEl8sxdZEdbtiN0Mv8izYrwr7S6LvYsjj2fvaEY4ISPVB7VmSLw+vAffpTPS9QBDc4UbWvFr38ZSA8AVrRKi7ZxbUNfFifUVB3Pnq/CaZxQIBNPgvlBFE1kr96a+9njXSp+pf30l8+TfcPyP5H9u898CfsDvY1tjl04fZdncPGVf6HXiyaxJxMAXlzKyUUVogbt5NfZC+XP5V/7S1vZW1Mqkq4yitmj1LV2HQoWcJvG/23k5K8rS9kDLjlvKnsy515zpbONVD18wmNqgqLmqaizClFnEhH+FR2omYpIMydN2W18LYunc72+jk089kvE5xgQCRzBvACyy3b9Uq9/+hVULuRklvC5Xye7r38/6cQ3ViTlCA9rYDLPoeNOZu9z1xZOZgqKuey5Y87FUUt2JdhGJx0BfzPXrl7yKnv53lzE7V4vuf0LZJt5p5N9/D//wDaAz07guV0y9QPTya68/AqyY82cMOXJ5vvHhLYjUs3XTs670utkRcIT/OxNM0JlnHjFJxEVLcxl0mJeLnsJjfCe5Z4sWoU3cb1gC8BW77oWnoFuvNrDysgCNwd0xFnTkqoN5+DUGn4+zSrlOXZbD39/RdkpCpIm8diaRpw4ZZd3syI3iCkiyeqCUh4Dj3XxOTzTwM/uE3rZEecXteBt1GL0Qq5XWvYnXhdZI7yfXTzftWWyZzgv6HptM3183A7hhc00on62UHXlOIzWcvtyAPCNEilR4zgxeCCH1eyBKP9meX4zP3dT1d4djL1asOZe+n36BdX1wyucX1CBgrJ3t3nthn/Q63Kxui+Qi9V9gVys7gvkYnVfMNRi9UBi9A//QmO3/ppPO2M36/yv79rma3cO6h0YarG6L5CL1X2BXKzuC+RidV+QvFgF4CxW9xcm3vB3GrfhxlpnXPqP+iD8ZTXvbhddvfj/5dlKXqwCcBar+4KhFqvvB3Kxui9wFqv7gOTFKgBnsZoueMcdzKnutS3OuFxQU2zk35Jp7et6X720yYtVAM5idV8gF6v7ArlY3Rc4i9URQJOuFEVRFEVRlLTGWLvnP2D6H/sTbeyZdwa9/uZlnCAw84sXOfvwj+e6aFFRC6znAa6RGqxgV7g5kRMKpCRQluV6urxPcj1ZmQwT2shB7l+96CZnH8kcXuQGh48XCU3ZZfyr98+PcMLUDa/9juy+t7jFZsbJfC0BwNPGkpcMEehZzvvoa2FpQ7Zu7drK3gCP7OUGoOktbrt57F1cf9GKIOs1Y0QNWwCzKvMH/RU9HPQ/+gcxds+k15t+dy3Zsu3ts3ex7DP/VDcp7pEHWZo9XCRRLfznX8nuyeNf3psuPYfsPz/ASSXR9+BrGJ3JMs8YcX9Uj2btMKNQtKQFkCn+NuUylnfDLTxGMqdzkokdoo4rAMS6+Ho3LOV7MtzD4RIBEV4R7edjbF+2jex5z3CbXADoivCwfGoTn8OH5lSN+LjddNUl9K3/eN5XnW1+N44l/6333Et27VM8Lu9ZziEBi8RctaVXhHQAOK+WEzx7RJjUmKe41uhVF3PykVSlVnWmaJM6BJ8Q99yoBVw3t3D2NLLlPO8pYxsAjAjNctoOy7bEMpRL1HZNlVDoEYnBEdEu2XswJwrbd14he2ADJ6jVncTtlO96g9UeAPjhqdNGfuw2s3f06kfX0Ou3nsZJcHfUuqF3K+r4GXbhXA4Vmijmps4Q7+Nnz3Ci0FFCVQSAD1eKxLo2vp7yObvj36xAtG9wa7kmk11R4Pyt+uqfkT2QxSFOMTHXy3WafD3L6z4cPCEOxXJqjwsV1+zgayVDamy/myBlC3h9tiHACYAZXvaJLtnK3+fDK3ieBoC7Lj1st2N3WD2scrGqKAcKcrGqKAcKcrGqKAcKcrGqpDcaEqAoiqIoiqKkNXuVKfKlU68j+6OLuHPVYTf+lOxICQfpRpDCDT3AGfwd532L7FGxVrJjQrIZU8eZ2D2T3cSUSAMnebzwP7eRfd8aV8YZjIZ+N6N/kqi1Nv2TLDl/dz4ns8R6uRKBr0i0MFvntrXtE9nAvkJ+T8ZodsdvfJTbdnoD/Puk5mSWbvtFO0wAmPVjrvpQewNLf5nf43AL9KVHm8CheOH4D5A981JRxSHGUuBFN3+a7FALj5krjp8Lfx5LKP5juY5n2x3/S3bBQg6fmPUrlomi97u1Q/eWuj6Wd6fkcq1eGQIw5hiulQgAngDfs5H2Vmcbel1InqEmltT8OW6SiJSfJPkTuPahP5vPO5DL+xz/xS+S3fuPnzv7XDafEzRjUmdLA2yUs2irL0uRnPTcr8hsX8+S/4Kff4bs+aLtc8dGDjWaK0KHer78YeeQE6+4nOy2ejfMI5n3EgIgqTmFM5IzivkebX+LQ2jqfs+VWg79Pd9fAGBFXVWZKR1ZsZhs2TY12sOtPtf+hquLAMDUr/D1lyEAEHKvmXAI2U3/4M/RsICv5ZUL3FCHdKDhAg4ZvOVBrrTy2FYO45lV5iYzy4z76SUcjifDpDJES9PfHctyfDiXQwJCD/OcDAAQlR9e/9VDZBeO533+62EO96sVITWXHcfVegCg4tm/kZ2x8Dw+hRauJxsexzWGvd18v5lwCk9xE+8jNpbvHxn+EtnMIRv+sfwsiEw+yjlEYx/PTzlGtJSNcIjG2w28xrjmFPd5Mxj7PrU5ieHIfFeUVGScdgXfSd+45X1dncjFqqIoiqIo7x8aEqAoiqIoiqKkNf8vl+f0S4T8bnj9G32e240BQGAmt/DrKOZMz8oohwgYkZkWymYZPKuAqwxkreIMPgBYv4Qzjvc2BOBI0TLuxRQFkGtf5OLOwRtZRpCF0GU2acPipWTnjuHPBQAdGzh7cdyVnC3a98oTZJfO5Cz04tmcZeuv4azaHFEEGADWfZuzkmWbwVea3XaupdkB52/pxpG/YcnYO4k/V99TPHbb3+ZWn52b3MzQCVd8imwZAtDTwFL68ks53OLwb3IYyfvBcaWcTb+snbPtW99g+difop5s1VEs21jRllaOS5+QlGXL4KyZbovZvtWc2OPxszRbMItrT3pyRPH1IIcIbLmJG1pUXss2AHi38lxTlhNEY/f/X7p+P1n1SZb7r/70O8429bdxRn7xNA6fkO0SvcWc2VuYzxnKgfXuMSShjVxU/OdX/2s3W+4ZqSqvnPG908hueJkly+KZNWQv/fVishf97HyyI9vderI2zPKt8bIc7C3mTHabyUpKbFst2VL+BwDU8Lzam8XPsF5RcSHv3zxv5F7DVWtKuvmcG3oiqMhOf/Wyx/A9muVnOTmYopboYVWiiomQ/H1tHH4ULODwiGfrOVToqGy+dt6Jbm3erX//O9lzPnUC2dvFeuJL9/Jz2B7PTYTsQ27YQWCBCPcS8rxst+wt5fBKIyoApGo8FBsl5HYzuH/SiGoW20Zz2+H2Ng7hAIAtHfw8GVfA9/Hdy/nZcMEcXgf1RWJ7VUN2r0b5jbaWGwf89ft7JavKxapyYJIOZayGG7lYVfZPLppb/V83dpX9n7L87LQbt0c8/SydU2tXb/oFiSsjzqSy3D0euxoSoCiKoijK/7F33nFSldf/P3fKzs7uzvZeYIGlLV2KIIoNxB5j10RjEk1M0RT9GU3T9KhJTNQk+k1RYzRq7N3YsGBBEATpZZdlYZftvUy7vz9Q2M/nuc5AArsDnvfrxevFmZm998695z73meec8zmKktDs0wpr79N/hF9I3nxc3g1Vo8Cx+4jPgh0RkXdOwipXbyqG/kaeiEv0mTNmgh1cg+GvXhIMf+e3LxvHnTsmG2wWU+dKasYpBSAeH1DrzuMnYXi+Yw2Gt9xevBRbnl1ubDNvYonx2kCSRk4EO5PODVdiu8owZGCFzPA+92jfdAz2ns8WkZY45y8R2PTNc8F3R1yNahRrr7kabA43rrzrbbCXb8dqx6kvX2fsM3cs+t2rr2PaSEUa+uHSW54Dm6JfcmyeWV3/UoMp5jwQ9t0gVcKf9xlMyaknUfldoK8OOw79zEW+yykCeVNHgx2lymoREd+IsWAXpGBoyVOAChiRiQtwm1SdWkhKBY9vcFY2yE1J7PSVwu9i85UHl5ltbTd04X1enoJ+NZ9UHtyUopExEsemwPTZYId3VBn7XHUHpgAsGIEpGo9txPP9vauwwvjG374B9uGno4+ImGk3t9+PaQg/+AGmNsz8KoYw3X5quxk1hemjHZi+YvdSqNWP95w7iCFQzwi8F5yqtSNRDH2vbsRxdqYf74cw7XNNozkuZ9EzLBHhZi1pczFFY14eLbhGzbHMoiYKVimOE9KEY2oSNXrIT8VxxN2B94/l0Eyi5Gys2Hfn4DzHuxLTw6wkTHXwbsH0vg8fed3Yx8RJqEoTKcRxmNP1ohF8xrq68f6yyS9FRFzs730o2h9Jw9SUpIopYKeTqtCmFodUyDb0zVaaC+RRw5BXq5rl2BGYgrQvDGriC09WlUOD4yryEi4cpSh7w/zR6rvKwcfk4k9f2pVyaPC/+K6mBCiKoiiKoigJTcwV1utfWAdr9ldWV8P7q+9F0f4RC3AZ+xfH/zjuAXz/WhRP557hLEK+6YmlYEeCGG6J2GZe9xNvozB2O1VlcgiNxYjjpQw4kZ2E1abP3YmNAL5w5xfATh+DYYVIyKz6y5kwAuzW57BneFoltr5NOexIsIObVoK9wYNh1q5LsJe9iMiYMzE8KM/cJNWnXGN8LtF4ZNUOuIonzsVUkyVfQpUAmy767fdjyJN9ZBjZNQ7hksnU63zzc9ir2U8x/xccw/F7eK9131NTOAWA6diG4cjyY8qNz+x4D0P8/vwssNN8GPZJLcKQD6sKbL4b/VZEZOy1qEbhLcbjiLSiUPaObrw/XqjA1KFLNzwP9lkSkkfqEj+MKiKy9oun775onAb09xfMSvdvfxmr0H//txVglzyECgxFh2EofcdbWJE8+ccTwF7yq0eMfZYfj7796ltvgX3xPAy1Lrs3dnvXRx9ca7yWRtXDo0h9ZOf71WB70/D91g3ot2Ov/LKxD28Zfg/uG+8KYKpD+9uvgZ1NqSrdpag2IiLy3g5Uo8j247Phw69iU5LKe7FKfbaIvNOQ+A1Zwsufh8GGFRbCvjSwXWFMN7PfesrYpjUb0wq9Tej/0Xx8Jro7cAwdu5H8rhLTRqxeMz0pXFcNdqRxu/GZgWx7HFO5io+dBfbTT2MKwS6wydKkn/8Q7H56VnunYnpZJB3vYZdDOl80Cc83p/y5ejFFYHMaplvc/CyOC0dVYNMFEZHKPNzHfUtrjc9MLsswXvtvSXwtDCXhmFqSqeEo5aDj/Ckl6rfKQcnRo3LVd5WDkm/NHbnffFdTAhRFURRFUZSEJuYK69U7sd9t1I+hPw+JjG96BgV15+ebVc0Z2Rj6zp6IS/rJEzEEHe3BauyRJ2NVZ7ADl7kLpuIyt4jIpr9hWODYMjyuehJTr+n536veG/sxVWHyRKzIc2VhY4D+bViJu+5hDAmIiJQ343er+PqluE1SAegpx/7DXcNRB7ciitt7p9WsNHR//kfGawcDI390CdgrmjCc3tOMfpNdgSEXhvtDs72wwPT12jext/lppXh9CiahT7jfwtDTByTKzKkse0M8RYyXKQ3h3NHmeUin4/akY4inuwbDQE0rMfUhawyGTUddfKZ5oAFMI4hSG+eXohVgL+jDVKFZR+E+Xms3r8d8sxdHQvL0v/eoMmzuNsW6mZJ5mBLw61nYZGH5n1E5xeXGdQpWArn+yO+AfdpcVBEQEUktRD+5/BasAH/pR9g4Zc7XMT3p9Z9ikxOntCtOAcjw4nFvXooqAsdcjQLvW19BVYFou9kwpnnRK2AnBVBZIKUUK8Qz5x6H20zF87Cz2wzdHxPF0GrTvzDk3zUCQ63uTofUIEpNSEQ2/xmbc/B9H3oeQ+f5l1+LG8gwq8dDz90JtmcChtutII7r0Uy8Xh5qCBNaiSkdTtghvOdY1aTwCLzf3HmYtmNTs6Pv3IspHyIiLSvx2WB7Uc2AVYRyylBFwwrT/ZJr3qNSswrM0KQTwK6jBhS9QXy+cCh/4ShMBRMR+edKVF348QJT7WN/MqgrrDxZVRRFURRFUZR4xFxh9WTTqmAy/vqs/BzOyF+//kmwU/24+XBvWEbMxxVVbwm2C+XCoP6GJrCjVIyUOxdXZBd/98/CHDsPf+kVHY6rNY/fgO1cxwdwJZnZ0Rc/AZ5bYJ4wF1urRTtbwfYV4a+0uddT6zYR6aMV1uhYXLWwg7hq6OvHzyeH6ZfjatRCPOL/bjD2KRvfkN7RR5mvJzgZtGpRfAT+em9ZuxXsRY/hKkg8vnbOeOM1Xql6kXRXR5DmcAndH7yiyjit4q7pwGvKK1U7+9FXz52Ey4yptM2Qg29zi99wB/pV2hhM1veS9qE3HVdoZZbp2681YEQimQpuFrpwxaHpAWqfeMettMUmWdRjFgkcDAy8ZmOokOgEB73Szhpckat6HiNdxTNxbHnxQVx5rByOKyktVMh6z6tb5UsLcfzKOu4ksNtewzG0iFbqPX78HqfQag3rtoqIHH0k+l3RDHx29DTgGFr3Lt7DI0+eBnbDa6ilLCJSfDZKLXLLbDet+tmluHp9fy3ew2eMMx+pwWV4vjuqcWW47Aw8l5E1b4mbioMOBmzS/dzxNt6z5Qungx1Z/iLY7StxRVBEJDCCVmmpFW6YCqJ8Y3D1M0Irkd6xZltoK4JjKLdFZa3e/gYsAG19F4+77CosNme9UxGRwpGo1Rquwns292QsgG558Wmw06fh93B7zILSMK2oLtmOxX+/fAFXeaeU4Sr+8WPwuDNcZhTkuJF4f7T2hSXLob33/mJQi654sqocHARS/JrwHweerCpDj2qs7h+KirvTAAAgAElEQVR4sqoceDzFY9V3BwGerCr/O8Nz0g6Y72rRlaIoiqIoipLQ7NMK6wsX/RZsDnvPLY+tt7Vt8TYZewbqYbqoDV3Uh+FEF7UVfHnB98A+Y8O9eIzrMIVAROTSuagJyGkFHCZlxp2LoYzf/eSFT/jkHli3c/X92GqVtSkLj8HUhq7tGHYQMVMC0ilRe0kTam7m0DGMWIJhVBERV/p/3ybtYOLX38eQSnEynZvUfdPo9FLYw5vskVeewFAS66zW94WlcMDf+ahtXZILP88aqi/sNFsXXnYqhogbVqGOZPEsLELgfe5YsgPs9NKAsY+OGtymJxVz0bMyMfzLftpVS74830y5WbUTw9pnVxaAbddhOCrn5M9K87OPGds51Bifg/d4WqmZ5sDnO2skhvaa1+OYePyZmMLBGqgXzaUwbFdISp/AgpngK38C23Lh2kdqAaaP1b6B4eE5150K9sQas9CIx+mkdNxm81os9guUYppBb0Mbvj8MfUrE1PkONdFx1JLu5zgsujp/HKXQREytZE8ppr2NuHyUVN1xp/G5g50H7sOw9pQMvM/DvXiuJnwdU1UiQTMdyZ2DeqOeQnyWe8djEdbW3/0KbN+P/wJ2fj8WCdnJ5ngntVg0aqVgSpOvEHV0C4upZbqNz3arH0PxIiKudBwz6x5BberC004DOzABWwC7KzD1wfbErw/iNtQ3n4Hb/PNb1WCPprFnQ5dT0W9sne/9TcwJq//Ub9DS7p//p6Pjyaoy9PiO+dwhGXoaecv9+L1uG3FA7yyerH4SFzau2X1cAwXilX0n/+o/HJK++5vQlt3f67nyKUPuIzxZVf53Km5/6JD0XeXThdtlyaSiwWsTrCkBiqIoiqIoSkJj2Q6tTD+m9+k/wptdG7HF2I++iyE51nw8+QSzyCpQiuGqkhOw0n37f94Em9ucvXHd/WDPf/RmPOYPsF2siMjGf+M2338dw0AnfutosAtOx3Zwt867EuwNXfETtVlzM1CMLczGn48aqWkjMNTRVYXHKGKGBbZNPRfskT0YyrCbzZZyoe3UHvT0Kw/JX/rd//p5zJWpqy786/+0fadClPWkC3nWHy8Gu+6tD8DOnz4O7BV/xqrZ+96J3RJQROSwTAwFnXwlKjr8/Ke4zc/NxvAV+2XxHDwmERGLdDtZBcBXiGE7uxdTF5IqMLLSMQbbMYuIZGxfBnakwKyGd9dhWNldecwh6buR6hW7fTe8BVVTtj36tPH5x+7GVqzTqOr/sbWYknHOYdgy84Fl6Lc333NJ3GP0T8Eq9pq77wb7pt9jq1bmRzcsBLvwrHONz3xjErZS5XavmfQ9IyFUNxh5Oh6jO8tM/WLNTHcB7sNdjIoy4c14D7smzsPtbUY/FhGpf9K8ZsN+ddch57t1v/oGtmb1YgC3cxumW5ScsgBsboMrIiJRvKZhUgmwfDj+JU3BZ7ndgr4dHUGtc8PmszzyJobnrWRMW+w78vNg+23chv02tjL2TMQ5johIKHs47mPRP8D2jiO9WSoOC++gVJUZpvJKP0XwfbQ8+cwmVNnY2obpLN+YZqYfbUBZ/EFdXRUZZJUAnqwqg8+hOkEdaniyqux/DtUJqqIoysHAYE9QGU0JUBRFURRFURKamCusNU9iS79RX8UQzQ9+gC3LFt2BYaDMCrMqM386VqhylTqHSVfd8QzYR/0MWwCKCyv2kitxKV1EpPBwDEUcThXh1S+uAZsFkPcmBYCZ+yOsgn3nRixcyDwSw6KRZqxe5ApZEbMiklMAlD3sXILXdNgll4A9LxdTS15vwqYL8Xj2NUzZ4IpYEZHvno+VwHOp6nIOK0VMxVDt7A0opj7+MAy9i4h07sAKVFaX4PaWi1dixf/Z0zFFIH3iBGMftU+/BHb5F78AdrAaq8xDXZQSUDwG7Sd/Y+yjV0T8081UgU8j1bf8evf/S07CqvSMUSX8cWkKLgV7+VZUDTj/cLrGZZiudBEpXqz6G7YrnXnTd419hrZiekbpuWeB/Z1uVJApO34mboCEzqO9pgLGNy80fXEgORPLcRt0P9UtxnQK9lsRs/U3pwBYYdRXXnfHv2gL/5LK281mNZ9G/DmYohE4EoXrM3Zg+3Fu0tC7eaOxzeQyVKxgxQVOGdj2p9+BXTAXFX48xTj/aPObc5SciXPA7iyaAraxxEjzBc8Eavpgm9X17i5U7nBRKkpkOxbxWqPoexSgakooZKpTLKNmLHn0LBiTmyobmsz7LpEZ1JQAnqwq+x93+dQ991P51BifVJTEwj3uqN2+6471QUVJILz55XvG3Pxy4/1hc84yXlOUROCsScUHVZqVpgQoiqIoiqIoCU3MFdaKH1wPdiSAvWXz5mEYezYJWJechf1wRUQ8BVgd11mAYZ+0XEwrmHnUyWDbJJYvJFhtpeAyuIhI/oVfAbsggsvpr0TwmJquxSrA3z/3fbDf+8k9xj76qIlC82qs4gsUYTW2HcTPe4rKwc4tN3vVv9aPIeE568xGAH5dVRURkbQS9FVOuSglcXWhlAAOpR8+ASsmp3wFQ7WPXYOVoU6cedvnwPaWYvhx6Q9RjP2i9x8AO9qw1dhm3wSstH2kDKtgz74c1ShYZL5tC4blcmuqjX2k0rnkMKpvLPZs91CoL5yBzQuc0naUPbzxzz2V6LMptO6UEnDuQgyTFs5ABYuCM3CFL1qGaiM3FKGyREsQx9DZuXj9RETcWegTnW9gytOoH/8M7NZ0VIzJbsaUguDqt419jLvmW2BX/wWVPdb8awnYfa14rrhJRunpOAaIiHiHYbqKRc+Gplx8Po3/1heNbSi7SJmEYetoN6YMcqrdlkdfBTtrTKm5zc9fC3ZjGFNJtrbjNZ95NTbg4ZQO28IFxYwwNpcQEREXTouufQ7D85cejvOFymU4H3CV4P0Y3rnN2EXSJFQO6N+E6SuuDEyV7H/mLrADx+LcynJIO2jtRV9+YhX6/xPPrBEh5f/qv56X0Cuug7rCypNVRVEURVEURYmHpgQoiqIoiqIoCU3MlIBwTjnY23pxfjuiGN/Pn4EV/l0TTzK2WduJy9TVVNF631Ls7Xv/LAzVRnIx3OVpwtD7xvRKY5/co72Oqv4n56D4cN8YDIFtuvcJsIcfg2EkEZFtb2BThaX/wiX+yuPLwa66B8O9RXMwTJc6B0O9IiJzqM97febFxmfMVg2fTgIV5WC7JmDYc+tm7Dk9Mwt9oD2EIZala7CqczJVJJ9ebQqGv0O+6MnDcG7fJlQyGHMWVVJ34j43lB5j7GP08qfAzk7CcqX691HNIK0ARbB7mrG6tKPK1JP1ZWE6S7ie+q/Xou8nT8IqWzuKihcbiqiK9iPMO/fTSV7KnrAni68v/v0i4/NpaZi+kpSGYdNCN/rEhisuA/ua284D+9qvooKG7cbti5iV0v1nXwf21m685ss3YprI8SNwDH3pC5guIyLy2ZswlcFF5yKVfDnYjc+W7NFZYNs9GKIWEYlS+kp0AipVZK56Huz2Saj+IiKSZ7zy6cRdSukVQRxbupZiuh+ncAQ7TaUWFuGvH48+8c42DOnnj8PmEMNSMCWg2caUwl+/ivMHEZErjsTi8POn4TaufgSf7Y9fdjnYtVdfBLaHGq2IiBTPuwA/Mx+f5a5u9Mu6/ywC23cBpgz+p5oU/UUkIxnHgcZOPN9HzBspb71ufv9EZlBVAniyqiiKoiiKogw+iZ6zysRszRresR7ejKbQL1b65d1ho52xymxJ58TzWXva251YRG9G8Je6p60Wj5FWgUVEasL4y3vVTtSqnFqIK0ZFS1Fbb8cLi8D25+P3/uCvZtvBx7dgm7MML65GnzMf1z6LDie9P2p/mf5d1JMTEfG+82/jtR2TsY3siNzAQeWAB4qmW68C3+2sQf3Rtk2ozevPTQF78aNYFPIerQb8aSOukIuIPDDnS2Cf/y622/v6qLPBPmMk+tWxf/kO2NZ0LDh0Yu1l+Gs+dwLq+WWNKwf7rZ8+CjZrdrodvOdLv8XjTi7HooL2Fdga1Pf1G8FOXf0fsEM1WMQgIlJ91OVSWZiuvisim791/m7fTQrgWBbuMzWhW9ZjMcWat3GMfJ8KQq+4AlfA/3Xne2Cf/flJxj7WPLke7M+8/n9gV2dj+90cP66FBCP4nNl42olgu5NMIbPDfon3Q89KLLL63qX/NP5mIP/vSizAGXHFt43P9LyLvumlgpnXv2aOw1PffQPsvPQU9VsR6X/pLrjInmJ85nW9jXrO0SA+211J5vpZT0Or8dqOz/9i9/8zbsSC6uHXo8azuwPvjUjAbM/bl4ZarO19WHRY24n33PQUnE+4+nAMDa1FP+3egM8SEZH0867Azzx2B9jc7prbw/bPvRDs5zahZreIyOljcozXLv33KrDvv3jmQeW7g7rC+kmcXlm4+6QFW+tj9oCPB09WD3V0gpoY8GRV2TfK37hD5JxrhvowFAd4svppRyeoQ8v0sszd538TVbnvKzxZPdQ52CaojBZdKYqiKIqiKAlNzJSAyLo34E07gFqUVhiXysNVH4LdN/NMc6MP/ALMtDnzwW4rQ41GH7Vx3PToYrArv026eNTyT0TENRwLmqwODA9z4v2fFnwP7OwknNfPOtPUSA0Mw19qNhXlNCzHtnSVV6LWq+WlwoYJ84Rxdzaarw2fclD/YjpQLD/jBPDd8oWoT8o6uQ/+fTnYV9e/C3bDTf8P7F/8AtsWi4iMoeKXb25dBPaVOc7FRh9zbB6mJWRmYiFYZzsm/4uITDxtNNjtFOL/YCkWUY0oxAjEsKNQam7YyVicJiIS7sBtctvg1JOx5WVLChYt+r3m72L3M7cZr6Wcc436sogsmjFnt+/mjs2G99KHmSHN+uWozzvxsWfBTmrGFs6vLsACj0fW4fh3ahEWd4qIPF2HRR1fOwfHwJzxqKG57mFMEymciscdogKp118xNYbXdqK/F1IL2XPpGEZdjM+bhkVvgl18IabPiIhEc8vxBYt0vYNm60pPyXj1Uwd6H78FUwKKMCXATXq+Lc88CLb1RdTuFRHZ0YV+MmY9phl6RuCz/bqV6CO/PIzGHpcZVLY9qNcb9WHKoLUKUxmaX38N7Kxp2Lq1cy22qu7ajsWzIiIFM7HE1BVAXXBOAfCMxJSbnnwsDPv2k2baQWmWWez1k4XjDmrfHdyUAJqsKsqhAk9Wldjo5PTggSerinKowJNVJbHRlABFURRFURQloYm5wtqzBMOevtFYPeqmZWxvGYYnw0/+FjeYkmxoUbZTCkDgQ2zx97uv3At2dQ+GCG69GlMA7F4zhFN/J6YVfPjPpWBP/iJWk576RWw1efOt74B9DKkGiIisf+R9sI/47TeMzwzEmnYC2LYHw79WyNSkiwTyHNMCFJPmjVhd2teBrR9Zj/Rbf8Fw4V/KsJL63B9hVXOaB3/r7egLyzxSGoiXAsCaqa820jVn24G0VzGUmpKLYSCuEC/LwBWF6kXVYJccbbb27aVK3dzTzwW71ofSHoWC+ou2rasY+8KULx+9+/9rH0BFkpyJ5cbnZ9yKodSmP2JK06anMN1lxbbYK6Z7s6LKqSdsNzTgOPzw/avjbjMe9X2YitLLOp478F7gNsSdb6IigIhI8LwfgJ3ThprCDRmo5iIiwkI2yi68M0+M+X4wuxzsns9jWDzfbaYn5qXgFMU9FucLDX5MM/jlYagR7eqldKZUrJznCn8RkehqVIEI78Rt5p2A6i1ti18Be+uLqNOaU2m2NvZS63V3TqHxmYFEUnCuFaVTNbksw/ibS6Yeep46qCkBPFlV9h3NWU1MeLKqKIqiKMr+Q1MCFEVRFEVRlIQm5gqrfwqGNENjqXJ92ZNgtg/DMOqjI02Nswyq9JzUhWGecRm4ZH/N8rvBvm0G6l2Ga7EC1lOIwukiIs1rUUi7dDYu0S/6A1b9ffYuDOfP/ucHYPe3mSGzznoMgW2+G0X+S47GSsI3mzEcHIqg4sLUJ7B16McUXGNWVysmW3bgNfrSiygyzkoR4R2o4vCV538JdqRxO9g33H0J2G//HNv3ioicRmkDT9Via8iWIApU/zdww4qLirDCdX4+VZuSoDtXiOc+gOEwEZHxF2Ob4Pu6UFngsAAqYhSsxSp1ERE5/LPma4ojy27fk4o162psb+3NM8fUaBqqt+ScjOeam5J8uBLTrhhuU9wVNkO19y/ZAfZZ43Dcfr0J01l4m9yIwylCwdtgXqF0mEgI76cxZ2Kq1z0TLjW2cWI//k3HzWZhcOrP74p5HMou2h75K9i+S38Odko9Vs/nFmJKQIfDeJjhw+dkxI1qE+9U45h6YgUqEyQ1bgTbasbwft8qTBUTEfGNmwG2K5Vaoj/5ONjZldguftrvbgC7++0XjX0s/gY2V8kaiSH/Cdd9C+w3BBtaPLAItZGvOgaPQUSkvjskhammatLBzKCmBPBkVVGUTwe+VG1woRycFGWmqu8qByUZqf5Dync1JUBRFEVRFEVJaGIueW79+9/BLv0lhvxdwyeA7ffgZH5nRx/ZIqdXYkjr9a3YA9c3ajrY5TWvg33ZXZeBHe3DsFHto5imICKSPgxDZqmFKMad9z71G6ZGAhe/h0oFfcuwKlBE5Dd/xP7B1xbhPjprsHc9V/nNj6wB+7rxlxv7EBG5yfFVhckgsfrOJzCs503HEKSPxNTdnZgy4CobB/aKi78OdvkxGIoSEdnw9Ia9O9j9iIuaXCz4JYaHb/jqfTH/vnyhqRJQ/RSmCWRci+dqZBZq0HpGo8qGsm8MTGcZuxlTUcKrq/jjUtCNYVHfJBynMy+8EuyyP+D4ddgcLIb963OYZnXeVDMNYe0KHM/W78D+6nkcyo3TQNMp/H/LU9is4zun3Qz25m5Mo/rKOZTC1o1qFU5V0743cGyXU+dL7dMvGZ9T4hPpw+uR0oyKC5y64ulrAzvTxtQiERF39WbjtYGcmocNK6JB9COrF++NnU89CnbGSPx7ERGbGiJJOY6JuXNwvuBKTQc70ozNWtzJpkb3vAduAXvjTfhk71+HSkZjFh4Jdk4qbnN44NAK/X8Sgxqj58mqoiiKoiQSFbc/dEiFURXlUEFTAhRFURRFUZSExrLtT47VbGnqxH7sbSj+HM4pB7vFhdV0HzaYYZ5y6o8+shOr3aJ+FMCNrMZ+0O4cDOtsvftusDsoxUBEJGd8bP1X7vXbQ+GpUafNpM+b4v2bnvkQ7Neo+vqKmzE0m3ncKTGP6brNecZrN502QX/57yV9Pd3gu++fhNXWU688Hez+BvSB1AuvBrvtLyjO/qcfPQP2gulmuLGNxNTfI79iIXQmXmX13sB94UvnoELGPU9g2kKvQ+z2c7Px/jnsypOMz7g+u+d8cWWuiIi7bJL67l7S88hvdl+EV664B95r6jd9ZmQFNjKZ9ZNLwF5y/d1gc4V/PObmmD3JFzdjuP2MkXgMx9z2FbDfv/FfYP/jdazWPrkQ1S1ERCaej/3TO7ejIoaXinhZJaB1C4acc8eiksHHjLzwNLCTT/yK+up/QbCpFgYPazOGtcWF62OuPFL0cUgJiGSgoL6rCptgiAtTT1zUzChK6X1dyxaD7UnFMVZExFtUjofVhwpAze+twGOkVIjis88GO1h5vLGPvjB+14zty3CbBdiEqd+H86IN5+HzS0RkwkNmOmSy/9AquhrUlACerCqIu/KY3c51U2WsTypKYuFPTt4zMJZNivFJRUksdIKqHAocapNTJ2KusPZ3tsGb9tuPwPv1L2NBVNaP7zC3Qb8k3C48p4F+XBF1hfCXezgDV4S8Debqjd2MhQmrb7wd34/gMdSvwIKa3LFYIFV8xBiwa9/EVWARkclXngN26JhLwF510kKwy47CX0z+fPwlKCKSe+VvYzpcV08vXI+0lEPfQf9b1l16Bpyrvlb0K38O6pNW/OB6sO0m1O5d97s/mft4qRrsl6gdJReejKJEeW6bGuRKvEHghz9eYLzWXYerEjvew/tr3LmoUygiUnTdHz/RF5s7e4wvlhNIUd/9BL7vG7X7fI1JMws2Gkk7dB4VTRXNKAf7jt/hOL03+r9TMnBxoTAZfZm3wav/exMdODYPCx9TPbiPsZ8ZC3bJcdiW033SV8G233wQ33dod9n00gtgt66tkcp/PPWJvhiu22j4rqdotPquA28fdzScq1m3/wTeZ61rJ810O5uKqCjiGk7G56Zv5zr8+3Z8tgc3YZtUEZGGJavADpShtmvmMdhilo/JasFnw4bf/sHYR940fN6nX4ztkld14n3dQ9GBZNLwnpxNq9M9GG0QEfHml4NfTv3+s3A9Vvzy5IPebw9oDmu8yer+IN5k9UDAk9WhgiewyuARb7J6sMKTVSWx4MnqgSDeZHV/EG+yeiDgyaqISNZ4c9KkDA08MTwQxJus7g/iTVaHCp7AHoxo0ZWiKIqiKIqS0AzqhDUyBCFPRVEURVEU5eAmZg6roiiKoiiKogw1mhKgKIqiKIqiJDQ6YVUURVEURVESGp2wKoqiKIqiKAmNTlgVRVEURVGUhEYnrIqiKIqiKEpCoxNWRVEURVEUJaHRCauiKIqiKIqS0OiEVVEURVEURUlodMKqKIqiKIqiJDQ6YVUURVEOWizLutuyrJ8P9XEoinJg0QmrA5ZlVVuWFbQsK5deX2FZlm1ZVvnQHJmi7D2WZS2yLOvSoT4ORflvUP9VDiY+8tdWy7J8Q30shyo6Yf1kqkTkgo8Ny7ImiYh/6A5HURRFUZRE46NFrKNExBaR04f0YA5hdML6ydwrIhcPsL8gIv/42LAs6xTLspZbltVhWdY2y7JuGPDeM5ZlXTFwY5ZlrbQs64wDfdCKwliWdYllWW/Sa7ZlWRUf/f9uy7L++JHfdlqW9a5lWaOG5mgVBYnnv4qSAFwsIu+IyN2ya64gImaUgH3ZsqwTLMtab1lWu2VZf7Is6zWNKnwyOmH9ZN4RkXTLssZbluUWkfNE5J8D3u+WXU6aKSKniMjXBkxI7xGRz3/8QcuypohIiYg8OxgHrij/BReIyE9EJEtENonIL4b2cBRFUQ4aLhaR+z76t9CyrIJ4f/BRyuHDInKdiOSIyHoROeJAHuTBjk5YY/PxKusCEVknIts/fsO27UW2ba+ybTtq2/ZKEfmXiBz90dtPiMhoy7JGf2RfJCIP2rYdHLxDV5R94lHbtpfYth2WXYPu1KE+IEVRlETHsqwjRWS4iDxk2/YyEdksIhfuxZ+eLCKrbdt+9KNx91YRqT9wR3rwoxPW2NwruxzvEhmQDiAiYlnW4ZZlvWpZVqNlWe0icrmI5IqI2LbdLyIPicjnLctyya7Vq3sH88AVZR8ZOFD2iEjaUB2IoijKQcQXROQ/tm03fWTfLwPSAmJQLCLbPjZs27ZFpHb/H96hg2eoDyCRsW17q2VZVbLrl9CX6e37ReR2ETnJtu0+y7J+Lx9NWD/iHtk1SX1TRHps2357MI5ZURzoFpGUjw3LsgqH8FgUZV9R/1USEsuy/CJyroi4Lcv6+Ee/T0QyP0oFBN8VkYG+WycipQO2ZQ20FRNdYY3Pl0XkONu2u+n1gIi0fDRZnSUUAvhoghoVkd+Krq4qQ8sHIjLBsqyplmUli8gNQ3w8irIvqP8qicoZIhIRkUrZlUY1VUTGi8gbsiudcIWInGlZVspHRYIDF76eEZFJlmWdYVmWR0S+ITihVQidsMbBtu3Ntm0vdXjr6yLyU8uyOkXkx7IrBYD5h4hMEizWUpTBxLZte4OI/FREXhKRjbJr1V9RDgbUf5VE5gsicpdt2zW2bdd//E92RV8/JyK3iEhQRHbKrqjrfR//4UcpBOeIyE0i0iy7Jr1LRaR/cL/CwYO1K21CORBYlnWxiHzFtu0jh/pYlE8flmW9LyI/tW378aE+FkXZV9R/lU8TH9W71IrI52zbfnWojycR0RXWA4RlWSmyaxX2/4b6WJRPH5ZlTZBdoanlQ30sirKvqP8qnwYsy1poWVbmR92xvi8iluyS1FQc0AnrAcCyrIUi0ii7wgD3D/HhKJ8yLMu6UUT+IyLfs21761Afj6LsC+q/yqeIObJLBqtJRE4TkTNs2+4d2kNKXDQlQFEURVEURUlodIVVURRFURRFSWhi6rAmTftSzOXX639zLdhXhRbhxicfLUzvS/8Ce+X/vQx229Z2sJ+q7Yh1CHLV5TPA7vj+X43PvDnhcLCPPw1bUEdvxqj9n0qmgH35mWPBnvyrHxv7WB2YCHaaF38LlFZhDnX9E0+Ave6RFWAXTjU7uz3y+Aawy1O8YC+4ch4eQ2ke2Mv/jOd6W3Ub2IubzUjEYZnJYB99TiXY7TW4jVBXyNjG3DffsIwXDzDxfHfKGeeD/dS354K9rR2bkk3M9+P2q98Du/vtF419/PXKB8D+zJcOA3v4JZeAfUP9cLB/OhaV1MJZpkTfBY9hxPQPW9H/0/7fH8BOduFp+cmr+PeTitONfaQno5/Nr3oU7Gh3J9juHFRmiR5xLr7f02LsY2mHD+wMH+4zJ8UNdpYL/czbgPdGsHgS2K39UWOfaU/eDHbq3JPBdo2aNeh+K4K+m5pXBu/d+uvLjM9fmFIF9qvucWBn+HCYz0/Fc+umb1nYuw3saGqOsU9XTyvYDzdin4m19egTR43EbfzwwQ/AfutcvL9ERJoKsNma24UHeutbNTHfZ/vyWeb9s6UVC7Kz/HiuNrfgmDguNwXsRdV4HnpCEWMfWX4835MLAmD7PXicnUH0VR+9Pyq0HWyn65OUmT/ovtvf2QaDyyvb8dzWtPeBfeqYXLDzbHz2i4i4GzaDHRqOz3vPhjfAtgtHg72sLwPsadn4XH5kU5exT75eLgtP5T/fQ7/7+wn4PdqS88HuDZtjz45OfL7wuWnoxnM3oziD3se/T/Hi+CgiMjwDn918HOua8PkSSMJt5KYkgV2UhudFRCRCT9m6Ljyu4kYIeWEAACAASURBVABuo7i/DuxoMt4LIiJJWYWf6LuDusLKk1VFURRFURRFiYemBCiKoiiKoigJTcyiq5tf2wRv3vibh+H9SccfAfZLJ+CSc3DTSmOb3rIxYNc+gKuuT/wZFR3WdsbW0J2bg6Gk8za8bHzG1Yuhhs0/+QHYw88+BeykCkwJCKdjiNNe+YqxjzfKTgL78Lf/CLbbhyHPzq07wN76ymqwn30Nww4iIhd9BcMhTWt2gp1biWkEa/+N2yw/dhjYkRBer3dfxNCiiMjwPAyBHfULDKVHenvAtiNm+CP9iz8d9PDUlx9YDr577423wfu5Y2aC/Y+fnw22z42/5ba1Y2hwahGGzit8eB5ERHr+fSvYfG7ST74A7P/0op/NKMZwSTgav0CytQ9DkhG6v0dkYIjmKw9/CPb8SjMVZd7wLLCHeTCUxOHh0HK8PywPhpKSRmOoV0QkVIBpN1Xd6DI7KdRUkY33fWHXFrA3+TC9osshJSDbjyGw4iRMM/ClZw9JSsAxt7y2+6Jt+QDHgaPnjzc+/4MFOKY+ta4h5vZL0jFUeNpYDCnvoLSe9CQz3JgTxmv+QU8q2Ox3nIbwyhZMC9mw0wzNZlDK0yWHlYB9GaUVMMNz8ZhmlmcZn5ldmon79OF3Zb/qzBoF9rZOPFebms1xgFMTOHzLodt68nVOM8hIxrSFUgq7ioiUZqcNfkpAVztc9K8/jeeuNxgG+64z8Fx669ca27T9OM5GavAz9eMxjae930zJGEhLD16vvUnhSKeUmmbaxrNr8Tl8wTT0U4/LvBSvVDWDHUjCfXTSuVowCu/RbPKBrqD5PYpS8TMdlGrSSudqfRP6bkkA/dLtsLxZTGkCjT24zajgOJBKqZLFqWZWarLfnxgpATxZVRRFURRFUZR4aEqAoiiKoiiKktDETAlo6+qBN3lp29+wHuzmLKzQ6/v1N41tZlTgcnnrBqxI7anDUFHrFqxCv3cxfp5TAj737j3GPrfc8huwR377u2DbXtzGmmuvA3vcLRhOtjdihbiIiDsPv9eK//dTsCd84xywXbNOBbvn4dvBblq5ydhH8bGzwH7nJw+BnVaMlbplR2P4sHt7I9jtWzGs50s3Q0sVF30GXzj6IjDbKMzQ+7PLjW2M+M29gx6e+uuSreC7Oym15Pn3sdJ2VAlWYf74BPTlpTuw6vmzhRi2qxazUjctCX8P5m7EdBVXHqZotGRjBCIjiPfCM/VmaHY6pQ0UrMAK/k3jzwB7eAaGcGo6MLw1rger7UVEIlSF/FIrpokcV4zb7HVhKKmaFBfKHPysg8JTaRSG5nSILNrEzl58nwp7ZWubmVrE4cDDivD+yUtPGZKUgPr27t1f5ol1TfDe5gYzdD6mAI/7nAlYpZy2bSnY4dLJYN+3DlOmuCI5L8UM2/GzoKUPQ5gcNt1IoXIv/f2CUdnGPmrIb7ooTHrfslqwbzsFQ8xWCNN4FvxtjbGPby/EVJSphXguueqZ1Suq2nAfw0lVRUQkQr7bSb7uJZmGEJVeN/XgMfRTatGkfLPSekJR+qD7bs+/b4ID33zkV+H90RnoR634tcS+/WpjmxseR/WcMWdgOlH6iCKw20++CmwOYy8iZRw+tyIiJ4/Gqn8em9bQPTg2F30mFMXrw+F+EZHMZKrId+P4ZEXR1zf1oV919OP7TioBbhoEOU0nhcLzPBXMI2WWdoe0KlYe8LljK14wOX7z3JRkpSZGSgBPVhVFURRFURQlHjFXWH/x8gZ4M0iz6YVjUeczPxWXPcp8piZnxIurM77Ni8F+7UJc3SyeVQx2zoQRYCfn4GqAiEhnDSZB55+Eq5nh5nqwrST89XLjSdeDfdrCkWBP+e3PjX02PnIv2MvvfBPsjOGYPF5yOG4z3Ed6gGNw9U3EXHX94FFMQM8vx3NRPBN1B32Z+Es87wgs4hIRcc06DV/w4DWtCeFqdBb9UgysfNrYZtLccwf91/5F/1wKvttDSenDc7AgI0BJ7MdV4K9s1skblmGupEwvSjVeG8iWttjFFGOyqfiiG39Fi4iMSqHXLPzN6d6ERYuuDPwedVm46s6/7N0dqJMnIvKhhT80K320yufGc+fuwPsvmoy+3x/A4jIRkR4qAOTvXhrAla0u+nxVK16fNIdVje2d+BnWJzX0MoszhmSFtaqp8xMH5Wc2Nhmvjc5Gvzu2EH1iUy/ew1tacVUwSs+A2SXmit0rtDLFGo28YnrnYizg/OpcHLe5cEhEZFwWnv8VjeibXPySTPqkDd34vHm3Fo851WEVamQ2Po8OK8RzmcwrRiE8V/3h2IUsIiJ95KstvbELf3i1jFdUWRdUxDz/C8cOvg5rw4DIgIhI0oO/gPdbz8Rne0svfu9J6eZ4F/Ti9fB14rPb1YiFXV0jsBC8pRe3yQVwIubYU0iFQK/XoBb8xHw8Jl6p3NiM40y+g37pmgYsXOVrvrIe95mfhkXbY6mgcHyuqWPsD2FUsFnwb1h/mc9NiCIDfJ5EzNVn3gZHF5x8l4k17g7qCitPVg8EPFlV9h5jsqrsNfEmq/sDY7Kq7DU8WVX2Hp6sHgh4sqrsPTxZVfYep0mYkrho0ZWiKIqiKIqS0MRMCXjswzp4c81OXGIuorCo14XzX6ewz5gcXGXlpNuMMP2aX/06mJ5iDKVHU1BbL7z8JWOfXZswlF79PCZyW5SZ3U3L9b50XI4vPdKU5+Lk7y4qcNryDGrSdtZhWHXyF2eDnTXZ1Fusfx2LvdLLMbS69FYs6jn86hPBDnbg90otwZQO78IvGft09eE1b0nFNIPMCBZsWJuxwENExDvz9CHXYU2jcOKlszHl4v0dGIJp68Ow3Zgc1pk09zmWfLvcxvDt2ggWlnA4kbUqc0gnNCmE109ExN2KhSeRDPQJvn5RH34PK4xpCk5tHq0whmbfb8P7ZXsHrl7OLMEUAP5V7JS8X5gWs0u0JFH8qorSKzis3U5FQE7FFaMoHMwanCNyA0OydNXb17f7y3zYgOH7SXlmKsrjG7A4b2ohhvT7yM9Y05ZDf5V5ZiSMiw476P5YQi1KL5uNOrgc8uRimNoOsyiOC++4iKQ8E8flzZQWsp5aT/J5EBEZTffsCCqaKo2iXmazD8fM/jCeOz6XIuYKKBdycZFVK53bUJyUgII0s4jxiPKcQffdcO1q+CLh7HJ4v6EPvye3Jz0s1dSwrRVMc2MfKEzC+7zPhT7RRUU/nF4hIsIvFdFYxIWpBZQysKaR7lFq472zx4yM8bSrkdJZuHAr2YM3DKdf5vrNdJeUPhwXmj04V+IxNZ7DOD3zuNiS9a77I5gywOPyiCwzlWFcwScXDA7qCitPVhXlUIEnq4pyqMCTVUU5VHCYvyoJjKYEKIqiKIqiKAlNzDjc21W4pFxC7RC/kIvvb0rBcL3fY86H82np2n7hDrBrX8Owd/6McWB7SirAjqx9G9+fcoyxzw03YvvXJAq9/uXpjWBfSMoEHyzFyulx58819sHFXm0bMFRbNLMM/+A91JPNnoUV+5Fms1q7aP5RYG999HmwJ34O2422rK0GOykdw8FdS1CXMG37jcY+sy76Nticox5NxpBNdOIJxjaGopwiP4ChoTaqzO0kHTsOu104CUPrrAOa7eIQZkjEjd/UvR3b70oapgTkkr4lhxP7//5jsHsuukGYHAqRBX14PZJIRaDdhZqB6T6q8mynYxYR24PncloOhpZCEXx/UwuGyDiM51TBv3QHpsgU0fVjLVAO33NKAIeYvQ59BZt6TBWTRODlqj1pNkeTukhzn7kkxFXmrJHKofAJFPLnFA1ulzgqy4wesO9OK0K/m1SL6Um1o3Fc4FAtt0Le9Rn8XnVx2nRzik0hVVY7VYhzqsJOCs3m5WGr4l4K73Kle12XeYyszRqv1WcXjU1+OsYA/T2HWYeKUO6omO+vbsD0sco8fB7ZDg+Ksl5Mq6r7Peqb94/B52rqCdjuutmHKWylHhybuHJeREQeuxnMgtNRHzZIsfFCSslg33ZqbczbYCWBBmqPnJmM73NKQUufqU4RSsLnTZT2yXcDt7XllBw+ZhEz3YU1hUVwG0UBtLvj6LQyg7rCypNVRTlkcGuVs6IoiqIcKDQlQFEURVEURUlo9kklYAq1rStZ8TDY3mFUPe8yV1TbX3wcbP8ITCPwTMKwt6vfrIyORdRvNhLg1pLNt/4A7H/8CpUFSki5IJsExVk1QERkzg+xhemHf8eQWA41WcgYhWLsGbPmgN3wnxeNfSQFMDTXsBzVD0adMx9smyr0gs2YwpF26hfw/befMvbpPuFSsDtsDH9k2FjZGU0yQyzJfv+gV6x+85GV4LvDc/HcfXcYqgJUpWErVg51lLWvAzucjSoDwSRTbN1rm6G69e17QiAsOM1Vm50Uqq0ImPdqlML1HBZN7cLUEg7vd/kwbJTRgukxIiKRDFTA2NKPIU5OZRidiT7CogDczk9EpI1CWlvbsOKbheq5apbD4izOzp8XEfHRa/yZqSWZQ944YHUj3l8nFJtj6qqO2AoLk5PR13e48Jp3UOidW2iKiKxuxvM5iSq6u7yZYDeSYHsyhfw5bMq+LyIS8OHfbGs3lR4GMjo7dgoAK0s47ZdTTdi3+biDlErklLbAKRnDMjC1jiupeRusCsBpDJwOIyJy0riCQffdxg5s5f5yFSpHnEXtrDdTO+thDi2bk3eguk4oD1MCrTCOE70+TFcSEWke4IsllALVJeY+eynvLT+KykU1Ns4xuHlOvFC7iOmbTu2PB1LfFXs8Y4F+EREP+TY3weglhQs+Tm6z6qT3yyM5p2Kxr7IihplCEHvcjX2W9jM8Wf1vcY2csfsLRbcs/eQZt6IkGAO7eGxq/OSORoqSSEwvw4dIsKVHfVc5KBg5QJ6uv7NN/fYgRlMCFEVRFEVRlIQm5gor96st9eJyr6ccxe37S6eC3XLjt4xt1r2LYexpfzwXbLseewNHC8rB3pEyXKSla/evpMIcfH/lBecZ+8ypxKr/1fdj44AjJmK4ftHKBrC5ynn+t4419sFMuQqrFZNG47kJVa3GfWTlg134VaxMFBGJbl4OdvbxJ4Ed3IDvuwswbJ12OH4+tORZsDs3bzX2mRXC0F/Aj2G3zjCG2gP9DpqNflMc+ECTQ5WbF1DVf52gnUahicCzt4AdzMGwuBw1AcykbhQYFxERrynyLrIndYAjLAVJGJLpDeMH6vvNcHCBGxcMUqmq1t2BvbfDBWPxaHpQ3cIppaYhitc4amMgiHulv1aDPjCO0jEiDiFMDj+xSsAH9bjNOWV4nDmUMsD7cEoJYBJFk/Fv7+1RGLlsFlZBv1pviqsnezD8PtePvmj1YNg0moph07IApjyF40qIi9iU+sPV8ltIKaKUmsywggyH4kXMJjLZAfybBhtT1DjM2kppJk5tzDlc79TAYCCsZpCTgufOqVlOzU5UwGDxeg6btpNKAD9/GCf1g6GA05HO9VeDbfeiz4xKxe+9+Cjz2X3Uw38GO+TBZ0mSvW83LTcWcJoAsWpGh4VKHelJrMKBY00GpbKUCKojiIi0ufEe5DQEbhnbSakoHM53CtcH6Xv4PPgZHoZ5/GsiP0z2mmNoFt23rGbAOAgm7BODusLKk1VFURRFURRFiYemBCiKoiiKoigJTcyUAD8tIbtbavADJErOy9p5J5xg2lEM09jJWF394S+vA3v8XSj6XyBB2RneE/7r9WCYYfI/7xWm7e8oiN8dxmNY8IvLwJ7tJ0HjXlQqsFIxRCAiIuOwmYC7DqvK+4ong52UgiGB8Oo3wY6swoYIIiKu064E21OLqQ02n9sghgLFjWFT76yTwc6eY1ZMSghDZJ0ejCNw6CLV7yDEPASMp37qXDGZSuGNHVSFmTfnVLAjWShAzYGo8Kv3G8cQOeUK47WBZ5hDSdU91CebGlwE6j4wttfsRb/qdWMFuDsPK3E5YONOwXB9tUMltVBoKDUJzx1XMbMw/QYKDzsxntIG+qmatISUOVj0PxzFoYwrp53E1VklIMs/qDWon8jE4j3jS0073n8N3eb14e8614fftYoauqTS9/a98lewPYefZh5UyggwOT2lqQePi3uEcxU0h+vru80mDs3U5GJkEqZDZFJ19qZWPFc17Tj+OYVNuaFEBonys/pEQzfug3u+OxRrSy6lDbDyADctidL7bjenOuC5yooThh0siluxEQ2nHwW9+GxgHfojbjPT4NpzUHmIn1A8J+nJGivMwOQhroR3UixhdQp+VjSRAgaH0rvIZ0b4zNQwFuVn/+8N4ckJ0JjL586pSZNl4YH10/MmxRtbNcCpgp/poFQFvsfY13mOuDepWgMZ3BE6aso7/DcMy07bfVbau3u16k9RFEVRFOUQJqYO68od7fDmmCxaoWvYYPzN1lT8Nc9t/qzFD4DtGX0YbqAXNQPtQK6xD0/JeJiw+sO4AloXxl80rHeZ2YdFVX3P3w22bwS2gxUR6VmLenCpn70cbKsWf132jj0a98GJ2RH8niIiVoiKI5JxJdc437yiGqZVCtLBjeTiKomIiLsXtfK41WrHg7eBnT4TV5JdAdRf7F+9xNhHyjnXDHpVwDtbW+CEc+HC5Gz0iU2d+P6oDDM73HrrIbDtI7Bg0BUkzeAwrjr1p+RIIGWPJu36hg44xi4WLBWRNPq1z3qWRR70mdoQrkTyL2/W3BQRWbYdfbGTPsOrSIcVoV9yq1XW2hMRSaJoTTftY1QW3rPclpN//RutCXvNFTrWT/Z7Y7shr45V5AWGpJrlaw9/AEdSRAVLR5TjKjqvblbm4crkuBRcFXTSDE5ux1bSNkXPvIWj4FywJBtHWrKTY+uZiogkkS+zFi+vAPEWtnfg935w+XZjH1OpOK8yH89NC62W8Wo1r7DyCqyI6f98PeIVRTU4tHMdSLrDCqqT9upAzp9SMui+u24njmcVEdSAdvWZBbk7s7FwO9uLfuT6EPXM+yYtBDu5i4pG6Znp7sT3RUTWu1ADnbV4uTiJ1wA5WscrlyIivDjZRfcHF/s9uQaPcwJFCMfTPS1ijoFcm8ftxNNolTZAq7wN3WYUiotXue0z6xBztI33aWzfoWZudP4nj7v7NYd1Xyer+4N4k9X9QbzJ6v4g3mT1QBBvsqrsYZ8nqw74ehyUBGIQb7K6P4g3Wd0fxJusHgj2dbKaqMSbrO4P4k1WDwTxJqv7g3iT1f1BvMnqgSDeZPVgId5k9UAQb7K6P4g3Wd0fxJus7g/iTVaHAi26UhRFURRFURKamDmsPKN+cA1qPM4bjiuqHH707lyPG6yYJsFCDLeHwxSucmHagb8FdVmZfkrkdtJl48RqbwpqnvrPugpsO4Lhxarf/h3siWeY+3Cl48oHH3fk2fvAdh+JBWl2OmrBWi7z0oS5LV0/6vtZtMpne7GQxd1UBXZwE64ccwhbRCQwfTZuc+wRYEepdW5SBRV6DRFclPM8hVyuORZ9l8uoLPKjpum4oppm0289b8D4ZU1dUMV691HpHxDZdE84Hd7nBHSqDZSgERQVWR/ElcQIpYlw4RaTRiFO1jMVESmjVb5sP4aSgg4pAAPh1bNAkunbfI9yLQQn8/Nic5EHj5tDUawTKmKGs5y0QIeC/AEatHVUOPTP97YZn//20bHH4TXdeG7yyLc9GahTnVS/1tjHve/XwkWeNxxTgeKdO/YQ9on2fjOlozSdWlE7hCwHctpE1FbmohGvy1yf6Q9z+ktsfcs6Ct97XXjcXMgnYt7Xxj7Imf2ky9oVxO/Nuq1sDxWbqLgyrQBXM/NTsGjOOA88XxCRHaOx3Xg2LSX2pBaAnRzF6xPOLgc7xcGHeKzh9DFj/kDO3E0rqLk0Pvb1mvMFDoWfNRF1vuOtmHIKVKZDwSjP37iQKxTFc8FRqKhNY67DMfk9+F2dChsHwo+KkFG+HJtBXWHlyaqiHCocgMiSoiQE97UVxv+QohyEOIgEKAmMpgQoiqIoiqIoCU1MlYDw9rXwZmMqtvrkJGl3Gybvr7Ew1CTi1JIPbf7Bk0xLV5tbuSIWw5VOyfscesinJfvNbbi8Pi6IofNIJoY2ulwYqhIRaaH9csLy6C6s8A/ljwa7NYJL+tlRs6KynloRcitPK0R6lxFc8vdQm047iJ9nvVkRESsT0yeCH7wGtnfmiWBHSV9WRCQpq3DQ1x/fqm6GC5CfimFRjlzkUEjFRxp2td1olwTMUDtr/IUp/hEkP+Rw/bZO9G0Or7DahYhIdRuGwApomxwK5zDp9g4MOXOV56794v2yvRP/hiunR+fg/cEpA6zFJ2LqWw7LoBaMdNxRh/SIgbRS9Xe6Q3U3F39xOHdyccaQrJu3dfXs/nI1HTg2rWsy79E6uh7zR6KyClckl6Wjj/D1sRx8gMO9UwsxFYvHXd5EOqVobOvE7+VUUMh6mI09eE350cUatXz/bGw2zx2H451C+gPh9qO8D06xETELsfJTMVeIozOtFO4tpDbF26l9rJNe5lCoBISXPQNXJDp8Crzv2k46raNJcaYHi4BFRFb10jOPCrl5JInQGNtDYfBRmej7WzvNVJQkuqbZ9GxgZQn2AR7nORQvYqY08T3IhXWc4sbau056pvHGSD5uTiHYmxorTm1g7X5+ZjXT88jpGMfmpw+OSkA8nMRtFeVQgCerinKowJNVRVGUoUBnkIqiKIqiKEpCE1MlIBLACry/v4fCzN+cXQa2n8LB48T8ZR5OxupSDtdzdINFlyd7Ucvy6uew8vCbc8uNfXJ4aiO1n3QJCVRTxbG97FmwAxOOMvZRFcTvPq0fW7OGiiaAHXVTdTcJVEf8eJ5ERIqbNoPtaqOQPikL2K2YAtC6GEWYA9Nm4j6b8fMiZitPO0QhlHpUQwhvWW1sI+mca4zXDjQcqnhmQyPYl09GVYed/egDHMJkm4XSvS7LCKlEXOjbuW4Kf9gRiVp7wu18zL3kE1yNumu/sX9zTkrF+2N7FAWp47WmFDHF00sCmIbD4S2uqu2k1q6ZDkLolXkYYuaQmJ9CS1wxzikDOaTD6tSCMYfahSaCzqAIpkFVZGE4eEL/Zv64vJs+HGyuZOdQuN+Lvs/pLRxWnV3goDRhB6XP2jNOsioDp320U1MMvl6cQiVitsRsp7/hRhuc9sPteJ0E+Pl5w1XMHDblUCzr/dZ2mCopnO7AIX8+BlYJqO/E68n3hmsQdHP3hmgf+plr24dgh+sw1S4pDZ9xGwNmUXa2P3a4ndUp2HdLbdK+7hKJpO1R5HFSt2Df5bGGxzseWTi9rM0yo299NNhz61VulBLPt53SQrgBAvthPJ1VPpd87p22yZ+JUOtWTn3g5iDxGNTWrDxZVZRDhf92spPiT97zh+3BQ0MRXPlUkJG6ZzbR3NmjvqscFCT7B8yCg93qtwcRifHTTFEURVEURVE+gZgqAZGq9+HNjSkoXM8hTO6/3hNxqDimZeqdPbhczivbvNzOoT2n/uvptMw/fP0zYFtJGNLcOPw4PAaaxo/wYljVCpqpDlzh2JaL4Q0O55a2YcpAkFIG3B1meN7VvBX/hoT/k8ZMAzuSOwLs/mf/ip8vxlCiuBzCI5vwOMN9GJ5KG1cJtjsLGyCIiHhnnj7osdb+bux13hHB77aqAcNXIQpVTKEqaA4NdgVjhzhFzJAKh3nqu8xGDTkpe0KM5RkYBmKhexGRdc0YguSK/nyqqm2m+41DmCxSLmIqB1SQCkBLT2zx9Il5WPHv1GeAK8A5XMWhOz7/XNDJfbTzUsxgElfPN1L1b6xq1QNJf2fb7oNviWDI+bWtbcbnJ1DLUfY7boPKwQAWSufqfKeCQg7tVTYvBbuzfA7YjeR3bRTSTE0yxx6+5zr6Yyte1FCTBQ6dpznsg+97VhrgUKzx93Sune4fbt9qhvTxe4ToPu+glJosSkNgPxYROXdy8aD7btv/fR++WMqk6fB+7WhsllMWbsD3PahII2KGmDl9j1WG+uh68jjgVLGfk4J+wfcDt6vma55OfsWRc6dxm695R5x21UbjlDjNDUTMqB9vgyv6+fnENfJOmrV8LhhTiQDf73d4GIwr+ORxd1BTAniyeqAYnR+AHQXXx9F3UJQEobJwz83a09unfqsoinIAKcxIhflCY4emtyQqmhKgKIqiKIqiJDSxUwKqV8Cb3FrV24Ih6kg6tvB7Z6cpyju37V2w7WGTwN4qWG3PlaIshF6YRoLvDqHZBgo3cmiJV+xZnJhDnNm1S4x9LPnm9WBPvfIMsLtrsKmCRdXdgQu/A7ararmxDykegzb1ArZad4Ddv3YZvu/HMLdQ3/m21WYvZ5tOzsq73gF73k2fA9s3Y4GxDffwKYMenops/QB8NxKgVIUofq9IGoqtV5GSxIhMDA2ySoBT2JTD1Oy7nHqSRr7eSttkoXsnMpPRd9m3WTFjFAYjZEOHQ4oNhbwKk9DvNnRRJTWF7/PdGKrd0meGWTmlglMA0oTSJ2w8zj43ph1wKMrXtNHYZ2P6SDwGFgwPpAxJSkB00zu7fbfn3f/Ae8nHXWB8/m81eD5fW4+h1r+eg2Pszm4clzspvYLTJ9hvnVjd2AX2zGJUo2iiMTjZoQkGE6QQZX8EjyMvBb83h0XjKU2IiGwhjVkO/wbI91kxg8P9TtXa3GyAo6C8TVYHYdUA/l5Oyh4njSsYdN+ta8MCpoKWtfD+YsEUtfw0TG1wqtjPcqPfNIXwu/bTAMdjKKeudJCvN3abaVnlmZgyyH7F4zpfD8apGQuH63kf7Ea8DU4x5PFOxBxTWZmA0ytYVaCf7j8nkX8+v3wq4p0bTlcSwSgjM6grrDxZVRRFURRFUZR4aEqAoiiKoiiKktDELLqyglhJ7e7riL01CjHPycLl9mjWNLHC+Nqma74J9pgbfgZ2S9ZosP0kNJu6+J9g180wQ2blbShmH03NAXuzFxsksMh1x9mngH3Pq5gKISLyjfOxm6JwAQAAIABJREFUWv7dnz8E9pFP/QPslvtuB9vdgILgwe2mQLiXqvjDY7GBgYdE/DurtoGdPg7PZctyPC921AwHd21Hwf0FT92Cf5OB5y7iw1CgiIgZ6DnwBAvGok2hCx9XK1JIpsKPfmp1tIAd2IhpIWmT5hvH0CEYWuLK99I0VgGgRgMU5ilOM4XPqyl1YWsbht+PHobXo+rr54Ft3YLKEZXhncY+6nwYynN31IE9IqscbK425fQLp8JSrjbto200BvGCjUzC7xlo2AC27cZz25iN/iBihvaclB6GAtuzx2/cAdSutmvMxhyhKPZsv24Bpg7t6MIUAG4U0NKI55IjmA5RO+PcTS5ApQIOYaYn4yjAvs5KEyKmTxwbwu9ek4ZV6EV0f7DguxOc7sUV+Ky60dSD9xuPG8kec7TrojQDDt9y8wFfGjaLaO0jFQ66INxcZ6hg8XtuZHNE1wqw33Ojqs3wNIcnBT2SWkhdgtNXuihUzmk+xZRCmOs391lPfsOpCuy7fH9kk687XZ/2Pm7Gwg0o8JqzwAWrHzi5AI+zHJ1nBQb+HvEaC4iYKg2sUMLKApx2sKPTTMmIxaCusPJkVVEURVEURVHiEbPoqq0L5R1SezCZn1cqWYs0mpxu7nAlFhHYtDJlUTGFteEtsFcWzgObW0/Wi7nPnBd+D3bScVgoxMViVggT8SPP3Qn2r76Aq1IiIifOKAb7sGvPB9t1zOfBdnfiubT6cTW7kVaWRURygthmricFC4n8YWqNV/0+2tQKL0qrhiIiIVrZTSrHQrtQDa1khemX4LRjjW26yyYN+hLAup0d4LujahbhB4ZPBrMvjVbZ6RdwC9nVbaYW7/QiXM3MD+P1Wh1E3ywJ4CpgHa2EjU3DfVpRc8Wo14v77KRCLV5BSNqxCuyOlx8Hm7UTRURqKlA/MZlWInldfid9D15dcyoQ4BVVhlt/8sqKuxf1SYO+DHzfYZ9cOBeIYOFQUmb+kCxd1bZ07T4Zue/cC+95CoYZn3dl4Di83EfFsXS9Xq1CvzxvIvq+0yrG8nocW0ZlY5EbryKWpaNv88oLFx45FS3yijevXPHqKPv+1nZcIOHPi5g6rLyCyn7TQm1V2Zd5RVbEXCnmQq7sFFxd4ygJ09HH95cZeTl1/OAXXbVQtzOWsbTCqOFte3Al2WkISAqh320P4d/k0jjQQdFRXolk/WYRs5iIowdc+B1PK95pfGN4G6wfy2MT+1CYbhcu3BMxW0/ziiufG/7ejJPmKo/LvPrM9zDrgDtpCE8vy0yMoiuerCqJBU9Wlb2HJ6uKcqjAk1VFOVRwqnxXEhctulIURVEURVESmphFV37B0EPojYfB7tyMxUdZl14Htu3GUIU97RRpvvm78FpOO4anrCxsz9a77gOwJ1XMAntrCFe2yi0zzB2hkBmTtB33IZQs7q7A8PGFF2AbVRGRnAlYmOKZcSLYUQt/G+xMxhQCqs+RXJdZhMApFy0WatZmk85q8kg8V0LFMtJltnlkonmoVenNwOtjN9TE3cZQsLoBw7sjR80Au/vBW8FOm3EE/n3+kWBPT8HtVYawZa3UiEQqsB1lKBnPVSGFTTmMylqvVg/dG7YZPgm04Pn3Z6JfuVrawbb7KYVmyRqwR575dWMf/Ku2lhLlTV1Iuu9pEaO5x0xtCFBhQwqF4TjMxiFmlwdvoGbWvHUIMuUmU7tdwcKhbPNPBoWBx+WdgH4ZrvrQ+Hy0D1dA/aOwADSdwnaXT8HxcFkThqCbHAqgxufGblWcR2FtDvEvr+sE+4gyTNkYlm5q83LRB0ckWQe81VMENhd+ObVN5ZQATp9opyKfeCkATqknvE0+Li444/uJ95GdhekYTtdrKDAKgfpxzHR143gWySwFe3GtmWY130Zt8GFUB7MqC1OYNrfg+JZLWr3DMjClICvZnAJt78Rr3tCN90cO+XqeH7fB58GpmNNv4/doCeE1Zv1sDrX3hcxnAcNtaHk1mfW1WaeV0w4yk810F05d4JaxbZRKx8fgpFsci0FdYeXJqqIcKvBkVVEOFXiyqiiKMhRoSoCiKIqiKIqS0MRMCeAQtHvOaWBnpL4Gtr3iJdxAkJbSD58u4XkXwWvR5/6I2whvB3snhSxLzsdK9xTBJWdXF4ZARUT6mlBb0tuIeqURCntHqU2nl6qzA8OwqlZEJFBRjsfRhm1SI+9jwVkBVftaOSVg2x6z8jOci8dZQmoGVjeGQ2wPhkNcpEQQLj8M32+uN/bJoowtGaPAzgjguej+1++MTWR97dfmdg8wc4dhyFHWPA9mqBvPnSsVK/hnRdBHQn5UbegYgSkDEhHJ6kbf9fRhGDQnFYPMYVKn4Ep3OykF7KAHQ4EiIp40VIqgKJAkJeHqmL0aVTeGLcSQczDFTJ8ZXo0d6vzFM8HmNoEcgm6kylAO9YqY4V5uVRihUGsjpRXkp+L9kuPHY1jZgPeGiIhlYRpBWlJi6Fm6BtzX4c2YruSqnGt8nlVOKvrR73qT8F7Y3InndnouPgaqe/BcBli0WEQ6qRp7I7U4HZWF57Y8E32ZtS2X1ZmFXaWUJsDV2sk09iT14/UrpxSbnQ66rL0h1ghGR+SUAa6UzqCQMuuyipj+zqkJ3N41RKHZpjjtYBMFo02nB4+TVU4s8tPj+8x0l/4x84zXgBacY3C6BSswsE5rbYcptckpGJzi1EW+309KOaxHG7Ed1gXp2WzRPCYvBY+hlYQjeAhlPxUxK/A5/M4pAJyGwJLC3LZYxFS8cFL7GAinDET2sehtUFdYebKqKIcKPFlVFEVRFGX/oSkBiqIoiqIoSkITO7awdSWYa0uPBjt3NgrwZ3tpTZkq4z0SlahFVZULLwM76MKlcv8yFDr3LEWh84KR2JYwmoSVviIirWuxmtQ3AoW11+dgBXllI+qRdrzyJNj172G4WESk6UOs1p78K6zQv/N8bF5w+lfw/ZR8THXw56ECgIhI2tyFYPcuexXs5ElU+JOG4d1oMioqdLkwTJfmNSt17c3LwM7g97uxXa9/lNnwYCjgal43qU/knPUFsG0fhc7rNoEdXfkG2BnzsMVpo59UH0Qkt/ZlsC0vVqh6m9DPXD0kfl+NSgQpoyYZ+2jIRcUKbkXoI+Ftd+Vs3GcQQ7nhPkwDEhFpe+UZ3EbfY2CXX4jKAh3JZXgMJCCe7cfzIGKGrzi05KbQE4tcc4i5hkJ9FRSiFhHJsFDIXKL8+91MwRgMgt49vhiceTa898xGUwWlfj2qf1TkoC/3R/BvNjehTzz/PkYHXr0A75V2PyqgiIhkU0OKtj58lPD9xwLvVz2D1d9nTTHvH24d6SJleU8SjlfJHnw/1Y32yAwzzaq5D/2Oq56TKQ2B1Sm4kcDe4KUemO39GCo30g581E6UKt+rHJqYDAXcXMUfwHuuNbkc7DWk73tiCapbiIhUUevp9+vwefPQUmw//uezcYzMj+KYakXwet3bYla+zx2Gz+JmUmF4di02/Tm1ElNTuMEFK56ImKolnMrAKVI8vnEGQNhthtbZj1itgO/RIOUEeGk9s5tlA8S5XetA4rWc5fspHoO6wsqTVUVRFEVRFEWJh6YEKIqiKIqiKAlNbJWAXBT2HZWJoTyuDvbWrwU7QhXMbhHZ6sIK/FU7sXr3lE5UGij+3CVgc5jURWkHDUkYzhIRSSmi6uwZZ4Bd8fLf8P2jMdUhcMK5YFdmmG04697Cat5wI4bZvr7pBbCjaxaD/dR5vwT7sy+jsL2ISKgIw7/JR1D6gwvPRTQZA/guUkcIp+L1dVWYfeQtqnSXbgwZNy9+HY8ph5MGjJ4Ig0ILCcdHi/G7fbATw1HzsjA0UXUn+sSoG34F9s/ew9BUdprZ//uKPEzJsLswNGslYcjZjpII89TjwW7y4f0kIpLTh+Gp7lQMT0VS0PfZJ9wdqAxhJ5mam10XXA92kZvUKMhH4rXS5ipaETNExiEvrhDn6l6nsFs8QqS6sL0Lw1Vjh6jbbtKAtIweN16vknQznYL7iM8sxgPn6vi7FleDXVeF93TnUzhWZS3EtAQRkeAmHO/yp2OKzA+f3wD2CeNxXL7mGFQ8carWbqDrke3H8KKfUk1aKSTNldXJHrOCP438hoXNOWTJoVmuzu7ci+YEfL242YAvTsoA/z0rGwwVrH7Q0Y/fg8PD79eRQkOKmQaX0Yff7T9rcLzic5e79EGwuzdvBDvch2lAn7n0F8Y+l+7Ahgfb2jHl4rMTsUGF38vXC7+XU+MAfq2JVE+CEU4BwPNAGQTS1mf6HVfk8/okv89pVqz64HWZYyy7HjdNqGrD822eq9iqAsygrrDyZFVRFEVRFEVR4qEpAYqiKIqiKEpCEzMloC0Xq+kfW4UC/CdWYMgzuHEFbiCKy72lItI3D6uzZ5eiYHv0LQxx9u2oAnvJrx4Be85rGK53ORRtZp94JtitVJEcOPIcsG0XLsdzdf32RVg5LyKSOQYro93FFWA3Uzg37fCzwD75dkwh2Pj724x9jLgQv0d/K56ryEnfANtHvegjxViFmdVL4WDL/P3iov71oXpUQ8g550u4DY+pNDAUcDjj7uXYyIErqbdc/TWwC2fhuWoP4PVN8tSCPS7XVKcI52GThfa7bwQ7MH482J6JKArPIbL2HgdRch+GWkNBEvGnz6eQCkAoAxtWcGWpiEjUxnDT9jCG0osDaLsewkYRped9D2zLNsNXFP01Qk18WMMz0M84DOcSUolwyFPoJx9p7TWPayioje4Zb5IoRJ3sMe/RS8bj+GStxpC+p/JEsE+bhhX5U07Ecd7Kx88/UYGNIkREDv8mCrr7Dz8f7LOnoV/1U4Uxh0Cd4BAzf/f2fr7G+PeGuLqDb3NL9pI0DFtzmkhn0LwHB+JU9MzNBdgXOynkzyF+FrLnlIDW/0Kp4EDACgt3L8Nn2iXT0SeOH4HV+H0Op3ZzK4bjf3LiWLBLfHgurH5Mc0tqRgWNlNN/ALa7FecXIiLlWTjW13dhWJv9jMP1nEbSHTLHHh7vUilNihuncDU+72N4hpkq1ETjGd8PvA9OU2DbKfOEvzsrwpBrG4oLTT375ruDusLKk1VFURRFURRFiYdlx0jYDrY3wZtruvCXYiH9Gs2rex837pCk21QwFex6KggYu+FpsO0eLG6xjroA7Be2mcUup/pwFTC4GbVcXTNOwm2G8BeUocm54kWwv3Us/koTEUmjX/8/+/cVuI2FuILHcH60d+0i4zPR4ZPBdjegjmckH1f0uBVrlL6XtXmpsY8ItWf1TkBt10gNFta1vY3FY5FLsXhMRKQoM3XQe17Wt3eD724n/bfKPCwF86zC1rk2tdtzl44B+/5Gs0DgxAoscOI6IF598T52E9gps7DIinVbRUTCGbg61uvHKIfPwl/NrDv4yiTUUj7haWylGx6B+sAiIu1h/CJNvVw0gp8vIM1NXu22jGIAkTYqmOG/4X3k0z54FHNa6WqgsaYoDbeRQqsDyX7/kPRq3djQufvo39qGOpILycdERPKb8Z7kSAmv1M/5ExZEHTYBC/XyA6bffffI4WCnvHEP2Dwu84C2rRePaUmt2UKbyaIiq+OK0W4M4yp7b5hXttCnktiJxNSeTKXVTF6V5c/zChGvfoqYK6RppClc14nPH16R7aKWmPx5EZElVVjQ+bfzpw26797+dhWcrGPLcWwqCeD34uuVmWzKXl7/Ij7jGui7XzcfI5kjfFi8Z/VjAZW7E6OSIiKhPNxGrwufDW9uo8JjYmQWRpgKUvF7BvpN7eQaG4sp++lccPEfF0hxS2EuZhIxdVa5MCuV/LCjP/b7yQ73TzOt7meS7zZ2x74/trSaLbO/Nrv8E313UFdYebJ6IODJqrL38GRV2Xt4snog4MmqsvfwZFXZe3iyqiQWPFlV9h6erCqJjRZdKYqiKIqiKAlNzKKrLVddCnZOIS7x556D2nvhEdji1Iriqkam3S22G8M4WR4MefXNwsIif2s12Dt++R2wj/7hn/DvXRg2FxHpeQa12VI6sfCkv6EJ7NYNuErbuqnR2CbTRQnMS298GOzpIVwa9x6DRQo73bhCV5RVaOyjJwmT1CMlqC3KWpTubiy6kk1YLGal4fasJFMxNVKL4UNPwTCws4/Hsp76fWy1dqAI3Xwl2JOuQr296KKHwO5rwKIstx/b1oZrMTR11qm4fREzyT195RNgty9dgu8vOAXsSC62wOz+9+1ge9PxmERE0qYfiy/4qcyql/RiR6Of9a9Fn0jKNP0ugwuzfBSapbBoYw+GfTisypqqIiIdpMeX5uOWmPh5TiXK4xQBO3ZKgYjZvnVNA4YPL5yGBRyDRf6AkOK84XiPcmqLiEgu6fn2vvJvsJPHYmTrW5/BcfrWp9aA/dS3sfgvGLUletvV8Frm+ViPsJFC/h2U4vFBPY7zEwuwUKwozSzWZL9x9eF41ivUeprCqOmkmerURnJrGxVVkR9yOP//s3fe4XFV19pfe6qkmVHvzbItuReMAdN7CT3AJRBKCgkhlRRSyU3uJclN/yDthuSmQBqkkdACofdeDTbutmxLVu8jaTTtfH9I2HrffZCwwdLYrN/z+Hm8Zo7mnDlnn332rHcVTgTjmqkJHqgutA/iuBuepK4qJ1Ul0iwHZ0YHyY/WYnjeGroePC+wRP2v9ThXiYgU0rgIUOjdP1djIvjn5+BneoYx9KSpcBHuICmSSwlPnBQ3Ix+fi90034UDPFfRM9AlNDJASaE8NKNxCkWha94+iKER3O5XRKSMzl2E7gcOM8ilFsBcU5XvLxGRSAD/hlts81jmWsrtgxMuQS2m1MPKi1VF2V/gxaqi7C/wYlVR9hd4sapkNnq1FEVRFEVRlIxmt/yx1//gYbC/9T6qwUkZeb1B6mzliOSlyO2/BWu3JhacDPbwzb8Au3ARyqZclnD7gC2ZzToZW7FyNn2Asum/8zxKNlfm/gi3v2ujtY84uc8P+9nVYKdnoXyfJm9z2TCGHSTKsN6ciEhnFL14nAUY8uIxJIqw/aF/EGW5waew+oE3y/aAP/mNf4J9+NfPATtrGWadlyXcwifsGqVTzZorPgj2gp+g3D78z1+BPdKLmaFrbn4a7INDKGmWikjnoZfCa94CrL3b8iyGVxSdgS0vt6Yxc3Tmocfi39+CUq+ISNYirFP4qA9rah66Gq/xosuwEoHvhEvAbrUqt4r0RalucXDidpUelyoA43F7mzNrWQ7uJqk2jzKKuWZgdhznmdYUyuYidpWT+bnTP06Zgn9gS+AXD/uktc3sp/4Edv8WrD3p2YT1MC++GMflLVV4zYujGBK1pdm+p0eqMcwg3oMS5fIYhhksrcd5+4+b8Vnx/h9ihRkRke9esQL3UYzhLF1DOE/nZ+MY4rq6Bdn2487v0jZzPCxploRwjtxBWetutV5F8P5hydhHcu4IyaqvNuNYbqLM6pMX2mE800FnGMPF5g9hmNWzQ3j9FpZgiBNL1iIiDfGtYL8sWCN1JIXzQmrN7WBHN2Nr1vg51N7cY18v8ySGEM6fh5VT/h7FMB3m0HKssrE5Zs8rPtqvXXeaQ5pwnFblYpgCjxkRkV4a/9W5OHb5TzgEgEMG7FavIg59j4AXr+EjjZgQuLAUn5vH1U18LpkJF6zzfn0rHuEfZr+lAEVrsaooe4mab/0Gxm73e07dq8G1vFhVlD0lL7SrnFavXbFLURTlHYmGBCiKoiiKoigZze6laBE/Pegy67WPb7rPZctR+ry50v15lCBrTjkc7NwslAlaB1D+yPk4tn30b8Xi9zMo01pE5KYjPwL2+TdhEsGr87FNqghKaNsfQyn3nCXYDlNEpOYIrFVoCivA9vZhjdPhUpT8270oT5aL7X5n2ZOlWJNEedhQW1UuRJ+9CLOF04N2geQjf0DXmNrtOnkoR6WzUdbOVP6x5EzrtZOvOWvn/3/2JczwP4iKQzf+A9tfzj4YM/5FRBLbUY6qPhozVPsf+hfYtZcspr/HcVd67JHWPl4qwLaZT21A+faYhSirdlQcCHY2xdS0dNmNOIK0DctXUSpizePSkkld8tO4aPgwZZmXUMgAVxrgRgMDDspws/JtufGfazHr/Mw5KFna5fOnnwMrItZrPed+xQodGE/5udh6mlsGX3EkzivpHDyXMz+C1WJERB6mYupczH7mPBxnPpLFj6pFe9WJdj1Mznxm+b04B+fMLdTGkzP8OaNZxJY5udUkh7f0xqjaC0m1bo0DuJLAZJnT2/rwe7AcHKXs+pepuYSIiKzIvNq5y8pD1mvj79s7Zh9kvf+BHRgy2NeO4Xv/XoONAA5ZhvJ9pBrH1Taaq3bYdeulrhabxKQCeNwFWXi9Xm3He2FuMT4rEml7wuMpcTDOlVXwOPNpnyy7uIVh8fjnbXgfXI2ikO4vt5CAzhiHKeJYL8nBMIRN3XjCuS2xiEh14RuHZu3WgvXbI5vgiH+cO9eSq/wltTu3KaH31n3kXJW3lGlh6V/vhrG7tnSBNRYLPvbdXdt87u86VpVpJ/8j34Zx29M54Doux2/HUWHJlffqWFb2OuV51NEwrwHMRCxmjcPx4S+i4S/KJGhIgKIoiqIoipLRGC6wPREfNXWw8U+6MXN669WYwZp2KaI861vYu3y7B4s/V69BmbSHetU/9v8eBPucZzBD9vYo9sUWEammjDqWODd0ocxwVilKTzfMOxXs0648ytpH5yrMrJ3/OyxM7+vcAva2MMpyXGWAZVURkUJBqcjxkIOcQgBS9/0W7MDhZ4Pd82dsupBDjSFERIILUGIxfqokkIP+nOtb7JCATx42c1p6so+Hx+77tmDB/O7DjwU7VIahKQHKDj74e58C263pgqcYC893/u0GsJPDmOXcetn3wH6tAzOpf/voZmsfs8pRIr7+VMyilRTuI56FfeWDVEVgU+2x1j7KQ9zbHMfZIKWbFlI/ae4TwPK9iEiMXiumjO7GPvwedXlUULx3O9ipCIbtPNGKfy8ikkXzwF0kL37r1PnTPm7XfPAsODGbvvgra5uTqjF4of/X14Adno1hUoF6bK7SVIZS7F9XYfjSVdV268/BJ+4C+x8LPwT2bx/GRhuHz8PrUZKLxxxykesLslmSxPc5PKKpf+KqAVZBdxEJkFzPEj+PVZZROQQg6LXn7Q3d+Hypy0fJmD+jkwrT3/hkI9jDJMMW5trBK7dctmLax25649Nw8lb8CZOuH//8YWCbJD53RUSS998ItvUMC2FTk7Wd+Iys/vlnwC5egs/d1cfYDWB+8giO3WUzcM5cXoXPuMWlGDLQ2Ivfg9cbInZ4X1sUxy5Xr+CQAM7oj7jUk+UQAG5wwPM4j3W2+ZhFRDqoUgeP/5VteM23dmFIQPuAfc2v/4+lbzh2p9TDyotVRVEURVEURZkMDQlQFEVRFEVRMprdCgn4n5wG2Pj0U7Ew/cKfY5H/Ji81DhCR2lbsp943A2UBN7czvB/rATtxD8nex73X+ps/NKE7/eK5WCjbuxFDGwaefhjsthfWgh1ykc6LD8Ws2AdmY1H4ZeWY+bZjAF3pRdQLPd8lJCCHGgNQG2wpHmwC25AcnGrCrPNUF0p/nhw7A3nHEmwUUHTHD8B+/iiUxocSdhjIGfPLpl2eij/xVzh5XY8+Au83P4bXeOZf7gA7du1nwc4pRZkocqZdh7U/D6VYlnG6r7oY7Iof3wz2JX/CDNkzllZa+7hgIaY2hjc8Cna6Dgu8y6qHwXQOeBfYL3Xb1680hPdPPxXxL6AQAJaeIgnMYt6StLNAQySbcZhBgKTa2gGswMCNNvjecBuX6zpRnsqj73F4XdG0j9u/UHLggauesbbhObO6BbdxqLi6FKGM6vgx/GV9Gue3tkFbtjuyCD+zKYWy6GnfxNCtr74fG6dwhj9nNIuIdFPWcn0RHic/ujpJniwLoVTOcr6ISDbFq3DVDA4jGIhPHBLQ3G9X2ZhdiMfNmdRcmeCudRiact+rOE8naZ8PXITXU0TEV9Ew7WP3iSOPgi9WcSuGkbAkPS9gV6nxbF0JdqIZ5Xr/gdgIZaMfQ6JmeVGSjufg2A4MYaUQEZGP3Ivn/4ID8fyW0rgqyMaxG0tOvqYapvmoeQDHTT2NGZr+JMc/ceUWEZGgjytY4D599KF9NK/z2OdqFSIiYTqOziEMV+GKF7e8hBWYONxCROQLx9RnRkgAL1YVRVEURVEUZTLesod1xonLYJu/HvgxsM+eh17WAg/+avZ1Y+u1VV/4MtgLrrrCOo7nyjDp6YAy/HW/pRd/afMqP0wB/kc4+KtNRCQVwl9i/SGsqxp64o9gew/ElrK3tKAH4YwGrPEoIrKZjrM2F/9mmH6pBcmTwoHZOW1rwHb6O619SjH+Ao0/fivYWcuOBrunAq9v3vqHwG6uw9asIiKvUq28TPSwtt55N7xf+R/oERcRSSzEX++d3/oE2MkYXr/tj+E4qjwYk65qvvN/YJuEXQRwZRQTMu6luqrHzcZxeWgak/mS+eiFdYK219wM94HdYjBxrn0Q79Fi8v5zgiB7P0XsgH+uPcnJLkWUN9JPHlJOACjOsvf5XCt6KTjpZuEg3h8tRVj3dmsf/n2meFjP3ooJgr5eVFI4+bLNj173yl5UD0REHKrJnCjGepUtg+gpWd+Fc+gJ0efAXll6BNhX37Ha2ue15+D5jiUn9lZOZnOdVhE7ka6aEpI4D5i9UFGqhxly8fzG6EO6KUmKxz57j3NJPbuDPKqvbMf7U0RkBnmXP38U1lnN7sMxkQke1hXfuM9aXNx6JdZdL9n0MNipBlRctwzj2J7lx0RUNwb8OJ+FHbyvPdRCvieAc+oaStzqo1qh4YA9JmoosZu95gMjnFiHzw4eI1wDVcT2/vPSzSW3C+BWrDz2RdyVqPFYSYhk85rkHnp+ccKaiMgLzTjeJ/Kw7lYd1q8ObcCagNd/GY52dxere8LuLlb3hN1drO5ePOacAAAgAElEQVQJu7tYfVvYzcXqnpIJC1QmcMR78JjuvHvCE/xWF6t7wu4uVveE3V2s7gm7u1h9O9jdxaobM/KypKoglFFjd7LF6p7wVhere8LuLlb3hN1drO4Ju7tYfTuYbLEqkhkL1MnY3cXqnvBWF6t7wu4uVveEt7pYfTPs7mL17WKiBSqjSVeKoiiKoihKRrNbIQGbP3sRbFxz4Xvg/fQgBjibJcdbnzHw5x+DvelO9CB0rEYZ+/j/xbaAnmOxtasnhvscCtl1WIfp13xJ9zrcwNCvlx4Kcm/DGqtrfvF3ax/zb8ZWnhvIg8rByexBLSHZ1S33jAP+y7JxI5PCX/vOU7eA7Suh4PxyrEknrbaXkBPQci79irVN6wjKGTOKwhn3a7//hq/DCfeFMfGn/XmUMNNxPJexLkwIcKsxHK5GRaH6SgxvSW/GBAJvzTywk4W1YK+L4nmd73Wph0njfTBB48pgeIavHZOVNhdgTc5tfXbSSH0hen65ViV7y7htKrduLQ/Zctc2qqFZn2oBuzOE4RVFI+h9doJ4Pb29GNwvwzhPvE5rGSZLZpqHNfXaw3BBt5Uut7YpD1O90ijOoZ4YetVNCj2ocUpY4+QLEZECg4lX/o6NYCeL6sD+40YcRwtK8Pqw1529oSIiAyM4biJBHFfsbbmF6ugeU4dhWG5JIzwWe6klMDtM2cvUMYjjlmvHitj1lFlG5WS/qgh67Pj6iojk0rmI5GRn1LgVEdnYgV3ZqiL4PTZ0c71S+yv0DONYnZHHXnM8l+wEZG9nUbYtKvNnbOrB42LvfwnV5Ob5kFtR8/siduLqU02YTH5aAz5LOOzKRwsEN/WAk3x7qH4vJzVy69ViaqvqlrRYm4vbrO5ANWZFga3YPd6Fz7Xj60ve9NjdrZCAtwovVpX9g0xcoE41vFhV9g0ybYGaifBiVZl+MnGBui/i1kxC2bvszgKV0ZAARVEURVEUJaOZ0MP64JJD4OfHoV/Fmpwrr/kp2Eu+cjnYDx1+lv2ZjViTsSyIh/CxP2DiFre8fOakM8A+5JvYEtDfg7KQiEh27Rywk4tPxA1INjCUae0rxSD3Jd/GzxMRGaIfahyMX16CgfPZfvwDzk51S0xhOco7gLKoNKLknOZ2oRQCwNnFQ3PsjP97PJgsIZuics5su45mppFsWg0nq+WpVfB+48ONYJ90J47ltltuArvlOWz9Ga7Ec9C3pV3mfdSuATwernObLMY6rc6TGGoyPw8TApy5mLQgIvIaZbTOKsBr/mIvXuNiCgHY1I1/75b8wtISS0ecaNJGtfg8QtUt+lHuFxGZmY3Zo50OhgDkUmZuexoz4aMksa3qx/cPqqTwlzHs9JXpJ7lj3c4TbrKxZnTgfz9vbe+74otgr07huFkYoOvRjyFPfqrU0mUwybRLfNLgx5CK3tJFYOduxPq/7y/Bz+guQAWC21e6JXSkBV/jGbGNksPmFeM9yTJplovkPEDzLsu5HDFXkoPjsDfGVQbwmEREllfgNXy6CUM0uIrNIVV2ZY+3I2Fsb7O2rX/CEAAfhenMy8aE6RvW2578Kkpo4nCKmfkYIsDhf1xrtItCDKoCtmS9kJ7VHTSfcZgIh5EwbiEBLK8vLsVrzrVcDa3UuFKLG/wZHFrC57KNwlvqC3GsP9uM4WUiIlURDAk4NEShV3ERJ4AhZW+FKQ0J4MWqsm8SDOepHEVMtlhVlH0VXqwqU4+Grij7KoGC8rdt7GpIgKIoiqIoipLRTOhhLZiFNc1W3XAf2JzR//L/YGH0cCm6/M8qDVnZ1bNPR4my7SlsR1nz0U+DXX/mS2D7Se7f8FdsqSkiUncufg9f3w6wUxHMtDYj6PoeLqgDezCM2dwiIn1RyionaSLip8xqUhGSKXzfrXqDJZENUZvaLpRa/XXzcR+55WCbJEow92/GzxMRKaWMyH2F2CNYIaHuPWeCXXMShlO8+Jmvg/3E41jv8rSLMTSieAnWrhxa95oES1H29MewskCC6gxyVQehlo0mC6UpM2i3EVxehNKrQzWtORubqwCwBOrWIrM1ilJRXhClJc7eLqOKFxwiYJJ2JQKTpOxfg/b6bvybGspOpdtP3h1G2Vv6W6Up1w7lyUTG39dPeBrgvaELv2ltf0ISx/KCMF6vxzpxHl5esRTsVqq929SD57q80m56wskqJr8U7O4CPG6uHLGwBGXCQA+GJYiIrHJwXu4kOZfld64CwMXZs3wUIiUiMbo/uGUmh8j46PbgJjTcMlPEznQ/ZTa2oxykfZb0b7Y+Q/IW269lGFxv9I4d6JmvycPncEM2Xo95xfZyhJ+jB5TjnMihJDxG+Jg4hKDHsatTJOkzOKwgTmuYCpLaOdzFbUzkUihkRxLHKkcEctjVJB3sRUSkn1oyO/Rw4PtjZj7ekxzqcFgNhraI2G2410TtuWKJ9cqeM6UhAW6lgBRlf4AXq0rmodUsFEVR9l00JEBRFEVRFEXJaCb0sHauQwnyhW3o4j/p+DqwC+eS5OyS6R5twjCC/PmYvbvt7sfxM9Lons+fi5nVg09hmELJAShFidiVBvgzfdswzMDJx+/BMtFrHXYPeG7PVk02d1pl+apUKLHBY1+alTGUHjaH8LvOPAClP6cFi3unPJS16WB26un1KFW9zpPNk/dvzjRiXZiJm7PiZLC9JKXPPhOL8i/6++0Tfn6gCUNXkm3brW1S3ShLeygkw6GGFd4FWAXAQyEFA/l11j5yhlAO5laDLGr0UfFoDhnwuoQEFFFfa64SwFmwLNM1URjCDmO3QywTlPhzg3jgHMqQTTLbjDAedyI8V/xt1CBkH2Fk7a5mKguOQUHNLZu+MYFS3oZWnJ+49zlFcEgNZfrO2vow2Knak6x98thNFWBVh7wUzmctCczg50YpzUFqaiIiHpJz2ymLOUjPlxwKu+LQFQ6pEhHJtp5RaLdEUd5tH0SbL0de0J63+R5bmoshGAWbnqTjFPG8QVWLTGZJPn7Pmjx8nvA88VIrht5xtQQRkRNnocSc3YehWgFqo14ZptAiagzBoSz8bBexM/DbKd6olpoXtFO1itwsvN84JETELtrPRfpDk/RafTPNCTicpT+On9lJlYxmUYMYPoaS5uesfaSLsM7KfK/ImpQdFvB2MaUhAbxYVfYN3kqhX0WZLrwzD9Rxq+yTeGsW69hV9kmWVO69KkIaEqAoiqIoiqJkNLvlYS0Joqv7V3diX/IzXkAJdOllh4CdN7Nctty3Bl7LeuhZsO/6y2tg/+g370H7nq+B7aPM6tCK463jXv+Da8GedSl+D1/DMrBNP8qsiVAd2JGAfdoGyf2+0IcZ9+kkFkb3xCgEgCS2AT9mVIqILCrFbUYog9JQEfl1VUeBvXEL1sGdX4whBBJPSk1kSp3ue438Y04BO1E2D2xvFhaxjpx5KdjpOMpV6Wep+sRszNpND9q1Kh1qYrG5+liwub5lsgCrT/jWPoKfV2pLmk2GwjhI4uobseWoiaiI2FmzXPi/kCSvgTjuk4t3l4bwMzk7VcTOBm6jygTFFJZw00tY6UNE5CtH1Viv7etw8e9WLofgAvezn1+MUt8IqaDhbpzHUzMPBPveLRheIyJySg2GPG2Jo12XjTsp91C/9j68vi6KpjVOeIxw9nUVjd0+CingjGYRO2SGm2TwuPMalG5XtuI9vLYNw3hERD6wHMMdjv8lS6t58tCx9jne1+kawvM/EJ+4l31dvl1gnkNghvMw9CSYwHnaULjSv9bhs/zkegwhaBu07yfO4OeQjliKxyGFRNEY4u/p9plhitPhUBMeuymacweTdmgDj+0whXstKMEwnae34xi8pBjD5E550F4b3H2+9dJeZcLVyUlrXoAr8ZvCeW+p8S4vVpXMIytbe1Qr+yZZOftHcfXsMz6x63v0DGqz83cA/hXv3ufHbjC3EL/DYL+O3f2cU//WLPd/8sgpG7saEqAoiqIoiqJkNBN6WO+ZcyD8QqotQwl51gyUuYvnobu9aHG9ZadGMMuyZw0WjF5PUuB1t30O7MH1a8HOP/t9YDvt24SZ+d6zwfaVokSzNbsO7C7qYz6LelCXUaFgEbvIbiIXs9CDnSi7JQtxn15qZpCbRMlaRERSeG56w/gZy7+7CeyV184FuzY3Tx5s3P+kJzfS/Shn+La+AHaqEpsqeLavAtsEcKz7K+vw83NIivfY2fUjx38Y7DnDmHSYCmG/e18vZsCmZ2CGeDRuyz5DCXRibOnFsJDWAcyuryvAwtubujGjvM6ORLGk1yEKO8j2ccH2iestb+6xq2z88nYMBXrkq8dZ26x2qc6xPxK79zc7L2qxD+eakgPfZW3/fC+OPZbGOYOYe6E7nTjX9M3GDPUjXSItTBKl8Blh7IXuPP43tI++GOxwAOVhlu9FRPwU7lWbh3J8D0mtPVQBI5dC2NzKgPO5CFBF9kQKj4Ez2V8mGfXgOrvSykNbeuS4me4VWPYn0hufhsmooagO3u/NwTFSShn8kYA9h+Z6cVykOXbEwYtKQ0YuWozNJ/rj+HnVEbsxDkv6lXQ/cZgCVx7gwhNcAUBEpG8Exy7L9RyawvcHuzST9u1jNYHhUK0bnsW10uJqXM/9pRvXc5cdUSS/faIRXptK76rIFFcJ4MWqMvWcteDt6+urKFPJ4XVFZtz/p/NQFGW3qC3c1bTi8S/ZP8YUZV9gqheozIQLVm6tmjcDW3P1bMYknq2PYC3KW279jfWZJy1Hz2PloXVgf/mLx4B97YU/BfsTP8IoXzOMv/RTs5Zb+5S2f4IZrz8C7DD9eqnOo3Z8LVinNT+IwcoiIm0GE2a4TpoU2/Vhx+Px4a+4dMh+IHuoNWfJMHpl116DyRIy0CojEaz9+U7BSoIiT5WXzmWqDs+dZ+Mz+P4QJlP4qLZvoG6eJIuxRnD2s3/HYzr4LLAdcu/0h9HzHyYvllsNTk5Eqc3D46qn2nr8GQOUlJXlUv+Pf+0z7IFlL9SrLfg9orHdSwR7p5Fo3TWPphN4roKxQd5clh95AdgOebx93VvA5rklMf9YsAt67JrCMUp2SfvQG8N1pgMHnw52H6kDPKZ29NvOjLIweqayaWx2Ouzpwr8fJvWB26qK2HVYuTblzS+i9/njR2DdyQWlIfnpY432B78DSWehB9UbxYSnvAKciyJBO8GT8QxQKcxsHHfDftxnJIn3R19i4laubvA4sxK/aM4NkNeXk1R7YnbSFSfzpWgss6e/J4b7zKJ7fHWHXSudnwUhP+7z4afQw/qwiHzq/MxuATylHlZerCp7n3COJlFNBbxYVXaPkw+bId8/c6GO1QyEF6sK8rPzlui4VfYLrlgxI6PHsiZdKYqiKIqiKBnNxCEBlSh9B3Opnl8/1plsI9f3JR8iiVpEihbOAttDNU2/9OE/gv2tH58Hti+Ebm7xopvb8dH7IuKvwwSb4TTXVUN75M6fgb36H9g6r+H8I619RE78DNjZJE1IApNfPDFKfvJSYPYzGMYgIuJkY4jGy1VYc3Ztpy0XXlpmvfSOINGO4RK+OJ5/SeJY9ZWhbO0Uk1eJZNQUBfubVFJ+WY8tLK9Y/2+wB6mGY4qSlzipypuF8ldd84vCVFYfAHaCfoMGUtRKku4PrnXJUpSIiI8kL06yGqH7h8NhCknaHY7bGQKcuPBOxpe767oPbGyE97xZHcIMOSit5tL7jh/n7WQQt/hJEcqAX3zpRrBzBtploIpCZiicxaG2p10GpdqyTkyqy2vZDPYT2diWWETkIHr+DNL9Ukb1fTnZJeyf3B/TT/cc18ecUYyScq5LYpAyCreS5rAsTyuGpngoqdQJ4LkWERnKwcRUh66P79Yf4B/UYb3t5EIMTaE/dw0R8FJd1XJKEGwewPlrcSke97Y+fLY0FNr1ZTmJymoZm5w4sZXn3HlcU13sOu0bu/EZeP3HD5OP/fwp6+8ymSkNCeDFqqLsL/BiVdk9vG6V45WMgBeriqLsH6z64Rn71MSrIQGKoiiKoihKRjOhhzWLWqXlzsSkqblFKFked/mVYHf/40awk7ER2fEU1lG99y6sHfqjwdVg378Vs99OpZaaLb//JdilH/2yMMlqlB4aL/8PsLd/7bdgn3D2J8H+/WW/A/vzy+wEm5xTJ177c1Z6z22/BzuyBL0YvpmLrM9IlGFd1W2bMKwgx++xamS+U/GGUE70lWEVB08p2gOlGDYSbseubCaJ0vrzF10G9vLl5dLxs7/Aa21+PIb+KEpLDR6sFZtNFR029uA+5+djFQERkZtew3F1/gKU0LzrnwDb1K8Am9sMl4bsKYFlM65e0JxCOeqJTXhMq5txnM6rYNFaAXy7Qigic7AmqjNsh/0UxDA0S4ZxDnCCeH2ePxZDiT7Z8QrYX8lfCPaHm1Za+5zdj/N0Mh9DaDz33Qj2UJqynI/Dygb/UVhs7YPnMg5X4RAAjioZptIFLKuKiIQobGBjN8q53VQXfH0XVsAQEanIt+XYdyLpAawalOrrog1QBvf34rM8WYgVGEREspP4Gdv+G+uy13z3V2B71j0ONkvvdbkYQtg5bIcnsRy/LYFhIOVhtINxDIXIC2KIgFUxSOzQE1aYuHIrv8/j8rV2u0pAEdV/fbnZrsF+1Kx9qzzglIYE8GJVefu59MDqfcrFv7/Ai1VFURRFUd4+NCRAURRFURRFyWgMZ92NJ3bX9fBm3yrM9Gx/CeX82e8+CuxXf32v9Zm+LNup++BDW63XXueSr2IySyCC7vbI8kPBTjbhMYmItD+P8lXpgZhJ+PLP7wb7kB9dDXbTn28GO1xly1deKsqbewa2InSoCkDi2bvA9uSia94sQdlORKRZMASjwkW+zcrWuqsiIsmWDTB2zQhKqU4fyqieMPYkdTx4bo1jh1o88+Grdv5/yeV20lX2CmyjmSxA2XTIj9J4pHM9HkNPK9j99Udb+wivwrG7dsaJYM8L2UWrxxP3o5wZGOqytkmFcbx7R1B+ak1h5YEbX0Cp7/bHG8E+eLF7M4vr/2Opjl0RSa16YOfYTQ9S5rVLSIA3D+cOT24h2M4wfUYZNjFJvYDVLBxuTuCzW0vKiR/CfVIVFF8vNh8YLsI23X4Hw2PW9NrSLDex4Kx/bqHJVQQKuDWry6OO5doHNmOYjt+lasZsam98zOxiHbcikmjdhHMutRLnKgL8THR8dstzrp7T9YefgF10ArUqLsfE7nghhu9t6cVj4rASEZGOQW75i/ZJs/BZ8VIr3i9F1BQgL+jStpvCVYJcBSA58djeSC21N3bZ84JbgxauRnDNKfP2qbE7pSEBbotVEZEvRNfvPGk/CM/R+jbKPsFhDz6yc9wO3vwtHbeK8g5AF6jKvsq+tkBlNCRAURRFURRFyWgm9LAOb0WpPjIbs/hy56G0lOxFOeWAW26xPtM70Ab2hv/8kqz54Fk7vVOswPz1O/eDfe6VWLQ/v6AU7J7HHrb2WfXZr4Pt6WwEe8HFKFU8cAGGBJx09y/Ajj3/gLWP6HaUbyWFEpezA7POh5qwsH1k6eRta91CABR3HIO/xZwclHEkhLJpOoHZv9HcGrCzhRoNND4P0m3TQ3ZR/7oSzOr312LWv6H6llwFYqQEbZaqRERCi04Ae+5zt4GdPhQbb3DDiqyhHtyeenWLiPTGcCwHvCiJDo+g9NRL/diPP8hu7TlAf6PhALsYHwbgieC49ZTV2X/gRcmxNx8rC3CJ20gHJr92v/Iq2EWXYrUXpwnnLhER6cf5zsRRkkxFsGNJN42hAlLbFvrtUJTOAFa84AYW3Imee8B3D/O4tYfYui6UVnP8eC6HEnaoguKOk4XNIhwKo0oH8X3x4PVKZxdYnzlE0njh+7BBT9N13wC7/L9+DraXGqeUhlCuj7o0MZlbhCFOgwkMS+DKAwfl4j6a0ri9W3OCSAC/ey99ZtcQzo9ZFA5z92u4jnptK87jIiJfO2uh9dq+zpSugHixqrx1NGZV2RfRBaqiKIqyO2hIgKIoiqIoipLRTFglIPHc7fDm5l/dCO+3rURZ6KDPvxvsay5GKV1E5JNfPA7sslMou3ohZkL3/Po7YG9/GCsVLPrMRWD7ylDKFRFprcE+1aXr7gF78OXnwN5w27NgF9ZjlnTlcYdY+8hadizYyUIsTC+rHwZz8w03gZ0YxOzFuR9/n7UP03Cw9Zq/fLZ6qlxINb6MAzuKkmP0mYfADp32frBHHsa6qtmHnIyf341jv2cOSvMiIoUDjWA7zRvQnofhLSOUsc+SJstIIiJ890aoqL+3H1UNLs7dkUCRpSjHFl1aoyjxV6c6wfb0NOFnVtitPK99tBHs75+5UMftG5Be/8TOy5rswIoLQ6tftrYPnX052LF7sNGJvxjleRNAybPziadx+xC+n7vIlha9RVTpoXYxmGmqLMFVN3rjKBdzAX8RkWAMZc5tKZacaXvKtG7qR6m2ImxXO8ilDG6Wb68psL/7L5xGHbsuxLt3YJWAJFUJGMLGAvyM9HdstD6TKwmYJFajSPVgtRdnJs49TgDDl7hywUjQDoHqo/AVY/ByJynTnhtSZPsnDk0RscdZXhD/ZmsfHmdTP37v1iiO7fIwB8iMEgnifXdiQ8k+PXanNCSAF6uKorwz0AWqoijK1LKvL1CZCT2sK99zKrw5++zD4P0td+Iv8/JDMEkkq8j+9fLIlzER684WTHi6bhgTArwv3I5//+HvgV2ywK6JOu9ySjShxAUvJWp130OJKgkMeO5YuRnskX789ePGjJOwHezd38C6q0d9CL20/hz0atz0A/QAioh8ZuPd1mvqYXUndu9vYOzyGIhvxtq8fvLMO0n0Kg5uRO/owHZqhykiVVddAzYn9yVbt4Ft/Og98FXU4fbFWFNQxMXjkMCkEV8vJvPF16J6YLKojeQhZ9MO7PnA3471Yfm4fJ14fyTzKq3PCBRrB7Y3y8j9N+y8CL7ZS+G9zr/dYG0fmYljNx2PkY3zmYfa8Xav2gL27T9/0trHJT/AOTUZQw9PuB7rrHoOxXE1HMSEGrdEFPayBtvX4XEWYJIvJ8xEqValn5K0HtqCScEiIpcuQe+z/9l/WNt8+rivgq0eVneSzWvgoqZyMZHYuxmVS0PJgk7CTipNR3tpG3r2eugzaOz7FqNim4rgs3/0j3AsxjzoreTapZy850/jMcU9tiefx3vnMN6TnDD4SCN+75EkjvWl5VjDu9hFGXu5NSrnLKrYr8bqlHpYebG6N+DF6v7Ej+pPhZq1SubAi9W9AS9WFWUq4MXq3sAtJCBT0AXqfswEDru3C7cfZ1PBAeXhadnv3iRzZwlFURRFURRFkUk8rK882Ah2dAe2ZKw6AqXBrtUoLW25H21vwCMPNGMIwNHFGBQdvf4rYPdtwqSDhrMWTXTIlpQrYksNJoj7LDz1XLBZum16DMMUao5ZYO0j8kkMVej/yRfAfqIL63wua8LEldxalCrqn37E2sfGQ4+xXlPc6XsZk1PyFuE1S/SjlO6vQGkpPdABtofkq5wSDDHo+f11UnAUxmgPrEQJLLTUTtYbTzIf65V2G5Tv/WI7enxBlK+ySnBs+6kebXIr1tTsSVHSVcwOdWC4xm1iK94fRzxi1wR8/hq7FqviTqpvV4KgacJwDB+FDomImCC+5mWbZNPoBkxuyanAmsT1NCc//b275ahvoZc1ew4mI/nKMYEmGcCxSzkl4qFEFq6XKSLSV4ghAHkJlElzKbxlHanFr7TR8yrXPnfBQbzPDYUOKW8eE8dnnKEWzoyTj4l7pr/D2sYXqQM7vvEVsP0LMUzR6W4BO021YT2DdlhILILH0euSJDUeDgnwebC2a4Cm6ZDPnref7cZzNbMgG+xtPfh8Kqakqk30fk3eO2PcTqmHlReryu7htohVMgNerCrK/gIvVhVlf4EXq0pmoyEBiqIoiqIoSkYzYUjAuT+9GOzodqzpGG22XfjjqT4MW1O+X0SankKJn7P8N96BLS7nX3gE2I33vAB251p08TspzBQVEYn3Y9vAnFLMWL37f58A+9xrTsd9rMMankOdz1v7WHE5yh8/+/pd1jbjKZxfa72WHIy5bKnsCXmf+j7Y3lX3gZ2VpraBQ+j99xZgW8hQZR3YnQ9hFYeO++6xxlXklAvwoAZJKg/h9ukkyqLFcaxvOphnj5lwO0r8yRJsyxktnQ92Tid+ZmkHtuVMNG2y9uGQxOwJFeEGC46Q9Gt4Dyl7TvrUT+wyVuI8wqEpIiLGh5JkohPn6VQMtXIO3TLUIvOYH38Y7GS3Pc97WToPUvhKO1bV4LbD2X1YzaIvYtfPTlB2tlAoionhPTs3D6vSNPfjuXqxGdsSi4i82iLyxSV2qICy+2wJYwjHzCjOJSnK+PdSlZTxoTCv4+N6v0wfhjClq+xwvfGMvAmPalE2jpsBqhnMLYK5WgUnEGY7uP4QsUMAemNYNaA6H98/d75dDelfG+zwhv2dKa0SwItVBan9zg077wR7aaJkMrxYfacRPP59O8fu88dP55Eoyu7hL6ndtQIp0ZlX2Te4cGnVO656hYYEKIqiKIqiKBnNhB7Wqy76Ndjf+fmFYOeUo6s8tw4LBTc9hPL+rJNny0ATyjI7XkL5avlHMQQgUIDSU349uvQXfvFjYLfecYcwBXNQbmKp9oNXfg3s587HtqgO1VHLr7MbIpg4Zu19+YYPgp0YwPdX//4x6zMq/9N6CWjpHbQKulXkh95xv7LeDE+uwIoKx9yELX79VKSfM61TPSiDjmzClsAFi+aAPbgNpXYRkXQrSq8OtSpMz1yBx0BtAxNUgLo9irKRiIiQ5B/qx+MIFODY95TPBPslwfeXziW5X0Tu6sFM25Oe/au1jf+sK+1jG+OVHX3WuF1Smafj9g3Y/old81P9Ry+D94LFhby51Qwi2IBtUltvvxPs6A6U0hMkR1ZSCIDxuvg1qPKAjKDsmcqn5hEOPuayEekAACAASURBVCs4BIBbCouIdHtw3G1JYPWCF5rxb86bjdVgmqmd5SUH2A0tJmNkcMAau8FQRMeuC/k3/zfY5oz3ou2jpicUyuKtwHAmEZH4Wqy0wi2BTQ4+iw2FVZkYrjcC3CJYUHoXEeGgwskaBxRm42cOjGCIwGvDdv3sLT14vywoxXu4awifBY9vs++PU+fZxz6ejR322K0v2bfH7pR6WHmxqiiKoiiKoiiToSEBiqIoiqIoSkZjnCloTaYoiqIoiqIoe4p6WBVFURRFUZSMRhesiqIoiqIoSkajC1ZFURRFURQlo9EFq6IoiqIoipLR6IJVURRFURRFyWh0waooiqIoiqJkNLpgVRRFURRFUTIaXbAqiqIoiqIoGY0uWBVFURRFUZSMRhesiqIoiqIoSkajC1ZFURRFURQlo9EF6xtgjDnSGPOkMabPGNNtjHnCGHPwdB+XorxZjDEfMMa8aowZMsa0GmOuN8bkv4m/c4wx9VNxjIryOsaYRmNMmzEmNO61DxtjHp7Gw1KUSRkbu8PGmAFjTO/Y2uGjxhhdY72N6Ml0wRiTKyJ3ishPRaRQRKpE5BoRGZnO41KUN4sx5ioR+Z6IfEFE8kTkUBGZISL3GWMC03lsijIBPhH59HQfhKLsAWc6jhOR0Xn2uyLyJRH5zfQe0v6FLljdmSMi4jjOzY7jpBzHGXYc517HcV4RETHGXGaMWWOM6THG3GOMmfH6H455p640xmw2xnQaY36gv7KUqWTsB9c1IvIpx3H+7ThOwnGcRhF5j4xOppcYY7zGmKuNMZvGvAIvGGNqjDGPjn3MSmNM1BhzwTR9DeWdyQ9E5PNuSoAx5nBjzHNjqtdzxpjDx16/0BjzPG37WWPM7VN0zIqyE8dx+hzHuV1ELhCR9xtjFhljgsaYHxpjto2pCL8wxmS//jfGmLONMS8bY/rH5uR3Td83yFx0IeXOehFJGWN+Z4w51RhT8Pobxph3i8jVInKuiJSIyGMicjP9/TkicpCIHCgiZ4vIZVNy1IoyyuEikiUi/xj/ouM4URG5W0ROEpHPich7ReQ0EcmV0TE65DjO0WObL3UcJ+w4zl+m7KgVReR5EXlYRD4//kVjTKGI/EtEfiIiRSJyrYj8yxhTJCK3i8hcY0zDuD+5SERumooDVhQ3HMd5VkSaROQoGVW75ojIASJSL6Oq7ddFRIwxh4jI72VUDcsXkaNFpHHqjzjz0QWrC47j9IvIkSLiiMivRKTDGHO7MaZMRK4Qke84jrPGcZykiHxbRA4Y72UVke85jtPtOM42EfmRjC4MFGWqKBaRzrHxybSMvf9hEflPx3HWOaOsdByna0qPUlHc+bqIfMoYUzLutdNFZIPjOH9wHCfpOM7NIrJWRmXYIRG5Tcbm2bGF6zwZXcgqynSyQ0bDCi8Xkc+OrQsGZHTdcOHYNh8Skd86jnOf4zhpx3GaHcdZO03Hm9HogvUNGFuQfsBxnGoRWSQilTK6+JwhIj8eC6zuFZFuETEy+ovpdbaP+//Wsb9VlKmiU0SKjTE+l/cqxt6vEZFNU3pUivImcBxnlYzmEHx53MuVMjqXjmer7Jp3b5JdjoGLROTWsYWsokwnVTIal50jIi+MWzf8W0YVWhGdi980umB9E4z92rlRRheu20XkCsdx8sf9y3Yc58lxf1Iz7v+1MvorS1GmiqdkNEHw3PEvjmVfnyoiD8joOJ499YemKG+K/5JRr9TrC9IdMuosGE+tiDSP/f9eGf2RdoCMLlw1HECZVsaqClWJyK0iMiwiC8etGfIcxwmPbapz8ZtEF6wuGGPmGWOuMsZUj9k1MjoJPi0ivxCRrxhjFo69l2eMOZ8+4gvGmIKxv/u0iGgcoDJlOI7TJ6NJVz81xrzLGOM3xtSJyN9kNKbqDyLyaxH5pjGmwYyyZCweUESkTURmTcOhK4qIiDiOs1FG580rx166S0TmGGMuMsb4xpIBF8ioJ1bGwl/+LqNJW4Uict/UH7WijCa9GmPOEJE/i8gfHcdZKaOhhdcZY0rHtqkyxpwy9ie/EZEPGmNOMMZ4xt6bNz1Hn9nogtWdARFZISLPGGMGZXShukpErnIc558yGkD9Z2NM/9jrp9Lf3yYiL4jIyzKaKKClLZQpxXGc78tocuAPRaRfRJ6R0V/yJziOMyKjSSt/lVHPVL+MjtHXs1b/W0R+NyZfvWeKD11RXucbIhISERmLrz5DRK4SkS4R+aKInOE4Tue47W8SkRNF5G9vEL+tKHuTO4wxAzI6z35VRufYD4699yUR2SgiT4+tG+4XkbkiO5OzPigi14lIn4g8IraaoIiIcRxnuo9hv8IY44hIw5iHQFEURVEURXmLqIdVURRFURRFyWh0waooiqIoiqJkNBoSoCiKoiiKomQ06mFVFEVRFEVRMhq3wuI7OfJ7D03ofr3w6Dqw3z23BOzndgyAfUhVrvUZG7uHwV5cmjPRLiXHZ8Bu7E+AnXY54u19MbALs/1gtw3GwV5QgseQoA+Np+ydrG6Pgv2u2QVgx+hvOoYwiXVOLv52aBy091EewuMeGEmBHfDiucnx42cOJdJg5wbo/aS9zzh99xHapizHC7ZJjlifEYzkG+vFvUxg2WVwoAeedxG8H8zGoX/hEXVg5/jxe11ciWOoL1wlk/Ho1j6wy8IBsF9twzFzZC2OmbwgXp+2QTvxeVEhHmc0jfYwXfNhun75Wbh94Y4XrH2ketrxhSTecxt/9Sewa085GOxNtz0F9oIvfMzex8ITwPYOYtOtrYLnJuXwOMTrmZPCmvG9Owsg7OKVdtxmXhFuU10YnvJxK2KP3fHUrDjdeu2807ECTkluEOwU3cOfOyCCH/Dao2B2L8J9FK21K0Q1zsTrVXHfdWAPnwmdVS3MjV8DO3LZ1+2NnobOwrL+N38Du+2VDrCf3NwD9o7Y7hcK+K9v43cfbsfPTMXwWTHr058GO77+JeszfSvOBNskcNyZfvwezvAg7rPhMLB7HLy+Ib/td4rkZE/52A0uvxwGWvEcnAcKa3DOXLAA1wtH0fpBROS0hmKwc2/6b7Cf//GDYC+74kiw//TNe8C+9Bt4fb/2uX9a+/zB7z4Ati+/EOzPnn0t2N/68XlgP/w//wa74Zhaax/X/22N9dpboYbWNCIi24cTLlvuYmleFtjRJD4rNtG6KM9lnPH64Ey6prW0RswpL0K7FOd1EZH8j3z7DceuelgVRVEURVGUjGZCD+vfP3oI2A839oL95+e2g33BwjKwl1fiL/mU40gJeULmkFdjbRd6XNnT9e/1+Gs04MM1dzZtLyJy3Ez8hdTUj17ASAD/5hv3bgD7l2fUgb1pyD5tZzTgPnKaXkS7eCb+QU4emB0j+EtlRtj+LTFA3rEweUg7htDjGqRzQ842y+ub47UdOwEvfsZIEvfRFcMPzfahF1FEJGi9svc57vIPgd3e3D/h9kfPwOvXOYS/Lm/rpHHVifeCiEjfCHp0inPwXDyxFb01RSF8fyDOHiEcZ4vyrV2Kr7sR7O2eGrCHEni9/B66X0ixWJu31NrHfM+rYMdrDgR7XlU9/gF52Rec9D6wY2GcJ0REsjc8hh/RcATYeUk8Tvawbh9Ab0JVGFWSvmE8DyIiBVmstOD5r8YhMWWEy+p2/j/a1gjvpZK21/D9B+E1p1tWYuQ5iQfxjvxr8FCw6zqoo2nREXJwZRheGu7F+8Nz7hfBHiIFiZWYQRqHA7/9hjCh2mqwGy5FT2X5uvVgz1iPz6O7/oTjdkEVfgcRkaP/Fz2kksZx0v3c82DnzcJj2vbr/wO76rx3W/vwxHDuMSkcqw7tM7Edv5d35jKwQ1n4zOx2GduRiYXKvUJRPc4LXRvxGXjgcYvBvvbshWCXxVwaQiZa0T7/o2CefBr27EkP4Lx8bhee+/yL8XpfN9P2fvqqsOmUqUD77BlYVv21P6GC1B3H65GVb6s7mcBKUp6zvRM75a/69pnWa1//wm1g+0kFjvWgWsCUX/ShCd9nptTDyotVRdlf4MWqouwv8GJVURRlOtCQAEVRFEVRFCWjmdDlWZjCpJH3ZDeCfVLsVrA7YwvAnrUFA6JFREYWnwJ24cv4GcXzUJ7a6i0F+4LF5WCvJvnquW0ou4qIdE8SfOwnV/h/ndwA9jb0nMugJd2K5Ox4DexEBcodHGgf8OA+s33824H0e7FDADwJPLA6QTmkJ4kB0LRLK2TALWGNk3bSJMVyEk+m/Aa6+pS5YHPoCX/XrmG8pisqQ2B7UAGVe3eg7FPq81pJbsyMAtTp/HRBemiclpG8Ih473CXtx8/MJqm1jxJPKsJ4yxdnk1SbtMfd6sgisJ9bjWE5p9bPB7tIKGnk0T+DnTML7w0Rka1VmFiSl8JzU7gNZbfkjOVg5+ZjAgEnNXLipIhImJLaMqXCX6hkl0y59F3HwntRkvFERJ7fgfP0+ZT4kNX8Mtib/Hj+qyJ47kooVIWTtkREEhRO9KsXUc49fhYmV5QHKVypAMPFnHO+YO0j0PgMvhDBz+y/5xE8zv/+LdiXfh/HevuQPW87KzGRy9+A8rv3ZTx33jKUkKu+djl+YIomChFp+/k3wS4+4UT8zAjG+gSWHgN2uwfDx2JDHHqUGcplWX0d2POPwHmjsxOfgU9sx3F7Xh6FoohIcgOGFXjycAwkKAQgdRh2kq7+NIbiDVM4UvC4S619Og7Ogc6ruI5p7MWQp/dejYlckbswjCQ+YN+zzI/uvhrsRDveT3+8EudQlu85+UlEpI1UP96mPAvHzUe+ehLY3/ja3WDveGqttY8Pnojnt4gS5wbbMfG+4ogl+P7jd1qfGZl1kPXa60zp6oIXq4qyvzDZYlVRFEVRlD1Hn7KKoiiKoihKRjNhp6utXVF4syreAu8nXrgX7EcbMGNvXrGdqritD93pWSRLLy5BeaqNMt97SOL0GHSNtwzYdUBZDo6SzB0m71gh1ehsHUSptjjblmBYOjd0XCG/mfD94SRn29u/JXIG26zXxuME8Hw7XpT24l7MDo6RnJ90iwkgonFbMh6PcUk0rC+JTHlNwFdb+uDLPLgZ63rOK544kWRWAY6Zl1pR2ohSWAjLqiJ2lYD2QRybB1EVjT6qq8tJmw9s7rb2ccEiDJkZpHFYYHCffVTD0UthCZGkXU1h7TCeizkF+L3ub8S/Obwav1dkCMet47VrBpotJP1FsD5fohYzkHspyieLThaPUzfJjMd/IYVHlOeFpqUO67HXPbLzwCIkz5+xtNLa/sAKrG9dQPMT143+1zqsq1tANRxLwzhG8oL2fHdEEK9pZ6QO7HWdWO2lMAf3wXVz3chP4z2XDuK4ao+RxLka5cXkQZix703boWGvdOF9zM8fzzCGmHn78dylqYqDJ0Q1bkXESeF97cRQ+vaWYOWBZD5e46EAhgwMJvB7uz3Dp6OG8NIv3wUHkkvP3avPxJDBQ6rwXOVvf9b6zNjKx8FeeRjWcA4HcBwFqepJiJ6jpWvuApurCoiIeA46DWxfP1Yq6L7zZtzHrFlgb7v9AbCLFlGFIBGJLMH5rO2e+8Gu+sinwI6vxpAoTxjHBP+9iEjTk5vAfuIF/B6d9AzjMMWTl2H4ZcEsu0yNlyos9TfhPbv8+18C24ljeITJsteIvqUnZ0YdVl6sKoqiKIqiKMpkaEiAoiiKoiiKktFMqMs0k7y+cghd+McdfxnYEWp1yH/v9diSfWkI5acWKt4dJpdz0IfS0oYudDFv70MpSkRkBRWMrgygNJTy4zH0xFDCqQrbEiaTO9wJdjqE2YyOoSL+gl7vAg/JVY7tFTdxzL5O51BbM85uJOk1kMRzwyX+O53JS/yz5M+hDLkBO5N9OuDjqM1DeYobUnCx9VfaUNrgDP46KgbtVoeVwwr8XpQbOQSDpduuIdznxUvsgvtcNJy/R2cKr+lIilq1krw4HLRDJYqoy+MgSeksGfdSaENWbgUeY9LOmvWWo2w2UIDFumN0nEXDJG9loXzVHZu4bbGIHcYz5JuWCACLmpJdFSqySfLMy7KnbK6C8uR2lLELs/FOr8rFcRim68dzLoe2iIg4HpTyuO0zN944IhtDcpw4Ve3guUxEfK3bwE5FMPylkhpUpBcfD3agewvYnhG7iPmiV7BhhX85ZvCnsik0pQyrj3hD2F3C2YbNCkREkm34PbxFeD+kA3gu4lm4z7YoXl+eF0pD9vWZDt5/Op6bZzbhNW/sxecPj6tUCDPIRURaFlO1lyC1J2dZ24tjmcP7Uj1Y4cRPTQJERPqDeE03f/L9YP/6bpTaj6DQhzpqIlS+AkMhRESab/sX2EWLMKwg+iC2Jd7x+Ctg/98fcJydsxzHlIhIYT2Ooys+cCzYX7zs92B/8iKsHnLv7dhAadMzzdY+PnEJNoOoOKgO7FQXhpF652MVKM8wVoqYjCn1sLrFlyqKoiiKoijKRGhIgKIoiqIoipLR7FbFYZZFf7cSZbmGQiy2Xk3SU17QLxEq1l38wM/BDi7GAuJpyphs9KAsVJuHkmd52JZHOkk2raYwBN8IZjmXkDI4kKI+2gk7U76UpFSTQPmD5ahkBCXMlA/PFR+TiEiqAItWpzwoj8RJ7g1SEXkWPIc9uM8in51t2kmZuKyscjUDlrWni9+9iPLFyu2YDeqjjMiFVVicu74Yx/LsQpRAiynrmatdiIhkk8S8sRul8Bz/xA2/X2xBuaQoxw5NKchC+XaE5HoumM/S7UhyYilXRGR2AY6Tnhj+TUMRvp/PDS5ilInr2PdPSwhDAvqjKPXxuWwLYHhEP4UAvJm6uNwwxK25wHRwwfKanf//0QMoy/W5XJ8SqlCxsAqrBvBYZSl2C0m1i0px7G/ossOsZs1ACTLeh8fF1Vss6W8Iwxa6AhhCJSJSlItzpLcPi6nHqg5Am8ZyKJeeBQN2lZXgInzepAI4j3tieNxmExaF91AoS2omNh4QEQnkYzF1J4FKY3IjNifwrECZmp83fprX30x1l6lgSTmOu7UtGFa1pQOfgTxGGors+fDU2ZiZ3k7P8kgQrzE3Y+mmhjClR2Ilo1jAruoQp/MdKsP74ewZ+Kw48ONHg73+n1jx5JVfP2TtgzPuA9twbDY/uRHs557FsX/lZ44E23AsmIhEanCt1PTQS2DXUHUQH9nHHDsD7ANbotY+fkKhCdfd9jmwvQvxOGN5WBFD7Eggmah+z5R6WHmxqiiKoiiKoiiTMaGHlds6bmjHFfYZC9DLwR5Y/sUbS6ZlSRZ6DkdOx3pjqQT+CmtKUN1IERnvSCwN2V+BvXz8K8vftg73WYieSxPH5LFcsiUbf7mIiKS9GHjtHcSAc/Yq+SkByqSpvuyQ3WJWHPxMTwB/+fm4DqvBc9cv6ImJWIkoRii3RYaTeFycdMXtXt3qsE4HeS7eyPEcRS3kOAnLR79YKyN4Lgfj7NHzWh6Dbf0T113dRl6pEHkmT5xVDLbj2D/6+uk48oKUpEh+9RKqf7mF2gzWR3Aci9ie+xTVfUxyshh5YEN+9Ly0ubTIDHjwM8pc7uvxdA5zsgV+Tzevk5euD9tch3C6GF/jtyKfvad5vLnkkWeEk+BmUIJgxyCOu+pcSjolL1ZxTsDyvG/rR5vPPysS24OYeFLyICprufKo1XbTLELvDCdm8bgMUw3hkSCeq0CeXcNWWtCT5SGla6gUk35S+ehRDUUxqcRt3k6Rp9ihxKDUjIPBXk9KDHtUWTxITVwae8pYWILX/NNHYSJRIo0H2hbFMcT3o4jtUWUPKted5vv+1jVYN/fSpZSclHSsZxjT8JlPgl11NNaGZe9mrNdOKp3F7d4fxYTAEbqfao/H+6WY1lq9G9Ej+8vb1lv7XJqHY3npUly3HD4Xk8Pu+gu2l3/XOTj244O2usMJZ97DzwU7Scnn/KzgOuCTMaVNiHmxuqc0lO4qRD8cQ806UyTpfRFerCpvHl6s7g1Uodhz3B6GypvnlLmlcALXtfe/rbMFL1YVZSqYit+ovFhV9hx9AiqKoiiKoigZze61Zh3BRJbmYBXYLBWWP/JL6zP9R5wDdm8Ouuj5F49b8kR2VtbOrTr6h2CnIZftOSSAa7N5EyT5E94o1m7jGqtucN1Vw4kmFAIgtL1lu/0Nfya1Yk1TyAAnn7GS5Hbu+qmmJo+WIMkhbr9YK/KnvsXlj5/YDIcaIZmUZbZ5lGS1pAAPuS+NsiufSxGR1ijK6+Vhu67teEm+lxKF+P7hkBoO0RERqaGkQ1bC+2gfHHbAjkc3haKb6j5ym80sGgPcHjFFB5V0kTBn+DEUaDiAci4ni3H9X5bzhydJPhOxwyf4/NdOQ3tLEZHjfvTozgOppvbW4Sw71OVUkgsXlISsbcbD53JtJ577Q6sxhEPEPhev7MDWxzw2Wf7lcLE8+h6c2Dd6XDgvz6S6xpzwWWFQwduSxPQNNy87fwZLyhFOIOSkU8Hv5e1tsvbB83JfGJ+bnFTF4S48V2VTm2+3nKvpaIfNXveax/4P3r97zkVgLynDEKnqXHts8/XgGuk8h3Lb6NWdOCdXRux9cEJniFqgc7ieoTrS8RewLaq3DEMMrz3xy9Y+z7kY65cGC/BcBPNx7N7zwwfBXnZCHdgN5x9n7aP9+dVg58/GcecL4T03QIlfG27FJK2DPnemtQ/x4BzqP+o8sE0KwwgMJRy6JeB6Zx74hmN3SkMCeLGqKPsLvFh9I0pyc3bejL2xAQ3CUBRFmSZ4sapkNhoSoCiKoiiKomQ0E3pYo3F01/ZHasAepDaqnIGcRTVVpb9VOsuwdh7LhYVealGadPsFtMuVzTJeh0sGcphkHW4N2UMtSVk6SoWwdlhJ/2ZrH2YY5ah4zYFgD5PUmhWgOoUjWLPOzVWeysbabR5qTehwSABliLu1pxyPmxzMWZlxul58/gMu9eCmA84+3Ew1AMsp+9pqrWrwXHIIAH/NqtzgpPJixeO/luFxURXxFR+C91lGzaYQjaqIXaewa5ilWM7CxO05M5fl/R39tqeYa8zGSMIcGOF5AM8dh/VUuJSfHUhRJYEBnAd47JZTFQFuxcrf2y0blbPM3WrpTgcXH76r/uFTm7vhvSKXNpxcZ5XP1Y4BvOb8PReVovyYNck8IWLX72Ui1FK2iioRcG3XF6lmp4hduYPnJx9Vlngtzu1icQwFvXbb6KoSPHcmjeOICl5IkM6dpxdbcnOtbBGRviT+TZ6Dz580VSbIDU72vfH68LwzXTzbhM9Az1FXgF1FYSHWXBWzk7K3xPDc8POomiR+ripwQHor2B2mHmy3HG0OAewvWwQ2hxvlv+tjYA/Q/HjWeTda++jbhrWpK0qxAsZIL1ZkOuy8+WD/9kas3fvJOXYFjJIDMNmrbxOGdPopJCC7CMOwlnzoWLB9tXOsfXiyMPzIQ9WRnGG8r9MlWDnCE7dru07ElI50Xqwqyv5Cpjw0FEVRFGV/RJ+yiqIoiqIoSkYzYUgAt+ybl8QivLkkQXc7KJ0nytGNnScj4lmHRXf7550INmfkefuxMLOIiIR3ZdhxK0qWqEVs6aFHUEawZG/SCTgLk9tIiojk5OPa/5mtKG+UUjtYLoyen4VZgm51PVmKzfbjZ3J4Bcuie1KjlqXUbLJZnnI7/9MBt5/kcxOlrOahBEpJ3Um8PiU5+D05O9WNijBlpL7rYyL/vv4Nt0/Q9aF68K77DJPczmN9EuVW+HI92dhtbbOkEuV6zvCeRRne7G3uo0oTHmNLs8NJ3CaLkiH4e7VEJw6FYFncTeXmsc1jZLrwjDuuMFW3eOw1u73oIro+3MKXs8w5bIfPdX7aludFUPrjtradFIoVCeLcxHNPGYU2cDiMG9v6UErnai9/eQnbV540Dwuln1Q7edvuEGXgx+i4c1IoYZrmtfiBc7HZh4iIofHemcJzk0VPYW4EkE/tl7kiBld9mC7eVY+F6F9txzCsBzdg+MR7D8Cs9S6xq1vkBqhyCl2PEbLLDV6fVG6ZePt33TMDI3iu3Mozp4oXgp1ncIwMk5+PxzY3M6j8+V+sfeSsvBNszwzcZyoPz80zJ54G9mUfQLW69MTjrX3ENq2xXhtP67PYQGnmGYeCHaxfgsfUZa/F2p7EVsUlhx8EdmDucrC91B7ZCU5c0YSZ0ioBvFhVlHca2e/+7K4psuXtLb6uKIqiIN4ZS3fNue1amWVfRkMCFEVRFEVRlIxmQg8rZ5+u888Ae24CM/DYXV/Uvw0/sKRWugsx0yxE8uGIgy7ioEuR/vECCbv0vWL7+Ll/rSWbTpIJX0rVD9wqEURJBphVSD126UD7qQID952vithF51nWZKmVC6E79L05w5Xlew6vEBErHoKlVpajOERguuAs5g8twwYVqzow3GVzNxYp58oSjX2Yac1NFtyKknPGMcMyKMusLNenjX19BumakbIueVY7VxwjfNjvX45S1OhxUtgNKZDtg5j9G41TMW/qN81F/93gsALvJLIbw/vg5gciInVUKcJl6pgWxo+lS5ZjmNXq5j5r+01U+H9ZBYYXdQ7h2C0LozTuoSYlA0G7cQDPwlxtwg7Bwe1jPDAJ3l5EZGSSKg78N1cdY4dqjefZNrsCRvMAhhksLsVzVx+iovEjOE+kZx+Mts+etyM0D/TSbcxjnW4X6aV53m81vLB2OS20RPEec2t0Mh4OWXObF3ju8cjEYTxJqqQjIjJ+ZHIjHK7EImI/y7ux+7v4PPg+rwcWtD0Fdl/90dY+nCUng731Pz8K9jM3vQL23ENxXi47aB7YnhCOWxGR7AXLwPaH14O9/lasNFC0BSX/vvtR7ueqAiIiyRjOA7E7HgC7tAUrE2TNxPWfbxaGHUzGlHpYebGqKIqiKIqiKJOhIQGKoiiKoihKRjNhSABnTnOWZkMpFmrmDL10CLMG80c6ZbODLvuAF8MOWBboE5SnVncMiXS07/TRH16DrvBulx7vTAFlXXKDBM7CiNuKjQAAIABJREFU7KLP5JABEZER+gzO+Ga5l6VzLpLt1vs8zeEP9BkcIsDvczYjV0d4M7D8lCbdOlPkKQ53uHFlK9hZpEeVhlHKe7kVpT+mMAvlEW4SICLSOEBVHXwekeHozg05hIPH7mTZwiK2bDrZL1AuF8tH7VZJgo+DpTwOHcqntGdrXLqET3CIBYee8P3A9zC/z+Et4cDk+aWZMnbvenWXNJdYUAbvlebakvPsYgyjum8TFu/mihinU/Y8n7sdJO2m0o5s74/DRpV0HBxyweFHZSEcIzyHtkftkI0EDTwOO+A5lcOTZoYotMulY8XMfPwepR6876MGmyoMePAYigKUwT9iF0LvFdT4+Tg59IfvQZ4nuBHHZOExU8UfX2gCe3EVFqIP07wwSM/MmMvk1TKAYRwLS3GscxH/Zmo4Eg54pG9kcOdGJVSdx63yymBi4vM/WaWBwTnH4AtvovpI7Ve/C3bhvF+Afe9/3Q72CIUQpm54xPrMw352NdjBQ04BO6/6IbBbntkI9iBVeShZYFfAyK3DULtgAd4vwQoMZUi2YZior3LiMB5mSj2svFhVFEVRFEVRlMnQkABFURRFURQlo5lQJ8sLooxTRsXvO7PQ5c9SRvMgZ2UmZFk5uvRZLuQ+1imSrY8rwqw0GeqSkZxdOaxBny038nH1WH3HJ848DAc4K9N28ccpg5szWt0KFI8nRqEQbo0DWAqiVtqWrMrfm2VWlk3djtFH34NDNlgudkm6nBbWUm/y2dQv/ZH12C/6quOwxzRf803dWFWAz4NbdAUX9Wf5qjqXw2Hwfe513zFkS3/cd5wlf5Zmh2nspykogMfY6HHhfocTE4e/cPWDUioS79ZbIts38T3IshyH8XCYAZ+7vhFbcuaQp0Lu1DBNdFEG/njcmhusb0cZeg6NdauhyCSTEYcKJVyqU4jgPFhA547HxGShWhwSJSISoWtujTMrhgOveesIPt7CAft7cGWb5jTK91l0f1j3QhLvF5+fUvxFpID6qyd8WHOhgCp5mCQ9Nx263+gY9yS0a2/w4tYesAupGsXTFKpyweJysDk7X0Skgqrl8DOMZyv+BB7qHALgNt8xfM35M/30Au/DLcwq6sWxWRTG0J/QhZ8B+7zDsTFAfD1m+AcXH2btY+DRu8HOPf4ssGtPXAr2ur89A/bc87Dof/carAolIuLLxmvc+G88rqqjMIy08b5VYB/yG2yIMBlT2jiAF6tvF5Gc7J0jZrBvcPKAEUVRFOUtsbgib+e8+8qOPp13FUXZqxhnglaavdEhePOhRqwBuLGL6v9Vose10qWWKHtK+AcO/+LhAHX2Qrl5Oy1PpLUF0kdB1FyD02rr6fJLkH/58a8q9qCyB5a9Huz5ctuGf1nzueDErsnOg1voPv+65HKK7NHmcyciUp4XmnIXwJ1r2uBkrGrFVrnF5PXrHESv1iE1GG/NCR9u9WbZw83X482chPHjm72OTf22543HEbeD5WvKCQM51IrSbWwPUl3VUkqgYU8y30+cLOZWb5GVFd6CEyEHyMPKyX+c1NM6YJ87TsRib3VDaWRaXFcNn/jnzoMPkufy5KPqrO2bezBRaNmMArAXlWPiKs+PPLbdPLA8H3HSoghe12gcE706KSmLFSRO3BMRCZHK0UH3aHl4Yu8bj7OyHNs/Y+g4rPrKKfR2Ng7h9pV0v7H6ICKS55s4KcpDHlhvFFuYNuVjzc1cmmNzEji3iYgECsqnfOwecPVdMEgOOaAS3p9RZCe9jeegajvHhZP7cmlM8HPWZVgCwwn7ueqmyk7EZPXLeY3jlhRX76Nrtga7gD752R+DHalA1aT2+EX4/kK0RUScGK7Pkr3YdnvznehRnffxS8DufwnrsGYV4fpORCTajEplVj4mwQdLMVHLiaPH1VdhJ10Fj734DS/IlHpY+ULuLXiB1K5eV2Uvww+6PWVBee7OsbulU9sIKtOP249nN5ZU7vK4PtnYpWNX2SeoL8Efphs7dN7NVDIk4lBRFEVRFEVR3JnQw5ptUAqsJ5f+8kp0/zZRbTDL7Z0SiQaxNitL/BywzK3TsumISa2ULb0j0tyPv+5nUK09jiJgiYzrEvL2LD2J2HIvS8Z+D8k4kyRIcSC3yOTl3FjKY5nVlk/w/ZiLdMHSX9ySBieuhThdbOpGOaSucGI5qmcYJcsFJbj98zswsaWapKp4Km1d40hw4vAWvsRdQwlpie4auyxZu8ldnODUQ0mMLKHxPlk6Z3lfRKSAlBEe/5Z8b7WY3f36v3zc3O6VQ0+45SLjVoc1HJz4vp8uAsFdxzpC43JGsT2OObEuTlL4H57BZImLD6kFO8eP547r6HrFyACdX54To/GkdIzzqnJbzuZ+lAJ5DLiFBMTp2cBjoH8E99FQiLWRAwnch1sbTq45G0/xWMfjqolQktUwyqySheEYIiKeKMqmnu7tYDsRqm9JSVZVO1C6HZl9BH5eL4YUiIhIQbn92l6mrBol482UDPiNUxrA5pam3O5XRGSArvFkz24OHeL1Bc+hAyMpeW5bD2zE9X05fIXHNidrxijhkxNARUSGwrgOit6PLU2PuvFb+JmvYrvXrGVY6zW5Y4u1D29FHdgjrViLPE33010XfhvshhPw76uPwSQtEZFYF4XanYi1XhObV4PtCWF4UnQVJmmJiASPvdh6beffv+E7ewFerCrK/gIvVhVlf4EXq4qiKNOBPmUVRVEURVGUjGbCkIBhB+WRuX6sEvBoF8qiD2/E7MbqFTX4gYm0FN59LbzUd8pnwa7IwTV0D3YElCC56/MF62PmuZTO4np9nGHM2aSs+FdQO7cRF9W7haQlTjCLpyb2UrhEGVhMJqVy9uIwKhfWPli69Rr79wvXKZysnmxmVAQU2dqJmdMHUKb0JsqsPqWhBOxV7fj+IZWYpbmqw27dytIQK1x8vjmcopJaHW/pxQ/Iz7JlU7eWsBPtkzsRZpOczC1PRUT6acDz8E/SGOGsWz4GzswWsStxeBw8UJa9g4baKVMGOB8zS4VupDJk8Pa27GrN+qmPHAfv3fzQZmv702ie5XPJIQDrOlCq7YuhlM41VWvz8H0RuwoAh8jcsw5lcM4Q57qr3PbbbRs+7vpCbDHL8xtnb/OYEJk8ZCZCVTRGuKatH79XVv8Oax+pPMyWdza9ALZnBJ9h6SJsZ+mEcW4Kbn0O7GTNAdY+pzSbeozWbbg+iBRgvdgfP46hKWcuxNqjq9uxdraIyGXLsPXnph4MO7TqgjsUBkLzBoe4lbhUjnipFcPJOFzFCiuge2FeEd4v/f/zCWsf4U99Gezc910Odoqv+Ry8P2IvYStWbx7W9hUR2XbbXWBHW/D6/PK29WAfXIDHXX/p2WCv/dUt1j7mXHQS2OmBXrCzlh0NdnzjK2BHlh1sfeZETKmHlRerirK/kClF5xVFURRlf0RDAhRFURRFUZSMZsLGAUO3/BDeDM4/CN7vrTkE7Nc6UNpwa7dXGaHC5rT7VpLWq7h9JWVac+F0tyK9VnFnkhF2NzuYpVwROwOfu7HxcU1WecDte2RNUuCYv4dbce/xuBW/ZzjMgD+Rv6fbueQ6d1NBvK8TDuSObSiv83HyWGUZ9DXKeP3dUyhvfeZ4bO0qIuKn8z+DPpPlRx4TXP/SLSSETzePTQ7pmKxxB2fVikze4pePgashFGVPXn95hPbB7SrTFGzCmbccZjBZy2cRu0kCbzGzeHoaBxx73SM7T8bnTpkL780ssFt/bunBeZeblNzxCsrU6zdjC82TDq4G+xBqPOA2j3O7XW5zu7IV5V3ePi9rctGaW4Nzcwiem7hKCoeRuIUz8RzJn8mSstWWk+5JbpIhIuLvwgxup2kdfmYVZs+nIyiVNycw3KKShoC3H7O/RUR8FQ1TPnaXf+3fcPJ+9EGUe5sHUNZuKMTwPc7OFxG5+aVmsAN0PQ6vw0RuXg9U5drNi2CfLnMqzx2TPSf5MTs7gcecJnlfROTFXvyjZUXUhtiD90tOK2bbpwP2PMCks7BqQ/p5DBHgjP1UTzvYPa+sATtUYYcdZM2cA7a/ejbYiR2NYG/+3V/Azp9DYaMiUvGV/33DEz6lHlZerCqKoiiKoijKZGhIgKIoiqIoipLRTBgS0EotTYuj2+D9n2xGt/W752PW5m+fa7I+8wMHofw0I42VBf7Zhi78CGVxct/rMpL73dq/ckaxJ4bZci0Ousa5KDlLniwbue13G/V95z9hSdpDgqSbfMVS7GSF6FnuYMlssu3djtMOETATvi8iMq8sd8rlqbVt/XAgLNV97rbXwP7yiShtrGpDSXNxOTbJ2EFNMiIu4+65Zhxni8vwM2pyMUSAs+t3DOAYWlRiy0DtVHyb5SuWwjnQhCXP5oGEMDwseByxJMYXm2U6t8YbfNwjJGuzvMvzFkfQ8DHHXEIduEmJjy7h3NKpH7ciIiu+cd/Og/XQ9+5pi1rbH3wwZpVfdBDKbLevQsmYqwiEgyjPb+3CLOnzl+OcLSKyoASrZvA44qYZv3keZdI8yrzmzxOx510uEs9VM7qGcOzyPcmhEiL2OOMGExzqUBHB509NEPcZNXZFBSZvABsHJF9+EGz/gsPATuVjlQGTQGndcanuEiiunvKx+4GbXpwwtq6lF0NXOIyqKtc+d7euxrG7cjtmoX/i6Flgb+jC6i2zqWEMZ/yXh23VlytH8DNwSy/O/XV5OCZ2RHFOdqu8wiFPvl5cK5kevF8SM1eA7YnjPRr12A1FQgbHpr8VJf6XPvs1sBd+4nywA/VLwO6771ZrH12rsWqJoYdB+6stYHvo/SWfOsf6zOyzrsyMkABerCqKoiiKoijKZGhIgKIoiqIoipLRTJiq2T6Iru2SOLr0P13UBvZQDkoX7z0ApaqRpGPJMqkiDCPo34ohAuzC597pLE8+uAUlAxGRI2sxW24gjdJsaQ667LnHMUuabkX+uXoBy+sc2jBAfXyHE5NXKuihTgCcVTlZVQCWnDmkwE2q5W3s9/GY+HpMFzND1PAghWP3s8eiHHXjcyjTHTUbMyJZRvXS9f37SpQ+RESW1eSDvbkb5ar2QZT8WRbl7OwtfXavbZav+Pzz1eNx+f/b+/I4ucoy66f2qq7qrqrel6TT3UnIRvaYxZCdRVSWiAPigKAfMqMygjODMuqM37jhoOPC+Ok4DKOO44KCGzACQSGEJARISAhZSNJJp5Pe1+qt9qrvD38mOee9VIMk3dXhOX/1U1V976173/vet55znvNw4wErJ4qAiyup8f0hasRBt4spqbFwkuCX+LhZAjBA++SR/0adP/IJ6xefnjcDVE3f1m8a7D/2+yMQd5JcZR1JtQ62odzl+BDSixGi1p89Yvaq7x7BscgV/b1RfH9mOY7tSHz0eYPnzCKiVsNE+bMaiec7vmdFzKYyPIWW0POHJTYdKaSDoynq1iLmvB3yohl+aOUHIGZ5mT2N12NXBMdEhd+kteuNV849JpGDxbXzcT2wnej8TdRc4tbl2OBCRORdM9Ex4Rn6n70k3eKGMd1DeC8smYRzst1i3O2hxgHV5DTA59s/hHP/VD8+OxwRfLaIiGQPN0KcSeE1tk+eCTFLBrpprZWweE4HB5sgTrVhvPAbX8D3u1CGkKiZj9u71FxftG3HbQSn4nG17NsL8dX/ew/EtnLzmufCmGZYrTRECoVCoVAoFApFLuQsunr81U5488Jy9E2rjByGOFOAv16GC/CXvYjpCxmiH4cH+/CXRiNlpVZRtpQ9IoctFsXsw8r/E+rBFmXH/OglVkRFWPwdRET8lIXiIg8f/drnLbD3W9pibc/HzeAfi7xP/jVpVSDFiSnOwI2WuOoaNrOAa6aWjnnadeeJfjjSOLXGXRLC+GQKswO3/mwPxMsp43rVnEpjn1NIfH+kD7Nhjb2Y5a0qxF/uS6rw/uJzfdKiIKqQxiZfHs6O8hjy0fucLRUxC6I4E89jhNsns7erFRHA450zvTyAOFvGBVRW90qMdsLZab4H51UHx4UuOHPeXUItgUO9h43P73fXQbyJWmRfUMqZe7wA338OPYWnlJjtrfsp67qsHv0veSyz5/Ar5GP8r48ehPgfr55j7JO7x3XQ3NJAGT1mD46SPy0X7IqYY5HnSD5XERpnzPgVeUzSspJbe9PYZEavip5XxT14rgbLMPtW2I3PLxERR92CMR+71/3gefhi91wxG96f3PcKxMPbHoP4hbebLUxXBQYgjhdhBo/P3d5OzI7upKzujYuQ9RUx57OqJGZx7VEsnk234Pm2TUO/WXsMj1kyFm3ZqVBupBz9lne14ffgcVlGWd5yixazBQ4cZ7EMje1YL/6Dg7ax/xkI+7dvNfYRXrMBP/PsUxD3HsC5ZfIGPFc9e5EdEhGZ/MX786Poymqhp8gfTGAWddzBi1VFfoEXq4rXD16sKhTnC6xkcIr8hRZdKRQKhUKhUCjyGjmLruZXIjVUnMU0daqkDuKkA2khXxoFzz67yH/twxR9lHzu1jcg9XoFZfBtMWwflnXhPn9tdqmTqSWY0m914UaTYWyNl41jNobpRSu/Ui4k4daRpLs3ftl5iJvqT5o0AmuAS4kG4EKThOH1iuDWn1ZFW1x01TaI15QL0qxE7OOBOaU4LtqogLCd6BH2cPzaxgshZgqar19fPG2cv11tSA3VBpHC5GHks+E1d3ViC8djLrP9K9OLTN8zqcF5Ri4WtKLSOQkxQgWC7FvMEgC/i8+dOc7sNBb76B5k6YOTvkmlF/+/BdlgcWXNcdlNdGIbFWjMq0b50VhhXclp6ruNJBrJkDkG6oi2riY/y4smY5HpwR6UqoxQAeg9n/6qsY9bP3sHxCwBGKQiqp+T/2IFff5DG1B2dbgXny0iIstqUGLGcw3Psa90onyMixb7YmamOECykELyYWW5SxnR+zzvW5GIvI0Swe9aHseCmrQX5UYZX+5x2EPPLxERU4x37vGld82CuCaBYyDrwfWEsxhbll5Uap68+KM/hthdi37Z6ZnvgvgzP9gJ8e3vxXnckERxhaiIZKntaTaDY9vuJenWoR0Q26rqIB7c/Iixj8JVl0PMEkKW6/VGceyGfDgOrVpq+2143IHD2yGObP09HtNCkjYUoD+9t8Qch5lBXM+Fr/triIe+/kXcxsLVEFc2mFKgXBjTDCsvVhWK8wWjOTQoFBMVvFhVKBSK8YA+ZRUKhUKhUCgUeY2ckgBezf7HAaQybpmPqXFuE0lFmrK0JiTbT/bBa+wJeO0c9F1zRJDjT5Uj/fHIUfz/jeW0UxFptKMEIEVs+2gtS7lYLGAh1GYbNE7QMxXBKX+uCSkrMNu59ZIFY/SN2oSNwtZbbY99Crlyl1sXDiVMH8LxgLMHW8YFg+hMWBjDSuqKYqQ7Mk6kMB1RZAee6Tavz8vtKAHwE7349GHc51dWIuVpG8Gx+73OUog9Tqo+FZG3k9crGz8YvsejuEBYFSFEmJ735HYWKCtguoplBxbjjF5ipwG+n5LCMgR8P5Md/d7I0MniivDxwrHMaSouQHKK8Etme8QD05EWnUOep8+ewDnyJy9gi+39e9FPe/bl74U4VGD6fIapLeqcMmwN+Qi1g03QGJhFrY5rCs22nCcHcMJjGYKfKP/RvK+DXvNxF4nhwJkSxP8pduL7HWSCwvv0Wdw/3Fa4LYbnqpKeaTauSg9iZXyG6N/2YXPOLR8HNQu3IE0LUv7O40jXc/W8sxfHpYiIfc01EH9hH+7jhYfQ53PqBSgpfORllCWsqgtDXNmPsisRkZEKlDYUDKFrQLYS28HaXCghSJMDQNZivsuSu0ShE6/pVHLAYKkXO5oEPebc5ehrxX1W4TgLXYXrIhv57KdK8Xv6Q6bQJL4L2wrL/m0QVqxAL9f4od0QP/eP/21sc91LVxqv/QljOkPzYlWhOF/Ai1WFQqFQKBRnD/mRUlAoFAqFQqFQKF4DOSUB972Irbo+OQfT8bbeJog9/jqIHz2IKWkRka1Eiw4PIsdSSG3pMn40qHYMINV0RQ3KEkY8SJ+IiNRRW87uNFJLJmXJVc64rme3BBGRiANpOLYuZAmAPcvV3Ph+x4hJ87B0gavM+bjj9L24gp/rhJgeEzErbZneao7guX3pJNJZIiKXU3u9sUDWjeOicP8TEMfmXoYx0Wyhvfh5e/kUiMNejNmcXURkRglSf9xK1x7DcxUtRgpmRimarbM8Q0TkQBeORb5ek8nAvaYQqdxBopasJAFJou74V66NBuIQVZ3bXodzBDsNsCG4m1wduEXmcJKlD+zaYZ67QZKvcJvH9dOQ0hwrTD2x5dTffdPXwXvOSrOVocuO5+5QD46JuRU4NivJraJyCspKbryoDmJ2ABAxK/YfPYTzepTOrZs+f4gaCSyilpkiIouqUDbQHEEXh36ar2aU4j3PjQPCPlPawM0EuOo/Kvg/pT78Hu5+bLvZ5TOfP7zN6hRSzCeiKP2p8eL3drUfgDgeRpP5l9pMdmc8HC78238KcXoQGVXX3BUQO1ZdixuwkARkAngPVgbRCaIqhGM5QXq/W1bUQVxMspCTDnQdEBFJDOG4KgmhowXLyZLP/BzirZ/F81A6A2UKImbrXF8DGugHl18HMcsSpwao9XjcfO7yM9AxiA5LiUO7IO7ZgZKN4vnYoKL/SJOxj8DH/gWPY/ejEP/0Wny/0o/324b7bjO2mQtjmmHlxapCoVAoFAqFQjEaVBKgUCgUCoVCochr5JQEBCh9fvde5LnfNhmpjLkFmKZeQ00A1jSUSG0Q6fhHKeu6+Timtt8ZQhqoyYWUS5QqmCe7TeovSxXfpYLbTDiRVmAJAFM6zi6sQBcRcVXOg5grjtmfmI1+mXbzOMwqdO6vzo0BRmNemZLuHkE5hlVrVnYBiNBxcrMCPlfjBVsKr3HLtIvxA1H8Xg/tx0rpG+fj54MJ7Lu8IIpUYBE10RAxaWiWdJzwIr27qxEpNGax51WYsoPd7Uhj8/VwkRl+dQDv6VIfyXzSVAYtIh6icVhCw5XSLCtgKQOPWxERG1H4bOjN9yTLDvj9jn783p3D5vcKUt93r9O858YDJ6acNtf+101IFS6YbEoCWk9gJfRN1C99cs8eiN9LVN+mrdjv+yjJTC6sRgNxEbPJAre+XT8TK4rLAzgH87zSPkgWKCKy6SBSmO+YhdsscLFrAI6B6SVUvW1hHNFPzQTKClBCw9XZLD1xkql/2KJDs6vrMMTccKeOGoTEA2h2z81xQlSN/99bm4x93rR4snkg5xjZ1X8JcesgnluWIzlJ3ve9xR8wtvnu21ZC/MFP3wvx7DKcE7c35y7s5rmrxGfe826i1x3dKG1M7NkM8Sv3/S/Eyz6Jrh37foSfFxFJxfD+sXlwrAb6j0HsJLlYUnCgObb80NiHqwalDInZ6yGOPv4gxOHZ+HkbNUgofc+Nxj72feg9EM++ByUA137zfRCnhvE+t6263thmLoxphpUXqwqFQqFQKBQKxWhQSYBCoVAoFAqFIq+RUxLA+JQNTWF/Fb8UYqYCLyzHKmkRkWAEU92JlGkYfSY6fJMgroti3+X/7UdKxoqSnu3BitSMH6UKnjjSqrt7kSZYUInfo6N0rrEPViKwITvToGzwHiCTeauKfYafKquZgmbajSunmaK2KBA3/oe3ydW+laHc13O8UOXA6tIv7UCK/7r5KDXhc5Hyo/xlxIvuFUGLKvTPP9kI8d+uwdrQUjLYv5+ovUVT0OT6aI/pTnHtXOw7zlKUkFEYTW4V1BBB7OaU4KVtJmx4fwSySPPEstSLm7ZnHpNIkj7E446pWHYeaI4g5T+p0IKbJfD4L7UwyB9vfH090uB7h8z764a5+JlWMpJ/yYf9ugsoTbHt/yJVuP6rWyCeccVsY58eshh5aAdKZKZQ84IPLkMpw9IarIT/wS7TUeaudUiDlrdjVXPWjvfksTQ+K/wWfeIZXieOkxMDSXoft1FTSPcHyQwcwz3GPtLBKoidXTgvtIZQolFM98JwGM/DEMmZCvNw3IqI1NqQWs+m8VmdbcSq9A9vRrpfRKS7DiUB7BK0ohON6H/Zj1X/0xbgXFQRw3H2mxakvUVE3l2Pr6VPHoLYuRyN7WvW3ArxJ4vxfrPC23ZTs44FL0JcdwnKQspv+GuIm311EBetu8XYxwA5wNTQOsf/Pmy57OzDtdXIdpQ62Jr2G/uYcdvN+JkkSh0Klm6AOF2OsoNd3WSnJCLLzUty+hhf+y2R21c2wIwef3LzmxIo8mJVoThXcFbPgLGb6O/MD3GtQjEK6ksLT43dRN+wjlvFhIDP68U5d8j4rapQvCm8oQwrY2O9j16JSyT72jrVSLBevvEsCvzd1PqOM3iMrgL8Fb3Aa94TXLAhe56F0FWGRQnZOPr1ZQKLch4DF7aImBkg9olkcIFUnP/fIjvArw1TS0zOuPK5HK2ASkSknApsDvdgZpJ9Po/T+2ImGPISl1NRyEA8JUVnFOGwb+vL1WshnkrVFW6HTQpSmG2+lIpEfrgTfY0byDfyK1fiL/OH9mIxTTSRNgohtzZjFuPaacgGOCJ4QdLELkQ9mMW16PAnKYM9wHE3YMesn52LAWl7GZtZ6OCiZ9sgFVOyTyu3Jiym4ok+et/vdsgwFWo9fQzPjYONjfMQyczoLWcZD76MWaUrqP11CxXHLKRxu+VIt1w5F7OEk4pw/P/gRpwzv/4MJie4GIY9Ud85o9xo6Vuy92GIJYyenO0+LCwK0fzIjN8I9/8VkRLy/eYiK6P1ahYz+bYYZq3s/WamOFWN93U6jM+wILWQ9XQcxG1WoO/q9Q9gEZ2IyPKpptdnvsHZicVnUlkv6fbcSSxu+1zMLbMrkbW6vhqf7dyydPiXWJx0sYh4r7sTXvv5Ibym02uRSZ639b/wmDy8Dhodk0pxni6n+8vlxzk124vPgpJdv8DPl5le50W0zonsQOakoAL+LdqWAAAgAElEQVQZir3/g21Wa9djlrfrJbp+IlJzzdUQH//OtyDuvf3fIJ6X5HnALCTOhTe0YPVc/EHMuA70Giu38qD/NWf9z/7uwDn/xWUsVhWvG7xYPZ/gDpVTM2Zz7M6uLDr1meTxN5Yd4MXquQAvVhWvH7xYnShwhytx3FrMubs7o7J8SvGpzzWYz883Ne/yYvVcgBeritePfF2suksnwdhND5osl3vFNbl/JXYNntM1Ay9WFfkNXd0pFAqFQqFQKPIatixX/+QAZ1Q/8Ev0CPzcO1A8XltkisGN9qEUH+vHAo6D3VhosqgKPQFnhnEf21qJohaRoAc/43PlXqcXEf3I9TRW7SuLXUhdRFK4DW6txlQHF2llLK6LmwodokRxBYj+aBlAATT7YQYpY3e01zx3jOZ+lE88uQ/F4/GoKaLecue6cedaOyOoBbz1F3vh/cgQUn3vXIhFWJdMQ/pkzsmnjX3YaqZDzD6r9zyN/r3vW4iUTSUVCjXYsCCq02lmUkpdKOtIP34fxInLPgqxQXmmcYzYRyx8DEm/MuJH+olpU0cGx0DWhuPSShJgz5J8JY3bbBnCbQboHiZ7RUNC8ORR83ttO4qSgBDR1He/a/a4j9vkC7+FcbvwAXPuuv5yLDQ5SK0673vPLIizdjz/3MLZgjmXu5/CsbuRsq4rvOin/eV9+P+Pbse2m4/cgcU0Q5//K2OfVZeuhbh/GXo68vxX7cYx4mh8HuKmSbhPEXOcuPn+oLnewx6dAzj/JYi+FzHbH4/2POHHy5efQtr8AF3fBA9+EXn8oyvHfexmjr4I3/R7nTiHcqvwm+eY7Xn33/AXEJfNx5bYpSveBrFr5lKIn0riHDu92KQfJve9AvFWO87jc8rwf7bNWAbxI20oIWCsLDH3WTcdi3ZfOYBz0Z4IroPu/PhyiKd8AD1R7UHz2ZB1oqwgvvNJiHtewpa/FZdju/LMMH6vTMTU+zkvuRmPg54fmwbwmj5K64XdR8xtPvup114vjGmG1aqft0JxPoAXqwrF+QJerCoU5wt4sarIb6gkQKFQKBQKhUKR13hDkoD+oRH4sNdOLUv70ccrFTbbCPZR9W+xnSjJGNIdjVlMnR+iqvT1dejtNmTBZ3WNIG0604m0jq0VqzIjDRfh+7Q9q2pipvTZD5ZdBLjKmel+3p6I6RsZM6g8jNsG8dyyBKCJ6H0rTC/GSvbDvSjR+O1urIq9cZl5za+ZWz3u9FTn126HExq+4ePw/q86kbZ56QTR8XQuN5Jvq4jI0mqseGRpyYlBHIc+arVbGUMXgcTW30CcSZjtKx/4m59A/MHn7oc4XYQ+rbYsjpF0IVaEW0kCbGmkWlMhrHK2J3BMZNnLlS0xbObvZP4fnidYysAtFvl+66Z7vsSiqOdbW5ogvnU50o1zqorGfdzynFvUaXohHixAScDdT6JvpI88npfWoTNESQG13iU3kVc7zYLCi6djxf6MEqQfWQLFrimh/Y9BbKtfYOzD1oZVyX1TV0NcZEMZz+G/xtagU69/J8TZDf/H2Iczhvd51oHnglsV25J4D9pH6P/dFhVvtM1HuvBc1Yfxf1hCUExSlVt/iJ6dn7rS9Mm9cnbluI/dfW0DMAgucKD39S9acFxe58IWtSIiu4rQfWJxDMd/T+VCiMPH0BHoQDnS99ODuE8r39zM3qchbvwBVuTf+yOUk42Gi8tNY9G1n3kHxN+767cQ99E9+Ln7zba1ZyJr0XeYnQPsXnQmiOxGD1tvCa6lIo34PKr50EeMfWT6kOJPz8R71EbPhq/vRpnBwmrcp4jIZTPK80MSwA8hheJ8AS9WFQqFQqFQnD2oJEChUCgUCoVCkdd4Q+Z3vTFMU7N3XjyIdPBzzWb13MFupJfqw5imrg1iVRmxIbKcWvpFKGsb9poVyKUjSFv3upHODU0x6ahcsKLrueo/5M1tSM3SBVIESJR7VYrISAbPv8uO/8SSAXYaaCda+yBVNxYHTB9Wbhn76MtoYPytjWguLCLyYuuA8VrewYED6+pa/J6Fbqy6ZPnFhnqSoiRM9uDXh5ACW0wOF+xWYe/GSmubB6lD78qrjH3c+DA6c8RrF+M2aAwwxcn0vC1pykTsUZLQkMxAMtSAgreZxvcjdjMbnaL7gQs0e6kdZa+FG8WZKPPj9X2IqlNFRO5YVWe8NmJx3+UTuI2niMirrXgfXzwLqcCnXu2CuIlkVSwJ2H0Sr/eIhYdtCbUD5dFfacd92GJIDXY8hpKA0k8hRSoi0u/DcRbl43Djcc/6x7sgzhZiVXo6abqgMF3PSPuocp0YfxdRnumgKRV66BCez0gc5+Ff7EIpXVkh3vfHqSXzv9+E97iIyLG+0eVd443My09BfN00pPMzXWbr6cmT8fr8ZgDb1K6k+e1QBVbT+0l2xfIme4dphr/ljm9D/PO9ncZncuETH0YZw4mtJ4zPfPb2h3Juw0cSmp596BRRvgjnAQc1CRARcTbMgzi6FWUHyWGUtxSvwwYJvtl4rgbKTelJATXB4OYQR/1YjLyw+s3lSMfUrZkXq4rzE/mgWWWU//234JiSXc35vTJRjAvyQbd6JkKBAjieod4hHbcKA/mgWWXwvRTfp61aFSZyaVYZKglQKBQKhUKhUOQ13lCGlU2VIyQR8FBbVC/FCyqLZGcr0U2j9LuvDIxi+k9UIhuQi4ikA1jRyvyVURldiJQlGzu7Y2YldcCN0oZ2KuhmSQDT93Fq2M6G1SKmoXdTP1JcBS7qp0606d4WpOoLqId1L5nni4j46DN3bsAUf9tQQqospAT5hqGRKJxglxfpeXsUq33X1yAV2DiM4+5XB5C+n11u0txzy1G+coQaMywleUvWh8fknotuFUmqzhcRySzCyvYMyVXYnNtLlE3Whb25+0NTjX0UOVAGIiRNsVOlbYbutzSd61TMvEfZyaOYJDVtQ0ijBmhcFpJ0JUg94pdOMk3JmyNxqQ16jNfzCX840gUXlGU9IiL/swNN+a9722SIG8qwSpmp9b1kRF9WhOckMpJbfiEiEnbi5NQSRe7c7cZj6LjlqxBnYmbyjZ0g6hs3QWyvRYoyUoNUebBlJ37ebVZr22P4POImF+kSvB+cCWQJ+4qwl33nAMljRKQ3huevNojnZnoFzgOzKjGeXolzy+amXllTh+45+YhE90m4qM5KlAz2P/JjiAM3f9bYxlAUx8CaKVTJTo4K9SF8FrUM4rm3kXwpumersU8Pjf8PrMbjfuJ5lBje8sl1EBfWoiTnG/ftMvbBeP9SlJL8hPZx7Al0Mho6ic+fmZ+83dhm+gT+j5WTAHx+Bj5vBjK49uoZNse224H3lDOIjiXbjplrpcrAnz/njqkkgBerivMDU0oCeUdHKRSvB/WlhTp2FRMOc6uCOm4VExJvRALAUEmAQqFQKBQKhSKvkTPD+qtX2iClz4b5C4iqCCawKpoYaKkMeCQSx7QyU5ZBD6ahOeXP1FOC+mLbMiZ9xTSAx0kp6Q6swPOFkWZNUCrdUWDSMSPE17sduRsHMFgikLZo6MASi6AXzxXLKRqp6rKcqA7uOW6FDy2dbLzWHzOpgXzD4692wglcX4wajdSOhyF2VNVBHNu9HeKG938GYpcdqSnuSS4icqQX97mkGqk+roQfKZmGxzRKowgRkeCJ5yBO1mFvbWc/UkvpAFZOZ11YkRyM4L0gYjYbyNio+roI+8pnSB7DDgps8i8ikqRzsa8L5RNzynCbj1EP6o2zUIZQNIKuAKUBkW1DeP7zFamXHjt1MrodWOm7gJwmRETsK3C+4nngApKreMiShI3rNx1BunFVg9mn/AT1Oq8PkeyD5mEXNZlZMIzm65GQWfle4cJ5xlmCrgFZmtcdP/8ybuBi7EOfdZrSpYwbzw3Lwxz0PboyeK66RlBG9ZNdaLYuYlb573weXQHWr8XK93nVeC6rAh5DEpOP+NLvD8FFvqsK557UFJJsXINU+7DNvD6TfXh+jw3jOCp0m65AZ2JKEzoT2GpmQHzwx5uN/6lZidfjlR8hpf/e9+A2Mgkch5+65X9yHpMVWAKwjua7ZXddDbG9ECVOyWP7jG26JiM97wzhuqX8nehm0JPG5eCHH9iT44j/iOtJfuQjWWKRxykD8bO3XhhTSQAvVhUTE8unFCsdpZhwWDO1VMetYkLithX1OnYVExI3LZ581sauSgIUCoVCoVAoFHkNW9aCev4TYlGsrN7VgTTdwW6kOm6YjmnsozEzxT9M9CD3pq8h0+T6ENLYQaoeZnqRnQpERJyDaPyb8SGdm3bgPjzt2K+4M4wUALsGiJiUP9O97ALA7dWHqXKXpRIiIkNEPRSTefeDZOofpPeri/DclpJhuBVVu3qKSUH6vN68/7UfH4rAl2Gqr99bDnEwjfIIZ08TxKlSpImOxPBcNhSZ1FQPsXhscMFjpJAq208OIB0Z9Jhju8yN48bZ1QgxH7djCE3k2UHDcMwQkSw1WRCSEYz2+e4kEjmlTlO2wy4MfI8VkeSitBspsKwd95EqM90OPIGJUaiSPrjl1MA4Ujwf3mOnFhGzqULnMA68QZpb3j0dqUGeu767A43O325RkV5KcwvLxVwUF9Dgr3SgpMBq3Nlp3k6HkX6M+3HsvtKF5vkLS2ncps1x5+zD75opCEO8L4HzXyM5fRymZ2CQO92IyGRyBWikZ95FtXh+Axb3+Yzy/PIHtkLmyHMwob36JZRoTL54Cf7DxjshtGrIU5BA9xZuYmKPm80GcKN4L6SKUT5jb8FnvYiIrQglTyNb0HDf4cN1zuY70e1gRwceU7uFhG6qH5+9Kxej3CVyHL/nhTfguXP6cQ5mZwIREXcdNhewXYBNFVKF+AzcfhIbkOxswWM4atHY4Y7V6JLhs1h/1RafvaLsMc2w8mJVoVAoFAqFQqEYDTk1rH3U9pRbgb5/Norxf9+MHnWDCbOz1bwKFLmvrUPxMFuF+V30y53W6jb6JW/LmB6P/Euik/zEQl78ZTdQjBlVzp31WfhIsmcgZ4i4KIeza4y+mJkNiNBr+7vw/G7ej4Umf3sZfo9jfZgd2NiAHmqOQ6YnnewTSc7ZkPNY8xI0DrIeKhDc+wh+fhZ60LUWY8vZIIn7Z/Zg0YgMiyTLUeQe9GDm3pXGX/vd5HMXpzFUU4i3p0UCQuxRLHRMldThB6hgKhHCLBUn8m2cTRURsef+XZvlIkZuf2jD79EUNbfXQ16fc8owK9UyhO8XD2HmJVuN2QR7NGIwKRMF8SmnC+dqiAHjls4iIs3tOA+0DGL2csUkzBryNd9PBW5lhXg9D/cMy5JqPJfFPmrLnWKmC3dSacNj7PnOFyAOL8RMsoiIq24WxCdt+D2CNIcuIb/g7CBmobIe04eVWxHbqajHV4DPp8cPYNa3sR2zUgVe85H6tnrMoK6bihm8Cw2L4IzlPZLvGPgDZiKnf/yjEGdGkMWyR7D4LE3P6T9+CM9nthV9pJMzV+P7W36K/75iI8SOSDtuP1guyf1YYGsfwWvad+A4xF/+ChZyMVaXsie7mWFtHMZissZnmo3PnIlpPZjtnLz67RDHT5jFsvxM29aHWd0/7GqC+IaF2N51bweeh89dgkXBIiLFmUHjtfas6Ul+tjCmRVe8WFVMDEwECcB4gxerivHHRJEA5Dt4sao495gIEoDzAbxYVbx5nE0JAGPi/YxTKBQKhUKhULylkDPDavgnEj21uwspTi54ClC7xK7hpGRoGwVUwMFifRbzP3EMU+Pr6/DXf8piDT4U5xayuM1Bet9GnFmCjtmi7kGKiDJm2o0LmlgyECaKzcpzk8/nEBVTXLkEW3f+cjd6u/3dOixEOTQkckEgtzThvAF5No7MfzfEw0miNOn6FDS/iJsLokjeMdQlaT9KZIzCOYp5DPC4cpNfpkUdnmSpoInpefYg5m04htBz0xG1Krqi4rxCEviTBGDYhvd0RS8WNjhKkOoVMT1nd1Phwsoq3ObBv/+WsY0Z3/yu8dpEh2cA7+EWe5nxmWIq9GG/Zj/JkVg2xfP2+gazyKqaWmTHSALgJyUJF19ktz8BccnqNfgPF6439pmllr/VXvLDfvUZiIdmYItMn5A0JWp2WoxPWgBxD7UIrqYi3zk1WIS1fgZeD35+iYjUFJlFiuw7fD6i89HfQFxQjpIO3/zLIE7YzSJtbxwlT/Yy9G6NfB+lJYzYcmR1q2k+tBfiMYmIbPubr0H89D4sVJ1FkhkfF4iSF+lki0K8E9Q2PUD3S4WH5GCklbSRTKtg3lJjH45elBk0D+D6IEFrDC7qrQ+jtOH5lkGjnfhYY0wlAbxYVYw/PIWh03fb4neN45GcXXiK0Cs20dd+TgcfL1YVYw9XWe15QaMW+E5LcJIRGfdJkxerijePVQ0l58VYPROhW78M32nkix8Z97GrOLuoDPpp3Jq68HMJlQQoFAqFQqFQKPIaOTOslQF8e5ha/jH1xN58XDkvIhJgM0pCmNLSHSO4z0vrUQKQEVzwOy2cCYqpUjrtRVonSpW3XInLnoERJ6bKRUR6otT+1aB7c7de5SrbkM+8NLvakNKaWoy/bv7rafTgrCnD9+/edEj+4ZK3RnFQsrMJTmiG/Ea9lLiKkGSD2HiJ1qIPXjRlJg+K7NTGkejFSlea3s8tEQgmsDrVoOJFZMSNJcZDMRy75VzFGaCKfmpXmbVZ3J90/9jieI+xAwPPC/FqdFxIRk2Xjd8fReqP55JHjibl3Q0To7Xqm0Wyq/nU4OrzofSk2EIXkqLTWUXzdju5ouzrwXFa4c/dDnsgbs7j3K76WD/OkdyqevY8rNZm79f0kHk/zQ6QxGYfVmdnZmIVdC+5t7ipbbfbbbIgMbpHy334P85+rGSfVIRz6rd/fwTia5aZraytJAHnIzKNz8NFLN1wMX2ApHckR3JbsFTsz8v+ylkahyVX/SXE8QJys9i2A7fvNZ/lq3/2DYgvouOysdOAD9cTH6u7ytjmaLj5WnLEeA6lQHVf/z7EzuaXIE7X4BwrIpLtxzbB7OP+5Is4tm9YhJKBqeECaSRnofHGmEoCRlusKs495lZp5fS5AC9WFWcfHn/hqbF74Y8fHc9DUSheN15sjWhrVcWExJWzK/Nq3OoKUqFQKBQKhUKR18iZYeXKdqNSlCoduX1iL7JEkhWztSDToP3kTMCG+8b7lLUdcZgpfsYwUZJMz3OlZ8qNlGc2YVKa3HqQq2RZHsFVovw9m4hiExH56VNHIf7gJdMhfv9F9fKTZy0MhN+CGPShCXVghKpNyTC8Jo1Gzu0F2MIvYcfrxY0fmmPmbz8H/U97Eun3Yh+OM65JTBZi2ztuLGAFJ91PI26s+PYSLceV01mXef/YUjQWSUYgRL2yFIKrT4eS5v2ztj4sTx8zHQrekjjDdSFA7iMDFnNPbRDn5X3UopTHTUUArx9LALjl9kGLQwx7czsTVLH0hOCn+ZLnTxGRKDleHL37OxDP/X/YGGWyG+n6PsfohZA8Tx/ux3ngJ7uQOVmCRepy24ZphiyA8VbJrsb3YuMZz7xV+P7LW/AfepBad1bVGdtMT8d2oiwLKd54E8SJChwT3O41ueaDEAcyJuWdpOYpzSP0bC+vgrgihdIGdhE4MEg9usV0DiiqxefV/AvrILZRi1mbF9ckaY/pcX/nLjzuJVNwuffxK2bLvQ+brWnzGWMqCbDqg604u9j8d2v1JCsmJP5q2RQdu4oJh6fuWK3jVjEh8cLnLp1QY1clAQqFQqFQKBSKvIYtm8MbtX9oJKePGtOiXPnJNJGIiI9M+yNUgVpzchvEmSlo7Hw0jhWXTOlYUUtcscoyhLIRrJaLFGKlZ5JoBatVPrf45ipzbsLArgDcKCCeNqm/505g//QdjT3GZx64eemE+sV0rnCwYwBOMLs2FHmoGpiy/8cjSA3ymKEhIcf7kYYVEVlSjVXtg0Tnslk+H0PrIB6D0YhAzMrPYqqurwsi/esZwTHD0oiMRb91ocYBWervPSz4fnwUucvDr5rjVkTk/Qsn6dgVkRea+06dQBeNO5YIiIh46TMd5ArAc4mLTMd5XPG83TFsUpqd1AudJQAsK+gbwc+/4wJ07bAa23P6sRI6M4y96LMxpHPbZmMzEN5ksdc8d/2x3E1jjvahHObhfVQhLiL3XDFHx62IDI5E4cbn+Y2vB68frAjYPro+LFOsevGnELc9SbKDu1BGwnMTPxdERE4O4Fjle/CVDnReuXEOyq6O3X4jxN+8f7exD8bd33kfxHvu3wzx6gewUcpw1Vw8Rotzd8+z2Dhg0SR0lJlx78eM/5n+3QfzeiyPaYaVF6sKhUKhUCgUCsVoUEmAQqFQKBQKhSKvkbPoiukRzp5zD+rRkEhnxUF5/0oXpt9761ZCHHjsXogzazCNXenFFH/WglcosiFFFrNTv/VelAQEyTw9GkRDXXcGj1lE5FVkwKSmEKnZMNFRrUNYfeqm7POr3SbFXEm0W3ProPEZxR9RTobRgyTJYDqKpSQeuh591Bii0I3btzJYXnvkQYj3z7oOYnanYJp1QSVKClg2IiKy0ot9rqXzBIQZ7zzjf+D9AuylzXT/H1/M7U7A93SS9DFMUe9v13GbC3vaT1PfbDof9JrXZ3qxD+K2IaTwed52kV7pb76zHeKHP70O4iYLucuT+zsg3rJpH8SzV6CDSX833h8sCah+8PPGPnpuwtf6yM2g3oXbdJBMh5t7dJJ7hYhIHznGcPvwpxqxAnzrPvzeIiJyxRzztbcgdrRgQxF2kqgpwpjViCwpFDHn6YYifI7+btIVEK+dik46R+n6Bsix5D924HwpIrLtYCfEKTqu/7gJm8jcHkB6/tu7/h3ie29CKZ+IyIF/+yHE//DRn0H82X+6BGJu/e2L4JolXYQNRkREZlbg82MTfa9Nl35Obnvin43/y2eMqUsAP9gUCoVCoVAoFGOPfNesMnIWXbX0DcObrEH1UVbKxtuyyMw4hrHgwjGIq/5kaQNuM4G/orM+bM06nMFfXD0WbR+5YKZtCDNZSxxtuM0wHgMXTFmtu7kwi/c5SMVlnJxujmBW5F82HTL28eGL6o3X7vkt+qht//SGCTUAzxX2t2PRlZfGLmdgufgiQdezjD7vSVJKXUS6Mpjp4nHCxUcR2ucAjTMu3PPyCyLi//HnIC5a+DaIM4sxA5Elz1QuYrCUmdN9nLHhNoaomOyRw3iP3xzCNoMiIv90OGi89sXLZ+nYFZHfHew4dVEKXHiurTKsXCTFc9FkYnse3I9Z+VV1mGUvttjHA5RZ5CKrl06in2+C2IB3zca2wvOe+BrEsX4z6154O36mhVipaVH0nO4vxqwuZ+ysHnXsj33nbzBTXG7RVvVgE/oFb71rvY5bEdlytAfOMI9Vnv+4yLTCY14gx4BZ5JYKVp/+m1SNaS6GpeLZvqjZkXBnK45dH91zC6uw9Wrtjz4Dsb8Ks5+uIvy8c937jX1+vAzbCgdpLXXHP18OcVEder96L8L2r9GSacY+2oZMRuHbW5sg/tbGuRNq7I5thnXYujpY8edDF6j5AV6sKnJDF6cTB7xYfatDF6jjC2+B/9T5HyJngjcKXqye75hoC1SGFl0pFAqFQqFQKPIaOSUB/OuFBdDsT8ZLd27RKCIykiQRdZh8IltehjjdjXRiZg4WBFgWiRDsCaRvE272x0RaqNiO9HxXCo+RpRAiZntDD9G3XSNIRXBr1icOI033B4usxj9cPtN47eLpZRP6F9O5Qls/ylnYN3U0OTUXOPE1Z49BEZFw4zMQt05B2qfSgZ6O3E6Pb0XnMBZ8iMukJ7NUIOjqxqID9lXNeHDs8zazTrOlZjSLFNnBHvwefvIGffBllNh8+qIaY5sef6GO29fA7pb+UyOB54lCj+klymOb21FyMR8XwwSpIJRbcIuIHOnDOTESI/9fajVZ4MotH+P210Uj5nyXpbEbdeHY9QoeQ9qOx9AyiHNuf8x8Hu1owYKY7/7iFYjLa03pina2sgbPuUEaq1xk6oljdrMza7YX5cI5liWWPvcjiJsW/yXuk1SJLEtgSYiI6dfL95w9jeMqs+k/IXasuR4/f3SnsY+Rl3dA3LkTGyBPuvIyfH8JFuxWCnoSf36HmSn+2Ipa47WqkH9Cj90xzbDyYlWhOF/Ai1WF4nwBL1YVCoViPKCSAIVCoVAoFApFXiMnn87U0mjVqNwCtcJvUktMtXJ1drhxLx7ghUirctUgU5gpCz8ypkGZzmVKbdiGNKmTDP748yJmxSOfC6bE9nZgSn9fC6b0L6jGSkMRkYWVFm0zFa8LJk2KtA7T2uzyUOTOXRnf27BKgjbyv0zjNuIuvH5ucsDIuAsgzlJsSyEVLyIiThyr8eoL8X+IhrNRK1Z7DMdhwmWOMS/9rOXKdXYvmFGO1B5TZiIicvUnzNcUBrqppemxftMFhX1WqwpxTrygBAsCec5lycCuNqzYn1dhUrU1RSiTYp6Rp8gozYeDxMQOOdGXVUSknKrMfUMkkXHg+xkP0vdsqrGrDce6iMjUMN5jMy8sh/j+a9FjU/HaYDcddmnYRK3EV9aiO8WMoPlgjdK8y97wzip0zpmWaoH4hAc91Et8LFMwJTYMnkMzDlzX2NffhNt8BtvF7v/+b41tzvnkRyCuX7Ye4mwR3g8sOaxy4D171Rxz3VPe+oLxmoTWmq9NIIxphtXK+FyhOB/Ai1WFQqFQKBRnDyoJUCgUCoVCoVDkNXJKArgz1YlBTEPXezB2e5E6YupJRMRD/BVXEjK2X/MhiN9+H7bry1TPgtgRM2mfrAspsaQNvzabyrP5MNPBVpWFLDNIZvAzXCE5ksRz09KFTgaOCrOY747f7JdvXjXbeF1hguUqMSoXLSe5Cl8fprfY8YIdM2JOpEhFRKqjzRBHPXUQ2zJm1XKu921pi89nqCUsyQj66XuE3Hgv2AaxOtuVNjPFUfQKsPYAAAa8SURBVBt+txfJu3D5pBDEVx/FNoNZEbE5RqfeFH9E9xmOIjwXLaR2vSIiW5rRyJ7N0bvJoSTowfnvYDfOPb94AdtVfmztVGOfk8hQnyupuTp7agjvNweNu2EPUvEiIkf78PnSEC6F2NWDjQOG7Hhu2qlBzO/2onuFiMg1i5AyvncjSmqGk1nxuyZ0YfWYgefclztQWvLO6Xj9+PNbWk3JU2kBjhuXHXNsmcoVEO8mOUsyg/cGz1XcEEbEXLcEqZ0rt6T3UjMWewGOw1nfR4mAiDnv2mJ43BkXzuMn+/DcXFCD32Purp8b+0iKiKv2AuP1iYwxbRzAi1XFG0dJYYGeRMWEg+/qT+i4VUxIhAI65yomJhyz155XY1clAQqFQqFQKBSKvEbODCv3Sw97kE7kiuI08Vchr0kDMpXqSCKlaV+wAeJlX8P0erYYKRxHBF0D0kGzWo57oceYZyMUEgUUJ+qCqQwR0xWgLog06u4OPJcdA5jiv2lNA8QrazHlr3hj8BFtk6ZrVuDiHtT4vpvkMANErddQf3arRgTZFN4vzCxmHThGuHFAxI4SG4fXrNb225DudR/ZCnF4ymLcx2akjmyzlmFs4UTgowMPuHHaYFotdulHjW0UGK8oXgvVZ1T5n4jg9WBpi4jI9GKch1mOxCb/LEeqC+E4/eIVKDtiBw0Rc3472I3HyRKB1mFqNFCAEgCfmD3eWbZjT6FcJXN0D8RldbiPYOV0iCMkERARWUR94gt+9gXjM/KRr5ivKQxM8+IYOE7Sk8O96FDCzSNebjflfJUBdLxgOr6GpCldwzhGQtTQopRcAoJZklSJSMSG+wwn0N3A1oQm/6npKyHuWXgNxJWtu4x9fHUxSh0/0Y4V/c6eJoj3tOHYXt+6HeLG+e8z9iEiMsfy1YmLMc2w8mJVoVAoFAqFQqEYDSoJUCgUCoVCoVDkNWxZ5iHPwJk9rUVEasks2m9HaslGlI2kTQomS9Vvrs5D+L6dzKB91MuZeqdnAlh5yP2kRUS47bstg8edsY3uAgCftzhl7DTQFMHvzufu0UNIM4gg3WclCZhRXnReCajPJXaewLEbJiqokGhO/ygSAW4M4WnFnuNpGociIlkL5wB8H+kse5T6QXODC3+JsQ1bAqUmxjbJNaPVXgzx9pO4zw31aOYtIuL8MTpz+P/iNuMzEffp7VrVVhZrseDrxrHuwVODz03u97nm6z+B5SvcNGNKkKUo+P7hXpzHrfyzQz6cpyuJvmc2LU5SBpbcDFvso4KkJh3k1PG97ejCcftFdRDXRI9DfO8xvDf+hMumnTZpr/71l433wx/5io7d14GTvUNw0ZsHcBw1hPH8v9qNEoGwz3x214dwrHpG8LnZ48T5qjuKY2Rf5xDEi0kCUrXpG8Y+XVV1EEeXvhdiwyGG4goXHgM7YoiIJF98HD/z9vdgPIzf84gPGySIiNS98uvT78+62nhfRGRO1fm1ZhhTlwBerCoQH1pSe14NLsVbB2VFuiBVTEzAQ131qooJAs/6D5wat+ebVvW1kDPDmnrpMXgzMXMtvO+M9kIc9+KvHatMpL/vaO4DSqH4PuukX12UYU0Hq41txMg3Mk6/3oPO3BnU3iTugzOunG0TETnej78mD/di5ov94+ZatDtcUBPK+dDvjAwbZ7Q86NeFggXSx/fAuWorRC/JIBUE9kYx686FdWH6fCBrFiexUD5TgPdD1oVifs6G8i9x/n8REVt8mF7AcWVPYEaBP58qxeK+5iQW3FixC7MTTfhCxqI9aP2i1xyHmxu7jXG7ZmqpjtvXQGzk9H1+qB+zNRmL+ZqLquyUmedsKG+i0I1jyIpg8jlzZ0R5m+UF7HWN++DWxiJmt7hIFu+XaAp3ct/z6Bc7nVoCzy7DOOwz8zO/Pdgpf7tq6muOxf98/rhxwm9ZOkXHrgVGojE4V+5e9MlNv4qFRV0LMKt4rN/0gJ5RgnMktzj39eJ6Yk+2Bo+JCgzLLNrF1xXha87eJohj4TqIeUC4U5gptlkwyw824T16/xY8N7++ZQlug/dBBfAiIu5g7jk00X3SGLvu0kkTeuyOqYZ1tMXq2QAvVhWKsQAvVs8FjMWqQjEG4MXqucB4tTa+cqbZsEDx1gEvVs8FeLGq+POhRVcKhUKhUCgUirzGmC5Yh8MNo39IoVAoFAqFQqE4Azk1rAqFQqFQKBQKxXhDJQEKhUKhUCgUiryGLlgVCoVCoVAoFHkNXbAqFAqFQqFQKPIaumBVKBQKhUKhUOQ1dMGqUCgUCoVCochr6IJVoVAoFAqFQpHX+P/VbmCy16LXtgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_ndvi_anomaly_year(year='2016')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explore Predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [], + "source": [ + "import calendar\n", + "\n", + "obs = y_test.ndvi\n", + "pred = ealstm_pred\n", + "spatial_plot_kwargs = dict(cmap='viridis', vmin=0, vmax=0.4)\n", + "\n", + "\n", + "def _plot_single_month_(obs_mth: xr.DataArray, pred_mth: xr.DataArray, month: int) -> None:\n", + " flat_obs = drop_nans_and_flatten(obs_mth)\n", + " flat_pred = drop_nans_and_flatten(pred_mth)\n", + "\n", + " fig, ax = plt.subplots(figsize=(7, 5))\n", + " sns.distplot(flat_obs, ax=ax, label='Observed')\n", + " sns.distplot(flat_pred, ax=ax, label='Predicted')\n", + " plt.legend();\n", + " ax.get_yaxis().set_visible(False)\n", + " ax.set_title(calendar.month_abbr[month + 1])\n", + " plt.show()\n", + "\n", + " fig, axs = plt.subplots(1, 2, figsize=(7, 3))\n", + " obs_mth.plot(ax=axs[0], add_colorbar=False, **spatial_plot_kwargs)\n", + " axs[0].set_title('Observed')\n", + " axs[0].set_axis_off()\n", + " pred_mth.plot(ax=axs[1], add_colorbar=False, **spatial_plot_kwargs)\n", + " axs[1].set_title('Predicted')\n", + " axs[1].set_axis_off()\n", + " plt.show()\n", + "\n", + "\n", + "# def plot_model_performances(month: int, \n", + "# obs: xr.DataArray, \n", + "# pred: xr.DataArray,\n", + "# **spatial_plot_kwargs) -> None:\n", + "# obs_mth = obs.groupby(obs.time.dt.month).mean(dim='time').isel(month=month)\n", + "# pred_mth = pred.groupby(pred.time.dt.month).mean(dim='time').isel(month=month)\n", + "# _plot_single_month_(obs_mth, pred_mth)\n", + "\n", + "def plot_year_month_performances(year: int):\n", + " for month in range(0, 12):\n", + " assert (month < 12 ) & (month >= 0), 'Expect month == 0-11'\n", + " assert obs.shape == pred.shape, 'Expect the obs and pred to have the same shape' \\\n", + " f'obs: {obs.shape} / pred: {pred.shape}'\n", + "\n", + " obs_mth = obs.sel(time=str(year)).isel(time=month)\n", + " pred_mth = pred.sel(time=str(year)).isel(time=month)\n", + " _plot_single_month_(obs_mth, pred_mth, month)" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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atctWlLfC2/VvFeWtJTWc8+PsPMS2wbOEwrIIl6l7rgulYik6J2RblFcoS4HRonOi2laYVEm1Eqjr3q0+I+IUkSuoVQjNGDN7nJIhr29v/fBRv1SPv/QqizyZEwI1OEqFXyGLohwC1VZbqtUqVVulOBvXsbp1Oanyd1QZbKS8iJI7keEa0e1RtVGQF6N8KinCF5+jSyJ/WWPDjioEp9a9STkWdd7j9IvokJcxxphU8IBijDEmFdpOzMbPYJvqzji6Qu3NY1XnQZ7vD67jS1h0G5dIFI/w3DBU48oS8qN6fl3p4XlkTuRv1Cy5VuD7y4/F5Te6RO5g4gzRxbEkVvWqqaoq8RXSKxklc98CKc8fu7I6Uil3fHmcFI8MNSi5n8gmUsaY48MpmUMx5kRFyqerElUVMxdrn6RcSWzcIbIkdzpIORDlZ6l7VueObWUtcj/FAb6Ycm/keVUXxxlcH6DzQSp/I2VpBKqARWnhqeuOfZstvWKMMWZOaDtDqfSIcllROlo+k2MNyR6OjZX6efzq3cVDfLmPL6s4wC5IUoifYFW6eduuvapjDt/f5EK+F1XFoUJe6p5VOXZWlPlOLuTt6uL6lHemVo237CsuQ3px22VFWK7Sq5SO49ykIJ5rPcefkUyF3bjj1TTIGBPHaRHyUoOJaWK1klkltoRWDeiyY2BkSEK2UY7tDChQJcytiA4VxSkIScVm5SypZ10YFudQlxLZ+bAVsavYY1uEKGSJt1wTyDZ1fzJcNs3V+A55GWOMSQUPKMYYY1Kh7cRVdd5TqrEdv+U5qJqyl/vZlhElr2r1bz2vVsLyfDHzo814auaFR02euzas4wMCqJzRR7bsqChZFtItkwv43NVOvsbYzpUZIWSnpufjS0TOooe3kyW0apFwi7BHUazCVdImsmGUCA1kJ+JiazWVa1HT+E7eLj/i+N3x4iFXHtNQS+XYzGmPkwvGzCKyQ5+SQFHrgFQ8IVLTTOVfVB5ExeVVDkRKvgCoqvYDKjcSKxGiWo6ra0y5BFrlDqZ1jkjfRqoSK8dPdWxUOZ1ItRmFzE2JvEo7HPIyxhiTCh5QjDHGpMLvyKGwTa3WLYzyPGt4bdw6iImFQtJ+L29X7hMyKeNiLnfpo3m7+0TLRQD1PB+zupiXn9aVzMqo6MQ4LtZL1FT3Sb7uWpHfitK8uPySREnai1BBReS1ACCjygWV8qv6BAmpFJXTUeuclOx+rcDb1Xr5AisTjuAaM5f4G2jMHCPXaSj1dBXjVvmE2LUDkWstEnV9WeD2D7yeRv9Nb/0Ib61yApH5CLl+JrLgRCHzCUoOXz3DaeRk5JIadX9Kikf1LYrV1lMFMZGSLzOV3QEc8jLGGJMSbWcopUU8ZBWHeWgr9YnugGKk7BhimwqXRfc7FqGjwhEhAyNCW61Q4a3xxbx/tsy2vi1cU12ex26lvBcla6Iqc4SXmo/0pspcJd3Sm1XCc7IaSXiLsU2DlGyLUklWvcFDhS/G0iuzy6a3xM1GzOnDaR3y+t5330of/8c992p3dzTHDZVzkmuBYks91UCtSj0jS1Fl2COyRcED+x8bClNhMHXdsc6JJPJ5RZf+zvBXQF6OWmKlypOnIfFyLOq9j23bHtsdsx0OeRljjEkFDyjGGGNSoW3IS8lgJEI+XVUWdO9h25HzeH7XvZV3Lopci5ImyVb4+sp9PJfO5fR8+GmFK+gAybMeLs7D+07OF8dcx3PLjkG+ZyUtX+6Ny0NpWRq2qRXLWbEqt6xWNqOFkqmgFrsyOvIctYz4fBVFifYof3TdsfHE4Ky3Hx3imkEEx5xknNY5FGNmGzWIxnY5VHHv0iIebDv38E+4lHJReRXVQTByO0BLpUu9N5UbiX0OIq4S3b3wOHSplEQeUzlk6hplybiSbRHElg3LNgpCxqcdDnkZY4xJBQ8oxhhjUqFtyKvexfPS0gIegwoi56GmaPN/w1PxoUt4Xpr9Bc8DQ2/c2NcxwPO2wQfpREFf4TyyHdnIj6RjQEjQi2lkpsrbDTyIj1cXYYHOA+IckcqhWTFFVnkaleuSrX6h8y0qLxMbSql1iXbSQtI+yYjtRuKi8HJqb4yZNZxDMWaOkZIckesqioeEHp3IJ+RHYi8mbrNW6xNUv6TyPLYph0Wu01D5BPGrpZyl2IWusW2UjwszkdiPvT+xXfQ9T3OxsENexhhjUqHtDCWI4WZ8OYfBJpYKxeCtvHOtm49XuIfjKKUFvJ0qCZ1YyOeo57iGtuuQXm5b7RJdIJXkyBGlnitKlkVYLiNG+J5tQpU4sqFSPS/CRKoKR9yHqjDKi86MgA6FqZBSrKeTHxXyKeLZVLtF+XSkR6o6VxpjZg+HvIw5AZFhMLGd1L0T/tPkUt6744BoFaAkUSK7OAIz6yKoHFjZhkE4XxmRx5VKxS1aXqfODDpSyu1UODBSMia69FeFOx3yMsYYMxd4QDHGGJMKbUNexX4OmleGOVCdFZ0Tx1aJMlgRR6/M4zmVKlfOlHkuXhgmkywbzo/qee7IKp4LqnDBkXP4XlROoPMA75sfEfI1Qna/JPJL+THxDCf4edWKKsejYgpsalnVo1ZMi09LTlQPqSm2yk1VRSmxClPIzpyRzZiMMbOHcyjGzCIydxAbbxfbVXqFsyN6FimbPEdkrx6lMwfE51uqwoFSzpwqd469RoUsL56tvIpA9jwS69QUSuZG3Uus9Io63nRxyMsYY0wqtJ2hTA5wSW9xxRjZkjoPd7l72AWRJaqitKPcw8PshChXrhVFJ8VJUaYCZQPK/WzrGGCbUk4eXi8PSaiqEqUsnBHKydWOuFLbSpfwSMeF5zrGO3cdAA6dGxcr6t7NNqV0rLykmhLvEx0bVVdJ9QzVeWMXAxpjjg8OeZ3mxA4m5vgROxCq0FFsKEutK5IdEiNVjqfTOloN/sq5VOGo2LzYTNo/yzBYbKfIFsxk9X0QYcMZlTtHlhcrdWaVN22HQ17GGGNSwQOKMcaYVGgvvZLneWRyD5cNd557hGx/efnXyHbl9y8n2/JVh8n2zOV3kK1LqMl99lPPIJsqWVWCdQAwtkrcX5Ft3Vv4MV327J+S7Zuffwxfj5BKUR0gVSVGbpLnpUp6ReVL1JR2bCnP7TsP8naAfo6yeZLKoYhwgaoKkl0hhdpwqImYi+pS2TOXKn/GGOdQjJlNIrsSyoF6IyceyvtFqwcxANc72VHKb2RPK/kVV0XIbogtugXGdmdUOR3V4qA4ELeeKrYcWEraiDhNrGzLdApBpFOlZGRi8yUp+0+xsjntcMjLGGNMKnhAMcYYkwptQ15JVUilLOD5a3U7L+h4y9YryBZ6ed99dy8m21fK3Elx8yO/RLZ/uIhDAD3f5RyPWtsAAPlBHk8XX8D6KYP3nUG2675/MdmKIu+gpq9q2l0Ta07UepXisFCNHRDyNSLXkpvgfUdW6Tm7lFkRuSiVa1EhBLlaVynlqs+cWlUdWQppjJk9nEMxZhZR6yVk35tCZHGC6hMttstM8EkmRtgb6BDXkue1zC07NipqHUKTTuiz5caEnL4oBJHrZyLlWOQyG5HjUQ5LK7kZibiezEzWtqjcj/r1VnL/keed6dobwCEvY4wxKdG+bFhIqqCLYziJWnW5n8s4etex0ttwgUtIhvZyjOpVuy8gW08Xl5rUihzyUsrHAFDv43sZ+g6Ht4J4DL1bRWhGdAzMiGoYFTpS++bEylXlgZT62XUKdeEVloQcy4gOeVWUBIoo81XXqCqAKpErqLv2ifOKsOHYmeJ43Sm4WMaY3xuHvIyZRVQ7YxWuUTpn1d08KkeHGFT4Z5L3lvInKvzT4pej2s03o/NdQqcu0h+Q16jydrFyLJGhMRk6apW3iywPl8SqT0eWF08rVHcM0w3TOeRljDEmFTygGGOMSYW2Ia9MNwfNL1i3jWxndHDrxF3j88lWFfPS8V7Oq+wanCf25XnbJcvuJ9vXz+J9n3j+7WQDgJuufyjZyry7RDX+UahGQrGrY+UKZVHhIvcV5TrFYbFaWuVpoOVhJrjCGzlRASRDF0o9Rewrq1SU+qqw5ee3WL5tjJkVnEMxZhZR8X/Z20VqmokDKtkQUUpcV+XFIo9R6YuTP1Htm1sRRDvqWqdo/6ycDtFqO7b9s8qryLLtyG7Zkcr+rTdWzCDXMhstr6ebf3HIyxhjTCp4QDHGGJMKbUNeSxZyouCWHavItngeS6A8ZulWsp1ZYJn7/iwvyrjq8NPI9pJFN5HtpvENZCse5DnatpEFZAOA0hKOIeQGef+6WOlbY5FXFAZ5/tr/GJZy6S5wrH/HzSvJ1sHK/qh2Cjl8kTpQcjOjK9l/6N7L27U6prSpXMsStqkSx5LIV6nciJral1ZxMilbs39kzFziHIoxs4iSVMkKGZLyQhHsV3mQDpFYmRAjsNBIQ5H3zQ4Ih0rkeGpivQmgtdhiUVIi5Xliga6QaJHSKyoXESnRMmu6cDNpFawkY37/w81ovcoD2KUzxhiTCtOeoVx34T+Q7S+3PZ9seydbSPwew46Ew1HPXs9lviq89U93XcgH3MRhugMjvfrkcjmsCG/1cLxm+coBsv30oV8l2/UTLEHz9rueS7bKfHY3MlV2GYocNZShKKUCXBhkWysPqSpCeipspSRjVPMkCJE/5VWW+kUXzR7hiqkqqJ3ipo0xs0bbAeXmp7+PZlC/2vFFi4Qb83ty/xveQN+p9R/8MH2nsuMcPKj1RepgdPJ2YZDjVqo0WZXzBhGSg9L5A5CIkF6iVJJVF0fhOAQRlksm2DuJVSCObXsQW17cqmOjNM9CKfFc45CXMcaYVPCAYowxJhVSqfK6/3trpf38Z95x1P+vWrqZttn0s/9GtktWbiHbcIXj42pmWBdT8WqLcfNVj/su2T728yeSrWMnhwv25kXNKyu54IsHLiLbwZ0sS5Md42tUq5azE3x/ea7alpIoSralVVmIXNEtciOqAig2rFArivCICJmoCqXiLg57tFLANcbMDtP+Cj5i1Q7xE/QRGeH74gWfPGrb+r6NJ0kk0JjZ4/4rI/MqQ1m57bGs+dwHaF9Z2DDBX/9ar9JEFz8T2RZfZZGXqXdwQkLliLJCO7A+IPIl4hKVsxTdVTJSU2VabadnUr97EuOQlzHGmFSY9gzlQe/j2ciCLTxMH3nuGDb+y18f9cKT1nLXxb952D+T7Y4St+P7ycCDyFbIs6syvKOftzuix83vL9pIti3P/BTZvjXO4bYLxTL2r4xxt8eb7ltHNqWKWxtnaWG1cKkuym/Loio6ViwP0F0XVZWLCqOVRchLoVbAV5by+7dmFSsLbNuziGxBxLfS6Ik9F6jvFFo819WfuvqobUMhUtrZmFnAUefTHNlm2Mw9Ykyo9seNmCGjWkCyqa7KavNslCGrUe2d1HpFx8Ye9iaSskjI7WPHLSeUilWprlp3FdvRUIWyZCQrdpV9i2Oe6KjujNFhwweOkc6lGGOMOd3xgGKMMSYVph3yWvduLv2979Nnke2cpRwLv3T+b8i2eWIN2b6+m+tvH7loB9mG+zihMLGEp9LlrJbkuOu3rJwMTqvg0q5Jsj3v3svIduv9K8imVglXRjlAnhM5BjW3V2W6quolEdNz3dlRnLfFtipsomRfVLlzTTVkEpVC23ZzW8hElA2XxTnWv/FnfA4A+IvXa7sxJlWcQzFmjrn3f72eRsy1f/shGjFDQeQnVPmuMimpFBX/LwmvoUsE10XZb0vUeYSjNZPujFJ5N7bF4kwUf1vtO5Mcygz2nVZXyQhCHfjth/nz2QqHvIwxxqSCBxRjjDGpMO2QV8+NrFdeu40D+3v6Wb7+P4Y2ke1BnfvJtvcQryX53g2PJltFrL+oLOW5b/+dunNM9UlD0n4sB2qsbXLdhm+S7aLhF5NtcJuQaBGrkdc+eDfZdg6wREvml3zTcv1F5NReNTVqsanM38gGSKph1Pw46dcgVlqjxBfZMl9ijJkznEMxpxQ31r98SqzqU50P62UOKASxRkTlS5IyO1WZSXE8kdtISiKQoRs2Sk26WsKeiFrzUBOLdlXRh1obITXlVBsdpWen5OsjbdPJd8j743qfkxqHvIwxxqRC2xnKQ65kSYjx5dw5cf3Dd5FtSSeHiTvtEVcAAA6wSURBVIZFjeo39nOJcG2M3Q3VQVB1BkxE3+3RldqNyJT59j82yKW/H/zhs8h29VOuJVt3gd0f1STx5id/lGxPuuUVZDujf5hs+4oc8qp08zlU2a/yHmQvbgDjS9lWFDdT6xBigMJbzC4QcjOioqjQyfXT+V/z52bvGy/Gsg/dxCc6CVn7d6Kiy/Ip5iTEIS9z0nKqhLcUtX72CIKqqm3ROZH2VSksEd7SYSLeLlOZzqNnV0btr5zBRNy0cpZU6wK1tkuWHLdwqvhaxL6tNo48ZtrM9AsxnRJhhUNexhhjUsEDijHGmFRoG/JavJnj3nsu5jzBgRGO64+UOO49MsFlDhsXHyRbppPntIULOJ8wuZVLcjsWsHxubUDUFwOojHOw/8M3PJts2TP4mM/qOkS2N+1eQLaF6wbIdu3wuWQbG2D5+m0HODkiHg2K/GhQ4cOhFik1DwDVJRwvyFT5AKoa6fwL7iXbliF+Ng9dtIdsW4cX8sU8YxiHrueWBsaYEwvnUMxJwW1Xzyy2eyKTFEXAXZX+qjU6ohw45EQpschPyGsR22VUuXILJX2Vj6iKohEV7Jc5isiyXFnmO5P+OMehbFiVCCvZfVlKPINnU9fL8I7Ld8ohL2OMMangAcUYY0wqtA15DbyBe76W72U5kAsuvp1sP75/PdkuWreVbLcf4ra5Z63cR7btQoZkw0N4/UtBLMG97zadQ6mKqbyiJnItL9/+dLK997FfJdu7fnsp2a7Z9kiyFfs4X1Ue54U2k0s4pqBCEkpSRUrNs5JOY39RUlqeJ+IZfZxr2TnCua3HLbufbJf03k22j1/A65wAzFkZZtqoNScQK6iNORlxDsWYOSaJlKCXsigqryIIao2HOK/KgajtskpqHno9iKJWVDcojjcTSZXYPE1kq+A55QTMlygc8jLGGJMKbf0JpZSrGvr8ZAuHt3IFdiPqwj0Y2sLnGF4kdFYEN1z4LbKtu/GPydY9rvcviZLX3Jkc5qtt4zKV7hy7RO+74xlkqwh5l2Ifu0RdnXy88kF+Dl27hQ+gTGKVsJREEWEwAMiOsKuz8CwulR6e4DKVxV0su3OgxGHHT7zsuWTLPByob75DX5Qx5oTGIS9zwnEqS6rUO+NqWcOk6rcsQlQqf9bB5wgZEcuax06M0lcrHhSeSIuclpI2kW0KRFl0rASKDsuxTR1OtraOpFU4SaEcOvWhji39VfeXE45yFsDmv5+7EnuHvIwxxqSCBxRjjDGpMO2QV1jEQffeXpYmUdz8yweTLbNYyJof5jrKi87nEtOH/PwKsi37d56e77u4xVxaVL6UD4v8TR+HEH7wvfPIplYZ92w8QrYDQ5xPOHspd64cnuRSadWlMsdpH4gUD0rcCBPl+XrOre5lYEh065zgj9CCFTwX33Oh0IfBIDIPP0ee3xhz8tF2QNn252+kWNy6a987DbEBY9pzw/995ymbL1Fsf9mb6X7XfOYq+k7JPIgqGy6IdUlF3jffwcmDinAGMuMcrJ9cUsfW1xz9W3DW27lXEtCiLFdI1WcnRA4lVmYlMtdS6RFLfgbiPm4yFzSNXz51FlVSrUqWpcS+OHe1E7j1gyeWJJFDXsYYY1Kh7Qxl43vYC8klHBLKns8xl8P7+/hkSzg0Vj0k1NGE13VggsMtyS84hlMrqAVc2qXJ9nIpxoJ+UfK6l0ubCyKCoxoRffy/fJFsL9/8UrJtH+Lwlgo7VcXK9sKg6D8u3lkpRDcRkHnwCNknB/h9TgZ45f6yDVxKfM/gYmycxyrSBlj9jzwbUY2zTjTOeqeekRgzFZcNn+aowSQNPvvoTx/9M3mKSKccDxK1aFytnhcORv8CIY9U4a+1WgNW7GKHanKUc5Ad+zkGo6R9AKAuVsBX53FcJyfkjGJDSjUhVZOIWEt+JLKbpRIqmOEgr+OBceduxYkW3lI45GWMMSYVPKAYY4xJhbYhr8pq7vSyeBGHSAo5ntImYiVs7k6WMKmsFJ0Bx3iKvfVW7thXWytKJALfUu99eonryHqeO4/czbmDbrHqdXIRz1XrnRzXed2dl5PtJRt/QbZP33Yx2ZJ5fOLcLr5mWfUiptKVBVz9s3bekNgZuHzTd6X9fd99jrQbY4xzKGZabHvVlSd8HPdkIwjF4EIvLyS6aOU2svXl2OnbMsptlO89sJhsk2NcZKEKQSaXsCOSHdfBDVXaXNwf13taluqqc6hSW6VKrPITkQrEM0Xp5ik5FgC49cMnfm4kFoe8jDHGpIIHFGOMMakw7ZBXb5Gn2Fv3LSJb9xae802cwcH+jl28Xd82nqte8abryXbTEZbNv/c3G8mWH9W1edm7eDytdPF2Yxt4jj3/1/zoxp7I62xGf8Khhk+sfwLZMsMi97Mjbn1JnpfOyNJKtb5nz6DQYwHwk+4HSfufSqsxxjiHYsysEnI8qGfFQL964QDZVL5Esa7nMNnu2sOtts9es5dsh8e5cObA1gVkU7mSxguiWEWlUISt+2zWvRsa4JW8hR2c+1FS7qpYRXV7jEbdcot1JEomPzZHdDLjkJcxxphUaDtDOXf1HrLdefNasiUdojJkoZBA6RbuwQCPaSOr2BX4yu6Hke2KlbeQbfswh2oGztHeVEZcTudD2TPs/il7aCVWY8ELN24m25fvuYRsYZRdlUyJr7HEaizSy8mK6hG1b0YIBJb3sEcKAPd2c6jOGGPa4ZCXMbNIJi9CXjn2bFZ0D5JNtVFWkiqKZ228nWyqvDifFV6WkIGpLNI1sErpeM0y1nvb9YsVZBu/TYTWVnKYT5bfxpYDi5iMDIPFhrdaPX6xrXL8TjUc8jLGGJMKHlCMMcakQtuQ15YBnhJjNZdThCqPS/UqB/v75rMy6ng3V2w8Zs1Wsv3wLs6NfPRnzyVb5vmsK1+4haX0AaBrP89LR0s87Vbq9x2XcCXNjgmRazmD57lZUSL8mCfcRrYVHVz18vXPc06mLG6vJFY3Zw6wfv11L/gb3hnA29Y8StqtGmyMaYVzKMbMIoUiF0acOZ/zJYqMFG1jZ64qtNz3TPbjKxd/7KiI/6U/ei15VGXhCGb7WQamNsSOIAAkZa4H3r2N8yU57vwt8w65u0QTH7WrKFZR5cpBxGSUwyg7T0ZdSfPc4vHUAdz+/lNHZkXhkJcxxphU8IBijDEmFdqGvCa2c5lisoCnv/ntPC3NnM0y90uuZj2Q+17OlzBa5e3ufOonyHbB1a8lW28P53h2r9BrLSYfwveS28Ly9ZV+nouXf8v5pVs2ihW8g3x/3Tt51vvjZBPZav0cHhEpJ5QX8Jw9iHbENbEO6MW//GM+IIB1S/ZJuzl5edHNrzjmgxwXTjImFudQjJlFlon+M6t6uPhC0SEWMkzWRMtesWJXrVfpyvHxNsznNSP3i6j//rEWkvSRRRtV9tukXIlaIyIX94qcjMyDRK4liV6b0opptPY9lXDIyxhjTCq0naHURbOdrLCVlrGnk7+Xw2V738je2QtW30q2r/7qEWQrrmOP6OrXfJJs1xy8iGx76kvIBgCdv2E3aWI5u1gqzFctsZsU9rFU8eKz2eOb3MD3UjvEYbniPrGdiFLkRtkvyHGFNsbWsds1eaQDHfPjRAeNMaYdDnkZ3H3ZX/Fk/rI5uJDTgETEYXqy7LAMqD4KgoxS9xXnKIu+B+WaWCuW5bjTpoWsSjw4JmJWAEpH2OOpdfI1hqpozSCOJ6JyqPQKncAMHy+r/KTIUJQKqymx51aHO5W6ME4Hh7yMMcakggcUY4wxqdA25LVwLVefjIzxlHbeMg7YDxS4Mc74Ds6rfO3Iw8n2uE33kO3pd13KtqV3kO2Hd3HHxhVn7ScbABw+sIxsxZXc/nBynGt1g1BgLQzwPHloCYcGHrz0ANlu3Sn0U8R8urSY8yBdu/i8E2fz/HzDmQf5gMYYkxLOoRgzi2QznCmIzZeo3IjOoXDgoUdonYyDHaVYOfwz5rFmHgBsFzkUlRxJRHGPqvOVlyNs5ZV8fx1beT1bomTlRcmxUrmpKbWZ0zJT0hqHvIwxxqRC2xnKi9dwR8Sv7TmPbLsPcnvARC18ygv3YIwv4cd3byDbqjNZ3fecjt1ku+bxvKL+zff+AZ8XwOQSdkNW9nHIa8fQIrJlD7VY2HUM4U4O/d06wF7cr1/wv8n2sBtewwcc5/BWhU+BR6zbSbbhx7YIeVlB2BiTAg55GTOLLOpgaSCFCj2pUFY9sgxWyRn15SfItrzIa8X2lPqjrg+AXIouV7ZP8v4qzKT2LRwR7bIzHI8qbeA8YjjAz6EojqdWyuf4cQEAfnualggrHPIyxhiTCh5QjDHGpELbkNc12x5Jtleu/xHZPjD0NLI99FzOb9yxfynZqhWe015xzi/Jlhdz0M3ja8i2tsh5gkuXczdEAHjlOdeS7WE3vpo3zAgJGqHmW+0R0/3FooSkzvteIlR/s528arlrIZdoL+rhvM/Yn3BeK3v2fNTu5JJsY4xJA+dQTjNurH/Z8d45ZPcYrzdSpb+KopBFWVDkwL7Kb+Rkt8f0UR0R6x2ivUItLjiiHk2S4/srDIq8CtfSoNbHz3CiwE5t117RCbMLuOPdzpe0wyEvY4wxqeABxRhjTCq0DXm9cPVmsm0eXU22RyzfRbZbdqwi2+J5HOs/byHnWg6WeWHF2d2sePrLoTVsG+Trm6zp29wnyiE/8bjPku36oYeS7Rsd55Itez9L0AfRzbK8gtVlR/awLM3i1QNkW9PPcjiDZaHw+vfjyP75716BvfbvPtQy3rL11W/09N6Y34NNb/mI/F7d/oFTO2TmHMopzPW3v+eU/vCejCj5+iPjrPeWzXLeoSMn4v9VXmC7smeQbNU65wnuH+Ykw8JFvE7m57vZSRsf1PL1ki4uqKmKRc6hJAImBX4O2WG+l6rwnZIJ/nkLoiAG3fxcq51KZ8X8LhzyMsYYkwoeUIwxxqRCSJT8pjHGGDNNPEMxxhiTCh5QjDHGpIIHFGOMMangAcUYY0wqeEAxxhiTCh5QjDHGpML/A6wukEUpRUlfAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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mDRKoXJe4MolIvylgJPX600QGkFEAQ6ZB9TvWwpkikhYUMJJapgmRftZgAMrmQrAJDm9PTLlEpN8UMJJa0SCYsf7VYMCqwTi9cFA3IRNJFwoYSa2OWfz9DRinC4rGweEd/S+TiCSEAkZSqzNg+tlEBlA8AVprtTaZSJpQwEhqdczA728NBqB4orWtUz+MSDpQwEhqJTJgcoZZS/6rmUwkLShgJLU6mshcCQgYwwEFY6BhX/+PJSL9poCR1EpkHwxA7nBoOQTRcGKOJyJ9poCR1OpsIvMl5ng5wwETWmoSczwR6TMFjKRW2A8un9W8lQi5w61tU3VijicifaaAkdTq7zIxx8sqtm5cpoARSTkFjKRWJJCYDv4OhgNyhylgRNKAK9UFkIHl92viG6F17cKR8R0w7E9c/0uHnOFQoyVjRFJNNRhJrUTXYACyh0K4FfxHEntcEekVBYykViRgdfInUmaRtT2yJ7HHFZFeUcBIaoUDiW8iy2oPmPrdiT2uiPSKAkZSp+NeMKrBiJyWFDCSOmF/Yu4FczyXDzzZChiRFFPASOoEm61tomswYNViFDAiKaWAkdQJNllbWwKmWAEjkmIKGEmdQHvAJLqJDKyO/sZKLXopkkIKGEkdW2swRWBGoXF/4o8tInFRwEjqBG2swWQUWlvdG0YkZRQwkjoBG2swvnxr23Qg8ccWkbhoLTJJHTubyDLyrO3W56zVAgDm3Zj484hIj1SDkdTpGKac6Jn8AE6PdZdMf2Pijy0icVHASOoEmsDpTdzNxo7ny4NAgz3HFpFTUsBI6gQb7am9dPDlQ0A1GJFUUcBI6gSaEr9Uf1eqwYiklAJGUifYDC6vfcfPyIdgC8Qi9p1DRHqkgJHUCTbZMwemgy8PMI8OhxaRpFLASOoEmuwZotyhYy6M+mFEUkIBI6kTbLY5YNrnwqgfRiQlFDCSOsFm+0eRgQJGJEUUMJIasSiEW+2twbgzwOGCQLN95xCRHilgJDXsvNlYB8MAb87RJWlEJKkUMJIayQgYAG/u0XOJSFIpYCQ1khYwqsGIpIoCRlKjM2BsnGgJ4MtVwIikiAJGUsPOlZS78uZCqNUaVCAiSaWAkdSw814wXXlz2s+nfhiRZFPASGoks5O/6/lEJGl0R0tJjf4GzLoH4tuvswajfhiRZFMNRlIjaZ387cvFKGBEkk4BI6kRbAZPtn13s+zgUR+MSKooYCQ1gk1Hm6/s5HSBO1NL9oukgAJGUiPUkpyAAU22FEkRBYykRrA5yQGjJjKRZFPASGooYEROewoYSY2OTv5k8ORASAEjkmwKGEmNYPPRSZB28+ZAJAhhf3LOJyKAAkZSJVmjyODoeVoOJed8IgIoYCQVTDP5fTAArbXJOZ+IAAoYSYVwG5gx1WBETnMKGEm+jhFd3iR18nfWYBQwIsmkgJHk6wyYvOScr2O0WouayESSSQEjtghFYj0/2TGrPllNZE63tWqzajAiSaWAkYQJR2Ns2HuEe1/dyfRv/Z2VW2q637GzBpOkgOk4l/pgRJJKASMJ8cq2Q/zn8x/wxw2VtIWijC3J4l9+v4GXt3bzoZ6qgNEoMpGkUsBIv1U1+Fn5/kFGFmbymbPG8G8XTOCxzy5mUmkOn314Pa/vOO6DXTUYkUFBASP99tr2WrwuB1fPH8nYkmwMwyAvw83DNy1kbHEWn/ntOlbvrDv6gs6ASdJM/o5zqQ9GJKkUMNIvh1uCbK5qZNHYInxu5zHP5Wd6eOQzCykvyOCLj28kEI5aT3R28idpmDJYNZhAo7VkjIgkhQJG+uX1HbU4HQZnjivq9vmibC/fvXw6BxoD/GHtPuvBYDM4vfbfLrkrzeYXSToFjPRZkz/Mhn0NzB1VQI7P3eN+S8YXs3hsEfe8vJO2UCS5y8R06JzNfzC55xUZxBQw0mdvVhwmFjNZOqHklPt+6cKJHG4J8tDqvRBM4t0sO3T096ijXyRpFDDSJ/5QlDV76plRnkdhlueU+88bXci5k0q499WdhP2NKazBKGBEkkUBI32ybm89oUiMcyaeuvbS4UvLJ9HQFubgodrkjiAD66ZjoIARSSIFjPTJtppmhuX5GJaXEfdrZpTncdG0UpoajxByZdlYum44XeDLVx+MSBIpYKTXQpEYe+vbGD+k98OM/235RDLNNnY1peBXL3uI5sKIJJECRnptT10r0ZjJ+JLeB8yk0hwKXQG21EUJR0+yIKYdsoeqiUwkiRQw0ms7D7XgdBiMKupbM1cWfmpDXv62uYfFMO2SPUQBI5JErlQXQAaeitoWRhVm4nH1/PfJ79fs6/bx8Xv+wIJYCNPp5ufPvsmHP2RXKbuRpYARSSbVYKRXWoIRDjQG+tT/AuCMhQAYmW2yrTWTzUeS+DdO9hAINUOoLXnnFBnEFDDSK7tqWwAY14f+FwBnzFoLbEyOidcR48GK+Eeh9Vv2EGurkWQiSaGAkV6pONSCz+2grKBvweCMWgHjcns4u6iRZ/f7qAsaiSxiz7JLra2ayUSSQgEjcTNNk4raFsYWZ+Mw+hYKHTWYqMPDRSVHCMUMHt2VpFpMTnvANB9IzvlEBjkFjMRtX30bDW3hPve/QJeAcXopzwhx1pAQv9uVQSQZI5Zzhlnb5iSPXhMZpBQwErc3Kg4D9Gn+S4eOJrKow1qq/4bxbdT4nbxQnYSl+zMLweFWDUYkSRQwErc3Kw6Tl+GmKPvUi1v25GgTmQ+A84eFKMuM8tDOJDSTGYZVi1ENRiQpFDASl2jMZNXOOsa33xK5rzprME6rxuI04BNj/ayu9bCjyXmylyZGTqlqMCJJooCRuOw41ExDW5ixJf1bpNIZCxDDQcw4Ov/lqjF+PA6T3yWjFpNTqhqMSJIoYCQu71U2AlBekNmv47iiQav20qUWVOQ1ubQ8wJN7fbSEbR6yrCYykaRRwEhc3qtsIMfr6lf/C1h9MB0d/F1dP85PS8TBU/t8/Tr+KeWUQrARQq32nkdEFDASn02VjUwvy+vz/JcOzliQqPPEEJldGGFGQZiHdmZgmv06xclpqLJI0ihg5JRCkRgfHGhmZnlev4/ljAa6rcEYhlWL2dHk4q1ad7/P06OcodZWASNiOwWMnNK2mmZC0RgzEhEwsWDnCLLjXTYiQL4nxm/t7OzvrMFoJJmI3RQwckrvVTUAMKs8v9/Hcka774MB8Dnh2jF+VlZ52d9q069mR8A0VdtzfBHppICRU9pU2Uh+ppvyPi5w2ZUzFiTSTR9Mh+vH+TEMeKiif6PVepSRD95caNxvz/FFpJNuOCan9G5lIzPK8vo1wRIA08R1XB/Mmt31J+y2MN/DI7uyOCtrPz7n0R7/hWMK+3f+DnkjoEEBI2I31WDkpALhKNsPNiemeSwWwMDssYmsw4eG1NMWdfJqXf/7fLqVP0I1GJEkUMDISb1/oIlozExIB787bN2srKdO/g4TswOMz/Lz/KFCYnYMWc5TwIgkgwJGTuq9/VYHfyKGKHsizQDdzoM53sVD6jkQ9PBuU/+WpulW/ggINEKgKfHHFpFOChg5qfeqGinJ8VKa2/8Z9u6INXs+6jj1agALC5opcIf568EE9bt0lTfC2qoWI2IrBYyc1KbKRmYmooMfcLfXYCKOU4eVy4AVJUd4rzmLff4E3ysmf6S1VUe/iK0UMNKjlmCEitqWhPS/QPx9MB2WlzTgdcR4ribBtRjVYESSQgEjPdpS1YhpJqb/BcAdaQ+YOGowANmuGOcXN/BmfS6HQwkcUZ9VAk4vNOxL3DFF5ASaByM92lRlLdE/o6z/Q5ShS8DEWYMBq7P/b4cK+OvBQi6ZFElIOXA4rI7+hr19e/26B479ed6N/S+TyGlINRjp0XuVjQzL81GSk5g+EE9nDSb+Jf9LvBHOLGziH4fzaAwl8F4xReOhbmfijiciJ1DASI+2VFtL9CeKO9JshYvRu1+7Dw+tJxBz8siuBC6CWTwB6iogFk3cMUXkGAoY6VZbKMKuw61MG56bsGO6wy1xjSA73ujMILNyW3igIoNAovKgeCJEAuroF7GR+mCkW1trmjFNmDoscQHjiTTFNcmyO5cNrec/dozkqb0+rhkb6H9hiida28M7oGB0z/sd398iInFTDUa6taXamuU+NYE1GE+4+aQrKZ/MtJw2ZhSE+dX2TCKxBBSmM2C2J+BgItIdBYx06/3qJvIy3JTlJ67fwx1u7nMNxjDgc5Nb2dPi4s+VCRh0kFkIGYUKGBEbKWCkW+8faGLqsNyEzODv4Ik096kPpsPy4SEm50X42QdZRBOxCGbxRKuJTERsoYCRE0SiMbYeaEpo8xiAJ9z3PhgAR3stZmezi+cTUYspmQiHPgDTjiWbRUQBIyfYfbiVYCSW0BFkmDHckZY+98F0+FB5kHE5EX6+Nav/S/mXzQV/PdTv6ueBRKQ7Chg5wfsHEt/B7460WDcb62fAONtrMVsbXaysjn/CZrfKF1jb/Wv7dxwR6ZaGKQsAv19zdF2u5zcdwOUweHv3ETbsbUjI8T1hK7T60wfTcXvloSaUejO4e6OP/GANx3cTxX1r5ZLJ4M2FyrUw+5qT7xsNQctByBoCrgSv7ixymlLAyAkONAYYmuvD6UhgB384/puNnYrTgH8qrePevcNY15jN/PyWvh3I4YCyObD/7ZPvd+h9eO9xCDSAwwmzrrWa10TkpBQwcgzTNKlu9Cd0giV0uRdMAgIGYGlRI8/UFPJoVQlz81qIKwu7mzRZvgBe/xEEm8Gbc+Lzh7fDut9YNZdJF8P+t2DjI+DJsmpAItIj9cHIMZoCEdpCUYYlcP4LHG0iS0QNBqwbkl1ddpjKgJdX6/qxXtq4ZWDGYNvzJz53ZA+su99a3n/x52HEAlhwC2QVw+Y/aR0zkVNQwMgxDjT4ARiel5gg6NDRRNafPpjjLcxvZlymnyeqiwnF+ticN2KRdYfLjb8/9vFICP54k/X9/JvBk2l97/LB5A9Da63VdyMiPVLAyDGqG/0YQGluggMmktgaDFiz+68tq6Uu7ObvtQV9O4jDAbOugV2vQGPV0cdX3gVV62Dm1ZBZdOxrhk6H/FFQ8Q+r9iMi3VLAyDEONAYozPLgdTsTelxPuIkYDqKOxI7Amp7bxszcFp4+UERbtI+/zrOutm4h8JcvWc1eb/wY1t4Hiz8Hw2efuL9hwOil0HZYc2hETkIBI8c40BhIeP8LWJ38YXc2J4wpToBry2ppiTp5pibO4cnHKxwLH/ov2P48/PcYePHbMO0KuOA7Pb9m2EyruWz/mr6dU2QQ0Cgy6RQIR6lvDTFvVB+bm07CE24m7OpmlFYCjMkMsqSwkb8cLGRZUWPfDrLgZnC6oXojlE6HeTedPAydHhg+ByrfhmALeLP7dl6R05hqMNLpQKN1n5VhCe7gB6uJLORO7NDnrq4rq8VlmPx6X2nflxab+yn48E9g/mfiq2mVzYFYGCpe6OMJRU5vChjpVNUxgsymJjI7A6bQE+Gaslo2NWfx7P4kzbQvHAuebHj/2eScT2SAUcBIp6ojbeRluMnxuRN+bE+4iZBNTWQdlpc0MD7Tz3+8m0NjKPF9PScwHFA6A3ashHAC7rIpcppRwEinqga/LbUXAG+ogaAn35Zjd3AYcPOoGo6EDO7e1Mc+kXUPHPt1KqUzIdRiDXMWkWMoYASwOvgPt4QSegfLTqaJN9xIyG1vwACMzgzy6fF+/rA7gzW1ia+JnaBogtVMtuPv9p9LZIBRwAgA1e39L+UFdvS/tOAwI7bXYDr867RWRmVF+NyaXA75bf4Vd7qs5Wa2/103LhM5jgJGAHs7+D1ha8n/oLsfa4b1QpbL5FdnNtISdnDrW7mE7J5sP/EiaKqCg5ttPpHIwKKAEcAKmPwMN9nexE+N8oasuSlBT+Ln1/Rkcl6UH85rYn2dh+9utHmOyoQLre22v9l7HpEBRgEjAFQd8VNmQ/MYgDd8BIBQkmowHS4dEeSzE1t5eFcmj+9J/NyeTtlDYPgZmg8jchwFjNDoD1PXalMHP9YIMiBpfTBdfWV6K2cNCXHX+hye2Wfj/JgJF1qz+tvq7TuHyACjgBG2VFlNWLYFTLi9iSwJo8iO53LAPYsamVMU5va1efxqW6Y9ffHjl3ZQZtwAABhVSURBVFsrK+98yYaDiwxMChjhPZsDxhNqwMQg7LZ3omVP8jwmDy1t4JLyAP+5KZvvvJtNNNEhUzYHMgqtSZciAmixSwE2VTZSkOkm04YOfgBvuIGgOw/TSOwtAHpVBif8bGETwzJi/HpHJu83uPj3WS1Mj2cyZTwcThh/AVS8CLGYdZ8ZkUFO/wqETVWNttVewOqDCaWg/+V4DgO+MauF/57bREWTiw//o4CvrsvhUCBB/wwmXAhtdVD9TmKOJzLAqQYzyDW0hdhX38aKaaW2naOjBpMuPj4mwIqyIHetcfCnvYU8s8/LooImzilqYkp2G47jljFbOCbO+8yMPx8wrGay8rkJL7fIQKOAGeQ22dz/AlYNps1nX4D1RZ7H5PryWi4obuCZmiLeOpLDq3X5lHhCnFXYxLz8FsZmBk4Im5PKLITy+dayMcvutK3sIgOFAmaQS0bAeMIN1OdOtu34/THMF+afR9dw48iDrD2Sw2t1eTxTU8RTNcUUuMPMzWshmgWLSsLxhc3EC+Gl70HzQcgZanv5RdKZAmaQ21TZyKiiTDI89nXAe0ONadEHczJeh8nSoiaWFjXRHHHwTmM26xqyeb0+jxdfc1CaEeWyEQGuGBlgSn605wNNvMgKmBf+HUYuOvr4vBvtvwiRNKOAGeTe3d/AGTbcIrmDMxrAFQukZA5MX+W4Ypxd1MTZRU0EYwaNnlKe2efj/h2Z3Lc9izNLQtw8sY1zSkMn1mqGTofcMjj0/rEBIzIIKWAGsf31bVQ3Bvjs6Dg7sfvAF6wDIOApsu0cdvI6TIZEDnDzcLh6iIOXD+fz/KECbnwznzJfkCtK6yiN7MVhGFy7cKR1q+WJK+CdhyEasVZbFhmkNEx5EFu721rWZEG8o6T6wBc8DEDAOzADpqscV4zLSuv52fSdfG50NU7D5Od7hnPPyxVsP9iM2bFEwMSLIBqCuh2pLbBIiunPq0Fsze468jLcTBqawzv7Gmw5hy9k1WD8SQyYNbvtXQ/M5YClRU0sKWxi9ZEcfndwNA+u2sP2g81845KpTB1zDjg9cHATDJlia1lE0plqMIPY2t31zB9diKNXY3F7J6OzBlNs2zlSxWHAksJm/m35RC6dOYwPDjRx6c9e564/7yBUNAVqNlvrk4kMUgqYQepgU4A9dW0sGmtf8xh07YOx9zyp5HI4OHNcMa98eRk3LB7No2/v51s1iyHYROTI/lQXTyRlFDCD1Fu7rA9+O/tfwKrBBNwFmA63redJB3mZbr592TSev30pdXkzCJtOnli9nReqPUf7Z0QGEfXBDFJrd9eT7XUxdViurefxhQ6fFh38JzNu3xPWN04rrCcCvzob6l+fxDlNazlz1bUsrlnDl1dMYm5vh4Qfvxin5tPIAKKAGaTW7K5n7qgCXE57K7EZwcP4T8P+l+4cP7igOHs845re567Sdfy4chEf/eUqxpdk858fncH87oaGJ2plZ5E0oYAZhA63BKk41MJH5pTZfi5fsI7mgpG2nycdHcmZRAwHlzjfwr3iU6zZXcdrOw5z5b2rWTC6kOsXj2LFtFI8ru5DvrvRcDuj+0547NqFg/P/r6Q/Bcwg9Hb7B1fcqwT3lWniG0Q1mONFXRk0Zo+juHEzXqfJ0gklLBxTRCQW48FVe/j8H96hONvDx+eN4GNzyxmb6gKLJJg6+QehNbvr8bkdzCizd/kWd6QFVyx4Wg5Rjtfh/Fl4Is2UHl4NgMfl4DNLx/LqV5bxwI3zmT2igHtf3cl5//Mql75YwH3bMqhu0z9LOT2oBjMIdfS/9NQ0kyids/gH6DIxiXAkZyJhZwZjK5/mQMlZnY87HQbLJg1h2aQh1DQG+PN71Ty36j1+sCmHH2zKYW5RiOkZJosKmin0RFJ4BSJ9p4AZZBrbwmytaeJfz59o+7k6JlkO1iYyANPhoi5vBuUH/0FG4BB+3xB+v+bEfpRMj4uvj91JTdBNRa2frMbtHGzI4O6qM8jKyuXc4gYW5jen4ApE+k4BM8i8vace04SFNk+wBMgMHATA7xti+7nSWU3RAobUr2Pi3kd4d9K/9bifEYuwqO4vXN643nrADXfxe34Z/ij/s+efeMARZXpDJYvHFlOa50tS6UX6TgEzyLyy/RA+t4PZI+xfPj/LXw1Aa8Yw28+VzoKeQvaXLmfCvsd5f+ynCXdz+2h3uJkpe39HTtt+DhQt4kDRmRhmhFEHX+DzTY+zsLSFe8KXsmq/i7f3HGHi0GzOGl/CuJKsFFyRSHzUmziIRGMmf9t8kPMmD8Hntu8GYx2yAtX4PYVEnfbdLXOg2DLuZlyRNmZv+8kJz3lCjZz39i1ktVWxo/yj7Cu9kLA7m5Annx3lH6UudyoLGv7K10pWc8eKySyfOpSqhgD3v7mbX7yyk5e3HdJKAZKWFDCDyNrd9RxuCXLxjOTUKLLaqmnLGJ6Uc6W7htxJbB1zAxP2/5Gyg690Pp7pP8D5a28iv2kbO0ZeSX3etGNfaDjYVXY5fk8hY6ueJdcRYNmkIXx1xSSumF1GWyjCjQ+8zcfuXc2qnYeTe1Eip6AmskHkr5sO4HM7OG9ycvpEsgIHOJJj/2CCgWLThNsorVvD0nf+ja2jryfq8DBx36M4YhFenftzsvxV3b4u5nCzq+xypu5+gJkVv2DDlK/idjqYP6aQM0bl4zAMfv5SBdf+3xqWjC/iqysmMysJTaAip6IazCARjZk8v7mGZZOGkOlJwt8VZowsfzWtGfavFjBQRJ0ZvLjgfqqGnM3kPQ8xbef/UZ87leeXPE5NyZknfW1L5ghqC+Ywce8fyG3e2fm4y+HgukWjeOUr5/LNS6fywYFmLr/nTW59eD0Vh1rsviSRk1INZpB4e09ym8d8wTqcsdCg7+A/XsSdzetzfooz0oYzFibkObHDvyf7h5xHfvMO5m79b16ed691e+Z2PreTm84aw1XzR/Dr13fxf6/t4u9barh8dhlfOH8CY4o1GECSTzWYQeKvmw7gdSWxeaxzBJlqMN2JujJ7FS4AEVcmm8bfyrDDqxhe+3q3+2R7XfzrBRN57avL+MzSsTy/+QDn/88rfPHxjeyqVY1Gkks1mEEg1qV5LMubnLc8W0OUT6lzmf9e2DHqaibsf5wztv6QmuLFxHq4z05RtpevXzyFzywdw69e3cXDb+3lqXequGDKUG5eOpb5owswDPvuZCoCCphBYd3eI9Q2B7l4ZvI+7Ds6rFs1iiyhYg43GyZ/hXPX/wsT9zzC1rGfOun+Q3J8fPPSqfzzOeP43eo9/PqN3bzw/kHKCzJYOKaIGWV53S4ZpBWaJREUMINAR/PY+UlqHgPIad2L31NIxKW2/0SrHnI2VSXnMKPil+wbtgI4dRiU5Hj54oWTKMzysmHfEVbvrONPGyr5y6ZqZo/IZ96oQobna76SJJYC5jQXicZ4fvMBzp1UkrTmMYD8lgoacyYk7XyDzbqpX+OSNz7Cgi3fhXP+fEyH/8l4XA4WjS1i4ZhC9tS18faeetbtOcJbu+opzfVxxsh8ZpVriLMkhgLmNPfce9UcbArykTnlyTupGSOvZScV5R9N3jkHmdbMcjZOvJ15H9zN2j/+DxUjP96r1xuGwZjiLMYUZ3HpjGG8V9XIO/uO8PzmGv62uYbXdtTy4VnDuWhaKQVZHpuuQk53CpjTWCQa43//UcGUYbksnzI0aefNbqvCFfXToBqMrbaPuobhta8z94P/oi5vOkfypvbpOJleF4vGFrFobBGHm4O8s7+BPXWt3PnkJr759GbOmlDMxTOGceHUoeRnKmwkfgqY09gzG6vZfbiVX10/F4cjeSOG8lu2A9CYMz5p5xyUDAerZ/0nF735cc5Z/3lWLn6EtozSbken7Rx5ZVyHLM7xsnzqUK5ZMIIt1U08+241f3nvAF/d9h5fdxgsHlfEimmlLJ86lKG5WtFZTk4Bc5qKRGP87KUdTB2Wy4VTk1d7AchrrgCgMVsBY7egp4BX5t3D8rc+ybK3b+EfC+9PyHH/sHY/AKOLsrjt3HFUNfjZUt3E5qpGXt9xmG88vZnyggyunj+CZZOHMHVYroY9ywkUMKeppzdWs6eujfuun5v0f/j5zTtoySgj4spM6nkHg55qJ6/O/TnnrruV89d8mp1llxN25ybsnIZhUF6QSXlBJhdOHcqh5iAfHGjigwNN/Gjldn60cjtDcrycO6mEcyYO4cxxReq3EUABc1rqqL1MG57L8iTXXgCKGjdzJHdy0s+bzvoyqbI3agvn8sq8X3Duun9h6u7fsnX0dQQ9BQk/j2EYDM31MTTXx7mThtAcCLPjYAvbDjbz7LvVPL6uEgMYnp/B+CHZjCvJZlRRJp88c3TCyyLpTwFzGvrThkr21rXxfzfMS3rtJautkmx/FVtHX5/U8w5mXcNr28hrmLzvEabs/i1bR19PwFtk67lzfG7mjCpgzqgCojGTqiNt7KhtoeJQC6/vqOXV7bW4HAZ/31LDkvHFnDnOmtzpcmqVqsFAAXOa2VLdyHeee585I/O5YEryb1U8tG4tADVFi5J+boHWzDLeH/1Jpux5mCl7fssHo28g4C1OyrmdDoORRVmMLMri/MlDCYaj7K5rZeehFupaQ/zw79sAyPG6WDi2kEVji1g8rogppblJHYQiyaOAOY0cbApw04PryMtw88vrkt/3AlBatwa/t5im7LFJP7dY/L6hfDD6eqbs+R1T9vyO98d8KiXl8LqdTC7NZXJpLtcuHEldS5DVu+pYtbOOVRWHefGDQwAUZLpZOKaIBWMKWTCmkCnDcnEqcE4LCpjTRFsowk2/fZvmQJgn/vnM1AwhNWMMrV/LwcIFcc8sF3v4fUP4YPR1TNnzEJP3/I7dZZfhzyhNaZmKsr1cOnM4l8601qerbvCzemcdq3fVsXpnHX/bUgNYNZzZI/M5Y0Q+s9tXFijK9qay6NJHCpjTQCgS4/ZHN/J+dRO//uQ8pg5P3Aii3iite4uM4GGqhpydkvPLsfy+oWwb9Qmm7HmI896+hRcXPkDQ5j6Znvx+zb4en5szsoA5IwtoaAuxp66V3Yfb2HGwhTd2HMZs3yfX52Joro/SXB9Dcr1cNX8ko4syKcnxanh0GlPADHCrd9bxzWc2U3GohW9/eCrnTU7+qLEOE/Y9TsBdwP6hy1NWBjlWa8Zwto28hon7HuO8t2/mpQW/sWV0WSLkZ3qYnelh9girfMFIlKoGP1VH/NQ0BqhpCrBqVx3RmMmfNlirdWe4nQzL9zE8L4PSPB/D8nwMyfUxNMfLkPZAKsnxqsktRRQwA9Sh5gB3P7+VJzdUMaIwgwc+NZ9lSVwt+XiZ/mrKDr3C1tE3EHNqDkQ6ac4axatz/5dz1n+eC976FC/P/xVtKW4ui4fX5WRscTZji7M7H4vGTBraQswckc/eulb21rVxoNFPdUOAN3Yc5lBzgJh57HEchrWadGleBmX5PsryM6yvgkzKCzIYUZhJdhIXgh1M9H91gAiEo2w/2Myr22p5edshNu5vwOkw+Nyy8fzLsvFkeJzdvu5kTRMJY8ZYuOnbxBweto+62v7zSa8dLF7MK/N+ydkbvsCK1dfwxuwfUls4L9XF6jWnw6Ao20vVET8uh4NxJdZcmw7RmElrMEJzIEJTIGx9+cM0+iM0+cOs3V1PQ1uYyHEplJ/pprwgg/J8K3SG52cwPN/HsLwMhuX5KMpWLagvFDBdmKZJzISYaRKNmcRME9MEs/05awuYYLa3Dpvtv6cm1us6XhONmUSiJpFYjGjMJBSNEY6ahCIx6ysaJRiOEYzECISj+MNRAuEYa3fXE4xY3wfCUZoCYY60hWkNRjrLWV6QwefOm8A/zR7O2C7/uFLBMKPM3vZjhtWtZu20b9KmG4ylrUNF83lh0e9YuuFfuWDNp6kYcSWbx9+C35e6ZtVEczoMcjPc5Ga4KaP7+9uYpklrKEpDW4j61hANbWGKsj1UNfipqG3hle2HCIRjx7zGYViDFEqyvRTneCnIdFOQ6aEg00N+ppvcDBe5Pjc5PjfZXhc5PhfZXhdZXle3N3QbLNIyYMz2D/ioaRKOmkTaP5zDUesDORSJEYxE8YeitIWjBEJR2kJR2kIRWkNR2oIRWoLH/uwPR9lf39Z5nEjMtL6iMSsYYhA1zVMXzmYG4HU78LqceF0OcjPcTCn1kZ/poSjbw7iSbLK9rtTdcdA0cUVayQrUUNTwHhP2P0FR42Z2jPg4FSPiW1BRUqcxZzx/W/IYM7f/nIl7f8/YyiepKT6TmuLFHMmZRGvGMILufKKuDEyj+1rxQGcYBtleKwDKC44uZzRteB5wNICsmo/11RyI0BK0trtqWzo/b44Pou54nA6yvE4yPR2h4yTL6yLL4yLT6+zcZrqt5zI8TjI9TjLcTnxdvrwuB16XA4/LgdvpwOUwcDkduJ0GDsPA5TBwOoy0GvSQ1IB5edshbnt4Q+df/2DVAMz2GkFH7aG/n/OGgfWmeaw3MsNtvWFet5Nsn/WGuBwOXE7rDXEZBg6H9SY5HOAwDAysbcfxwPrwp/25ro93cBhG52NO49jjdbz5TocDp8M4pgxupwN3+y+Lq/2XJV1N3fVrZm//386fmzNHsnrG99hdfnkKSyW9EXFlsWHqHWwb/Qkm7nuUETUvUlb72gn7xQwnjdnjef6sP6aglKnTNYBOdZfPaMzEH44SbG+FsL63/hDuaIno+IPY2sZoCkSobQ4SjMQIR2MYhkFLMEIocuqwiq/81meOwwADg/b/MDp+7uIX181h2ST7+m4Nsxef5oZh1AJ7bStN/xQDh1NdCBvp+gY2Xd/Apuvr2SjTNEu6e6JXAZPODMNYZ5rmwOu1jJOub2DT9Q1sur6+Gby9TyIiYisFjIiI2OJ0Cpj7Ul0Am+n6BjZd38Cm6+uD06YPRkRE0svpVIMREZE0MmADxjCMQsMwXjAMY0f7ttsV/AzDuN8wjEOGYWxOdhn7wjCMiwzD2GYYRoVhGF/r5nnDMIz/bX/+PcMw5qSinH0Vx/VNNgxjtWEYQcMwvpyKMvZHHNf3ifb37T3DMFYZhjErFeXsqziu7/L2a9toGMY6wzDOSkU5++JU19Zlv/mGYUQNw/hYMsvXX3G8d+cahtHY/t5tNAzj3/t9UtM0B+QX8N/A19q//xrwXz3sdzYwB9ic6jLHcU1OYCcwFvAA7wJTj9vnYuB5rLlTi4A1qS53gq9vCDAf+D7w5VSX2YbrOxMoaP/+Q6fh+5fN0ab3mcDWVJc7UdfWZb+XgL8CH0t1uRP83p0L/DmR5x2wNRjgcuC37d//Fvin7nYyTfM1oD5ZheqnBUCFaZq7TNMMAY9iXWdXlwMPmZa3gHzDMIYlu6B9dMrrM03zkGmabwPhVBSwn+K5vlWmaR5p//EtoDzJZeyPeK6vxWz/tAKygIHSyRvPvz2AzwN/Ag4ls3AJEO/1JdRADpihpmkeAGjfpm6t+sQpA/Z3+bmy/bHe7pOuBnLZ49Hb67sJqzY6UMR1fYZhXGEYxlbgL8Cnk1S2/jrltRmGUQZcAdybxHIlSry/m4sNw3jXMIznDcOY1t+TpuVilx0Mw3gR6O7GFXcluyxJ0t0iZMf/BRjPPulqIJc9HnFfn2EYy7ACZsD0URDn9Zmm+RTwlGEYZwP/AVxgd8ESIJ5r+wlwh2ma0XRaUDJO8VzfBqxlX1oMw7gYeBqY0J+TpnXAmKbZ4y+mYRgHDcMYZprmgfYmooFWZe1OJTCiy8/lQHUf9klXA7ns8Yjr+gzDmAn8GviQaZp1SSpbIvTq/TNN8zXDMMYZhlFsmma6r+MVz7XNAx5tD5di4GLDMCKmaT6dnCL2yymvzzTNpi7f/9UwjF/0970byE1kzwKfbP/+k8AzKSxLorwNTDAMY4xhGB7gaqzr7OpZ4Ib20WSLgMaOpsIBIJ7rG8hOeX2GYYwEngSuN01zewrK2B/xXN94o/0TuH2EowcYCCF6ymszTXOMaZqjTdMcDfwRuG2AhAvE996VdnnvFmDlQ7/eu7SuwZzC3cDjhmHcBOwDrgQwDGM48GvTNC9u//kPWKMjig3DqAS+ZZrmb1JT5JMzTTNiGMbngL9jjfq43zTNLYZh/HP78/dijV65GKgA2oAbU1Xe3orn+gzDKAXWAblAzDCMf8Ua7dLU44HTRJzv378DRcAv2v8tR8wBsohinNf3Uaw/gMKAH7iqS6d/2orz2gasOK/vY8CthmFEsN67q/v73mkmv4iI2GIgN5GJiEgaU8CIiIgtFDAiImILBYyIiNhCASMiIrZQwIiIiC0UMCIiYgsFjIiI2OL/A27An6T+QjUbAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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UzhhjTCJ4QDHGGJMIa7q8GiOcJ7csKrIN7Gdb/wleg65sFpLvp+Ll19V6+NjeYyLW8tA+suWzXK4XAEpbOfhTvJRdEiP7OA5S61X7PNg2t5cDF2pvikxxFHtdlGxLYYbXw3Wx10W5BaKU3jqcWebGxXH+uIx8n689v0dt1xX+ArHsrgmJlnSFG2ZWuH/t9tQYY9YHx1CMWUf68zw5mW3wjtPCBA+OasNoXF94Q+1FEH55te+jW2JLhMSMbyjplarYtKviS/IaSmYuZtynnZKLlDtR/qAuYhndlAqW95KAFJ5dXsYYYxJhzflIVOHxpv+wcD1N8DCbXeAhOifcMKqdSjut9nFf+iZESsnuXagdPHT6+ZZ0Kkx2gdNFIlH1L73IU6IwLFxZS+yGiUTK69IlnHrdd4Kfg3LhKLehSldW0jApMUtVO3UBoCrcd6rqonJHDRxR1RT5GupYle6spGqUe1GdzxizflyULq87G5887Rfoxsve7F8ac15w5DCXy1Zuj+qAGLzLQtNMKAYrZPxM+Gu6qgIIaBeOuk7M/ijXURDtVLpyPV5FCE23arxd+H5kerJ6hkJ2J24fnTZsjDHmvMYDijHGmERY0+WVmRd+6h+ZJdvyN0a4XYnXm3khv1HP85iWmeN1bs+UkPqsxKu0E/VqqZNISHWkKtzHUBdyJxNLZGv08XWUZExhlp9raYzbZUVMpu+Eii/x+WTasJC+KUxpH4fqj4qhqNiW6reS9l8ZF/MZkWmiYkRKNidVs2fTmHPJRRlDMeZ8pX+M907V6jywVlZ4j1R2Ke7eonh9iZum2xFdVBuMKxsi5ebFRCQjaigp2ZbYcQdlbHOsjE8p+Xt10phVJVVCjYyBqWcY7xIdx1rs8jLGGJMIa65Q0iUeKhemWMguM87D2OAhMslUz95TnKpQHeVKiqmycJddymUFo3u+hxemXkYdSl9zBbXNHueykso91ijwtCaInU/KNaYecX6GXXWpMrer9/B4v7SZ2/VOihRt4SaqifNV+9MytVnNIGu9ykXI11neJu55jqeQapd+TlR2jLvhql2dc2PM+rAhXF5qMDFN1GBizh7KvdUQtlDn90VWL4xZ9Tj2zuiYHweZ2toB3ezKls8hZrqzcoMpOlFiVsS9v7juu27SmNXzUveSVp+lDis72uVljDEmETygGGOMSYQ1XV61fl5T9QyzjEkpyzGGyiDHIla28LotNPhYpcYLUQEyxEwTDZOc6gwA6GH5lKCkYDYNka2R50cXarw+VKmsql2uJta5Yhd0usTPS6XkyiqaQo5FydwAOuaxKCRjRPYucgt8bGVApIeL97Se4xPWOKSGhpDI6Z102vDZ4rpXn1FQa0M4y02n+GNhzDmmuswDdUjz4LiyjY8dPCBiLSqdVPjHZVxF+cyV4q+a9AGoi/IDXacin4GKlyShlPu45+ug8qGUkVHHd1FpMnZMJ2ZflCJ1qsPnapeXMcaYRPCAYowxJhHWrtiYFZUAH+KKhtEIr9sqA7zOKm7l8+XnRLXHY2JNKyRakOLuN150PdmqAHr+WWyMKXCcJ8rxOVVqbXpeBXXE2lJUWFTDeJTh6y7v4apB+Wnew6Ik9+OqvjbapA0rOZf8Yry9JLUeFStTVSrF/hex7K72sq3G26Hk+Ywx68eGiaHccfJ2+rW58ar/7CiuWVdyGaFzJuoOycG/wB/X8rCY7Ii9FjKGonzrMaVAGqmAe//0DfTKdb92G3VS7rVQlxH+ehUnUDGUuNeQ1RnVcxB96USGJLZMi+pP3HsWp5NxkLiSL6qZpVeMMcacC9ZcoaSqQrROuLfCIA+Boz91kmy5j2wn29CjPJ2q9Qvl3eV4W2GzSyzlkpqcx407X89jbR/no2qXFz+H2qgQ75tYJFujV8i2lPheKuPs11Epx408T0GU/Em6xO9TrVdMX5S7DHpmUhdts0s8lasV+HnFdW/lFkSlyYq4rvA4FsfZZs4eajViNjYbxuWluOOhP6Bfqp945tv9JTFnjSBG6sImsbdriic7oSwGauFjiCsvEtedETcF9jHOdIWpgUfJgci02i7kYSQdpP4+0XZtLtNlw3go95bY6he/WmeHz9ouL2OMMYngAcUYY0wirOnyyi7weqe8i33zjTI7ww8eY2n5wUGRSryZ12MpkWrbGBUSLcvclyhwKnAGLJ0CQMrc40eexucUqbWNDI/F9QHhpqgK2f0hoSUilr4qFqHkZjIivqSqUSr5+nZVDtWOZ1WcqDrO772Kjcid1SKuotLNl3byob0cosPY/QlvlzZPiKf+xukuLhcV2Dhs6BiKMetNqcK6KOVZ1pSTvoMCD5jFy9lpnnqIJ1U5oQsXN4W2E+n0upB9UfESKSWiYjXqUJXGLCY7Kp6QtERLO+LGW9TzUn2U6cAxZVviSvsrGRgl47PmtTprbowxxmg8oBhjjEmENV1edbEzF0uijO+2ZbLtHGXJ+P0nd5Ft4XK+xvavx6xWV+PxMLvI0iSqpDAApEW8pLSJ187ZRbH3RkiJNHq4k1PPYvmUsfs5TVSVFM7P8lpVybbX+uJ5LhtCGr7ap+cUUo1UaNXLZbLozspWPnb0IT54RcRkNn1P7E2pxntexpj1wzEUY9aRtNAD375zmmzTC7xxtjKj6vewk3tlO18jt5CsM6KddHqa9xWjJmrzBCVBr+IOKtYi4gmxSxyfZ7vMutoDEzce1IWMTKcxJ7u8jDHGJMKaK5Tc5Qtki/az2nC5yLOkfUe2kC2VEcNiDw+BpRE+n8o2KI7xeDjcEGnDxTbpEMJtpaofpkvcxyBSTVT2Sd8pNT1QaSqiWUq4epRInJgW1Hv4PrLLQj1a3C+gU4SVbeCIEDsc5g71neJ7qfSLKo5Fbrcs3GU9U6p/HaakGGMSxS4vY9aRsQGON84sCX3+mCq0UhlDGJcuYVvfMXGNuOmp7VwmXfg84qYsq7hdJqYCcafquY9Lt+dbBykYFdOM222rDRtjjDkneEAxxhiTCGu6vN71lE+R7db8TWS7YmSSbN/at4dsP/KjD3IHxHr6m4N8bGUynlzJyD4RdxBS7gCwtJvPWe3ldfLiTg4eqOV0zwzHKLJLoprlkKg0KaRSVGpyELI09Rwfq1KEZQxFtAOAwiz3u9rP/hCVdpyfEzu6x/jYutggXhEqOXnOQEe1j/tdEM/fGLN+OIZizDpSqYnJRENMJoTzes8eFjA7cJQ187DC16gO8wRhbpgPzU/ywN8zwe3a+TZUOrCa+ElJD9EuI9KQu4lbyDhUTAmTs4GspBlTqkaWABBzqrgVG6VETofY5WWMMSYR1hyTvrl0BdmePMazpJJQOOsZ4KnFN+++mi8yztWArtrB13jwOO+yj7I8bM/vEbmtyGHgKE+dZq7i8bTAe8wkaoalZj+R2NleGeBZoHJv1fN8wtyiasfXyIlKikpZuP9kDTNX8Meg1sd9LEwLdQDxCVJp1oOHeRq4eCk/xOwSn69nRrjfhKtNucGMMevHhnB5qcHENFGDiTl7nDou/EwxXTiPClXinhGekJVKIve3rkr0sak8xpOBnkkV39N9rPM2MDnRkm4YNSFLeAe8TINVfpouw3FdpScLF1zibjnRP+l+69CHZZeXMcaYRPCAYowxJhHW9Hd8+pGnsPF+Vs/deo8o8vMU9o+HTSIN9jCn7j44xfGSP/upD5Lt1Xf8ItlUbKM8pOVFUixMjOUd3MeekyIOIjwX2aV425tVvERJjuRF6u7iLr5BFVepFUS1zUEVuyETACDNnhQUptl1WB7lj1BFyLnkFvlChVm2KTkWlXKsJGhqPY6hGHMusQPdmHUkP6TyYJmePM925o/yJp3ycZbyFYLGsuKf8surRJfiOLcrCC01AFhhCT8ZTyjw1jWZ4JFRfVTztm4kY9Q8JGZ6sZSLaUPceFDS8RJVGkMRpUR5CkuvGGOMORd4QDHGGJMIa8vXi/VmhreISDkQuZ+jwUuq4nY+dvSyGbK9sIed5u960cfJ9vv7Xkm2yetFXwCkRKXJvl52SWT2jZKt2s/nU8vD5a08Zqdleh4fvLJZVMec4PckXeR1s5JJyS9wu0xZr9nVsrs0xh+X0qiQeBF7ScpCbka5H/LzQh5G7LNZ2s62zAqfzxizfjiGYsw6smNkjmzH5zg2slIUGzoUSpIjJ4y9PEOIlnnSEWV5QC+LGEpVJE8AQCRqHuWn4zlCZK2fmLEfWdlRyderC8fcc9LJngwZqklYak7GZGJWvVSoZKFOscvLGGNMIqy5QnndlV8h23vxPLIdLYlU1lyRbHUhgrd3lKVkf2jsINneNnkN2X5++B6yzV0r/EltMjF68jwlmp/ktOghIXTcf5RH8+wS2+JmdixvU1UJ+XzpCtuUeyu7rFJS2IR0m4cj3JgrW/nj0n+Mr5NbjJemUh7m8yl15uImbjd4iB+iSpU2xqwfdnkZs46cEO6t0hxLqvSNckAoGuXNQfWqcFsJ6ZVQ4plNqsK2el7MdpRbTbUDkFkWZZ1FbEu6ZrpxPanKh3FdTGoe0s35OqELL1NKTPrkJUQ6cFw6dYPZ5WWMMSYRPKAYY4xJhDVdXr84eIpsL77+z8n2t0s/QLYPHHw22U5ND5Jtcpnzb3vHOXX33jmWY7m99lyyqZ3I9cO8mxgAlqJesmXmRHEiDqsgiBSSnIih9B3nOI2Sbc8t8DUaIr6hdjynqyKuouTnZzm+VM3rj0C9N95cY3krX6cyEO/YgaO8G1z2e05UvRQlAFQKszFm/XAMxZh1pF7nwbZnmGMjI32c1BL6eeIwucATslJZaJ+JGEpDpBKn8iK9WMRaUrVONEfYFLc6oJS5jylBL2MtSuokphyLbNYuxBBX4iVu/EbIp3QTG4lLp9ewy8sYY0wieEAxxhiTCGvvQzn+TLL98OAjZFtscNpjPs2xg3Cc280uczzhw7Vnke32p36EbL/07ZvJlton4iW9el0axHCan+ElXp43N6Mww2vn5W18wtputuXn+XzFzWzrmWDb8hZ+yzIlsV9FxFWmr+Ld1wNiHwmg97vIfR7CpGTklWuguInf+3RZlDgQ6ZEpcX8DYm+QMWb9cAzFmHWkWhT1Y6pC721okWwqXhKJ5JB0gSdzDRHzUHtTrnwSi/U9+MgOPl9d1xhSkzRVO0jV20kLZX9VUljFVaQMvIxFsC1uHKNrujhnFMT7l4BUymnXSCAmY5eXMcaYROh4hfLyfpZK+cwyp3/2ZEUVx528ZXbbICv+Ts2z2+rrS1eS7Zk7D5Pt3oevIlt2QY+8jSzPsurslUOJxYbRf1xJk3C7gQNsK4vzKSq8qVrO7LKcEITiqNixrI5tI5NSE2nDqZpwPYmZr3JbKRXh0jBfoyT6rWZ2qsJlRlzXGLN+rDmg/Ml1f02/Fo2TV/hba8wT5ODNv0nfqd23v4e+U4ePbaJjc708cWuIkhAS4VZT1RkrwpW1ZzfvRztwVAT9AESVHNmUO6omQp3VQTFhqQiNO1HtUSkQS6mUmGq8yjUmK0W2efyxnUcX2a+pXV7GGGMSwQOKMcaYREgky+vrCxzfuGJgAvsWT6/M0/81XudmXsKaI9VFXjZ/8tGnk61SE0qrSppEZI8AwPj/44XpPKvIYOAwr0tz8xwjyoiCReURPl+WE3hkNkvcHcZqaZ9fEOm3ygXQZm0eCdmXap9Qp+W3CsXN6qR8bLU/nmOgLLKE8nN8bL1N9UljzPrQ8YCS2rqPv7UnXiE9gXc8572ntX36x2+7yDyGxnTPwf/0JvpO7frzP6TvSrlSwKFffvPjjpq7//JddGxmM2duqInb/ke2ka1vnBNnRjeJOs8A5qY540RNOrJ8ShT3iknaKXGw+BVJqfI/MWsRKWLLrLT7Rdugcxu7vIwxxiRCxyuUZ73qj2lMnr+Md7a/+Kf/AW/57stOazv/bHZbzT/AubZ9p3h4L02w36O6iTdw5a7kmVPpGKsKA0BNuHAq2zmTprSFXVlTT2cfVVYoBueEe0uRn1OpJmyq59lYHhKbnkR97uyKSHUez+oKi6I7uSWe3jWy/AxVxk21j/uoZpBV3ruHrJoMi2eztFO0uwDY/VfvFE9bbxy8+jO3ntZWiUgCMfPSjUkY75Tf4MQt1z/hz3UAAA7PSURBVGvWl5Dj96V3UGwkEmweZ22fqWmuwaB2tSs13uXjPMoXy9q50Rhjt1VjiQfHdIVtyr2lyjqoiYhyq8WusBg3bbiDGGRbFeIniIqxqn1l3aAkjlQsdS3s8jLGGJMIHlCMMcYkQscur+fccg/Zrus7SLZvzF9BtoYo/DO0l6VcFsG5tlFKLMeU0q24RmFCj5ula9j/vGMTuwuyIoVkZkVUe/ycyBEWfczP8dpZLS0rIu6glucqNqLUglUFSFX5ENDyKeraFRHzKG1RSn1CdZnfetQ5hIUSbxpHdZCv8aQ33ssNAeC3tNkYkyyOoRhzjlFyLD9651tp+A7CMX9iipNV6iUxSVBzKnG+IKo4YoYDFLKSIoD0cW7byIjJjfjl6TsuTqjmNXHTgWPGMTpKB45zbDu6iKuoGFHSMRRFqEf4zgdviR1IscvLGGNMInhAMcYYkwgdu7z+zzd4z8mX9nC8JJ3iNehVe3hNe1DsrM1P8wqr1iukQIZ4s0XvP/WQbeiATo2dznLbpQGOqyw+wrGR7CL3Z+gUX0ctz4uj7JKoia0yVaHIOvYQX0MV2gmiomEjL+RPxHNtnoBNlQFRkVLtG5nndmoviYrTNMbE+zzM93zlWx/gE+ZyiCoiCGOMWRccQzEXFV8occmFC5GT920h2+ZrWLe9URebWhf5a50uxnNG1AZ48JY1b0r6MavNvTWh2ZYVZbBjx0ZUrooIG6nNvd3EMbqNl0Ti11aVsm5kxSZgnTtz3mGXlzHGmEToeIWS3sIuoblp4fcQI/Sm3awIV5znEok5sSu0h2v8INQ49UEV7imLyoBAG3fU99gFN7qfb0btXFVpzOkST7EWd/F0o/8IH6vcYKkKn688Imak4rpKtiVT0tOulU2imqW459wc29LC61TPxmtXvEwYV7gvD7/7Glz5FuH2ugDZ+x6WM/JUz1yI2OVlLlg+v/AXF4V7S1HfFC8W1D/AuaPLyjdzlOOFKq6VFTIpiowWG5ZKJO3anomc2ogTKjeYmsyJrWtdoa7RrcRKPafixfGuUxrhYwuzYvIrriHTvgPwjx94Q1ffKc+DjDHGJIIHFGOMMYmwpsvrGXf8F1o/Xb6V16/9GV6ePzw1TrbvH+TiPam8yCoRy7Ein07urFU7cPuPqXQPIF3hxtllXk+rTIylHXxsqsbtar3sQhjZx+0yRZXtISokitTfwjTfn1qeZ0RFQxVHAoDZa/k59D+q0nDYpN4r9b6obJardqvt0sBDD14q7caY8wfHUMwFwcHXcFXDi4X6GE8I0jke0CeEBH1DyMCrtOFIyJ+ovV2ZFe6fioGIbWbtifsro95hlX4b95MQN77RhfRKeUjb8yJZRaUxRyJZRaHuuc75TLFpZIF/ur27eInCLi9jjDGJ4AHFGGNMIqy5GJ06zuu5+QFOP4wawte/wGu5zBxfrvckX1fJlaudoqqdir8oaRIAGNzP6/sow/dSGuP9LhX2PmDqWr6/0Yc5RtR3QlS1E9LyA1Xui46rqLRAvudqr5g/tFnap8ROaPUelEW12coWvr8gcjgL1/Dzr92gYyiqkuCFyOXvvI0fBG+KN+aCxDEUY85Dasv81QxpMfqLdqmKkEoRCRlBSNylyqIzKhejzTaZuBIhcdupPSfSth6VrDuIOJS5qoDcS9IQz6HOc3aZ1JKT8jViclkD/vF/JB8vUdjlZYwxJhHWXKGErKiSKNINolOcbtA7oWZJogMiqyQlZj85Ud2vuI3713+Ir1sv6HGzMsD9rvUIRd2eeLO7gRMiHXiZGyr3ViPH11XyKbkFThWpFXiao1KYlbJwbkn7vHpPcNvFvUrpWD0btg1vWSTb+O+KFJdnXYvo2/fJPhljzm/s8jLnHXc2PnnRpghXRYpwJMb0VJEnCaoMdqoqUn+XlUaIMIk0VuWWURPBdpIjIpwqiVslUcqdqEOVW66LdGB1EZUi3FZ6pZvqjEIzT8WGl3fyhHMZwIHXvvGcfX/s8jLGGJMIHlCMMcYkQscur6DWeG2UK4mYxXIGDvE1ykJZc/hhtm2+Z4ZsS5fp7axSZkVlvogCQ32nhDy8kBKp94idzCKNuSYkVfJlcQ0Ra0nVxXui1FeFi6M8qFfHUo1UkJsR/bmWt1ZX7+L84mM/Duz4KsdWjDEXJmsOKAdvfiv92lz2id9LWBTabGS+ePd/vWjjJYqDv/Jm/k79oaiHohCBgjSr18saNcoXISXfxaRD2VR9m3Z0k+YbVx5etVNxFXUvinaSKnTdDvZH1Xk7m37eYjJX69fxs/233HJefX/s8jLGGJMIa65QrngH7+rNrXBJxJyoI61mIKo6oNrlrWYWanQfOcZDeXWEdwWpFFoAKI3FUxvOrrAts8I3WFji/kxex9UsB47wtCQr0otVunMQ95Kd4zzreoHvrSFmlSFqU7nyOey2GshxvzddqasnnZwflPaNztW/LXbKx5wNG3O+47ThDU47+fpueeglbzt9pvCSs3Odi4Hsgoi9qdRRFd+LG79UzVToLa5Du83nRu2AV5PBrNh/Fhtxf9J918Xu+byYJHeSCqykj0pj3EmlSqxsQFi33e7dYJeXMcaYRPCAYowxJhHWdnmpZaSQRVG++eL2eCfcdJ+qkMhHDh7mC6t4Qq1PxA6E1EnzOvGkUiJxfLWfr1Ma4QeRWxSVGDNCrkRcQ8VpVFxF9a80xn2p57jdylYyAQCecckRab9/gqtuGmMM4BiK6ZD7fvrt570f97xG+OFVPEFKoKi4QzfvhlK/VT4LMWFsG3sT58yI1GZZdTFu7Eek6qrYTRRz31vsuFEHVIZUoIdN5SHg/j88/2MjcbHLyxhjTCJ4QDHGGJMIa7q8Bg6wrWea/frlYR6X+o/x+i4/y/sYgpANySxyvGTl0l6yzV7O69zN/8zH9pwUa24AQci8qoqIinSZ281eznL4PTO87k4LSZWGkG1RbgEVf1FVJhsiXlLlLUQobdW5lceWvTnCGNMZjqEYs46ki2xTLnwZL+kGJX8iLlwT1QJTy+J8beIO3QQDVkQp5Lyog6Tk9ONKqsh4idTDZ5Mq+93uhqXczAYQrbLLyxhjTCKsuUIpjbEtSqt0CjaVdwjXTJovlynywfN7eZvw7NXcTrnL8tPs3iqPsSuqeQLu49EbOKUlI2aV6p6LOznfeddnReXKipi+pERBpTbpzmdSGuOtyOmyqNgolIX7tmnplHxaTPmedxQvxMvoxBdzQSxjTHzs8jJmPelCFkWl6sr0W3U+MYepiXmWdB2pDNg2vo2GkFkpjotS3Yf5pL0nxfnEL5TSCZQVG1V6cRftOvHnlblaAwpT8Y+/ULHLyxhjTCJ4QDHGGJMIa7q80kJmpcrZu7KdijEsXsLjV88kN1RyIEP7eL05eJBjFqVxkabSJrtieRvffv9RbqfkU1KvmCRb5eHN3K4qfAhiiX3qeu5LgS+BoUN8vrm9HH+RCq/zbPv9az/FxhbvO/z8tq8ZY8yZOIZi2nLnDbedPop3UJ3OaDqp8EeoVFQVV1G2NHD/u0+X+Lj2FlGbJWa8pJ00fBBbvgYOxpMhUXGjuKWoY8eXYsZQFEGV0BaJS4Dud2UIePhtF4/MisIuL2OMMYngAcUYY0wirOnyKswIeXhRsjctZODVErQwKyRHpGw72wZ+5jgf+995a60s99vQQZT8PPenb0LIsYitN+WPcrxkqE/IyI/ywSpu1HOKr6FSJuf2srE4zu3qeb5Gusz9+8rC1Xxwi5vavmIuRK59o3BxGZMgjqEYs47I/SVd7E2RcRW1r0KFMcS3P25J4U7k6yXi+IaSllexmrjtYqKeTVzplKzeF4zS2MYcu+3yMsYYkwhrrlCULIoauavC1aPcSQs72f2j3GppkSmyuYcV6g6NKpXjmGkhAAoz3DYlZFEqQyzHUpjhKVFBCNkVx/iei5v5sfdM8XVXxvn+6qLYUb3Az7Awye9J+en8DD/9vafzCVvc9rS2LxljDGGXlzHrSFz3iqpAKM+njLLsgWin/BNx52NtPDpx03eV+yiuTd6LukZMBWJFu9Rr7ow+fv+bbrmo04PbYZeXMcaYRPCAYowxJhHWdHmppXi6xGvQ2Sfx6q4uKh/2TvAJlUS7yj555GOXk60higoWZnldmhIy9wCQXeT1fSPPx6tqipUBbpeuqBQeNi3sFhI0E9yuIu5vZTev40d3sKbKTGGYbH15Pjafr2F5XsjVGGNMhziGYnDw5rduSH/v+ULceInaDxUXKS8SV949bpVDILakikw7jim9omx1LqGEVMzUX2Vb3s62ar86mE0bGbu8jDHGJMLaFRtHhGtmmtNllbsmPy922Rd4OJduNVEhsa5EhMWMbWWLSE2e1qkYtUv4pKoKpHLLZVf4nOVBfl4ZUTlRudCWdnL/ylvZRZWd5rfsWdcdItv9OSUBDcwuC7loY4xJALu8NhgPvPhWL9LPITKFVrUTNul6inmNpHeXt0sbjvvhinsvKkVYVZVU91ITk9Asb8VCWcQqMytsqwzrTh947Rv9nWphl5cxxphE8IBijDEmER4nbZiXeEvbRVqtiGVU++PFSzIrohqiSvMtxSvSo6j16BWpsiu1YqWIrNb2pU1sy80J5eTDfI2KeF47f4wVlpd2cTrLYIa1anpedIA7A7hIljHmrOEYijHryDlztscVv42phtw2BhJXWiZmd6TScReqxBXenoWG0MerDAkdw3rAo6/fmJIqcbHLyxhjTCJ4QDHGGJMIa7q84u4byYoUu7iqo2q5qWIW1X5ulxH7VZQ0TDs/Q0a0refUnhOxp0bFX8TWD3V/k88VW31FH+cPbSVb3zDf9GvG7uKDDwOv3vlstp/Brg++u6334dAvvcXLe2OeAHv+2x/L79XF7jJzDOUi5s7GJy/qD++FSCcqJk/0YCmzEhMlVxJ3X0s7uqlIKY9VEjSqmqLYc6L08QaeNUm2yQOj4iLm8bDLyxhjTCJ4QDHGGJMIIYpiJ/AZY4wxbfEKxRhjTCJ4QDHGGJMIHlCMMcYkggcUY4wxieABxRhjTCJ4QDHGGJMI/x+91drVKMCbLwAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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tNJTamkQyQKEjkg7d06VPtRpBt+5giih0JPsodETSIdxm3xU0Eep0JIspdETSobMd3AmGTk+noxu5SfZR6IikQ7gNPHmJPben01HoSPZR6IikWjxmT4FOdHhN53Qkiyl0RFIt2AhYiQ+vqdORLKbQEUm1QJ29TXR4TZ2OZDGFjkiqBWrtrTvB0HG6wOFUpyNZSaEjkmqBenub6DkdgByfOh3JSgodkVTrGV4bTOh41elIVlLoiKRae+3xO4ImyqVOR7KTQkck1QJ19vkcM4h/bjlerUggWUmhI5JqgfrEJxF0c/k0vCZZSaEjkmrBhsSnS3fL8Wp4TbKSQkck1YL19t1AB8OliQSSnRQ6IqkWaBj88FqOD6Jh3chNso5CRySVYhEItwy+08nx2NtoZ/JrEskghY5IKgUb7O2gO53u0NF5HckuCh2RVOpejWDQodO1/losnNx6RDJMoSOSSj2dzmCH17Top2QnhY5IKgW7110b4vCaOh3JMgodkVQKDPWcTleno3M6kmUUOiKp1D285sod3OdpIoFkKYWOSCoF68FXbN8fZzB6Oh0Nr0l2ycl0ASJZaePP7W31RnAM4Z9ZT6ej0JHsok5HJJU6A4M/nwPgcNmrUmt4TbKMQkcklToDg58uDWCM3e2o05Eso9ARSaXO9qF1OgBOjzodyToKHZFUsayhdzrQtdK0Oh3JLgodkVSJhsGKDT101OlIFlLoiKRKZ7u9HWro5KjTkeyj0BFJlc6AvR3qOR2FjmQhhY5IqvSEzlA7HQ2vSfZR6IikSqR7eG2onY5CR7KPQkckVYbd6XQNr1lW8moSyTCFjkiqdAbsVQW611EbrBwPYEGkI6lliWSSQkckVbqXwDFmaJ/fvf5ad8ckkgUUOiKpEm4H9yBvadCbszt02pJTj8gIoNARSZXIEBf77KZOR7KQQkckVcLDWHcNjp8LCrcnpx6REUChI5Iqw1nsEyDHfXw/IllCoSOSCvGYPetsqNOlAZxdnY5CR7KIQkckFSJBwEpOp6PhNckiCh2RVOjuTjzD6HS6z+loIoFkEYWOSCoMd7FP0JRpyUoKHZFUCA9z3TUAZw4YpzodySoKHZFUGO69dLrleHROR7KKQkckFZIxvAZ26KjTkSyi0BFJhc52cPnA4RzefpwendORrKLQEUmFznZwDXNoDdTpSNZR6IikQmcAPMMcWgOd05Gso9ARSYVwG7jzh78fpzodyS4KHZFUCLeBJwmhk6NzOpJdFDoiyRaLdg2vJSt01OlI9lDoiCRbsAGwkhM6Tp3Tkeyi0BFJtkCtvU1WpxMLQywy/H2JjAAKHZFka09y6IBubyBZQ6EjkmyBOnubjNlrumW1ZBmFjkiypaLT0XkdyRIKHZFkC9SCw3U8MIbDqU5HsotCRyTZ2uvs1QiMGf6+em7kpmt1JDvkZLoAkaTa+PMT3196S/praK9JztAaHL9ltTodyRLqdESSre0oeIuSsy9nV6ejczqSJRQ6IsnWehS8hcnZV0+no9CR7KDQEUmmcDuEW5IYOt3ndBQ6kh0UOiLJ1HbU3iZteM1lb3VOR7KEQkckmVoP29tkdTrGYd/yWud0JEsodESSqTXJnQ6A26/hNckaCh2RZOrudHxJ6nTA7nQUOpIlFDoiydQ9XdrpTt4+3X6d05GsoYtDRYaiv4tQW49AwfjkvpYnX+d0JGuo0xFJpqaDUDQ5ufvUOR3JIgodkWSxLGjaDyXTkrtfndORLKLQEUmW9hqIBKG4Mrn71TkdySIKHZFkadxvb5Pd6eicjmQRhY5IsjS+a29LUtHptNvDdyKjnEJHJFma9oNxpmAiQR5gaYhNsoJCRyRZGt+1A6d7vbRk8eTZW00mkCyg0BFJltpdUDYj+ft1d90QTud1JAsodESSIdIBdbugYmHy993T6eiW1TL6KXREkqFmO1ix1ISOuyt01OlIFlDoiCTDkc32tmJR8vetczqSRRQ6Islw9C3wlUDhxOTvW+d0JIsodESS4dDrMGExGJP8fXu6QkfndCQLKHREhitQDw174IyLU7P/7uG1sEJHRj+Fjshw1e60tzNSFDouv73V8JpkAYWOyHDVboPSM6B0emr273BopWnJGgodkeHoaIa6d2DOB1P7Ou48Da9JVlDoiAzH4Q2ABWd9LLWv41GnI9lBoSMyVJYFVeuhZHryb2fwXrq9gWQJhY7IUDUdgEAdTFqW+tfS8JpkCYWOyFBVrwenOzWrELyXJ1/Da5IVFDoiQ2HF4dhWGDsPcjypfz11OpIlFDoiQ9FSbXceY+ak5/U0kUCyhEJHZChqdwIGymel5/XceZpIIFlBoSMyFPW77cU9u5eoSTVPAcTCEO1Mz+uJpIhCR2SwYhForkr9NOneehb9VLcjo5tCR2SwandAPAJFU9L3mt2hE2pJ32uKpIBCR2SwDr9pb4smp+81vQX2VjPYZJTLyXQBIqPGxp/b27ceBFcu5Jam77W7O51wa/peUyQF1OmIDFZLFRRNSs0N2/rjUacj2UGhIzIYVhzaayG/Ir2v2x06IXU6MropdEQGI9hoTyLIG5fe1+05p6PQkdFNoSPZJxKCV++BnU/YbydTe429zR+b3P0OROd0JEsodCT7HHoNmvbDvmfhtf9K7r7bjtnbvDSHTo4XHC6d05FRT6Ej2SUeg/0vQOkM++LNbY8md//tx+zzK67c5O53IMbY3Y7O6cgop9CR7NJ21L6AcvI5MG4h1G6H+r3J2397Tfq7nG7eAg2vyain0JHs0lxlb4umQMUC++13nk7e/gP1kDcmefsbDE++htdk1NPFoZJdWg6By2dfuGkMFE4+voLAcHUGIBKE3LLk7G+wPIUaXpNRT52OZJeWKijsdeHmhLPgSJJCJ9hgb/2ZCh11OjL6qdOREe+3bxwa8Dk3LJ8M0TC0HoVp5x9/IB6DpgOw7r/5rfOqhF7vhuX9rKkWqLO3mQodbwHUasFPGd3U6Uj2aHwXrBgUjD/+se5FOVuqh7//QL29Teeaa72p05EsoE5HRo24ZdEcjFDTGuJYa4jG9k68Lgd5XhfuHAeLgls5A04MhcKJ9rblEJQMs4BgPXgLweke5o6GyFNgn9OxrPSu+yaSRAodyZhEhs0ALMti6+EW1u6ooTFw/M6Z+d4cwtE4ndE4f95+jE86X+RrLviHbdNYVOHhsglhxvhywVt0/KLO4QjUZ24SAdidjhWzJzO4/ZmrQ2QYFDoyoh2oD/D0tqNUNXUwrsDL1YvGU1HoY2y+B4/LCUA4GuOCmWPgqT/Ssd/Hm21FPFaTw7ffyuPi8WHudldQ3FYz/GKCDTBm1vD3M1S+InsbalHoyKil0JERybIs/rKzhud311HgzeFDiydw1uRiHH0MK3lynKzb18D5rQeJe4r47vS9HA65eb6+kBeOFfJ7U8nNzmfYcbiR2eOLMUMZmuoM2hdmZrLT8Rba21DLieetREYRhY6MOJZl8eftNby0p44lU4q5csF43DkDz3nJC1YTchcDMMHbyY0T6/jI+HoCh/14WiO8vGETr5RM47L5FUwsHuQyNs0H7W2mJhGAPUwI0NGcuRpEhkmz12REsSyLp7cd46U9dSyvLOGasyYkFDjGiuHvOEy4K3S6uR0Wk0rtFZpvnNZBXVuYH72wj8e3HCYSiydeWNMBe5vJ0OkZXlPoyOil0JER5amtR3llbz0rppVy1cLxfQ6n9cUXqsVpRQm5ik96rMNTDsDZ/lq+sGYmK6eX8sb+Ru59cR/17eHECusJnUwOr/U6pyMySil0ZMTYfKiJV/c1sGJ6KVcsqBjUuZfckD07rdNdcNJjMaeHzpx8CgL78bqcXL5gPDevmEJzMMJ/P7+Xt6sT6ByaDoDTk9kT+Bpekyyg0JERoaE9zONvHWFqqZ/L5w8ucAD8HV2hk3Ny6AB0eMooaN/f8/6scQV87sIzGFfg5cENVbywuxbLsvp/gaYDx9dzy5SeiQQKHRm9FDqScdF4nIc2VuE0ho8snZjwkFpvvpA9JbrTVdjn4x2eMgoC++0LK7sU5br59OppnDWpiLU7avjTtmP9B0/TAcgd7tWlw+TMAXe+htdkVNPsNcm4v+yopbqpgxuWTaYod2hX+/tDx4g4/cScnj4fD7lLcUfb8YbrCXnLez7udBg+tGQiHpeTl/fW0xGJ8VfLJuN09Aq+eNwOncnn9F/Axp8Pqe5B8xZqeE1GNXU6klF7a9t5eU8dZ08tYd6EvruURPhCNQR84/p9vMNjTwAoCOw/6TGHMVy5oIILZpaz8WAT//DQFqK9Z7a1H4NoKLOTCLr5ijS8JqOaOh3JmEgszmNbDlOa5+by+RXD2lduqIYOb/939Ax1hU5h+7vUli476XFjDBfPGYcnx8kTbx3B5TD8+3ULcTiMvZAoZG516d68RRpek1FNnY5kzMt76mgMdHLVwsSuxTmV3NAxAt7+O53OnHwizlwKAu+ecj/nnlnOF9ecySObD/OVR7cSj1vQ2NUdjYROR8NrMsqp05GMqGoM8sLuOuZNKOSMMXnD2peJR/CF60/Z6WAMLXnTKWw/degAfPbCGYQicf77+b14chx8078fY5zgO/kaoLTzFcFRhY6MXgodyYh/+uMOjIHL5vXfnSTKF67HYBH0jgWr/1UGWvMqGVf/WkL7/MKaMwlHY/z05f1cV/EWc4smYxzOYdc6bBpek1FOw2uSds/vrmXtjhounDlmyLPVesvtmi4d9I455fNa8qaTG67DFWkdcJ/GGL5y2WxuWTmVeMM+9kXLOdVlPGnjK4LOdohFMl2JyJAodCStwtEY3/rDdqaV+Vk5IznnSHxh+zbSHZ6BQwdIaIgN7OD5+uWzOdNVy6tNhXxzS17mg6d7iK+jKbN1iAyRQkfS6levHeRAQ5CvXzmHHEdyfvx8oVrg+Bpr/WnJmwZAQYKhA2ACtXhjAcZNm88v9uXy1c15xDIZPN0XqAYbM1iEyNDpnI6kTUswwn89t5fVM8o4f+aYhO8cOhBfuI6YySHsLjrl8wK+CUSdPora9yS+8/p3AFhz3rn8ranj3t1+Dged/GB5KwWuNKVP7wtPu+oh2JCe1xZJMoWOpM0PX9hLayjCnR+YndT9+sJ1hDzlYAbonIyD5rwzKGp9J/Gdd/2SN2Uz+PL8A0zyx/jG5nyufa6Yn61sYUperN9PfWN/Yt3I8spBLK/TveCoQkdGKQ2vSVpUNQa5/9UDXHvWROaM73tRzqHyhWrp8J56aK1bU8FMitt2k/DJmfq94PJDvn2nzo9NC/HL1c3UhRxc/Vwxzx8d/kSIQXEpdGR0U6cjafG9Z97BGHsqcrL5wnW0+qcl9Nzm/JnMqPoduaEagv0sm9N72O/8fW/j9U3mTxuqmX7I7lycwOMXxfnMukJuebWIqyeF+NrCNsq8aRhuU6cjo5w6HUm5bYdbeHTzYT6xqpLxRb6k7z93kJ0OQFHb7oSeX9i+j1Z/5Ukfn5oX44mLGrl9doCnqj28f20p/3vAm/pJBk4XuPM0kUBGLYWOpNy/PL2T4lwXt54/Pen7dsY6cEfbBpy51q053+60ilt3Dfhcd2cz/tCxnqB6L48T/s/cAE9d3MgZ+VH+cWMBlz5TwhNVntSGT26JOh0ZtRQ6klIv76nj1b0NfPbCGRR4XUnfvy/UfY1OYqETzfHT4q+krHnrgM/tDqamglmnfN6Mghj/e34z/7XcXingc28UcukzJbzamJ+a8MktVejIqKVzOpISv33jEHHL4kfP76U414XLYZI2Rbo3X9i+Rmeg1Qh6qy9ayITaF+3JBKe4Ydzx0Bl4tp3DwJWTwlw+McxT1R7u2ennB/sn8NCRTq4e28C5pa24HElKIIWOjGLqdCRltla3cKQlxMVzxpLjTM2PWm4osdUIeqsvXog30kR+8NQhWNK6k4B3LGF34gt9OgxcMSnMny9u5AvTqvE7Y/zkUAWf2zaNtXVFRJOROwodGcXU6UhKRONxntlZQ0WhlwUTT33R5nB0dzqJTiQAu9MBKGt+izb/lH6fV9y6M6Eupy8OA8uK2zm7qJ2tbbn8/mgZPzs0jidrSrh+fB3nFLfhGPxduW25pZpIIKOWOh1JiQ37G2kMdHLJ3HE4TkV8qr0AABarSURBVDGENVy+UC1Rp49ITn7Cn9OSN52wq4AxDev7fY43XE9hYH9PQA2VMbCgIMg3zzzEHWdU4XbEuWf/BO7aNYV9Ae/QdppbAp1tEA0PqzaRTFCnI0nXHo7y3K5appX5mTHMe+UMxBeusycRJBBs0w893PN2u28S4+tftW+F0MdKBmMaNwJQU7o8KXUaA4sLAywqCPByYwEPHC7nrl1TWFPezKwJUQrdgxh383d1dYE6KJyYlPpE0kWdjiTdT196l0BnjEvmjsOksMsBu9MJJjhzrbfm/DPwhespbt3Z5+NjG9YTcfppHOLwWn8cBs4rbeV7c/dz6Zgm1tYVcdGfS3iy2pP4TvK6blbXXpPU2kTSQZ2OJFVta4ifvvwu8ycUMqkkN+Wvlxuuo6Fw7qA/rznvDCwME2tfoOm9n29ZjKt/jdqSJViOvv+JJLquWn9ynXE+PqmWc0tbeODYRP7u9UKemhji/57VRqlngK6nO3TaFDoy+qjTkaT6/rN7iMTirJlziltHJ4tlda27lvjMtW7RHD/HSpczrfoxjHXiop1lzW+R31FN1dj3J6vSfk3LDfPIBU3847x2njniYc3aUp4eqOvJ71q+p/1YyusTSTaFjiTN3tp2HtpQxceWT6E0bxDDRUPkiraREw8lfGHoe+2d/BH8oWNU1L1ywscrDz9O1OnjUMWaZJQ5oBwH3DYryBMXNTI+N8atrxfy+Q35tEX6GZr0lwMG2mvTUp9IMil0JGn+7U+78LmcfO7CM9Lyermh7gtDh9ZVVY85n4B3HAvf+QEmbt/+2R88TOWRJzk4bg3RHH/Sak3EzMIYj17QxO2zAzx20MsHnilhY30fqzg4Xfa06TZ1OjL6KHQkKTYeaGTtjhpuPX96WrocgNyQ/Us36O17teiBWA4XG+fcSXHbOyzZ+a/M2ncfF2z4G4wVpTV3ahIrTVyOw17P7eELmnAY+MgLRXxvu//k5XTyxqrTkVFJEwlk0N67nI1lWfy/l96lwJuD352TkuVu+pIbsk+kD7XTATg89kJ2Vv41s/f/AoA4DvZPuJJOd2FSahyqJaVRnnp/I9/YkscPdvr5SxX8/bQjFLti7Isd4oJ4Ia5jh1jb62t9w/LJGaxYJDEKHRm2rYdbONQY5NqzJuDOSV/znBs6hoWhw1M2rP1snvVFjpWuYFrV72j1VxL0VSSpwuHJc1n8x9ltrCiPcNebedyxo5LPVh7BD3R4yihofzfTJYoMmkJHhiUSi/Pn7ceoKPSyeEria5QlQ26ohg5POZZj+KtXHy1fSW7HkSRUlXwfnhrCBOv5z3cn8M97JnGxq5aF7jK84foBFy0VGWkUOjIsr+1roCkY4RMrJ6Z0uZu+5HYcI+7IOWGlgdEokWt+Jvrg7lkH+MnBcazdYVhaksNcK4on0jyoBUlFMk0TCWTI2sNRnt9dy6xx+ZyR4uVu+pIbqqHTldlzL+nkdVp8rvIol84dx5vN9oW30ab0nD8TSRaFjgzZsztriMTiXDpvaLPHhsWyyA0dI5xTkP7XziBj4Nwzy1k0fwEAr27cTFVjMMNViSROoSNDUtMaYv3+RpZVljImf4irJQ+DK9qOKxak03V6hU638on2tVCTnQ389OV32Xa4JcMViSRG53Rk0CzL4smtR/G4HFw0a/BL0CRDbugowLBCZzSfCwq7iog6vKyZEOHxei8PrD/EtHI/n1xVmfJFVkWGQ6Ejg7bjaCt7a9u5YkEFfk9mfoTygocB+5dvqozoUDKGgK+Cos4aPrV6Gv+7sYpvP7mTqsYgX79yLs4h3yFOJLUUOjIooUiMJ7ceZWyBh+WVpRmrI6+jK3TcqQudkS7gG4+/4wgup4OPLpvMgfoA//PKfo61hrjnr87C63JmukSRk+icjgzKj1/YR3MwwpULx2f0r2l/8DARp4+oM/W3TxipAr4K/B32MKPDGL56xRy+fsUc1u6o4Yafvk5joDPDFYqcTKEjCatqDHLvi/tYMLGQaWXpnyLdW15HNQHfhNP6wsiAbzzeSBPO6PHZa59YVcmPbljMtiOtfOjH69hfH8hghSInU+hIwr795A4cxvCBeZlfJsbfcZj23NP7Vs0Bn338+cGqEz7+gfkV/PZTy2npiPDBH77Ka/saMlGeSJ8UOpKQZ3fW8OftNXz2wjMo9A1/2ZlhsSzygtW0+07v0GnJqwQgP3DgpMeWTi3hsdtWUp7v4aafvcGD63URqYwMCh0ZUFsowlcf28bMsfl8evW0TJeDp7MJV6yDQO6ETJeSEdMPPcz0Qw9T3rgJgII+Qgdgcmkuj9z2PlZML+XLj2zlm3/YTmc0nsZKRU6m2WsyoH/90y5qWkP8+MYlaV1Fuj/5Qfuv9nbfRLzhugxXkzlxh5uwq4CCwH7g5FtOdFszZxyxuMX96w7w7M4aHvybFUwo8qWzVJEemf8NIiPa+v2N/Pr1Q9yyspJFk0bG9OSCdvuXbEte5ruuTAu5y/rtdLo5HYYrFozno8smU9sW5vIfvMzzu3QDOMkMhY70KxSJ8eXfv82kEh9fWHNmpsvpURB4l5jDfdoOr/XW4SmloP2AfYuDAcyfUMjfnX8G4wq83HL/Br762Fbaw9HUFynSi0JH+nXPs3t4tz7Av1yzgFz3yBmJLWx/l1b/FCyjix9D7jJcsQC+rruoDqQs38Njf7eST62q5DdvHOKS/3yJF985fYcoJf0UOtKnV/fWc++L+7h+6SRWzRjenTmTraD9XVr9GloDCPjsW3UXt+1O+HO8LidfvWIOv/vb9+FzO/nr+9bzDw9u5khzR6rKFOkxcv58lRGjri3M7Q9uYXp5Ht+4ak6myzmBMxYir+MwByZcmelSRoSgZxwWhpKWHRwZc15Cn9N7wsFN50zhhd21/PHto/zx7aOsOqOM884s55ZVlakqWU5zCh05QTxu8fn/3UJbKMKvP7VsRA2rgT2JwGBpEkGXuNNNq38qJa07hvT5LqeDi+eMY+nUEp7ZUcML79Sx4WAT0bjFDcsnZ2xBV8leGl6TE9z70j5e3lPP16+cw6xxI+9eNSUt2wBoLJib4UpGjqaC2RS37hzWPopz3Xxk6SRuO3864wo83P3UTlb963P84Nk9tHREklSpiEJHelm3r57/WPsOl8+v4IZlkzNdTp9KW7YRdhWe9kvg9NZYOAd/qAZvuH7Y+5pYnMsnV03j97e+j7MmF/O9Z97hff/yLN96YjuHGnSHUhk+9c4CwI4jrdzy8w2U+t0smVLMA+urBv6kDCht2UZD4bzTeqHP96orWgRAeeMmqiouSco+dx9r4/2zxzKnooBX9tbzi3UHuP/VA8yuKOB900upLPPzsXOmJOW15PSi0BGqm4J8/Ofr8eQ4+Pj7po7Y+7A4o0EK2/ZSPeaCTJcyojQWziHizGVs44akhU638UU+PrJ0EpfOHcfr+xtYv7+RHUdbGZPvIW5ZXLN4Ink67yODoJ+W01xzsJOP/3wDHZEYt6yspCjXnemS+lXW/DYO4jQULch0KSOK5XBRV7KYsQ3rU/YaBT4Xa+aM44KZY3i7uoXX3q3na49v5ztP7+LqsyZww7LJzJtQmLLXl+yh0DmNNQY6+cT9GzjUGORXn1jGvrqRfe+V8fWvEDMuakqWZrqUEaemZBln1X0PX6iGDu/YlL2Oy+lgyZRiFk8uYvb4An79+kF+v6ma375xiHkTCrh+6SQuXzCeEv/I/eNFMksTCU5TBxsCfOjH69hxtJX//uhZLJ+WuVtPJ6qi7hVqS5YQyzl97xban8Nd1+hMrHkuLa9njGHX0TaWTinhHy+ZxZULKqhv6+Rrj29n6bef4dLvv8Qdv3+b+17Zn5Z6ZPRQp3Ma2nyoiU/9YiMxy+K3n1rO0qklmS5pQP5gNUXt+9g38dpMlzIiteZNo8U/jUnH/sKeKR9N62v73E5WTC9jxfQyjrZ0sKWqmbeqmtl1rA2nMTy3q5YLZo3hvDPLmV7ux2gSyGlNoXMasSyL322q5muPb2NMvpf7bzmbaeWZve10oqZVP4aFoXrsRZkuZcSZfuhhANpyJzCh7hW8oTpC3vKM1FJR6KOi0Mclc8dxsCHI7mOtHG0J8U9/3ME/AcW5LpZMKWbJlBLmTShg5rh8yvM8CqLTiELnNHG4uYOvPLKVF9+pY9nUEn5042LK8jyZLishJh5levWjHC1fqZWlT6G+cAET617mjKrfsW3GrRmtxWEMlWV+Ksv83LB8MocagqzbV8+mg01sOtjEX3Yev7VCca6LGWPzqSz1M6UslyklfiaX5DKx2EdRrkuBlGUUOlmuMxrnoQ2H+PaTO7EsuHJBBcunlbJ2e2KrEo8E0w4/Tm64lg2TvpbpUka0sKeUprwzmHHoIXZM+yRx58g4md97rbezJhdz1uRiAuEox1pD1LSGONYSIha3eHZXLfXt4RM+1+92MqHYx8TiXCYU+ZhQ7GNCkY+Jxfbb6pJGH4VOlgqEozyw/hA/e2U/R1tCTC/3c81ZE0fdrCJ3ZwsL3/kBtcWLe06WS/+OlZ7D7IO/5sxDD7Cr8q8zXU6//J4cppfnMf09w7vhSIzGYCdNgU6aghGagvZ259FWNh1sOmlJHneOgwlFPsYXebu2PioKvV3DfF7GFnrJ9+QomEYQhU4WicbirD/QyDM7anjkzcO0dERYXlnCP187nyNNHaPuH56JR7j49ZtwR1qoKV7C9KrfZbqkEa81bxqHy1czb++9HBx3CR2+cZkuaVA8LmfPeaG+hCIxmoMRmoOdNHVEaA500twR4VBDkK3VLbSFoyfdzy7X7WRsgZcx+R7K8z2MyfdSnu+hLM9NWb6HMr+H0jw3pXluPDkj88LobKLQGcVaghF2HG1l59FW3q5u5oV36mgORnDnOLhw5hg+fe40lkwpBk4c4hgN3J3NrHzrDgoD+9k3/iqCvopMlzRqvDn7Di599SOs3vwFnl3+P8Scff8CH428LifjCp2MK/T2+Xg0HqetI0pzR4SWjghtoQitHRFaQ/Zw3t7adtrCUTqj8T4/P9+bQ1meHUjl+R7K844H1dhCL+MK7P8LfOqehkqhk0bxuEVHJEagM0qoM04wEiXYGSMUiRGOxgn3bOOEY/b7oUiMQGeMYDhKWyhKXXuYujb7/4ZAZ8++y/I8XDhrDGvmjGX1jPJRuyS9Mxai8vAfmL/nR3giLbw7/krqixdluqxRpc0/hdcW3M3qzZ/nwvWf5tVF/0bQNz7TZaVFjsNBsd9N8QDDyOFojEA4RnsoQns4Rns4Sns4SqBrW9/eyYH6IG3hCKHIyQHldjoo9LmYOS6f8UVexhf5GF/oo6LIDiUN6/XPWAncW73b0qVLrY0bN6awnL7F4xZxyyJmWcTjELMsYvHj/8etE9+OWxC3rK42u7/js38Yun8mup8btzhhX5FYnM6ovQ1H44S6giAUjRPqjBHsjNERidHRGSXQGaOj0w6VYNjeBsLRntAIRmKJ3Mr+JC6nIdedQ54nh7Kuv77GFHiYXJLL7IoCdh1tJd/rGvyOM8mycMbDuCMt5IZqKGzbx5imjUyofQFPpJW6ooVsmPtVSpu3ZrrSUWff5OsAmHR0LSu2fhUsiwPjL+NI+Wpa8qYT8pQRyfGD0bXhiYjE4rSForSF7O6pNRSlJWgP6+U4HRxt7qC2LXzS5/lcTsrzPRT73ZT63RTluijwusj32v+W/Z4cvC4nXpcDn8uJO8eBy+mwtw4HOU6Dy2nI6XnbgdNhyHEYHA6D0xicDvt/hzE4DBkJOWPMJsuyEl4mJK1/Dj+/u5bbfv3mCR+zsHp+EXdnhNX1y9/qCpCRzukwuLt+WNxOB+MKvfg9TsYVePF7csh1O/F7cvB3bXPdTt6qasHV9XxXjun5Icvp2dpvu3PsH7T+HG7qGDWBM/XwH1m27VsYK4rTip70eNhVyJHyc3l34gepKVkGxih0hqGqYg0NRfOYt/f/MeXo05xR/cgJj8dMDpbJ4cUlP6CmbEWGqhz5XE4HJX73KSfhRGNxWkNRmjs6aeuI0hqK9ARVMBylrjVEoGtUozMa7/dP4eHqDh6HAYOh6z/A/gPbcOLvkh/duJgLZo5JUTV9G1SnY4ypAw6mrpwhKwOGfzORzNNxjCw6jpFFxzGydB/HFMuyEr4aeVChM1IZYzYOpr0bqXQcI4uOY2TRcYwsQz0ODeqKiEjaKHRERCRtsiV0fpLpApJExzGy6DhGFh3HyDKk48iKczoiIjI6ZEunIyIio8CoDB1jTIkx5hljzJ6ubXE/z7vPGFNrjNmW7hpPxRhzqTFmtzFmrzHmy308bowxP+h6/G1jzOJM1DmQBI5jljHmNWNM2BjzxUzUOJAEjuFjXd+Dt40x64wxCzNR50ASOI6ru45hizFmozFmVSbqHMhAx9HreWcbY2LGmA+ns75EJfD9ON8Y09L1/dhijPl6JuocSCLfj65j2WKM2W6MeXHAnVqWNer+B/4N+HLX218G/rWf550LLAa2ZbrmXjU5gX3ANMANvAXMec9zLgOexr6u6xzgjUzXPcTjGAOcDdwNfDHTNQ/xGN4HFHe9/YFR/L3I4/hw+gJgV6brHspx9Hrec8BTwIczXfcQvx/nA3/MdK1JOI4iYAcwuev9MQPtd1R2OsDVwC+63v4F8MG+nmRZ1ktAY7qKStAyYK9lWe9altUJPIh9PL1dDfzSsr0OFBljRtqKlwMeh2VZtZZlbQAife1gBEjkGNZZltXU9e7rwMQ015iIRI6j3er6rQD46X99qExK5N8GwOeA3wO1fTw2EiR6HCNdIsdxA/CIZVmHwP43P9BOR2vojLUs6yhA1za96zgMzwSgqtf71V0fG+xzMm001DiQwR7DJ7E70JEmoeMwxlxjjNkFPAl8Ik21DcaAx2GMmQBcA9ybxroGK9GfqxXGmLeMMU8bY+amp7RBSeQ4zgSKjTEvGGM2GWNuHminI3YpYmPMX4C+bgZyV7prSbK+FlJ771+diTwn00ZDjQNJ+BiMMRdgh85IPBeS0HFYlvUo8Kgx5lzgn4D3p7qwQUrkOL4P3GFZVmwEr+CcyHG8ib18TLsx5jLgMWBGyisbnESOIwdYAlwE+IDXjDGvW5b1Tn87HbGhY1lWv/8gjDE1xpgKy7KOdg07jdQ2uy/VwKRe708EjgzhOZk2GmocSELHYIxZAPwP8AHLshrSVNtgDOp7YVnWS8aY6caYMsuyRtIaYIkcx1Lgwa7AKQMuM8ZELct6LD0lJmTA47Asq7XX208ZY340Sr8f1UC9ZVkBIGCMeQlYCPQbOqN1eO0PQPe9eP8aeDyDtQzWBmCGMabSGOMG/gr7eHr7A3Bz1yy2c4CW7uHEESSR4xjpBjwGY8xk4BHgplP99ZZhiRzHGabrN3XXbEg3MNICdMDjsCyr0rKsqZZlTQV+B9w2wgIHEvt+jOv1/ViG/bt41H0/sH/3rjbG5BhjcoHlwM5T7jXTMySGOKuiFHgW2NO1Len6+HjgqV7PewA4in0iuxr4ZKZr76rrMuy/BPYBd3V97G+Bv+162wA/7Hp8K7A00zUP8TjGdX3dW4HmrrcLMl33II/hf4AmYEvX/xszXfMQj+MOYHvXMbwGrMp0zUM5jvc8935G4Oy1BL8fn+36fryFPUHlfZmueajfD+BL2DPYtgH/MNA+tSKBiIikzWgdXhMRkVFIoSMiImmj0BERkbRR6IiISNoodEREJG0UOiIikjYKHRERSRuFjoiIpM3/B9EwvUPQajV6AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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FjEj9XkjNt5vHjtTfPzMeajMDI8uKBt+fmKrmMokIhYxMbJYFzUM0M6VNse8sOR5CpqXS3g4XMj0d42u0nMQEhYxMbJ5quz8mbcrx+xxOO3wa94e/XIHyVNvb1LzB9yem2Vs1mUmYKWRkYusfojxYyIDdZNZ8CHo6w1akUfFUQ3yyXWMZTP/jChkJM4WMTGz9Q5TTCgbfn14IVi/U7QlfmUbDU2XXYowZfL9CRiJEISMTW812e22v/pt8Hau/+al2V/jKNBqeanvwwlDUXCYRopCRia1629BNZQDJOfacmcMfhK9Mo+GpgtTJQ+9PTLG3XZorI+GlkJGJq6vVXtJ/qKYysO8smZwb3TUZyxq5JuOIg3i3ajISdgoZmbhqdwMWpA4TMmA3mUVzTaarBbwdQ48s66cJmRIBChmZuOr32duU3OGPS82z58p0t4e8SKMyMHx5mJoM2J3/ai6TMFPIyMRVv9fub+m/38pQUvMBy15EMxp5quztiDWZVNVkJOwUMjJx1e217yLpiBv+uP4P78NR2i8TUE1GISPhpZCRiau+1F7SfyTubHt5mWjt/O+vyaQMM7oMICEZervshTRFwkQhIxOTz2f3yWT5ETIOpz3zv6E05MUaFU+N3anfP0x5KAnJ9ra7LfRlEumjkJGJyVNpj8jKKvHv+KwSqP8wtGUaLU/VyLUYsJedgegdwCAxSSEjE1PdXnvrT3MZQNZMaPjQrgFFG0/1yJ3+AAlue9vdGtryiBxBISMTU//w5ayZ/h0/aYZd8/FUhq5Mo9V22L+aTEJfc1qPajISPgoZmZjq99kfuiONyOrX36xWH4X9Mq1+hkx8f01GfTISPgoZmZga9tu3Vx5q1eJjTeoLmWjr/O9qtZu/UnJGPlYd/xIBChmZmBr3w6Tp/h+fNgXiXNFXk2k7bG/9qck448GZAD0KGQkfhYxMPD4fNJbZw5L95XDYNZ9oC5nW/pAZYWmcfgnJqslIWClkZOJprbYnJWYWB/a8rJLoay5rrbG3/tRkwB7GrJCRMFLIyMTTsN/eBlKTgb6Q2Q++3qAXadRaA2guA3sYs0JGwkghIxNP4wF7G2jIZBaDrwdaDgW7RKPXWmMv8unO8u/4hGQNYZawUsjIxNN4wP5gzpga2PMm9TWv9deEokFrTd/aak7/jldzmYSZQkYmnsb9kF5oj7YKxKQZ9rYhipaXaa31v6kM+moyHWBF4coFEpMUMjLxNB4IvKkM7GHMjng7pKJFa43/I8ugb2kZS01mEjYKGZl4RhsyDidkTouy5jI/Z/v3619aRk1mEiYKGZlYulqhrXZ0IQN2k1m01GQsK/CajJaWkTBTyMjE0lRmb0cbMpnF0HDA/oCPtI5Ge7RboH0yoOX+JWwUMjKxNPaFTMa00T1/UjF0e6CtLnhlGq1AZ/vDRyGjpWUkTBQyMrE0ldvbUYdM3wizaGgyG5jtH0hzmWoyEl4KGZlYmsrsfonk7NE9PzOK5soM1GT8uGFZv7hEe46QRpdJmChkZGJpLLNrMf4u8X+szGmAGb81GWMgPkkhI2GjkJGJpak88Jn+R4pLhPSi6JiQ2VoDzkRwpQf2vHi3QkbCRiEjE4dl2c1lmaPsj+k3qTh6QiZlcuC1MoWMhJFCRiaOjkboahl9p3+/STOiKGQCaCrrF+9Wx7+EjUJGJo6BkWVjaC4DO2Ta66GjaexlGotAZ/v3S1BNRsJHISMTx8BEzCDUZCDytZmx1GR6OoJfHpFBKGRk4hjrRMx+0RAyvT12bWo0NZn+kImmm69JzIqLdAFEQmrD7z76es/fIc4FO54a2zn7l6SJ5FyZtlp7mzqakEkCLOhsBvekoBZL5FiqycjE0dHg/x0kh5PghtSCyNZkBubIjLJPBqAzwn1KMiGoJiMTx2iblwZzzAizR9aXj/iUq1aMccDBkQZm+4+mJtO3tExHY/DKIzIE1WRkYrAsaG8IXvPQpGJoKA3OuUbDU21vR9Xxn2RvFTISBgoZmRi6PPay+ElBaC4DyJ5l94tE6oO6vyaTPMrRZRD5IdgyIShkZGLoqLe3warJZM+2t3X7gnO+QLXW2MvJxLsCf26CmsskfBQyMjG0N9jbYIVM1ix7W783OOcLVGv16PuXBprLVJOR0FPIyMTQ3leTSQpSyGROA0c81O0JzvkC5amG1PzRPdcRB84EjS6TsNDoMpkY2hsgIcVeRTkYnPF2539dBGoyG34H9ftgUsnR84ACEe9Wc5mEhWoyMjEEa47MkbJn2x/24Wb57ImUgS7xf6R4t5rLJCwUMjIxtNcHf3Z71kyoL4Veb3DPO5LuNjtoxhIyCarJSHgoZCT2+XrtD9RQ1GR8PR8tvBkunc32dsw1GYWMhJ5CRmJfZ5P9l3/QQ6ZvhFm4O/+DFTLq+JcwUMhI7OsfWebODu55c+bY28MfBPe8I+lssbeqycg4oJCR2NdWZ2+TgxwyrnT7Bmg1O4J73pF09dVkEtNGf44EN3g7dV8ZCTkNYZbY114Hxjm2v/yHMnmhHTJFwTmdXwttdjbbw7EdztG/0JHrl/V/LRICChmJff0jy8wYKu5DzUfxeaFuNzMPPMq+6Z+h12dR1dzB/ro2vD6LrOQEspITyUpJGP1rH2usw5fhiJWYmyCtYOxlEhmCQkZiX1t98Ptj+qUWgOWjtqmFh9ce4EB9G11e33GHGeC1PbVctbyIs+dNJt45hsDrbBl7yPTfU0b9MhJiChmJbZZlN5f1380yyHpT83ECr5R5qUzoYHFRBjOykynOTiYxzklDWzf1bV0caupgd7WHG/6wiZzURD6zfCrXnV5MelJ84C/a2QQZY2yf03L/EiYKGYltPe12B3ewO/2BynYH39gwi4eseNa49zF/9Q0kJRzdT5KX7iIv3cWCgnR++7llvL6nlkfWl/OLl/fy0Nv7+dLqEr5w6nSSE/37VTS+HuhuHVunP3y03L+GMUuIKWQktg0MXw7uHJnyVgeffHUS7V5oTytglaOU5xOG74iPczo4e95kzp43mR2VzfzsxT385O+7+d3b+7nprFl+3TkzqatvpJwrY2wXoLtjSpgoZCS29Q9fHmOfzPr9DR+d0uvgjt3T6PBa/HBOGT2N2aQ1b7cnfPo5uGBBQToPfOFkNpU38l9/28X3nt3Bw+8c4LSSbObmpWKMGfR5yR2V9hdJYwyZuER7xJ1CRkJM82QktrX3z5EJTk3Ga8HPPpxCTVcCt5RUUJjUTau7kDhfF+mtHwZ8vpOmZvLo9Sv57eeWAfA/68p44O39VLd0Dnp8ckeV/cVY12Ezxg4qLZIpIaaQkdjWVms3LTnHPoTYsuCB8jy2e5L50rQq5qfaExlbkwoByGraOqrzGmM4Z/5k/v71M/j44gKqmjr55St7eX5rJZ09vUcd6+7sC5mkzNFfSL+kTNVkJOQUMhLbWg9Dck5QTvX32gxeqcvgsrw6Vme1DDzemTCJHmcS2U1bxnT+eKeDU2Zk8c1zZ7N02iTWltZz10t72FrxUW0juaPSvn1yEEJTISPhoJCR2NZWF5SQqemK548VuZyY1so/FdQdvdMYWpOmjDlk+rkT47jsxCl8+cwS0pLieey9gzz2Xjkd3b12c1mw7u7pylDISMgpZCR2tTdAT9uYQ8ay4P6yPJzG4vpp1TgG6ZNvdReS0VpKfE/L8TtHqTDTzQ2rSzhn3mS2H2rm7pf3EN96KDhNZWCfR0OYJcQUMhK76kvtbcrYQubxAy62e5K5uvAwWQmD36Cs1W1PjsxpfH9Mr3Usp8Nw1txcvrx6JolOB+6OKjZ35GBZQTi5msskDBQyErsa+kJmDDWZ6g4Hd25JYX5KG2dlNw95nCepiB5nEgW1b476tYYzJTOJb67KIdl08WxdAbduTKXn+NVrApOUYa+D5usd+ViRUVLISOyq3weYUU/EtCy4Y1MqPZbhS0M0kw0c64ijJmsFBbVvEZxqxvHSu6sBWDIlhf89kMQX3sqguXuYQo2kv9mtc+jwFBkrhYzErvp9dsA4Rjfn+OWqBP5Rlcg35reS5+oZ8fjKnFWkdBwirW3/qF5vJMl9w5cvme3mp8taWF8bz5WvjyFo+kNGTWYSQprxL7GrvnTUa5Z1++Dft6ZQkurl2lkdbCob+TmVOasAKKh9k5aUGcft9+deMcP5aCJmJpdndJLj8vEvb6fzL2+n8z9nNOEK9PYyAyGjzn8JHdVkJDb5fHZNJjl3VE//Q2kSH7bGcfuiVuL9/C1pT8qnKWUmhTUvj+o1R5LcUYnXmTSw7tjqvG7uWt7Chvp4vrounUHuMDC8/vXPVJOREFJNRmJT80F7BebUvICf2tRtuHtnMqfndrMmrzug5x4ouIgle+4mta0MT/K0gF97OKlt5XjcU9lz4KNQyAGuLergwYN5XPd6Al+eVo0xsKLYj7k0/UvTdDQMf5zIGKgmI7Gpdre9HUXI3L0zGU+P4Y7FHoZYp3JI+6dcgg8HxYeeCfh1R5LaXkbLIMF1fm4Tl+fX8Xp9Bk9VBzDIoX9SZ7tCRkJHNRmJTbUf2NuUySMeeuQKy5WdCfx+Xw5rsptpbqhlfYCfvx2uXKpzTmVGxTNsm/UVLBNoR8ngjK+HlPYKyvPOHXT/5fl1VHYm8L+V2cxNaWeFPydNygCMajISUgoZiU21u+2ASUgO6Gl/rMghweHjnwpqA37JkvInAGh15VNQ+xbLtv+IhvT5Rx1TOvWKgM8LkNJRicPy4kmejqO367j9xsD106r5sN3FL/YXUOg6QFr88PNfVixz2rdxVk1GQkjNZRKbandBzpyAnrKrNYkNzal8PK+BjBE+oIfTmDqHjoQse2JmkObMpLbZw9ta3EP387idPr4+4xAer5N7DuTj8+el3ZNUk5GQUshI7LEsuyaTMy+gpzxSkUNGnJeLcsf4oWscVOasIrmrhkzPnrGdq09q2wEAPMnThz2u2N3F5woPs7klhedq/Oj8T5qkmoyElEJGYk/LIehuDagms6k5hd1tbi4vqMPlHHvtoy59IZ0Jkyg8/Ip9x8wxSmsrozM+g+6E9BGPPS+niRUZLTx+KIcD7YnDH6yajISYQkZiz+Fd9jZnrl+H+yx45FAO+YndrMkO0sRE46B88jm4u2rJbdw45tOltvs/JLq/fyYlrpdfl+XRO1xmurNUk5GQUshI7KnZZm9z/Wsue70+nYrORD49pZa4MSwFdqzG1Dk0J0+n8PBrOL0dYzpXatuBgObdpMb5uLaohg/bk3hhuGYzNZdJiClkJPZUb4P0qR9NNhxGZy88UZlNibuDFRme4JbDGMryzieut5Oiw6+O+jTxPR6SO2toSS4O6HkrMz0sS/fwv5XZVHfFD36QO9O+5473+BFrIsGgkJHYU7UV8k7w69CH97mp74nnqim1AU+89EeHazI1k04mt3ED7v61xwKU2WI3/zWm+df8188YuG5qDU5jcX9Z3uAD3TQhU0JMISOxpavVXrMsf9GIhzZ1G+7Z5ebEtFYWprWHrEgVuWfidbqZVv23UQ1pntSyE4CGNP9Hyw08N8HL1YWH2eFJ5tX6QQYNaGkZCTGFjMSWmh2ABXkjh8w9HyTT2mO4qvBwSIvU63RxMHcNae0HKap+MeDnT2reSZtrMl2Jo7svzlnZzcxNaeePFbl4vMf8yqsmIyGmkJHYUr3V3o5QkznY5uDh0iQ+Nb2TqUmBLYI5GrWZJ9KWOJkTd/8MR29gr5fZspPGUdRi+jn6ms3aex08duiYu4T212Ta60d9fpHhKGQktlRtsf86T5sy7GH/vSMFA3xjflt4ymUclOedS0pHJbPKH/f7aXHeNtLaymhImz/ywcOYmtTFx3Ibebkug31tro929N81VM1lEiIKGYktVVvsTv9hevG3N8bxdLmL62a1k+8e+0RJf7WkzKAqayULSn9DXE+rX8/JbNmFwTpuDbTRuLygjvS4Xh4on/zRkjNqLpMQU8hI7OhqtftkipYPeYhl2Xe8zEzwccPc0HX2D2XznK/j6mlk3oGH/To+q3k7wJhrMmCvbXZN0WE+bE/ilbq+QQDxLoh368ZlEjIKGYkdlZvA6oWioRe6f6kqgbW1Cdw8v420+OAsXhmIxvQFlOedy9z9v9G2x7kAABu/SURBVCexa+TaQ17dOzQnT6fTlTPisf44LbOF+SntPHool4a2vr4hTciUEFLISOwoX29vC5cNuruzF360JZXZaV6unjG2GfhjsXXWV3H2djL/wweGPc7pbWdyw3tU5awK2msbA/88tZr2Xgc/+Xvf8jvuTPXJSMgoZCR2HFxvr7yclDno7gf3uilvc/LdxR7iIviT35Iyg/1TPs7s8sdwd1QOedzkhvdw+ro5FMSQAShK6ubCyQ089t5B3i9vtDv/2+qC+hoi/RQyEht8Pqh4d8j+mJoOB7/8wM25BV2cPrknzIU73rZZX8XCsHjPL4Y8pqD2TXqcSdRmLg3661+eX09uaiLfeWY7PncOtCtkJDQUMhIb6nZDZ/OQ/TH/uT0Zr2W4Y5F/o7pCrT0pj93Tr6G48nmymrYdt9/4vEw5/Bo1WSvwOROC/vpJTh93XDSf7Yda2OVJVE1GQkYhI7GhtG8ByumnH7fr/fo4nixL4rpZ7UxLGf0dL4Ntx4zraE/MZcW27x43QXN65fMkd9ZQWnhZyF7/4kX5nFqSxYtlPvv+O93hH20nsU8hI7Fh30uQPRsyj14O3+uD299PZbKrl69EYMjycLzxKby78HtktO5j0d5fDjxufF4WlP6GxtQ5HMpdE7LXN8bwb5cupMabYj/QVhuy15KJKy7SBRAZs+52OPA2nHzdcbt+8K7FzqZ4vjHjEDsqgryUfxBU5p7BvqJPMX//7/A6k9hV/HkW7/k5ae1lvHHiXcNOKg2GmbkpLFswB3bD5l37WHKK//esEfGHQkbGtw2/g5qd0Ntl3+Z4w+8GdlW0OfjfyhxOSm9lebDvFRNE782/A2dvF4v23cuiffcCsGva1VRMPissr3/xKYtgNzz62gZmL12NO0EfCxI8+mmS8a/2A3AmwKSSgYcsC763ORWA66ZWh7pCMCaWI451i35Eed55ZDdtpT59ARV554Tt9RPTJwPga63jrpf2cPtFY19dQKSfQkbGN18vVG2G7Dng/Ojuj387lMjLVYlcU1hDdoI3ggU8Wkn5E8Pu3zLn5jCV5AjJ9moCZxcZbnxrPxcvKmBxUUb4yyExSR3/Mr7V7oIuz1HzY5q7Dd/fnML8jB4+lqs1uUaU4IaEFNYUGXJSE7n1z1vp6Q3fwqES2xQyMr5VvAsJKZD7URPPv21Joa7LwY9P8uCM4mayqJKcTWJnAz+8dCG7qj38v5f3RrpEEiMUMjJ+tdVBzXaYshQcTgD+UZnAn8uSuHFOO4smRU8zWdRLzoG2w5y3II9PnVTIL1/dx7v7tZ6ZjJ1CRsavN//bXk5m2qkANHYZbtuUytz0Hm4K183IYkVyzsCs/x9cuoCiSW7+z+Obae6I/BI8Mr4pZGR8ajwA7/7GXkYmxR4d9b3NqTR2Ofjvkz0k6Cc7MMnZA5MxUxLjuPvTJ1LT0sntT23DssJ/SwSJHRpdJuNPbw8893W8ONiatJKe/Q2sb0zl2YMu/qmgltbGetarvz8wybl2TcbnA4eDJUUZ/J9zZ/OTv+/mzDm5XL60MNIllHFKf+/J+NLbA3/5Onz4Khvn30ZPfBoN3XHcX5bHDHcHl+bVR7qE41Nyjn3Dt86mgYduWF3CiuJJfPeZ7eyqbolg4WQ8U8jI+NDlgW1/gl+fAe//AVbdQmnRp/BZcM+BfHosw03FVcRpNNnoJGfb29bDAw85HYZffOZEUhLjuP73G2hs6x7iySJDU8hIdCtfB498Gv6rBP58HXS1wpV/hLPuAOAvNZPY7knm80U1FLj0IThqff1atNYc9fDkNBe/vmYpNc1dfPXRTXg1f0YCpD4ZiU4+H/z1/8J7v7E/AJf9M8y/xO7o7xuufKipg8cqc1ie4eGsrOYIF3icSyuwty1H36nzkfXlAHx8cT5/3nSIzz/4LhctKjjqmKtWTA1LEWV8UshIdHrpO3bArLgBzv4uJCQftbu928vj75WTHuflS9OqonptskCMtOxMyKTm21vP4LeDXjptEpVNnbxdWk9euoul0yaFsXAynilkJPps/zO880tY/iW44MfHLXdvWRZ3PL2d+tZu7phdRUqcmnBGo7+W0u/yuFQO7N3DhoTyQY+/8IR8aj1dPPX+IZIT45iblxaOYso4pz4ZiS49HfDidyFvEVzwH4PeT+WJjRU8uekQa+bmsjA1um5ENp61uyaT1HV4yP1Oh+GzK6aSn57Eo++WU16vCa8yMtVkJDKOuO/LUfa9BC0VMP/Sgb6XI+2u9vDdZ7ZzakkWZ83NhYMhLucE0uHKxd05dMgAJMY7+fyp0/n166U8/E4ZXzxjRphKJ+OVQkaiR28PlL4GuQsge9ZxQdTmNdz4ciYpDsPP5+1m/8G3I1POGNWemEu6Z9+Ix6UkxnHtacX8+vVSHlp7gE+dVMjULHcYSijjkZrLJHpUbYGeNpix+rhdlgV3bErlQ4+TX6xoIdelfphg63Dl4uqqw/hGXlh0UnICXzhtOt1eH1fe/w4H6tR0JoNTyEj0KHvbnnmeNfO4XQ/tS+Kpchdfn9/GqblatDEU2l2TceDD1VXn1/H56Un8y6piuvqC5sPa1hCXUMYjhYxEh5YqaNxvr6hsjv6xXFcbz4+2pnBuQRc3zVNHf6h0JOYC4B6m8/9Y+elJPHr9Sry9Flfev459hz2hKp6MUwoZiQ6VmwADU5YBsH5/A+v3N/D87ha++HYqkxO6uSq3jPcONAzsk+Bqd9khkzRC5/+x5uSl8tgXV2JZcMV977CpXKuTykcUMhJ5lgVVm+3O/sTUgYe7fYb/Lp1Cj89wy8xDuJ3qhwmldpe9tIy7s2aEI483a3Iqf7rhFNKS4rnqN+v4x87AzyGxSaPLJPI8Vfa9TGacOfCQz4J7D+TzYXsS3yqpYIrWJQu5roRMek3csHNlBnPkpM7PrpjGw2sPcP3vN3DJkgJWFGcBWnpmIlNNRiKvajNg7AmYfR49lMM7jWlcNeUwyzLUoRwWxtE3V2b0tZCUxDj+ZVUxsyen8szmSl7YVoVPNz2b0BQyEnnV2yCrZKCp7A+lLp6tyeLcnEYumay+l3BqSyogpf3QmM6RGOfk6pXTWDljEm/tq+PhtQdobteIwIlKISOR1V5vN5dNXgjAy5UJfPf9VE5Kb+XaopqYWfhyvGh1F5HSPvjaZYFwOgyXLJ7CZUum8GFtG5+4922NPJugFDISWYd32tvcBayvjeer69NZkOnl5uJDOBUwYedxTyWpu4E4b3AmV55cPInrTi+mpaOHT9yzlue3VgXlvDJ+KGQksmp2QHIO73YUcO1b6Uxx9/LgaU24nGrHj4RWdyEAKe0VQTvn9OxknrvpdGZNTuErj2ziB8/toNurkYIThUJGIsfbBfX7qE47gWvfTifP7eOR1U3kuBQwkeJxFwGQ0h7clUcLMpJ4/IuncO1p0/nd2wf49P3vUNnUEdTXkOikkJHIqdsLPi+3Vywn1+Xj0TOatCZZhLX2hUxqkEMGICHOwfc+voB7rjqJ3dUeLvzFm7yyS/NpYp1CRiKm/MBu2iwXZQmzeXR1E5OTFDCR1hOfRmd8RtBrMke6aFE+z910OvnpSfzzQxu48/md9PTqvY9VmowpYWdZFg/sdnFB7Qdsj5vP42d5yEpUE1m0sEeYBTdkjr0LJ8CnTy7ihW1V/ObN/fxtezWPXL+Sokm6ZUCsUchIWPX0+vjRX3by9vYW/iWxjslz1xCvgIkqre5Cspu2hvx14p0OLl0yheLsZJ56/xDn3vU6nzqpkAUF6UM+RysHjD9qLpOwqWhs59P3r+Phd8q4Nfc9AOLz5ke4VHKsVncR7o4qHL7wTKBcVJjBV9fMJCs5kT+uL+e5LZV41XwWMxQyEhZ/217FhXe/ye5qD7/4zImcG7cZUvMgKTPSRZNjeJKn4cAX0n6ZY2WlJPKlM2ZwWkkW73xYz32vl1Ln6Qrb60voKGQkpJo7erjtyW3c8IdNTM9O5vmvnc4lc5KhodS+zbJEncbUOQBktuwO6+vGOR1ctKiAa1ZOo7G9h1++uo/3dduAcU99MhISlmXx7JZKfviXnTS0dfOlM2bwzfPmkBDn4M2nf8Mqy8eO3iJadV+YqNOSMoNeE0eGZxdlfCzsrz8vP42vnT2Lx98r54mNFew73MoliwtIjHeGvSwydgoZCbrd1R5++JedvLWvjsVFGTx07XIWTvmoM3dK7Rv0OJMGZpdLdPE54mlOmRn2msyR0pPiue70Gby6+zCv7jpMWUM7/7RUPy/jkUJGgqa8vp2vPfY+Ww42kRjv4JLFBSwvnsTWima2VjQDYKxeLjv8Js0pM4+7zbJEj6a02eTXrY1oGZwOwznzJlOSk8ITGw9y/5sfkhjv5KazZhLn1M/OeKGQkTE72NDOr98o5fH3DmJZsGpWNmfMzsGdcPyPV3bj+7h6GjmYelYESir+akydy4xDz+LqqqMzMTuiZSnOTuZrZ83iuS2V3P3yXl7bfZj/vHwRc/PSIlou8Y9CRkZt32EP975WyjObK3EYuGJZEUWZbtKT4od8ztTqf+B1JNKUMjOMJZVANabNBezO/6qcyIYMgCveyRXLirhuVTHffWYHF//iLW5cM5OvrCkhMU59NdFMISN+65+1XV7fxht76/igqoU4p2FF8SROn5lNhjth+BNYPoqqX6Iq+1R8zsQwlFhGqzFtNgCZLR9QlXNahEvzkYsXFXBqSTY//MtOfvHyXl7YVsW/XbqAU0siH4QyOIWM+MWyLHZVtfD63lrK6ttJindy5pwcTinJJiXRvx+jrKZtuLsOsznv6zh7O0NcYhmLnvh0PO6pZDdtiXRRjjMpOYG7rlzCJUsKuOOp7Vz1m/WcO38yt31sLjNyUiJdPDmGQkaG1euzeH5bFfe+uo9d1R4ykuK56IR8lk3PDLiZYlrV3+g18RzKPZOpVX8LUYklWKqzVjC98gWMz4vliL6PijVzcnn5m6t54K393PvqPs676w2uXjmNG1aXkJfuinTxpE/0/eRIVPD2+njq/UPc+1op++vaKMlJ5vKlhSwuzMDpCPyWlQ5fD9Mrn+fQ5DPpiU8NQYkl2KqzVjLr4BNkNW+nLnNJpIszKFe8k6+smck/LSviZy/t5n/WlfHI+nI+tbSQL68uYWqWFtyMNIWMAB/1t/T6LLZUNPHqrsPUt3WTn+7iM8unsqAgDYcZ/f2QCw6/jqunkdLCy4JVZAmxmqzlWBjy6tdFbcj0y0lN5D8+uYgbz5zJN5/Ywv9uOMhj75YzvyCNFcVZzMhJPurnVwttho9CRgDwWRZbK5p5ZVcNda12uFy9Yhrz8lMxYwiXfiUVT9GemEt19qlBKK2EQ3dCBg1p85hct47tM2+IdHH8UjTJzSeWTOGsubms3VfHhrJGdlS2kJWcwMnTJ7G4KGPY0Y8SfAqZCc7ns3hhexV3v7yXWk8XeWkuPrtiKvPz04ISLgApbeXk177FzpLrsIyGm44n1dkrmbv/9yR0N9GdkBHp4vgtzRXPBQvzOXveZHZUNvPu/gb+tqOav++opjgnmTiH4fyFeQqcMFDITFC9Pou/bK3k3ldL2V3jITc1MSjNYoOZt/8hLEcce6Z+JqjnldAry7+QBR8+SHHlX9g9/epIFydg8U4HS4oyWVKUSZ2ni80VTWw52MT//fNWbntyGyW5ySzIT2deQdpxoyTVpBYcCpkJpsvby9PvH+JXr5VyoL6dmbkp3P3pJXg6vUEPFwBXZy0zKp7mw8JP0OnKCfr5JbSa0uZQn76QkoN/Zve0z0IIfkYCMdgdNv2VnZrIOfMmc/bcXA41dbDtUDM7Klt4avMhnt58iKJJbublpTI3P43cVM3jChaFzARxqKmDR9aX8di7B6lv62bhlDTuu/okzpufh8NhxvTLO5wT9v0Kg48Pir8QkvNL6O0r+hQrtv+ArKat1GcujnRxxswYQ2Gmm8JMNxcsyKO6pZMdlS3sqmrh7ztr+PvOGjLd8XxQ3cLq2bmcUpLl91wwOZ7+52JYR3cvL++q4ZnNlbz8QQ0AZ82dzOdPncbpM7OD1ucylKymrcw8+Cd2T7+a1mQ1PUSbkvInRjymdOoVlOV/jBN3/YxF++7l1WX3Rbw2E0zGGPLTk8hPT+KceZNp7uhhV3ULe6o9PLnpEH9YV06803BiUSanlGRxSkkWJ07N0FI2AVDIxJj61i7Wltbz4s4aXv6ghvbuXnJSE/nS6hI+u2IqhZnhmTfg9LazfPv36UjMYeusr4TlNSU0vHHJbJt1I0s/+E8Ka16mIu+cSBcpZNKT4llRnMWK4iwuX1rIhrIGXt9Tyzul9fy/V/Zy98t7SYxzsLgwg6XTM1k2LZMTp2YyKXmEJZUmMIXMOObzWdzz6j4ONXVQ0dhBaW0rVc32ci3uBCcLC9JZVJjO9Gx7jsAbe+rCUzDLxylbbyfdU8rry+7BG5ccnteVkNkz9dPMqHiSZTv/g4b0hbQn5UW6SCGXEOfg1JLsgXXRmjt6eHd/A+s+rGdDWSO/eeNDfuWzACjMTGJxYQaLCtNZUJDO/II0BU8fY1mW3wcvW7bM2rBhQwiLI0eyLIum9h7qWruo9XRR4+mkrL6d8vp2yhra2VPjwdPpBcBpDFOz3MzMTWFmTgoFGUmjmpk/Vs7eTlZs+y7Tq/7Kprm3sKv484Me509TjURe6dQrBr7OaNnNOeu/QEdiNq8s/y0drskRLFnkdXt9zM1PZcvBJrZWNLOloomKxo6B/XlpLubmpzJnciqz+/6V5CYPeguM8cwYs9GyrGVD7lfI2Hp9Ft1eH16fD5/PnpzosyyMMRjsZmhjDE6HwWE4biSWZYHX58Pba+H1WXR5e+ns8dHZ00tnTy9t3b20d3lp7fLS1uVlbWk9nT0+ury9dHt9dHp9dPX00uX10dHTS0d3L13eXnyDvD356S6mTrIDpb27l4KMJCanJkb2Rk6WRX7dWk7c9VPSW0vZMvtr7Jxx3ZDt9wqZ8eHIkAHIadjEmRtuwDJxbJ7zdfZPuYRep9YJ69fW5aWquZOq5g6qmjupaenksKeL3iN+kdOT4slJSSQrJYGs5AQmJSdw1YppTMlMIs0VF/K+0mAbtyFjWRa+vg/uXp/9we3ttejp9dHt9dHd2/8Bbn84d/R9kHd0e2nr6qWty0trt/2B3tbVy65qz8AHepfXN3Cenl77/IN9mIea02FIjHOQGOfAFe8kIc6BK85JUoITV7yDpdMyyUpOJDs1keyUBHJTXRRmJuE64l7noRoVNhTj8+Ls7STB6yGpq46U9oNkNW9nyuHXSG0/SGvSFDbM/1cqc88Y9jwKmfHh2JABe3Ltym3fIbdxE13xaVRln0Z9xiJakotpd+XQHZ9BT1wKvY4Ee/LtOPvQDLZen0V9Wxc1LXaLRF3rR/86e3xHHetOcJKX7iIvzUVWSuJACGW440lzxZPqiiPVFU9SvJOkBAeJcU5c8U7inYY4p4N4p8HZ98dwuMJqpJAJa73t1d2HufEPm7D46BPdsrC/s8DC/rD3WRYBZN+QEpwOkhOdJCfG4e21SIhzkBTvJD0pngSng4Q4B/FOB3EOg9NpiHM4cPbVWIyB/rfIOqKcVl/ZjgtnY3AacDgMDmOIcxji+970OKejL0zsIOkPlpFqHtE0Gezyl04l3tuK4fg3xutIpDbzRHaUXM+B/IvwOdUWHctak6fyjxUPkduwgZKKp5hcv47pVX8d8vheEwfGwZZZN7FrxhfCV9Ao4XQYclNd5KYeX+Pr6O6loa2b+QVpA7Wf6r6a0LaKJurbugeaxANl+lpcHAYMfZ9pR+SOwXDv1SexZk7uaC/Nv3IEUpMxxtQCZaErzqhlA2Hq1Q4ZXUP0iIXr0DVEj1i4juGuYZplWUPOtA4oZKKVMWbDcNW18UDXED1i4Tp0DdEjFq5jLNcQwZ5iERGJdQoZEREJmVgJmfsjXYAg0DVEj1i4Dl1D9IiF6xj1NcREn4yIiESnWKnJiIhIFBp3IWOMmWSMeckYs7dvmznEcQ8aYw4bY7aHu4zDMcZcYIzZbYzZZ4z59iD7jTHmF337txpjTopEOYfjxzXMNca8Y4zpMsbcEokyjsSPa/hs3///VmPMWmNMVK5x78d1XNp3DZuNMRuMMadHopzDGekajjjuZGNMrzHm8nCWzx9+vA9nGmOa+96HzcaY70ainCPx573ou5bNxpgdxpjXRzypPblw/PwD/gv4dt/X3wb+c4jjzgBOArZHusxHlMkJlAIzgARgCzD/mGMuBP6KPRd0JbA+0uUexTXkAicDdwK3RLrMo7yGU4HMvq8/Fm3vQwDXkcJHzeKLgF2RLneg13DEca8ALwCXR7rco3gfzgT+EumyBuE6MoCdwNS+73NHOu+4q8kAlwIP9339MPCJwQ6yLOsNoCFchfLTcmCfZVkfWpbVDTyGfT1HuhT4vWVbB2QYY/LDXdBhjHgNlmUdtizrPaAnEgX0gz/XsNayrMa+b9cBhWEuoz/8uY5Wq+/TAEiGQZZsiCx/ficAbgL+DBwOZ+H85O81RDt/ruMq4EnLssrB/l0f6aTjMWQmW5ZVBdC3De2aCME1BTh4xPcVfY8FekwkRXv5/BHoNVyHXbuMNn5dhzHmMmPMLuB54J/DVDZ/jXgNxpgpwGXAfWEsVyD8/Xk6xRizxRjzV2PMgvAULSD+XMdsINMY85oxZqMx5nMjnTQq15w2xvwDGOyGFbeHuyxBNtiKdcf+ZenPMZEU7eXzh9/XYIxZgx0yUdeXgZ/XYVnWU8BTxpgzgB8C0XTXMX+u4efArZZl9UbpCsX+XMMm7OVXWo0xFwJPA7NCXrLA+HMdccBS4GwgCXjHGLPOsqw9Q500KkPGsqwhfwmMMTXGmHzLsqr6mpGisfo8lAqg6IjvC4HKURwTSdFePn/4dQ3GmEXAb4GPWZZVH6ayBSKg98KyrDeMMSXGmGzLsqJlLS1/rmEZ8FhfwGQDFxpjvJZlPR2eIo5oxGuwLKvliK9fMMbcG2XvA/j/+VRnWVYb0GaMeQNYDAwZMuOxuexZoP9OWJ8HnolgWQL1HjDLGFNsjEkAPo19PUd6Fvhc3yizlUBzf/NglPDnGqLdiNdgjJkKPAlcM9xfaRHmz3XMNH2fzn0jFROAaArMEa/Bsqxiy7KmW5Y1HfgTcGMUBQz49z7kHfE+LMf+7I2m9wH8+91+BlhljIkzxriBFcAHw5410iMaRjECIgt4Gdjbt53U93gB8MIRxz0KVGF3PlcA10W67H3luhA79UuB2/seuwG4oe9rA9zTt38bsCzSZR7FNeT1/Z+3AE19X6dFutwBXsNvgUZgc9+/DZEu8yiv41ZgR981vAOcHukyB3oNxxz7EFE2uszP9+Grfe/DFuyBJKdGusyjfS+Ab2GPMNsOfH2kc2rGv4iIhMx4bC4TEZFxQiEjIiIho5AREZGQUciIiEjIKGRERCRkFDIiIhIyChkREQkZhYyIiITM/wetyE6L1md0uQAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_year_month_performances(2015)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Model performance\n", + "\n", + "- Look at the performance in each month - how do we perform vs. the baseline?\n", + "- Looks like none of the models do better than the baseline" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import annual_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# load the monthly scores dictionary\n", + "monthly_scores = annual_scores(\n", + " data_path=data_dir,\n", + " models=['previous_month', 'rnn', 'linear_regression', 'linear_network', 'ealstm'],\n", + " metrics=['rmse', 'r2'],\n", + " target_var='ndvi',\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 352, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 352, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "for model in ['previous_month', 'linear_regression', 'rnn', 'ealstm']: # 'linear_network',\n", + " (\n", + " monthly_scores\n", + " .where(monthly_scores.metric == 'rmse')\n", + " .plot(x='month', y=model, label=model, ax=ax)\n", + " )\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Models vs. Observations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The linear regression scale is off, perhaps the very low learning rate is leading to the values to be shrunk towards 0\n", + "- but the spatial patterns are kind of sensible which is handy" + ] + }, + { + "cell_type": "code", + "execution_count": 368, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 368, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "sns.distplot(drop_nans_and_flatten(y_test.ndvi), ax=ax, label='test [2011-2018]')\n", + "# sns.distplot(drop_nans_and_flatten(y_train.ndvi), ax=ax, label='train [1982-2010]')\n", + "# sns.distplot(drop_nans_and_flatten(bline_pred), ax=ax, label='Baseline (persistence)')\n", + "# sns.distplot(drop_nans_and_flatten(lr_pred), ax=ax, label='Linear Regression')\n", + "sns.distplot(drop_nans_and_flatten(ln_pred), ax=ax, label='Linear Network')\n", + "sns.distplot(drop_nans_and_flatten(rnn_pred), ax=ax, label='RNN')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_pred), ax=ax, label='EALSTM')\n", + "\n", + "ax.set_xlim([-0.5, 1])\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Why is linear regression so weird?" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "# sns.distplot(drop_nans_and_flatten(y_test.ndvi), ax=ax, label='test [2011-2018]')\n", + "sns.distplot(drop_nans_and_flatten(lr_pred), ax=ax, label='Linear Regression', color='r')\n", + "\n", + "ax.set_xlim([-0.00005, 0.0001])\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ReU28B96NEOSpxC8B7CEi75EwVn22iBwZbZsBrIzPUajqRgC/BvB5EZkjYS7TvhKHKyIM/Xu3iKyQMIStpsh0zHt1rO+7rX0kKCqdijBU7tOquj1h/hnCc/VjmGAUW0SegTBG/Z9U9X8q7HIpgA/Fa3UAQufgu4n0WQnDMAVP/iZHJ7FKtGXj93Zx3gKLyP9DuKdeq6q7DI9S1QGE6PN58d4+GqED8r1E+pw8OSQ0G483+sy/FcDp8d5pQ1BE2ZAISpFpwJQ42Romdn0MwH+JyPESxlivRIjmrUPipgLwnETj8h4E5/wmr1FFaLA+EaM1EJHFsRH3uArBWT8PYXJIOW7/JYCnichpsZxtEiYqPj0Ow/g5QvSmU8JY7jMmcGrG4jW8sxEc/K0IjuZH8LeR1LpQ1RsQJu2ZdRGRpTGi+1EAH0ycLyA0WsciNFYTbSAb1ijFh0o7witTiTZT2SY+ED4J4DhV3WWyZHz9eAeAj8Z8Xo0wCe1nifTtCEN6ACBZLiA0kG8TkQ4JQ23ejl0n45CZx1UI7dro59zxJFbV2xB+g19BmJeyGnG+hareB+DzCM7uZgDPBPDHSSjzZxEmKS6pcvwRhCDLmQiO75sQ2tp8hTyr1gfhd3UBwlvQTQhR63+PtuMB3Csi/QiTIE8ZMwxllDcAWIkQxLkCYTz4teOsf5JfAPgzQrvwvwgT0yqiqlcgBIkuF5FehLcKJ0TbNgCvi/XbjjCfp+K1im9ljwPwSoTz8BCCLB3wpLzidhEZjQyfjuAg3odwTn+K8DYZCJ2aaxDaob9gzByqGjgPoTM3ljvjtViNMMnyX1T1I8kdYts+6mhPVLr03xDeOn9bnnw7mQx+fBThzeFjAP4PwGc1amxHfo3w+3segIvi/18QbfvE76P5DWHXgNNYPozwxvkqqTyU5B8RgnxbEAJ/71TVZFkfiMdYjnBthmIZgDDZdBjhmm9FCNKMnUxMmo2qTtkHoYG9B08OmfgGQlR21H4uwo/+Rwiv3W8HcGi0HYzweqkPYajCLxGGkQChs/CvCDdkH8IP6JPRthIhgpOpUJ5vR9vhY7bvj9BIbkVo5K4H8KxoWxyP3RvL83GEsdCV6vs3x0boVLww8f37AD6U+H4agsPbixDZvjhuT8fy9iK87no/wsTPYxPn7vvesceUTQE8NfH9yLjtu2PS9yOMI9+C4AQcb+R3A0KjnRuz/bsAzjfSvHnsuUN4o1CMxx39/CphX4CgajKAMMzljWPSr4nlTn5WRtsLK9hucO7XRxEmUSXLcuGYc3wDnmxoj61wjnf5JGyrECatbUe4n68GsF+t544fflr9A+BmAG9pdjkmqS67tKf8TNl5f0Fsf3cCeGmzyzOdPvGZ1D/qQ/DTnI/Ei0HIlCMipyF0tEYAPFfjgjQznfi2ZjNCxP0zqvqxJheJkAkThyU8gBB9PhXhzd1TNAxjaGkkrP63n4ZhE4QQAiBM4iOkKWjQrP5e1R1nGBomsXAlVLK7sT/CuN9ZCG8bT9odHGxCCLFgJJsQQgghhJBJZsqWVSeEEEIIIWSmQCebEDIhRORfJKwmRwghhJCIOyb7E/e+whxLkpKyZcLsVCW1pGhL27a/Du1ZcfvczKCZ5pCOx03bi9vtdI+X7HLsmW4zbd/vXWnavrPmeabtkgNtZbuvbH2RaVs3ZA/Nfeuy35u2tYWFpm1HsZLKUmBbYZZp+9iSG03brFS7aRtSU6ULHc5CkzflKy0QGrg/X/leAYDf7jjAtPUX7eOlpPLt3j3cUXE7AMzL2fdRNlUybTtH7PO1qH3AtO3XtcW0DZft+xYALjj4p5Ohqb4LN1+9ty5flsHJfz/rC5gczXYyAVZ9/1Nmmz17rrVSOlAopk3b3E77Ht+0xm5n0Gn/flGyb5V0h52ulLfL+bJn3GPa1g7Mr7i9v2AqeOKRR+1+Y/t6+7dWmGc/G5f+zQLvT9Kzsr6YV7bXsfU7w0Edk/N4R7HDuXZ5O9Nsv52pOi1HZshO55fTOZ/O8cpp2yhlp359dnsvxcrp0sPObwTAtX/8UN1t6ktf1KXbu+0yVePPd+WvUdXj686AAODER0LIBDjv89vxs4uX4V0f2AIR2UNVN1VPRQghpJFs6y7h5mtW1J2+bdnDXDlyEqCTTQipi5uv3lvTacHhz2rHv75zPm67Y3gjGM0mhBBCAHBMNiGkTs77/HZ85F8XAABe98pZ+N2fhiAi1vLPhBBCpgxFSct1f8jkwEg2IWTcjEaxDz04jC1Pp4XRbEIImSYogLI38J5MCYxkE0LGTTKKPQqj2YQQMn0oT+AfmRzcSPaKbLdpe3DIfo5u19mm7cCO9aatPVWouD1fbsO64cqzw4+ddZ+Z3+e6n2Ha2sSedXtM1/2mrTNlK2U8a9E603ZVv12W/TvtRc/2yPWYtn+67jTT9rLn3Gna9mq3r+vL5trpPAWR3rKtXHDNoH2vHNlun7OHR/YxbduK9j02r80uS0e68j0GAAOlykoDe3YVsDNfWWFkXe9cM7+Vc3eYts6MXY7+gq2A0l+yr8HWvK0MM5mMjWKPwmg2IYQQ8iQtMVzEcrAJmQosB3umct7nt+Nj76ss3fa6V87CF76+g0ojTUJL9svJoWFbrq44YkvjjYzYj4nsIkcWcEOnaZOFdrCi2GeXMzvXTvdovy0nuKF3TsXtO7fYnXWPYpf9Gr5sn0r07+Fcn2V29HDR7U6f1RsR4NjaBm2jJ1WXzttlyQzXFwFNO+nEWZW61G6f7JQhmwcA5Ta7Dup4RaVMnTKLhryflBoXMVYoSlzRu+m0hJNNCJkeWFHsURjNJoSQ6QHHZDcfjskmhNRMpbHYY+HYbEIIaS4KoASt+0MmB0ayCSE1US2KPQqj2YQQ0nwYyW4+jGQTQmqilij2KIxmE0IImenQySaEVKXWKPYoo9Hsf3nHPFs6J4GIHC8iD4jIahE5p4L9RBG5S0TuEJHbROT5taYlhJCZhgIoqdb9IZMDnWxCSFXGE8UepdZotoikAXwVwAkADgTwBhE5cMxu1wE4RFWfBeCtAL41jrSEEDLjKE/gQyYHd0y2pyX9nK5HTdvLO21t53/ecLRpW9g2UHH7omy/mWZtwZb3W5TpM2039jzVtM1KD5u2hWm7LC+Y+6Bpe2zElpfqLnaZtrt6lpu2Y599r2nbPFxZsgrwdbJf3GFf8/8esMs5ULYdsANytpLbzcMrTNtfBlaatm2OJvS2vF3OVB1j1FJipyk4el39RVuKbE6bLUXWX7DT3d5t3w+ZVGOaRhE5/JUv7ao5ij3KaDT71Hdueh+Af3N2PQLAalV9JB7vcgAnAnhCBF9Vkz+8LjwpTlY1LSGEzDSUExinBZz4SAipxglvOqk+PeHXvXIWTn0nXicixyQ2X6SqFyW+LwewNvF9HYAjx+YlIq8G8CkASwC8fDxpZwzONNORHnuRI6cfCe13NLS77E55ZtB+UVqca9tSQ7at4GjWb+iwAwt9vZXTpZ26oWyfTCnatuwelYNFANAndvlnP2KXpa3f7kB7etCDSxwdafvSIW3HANC+3V5IKz1UNG1Sri8IoBm7DukhuxKlnJ2u1G7fYyq2zYk7utehlKucp8y2AyoTRoESfeymQyebEFKVtkx9IiHptADAVlU9zNmtUuZ/83hQ1SsAXCEiLwDwcQDH1pqWEEIImWroZBNCqqJQlBs3Um8dgL0S31cA2GCWRfV3IrKviCwab1pCCJkJKDi2ejpAJ5sQUpWyllHShjXZtwLYT0RWAVgP4BQAb0zuICJPBfCwqqqIHAogC2A7gJ3V0hJCyMxDUOIyBU2HTjYhpCphxnljRmGoalFEzgZwDYA0gItV9V4ROSvaLwTwWgCni0gBwBCA16uqAqiYtiEFJYSQFkEBlDlwrunQySaENB1VvQrAVWO2XZj4/6cBfLrWtIQQQkizcZ3snaVO07ZmeG/TdtfQiGnzpOUsW7Fsz/a9c6ctadY3Ys+m97h9s53nIUvs4Z47R+yZ44fPf8y0bR2x5egWt9uSgUuzvaZtXtuQaduUn2va/nG9LcywR84+nsfebbZk4G97DjBtawdseUZPVs+7X8pqvz6b1Vb5vvXy68ra9/r6Hvs8p+buNG1bB+37oXdwfDJ6k0UYkc0RfoQQ0ipwuEjzYSSbEFKVMsBVwFoALTiycyO2LeVI0qXzTp4lWyYtZ/etkc7bAZCRBXZnLtdtd3j7nDUTxMhSnPOVspXq4MQ3UHA0/FfcYWvADS6x8xTnvX962D5f2b766lfK2eksObpQFjtPV4qv39YMLDsqd6m8U4myfY+VOm1bJm+f67LjMVn3mEc507j1ABV0sqcDdLIJIVUJ6iJ0sgkhpFXw3tySqYFONiGkKiWuHkYIIS0DI9nTAzrZhJCqMJJNCCGEjA862YQQQgghuxEKQQmNG/NNaoNONiGkKmXlxEdCCGklOCa7+bhO9j0DtpTdnIw9jXjdsD3L+5EdC0xboVh59nG2zZ6RPVJwZiynnBnZaXsq8Kr59rT4+7qXmra959iybHf32ucymy6atk2Ds03b2tQ805Yv1td/WtgxaNo8+cWVXdtN23/vPNS0FdW+foPFNtOmTuMxMGJPR5/XYUsbbh6wz/Xc9srpnjZvi5nmlg37mLbuYVseM52y7822jP1b6Nth5zlRuEQvIYS0DlMxJltEjgfwJYSFwL6lqheMsUu0vwzAIIA3q+pfvLQisgDAjwCsBLAGwMmquiPaPgjgTAAlAO9W1Wvi9hsALENYqAwAXqKqW0TkBQC+COBgAKeo6k8TZTsDwIfi1/NV9ZLJOSu7wkg2IVWwHOyZRJkTH1uCzA67SU97En62ghrSthQ8ULbzzNoS//Ak97s22K+4R+x+PsoZuyyaqXzv5uy4iCtB6MSf0NZn24bn23Xr2G53Yzu22BdIivbvMjNoH89ZagD5+XaAw/Pbyjkn6DVoy+2pI2WnbY5Nnft90L5xM1lnLYWsU4dh+6SVnHJa50yde3biCErauOEiIpIG8FUAxwFYB+BWEblSVe9L7HYCgP3i50gAXwdwZJW05wC4TlUvEJFz4vcPiMiBAE4BcBCAPQH8RkSepqqjkadTVfW2McV8HMCbAbx3TNkXAPgogMMQ+iN/jsffMeETMwYO2CGEVKWk9X8IIYTsdhwBYLWqPqKqIwAuB3DimH1OBHCpBm4CME9EllVJeyKA0ajyJQBeldh+uarmVfVRAKtjPiaqukZV78Lfvoh9KYBrVbU7OtbXAjh+XLWvETrZhJCqjA4XqedDCCFkagltdqruD4BFInJb4vP2MYdYDmBt4vu6uK2Wfby0S1V1IwDEv6PLNFU73ndE5A4R+XAcpuJRS9knBQ4XIYQQQgjZzZjgmOxtqnqYY6+U+dh3l9Y+taQdz/FOVdX1IjIbwM8AnAbg0jrzmlQYySaEVKUMQanODyGEkKlFNYzJrvdTA+sA7JX4vgLAhhr38dJujkNKEP+OqguYaVR1ffzbB+AyVBlGUmPZJwU62YSQqiiCjF89H0IIIbsdtwLYT0RWiUgWYVLilWP2uRLA6RI4CkBPHALipb0SwBnx/2cA+EVi+ykikhORVQiTKW8RkYyILAIAEWkD8AoA91Qp+zUAXiIi80VkPoCXxG2TjjtcZP2gLRG3NWVLiWUcW86RIBspVC5OfiSDhbMHKtqWL7CnqXsScPeuXWbaNjjl7x/K2XkO7GHa9pzfY9p68+2mLZex5f16Bu10XTl7ZnXWuQabB2eZtpQzHd2T8Hukf5Fp2zbUZdrm5WxVj+1OOm801pBzT1iaojuGOtHZVvl8PtSz2MxvpSMF+fhOW+Yy22Zf876dHaYt1dO40V9lcIleQghpJcoNbLNVtSgiZyM4p2kAF6vqvSJyVrRfCOAqBPm+1QgSfm/x0sasLwDwYxE5E0Ed5HUxzb0i8mMA9wEoAniXqpZEpAvANdHBTgP4DYBvAoCIHA7gCgDzAbxSRD6mqgepareIfBzB2QeA81TV0ROqn5YYk2052IRMBZaDPZMoc+hHS5Aetq9RxpbAR8ru10E8m/OmIuX8bIbs5QbgrZ/RtdE+oDhygqVsZVvakS4sOyp2nZtsWzrvrM9gq9i5x47kYr0AACAASURBVEuN2IGR1JCdaXrQPifldvvxnzICXgAgzmzmsiPF5yxNAXgLXTmmcpsttydOWdp22ut8FOfawauyI/2XLtgVLKeN69DAmeFBJ7uxgxVU9SoERzq57cLE/xXAu2pNG7dvB/BiI80nAHxizLYBAM8x9r8VYShIJdvFAC6uZJtMWsLJJoQQQgghtdJYnWxSG3SyCSFVKatwiV5CCGkRRiX8SHOhk00IqQqHixBCCCHjg042IaQqwclmVIQQQlqFEt8+Nh062YSQqiiHixBCSMugDIxMC+hkE0KqQgk/QghpLcqc+Nh0XCf7iPlrTNu1mw4wbYcsWG/a7hiyl4fPD1XWMNpSnm2mWbvG1imWEdspyC6xNZi3brL1wdWR3JGCfUNveMDWnz7kRQ+atod3LjRtGUcTaaRkSxt5pFO2XtLcdvuc3b69okoOACBfsm+ztrQtTdWZsaWpuj3tMCfiWnTOy/yOyhpn+aJd/hHHVjZkwwBgcNDWWx8o2zYt2vcY21NCCCHA1Ej4keowkk0Iqco4ltolTSRjy/9C7P4s0o6mtaclnSo4mtBOnnMetdOlHC3pUs7uuHZuVtz8vX+tuMOz3/WfFQ+YGbTLke23bf3L7d+Cdw3KTuyjnLHrVphjd7xzg86JLtuBmJRTzuwOO8+ReVnTpjn7vBTm2XVo22nfZKkRW6i91GmLi6v75s1Olxqyj+cF0so5R7M7VbksHIG3+0MnmxBSFYVQDooQQloEhXDi4zSATjYhpCqU8COEkNaCgZHmQyebEFKVMlcPI4SQlkEVbLOnAXSyCSFVCcNFGMkmhBBCaoVONiGEEELIbgUDI9MB18lOiT0z+e+WPGzabty2yrQN9bWbtsWLeypu7xnoMNN4Mn1ti+3p0yPb7Dz3vN7Oc+uhzuzppfa0+NK+9mzt+7ctMW2DQ/ZM7rQj4bdq8XbTtrnflkQsw85zoGCXJV+wbyWp83d+39alpq0rZ5/PYacsXjpLqi+dqk8qsVi275Vszr5XvEVfSsN23TTjyBpOkBIXNiCEkJZBweEi0wFGsgkhVSk3WMJPRI4H8CUAaQDfUtULxthPBfCB+LUfwDtV9c5oWwOgD0AJQFFVD2tYQVsYT1Kvrc/uoHVutbX/NG13CKXsyPTl7Y5rsdPuuHoSfh6WfKEnm1d2Oq25nbbNkwX0Aovez2tkrv2obl9nn8tyhyNxl3Yk59SRNtzp3EgO2uZU0GtaSs59NOLcmxnvPrJt6bydpycn6En4wahCo8U/GBhpPnSyCSFVaaSEn4ikAXwVwHEA1gG4VUSuVNX7Ers9CuAYVd0hIicAuAjAkQn7i1R1W0MKSAghLYZC3LeiZGqgk00IqUpZG6q5egSA1ar6CACIyOUATgTwhJOtqjcm9r8JgL3EKCGEEDINoJNNCKlKeWJjsheJyG2J7xep6kWJ78sBrE18X4ddo9RjORPArxLfFcCvRUQBfGNM3oQQMiPhcJHmQyebENJotlUZJ10pRF5xFKOIvAjByX5+YvPRqrpBRJYAuFZE7lfV39VfXEIIaW0UYS4NaS50sgkhVQnj+xrWYK8DsFfi+woAG8buJCIHA/gWgBNU9Qn5HFXdEP9uEZErEIaf0MkmhMxguErvdMB1su/vX2balrVXltsDgEFH6s1RiDMl1Ea223J76WH7wZ9yJO7aN9ozgdt35O08CznThkFnNnPaniHd1zvLtEnerl9pri0D99B6Wxbw755qyy/+tduWzUuJXYdC2a57W8qerd2eseuQb7Nvz/5h+x6b3zVk2kaKzgxw6+dQAgbylY83PGLP3n9o2x6mTTL2vZly7hUp2Y2mZp0f1wQpIdXIV4+3AthPRFYBWA/gFABvTO4gInsD+DmA01T1wcT2LgApVe2L/38JgPMaVVBCCGkFGMmeHjCSTUgVLAd7JlFWNGzio6oWReRsANcgSPhdrKr3ishZ0X4hgI8AWAjgaxKE10el+pYCuCJuywC4TFWvbkhBW4CF99gSY30r7OY+ZSfD4BK7Yzp7rd1JtmTLACBVqK9DmOuuTz4una9cmDZHbs/zT7K9dvnTjjwhUvZvKD1sByNK7fY1GFw1z7S1bxowbVJ2yun91r2FDzyVvn7nXvGK0u6swTDs3LgOKefiqlM/zToukyN7aOJIYJLdAzrZhJCqKFINk/ADAFW9CsBVY7ZdmPj/2wC8rUK6RwAc0rCCEUJIi8LhIs2HTjYhhBBCyG6EakPn0ZAaoZNNCKlK0Mlmg00IIa0C2+zmQyebEFKVsOIjXz0SQgghtUInmxBSlRIYySaEkFZBAQZGpgGuk92RtmdyH9y51rRtW2BL0m3aMte09W4z0mXLWLXP5oqmx/+y3MxvZH2XaWt3ZjOnh+xZ3uJNZnYk7qSnvv5Mpt92bIpiy8eVu+w63LPdlpbbe85OO09nxnl/3pY29CajDzlyj8WSXfe2jF2/oYJ9XsS5RtbxcpkiegYry0hq2a7cwiW9pq0ra/+2dgx0mrYB574tFxvnBJcbK+FHCCFkUmFgZDrQEpFsy8EmZCqwHOyZhKrfySLTg9597CY922t3MLP9jm570U6XHrKjDgMr2k3b7EccabmSp2VfH/n5le/dju12Zz01Yp+TUodTRkemL+XI+0nJCQDk7DzbnGuXX2x32DNOMCk1Yts8qTrJ2+k0Z5+zlCPFV3bOp2QcJ9KJ7ogjIanZyb//xDhn3j02UYJONtvsZtMSTjYhhBBCCKkdvn1sPnSyCSFV4XARQgghZHzQySaEVIWaq4QQ0joohMNFpgF0sgkhVSlBuHoYIYS0EI1cpZfUBp1sQkhVQlSEDTYhhLQCqkCJkeymQyebEFKVMiPZhBDSUnC4SPNxnezNw3NM26+KzzRtz533sGm7cdZK02Yp7qy5d08zjc6yJXDSA3bkrTDHliEqzHJOixPMa9/sSP8497pXllKHbfNYvmK7aVu/ab59vLJdwb0cDe3FXf2mrWfYlsDraLP1oj1N6/5hW5d7pGDXoSNXMG0FI1K7YNagmWZ2bti0FZ1zOVy0tbyzbbacVT5n35uehDshhBBCphZGsgkhVeHEx9agaEtTI9tn2zyN5tSIo4vspOtaZ3dAy44WsXjSweX6gg5zH6ncBW3rt7um6q2iBUcPOu3oZHv60w5tzipUQ4vtDvvIbLssmSFH/9y55rmddh288+nVvdRpL0pWarfdFHV0sqXo3EjetXV0wN3jebemocvdCE3uJ/LmEL9pAZ1sQkhVypri6mGEENJCcIhf86GTTQipShlhXDYhhJDpD1d8nB7QySaEVKUMRrIJIYSQ8UAnmxBCCCFkt4JjsqcDdLIJIVVR5atHQghpJTjEr/m4TnZ72pY78/jrgC25N7fTnnH+7EXrKm6/qvcZ9sEG7SpI0b7B0rZyHEbm2Hm29drpil22LWMr3KHcZpez2OnMdJ5tz+TeuG2ufcAhe0bzjk2zTdvObbNMW3aWfUJzjiTdQN6eVZ5K2bPDR4p2HbRsn0/PUSwb6bw0O4dsecI6J7Ajm7Zn4ae8KewNbE/LSKHE1cPINOfQd/5nxR+I0zQTslvCxWimB4xkE0KqUlZhJLsFKHXatnLGvn6lrCdNZnd2S532IyQ95HQWh+xOeWmWrYHv3YHbn2lXfnh+5U55tteRnHMk4MRR4ivnHFm2lF2DwmwnuNNjB7w6ttod77ZBuyylrBNwcAI/nkRhyam7OnX38I7nBVTgpPOPZ/8WSjnblio4ARAjWam9sYELDhdpPnSyCSFVUQjKjGQTQgghNUMnmxBSlbIKXz0SQkiLEBajYZvdbOhkE0IIIYTsZnDiY/Ohk00IqUoZVBchhJBWgYvRTA/oZBNCqqKa4iQaQgghZBy4Tvb87KBpu2fHMtO2rc0WTFoxq8e09RXaK25fvMjWzdv66ALTVm53Zvs6r1E2Pde2rfitPRt9y7Pt05lfaJek7FyFbI8zG73cZieEbcuUnNnhnfaM+tRiW36xOGLPKvdk5wojduVTabssbY4soCc1N1JwZv4b9Jey6MpVVkMYLtjneVZ73i5HyZmF70Qf5jgSmEMZ736YGGUAJb56JISQloGBkebDSDYhVbAc7JmEUsKvJSjasu2Qkt3Z9eTXLfk7AJg1aGvZDS6rHDQBgNkP2R1QKTgd/RG7c73wzgHTBgDX3vihv7mBj3n5Z8yaZ5y6pdwy2nJ7xVl2Rzg9ZOfpyQJ6186T6cv22vUrdjpBkxG7nG4/3FkcwKuDi7cWgSPFV27zbHam4lS9XIckonesCcM2e1pAJ5sQUpUyl+glhJCWQcGJj9MBPjUJIU1HRI4XkQdEZLWInFPBfqqI3BU/N4rIIbWmJYSQmcjoImL1fMjkwEg2IaQqYTGaxjS8IpIG8FUAxwFYB+BWEblSVe9L7PYogGNUdYeInADgIgBH1piWEEIImXLoZBNCqtLgxWiOALBaVR8BABG5HMCJAJ5wlFX1xsT+NwFYUWtaQgiZaVDCb3pAJ5sQUpXwCrFho8uWA1ib+L4OwJHO/mcC+FWdaQkhZEZAJ7v5uE72Xu3dpi09354O3JWxZ44vbbPl+H742GEVt4sAW9bOr5zIee6LPcnbpX27fWN272+fMud0YefB9qx46bRt5e1Z09a51q780FJnurY3k3u+raRRLtjHa+twJPVK3kWyC5PN2nl6ZBzpv4Ij4WdJ5+0sZNDRXvm8eI3Y4Eh9knrtGbveA0O2YoPUPUW/OhNconeRiNyW+H6Rql6U+F4p44qVEZEXITjZzx9vWjKzeenhH/vb+2KJI8dCSAvDZdWnBy0RyTYdbEKmAMvBJjWzTVUr96AD6wDslfi+AsCGsTuJyMEAvgXgBFXdPp60M4XiYjuy0DfsdPoes02d22ypt3LafojPvt+OOmjG0cd3ZPokb9dPMnZn3pIvbN8yhGtu/WjFShz3vPPNztrIwpx5rPaNtpRgxlEZLGcdmb6y3W/UlH0N0iN2uvx8+xpk++xr3tZnXwN17odil7N2w6BzzR3pSe94cOT23JdyzvksO8ss1FNOT2JxMqC6SPOhugghpCqjEx/r+dTArQD2E5FVIpIFcAqAK5M7iMjeAH4O4DRVfXA8aQkhhEw+NahCiYh8OdrvEpFDq6UVkQUicq2IPBT/zk/YPhj3f0BEXprYfkPcdkf8LInbcyLyo5jmZhFZmUhTSuzfsGdGS0SyCSHNpayNG9+nqkURORvANQDSAC5W1XtF5KxovxDARwAsBPA1EQGAoqoeZqVtSEEJIaRVaGCbDdSsCnUCgP3i50gAX0d1VahzAFynqhdE5/scAB8QkQMRgigHAdgTwG9E5GmqOvra5VRVTQ5LBMLQwh2q+lQROQXApwG8PtqGVPVZk3dGKkMnmxBSFdVUQxejUdWrAFw1ZtuFif+/DcDbak1LCCEzmSlQF6lF2elEAJeqqgK4SUTmicgyACudtCcCeGFMfwmAGwB8IG6/XFXzAB4VkdWxDH9yyngigHPj/38K4CsiIrE8UwKHixBCqjLaYHNRA0IIaQ0muBjNIhG5LfF5+5jsKyk7La9xHy/tUlXdCADx75Iaj/edOPTjwxJfdybTqGoRQA/CG1EAaI/1uklEXlXp/E0GjGQTQqoyjvHVhBBCWp9qE9ZrUXay9qlHFcpLc6qqrheR2QB+BuA0AJdWSbO3qm4QkacAuF5E7lbVh6uUYdwwkk0IIYQQshsxKuHXwDeQtSg7Wft4aTfHISWIf7dUO56qro9/+wBchjCMZJc0IpIBMBdAd9x3NO0jCENSnl1LpceLG8luE1vGp+CMz9w2Msu03duzzLSdvM+fK26/tuPpZpoH1y01bTpia0zLkCM11GmaUFpgd7YW/8VO5/XRynlHummeLZc0VLTrl8rb9RtZbMsltbU50k2OLe/Ig2nZLosWHa3vkp0u11GfCHrO0d5uy9j1qyfNsKOTnXI0rdszdt36U/Y1HxyyZcUminLoB9lNOeKML1T8Mc6d6oIQMslYaz9MEk8oOwFYjzAp8Y1j9rkSwNlxzPWRAHpUdaOIbHXSXgngDAAXxL+/SGy/TES+gDDxcT8At0TneZ6qbhORNgCvAPCbMXn9CcBJAK5XVY2KJYOqmheRRQCOBvCZSTszCThchBBSlUaqi5DJw5vOU5htGwuznUWVYAcBep5qP0JW/tJe6CXTbQtGl7uczmLaESp2dJEtdhw427R5et3tG22bOnrdXrAlVbArIEVHqzxnX4NSzr6uKUdD27N5dRDnGqSHnTo456ycdfTPHf3wcpujd51zjpex03la2HCOZ+lht7JOdo2qUFcBeBmA1QAGAbzFSxuzvgDAj0XkTACPA3hdTHOviPwYYXJkEcC7VLUkIl0ArokOdhrBwf5mzOvbAL4XJ0l2IzjzAPB0AN8QkTLCiI4LxqiiTBp0sgkhVWEkmxBCWgedgsBIDapQCuBdtaaN27cDeLGR5hMAPjFm2wCA5xj7DyM66WO23wjgmZXSTDZ0sgkhVeESvYQQQsj4oJNNCKlKGVyilxBCWokGj8kmNUAnmxBCCCFkt4JvH6cDdLIJIVXhmGxCCGktGMluPq6TPS89aNpmZUZM286CPat8ZVe3aVufn19x+3v3vsZM88nSy0zbo6XFpg2w5dXSPc7s8OVDpmmbo/03b3mvadvZ3WUfz5G4K3XaU7lf9sLbTdvibJ9p++7dR5m2oWH7dtERR4Ywa5dTHZm+sth19xqPVMo+nmcrFCvXIdtmKwmkHSm+siNdmErb6XYM2ffRSMFREnDulYnC1RsJIaR1mIJl1UkNMJJNCKkKJz62BpkuW2O95HTshgZs/XU4133eg3aefaucoEOvHawQRzpP8o4tbZczv7hyWebfZwccRhbYwaL21VtNG9rtc1ma1W7adh5ory+x4wC7bktvcdY2GLCDCtmd9r0inpxg2bHl7bKIE4gpdToBnIydrixOkMaR4vPk/ZwlQCCp+vIsGpfdWYqE7CbQySaEVGUq5KAIIYRMEurr5pOpgU42IYQQQshuBhWhmg+dbEJIVVSFk2gIIaRFUHDi43SATjYhpCoKYVSEEEIIGQd0sgkhVSmDY7IJIaR14GT16YDrZO/Vtt20DZRzpm2/dnvW8p/7Vpq2LfnZFbffmdvbTDMnmzdtcxcMmLaR2XbV87Bnecs6e8a5ZuxZBs9ctNG03dj3FNNWzDvSeB321OQ/blpl2nr67DqUnRngGLZtqRFntrYj0ycpZ2aGJ1fXYasMlEr29PBiyTmfhhzfSDGNlGUbcWbFOxJ+cH4jVjkAoCNnp/OkBicMh4sQQkhLwYmPzYeRbEKqYDnYMwnqZLcGi+f1m7bufltSr+NZdrrCTQtMm3ha8Dvt383WoxaZtnkP2fJ+mrY70JkBe+2G9IghO+d4Idnt9joRGKzTNmsP0zT7MSdg9JAdUEmN2LZy1gmMDDod/aLdYdecvcYEbHU/b2kKpBzJQK/ZKWVtYynnBH4cucey4xV5ZfHyrOdYkwEDI82HTjYhhBBCyG6EKp3s6QCdbEJIVThTnRBCCBkfdLIJIVVRDhchhJCWgm1286GTTQipinL1MEIIaSnYZjcfOtmEkKpQJ5sQQloLDvFrPq6TfZwjk7Zn5n7T1lfOmrZBR/qvp1RZWq6/1I5ndz5W0Xbc3veZ+X0xd6xpe7jXnt2+NmVL+GV77Zt2eF97dvt93UtN22H7PG7auvO23N7mvsqShwDQN9Bu2tJpeya3dNgzzgsFe2a/iPNj9mac21lCM045Hek/TwIv49R9oNc+Z9bxUmn7WLNn2yoJ3umajmomnERDCCGtg4Kyq9OBlohkWw42IVOBq+VNyDSid8gOYpSKdo82L7a+2h4vWm/a1jxkS9ItutU+Xsnuz6JvpW3M9tqd5FTBlrIrtleWsksP2RJ3nvzd4FH2OgSZIbuMpZx9Ttq3Dps2cermke6z89Ss8/h3JPdTg3YwqVynvF+5wz7X6gRiyo6EXzlj24odnryffTwP8YJJVpr6LitpIVrCySaENBfl6mGEENJSMDzUfOhkE0KqwomPhBDSQnCI37SATjYhpDpcVp0QQloLBkaaDp1sQkhVOImGEEIIGR/OlAJCCJkaROR4EXlARFaLyDkV7AeIyJ9EJC8i7x1jWyMid4vIHSJy29SVmhBCpi8a30DW8yGTAyPZhJCqqDZu9TARSQP4KoDjAKwDcKuIXKmqSX3ObgDvBvAqI5sXqeq2hhSQEEJaEM6jaT6uk31T3tbxWezoDR+Us7O9Pz9o2rYVKutTX7b5KDPNPy673rTlUnb5D5y3yS7Hii7Tll9ka4Avnttv2gplWxfo7s22DNbyeT2mbWjYLkth0JZS6ppn6zcXCnY5U+32+SyLnU6yjrbRsJPOsXmkU44W9iZbA91CHd3qUs4+1lCbfX1ybfa5HCzYvx8vXVumcXpQDZ74eASA1ar6CACIyOUATgTwhJOtqlsAbBGRlzesFIQQspug4MTH6QAj2YSQqjR4TPZyAGsT39cBOHIc6RXAryWsQvQNVb1oMgvXSuTzdue6s8PWN57Vnjdtj9+7zLR54w2HF9j3i6cp7Oki5+c5C2KprRFuaSbnuu2eY7rfPiezHt1i2oYO2tO0da6xgyaadjS7u+wOu5Tsk6kp52R6F0/s42HEEdHOONroXfa9WTJ0zAGg2GnnqSn7HivlHA1tR87bu//cRW+dIIR5vzfSA1MAdLKbDp1sQkhVJjhOb9GYsdIXjXGEK2U8nrj50aq6QUSWALhWRO5X1d/VVVJCCCFkkqCTTQipiQmMFtmmqoc59nUA9kp8XwFgQ62Zq+qG+HeLiFyBMPyETjYhZEbDMdnNh+oihJBmcyuA/URklYhkAZwC4MpaEopIl4jMHv0/gJcAuKdhJSWEkFZBJ/AhkwIj2YSQqmgDVw9T1aKInA3gGgBpABer6r0icla0XygiewC4DcAcAGUReQ+AAwEsAnCFiAChPbtMVa9uSEEJIaRloBTfdIBONiGkNhoY3VDVqwBcNWbbhYn/b0IYRjKWXgCHNK5khBDSojAi3XRcJ/u3/Qeatt9te6pp2zZoS+AdsMCelZ01JPc6M/Ys7x9se65pO2XRTabts48fb9rSKfvOLBftnqEnr5YuOXmW7Tw/uPIq0/bPvaeYNvHq4BzPtY3YM8Bzc+1rVBi2bzOvDUjNt/MccSQKR8rOzHiPdkMCzzknkrFn9hfzzvly7hXP5mlViyM1OFG4QAEhhBAyPhjJJoRUp7E62WSSmNU1bNoyztoGizoGTNu8Z9m6+ht/stK05eeZJmTsLLH9WLsOc//YYdr6uuxO7ZKb+ypuzy9utwvi0OEETTYfbgcA9t5qP3LLzvoSnqycePL4dc66UnE61G32eS51OPXL2oUpt9nH82T6vPOizjILbjrP5pwWdbyptBEv8qQsJ0wDh/iR2qGTTQipSoN1sgkhhEw2DIw0HTrZhBBCCCG7HQyMNBs62YSQ6nD1MEIIIWRc0MkmhFRFOSabEEJaC7bZTYdONiGkOlyggBBCWgu22U3HdbJ7ivZMbk+mb/umuabt1kF7NvfTl26ufKwh+1hPmbPdtL2w3b7D5q28wrSddd+bTFtplv3KvCNTMG1vW/lb0/bJ+205wat7DrbL4kjLdbaPmDaPlCP9t2iurUCwpXu2adNB5zbL2dOry0V7evjseYOmzTsvQ+mcacvk7Gn6liRi0ZM1bLfvh3rxosnFUiMXcOXER0IIaRk4xG9awEg2IVXwNMcJmU54Mn1eJ2l5507Tds1f7fUSskvssqS8fr4jXVbeYXeE+1bav8WFd9l59q+sHKhpG7IL0n793abNk7jb62r7sVqYaweZXIm7rKOPX3DWRHDS5XbYQYBMjy2jWG53pAbTTh0yzhoMjoSfR9nzYJx7zJPO86T/vFKKvbyBLQvYYB+YQ/yaD51sQkh1OFyEEEIIGRd0sgkhVeGKj4QQ0mIwMNJ06GQTQmqDDTYhhLQODIw0HTrZhJAaYYNNCCGtgjAw0nToZBNCqsMx2YQQ0jqwzZ4WuE724bMeMW35Peykj89ZYNoOmbvOtKWsO2KemQTP6FhrGx0WpOyZ1U9fUFlKEAD6i/bM9327tpq2m/r3NW3eWNdfPPxMO50jVVcu27O8xenezu20Z5Vv77WlFMt5Z0p2uy2NB0d2LpWzp2sXHHk/r37qHK/Q700rr5ynZOxp6vnhNtNWdNKVnTKm2+xzOb9ryLQRQgghpD5E5GgAd6jqgIi8CcChAL6kqo956RjJJqQafOfGqEiL0JayO289zhoFj/YvNG1PWW4HD9ZkFtmF2WAfr3OTM/TIkcwszrXrN7TYeZwZgYyF99kd+fKQ3WnN7LvKPlafnW54D3vtiVLO6VyP2PUedAJenVudAIej76YZT07QDkZ4MoTFTieI4eGUMz3i3Ede/dJOOs8r8g7n2KxHSMmOw0wCwjHZk8vXARwiIocAeD+AbwO4FMAxXqJGrl5BCNltiA12PR9CCCFTj07gQ8ZSVFUFcCJCBPtLAOxV+CKMZBNCqqLKhQ0IIaSlYJs9mfSJyAcBvAnAC0QkDaDquwg62YSQ6syA6IaIvF9VPyMi/4UKtVXVdzehWIQQQprP6wG8EcCZqrpJRPYG8NlqiehkE0JqYEYM/fhr/HtbU0tBCCGTwW4eGJlKVHUTgC8kvj+OMCbbhU42IYQAUNX/if+9S1Vvb2phCCFkIihmQmCk4YhIH5zuiqrO8dLTySaEVEV0RomsfEFElgH4CYDLVfXeZheIEELGywxqsxuGqs4GABE5D8AmAN9D0Jk5FROd+Lg8s8O0fWDJ/5m2rSVbqmdTyS7TpmJlQezOVN5Mszyz07R5Y9KzYvfwujL28fbttOWsHhpYYto60rYu9/4L7Tzv27rUtHV1jpi2/uGsaTt1P/ttYZf5qQAAIABJREFU+A1b9zNtw5327dIzYl9zT88bnl70gH39hguOTnbazjPbZZ+zwnDl+nk65umsLZFVzNvnq1x09MGd8mfS9vHm5Rqokz0DxmSPoqovEpE9AJwM4CIRmQPgR6p6fpOLRgghtTND2uwp4qWqemTi+9dF5GYAn/ESMZJNCKnODHv1GMfffVlEfougifoRANPeyU47Otmv2fdO03Zwp72o10DZXoArvcI+3keHXmXaNGN3oKVo32cLVtqBn+wN9iJomqqcZ/tDdoBD5841bSjZ9e472A62ZHudBba67I53W7/tLXla2ClHX7vc5gQqbIlzaNpZ6Kxsl7Otz667dX2CzS5n0ZYdrxt1hI1Tjuy41zpmBitvH5lVU5HI9KAkIqcCuBzhifgGAM4dEaBONiGkNmaI3qqIPF1EzhWRewB8BcCNAFY0uViEEEKaxxsR3m5ujp/XxW0udLIJIdWZWYsafAfADgAvUdVjVPXrqrql2YUihJDxMDqXpp5PTfmLHC8iD4jIahE5p4JdROTL0X6XiBxaLa2ILBCRa0Xkofh3fsL2wbj/AyLy0sT2G+K2O+JnSdyeE5EfxTQ3i8jKRJoz4jEeEpEzqtVVVdeo6omqukhVF6vqq1R1TbV0dLIJISSBqh6lql9S1Q3NLgshhNRNvav01jA0MC7G8lUAJwA4EMAbROTAMbudAGC/+Hk7wtLk1dKeA+A6Vd0PwHXxO6L9FAAHATgewNdiPqOcqqrPip/RoMiZAHao6lMB/CeAT8e8FgD4KIAjARwB4KNJZ96o79NE5Lr4hhMicrCIfKjaeaKTTQipzgyIZIvI3THaUvHT7PIRQkjNTKTNrq3dPgLAalV9RFVHEMYqnzhmnxMBXKqBmwDMi8pNXtoTAVwS/38JgFcltl+uqnlVfRTA6piPRzKvnwJ4sYgIgJcCuFZVu1V1B4BrERx3j28C+CCAAgCo6l0ITr8LJz4SQmpgRixG84r4913x7/fi31MBGFOXCCFkt2SRiCSlyC5S1YsS35cDSM6YXocQGUaVfZZXSbtUVTcCgKpuHB36EdPcVCGvUb4jIiUAPwNwvqpq8jiqWhSRHgALnXJ5dKrqLbKrMp09mzfiOtlH5WzzkNqzw3NiT7jcUrK7SN3FylNth1P2sQpql/HwnD0TfX3JlrhLO924udY0YQCLcv2m7b6ePUzbiCN5uHJ+t2nbZ5Zt+5cl15u2TcVO03ZXrz2/K19ybpfK6osAgMEh+1x7U7IXLrXlGTdttWf+l4fscmrOvjclXfm6d3TYko4ZR25v2MgPAIqO5OG8ufY9trjLvscaKeE3E3SyVfUxABCRo1X16ITpHBH5I4DzmlMyQgipg4m12dtU9TDHXunpPfaI1j61pB3P8U5V1fUiMhvByT4NYTXGyTz+NhHZd3Q/ETkJwMYqaRjJJoTUQIOHfojI8QC+BCAN4FuqesEY+wEIExIPBfAfqvq5WtPWQZeIPF9V/xDzPxpA1wTznBLWb7Rl7K7Xp5m2Mw/8k2krOT3hfTO2BtlVBzxi2m5fv79pS+Xt4+3stQMEnXvYox+tpQ/Kc53LOt+2yY4B+1gDjnZ+h9253vE0u/ylDts2d7X9w8zttM9l24Cjx99nryeQLtr1K2ed9RLaneCHJ5tX9Boeu37ljG3zAgYpe0kLlD2PyQkYFS1JxAa/HGxwYGQdgL0S31cAGDuPxdon66TdLCLLYhR7GYDR8dXm8VR1ffzbJyKXIQwjuTSRZp2IZADMBdAdt79wTF43VKnvuwBcBOAAEVkP4FGEt5wuHJNNCGkqNU6g6QbwbgCfqyPteDkTwFdFZI2IPBrzf8sE8ySEkKmlsWOybwWwn4isEpEswvjkK8fscyWA06PKyFEAeuJQEC/tlQBG1T7OAPCLxPZTomLIKoTJlLeISEZEFgGAiLQhDPu7p0JeJwG4Pg4juQbAS0Rkfpzw+JK4rSIikgJwmKoeC2AxgANU9fmjbz89GMkmhDSbJybBAICIjE6CuW90hzhbfIuIvHy8aevgHoRVvPYFMB/ATgCvBHD7BPIkhJDdhjjG+WwE5zQN4GJVvVdEzor2CwFcBeBlCJMUBxGDFVbamPUFAH4sImcCeBxBjxox7x8jtO1FAO9S1ZKIdAG4JjrYaQC/QZikCADfBvA9EVmNEKg5JebVLSIfR3D2AeA8VTXH36pqOZb3x6pqv8aqAJ1sQkhNTODV42RMoLGYSFqLXyA41n+J+RFCSOvR4Hk0qnoVgiOd3HZh4v+KJyeSV00bt28H8GIjzScAfGLMtgEAzzH2H0Z00ivYLgZwcSWbwbUi8l4APwLwhKPtOecAnWxCSC3UqJ1qMBkTaBqR1mKFqlaTcyKEkGnLTJisPsW8FeHZ8o9jtj/FS0QnmxBSncZOfKxlAk0j0lrcKCLPVNW7J5gPIYQ0j91fdnUqORDBwX4+wtPw9wAudFOgipP9+2Hb9nftOdO2rmjLjM1J2ZkuyvRW3N5dsmew396zt2nbI3OLaVtfsCX1hsq2ZOAtPatMW++INYUYmJe16/3ITlsRoGe4w7SdsOQe0+bJEN45bJ+zTMqeOT40Yp+XdMqeqV4s2DPOOzrtWezbe+3Z/Vqw5+ymOqpKV1Yk01a57sViGrns+PNsy9jncnanfT+0Z+xjdWbsqe8Zsa/BpNA4J/uJSTAA1iOMm3vjFKS1eD6AN8dJj3mEaLmq6sETzJcQQqYORrInk0sA9AL4cvz+hrjtZC8RI9mEVKEeB5vUTi0TaERkDwC3AZgDoCwi7wFwoKr2OhNo6uWECaZvGmtO/4AZutrn4s+Yj9wzM3a/5NQVdrDiekd7rdPSzQMwMt/uELZvs/Msr7Yl/FLOz9QM6KUdmbcRJ8OibUs5a0Gsf54jY+fo6nuyhv3LnTqUnGCEI42nbY6coCPFlyra19WT6SvnnOPlnPo5cQW1YztwlsnwcQLDXv2ssnhygWTasb+qHpL4/lsRubNaIjrZhJCqNHp8Xw0TaDYhDAWpKe0Ey1JVlokQQqY7HJM9qdwuIkfF5eEhIkcC+GO1RHSyCSHVafBiNIQQQiYZttmTyZEImt+Px+97A/iriNwNZzghnWxCSHXoZBNCSOtAdZHJpi7FKTrZhJCqCNhgE0IImZnUO4yQTjYhpDoT08kmhBAy1TAw0nTqdrJPeOBlpu0zq35m2v7hi+82bR8++/sVt++Z2oGCVi7qxrZ5Zn4/7T7ctC3P7TRtD/YsNm3DBVvGbqRkT2c+ZLEt3dszaMv0FTbYs+nb9rUl4raWbDnBewaWm7buvH28rCNJN1K0614esW2DZVsK0m0g6vT3ymU7YdqY3Z8fySCdrjyNPZWyC+lK+GVt5YX57UOmzWOwWO+UeUIIIbsddLKbjutkH7PyQdMj+eRj75myy2c52IRMBZaDPaPgmOyW57G3vt9sz1de+Dnz6p7/4IlYc9Z7x92t/fzPPm7fMY5cXWbANCG3w7a5knRGP7/ngDlmmlmP253dtn5b5/7Rv7cDMTrbXhcAA/ZzrqPPPv3t2+wsh+fb6TJ5T3PONqWHbPlCzdjH86QNy46t5MgJFjvs43kyfWXPpXDq7iyh4aazpPraBhrbqHKIX/Oh90oIqQk22IQQQkjt0MkmhFSHkWxCCCFkXNDJJoRUpdGL0RBCCJlk2GY3HTrZhBBCCCG7EwyMTAvoZBNCaoMNNiGEtA5ss5sOnWxCSHU4JpsQQloLttlNp24ne2OvLX101v2nmrZfv/ezpu3awb0rbr9/aE8zzZ+79zJt2ZStU9xTsLWpl3b0m7b7B5aYtoEBW/P5eU9dbdqOnX+vadt2oH2eF2d6TduVPc82bV7dl7TbdW9P29JNO/O2LvfOTkO/CEDKkcfLD9Sp++xJMBVsOah0pnJZSmU7jap9sK6cLde1sGPQtmVtDbOU2Ofr4b5Fpm2icEx267Pv575gX8FZftpV3/9UxbRLF9ttEGBr7hNCyEyAkWxCCJnhSMGRwZ7vaDs77L9ki2lbsJfdyfx9/iDTlhm0y7nwTjtAkFq9tuL2ba9+uplm7XF2J2HZjbZgcuc6u1NearcDB14nNm3LciPbX+eqXV4wImcvIJYq2B19TTmLfQ3aQRpPCzszZBe02O7pcpsm11bosm3ipHPiH0gZVe/Y7mQ4QQQMjEwH6GQTQmqDDTYhhLQObLObDp1sQgghhJDdCQ7xmxbQySaEVIcNNiGEEDIu6GQTQqpDdRFCCGkt2GY3HTrZhJDaYINNCCGtA9vsplO3k73fwm2m7dy9rjRtP+/f37RtHJlXcXtv0ZacGyzYs7XndPWZNo+FOXuWeltmoWlbsWSHaetM5U3b07KbTdvyNjvP3/UfYNrWDc83bV0ZWy1g67Ct5dU7YksU9udtW6nozLZ3bB652fb5zPfZZUm12bO52zKVbdZ2AP+/vXuPkrMu8wT+feret/Ql184FEiGAXASRi3fjOsjlzG4Ul1mcPSPjeJZlBc/ZsK6gjuOsHlfWHZcznkEYRnNEz1lZhh01Z0QQGZDdFTSogIAE2hCSTpp0kk466Vtdn/2j3j6UPfX9VaW6O9XV+X7OqdNd9dTvfd+qt/rt5/3V+3t+yOX5KPyi85HvpUBsU8+LNPar8fU0VvjyKhorLzgcDlEJPxGR1qJjdvOpJ1tEatPlIi3vO9f8DY19/Dk+t0FvoKb7e1e8TGNbH383jcWn+Ml1Kc0/aMUUPzktdvKyerE11ec3WLKLdzgcvZLX9x9M886IVU/yk/J8B3/dhbZAObpC4D3hLxvJcd6ulAiV92usXSipK2Z4ulFK8/cl3xHYzkAfTSmQ3ZQC7xkrtwcAHlhfIlBmMTlR/Y3J9sTx82/fHHiBs6RjdtM11o0oIiIiIiKUerJFpCZdLiIi0kL07eOCoCRbROqjA7aISMtQx0jzKckWkdrUKyIi0lp0zG46JdkiUpMuFxERaS06Zjdfw0n2u/teorHtk+tpLBsY1ntGZqjq4/E2/kk5WsjQWKhMWi409DhgKsfbndk3TGOnJEdo7MVcP41dnHmVxp44tIHGxgLl9i5ZzpfZ1s5H1O8s8fKFuWJg5HiOl7lLtPH1eTGw/yb55yjUDoFR5fFYqerjpZIhl6/++lJJPhR9RQcvBXl+9yCNZYxXPPjZf72ExtADpI8EhsaLiIjICaOebJEaWIK9ED360C0qByVVvf3UnfSzkf3m7XTv7jqjnS7zW6/xE+/EOC9e1bWLf0wzI/yDlj7MT0BLyUCxrHj1E/3U9h20SefGN9FY127eOTDez48XoZKBxXbeGREqHXd0HV+fVe83ABAu71fo4MuM5/hCPbA+C5QFzHUG5lLIBMo28r6kYGlDb/CQnuDVLBHjuxbxqSYdPHXMbrrWyR5EpHl0TbaISOvQMXtBUJItIrXpmmwRkZZh0U2aS5PRiEh9vMFbHczsCjPbYWYDZnZrlbiZ2dei+LNmdmFFbJeZ/cbMnjazp2b1GkVEROaIerJFpKb5rC5iZnEAdwC4DMAggO1mts3dX6h42pUANka3SwHcGf2c9l53Pzg/Wygi0oL07WPTqSdbRJrtEgAD7r7T3XMA7gWwecZzNgP4tpc9CaDHzHhZHhGRk9x050gjN5kbwZ7sTz1zDX2rT0nzYcSjRT4afWVylMbi4Ms8QpZ5Xhcvhfbq5DIaywZK+KVjvAzamcsP8Fjnfhr7XyO89NqvDqyjsfbTf0xjicDQ8VScv4Y/7nuSxr4yeCWN9bcfpbE9oz00Fs/wbYnF+F+zJ3isFCjTl+riw7wtcPQolqqfc8bjJcRIuzXd/PO8pp3HPtH3Sxr7+Kt/SGPtQ1M0Nq9mN4hm2YzLOO5297sr7q8BsKfi/iB+v5eaPWcNgKFoy35s5Z37tzOWLZE3fo5XENHFmyKLkJLlpmuJy0VYgi1yIrAE+6TT+Ntw0N0vCsSrpXgz1xZ6zjvcfZ+ZrQDwsJm96O6PN7KhJ6vJDbwkHY7xWmg2xb8MTR0JnAgf4x+mrt+N01j8MK89n1vXS2Oltuqvwc89jbZpP1Ckscx+vo2xwP8rKwY6RkZ4Z8Ths/gyA31CKPJpJBDjfSZBbny/lgLl9kKl/0LTVgSmwkChjcdCJ47OqyUGj3PFFI/FAn9Ck8ti+PXXt5z4U1n962o6XS4iIjXZLG51GARQ+XXOWgD76n2Ou0//HAbwPZQvPxEREWkqJdkiUlujlUXq60nZDmCjmW0wsxSAawFsm/GcbQA+ElUZeSuAUXcfMrMOM+sCADPrAPB+AM/N4pWKiLS+WVyPrS9v505LXC4iIk02jwdedy+Y2U0AHgIQB7DV3Z83sxui+F0AHgBwFYABABMAPho1Xwnge1b+CjsB4H+6+4Pzs6UiIi1EyXLTKckWkaZz9wdQTqQrH7ur4ncHcGOVdjsBnD/vGygi0mLUI918SrJFpDZN0Ssi0lp0zG46JdkiUh8dsEVEROoWTLIff+10Gvu7s5+gsXOSvNzQ/x7vorH1yUNVH9+VX0rbvDy2isaWpni5p+Ec344LO1+lsWcPr6axwSleQupXw2tpbEma1z4O1RzvS0/QWH87r+v00/EzaSxUru7VMf76CkU+hrYwxkuAFeOBzC0Q8zxfX/+qERobGummMfbaN60doG16knwffLCb18LOGK8h9cL9fP/gYmDldr7O+aLBMK3hLT/6bGAv8XkDRGTx0TG7+dSTLdJifvL4Z5tTb1UH7JY2tZLXKUacx2JZ/m8iluMfRQvUb44VAh+mUM2rZGBbsryudX5J9QLHhXZ+sps+xCe1iu3mE4/lNvDOqfZjvJiyJ/kLTx8NTKKVCsQC+ycxyfd5sKZ1vLHDTzHFX1/mMN932V6+zwsdfH2N1sJO8hLoCPSpAAb8+o4m1MJmdMxeEJRki4iIiCw2SrKbTkm2iNRk0FePIiIix0NJtojUpq8eRURahjpGFgYl2SJSmwY+ioi0Fh2zm05JtojURwdsEZGWYa6DdrMFk+xN/S/T2D+Nn0VjLyRGaWxnbjmNvTTVX/Xxvdke2qbkgdHTxkcs/5u+X9DYcJGX9zs0zoczj2XTNGaBbsCRCV6m78VJXjLwvb0v0tj/Gd1IY785xssJjuWrj8IHgJFJvp1taT5qfqqNlxnwEt9/oZgFyvtN5XnJwKVL+NDxNV3VP7fv7ubv8zmp12jsrCT/rLzrputpbOk4fy+bRpeLiIi0Dh2zFwT1ZIuILBLjvwjUwu7jZdkS+/nJdSwbONkN/BNPTPJYSKGLb4vHeBm4Q+fyk9rMkeqvPXmMd8QkDwRqucX5dnS+ytvt3bSExpY/y0sGxrN836VGeazQwevYeaBUYqjcHmL885Bv5+3y7bxdKcFjhQzflGImUL5wCd+3sXH+vrQN820ppoBnb19AZfpkwVOSLSI1aTIaEZHWomN28ynJFpH66IAtItI6dMxuOiXZIlKTuWsQjYhIC1FPdvOFJrAVESnzWdxEROTEm+fjtpldYWY7zGzAzG6tEjcz+1oUf9bMLqzV1sz6zOxhM3s5+tlbEft09PwdZnZ5lfVtM7PnKu6famaPROt+zMzWVsSKZvZ0dNtW3ys+fkqyRaQ2f/267OO9iYjI4mJmcQB3ALgSwNkAPmxmZ8942pUANka36wHcWUfbWwE84u4bATwS3UcUvxbAOQCuAPD1aDnT23M1gLEZ6/8rAN929zcB+AKAL1fEJt39guj2rxp+I2oIXi5ScD4Cd7TAy7mFYrun+mjscK56u1BZudO6DtLYu7t46bV3BUYsbxk6g8YmJvm2dPVmaawnzYfa50r8fQ559DAvo/jaJC9DWCjxcysPlEScyvHSeFOB9yXEi4HzvNAY7in+nhUDr+Gy1fwzcbTQVvXxx0fPwrrMSNXYackDdHmnf/cGGjvttXDphXwXf69FRESC5r+T4xIAA+6+EwDM7F4AmwG8UPGczSgnuQ7gSTPrMbN+AOsDbTcD2BS1vwfAYwBuiR6/192zAF4xs4FoG54ws04AN6OcyN9Xsf6zAWyJfn8UwPfn6sXXS9dki9TAEuz59NiPPrXwykSpV3rBC5xfomMPP6EtBc7pjJe5h/HqccESfqHtnOrjG1NYw0/mkxP8AxrPVY8lJgI1/FOBf4/Le2nI8rx03LLf8DJ9ifHAG+18W0pJ/mbmOvk+Z+8JACAT6PwINAttSzEdKNPH++WQ6+axQjd/r0OSx/i2ZPuAHZ9bJGX6ZnfMXmZmT1Xcv9vd7664vwbAnor7gwAunbGMas9ZU6PtSncfAgB3HzKzFRXLerLKsgDgiwC+CmBixvqfAfAhAH8N4IMAusxsqbsfApCJXl8BwG3uPi8JuJJsEalJl36IiLQOw6yP2Qfd/aIaq5hp5hrZc+ppW9f6zOwCAKe7+xYzWz8j/kkAf2NmfwrgcQB7UU6qAeAUd99nZm8A8E9m9ht3/12NbThuSrJFpDYNYhQRkdcNAlhXcX8tgH11PicVaLvfzPqjXux+AMM1lvU2AG8xs10o57QrzOwxd9/k7vsAXA0A0SUlH3L3UQCIYnD3nWb2GIA3A5jzJFsDH0WkpuleEQ18FBFpEe6N32rbDmCjmW0wsxTKgxJnVunYBuAjUZWRtwIYjS4FCbXdBuC66PfrAPyg4vFrzSxtZhtQHkz5C3e/091Xu/t6AO8E8JK7bwIAM1tmZtN57qcBbI0e7zWz9PRzALwDv38t+ZxRT7aIiIjIIjOfnRzuXjCzmwA8BCAOYKu7P29mN0TxuwA8AOAqAAMoXy/90VDbaNG3AbjPzD4GYDeAa6I2z5vZfSgnwwUAN7p7rYvyNwH4spk5ypeL3Bg9/kYAf2tmJZQ7m29zdyXZItIkulxERKR1nIBjtrs/gHIiXfnYXRW/O15PbGu2jR4/BOB9pM2XAHwpsD27AJxbcf9+APdXed7PAJzHljOXgkl2b2KcxorOrzSZKPER4PlAubpQqb5TOw5XfbwzzsvmXZo+QmM/nOClBH/440torPdNvGTbkvQUjcUCp5SJGB+i//jQaTQ2lee7r6c9XCKO6Ujy0e8h6Qxvlw9sZykb+Agm+PuS7OPv9bJ2/rl9R9dLNLYvzysGJK36CfMNf/Ef+XYAOHg+DbcWXfohItJSQtV/5MRoiZ5slmCLnAgswa7Hzi03Vy8FtaXqowtY3dfpSRPt+Ateeuys/3I73YFxfs6K1MzpHSqE/om3jfC/m46dx2hsam0njQX6VLDvnbwDZ/X/rf7SY3n+AqzAS+rZeGBDYrz6W2Yo8DdkvF0pyTu1Jlek+SJLfH2BaTBQSPBtCZVKDPS9gUxDUI4F5q0odgT2UaAjJiS7Loddf3rL4ijTJwtaSyTZItJcGsQoItJidMxuOiXZIlKbrskWEWkp6hhpPiXZIiIiIouJQ5f4LQBKskWkJnMNohERaSXqyW4+JdkiUpsuFxERETkumvFRRGqa7xkfzewKM9thZgNmdmuVuJnZ16L4s2Z2Yb1tRUROSj6Lm8yJYE/2zw69gcZygXrXnYFay4USz+tZ7HCunbYZL/La2j/P9tDYn7+wmcZK6xqrMZ0IfJ/el56gsV+9tpbGcgX+PucmkjT29tWv0Nir47xGeGj/JOK8JFeg+hQmhjtozBP8rzlUX2lZN68rtmk5r4W9NMZraF/YMVL18au3/CfaJgFHof0kqARV/1S7x83M4gDuAHAZgEEA281s24wZuK5EeRrdjQAuBXAngEvrbHvSOPszvEwfeKU3EVlkpjtGpLl0uYjILP3iW6QW9mIyvyX8LgEw4O47AcDM7gWwGeXpc6dtBvDtaAaxJ82sx8z6Aayvo60gXAs7wfsAUOLn8sF2qaOBOtOBE7b0Ad7JEZvgHTgr2vhkUk5qVxc6+IvLL+EdOJndozRmk4Ea2gXeETN5ajdf3xDvHIgv5a+hmAl8WR3YB/EsjxWTgXregYwiz8ufBz9HK5/gsZ7nAkXcATz4zBcX/7GZmceOEamfLhcRkfm2zMyeqrhdPyO+BsCeivuD0WP1PKeetiIiIiecerJFpLbZXad30N0vCsSr9TbNXBt7Tj1tRUROOrpcpPmUZItITfN8fd8ggHUV99cC2Ffnc1J1tBUROfkoyW46XS4iIrVNT2zQyK227QA2mtkGM0sBuBbAthnP2QbgI1GVkbcCGHX3oTrbioicdBqtCKUe8LmjnmwRqWk+D7zuXjCzmwA8BCAOYKu7P29mN0TxuwA8AOAqAAMAJgB8NNR2frZURKRFOICSsuVmazjJnsjzkdfZIl9sV5KPvGbtjuYDtacCsT//7Qdo7Iy+gzS2M85L3I1OtNFYKsFL3O06zJd57BAvcRdvz9NYOhA7kO2isVA5wecPrqKxqRwfxZ6IB6YDDIzvtkAJv3iKv5/nL91LY5d3Pkdjt1w7c8zd7/vO33/9nz32D7d/NVjG76Qxj8drd38A5US68rG7Kn53ADfW21ZERKTZ1JMtUmHVmn1VTwl+dt+J3hKR4xfj591wXnIfeX6eHy79N8nPvHJd/N9Lajhwcr3/SGCFfJmhsnPtQ9XLAsaOBl5c4GJKO8pLx5VGDvOGgZ7FTCYwL8UKPldEaJICC6wv9H55oGOkmObBqT4eKwQ+YyXeZ4dcTww7Prfl5C3FNxvqyG46JdkiUpuu0xMRaSk6ZjefkmwRqc1d1/eJiLQSTUbTdEqyRaS22dXJFhGRE0w92c2nJFtEalJZJxERkeOjJFtERERkMdG3jwtCMMmeCpTiS8Z4ebVQCb/hXCeNsUHS+w700DalUT4secumB2ksZPvAZTw4yYfoD47ycoKW5CXuupaO89Xt6KaxFRcO0divd62lsf7lozQWuoTLS3yAdy6wzxEo04dA5b90mpdKeHPnbhpbHuftJlZn+AoloO6JZUREpMnKs/TqmN1s6skWkZp0uUhrSFSvVAcgXMIvVMs+dCIcK4Q6QDYPAAAQpElEQVRKxPGG/tIuHjubl7KLTeRorOOhZ2ms9OYzqz5uE4E3rMA7kkore2ls/11LaGzl5/lO8BivGZg8zOeXmFjJ5y/IdfId27W3QGOFDN+W4OeoQaGSgTILgb9dOTGUZItIbfrqUURE5LgoyRaR2lxfPYqItBIds5tPSbaI1ObQV48iIq1C3z4uCEqyRURERBYVDVZfCJRki0hN5q6vHkVEWogGqzdfMMle1X6MxoYneSm+dIKPWu5JTdHYwan2qo93rZqiZQEvfiMv5faG1DCNvSV9kMZuz15OYxef9zsaKzgfkf2OvgEa+/lhPpp+rOcIjX1i3SM0duvE1TR2ZKKNxhJxPqK+s52PcJ/K8Y+Sd9AQijk+VH3jMr6PuuL8c3SgyEfbdw0c5RsjYTpgi4iI1K0lerJDdbdF5ARwffXYCkr8/BJxfo4c7vEK1bI/zDtUkmM8Vrqwekk9AEjs4SfXpeV83oDYqXxugEKqegdIft1S2mbPZdU7fQBgw/0jNHZ0lHdilD7POwfWfJLHcqv56247wN/n9BFeGy8+xXdsKcHbZXt4Z1KWT2mBUmC+hNLawIdTGqdjdtMpexWRmlQnW0SkhThgGqzedEqyRaQ+6hUREWkdOmY3Hf/eR0REREREGqKebBGpraSvHkVEWoo6sptOSbaI1EEDH0VEWonKrjafkmwRqU2zh4mItBYl2U0XTLJjgf+qfenJhlbYnuClej7Y/1LVx386wss9jeR4EeZ9+V4a+8KOP6Sxc87cQ2PP7V9FY11t/LX9MHsuje0d4XWP/t/b76Kxbxw5n8Zyeb5rS87LM71jzSs0dqyQprGnh9bQWFsmT2OdPWM0FnJt52Eau/hzW3jDi4Hl26u3ffDpL/A35iSnyWhERFqII1h+U04M9WTLSUfJtCxWqaP8RCg50dhJUjwXaGf8T6nQEf738uhDt1RtfOWGm+kKPc4nr5o4jU+Qlhkar768GB/7v/4f+ERgIRvu5rFcTxeNHTuXv5edv+OTaNkS3vlRSvL3y0p8v3qM77sCLwOOUpovs9DH63kjF8erf/YpHZdl0VGSLSK1OfTVo4hIizDo28eFQEm2iNSmrx5FRFqLkuymU5ItIjXpmmwRkRajY3bTKckWkTqohJ+ISMvQt48LgpJsEalN12SLiIgcl2CSPRYo2RZyJJuhsb4MH83919//l1Uf773gAG3z4VOforF/1z1EY/9jkm/jig5eVq4zw8v09XfyEeADh5bRmAdK6r3ryX9PYyu6j9FYR6Cc4OgxPjz80Vc28mW282UmE0Ua62nn5R47kjkau2zZCzR2tMSX2btjgsZEZGG47J1fqnrWpp4fkbmhS/yaT8czEalNXz22BGtwH8Wz/J9xrMhjFooF/sHHJ/lJeXEVn9/A47yTJjEWKBHHtoUvDpbjyyt1BMrmpXjZvOQ4f92Fdt4uu5LPBxHL8mV6gnfgTCxL8nYx3i7G+1pQWM7nRIgldAA54ZRkN13gECMiUjY98LGR26zXbdZnZg+b2cvRz6pZmJldYWY7zGzAzG6tePwvzWyvmT0d3a6a9UaJiCxo0TiaRm8yJ5Rki0htzT1Y3wrgEXffCOCR6P7vMbM4gDsAXAngbAAfNrOzK55yu7tfEN0emIuNEhERCVGSLSJ1aGqSvRnAPdHv9wD4QJXnXAJgwN13unsOwL1ROxGRk8/0YHX1ZDeVkmwRqW02B2xgmZk9VXG7/jjXvtLdhwAg+rmiynPWANhTcX8wemzaTWb2rJltZZebiIgsKqVZ3GROaOCjiMy3g+5+UegJZvYTAKuqhD5b5zqqjdSa7o65E8AXo/tfBPBVAH9W53JFRFqSqos0XzDJHp7opLFTug7T2Kp2PsL42f2raezC9+yo+vhUkW9md7yxcm3/+vSnaWx/bgmNDY/z9+TF4WodbGUx4x/2JZ28HN34JB/Ffni8ncY60rw0XluG759jo7y830SMvwYv8dHo563gpRQnCikaO1joorH3/Lebaawvw1+7NGieq4u4+x+wmJntN7N+dx8ys34Aw1WeNghgXcX9tQD2RcveX7GsvwPwj3Oz1SIiC5iS7KZTT7aI1NbcadW3AbgOwG3Rzx9Uec52ABvNbAOAvQCuBfDHADCdoEfP+yCA5+Z9i5skcC6PYoqfCJcCpd4yR3iJuNwSXnau89VxGouNTdHY2Jl9NNaxi88NkD2Fn5QnyBQGsXFej87yvIRffDjQuRMLXI1k/H0eW807HFJjgX3Xzf+NW4l/IEL7fHIZj2UDLy+W5p8VANj54c/wBYssQkqyRaS25g6GuQ3AfWb2MQC7AVwDAGa2GsA33P0qdy+Y2U0AHgIQB7DV3Z+P2n/FzC5AuT9+FwA+w5OIyGLgAAInWXJiKMkWkdqaeMB290MA3lfl8X0Arqq4/wCAf1aez93/ZF43UERkwVGVkIVASbaIiIjIYqMku+mUZItIbaqdKiLSWnTMbjrVyRaR2jSpgYiIVDCzK8xsh5kNmFm1mXjNzL4WxZ81swtrtTWzPjN72Mxejn72VsQ+HT1/h5ldXmV928zsuYr7p5rZI9G6HzOztRWx66J1vGxm183VezJTsCd7/ZIRGvvl3nU09ubVgzS2unuUxgbHumnsjb37qz5+QWY3bfP3Yytp7GN9T9DYjTv/iMZKVcvxlqWTfDR6SKHIz3WWtPNR+AdHeDnBthQv07e0g4/6z+b4RyI/yWNnrKu+fwBgXRsv93hOG/+snJHiy3zyp+fTGABkV3QE49IAJcwiIq1hnsfRmFkcwB0ALkO5hOp2M9vm7i9UPO1KABuj26Uoz1lwaY22twJ4xN1vi5LvWwHcYmZno1w16hwAqwH8xMzOcPditD1XAxibsZl/BeDb7n6Pmf0LAF8G8Cdm1gfg8wAuQvmd+mW0fp6sNKglLhdhCbYI8+iPb1GpqLlUco1UbwGFNP/YxwqBOvdx3m48zcv0tR8IlGwLnZRleSdAxyuk3h6AyVP4HAbB8oUd1cvjJSf5diDBXzcSfD4By/P3pNCdobH2/Xxbjmzk5f0yI7yAfSHDO3CyvXyf53h/F3LL+et724ZdvKGcYA74vE7deAmAAXffCQBmdi+AzQAqk+zNKCe5DuBJM+uJ5jpYH2i7GcCmqP09AB4DcEv0+L3ungXwipkNRNvwhJl1ArgZwPUA7qtY/9kAtkS/Pwrg+9HvlwN42N1HovU/DOAKAN+d3Vvyz+lyERGpQ3TAbuQmIiIn3vxe5rcGwJ6K+4PRY/U8J9R25fS8BtHP6Vn+Qm2mZ/KdWcD+GQAfin7/IIAuM1ta57bPCSXZIiIiIlJpmZk9VXG7fka82lchM7Nz9px62s5UtU00B8Lp7v69KvFPAniPmf0awHtQnqis0OD6G9ISl4uISJNpEKOISOuY/TXZB939okB8EEDl4Ly1APbV+ZxUoO3+6Vl6o0tLhmss620A3mJmu1DOaVeY2WPuvimaS+FqAIguKfmQu4+a2SBevyRlelmPBV5rw9STLSK1ub9+Xfbx3kRE5MSb38tFtgPYaGYbzCyF8qDEbTOesw3AR6IqI28FMBpdAhJquw3AdLWP6wD8oOLxa80sbWYbUB5M+Qt3v9PdV7v7egDvBPCSu28CADNbZmbTee6nAWyNfn8IwPvNrDeqXvL+6LE5p55sEalNPdkiIq1lHo/Z7l4ws5tQTk7jALa6+/NmdkMUvwvlGXivAjCA8vXSHw21jRZ9G4D7zOxjAHYDuCZq87yZ3Yfy4MgCgBunK4sEbALwZTNzAI8DuDFa1oiZfRHlZB8AvjA9CHKuKckWkdocSrJFRFrG/HeMuPsDKCfSlY/dVfG7I0ps62kbPX4IwPtImy8B+FJge3YBOLfi/v0A7ifP3YrXe7bnTTDJPrdrL43t6upraIWpGD/x6OmoXrppspikbX507E00NlHkZY+OFNtpLLSNS9K8bnUxxa++GcumaSxuvALDVJ7vIi/xEkxHxnmJqWI7b7dxxQEaC8mVeLmr/tQRGvu3Xfzk8W3/+RN8hecBvb/hy5U5pp5sERGR46KebGlZDz79BdXCFqkUGGXjMf7nkpjiJ1DpI7zTIX0oG1hh4KRsYmalrddZLkdjqU7eWRGb4HWmPVm9E6DQxyetsiLv/IiN89dtBd4uHtjG5CEe68vz7TxwAX9P2g7xfZDnc5khu4pPrHbKG4ZpbO94Nx5/33/XcXkhcAAllVBtNiXZIlKbuw7YIiKtRN8+Np2SbBGpTZeLiIi0Fh2zm05JtojUQUm2iEjrUAnVhUBJtojUVoIO2CIiIsdBSbaIiIjIYuKAu8bRNFswyX7swBk0duHSQRpblR6lsdey3TS2b6p6rC3OR123x/hI9FAJv6F8D42FSvi584HT3Sle3i+GxnoBS+DrW7b0WEPLnMrzkoiHJvko9jctnTljakWscw+NfbyHf1Yu+vx/oDG0A8kJ9Z4uDCUdsEVEWom+fWw69WTLgvbz79ysclALgS4XaQmxPN9HFpgbLVCqH/EsD4bK3FmRb0upfzlvF7j2v5EyfQBQylSPeYLXPEy9Ns6X1847cELLhPHDWaE7Q2PpQT4nQOKslTQ2voqvL78k8D538vd5cLgXOz/8GR2XW4HG0TSdkmwRqYMGPoqIiBwPJdkiUluppDrZIiKtQnMbLAhKskWkNod6skVEWomO2U2nJFtERERkkXH1ZDedkmwRqcm9pAO2iEjL0DiahSCYZG9e9QyNvTzJRzTHAkPV0/ECja1tO1z18VBJwNFiG42tSB2lsd+O99PYRIGXuJvI81HlIekEf937x7porFTig7gzSb7MI2P8fTmn/zUaW54eo7G881HzG9N8mSG9L/Gyh4ljWVx+0V9WPUqc983f0nbbfvjW4Dpf+swWjYw/XrpcRERm4Znd64IHkPNP2aPjsiw66skWkdpcU/S2hNAuCqQwoXJ7sVygTF+hsW83il28s6KY4f+WQtuZGubzBsTHqrcr9PF5AYqdvKReqa2xf52BaRZQ6ODLHDtlBY217+e1GY+dyssarjpvP43lCrydtAiHjtkLgJJsEanNHdBkNCIirUPH7KZTki0iNbk7XL0iIiItwQEdsxeAwNRUIiLNZ2Z9Zvawmb0c/ewlz9tqZsNm9lwj7UVEFo3pbx8bvcmcUJItIrXN5oA9e7cCeMTdNwJ4JLpfzbcAXDGL9iIiInNGSbaI1DR9uUgjtzmwGcA90e/3APgA2cbHAYw02l5EZDFp9Jity0zmjq7JFpFa8oP+Mg75vkbbz7Y010p3HwIAdx8yM15qYX7ai4i0Hl320XTmqn0rIgFm1g7gjbNYxPsA/FHF/bvd/e4Z6/gJgFVV2n4WwD3u3lPx3MPuzq7LXg/gH9393IrHjtTbXkRkMTCzBwEsm8UiDrp7tcvv5DioJ1tEgtx9AsAvZ7GIXwL4So11/AGLmdl+M+uPeqH7AQwf5/pn215EpKUoQV4YdE22iCx02wBcF/1+HYAfnOD2IiIix02Xi4jIgmZmSwHcB+AUALsBXOPuI2a2GsA33P2q6HnfBbAJ5a9I9wP4vLt/k7U/8a9EREROJkqyRURERETmmC4XERERERGZY0qyRURERETmmJJsEREREZE5piRbRERERGSOKckWEREREZljSrJFREREROaYkmwRERERkTmmJFtEREREZI79fwbObdc+Vt/TAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n", + "y_test.mean(dim='time').ndvi.plot(ax=axs[0], cmap='viridis', vmin=-0.1, vmax=0.3)\n", + "lr_pred.mean(dim='time').plot(ax=axs[1])\n", + "\n", + "axs[0].set_title('Observed mean NDVI [2011-2018]')\n", + "axs[0].set_axis_off()\n", + "axs[1].set_title('Linear Regression predicted NDVI [2011-2018]')\n", + "axs[1].set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How do the other models perform?\n", + "\n", + "### Linear Network" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n", + "y_test.mean(dim='time').ndvi.plot(ax=axs[0], cmap='viridis', vmin=-0.1, vmax=0.3)\n", + "ln_pred.mean(dim='time').plot(ax=axs[1], vmin=-0.1, vmax=0.3)\n", + "\n", + "axs[0].set_title('Observed mean NDVI [2011-2018]')\n", + "axs[0].set_axis_off()\n", + "axs[1].set_title('Linear Network predicted NDVI [2011-2018]')\n", + "axs[1].set_axis_off()" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 182, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "sns.distplot(drop_nans_and_flatten(y_test.ndvi), ax=ax, label='test [2011-2018]')\n", + "# sns.distplot(drop_nans_and_flatten(y_train.ndvi), ax=ax, label='train [1982-2010]')\n", + "sns.distplot(drop_nans_and_flatten(ln_pred), ax=ax, label='Linear Network')\n", + "# sns.distplot(drop_nans_and_flatten(rnn_pred), ax=ax, label='RNN')\n", + "ax.set_title('Linear Network vs. Test data ')\n", + "ax.set_xlim([-0.5, 1])\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### LSTM" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n", + "y_test.mean(dim='time').ndvi.plot(ax=axs[0], cmap='viridis', vmin=-0.1, vmax=0.3)\n", + "rnn_pred.mean(dim='time').plot(ax=axs[1], vmin=-0.1, vmax=0.3)\n", + "\n", + "axs[0].set_title('Observed mean NDVI [2011-2018]')\n", + "axs[0].set_axis_off()\n", + "axs[1].set_title('LSTM predicted NDVI [2011-2018]')\n", + "axs[1].set_axis_off()" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "sns.distplot(drop_nans_and_flatten(y_test.ndvi), ax=ax, label='test [2011-2018]')\n", + "# sns.distplot(drop_nans_and_flatten(y_train.ndvi), ax=ax, label='train [1982-2010]')\n", + "# sns.distplot(drop_nans_and_flatten(ln_pred), ax=ax, label='Linear Network')\n", + "sns.distplot(drop_nans_and_flatten(rnn_pred), ax=ax, label='LSTM')\n", + "ax.set_title('LSTM vs. Test data ')\n", + "ax.set_xlim([-0.5, 1])\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### EALSTM" + ] + }, + { + "cell_type": "code", + "execution_count": 366, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n", + "y_test.mean(dim='time').ndvi.plot(ax=axs[0], cmap='viridis', vmin=-0.1, vmax=0.3)\n", + "ealstm_pred.mean(dim='time').plot(ax=axs[1], vmin=-0.1, vmax=0.3)\n", + "\n", + "axs[0].set_title('Observed mean NDVI [2011-2018]')\n", + "axs[0].set_axis_off()\n", + "axs[1].set_title('EALSTM predicted NDVI [2011-2018]')\n", + "axs[1].set_axis_off()" + ] + }, + { + "cell_type": "code", + "execution_count": 370, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 370, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "sns.distplot(drop_nans_and_flatten(y_test.ndvi), ax=ax, label='test [2011-2018]')\n", + "# sns.distplot(drop_nans_and_flatten(y_train.ndvi), ax=ax, label='train [1982-2010]')\n", + "# sns.distplot(drop_nans_and_flatten(ln_pred), ax=ax, label='Linear Network')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_pred), ax=ax, label='EALSTM')\n", + "ax.set_title('Linear Network vs. Test data ')\n", + "ax.set_xlim([-0.5, 1])\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare all 3" + ] + }, + { + "cell_type": "code", + "execution_count": 500, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(12, 4))\n", + "y_test.mean(dim='time').ndvi.plot(ax=axs[0], cmap='viridis', vmin=-0.1, vmax=0.3)\n", + "ealstm_pred.mean(dim='time').plot(ax=axs[1], vmin=-0.1, vmax=0.3)\n", + "rnn_pred.mean(dim='time').plot(ax=axs[2], vmin=-0.1, vmax=0.3)\n", + "\n", + "axs[0].set_title('Observed mean NDVI [2011-2018]')\n", + "axs[0].set_axis_off()\n", + "axs[1].set_title('EALSTM predicted NDVI [2011-2018]')\n", + "axs[1].set_axis_off()\n", + "axs[2].set_title('RNN predicted NDVI [2011-2018]')\n", + "axs[2].set_axis_off()" + ] + }, + { + "cell_type": "code", + "execution_count": 537, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from src.utils import get_ds_mask\n", + "\n", + "mask = get_ds_mask(y_test.ndvi)\n", + "fig, ax = plt.subplots()\n", + "(y_test.ndvi < 0).astype('int').where(~mask).mean(dim='time').plot(vmax=0.01, ax=ax)\n", + "ax.set_title('Pixels with NDVI Values < 0');\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### For specific timesteps (not mean conditions)" + ] + }, + { + "cell_type": "code", + "execution_count": 521, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "i_time = 26\n", + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(12, 4))\n", + "y_test.isel(time=i_time).ndvi.plot(ax=axs[0], cmap='viridis', vmin=-0.1, vmax=0.3)\n", + "ealstm_pred.isel(time=i_time).plot(ax=axs[1], vmin=-0.1, vmax=0.3)\n", + "rnn_pred.isel(time=i_time).plot(ax=axs[2], vmin=-0.1, vmax=0.3)\n", + "\n", + "axs[0].set_title('Observed mean NDVI [2011-2018]')\n", + "axs[0].set_axis_off()\n", + "axs[1].set_title('EALSTM predicted NDVI [2011-2018]')\n", + "axs[1].set_axis_off()\n", + "axs[2].set_title('RNN predicted NDVI [2011-2018]')\n", + "axs[2].set_axis_off()\n", + "\n", + "fig.suptitle(pd.to_datetime(y_test.isel(time=i_time).time.values));\n", + "\n", + "# y_test.isel(time=i_time).ndvi - ealstm_pred.isel(time=i_time)\n", + "# rnn_pred.isel(time=i_time)\n", + "\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n", + "\n", + "(y_test.isel(time=i_time).ndvi - ealstm_pred.isel(time=i_time)).plot(ax=axs[0], vmin=-0.25, vmax=0.25, cmap='RdBu_r')\n", + "(y_test.isel(time=i_time).ndvi - rnn_pred.isel(time=i_time)).plot(ax=axs[1], vmin=-0.25, vmax=0.25, cmap='RdBu_r')\n", + "\n", + "axs[0].set_axis_off()\n", + "axs[0].set_title('EALSTM predicted NDVI [2011-2018]')\n", + "\n", + "axs[1].set_axis_off()\n", + "axs[1].set_title('RNN predicted NDVI [2011-2018]');" + ] + }, + { + "cell_type": "code", + "execution_count": 372, + "metadata": {}, + "outputs": [], + "source": [ + "# y_test.isel(time=i_time).ndvi - ealstm_pred.isel(time=i_time)\n", + "\n", + "def plot_comparison(obs_da: xr.DataArray, pred_da: xr.DataArray, **kwargs):\n", + " fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n", + " obs_da.plot(ax=axs[0], **kwargs)\n", + " pred_da.mean(dim='time').plot(ax=axs[1], **kwargs)\n", + "\n", + " axs[0].set_title('Observed')\n", + " axs[0].set_axis_off()\n", + " axs[1].set_title('Predicted')\n", + " axs[1].set_axis_off()\n", + " \n", + " \n", + "def plot_difference(obs_da: xr.Dataset, pred_da: xr.Dataset, ax, **kwargs):\n", + " (obs_da - pred_da).plot(ax=ax, **kwargs)\n", + " ax.set_axis_off()\n", + " \n", + "\n", + "def time_step_difference(obs_da: xr.Dataset, pred_da: xr.Dataset, variable: str, ax):\n", + " plot_difference(obs_da, pred_da)\n", + "\n", + "\n", + "(y_test.isel(time=i_time).ndvi - ealstm_pred.isel(time=i_time)).plot(ax=axs[0], vmin=-0.25, vmax=0.25, cmap='RdBu_r')\n", + "(y_test.isel(time=i_time).ndvi - rnn_pred.isel(time=i_time)).plot(ax=axs[1], vmin=-0.25, vmax=0.25, cmap='RdBu_r')\n", + "\n", + "axs[0].set_axis_off()\n", + "axs[0].set_title('EALSTM predicted NDVI [2011-2018]')\n", + "\n", + "axs[1].set_axis_off()\n", + "axs[1].set_title('RNN predicted NDVI [2011-2018]');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "obs_da = y_test.sel(time='2011')\n", + "pred_da = ealstm_pred.sel(time='2011')\n", + "plot_comparison()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 374, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plot_annual_ndvi_maps(\n", + " y_test.sel(time='2011'), variable='ndvi',\n", + " **dict(add_colorbar=False, vmax=0.3, vmin=-0.1)\n", + ")\n", + "\n", + "fig.suptitle('NDVI 2011 Observation');" + ] + }, + { + "cell_type": "code", + "execution_count": 377, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plot_annual_ndvi_maps(\n", + " ealstm_pred.sel(time='2011').to_dataset(name='ndvi'), variable='ndvi',\n", + " **dict(add_colorbar=False, vmax=0.3, vmin=-0.1)\n", + ")\n", + "\n", + "fig.suptitle('NDVI 2011 Prediction (EALSTM)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Calculate VCI" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_vci(ds: xr.Dataset) -> xr.Dataset:\n", + " ndvi_max = ds.max(dim='time')\n", + " ndvi_min = ds.min(dim='time')\n", + " vci_ds = ((ds - ndvi_min) / (ndvi_max - ndvi_min)) * 100\n", + " return vci_ds, ndvi_min, ndvi_max" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')\n", + "# ds = ds.drop('month')\n", + "ndvi_max = ds.max(dim='time')\n", + "ndvi_min = ds.min(dim='time')\n", + "\n", + "vci_ds = ((ds - ndvi_min) / (ndvi_max - ndvi_min)) * 100\n", + "sns.distplot(drop_nans_and_flatten(vci_ds.ndvi));\n", + "ax = plt.gca()\n", + "\n", + "ax.set_title('Distribution of VCI Values');" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "vci_train = vci_ds.sel(time=slice('1982', '2010')).rename({'ndvi': 'vci'})\n", + "vci_test = vci_ds.sel(time=slice('2011', '2019')).rename({'ndvi': 'vci'})\n", + "\n", + "vci_bline = ((bline_pred - ndvi_min) / (ndvi_max - ndvi_min)) * 100\n", + "vci_lr = ((lr_pred - ndvi_min) / (ndvi_max - ndvi_min)) * 100\n", + "vci_ln = ((ln_pred - ndvi_min) / (ndvi_max - ndvi_min)) * 100\n", + "vci_rnn = ((rnn_pred - ndvi_min) / (ndvi_max - ndvi_min)) * 100\n", + "vci_ealstm = ((ealstm_pred - ndvi_min) / (ndvi_max - ndvi_min)) * 100" + ] + }, + { + "cell_type": "code", + "execution_count": 441, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 100)" + ] + }, + "execution_count": 441, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "\n", + "sns.distplot(drop_nans_and_flatten(vci_test.vci), ax=ax, label='Observed VCI');\n", + "# sns.distplot(drop_nans_and_flatten(vci_lr.ndvi), ax=ax, label='LR Preds');\n", + "# sns.distplot(drop_nans_and_flatten(vci_ln.ndvi), ax=ax, label='LN Preds');\n", + "sns.distplot(drop_nans_and_flatten(vci_rnn.ndvi), ax=ax, label='RNN Preds');\n", + "sns.distplot(drop_nans_and_flatten(vci_ealstm.ndvi), ax=ax, label='EALSTM Preds');\n", + "\n", + "plt.legend()\n", + "ax.set_title('Distribution of Predicted VCI Values vs. Observed');\n", + "ax.set_xlim([0, 100])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### VCI Comparisons over time" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "annual_vals = vci_train.groupby('time.year').mean(dim=['time', 'lat', 'lon']).vci.values\n", + "years = np.unique(vci_train['time.year'].values)\n", + "\n", + "annual_vals_test = vci_test.groupby('time.year').mean(dim=['time', 'lat', 'lon']).vci.values\n", + "years_test = np.unique(vci_test['time.year'].values)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.bar(height=annual_vals, x=years, label='Train years')\n", + "ax.bar(height=annual_vals_test, x=years_test, label='Test years')\n", + "\n", + "plt.legend()\n", + "plt.title('Mean Annual VCI')\n", + "ax.set_ylabel('Mean Annual VCI')\n", + "ax.set_xlabel('Time (years)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exploration of input features" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35, time: 352)\n", + "Coordinates:\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float64 6.0 5.75 5.5 5.25 5.0 ... -4.0 -4.25 -4.5 -4.75 -5.0\n", + " * time (time) datetime64[ns] 1981-08-31 1981-09-30 ... 2010-11-30\n", + "Data variables:\n", + " p84.162 (time, lat, lon) float64 1.777e-06 -7.107e-06 ... 4.323e-05\n", + " pev (time, lat, lon) float64 -0.005703 -0.006207 ... -2.328e-09\n", + " sp (time, lat, lon) float64 9.608e+04 9.62e+04 ... 1.011e+05 1.011e+05\n", + " t2m (time, lat, lon) float64 299.7 301.1 300.6 ... 300.2 300.1 300.2\n", + " tp (time, lat, lon) float64 0.004603 0.003517 ... 0.001023 0.0009183\n", + " VCI (time, lat, lon) float64 55.92 77.74 56.97 57.24 ... nan nan nan\n", + " precip (time, lat, lon) float64 195.3 165.2 140.8 152.1 ... nan nan nan\n", + " ndvi (time, lat, lon) float64 0.3713 0.4089 0.3843 ... nan nan nan" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "\n", + "X_test.VCI.mean(dim=['lat', 'lon']).plot(ax=ax, label='VCI Obs');\n", + "vci_test.vci.mean(dim=['lat', 'lon']).plot(ax=ax, label='VCI Calculated');\n", + "# (y_test.ndvi * 245).mean(dim=['lat', 'lon']).plot(ax=ax, label='NDVI');\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35, time: 448)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1981-08-31 1981-09-30 ... 2018-11-30\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float64 6.0 5.75 5.5 5.25 5.0 ... -4.0 -4.25 -4.5 -4.75 -5.0\n", + "Data variables:\n", + " p84.162 (time, lat, lon) float64 1.777e-06 -7.107e-06 ... 2.575e-05\n", + " pev (time, lat, lon) float64 -0.005703 -0.006207 ... -2.328e-09\n", + " sp (time, lat, lon) float64 9.608e+04 9.62e+04 ... 1.012e+05 1.012e+05\n", + " t2m (time, lat, lon) float64 299.7 301.1 300.6 ... 300.2 300.2 300.2\n", + " tp (time, lat, lon) float64 0.004603 0.003517 ... 0.001626 0.001602\n", + " VCI (time, lat, lon) float64 55.92 77.74 56.97 57.24 ... nan nan nan\n", + " precip (time, lat, lon) float64 195.3 165.2 140.8 152.1 ... nan nan nan\n", + " ndvi (time, lat, lon) float64 0.3713 0.4089 0.3843 ... nan nan nan" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_ds = xr.merge([X_train, X_test]).sortby('time')\n", + "X_ds" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "annual_vals = X_ds.sel(time=slice('1982', '2011')).precip.groupby('time.year').mean(dim=['time', 'lat', 'lon']).values\n", + "years = np.unique(X_train.precip['time.year'].values) \n", + "\n", + "annual_vals_test = X_ds.sel(time=slice('2011', '2019')).precip.groupby('time.year').mean(dim=['time', 'lat', 'lon']).values\n", + "years_test = np.unique(X_ds.sel(time=slice('2011', '2019')).time.dt.year)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.bar(height=annual_vals, x=years, label='Train years')\n", + "ax.bar(height=annual_vals_test, x=years_test, label='Test years')\n", + "\n", + "plt.legend()\n", + "plt.title('Mean Annual Precip')\n", + "ax.set_ylabel('Mean Annual Precip')\n", + "ax.set_xlabel('Time (years)');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def is_amj(month):\n", + " return (month >= 4) & (month <= 6)\n", + "\n", + "annual_vals = (\n", + " X_ds\n", + " .sel(time=is_amj(X_ds['time.month']))\n", + " .sel(time=slice('1982', '2011'))\n", + " .precip.groupby('time.year').mean(dim=['time', 'lat', 'lon']).values\n", + ")\n", + "years = np.unique(X_ds.sel(time=slice('1982', '2011')).time.dt.year)\n", + "\n", + "annual_vals_test = (\n", + " X_ds\n", + " .sel(time=is_amj(X_ds['time.month']))\n", + " .sel(time=slice('2011', '2019'))\n", + " .precip.groupby('time.year').mean(dim=['time', 'lat', 'lon']).values\n", + ")\n", + "years_test = np.unique(X_ds.sel(time=slice('2011', '2019')).time.dt.year)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.bar(height=annual_vals, x=years, label='Train years')\n", + "ax.bar(height=annual_vals_test, x=years_test, label='Test years')\n", + "\n", + "plt.legend()\n", + "plt.title('Mean AMJ Precip [mm/mth]')\n", + "ax.set_ylabel('Mean AMJ Precip')\n", + "ax.set_xlabel('Time (years)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model Performance Comparisons" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import spatial_rmse, spatial_r2\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "ealstm_rmse = spatial_rmse(\n", + " y_test.ndvi.transpose(\"time\", \"lat\", \"lon\"), \n", + " ealstm_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "ealstm_rmse_vci = spatial_rmse(\n", + " vci_test.vci.transpose(\"time\", \"lat\", \"lon\"), \n", + " vci_ealstm.ndvi.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "rnn_rmse = spatial_rmse(\n", + " y_test.ndvi.transpose(\"time\", \"lat\", \"lon\"), \n", + " rnn_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "rnn_rmse_vci = spatial_rmse(\n", + " vci_test.vci.transpose(\"time\", \"lat\", \"lon\"), \n", + " vci_rnn.ndvi.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "ln_rmse = spatial_rmse(\n", + " y_test.ndvi.transpose(\"time\", \"lat\", \"lon\"), \n", + " ln_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "ln_rmse_vci = spatial_rmse(\n", + " vci_test.vci.transpose(\"time\", \"lat\", \"lon\"), \n", + " vci_ln.ndvi.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "bline_rmse = spatial_rmse(\n", + " y_test.ndvi.transpose(\"time\", \"lat\", \"lon\"), \n", + " bline_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "bline_rmse_vci = spatial_rmse(\n", + " vci_test.vci.transpose(\"time\", \"lat\", \"lon\"), \n", + " vci_bline.ndvi.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "lr_rmse = spatial_rmse(\n", + " y_test.ndvi.transpose(\"time\", \"lat\", \"lon\"), \n", + " lr_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "lr_rmse_vci = spatial_rmse(\n", + " vci_test.vci.transpose(\"time\", \"lat\", \"lon\"), \n", + " vci_lr.ndvi.transpose(\"time\", \"lat\", \"lon\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'RMSE')" + ] + }, + "execution_count": 195, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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vui984QvT2JlMZMqeYWNMizHmUWPME8aYvxhjvjj2+mxjzL3GmE1jH9srv10RERERkfIp5gG6EeAN1toTgB7gXGPMMuAzwH3W2tcA9419LiIiIiJy0JgyDNucobFPg2M/LPB24Cdjr/8EeEdFdigiIiIiUiFFjVYzxviNMeuAXcC91to/A3OttdsBxj7Oqdw2RURERETKr6gH6Ky1DtBjjJkF/NIYc3yxNzDGXAlcCbljBaU+lfvsdxEREZFq8HTohrV2L7AKOBfYaYw5BGDs465J1vzAWttrre3t6uqa5nZFRERERMqnmGkSXWMVYYwxIeCNwDPAfwEfGLvsA8DdldqkiIiIyMHC7/fT09NT+PG1r32t8LW+vj6CwSDf//73x62ZP38+/f39417buXMnb3nLWzjhhBN47Wtfy/nnn89TTz1VeN/Zs2ezYMECenp6eOMb38jmzZsxxnDttdcW3qO/v59gMMjHPvaxyn7TB7Fi2iQOAX5ijPGTC893WGt/ZYz5E3CHMeYK4EWg+oP8RERERA5gYMUdZX2/9vdcNOU1oVCIdevWTfi1lStXsmzZMm677TY+/OEPH/B9Pve5z3H22WfziU98AoAnn3ySRYsWFd77sssu4y1veQvvfve7Adi8eTNHHXUUv/rVr/jyl79cuN9xxx1X9PfXiIqZJvGktfZEa+1ia+3x1tovjb2+21p7lrX2NWMf91R+uyIiIiIHr9tuu41vfvObbN26lW3bth3w2u3bt487yW7x4sVTvn8oFOLYY49l9erVAKxYsYKLLpo6wDcyTz3DIiIiInJgqVRqXJvEihUrANiyZQs7duzg5JNP5qKLLiq8PpmPfvSjXHHFFZx55pl89atf5aWXXirq/hdffDG33347W7duxe/3c+ihh077e6pnOo5ZREREpIwma5O4/fbbC1Xaiy++mCuuuIKrr7560vc555xzeO6557jnnnv47W9/y4knnsjTTz/NVAMJzj33XK699lrmzp3Le97znul9Mw1AlWERERGRKrjtttu4+eabmT9/Pm9729t44okn2LRp0wHXzJ49m/e+97389Kc/ZenSpTzwwANT3qepqYmTTjqJb37zm1xwwQXl2n7dUmVYplTuhw9EREQazYYNGxgeHh7XJ/z5z3+e22+/fdz0h339z//8D8uWLSMcDpNIJHj22WeLPrPhU5/6FGeccQYdHR1l2X89UxgWERERKaN8z3DeueeeS0tLC+985zvHXXfBBRdw8cUXF8Lw4sWL8fly/2h/0UUXccghh/Cxj32MQCCA67p86EMfYunSpUXt4bjjjtMUiSIZa23Vbtbb22vzTzfKzFRKFbj9PRcVdQLdhUdr+p6IiFTW+vXrOfbYY2u9DamyiX7fjTFrrLW9U61Vz7CIiIiINCyFYTkgd3iYwf/+b9zh4VpvRURERKTsFIblgIYffZTU6tUMrVpV662IiIiIlJ3CsEzKOg6pNWvAGJJr1pDdo0MGRURk5qvm81BSe9P9/VYYlkmNbNyIm0jQ+uY3gzEM3X9/rbckIiJyQC0tLezevVuBuEFYa9m9ezctLS0lv4dGq8mkko89hq+1ldCSJTgDAwz/8Y9kXv96gnPn1nprIiIiE5o3bx5bt26lr6+v1luRKmlpaWHevHklr1cYlglld+9m9NlniZ55JsbvJ/L61+f6h9euJXjeebXenoiIyISCwSALFiyo9TbkIKI2CZlQ6oknwOcjtGQJAL5wmEBXF9ldu2q8MxEREZHyURiWCWV37CDQ2Ym/tbXwWqCri2x/fw13JSIiIlJeCsMyoWx/P/7OznGvBTo7ceNx3JGRGu1KREREpLwUhmU/NpvFGRgg8Mow3NUFgKPqsIiIiNQJhWHZj7NnD7huIfzm5T/P6gldERERqRMKw7KffF/wKyvD/vZ28PkUhkVERKRuKAzLfvJh95U9w8bvx9/RMeVDdKlMinQ2XbH9iYiIiJSL5gzLfrL9/fja2vA1Ne33tUBn5wHHq1lr+dFTP2JwdJAjW49k4eyFnDjnRAI+/VETERGRmUeVYdlPtr9/vxaJvEBXF87AADabnfDrA+kBBkYGOLL1SOIjcX77/G95ou+JSm5XREREpGQKwzKOtRZnijCM65Lds2fCr7+YeBGAc+efy0d6PkKLv4XtQ9srtl8RERGR6VAYlnHceBw7OrrfJIm8fEh2JnmI7sX4i4QCITpDnRhj6I50syO5o2L7FREREZkOhWEZJ/9w3CsfnsvLvz7ZRIkXEy9yROwIjDEAzI3MZdfwLlzrVmC3IiIiItOjMCzj5EPuZJVhX1MTvlmzJpwoMTQ6xJ70Ho5oPaLwWnekm6zNsju1uzIbFhEREZkGhWEZx+nvx7S04ItEJr0m0Nk5YRjO9wsfEdsnDIe7AdiZ3FnmnYqIiIhMn8KwjJOfJJFvc5iIf9YsnMHB/V5/Mf4iQV+Q7kh34bXOUCd+42fHsPqGRUREZOZRGJZxsnv24O/oOOA1/lgMm0zuN17txfiLzIvNw+/zv3ytz8+c8ByFYREREZmRFIalwLoubiKBv7X1gNf5olEA3KGhwmvpbJodyR3jWiTy5obnsmN4B9ba8m5YREREZJoUhqXA2bMHXBdfLHbA63xjYdnZJwxvSWwBGPfwXF53pJtkNklfauIJFCIiIiK1ojAsBfljlqeqDPvHwrKbSBReezHxIj7jY1503n7Xz43MBeCZPc+Ua6siIiIiZaEwLAWZnbmJD1NWhsfaJJx4vPDajqEdzAnNIegP7nd9fqLEhj0byrVVERERkbJQGJaC7K5cG4N/qjAciYDPN65neGBkgNmh2RNe3xxopr25XZVhERERmXEUhqUgu3MnGFOo/E7G+Hz4otFCm4TjOuwd2cus5lmTrumOdLNhQJVhERERmVkUhqUgs2snvkgE4/dPea0vGsUZC8M7kjtwrcvslokrw5DrG34h/gLDmeGy7VdERERkuhSGpSC7a1dhUsRU/LFYoTKcnyTR3tI+6fVdodzxzi/EX5jmLkVERETKR2FYCrI7d03ZL5zni8UKleGtia3AgcNwa1MuZO9K7prmLkVERETKR2FYCrK7dk05SSJv31PotiS24DO+QuCdSGtz7ms7h3eWZa8iIiIi5aAwLAC4o6M4AwOeKsOQO4VuS2ILs5pn4TOT/3GKBCP4jZ+dSYVhERERmTkUhgV4eaxasT3D+TDsDA2xNbH1gC0SAD7joyvcpTAsIiIiM4rCsACQ3ZULqcVWhvPXOfE4WxNbmd08+SSJvLnhuQrDIiIiMqMoDAswNmMY75XhZGIPiUyCWS2TzxjOmxOeo55hERERmVEUhgXIPTwHxVeGfeEw+HzEE/0AB5wxnJevDFtrS9+oiIiISBkpDAsAmZ27ME1NmFCoqOvzp9ClEwPAgceq5XVHukllUwxlhqa8VkRERKQaFIYFyFWGA3PmYIwpes2+p9C1N08dhueG5wIaryYiIiIzh8KwALme4cDcuZ7W+GMxfIkknaFOgv7glNfPjYyFYT1EJyIiIjOEwrAAkNm1k8CcLk9rfLEYLYkRDo8dXtT1c8JzAIVhERERmTkUhgVrLdldfQTneK8Mh1MuR4YOK+r6OSGFYREREZlZFIYFN5HAplKe2yTcaASABc7U/cIAQX+QjpYO9QyLiIjIjKEwLGT7cqfPBbq8tUkMRnIj0uZlihvHBrm+YVWGRUREZKZQGBayu3cDEOiYelbwvvpCWQDmZoobxwZjB28oDIuIiMgMoTAsOAN7AfDP9haGt4dGAOhIB4peMzc8V20SIiIiMmMoDAvOwB4A/O0ew3A4F4ZDQ9mi13RHuomPxkllU57uJSIiIlIJCsNCdk8+DM/ytG57UxLHB87AQNFr8gdv7Eru8nQvERERkUqYMgwbYw43xtxvjFlvjPmLMeYTY69/wRizzRizbuzH+ZXfrpTbwIo7SP75UUxzM4O/vMvT2n4zRDLkLykMq1VCREREZoJimj2zwKestWuNMTFgjTHm3rGvXW+tva5y25NqcIeH8UUintf12QSj4SDZsTaLYujgDREREZlJpgzD1trtwPaxnyeMMeuB4k5ZkIOCm0ziC4c9rbHWstsmcMLNOHuKrwwrDIuIiMhM4qln2BgzHzgR+PPYSx8zxjxpjPmxMaa4kxdkxnGTSc+V4WFGSJGBSMhTm0Q4GKa1qVVtEiIiIjIjFB2GjTFR4D+BT1pr48ANwKuAHnKV429Osu5KY8xqY8zqvrHDHWRmcYeHPVeG+20CAH84grOn+DYJ0MEbIiIiMnMUFYaNMUFyQfjn1to7Aay1O621jrXWBX4InDzRWmvtD6y1vdba3i6PJ5xJ5VlrS6oM942F4eZIDCceB8cpeu3csMKwiIiIzAzFTJMwwI3Aemvtt/Z5/ZB9Lnsn8HT5tyeVZkdGwHFKrgyHw7PAWvyJ4ucG6+ANERERmSmKmSZxKvB+4CljzLqx1z4LXGKM6QEssBn4cEV2KBXlDg8DeK8MEwcgFmlnGAjEkzizogdcs3LjSiA3Y3hPeg8rNqzgPce8x/umRURERMqkmGkSDwFmgi/9pvzbkWpzk0mAkirDrYRoirQyDPjjw0WvjTZFsViSmaSne4qIiIiUm06ga3AlV4Ztgk4TK4TowGDxwTYSzN1rOFN8gBYRERGpBIXhBpevDJsSKsNdJlYI0f548WE4Gsy1UwxlhjzdU0RERKTcFIYbXKmV4f58ZTgUAiAwWHyVV5VhERERmSkUhhucm0xCMIivqanoNVnrMsAwXcQwgQC+WAx/QpVhEREROfgoDDe4Ug7c2MMQLpZO0wqAv73dU2W4yd9EwBdgaFRhWERERGpLYbjBuclkyTOGO02uwhvwGIaNMUSDUbVJiIiISM0pDDc4d3i4hEkSuRnDnSYG5CrDXh6gg1zfsMKwiIiI1JrCcIObTmW4K98mMXs2AY9hOBqMqmdYREREak5huMHZZLKkGcMBfLQxNmN49lhl2Nqi30OVYREREZkJFIYbmJtOY0dHS6oMdxLDZ3IHE/rb2/FlsvhSo0W/RyQYIZlJ4riOp3uLiIiIlJPCcANz9uwBSjh9jkShXxjA3z4797GEI5kHRgY83VtERESknBSGG1h2Ty6Iej9wI07XuDA8C8BT33B+1vDu1G5P9xYREREpp0CtNyC14wyMVYY9tknscgdZMNrKmoE1AKTDc3kV4C/hFDqFYREREaklVYYbWKFNwkMYHrYjjBiHWW7Ly+/Tmgu2pVSG+9P9Ra8RERERKTeF4QaWHfDeJpGfMdxqm19+n7ZcmPbSMxxpUmVYREREak9huIE5g4NgDKa5eeqLx+yxucDbuk9l2A01Y/0+AvFU0e/T5MsdyawwLCIiIrWkMNzA3MFBTCiE8RX/x2CAXBiO2aaXXzSGbGsYf6L4Non8kcxqkxAREZFa0gN0DczZuxdfKHTAa9bsXDPu8yebNkMIonZ8NdmJhUs6klmVYREREaklVYYbmLN3cMow/EpDZgSfNYRtcPx7xUIEPFSGIfcQ3e60wrCIiIjUjsJwA3MGvYfhhG+UiG3Chxn3erY1gj9RfM8w5A7eUGVYREREaklhuIE5Yz3DXgyZkfH9wvn3ioVKapMYSA+QdbOe1omIiIiUi8JwAyupMmxGibr7T59wYuFcm4S1Rb9XJBjBYtk7stfTHkRERETKRWG4QdlsFjeRKKFNYuLKcLY1jHFcfKmRot+rcPBGShMlREREpDYUhhuUk0gAlNAmMUp0ojaJ1vzBG8W3SuhIZhEREak1heEG5ezNtSZ4OYp5hCyjxiE2YZtELlQHPDxEl68Ma6KEiIiI1IrmDDeYgRV3ADC6ZQuApzaJITMKMGFlOFtCZTjapDYJERERqS1VhhuUm8pVcL20SQz58mF44gfowFsYbvI3EQqE1CYhIiIiNaMw3KDsWBj2UhlOmNzDcROPVsuFYa8Hb8xuma3KsIiIiNSMwnCDcpO50FpKm8SEPcORFqzP4PcYhjtDneoZFhERkZpRGG5QbioFxmBaWopek/DlKsMT9Qzj9+FEvB+80dHSoTYJERERqRmF4QZlUylMSwvGV/wfgSEzSosNEMQ/4ded1pCnaRKQqwzvSe/xtHeL670AACAASURBVEZERESkXBSGG5SbSpVw+twIUXeCqvCYbCyMPz7s6T07Qh06kllERERqRmG4QZUShod8oxNOkshzWsP4PVaGO1o6sFgG0gOe1omIiIiUg8Jwg7KpVAmnz018FHOeEwt7nibRGeoENGtYREREakNhuEGV1iYxeuA2idaw9wfoQh2ATqETERGR2lAYblBew7CLZdiMEjtQm0QshG80ixkZLfp9O1rGwrAmSoiIiEgNKAw3IOu62HTaU5vEsBnFmokP3MgrHLwRL75vOF8ZVpuEiIiI1ILCcAOy6TRYW9Lpc9EJDtzIy7Z6P5I5HAznjmRWm4SIiIjUgMJwA3LzRzGHw0WvyZ8+N+GBG2PyleGSTqFTm4SIiIjUgMJwA8qHYS9tEvnT5w7YM9xaWhjWKXQiIiJSKwrDDcjmK8MewnAxleFsoWfY+0QJtUmIiIhILSgMNyC3xDDss4aQDU56jRPLvZ/aJERERORgoTDcgEoJwwlf7sANH2byiwJ+nHBzSafQDYwMkHEzntaJiIiITJfCcAPKt0mYlpai1yTMgY9iznNawyW1SQA6kllERESqTmG4AbnJJKalBeP3F71myIwc8PS5vGys9FPoNGtYREREqk1huAGVdBSz78Cnz+U5rWECJUyTAJ1CJyIiItWnMNyAbCrlaawajFWGDzBJIi/bGim5MqyJEiIiIlJtCsMNyE2l8HnoFx7FIWNcIkWEYac1TGBw2NN+8pVhtUmIiIhItSkMNyA3nfbUJjE8NmM44k4+Vi0v2xrGN5LBjIwW/f7hYJhwIKw2CREREak6heEGZNNpT5MkkiY38ix8gBnDeU5bBIBAvLjxais3rmTlxpW0BFpYt2sdKzeuLHpfIiIiItOlMNxgrLWeH6BL5ivDRfUMjx3JHPfWKhEJRhjKDHlaIyIiIjJdCsONJpMBx/FUGR72UhluLe1I5kgwwnDGW4AWERERmS6F4QbjptMAnh6gG/Z5qQzn2iT8Hh+iiwajqgyLiIhI1SkMN5h8GPYyWi3fMxypcGU4lU3huI6ndSIiIiLToTDcYPJHMXudJtFk/QSY+sQ6J9qC9RnPs4ajTdHcvdQqISIiIlU0ZRg2xhxujLnfGLPeGPMXY8wnxl6fbYy51xizaexje+W3K9NVUpuEyRRVFc69sQ8nFibg8QG6aDAXhtUqISIiItUUKOKaLPApa+1aY0wMWGOMuRe4DLjPWvs1Y8xngM8An67cVqUc8pVhb6PVRgkfoF+4/Z7V4+/h83muDEeCuV5jVYZFRESkmqasDFtrt1tr1479PAGsBw4D3g78ZOyynwDvqNQmpXzcEtokkiZT1CSJwj1CTSX1DIPCsIiIiFSXp55hY8x84ETgz8Bca+12yAVmYE65NyflZ/MP0Hltk3CnniSR57Y0lTRNAiAxmvC0TkRERGQ6ig7Dxpgo8J/AJ621cQ/rrjTGrDbGrO7r6ytlj1JGbjqNaW7G+Ir/e1DSjBbfM0wuDHutDAf9QZr9zaoMi4iISFUVlYiMMUFyQfjn1to7x17eaYw5ZOzrhwC7Jlprrf2BtbbXWtvb1dVVjj3LNLiplKexai52rE2i+MqwE2rCn0iB63ram2YNi4iISLUVM03CADcC662139rnS/8FfGDs5x8A7i7/9qTcbDrtaZJEymSwprgZw3luSzPGdfEPpz3tLdoUZWhUYVhERESqp5jK8KnA+4E3GGPWjf04H/gacLYxZhNw9tjnMsO5qZSnMJwsHMXsoWc4lLvW86xhVYZFRESkyqYcrWatfQgwk3z5rPJuRyrNptP4OjqKvn7Y5I9i9tYzDBAYHGb0sM6i10WbogwNKAyLiIhI9egEugbjemyTePko5upUhkfdUZIZb+tERERESqUw3GBsKuV5rBrgbc5wvjJc4pHM/al+T+tERERESqUw3EDs6Cg2k/F44EauTaKUMOwv8UjmvpRG8ImIiEh1KAw3ECeeGw/ttTJsLIQ8hGEbDOA2B71XhoOqDIuIiEh1KQw3ECeeO93Na2U4bIP4Jn2GcmLZ1jD+QW9hONYUAxSGRUREpHoUhhuIGx8EvIXhYY8HbuQ5bRECCW9tEqFACJ/x0ZdUm4SIiIhUh8JwAympTcLn7SjmvGws7HmahDGGaDCqyrCIiIhUjcJwA3EGc2HY62i1kivDHtskAIVhERERqSqF4QbijLVJGI89wyVVhlu9V4YhN15NYVhERESqRWG4gbiJsQfoPE6T8DJWLc9pDeNPjWBGM57WRYNRjVYTERGRqlEYbiDOYBwTDGICU57CDcCozTJqHE+nz+VlZ+XGpAUGPc4abooykB4g62Y931NERETEK4XhBuLEBz09PBcnBXg7cCMvOysCQGCv94M3LJY96T2e7ykiIiLilcJwA3HjcU9j1QZtruc34k6jMrx3yNM6HbwhIiIi1aQw3ECceMJbZdjmKsMlPUCXD8MDHsNwk8KwiIiIVI/CcANxvFaGC20SpVSG820SqgyLiIjIzKUw3EDcQW89w4lpVIZtUxAn3Iy/hAfoAJ1CJyIiIlWhMNxAnHjc01i16VSGIdcq4bUyHPAFiDXFVBkWERGRqlAYbhDWcXCHhjwduBG3KYLWRxP+ku6ZnRXxHIYBukJdCsMiIiJSFQrDDaKUAzfiJEuuCkO+MuytTQKgM9SpMCwiIiJVoTDcIJx4HMDjaLVUSf3CeaW0SUAuDOsUOhEREakGheEG4cRzlWGvD9CVcuBGXnZWhEAihcl4O02uM9TJ7tRurLUl31tERESkGArDDcKNDwLeKsMJ0oSmWRkGPE+U6Ap1kXbSDGW8V5VFREREvFAYbhClVYbT06wM50+h8xaGO0IdgGYNi4iISOUpDDcIJ18Z9hCGh8pUGfbaN9wV7gIUhkVERKTyFIYbRH6aRLGV4Yx1SJMpU2XYYxgO5cKwDt4QERGRSlMYbhDOYBz8fkxTcaPSEmMHboRsoOR7ZttLO5K5M9QJoIkSIiIiUnEKww3CScTxt7ZijCnq+iGbBphWm4RtbsIJNXnuGW5taqXJ16Q2CREREak4heEG4cYT+FpjRV+fIBeGp9MmAZBt8z5r+BebfkE4GGb1ztWs3LiSlRtXTmsPIiIiIpNRGG4QTjyOv7Wt6OsTZagMQ+lHMkeDUYZGNVpNREREKkthuEG48Tj+mJfKcL5neLphuLQjmWNNMc0ZFhERkYpTGG4QTjyOr6216OuH7AhQhjaJEo9kjjZFSYwmpnVvERERkakoDDcIJ5HAHys+DJdjmgSAMyuCP5ECx/G0LhqMMuKMkHEy07q/iIiIyIEoDDcAay3u4CB+D5XhhE3TTIAA/mndOzsrirGWwGDS07pYU66lQ60SIiIiUkkKww3AjoxgMxl8HirDQ6SJEZr2vQsHbwx4C7XRYG6dWiVERESkkqb3b+ByUHAG4wD4Ww8chtfsXFP4+Zbwdvw+O+17Z2eVdvBGtCkXhlUZFhERkUpSZbgBuIl8GC5+mkTSZKf98BxAZnbunoEBbxXefJuEKsMiIiJSSaoMNwAnngvDvtY2nERxldaUydDmtpR8z/Z7Vud+ks09OBfc4y3UhgNhfManWcMiIiJSUaoMN4B8GPZSGU6ZzLQnSQAQ8OM2BwnsjntaZozJHbyhNgkRERGpIIXhBuDGi+sZ3lfSZMrSJgHgRFoI7vbe7hANatawiIiIVJbCcANw4rlA6SsyDLtY0iY77dPnCvePhgju8VYZhtxDdKoMi4iISCUpDDcAJz4IUPRxzGmywPSPYi7cP9LiuU0Cxo5kVs+wiIiIVJDCcANw4wlMOIwJFhdukyZ36ls52yQCe4cLD9MVKxqMkswmcVxv60RERESKpTDcAJx43FO/cGosDJezMmysJejx4A2dQiciIiKVpjDcANxEvOgWCXg5DJevMpw7yc5rq0T+4A09RCciIiKVojnDDcAZjBf98By83CZRltFqgBvJzSuedd/jtGzeCcDAub1TrssfyazKsIiIiFSKKsMNwEkkat4mAeAfTntaV2iT0EN0IiIiUiEKww3AHRz0eBRzedsk3FAT1mc8h+FIMILBqE1CREREKkZhuAE4iQS+1rair0+bLD5raMJfng0YgxNp8RyGfcZHJBhRm4SIiIhUjMJwnbOuizs05OkBuqTJELJBDKZs+yglDEPuITpVhkVERKRSFIbrnJtIgLX427z1DIfL9PBcnhMJ4RtOeV4XDeoUOhEREakcheE65yTGjmKOeQvD5Xp4Ls+NtOAfSoO1ntbpFDoRERGpJIXhOucMjh3F7KEynKxAGHYiLfiyDmY062ldNBhlODNM1vW2TkRERKQYCsN1zi1Uhr0dulGuSRJ50xmvZrHsSe8p635EREREQGG47jmDuVPfvMwZTposLWXvGc6HYW99w/lZw33JvrLuR0RERAQUhuueEx9rkygyDFtsZSrD0ekdvLEruaus+xERERGBIsKwMebHxphdxpin93ntC8aYbcaYdWM/zq/sNqVUbjxXGS52zvAoDq6xFegZDuX2UWIY7kupMiwiIiLlV0xl+Gbg3Alev95a2zP24zfl3ZaUizMYB78fXyRc1PXJMh/FXBDw4zYHSz6FTpVhERERqYQpw7C19gFATy8dpJxEHH9rK8YUd4BGqsxHMY/bS6QF/5C3nuH8KXSqDIuIiEglTKdn+GPGmCfH2ijaJ7vIGHOlMWa1MWZ1X58CTbW5g3FPD8+lTG6EWdkrw0A2FiaQ8H7wRqwppsqwiIiIVESpYfgG4FVAD7Ad+OZkF1prf2Ct7bXW9nZ1dZV4OymVE4/jayuuXxj2aZOgvNMkAJxYCH8i6XldrCmmaRIiIiJSESWFYWvtTmutY611gR8CJ5d3W1IuTtxrZbiCbRKxML7RLGYk42mdKsMiIiJSKSWFYWPMIft8+k7g6cmuldpyBwfxt3o7cAMq0ybhRHMTJbz2DceaYgyMDDDqjJZ9TyIiItLYpvy3cGPMbcByoNMYsxX4PLDcGNMDWGAz8OEK7lGmwYnH8Xk6cKNyYTgby4XhgMdWiVgwF+b7U/0cGj207PsSERGRxjVlGLbWXjLByzdWYC9SZtbasTaJ4nuGU2Onz/kobvqEF04sN97N7/EhumhTFMgdvKEwLCIiIuWkE+jqmDucBMfB3+atZzhU5qOYC/sJN2N9vpLaJEAHb4iIiEj5KQzXMXfsKGYvbRJpk6lIiwQAxuBEWzxPlNCRzCIiIlIpCsN1zEkkADy3SVQsDFParOFwIEzAF9B4NRERESk7heE65gzmKsPe2yQqF4adWMhzm4Qxhq5Ql9okREREpOwUhuuYG48DeJ4zXKmeYRibNTycxmSyntZ1hbvUJiEiIiJlpzBcx5zBXBj2eWiTSFa4TcKJhjBAsD/uad2c0By1SYiIiEjZKQzXMadQGS7u0A0HlxGTrWhlOD9rOLhrr6d1XeEudqVUGRYREZHyUhiuY058EIzBF40WdX3a5FoXKtsznJs1HOwf9LRuTngOidEEqay3fmMRERGRA6lcCVBqzh3MnT5nfMX9nSdFFcJwtAVLCZXhUBcAfck+jmg9ogI7ExGpodU3TX1N7+WV34dIA1JluI7lTp/z9vAcVDYM4/fjhptp8hiG54TnAJo1LCIiIuWlMFzHnIS3MJwuhOHK/oOBEwsT7CstDGu8moiIiJST2iTqmDsYx02lGFhxR1HXp6rQMwy5h+iCfd56hrvCuTYJVYZFRESknFQZrmNOPI4vFCr6+qq0SZCvDA+C4xa9JhaM0eJv0Xg1ERERKSuF4TrmxOOYlpair09VqU0i2xrGl3UI7kkUvcYYo/FqIiIiUnYKw3XKWos7OIjPQxhOmizGQnOFu2ec1rHxajv3eFrXFdIpdCIiIlJeCsN1yqbT2EwG47FNooUAPkwFdwbZ1ggATTsGPK2bG5nLzuGdldiSiIiINCiF4TqVP33OS2U4ZTIV7xeG3JHM1mc8h+HucDc7kztxbfG9xiIiIiIHojBcp5zB3LQGb5XhbFXCMH4fmc42mnZ6rwxn3Ax70t7aK0REREQmozBcp9x8Zdhjm0RVwjAw2t1O0w5vobY70g2gVgkREREpG4XhOuXEc5MavLRJpE2m4pMk8ka7Z3tvkxgLwzuGd1RiSyIiItKAFIbrlBOfwW0SwOjcdgKDw/hSI0Wv6Q6PheGkwrCIiIiUh8JwnXJLfoCuWpXhdgCCO4s/lnl2y2yafE1qkxAREZGyURiuU85gLgwXe+hG1jqMGKdqleFM92wAT33DxhjmRuaqTUJERETKRmG4TjnxOL5oFOMr7rd4iFy7QjXbJADPEyW6I91qkxAREZGyURiuU258EH9ra9HXD9k0UL0w7MRCOOFm7+PVwqoMi4iISPkoDNcpZzCOb1Zb0dcPkQ/D1ekZxhhG57YTLGGixK7kLhzXqdDGREREpJEoDNcpZ3AQf5uHMFzlyjDkWiU8t0mEu3GsQ3+qv0K7EhERkUZSpTKgVJszOEjz3KOLvr7qlWEg091ObO0mcF0osre5cPBGcidzI3MruT0RkfLLjsKz98HTd0JqAGYflfux9wXoeDUY1ahEqk1huE55rwxX9wE6yB284RvNEhgYIttRXH/zvgdvLO5aXMntiYiUT/8m+OO34a93Q3ovhGZD2zx48REYzR2SxOGvg8XvUSAWqTKF4TpkrcWJxz09QJegNm0SkBuvVkoYFhGpqNU3TX1N7+UH/vreLfC//wfW3QqBZjj2rXD8u+FVZ4I/CNbCcD/c9U/wt3vBGYWevwefvzzfg4hMSWG4DtlkEjIZ/F4eoLNpfNbQTPX+Azx6yNis4e17SB43v6g1rU2thAIhjVcTkZktsRMeuh5W35j7/OQr4bRPQbRr/HXG5F5b+GYIhmD9f+VaKU66LBeWRaTiFIbrkDOYO4rZ39aGddyi1iRIE7IBDKaSWxtndM4srM9H03aPB29ovJqIzFTD/fDwv8OjPxqr8l4CZ3wGZh0+9dpXvSFXPX7qF7Du57lALCIVpzBch/Jh2NfWhrOnuGkNQzZd1RYJAAJ+RufOovml3Z6WdUe6dSSziMwsg9vgke/mWiuyKVh0EZzx/0DHq7y9z5GnwkgCNt4DAy9A+5GV2a+IFKhLvw7tWxku1hBpWqo4SSJv9JDZnirDoIM3RGQG6dsId30E/uMEeOSGXLvDRx6Bd33fexDOO+pMaIrAxt+Ud68iMiFVhuuQMxgHPIZhmyZE9fvTRg/tILx+S+4hElNci0Z3pJu+VB8ZN0PQp546EamB5O5c9fbXV4O/GXo/CKd8dOJKbjEP4u0r0AyveiOsvxt2P1t6qBaRoigM15GBFXcAkFy9GoCh/32g6EA8RJrWardJACOHdOBPjeDfO4zTHi1qTXekG4ulP9nPIdFDKrxDEZF9jCZhw2/gxT/lRqAt+wi8/iqIdJb3PvNPhefuz93rlI8VXSwQEe/UJlGH3FQKAF8oVPSaITtS1QM38vITJZq3F983XBivpokSIlJNu5+FB74OL/4xNxP4zH+Bc75a/iAM4G+C15wNe56F/o3lf38RKVAYrkM2lYJAAILFV3qHqMEDdOTaJABPfcPdYc0aFpEqsm6uJeJP/x/4AnDqJ2HxRRCaVdn7Hn4KtMzKVYetrey9RBqY2iTqkJtK4QuFMEX+s1rGOqTJEK5BGM50tY2NVyuhMqwwLCKV5ozCYzdC/wY47CQ4/kIItrz8da/9wF74A3D0OfDkCti9qXL3EWlwqgzXITedxtfSMvWFY4YLp89V/+9GNhggM6fNU2U42hQlFozx0tBLFdyZiDQ8Jwurf5xrU1j0Hjjx/eODcDUc1pt7oG7b2ureV6SBqDJch2wqhfHQL5yw1T+Kuf2e1YWfu8EAzR7Hq82LzWPb0LZyb0tEGsVUFV3XgbU/gb5nYPHFcMSy6uzrlfxBmLsIdjyRO5ku0FSbfYjUMVWG61C+TaJYibHKcEsN2iQAsm0Rml7a7aknbl5sHluHtlZwVyLSsKwL634GO5+C495VuyCcd+gSyKTg2f+p7T5E6pTCcB3yGoaHbO3aJCAXhv3JEfzxZNFr5kXnsS2xDdcWd9y0iEjRNt4DLz0OC98KC06v9W6g62gIhuEvd9Z6JyJ1SWG4DnlukxirDNfiATqAbFtuvrCXh+jmxeYx6o6yK7mrUtsSkUbUvwk23QuHnwyvPqvWu8nxBaB7MTzz61yFWETKSj3DdcZms9jRUW9tEjb3H9dajFYDcNoiADS/tIfUwiMmvGblxpXjPn9u8DkAtia2FqZLiIhMy+gQPP4ziHTBcRfUejfjHbYEtjwCm34Pr317rXcjUldUGa4zbjpX5S2lZ7hmleHWMNZncn3DRWpvbgdQ37CIlIe18MRtkBmCJZfmJjjMJB2vhsgcePo/a70TkbqjMFxn7Njpc16nSTQTIIi/Uts6ML+PzJxZntok2prb8BkfWxMKwyJSBpsfhJ1/gWPfBm3zar2b/RkfHPcO2Pg7GEnUejcidUVhuM6UchRznBQxir++EkYO7aB5W/Fh2O/zc0jkEFWGRWT6krth/X/DnNfC/BnwwNxkjr8AsmnYcE+tdyJSVxSG60wpYThhU8RMlQfJv8LIYZ3ex6tF56kyLCLTYy08fScYA4suzH2cqeadDK2HqVVCpMwUhutMqW0Sta4Mjx7agT89SmBP8f/8Ny82jy2JLRXclYjUvZ1Pw66/wNHnQai91rs5MJ8PFr4Znv9fyI7UejcidUNhuM6UVBkmRWutK8OHdgDQ7OEhunmxeexJ7yGZKX4+sYhIQXYkN7s3dsjMmCdcjFe9ATJJ2PLnWu9EpG4oDNcZN5UCYzDNxT8JnbBpYqbGleHDOgFo8tA3nG+R+PHTP2blxpX7jV8TETmgTb+H1ECuPcJXoweIvZr/+tzcYZ1GJ1I2mjNcZ2wqhWlpwfiK/3tOghQxalsZznS24gYDNL/UX/SaWS2zANg7spe5kbmV2pqI1KPEDnju/lwf7uyjar2b4qy+Kfdx1pHw1Mrcx1fqvby6exKpAwrDdcbrUcwZ65AiU/PKcPvv1+LEQkTWPUv7PasBGDi394BrZjfPzl2XHqj4/qT8bv3zi57XvPd1Ex/KIuLZX+8Gf1NulNrBpusY2PAbGBmC5mitdyNy0JuyfGiM+bExZpcx5ul9XpttjLnXGLNp7OMMf+qgcXgNwwlyPca1rgwDZGdFCewdLvr6lkALzf5mBkYUhkXEg7/dB33r4TVvOjjDZNfC3Mf+DbXdh0idKObf0m8Gzn3Fa58B7rPWvga4b+xzmQFsKuV5kgRAa40rwwDZtgiB+DC4blHXG2Nob2lXZVhEiuc68PtrIdwxs2cKH0jbPAiGoU9hWKQcpgzD1toHgD2vePntwE/Gfv4T4B1l3peUyHtlOBeGZ0pl2LgWf6L46RDtzQrDIuLB4z/LjVJb+FbwH6SdgsYHnUfnwrCH2ewiMrFSp0nMtdZuBxj7OKd8W5LpcFMpfC3FB9uEHWuTmAmV4VkRAE+tErNaZrF3ZC9W/0MQkamMDMH9X4XDXweHnFDr3UxP10IYGYShHbXeichBr+Kj1YwxVxpjVhtjVvf19VX6dg3Nui42ncaEw0WvmWk9wwCBvUNFr2lvbsexDonR4g/rEJEG9fB/wNBOeNNXZ/ZJc8XoOib3Ua0SItNWahjeaYw5BGDs467JLrTW/sBa22ut7e3q6irxdlIMm0qBtfg8hOH4WM/wTKgMuy1NuM1BT5Xh9pbcs5t70q/s5BER2Ud8O/zx23Dcu+DwpbXezfSF2iE6B/qeqfVORA56pYbh/wI+MPbzDwB3l2c7Mh2F0+dKqAxHZ0BlGGNyEyUGi68Mz27JjVdTGBaRA1r1b+Bm4azP1Xon5dO1EHY/C06m1jsROagVM1rtNuBPwDHGmK3GmCuArwFnG2M2AWePfS415iZzD555CsM2TYRmAmZmHEaYbYsQGCg+DLc1txEwAfpTxR/WISINpm8DPP5TWHoFzF5Q692UT+dCcDMw8HytdyJyUJvyUVpr7SWTfOmsMu9FpqkQhj2NVqv96XP7ysyKEt64FZPJFnW9z/joDHUqDIvI5P7wRQhG4PRrar2T8uo4KjdZYvffctMlRKQkM6McKGWRb5Pw9gBdekb0C+dl270/RKcwLCKTevER2PBreP0nINJZ692UV6AlN3N4999qvRORg5rCcB2xw7kHz7w9QJciZmZOZbiUiRKd4U72juxl1Bmt1LZE5GBkbe6AjWg3LPtIrXdTGR2vhr0vgP77J1IyheE64qZS4PdjmpqKXpMgPaPaJLJtESx46hvuDOWqPbtTuyu0KxE5KD3zK9j6KJz5/0JTpNa7qYzZr86dqjewudY7ETloKQzXETeZxBcOYzzMz0zY9Iw4irkg4MdpDXtukwDUKiEiL3OycN+Xcr20PX9f691UzuyjAKNWCZFpOEjPopSJuMmkp4fnrLUkSM2MsWr7yM6KegrDHS0dGAx9KR3qUiu3/vnFWm9B5GWrb8r1CvdvhJMuz02SqFfBfN/ws7XeichBS5XhOuKmUp76hUfIksGZWZVh8mF4GFy3qOv9Pj+zW2arMiwiOc4obLwHZh0J3YtrvZvK63g17N2svmGREqkyXEfcZJKAh1P+4oWjmGdWGM60R/FlHYK742S6ZhW1RhMlDg6jWZe/bo+THM2SdSyjjkvWcck4lrmtLSw6rI1Qk7/W25SD3eaHIL0Xet538B+7XIyOV8Nz98PAC7XeichBSWG4jtixnuFiJexYGJ5B0yTg5YkSTVv7PYXhTXs3kXEzBH3BSm5PSjCScfjz83t4cFMfw6POuK8FfAa/zzCSdfnVky/x2kNbWXJEO6+eE8XXCEFGyiu1F/72h9zpbJ2vqfVuqmP2AtQ3LFI6heE6Ya3NtUl4OXCDNACtM6wynA/D7X94nKadK1oaSAAAIABJREFUewuvD5zbO+maznAnrnXZktjCUW1HVXyPUpx0xuFPz+3moU39pDIOr5kTZfkxc5gTaybo9xHwG3zGYK1l294Ua18c4Iktgzy5dZDWlgBL58/m9KO7CPrV0SVF+uP/hUwSFr6l1jupnmBY84ZFpkFhuE64iQS4bkmV4egMqwy74WbcpgCBgUTRa/ITJZ7f+7zC8Azx+IsD/PeTL5HOuCzsjnHmMXM4fPbEfz6NMcxrDzOvPcz5xx/CMzsSrHlhgPue2cWTWwe54KR5HDHJWpGCoV3wyA1w6Im5cNhIOl6Vaw/JpHMP1YlI0VRuqRPO3lwF1VsYnpmVYYzxPFEiH4afG3yuUruSIllreWBjHyvXbKW7tYWPLn81l54yf9Ig/EoBv4/jD2vjA383n8v/bj6jjsv3//dZfvvUdtIZZ+o3kMb10PWQHYGjz6v1Tqqv49XgZmHb6lrvROSgozBcJ5yBAcD7Ucww83qGYZ+JEkVq9jfT2tSqMFxjrrX85qnt3POXHSye18YHT13AYe2l/2XrNXNjfOKs19A7fzYP/q2f8//jQda8sKeMO5a6EX8JHrsRTrgEonNqvZvqy88b3vxQrXcictBRGK4TpVSG4zaFD0OY5kptq2SZWVECQylMJlv0ms5Qp8JwDWUdlxWPbeHhZ3dz6qs6uKj3cAJl6PVtCfp554mH8cFTFzCSdXn39/7EDauexVpbhl1L3XjgOrAOnHFNrXdSG8EwtB6mMCxSAoXhOlEIwx4foIvRMiOf2M+25x6i89Iq0RXq4vnB53FtcfOJpXzSGYef/GkzT20b5Nzjujl/0SFl/3P16jlRfnfV6Zy/6BD+zz3P8Inb15EaVduEAHtfhLW3wJJLoX1+rXdTOx2vgi2P5vqGRaRoCsN1IjvWJuH1AbroDDtwI68Qhgc89A2HO0llU2wf3l6pbckE0hmHmx5+nuf7h7nwpHmc/v+zd9/xTd33/sdf52jLkiVL3jYeYGM2BpsNISE0O80OCU3SpFlN0l97e2+bjns7bnfv7b5pmtWmaZMQAhlNSkoGGayEYfYyGDAeeE9ZsuY5vz8EhCQMCSxLsr/Px0MPM86R3iFgf/zV5/v5js6I6kjwaFgMWh65dQrfvLSM13cc5abH13O0uz8mryUkkQ/+ByQZ5n0j3kniy1kKIZ/oGxaEKIlpEkNEqLsbZBnJEHnLgwsvqQl2FPNxQZsFVZKiKoazzFkAVHdWk2fJi1U04SSqqvLw8h3Ud/WzeHoBE/JsMX9NSZJ46KISxmRb+doL2/j8I2v5020VTCtyxPy1hQSw+elP/tzdBtueg8K5cOCt+GRKFM6T+oaL5sY7jSAkDbEyPESEuruRTSYkOfL/pS61H2uCrgyjkQnazOiiGK+Wac5EQqK6szqGwYSTPfr+QV7bfpRLxmUNSiF8sovHZvHqQ7OxGnUsfvIjXtxUP6ivLySImrdB0kDJwngniT+dGXImweE18U4iCElFFMNDRKirO6pJEgC9x3qGE1XQbo1qZViv0VOYWsi+zn0xTCUc99buZv73zWquKc9l/ujIjwEfSCWZVl59aA4zRzp5+KUd/M/KfSiK2Fg3bPR3QcNmKJgJxtR4p0kMRfOgYZPoGxaEKIhieIg4vjIcjb5EXhkm3Des7ekDJfINcWWOMqq7xMpwrO1t6uXflm5j8gg7v7xhUsx6hCNhM+n4y53TuHX6CB59/yBffWGrmEc8XBx8N/xx1IL45kgkRfPCfcMNm+KdRBCShiiGh4hQV1dUm+cUVT0xTSJRBdMsSIqKttcT8T1jHGNo7GvE5Y+8vUKITnufj3ue2UyqUceTt1dg1GniHQmdRuZn103k25eP4Z87mrjtqQ10uv3xjiXEks8FdR9BfiWY0uKdJnEUzgpvJqwVrRKCEClRDA8Roe7uqIphDz4U1IQ8cOO4QJoVIKpjmUenjQZgf9f+mGQa7vxBhQeeraLD7ePJOyrJTE2cvz+SJPHl+aP44+Kp7Gjs4fpH13G4PfKDW4Qkc/iD8Ilro0Sv8CcYbZAzWcwbFoQoiGkSQ4CqqoS6uzGUlkZ8T7caXm21S9H1GQ+moP2k8WrFkd0zxjEGgH2d+6jIqohVtCHr+Q11Z/z9N3c3s6m2i0XTRrCzsYedjT2DlCxyV07KIdtm5N6/beb6R9dxc+UICp0pUT/P4hkFMUgnDIiAJ1zs5UwenqfNnU3RXNjwOAT6QZe4rXCCkCjEyvAQoHo8qH5/VCvD3Rwrhom+SBgsqkFHyGyIahNdhimDNEOaWBmOgYNtfaze38a0ojQm59vjHeeMKgrTeOXB2djNev689jC7ErBoF85D7ToIesUEidMpmgchf/gADkEQzkoUw0PA8dPnopkm0a2G3z5O5JVhCLdKRDNeTZIkyhxlYqLEAPP4gizbXI/TYuDKibnxjhORQmcKLz0wm1y7iSUb61hX0x7vSMJACPnDLRIZY8GWH+80iangeN+waJUQhEiIYngICHYdO4o5qmI48dsk4NhEie4+UCMflzXGMYaarhqCSjCGyYYPVVV5eWsjbl+IRdNGoNcmz6cNR4qeu+cWMzYnlRU7m1ix4yhKFH+XhATUWAX+PjFB4kyMqZBTLjbRCUKEkuermnBaoXM4ijkZ2iQAgmlWZH8Q2eOL6Ppl+5fR7evGr/h5fMfjMU43PGyq7WJPUy+XjM8iz558/Yc6jcziGQXMGuVk3cEOXthYRyAU+bg+IYGoanhVODUXnCXxTpPYiueFZzD7I5/GIwjDlSiGh4BQZwcAckrkhW236sGIDqOki1WsARFMC2+ii6ZVIjslG4AWd0tMMg0nrb1eVuw8SkmmhTkl6fGOc85kSeKqiTlcMSGbXUd7+ev6Wvr9YhZx0jn4LriaofhCiONs66RQNA+UANRviHcSQUh4ohgeAoIdnUB0xXCP6sZOYrdIwMnj1SLfROc0OtFIGpo9zbGKNSwEQwpLN9ej08jcWJGPnOTFhyRJzC3NYFHlCOo6PDy55hC9/YF4xxKi8dGjYLBC7tR4J0l8BbNAo//4YBJBEE5LFMNDQKizA0mvRzIYIr6nG0/C9wsDKGYDil6LtjPylWGNrCHTnClWhs/T23tbaOrxcsPUfFKNif0OQjQmj7Bzx+xCOj1+Hlt9kDZXZC04Qpy1VUPNO1A4FzRiKuhZGSzhgrhmVbyTCELCE8XwEBDs6ETjdEZ1JG636sEmJXa/MACSRMAR3UQJgCxzFk3uJlSxWeqcHOlws/ZAO9OKHIzNSY13nAFXmmnl3rkjCYRUHl99kPpO0VeZ8D76E2gMUDgn3kmSR8lCaN0NPY3xTiIICU18ez0EBDs70DocUd3TrXqw+mSquqpilGrgBNOsGA83hzfPRFjw51py2da2jca+RvKtYvxSNHzBEMuqGrCbdVwxITvecT7hbIeCRCMvzcSXLxjJ0+treWrtIb4wo5DRWdYBe35hAHk6YfsLMHlReMVTiEzJQnj7e3BwFUy9I95pBCFhiZXhISDU0YnGGWUxjBuLqo9RooEVcFjReP1oeiI/WjfXEp6Fu6tjV6xiDVkrdzXT5fZzQ0U+Bp0m3nFiymkxcP8FI0m3GPj7h0cS8kQ9Aah6GoL9MPPBeCdJLpljwZobbi8RBOG0RDE8BIRXhp0RX9+v+vERxKIkRzEcdIRX64x1rRHfk2XOQiNp2N2+O1axhqQDrS42HO5k9ignI9OHxwqc1ajjnrkjyU8z8cLGOqqOdMY7knCyUBA2/QWK54eLOyFykgQlF8PB98N/joIgnJIohpOcqqpRrwwfP3AjaVaGj02UMNS1RXyPRtaQlZLFrnaxMhypnv4AL29pJMNq4JLxidUeEWsmvYa75hRTkmnhpS2N4rS6RLJ/JfQ2wPT74p0kOZUsBF8PNG6OdxJBSFiiGE5yituD6vNFtTJ8/MCNlCQphpUUI4pei6E+8pVhgLyUPPZ07CGkiHmykfjR63tweQPcVJGPTjP8PjXotTK3zyxkfG74tLrfvbNfbMBMBBufgNR8GH1ZvJMkp5EXgqQRrRKCcAbD7yveEHP8wI3oVobDvbfJsjJ8fKJENG0SEO4b9gQ91PbWxibXEPLW7mZe2tLA/NGZ5Kcl/si9WNFqZG6ZVsDUgjR+984BfrJiryiI46mtOnzi3LQviXFq58pkh/xpohgWhDMQxXCSC3aEi2GtM/qV4aQphglPlDDUtYUnSkToxCY60SpxRh19Pr77yk7G5aRy0ZiMeMeJO40scf3UPO6cXcSf1x7me//YhaKIgjguNj4ZPjhi6hfjnSS5lSyEo1uhL/JWM0EYTkQxnORCneHNPpooRqud6BlOkg10EJ4ooXV50HRHPlHCaXJi1ppFMXwGqqryn6/sorc/yG8XlaOVxacECB/f/IOrx3H//JE8+1Ed33l5JyFREA8uby9sXwLjr4eU5D0KPCGUXBz+eOi9+OYQhAQlvvIluXNaGVbd6NBgSKIx0ycmSkTRNyxLMuOc49jdISZKnM6r2xpZubuZf79kNGXZYsbuySRJ4tuXjeGrC0pYurmeby7bTjCkxDvW8LFjKfj7xMa5gZBTDmanaJUQhNMQxXCSO5eV4R482DEjEfmJdfF2LhMlACakT2Bf5z4CoUAsYiW1pp5+vv+P3VQWpnHvvJHxjpOQJEni3y8p4xuXjOblrY3829JtBERBHHuqGm6RyJ0K+RXxTpP8ZBlKPgf734SgP95pBCHhiGI4yQU7OpGtVmR95C0P3aoHu5Rcm6SUFCOhFCOGKDfRjU8fT0AJsL97f4ySJSdVVXl4+Q6CIZVf3TQZjZw83xjFw1cWlPLdK8bwzx1NfOX5LfiDoiCOqUPvQ3s1TL833kmGjvHXgbc7/GcrCMInJM/75MIphTrO7Shmm5QSo0QxIkl4CzIx1rVEddsE5wQAdrXtYrxzfCySJaXnNtSx5kA7P752AkXpSfZ3YZB8+uhni0HHVZNy+OeOJq55ZC23Ti9A+6kRdItnFAxmxKFr4xNgTg/3CwsDY9QCMNpg10sw+pJ4pxGEhCJWhpNcsLMzqhYJCE+TsJNcK8MA3qIsjLUtUU2UyLPkkWZIY2f7zhgmSy5HOtz87I29zCtN5zZRvEVl9qh0rp6cy95mF89vrBM9xLHQVQvV/4KKO0FnjHeaoUOrh7Gfh30rINAf7zSCkFBEMZzkQh0dUc0YhvAGumRrkwDwFmej8fjQtXRHfI8kSUzOnMzW1q0xTJY8QorKf7y4HY0s8T83TkKSRHtEtGaNdHJNeS77ml08t6FO9BAPtE1PgSRD5ZfinWTomXAD+F1w4K14JxGEhCLaJJJcsLMT05QpEV/vV4N48CdnMVwUPiLYWNtMIDst4vsqMit4v/592vvbSTcN7xFNj31wkM1Huvjtosnk2EzxjpO0ZhQ7kZB4dVsjz204whdmFA7LU/sG3IbHYdOfIXuiKNjO1eanT/97Sgj0lnCrxLhrBi+TICQ48dk7iamhEKGuruhOnzt24Iad5OsT9RVmokoSxtrmqO6bmjUVgKqWqljESho7G3r47dv7uWpSDteW58U7TtKbXuzguil57G/p49mPjogV4oHQUAUBDxTNi3eSoUnWhMes7X8TfK54pxGEhCGK4SQW6ukBRUHriG7GMJCUK8OKyYA/Ow3j4eg20Y11jsWkNbGlZUuMkiW+fn+Iry3dSobVwE+vnSjaIwbItCIH10/Jo6Y1XBB7A6F4R0peqgq1qyE1Dxxi1F/M5E2FoDfcly0IAiCK4aQWOnHgRvSnzyVjMQzhvmHj4ehWhnWyjknpk9jSOnyL4Z++sYfD7W5+fdNkbGZdvOMMKZVFDq6fGi6I7/3bZlEQn6sj68DVFF4VFt+sxU5aUfgbjl0vxTuJICQMUQwnsWDH8QM3olgZPtEmkaTFcFE2huZOZI8vqvumZE2hurMal3/4vTX47r4Wnv2ojnvnjWR2yfDumY6VikIH10/NZ21NuyiIz9X6/wN9SnjlUogdSQ7PHK5ZBZ7OeKcRhIQgiuEkFuo8n5Xh5OsZhvDKMIDhSHStElMzp6Kisr1teyxiJaz2Ph8PL9/BmGwr/3HJ6HjHGdIqCtP43xsns7amnXue2Uy/XxTEEWvZA/tXhleFNZEfICSco4k3ghKAncvjnUQQEoIohpPYiZVhZ+Qrwz2qGw0SFpJzfufxYtgUZavE5IzJaCTNsOobVlWVb7+0g15vkN/fMgWDVhPvSEPejRX5/O+Nk1l3MLxCLAriCK3/A+jMYuPcYMkph7xK2PCn8IQJQRjmxGi1JBbs7ABZRmOzRXxPNx5smJGTtCcvkGEjlGKMeKLEsv3LTvw4y5zFm7Vv8tWpX41VvITyb0u38c7eVq6cmEPVkS6qjnTFO9KwcGNFPhLwjeXbufuZTfz5i9Mw6cU3IqfVXQ87l8G0e8NtEkLsSRLM/gosuzO8Ij/myngnEoS4EivDSSzY1obG6UDSRP6FNnwUc3L2CwPhY5mLsqLeRAdQkFpAY18j/pA/BsESy/4WFyt2NFGaaWHWqMjfORAGxg0V+fz6psl8dKiDu/66EbcvGO9IieujR8MfZz0U3xzDzZirwVYA6x+JdxJBiDtRDCexYGsrusysqO7pVj1J2y98nLc4G8ORVohyrmtBagEhNcSu9l0xSpYYvIEQX12yFYNOw40V+Un7LkCyu35qPr9dVM7Gw53c9fQm+kRB/FmeTqh6BibcCPYR8U4zvGi0MPMBqFsPjcN7BrsgiGI4iQVbWtFmZkZ1Tydu0pJ0ksRx/aNy0Xj9GBrbo7qvwFoAwIamDbGIlTB+/sZe9jW7uKkiH6tRjFGLp2vK8/jDrVOoquvii3/ZiMsbiHekxLLpKQi4Yc7waF1KOFNuA0MqfPhovJMIQlydV8+wJEm1gAsIAUFVVSsHIpQQmWBrK6by8oivV1WVdrWXuXJyTxXwlOUDYKpuwFcQ+TcDZp2ZPEseaxrX8ED5A7GKF1fv7GnhmQ+PcPfcYkZlWOIdZ9h5fkPdKX99UeUIXthUxxW/X8Ndc4ox6j5ubVo8o2Cw4iUWnws2PAall0DW+HinGZ6MqVDxxXAxvPCHYnVeGLYGYmX4IlVVy0UhPLgUv59QVxfazIyI73HhxUeQDCk1hsliz5/rJJRixLy/Iep7S9NK2dW+i47+jhgki6+WXi/fXL6dcTmpPHxZWbzjCCeZkGdj8fRCjnZ7+fPaw3j8omWC9f8Hng6Y/+14Jxnept8f/rjx8fjmEIQ4Em0SSSrU1gaALivynuE2tReATMkak0yDRpbxjM7DdA7FcIm9BBWVdUfXxSBY/CiKyr+/uA1vQOEPt4oxaoloXG4qX5hRQEuvlyfXHBreLROulvDGrXHXQn5FvNMMb/YRMOF62PQX6G2KdxpBiIvzLYZV4C1JkqokSbpvIAIJkQm0tAJE1TPceqwYTvaVYYD+0fkYj7Qg90d3El1OSg7ppnRWN6yOUbL4eHz1IdbVdPCDq8dRkinaIxLVmJxU7phVRJc7wBOrD9HlGfqTTU7pg19AyAcXfz/eSQSAi/4zfAjHqv+OdxJBiIvzLYbnqKo6FbgceEiSpAs+fYEkSfdJkrRZkqTNbcdWM4XzF2yNvhhuU8NHEQ+FYtgzOh9JUTEePBrVfZIkMS9vHusb1xNUhsZb1dvqu/n1W9VcMTGbRdNEz1+iK8m08KU5Rbj9QZ5YfYhDbX3xjjS42g+EJ0hU3AXOUfFOIwA4imHmg7B9CTSIyRLC8HNexbCqqkePfWwFXgGmn+KaJ1RVrVRVtTIjI/L+VuHMzq0Y7kVGwkHyrxz2jw5vojNXR98qMS9/Hq6Ai22t2wY61qBzeQN8dclWslKN/Py6SUhijFpSKHCmcM/ckQRDCjc//iF7m3rjHWnwvPND0Jlg/rfinUQ42QXfAEsWrPwWqGq80wjCoDrnaRKSJKUAsqqqrmM/vgT40YAlE84o2NYKOh2atLSI72mjFycWtFLyt4qHbCn4sh2Y9jdGfe+snFloZS2rG1dTmZ0c+z5PNaVAVVVe3FxPfaeH+y4YyYqdot8vmeTaTdx7wUiWbqpn0eMf8pc7p1FZ5Ih3rNjZ/DR0HoZ9/4TRl4U/ConDYA23rfzjofCJgJNujnciQRg051MVZQFrJUnaDmwEVqiqunJgYglnE2xtRZeREdVKYJvqIj3ZN8+dpL8sH3N1fdT3WfQWKjIrWNOwJgapBs/W+m62N/Rw8dhMCp3JfZDKcJVpNfLi/bNwWgwsfmoDbwzlb2hCQdi5FAw2GHlRvNMIpzJ5MeSUw9s/AL873mkEYdCcczGsquohVVUnH3uMV1X1pwMZTDizwDkcuNGm9iZ1v3Days2feHhG56PrdKFt74n6ueblz6Omu4bGvuhXlhNBe5+P17YfpciZwoVl0f09EBLLCIeZlx6YzcQ8Gw89v4Wn1hxCHYpvUx94E1zN4RVHrSHeaYRTkWW4/JfgOgrv/SzeaQRh0JzXoRtC/ARbWzGUlkZ1T5vqokIeGaNEg6//2OEb5n319M61RXXvwsKF/Grzr1hxaAX3TUquQShBRWHppno0ksTNleK45aHAkaLnuXtm8PWl2/jJir00dPXzvavGoZGHyP/bxi1wcBXkTxMHbCS6gpnhzY0f/hEkTXhz3ZlU3jU4uQQhhpK/eXSYCra2EurupmvpiyceZ+JWfbjxJf+M4ZP0j8ohlGLEsrUm6nvzLHlUZFXw+sHXk24V7u3dLTR293P91DzsZn284wgDxKjT8MfFU7l7bjF/XV/Lg89V0e8PxTvW+Qv64NUHQW+F8dfFO40QiUt+DLYRsP15CA3T8X/CsCKK4SSkuN0ofX3I1sgL27YhNGP4BI2GvkkjsWw9eE67nz8/6vPU9tays31nDMLFxoEWF2tq2ple7GB8bnSr4ULik2WJ7101jh9cPY639rRw8+Mf0tDliXes8/PBL6FtL0xaBDpzvNMIkTBY4Zr/A3cbVL8R7zSCEHOiGE5CwWPzmjWpkRe2Q2nG8Mn6ppSgb+/B0NAe9b2XFF6CQWPgtYOvxSDZwOvzBVlW1UCm1cAVE3LiHUeIobvmFPPk7ZXUtru5+v/WsvZA9H+/E8KBt2Htb6H8C5A1Lt5phGiMvBAKZ8OhD6DzULzTCEJMiZ7hJHT89LlzWhlm6LRJAPRNCQ/tt2w5gG9EdHOsLXoLCwoWsLJ2JQ9Pexi9JnFbDlRV5aWqBryBEHfNKUKvFd/HDhWnGpt33L0XjOTZj45w+583cOn4bOaVpp+YILN4RsFgRTw3rXth2V2QNQGu+F/YceZWLmEQbX46suvGfj78/3H7Erjgm5DAnyMF4XyIr6hJ6PiBG5poimHCxfBQGq0GEMhKw5fnjKpveNn+ZSceaYY0enw9CX8884eHOqhucXHZhGxybKZ4xxEGSbrFwAMXjmJCno2Vu5tZsrEOXyAJ+ojdHfD8ItCb4dYloBej/5KS1hget+Zug72vxzuNIMSMKIaT0PFiOJqV4VbVRRop6KWh92ZA35QSUnYdQfIHor53pH0kFp0loVsl9jb1snJXM2VZVmaNdMY7jjDIDFoNt0wbweUTstl9tJdH3z9IY3d/vGOdXtAPS2+Dvha4ZQnY8uOdSDgf6aVQdAHUroH2/fFOIwgxIYrhJBRsbUUym5EMkc/qDM8YHlqrwse5ppQg+wOY95z+7ebTkSWZiekTWd2wmmZ3cwzSnZ9+f4ivLtmKSafhhop8cdzyMCVJEvNKM/jS3GJ8wRCPvX+QP71/kJCSYJNQQkF45T6oWw/X/BHyK+KdSBgIY6+ClIxwu0Qggb8RE4RzJIrhJBRobUGXmRlVYdSuuobc5rnjPBOKULQarFUHzun+adnTUFFZsm/JACc7fz9ZsYcDrX3cWJmPxTD0VvWF6IzKsPDVi0sZm2Pllyv3ceuTHyXOtIlQAF66G3a/Ap/7MUy8Md6JhIGi0Yc3QfZ3w55X451GEAacKIaTULC1bdidPncmislA39RSbKt3QDD6fkq70c7FBRezfP9yPIEEKSyAN3c389yGOu67YCSlmUNzVV+Inlmv5dbpBfz6psnsOdrL5b9bwytbG+I7LzsUgOVfChdKl/wE5nw1flmE2EgrgpKLoX4DtOyOdxpBGFCiGE5CwaYmtFlZEV/vUwP00D9k2yQAui6Ziq6rD+vmc+tpu33c7fT6exOmd/hodz8PL9/BxDwb37ikLN5xhAQjSRI3VOTzr6/NoyzbyteXbufev23maDx6iYM+WH4X7H0NLv0ZzP5/g59BGByll4E1JzwZJIEWDgThfIliOMmogQCB5mb0IyLflPLxjOGhWwy7KkoJOKykvVV1TveXZ5QzMX0iz+59FkVVBjhddEKKyr8t3UYwpPCHW6eIMWrCaY1wmFl6/yz+84qxrK1p53O/+YBn1tcOXi+xtweevSE8aWDcteFDNTY/feqHkPw0Wph8K/hdol1CGFLEV9kkE2hqAkVBlxdNMXx8xvDQbJMAQKOh6+IpWLccQNveE/XtkiRx+7jbOdJ7hDUNa2IQMHJ/fK+GjYc7+fG1EyhOFyOphDPTyBL3XjCSt78+n6mFafzgtd3c+Nh6qptdsX3h3iZ4+gqo+xDKbwsf0iAMffYCGLUA6jeGZxALwhAgiuEkE2hoAEAXzcrwsRnDmUO0Z/i4rs9NRVJU0t7Zek73LyxcSHZKNk/vjt8q1ubaTn73zn6uLc/l+qliJJUQuREOM3/70nR+u2gyte1urvzDGn65ch8ef3DgX6z9APz5Eug8DItfhPzKgX8NIXGVXgqWLNixFLy98U4jCOdNbE9PMv76cDGsHzEC/+HaiO5pPdYmMdQO3Pi0QLaDvskjcby1mfbr5qAadFHdr5N13Dn+Tn6x8Rdsbt5MZfbgfoHv8QT42gvbyE8z8+NrJwzqawtDgyRJXDcln/mjM/mvdYyeAAAgAElEQVTJij386f2DvLbtKN+7ahyXjs9iycb6qJ/zMyfdNWyG524CWQN3rYDcKaINYrjR6MLtEut+D29/D67+fbwTCcJ5EcVwkgk01INOF9U0iVa1FwtGTNLQP0qz7eb5FP/n02QsX03rFy6O+L5l+5cBICGRokvhRx/9iNeuHbzNdKqq8p1XdtDS62X5A7OxGqMr5IXh50zHOANUFjpwphh4fftRvvxsFaOzLFw1KZd0S+TzyT/jwNvw4h3hVcHbXwbHyHN/LiG5pRWFW2Oq/grjrxNtMkJSE20SScbf0IA+NxdJo4n4nga1k3zJEcNUicM9sZju+ZNIf2kt+qMdUd+v0+iYnTubwz2H2da6LQYJT23Jxnre2NnMNy4to3yEfdBeVxjaitNTeOiiEq6cmMORDg+/X3WAt/e04A9Gtkl0VN2yjzfAvfoAPH8zmB1Q+SU49IHYHDfclV0OzhJ47f+Bry/eaQThnIliOMkE6hvQ5UfXS3pEacfik6hqqfrEY6hqvutSVL2WnMdXwDnMXq3IqsCsNfP4jsdjkO6zdjX28MPXdzOvNJ375omVNmFgaWSJOSXpfP1zo5mQm8p71a38ftV+9jZF0etZuxa2PR8ufGZ9BQxDu+VKiJBGHz5psLseVv13vNMIwjkTxXCSCdTXR7V5zqP6aKOXLGX4TCUIOqy0Ll6AdWsN6S+vjfp+vUbPzNyZrG1cy672XTFI+LGe/gAPPrcFZ4qe3y0qR5bFcctCbKQadSyaVsA984rRaWT+/tER/vZhLZ1u/5lvPPQ+7FoOWRNg2n2gNQ5GXCFZFMyEGffDxifgyPp4pxGEcyKK4SQScrkI9fSgHzEi4nvq1U4AMkOWWMVKSB1XzaB73kSyn3kb+9tbor5/WvY0TFoT/7Xuv1i2f9mJx0BSVZVvLNvO0e5+Hlk8Fef59HIKQoRGplv4fwtKuWJCNofa3fzunf28s7eFQOizrRM57evD82SzJ0PFneE5s4LwaRd/H+yF8I+HwC8O4xCSj/jMlkROjFWLYsbwEbUdgCxl6BXDaSs3f+LnXZedNP1Blmn8t+vQ9PWT98d/oBh19M6beOZ7TmLQGJiTO4d36t7hSO8RClMLByTzyZueVu9v4+09LVw5MYfqZlfs58IKwjEaWWJuaQaT8u28sauJd/e1sr2+m8+X5544+nvsoacpaHknPC2i/Lbw9AhBOBV9ClzzCDxzdbhd4vJfxjuRIERFrAwnEf85zBg+orSjQcKpmGMVK2GpOi1137kFz5gCRvxqOY43NkZ1/7TsaVh1VlbVrUI9h97jMznc7uatPc1MyE1l9ijngD63IEQq1aTjlmkFfGlOMQBPr6vlhU115B96gSnVv6EjdbwohIXIFF8AM74MGx6Dg+/GO40gREWsDCeRwPEZw1FsoKtT28mV0tAOg+97Pr3qe1z33AnIHi+5j/2T3mlluKaVRfR8Oo2OC0ZcwIpDKzjQfYDRaaMHJKfLG+CFjXU4UvRcPzUfSRJ9wsLgG1X3cdvPKOCi0RKvNTvwN61nbtsfOWAYS0fetThFISxEauEP4eB78OqD8MD68OQRQUgCQ79CGkICDfXIqalobLaI76lTOyiU0mOYKgloNXReNg132QhSN1Vj3bw/4lvLM8pxGB28W/fugKwOBxWFFzbV4w2GWDy9EKNOFBpCYtDLKndbN/Bb3Z/YI5dwde/D/Ff1SHZ3izUTIUI6E1z/BLjbYMW/n9M0H0GIB1EMJxF/QwO6/LyIrw+qCg1qJwXDvRgGkGW6LyrHMzqf1I37sGytieg2jazhwhEX0uppZUfbjvOKoKoqr2xp5HC7m+um5JFtE7vyhcSR4mmktP5F+o0Z9I++jnuLO2jz6/j8qjR+ut2COyjewRAikFsOF34Hdr8COwd207EgxIoohpNIoL4BfX7kkySa1C4ChMTK8HGyRNeCcjyjcrF9uAdjzdGIbhvvHE+uJZdVdavwBM59p/TvVx1ga303C8dmUj4i7ZyfRxAGmsHXSVndEgJaK/sKF6Nojcx19PKb8Ye4ucjLkwfMXPKWg1VHh/4plsIAmPt1GDETVvwHdByMdxpBOCtRDCcJVVEINDREtXmuTg2fwFYgiw1aJ8gyXQun4s9KI+3drRjqWs96iyRJXFZ0GX2BPp7a+dQ5vezyqgZ+984BphakcVFZ5EdpC0KsaYNuxtQ9D6jsK1xMUPvx5BmLVuHnFS6WX9hFilbl7vV27l+fSoNbfOkQzkDWwA1Phj++eIcYtyYkPPEZLUkEW1tRA4GoN88Bok3i0zQyHZdNQ9VpKfjZEmS396y35FvzmZg+kWd2P0ODqyGql1tf0863X9rB7FFOrp2SKzbMCQlDVgKU1b2APtDL/oJb8RlO/Y1zZXqAfy7s5JsT+vigxcDCt5z8314z3tAgBxYSz/EjuT/9qFkFE2+Glt2if1hIeKIYThK+AwcA0I8aFfE9R9QOHFiwSqI39dOUFCOdl1aib+6k6Ht/Je1fm0hbufm0EykALi64GI2s4TdVv4n4dQ60uLj/2SqK01P4020VaGXxT05IEKpCScNLpPQfpSb/BvrMZ/5GWy/DQ2M8rLq0g4uyffx6t4XL3nbwXpNonRBOI3MslF4C25dA1V/jnUYQTkt8ZU4SvupqAIxlkY0Fg/CM4ULRInFa/lwnvdPKMNccxVxdf9brUw2p3DPxHt4+8jarG1af9frG7n7ufHoTRp2Gp++ahs2kG4jYgnD+VJWipjdIc+2nNucyulIj/7ySZ1b406xe/j6vC1mCu9bZuWedjZpeMRlFOIXRl8KoBfCvh6GxKt5pBOGURDGcJLz7qtHm5EQ8Vk1VVerUdtEicRZ9U0rx5Tqxrd6JpqfvrNffNf4uiqUMfrjq29S/8De6lr54yusOtfVx05/W09sf4M9frCQ/bfgdeiIkrvEHnyCrawuN6XNodUw7p+eYlxVg5ec6+fbEPj5q03HJWw6+tdlKk0d8WRFOIslw/VNgyYYlt0L32RceBGGwic9aScJXXY1xdOSHPnTjwYWXAkmsDJ+RLNF18VTQyDjeqoLgmZsgdRod39Z9ng76+FPwnVNes7epl5sf/xBvUGHJfTOZlG+PRXJBOCcjG15h8oFHaLNNoiFzwXk9l16GL5d5+ODyDu4s6eeVOiMXrnTy8x0p9PhFb7xwTIoTvvAiBPrh+ZvB2xvvRILwCaIYTgKK34/v8GEMY8ZEfM+RY5vnxFi1swtZTXQtKEff1oNt3e6zXj9WzmWRZiavh7ZSFTr8id/bUtfFosc/RCvLvHj/LCbkRX5AiiDEWn7LKqbv+m+anLM4nHs1DNBmTqdB5fvlfay6tIMr8708sd/MvH85+c3uFDp9oige9jY/DXUfQfkXoG0f/HkhbHzqkxvuBCGORDGcBPw1NRAMYiyLfGW4RmkBoEjOiFWsIcVbnIOrfBSW3bXY3t9+2uuW7V9GVUsV5Z2pZITM/DzwGl3eLgDW1bRz21MbSEvRs+zLsyjJtJz2eQRhsOW0rWPO1m/SmTqeNVN/ixqDY5ZHpCj8ZrqLNxZ2MiMjwB/2pjD7jXS+v9VCvRjHJmSUwcSboK0adi0XEyaEhCHO2UwC3urw8cHRrAzvUOrIwkamlBqrWENO74yx6Fu6yHvkNYIOK+5JI097rR4Nt3um8Ij1I761+ltcmv6ffOelPRSnp/D3u6eTmSomeAiJI7NjE/O2fI0eyyjem/YoQW1KxPduONwZ9evNKHbw5Oweano1PL7fzJJDJp47ZOLKfB/3lHqY5AhG/ZzCEFEwCzwdUPMOGKxQdkW8EwmCKIaTgW/fPiSDAX1hYUTXq6rKDqWOSvn0xZxwChqZzkunkfbuVgp/9BxHvv+FMxbEIxQbX5Yv5w9N/+T9nb9m8ohbePKOSuxmMWpKSBzO7h3Mr/oKblMe7017nIAu9q07JxfQNzphgVXLG61pvNVo57V6ByPN/VyS0c1sRy8G+ePVwRnFjphnExJA2ZXg64MDb4HODCMvjHciYZgTxXAS8O6vxlBaiqSJ7G3NBrWTTtxMlgtinGzoUcwGDv/kTor/668U/ug5mu67gq6FU+AU84E/aNOzoqmSQHYzhvT3GJMzizd2Rn4oiiDEWmbHJuZXfQWvwcm705/EZ4hPsenQB7ktv43rczpY3ZHK221pPHYkh781ZDLf2cPC9G7yTf64ZBPiQJJg0s0Q7Ic9r4LOBJV3xTuVMIyJJq4Ep6oqvn3VGMZEPgd0u1IHIIrhcxSyWzj8kzvxlOWR98g/KP7u05j21Z/obwuqEi/3FvH3wAy0ksodpV8nxzia15v/h4N9pz+0QxAGU27rai7c/ABuUw7vzHiafmP8jwE3axQuy+zmV+MO84PRRyhPdfNWWxr/sWck39tXwNLDRvoCYsPdsCDJUH57uI94+wuw+9V4JxKGMUkdxAb2yspKdfNmUSxEI9DaSs0F88n67neRDIaI7vmp/1U2Kod41fD1E0f/VrWIYeeR6rqsMvwDVcW+aivZT7+J1tWPNz+DvVOm8lxoPLv1uZTL9dxllXAvuJz+kIsldd+l3V/PTfk/oDhlSnz/I4RhraBpJbO3f4cu62jen/YYPn3aZ64ZVbcsDsk+qyegYXWHjXc7bBz1GjBrFK4c4ePmIi+VzsBADbwQElXQBxseg556uPlvMObKeCcShhBJkqpUVa0823WiTSLBHT95zjCmDP/h2oju2a7UMVkuOFEIC+dIkuheOJXuWeNw/2MPjne3MuX1N5nMW3RmZ9E8Jgdj6gW4AZPGyi0FP+X5uu+wvOHHXJv7MKXWmfH+LxCGG1WlrPbvTN33K9rSpvBBxSMEdNZ4pzojmy7E1dmdXJXVic6WybJaE6/XG1hWa2KkJciNRV5uKPSSZVLiHVWIBa0Bpt8fni7x4hfhlufCp9YJwiASxXCC69+5EyQJY1lkxXCz2k0zPSySRSF2vkIK7KnT8PY2O03euWRcNpvr8ptZ8PYK7HvrSH+/me6sI2zK6aInO9yLOdF2MXt6V7O88cfMdS5mbvqtSJLoRhIGzulWdCU1RGHTv8jq2kJd1kI+nPwzQhrTIKc7d5IEFc4gFU4X35vcx4oGA8trjfzPLgu/2pXChdl+bi72siDHh178kxpadEa47SX42zWw9Da4dQmULIx3KmEYEcVwgnOvW49x3LiIj2HeIfqFz4uqQl2bzJaDGrYd0uL2SqSnKtxygY/ykSE0sp2+7jL6ppTg27ifEXtq+fyvn2f9zRdzcNpY9LKJ2wp+yZvNf2Rtx/M0e2u4IudrpGjFKXRC7GhC/ZTWL8PmrqUxfQ5rp/w63JOZZE6eQlEI/EchNGXp+KDDxvsdNt5ttmHVBpnn6OVCZw+FZp+YQDFUmOxw+yvwt8/DksVwy/NQKgpiYXCIYjiBhfr66N+2Defdd0d8z3alDgsGiqX4b5ZJFqoKDcEUtnmdfOTJpOV1I1qNyrgRIaaWhBiTH0Lz6bpCq6GprICOgixG7D7M/GffJONIMxuun49ONnBlztfJMY1mVeuTPHn4AT6XeT/jUueL1hVhwJn7myitX44+2MPBvGtot09mVP1L8Y41YHKMAW7Ja+fm3Ha296bwfoeNN9vSeKPVQbHZy52hANcUeLHrxQEOSe34KXSTboGP/gRLboaKuyBrwsfXiIkTQoyIYjiBeTZsgFCIlLlzIr5nu1JHQSCVbT1bY5gs+XkUDXt8aezyOdjlTaNbMSChUqbv4XJrPVON7Zj9IdhD+HEafpOBfz10A5Wvr2Xie1sw97j54A6FkE6LLGmY5byZnT2reK3pf9nd+x4Ls+7Doc8btP9OYQhTVTK6tlDUvJKgxszeoi/SZx4R71QxI0swxeZmis2NKyizttPG++02frDNyk93WFiQ4+O6Ai8X5fhFG0Uy06fAzAdh42Ow+S8w9YuQMzneqYQhThTDCaxv7VpksxlzeXlE17erLurUDq4KRj6GbSiq7XB/5teCqkyjauew4qRWcdCo2lGRMRBgpNzOXG07o+Q2rJIP+qG1P/LXUzUym669ALfdysxXPsDw2Cusuvtq/GYjFq2DmY4bCKp+1rQ/x5OHHmSa4xpmOxdh1ER+CpggnEwT8lHU9AbpPTvpThnJwfzrojpVLtlZtQqXZ3ZxeWYXKfZMXj5i5LV6Iysbjdj1CleP8HJdgZcpjqCYRpGM9GaY8SBsfBy2PAOTb4X8afFOJQxhohhOYO516zHPmIGkj+xEs5WhHQBMCGbFMlZSUFRoVm3UKk4OK07q1TSCaJBQyZF6mK05xCi5nXypG1kamLdX91w4Ba/FxLzn3+KKPyznrS9fi8duQZJkdJKROc5b2N/3ERs6X6Kq65/MdN5IZdrVmDSn3+2/tftfn/m1KfbLBySvkJys7lpGNf4DfaCXhoz5NGbMS8r+4IHi7m7lUhssTIUdvSms7rDxwiELfz9oJl0fYIbdxcy0XkpTvCcKY9FnnAR0RpjxZdj0FGx7Drw9UHEn4rsbIRZEMZyg/HV1BOrqcNxxR0TXK6rKP0NbKZcKyVIsMU6XeFQVjgbN7PXZ2RKwckRx4EMHQIbkYoqmnmKpgwK5E6MUjFmOQ5Vj8FpMLPjLCq767VLeufdqOvPD/dsGTQoTbRdTYJ5IS90q1qrPsbl1GeX9pUzxjsY2+0sDPnnC+d4bn/h5x0VXDOjzC4NHE/Iyufr3jDnyLF69gz3Fdw7ptohoaU5qo/CEZDZ1W/ioK5WVbWmsaHXg1AWYmeai0u5iqgK64fv9Q/I4PnZt+/Ow75/wr4fhsl+AHNlprIIQKVEMJyj3unUApMyZHdH1W5TDHFW7uFs3Hxgex5q2BY3s89nZ67ezz2enVwmvoNvxMFZupljuoFDuwCIN7p/H0TGFvPHVG/ncE//g6t8sZdM1c9lzQfmJFQ2bLpPpLRNo0/dRZatnc8pePkrZjeHAmxSlTCHbWEKmoRibLpOg4kcrR/bOgDB05bW8z9S9v8Ta30CzYxr1WRejiL8Xp2XWKMx39jLf2Ys7KLO5J1wYv9lmZ0Wrg98cUpiX5efCHD8XZvnJFDOME5dGC1NuA6MNNj4BvUfhusfAkNjzs4XkIorhBOV6/310ubnoi4oiuv710BZSMXGBPJZdbI9tuDjpCenY57Ozz29nr89Oeyg8Q9Um+xhr6GasoYsx+m76ejrP8kwDq2z9zlP++q6LplK6cS8zX/6Awh01bLliNi2jPt48l+G3cFnbWALtIQ6ZO9hWGKTFe4hq17pPPI9OMmDSpGLW2rBqndh0WeQYS8/YXiEMDRZ3HRV7f0le22p6UopZNf0pLO66eMdKKinajwtjT0hmV6+ZRtXJe0163mg0AjDWFmBWRoCZmX5mpAewickUiUWSYdw14cM43vwuPHERLPo7ZI6NdzJhiBDFcALyHT6Me/UanPffF9Eori7VzRqlmus10zBIQ+d/aZ+iZb/Pxr5jK79Hg+ENQmYpwGhDD59LaWSsoZscrecTbWR9ccr7aUGDnr1zJ5F1sJHc/fVc+YdlNI3K49DUMnQ+PwFT+HhtnaqhzJ0J9olMsYePdu7w1dMbbGNv71q8igtPsIfeQBvN3hoO9G0AJHKNZZRaZ1BmmYXTIN4uH0pM/c2MP/QUo+pfRpF1bBnzDfYXLkaRdaIYPg9mjcL0tD5mFOtRVdjbo+W9Zj3rWvQ8d8jEX2rMSKiMtweZmRGgMj1AhdNPhlEUxwlh5gPhUWvLvwRPLoCrfguTb4l3KmEIGDqV0xDS+ddnkHQ6HLfdFtH1K0PbCaJwlWZKjJOdu1NNePg0j6qjTnFwRHVwRHHQqqYCoJdClOp7mG1uYYy+mwJdH3Ky7KGQJFpK8ll3y0LGrNvJmHU7mLPsXQDcNgu9GXZ6Mu30ZKaduMWksZJvHgeAT/F84ukCio9MQxH1/Xuo6dvIB23P8EHbM9h0WeSbxpFjLD3RVnFio52iIPu9SKEQuvYWQmYLisksNqIkIHN/M+MO/ZlR9S8hoXIw/1p2ljyI15gR72hDysmHe1QaoLIAAvkSB9xGdrvM7HGZeabGxFMHzABkGfyUpfRzWZFEhTNASWoIjfjnEx/F8+DLa2D53fDK/XDgLbjkp5CaE+9kQhITxXCCCXZ00PPKK9iuuQZtevpZr+9X/bwSqmKSVECRnFxfMHtUI3WKg3oljXo1jTY1/La/lhAjpC6utR6mTN9Dsd6FdoAmPsRLSK9j90VT2X3hFOxNHVS8sZ7Utm4ya5vIqWkAYPwH2wgWbcBTWELQ7jjlZjedbKAopZyilHLmpS/GFWhnr2sNGzpfZnfve+zrXUNlTyGVjakUNW7GcmA3WlcPkhLuicxb9hcAVEkmaLEStKURsDvxOzLwp2cRtNroWHDl4P3BDCOnO0YZVcXqOUJ2x0bsfQcAiYP517Jn5D24zWIm9WDRySrjrP2Ms/YDHQQUicMeA9V9ZqrdJrb1prB6S/hLpkWrMNkRZKojwBRngHJHAIchuT9HJRVrNtzxD1jz6/Bj/1tw0Xdg+n2g0cU7nZCERDGcYLqeew41EMBxV2Qn7TwSfJsWtZtv666OcbLzE1IlmtVUGhU7jaqdeiWNXsI9v3qCjJC6GK9polDuIFfqQSOp4X2AfmiIb/SBJUl056bTMK44/FNFwdLpwtbSSVpTO/atH2Lf+iFum4XWtk3YJpXQk5X2iVXcT49bMwVkbm2aQebO3RTuqcPuqgagI01Pi8OOqWASktmGqtGCJCH7fMi+frSuHnQ9XRiP1iMpIQBCBhOpOzbiLh1PX9kE+otKUbXii0ss6AIunD07yejejtnXRkBjYm/xFzlQsAiPKTfe8YY9nawy2uJltMXL1YQn1mRmZLCtU8eWDi1bO3U8Wm0mpIb/bRakhJjsCDA5LUC5I8h4ewCT+AobOxotXPgtmHgj/Otb4V7iqmdg1kMw8abwrGJBiJD4p5pAAi0tdD33PJYFCzCMLD7r9atD+3g9tIVbNbOYqimKfcAIhVRoCpqpC1ioC1g47LdSG7AQIjwOx4qXfLmLmdJhCuQuMqXe5Gl7GGCqLONKt+FKt9Ewvhi9x4uzoY30uhYqV6yncsV6XI5Umkvy6MlMoy8tFVlR0PoC2Fs6j13bjCakEDDoaBhTxNZx+WzO93DQ3EqnvwGt2kOxP4cSXz6j/LlkB50Y1ZMmESghdF2d6DtaMLQ2YWxqwL71o/Bv6Q24R5bRVzaRvrKJuEvGohqMcfrTSn6aYD9prmrSe3aR6j6MhEqfKY+DuZ+nwzaemqLF8Y4onIYkQVt7G3lAXhpcnQbekMQhj5Eat4kat5EPW0y8Xh/+9yGhkmf0U5mpMt4eYLw9yHh7UGzOG2jOUfCFZVD9Brz3c3j9q/DOD8In101aFN5kJ1rChLOQVHXw/mFWVlaqmzdvHrTXSyaKx8OR227HX1tL0YtLMZSUfOaarqUvnvhxm9rLXb4nyJHsPKq/C5308dzFqpaqQcmsqtAZMtAUNNMcNHE0mEJdIIXGQAqBY4WvXgoxQttHhtJBntRDntxNquQdlHyJpHr2xE/8/HQTKE7WMLaI/D2HGbGnlvS6Fsy9n+y7Dmo1uO0WXOk2urOd9Kbb2Tfv42NLy22X4Vn3V7YaD1BjaKBJ13Hi91IDRpx+M45ACk5/Chm+FByBFGQkzFc8jLa3m5T9u7BU78JWtQ59ZxuSqqLKMr70bHw5+XhzCvBlZoOsOe384vM5NGSoHDhi6m8mr201ZbXPYXXXIqPg1dlpt0+kwzYJr8EZ74jCAOoOaDjoNnHQY+Swx8hRv4nm/o8/P2caQ5RYQ5SkBimxhhhlDVJoCZFtUtCK2cfnR1Uhoww2PBaeS6wqYM2FUQtg5HzIGg/OkvD8YmFYkCSpSlXVyrNdd14rw5IkXQb8HtAAT6mq+ovzeb7hSlUUjn77O3j37SP/0T+eshA+2X6liR8HXsVPkO/prv1EITzQvIpMZ8hAR8hIe8gY/hg00BYy0Rw041M/fu0UKcAInZsLU5oo1PVRoOsjS+tBI0W2gU74JHealeo5k6ieMwkArdePuacPVaMhqNNSsOvgGVc8JEmiIJBFQSALXOCSPVSpG+nQu088jpi7UI71Y2sVmQy/hfyWJ8kzjSF3chmpFXPw5hYg+X0YWpswNDdgbG4gdccmbNs3ouj0eLPzAZXeSdMIODNPvH5IDeIN9RFUAwQVP5IEGklHb6ANg5yCXjZ9ZlpK+B4XXsVDT6CFoBJAljRoJT062YCqqhFNWIknTdBDevd2cto/JLdtDfa+GgD69Q6a02fRmToWtzFHrFYNUXZdiAp7HxX28FybGcUO2r0Se7p17O7WUuPSUNOr5eUjRvqCH1e/MirZJoVcc4g8s0K2KYTDoJJmUHDoFdIMCml6FYtWxaxVMWnVAdnEd/Jmwkgl7Al+kgRFc8KP3qNQ8w7UrIJ9r8O2Z49dowmvJtsLw73HqblgyYKUdDCnf/zRZBeHewwj57wyLEmSBtgPfI5wW+cm4FZVVfec7h6xMvxZ/Tt30vKTn9K/fTuZ3/4Wzjvv5PkNpx6dZHvvdT5I2cqb1k1YFCO3di+k1B8eqTW92IGqQhDY1LyVEBIhVUJBIqjK+FWZADIBVcavavCrMv2Kln5VQ7+ixaNq6Vc09Cp6ekM6ehU9PYoev/rJTwZaFFKlfux4cMpu0qU+0qXwRzN+8fU9yYRQ6Nb102boo8XgosXgos3gJiiFe4jNipG8QDqWfhVb0IQ1aMQc0mHyqozpsGJpbCC1oRFjX3jqRWu6gd3FBnaPUNiT46Xdqp626JPRoJfNJ4pbrceDJhDA5ANtCGQVVAn8WvDpwGUCVafHqnVi1aZj12cxy7kIhy53wArkT69Gn20lWlICpLprSeutJs21j4zOLTh69yKrQUKSljZHBUfT59KUMZf0zi2f+bP4IFj9mWYnek4AAAvNSURBVOecry07//8QIeGpKnQFtDR69bT6dbT7dLT7ww+XaqClX8avnPnvtVGjYtaoGDQqOhm0sopeDvc7aySQAY2kIkkgH/u5LIEESJKKBPT2B8K/jxq+RlJP3Kc9/pA//rFeVilNN2LUqBg1YNKGM6QcK9JTjj904V8f9K8JlafYbxMKQtu+jx/734T+rvARzz4XcKo6SAr3Hest4YfBeuyj5eNfm3QTmBxgSgOzQ6w4J6BIV4bPpxieBfxQVdVLj/38OwCqqv78dPckUzGsqiqqGv4nElJUFFUlpKgEFRXl2MegohAMqQRCCkEl/DEQUvEFQvhDCv6ggi+o4A+E8Hl9BNwelM4O5PZ2zIf24di/g6wDO/FYbKy/+BZ2jJuDN6TQ0OkiqPoJ0EtQ6iakaSNk3IdqqAaND7V3IqGma1AUMwqgIKEA4U9t50aLgkkOYpUD2GQ/qZoAqbKfVNlPmsZPutZLusZLquynrlOs8g5lOaaxNOk6qNO10Khr46i2nWZtB0H5NKd0qSp5HVB+SGVyLYw9omIIhj+v9Ju0dDlTcNnMBAwa/FoJK1Ykvxetx4PB7cXs9mF2+9EFQmfN5tXL9FhkOiwKnRaVDiu4Ug1gy0LjGIHemovemoUhJRuN0Yqkt6CR9SiECKlBAqoXb8iNN9RHv9JLf7AXT6gXn+LGH3LT4atHRkVCRYtEpi6XFFWDVZWwq+AIhXD6XKT7usjsbyfd3UCK4kevqiDp6LJPpNVRQVvaVFrt5fg0BoKqn6DqI6vhZfrVAB789KleXKqXPaGj+AjiI0hIDaGgYpfMaCUNejQY0GGRDFgkY/gjBlIkA2ZJjxEdRkmHDg1aZOQBPspbiC9VDb8z5wpq6A1qcB17eBWZ/9/evcbIVZdxHP/+5ra30m6FYBvAtqIpIAJBBCSSVEVFQlKIJZQYSLyEqICRiIFXvOGtBkRjCDEQfYVcVDByCWiMRmhCxXITRCQg0BJCabfddi8zcx5fnLPd6XZxz3bn0t3z+yT/nDmXOfNMnvx3nvPfM/OfaJbSZSLGmyXqIVYO9TOZQD0RjQTqAREiCdLPiUhbAEmIyF5j70SDJJQdk32WRPql52aIRkurJ+kAS17i4OJ4qHJoG6wEA+V0pHugPP24vwy1UtBXCmplsmVQEQcK/6rSZTkr9ssKSp+6inJJlCUkZr9Q3nr39OOkmRbEk6MwuS9btjyemNq2FyZGob7/0PNNqfSnRfNU4VwdhOpA2ir9abFc6YNyX/qrF+Va2koVKJXSUevW0eiI9FaPpJ7G2axDcwIaWWtOtjyegKQxfdyBAl/pRXjr61X6Do6tOgS1llYdTFttMI27OpDF3g+l6vS5SuU0dpWO2P90daMY3gRcGBHfytavBM6JiGs/6Dm9KIYf3PY2Nz2Q3p8ZLVd/U4UukW6fWo+IA38k2uHKfz7K5lf+SGmWK883VqzmmRNO44lPXgBDyxgZvp3J6r9nPU85GWb53o+yct96Voyto4KyK/30Kv6Elf2UgYpgx+hblBWUiQPLmppUlVBTQiVb7hrZS5/q9NOgIk9HaqkTBk49ZNt/x55nf7nOnso4Y+U6DTVZ3reaalQYSPqYPPPzDFc/zMt7/0a5mbBy+3sc+/oOht95n6N2jjC0e5RKvU55skGlOkRS66M5OETjqBU0li2ncdQK+t7dQVLrI6nWiHKZ9+pvooBSs0m50WT3qqPpGx1jcM8+BkdG6R/Zw7KRMSqNuYvoRgkSAYIHzxX3nT/9gTOQJCxPEpYlCf2RXlImQF1itFRib6nEaCl/oSlKBPn7U40yNSpUVKaEGNYA9UiYpME4dfbFBI0c5xOihBBQQtw2cAW1JTQJjx0ZGgGTSTpqPZEV5BNJifGsQG9djiUlxpppGxzoZ19D7G+Ifa2tLsab8yuy56tEOkKd/Qk4qG6bbR3g+lNGuXr92KEnS5rTxfKa82B8dzrKvP99mNiTFtZTrT4Gu9+AxmRWqNbTZbOeFbmNdJlbVtSWKh/QyllhOqM4jYBopq/XtyItnOtjaWE/uR8as7zP+Zp6XTTj9QUr18I1Wxb+GocTVheK4cuAL88ohs+OiOtmHHc1cHW2uh449P+CR75jgPd6HYR1jfNdLM53sTjfxeFcF8ts+V4TEXNOwrCQYYO3gNY5YI8Hts88KCLuBO5cwOv0nKStea4sbGlwvovF+S4W57s4nOtiWUi+F3KT2dPAxyWtk1QDNgMPLeB8ZmZmZmZdddgjwxHRkHQt8BjpT6vdFREvti0yMzMzM7MOW9C3KyLiYeDhNsVyJFvUt3nYvDnfxeJ8F4vzXRzOdbEcdr67OgOdmZmZmdmRxD9MaWZmZmaF5WK4haQLJf1L0quSbpplvyTdnu1/TtKZvYjT2iNHvk+S9JSkCUk39CJGa48cuf5a1qefk/SkpNN7Eae1R458b8xyvU3SVkmf7UWc1h5z5bvluE9LambzJNgilaN/b5A0kvXvbZJunvOcvk0ilWd6aUkXAdcBFwHnAD+JiHN6EK4tUM58HwusAS4BdkXEj3oRqy1MzlyfB7wUEbskfYV0dk337UUoZ76XAfsiIiSdBtwbESf1JGBbkDz5bjnucWCc9Av/93c7Vlu4nP17A3BDRFyc97weGZ52NvBqRLwWEZPAPcDGGcdsBH4VqS3AsKTV3Q7U2mLOfEfEuxHxNFDvRYDWNnly/WRE7MpWt5D+brotTnnyPRrTI0FDMMsUobZY5PnshnQg6wHg3W4GZ22XN9/z4mJ42nHAmy3rb2Xb5nuMLQ7OZXHMN9ffBB7paETWSbnyLelSSS8DfwC+0aXYrP3mzLek44BLgTu6GJd1Rt6/55+R9KykRyR9Yq6TuhieNtvE6DNHC/IcY4uDc1kcuXMt6XOkxfCNHY3IOilXviPit9mtEZcAt3Q8KuuUPPm+DbgxIppdiMc6K0++nyGdhvl04KfA7+Y6qYvhaXmml841BbUtCs5lceTKdXbv6C+AjRGxs0uxWfvNq29HxF+AEyUd0+nArCPy5Pss4B5JrwObgJ9LuqQ74VmbzZnviNgTEaPZ44eB6lz928XwtDzTSz8EXJX9qsS5wEhE7Oh2oNYWnk68OObMtaSPAL8BroyIV3oQo7VPnnx/TJKyx2cCNcAXQIvTnPmOiHURsTYi1gL3A9+NiDlHC+2IlKd/r2rp32eT1rr/t38vaAa6peSDppeW9O1s/x2ks+1dBLwK7Ae+3qt4bWHy5FvSKmArsBxIJH0fOCUi9vQscJu3nH37ZuBo0hEjgEZEnNWrmO3w5cz3V0kHNurAGHB5yxfqbBHJmW9bInLmexPwHUkN0v69ea7+7Z9WMzMzM7PC8m0SZmZmZlZYLobNzMzMrLBcDJuZmZlZYbkYNjMzM7PCcjFsZmZmZoXlYtjMrIskNSVtk/SCpN9LGs62r5UUkm5pOfYYSXVJP8vW10v6c/b8lyTdmW3fIGkk2z7VLujNOzQzW1xcDJuZdddYRJwREacC7wPXtOx7Dbi4Zf0y4MWW9duBW7Pnn0w61eiUv2bbp9oTnXoDZmZLiYthM7PeeQo4rmV9DHhJ0tSEH5cD97bsX006HSkAEfF8xyM0M1viXAybmfWApDLwBQ6dBvweYLOk44EmsL1l363AnyQ9Iun6qVssMufPuE3ixI6+ATOzJcLFsJlZdw1I2gbsBD4EPD5j/6PAF4ErgF+37oiIu4GTgfuADcAWSX3Z7pm3Sfyng+/BzGzJcDFsZtZdYxFxBrAGqHHwPcNExCTwd+AHwAMznxwR2yPirojYCDSAUzsfspnZ0uVi2MysByJiBPgecIOk6ozdPwZujIidrRslXTh1rKRVwNHA292I18xsqXIxbGbWIxHxD+BZYPOM7S9GxC9necqXgBckPQs8BvwwIt7J9s28Z3hTR4M3M1siFBG9jsHMzMzMrCc8MmxmZmZmheVi2MzMzMwKy8WwmZmZmRWWi2EzMzMzKywXw2ZmZmZWWC6GzczMzKywXAybmZmZWWG5GDYzMzOzwvofUYzScflYjgYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "# sns.distplot(drop_nans_and_flatten(bline_rmse), ax=ax, label='Basline')\n", + "sns.distplot(drop_nans_and_flatten(lr_rmse), ax=ax, label='Linear Regression')\n", + "sns.distplot(drop_nans_and_flatten(ln_rmse), ax=ax, label='Linear Network')\n", + "sns.distplot(drop_nans_and_flatten(rnn_rmse), ax=ax, label='LSTM')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_rmse), ax=ax, label='EALSTM')\n", + "\n", + "plt.legend()\n", + "ax.set_xlabel('RMSE')\n", + "# ax.set_ylabel('Density')" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Density')" + ] + }, + "execution_count": 209, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "sns.distplot(drop_nans_and_flatten(bline_rmse), ax=ax, label='Basline')\n", + "# sns.distplot(drop_nans_and_flatten(lr_rmse), ax=ax, label='Linear Regression')\n", + "# sns.distplot(drop_nans_and_flatten(ln_rmse), ax=ax, label='Linear Network')\n", + "sns.distplot(drop_nans_and_flatten(rnn_rmse), ax=ax, label='LSTM')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_rmse), ax=ax, label='EALSTM')\n", + "\n", + "plt.legend()\n", + "ax.set_xlabel('RMSE')\n", + "ax.set_ylabel('Density')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Can we calculate the cumulative probability of " + ] + }, + { + "cell_type": "code", + "execution_count": 489, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(0.05962341)" + ] + }, + "execution_count": 489, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# bline_rmse.mean().values" + ] + }, + { + "cell_type": "code", + "execution_count": 493, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6096485848525987" + ] + }, + "execution_count": 493, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "((bline_rmse.mean().values - ealstm_rmse.mean().values) / bline_rmse.mean().values)*100" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Regional Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'linear_network', 'linear_regression', 'previous_month', 'rnn']\n", + "Regions: ['district_l2_kenya.nc']\n", + "Region Type: administrative_boundaries\n", + "The RegionGeoPlotter requires `geopandas` to be installed.\n", + "GroupbyRegion requires geopandas to be installed\n" + ] + }, + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35, time: 437)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1982-08-31 1982-09-30 ... 2018-12-31\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0\n", + "Data variables:\n", + " ndvi (time, lat, lon) float64 0.1727 0.1627 0.1505 ... 0.2684 0.2417\n", + " month (time) float64 8.0 9.0 10.0 11.0 12.0 1.0 ... nan nan nan nan nan" + ] + }, + "execution_count": 214, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from src.analysis.region_analysis import RegionGeoPlotter, AdministrativeRegionAnalysis\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", + "\n", + "r = RegionGeoPlotter(data_dir)\n", + "\n", + "# for the training data\n", + "ds" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "metadata": {}, + "outputs": [], + "source": [ + "region_path = analyzer.region_data_paths[0]\n", + "admin_level_name = region_path.name.replace('.nc', '')\n", + "region_da, region_lookup, region_group_name = analyzer.load_region_data(region_path)\n", + "valid_region_ids = [k for k in region_lookup.keys()]" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "metadata": {}, + "outputs": [], + "source": [ + "# da.where(region_da == 0).mean(dim=['lat', 'lon']).values" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " datetime NAIROBI KIAMBU KIRINYAGA MURANGA NYANDARUA NYERI \\\n", + "0 1982-08-31 0.106847 0.109803 0.077426 0.119330 0.122552 0.142941 \n", + "1 1982-09-30 0.160979 0.179884 0.144922 0.202528 0.185252 0.162684 \n", + "2 1982-10-31 0.184252 0.190499 0.174103 0.264948 0.172744 0.155475 \n", + "3 1982-11-30 0.197070 0.189345 0.124438 0.157100 0.100008 0.109020 \n", + "4 1982-12-31 0.309432 0.251125 0.228095 0.260907 0.235159 0.238382 \n", + "\n", + " THIKA MARAGUA KILIFI ... WEST POKOT BURET \\\n", + "0 0.100848 0.110245 0.209104 ... 0.209142 0.131525 \n", + "1 0.206362 0.249235 0.224078 ... 0.246475 0.173438 \n", + "2 0.233001 0.204864 0.241763 ... 0.171087 0.166880 \n", + "3 0.217815 0.213676 0.253085 ... 0.178346 0.126160 \n", + "4 0.299881 0.318232 0.261185 ... 0.278300 0.311264 \n", + "\n", + " BUNGOMA BUSIA MT ELGON KAKAMEGA LUGARI TESO VIHIGA \\\n", + "0 0.195766 0.225852 0.122330 0.248017 0.228273 0.145130 0.279687 \n", + "1 0.198000 0.346002 0.146670 0.288286 0.235778 0.214048 0.304481 \n", + "2 0.134696 0.227408 0.128625 0.198728 0.191082 0.132222 0.173259 \n", + "3 0.182360 0.186580 0.119144 0.171643 0.171992 0.148158 0.189196 \n", + "4 0.278745 0.366672 0.204559 0.320378 0.262334 0.263782 0.306617 \n", + "\n", + " BUTERE/MUMIAS \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "\n", + "[5 rows x 70 columns]" + ] + }, + "execution_count": 217, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "da = ds.ndvi\n", + "region_names = []\n", + "true_mean_value = []\n", + "datetimes = [pd.to_datetime(t) for t in da.time.values]\n", + "\n", + "region_data_dict = {}\n", + "region_data_dict['datetime'] = datetimes\n", + "\n", + "for valid_region_id in valid_region_ids:\n", + " region_vals = da.where(region_da == valid_region_id).mean(dim=['lat', 'lon']).values\n", + " region_data_dict[region_lookup[valid_region_id]] = region_vals\n", + "\n", + "all_df = pd.DataFrame(region_data_dict)\n", + "all_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import AdministrativeRegionAnalysis" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'linear_network', 'linear_regression', 'previous_month', 'rnn']\n", + "Regions: ['district_l2_kenya.nc']\n", + "Region Type: administrative_boundaries\n", + "* Analyzing for district_l2_kenya *\n", + "\n", + "** Analyzing for ealstm-district_l2_kenya **\n", + "** Written ealstm csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm/ealstm_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for linear_network-district_l2_kenya **\n", + "** Written linear_network csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network/linear_network_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for linear_regression-district_l2_kenya **\n", + "** Written linear_regression csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_regression/linear_regression_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for previous_month-district_l2_kenya **\n", + "** Written previous_month csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/previous_month/previous_month_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for rnn-district_l2_kenya **\n", + "** Written rnn csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn/rnn_district_l2_kenya.csv **\n", + "* Assigned all region dfs to `self.df` *\n", + "\n", + "* Assigned Global Error Metrics to `self.global_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/global_error_metrics_one_month_forecast_admin.csv *\n", + "\n", + "* Assigned Regional Error Metrics to `self.regional_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/regional_error_metrics_one_month_forecast_admin.csv *\n" + ] + } + ], + "source": [ + "warnings.filterwarnings('ignore')\n", + "\n", + "analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", + "analyzer.analyze()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The RegionGeoPlotter requires `geopandas` to be installed.\n", + "GroupbyRegion requires geopandas to be installed\n", + "Reading file: KEN_admin2_2002_DEPHA.shp\n", + "Reading file: Ken_Districts.shp\n", + "Reading file: Ken_Divisions.shp\n", + "Reading file: Kenya wards.shp\n", + "Reading file: Ken_Locations.shp\n", + "Reading file: Ken_Sublocations.shp\n", + "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs` *\n", + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + } + ], + "source": [ + "region_plotter = analyzer.create_model_performance_by_region_geodataframe()\n", + "df = analyzer.df\n", + "gdf = region_plotter.gdf" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, + { + "data": { + "text/html": [ + "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2011-01-31NAIROBI4.102199e-010.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyalinear_network2011-01-31NAIROBI-1.991590e+000.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2district_l2_kenyarnn2011-01-31NAIROBI3.886054e-010.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3district_l2_kenyaprevious_month2011-01-31NAIROBI3.816484e-010.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4district_l2_kenyalinear_regression2011-01-31NAIROBI-1.037418e-070.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
\n", + "
" + ], + "text/plain": [ + " admin_level_name model datetime region_name \\\n", + "0 district_l2_kenya ealstm 2011-01-31 NAIROBI \n", + "1 district_l2_kenya linear_network 2011-01-31 NAIROBI \n", + "2 district_l2_kenya rnn 2011-01-31 NAIROBI \n", + "3 district_l2_kenya previous_month 2011-01-31 NAIROBI \n", + "4 district_l2_kenya linear_regression 2011-01-31 NAIROBI \n", + "\n", + " predicted_mean_value true_mean_value DISTNAME \\\n", + "0 4.102199e-01 0.362545 NAIROBI \n", + "1 -1.991590e+00 0.362545 NAIROBI \n", + "2 3.886054e-01 0.362545 NAIROBI \n", + "3 3.816484e-01 0.362545 NAIROBI \n", + "4 -1.037418e-07 0.362545 NAIROBI \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# join true/preds into a GeoDataFrame\n", + "all_gdf = region_plotter.merge_all_model_performances_gdfs(analyzer.df)\n", + "# all_gdf['predicted_mean_value'] = all_gdf.predicted_mean_value * 10\n", + "# all_gdf['true_mean_value'] = all_gdf.true_mean_value * 10\n", + "all_gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%autoreload 2\n", + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf.where(gdf.model == 'ealstm').dropna(),\n", + " **dict(rmse_vmax=0.08, mae_vmax=0.07, mae_vmin=0.03, rmse_vmin=0.03)\n", + ");\n", + "# plt.gcf().suptitle('RNN Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf.where(gdf.model == 'previous_month').dropna(),\n", + " **dict(rmse_vmax=0.08, mae_vmax=0.07, mae_vmin=0.03, rmse_vmin=0.03)\n", + ");\n", + "# plt.gcf().suptitle('RNN Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "kwargs = {}\n", + "ll = kwargs['rmse_vmin'] if 'rmse_vmin' in kwargs else None\n", + "ll" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Region timeseries" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['BARINGO', 'BOMET', 'BONDO', 'BUNGOMA', 'BURET', 'BUSIA',\n", + " 'BUTERE/MUMIAS', 'CENTRAL KISII', 'EMBU', 'GARISSA', 'GUCHA',\n", + " 'HOMA BAY', 'ISIOLO', 'KAJIADO', 'KAKAMEGA', 'KEIYO', 'KERICHO',\n", + " 'KIAMBU', 'KILIFI', 'KIRINYAGA', 'KISUMU', 'KITUI', 'KOIBATEK',\n", + " 'KURIA', 'KWALE', 'LAIKIPIA', 'LAMU', 'LUGARI', 'MACHAKOS',\n", + " 'MAKUENI', 'MALINDI', 'MANDERA', 'MARAGUA', 'MARAKWET', 'MARSABIT',\n", + " 'MBEERE', 'MERU CENTRAL', 'MERU NORTH', 'MERU SOUTH', 'MIGORI',\n", + " 'MOMBASA', 'MOYALE', 'MT ELGON', 'MURANGA', 'MWINGI', 'NAIROBI',\n", + " 'NAKURU', 'NANDI', 'NAROK', 'NYAMIRA', 'NYANDARUA', 'NYANDO',\n", + " 'NYERI', 'RACHUONYO', 'SAMBURU', 'SIAYA', 'SUBA', 'TAITA TAVETA',\n", + " 'TANA RIVER', 'TESO', 'THARAKA', 'THIKA', 'TRANS MARA',\n", + " 'TRANS NZOIA', 'TURKANA', 'UASIN GISHU', 'VIHIGA', 'WAJIR',\n", + " 'WEST POKOT'], dtype=object)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(all_gdf.region_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "metadata": {}, + "outputs": [], + "source": [ + "region = 'MARSABIT'\n", + "\n", + "def plot_region_time_series(region: str, ax=None, lstm: bool = False, ealstm: bool = True):\n", + " times = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].datetime \n", + " obs_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].true_mean_value\n", + " rnn_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].predicted_mean_value\n", + " ealstm_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].predicted_mean_value\n", + " lr_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'linear_regression')].predicted_mean_value\n", + " ln_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'linear_network')].predicted_mean_value\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " df_dict = {'obs' : obs_ts.values}\n", + " \n", + " if lstm:\n", + " df_dict['lstm'] = rnn_ts.values,\n", + " if ealstm:\n", + " df_dict['ealstm'] = ealstm_ts.values\n", + "\n", + " pd.DataFrame(df_dict, index=times).iloc[1:].plot(ax=ax)\n", + "\n", + " ax.set_ylim(0, 0.5)\n", + " ax.set_title(f'{region} Predicted vs. Modelled');\n", + " \n", + " return fig, ax\n", + "\n", + "\n", + "def plot_region_seasonality(region, ax=None):\n", + " ts = (\n", + " all_df\n", + " .loc[:, ['datetime', region]\n", + " ].set_index('datetime')\n", + " )\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " ts.groupby(ts.index.month).mean().plot(ax=ax)\n", + " ax.set_title(f'Seasonal Cycle')\n", + " ax.set_xlabel('Month')\n", + " ax.set_ylabel('Mean NDVI');\n", + " \n", + " return fig, ax\n", + "\n", + "\n", + "def plot_region_vs_observed_seasonality(region, model, ax=None):\n", + " ts = (\n", + " all_gdf.loc[\n", + " (all_gdf.model == model) & (all_gdf.region_name == region), \n", + " ['datetime', 'true_mean_value', 'predicted_mean_value']\n", + " ].set_index('datetime')\n", + " ).rename(\n", + " columns={'true_mean_value': 'Observed', 'predicted_mean_value': f'Predicted ({model.upper()})'}\n", + " )\n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " \n", + " ts.groupby(ts.index.month).mean().plot(ax=ax)\n", + " ax.set_title(f'Seasonal Cycle for {region} District')\n", + " ax.set_xlabel('Month')\n", + " ax.set_ylabel('Mean NDVI');\n", + "\n", + " return fig, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='KITUI', model='ealstm');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Northern Counties" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot_region_time_series(region='TURKANA');\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "plot_region_time_series(region='MARSABIT', ax=ax);\n", + "# plot_region_time_series(region='WAJIR');\n", + "# plot_region_time_series(region='MANDERA');" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "# plot_region_seasonality(region='TURKANA', ax=ax);\n", + "plot_region_seasonality(region='MARSABIT', ax =ax);\n", + "# plot_region_seasonality(region='WAJIR', ax =ax);\n", + "# plot_region_seasonality(region='MANDERA', ax =ax);\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "plot_region_vs_observed_seasonality(region='MANDERA', model='ealstm', ax=ax);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='MANDERA', model='ealstm');\n", + "plot_region_vs_observed_seasonality(region='WAJIR', model='ealstm');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Southern Counties" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_time_series(region='KWALE');\n", + "plot_region_time_series(region='TAITA TAVETA');\n", + "plot_region_time_series(region='KILIFI');" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "plot_region_seasonality(region='KWALE', ax=ax);\n", + "plot_region_seasonality(region='TAITA TAVETA', ax=ax);\n", + "plot_region_seasonality(region='KILIFI', ax=ax);" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='TAITA TAVETA', model='ealstm');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Eastern Counties" + ] + }, + { + "cell_type": "code", + "execution_count": 649, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_time_series(region='BUSIA');\n", + "plot_region_time_series(region='HOMA BAY');\n", + "plot_region_time_series(region='SIAYA');\n", + "plot_region_time_series(region='MIGORI');" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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IDpgDDALaAmNFpO01zTYCnZRSIcAkYN419VOAI5aSsTYwa9YsPvzww5L4S6GhoUyYMIE5c+aUtBkzZkzJW/vy5ct54IEHyoxx4sQJsrOzeeedd8wOs3Ft2PHNmzfTvn17nn766TJjzJgxg6VLlxIbG8urr75aRq6aYm3SWgzKwJBmQyw+l6+zL1/d+xXPhDxD1MkoxqweQ/zleIvPq6FRG7FkzIEw4LhSKhFARBYBI4DDxQ2UUtml2rsAJWt6EfEHhgDvAlOrRaI1r8K5as481rADDPpnhU1Kh9oAY0C+4cOHA0YzTpcuXcq079q1K99//33J7/79+/PXv/4VvV7PokWL+Oqrr3j77bdL6hcuXMjYsWPp1asXCQkJXLhwAV9f3+vkOHHiBCEhIWRlZZGTk8OOHTuuG2PEiBG89tprFBYWYmdnh7OzM7Nnz6Z3795MnTqVli1bVu3+VANRiVG08WpDM49mNTKfzkbH052epmuDrryy5RX+EvkXXur2EqNbj9ZycGvcUVjSxOQHlD5gnmoqK4OI3C8i8UAkxlVEMZ8CLwMVpggTkSdN5qndFy9evHWpLUBxuO/iz1tvvVVh+2tDget0Onr27MnixYvJzc0tidxazKJFixgzZgw2NjY88MADLF26tNxxi01MJ06c4NNPP+XJJ58EoKCggKioKEaOHIm7uzvdu3dn/fr1Jf2GDRuGp6cnzzzzzE3egZsnOTOZQ2mHamT1cC3dGnZj2fBlhDUK490d7/Li7y+SWVC9+UQ0NGozllxBlPeqdd2un1JqBbBCRHoDbwP3iMhQ4IJSao+I9KloEqXUV8BXYIzFVKFElbzpW4O2bduyZ88e+vXrV1K2d+9e2rYta40bM2YM999/P2+88UaZ8gMHDnDs2DHuvfdewPiwb9asGc8++2yF8w4fPpyJEycCsHbtWjIyMujQoQMAOTk5ODs7M2TInw9lGxub65IV1QSRiZEIwsDAgTU+N4CXoxdz7v6E72Pe4vPk1Zw9s5uFj2yxiiwaGjWNJRVEKtCk1G9/4MyNGiultohIcxHxASKA4SIyGHAE3EVkgVLqUQvKaxVefvllXnnlFdauXYu3tzexsbHMnz+/jPkHoFevXkyfPp2xY8eWKV+4cCFvvPFGmTzXQUFBJCcnXxcevDTR0dE0b968ZIx58+aVjH316lWCgoJKFIW1UEoRdTKKsIZhNHBpULOT52fD8Q0Qvxqbo+uYmJ+Jjbsbs70VKediadIwpPIxNDRucyypIHYBLUUkCDgNjAEeKd1ARFoAJ5RSSkRCAXsgTSk1HZhuatMHmFYXlQMY3+RPnz5NeHg4IoKbmxsLFiygUaOy0UZFhGnTpl3Xf9GiRaxZs6ZM2f3338+iRYt45ZVXypQX70EopbC3t2fevHnk5OSwbt06vvzyy5J2Li4u9OzZk1WrVjF69OhqvNqqEZcWR3JmMpPaX59JzyLkXIaja+HIajixEYrywNkb2o6ANsO4WxUw+4/XiDn4X8ZoCkLjDsCi4b5NK4BPAR3wrVLqXRF5CkApNVdEXgHGA4VALvCSUir6mjH6YFQQQyubTwv3bR0sdY9n7ZzF4oTF/Db6N9zt3at9fAAyz0L8ajiyCpKiQenB3Q/aDDN+mtwFOuN7lDIYGDS/Iy3tPPhiXIxl5NHQqGEqCvdt0cwpSqkoIOqasrmlvs8CZlUyxm/AbxYQT6MWozfoWXNyDXf73139yiHtxJ9KIXWXscy7JURMMSqFxp2hnNNKYmNDT2d/VuamUpifjZ2D63VtNDTqElpqLY1ayY5zO0jLS6ue0BpKwflDRoVwZDVciDOWNwqBfv8HbYZD/dZmDRUROIDFCd+x7+APhHV9+tZl09CoxWgKQqNWEpkYiZudG739e9/cAAaDcXVwZKVxtXAlCRBoGg73vQ9thoJnQJWHDes4Htv4b4lJXKMpCI06j6YgNGodeUV5bDy1kQFNB+Cgq0JebX0hJG01rhTiIyH7PNjYQbM+0HMqtB4MrvVvSTYXZx8627gSk3WSvytVrilKQ6OuoCkIjVrH76m/c7XwqnnmpYIcOLHJqBSOroG8DLBzgZb3GE1HLe8FR49qlS/CN5RPz2/lwqlofJv2qtaxNTRqE5qC0Kh1RCZGUt+pPt0adKu44aVj8HV/yM8Ap3oQPNT4ad4X7KqektRcIto9wqfnt7Lt0I+M1BSERh1GC/ddA7z77ru0a9eOjh07EhISwo4dO+jTpw+lj+Tu27cPEWHdunWA0UmsZ8+eZXwclixZwsCBf3oUr1ixAhEhPr7uBJPLyM9g6+mtDAwaiM5GV3Hjwz8blcNffoJpx2DkvyF4sEWVA0Br/wh8lLDtwu7KG2to3MZoCsLCbN++ndWrV7N3714OHDjAhg0baNKkyXXtFi5cSM+ePUsiqYoIc+fOZerUqeTl5XH16lVef/31MtFUi/tYIz+Dpfg1+VeKDEXmxV5KigHfdkZzks7O8sKZEBHCXYPYpnLQZ52rvIOGxm2KpiAszNmzZ/Hx8cHBwbjZ6uPjQ+PGjcu0UUqxbNky5s+fz/r168nLM6a9bN++PcOGDWPWrFm8+eabjB8/viQ8RnZ2NjExMXzzzTd1SkFEJkYS6B5IW69rI8NfQ1EBpOyAwJ4Vt7MQPZsNJEOnI+7AD1aZX0OjJrij9iBm7ZxV7bH9g72CeSXslRvWDxgwgLfeeotWrVpxzz33MHr0aO6+++4ybWJiYggKCqJ58+b06dOHqKiokpwPM2fOJDQ0FHt7+zImqZ9//pmBAwfSqlUrvLy82Lt3L6GhodV6bTXNuavn2HN+D0+HPF15WO0z+6AwBwIjaka4a+jRZgxyYA4xSevoGPGSVWTQ0LA02grCwri6urJnzx6++uor6tevz+jRo5k/f36ZNgsXLizJ0jZmzJgyCXtcXFwYPXo048aNK1mFVNbndmXNyTUoFEOCzDAvJZsisjS1joLwdKpHe1sPYq6mQlG+VWTQ0LA0d9QKoqI3fUui0+no06cPffr0oUOHDmWSAen1en766SdWrlzJu+++i1KKtLQ0srKycHNzA64PtZ2WlsamTZs4dOgQIoJer0dE+OCDD27rhDZRJ6Po6NORAHczHNiSosG3Lbj4WF6wGxDRqDtfpawn49g6PNoMt5ocGhqWQltBWJiEhASOHTtW8js2NrZMGO4NGzbQqVMnUlJSSEpKIjk5mVGjRvHzzz/fcMxly5Yxfvx4kpOTSUpKIiUlhaCgIKKjo2/Yp7ZzIv0E8ZfjzfN90BfCqR1WWz0UE9FmNAYRth9ZYlU5NDQshaYgLEx2djYTJkygbdu2dOzYkcOHD5dJ+rNw4ULuv//+Mn1GjRrF//73vxuOeTN9ajuRiZHoRMd9gfdV3vhMLBRetdoGdTHtG3bBDRu2XdpvjPekoVHHsGi475pGC/dtHW71HiulGLR8EIHugcy9d27lHbZ+DBvfhGnHbzl0xq3y4opRxF4+zIYhS5GG7a0qi4bGzVBRuG9tBaFhdfZf3M/p7NPmR25Niob6wVZXDgA9mw/lgq0tx+LqzlFjDY1iNAWhYXVWJ67GUedI/4D+lTfWF1rV/+FaejQfBMC25E1WlkRDo/qxqIIQkYEikiAix0Xk1XLqR4jIARGJFZHdItLTVN5ERDaLyBERiRORKZaUU8N6FBoKWZ+0nj5N+uBi51J5h7P7oSC71iiIhi4NaWHnQXTBRci+aG1xNDSqFYspCBHRAXOAQUBbYKyIXOseuxHopJQKASYB80zlRcCLSqk2wF3As+X01agDbD+znSv5VxgcZK55aavx36a1Q0EA9GwcwV5HB3LiV1tbFA2NasWSK4gw4LhSKlEpVQAsAkaUbqCUylZ/7pK7AMpUflYptdf0PQs4AvhZUFYNKxGZGImHgwc9/cx84CfFgE/rWrH/UEx4y5EUirDr6Apri6KhUa1YUkH4ASmlfqdSzkNeRO4XkXggEuMq4tr6QKAzsKO8SUTkSZN5avfFi9oS/3YipzCHzSmbGdB0AHbmBNvTF8Gp7bXGvFRMaMNQnLAh5soRzatao05hSQVRnkvvdWdqlVIrlFLBwEjg7TIDiLgCPwEvKKUyy5tEKfWVUqqrUqpr/fq1562yNCLCuHHjSn4XFRVRv359hg4dCsD8+fOZPHlySf2CBQvo2LEj7dq1o1OnTjzxxBOkp6cDUFBQwAsvvEDz5s1p2bIlI0aMIDU1taSvTqcjJCSkJNBfcb+kpCTat69dxzA3p2wmtyjXfPNSLdt/KMZB50A3z9bEOOiMJ6w0NOoIllQQqUDpuNb+wJkbNVZKbQGai4gPgIjYYVQOPyqllltQTovj4uLCoUOHyM3NBeDXX3/Fz698i9natWv55JNPWLNmDXFxcezdu5fw8HDOnz8PwGuvvUZWVhZHjx7l2LFjjBw5kgceeIBiS52TkxOxsbEcOnQILy+vMuHBaxuRiZE0dGlIaAMzgwxaOf5SRUQ0H8IpOztSjtzWf6oaGmWwpILYBbQUkSARsQfGACtLNxCRFmIKHiQioYA9kGYq+wY4opT62IIy1hiDBg0iMjISMHpCjx07ttx27777LrNnzy5RIDqdjkmTJtG6dWtycnL47rvv+OSTT9DpjMl0Jk6ciIODA5s2XX/MskePHpw+fdpCV3RrXM67zLYz2xgUNAgbMfPPMCkafFqBWwMAEs5lMWJODHuSL1tQUvOICOgDQEzqFs2rWqPOYLFgfUqpIhGZDKwDdMC3Sqk4EXnKVD8XGAWMF5FCIBcYrZRSpuOu44CDIhJrGvI1pVTUrch07r33yD9SveG+HdoE0/C11yptN2bMGN566y2GDh3KgQMHmDRpElu3br2uXVxc3A3Ddh8/fpyAgADc3d3LlHft2pW4uDj69//Tj0Cv17Nx40Yef/zxKl5RzbA+aT16pTcvcisY9x+St0PHh0qK/rX5OPtT0pn43S4W/60HbRq5VzCAZQlwC8DfzoMYdZYxF45AA+3Qncbtj0X9IJRSUUqpVkqp5kqpd01lc03KAaXULKVUO6VUiFKqh1Iq2lQerZQSpVRHU13IrSoHa9OxY0eSkpJYuHAhgwebZ3M/ePAgISEhNG/enMWLF6OUKjdaa+ny3NxcQkJC8Pb25vLly9x7773Veh3VRdTJKFp4tqC1V2vzOpzbDwVZJeal0+m5RB08y4iQxjjb2zLum50kXbpqQYkrRkSI8O/NDidHChK0464adYM7Kty3OW/6lmT48OFMmzaN3377jbS0tHLbtGvXjr1799K3b186dOhAbGwskydPJjc3lxYtWpCcnFwmFDjA3r17GTZsGPDnHkRGRgZDhw5lzpw5PP/88zVyfeZyOvs0+y7sY0poFfwfk2KM/5o2qOfHnATg5YHB5BYU8dDc7Tz6zQ6WPRVOQw/H6hbZLCIC72XxyVXsOx5J994vW0UGjTuPG704VgdaqI0aZNKkScyYMYMOHTrcsM306dOZNm1amZNJxZvbLi4uTJgwgalTp6LX6wH473//S05ODv369SszjoeHB59//jmzZ8+msLDQAldz80QlGheDZp9eAuP+g3dLcGtIVl4hi3amMKRDI/w8nWjh68b8iWFcuVrAuG92cOVqgYUkr5iwRmHYYkNMVhJcvWQVGTTuPN7Z9AujfvyALFOq4upEUxA1iL+/P1OmVPzWPHjwYJ5//nkGDRpE27ZtCQ8PR6fTcd99xjDY77//Po6OjrRq1YqWLVuydOlSVqxYUe4bROfOnenUqVOtylmtlCIyMZJQ31AauzauvAOAQW/yfzCalxbvSiErv4gnegWVNOnUxJOvJ3Ql+XIOj83fxdX8IkuIXyEudi6E1mtNjJMjHFtf4/Nr3HmkZeexJPHfJBWsw8HOAo9zpVSd+XTp0kVdy+HDh68r06heqnKP49PiVfv57dWiI4vMn+D0XqVmuit1YKkqLNKr8Pc3qofmbiu36bpDZ1Wz6ZHqka+3q7zCIvPnqCa+OTBPtZ/fXp1fOLrG59a48xi3+D+q/fz26pt9P930GMBudYNnqraC0KhRIhMjsRVbBgQOML9T0p/+D2sOneN0ei5/7dWs3KYD2jVk1qiOxBxPY8rCWIr0hmqQ2nwiTCFDtrm21P8AACAASURBVJ3bAUXWMXVp3BnsO5XGnoxFeOoCeazTSIvMoSkIjRrDoAxEnYwiwi+Ceo71zO+YFA1ezVFuDZm3NZEgHxf6B/vesPmDXfyZMbQta+PO8dqKgyVOhDVBq3qt8LFzI8ZO/nTs09CoZgwGxYtrv8LGPo3Xw6ea70tURe4IBVGTD4g7jarc2z3n93A+53zVNqcNeqP/Q2BPdidfYX9qBpN6BmFjU/GpjUk9g3i+f0uW7E7lvagjNfY3UHzcdZuTE/r4NTUyp8adx6Ldxzlvs4oA53bcF9THYvPUeQXh6OhIWlqapiQsgFKKtLQ0HB3NO1YamRiJk60TfZr0MX+ScwchPwMCe/H1lkQ8ne14MNTfrK5/v6clE3o05eutJ/n3byfMn/MWiWhyN5k6Gw4lrtW8qjWqnYzcQj7Y9i02dlm82XOaxY64wh3gB+Hv709qaipapFfL4OjoiL9/5Q/sAn0Bvyb/Sv+A/jjbOZs/gWn/IcW9M78eSeDZPi1wsteZ1VVEmDmsHRm5hXy4LgEPJzsevaup+XPfJD0a9UCAbfp0Ol2MB18tJ7pG9fHB+liK3DfS2fsuujYqN5V0tVHnFYSdnR1BQUGVN9SwKNGno8ksyKyaeQkgOQa8mvH1/jzsbGwYH161B7yNjfDhQ53IzCviH78cwt3JjuGdzDxee5N4OnrSoV4w0Xn7eTphjaYgNKqNI2czWXZ8AfY+ubzWY6rF56vzJiaN2kFkYiRejl7c1fgu8zsZ9JAcQ75/OEt3pzI8pDG+blX3krbT2fDvv4TSLdCLqYtj2Rx/ocpjVJWIgL4ccnAg4+htHSFGoxahlOL1ldux94qmX5MBtPG2/IuHpiA0LE52QTa/p/5uTAxkY0ZioGLOH4K8DLYUtCa3UF/GMa6qONrpmDehK60buvH0j3vYlWTZCLDhjcMxCGy/HKd5VWtUCyv3nyEuZzliU8TfuzxXI3NqCkLD4mw8tZF8fT5DmpkZubUYU/ylz443oFdLH4Ib3lq0VndHO76fFEZjDycmzd/F4TPl5qCqFtr7tMfd1sXkVf2rxebRuDPIzi/inXUx2NfbycgWIwn0CKyReTUFoWFxIhMj8XP1o1P9TlXrmBRNtnMTDmW78sQNHOOqio+rAz880R1XB1vGf7uTkxaKAGtrY0sPvwhinF1QCZqZSePW+GLTMbIco7DT2fBMyNM1Nq+mIIBLuZco0Gter5bgUu4ldpzbweCgwVU7jmcwoJJjiC4KpnUDN3q39Kk2mfw8nfjh8e4YlOLReTs4l1H9Qc7A6FV9USccTd6ieVVr3DTHL2Tz3c4/sPPcy9jgMTR0aVhjc9/xCiIjP4MHVz7IJ3s+sbYodZK1J9diUAaGNhtatY4X4pC8dNZlt+DxXkHVfta7ha8r308MIyO3kEe/2cFlC0SADW8cDsA2O73mVa1xUyileHNVHA71f8XJ1oknOjxRo/NbVEGIyEARSRCR4yLyajn1I0TkgIjEishuUyY5s/pWFx4OHtwXeB8Ljixg46mNlprmjiXqZBRtvNrQzLOKJiKT/8NRp06MCLHMsdQO/h58Pb4rpy7nMPG7nWSXigCrlKLw7FmyNm3m0n/+Q+rzUzh+332cevwJs50uG7g0oKVHC2KcXeDoOotcg0bdZl3ceWJSYsHlII+1m1C1EDXVgMX8IEREB8wB7gVSgV0islIpdbhUs43ASqWUEpGOwBIg2My+1caLXV8k9mIs/4j5B2282pgfhlqjQpIzkzl46SAvdnmxyn2zEzaTZvBlYK+uONia5xh3M/Ro7s2chzow68s1/OvlPxhXv4CiY0fJi4/HkJFR0s4uIACdhwdXY2LIP3IEx7bmpRTt6d+LHzKOk5MQhfPAf4IFvV416ha5BXreXn0YL/8NODl4Mr7t+BqXwZKOcmHAcaVUIoCILAJGACUPeaVUdqn2LoAyt291Yq+zZ3bv2Ty8+mFe2vIS8wfOr9pxTI1yiUqMQhAGBQ2qWkeDATm1nd2E8pdq9nwuunKF/Ph48o7Ek58QT158Av4nTvBFkXH1kGZrj2ub1rgPGIBDm2Acg4NxaNUKnasrRVeucKxXbzJWrTZbQYT7hfNd3HfszL9IH82rWqMK/Of3E5wrOISzXTzPdZiGq71rjctgSQXhB6SU+p0KdL+2kYjcD7wP+ALF5yDN6mvq/yTwJEBAQMBNC9vEvQkzw2fy0u8v8fnez3mxa9XfejX+RClF1MkoujXsRgOXBlXqezkpFi99JoamEXi52N/c/Ho9BcmnSpRAXvwR8uMTKDp/vqSNra8vDsGtce3dG8c2wUTmuPL6rgwe6BrAB6M6XhcQ0LZePVx79yZz9Wp8p72I6Cpf2YT6huKkcyDG2ZE+mle1hpmcSsth7u/HadhqE05ODRgTPMYqclhSQZS3lr7OeKuUWgGsEJHewNvAPeb2NfX/CvgKoGvXrjcVGU2ZcroODBzIrrO7mB83n24Nu9Hbv/fNDKcBHE47TFJmEo+1e6zKffdvXU1foHuf4Wa1N1y9St7Ro8aVQbEyOHoMZUrViq0tDs2a4dw9DMfgNjgGt8YhOBhbL68y44wFznse5dMNx/BwsuP/hrS5bnPcY9hQsjdtImfnTlx69KhUNnudPWGN7iKmcKtxH6KX5cMjaNz+vLX6MHauR8hUJ5ja6Q0cdA5WkcOSCiIVaFLqtz9w5kaNlVJbRKS5iPhUte+tkJVXyItL9jOsU2OGdWrMy2Evs//ifl6Pfp2lw5bW6JGyusTqxNXY2dhxb+C9VeqXV6jHcDKai7YNCWgeXGHbguRkUp97nvxjx0qiptq4u+MYHIznQw+WKAP7Fi2wsTdvJTKlf0vScwr5Jvok9ZztmNyvZZl61759sXFxIWPlKrMUBBhPM/2e+junzuwh4GoauHib1U/jzmRz/AU2HDlL046bcHNqyogWI6wmiyUVxC6gpYgEAaeBMcAjpRuISAvghGmTOhSwB9KA9Mr6VhdOdjouZOXzj18O0T3IC193R2bfbdyPeGXLK3xz3zfY2tT5mIbVit6gZ23SWnr798bdvmrezz/tOcUgFUdR0/sqbXvpP3MpSEnB57nJJcrAtlGjWzoSKyLMGNqWzNxCZq8/ioeTHeN6BJbU2zg64jZgAFnr12OYOQMbM0Kd9zRlmYtxdCDg2HoIGXvT8mnUbfKL9Ly5Ko7G/vFcLjzF9B4fWvX5Y7FjrkqpImAysA44AixRSsWJyFMi8pSp2SjgkIjEYjy1VJzIt9y+lpDTVmfDRw93Iq9Qzys/HUApRaBHIDN6zGDvhb38O/bflpi2TrPz3E4u5V6qcuRWg0GxacvveEk29dv3r7Bt4fnzZERG4vnAA9R/5hnc+vXFrnHjavGXsLERZj3YkXva+DJjZRy/xJ4uU+8xfBiGq1fJ3rzZrPEC3ANo4taEGDdPOKolEdK4MfO2niQpLRN7n18J9gquWmpeC3BD1SQiFRpLlVIfVza4UioKiLqmbG6p77OAWeb2tRTN67vyysBg3lx1mMW7UhgTFsDQZkPZdW4X8w7Oo2uDroT7hdeEKHWCyMRIXO1cq7yHsznhAn4Ze8EOJLBnhW0v//e/oNfjNfGxmxe0Aux0NvzrkVAmfLuTF5fsx83Rln7Bxs1257AwbOvXJ2PVatwHmXdCK6JxBL9knabg+CbsiwrA9uY23zXqLqfTc/li0zE6tT1KYv5Z3u75D4ulEjWXimZ3q+RTp5jQI5Aezbx5e/VhUi7nAPBq2Ks092zO9OjpXMixfIjoukBeUR4bTm2gf0B/HG2rFpp73taT9HFIQHk0gXo3Pt6qz84mffES3O4bgL0ZyYpuluIIsMGN3Hh6wV52njRGgBWdDvehQ8nesoWiK1fMGivCL4JcDOy1KTDmuNDQuIb3Io+gKCDdPopQ39AS06Q1qUhBRCql3rzRp8YkrCGMiWU6IiJMW7ofg0HhZOvE7Ltnk1uUy6tbX0Vv0FtbzFrPltQtXC28WuXIrYdOZ7A98RI9dPFIYK8K26YvXoIhOxvvSY/fgqTm4eZox/cTw/Cr58Tj83dx6LTRec5j2FAoKiJrnXke0mENw7C1sWWbiyscXWtJkTVuQ2KOXyLy4FkiQuO5nH+JKaFTLJpK1FwqUhBfi8gxEXlLRMzzCrrN8a/nzIxhbdlx8jLfxpwEoLlnc17r/hq7zu3iywNfWlnC2k9kYiQ+Tj6ENQyrUr95WxPpaH8Wp8J0qMC8pAoKuPzf/+IcFoZTh/a3Kq5ZeLs6sODx7rg52vK3H/agNygc2rTBvkVzMlauMmsMZztnuvh2IdrdCxLWaLmqNUoo1BuYuTIOf29IyFtJL79ehDYItbZYQAUKQinVGRgK6IFlpnhJr4iI5ZP6WpGHuvhzTxtfPliXwPELWQCMbDGS4c2HM3f/XHac3WFlCWsv8Zfj+T31d4YEDUFnY354jLMZuaw+cJanmp41FgRG3LBtRlQURefP4/34pFsVt0o09nRixrB2nE7P5fejFxARPIYOI3fvXgpSU80aI9wvnGPkcz4rFS4mWFhijduF77clcfxCNt06HSCzIJPnQ5+3tkglVLgDopRKMJmU2gITAE9gk4jUWSOqiPDeAx1wsdcxdcl+CvUGAF7v/jqBHoG8uvVVLuVqGcKupchQxIyYGXg6ePLXjn+tUt/525IwKEUfhwTwaAKe5b+DKKW4/O13OLRsgUvvmndi7N/GFx9XB/63w+jk7z7UGKE2c/Vqs/pHNDYqvm1OjtppJg0ALmTm8emGY/RsbU/0xeUMChxEsFfF/j81iVlb5CJigzEURgOMMZMuWlIoa+Pr5si793fgQGoG/958AjCaCGbfPZusgiymb52OQRmsLGXt4ofDP3Dk8hFe6/4aHg4eZvfLzi/ifztOMah9Q5zP/GE0L93A9no1Opr8o0fxmjjJKvZZO50ND3f1Z3PCBc5l5GHv74dTly5krFxlVoTXVvVaUd+pPjH1GkKCtg+hAf9cE09BkYEmzbZTqC/k2c7PWlukMlSoIESkl4j8G6Nn80tANNBaKTWyJoSzJoM7NGJESGO+2HSMg6nGjclW9Vrxatir/HH2D+YdnGdlCWsPyZnJzImdQ/+A/tzbtGqe00t3p5CVV8Tk9nrIuQRNb2xeSvvmW2x9ffEYWsXUpdXI6G5N0BsUS3cbVxEew4ZRkJhI3uHK40iKCBF+EWy3F4pSd8LVNEuLq1GL2ZV0meX7TjM23IW1p1YwssVImrrXLgv+DRWEiKQA/8ToqNZZKTVAKfWtUirjRn3qGm8Nb4+3qz1Tl8SSV2g8wTSq5SgGBQ1iTuwcdp/bbWUJrY9BGXhj2xvY29jzWvfXqvRmrzcovo05Sdem9WiTv99YeIMN6ty4OHL++AOv8eMQM8NmWIKm3i5EtPBm0a4UDAaF+8D7wM6OzFXmm5kyDQUcsreF41qu6jsVvUEx45c4Gnk4ku+2FhtseKrTU5V3rGEqWkH0VEpFKKW+UEqdr6BdncXD2Y5/jurIsQvZfPzrUcD4Fjizx0z8Xf15ZcsrXM67bGUprctPx35i9/ndTOs2DV9n3yr1XRd3jpTLuTzRK8iYIMjdH+oFltv28jffYuPigufo0dUg9a0xNiyA0+m5bD1+CZ2npzHCa2QkSl/5Mei7Gt2FjdiwzcPHeJpJ447kfzuSOXI2k7/2c2FNUiRjg8fWyrhvFZ1iShaRCSKyV0Sumj67RaTms1ZYkb6tfRkbFsDXWxNLHKVc7FyYffdsruRf4fXo1+/Y/YjzV8/z8e6P6d6wO/e3uL/K/edtTaSptzP3tmlgdB4LjCh3/6Eg9TSZ69bhOXo0Ojfr+2je27YBXi72LNp5CjD6RBRdvEjOjspPuHk6etLepz0x7vXg+MY7Nld1VkEWJ9JPmJ2dry6Rlp3Ph+sSCG/uzYGcRTjZOvF4B8v79NwMFZmYxgMvAC8CjTHmaHgZmHKnKYnXh7TBv54T05bu56opLWUb7za83O1lok9HMz9uvnUFtAJKKd7Z8Q5FhiJm9phZ5U3jPclX2HsqnUkRQeguH4OrF29oXrr8/fcggtf4cdUh+i3jYKvjwS7+/Hr4PBez8nHt0wcbV1ezfSIiGkdwUJ9NetFVOLXNwtLWPpRSvPjbi4z8ZSSjVo3i+7jv76iTgbPXJ5BToOfRu4WNpzYyoW3NpxI1l4pMTM8A9yulNiulMpRS6UqpTRgD7D1TM+LVDlwdbPnooRBSruTwXtSRkvLRrUdzb9N7+Xzv58ReiLWihDXPuuR1/JbyG5M7T6aJe5PKO1zDvK2JuDva8mAXf0jaaiwsR0Ho09NJX7YMjyFDsGtYe5bgo7s1ocigWLYn9c8Ir7/+iqE4B0UFRPhFoFD84eJ6R55m2np6K9vPbmdw0GCcdE7M3j2be5bew3Mbn+PX5F8p0NfdVdX+lHQW7UphYkQgK5LmUc+hHuPb1d737YoUhLtSKunaQlNZ1WI41wHCgrx4omcQP+44xe9Hjad8RYQ3w9+koUtDXt7yMhn5d8b+fXpeOu/veJ/23u35S5u/VLn/qbQc1sWd4y93NcXFwRaSYsCtMdQLuq7tlUWLULm5eE2qWce4ymhe35XuQV4s2nUKg0FVKcJre+/2uNu7E12/qdEf4g4ysxQaCpm9ezZN3ZvyTsQ7/DjkR34Z8QsT2k3gcNphpv42lX5L+/HejveIS4urUyYog0ExY2UcPq4OhLe/wh9n/+CJDk/gYudibdFuSEUKoqJXocpfk+ogLw5oTUtfV15etp+MnEIA3Ozd+Ojuj7iYe5H/i/m/OvUHfSM+3P0hmfmZvBH+xk3Fqv825iQ6G+Gx8EDjwzEpulz/B0N+PpcX/IhLr144tm5VTdJXH2PDAkhOy+GPxDScu3XD1teXDDNOM+lsdIQ3DidGV4i6knRHeVX/dPQnTmacZGqXqdjpjHnfm3k24+9d/s76B9cz9565hDcK56ejPzFm9RgeWPlAnTFBLd2Twv6UdKYPas3Xh+bQwLkBo4Otf+iiIipSEG1E5EA5n4NA7XH1q0Ec7XR8/HAIadkFzFx5qKS8nU87XuzyIr+l/MYPh3+wooSWJ/p0NCtPrGRSh0m09mpd5f4ZOYUs2Z3CsI6NaeDuCJeOwdUL5ZqXMn75Bf2lSzUeVsNcBrZviIeTHf/beerPCK9bt5oV4TW8cTiXinI4am93xwTvyyzI5N+x/6Zbw270bdL3unqdjY4Ivwg+uPsDNo/ezD/u+ofRQdVkgpq8cTLrk9bfliaojJxCZq1NoFtgPTy9j3Hw0kGe7vS01VKJmkuFCgIYVs5nKHBHBO8rjw7+Hkzu14KfY8+w5uDZkvK/tPkLfZv05ZO9n3Dw4kErSmg5rhZe5a3tbxHkEcTfOv7tpsZYuOsUOQV6nujVzFiQHG389xoFoQwGLn83H8e2bXHu3v1WxLYYjnY6Hgj1Y33cedKy8/+M8Lq28gd+hJ/RITDGN+iOURDzDswjPT+daV2nVXqowd3enYdbP8yPg3/kl5G/8Fi7xziSdoQXf3+Rvkv68u4f7xJ36fYxQX38awLpOQXMGBbMF7FfEOgeaNVUouZS4THXij7mDC4iA0UkQUSOi8ir5dT/pdTKZJuIdCpV93cRiRORQyKyUESqllzATJTBwJlXXiFr40az+zzbtwUd/Dx4bcVBLmblF8vL2xFvU9+pPi9teYnMgkxLiGtVPt/7OeeunuOt8Lew11XdWa2gyMD8mCQiWnjTtrFpGyspGtwagVezMm2zN2+m4ORJvB63TlgNcxkbFkCB3sDyvadxCA7GoWULs04z+Tr70qpeK2Jc3SFlB+TUbX+alKwUFhxZwPDmw2nrXbX3y2YezXihywusf3A9X97zJRF+Eaw4voIxkUYT1PxD87mYU3uj/xw+k8kPfyTz6F1NScqL4Xj6cZ7t/Oxtkcq4omOuJ0UksdSn9O8TlQ0sIjqMaUQHYVxxjC0nbPhJ4G6lVEfgbeArU18/4Hmgq1KqPaDDmJe62jFkZZF//ASpz07m4hf/Qhkq92mw09nw8cOduFqgZ/rygyVvMR4OHnx494ecv3qemTEzb5u3G3OIvRDLwviFjA0eS4hvyE2NEXnwDOcy83iip0kZVLD/kPbNt9j5+eF+X+W5qa1JqwZudGlaj4W7jD4R7sOGk7tvHwUpKZX2jWgcwd6CNHJQcGy9pUW1Kp/u+RRbG1ue6/zcTY+hs9ER7hfOB70/YNPDm5jRYwYudi58tOcj7l12L89seIZ1SevI1+dXo+S3hlKKmSsP4elsz3P9g5gTO4c2Xm0Y0NS6qUTNpSITU1egW6lPGPARIIA5ZzrDgONKqUSlVAGwCCizplJKbVNKFRts/wBKpwezBZxExBZwBs6YMWeV0Xl40PTHBXiMGMGlOXNInfwc+uzsSvu1bODGy/e1ZsOR8yzb82e45071OzEldAobTm1gUcIiS4hc4xToC5i5bSYNXRoyJXTKTY2hlGLe1pO08HXl7lb1jYVpJyD7/HXmpZx9+8jduxevCRMQ29r/ljU2LIDEi1fZlXQFjyHGPNzmRHiN8IugSOnZWa9hnTYz7buwj/XJ65nYbiINXBpUy5ju9u481OohFgxewMqRK5nYfiIJVxKY9vs0+i3pxzt/vMOhS4es/pL2S+wZdiVdMT4rUldyOvs0z4c+b/VUouZSkYkpTSmVBlzBuO+wGegBDFFKjTJjbD+g9GtUqqnsRjwOrDHNfRqYDZwCzgIZSqlyX7FE5EmTh/fuixdvbplp4+hIo3++T4PXppP9++8kPTya/JMnK+03KSKIsCAv3lp1mNPpfx7sGt9uPL38evHhrg85nFZ5ELfazlcHviIxI5EZPWbgbOd8U2NsT0wj7kwmT/QMwsbGtFoo9n9oWlZBXP72W2w8PPAc9cCtiF1jDOnQCDdHWxbuPIWdnx/OXbuSsWp1pQ+nzr6dcbJ1Mh53raNe1QZl4MNdH+Lr5MuEdhMsMkeQRxBTQqewftSfJqifj//M2Mix3P/L/Xx36DurmKCy8gp5N+oInfw9GNrJmy/3f0mob2hJ2PfbgYpMTHYi8jfgMNALGKGUelQpZe4TrzzDcbn/Y0SkL0YF8Yrpdz2Mq40gjF7cLiLyaHl9lVJfKaW6KqW61q9f30zRypUBr/HjCfjmG/SXL5P00MNk/fZbhX1sbISPHuqEQSleMqUpBbARG97t+S71HOsx7fdpZBdUviKprSRcTuCbg98wrNmwW8qRO2/rSbxd7BnZudQ7QlI0uDYE7+YlRfknT5K1YSP1xo7BxqX2ng8vjZO9jpEhfkQePEt6TgHuxRFe4yr+r2Kvs6d7w+5ESx4qP7NOelWvPbmWg5cO8nzo8zf9cmEupU1Qmx/ezMweM3Gzd+PjPR9zz7J7eGL9EyyOX1xjR2a/2HSci1n5vDmiPYuOLiQtL40XurxQq/fUrqWidc5JYDowF4gCOonIA8UfM8ZOBUq72PpTjplIRDoC8zAqoOL4x/cAJ5VSF5VShcByINyMOW8Zl7u6E7hsGXZNmpD69DNc+s9/KtyXaOLlzP8Nbcu2E2n8d3tSSXk9x3p82PtDzmSf4c3tb1p9qXszFBmKmLltJu4O7rzc7eWbHuf4hWw2xV9gXI+mONqZMs0pZYq/VHb/4fL87xE7O7weLfd9oNYyNiyAgiIDK/adxn3gfYidHZmrKt+sDvcL53T+ZU45ONc5r+q8ojw+3fspbbzaMKz5sBqd283ejQdbPcgPg39g1chVPN7+cc5fPc87O96h35J+TFgzgR8O/8DZ7LOVD3YTHL+QxbfRJxndtQlBvsK3h76lt39vOvt2tsh8lqIiBbEBo1mpE+Ufda2MXUBLEQkSEXuMm8wrSzcQkQCMD/9xSqmjpapOAXeJiLMY1W1/jGHHawR7fz8C//cj7kOGcPGzzzk95QX02Vdv2H5Mtyb0aV2ff66NJ/Hin6uF0AahTO48mbVJa1l2bFlNiF6t/HjkR+LS4pgeNh1PR8+bHueb6JPY29ow7q5Sse4vJ0LW2TLpRYvS0shYsQKPESOw9fG5FdFrnLaN3enk78GinSnYuLvjcndvMqIiUUVFFfbr2di4Kovxb1fnvKoXHFnA2atneanbS1a1uQd6BPJ86POsHLmS5cOX83Snp8kqzOKDXR8w4KcBjFk9hnkH55GcadbhzHJRSpFXqCc9p4CzGbnMXBmHs72Olwe2Zn7cfLIKsni+c+1JJWouN9wBVEo9disDK6WKRGQysA7jKaRvlVJxIvKUqX4uMAPwBv5tWnYVmcxFO0RkGbAXKAL2YTrhVFPYODnR+MMPcGzblguzZ5M/ZjRN5szBvun1CT1EhFmjOjLgky1MXbKfZU/1wFZn/A8xqf0kdp3bxayds+jo0/GmnMusQUpmCv/a9y/6NOnDfYE3f5IoLTuf5XtTGRXqh7drKaegkvhLvUqKrvz4I6qwEK+JE296PmsyNiyAV5cfZO+pdFoOG072ho1c/WMHrj1vbHNu4t6EALcAYpQNj5xIgktHof7t8TdSEZdyL/H1ga/p26Qv3Rp2s7Y4FOoNXM0vwtXGnwF+4+hV/xGSMpLZcf439lzawmd7P+OzvZ/hY9+UQKce+NmF4WBoTF6RgdxCPbkF+pJ/8wqN33OKv5vqDNfo9jeGtUXpsvjxyI8MChp02/zfL41Fj4gopaIwmqdKl80t9f0J4Ikb9J0JzLSkfJUhInhPmohjcGtO/30qJx96GL+PZuPaq9d1bRu4O/L2yPY8v3AfX25J5Nm+LQDjfsR7Pd/joVUPMe33aSweutjitthbRSnFG9uNYTT+r/v/3ZLNdMEfp8gvMvB4z7J+DiTFgGsD8DbeJ0NODld+/B+u/frh0Oz6mEy3A8M6Nebt1YdZtPMUs4bfjY2bG5mrVlWoIMB4munnY8spAOwT1tQJBTEndg4Fskrf6AAAIABJREFU+gKmdplq0XmK9AYuZRdwPjPP+MnK54Lp+4WsfM5nGn+nXb3RAYDmQHPENh1bt0Occz/ExfzF7JZFqIL66HI74lzYGRdpirO9LY52Ouq52NPYToeTnQ4n+z//dbTT4Wz63cDdkT6t6/Pejvco0BfwbIjlUokqvR7R6Swydu0/Q1gLcAkPJ/CnZaQ+O5mUJ/9G/b//He+/PnHdg3N4p8asizvHpxuO0re1b4kzmLeTN7N6z+KJ9U/w9h9v817P92r1RtXyY8vZeW4nM3rMuKVjiXmFen74I4l+wb608HX9s6LY/6Hpn/kf0pevQJ+RUWvDapiDi4Mtw0P8+H/2zjssiquLw+9deke6CAjYe0Ps3dh7N8bEmFgS04ua9qkpphiNaSaxJcYYS8DeWzTWROwdFOkoRTpIvd8fg50m7LKg8z7PPsvO3Jl75mF3ztx7z/mddScj+Kh/fax69iBl6zbyZs5AY2ZW6HHtXNux8tJKTrjWo3Xgdmj/RjlarX0CEwJZG7SWp+s+jaeNZ6nOkZsniU9VbvDKjf8WMcmZxKTcurstOZP4tMyHZuU0AhwsTXCyNsHVxpSm7rY4WZlgY2Z03w394fchmBkZkJabwKGofewO282x6/tIlXuwtnClfXWlpG4TxyYlmjKLSInAL8iPwbUG67SUaNyPC0g7dIjqy3/XerVF1UGUEGM3NzxX/kn0hx8SO28ety5ewPWzz9CY3z8a+HRgQ/67dpO31pxiwyvtMDFUPHtLl5ZMbjyZBacX4Oviy+Baj15gpzyISY9hbsBcfJx9GFqrJNHMhbPhVCRxqVm82P6BEcHNYEiJupP/IHNyuPnbb5g1bYp58+Zl6lPfjPZ1Z+V/YWw4FcWQfv1J8vMnZe9ebPoWXke7pUtLjDRGHHJwp/XZ3UpWtbldOVqtPaSUfH3sayyNLIssoXkrO5cjV+Pv3OgVB3D35h+XmvnQlI0QYG9hgpOVCc7WJjSqZoOTtSnO1iY4WSnvztam2FsY35niLQ1VcGak9UhG1h1J4q1E/g7/W8lrurSK5ReW42jmSFePrjxV/SlaOLcoNCP6p9M/YSAMmNxYd6VEZW4uievWYeLtrZNSvCVyEEKItoDnve2llL9r3ZoKjsbcHNe5c5V1iXnfEHI1GLcff8DY/W6wVhULY74c2ojxvwUwf3cQ03rd1TWc2Hgix28cZ/a/szExMKG3V+8KNZKQUvLZ0c/IystiZtuZZVpYvJ0YV7+qNW1q2N+/M/SQ8p6//pCyaxfZERE4TSt9pFRFoVE1Gxq4WrPy3zDGvNIWQxcXkjduKtJBmBuZ09y5OQeTI3lb5kHQLmhSsVU+C+Ng5EGORB9hasup2JjYFNrutZUn2XnhbiVjOwvj/Bu/KfWqWuFsbYqTtemdbc7WJjhYmmBUhht/abA1tWVwrcEMrjWY1KxU9kfsZ0/YHjZc2cDqy6uxNbGli3sXulfvTpuqbe4o1F5JuMKmq5t4rsFzWksOLIi0I0fJiY7Geeq7Ojl/sQ5CCLEcZaLuFHC76K4EnjgHAfnrEi++iEmdukS+/TbXhg2n2ry5WLa7O8/cta4zI33c+WX/VbrXc6JFdeVp0EBjwBcdv+D1va8z7cA0doTs4KM2H+FgVjEidnaF7mJv+F7ebPFmmYfE+wJjlVreI5o87ARDDoKFEzjUQkpJ/JKlGFevjlXXrmXqsyIghGCUrwcfrT/HuegUnPv24eay38m5eRNDu8JHBe1c2zEveh7XrZ1xCdxWKR1ETl4OXwd8jYeVB6PqFK6McyYikZ0XbjChgxfj2nnhaGmCsWHFzyy2NLakr3df+nr3JSMng0ORh9gVuoudoTtZd2UdlkaWdHLvxFMeT7H+ynrMjcwZ31C3U6aJ/n5KXfRu3XRy/pL8V3yAdlLKl6WUr+a/Kl+8lpax7NAer7/WYOTkSPiEicQvWXpfrsOH/epR1caMt9ecJj3rbqijg5kDv/f+nbdbvM3ByIMMXD+QTVc36T1PIikzic/+/Yx6dvV4tn7ZK1wtOXANZ2sT+jV2vX/HHf0lZf0h/b9j3Dp3Drvnn9fZQlt5M7CpK2ZGBqz8LwybAQMgJ4fkbduKPOa2uusRt0aVNqvaP9Cf4KRg3vK5W+uhIL7dHYSNmRGvdatFNVuzSuEcHsTM0Izu1bvzZccv+WfkP/zY7Ue6V+/OwciDvLHvDfZF7OO5BrotJZqTkEDq7j1YD+iPRgfTS1AyB3EOqDi1HisQxtWr47lqFVbduxMzZw5R77x7p+SklakRXw9vQkh8Ol9su3TfcQYaA8Y1HMdfA/7Cy8aL9w++z6t7XyUmPUYflwHAnGNzSMpM4uN2H5dZZfJCVDIHr8Qxrq3Xwz/+hBBIjryz/hC/dAkGdnbYDKr40sclxdrUiH6Nq7LxVBQ5njUwqVWL5GIKCdWyrYWTmRMHzUwgMxnCjpSTtdohJSuFH0/9iI+zD13dCx8Jng5PZM+lGCZ08MLKtHAnUpkwNjCmo1tHPmn3CftG7GNRj0W80fwNxjUYp9N+kzdtQmZnYzt0mM76KImDcAAuCCF2CCE23n7pzKJKhsbCgmrfzsfxjTdI3rqVkKfHkBURCUCbGvaMb+fF70dCORj0cHq/t403y3ot412fd/k3+l8GbRjE+ivry300cTjyMBuubmB8w/HUtSt7LajFB4MxNzbgaV+Ph3eG5Nd/qN6ezKAg0vb/Q5VnxqAx1Ymau94Y3cqDtKxcNp2OwnpAfzJOnSIrLKzQ9kII2lVrx5GUEHIMTCqdeN/is0qth3dbvlvkutq3e4KwNTfiubae5WdcOWKoMaR11da80OgFzAwLj1wrK1JKEv38MW3USKfVFkviIGYCg4DZKGqut18q+QghcJg8CfeffyI7IoKQYcNIO3oUgKm96lDD0YKpfqdJvpX90LEGGgOebfAsfgP8qGVbi48OfcTLe17metr1crE9PTudj49+jKe1J5OalK4I0L3cSL7FptNRjPBxx8a8gCfEkINg7gCOdYhf+ivCzIwqo0eXud+KRjN3W+o4W7Hqv7A7C9RJxSi8tq3WlpTsFM55toTLlSerOiIlguUXltO/Rv8iaz2cCk9k76UYJnTwfmxGD/ri1rlzZAYGYju0bJGGxVGsg5BS7i/opVOrKimWnTrh9dcaDOztCXvhRW4uW4aJoYZ5I5pyIyWTWRsLF2+rbl2dX3v9ynTf6Ry/cZzBGwazNmitzkcT35/8nsjUSGa1naWV8ofLDoeQkycZ366AZLd76j9kx8SQtHkztkOGYFhFd/O0+kIIwWhfd05HJBGIBeYtW5K8sei1pjZV26ARGg7ZuUDCNSWruhLw7YlvMRAGxUpJzN8dSJXHePRQniT6+SNMTbHOl5fXFcU6CCFEayHEMSFEqhAiSwiRK4R4/MqlaQljT088V6/Gsktnbnz+BVHTptHI0ZQpnWvgfyKCnecLHxlohIYx9cbg39+funZ1mXF4BpN3T9aZoNjp2NOsuLiCkXVG0ty5bPkHN9Oy+GzLBRYfuEbP+i542BeQLZ4YCskR4NmehOXLITcXu+fHlanfiszgZm6YGGpY9V841v37kRUSwq1z5wttb2NiQyOHRhzKSVQ2VIJpplMxp9gesp1xDccVGc55MiyBfZdjmdDRG0sTNf2qLORlZJC8ZQvWPXtgYGWl075KMsX0AzAaCALMUKQxftClUZUdA0sL3L77DofXXiV54yZCnx7DpHoWNHC15v11Z4lPLbrilbu1O0t6LuGDVh9wMuYkgzYMYs3lNVodTWTlZjHj0AycLZx5o3npM3dTM3OYvzuQjl/9zZKD1+jfxJVPBzcsuHH++kOuY3MSVq3GqmcPjN3cCm77GGBjbkSfRlVZfzISo67dEUZGJG0qevmunWs7ziUGkeDcoMKru0opmXNsDo5mjjzfoGj9rPm7g6hibsSzbTzLx7jHmOQdO8hLTcXm9vRSXBDE6ma0WaL4MinlFcBASpkrpfwV6KwTax4jhEaD48sv47bgR7JCQ4kcOZK5tfNIzsjh/XVn79SOKAyN0DCq7ijWDlhLI4dGfHL0EybsmkBkaqRW7Ft8djFXk67yUeuPsDS2LP6AB7iVncviA8F0/Opv5u8Ool1Ne3a80ZG5I5rgYFnIVFXIQTC3J/Hv0+SlpmI//oUyXkXFZ7SvBymZOWwLScOycyeSt24rUuG1XbV2SCRH3RtC+NEKXat6e8h2zsSd4dVmrxapL3YiLIH9gbFM7FhDHT1ogST/tRhV98C8Zb4I4j9fw5LukPvwGmdZKYmDSM+X6z4lhPhKCPEmUDkquVQArLp2xfOvNRjY2CDfnsJcw8vsOHedrnP3sfhAMEkZRf9T3azcWNRjEf9r8z/Oxp5l8IbBrLq0ijxZfO3swghKCGLR2UX09e5LR7eOj3RsTm4eq4+F0fXrfXy65SL1q1qzfko7fhnrQy3nYoa7IYeQ7m25+ftyzH19MWtUyEjjMaKlZxVqOFqw6lg41v37kxsXR9qRo4W2b2DfABsTGw4aa+B2VnUF5FbOLb45/g117eoyoMaAItvO3x2EnYUxz7bRnR7Rk0JWaCjpx45hO2SoEi2WnQGXtkC9AVBE7klpKYmDGJvf7hUgDaUIkG6Xzh8zTLy98VyzGssOHai5+hdWJ+7CzSiXT7dcpPXsPby/7iyXrhe+rCOEYHjt4awbuI6mjk357N/PeHHni4Qnhxd6TGHk5uUy4/AMrIysmNZyWomPy8uTbDkTTY/5/zDN/yyO1qb8+WIr/nixFU3dS1ArIiEUksJIjnYg5/r1Si3K9ygoi9UeHA9NILpuc0XhdXPhhYQMNAa0rdqWw4mXkbYesPdTSCufCmiPwu1aD+/4vIOBpvAEx+OhCfwTGMvEjt5YqKOHMpPovxY0GmwGDVI2BO2ErBRopJtciJJEMYWilA+tKqWcJaV8K3/K6fEhLV7nIYUGVla4LfgRh5dfxnr/Tv638kO2uIQxqL49/scj6DX/ACN/OcLWs9Fk5xY8OnC1dOWXp35hVttZXIy/yNBNQ1lxccUjjSZWXFzB2bizTPedXqIsTykl+y7HMODHg0z58wQGQvDL2Basf7ktbWs+gkRIyEGkhPjdFzGpVROLjo82cqnMDGnuhrGBhlWnb2DdqyfJu3aTl55eaPu21doSlxFHYK9PIPUG/DVOJ9MHpSUuI47FZxfT2b0zraq2KrLt/N2B6uhBS8icHJLWrcOyY0eMnJ2UjWf9FNkaz4dLEGiDkkQx9UfRYdqe/7lpSRPlhBC9hBCXhRBXhBDTC9g/RghxJv91WAjR5J59tkIIPyHEJSHERSFEm5Jf1iOQfhMWdYFtU3XuJIRGg+Nrr+K1Vklw0fz8HeMXTePvhmm817MWkYkZvLziBB2+/Jvv9wQRm/LwYrYQgiG1hrBu4DpaOLfgi/++4Pntz5eoGlZ4Sjg/nPqBjm4d6e3Vu9j2x0NvMnLhUcb9eozE9GzmDm/C9jc60rOBy6OLDIYeIi3BgczgMOyeH1+hRAp1jZ2FMT0burD2RCSmvfsg09NJ2ft3oe1vF7U/mB0PA75Tiivt+KC8zC2WBacWkJmTWWyth+OhNzkQFMekjt6YG6ujh7KSeuAAObGx2A7Ln8C5lQyBO6DBYChiFFcWSpoo5wskAkgpT6EouxaJEMIA+BHoDdQHRgshHsyiuQZ0klI2Bj7h/qpx3wLbpZR1Ucqe6qbkqFkVqNcf/lsIW96CIupPawvT+vXxWLwIj99+xdDOnqSZH/HUvHfY0lKweGwLajlbMndXIG2/2MMbq05yMizhoQgmFwsXFnRbwCftPiEoIYhhG4fx+/nfyc3LLbBPKSUfH/kYjdDwUeuPirxBX4xO5sVlxxj60xGCY9OYNaABe97uxNAWbhhoSnljDzlA/BV7DJ2csOlXuLLp48rolu4kZWSz38QNQxeXIqOZHM0dqVOlDoeiDkGTUdDmFfjvFzixvBwtLpighCD8g/wZWXckXjZFF3aavzsIewtjxqqjB62Q6O+Pgb09lp06KRsub4XcTJ1NL0HJHESOlDKpFOf2Ba5IKYOllFnAKuA+wR0p5WEpZUL+x6OAG4AQwhroCCzJb5clpUwshQ3FIwT0+BTavwkBS2Hz6+XiJAAsWrfG8681VJv/DXlZmUS9/DI1P3+HX5obs/utToxpVZ3dF2MYvOAwA388hN/xCG5l33UAQggG1RzEuoHraFW1FXMC5vDc9ue4lnTtob7WX1nP0eijvNn8TVwsCpbWCo1P4/VVJ+nz3QH+vXaTd3vW4Z+pnXmureeduhalIjGMjOBo0oNTsHt2rE506ys6rb3t8bQ358+ACGz69SXt4CFybhYeodS2WltO3jhJWnYadJ8F3l2UB5jwY+Vo9cPMDZiLhZFFsTUOAkLyRw+d1NGDNsiJiyN1335sBg5EGOUvRp/1AxsPcNNdSdcSifUJIZ4GDIQQtYQQ3wOHS3BcNeDeVdSI/G2F8QJwW/LSG4gFfhVCnBRCLBZC6C5ySgjoNgM6vgsnfoeNr0AhT+La71pg3asXNTZvxmXG/8gKCSV09NOYfDyd9xqYcvT9bnwysAHpWbm889dp2ny+hy+3XyIi4e4ctrOFM993/Z7Z7WdzLekawzcN59dzv94ZTcSmxzInYA7NnZozvM7wh2y4kXyLD9adpdvc/ew4f51JHWtwYGoXpnSpqZ0fd8ghbl6yQGNuhu3IyidjrQ00GsHIlh78d+0mSe27Q24uyVsLV3ht79qeHJnDv9H/goEhDFsK1q6w+hlI1k3iZHEcjDzIoahDTGo8CVvTogMTvtkdiIOlMc+0VkcP2iBpwwbIybk7vZQWD8F/Q8Mhd6oy6oKSOIhXgQZAJrASSAZKkllVkNUFTvILIbqgOIjbYTWGQHPgJyllM5ToqYfWMPKPnSiECBBCBMTGxpbArMKsFdD1Q+j8PpxaAetfKjcnASCMjKgyejQ1d2zH8fXXSD9ylOD+A0j+ZCajvEzZ9WZH/nyxFb5edvyy/yodv/qbib8HcOhKHFJKhBD0r9Gf9QPX09a1LfOOz+PZbc9yNfEqn//3OZk5mcxqO+u+IkCJ6Vl8vu0ineb8zepj4Yzydeefd7swvXddbM2195SffXIXyeFm2I4YqfPMz4rMsBZuGGoEa+KNMaldm+RNhUczNXNqhrWxNTMOz2DFxRVkm1jBqJWQmQKrx0D2rXK0XKn1MDdgLu5W7oyuW7R21n/XbnLoSjyTO9VQRw9a4LYwn1mzZph459d2v7Ae8nJ0Or10p3NdvIA2wI57Pr8HvFdAu8bAVaD2PdtcgJB7PncAthTXZ4sWLaRW2P+VlDOspfzreSlzsrVzzkckOz5eXp89W15s2EhebNxE3pgzR+YkJkoppQy/mSa/2HZRNp21Q1aftll2m7tPLjt8TabcUmzNy8uTW65uke1XtpdNlzWVDX9rKBedWXTn3Km3suX3ewJlwxnbpef0zfL1lSdkSFyqzq4lelh9eaFeXZkVFaWzPioLk5cHyGYf75TXf1koL9SpKzNDQgpteyn+knxhxwuy4W8NZW//3nL7te0y7/wG5bu57iUp8/LKze7Vl1bLhr81lLtCdhXbdvTCI7LFJ7tkemZOOVj2+JN2/Li8UKeuTPDzu7txaR8pv2+ple8AECALuacW6t6Li1SSUhadHQPHgFpCCC8gEhgFPP1AHx7AWmCslPJOrriU8roQIlwIUUdKeRnoBhSudKdtOr4LGiPYPUPx0kOX6CQJpSgM7exwfu89qox9lrjvvyN+yVIS1vyFw6SJuI4Zw7RedXm9Wy02n4lm2eEQ/rfhPF9tv8ywFm6MbVOdPt598K3qy1f/fUVyVjLPNXiOzJxcVv4bxg9/XyEuNYvu9Zx5p2dt6rpY6+w6csMukHgxB5vW9TGqWlVn/VQWRvt6sO3cdU7UaImnECRt3ozjlCkFtq1jV4dFTy3iYORB5h2fxzv736GxQ2PebjWe5v8uBZfG0Fp39Y5vk5qVyo+nfqS5U3O6eRRduezf4HgOX43nw771MDN+PApA6ZtEf3805uZY9+qlbEiOUsr2dnlfp9NLAEIWEtophIhFWUNYCfzLA1NGsgSKrkKIPsB8wABYKqX8TAgxOf/4n4UQi1GS7m7HaOZIKX3yj20KLAaMgWDgeXl3QbtAfHx8ZEBAQHFmlZzDP8DOD6BuPxj2Kxjqb3H11uXLxMybR9r+fzB0ccHx1VeUBStDQ6SUnApP5PcjoWw+E0V2rqRDLQeebeNJ17pKvPS6k5F8syuQyMQMWnvb8W7PurSornsV1biZU4hdtRevJXMwbddP5/1VdPLyJB3n/E11e3Nm//MTOTdu4L19W7Fhv7l5uWy8upEfTv5ATEYMXYU1b4QH4TV6DXh31qnN84/PZ8m5Jazqu4oGDg2KbDt64VGuxKZyYGoXTI1UB1FWclPTCOrYEes+vXH99FNl4+370qsnwL5GmfsQQhy/fd99aF8RDsIAeApFqK8xsAVYKaUsXI5Sz2jdQQAc/Rm2T4PavWHEMjAsuyR2WUj79z9i5s7l1pkzGNeogdNbb2LZteudG0xsSiar/gtjxb9hXE++RTVbM8yMDbgSk0qjaja827MOHWo5lEseQl5mJlfa+WJqnYHH7kugqXylJXXB93uCmLsrkD11Esn68lM8/1qDWaNGJTo2PTudPy7+wZKzS8jMTmdYRhaTB63CoWozndgamRrJgHUD6OnZk9kdZhfZ9mhwPKMWHuWjfvV5oX3RIbAqJSPRz4/oDz+i+so/MW+W/z9e2EWRYZmknaoLRTmIQn+xUhHm2y6lfA5oDVwB9gkhXtWKVZWF1pOhz9cQuE2JICnnxcEHsWjli+fqVVT77lvIzSViyiuEPj2G9OPHAXC0MuHVbrU4MK0LC8Y0x93ODFMjDQvGNGfjK+3oWNux3JLUkjZuJDc1C/vudVTncA/Dfdwx0AjW29RVFF43Fr5Y/SDmRuZMbDyRrUO2MsyzN35mRvTd8Sy/nPie9OzCs7NLy7fHv0UjNLzWvPgy9PN3B+JoZcKYVgVUElQpFYl+/hjXqIFZ06bKhvirEHVC94vT+RT5qxVCmAghhgB/AFOA71DWDJ4sfCdAv/mK7smq0YpAlh4RQmDdowfemzfhMmsW2RERhI55hvCXXuZWoLKUY2SgoU+jqqya2IbNr3agT6Oq5Zq9LPPyuLl4ESZVsjDvUnzW9pOEi40pXeo4sfJCAuadOpG8dWuRCq8FYW9mz4edv2Jd8/dpk57BD2cX0n9df9YGrS00WfJRORVzim0h23iuwXOF5s7c5sjVeI4G3+SlTjXUqSUtkXn1KhmnTmE7dOjd3+65/Ntvg8HlYkOhDkIIsQwl36E5MEtK2VJK+YmUUjt605UNn+dhwA9w9W/4cyRkaf9p7VERhoZUGTmCGjt34Pjmm6QHBHBt4CCi3nuf7KgovdqWum8fWaHh2NdNQ3i216stFZGnW7kTl5rJtWYdyI2PJ+3IkVKdx6vx08xv8hrLom7gkpfHjMMzGLZpGP9E/FOm+iFSSuYEzMHBzIHxDYsXVpy/OxAnKxOeVkcPWiPRzx8MDbEZmB8PJCWc8wOPtmBTPnVUihpBjAVqA68Dh4UQyfmvlCe2olzzsTDoJ0Ub588RkJmqb4sA0JiZ4TBpIjV27sBu3DiSN2/maq/e3PjyK3ISilzX1xnxS5ZiVMUU61om4Pz4y3o/Kp1qO1HVxpRludXQWFuTVERORLG0fZXmtQfyx6WTzK31DJm5mUzZM4UJOydwIb50wX87QnZwJvYMrzV7rchaDwCHr8bx77WbvNxZHT1oC5mVRdKGDVh16Yyhvb2yMeYCxF6CRuUnpl3UGoRGSmmV/7K+52UlpdRdXGRFp+loGLxQCTNbMVxJXKogGFapgvO0qdTYsR3rvn25+dtvXO3Rkxuff07CypWk7NvHrcuB5Kbq1rFlnDpFxvHj2NXPQXi1U9cfCsBAIxjh487f1xLRdO5Gyu49RSq8FokQMOA7RNXG9Nj3PRvafcV03+lcTrjMyM0jmX5gOlGpJR9RZuZm8s3xb6hTpU6xtR6klMzfFYSztQmjfNXRg7ZI2beP3Js371aNA0VaQxhA/UHlZoea5lgaGg9X1BP9X4Q/hsIYPzCtOD7TyNUV189nYzduHLHz53Pzz5WQfb9ctMbKCqOqVZVXNVcMq1bFqKorRq7KNkMnJ4RB6Z4G45csRWNtha1LIHjqPk6/sjKipTvf7Q3ioKcPrdPXkbJnLzb9SxkKbGQGo/6EhZ0xWv0sYybsZUCNASw9t5TlF5azM2QnY+qN4cVGL2JjYlPkqVZcXEFUWhSL2i0qstYDKGsP/4XcZNaABuroQYsk+vtj6OSEZfv86Vkp4Zy/EtJs8Qgy+2VEdRClpeEQxUn4jYflg+EZfzArQeGccsS0Tm3cf1qAzMsjJzaOnOgosqOjyY6KJjsq/+/oaDJOnSI36QE9RgMDjJydMXS97ThcFWdy24FUdcXA8mF5rKyQEFJ278Z+UAc0RpdBXX8olGq2ZnSu7cgvUYm0z1d4LbWDAGVeesTvsKw/+L+I1dOreb3564ysM5LvT37PsvPLWBu0lkmNJzGq7iiMDR7O64nPiGfRmUV0cutE66qti+xOSsk3uwNxsTZlZEv30tutch/ZN26QduAg9hMmIAzzb9ERAZAYCp0LVBzSGaqDKAv1Byo/yDXPwfJB8MxaMLfTt1UPITQajJydMHJ2uhsu9wC5qWnkXI9+wIFEkRMVTcaJEyRv2wYPRNpobGzujkJcldFH+vETCEND7BoC4Tbq+kMxjPL1YNLyWBLadsVqw2py4uPvzjmXhuptoc8c2Pwm7PkYnpqFi4ULn7X/jGfrP8vcgLnMCZjDn5f+5PXmr9PTs+d9+lw/nf6JjJwM3vIputa1R9CLAAAgAElEQVQDwOGr8RwLSeDjgeroQZskrVsHeXnYDh1yd+M5fzAwUZJ2yxHVQZSVun1h5B+wZiz8PgCe3VghnURxGFhaYFCzJiY1axa4X+bmkhMbqziP6Ciyo6LIuceZpAcEkJeirMfYjhyJYfxGJdpCR4VMHhe61nXCycoEf+OGjMv9k+St27Ab+0zZTuozHqLPwKH54NLoTsx8Hbs6LOyxkMORh5l7fC5T/5nK7+d/5y2ft2jp0pIrCVf4K/AvRtYZibeNd5FdSCn5Zpc6etA2Mi+PRP+1mPv6YuyRv6aTlwvn10LtHuU+la06CG1Qp5eitLnqaWV4/+yGcp0nLA+EgQFGLi4YubgABWft5qakkBMTg5GNIfzwjXKjUikSIwMNw33c+GnfVcbXqk3S5k1ldxAAvb9SIl42vAIOtaDqnWKNtK3WllZVW7E5eDPfn/ye8TvG09mtMynZKVgYWvBSk5eKPf2hK/EEhCbwycAGZasVonIf6ccCyA4Px/HVV+5uDDmolJ5tWH7RS7dRw0u0Ra3u8PQqiL8Cv/WD1Bh9W1TuGFhZYVKjBpro/KI26vpDiRjV0oM8CZcatOXW6TNkhYSU/aSGxsr0p7kdrBoDqfdL4RtoDBhYcyCbB2/m9eavc+zGMY7fOM6kJpOKrVV+e+2hqo0pI9TRg1ZJ9PdDY2WFVY8edzee8wNjS6jdq9ztUR2ENqnRFZ5eoywm/dYXUq7r2yL9EHIATGyU6Q2VYnG3M6dDLQcWGdUEIUjavEU7J7Z0glErIC0W/noOcrMfamJqaMqLjV5k65CtfN7hc56u93QBJ7qfA0FxHA9N4OUuNdXRgxbJTU4mZcdOrPv1RWNqqmzMyYILG5WpbCOzcrdJdRDaxruTEvaaFKk4iWT9ZjTrhZCDUL2Nuv7wCIz29eBctimZDZuStGljmbKg78O1GQz4Xsnb2f5eoc3sTO3o590PI03RsvZSSubvDsTVxpQRPuWTzfukkLxlCzIzE9sh90wlXd0LtxL1Mr0EqoPQDZ7tYOxaSLkBv/aBpAh9W1R+pFxXptnU6aVHons9Z+wtjNnv0YLs0DBunT2rvZM3HgFtX4Vji+D4sjKd6p+gOE6EJTKlqzp60DaJfv6Y1KmDacN7JNXP+YFZFaUmuR5QHYSu8GgNY9dBerziJBLD9G1R+RByUHmv3k6/dlQyjA01DGvhxmKNJxgbP5LCa4noPkuZAt3yNoT9W6pT3B49VLM1Y3gLde1Bm9y6dIlb58/fL8yXlQ6Xtirh9HqqRaM6CF3i3hKeXa8MEX/tCwkh+rZI94QcBBNrpdqZyiMxsqU7KQamxDRsqSi8Zj+8ZlBqNAYwbCnYuiuy9UmPrrm5PzCWk2GJTOlSE2ND9dahTRL9/BFGRljfmygZuB2y06Bh+Uh7F4RO/8tCiF5CiMtCiCtCiIdSAIUQY4QQZ/Jfh4UQTR7YbyCEOCmE2KxLO3VKtRZKbkRmsuIk4q/q2yLdkZsDwfvAow0YqBHUj4q3oyWtve3wq9KA3Js3S63wWihmVRQ5juz0R65tokQuBVHN1oxhLdS1B22Sl5lJ0qZNWD3VHcMq90SQnfMHSxcl+VFP6MxB5Fek+xHoDdQHRgsh6j/Q7BrQSUrZGPgEWPjA/teBi7qysdxwbQrjNis/zN/6QdwVfVukfaSELW9BwjVoMkrf1lRaRvt6sN3cmzxLK5I26eC5yKkeDFmoFJ3Z9LryfysB+wJjOR2eyCtd1dGDtknZvZu8pKT7hfkyEpX6M7clffSELv/TvsAVKWWwlDILWAUMvLeBlPLwPXWmjwJ3Hk2EEG5AX5S61JUfl0aKk8jNUqKbHreRxMF5cGIZdHhb+VKrlIqeDVywsDLjQu2Wyo0jLU37ndTtC53fhzOr4OiCYpsriq2BuFUxY2hzdfSgbZL812Lk6opFmzZ3N17aotwr9Di9BLp1ENWA8Hs+R+RvK4wXgG33fJ4PTAXyiupECDFRCBEghAiIjY0tqqn+cW4A47ZAXjb8PujxCYE985ei+9NoOHT9SN/WVGpMjQwY2tyNP6zqITMySNm9WzcddXxX0fXZ+aFSBKsI9l2O5XREEq+oaw9aJzsykrQjR7AZMgRxryz+OT+o4gnVmuvNNtCtgyiovmWB41khRBcUBzEt/3M/IEZKeby4TqSUC6WUPlJKH0dHx7LYWz441VWUXzMSFCeRFq9vi8pGyEHY8DJUbw8Df1RqE6iUidG+7pyxrU66sxuxCxaQd0sHddA1Ghj8MzjUgb/Gwc3gApvdzpp2tzNjqLr2oHUS164DwHbIPSVEU2MheL+S+6Dn35MuHUQEcG8snBvw0COzEKIxyjTSQCnl7btlO2CAECIEZWqqqxDiDx3aWr64NlNkORJCYMWwClV06JGIvazoT1XxglF/gKGJvi16LKjpZIWPlz2Lmw8lOzSMuF9+0U1HJlYw+k/l71VjCqyQuPdSDGcikni1Sy2MDNTRgzaRubkkrluLRdu2GLm63t1xYT3IXL1PL4FuHcQxoJYQwksIYQyMAjbe20AI4QGsBcZKKQNvb5dSvieldJNSeuYft1dKqQUFswqEZ3sYsQyiTys32UeIKKkQpMYozs3ABMb8pUTIqGiNUS092GbiTkaXnsQvXkLmFR0FNth5w/DfFGG/tRPz6w6EQ05Wft5DEB525gxuXtTssEppSDtylJyo6PtlvUGJXnKqD84PxvSUPzqLRZRS5gghXgF2AAbAUinleSHE5Pz9PwP/A+yBBfnJITlSSh9d2VThqNMbBi2AdZPA/wUYvqxyhIdmpSk1udPilDWVKtX1bdFjR9/GVfl82yWez2zDUoODnH3rPWqv+gNrcx2M0mp0gR6fwo734fJdHahsY1u+umVFFWd3jDauAStnJezywXfjomtWqxRMor8fBjY2WHbvfs/GcAg7Al0/1J9h9yC0pvlSAfDx8ZEBAQH6NuPROfozbJ8GTZ+BgT/ofd6xSPJylemIoB1KTH2d3vq26LElOikD/+MRRK/8i2cOLOeHFiPQ9BvEkObV6FDTAUNtT/nEXFKEJlOikSnX2XbkFFY58bRzzkWTegNSr0NezsPHmdjkOwtnsHK55/1eZ+KiTGlV5O92OZKTkMCVjp2wHTUKlw/ev7vj0Lew63/w2klldFcOCCGOF/ZgXgkeV58AWk9WFq33f6GULe3xacX8IUkJ26ZB4Dbo87XqHHRMVRszXulai7zO07k48iwTLmzhteqN2XQ6CgdLEwY1dWVIczfqu2qpiIxTXeUF7L5wg5eTApgzrDEan/ylxLw8yLip6G2lXle0xu57vw7h/ym1C3IKmDI1Mr/fidTsDs3Hasf2Skbypk3I7Gxshz0gwnfOX0muLSfnUByqg6godJ6uOIkjPyjz+R3f0bdFD3PkB0Xwre2r4DtB39Y8MWg0Gmp+8SnBgwazIvMoF8a/zdoTESw7EsLig9eo62LF0OZuDGzqipO1aZn7u625VN3enMHN7ll70GiUQlgWDkARpWSlhFtJiqNIuZ7/Hn2/Q4kIUBZjHesqkjRPEFJKEv38MW3YENM6de7uiLuirEn2/Fx/xj2A6iAqCkJAry8U3aa9nygjiZYv6tuqu5xfr8TM1x8E3T/WtzVPHCY1auAwYQJxCxbQbsggeo5tR0JaFpvPROF/IpLPtl7k820X6VDLkSHNq9GjvgtmxqXLwN114Qbno5L5eniT0k1jCaF8f81swbFOwW0yU+B7H9g2FV7cozifJ4Rb586RGRiIy8wZ9+845wcIaDC4wOP0gboGUdHIzYbVYxWhrqGL79QT1ith/yqlVF2bKrpSRmV/SlV5dPIyM7k2YCBSSrw3brhbVAa4GpvKuhORrDsZSWRiBpYmhvRu6MKQ5m608rJDoynZlKWUkr7fHSQ9K4fdb3XS/jrHvZxepQRoDPoJmhZfqKgsZAYHY+jggIF1+dZ0LojomTNJWr+BWgf+wcDKStkoJfzQUpl+G1e+0nNFrUE8OW67smBgBMN/VQS61k2CoF36tSf+KqwcBTZuSt1t1TnoDY2JCS6zZpIdFkbczz/ft6+GoyXv9KzDgaldWDWxNX0aubDt3HVGLzpKh6/+5usdl7ka+3Cew4PsvHCDC9HJvNq1lm6dA0CjEVDNB3bP1FkuUF5aGtc//Yzgvv0I7tuP1AMHdNJPie3JyCB58xase/a46xwArp+F+CC9FQYqDNVBVESMzGD0SkWaY/VYCDuqHzvS4uCP/GzOMX+Bhb1+7FC5g0Xr1tgMHEj8kqVkBgU9tF+jEbT2tuerYU049kF3vh3VlJpOlizYd4Vuc/cz6MdDLD8SQkJa1kPH5uUpeQ9eDhYMbOr60H6to9FA7y+VNYp/vtb66VMPHOBq//4krFiB7fDhGNjaED5hItEzZupG46oEpOzcSV5q6v3CfKBML2kMldoPFQjVQVRUTG1gjD/YVIMVI5QnjPIkO0MZOaREw+hVYF+jfPtXKRSnaVMxsLAgeuYsZF7hUmVmxgYMbFqNZeN9OfpeNz7oU49b2bl8tOE8vrN3M2l5ANvPXScrRznHzgvXuRidzGvdaup+9HAbNx9oMloRDdSSgGVOQgJR06YRPmEiGlMzqq9YQdWPZ+Hp54fd+PEkrllD8KDBpJ84oZX+HoVEP3+MPDwwb3nPwnxeHpxbqxR0Mrcrd5uKQnUQFRlLRxi7HkwsYfmQ8lOAzcu7m1U7ZCG4+5ZPvyolwtDODqepU8k4fpxEP78SHeNkbcqEjt5sf6MjW1/rwLi2npwIS2TyH8fxnb2bj9afY+7OQLwdLOjfuBxGD/fSfSYYGMPOsgk9SilJ3rqV4L79SNqyFYeXX8Jr/TrMmzcDlCk656nvUv33ZZCXR+gzY4mZO4+8rIdHU7ogKzSU9GPHsB0y5G7VOICI/yApvEJIazyI6iAqOrbuipOQubC8nBRgd30EFzdCz88q3JBXRcFm8CDMW7Yk5uu55MTFPdKx9V2t+aBvfY5M78pvz7ekYy1H1gSEExSTymvdymHt4UGsXBSZ+Mtb4OreUp0i+/p1Il6eQuRbb2Pk6oqXvx+Or72GxvjhUp3mLVvitWEDtkOHEL9oESHDR3Dr8uWyXkWxJPqvBY0Gm8GD7t9xzh8MTaFuH53b8MhIKR+bV4sWLeRjS+QJKT+rJuUPvlKmxeuun6M/SznDWsot70qZl6e7flTKzK2rV+XFho1kxNvvlPlcyRlZ8ujVOJmnr/95VoaU8xsr3++crBIflpebK2+uXCUvtfCRF5s0lXFLlsq87OwSH5+8d6+83K69vNCwkYxduFDm5eSUxvri7czOloHtO8iwiZPu35GTLeVXNaRcPVYn/ZYEIEAWck9VRxCVBddmysL1zWu6U4C9tEXJlK7TF3p9XjGzuVXuYOLtjf3EiSRv3kzqwUNlOpeVqRGtvO3vn/ooT4xMoedsRTQwYGmJDskKCSHsuXFcnzkT0wYN8N64AfvxzyMMS57eZdWlC96bNmLVpQuxc+cROvZZssLCSnsVhZJ64AA5sbHYPJg5HfIPpMVWyOklUKeYKhdeHRTlzahTih5STqb2zh1xHPxeUBzR0MV6LXOoUnLsJ07A2NOT67Nm6aZuRHlSpw94d4a/PyuyTorMySF+8WKCBw7i1qVLVP30Ezx++xVjD49SdWtYpQrVvp2P65yvyAwKInjQYBJWr0FqMUcs0d8fA3t7rDp3vn/HWX8wsYZaPbTWlzZRHURlo24fRQH22n5FATa3APG0RyUhBFaOBEsneHq1qs5ZidCYmOAycybZ4eHE/fRz8QdUZG6rCWSmKk6iAG5dvEjIiJHEfD0Xiw7t8d68Gdthw8o88hFCYNO/P94bN2DetAnXZ8wgfNIksmNiynRegJy4OFL37cdm4ECEkdE9OzLh4ialsl8FzS9SHURlpMko5Yd0cRNsLnnh+QJJvwl/DFMyuMf4KU5CpVJh0boVNoMHE79kCbcCA4s/oCLjVE+RmDn+K1w/d2dzXmYmMfO+4dqw4WTHxFBt/nzcvv8eI2ftfl+NqlbFffFinD/8kPT/jnGt/wCSt20r/sAiSNqwAXJyHhbmu7IbMpMqXHLcvagOorLS+iXoNB1O/qFoJJXGSeRkwupnFInn0SvBsbb27VQpF5ymvouBpSXXZ8wsMjeiUtB5upIHtH06SEl6QADXBg4ifuFCbAYMoMbmTVj36qmz9RKh0WD3zBi81q3FyLM6kW++ReTb75CbmPjI55JSkui/FrNmzTDxfkCh9awfmNuDdyctWa59VAdRmek8HXwnKiqrB+c92rF5ebD+JQg9pGjhVG+rGxtVygXDKlVwmjaNjJMnSfyrZLkRFRZzO+jyAblBB7n+5nhCnxmLzM7GffFiXD+fjYGtbbmYYeLlheeKFTi+8TrJO3YQPGAgqQcOPtI5Mk6eIis4+OGqcVlpit5a/UGKvE4FRacOQgjRSwhxWQhxRQgxvYD9Y4QQZ/Jfh4UQTfK3uwsh/hZCXBRCnBdCvK5LOystQkCvLxVNmz0fw7ElJT9278dK/HW3GRVDEFClzNgMGoi5ry8xc+eSExurb3PKREpqDYJ3uJKw/Sh2zzyN98YNWLZvV+52CENDHCZPxnP1KjTWVoRPmED0rFnkpaeX6PhEfz+EuTlWvR6onXJ5G2SnV/jfns4chBDCAPgR6A3UB0YLIR4ssnoN6CSlbAx8AizM354DvC2lrAe0BqYUcKwKKHo2gxZA7V6w5W3lpl8cAb/CwW+gxTho/6bOTVQpH4QQuMyciczI4MYXX+rbnFKRc/Mmke+8S8TLU9DYueDZPRbnjqZoLCz0apdZgwZ4+ftj9/zzJK5aTfDgwaSfPFnkMbmpaSRv2451714YWD5g/1k/sK4G7q11aHXZ0eUIwhe4IqUMllJmAauA+9JypZSHpZQJ+R+PAm7526OllCfy/04BLgJq1fTCMDBSwl+rt1UkMoJ2F942aJfiSGo+BX3mqrkOjxkm3l7YT55E8pYtjzwdok+klCRt2kxw334k79iBw5QpeG3ejlmHXnBgHiRF6ttERapj2lQ8lv0G2TmEjnmGmG/mIwuR6kjZvg2Zno7t0AdGCek3lQXqBoMrfB0MXVpXDQi/53MERd/kXwAeChcQQngCzYB/CzpICDFRCBEghAiIreTD6jJxWwHWqb6y8FyQAmzUKVjznKISO/xXMFDrRT2O2E+YgLGXl5IbkZGhb3OKJTs6mojJLxH17rsYubsrMhmvvqLIZPT4VKmDvnumvs28g4WvL14bN2AzZDDxv/zCtREjuXX54eixRD9/jL29MWvW9P4dlzZDXnaFn14C3TqIgh5NCwy1EUJ0QXEQ0x7Ybgn4A29IKZMLOlZKuVBK6SOl9HF0dCyjyZUcUxt4Zm3BCrCJ4fDnCKWc6dNrlALyKo8lGmNjpW5ERARxC37StzmFIvPySFi5kuB+/Un77z+c35uO58o/Ma19TzRdFU+lxO3ZNUrhqgqCgaUlrp9+ituCBeTExhIybBjxS5Ygc3MByLx6lYxTp7AdOvThaKuzfkrN6apNCzhzxUKXDiICcL/nsxvwkNKcEKIxsBgYKKWMv2e7EYpzWCGlXKtDOx8vClKAzUiEFcMVCe8xf4F1VX1bqaJjLHx9sRkyhPhffy3w6VbfZAYHE/rss1yf9TFmTRrjvWkjds89hzAoIIO//ZtgVRW2T1Oi7yoQVl0VqQ7Lzp2JmfM1oc8+R1Z4OIl+/mBoiM2gB8QuU25AyAFFWqMSTO/q0kEcA2oJIbyEEMbAKGDjvQ2EEB7AWmCslDLwnu0CWAJclFI+YvymykMKsKvGKNWqRi4HZ3Wt/0nB6d13MLCy4vqMGRUmNyLv1i1ivv2W4IGDyAwMours2bgvWYKxm1vhB5lYwlMfQ9RJOP1n+RlbQgzt7Kj23be4fvUlmYGBBA8cRKKfH1ZdOmNo/0CRrfPrQOZViukl0KGDkFLmAK8AO1AWmddIKc8LISYLISbnN/sfYA8sEEKcEkLcLijdDhgLdM3ffkoIUQG1cCswjrXhGX9IT4DQgzDge0XnRuWJQcmNmErGqVMkrvlL3+aQeuAgwf0HEP/Tz1j37kWNrVuwHTK4ZAlvjYaDmy/sngW3Cpxt1itCCGwGDMB74wbMmjQmLyUF2xEjH254zh+cG4FjnfI3shQIbQpS6RsfHx8ZEBBQfMMniahTSqa0WtfhiURKSdjz47l1/jw1tm7BUA/rdNk3YrjxxeekbNuOsacnLjNnYNG6FOGdkcdhUVdo+xr0+ET7hmoJmZdHVmgoJl5e9+9ICIVvGyu5Rx3e0o9xBSCEOC6l9CloX8WOsVIpO65NVefwBCOEwGXG/5CZmdz4/PNy7Vvm5nLz9+UE9+lD6p69OLz2Kl4bN5TOOQBUawFNx8DRn8qvumIpEBrNw84B7uYoVWDtpQdRHYSKymOOiVd+bsTWbaT+80+59Jlx9iwhw0dwY/ZszJo2xXvTRhxffrnACm+PRLcZYGgCOz7QjqHlybm1yjRZler6tqTEqA5CReUJwP7FFzH29ub6rI91mhuRm5LC9Y8/IWTESHJiY6n2zTzcFy/CuLqWbopWztDxXQjcpiSbVRZiL8ONs5Vmcfo2qoNQUXkC0BgbU3XWTLIjI4lbsEDr55dSkrR5C1f79CFh1SqqjBmD99YtWPfurX3V1dYvKXkE299XZOorA2f9QGgUcb5KhOogVFSeEMxbtsRm2FDif/1Nq7kRWSEhhL/wAlHvvIORswuea9bg8uEHGFjpKBnT0EQpTxp3GY4t1k0f2kRKOOcHnh2UEVAlQnUQKipPEM7vvIOBtTXX//e/MudG5GVmEvvDjwQPGEjGmbM4f/QhnqtXYdawgZasLYLavaBGV/j7c0iL031/ZSH6FNwMrnTTS6A6CBWVJwoDW1ucp08j4/RpElevLvV50g4f5tqAgcT98ANW3bvjvXULdmPGFJwJrQuEgJ6fQ1Yq7P20fPosLWf9QGME9frr25JHRnUQKipPGNb9+2PepjUxc+c9cs3lnNhYIt9+h7DxLyCRuC9ZTLV5czFy0kOpWqe6SsGs479B9Jny778k5OUp2dM1uys6aJUM1UGoqDxhCCGoOmMGMiurxLkRMjeXm3/+ydU+fUnZuROHKVPw3rgRy3blX8TnPjpPU268298rW212XRF2BJIjK+X0EqgOQkXlicTY0xOHlyaTsm07qfv3F9k24/x5QkaN5sbHn2DasAFeGzcoctwmJuVkbRGYVYGuHypyMhfW69uahznnD0bmUKd38W0rIKqDUFF5QrF/4QWMa9RQciMKKKGZm5rK9dmzCRk+guzoaFznzMFj6dKCs4T1SYtx4NwQdn6kKBZXFHKzFadVuxcY67ciXmlRHYSKyhOKuJ0bERV1X26ElJLk7dsJ7tOXhOV/UGXUSGps3YJN/37az2nQBhoD6PUFJIXD4e/1bc1dgvdDenylnV4CUEuKqag8wZj7+GA7fBjxv/6Gdb9+aMzNuf7Jp6QdOIBJ/Xq4/fA9Zo0b69vM4vHqoGiOHZgHTZ8GmyLkw8uLc35KEa+a3fVtSalRRxAqKk84Tm+/jYGNDRFTXiG4/wAyTpzA+f338FqzpnI4h9s89QkgYdcMfVsC2bfg4mYltNWwAqzVlBLVQaioPOEY2Nri/MH7ZEdGYtmli5LT8OyzCMNKNsFQpboiBX7OD0KP6NeWoJ2QlVKplFsLopJ9A1RUVHSBTd++WLRti2GVyherfx/t34BTK5TypBP+VtYn9ME5P7BwBM+O+ulfS+h0BCGE6CWEuCyEuCKEmF7A/jFCiDP5r8NCiCYlPVZFRUW7VHrnAEq00FMfQ/RpxVGUN3m5SpGuwB3QYDAYVO5ncJ1ZL4QwAH4EngIigGNCiI1Sygv3NLsGdJJSJgghegMLgVYlPFZFRUXlYRoOhf8WwZ6PlYVrUxvd9ZV9C6JOQOhhCDsK4f9CZjIYGCuL5ZUcXbo3X+CKlDIYQAixChgI3LnJSykP39P+KOBW0mNVVFRUCkQI6P0FLOwC+7+Cnp9p79wZiRD+H4TlO4TI45CbpexzrKs4p+ptlVdFiKQqI7p0ENWA8Hs+RwCtimj/ArDtUY8VQkwEJgJ4eHiU1lYVFZXHCddm0GwM/PuzkkjnUKt050mOVpxB6BHFIdw4B0jQGCp9tJoEHm3BozWY22nzCioEunQQBWXUFCiWIoToguIg2j/qsVLKhShTU/j4+FRAMRYVFRW90G0GnN+glCcds6b49lJCXJCinxR2RJk2SgxV9hlZgLsvdH4PqreBaj5gbK5b+ysAunQQEYD7PZ/dgKgHGwkhGgOLgd5SyvhHOVZFRUWlUCydoNNU2PURBO2CWk/dvz83B66fVkYGt9cQ0vNrS5g7KI6g1STwaAMujSv9gnNp0OUVHwNqCSG8gEhgFHDfqo0QwgNYC4yVUgY+yrEqKioqxdJqsiIHvv09cGupRDeFHVWmjcKPQXaa0q6KJ9TqoTgFjzZgX1NZy3jC0ZmDkFLmCCFeAXYABsBSKeV5IcTk/P0/A/8D7IEF+RovOVJKn8KO1ZWtKioqjymGxtDrc/hzBHzpiTJTLRRxv2ZjFGfg0Qasq+rZ0IqJkBVRQ72U+Pj4yICAAH2boaKiUpGQEv75GrLTlegid1/dhr5WMoQQx6WUPgXte/Im1VRUVJ4shIBO7+rbikqJqsWkoqKiolIgqoNQUVFRUSkQ1UGoqKioqBSI6iBUVFRUVApEdRAqKioqKgWiOggVFRUVlQJRHYSKioqKSoGoDkJFRUVFpUAeq0xqIUQsEKpvO0qAAxCnbyN0yON8feq1VV4e5+sry7VVl1I6FrTjsXIQlQUhREBhqe2PA4/z9anXVnl5nK9PV9emTjGpqKioqBSI6iBUVFRUVApEdRD6YaG+DdAxj/P1qddWeXmcr0c1KjAAAATwSURBVE8n16auQaioqKioFIg6glBRUVFRKRDVQaioqKioFIjqIMoRIYS7EOJvIcRFIcR5IcTr+rZJ2wghDIQQJ4UQm/Vti7YRQtgKIfyEEJfy/4dt9G2TthBCvJn/nTwnhFgphDDVt01lQQixVAgRI4Q4d882OyHELiFEUP57FX3aWFoKubY5+d/LM0KIdUIIW230pTqI8iUHeFtKWQ9oDUwRQtTXs03a5nXgor6N0BHfAtullHWBJjwm1ymEqAa8BvhIKRui1IEfpV+rysxvQK8Htk0H9kgpawF78j9XRn7j4WvbBTSUUjYGAoH3tNGR6iDKESlltJTyRP7fKSg3mGr6tUp7CCHcgL7AYn3bom2EENZAR2AJgJQyS0qZqF+rtIohYCaEMATMgSg921MmpJT/ADcf2DwQWJb/9zJgULkapSUKujYp5U4pZU7+x6OAmzb6Uh2EnhBCeALNgH/1a4lWmQ9MBfL0bYgO8AZigV/zp9AWCyEs9G2UNpBSRgJfA2FANJAkpdypX6t0grOUMhqUhzXASc/26IrxwDZtnEh1EHpACGEJ+ANvSCmT9W2PNhBC9ANipJTH9W2LjjAEmgM/SSmbAWlU3imK+8ifix8IeAGugIUQ4hn9WqVSGoQQH6BMZa/QxvlUB1HOCCGMUJzDCinlWn3bo0XaAQOEECHAKqCrEOIP/ZqkVSKACCnl7RGfH4rDeBzoDlyTUsZKKbOBtUBbPdukC24IIaoC5L/H6NkerSKEeA7oB4yRWkpwUx1EOSKEEChz2BellPP0bY82kVK+J6V0k1J6oixw7pVSPjZPoVLK60C4EKJO/qZuwAU9mqRNwoDWQgjz/O9oNx6TBfgH2Ag8l//3c8AGPdqiVYQQvYBpwAApZbq2zqs6iPKlHTAW5en6VP6rj76NUikxrwIrhBBngKbAbD3boxXyR0V+wAngLMp9oVLLUgghVgJHgDpCiAghxAvAF8BTQogg4Kn8z5WOQq7tB8AK2JV/X/lZK32pUhsqKioqKgWhjiBUVFRUVApEdRAqKioqKgWiOggVFRUVlQJRHYSKioqKSoGoDkJFRUVFpUBUB6GiUkKEEFIIsfyez4ZCiNjSKtfmq8O+fM/nzo+jCq5K5UV1ECr/b++OVaOIojiMfwdsBEEhha1gIxKCNmm0sJG8guIbWEgaQdIYUwV8BwtFtJRATCciCGKjxFqr2CWVKKTQY3FPcF3umgwxrML36+beuzOzxXB2hp3/0cF9BWYj4nhtXwU+H2J/p4Cb+66SpsQCIQ2zQUusBbgOPNmbqH4DzyqT/01EzNX4cmX4v4yITxFxqz6yCpytF5vu19iJkZ4Tj+vNZmkqLBDSME+Ba9VQZ47f03jvAe8qk38JeDgydw5YAOaBu5XJdQf4mJkXMvN2rbsILALnaQmyl47yy0h/YoGQBsjMTeAM7e7h+dj0ZeBRrXsBzETEyZpbz8zdzNymhcSdnnCIt5m5lZk/gPd1LGkqjk37BKT/0Bqtf8IVYGZkvPc4aC/LZndk7DuTr72DrpOOnHcQ0nAPgJXM/DA2/gq4Ae0fScD2Pv0+vtAC1qR/kr9OpIEyc4vWn3rcMq3j3CbwjV/R0pP2sxMRr6v5/Aaw/rfPVToM01wlSV0+YpIkdVkgJEldFghJUpcFQpLUZYGQJHVZICRJXRYISVLXT+gg2aqAzggwAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "plot_region_seasonality(ax=ax, region='BUSIA')\n", + "plot_region_seasonality(ax=ax, region='HOMA BAY')\n", + "plot_region_seasonality(ax=ax, region='SIAYA')\n", + "plot_region_seasonality(ax=ax, region='MIGORI');" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UoqKiuOWWW+jRowd//PEHvXr1Iioqitdee42//e1vuLm58c033/DUU08RGRlJVFQUGzdurHDcCRMm8NVXX11iwpozZw6ffvopkZGRdOrUicWLFwPw1ltv8d5779GzZ0/OnDlj3QviYDSImuM9evRQupBT/eeLTUd4YfEeVj8+iLaBl/vcv7FyH2+v3s/Hd/ZgaMeml3fQQIiLi6NDhw62FkNjZ5T3vRCR7UqpHmXP1TMOTb1hVVw6oQFe5SoNgIcGt6NDc1+eXfQHp8/m17F0Gk39QSsOTb0g53whmw+eZEgli99uLk68Pj6S02fzeXGJNllpNFeKVhyaesFv+zPILypmSIfKTVAdW/jyyJAwlsQms/yPlDqSTqOpX2jFoakXrIpLx9fdhR4hjas890/RbenS0o+/fb+bkznn60A6jaZ+oRWHxuEpLlb8Em9Ei7s6V/2VdnV24j/jI8nOK+SFxdpkpdFUF604NA5PTFImJ8/mM6SD5cF9Ec18eGxoGD/8kcKyXclWlE6jqX9oxaFxeMpGi1vKfQOuJrKVP89/v5uMbG2y0mgsxaqKQ0SGiUiCiBwQkafLOT5GRHaJSIyIbBOR/qWOHRGRP0qOldp/lYisFJH95t+qjdqaek150eKW4OLsxOvju3I2v4jnFv1BQ4hpshecnZ2Jioqic+fOjB8/ntzc3Cvua+3atYwcORKAJUuWMGPGjArPzczM5P3336/2GC+99BL/+c9/yj325ptvXoiAnzZtGqGhoURFRREVFUXfvn0vOXfMmDH06dPHor5fe+01OnXqRNeuXYmKimLLli2MGzeOqKgo2rVrh5+f34VxNm7cSHR0NK1bt77kezx27NgLdUQyMjIYNmxYtT97eVhNcYiIM/AeMBzoCEwSkY5lTlsNRCqlooC7gE/KHB+slIoqE4DyNLBaKRVmtr9MIWkaDhVFi1tKuyAfnrghnJ/3prE4Rpus6goPDw9iYmLYvXs3bm5ufPjhh5ccV0pdSIFeHUaPHs3TT1d8S7hSxVERhYWFzJo1i9tvv/3CvpkzZxITE0NMTMwlUeyZmZns2LGDzMxMDh8+XGm/mzZtYtmyZezYsYNdu3axatUqWrVqxaJFi4iJieGTTz5hwIABF8YpUVD+/v5s2LDhwnglCRsBAgMDad68+YXjNcGaSQ57AQeUUocARGQeMAa4kKZUKZVT6nwvwJJHvjFAtPn6c2At8FTNxdU4Iqvj0gGqtb5Rlrv7X81Pe9J4ccke+rRtQlNf99oSz/5Z/jSk/lG7fTbrAsMrfuovy4ABA9i1axdHjhxh+PDhDB48mE2bNvH999+TkJDAiy++yPnz52nbti2fffYZ3t7erFixgscee4yAgAC6det2oa/Zs2ezbds23n33XdLS0njggQc4dOgQAB988AFvv/02Bw8eJCoqiqFDhzJz5kxmzpzJggULOH/+POPGjbtQ/+O1117jiy++oFWrVgQGBl6WBh6MuiLdunXDxaXqW+m3337LqFGjaNq0KfPmzeOZZ56p8NyUlBQCAgJo1KgRAAEBARZdy4kTJzJv3jz69+/Pd999x80333xJ7q6xY8cyZ84c+vXrZ1F/FWFNU1VLILHU+yRz3yWIyDgRiQd+wJh1lKCAn0Vku4jcV2p/U6VUCoD5t9w7hojcZ5q/tmVk6EI+9ZVVcWlcHeDF1RVEi1uCs5Mw89aunC8s4tnvtMmqLiksLGT58uV06dIFgISEBO6880527tyJl5cXr776KqtWrWLHjh306NGDN954g7y8PO69916WLl3K+vXrSU1NLbfvRx55hEGDBhEbG8uOHTvo1KkTM2bMoG3btsTExDBz5kx+/vln9u/fz9atW4mJiWH79u2sW7eO7du3M2/ePHbu3Ml3333H77//Xu4YGzZsuEyhPPnkkxdMSJMnT76wf+7cuUyaNIlJkyYxd+7cSq/LDTfcQGJiIuHh4Tz44IMXaopUxZAhQ1i3bh1FRUUXUseXpkePHqxfv96ivirDmjOO8vIRX/aLVEotAhaJyEDgFeB681A/pVSyiAQBK0UkXim1ztLBlVIfAR+Bkauq2tJr7J6c84VsOXSKqX3b1LivqwO9+euN7fn7sr18u+M4t3YPrgUJHYBqzAxqk3PnzhEVFQUYM467776b5ORk2rRpQ+/evQHYvHkze/fuvfB0nJ+fT58+fYiPjyc0NJSwsDAA7rjjDj766KPLxlizZs2FtQdnZ2f8/Pw4ffr0Jef8/PPP/Pzzz1xzzTUA5OTksH//frKzsxk3bhyenp6AYQIrj5SUlMvyO82cOZNbb731kn1paWkcOHCA/v37IyK4uLiwe/duOnfuXG6/3t7ebN++nfXr1/PLL78wYcIEZsyYwbRp08q/oCbOzs7079+f+fPnc+7cOUJCQi45HhQURHJyzU2y1lQcSUCrUu+DgQolVkqtE5G2IhKglDqhlEo296eLyCIM09c6IE1EmiulUkSkOZBuxc+gsWMsjRa3lGl9Q1ixO5WXl+6hX7smNPfzqJV+NZdTssZRltL1M5RSDB069LKn85iYmFqrk6GU4plnnuH++++/ZP+bb75p0RgeHh7k5eVVed78+fM5ffo0oaGhgFF7ZN68ebz66qsVtnF2diY6Opro6Gi6dOnC559/XqXiAMNcNW7cOF566aXLjuXl5eHhUfPvtTVNVb8DYSISKiJuwERgSekTRKSdmP8dEekGuAEnRcRLRHzM/V7ADcBus9kSYKr5eiqw2IqfQWPHXIgWb1M7jnVOTsLM8V0pLFI89a02Wdma3r17s2HDBg4cOAAYdcL37dtH+/btOXz4MAcPHgSo0OwzZMgQPvjgA8Co95GVlYWPjw/Z2dkXzrnxxhuZNWsWOTnGcuvx48dJT09n4MCBLFq0iHPnzpGdnc3SpUvLHaNDhw4X5KuMuXPnsmLFCo4cOcKRI0cumMIqIiEhgf379194HxMTQ5s2ls2sBwwYwDPPPHOhemFp9u3bV+EspzpYTXEopQqBh4CfgDhggVJqj4g8ICIPmKfdAuwWkRgMD6wJyvi1NgV+E5FYYCvwg1JqhdlmBjBURPYDQ833mgZGUalocRcLosUtpU0TL565qT3r9mUw//fEqhtorEZgYCCzZ89m0qRJdO3ald69exMfH4+7uzsfffQRI0aMoH///hXeUN966y1++eUXunTpQvfu3dmzZw9NmjShX79+dO7cmSeffJIbbriB22+/nT59+tClSxduvfVWsrOz6datGxMmTLhQD2TAgAHljjF8+HDWrbvUgl56jSMqKop9+/Zx7NixCyY4gNDQUHx9fdmyZQsAr776KsHBwRe2nJwcpk6dSseOHenatSt79+4tdwZRHiLCE088Ue6C+i+//MKIESMs6qfSMRrCU5Wux1H/2H70NLd8sJG3JkYxJuoyn4saUVysuOPTLexKOsOKxwYQ3NizVvu3NboeR+0ybtw4/v3vf19Yc7FnBg4cyOLFi2nc+PJZuq7Hoan3XGm0uCU4OQn/uqUrSime+naXNllpKmXGjBmXxEvYKxkZGfzlL38pV2lUF604NA7J6rh0eoZUP1rcUlpd5clzIzqy4cBJ5mw5ZpUxbIlWhrVHREQEAwcOtLUYVRIYGMjYsWPLPVbd74NWHBqHI/FULglpVx4tbimTerViQFgA//gxjsRTV54Sw95wd3fn5MmTWnloAENpnDx5End3ywNfremOq9FYhTXxJdHi1lUcIobJ6sb/ruOJhbHMvbc3Tk614wZqS4KDg0lKSkIHxmpKcHd3JzjY8tglrTg0DsequDSuDvQiNMCr6pNrSAt/D54f1ZG/frOLLzYdYVq/UKuPaW1cXV0vxBNoNFeCNlVpHIqSaPHKaovXNuO7BzM4IpAZK+I5cuJsnY2r0dgrWnFoHIr1+2o3WtwSRIR/3twVN2cnnlgYS1GxXhvQNGy04tA4FKvi0vHzcK21aHFLaebnzkujO7Ht6Gk+21B5SmyNpr6jFYfGYSgqVvySkE50RGCtRotbyrhrWnJ9h6bM/CmBgxk5VTfQaOopWnFoHIaYxNOcOptfp2aq0ogI/7i5Mx5uztpkpWnQaMWhcRhWx6Xj4iQMCg+0mQxBPu78fUxndh7L5OP1h2wmh0ZjS7Ti0DgMRrT4Vfh5WCda3FJGdW3O8M7NeOPnfexPy666gUZTz9CKQ+MQlESL16REbG0hIrwytjPe7i48vjCWwqLq18bWaBwZrTg0DsHquDTA+tHilhLg3YhXxnRmV9IZ/rdOm6w0DQutODQOwer49DqLFreUEV2bM7Jrc95ctY/41Cxbi6PR1BlacWjsnuy8AjYfOmn1pIZXwitjOuPn4cbjC2Ip0CYrTQNBKw6N3bN+/wkKilSdphmxlMZebrw6tjN7krNYtOO4rcXRaOoErTg0ds+quDT8PFzpXsfR4pZyY6emtG/mw6wNh3Wqck2DQCuOSkjPymPjgRO2FqNBU1SsWJuQwWAbRYtbgogwvV8I8anZbD50ytbiaDRWxz5/iXbCf35O4IGvtmt3Sxti62hxSxkT1ZLGnq7M3qjzWGnqP1pxVEJ0RBBZeYXsTMy0tSgNllVmtPhAG0aLW4K7qzO3X9ualXvT6lW1QI2mPKyqOERkmIgkiMgBEXm6nONjRGSXiMSIyDYR6W/ubyUiv4hInIjsEZFHS7V5SUSOm21iROQma8nfr10Azk7C2oR0aw2hqYLVcWl2ES1uCXf0boOI8MWmI7YWRaOxKlZTHCLiDLwHDAc6ApNEpGOZ01YDkUqpKOAu4BNzfyHwuFKqA9Ab+L8ybf+rlIoytx+t9Rn8PFzp3roxaxN0iU1bkHgql31pOXYRLW4Jzf08GN65GfN+T+Ts+UJbi6PRWA1rzjh6AQeUUoeUUvnAPGBM6ROUUjnqohuKF6DM/SlKqR3m62wgDmhpRVkrZFBEIHuSs0jPzrPF8A2aVWa0uD3Gb1TE9H6hZOcV8t2OJFuLotFYDWsqjpZAYqn3SZRz8xeRcSISD/yAMesoezwEuAbYUmr3Q6aJa5aIlOujKSL3meavbRkZVz5jiI4wbOu/6llHnbM6Lp22gV6E2FG0eFV0a+1PZLAfn208QrFOu66pp1hTcUg5+y77JSmlFiml2gNjgVcu6UDEG/gWeEwpVZLT4QOgLRAFpACvlze4UuojpVQPpVSPwMArX1jt2NyXIJ9GrN2nFUddkp1XwJbD9hktXhmGa24ohzLOsm6//s5o6ifWVBxJQKtS74OB5IpOVkqtA9qKSACAiLhiKI05SqnvSp2XppQqUkoVAx9jmMSshohR/2H9vgztlluHXIgWdzDFAXBTl+YE+TRi9sYjthZFo7EK1lQcvwNhIhIqIm7ARGBJ6RNEpJ2IiPm6G+AGnDT3fQrEKaXeKNOmeam344DdVvwMwEW33BjtlltnrIpLw9/TlW6t/W0tSrVxc3Hijt5tWJuQoUvMamzG+cIivtp8lNNn82u9b6spDqVUIfAQ8BPG4vYCpdQeEXlARB4wT7sF2C0iMRgeWBPMxfJ+wBTgunLcbv8tIn+IyC5gMPBna32GEvqHlbjlatNDXVASLR4dbr/R4lUxqVdr3Jyd+FzPOjQ2Yv2+E/zt+93EJNX+A69LrfdYCtNV9scy+z4s9fpfwL/Kafcb5a+RoJSaUstiVomfh/Hku3ZfOk/cGFHXwzc4dh5zjGjxygj0acSoyBZ8sz2Jx2+IcIg4FE39YumuZPw9XenfLqDW+3bMxzkbEB0RxO7jWWRkn7e1KPWekmjxQRH2HS1eFdP7hZCbX8TCbYlVn6zR1CLn8otYuTeN4Z2b42qFWbtWHBYyyEx5sU57V1md1XFp9Aq9Cl93x35K79zSj14hVzF74xGKtGuupg5ZHZ9Gbn4RoyKbV33yFaAVh4V0auFLoHbLtTrHTuayPz3Hoc1UpZneL4Sk0+cuBDNqNHXB0thkgnwacW1oE6v0rxWHhYgIA8MCWb8/Qz89WpHV8SXR4o6RZqQqhnZsSkt/Dz7boLPmauqGrLwCfknIYETX5jg7lbtUXGO04qgG0RGBZOYWaLdcK7I6Lp12Qd60aeI40eKV4eLsxJ192rD50CniUnRdco31+XlPGvmFxQzmNpgAACAASURBVIyKbGG1MbTiqAYDwgJwEvhVZ8u1CiXR4vZYIrYmTOjZCndXJ2ZvOGJrUTQNgKWxyQQ39uCaVtaLgdKKoxr4e7pxTevGep3DSqzb57jR4pXh7+nGzd2C+T7mOKesEIyl0ZRw6mw+vx04wajIFpix1VZBK45qEh0eyK6kM5zI0W65tc1qB44Wr4rpfUM4X1jM3K3HbC2Kph6zfHcKRcWKUV2tZ6YCrTiqTXSEYUbRbrm1S1Gx4peEdAZHBDlstHhlhDX1YUBYAF9uOkqBznmmsRJLYpJpG+hFh+Y+Vh2n/v1CrUynFr4EeLvp9CO1zM5jpzmdW+AwRZuuhOn9QkjNymP57lRbi6Kph6SeyWPrkVOMjmxpVTMVaMVRbZzM+tfrtFtureIotcVrQnR4EKEBXto1V2MVfvgjBaVgpJWC/kqjFccVEB0RRGZuAbFWSB7WUFkdl8a1Vzt+tHhlODkJU/u0YeexTO3Sral1lsYm06mFL20Dva0+llYcV8BA0y1Xm6tqh5Jo8eva1y9vqvK4pXsw3o1cmK1nHZpa5NjJXGISM60au1EarTiuAH9PN6Ja+et4jlriYm3x+ru+UYKPuyvjewTzwx8ppGfpOvaa2mHpLqNG3siu1jdTgVYcV0x0RBC7jp/hpHbLrTGr49PqVbR4VUzrG0JhseKrzUdtLYqmnrA0NpnubRoT3NizTsbTiuMKiY4IRCl0XekakpVXwJZDp+q1N1VZ2jTxYkj7IOZsOUZeQZGtxdE4OPvTsolPzWZUHc02QCuOK6ZzCz/tllsLrNuXQWGx4vp6Fi1eFdP7hXLybD5LY5NtLYrGwVkam4yTwE1acdg/Tk5Gttx1+7Rbbk1YE5dOY09XurVubGtR6pS+bZsQ0dSHzzYcwaiWrNFUH6UUS3el0KdtE4J83OtsXK04asCgiEBO5xawS7vlXhGlo8Wtlf7ZXhERpvULYW9KFlsPn7K1OBoHZU9yFodPnLV6ipGyVFhzXET+UllDpdQbtS+OYzEwLPCCW+41DeyJuTbYcSFavGGZqUoYG9WSf62IZ/bGI1x7tXUK7mjqN0tjk3FxEoZ1blan41Y24/CpYmvwNPZyI7KVv86We4WsikvDxUkYEB5ga1FsgoebMxN7tuanPakknc61tTgaB6O4WLE0NpmB4YH4e7rV6diVKY4flFIvV7RZ0rmIDBORBBE5ICJPl3N8jIjsEpEYEdkmIv2raisiV4nIShHZb/616aN+dHgQu5IytVvuFbA6Lr3eR4tXxZ192iAifLlJu+ZqqseOY6dJPpPH6DoK+itNZYrjY/Pm/HcR6VjdjkXEGXgPGA50BCaV089qIFIpFQXcBXxiQdungdVKqTCz/WUKqS4pcctdv/+ELcVwOI6ePMuB9ByGNIBo8cpo4e/BsE7NmLv1GLn5hbYWR+NALI1NppGLE9d3rOA3lHsK5k6C00dqfewKFYdS6hpgJFAEfGPOCp4SkTYW9t0LOKCUOqSUygfmAWPKjJGjLrqUeAHKgrZjgM/N158DYy2Uxyp0aelHEy831uoo8mqxKs64Xg3NDbc8pvcLISuvkO92HLe1KBoHobComB/+SGFIhyC8G5WzVF2QB/NuhwOrITut1sev1KtKKZVgmqY6AlMBf2CNiGywoO+WQGKp90nmvksQkXEiEg/8gDHrqKptU6VUiilfClBu5JiI3Geav7ZlZFhvDeJittwTFGu3XItZE59GWJA3rZvUTaSrPdO9TWO6tPRj9kbtmquxjM2HTnEiJ798b6riYlj8IBzbBOM+hNbX1vr4FrnjiogTxg26KcbMwJI7cXn+lZf9KpRSi5RS7TFmDq9Up21lKKU+Ukr1UEr1CAy0bqru6IhATp3NZ9fxM1Ydp75wMVpczzbAcM2d3i+EA+k52uSpsYilscl4N3JhcPtynpt/eRV2fwvXvwSdb7bK+JUqDhEZICLvYzzxPwn8BkQopSwxDyUBrUq9DwYqDJNVSq0D2opIQBVt00SkuSlfc8DmNqIBYYGIoM1VFnIxWrzhpBmpihFdmxPg3YjZG4/YWhSNnZNfWMzy3Snc0LEp7q7Olx7c8QWsfx26T4N+j1lNhgoVh4gkAjOAOOAapdQNSqlZSilLH6t/B8JEJFRE3ICJwJIyY7QTs1SViHQD3ICTVbRdgmE2w/y72EJ5rMZVXm5EBvvr9CMWstqMFtexLxdp5OLM5GtbsyY+ncMnztpaHI0ds35/Bll5hZenUD+4BpY+Bm2HwE2vgxWrAFY24+ivlOqnlHpHKVXt1RWlVCHwEPAThvJZoJTaIyIPiMgD5mm3ALtFJAbDi2qCMii3rdlmBjBURPYDQ833Nic6IpDYpExOnc23tSh2TWFRcYONFq+Kyb1b4+osfK5nHZpKWBKbjL+nK/3DSsU/pe2BBVMhqAOMnw3OFcZ21wqVeVUdFZGpIrJDRM6a2zYRudPSzpVSPyqlwpVSbZVSr5n7PlRKfWi+/pdSqpNSKkop1Ucp9Vtlbc39J5VSQ5RSYeZfu8jXEB0RZLrl6llHZew4lklmA44Wr4wgH3dGdW3Bwm2JZOUV2FocjR1yLr+IlXvTGN65Oa7O5u07KwXm3AZuXnD7AnD3tboclZmq7gQeAx4HWmB4Nf0VeLQ6yqOh0LWlH1d56Wy5VbE6Lg1XZ2FgA40Wr4rp/UI5m1/Ewm1JthZFY4esiU8nN7+IUSV1xc/nwNwJkJdpKA2/yxxXrUJlpqoHgXFKqV+UUmeUUplKqTUY5qUH60Q6B8LIlhvAun0Z2i23ElbHp3NtaBN8GnC0eGV0CfajR5vGfL7xiM66rLmMpbHJBPk04trQJlBcBN/eDal/wK2fQfOudSZHZYrDVyl1pOxOc5/150IOSHREECfP5rM7WbvllseFaHHtTVUp0/qFcOxULmvitZee5iJZeQWsSUhnRNfmOAuw/CnYtwJumgnhN9SpLJUpjnNXeKzBMiAswHTL1eaq8iiJFm/oaUaq4sZOzWju587sjYdtLYrGjli5J438wmLDm2rz+/D7x9D3Yeh5T53LUpni6GAmICy7/QG0rysBHYkm3o3o2tJPx3NUwOo4HS1uCa7OTkzp04YNB06SkJpta3E0dsLSXcm09Pfgmpz18NNz0GE0XP93m8hSqeIARpWzjcRIPKgph0ERQcQkZpKZq91yS5OVV8DWwzpa3FIm9WyNu6uTnnVoADh1Np/f9p/gvranke/ug+AecPNH4GSbWnyVuuNWttWlkI5EdEQgxQrW6dQRl/Brgo4Wrw6NvdwYd01LvttxnNM6NshqZOcVcCbX/l2fl+9OoZlKY/Khv4J3EEycC64eNpOnsgqAh7k0P5SUeq+UUm2tKZijEhnsT2NPV9YmpNskT7698sOuFJp4uelo8WowrW8oc7cmMvf3YzwY3c7W4jg0hUXFHD5xlvjUbBJSs4lPzSI+NZuk0+fw93RlxaMDaeZXdzW7q8uanQnM8fgPzqoQJn8D3tbNv1cVlYUX9ijz3gm4DXgC2Gk1iRwcZydhQFjgBbdcJx0dTVpWHivj0rinf6iOFq8GEc186NeuCV9uOsq9A66+GPClqRClFOnZ500FkUV8SjbxqdkcyMghv7AYMH6jVwd4EdXKn1u6BfO/dQd55rtdzJrWE7Fimo4rJe10Fncnv0iwcyoycTEEhttapIoVh1LqJFzIjDsFI8lhDDBCKbW3bsRzTKIjAlkSm8ye5Cy6BPvZWhybs+D3RIqKFZN6tba1KA7HtL6h3PvFNn7ak8rI8lJoN2DOni9kX1r2JbOIhNRsTpcyPTX1bUREM18GhAUQ0cyHiGY+tAvyppHLxeSA/p6uvLx0Lwu3JXFbz1blDWU7lCJrwZ/o67SXtCHv0DSkf9Vt6oDKTFWuGPUx/oyRFXeMUupgXQnmyAwMN6aRaxPSG7ziKCpWzN16jAFhAYQEeNlaHIfjuvZBtL7Kk882HGmwiqOoWHHk5FniU8xZRKqhLI6dulin3dPNmfCmPgzr3IyIpj5ENPOlfTMfGntVXYt7ap8QVuxO5ZVle+kXFkBLf9utHVzGr/8iLGUZX3pMZkp/+0nYUZmp6jBQCLwJHAMiRSSy5KBS6jsry+awBHg3omuwH2v3ZfDwkDBbi2NT1iakk3wmjxdGaUe8K8HZSZjaN4RXlu1lV1ImXYP9bS2SVVFKsfXwKf44fsZUEFnsT8vhvGlmchIICfCiS0s/bu0eTEQzHzo08yW4sccVm4WdnISZt0Yy7K11PP3tLr64q5d9mKxi5sLaf7KwcCBnr/2LraW5hMoUxyqMxfBIcyuNArTiqITo8EDe/eUAmbn5+HtW/dRTX5mz5RhBPo20G24NGN8jmDd+TmD2hiO8MSHK1uJYDaUUr/0Qxye/GS7IAd6N6NDchym92xgKorkv7YK8L69BUQu0buLJszd14G/f7+brrceYfK2lFbKtxOH1sORhkvx78mzqPayxs9lmZWsc0+pQjnrHoIgg3l5zgPX7T1yeN7+BkHQ6l18S0nlocDu9sFsDfN1dGd+jFXO2HOXpm9oT5GO/3j9XSmmlMaV3Gx67Powm3o3qVIbJ17Zmxe5UXvshjoFhgbS6ykaBqhkJMH8yNGnLY/mP06W1r+1kqQD9a7YSUa388fd0bdDpR+ZtTUSAiXpRvMZM7RtCYbFizuZjthal1lFK8aqpNKb2acPfx3Sqc6UBRgnff93aFScRnvwm1jbJSnPSYc6t4NyIIzd+xra0Yrt069eKw0qUuOX+2kCz5RYUFTN/WyKDI4Lsa7HRQQkN8GJwRBBzthzlfGGRrcWpNUqUxqe/HWZa3xBeGt3JpusLLf09eH5kBzYfOsUXm47U7eD5uTB3IuRkwO3z+O6wC04CN3VtXrdyWIBWHFYkOjyQEznn2ZuSZWtR6pxVe9PIyD7P5N56tlFbTOsbwomcfJbFpthalFqhrNJ4cVRHu1iUvq1HK6IjApmxIp4jdVXGt7gIvrsXju+AWz9FtejGsthkel/dxC5NkxYpDhHpKyK3i8idJZu1BasPlHbLbWjM2XKMlv4eDArXKUZqiwFhAbQL8uazjYdRyrFnsfaqNMAwWc24uStuzk48sTC2buqirHwB4pfBsH9C+xHsSc7i0Imzdrs+WqXiEJEvgf8A/YGe5lY2qlxTDoE+jejS0q/BrXMcPnGW3w6cYFKvVjpSvBYREab1DWH38Sy2Hz1ta3GuGKUUryyzT6VRQjM/d14a3YltR0/z2QYrJ5rc+jFsehd63Q+9/wQYBZtcnIThnZtZd+wrxJIZRw+gn1LqQaXUw+b2iLUFqy9ERwSy49hph0ikVlvM3XoMFyfhth52FoVbD7i5W0t83V34aN0hh5x1lCiNWRvsV2mUMO6allzfoSn//imBA+k51hkkYQUs/yuEDzdmG0BxsWLZrhQGhgfarSu/JYpjN2Cfas8BKMmWu/5Aw5h15BUUsXBbIkM7NiXI1/5ss46Op5sL0/uF8vPeNO7+fBsncs7bWiSLcSSlAcYM7x83d8bTzZnHF8ZSWFRcuwMkx8A3d0GzrnDrp+BkxKfsTDzN8cxzF+uK2yGWKI4AYK+I/CQiS0o2SzoXkWEikiAiB0Tk6XKOTy5VIGpjSWS6iESISEypLUtEHjOPvSQix0sdu6k6H7iuiWrVGD+PhuOWu2J3KqdzC2wfQFWPeez6MF4a1ZHfDpxg2Jvr+XWf/X+3lFL8fdleZm04zPR+9q80SgjycefvYzoTm5jJR+sP1V7HZ5Lg6wngeRXcPh/cLqbjWRKTTCMXJ4Z2tN/n9coix0t46Uo6FhFn4D1gKJAE/C4iS8okSDwMDFJKnRaR4cBHwLVKqQQgqlQ/x4FFpdr9Vyn1nyuRq64x3HIDLrjl1vdsuV9vOUZIE0/6tm1ia1HqLSLCtH6h9G7bhEfm7mTqrK3c3T+Uvw6LuCR5n71QojQ+23CE6f1CeGGkYyiNEkZ1bc6K3Sm8uXI/Q9o3JaKZT806zMuCObdBQS7c+TP4XFQQhUXF/PBHCkM6BOHdyJLbs22ocsahlPq1vM2CvnsBB5RSh5RS+cA8YEyZvjcqpUpW+TYDweX0MwQ46MjFo6IjgsjIrv9uufvSstl65BS3X9u63itIe6B9M1+WPNSfqX3a8Olvhxn73kYOpNtXqVlHVxpgKOpXxnTGx92FxxfGUFATk1VRASycCicS4LYvIKjDJYe3HD7FiZx8RtlZipGyWOJV1VtEfheRHBHJF5EiEbHkDtgSSCz1PsncVxF3A8vL2T8RmFtm30OmeWuWiJRbGUhE7hORbSKyLSPDtlP5QaZbriOYFGrC11uO4ebsxK3d9aJ4XeHu6szLYzrz6dQepGXlMfKd35iz5ahdLJyXVhp39Qt1SKVRQhPvRrw2rjO7j2fx/i9XmCS8qACWPAIH18Cot6Dt4MtOWRqbjHcjFwa3t283dkvWON4FJgH7AQ/gHnNfVZT3DSn32ywigzEUx1Nl9rsBo4GFpXZ/ALTFMGWlAK+X16dS6iOlVA+lVI/AQNtWywr0aUTnlr71Op4jN7+Qb3ckcVOXZlxlQSprTe0ypENTVjw6gJ4hV/Hcot3c/+V2m5acVUrx8tKLSuP5kR0cVmmUMKxzc8ZEteCdNfvZk3ymeo2zU+HzURD7NUQ/C9fccdkp+YXFLN+dyg0dm1olkWNtYlEAoFLqAOCslCpSSn0GRFvQLAko/egZDCSXPUlEugKfYNT7OFnm8HBgh1IqrZQsaaYcxcDHGCYxuyc6PIgdxzI5c65+uuUui00hO6+Q2/WiuM0I8nXn8+m9+NuIDvySkM6wt9ax8cCJOpejRGnM3niEu/vXD6VRwsujO9HYy43HF8ReqChYJUc3wf8GQkos3PIpRD9V7mnr92dw5lyB3Qb9lcYSxZFrPvnHiMi/ReTPgCUVeX4HwkQk1Gw/EbjEG0tEWmOkZ5+ilNpXTh+TKGOmEpHSPmrjMNyF7Z7oiECKihW/7a/7H3JdMGfLUcKCvOkZYgc1xbNTYdZwWDgdMutfUsDKcHIS7hlwNYse7IdXIxcmf7qFGcvjLb/J1ZCySuNvI+qP0gDw93Tjn+O6EJ+azTtr9ld+slKw+UP4fKThNXXPKuhya4WnL41Nxt/TlX7tAmpZ6trHEsUxxTzvIeAsxizilqoaKaUKzTY/AXHAAqXUHhF5QEQeME97AWgCvG+61m4raS8inhgeWWXrfvxbRP4QkV3AYIwKhdbh90+Mm08tENXKH193l3pprtp9/AyxSWeYfG1r298kTh2GWTdCSgwkLId3e8Ka1yC/jnIO2QmdW/qx7OH+TOzZmg9/PcgtH2zkUIaVgthM6rvSKOH6jk25pVsw7689SGxiZvkn5Z81ck+teArCboD71kLTThX2eS6/iJV70xjeuRluLvafQtASr6qjGOsVzZVSLyul/mKarqpEKfWjUipcKdVWKfWaue9DpdSH5ut7lFKNlVJR5tajVNtcpVQTpdSZMn1OUUp1UUp1VUqNVkpZL+Pb+WzY8x2crHnFXBdnJwaEG9ly7WHhsjaZs+UY7q5OjOtWnlNcHZK2B2YNg7wzMHUpPLwN2o+Edf82FMiuhcZTYAPB082Ff97chQ/v6E7i6VxGvvMbC7YlWuX7V1pp3FOPlUYJL4zqSKB3I55YGEteQZlsxScPwidD4Y9v4LrnYcIccK+8hPSa+HTO5hc5hJkKLPOqGgXEACvM91GWBgA6PF0ngDhBbFmnrisjOjyQ9HrmlpudV8DimOOMjmyBn4er7QRJ3AqfDQcRmL4cgnuAX7ARkTt9BXgFwHf3GLOR5J22k9MGDOvcjOWPDiAy2J+/frOLh+burNUUOGWVxnP1XGkA+Hm4MuOWLuxPz+G/q0pZ2ROWw0eDITsZ7vgWBj4BTlXPIJbGJhPo04hrQx0j/smSOdFLGAvQmQBKqRggxHoi2RG+LeDqwRA7D4prbiMeFFGSLbf+uOV+H5NMbn6RbSPFD6yGL8aAZxO466fLfONp0wfuXQuj34VTh4wf9uL/g+y0crurjzT38+Cre67lqWHt+Wl3KsPfWsfWw6dq3K9SipeW7GlQSqOE6IggJvVqxcfrDrH98AlY86pRT+OqELjvV2g3xKJ+svMKWJOQzoguzR0mKagliqOwrLmoQRF1O5xJhCPra9xVkI87nVr48ms9URxKKeZsPkqnFr50Da58Km419iwyUjdc1dZQGo0rUGBOTtBtCjy8A/o+BLHz4Z3usOFtKLSd22pd4uwk/Cm6Ld/+qS9uLk5M/GgTr/+ccMUBbSVK4/NNR7l3QMNSGiU8e1MHInwLKPrqVlg3E6LuqPx7WA4r96aRX1jsMGYqsDDJoYjcDjiLSJiIvANstLJc9kP7EdDIr/bMVRGBbD92mqw8x3fL3XEsk/jUbCZf28Y2N4xtnxnOC8E9YNoy8LYgaMrdF254FR7cDCH9YOXz8H5vI0tpA1n/iGzlzw+PDOCWbsG8s+YAt/1vE8dO5larj7JK49mbGp7SAPA5tYdFLs8RWfgHy9o8BWPeBdfqVbxcEptMS38PurX2t5KUtY8liuNhoBNwHsM1Ngt4zJpC2RWuHtBpLOxdbCyW15BB4UEUFSs21AO33DlbjuLdyIXRUXX8pKQUrH8Dlj0GYUPhju/Ao5o/uoB2RnK5yd8aWUnnToCvboGMBOvIbGd4NXJh5vhI3pl0DQfSc7jp7fUs2plkUVulFC9qpQE758CsG3F3VnwW/gEP74tk65Hq1Uk5dTaf3/afYFRkC4e6hpZ4VeUqpZ5TSvU0I7GfU0rl1YVwdkPUZCMh2d6a+wR0a+2Pj7uLw69zZObm88OuFMZe06Juk7EpZcwSVr8MXcbDxK/BzfPK+wu7Hv60EYbNgKRt8H4fWP40nHPcQknVYVRkC5Y/OoAOzX348/xYHpu3k+xKZsMlSuOLTUe5b+DVDVNpFJ6HpY/B4gehVS+4fx1Tbr2ZVo09eWJhLLn5hRZ3tWJ3KoXFyq5TqJdHhYqjdAr18ra6FNLmtOpl2NBjvq5xVy7OThey5TqyW+63O45zvrCY23vV4aJ4USEseQg2vgM974VxH4FzLXhyObsaldce2QHd7oSt/zPWP7bNMmpB13OCG3sy997e/GVoOEt3pXDT2+vLrTBYVmk8M7x9w1MaZ5IM773tn0G/R+GOReAVYMzgbu1K4ulcZiyPt7i7pbHJXB3oRcfmvlYUuvapbMbRByNNyHqM0rGvl9kaDiIQNQmO/ganj9S4u+jwIFKz8ohPta9MppailGLOlqN0a+1PxxZ19IUvyINvpsHOr2DQU3DTTIvcHKuFVwCMetPwiAnsAMv+DP8bBIdr7hhh77g4O/HIkDAW3N8HpeC2/23i7dX7L9TbVkrxwmJDadzfUJXGoV+N70OGmdl26N/B+eJs+9qrmzC9byhfbDpqUaqXtKw8Nh8+yWgHM1NB5YqjGfAs0Bl4CyOK+0Q10qrXL7pOBMTwxqkhju6Wu/nQKQ5lnK07F9zz2fD1eIhbapiUBj9rKHNr0byrsdg+/nMjmPDzkbDgTjjtsJn9LaZ7m8b8+OgARnVtzhsr9zHpo80knc7lhcV7+HKzoTSebmhKQynY8BZ8OdYovHTvL9BxTLmnPnljBKEBXjz5za5KTX4AP+xKQSkYaecp1MujQsVhJhJcoZSaCvQGDgBrReThOpPOnvBvBaEDjOyWNTQxNfV1p0Nzx82WO2fLUfw8XBnRtQ7ssrmn4PPRcGQDjP3QMCnVBSKGU8RDW2Hwc7DvZ3ivV4NIX+Lr7sqbE6/hvxMi2ZuSxeD/rG24SuN8tvHQsPIF6DAK7l0DgeEVnu7h5sx/xkeScuYc//gxrtKul+5KpmNzX9oFede21Fan0rm+iDQSkZuBr4D/A97m8txRDYeoyYap6timGncVHRHI9qOnq3wqsTcyss/z055UbukWbP3Uz2eOGylE0vbAhK8Mc2Fd4+oBg/5qpC/pMMpIX/JOjwaRvmTcNcH8+MgA+rQN4NEhYQ1PaWQkwMfXQfwyGPqKMQNtVHX1v+5tGnPvwKuZuzWxwho8iady2Xks06FiN0pT2eL45xjxGt2Al02vqleUUsfrTDp7o8MocPOGmDk17io6PJDCYsUGG6S9rgkLtydSUKS4/drW1h3oxAFDaWQlw5TvoL2NS8v7BcMtnxjBXd5BF9OXHN9hW7msTOsmnnxxVy/+PDS8YSmNvYsNpZF7Cu5cDP0eqZZ59M/XhxMW5M1T3+wqt5TC0l1GhYmRdTFrtwKVzTimAOHAo8BGEckyt2wLKwDWP9y8oONY2LO4xuaKbm0a49PIsdxyi4sVc7ceo/fVV1l3ep0Sa9yUC3KNtYaQ/tYbq7q07m3YuEvSl3x8HXzfsNKX1GuKCuHn5w3zVGB7uH8dhA6sdjfurobJKiPnPK8s23vZ8aWxKXRr7U+rq2rgSm5DKlvjcFJK+Zibb6nNRynlWL5jtUnUJMjPhrhlNerG1dmJ/mEBrE1wHLfc9QdOkHjqnHUXxY9uhNkjwcUd7loBLaKsN9aVckn6kodhl5m+5NgWW0umqQk5GcYC+Ma3ocddMP1H8Kus2nXlRLby50+D2vLN9iRWx118sDiQnk1cSpbDmqnAwgqAmlK07gv+rY1F8hoSHRFIalYeCWmO4ZY7Z/NRmni5cWOnZtYZYN9P8OU48GkGd/8EAWHWGae2cPeFG16B/9sC3oGwYIphWtM4Hknb4KNBkPQ7jHkfRv4XXBrVuNtHhoTRvpkPT3/3B5m5Rk60pbEpOAl141xiJbTiqC5OThB5u+HTfcayFA0VMSjcyK3kCOaqlDPnWB2fzvgeraxTaGbXApg7ychsO325sabgKDRpa0Sw55+F+VOMyGKNY6CUEej52XAj9czdP8M1k2utezcXJ16/LZLTZ/N5cckelFIsjU2m99VNcV3EkQAAHPBJREFUCPJxr7Vx6hqtOK6EyImAMtKt14Bmfu60b+bjEG65839PpKhYcXsvKyyKb/mfUS2tTV+jAJOX/ZfOvIygDjD2Azi+DX54vN57XNULziQZaxnL/mysY9z3KzSPrPVhOrXw4+Hrwlgck8wbK/dx6MRZhzZTgVYcV8ZVodCmn5Ext4Y3iOiIILYdsW+33MKiYuZtTWRgeCCtm9TiYp5SsHYGLP8rRIyAyd9Y5O5ot3QcDQOegJ1fwrZPbS2NpiIK8+G3/xpVIfevhCEvwO0LjOA+K/Hg4LZ0bunLO2sO4OIkDLOWubeO0IrjSomcBCcPGDbRGhAdUeKWe7KWBKt91sSnk5qVx+TadMEtLoYVT8PafxrxMbd9Aa6OO3W/wOBnjRrTy5+CozWP99HUMgd/gQ/6wqqXoO11xvrUgMcNM5UVcXV24vXxUbg6CwPDA2ns5WbV8ayNVhxXSqex4OpZ48SH3U233F/32a+56uutx2jq24gh7S2od2EJRQXw/QOw5UPo/X+Ga6tzHWbYtSZOznDzx+DfxjCDnGm4YU92xZnjsHCa4TVVXAi3L4SJc6pVcKmmRDTzYcH9fXh1bOc6G9NaaMVxpTTyMQICd39nJOC7QlydnejXzn7dchNP5fLrvgwm9myNi3MtfF0KzsH8OwwX1uuehxtfq/1khbbGw99YLC/INTytavD90NSQwnwjz9S7PY164IOfM4p4hd9gE3Guad2YFv7VK/Rkj1j1Fysiw0QkQUQOiMjT5RyfLCK7zG2jiESWOnZERP4QkRgR2VZq/1UislJE9pt/G1vzM1RK5CQ4fwYSfqhRN9ERgaScyWNfWk4tCVZ7zN16DAEm9mpV887yzhjFkvb9BCNeh4FPWDdZoS0Jag/jPoTj2+FHvVhuEw79Ch/2N/JMXT3IMEsN+mv9MInaGKspDhFxBt4DhgMdgUki0rHMaYeBQUqprsArwEdljg9WSkUppXqU2vc0sFopFQasNt/bhtCB4BsMMTUrK3sxW659mavyC4tZsC2R69o3pblfDZ+ScjKMwL7ELUbqjp731I6Q9kyHUTDwSSMV/O+f2FqahkNWMnxzF3wxGgrzYNJ8mDQXGofYWrJ6gzVnHL2AA0qpQ0qpfGAecEkuYqXURqVUScWYzRj1P6piDPC5+fpzYGwtyVt9nJwhcgIcXA1ZKVfcTXM/D9Mt177iOX7em8qJnHwm/397dx5dVX0tcPy7E2YBGWUUEWSegk0FZRaRQSoqWgW0tFKRJw6otY51orXWvoq2Di2i1qdUiuAAogwilknAIBCGlEHGQJhBQDCQZL8/fgeJIUBuck7OvZf9WSsrueeeYZ9FyL7nN+xf+yJ2iqu62k6718KAcdDqen8CjAVdH4FGPd1AgE3zw44mvmUfc4t8vfRTV9mh68PuKaNJr7AjiztBJo46wJZcr9O9bacyBPg012sFpovIYhEZmmt7DVXNAPC+59tjKyJDRSRFRFJ27QrwD3KbgaA5sHx8kU7TpUl1Ujbt5VBmwZedDNrYBZupW7ksnRtVL9qJlk+A9V+4WdaNevgSW8xISIDrRltnedA2zHHNUtMfc0Plhy+Arg+56sbGd0Emjvwar/Nt6BWRbrjE8WCuzR1U9WJcU9dwEYmo0piqjvbWSE+uXr2If/hOp9pFUPcS11xVhHbsro3P41h29FTL/WbXIb5cv4cBl9QjMaEI/RBH9sG0h6H2xa7+z9noh85yb2CAdZb750AGTPy1W2zr2GH3RDtoPFRpEHZkcS3IxJEO5O5RrQucVMhHRFoDY4B+qvrDZAZV3eZ93wl8gGv6AtghIrW8Y2sB4XcMJA2AXWmwbUmhT5FcvzIVy5Tgj5+ksXTLfh+DK5x3F26mRILw8+Qidop/9hQc3uOWZA14rHxUO68pXPsP2PY1TLnPOsuLKvsYzH/JNUutmuSWEx6+CJr0Djuys0KQieMroJGIXCgipYCbgEm5dxCReriFoW5R1TW5tp8jIhWO/wxcCazw3p4EDPZ+Hgx8FOA9FEyL6yCxtJtJXkglExMY/Ytkjmbl0P/V+Tw/fTXHsnN8DLLgvj+WzYSv0+nZsibVKxSh0NuWRbD4TWj3P4GUcog5zfq6P3BLx8Ki18KOJnZtnAf/6AzTH3Vl7u/40k28tGapYhNY4lDVLOBOYBqQBoxX1ZUiMkxEhnm7PQ5UBV7JM+y2BjBXRJYBi4ApqjrVe+9ZoIeIrMWtg/5sUPdQYGUrQdOrYPl7RSpw175BVabe25l+SbX56+fruPaVeawJoXLuJ8sz2H/4GIOKUpcq+xhMHgEV67j/1Mbp8hA07u2a7zbOCzua2HJwO7w/FP7ZBzIPuea/Qe+5IpOmWEk0TjrzW3JysqakpJx5x6JY+xmM7Q8/f9vVLCqiqSu288gHyzmUmcVvezbh1g4XklCUvoYI9H91Pvu+O8rM+7sUftW3eS+68fM3jnWftM0J338Lr3V3/T+3/ye2KgGHITsLFo2GWc9AdiZ0uAc63gelYnMRpFgiIovzTIcAbOa4fxp2g/I1i9RclVuvljWZNqIznRtV5/dT0hjw2gK27D3sy7lPJy3jAIs37WNgu3qFTxr7N7vihU36WNLIT5lz3aflrEyvs/xI2BFFr03zXbPUtIfh/EvcrO/LH7OkETJLHH5JSITWP4e1091kNx9Ur1Ca137xE567vjUrtx2g94tzGP/VlkBLk/xr4WZKlUig/8WF/BSsCp88AAj0fs7X2OJK9cZumO62JfCxdZaf5OAOeP92t05G5gG48R24eaI1S0UJSxx+ShroCqgtf8+3U4q4kU2f3tOJFrUr8tuJqdz2f4vZddD/xYK+y8zigyVb6duqVuGrd6ZNhjVTodvDUMmHMiXxrGkf1+ex7F+uKca4BLrwH/BSMqyY6CrXDl/oZuHHa3maGGSJw0/nNYPabYtcMTc/51cpx7u3teexq5oxe+0uer4wm6krtvt6jcnLtnEoM6vwM8UzD7py4jVauZFU5sy6POia9KY+DBvnhh1N+Jb+y63PUucnrlmq++NQ6pywozJ5WOLwW9Ig2LEcti/3/dQJCcKvOzVgyl0dqV2pDMPeWcx945dywKdFoMYu3EzTmhW4uF4h60Z+/gc4mOHmbMRLmfSgJSS4+R1VGsD4wbB/y5mPiVdHv4OZT7ukccsHbnKtiUqWOPzWsj8klCxy4cPTaVSjAh/c0YG7L7+Ij5Zuo9eo2UWecZ6avp/lW78tfKf4tqWw6B+Q/Cuoe9IgDHM6ZSpaZzm4OlOHtkPPZ6xZKspZ4vBbuSpu9mrqv91choCUTEzgviubMGHYpZQpmcigMQt5avJKvj+WXajzjV2wmbIlE7mm7enKiZ1CTjZ8PALKVYPuTxTq+me9453lGUvd/JezrbP8QIYbwt3sajepz0Q1SxxBSBoIh3fDus8Cv1TbepWZcncnfnlZfd6ct5Gr/jqHZRGWLPn2yDEmLdtGv6TaVCxTMvIgvhrjRgf1+qObDGkKp2kfV9E1dZxbHfFsMuv37oNWj6fCjsQUgCWOIFx0hfv0vXRssVyubKlEnry6Be8Macfho9lc9+p8Rs1YU+CSJR8u2cqRY9kMaleIZTQPZMDMkdCgm2umM0XT+bfQ5CqY9ihsmB12NMVj+3JYMhba3W7FCWOEJY4gJJaE1jfC6qlweG+xXbZjo2pMHdGZfm1q8+LMtVz3ynzW7Tx9yRJV5V8LN9O67rm0qntu5Bed+hBkH3Ur+lm7dNElJLiVA6s2dGtk798cdkTBUnWl0MtWcitCmphgiSMoSQMg55gbi16Mzi1bkudvTOLVQReTvu8wff46l9fnbiAnJ/8288Wb9rF6x0EGtSvEENy1M2DVh26VO5uY5Z/jneXZx+K/s3ztDLdWS5cHoWx4q0CbyFjiCErNVu6rmJqr8urdqhbT7u1Mp4uqMfLjVQwcs4D0fSeXLBm7cDMVSpfgZ21qR3aBo4ddefBqjaHD3T5FbX5QrZHXWb4MJt8Tn53l2VnuaaNKA0geEnY0JgKWOILUZqDrNN6ZFsrlz6tQhjGDk/lT/1YsT/+WXi/M4b2UEyVL9n53lCnLM7j24jqUKxXhvIvZz7lmlL6joEQRSq+bU2vS2y09m/pvWPBq2NH47+t/wu7V0ONpKFHISgUmFJY4gtTqBkgoEchM8oISEW78aT2mjuhM81oVeWBCKre/vZjdhzKZuDido1k5DIy0mWrHKjfmPmkQ1O8YTODG6fwANO3rPpnHU2f59wdg1h/dMq9NrRBmrLHEEaTy1aHRlZA63j2Wh+j8KuV4d2h7Hu3TjC9W76LnqNmMmbue5Asq07RmxYKfKCcHPr4XSleEHiODC9g4CQlwzatQ9aL46iyf+7wbsn7l721QRQyyxBG0NgPcbNj1s8KOhMQE4bbODZh8V0dqVCzDjgOZkdelWvI2bFkAV46Ec6oGE6j5sR86y7Ng3CDXvxTL9m+GL19xIw/rXBx2NKYQLHEErXEvKFsl1OaqvJrUrMCHwzvw7m3tuSYpgpnih3a5xZku6OCaqUzxqXYR9H/NzXmYfHdsd5bPfNo9ZXR/POxITCFZ4ghaiVLQ6nr47xQ4EtmM7iCVKpHApQ2rRlaXavpjrhBd31HWvBCGxj2h26OubP+XL4cdTeGkL3bxXzrcVj6MYZY4ikObAW7Jy5Xvhx1J4a3/jyuF0eEeqN4k7GjOXp3ud53JM37n5j/EElWY9gicUx063ht2NKYILHEUh9ptoXqzQCvmBior083ZqFzfZveG7fjM8mqN4b1fwb5NYUdUcGmTXP9Yt0ehdIWwozFFYImjOIi4meTpi2D32rCjidzcUbBnnSsrUrJs2NGY0hVcZ3lONvw7RjrLs47CjCfcB6i2t4QdjSmiQBOHiPQSkdUisk5EHsrn/UEikup9zReRNt7280VkloikichKEbkn1zFPishWEVnqffUJ8h580/pGkARYFmNPHbvXwZy/QIvrXPFGEx2qNoT+Y2D7Cph0V/R3ln/1Guzb4Ibf2iJfMS+wxCEiicDLQG+gOTBARJrn2W0D0EVVWwMjgeMLL2cB96tqM6A9MDzPsaNUNcn7+iSoe/BVhZrQsDssG+c+KcYCVZhyL5Qo40qmm+jS+Eq4/FFYMQG+fCnsaE7t8F74z3PQ8HJoZB8+4kGQTxyXAOtUdb2qHgXGAf1y76Cq81V1n/dyAVDX256hql97Px8E0oBCrDAUZZIGwoGtsTMDOHW8i7X74y7xmejT6TfQ7GdumPQ34c8VytfsP0PmAfe0YeJCkImjDpB7AeV0Tv/Hfwjwad6NIlIfaAsszLX5Tq956w0RybekpogMFZEUEUnZtWtXpLEHo0kfKHNubDRXHd7rRsDU+Qkk3xp2NOZURNzM8mqNYcKvYN/GsCP6sT3fwKLR0PZmqNEi7GiMT4JMHPkN9M+3IVZEuuESx4N5tpcHJgIjVPWAt/lVoCGQBGQAf8nvnKo6WlWTVTW5evXqhbsDv5Us4/oKVk1ytXqi2WdPwpF90PcFSEgMOxpzOj90lufAuJujq7N8xuOQWBq6PRZ2JMZHQSaOdOD8XK/rAtvy7iQirYExQD9V3ZNre0lc0hirqj9MgFDVHaqarao5wGu4JrHYkTQIso7Aqo/CjuTUNi+Ar9+C9v8DtVqHHY0piKoN4frXYccKmHRndHSWb5wH//3YzdmoUCPsaIyPgkwcXwGNRORCESkF3ARMyr2DiNQD3gduUdU1ubYL8DqQpqrP5zmmVq6X1wIrAoo/GHWTXcG6aG2uyj7mihhWrOvWvzaxo1EP6P47t3jY/L+FG0tODkx/FCrUdrPETVwJLHGoahZwJzAN17k9XlVXisgwERnm7fY4UBV4xRtam+Jt7wDcAlyez7Db50RkuYikAt2A2JqCKuI6yTfNg70bwo7mZF++DDtXQZ/noHT5sKMxkep4HzTvB589Ad98Hl4cKya4tWi6Pw6lyoUXhwmEaDQ80gYsOTlZU1JSzrxjcfl2K4xq4ZbL7BZFn+r3bYKX27lhkwOipyijiVDmIXi9BxzMgNtmQZULi/f6x47A35Jd9eTbvnCz3U1MEpHFqpqcd7v9i4bh3DrQoAss8zo0o4EqfPKAm6TY57mwozFFUbo83DQWNMcrw/5d8V7/y5fhQDpc+QdLGnHK/lXDkjTIrUuweX7YkThpk2DtNOj2iFUtjQdVGkD/N1yz40fDi6+z/NBOV6KmyVVwYafiuaYpdpY4wtK0L5SqEB2FD78/AJ8+CDVbQbthZ97fxIZGV7g+hpUfwLwXi+eas56BrO/dOuImblniCEupctDiGlj1YfE3JeQ16w9wcLubs2F1hOJLx3uh+TUw8ylYNzPYa+1Mc8O4k4e4hadM3LLEEaakgXD0EKRNDi+GbUvczN7kW91QYRNfRKDfy64q7YRbYe/64K41/XfuKbrLg2fe18Q0SxxhqnepW+Ni6dhwrp+TDZNHuIV1bBnP+FW6PNz0jvt53M3BPOF+8zmsm+HWa7G16OOeJY4wiUCbgbBhDuzfcub9/bboNchYCj2fgbKViv/6pvhUaeBmlu9K87+zPCcbpj0GlS6Adrf7d14TtSxxhK3NTYC6ZVmDlp0FO//rqt5Ofww+H+nmbLTsH/y1TfguugK6P+F1lr/g33mXvAM7V0KPp6BEaf/Oa6KW9YSGrfIFUL+TG13V6TfuKcQPRw+7oZgZy2D7ctieCjtWuTpZAIml3JK2fUf5d00T/Trc434nPnvKjaIr6uJcmYfc4Irz27lOeHNWsMQRDdoMgI/ugC2LoF67yI//bo9LDNtTXZLISIU9a90EMHCl3Gu2dh3gNVu5woXVGkNiSX/vw0Q/Eej3Euxe4zrLh37hmrEKa96LcGgH3DjWPoCcRSxxRIPmV8Mnv3Gd5KdLHKqwf9OJ5HD8SeLA1hP7VKzjkkSLa1ySqNkaKtWz/9TmhFLnwI3vwOiubmb5kBmFq0v27VZXTLHFdXD+T30P00QvSxzRoHQFV5hu5QfQ+09QsqyrUrt7jZcgciWJ7791x0gCVG0EF1zmksPxJGEjWkxBVLkQbngT3unvnnZveCvyDxef/x40G654IpgYTdSyxBEt2gxwpdbHDYLDe9xkquxM916JMm71tBbXuWammq3hvOZWddQUTcPL4Yon3WJLc0dBp/sKfuy2pe73tcPdbki5OatY4ogW9TtBjZaw7WuXGNoNhZpt3JNE1YtsRrcJxmV3u87ymU+737tGBegsV3Wj8spVgU73Bx+jiTr21yhaJCTAsLnuZ+uPMMVFBK7+G+xaDRNvdWXYqzY8/TGrP4WNc6DP/7qBF+asY/M4oomIJQ1T/Eqd48qwS4JrKs08eOp9s4/BjN+5/rWf/LLYQjTRxRKHMcb1U1z/JuxeDR/eceqZ5Slvwp51cOVIG859FrPEYYxxGnZz5dDTJsGcv5z8/pH98MUfXX9c417FH5+JGpY4jDEnXHontLrBDbVdM/3H7835CxzZBz3/YE2qZzlLHMaYE0TgZ3+Fmi1h4q9hzzdu+76NsPDvbimAWm1CDdGEzxKHMebHSpVzJUQSEmHcQNdZ/tmTkFACLn8s7OhMFAg0cYhILxFZLSLrROShfN4fJCKp3td8EWlzpmNFpIqIzBCRtd73ykHegzFnpcoXuJnlu9fA29e6qgaX3QUVa4cdmYkCgSUOEUkEXgZ6A82BASLSPM9uG4AuqtoaGAmMLsCxDwEzVbURMNN7bYzxW4Ou0GMkpH8F5Wu4yYLGEOwEwEuAdaq6HkBExgH9gFXHd1DV+bn2XwDULcCx/YCu3n5vAV8AtlalMUG4dLirsly7beEKIZq4FGTiqAPkXtYuHThdzfAhwKcFOLaGqmYAqGqGiJznT7jGmJOIuHpUxuQSZOLIb7xevrOKRKQbLnF0jPTYU15cZCgwFKBevXqRHGqMMeY0guwcTwfOz/W6LrAt704i0hoYA/RT1T0FOHaHiNTyjq0F7Mzv4qo6WlWTVTW5evXqRboRY4wxJwSZOL4CGonIhSJSCrgJmJR7BxGpB7wP3KKqawp47CRgsPfzYOCjAO/BGGNMHoE1ValqlojcCUwDEoE3VHWliAzz3v878DhQFXhF3EzULO8pId9jvVM/C4wXkSHAZuCGoO7BGGPMyURPVcwsjiQnJ2tKSkrYYRhjTEwRkcWqmpx3u80cN8YYExFLHMYYYyJiicMYY0xEzoo+DhHZBWwKO44CqgbsDjuIgMTzvUF835/dW+wqyv1doKonzWc4KxJHLBGRlPw6o+JBPN8bxPf92b3FriDuz5qqjDHGRMQShzHGmIhY4og+o8MOIEDxfG8Q3/dn9xa7fL8/6+MwxhgTEXviMMYYExFLHMYYYyJiiSMKiMj5IjJLRNJEZKWI3BN2TH4TkUQRWSIiH4cdi99EpJKITBCR/3r/hpeGHZNfRORe73dyhYi8KyJlwo6pKETkDRHZKSIrcm2rIiIzRGSt971ymDEW1inu7c/e72WqiHwgIpX8uJYljuiQBdyvqs2A9sDwfNZnj3X3AGlhBxGQF4GpqtoUaEOc3KeI1AHuBpJVtSWuUvVN4UZVZP8EeuXZ9hAwU1UbATO917Hon5x8bzOAlqraGlgDPOzHhSxxRAFVzVDVr72fD+L+8NQJNyr/iEhd4Crcgl1xRUQqAp2B1wFU9aiq7g83Kl+VAMqKSAmgHPksxhZLVHU2sDfP5n7AW97PbwHXFGtQPsnv3lR1uqpmeS8X4BbFKzJLHFFGROoDbYGF4UbiqxeA3wI5YQcSgAbALuBNrylujIicE3ZQflDVrcD/4ta9yQC+VdXp4UYViBqqmgHuQxxwXsjxBOVW4FM/TmSJI4qISHlgIjBCVQ+EHY8fRKQvsFNVF4cdS0BKABcDr6pqW+A7Yrep40e8tv5+wIVAbeAcEbk53KhMYYjIo7gm8bF+nM8SR5QQkZK4pDFWVd8POx4fdQCuFpGNwDjgchF5J9yQfJUOpKvq8SfECbhEEg+uADao6i5VPYZb5vmykGMKwg4RqQXgfd8Zcjy+EpHBQF9gkPo0cc8SRxQQt27u60Caqj4fdjx+UtWHVbWuqtbHdax+rqpx86lVVbcDW0SkibepO7AqxJD8tBloLyLlvN/R7sRJx38ek4DB3s+DgY9CjMVXItILeBC4WlUP+3VeSxzRoQNwC+7T+FLvq0/YQZkCuwsYKyKpQBLwTMjx+MJ7ipoAfA0sx/29iOnyHCLyLvAl0ERE0kVkCPAs0ENE1gI9vNcx5xT39hJQAZjh/V35uy/XspIjxhhjImFPHMYYYyJiicMYY0xELHEYY4yJiCUOY4wxEbHEYYwxJiKWOIzxgYioiLyd63UJEdlV2GrAXsXdO3K97hqPlYVNbLLEYYw/vgNaikhZ73UPYGsRzlcJuOOMexkTAkscxvjnU1wVYIABwLvH3/DWfPjQWxdhgYi09rY/6a2j8IWIrBeRu71DngUaepO2/uxtK59r3Y+x3mxuY4qdJQ5j/DMOuMlb7Kg1P65w/BSwxFsX4RHg/3K91xToCVwCPOHVLXsI+EZVk1T1AW+/tsAIoDmuKm+HIG/GmFOxxGGMT1Q1FaiPe9r4JM/bHYG3vf0+B6qKyLnee1NUNVNVd+MK7NU4xSUWqWq6quYAS71rGVPsSoQdgDFxZhJuDYuuQNVc2/NrVjpe7ycz17ZsTv3/sqD7GRMoe+Iwxl9vAE+r6vI822cDg8CNkAJ2n2HNlYO44nTGRB37xGKMj1Q1HbcGeV5P4lYJTAUOc6KM96nOs0dE5onIClyn+xS/YzWmsKw6rjHGmIhYU5UxxpiIWOIwxhgTEUscxhhjImKJwxhjTEQscRhjjImIJQ5jjDERscRhjDEmIv8PbdcYvGQKbTIAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='SIAYA', model='ealstm');\n", + "plot_region_vs_observed_seasonality(region='MIGORI', model='ealstm');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Rift Valley " + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_time_series(region='BARINGO');\n", + "plot_region_time_series(region='NAKURU');\n", + "plot_region_time_series(region='NAROK');\n", + "plot_region_time_series(region='KAJIADO');" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "plot_region_seasonality(ax=ax, region='BARINGO');\n", + "plot_region_seasonality(ax=ax, region='NAKURU');\n", + "plot_region_seasonality(ax=ax, region='NAROK');\n", + "plot_region_seasonality(ax=ax, region='KAJIADO');" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='KAJIADO', model='ealstm');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Central Highlands, High Potential Zone" + ] + }, + { + "cell_type": "code", + "execution_count": 254, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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bWykpKeHXv/41P/3pT1myJFrUOXHiRN58802+/OUvs2LFCl5//XX8fj/z58/nhhtuGPTLNIJuMBgMwAsvvMCaNWtYunQpAD6fj3HjxvHQQw9x5513EgwGqa2tZcuWLTGCPm3aNPbs2cPNN9/MJZdcwvnnn5/yHB/4wAcAWLhwIZ2dnRQWFlJYWIjX643cCAaDEXSDwTC66MOSHi601lxzzTX86Ec/imzbu3cv5513HqtWraK0tJQVK1bg9/tjHldaWsr69et59tlnuf3223nooYe46667kp4jJycHAJfLFfnb/j8YDA76NRgfusFgMADnnHMODz/8MA0NDQA0Nzdz4MAB8vPzKS4upr6+nmeeeSbhcY2NjYTDYT784Q9z6623snbtWgAKCwvp6Oh4V1+DsdANBoMBmDdvHj/4wQ84//zzCYfDeDwebr/9do4//njmz5/PtGnTIisXOTl06BCf/vSnCYfDABELf8WKFdxwww3k5uZG+qkPN6Z9rsFgGHFM+9zkmPa5BoPB8B7FCLrBYDAcIxhBNxgMo4KRcv+OVgbyfhhBNxgMI47X66WpqcmIuoXWmqamJrxeb78eZ7JcDAbDiFNdXU1NTQ1HjhwZ6aGMGrxeL9XV1f16jBF0g8Ew4ng8HqZOnTrSwzjqMS4Xg8FgOEbISNCVUhcqpbYrpXYppb6R5rilSqmQUuojQzdEg8FgMGRCn4KulHIDtwMXAfOAjyul5qU47sfAs0M9SIPBYDD0TSYW+jJgl9Z6j9a6F3gAuCzJcTcDfwMahnB8o54fPLmFW/66fqSHYTAYDBkJehVw0PF/jbUtglKqCrgcSNulXSn1WaXUaqXU6mMlmr2+ppV3DraO9DAMBoMhI0FXSbbFJ4v+Avi61jqU7om01ndqrZdorZeUl5dnOsZRTYc/SJsvMNLDMBgMhozSFmuAiY7/q4H4hfKWAA8opQDGAhcrpYJa678PyShHMR3+IO1G0A0GwyggE0FfBcxUSk0FDgFXAlc5D9BaRxJIlVL3AE++F8QcoMMfoCcYxh8I4fW4R3o4BoPhPUyfgq61DiqlbkKyV9zAXVrrzUqpG6z9Q7O66VGI1prOHlllpN0fMIJuMBhGlIwqRbXWTwNPx21LKuRa6xWDH9bRgS8QImxFE9p9QcYVjux4DAbDextTKToIOvzRNQBNYNRgMIw0RtAHgVPQ2/1G0A0Gw8hiBH0QdDhE3GS6GAyGkcYI+iCwA6JgBN1gMIw8RtAHQafxoRsMhlGEEfRBEOtDD6Y50mAwGIYfI+iDoMNyuXg9Ltq6jYVuMBhGFiPog8AOik4ozjVZLgaDYcQxgj4IOv1Bcj1uSvOzjaAbDIYRxwj6IOjsCVLozaI412OCogaDYcQxgj4IOvxBCrxZFHmzaPeZoKjBYBhZjKAPgo6eIIVej7HQDQbDqMAI+iDo8AcozMmiKNdDhz9AOBy/7ofBYDC8exhBHwSd/iAFOVkUeT2ENXT2GreLwWAYOYygDwJnUBRM+b/BYBhZjKAPgkhQNFfaypvAqMFgGEmMoA+QcFhbFrqHIstCN4FRg8EwkhhBHyC2v7zQ8qGD6YluMBhGFiPoA8TutFjg8KEbC91gMIwkRtAHiN0LvdCbFXG5mKCowWAYSYygDxC7MVdBThaFOVkoZQTdYDCMLEbQB4jdC73Qm4XLpSjMyTI90Q0Gw4hiBH2ARF0u4m4pzjPl/waDYWQxgj5AbAu9IEdy0Iu8HuNyMRgMI4oR9AHS6XC5gCXoJm3RYDCMIEbQB4gdFM3PFkE3HRcNBsNIYwR9gHT0SGMul0sBUJRreqIbDIaRxQj6AOn0ByPuFjAWen/5x6Y66tv9Iz0Mg+GYwgj6AOmwWufaFHk9+AIheoPhERzV0UEgFObG+9bwl5UHRnooBsMxhRH0AWK3zrUpzjP9XDKluyeE1qZVgsEw1BhBHyAd/gAFVg46EG3QZUSqT7oDEmsw75XBMLQYQR8gHT1BCnNifehgrM5M6OoJAWY2YzAMNUbQB0h8UDSyyIUp/+8TX68l6CYryGAYUoygD5D4oKhZhi5zuqxe8sZCHzjBUJjP3LOKVfuaR3oohlFERoKulLpQKbVdKbVLKfWNJPsvU0ptUEqtU0qtVkqdNvRDHT0EQ2F8gVCkjwtEfejG5dI3UQt99L1X3b1BPvmHlexq6BzpoaSlqauXF7Y18MzGupEeimEU0aegK6XcwO3ARcA84ONKqXlxh70AHKe1XgxcC/x+qAc6mrAbcxXEuFxMlkumRC300edy2XOki1d3NvL6rsaRHkpa7JvhzoaOER6JYTSRiYW+DNiltd6jte4FHgAucx6gte7UWmvr33xAcwwTaZ3rcLl4PW6ys1zGQs+Abiso2tkTJBgaXXn7rd3y+R1u9Y3wSNJjGw7b64ygG6JkIuhVwEHH/zXWthiUUpcrpbYBTyFWegJKqc9aLpnVR44cGch4RwXO1YqcSMfF0Wd1jja6e6Pvkf1ejhZafb0AHG4b3VWstuHQ0NFDW7cxIgxCJoKukmxLsMC11o9qrecAHwRuTfZEWus7tdZLtNZLysvL+zfSUUSHP9HlAlCcmzUq/cKjjS7Lhw6jL9PlqLHQHe/bDuN2MVhkIug1wETH/9XA4VQHa61fAaYrpcYOcmyjls6e6PJzTopyTQvdTPA5BX2UvV+25Vs7ygXd6dozbheDTSaCvgqYqZSaqpTKBq4EHnceoJSaoZRS1t8nANlA01APdrQQXX7OE7PdNOjKjC6Hy2W0CXprt7hc6tr9o86/78SeCeZ63OysN4JuELL6OkBrHVRK3QQ8C7iBu7TWm5VSN1j77wA+DHxKKRUAfMDHHEHSY44Of2of+r7GrpEY0lGFbxS7XOwbcliLf3pCSe4Ijyg57f4AuR43s8cXsqN+dKdYGt49+hR0AK3108DTcdvucPz9Y+DHQzu00UuqoGhxrmdUpuKNNrp6Q2S7XfSGwqPQQo+O53Crb9QKepsvQFFuFrMqCnhha8NID8cwSjCVogOgwx/ApWS666QoN4s2X4BjeHIyJPh6g1QU5wCjr7io1RdgTH42MLozXdp9QYpzPcyqKKSpq5emzp6RHpJhFGAEfQB0WmX/VtggQll+DqGwjrHyDIl09YQYV+hFqdFXXNTWHWBOZSEwujNd2nwBirwi6IBxuxgAI+gDosMfTAiIAlRZ0/NDo1AItNajZvGN7l65IRbkjL40z1ZfL9UleRR6s0Z1pku7P0BRrlPQTWDUYAR9QFx66Ge8z70uYbst6DUtfQjB7n/BrheGY2hJ6e4NcvXvV3LFb998186Zju7eEHnZbinEGoU+9JI8DxOKcznUOopdLv4AxbkeKopyKPRmGUE3AEbQ+09vF2e3P84FoZcTdlWViqD3OVX/5/fgwU9A895hGGAsXT1BVty9ijd2N2WWgfPA1bDqD8M6JhH0LMnbH0VZLv5AiJ5gmOI8DxNKvNS2jQILPeCDtpqEzW3dAYq84vabXVHITuNyMWAEvf+07ANgUihxPczSPA+5HnffLpfOegh0wxNfgGEMoHb2BFlx99us2d/CcdXFdPgDhMNpzudvg21PwqZHhm1MIDMGsdCzRpWFbqcsluRmU1mSOzp86K/9HH61JObmHw5rOnqCkZbNMysK2dHQYYLxBiPo/ca6sCqDByEcitmllKKqNJdD6Vwu4RB0NkDpVNj7Cqy9d9iG+tWH1rH2QCv/e+Vi3r9oAmEdW9STQP1m+V27LuG1DSVdvSHyctwU5XoiOf2jATuYXZLnoaokl5buQEzO/IhwZDsEffDMv0du/h09QbSOdvicVVFAa3eAIx0m02VQhMPD+r1/NzCC3l+a9wDg0YGIte5kQkluegu9uwl0CE7+HEw5HZ77NrQdGpahrj3QyuXHV/H+RRMyW1GpbpP87u2Exh3DMqZgKExvMEx+dpbVzGz0WOh2lWhJrofKYi8Ah0fa7dJ6AFwe2PkcbHsKiKZ62j34Z5tMl6Hhnovhx1PgvitkZmRd60cTRtD7iXb6vY9sT9hf1ddUvcNakKBwPHzglxAOwtNfG+JRCu2OnGr74u9I5+Ko20BQW1+JQ2uHZUzdAbGA8rLdFI4yl0urLZS5nkhBUW2mgdHgMFnHrQdg0cdg3Dx45uvQ2xV5z4ocLhdIkenSehCe+JK4095LhENicfeHuo1QUCGG2j+/B78/F3qOrmCzEfR+Em7ew+5wpfxzZFvC/urSXJq6elNP1Tvr5XfheCibBss+C9ufhsDQZlTYAT77oo8swJEmCBmu28TK8Fx8Kg8OD5Og99iCLkHRzp5ger/+u0ibw+UyoTjDADeIAPyoWrKXhpLeLuhuhDHT4JLboL0GXvlJxNdvz7rGFmRTmudJLug7n4M1d8ML/zm0Yxvt/OmD4qbKlN5umZku/jjctAo+/Q+ZTQ9zgsBQYwS9n+jmvWzRk+nyVqS00CFNLrptoRdUyO9xc+V3kkyGwRDfb8b+ndLFEQqiGrawSU9hV9YMOLRmSMdjY/dCt4OiWotPeDRg90IvycumojgHpTJ0uRzZDqFeWDXEC3W1WssQlEyGycvhuKvgjV8RaNwHRNextWM39e1JjAL7e7XqD3Dw7aEd32gl4If9b0DNqswf02Wtz5A/Tn5PXg7T3wdv/ErE/ijBCHp/CAVwt9ewT4+nu2hGUgt9Ql+C3hkn6CWT5Hfr/sGPLxyGlb+F+i0R14rtarF/p3RxNO1EhXrYGp7MJjVD/OnD4EbotmYuhS4/RV5pnTBa/Oit3QGyXIr8bDc5WW7GFuRkZqHbN+kd/4DOIVy4pdXKpLK/I2feAuEgRfufA6KfKUB+dlZMn/kIbTXyXSuqgie+CMHeoRvfaKV+s7gym/dmnkVmC3rBuOi2M/5dZkhr7h76MQ4TRtD7Q9tBlA5xQI8jUDZLAodxfjo7Fz1lpktHPXhLwCNBt6igJ6ZB9pvdL8o0884z8a78X9yEItPyqMslhXhaAdEtejLvBKdCOAD1mwY/pji6e0N8yPUKZz92MgsP3i9jGiV+9FafFBXZLR0mlORSm0k/F1vQw0HY+NAQDsi6ydvfkbJpMHY242rFtWN/piC9+buSzXTaaqBsOlzyU2jYAm/8cujGN1qx3YU9beBryewxEQvdsYzD5OWSuPD6L4fcJTpcGEHvD1ZAdH+4Al0+W3LJ2w7GHFJRmIPbpVJbdp114j+3KawEV9bQCPraeyBvDMy+iAmr/4eHs7/P2ECtnMbbR5ZL3QbCLg97dCVv+SfLtqEOjIaCjH/rVm7LvgNXuJcJ9S/KmEZJcVGbLxBxYwBUlXgza+PQUSvve9WJ8M59Q1db0HoA3DlRNwDArAsY37qWQtUds6ZtfjpBL5kIsy+CeZfBy/9zVGZv9ItaRxV3psV7nVbHSud7DXDmv8s1+86fhmZsw4wR9P7QYgm6riCrwvJ9x/nRs9wuxhelEYKO+qi7BcDlhuLqwQt6ZwNsfwaO+zh89I+sWfYzpqnDTH/rmwB43C7yst2pLfT6TbQXzSRIFgfCYwjnlQ+toAd74C8fZdL2u7gneD7NCz9D4ZF3yKF31Fjobd2xgl5ZnEttq7/vgp2OOrkxL74aGjbD4XeGZkCtB0SMXY7LdNYFuHWQ83K24HJFm8Pl57jp7IlzuYRD0H5Ivl8A5/8AQj3yPTmWObweiqzX3JKhoEcs9LilMaecDhNPljTGo8BdddQJ+r7GLu5+fW/69LvhonkvQVcODZSQWzVPtiXxo1eVpCku6qyLFXSQKfVgBX3dX2TKf8KnANgx9nx+F7yE/EOvR/Ll0/ZOqdtIU/4s6x9Fb8VxQ5vpsvcV2P0C6+bdwveCKwhNOQtXuJcTXDtHjw/d10tJXnbk/wklufgCob67Z9qzrgUfhiwvrLtviAZ0IOpusZl4Et2uAs6N6yWUn53EQu+ok5oHW9CLJ0JW7rDVPYwKAj5xLc27TP7P1ELvOgI5RVFXqI1ScOoX5ca4+93rvzRQjjpB31bXzvef2MKB5hGIPLfsozVnAi6Xm8KSchHmZJkupSmKi7QWC71wiAVda1j7R5i0HMpnA+Ir/1voDDRKxB5Jc0vq3uioh64j1ObNjGxqL1sor22o8nCtaSTdaUYAACAASURBVP6OcRcB4JpyClq5We7aPGpa6LZ2ByhxWOgTMi0u6rAEPbcE5rwfNv51aHyuyQTd7WFj7lKWh9fGxG/yc7LwBUKEnCmgdoZLsbUksFIi7u1Dm1E1qqjfLDexycuhcELm7qXOhkTr3GbmeZBbJp/rKOeoE/TxVn5w0hStwbLhr/Dqban3N+/liGcCxblW4Kx8dkoLPemalP5WmfIWjI/dXjJZrLyBisD+16F5d8Q6Bwk0NrjGwvSzLes9nNpCr9soT+OZHtnUWLwA0HA4savkgGjeC558mnQxAHmFpVC5mOWuLSMz20pCW3eA4jyHoJfYuehpPpdwSGoL7M/0+KujPXEGg52DHi/owFvuJZTq1hjXjr1gebeztYMd37EtdPvvIU6RHVXY70nlYiib2j+XSypBd3tg/gdh29PQM7qrcY8+QS8Sqymj7IP+EA7B89+GF29NWtKP1tCyl1pXZdTPWj5HrNg4H2tVaS6hsKY+vrdGh6OoyIl90Q70QltzL+QUw7wPRja1+4IUerNQx39CLuy9L0t3w2TiWS+Cvsc1ObLpcJ7lUhoqt0vLXiibSncghFLg9bhQU09nsdqNr3Pkq/ECoTAdPUFKcqMul8oS+7uWxkLvagQdjn6mU8+Sz2L/64MbkDMHPY5X9XGEccHOZyPb8i1B73L60e3vU1FVdNsxL+jrJEBdXC39kvrjcilIIegACz8qPXW2P536mFHAUSfo5VYWSd1QC/relyVbQYfh7d8l7rc6JB6kIlbQezug/XDMoZFc9Hg/enwOus1gctF9LbDlMVh0BWTnRTZ3+GVFG2ZfImmS7/xZuhsmc7nUbYSSSTQEcvF65CvRGC6QcQ1VgVHzHiidIq1zPW6Z4Uw9HY8KMaZleKpS+4Ptxy9xWOhj83PIdrvSZ7p0SBYRhVb1sMsFpZOjgjxQ4nPQHRzsyWV/3nzJe7fIz5Gc/k6nH72tBrzF4C2Kbiuulu/ycLUqGGlq14l1rhSUTZFrLpPCoHQWOsDEk8R1NcrdLkedoLtdivKCnKEX9HX3y5d/zvvFHx3vO7bu9HvD42IFHRLcLtFq0bgvUl8W+kD86FufFDfO8Z+I2dzuD0oOuscLiz4KW59gnMeX3L1RtxEqFtLuCzCxVG4Krb4ATDgBDg1BxkY4DC37oWyatM610+0mnkwQNxPbhqcqtT+0JRF0l0sxrTyfzYfaUz/Q2ZvHpmRSQjprv4nPQXfQ7guyr/RUqF0P7XJDyc+2LfQ4Qbf95za2+yXOCDkmCPigYStMOF7+L50qv5PNuJ2EgtDdnJiy6MTlkqD3rhdkVjZKOeoEHWB8sZe6ofSh93TA1idg/ofgtC9DT7sIvBPLF7ejd2z0ou9D0BN8r6ks9L5y0bWGp74mVaDx7HlJvoiVi2M2t1trTgIi9qEelna+SLs/GJuG19sNTbtg/ELafAHGF3vxuJUI3ITjoe2AfNkHQ8dhuemUTY2sVgRATgG7PLOZ0ZXmptF6sP9NlgaAszGXk5OnjWH1/ubUy/dFLHSHoBdPlHEPJh89WQ460BsM4wuEqK04Szbs+ifgdLnEC3p1zOMj/w+F22XdX+CVnwLQ2NnD39aMsCunbpMERCdY10KZLeh9uF26mwCd3uUCsPAKef7Njw56qMPF0SnoRd7+Wei166UlZqqOc1seE//Y4qugeglUL4WV/xcrJM17QbnY7i+NWuj5YyBvbIKg52a7GZOfnbgUXUc9ePIgpzB2e1+56G/8Clb9Dl77RaxIaC2uomlnyRTTQbs/ECkmovI4GL+QRY3PEArrSPk9AEe2ipupYn5kncri3GxJ1bMvjMHmVdt+zNKpdPXIakU2u/IWMy2wI3k2zTv3wS8WwE+mwUPXwJp7xAobanq7yNr5D0DHZLmACLo/EGZDTWvyx9rN1pw36ZJJEOga3I0wWQ460arawJg5kF0QCWjbQdGY8v+2g0kE3bLYh0LQV94hSQShIPe8vo+v/nU9zV0jmKttFxTZxo1tofeV6dJlFxX1IegV86F8Lmx8eOBjHGaOTkEv7qegr/2jdJ1L1Tlt/QNSHl29VP4/6Qb5Eux8LnpMy150URXNPcRe9OPmyjQs7gJJ2hfdzkGPE18gderivtellWdRlVi6teuj+xq2iO9v2pkJD+vwB2N6fTDzAso7tyYW8tiLWoxfQLtPHlOcay3eXHmc7Ktdx+p9zVxz19sE4jN3MsG+oMqm4gsEoxY6cLB4CW7CsD9uvdPuZnjuWzKG2RdLY6knvgiP3jD0qzyt/C2LXr2B5a4tMXnoACdNLQPgrT1NyR/bUStC4Ha81yW2aB7grT1NvLxjAP1dkqUsEvX1F+dlx2RZ2T70iIXe0yFZVfGCXjTBeqJBCnqwB+q3yI2rfhMbDomx1NI9zILesl+yTZJxeJ0YWPZrziuT+FFfgdFUVaLxKAULPwIH35JxDJQ198Rex0PIUSvoHT3B2ABQKrSOCvNbv0m08Fr2w75XpcLSFtp5l0kO61u3R8WjeS+hkqkxK8UAcM535eK5+6KYL44UF8X50DsbEv3nNskEvaMeHv40lE6BFU8CKiYQxp6X5PfUREFv9wVixzl+AS4dYqaqiQ2M1m8GTz6UTLEs9CxK8rKl82BuqVg5h9/hlR1HeHnHkYHFLlr2ikupqNqy0KOC3lR2PL1kyUzDyfPfEdfXB++AD/4GvrIF3vct2PJ3WB/nDhssO58HYIX72QQLvTQ/mznjC3lrTwpru6MuMQ3VtoJbD/KTZ7fzvcc3939MKQQ9pnVu+ZyIoNsWeuSasIuH4n3onlwRvcFa6A1bpN8PoA+8xSZL0PsswhosT30FHrgqufFz+B2ZVToNpkxSF22feF8WOsCCD8lvp7HXH3o64MmvwJbHB/b4PjgqBd1eTSYjcWncKR/+gg+LNfvOn2P3b7CaKS36aHSb2wMn3yDVjQ9cLRdty158BXKBxVhxE5fCpx6zRP1iOR/R4qIYf3VHkipRm/hcdK3hb58Bfzt87E/SmKl6aWzZ9p6XZWZREnvRBkNhunpDsRZ6xUIA5roOJFroFfPwhzS9wbBloXsiwsGExXB4PfXtkhVxpDMuOyIchse/EBHFpDTvFXFyZ+HrjRX0vLx8XgstQK+8A978jbzuA29J74yTPwcVVvqkUnDaV2DyqfD0LUO3wLavFQ6uxJ9VxLmuNRT5E6so0/rR7aIiJ44g9+FWH/uaumLzw/siTQ66XYRVnOsRC72zHrqbE33okaKi6oTnGJLURdvCzMrFt+fNiKuldTgt9IatVsxAJ17Hvha5ucXFkjJKXbRdLn350O3nK6qS9rwDYf+b4oefevrAHt8HR6WgV1i56BkVF9l30nO/B9XLpNtcyPrStx6E1XfB5NMk1czJ8puk98XuF+D2ZdDdRGeeCGe8FUfVCbDiKbFY7r0UAn6qSnLxB8K0OC2Wzvr0FjpEL7SDK2XmcN5/iu8OYPaF4idsr4VQQHKdp52V8FS2lRbxoQOUTSWUlcc8tT9aaq+1CPq4edGpfK6HklxP1NKqXAxtB+hokS99Y3xu/dbHZF3U1WlajLbslRsSsqZpvsOHXpTr4UuBzxOcfh48+/9ouucqGu7/nPTiOPPrsc/jcsPld4BywyOfjX6Og2HPS6BDPFn9VbRSuNckuuXS+tGTCXpuKWQXEGo9QH27H61hW10/cu3T5KDHLD9nB+Ubd5DriXO5JCsqsimuHnz5/+F1khU26wLUwZXRoQ/UQm/eA/e8P5K1k5Q3b5fWBdXLRNCd63++/TsRyvkfjH1M2VR5L0JpxtV1RALQOUWpj7FRSiqyD7w5MNffvlfAnS1pkMPAUSnotoWeUXHRruclkFEySTJYWg/Apr/BkR1w1wViDZ33/cTHudxwys1ww2uRC6cpT0TJWU0YoWI+fOBX4lPd91piLnpvt7gQUlrocbno6x+QAOriq6LHzJKyeXb8Q/LDezuT+s9tl0qMy8XlJjBmLvNc+6MWekcd+JqhYkHMsmZF8RY6UNIqrXQbOx0WWDgE//ov+TvVF1xraN4XCVB194bIdVjohd4s2smn4eK74NzvU7r/H4zz7ablrB9ATkHy9+n9t0HN25m1gm2vTX/h7XoevMW86T2NV9zLJd7S2xVzSEo/eigo1p2dg26jFBRPpKdxH3Yl/tbaNKmP8aTJQW9zZuM4sqxcVh/3SIOuthq58cW7g8AS9EFm4dSul/jGpJPJ9dVSibw3rQPty/OvH4kBs++15Ps7G2DDg3I9nHKT9FbZZfVW6ekQd+qsi2D8wtjHlU6VHkfp0kg7rRz0ZLGtZExeLtd5plWoTva+IjckT27/H5sBR6WgZ2yh93RKUHHmefL/rAtF3F/6L7j7Qrlrf/opyWxJxdiZ8Oln4LoX2Ft6KpDEQreZdraI8PanGVeUA0Bjl2XR2imLfVroByXgtPlRmHNJrKiNs25MO/5h+c+VdIOLIyLOTgsdYPwC5qoDtNtWlB0QrZhPm30T8GZRkuehwx+UviBWYLSyW3y1TU6Xy8a/Sk/4mefLjcFyN8XQ3Sx9qctsQQ9G3ANyPnvhjSDtSz7P1cFv863Ap3k9K40Fs/AjEjewetSkpKMe/ndR6mZZWosoTDubZl+Yf+R/UDKhNjwYc1hKP3rXEatKNMlNumQiuiXq5+2foKfJQfdHZ1IUT5TvW4MdGM2KunbaaiQA6s5KeA6Kq8UYGOg6o6GAfHcqj4tYmh8YcxCloG0gLpfGXbDJyhxpSvIdArHAQwFxw826SAR47b2yb/Vd4nI5I8navHbqYjq3S1dDZu4Wm0mnyO/4QH5f+FqgdgNMPaN/j+sHR6Wgez1uSvM86UuyQQJt4UBU0F0usdJb9kF2Plz7j8Q7ejJcbqheQqvTf5kMj1eWrdrxDwotK7TTbjzVkSS9zYkzF33Hs5KhsOjK2GOUkpvSnpdE1CuPk0h+HO0pcqqzJiyiSHWj7Sm9vYBFxbwYC91+fe2+AOSWokunMiO4C5B8Y0Aurpd+JO/f+T+UbQeSfMFtK6Z0KqGwxh8Ix/jQnQtvvLz9CG8GZ/Pn0Hms3tfHwgSzLpSLP01FZu/BNRDqpWXdE8kPqN8kltbM82j1BagtWiTv6crfJlivSf3okZt0nIUOUDIJT6e4NcYW5LDlcD8t9CQ56CAWerbbRU6WS77PY2fFBEY7nT70ZO4WGHwuesNWqSuoXIyuWICPHM707qY41xPrYsyUV39qvd7y5EZBwCfL+82+CMbOgKxssdS3PyNC/cavxJhKZphFiovSCXofVaLxlM8Rt9qBfvrR970O6GHzn8NRKuggVnqfQdGdz0F2ofQztlnwYbj0f+Ha52DM9NSPTUIqoYxh9sXQfoiSDrnIIhdYXxa6Mxd9w4NyMU87K/G4WRdC0C8R/WT7iQbOCuMs9KwJiwDIb9kiG+o3S4AntzTGN2sXTtnTZ9/YhSx0yQURcbmsu09ujGd/S2YxeWMlmBmPbRmVTcUXsBeIdgi6w0J/bks9YwuyOXlaGav29ZHDPf1s+b0n9cLM7fukpYC35o1Yf6uNHcidca7VmCtbUlaPbJOblaP/dVI/erIqUZviiWQH2imkm3PmjGNbXUfmi2GnyEEHcacV5UZXVYr0EyJukYtkOeg2dq/w9gH60e2AaOViDrYFeSc0nTmBLRJ76a/LpWm3JCYsuVZupsks9PX3ywxw+eej2064Rnzm918pgnzGLcmfv7BSWhqns9A7j/SdsujE5RI/en8t9H2vSgyg6sT+Pa4fHJ2CHuylsq9qUa1h5z9h+llyR7dxZ8GJK6AoiVXVB63dvXg9Lrwed+qDZl0AKIr2i1gkWugpBB1kil27Xiz0hVckny5POU0KSiCNoMeuJxph3DzCKIrbrZa/9ZsjAVdnUNS20G1/bVPxPKpVI2WqXbJcAn54+SdQtURer1Iw6eQ+LPQpdPfYC0Q7g6Lyd2NnD//a1sC5cys4aeoYtta2p+/CWD5HLtbdL6Y+xiq6yQ21Q92GxP27/ikzjMLxkeXnWPARmH85vPxj+O3pkWyGpH50u0o02WdqZR7Ny2vlhMkldPeGMm/53LwnaUAUiKSWRhg3R+oT/G3kZbulOVc4JKX9fVroA2xPULtODKWyaWw81MYaPYvSjh2Mzw31P8vl1Z9JVtmpX4QxM0Xg433779wnn9PkU6PbxkyXZIYj20Rcp5xKUlwuSftNVf6vdd+NuZIxabl0OLWv60zY+6pcJ1k5/TtXPzj6BH3rE/DTmczM60y00J//Lvz9cxJ4qN8sxRMzzx+yU0u/7Oz0B+WPhYnLyN4tnfA6nBa6yyNTtVQUT7LWKQ3AcR9LfkxWDsw4R6aok05OekjKmUROAYddlZR37RTrs3FHVNAdVn2x9Rrti7PGKz3WzyupFZfLc/8h7+25340GkiYtF/G2rVab5r2S0+/JjVSoJrPQn9tcR2dPkPPnV7B0ShlhDWsPpKjOBDnv9PeJ+ymZ9Q14mzazKiyLdujdL8Xu9LdJJtGM8wiHNa3dvfLZZmXDFffAxx+U4OjdF8GqPyT3o3fUASp2YWEbS5Dn57cxt1KyJzLyo4eCYnGPm5t0d0xLB3AERrdHXS6dDfIdSiXoBRXyXRyoy+XwOrGmXS42HGplPbNROsTxrt3RYHomNO+R4P+SayUOMXaGLOvo7DMTCsiNedpZiUHLpdfK71TWuU3pVHmOxl2J+/yt8l71x+UCMNnyozvdLq/9HJ79j+THdzXKalbD6G6Bo1HQx80DfytndT9HY2dv1KfZtBte/4VMz+69FP5g+c1nnDtkp45fczIlsy9C1a5nek5brIVeMC7pNDqCHQQrnwvjF8XsenFbPWv2W37l838In3wkZaS83R9EKWLWnLTZ75nGBP8umdqGA1CxQB7jC5CTJbOPeAt9l1tcU6flH+LEjn+JP/OUm2ODO5OWy+94t0vznkhgqqs30UK33UKv7GwkL9vNKdPHsnhSCW6XYnWfbpf3WYGmJD3b/e0UdB3kpdBidoSrCOyKc83seVmyH2aeR2dvkLCObczF7Avh8ysl9/+NX4HWzBlfGGtld9QlVonaWAU9M7NbmVVRiEtlKOjNe8Q/bX0u8bTHfwetBU04sk1cLr3BxIUt4nG5JGA6kNTFUFBiD1awfGNNG13jTgAUC8PbpFJU68wqKVffDcol1jmIhQ6xbpcj2+X9GH9c4uPnfwhuXisGThyPrTvEazutgqEpp0mg+dcnwq+Xwis/ibb1iBQV9cPlAvL6PXlRt8u+16Si+81fSwZdPPteld9JigCHkqNP0MdMhymns6jhcRThaKbL2nslTevmNfCh34v1uvCKaKlzBjy9sZbfvZK670OrL5A8ZTGe2RcDcH7WOjp7LIsl2dJz8diCftzHYqyRlq5ePn/fO/zPP6yeMSUT5Uuagg5/gILsrJg1J23qcmdQEaqNukfGSeFOm6Oy1BY2W9AP+rLZp8ezzP8G39V3EK5eJhWyTioXiX8wXtBb9kYCU74kFnqW20V+tptQWHPmrHK8HjcFOVnMqyzq248+7Sz5vTuJH93K4NmiJ/N6eAHumpWxLWO3PCZ9y6uX0dadYkaTnS/uuZa9cGgNJXnZsaXtyXLQLXT+WHq0h8lZjXg9bqaVF7ClNoNc9Eigen7S3W3xFcAlk8VHfGS75UMPpc9BtxlocVHjdonhTFiM1pqNh9qYNrEKxs1lds9GlnS/CneeJdlFfVVD7nhWvsf2ezjWEnRnYNR2lVUmEXSlUsbBfvLsdn71ovU8p9wEX9oIF/2PxHpe/AHssVx1kbL/sX2/diduj9zsD7whKcmP3SQzbHc2vH1n4vF7XxE3VXzh0xCTkaArpS5USm1XSu1SSn0jyf6rlVIbrJ83lFJJ3v0h5MQVFPgOcZprkwh6sFf8bLMvkgKWRVfAJx+FD/++X0/7wKqD/PS57fgDyafw7b5A6pRFJ2NnQdk0zlKro0HRjjRFRTZTz4CZF8Di2Fa49765D18gxPb6jr4XLCYaOEvGkXzLotvwV5l2WxdRuz9q+UUsdEvo6tv97M6aQUXnFnrJ4siF/5dolbo9kmXg9KP3dkkxVdkUINo4yu47YmOP9fz50Rve0illrDvYmrrLIchFWHlcckG3/OeHcqaLoIf80g8GJM1v09/gxE+BOyvaOjfZezb3UhHMDQ9G0jkjK1F11Kb8TNv9YWr0WMZr6eMyt7IoMwu9frMYJrblnfC8QYqdPnSXO5LpUpDjlqBouipRm4EKeiQgehz7m7rp8AdZVF0ME09iescqfs5t6J52sXhXp+idBOLTbtxuxZwsCislPtTkcI3UrpfWFP1IYNBa09Dew+4jjtWFSibBSdeLLmQXSNtpcFSJ9tNCB3G71G2CZ26Rm/4Hb5eki/X3J6aE7n1Vjk8WFxtC+hR0pZQbuB24CJgHfFwpNS/usL3AmVrrRcCtQJJb1BAy91KC3lKudL8oxUXbnpRS6SWfHtTTNnb00BMM82aKRkyt3Rm6XJSC2RdzQnA985ueF/For+nbQi+ugqsfignQ+HpD3PvGPrKzXLR2B2iIr9RMQkynxfh9xZZQHHxL/K9uO20wGMlb91hWs52xUNfm50CeWIxfCdxIAyn8jZOWi0Vld060A1FWlagdFM31xI6t0JuF26V432ynoJfiD4TZfLiPXOlpZ4svPL5bY90G2l3F5I2ZSE3x8bLCj90v5l8/lIv6tK8A0erG+MZcgFUNeSFseoRSK5YV8ROnqfw91OrjkB5LWUCCZnMrCznU6ovcJFNSv1luskkCZ1rrRB86yOfYsC2yrqg++La1sEVx6vMUV0uWS7L4Q0+npAQmMx4Or7MEdkakIdfCqhJYfBWHxpzC53u/QMun34Bl/ybxjVTByB1WBbczxmVb3E4LvXY9jF8gN64MaekO0BsK09jZmxik9XgljXnbU/LaB+pyAcvNaLUhWHKtGGQnXS85/s4aiUbLxTnM/nPIzEJfBuzSWu/RWvcCDwCXOQ/QWr+htbYTh98C0pgGQ0BWDqEFH+M81xraGg/DmrvlDjztfYN6WrtPycvbk3fHa7MzITJh3mV4CPL55h/Bw9fKHXvMjH6P6aHVB2npDvDFc8SSzqSEPKExl5PCCbRoK0vGMa23W+faOPu5NHT0sL7iQ2y6/J+8FD4+mosez6STpdCmZrX8b3dZdFSJQqKFPnlMPmfPHhfjzjpxigSP+8xHn/4+iQXsi1vyrW4ju1xTKS/yMnlCJdtcM8Rvfvgd2Pq4TMOtHP5Wn1z0KT/bRR+D7kZmda22jg+IL7kzSZWoxWFL0PN9EuCLBEbr+rDSHZlH8XT3hgiGdeJnWz4b2msocfm5wLUKte0JSb9MR1GVpP11JsnSeO02SQdMlkFUu04yTlxuNta0kp3lYmZFAUxcxqrTfs9T4ZNp8YckT1y5YO2fkp9/xz/keoi3vMfMjPrQw2GZaSVzt6TBmSwRY6XbzHm/WOY1q+QzVK6k9Rx9Ur1UakeKJ0qLDpA1BCaeJLUM4bC45e77iNxc536g/+foJ5kIehXgzG+qsbal4jPAM8l2KKU+q5RarZRafeTIAFqKOshe9mmyVYh5W38p/qkTrkkfcOyDUFhHGgy9kqTdaU8whC8QysxCB5i4jG9Ovp/P5N8On1sJn18lVW79IBgK87tX93Di5FKuPkn869v7EgTs1rnJLfSivGy2hK2UuIroRCve8ivOk57oWmvq2vyMKSmiqFqEJqFBl031Urk4tvwdXv8lvPTfst1RJQqxQVGA2686gduvPj5m27hCL1PG5PXtR590svjuneITCkDDVjaFJjG2IId5lcX8q3cu+tAayULILYv5LBqsxmNl+SkymGacC7mlTKuVtq2t3QFrqq7TWug1uhyPvwl6u5mfSaaLv00WFEkh6DFVok6sTJcpXev5oecPBMYt6jvzI1Vf9FBQ3JcgKYVOGndJy4mJywDYUd/JrIoCPG657iL1C91Whs2Mc6VeIb7nTm+XBBFnXkACY2ZIsVjAJwZBb2e/Bb2+IyrouxqSCPrM88XXvfUJSVnMG9OvGUCE7Dz44P/BlffFrnFw0vXigtn4EPzpcrlpXP23xH5Rw0AmCpiswUFSR65S6mxE0L+ebL/W+k6t9RKt9ZLy8n6mCcWfa9wcNrjmcULjY3KXjFuCbWd9R7/6ULd09xIKa6aNzWdPYxcHmmJzhm1rtTjZtDwFgYIqtgQrJVe4fFbkhvP3dw7x19V95wA/tbGWmhYf158xjZK8bCqKcjKz0P1JpuUWRV4PW7UVfHUIR3wGT0muh3ZfgI6eIL5AiPFFXsYWymtPaaF7iyQ7Y809suA2SjJyrFTNZGmLANlZLnKyEi+oJVPKWL2/JX3cICtHAms7n4tmLjTuhFAP7/RWU16Yw7wJRbwWXoDSIWlodtqXYtbZ3NvYRaE3izGpBD0rG+ZfzthD/yQPv0zj0+WgIxZ6vcv6jrfVUF6Yw5j87PSC3rBVfqfIcGlzFH/FYKU4Lt/4LQrppvZ9P0+eeeMkVS76zmclgD/9HHmvnF0Fn/+2xBOW3wTI4tn26lwQdVm1WTMeTrhG3qddcZ0497wsmSuzkqQUj50JaBFzO3spLuOrLxranRZ6V+IB3iIJqG99vP9VovEs+mjiDWfuB2Tm9uj1kn338fulK+u7QCaCXgM485+qgYQFCZVSi4DfA5dprVOsBjC0vFYk2STMvijBUvr2Y5u46S9rMwoiQlSkPnyifNFf3tEQs9/2fWZsoQMF3qxo2qKDP7y2l6//bQMrUy2agPhLf/vyHqaX53PuXPEtzx5fxPZBulyKcrN4LbyAUHYhVB4fOVdkDVKL4lwPrb5e6q3p67iiHPKys8jLdtPYkaZ45JKfwSW3SVbBja+Ja8PCDormpivMcrB0SinNXb3saUxyUTpZ/HHLIrIW8LUC8pDVEAAAIABJREFUopvCUyKCvjY8k6ArRwR46b/FPHxPYyfTygui1ZfJWPhR3EEf57tWiwWaan1Yi0OtPnryrQyr1gMopazAaJrPz85wGRedOfUEQ6za18wbuxt5Y5d8XxK+gyWTwZ1DTm8rPwteQUt+ctee1pqnNtRKwVZE0ONSF9fcK2J0xT2SEWItMceel2XF+9O/Euldc7jVT2WxQ9CtcbV0WXGCWReIb3rtH2PPsfNZyfiwe6I4sd2SjTslHuPOjubaZ0hdm1zL08rzk1voIMHu1gMyUxiMoCfD7ZEZoCsLPnpv0gZ6w0Umgr4KmKmUmqqUygauBGLykZRSk4BHgE9qrZMkYQ4P+yvO5wXXqXB6bFOehg4/b+9tpsMfTL9iu4MjVrBxyeRSJpXlJVj3aTMhUlCYkyU5znEl362+XsIavvTgupSVdTUtPrbUtvOJkydH0g/njC9kZ0NnNMsiCeGwpqMnjcvF6+Gl8PG88/H1soQeYjmHwjrG8ivJEx+63Qd9vNUQbWxBTmoLHWQ6vvQzSRtL+XqD5HrcSdMpkzGrQqax+/oS9HmXSzrYi7dKFWvdBsLuHPboSsoLcphQ7MWbm89jlV+Cy/9PpsoO9hzpYvrY/PTnmHgS4eJJfM9zL+e8cDE8frNsTyHoh1t96GK74Zo06ZpbWcj2+g5peta8F578cuyCw/WbJZXSkZ1yx0t7uOKON7nqdyv5zyelZcP44riAqTsLJhxP+7il/D50Sey6og42HWrn839ZyyNrD4mVmlMUm/PdViPW9OKrZf/yz0v76Jo18Ow3JS3vZCm/b/cH6OwJxljopZaFHin/d3vEl77j2WhbXK0lIBpfwW1jC3rTTgmIjpuX/Lg01Hf4KcvPZm5lUWpBn32xuAf9rQPLcOmLU26GW3aJsfku0qega62DwE3As8BW4CGt9Wal1A1KKTvy8h1gDPAbpdQ6pdTqYRuxg7LSYq7330Q4rujg2U11jralmfWhtkWqvDCHM2eV88buJnqC0QyA1gFa6FpDd1waZFt3gGVTymjs7OHfH96QdBaxoUYyCJZMjgZrZlcU0hsMs68pdQl5V28QraEwlcvFbobluOidjblsiq2e6HZ7hYqIoGfT1NV3pk3ysYUSAqLpqCoVsUhYmzUelwvOv1XcB2//Fuo20lk8ixBuyguzUUoxr7KIP/aeKUFUB929QWrb/EztS9BdLjj/B7wZnk9d7ix5ntO/liYo6id3TLXVcE3cGlPG5tMbDHPk0G649wPSJfDN26MPqt8ibjDHTKG2zUdpnof7/+1k/nrDcp778hnMGFcYfzr45KMcuOQvhHGlXMnLnnXua7JukDPPk6Dlpkfk/3f+LEHtEz4p/y+9ToJ5D3xcZg/nfV+yRIBaawH0yhJv5PkLvVmJHRdP+JQEX/9+g9yw6jZKq4Jk/nOQ7qKFE8RfX7tB6hv6SX2bn4oiLzPKCzjY0p08DTl/bHSGMNQWOshnmK4qfJjIKIqotX5aaz1Laz1da/1Da9sdWus7rL+v01qXaq0XWz9p+tEOHZXFXoJhHW1Ra/HUxlomlokYbMuwbaltoZcX5nDW7HK6e0MxGRYRCz3TLBegIEeOdbpdQmFxbyyfPoavXziH57bU8+eVictpbTjUSrbbxazx0fa5s8fLhex0u/h6Qzy27lDkpmCX8Mf0+3BgW+7OZeiS+WaL8zz0BMMcsC7+CqeFns7lkgZfXC/0vhibn0N2liuzWdbUMyTY9crPoHYdjQVS8l9eIOOeN6GIbbXtCbObvZb1P608Se/1OFzzL+Obnlu4b+L34MO/g3O+nbSHdm8wTH2Hn8rSAilss/qbV5XkMpY2iv/6EbEMq06MLnxtLzYSFxBt7Q5QXpjD8uljWDqlLDJrSSA7j7w8mXl0pVgd6ZUdMhs4aFe7fuDXknr3yGfFil77J0kDLZ0i+71Fki3TWS8N7uZfHnmuw9Zn4nS5uFzKctU5UjPHTIcL/xsOrYX/O1WWVIT0LTnGzpBEB19zvwOiIBZ6RVEOM8YVyDrqqWZ4cy+V38Mh6CPE0Vcp6iDSF70tKui2u+Xy46uZPCav7zQxi8bOXnKyXBTkZHHytDFku10xbpfWiMsl8+lfgdde5zH6BXc2wbr21KmcMaucHz29NcGK2HSojdnjC2OChTPGFeBSsZkud72+ly8+sC7S96Q9VeDMojDS3dA5psS2wPbfO+o7KfJmRYR4TF8ulzR09cSuVtQXLpey1mbNzG3Gud+H3g7wt1GTI1N3O5A7r7KInmA4ap1a7DliC3ofFrpFQrVoEuxViqpLciVlc/MjcOdZHLf1Nv6U/V94uurgqodkvL5m8f23HpCxV8SWeLT6ejP+zkXXFU20SNv9AdYcEAMl0r4gOw+uekCC9vdfKbUSJ14T+8CTbhD3xCU/i7l5HbZaVztdLiAuyYQWuiffCF9cL62r2w/LzSFZD3mbMTPFiocBVVbWtfUwvsjLjHFyk07rR/fk9dtHP5o5qgU9unJR9IK33S3vX1TJnPGFbItzufQEQ3z/ic0JvdSPdPRQXpiDUor8nCyWTi3lpe3RwGhbd6/0R0nhm06G3Uulw59oDZfkeXC5FJ86eTLdvSHecTSi0lqzoaaNhdWxhSFej5spY/MjmS7hsOYhK1vmHeti7avFrz1+55iij4m+NltEdtR3ML44Oq0uL8imubs3rR8/FfGrFWVCVUkuNRnGQaiYF1nhabdrKvnZ7kiK5LwJktWyOa4vuS3ofbpcLOzYQjrsGcWEklx4/88lhTArl5INv2eaquPJeT+VVW+mnCYZLW/d4Sj5j81wae3OsN0ERBYO6U7icnljVxOhsGZRdTEHmrujbj5vMXziUSn+KhgPsy+JfWBemWRpjI8d1+FWH1kuRXlhrD+/JC87eVwor0yauX1lK1z1YOJ+J3YLAOWKCRBnQiAUpqmrh3FFXqaOzUepNIJeXAW37H7X/dzDyVEt6BNL83C7FPetPEDAEpinNtYyY1wBsyoKmVtZxN6mrkgPEYDXdzVy9+v7eG5zbEFFY2cPYwuiX86zZ49jR30n+y2Lrs3K0840oAdOCz16gbX6Yn3xy6aV4VLEVKdGSqqrEiv95oyXwBrAW3ub2G/509dbPveOFL3QbbweNzlZrui6oiRvt2uPb19TV2QmBDC2MEdWlRvAyjTdvf2z0AGqS/thoQOcdyuc/0PW6ZkxYjO9vIBstythoYk9jZ1UleSmb4nsIGa91RQcjgi6V1wOZ38Trn0G9Y0DnOf+AyuV5RdWSizghs1SiAIJXRbbMm03gaSDKkXSoOjLO45QkJPFZYur8AfCERcjIJXJn30ZPvtSxgHI2lbxU7vjroc+b3i5JfKTDrtJ19jZCQHsvjjS0YPWEsT3etxMLM1LXlxkk52X+dJzRwFHtaCX5mdz62ULeHnHEb721/U0tIu75eKFEqiaM74IrYkIIMCrVge2+N7UtoVuc5H1HI+tk6lfa6adFh1EpsApLHQQEV1QVcybu6PZDhutkuoFSQR9dkURB5q76e4N8tCqgxR6szh7djnrDloWeqpe6A6Kcj0xLpe2JFa9Pb6wJlbQrZveQPzoA7XQGzt7UvbXSSCvDE65iYbOYMznmZ3lYu6EItYeiK083dvYlbG7BTJzuRx2WuhOsvMoLRsTG+Rd+BEpdNr7sviuc2J95K3dmVcnK6XIz85KcLlorXllxxFOmT4m8loTerPnFPRrjYDDbT65YcWRyQ2vT8ZamS4D8Z9Hgvjy2c8YVxBjode1+fnJs9sGNMM8GjiqBR3gqpMmccsFs3ls3WGu+v3KiLsFxG8KsYFRu6Xm/rhMkXgLvaokl5OmlvF3K+DYr7J/C1vQO/5/e2ceHtdd3f3PmU3SjNbRYstavK+J930LWaAhCWkCJSVhTUhIUwgtDy19KbSUFF7aAu1LC6UhBAi0aaCsSQiQQJrNZLOz2I7teJNsS7Jsa9/3+b1/3HtHM6M7q0bSaPz7PI8eSXOv7hzN3Dn33PM753tCI3TTGRSF5EW3Ly7l9YbO4J3EwaYuPC6H7QLY8rkFKGW0xP/6jXPcuK6KrYtKaWgfoK13KKGpSoW5rrBF0e6QeaIWoRcv68MBIQ49Sh79By+c4t5nTtpu6x8ew5esQzcrXc4mmnYxaekdmpAO2L6olNfOdAY7VpVS1LX0sSjBdAuYEWgch9XUOUhZvsc26q+KvONw541rEFWEL4gOjhjdybYaM1EwhlyER+gnW/po6hzgLcvLqfUbEW/CwzaiEFmDbpHIBS8uRTVGBcrKdyT9p1aZrRWELKnIp661zygVBf7x10f496dOcux8jKh9FjPrHTrARy9fzB27FnLiQm8w3QLG7brP4wx2553rGuS4ebVuCDmhR8cCtPUNT3AAN66voq6lj4NNXYkLc4VgpT3sIvTQY21fVMrImGLfaaPN/UBjJysrC/G4Jr49K8xKl688fpSh0QDv2VzDuhrjFnZ/Y2fU8XOhREbo3YMj+DxOXM7x5wvN284Ni9AN5xKtdPF7vz/F958/Zbutf3gUr41GeyysRbe4pYsRtPSEX6ABdiwuZTSg2GtWL7X0DNE7NJpQhYtFcZ6HnqHRYIrPjqbOgYnRuUlVcR5NnQPhpaqb7zAaaKrC5Q+6bc6VeOSbvQ+hWFIWly0tp7okD5HJOfRAwJCDqLSL0CMVKVPB4YQP/3q8CiUJzkeU2S4uN0pFmzoGOH6+h4f3G3fck77oZChZ4dBFhM9et5K/evtyPnvdeA7S4RBWVBZyxFxE3HPCiM63LfKHLQy19w+jlLHgF8q1l1bicTr4xWtnJw4WSIDxqoMQh25Tz755gR+XQ3jhZBuBgOKNpm7b/DlArd9LntvJwaYuVlUWcmlVEaurinAIvN7QRc/gCHluZ1Bfw47CXHd4Dt2mszTf48JKj1ZE5NDBPuXSNTBCfWsfzV2DtnnU/uExvAnmqi2sCD3RBjEwFr67BkYoj3DomxaU4HYKz5vprZNJLojCRK14O852DjDPJnoFqC7xMjQaGJ/NCkZp48dehu0fD9u3M4VS2bC5oibPHGthUZmPGr+XHJeTysLcCdIWydDWN8zwWGBChQuMN95123RITwfnuwdxOSQo4xCsdGnp4WtPjjdRWbpN2UZWOHQwnPpHL1/CFcvDu75WzC3gSHM3Sin2HG+h1Ofh6kvmMjAyFvxQhdagh1LkdXP58nIe2X+Wtr7hpB26y+kgz+2csCjq9TjDom9fjos11UU8f7KNU2199A6NsjqKQ3c4hGVzjJP05i01wb9fNqeA1xs6TS302FGwEaGHNxZF5tytmmIIj9ALclx4XA7blMvBxnGp2+Pnw6uLAgFlOPQkI/S55sJbMgujbeb7Gvl+ej0u1teU8MJJYwF6vAY9eYceLU88FlA0dcSO0AEaOyIcqn9hsGnHIijrm0SprC/HSX9IDn1wZIyX6tu4bNl4rXWN3zupCN2uBt3CSg8lPVs0TZzrHqSiICdYvLDYvPv65f5mHjvQzM2bje5d7dBnKSsrC4MSAHtOtLFzSRkLSq2FIeMDbTn2yFt0gHeur6K1dyilHDoYlS6RZYt2VQs7FpdxsKkrWO0SWbIYyqp5ReS4HNywdlz0cl1NMfsbOoPVOLEwcujhi6J2FyvrsdBFURGhzOexVVw80DReenk0wqEPjtoLc8XD5XQwtzA3qQjdukDbvZ/bF5fyRlMXXf0j1LX0kut2RI2m7YjnsI40dzMwMsbaGvv3L5k7Dus5kmtmc4UFEPtOdTA4EuAtIQ69dpIO3Sr5rSyyT7kAE2vRp4kL3UPMCbGr2OuhLN/Dz15roiDHxaeuXo6IduizlpWVRs754dfP0to7xK6lZdRELAxFi9ABrlhREcxHJxMpWRREfMCMuuKJx9m+uJSxgOK7e+rJcTlYWhE9r/vJty3jJ3ftCMtzr60ppmtghINNXXFr5a0cerC7NEpUX+T14JDxvLlFWUFOeMrA5EBDF7V+Lz6Pk2MRImJ9ZtSY7KIo2CwkxiFUxiGSHYtLCSh4qb6NutY+FpT6kipFLYkTob9cb6yDbF5gr68ddOgJ/D+pyE0E54qavGk2oVnrLADzS71c6BkKK+dNhrNm279tyiVScXGaOdc9yJyC8AuNFaXfvnshfp+Hojy3zqHPVpbPNSpdrIW63UvLqDY/VGfajA+V5QDsIrpct5NrLjUEmJJNuYCluBgaDQ+HjxAz2Ti/BI/TwcmWPlbNKwxboIykvCBnQgRvfWCbOgdiVriAkUMfGVMMjhgLV9Hkdovy3JTl50ywxWj/t0m5NHWxtqaYZSG18hZWZUleknXoYHRcphKh2zn0dbXF5LodPH+yjbqW3qTSLTB+Ue+MkkPfe6qdquK8qCmXwlw3hbmuhBZ54w7esMHrCc+hn2zpo8TrpiREGtgKaCakfRLkbOcAuW6HrV3W3eekSxdT5Hz3YFgjHMCa6iL8Pg8f3mXo8vu9Htp0hD47yc9xUes3IpLF5T4qi4wmkrmFuWERutfjDHbaRfJHGwz1u8gTJdHnD1sUHRixjfRz3U7W1RpOOdqCaCyWVuQHZWnjpVysC9OrId2ldheBt62s4Mb1E2eZlOV7JuTQW3uHaOocYE1VEcvnFHD0XPj80+C0ohQj9OaugZiVJaFYDr00f+LrnONysnmBn2ePtdDQMcCissQrXGC8+scu5aKUYu+pdrYsjD39pqrEm2DKZQSXQ4KL64mQnxO+ZlPf2jth0dcqXYws3U2U5q5B5hXl2coNBxUXZ8Ch9w+P0jM4SkVh+IX8L/5gOb/75FuCnwu/z0OHduizFyvtsntpSB6x1BssXYysQY9k66JSHv/EZexemuRkcAyHHppDj1X+uGOxIWe7ujpOJ50NLqcjGLXHWxS9+pI5LCrz8ZEf7OP5E61R5XY/sH0Bn7l25YTHy/JzaO8bDpMFthZE11QXsWxOAR39I2FpGStqTLaxCIzy04AKHy0Wi5beIYry3LZDM8BIb1m1yclG6IXm/FM7h1Xf2kdr73DUdItFovo0nea6TUyd9gh8OS4GRwLBskGjcSr8ojXZWnSjqcj+DsRSXJyJRdFIqWeLXLczbBpVic+jc+izmRVm2mXnknGHXOv3ctpcFI3sErVj+dyCpD5YFvm5rglVLtFuoa9dXcnCMl/QsSfLejPtEk0616I0P4cf3rmNquI8bv3eXpSK3YgUSVl+DqMBFVa6t7+xExG4pKooqAp5LCTtYkkTJBsRA1QVGw4o0bRLq01TUSg7Fo+fB8nUoIOxKGwN/4jEGpe3ZWFs2dTqkjwaO/ptZZND6Uqh98GK5vtHxugbGuV899CECN3v8+DzOFN36J0DtguiEEVxcZqIrEGPht+rHfqs5prVc7lqRQU7l4w7ylq/l/PdRku5EaEnv+CZCKGLooMjYwyPBqKKLS2bU8BTf3l51OgnHmtNhx4v5QJGbflDd24LRqiJ/I1FsBY9JO1yoLGLJeX55JsllBAu8/u/b55naUU+taXJaXNAcguJYF6gY9xxXTqvMCiclkwNukWx10ZREHi5vgO/zxNchItGdUkefcNjcUW+OgeGk+oShXGBrr6h0fGyzIj/UUSoLfWFNdclyshYgAs9Q1TGOEfT0v6fAgk79HyjmzXRaWaziYvCoa+YW8h3bt0cNpy4NmRhKJEIPVWsMXRKqZSqFpLBWli1HGA8yvJzeOgj2/jwzoXsXpZ4Osm6+F0wc9WWOuQaM1VUlu/B7/MEI/TuwRFeqmvnypWpTYaxosFkpk+VxXg/XU4HWxeVUlGQk9J7UZxn3/6/91Q7m+aXxL2TS7T7tbM/cWEuC6ssNNShL7RJK9X688Ii9HsePcS7/+P5CdO1IjnXZUgDV9l0iVqkpf0/BSJ1XKLh93oYGVNRB4HMZpIvOcgSrEjxZEsfHf0jMXPokyE/x81oQDE0GggZYzc1dwNzCnN55q8up6Ig8cXbEp+Hz12fnETpsjkFeD1OvvG/J9i+qJRz3YO09g6xxszhixjNT1aly3PHWhkNqOBs1GTJdTspL8gJi9BPt/VR19KHx+XA43Iwv9Qb/L9be4djRugA99xwCW0p6roXez1B52FxvnuQM+39fHB7/Mnu1SXjKSQ7ATaLzv6RYPoqUUI10S2HbvVdhFLr9/L00RYCAcWb53p44PlTKAVPH7vAlSuiv0/N5jqGXVORRbHXPSMpjXNdQ/g8zrgpR6vip71vOO6+s42L16GbEbpV6TGVEToYsrbjwlxTdxLF+qCli7L8HD5//SX81U8P8J099cEyuDUhpZTL5xTwk1caUUrx5JHzFHvdbKhNfSRXVUjpYt/QKO++94UwCdg8t5MHbtvM6uoieodG476fVcV5tnXUiVDsdU8Y1m3Vn8ercIHER+tFq4iKRWTKJZo0cK3fkCC40DPEl351hMJcN16Pk289UxfHoYdIA0ehOM8d1JkfGh3jju/v44831XD92nlJ/S92PPx6E794rYn7P7R5gnSvMakofjBTGuLQ59tc7GYzF0XKxY5Snwevx8mrpw2HPlURekGInksq2hyZyk2bqrn6kjl85fGj/OSVBlwOY6q9xbK5BfQNj9HQPsBTRy9wxfKKCR/AZLAWEgG+/VwdLT1D/Nst6/nRndt44LbNzCvO5bYH9vLYAWMY8VRdoMG4w4rMf+891Y7P4wwqfMaixOsmz+2MuSYwMhagd2g0ZYXPvqFR6lr7oq4R1JqO7AcvnGLPiVb+/Kql3L5rIS/Vt/N6Q6ft38B42it2hD4+5OL7z5/iueOtPBUyLGYyPPjiGZ462sJvD5+bsM2aJRoPK0KPlRaqb+0LLnLPJi5ahy4i1Pq9wWHMUxahh2ii2yktzlZEhH941xqKvG5+d+QCy+cWhEWCy82F0R/uPUNH/whXpZg/t6gqyeNs5yAXuge579k6rrl0Ln+4dh5bF5Vy+fIKHrpzG5VFuXzqJweAid2t6aTY66Z3aJTh0fG6+Jfr29kwvyRmQ5iFiBiDOzqjL0qmMsMWQiL04VHqWybWoFtYd6j3PnOShWU+3r9tPjdvqaUg18V9z9rLH4Mx2KIozx21Z8OyuXtwlAs9g3z9yRMANLYnp5ZpR9fA+Bi9+5+rn7DdmiUaD7+50Nxm0+1s8c9PHOX2B/bOOt30i9ahw/htJxA355oqwZTL0Mi40mIWROhglL999SZjCMGaiNr5paZD/88XTuNySJg4VCpUF+cxPBbgb37xBkOjAT519fKw7RUFuTz0kfGqnamM0EsiFBe7+kc4er4nbv15KFUleTFTLqkuoPtyjIvqmbYBugdHozr0qmJDRjeg4K+vWYHHnKf7/m3z+c0b5zgVZbByc1f0kkULayH3nkcP0z8yxvra4knrr4Mxy2AsoLhudSX7TncExy6CsTB/PkLHJRr+/PgRekOH8fq9cTaxmcSZwkXv0C2mblE0PEJ3OiSYhskG3rKsnO/euomPX7kk7PGiPDeVRbn0DI2yZaE/qbJIO6y88xOHz/PeLbW29eMVhbn88M5t/N31q1g5N37qI1WKIvRK9p5qR6no+i12VMWRM+gKtv0nmUM3K7msqVd2FS5gTHBaWOZj+6JS3rZqPGd+244FuBwO7t9TZ/t3TZ2DcdceLJsfO9DM+7bW8pZl5ZzvGWRoNDXtGIunjl6gKM/Nl965moIcF9/ZMx6l//iVRoZHA7YLwJH4PE48TgftfdFLK5vN9+b3J1qj7pOJXNwO3ax0yc9xpdTBmAgFuaE59GEKc10pNShlMleumGNbO2/Vo1+VYnVLKFZzkc/j5M+uWhp1v4qCXG7buTApwa1kKYlQFHyxrg2Py8H62sQ7fKtLvHT2j0QtnRuXzk2+bFEE3miyGrmiO7gH79jKfR/cGHY+VhTmcuP6efx4X+OEztwLPYPUt/YGF8GjYaWJCnJdfOKty6gp8aJU7D6Ctt4h7vzBvvBZpyEEAoqnj7Zw2bJyirxubtlay6/fOEdjRz/PHW/hMz87yO6lZbx7Y3VM28BIeZX43LRHGdIyNDoWLMnVDn0WYZ2YU3l7HjrkwpgPOXW53UzDKrl76yTz5wA1/jzyc1x89IolU/p+JUJQoMt0ui/UtbGhtjjhQdMQv1kq6NCTTM9Zc0XPdQ/idkrMaLqyKM+2bO/uK4wL5hcfOxz2+FcfP8pYQPGhHQti2mAtTP75VUvx+zwT1E3teKm+nScOn+fJI+dttx9u7qa1d4grlhupO8uGv3/0MH/6X6+ypCKfb75vQ8zBLqH4fTlRI/TzXZZYn4d9pzsSn2ebAVzUDt1KuUzlAlpo2WI03fFs5dYdC/iXP16bltIwr8fFi5+5io9evjgNlk2Occ3vYbr6Rzjc3M22RcnJNViRc6QqpUXnJHoWrDx6rd+b0CJtJLWlXj52xRJ+eaCZ544b4+sONnbx41cauW3nwrjdtSsrC/nFx3by4Z0Lg3aAkZeOhtW1+srpDtvtT71pVMlYazFVxXlcu7qSJw6fJz/Hxfdu25xUTbnfF11C10qF3biuiuHRAPtO2duUiVzUDt2arziVEV+Oy8jX9Q5dfA59XnEe79oQ/xY4UfJzMiNdFRxD1z/CS/VtKGXMhU2GFXON5qxXopTGdfUPIxJ7Nmw0fEFZg+R1cyzuvGwRC8t8fO7hQwyOjHHPo4fwez3cHbFWEo11NcXBtFdFQQ4el4PGGBG6tUD8ypkoDv3oBdZWF4WtdX38yiVsXejne7dtTrr/oiSGnos1kenG9VW4HMLvT86etMtF7dBzXE52LC6dVMNLIljt/6lOPdJkFvk5LlwOoXNgmBfr2slxOYLSx4nicjrYUFvCy1Giv07z4p/KWoC1MLo4SSXJUHLdTu75w0uob+3jg999mX2nO/jU1ctTWtx2OITq4ryYKZcGs8egrqVvgrRtR98wrzd0cnnEeMllcwr40Z9sD+vK1tR4AAASgUlEQVR/SJTSGIqLlkNfUpHP+tpinp+CPPpU6chc1A4d4ME7tnHH7kVT+hyWJnos6VzN7EFEggJdL9a1sXF+SVSp3lhsWlDCm+e66R6cmMtNRcfFwkq5pCI8Fsply8q5bk0lL9e3s6qykJs21aR8rBq/N+i07WjsGAimPl9rCL/IPXu8hYAypoelixKf0RxmV2d+tsuwJdftZMfiMg6YIwsny+hYgF8dbOaPv/UCD750ZtLHs+Oid+jTQX6OMcOzezD1D6kmsyjKc3O6rY8j55LPn1tsWeBHKYLdyqF0DtiPKkyE/EkoSUbyt9etYvfSMr70rtWT6vSt8efREKW5SClFY0c/V18yF5dDJuTRnz7agt/nSWnwSzT8wW7RiY66qXMwmMLZuaQMpQjO+k2FodExvvn0CXZ/+Sk++uCrnO0cCF500032FERnMPm5Ls6aKnWpfkg1mUWx18NLdUb9eaoOfV1tMU6HsPdU+4R0Qld/8tK5FsEc+iRSLhZzi3L5z9u3Tvo4NSVeugZGbNeRWnuHGRwJsLQin1XzCsMcet/QKE8cOse1qyvTWorqD2n/j1xDa+4cCDaoraspxutx8vsTrbzdHEWZDM1dA9z1X6+yv6GTXUvK+PsbLuXKFZOTwYiFdujTQEGOiyPNRseZTrlkByVeQ0Uz1+1gbU1qkaPX4+LSeYXstcmjdw6MsCDFCLvEawxCnqru51QIVrq091MUEWlbGj01fi8bakv40d4GRsYCuJ0OHt1/lr7hMW7eUptWe6z2/8g8ulKKs50D7DKnk3lcDrYs9LPnRCvtfcMU5bkTdsYv1rVx93+/ysDwGPe+fwNvv7Qyrf+DHTrlMg3k546PodMpl+ygyCwnTDV/brF5gZ/XGzondFFOJof+sSuW8OAdWzOiIsgi1mBqq5yxusTLxvklDIyM8WazUc750MtnWDYnnw1JLjrHI1RCN5TugVH6hsfC6vd3Ly2nvrWPDV/4LUs++ys2ffF3fGdPfUzt+GePtfC++1+iMM/Nw3fvnBZnDjpCnxZCh/zqKpfswHofty1MLd1isWmBn/v31PNGUxcb5xvSAWMBRfdg6jn08oKcGW++iqSmxIrQJ+bRLSdfXZIXLNN85XQ7Toewv7GLv7t+VdovTqVRHLpVgx7a+fy+rbXMKcyhtWeI9v4RXj3dwRd+eZhnjrXw1ZvW2M4f+P7zpyjPz+Hhj+2cVs117dCngfyQWmKdcskOrPb/7SnOf7XYvMAomd17qiPo0HsGR1Bq/DmygSKvm8Jcl23pYmPHgDHnNMeFL8dFZVEur5zppK7VGGDyzvVVabfHWp+ILJE8a+PQc91O3rFmXMtdKcV/vXSGL/7yMG//2nN86wMbw3R8uvpHePZ4C7fuWDDtAzQSSrmIyNtF5KiInBCRT9tsXyEiL4jIkIj8ZfrNnN2EinFli9Lixc7upeW8Y03lBJXJZCnNz2FRuY+99eMNRqm2/Wc60UoXG9r7qQkZm7hhfgkv1bXx89eauG515ZTIZXhcDgpyXLRFOvQEBniICB/YNp/H/mwXXo+Tzz18KKyu/PFD5xgZU2kZ6JEscR26iDiBfweuAVYBt4hI5MyyduDPgK+m3cIsIDTloiP07GBtTTHfeO8GPK7JL0Ntnu9n3+mOYE52Mm3/mUxNidd2MHVTx0BwLB/AxtoSLvQM0TM4ys2bU699j4c1LDrMls4BPE4HZb74KaslFQV8/MolHGnu5vmT42WNjx44S63fy+o0llkmSiJn4xbghFKqTik1DPwQuCF0B6XUBaXUXmD6R33PAvLN2648t3NSC2ia7GTzQj9dAyOcaOkFGB9VmGURem2pl4aOgbDFxEBA0dgxQHVIhL5xvpGGWlTuS2ikX6rYtf+f7RxkblFuwiWSN6yroizfw7efM+SGW3uHeP5kG9evrZyRRelEHHoV0BDye6P5WNKIyJ0isk9E9rW0tKRyiFmJFaFn2y20Jj1YeXSrxXx8mHh2nS81JXkMjwZoCRnO3dI7xPBYgOoQSd5V8wpZVO7jTy5bNKVO0W/T/t/cORAz3RJJrtvJB7cv4OmjLRw/38Ov3zjHWECF5dynk0Qcut0rmpIQgVLqPqXUJqXUpvLyyU2wmU1YK/c63aKxo9bvZU11Efc+U0efKREByQ+3yHSqQ2rRLUIrXCzcTgf/+xeX857N6a09j8Tv89guitpp+8fi/dvmk+t2cP9z9fxy/1mWVOSzwpSOnm4SceiNQGgiqxo4OzXmZCdWhK4dusYOEeHvrl/Fue5Bvvn0iaBDL0xBaTGTqbXRRbfKGGtKYg/NmAr8Pg/tITn00bEA57rjT2SyO84fbajm56818fKpdq5fM2/GegASceh7gaUislBEPMDNwCNTa1Z2ka8jdE0cNs738671VXz72XoONHZSkOtKScs8k7EcZWgtul2EPl2UeD0MjgToHzaa/s73DBFQJB2hA9y+ayEjgQBKwTvWTk8TkR1xzxil1ChwN/A4cAT4H6XUIRG5S0TuAhCRuSLSCHwS+BsRaRSRqRvqOMso0Dl0TQL8n2tW4HIKT755ISvPlVy3kzmFOWGli4bKYk5S057SRWRzkV0NeqIsKs/nutWVbJxfwmKbebfTRUL3dEqpXwG/injs3pCfz2GkYjQ2WM0F2ZYT1aSXOYW5fPzKpfzTb97MupJFi/l+H4fOdqOUQkRo6Oinxj/90TmMt/939I1QXTLu0KuSWBQN5WvvWZfa4mIaya57ugwl1+3giuXlbJ3CEixNdvDhXQtYVO5LOo87W7hh/TyONHfz+KFzAGbJ4vTnz8EYQwcE8+hW23+y048sXE5HwjNNpwrt0KcBEeF7t23hqpVzZtoUTYaT43Ly8z/dyVduWjPTpkwJ79lUw9KKfP7x128yODLG2c6BsC7R6cRvNg/9/kQrgYChsliU5w7KD89GZq/lGk2Wkm0NRaG4nA4+c+1KbntgL//8xFFGxtSMRejz/V7eurKC+56t47UzHQyNBlLKn2cSOkLXaDTTyuXLy9m1pIz799QDM1PhAsas029/cBNfvWktx873cqCxK+X8eaagHbpGo5lWRITPXLsy+HuNf2YidMuWd2+s5refvIz3bq3l3RunTjtmOtApF41GM+2smlfITRureWT/2aRa7aeKioJcvvTO1TNtxqTRDl2j0cwIX7jxUv7kLYu1YF0a0SkXjUYzI+S4nDPahJONaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WUJCDl1E3i4iR0XkhIh82ma7iMi/mdsPiMiG9Juq0Wg0mljEdegi4gT+HbgGWAXcIiKrIna7Blhqft0J/Eea7dRoNBpNHBKJ0LcAJ5RSdUqpYeCHwA0R+9wA/EAZvAgUi0hlmm3VaDQaTQxcCexTBTSE/N4IbE1gnyqgOXQnEbkTI4IH6BWRo0AR0JWAHWVAawL7JXq8RPabCdvSaT/MftvS/Zyz3baZ+Bwkut/F8hlNdL+psm1+1D2UUjG/gJuA+0N+/wDw9Yh9HgN2hfz+JLAx3rHNfe9LcL99aT5e3P1mwrZ02p8Ntk3Bc85q22bic5DJtmn/Ef6VSMqlEagJ+b0aOJvCPtF4NMH9EiXR4yWy30zYlk77kyFTbUv3c2rbpna/6X5O7T9CENPzR99BxAUcA64CmoC9wHuVUodC9rkOuBu4FiMd829KqS2p221rxz6l1KZ0HjNdaNtSQ9uWPJlqF2jbUiWdtsXNoSulRkXkbuBxwAl8Vyl1SETuMrffC/wKw5mfAPqB29JhXAT3TcEx04W2LTW0bcmTqXaBti1V0mZb3Ahdo9FoNLMD3Smq0Wg0WYJ26BqNRpMlzJhDF5EaEXlKRI6IyCER+XPzcb+I/FZEjpvfS8zHS839e0XkGxHH+r8i0iAivZlkm4h4ReQxEXnTPM4/Zopt5rbfiMh+8zj3ml3BGWFbyDEfEZE3JmNXum0TkadNKYzXza+KDLHLIyL3icgx85z7o1TtSqdtIlIQ8lq9LiKtIvK1TLDN3HaLiBwUQ7bkNyJSlkG2vce065CIfDnukydS/zgVX0AlsMH8uQCjkmYV8GXg0+bjnwb+yfzZB+wC7gK+EXGsbebxejPJNsALXGH+7AGeA67JBNvMbYXmdwF+CtycKbaZ298F/DfwRqa8p+a2p4FNmXSumdvuAb5o/uwAyjLFtojjvgJclgm2YRSGXLBeK/PvP58htpUCZ4By8/fvA1fFfO50nJRpOrEfBt4GHAUqQ16YoxH73RrtZCFNDn0qbDO3/yvwkUyzDXBj1Li+J1NsA/KBPeYHYdIOPc22PU2aHHqa7WoAfFNhVxrPtaWmnZIJtpnnfgtG96UA9wJ3Zohtm4Hfhfz+AeCbsZ4rI3LoIrIAWA+8BMxRSjUDmN9Tvp1NB+myTUSKgesxumgzxjYReRwjQukBfpJBtn0B+GeMMti0kqb39Htm+uBvRURm2i7z/AL4goi8KiI/FpE56bBrsrZFcAvwI2V6qJm2TSk1AvwpcBCjGXIV8J1MsA2jDHyFiCwQox/oRsIbOCcw4w5dRPIxbvc/oZTqnml7QkmXbeab8RBGw1VdJtmmlLoaI1rIAa7MBNtEZB2wRCn183TYk07bTN6nlFoN7Da/PpABdrkwOrR/r5TaALwAfHWydqXJtlBuxvgspIU0nGtuDIe+HpgHHAD+OhNsU0p1mLb9CCNdewoYjfU3M+rQzRfzp8CDSqmfmQ+fF1Op0fx+IQtsuw84rpSa1ELQFNmGUmoQeISJKpozZdt2YKOInMJIuywTkaczxDaUUk3m9x6MHP+kuqLTZFcbxt2MdRH8MTDpuQTpPNdEZC3gUkq9Mlm70mjbOgCl1EnzruF/gB0ZYhtKqUeVUluVUtsxUjbHY+0/k1UugnFrc0Qp9S8hmx4BPmT+/CGM/NOstU1EvoihkvaJTLJNRPJDTi4XRqfvm5lgm1LqP5RS85RSCzAWi44ppS7PBNtExGVVQZgf2ncAKVfhpPE1UxjrIJebD10FHE7VrnTaFsItpCk6T6NtTcAqESk3f38bcCRDbEPMCiqzIuajwP0x/yCdyf8kFwp2AQrjFud18+tajJXdJzGuRE8C/pC/OQW0A70YgmCrzMe/bP4eML9/PhNsw7gFVhgniHWcOzLEtjkYujwHgEPA1zGipxm3LeKYC0hPlUu6XjcfRpWG9br9K+CcabvMx+cDz5rHehKozYTXLGRbHbAiA/3HXRif0QMYF8XSDLLtIYwL82ESqELTrf8ajUaTJcz4oqhGo9Fo0oN26BqNRpMlaIeu0Wg0WYJ26BqNRpMlaIeu0Wg0WYJ26JqsQkQ+LyJ/GWP7jSKyKoHjhO0nIn8vIm9Nl50azVSgHbrmYuNGjHrypPZTSn1OKfW7KbNKo0kD2qFrZj0i8lkx9Ml/Byw3H/uIiOwVQ+/9p2Jo0+8A/hD4iimstdj8+o2IvCIiz4nIiij7PSAi7zaPfUpEviQiL4jIPhHZICKPi8hJMWftmvt9yrThgIjcMwMvjeYiI+6QaI0mkxGRjRiCT+sxzudXMTo5f6aU+ra5zxeB25VSXxeRR4BfKqV+Ym57ErhLKXVcRLZiyJNeabNf5FM3KKW2i8j/Ax4AdgK5GN2j94rIH2BIxW7BkGV9REQuU0o9O2UvhuaiRzt0zWxnN/BzpVQ/GBOOzMcvNR15MYa2+uORf2iq4e0AfhzisHMSfF7reQ4C+coQ6uoRkUExpGz/wPx6zdwvH8PBa4eumTK0Q9dkA3b6FQ8ANyql9ovIrYyLVoXiADqVUutSeM4h83sg5GfrdxdGVP4PSqlvpXBsjSYldA5dM9t5FniniOSJSAHGEBEwRn81m4qI7wvZv8fchjI0qutF5CYwVPJMidew/VLkceDD5l0AIlIlk5g9qtEkgnbomlmNUupVjAEAr2PoTz9nbvpbjCkxvyVcFviHwKdE5DURWYzh7G8Xkf0Y+e8bouyXrF1PYGilvyAiBzGmQU3mAqHRxEWrLWo0Gk2WoCN0jUajyRK0Q9doNJosQTt0jUajyRK0Q9doNJosQTt0jUajyRK0Q9doNJosQTt0jUajyRL+Pze9utzGOuY8AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_time_series(region='KIRINYAGA');\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plot_region_time_series(region='NYERI', ax=ax);\n", + "plot_region_time_series(region='MURANGA');\n", + "plot_region_time_series(region='KIAMBU');\n", + "plot_region_time_series(region='NYANDARUA');" + ] + }, + { + "cell_type": "code", + "execution_count": 267, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plot_region_time_series(region='MARSABIT', ax=ax);\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plot_region_time_series(region='BARINGO', ax=ax);\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plot_region_time_series(region='KIAMBU', ax=ax);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 272, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 231, + "metadata": {}, + "outputs": [], + "source": [ + "# times = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].datetime \n", + "# obs_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].true_mean_value\n", + "# ealstm_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].predicted_mean_value\n", + "# pers_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'previous_month')].predicted_mean_value" + ] + }, + { + "cell_type": "code", + "execution_count": 282, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KIAMBU EALSTM RMSE: 0.088\n", + "KIAMBU Persistence RMSE: 0.086\n", + "MARSABIT EALSTM RMSE: 0.059\n", + "MARSABIT Persistence RMSE: 0.038\n", + "BARINGO EALSTM RMSE: 0.074\n", + "BARINGO Persistence RMSE: 0.078\n" + ] + }, + { + "data": { + "text/plain": [ + "(0, 0.09)" + ] + }, + "execution_count": 282, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "inv_lookup = {v: k for k, v in region_lookup.items()}\n", + "\n", + "region = 'KIAMBU'\n", + "model_error = ealstm_rmse.where(region_da == inv_lookup[region]).mean().values\n", + "bline_error = bline_rmse.where(region_da == inv_lookup[region]).mean().values\n", + "print(f\"{region} EALSTM RMSE: {model_error:.3f}\")\n", + "print(f\"{region} Persistence RMSE: {bline_error:.3f}\")\n", + "\n", + "scale=0.6\n", + "fig, ax = plt.subplots(figsize=(12*scale, 8*scale))\n", + "pd.DataFrame({'Persistence RMSE': bline_error, 'EALSTM RMSE': model_error}, index=[0]).plot.bar(ax=ax)\n", + "ax.set_ylabel('RMSE')\n", + "ax.get_xaxis().set_visible(False)\n", + "ax.set_title(region)\n", + "ax.set_ylim(0, 0.09)\n", + "\n", + "# bline_rmse\n", + "\n", + "region = 'MARSABIT'\n", + "\n", + "model_error = ealstm_rmse.where(region_da == inv_lookup[region]).mean().values\n", + "bline_error = bline_rmse.where(region_da == inv_lookup[region]).mean().values\n", + "print(f\"{region} EALSTM RMSE: {model_error:.3f}\")\n", + "print(f\"{region} Persistence RMSE: {bline_error:.3f}\")\n", + "\n", + "scale=0.6\n", + "fig, ax = plt.subplots(figsize=(12*scale, 8*scale))\n", + "pd.DataFrame({'Persistence RMSE': bline_error, 'EALSTM RMSE': model_error}, index=[0]).plot.bar(ax=ax)\n", + "ax.set_ylabel('RMSE')\n", + "ax.get_xaxis().set_visible(False)\n", + "ax.set_title(region)\n", + "ax.set_ylim(0, 0.09)\n", + "\n", + "\n", + "\n", + "region = 'BARINGO'\n", + "\n", + "model_error = ealstm_rmse.where(region_da == inv_lookup[region]).mean().values\n", + "bline_error = bline_rmse.where(region_da == inv_lookup[region]).mean().values\n", + "print(f\"{region} EALSTM RMSE: {model_error:.3f}\")\n", + "print(f\"{region} Persistence RMSE: {bline_error:.3f}\")\n", + "\n", + "scale=0.6\n", + "fig, ax = plt.subplots(figsize=(12*scale, 8*scale))\n", + "pd.DataFrame({'Persistence RMSE': bline_error, 'EALSTM RMSE': model_error}, index=[0]).plot.bar(ax=ax)\n", + "ax.set_ylabel('RMSE')\n", + "ax.get_xaxis().set_visible(False)\n", + "ax.set_title(region)\n", + "ax.set_ylim(0, 0.09)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 260, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 260, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2011-01-31NAIROBI4.102199e-010.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyalinear_network2011-01-31NAIROBI-1.991590e+000.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2district_l2_kenyarnn2011-01-31NAIROBI3.886054e-010.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3district_l2_kenyaprevious_month2011-01-31NAIROBI3.816484e-010.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4district_l2_kenyalinear_regression2011-01-31NAIROBI-1.037418e-070.362545NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
5district_l2_kenyaprevious_month2011-02-28NAIROBI3.625452e-010.335579NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
6district_l2_kenyalinear_regression2011-02-28NAIROBI4.993033e-050.335579NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
7district_l2_kenyarnn2011-02-28NAIROBI2.234656e-010.335579NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
8district_l2_kenyalinear_network2011-02-28NAIROBI5.479144e-020.335579NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
9district_l2_kenyaealstm2011-02-28NAIROBI1.946744e-010.335579NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
10district_l2_kenyalinear_network2011-03-31NAIROBI-3.217646e-020.273006NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
11district_l2_kenyalinear_regression2011-03-31NAIROBI4.989031e-050.273006NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
12district_l2_kenyarnn2011-03-31NAIROBI2.558115e-010.273006NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
13district_l2_kenyaealstm2011-03-31NAIROBI2.084318e-010.273006NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
14district_l2_kenyaprevious_month2011-03-31NAIROBI3.355786e-010.273006NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
15district_l2_kenyaprevious_month2011-04-30NAIROBI2.730064e-010.296023NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
16district_l2_kenyalinear_network2011-04-30NAIROBI-5.585097e-020.296023NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
17district_l2_kenyarnn2011-04-30NAIROBI2.635315e-010.296023NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
18district_l2_kenyaealstm2011-04-30NAIROBI2.317864e-010.296023NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
19district_l2_kenyalinear_regression2011-04-30NAIROBI4.969801e-050.296023NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
20district_l2_kenyaealstm2011-05-31NAIROBI1.914082e-010.196452NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
21district_l2_kenyarnn2011-05-31NAIROBI2.189375e-010.196452NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
22district_l2_kenyalinear_regression2011-05-31NAIROBI4.954769e-050.196452NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
23district_l2_kenyaprevious_month2011-05-31NAIROBI2.960233e-010.196452NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
24district_l2_kenyalinear_network2011-05-31NAIROBI1.253785e-010.196452NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
25district_l2_kenyaprevious_month2011-06-30NAIROBI1.964516e-010.146000NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
26district_l2_kenyalinear_regression2011-06-30NAIROBI4.934255e-050.146000NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
27district_l2_kenyarnn2011-06-30NAIROBI2.403948e-010.146000NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
28district_l2_kenyaealstm2011-06-30NAIROBI1.798507e-010.146000NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
29district_l2_kenyalinear_network2011-06-30NAIROBI1.964881e-010.146000NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
...........................
33090district_l2_kenyaealstm2018-07-31NYAMIRA2.531057e-010.267459NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33091district_l2_kenyarnn2018-07-31NYAMIRA2.760921e-010.267459NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33092district_l2_kenyalinear_network2018-07-31NYAMIRA1.351709e-010.267459NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33093district_l2_kenyaprevious_month2018-07-31NYAMIRA1.530926e-010.267459NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33094district_l2_kenyalinear_regression2018-07-31NYAMIRA5.143410e-050.267459NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33095district_l2_kenyarnn2018-08-31NYAMIRA2.359138e-010.089046NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33096district_l2_kenyaealstm2018-08-31NYAMIRA1.981193e-010.089046NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33097district_l2_kenyalinear_network2018-08-31NYAMIRA-1.162734e-010.089046NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33098district_l2_kenyaprevious_month2018-08-31NYAMIRA2.674586e-010.089046NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33099district_l2_kenyalinear_regression2018-08-31NYAMIRA5.128192e-050.089046NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33100district_l2_kenyaealstm2018-09-30NYAMIRA2.187466e-010.089544NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33101district_l2_kenyarnn2018-09-30NYAMIRA2.824317e-010.089544NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33102district_l2_kenyalinear_network2018-09-30NYAMIRA-6.411757e-020.089544NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33103district_l2_kenyaprevious_month2018-09-30NYAMIRA8.904643e-020.089544NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33104district_l2_kenyalinear_regression2018-09-30NYAMIRA5.120823e-050.089544NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33105district_l2_kenyaprevious_month2018-10-31NYAMIRA8.954400e-020.135119NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33106district_l2_kenyarnn2018-10-31NYAMIRA2.355682e-010.135119NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33107district_l2_kenyaealstm2018-10-31NYAMIRA1.966089e-010.135119NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33108district_l2_kenyalinear_regression2018-10-31NYAMIRA5.108121e-050.135119NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33109district_l2_kenyalinear_network2018-10-31NYAMIRA3.134699e-010.135119NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33110district_l2_kenyalinear_regression2018-11-30NYAMIRA5.118305e-050.135937NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33111district_l2_kenyalinear_network2018-11-30NYAMIRA3.409181e-010.135937NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33112district_l2_kenyaealstm2018-11-30NYAMIRA2.758759e-010.135937NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33113district_l2_kenyarnn2018-11-30NYAMIRA3.028132e-010.135937NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33114district_l2_kenyaprevious_month2018-11-30NYAMIRA1.351192e-010.135937NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33115district_l2_kenyarnn2018-12-31NYAMIRA3.085836e-010.113024NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33116district_l2_kenyalinear_regression2018-12-31NYAMIRA5.113008e-050.113024NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33117district_l2_kenyalinear_network2018-12-31NYAMIRA3.065958e-010.113024NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33118district_l2_kenyaprevious_month2018-12-31NYAMIRA1.359370e-010.113024NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
33119district_l2_kenyaealstm2018-12-31NYAMIRA2.877232e-010.113024NYAMIRAPOLYGON ((35.04195473150634 -0.469651062893981...
\n", + "

33120 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " admin_level_name model datetime region_name \\\n", + "0 district_l2_kenya ealstm 2011-01-31 NAIROBI \n", + "1 district_l2_kenya linear_network 2011-01-31 NAIROBI \n", + "2 district_l2_kenya rnn 2011-01-31 NAIROBI \n", + "3 district_l2_kenya previous_month 2011-01-31 NAIROBI \n", + "4 district_l2_kenya linear_regression 2011-01-31 NAIROBI \n", + "5 district_l2_kenya previous_month 2011-02-28 NAIROBI \n", + "6 district_l2_kenya linear_regression 2011-02-28 NAIROBI \n", + "7 district_l2_kenya rnn 2011-02-28 NAIROBI \n", + "8 district_l2_kenya linear_network 2011-02-28 NAIROBI \n", + "9 district_l2_kenya ealstm 2011-02-28 NAIROBI \n", + "10 district_l2_kenya linear_network 2011-03-31 NAIROBI \n", + "11 district_l2_kenya linear_regression 2011-03-31 NAIROBI \n", + "12 district_l2_kenya rnn 2011-03-31 NAIROBI \n", + "13 district_l2_kenya ealstm 2011-03-31 NAIROBI \n", + "14 district_l2_kenya previous_month 2011-03-31 NAIROBI \n", + "15 district_l2_kenya previous_month 2011-04-30 NAIROBI \n", + "16 district_l2_kenya linear_network 2011-04-30 NAIROBI \n", + "17 district_l2_kenya rnn 2011-04-30 NAIROBI \n", + "18 district_l2_kenya ealstm 2011-04-30 NAIROBI \n", + "19 district_l2_kenya linear_regression 2011-04-30 NAIROBI \n", + "20 district_l2_kenya ealstm 2011-05-31 NAIROBI \n", + "21 district_l2_kenya rnn 2011-05-31 NAIROBI \n", + "22 district_l2_kenya linear_regression 2011-05-31 NAIROBI \n", + "23 district_l2_kenya previous_month 2011-05-31 NAIROBI \n", + "24 district_l2_kenya linear_network 2011-05-31 NAIROBI \n", + "25 district_l2_kenya previous_month 2011-06-30 NAIROBI \n", + "26 district_l2_kenya linear_regression 2011-06-30 NAIROBI \n", + "27 district_l2_kenya rnn 2011-06-30 NAIROBI \n", + "28 district_l2_kenya ealstm 2011-06-30 NAIROBI \n", + "29 district_l2_kenya linear_network 2011-06-30 NAIROBI \n", + "... ... ... ... ... \n", + "33090 district_l2_kenya ealstm 2018-07-31 NYAMIRA \n", + "33091 district_l2_kenya rnn 2018-07-31 NYAMIRA \n", + "33092 district_l2_kenya linear_network 2018-07-31 NYAMIRA \n", + "33093 district_l2_kenya previous_month 2018-07-31 NYAMIRA \n", + "33094 district_l2_kenya linear_regression 2018-07-31 NYAMIRA \n", + "33095 district_l2_kenya rnn 2018-08-31 NYAMIRA \n", + "33096 district_l2_kenya ealstm 2018-08-31 NYAMIRA \n", + "33097 district_l2_kenya linear_network 2018-08-31 NYAMIRA \n", + "33098 district_l2_kenya previous_month 2018-08-31 NYAMIRA \n", + "33099 district_l2_kenya linear_regression 2018-08-31 NYAMIRA \n", + "33100 district_l2_kenya ealstm 2018-09-30 NYAMIRA \n", + "33101 district_l2_kenya rnn 2018-09-30 NYAMIRA \n", + "33102 district_l2_kenya linear_network 2018-09-30 NYAMIRA \n", + "33103 district_l2_kenya previous_month 2018-09-30 NYAMIRA \n", + "33104 district_l2_kenya linear_regression 2018-09-30 NYAMIRA \n", + "33105 district_l2_kenya previous_month 2018-10-31 NYAMIRA \n", + "33106 district_l2_kenya rnn 2018-10-31 NYAMIRA \n", + "33107 district_l2_kenya ealstm 2018-10-31 NYAMIRA \n", + "33108 district_l2_kenya linear_regression 2018-10-31 NYAMIRA \n", + "33109 district_l2_kenya linear_network 2018-10-31 NYAMIRA \n", + "33110 district_l2_kenya linear_regression 2018-11-30 NYAMIRA \n", + "33111 district_l2_kenya linear_network 2018-11-30 NYAMIRA \n", + "33112 district_l2_kenya ealstm 2018-11-30 NYAMIRA \n", + "33113 district_l2_kenya rnn 2018-11-30 NYAMIRA \n", + "33114 district_l2_kenya previous_month 2018-11-30 NYAMIRA \n", + "33115 district_l2_kenya rnn 2018-12-31 NYAMIRA \n", + "33116 district_l2_kenya linear_regression 2018-12-31 NYAMIRA \n", + "33117 district_l2_kenya linear_network 2018-12-31 NYAMIRA \n", + "33118 district_l2_kenya previous_month 2018-12-31 NYAMIRA \n", + "33119 district_l2_kenya ealstm 2018-12-31 NYAMIRA \n", + "\n", + " predicted_mean_value true_mean_value DISTNAME \\\n", + "0 4.102199e-01 0.362545 NAIROBI \n", + "1 -1.991590e+00 0.362545 NAIROBI \n", + "2 3.886054e-01 0.362545 NAIROBI \n", + "3 3.816484e-01 0.362545 NAIROBI \n", + "4 -1.037418e-07 0.362545 NAIROBI \n", + "5 3.625452e-01 0.335579 NAIROBI \n", + "6 4.993033e-05 0.335579 NAIROBI \n", + "7 2.234656e-01 0.335579 NAIROBI \n", + "8 5.479144e-02 0.335579 NAIROBI \n", + "9 1.946744e-01 0.335579 NAIROBI \n", + "10 -3.217646e-02 0.273006 NAIROBI \n", + "11 4.989031e-05 0.273006 NAIROBI \n", + "12 2.558115e-01 0.273006 NAIROBI \n", + "13 2.084318e-01 0.273006 NAIROBI \n", + "14 3.355786e-01 0.273006 NAIROBI \n", + "15 2.730064e-01 0.296023 NAIROBI \n", + "16 -5.585097e-02 0.296023 NAIROBI \n", + "17 2.635315e-01 0.296023 NAIROBI \n", + "18 2.317864e-01 0.296023 NAIROBI \n", + "19 4.969801e-05 0.296023 NAIROBI \n", + "20 1.914082e-01 0.196452 NAIROBI \n", + "21 2.189375e-01 0.196452 NAIROBI \n", + "22 4.954769e-05 0.196452 NAIROBI \n", + "23 2.960233e-01 0.196452 NAIROBI \n", + "24 1.253785e-01 0.196452 NAIROBI \n", + "25 1.964516e-01 0.146000 NAIROBI \n", + "26 4.934255e-05 0.146000 NAIROBI \n", + "27 2.403948e-01 0.146000 NAIROBI \n", + "28 1.798507e-01 0.146000 NAIROBI \n", + "29 1.964881e-01 0.146000 NAIROBI \n", + "... ... ... ... \n", + "33090 2.531057e-01 0.267459 NYAMIRA \n", + "33091 2.760921e-01 0.267459 NYAMIRA \n", + "33092 1.351709e-01 0.267459 NYAMIRA \n", + "33093 1.530926e-01 0.267459 NYAMIRA \n", + "33094 5.143410e-05 0.267459 NYAMIRA \n", + "33095 2.359138e-01 0.089046 NYAMIRA \n", + "33096 1.981193e-01 0.089046 NYAMIRA \n", + "33097 -1.162734e-01 0.089046 NYAMIRA \n", + "33098 2.674586e-01 0.089046 NYAMIRA \n", + "33099 5.128192e-05 0.089046 NYAMIRA \n", + "33100 2.187466e-01 0.089544 NYAMIRA \n", + "33101 2.824317e-01 0.089544 NYAMIRA \n", + "33102 -6.411757e-02 0.089544 NYAMIRA \n", + "33103 8.904643e-02 0.089544 NYAMIRA \n", + "33104 5.120823e-05 0.089544 NYAMIRA \n", + "33105 8.954400e-02 0.135119 NYAMIRA \n", + "33106 2.355682e-01 0.135119 NYAMIRA \n", + "33107 1.966089e-01 0.135119 NYAMIRA \n", + "33108 5.108121e-05 0.135119 NYAMIRA \n", + "33109 3.134699e-01 0.135119 NYAMIRA \n", + "33110 5.118305e-05 0.135937 NYAMIRA \n", + "33111 3.409181e-01 0.135937 NYAMIRA \n", + "33112 2.758759e-01 0.135937 NYAMIRA \n", + "33113 3.028132e-01 0.135937 NYAMIRA \n", + "33114 1.351192e-01 0.135937 NYAMIRA \n", + "33115 3.085836e-01 0.113024 NYAMIRA \n", + "33116 5.113008e-05 0.113024 NYAMIRA \n", + "33117 3.065958e-01 0.113024 NYAMIRA \n", + "33118 1.359370e-01 0.113024 NYAMIRA \n", + "33119 2.877232e-01 0.113024 NYAMIRA \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "5 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "6 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "7 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "8 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "9 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "10 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "11 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "12 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "13 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "14 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "15 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "16 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "17 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "18 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "19 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "20 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "21 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "22 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "23 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "24 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "25 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "26 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "27 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "28 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "29 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "... ... \n", + "33090 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33091 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33092 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33093 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33094 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33095 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33096 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33097 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33098 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33099 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33100 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33101 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33102 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33103 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33104 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33105 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33106 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33107 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33108 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33109 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33110 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33111 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33112 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33113 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33114 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33115 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33116 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33117 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33118 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "33119 POLYGON ((35.04195473150634 -0.469651062893981... \n", + "\n", + "[33120 rows x 8 columns]" + ] + }, + "execution_count": 253, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_gdf.loc[(all_gdf.model == 'ealstm') & (all_gdf.model == 'ealstm')]" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "plot_region_seasonality(ax=ax, region='KIRINYAGA');\n", + "plot_region_seasonality(ax=ax, region='NYERI');\n", + "plot_region_seasonality(ax=ax, region='MURANGA');\n", + "plot_region_seasonality(ax=ax, region='KIAMBU');" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='MURANGA', model='ealstm');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Why is the linear regression so messed up?" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "region = 'TURKANA'\n", + "\n", + "lr_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'linear_regression')].predicted_mean_value\n", + "times = [pd.to_datetime(t) for t in np.unique(all_gdf.datetime)]\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "pd.DataFrame({\n", + " 'lr' : lr_ts.values,\n", + "}, index=times).iloc[1:].plot(ax=ax)\n", + "\n", + "ax.set_title(f'{region} Linear Regression');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Landcover Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 587, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import LandcoverRegionAnalysis\n" + ] + }, + { + "cell_type": "code", + "execution_count": 591, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'linear_network', 'linear_regression', 'previous_month', 'rnn']\n", + "Regions: []\n", + "Region Type: landcover\n" + ] + } + ], + "source": [ + "l = LandcoverRegionAnalysis(data_dir=data_dir)\n", + "# l.analyze()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/draft/24_tl_dabl_test.ipynb b/notebooks/draft/24_tl_dabl_test.ipynb new file mode 100644 index 000000000..6bb6d029e --- /dev/null +++ b/notebooks/draft/24_tl_dabl_test.ipynb @@ -0,0 +1,133 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Playing with [`dabl`](https://github.com/amueller/dabl)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data/')\n", + "\n", + "assert data_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from src.utils import drop_nans_and_flatten\n", + "\n", + "from src.analysis import read_train_data, read_test_data, read_pred_data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import dabl" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, y_train = read_train_data(data_dir)\n", + "X_test, y_test = read_test_data(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "_, bline_pred = read_pred_data('previous_month', data_dir)\n", + "_, lr_pred = read_pred_data('linear_regression', data_dir)\n", + "_, ln_pred = read_pred_data('linear_network', data_dir)\n", + "_, rnn_pred = read_pred_data('rnn', data_dir)\n", + "_, ealstm_pred = read_pred_data('ealstm', data_dir)\n", + "# ealstm_pred = read_pred_data('ealstm', data_dir)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 47e9409aeba74be87fa0548bbcd78a7e3b0b623a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 13 Nov 2019 21:55:22 +0000 Subject: [PATCH 012/209] spatial plot kwargs --- src/analysis/evaluation.py | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index d0019d87b..32a888cfc 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -230,7 +230,8 @@ def plot_predictions(pred_month: int, model: str, target_var: str = 'VCI', pred_year: int = 2018, data_path: Path = Path('data'), - experiment: str = 'one_month_forecast'): + experiment: str = 'one_month_forecast', + **spatial_plot_kwargs): true = xr.open_dataset(data_path / f'features/{experiment}/test' f'/{pred_year}_{pred_month}/y.nc').\ @@ -253,11 +254,16 @@ def plot_predictions(pred_month: int, model: str, plt.clf() + if 'vmin' not in spatial_plot_kwargs: + print('You have not provided a **kwargs dict with vmin / vmax') + print('Are you sure?') fig, ax = plt.subplots(1, 2, figsize=(7, 3)) - true.preds.plot(vmin=0, vmax=100, ax=ax[0], add_colorbar=False) + true.preds.plot(ax=ax[0], add_colorbar=False, **spatial_plot_kwargs) ax[0].set_title('True') - model_ds.preds.plot(vmin=0, vmax=100, ax=ax[1], add_colorbar=False) + ax[0].set_axis_off() + model_ds.preds.plot(ax=ax[1], add_colorbar=False, **spatial_plot_kwargs) ax[1].set_title(model) + ax[1].set_axis_off() plt.show() From 8d0b4c4794317ff6ec1b198606b9410b41bc971f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 13 Nov 2019 21:55:38 +0000 Subject: [PATCH 013/209] update get metric to take spatial kwags --- .../region_analysis/region_geo_plotter.py | 28 +++++++++++-------- 1 file changed, 17 insertions(+), 11 deletions(-) diff --git a/src/analysis/region_analysis/region_geo_plotter.py b/src/analysis/region_analysis/region_geo_plotter.py index 0a0ed7124..3526fa703 100644 --- a/src/analysis/region_analysis/region_geo_plotter.py +++ b/src/analysis/region_analysis/region_geo_plotter.py @@ -157,18 +157,22 @@ def merge_all_model_performances_gdfs(self, all_models_df: pd.DataFrame return self.gdf @staticmethod - def get_metric(selection: str) -> PlotMetric: + def get_metric(selection: str, gdf: GeoDataFrame, **kwargs) -> PlotMetric: + rmse_vmin = kwargs['rmse_vmin'] if 'rmse_vmin' in kwargs else None + rmse_vmax = kwargs['rmse_vmax'] if 'rmse_vmax' in kwargs else np.nanpercentile(gdf.rmse, q=85) rmse = PlotMetric( metric='rmse', cmap='viridis', - vmin=None, - vmax=10, + vmin=rmse_vmin, + vmax=rmse_vmax ) + mae_vmin = kwargs['mae_vmin'] if 'mae_vmin' in kwargs else None + mae_vmax = kwargs['mae_vmax'] if 'mae_vmax' in kwargs else np.nanpercentile(gdf.mae, q=85) mae = PlotMetric( metric='mae', cmap='plasma', - vmin=None, - vmax=10, + vmin=mae_vmin, + vmax=mae_vmax ) r2 = PlotMetric( metric='r2', @@ -205,15 +209,16 @@ def plot_metric(ax: Axes, return ax def plot_all_regional_error_metrics(self, gdf: GeoDataFrame, # type: ignore - title: str = '') -> Tuple[Figure, List[Axes]]: + title: str = '', + **kwargs: Dict) -> Tuple[Figure, List[Axes]]: """Plot area-based maps of the scores""" assert np.isin(['rmse', 'mae', 'r2'], gdf.columns).all() # type: ignore gdf = gdf.dropna(subset=['rmse', 'mae', 'r2']) # type: ignore # get the PlotMetric objects - rmse = self.get_metric('rmse') - mae = self.get_metric('mae') - r2 = self.get_metric('r2') + rmse = self.get_metric('rmse', gdf, **kwargs) + mae = self.get_metric('mae', gdf, **kwargs) + r2 = self.get_metric('r2', gdf, **kwargs) # build multi-axis plot fig, axs = plt.subplots(1, 3, figsize=(12, 8)) @@ -226,12 +231,13 @@ def plot_all_regional_error_metrics(self, gdf: GeoDataFrame, # type: ignore return fig, axs def plot_regional_error_metric(self, gdf: GeoDataFrame, # type: ignore - selection: str) -> Tuple[Figure, Axes]: + selection: str, + **kwargs: Dict) -> Tuple[Figure, Axes]: valid_metrics = ['rmse', 'mae', 'r2'] assert selection in valid_metrics, 'Expecting selection' \ f' to be one of: {valid_metrics}' gdf = gdf.dropna(subset=valid_metrics) # type: ignore - metric = self.get_metric(selection) + metric = self.get_metric(selection, gdf, **kwargs) fig, ax = plt.subplots() ax = self.plot_metric(gdf=gdf, ax=ax, metric=metric) From 02664244216e0ad77c50cd3ef5ae40999644a545 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 13 Nov 2019 21:55:54 +0000 Subject: [PATCH 014/209] add argument names to model call --- src/models/neural_networks/base.py | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index 14120cba6..405cd3e17 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -174,12 +174,12 @@ def train(self, num_epochs: int = 1, for x, y in train_dataloader: for x_batch, y_batch in chunk_array(x, y, batch_size, shuffle=True): optimizer.zero_grad() - pred = self.model(x_batch[0], - self._one_hot_months(x_batch[1]), # type: ignore - x_batch[2], - x_batch[3], - x_batch[4], - x_batch[5]) + pred = self.model(x=x_batch[0], + pred_month=self._one_hot_months(x_batch[1]), # type: ignore + latlons=x_batch[2], + current=x_batch[3], + yearly_aggs=x_batch[4], + static=x_batch[5]) loss = F.smooth_l1_loss(pred, y_batch) loss.backward() optimizer.step() @@ -195,12 +195,12 @@ def train(self, num_epochs: int = 1, val_rmse = [] with torch.no_grad(): for x, y in val_dataloader: - val_pred_y = self.model(x[0], - self._one_hot_months(x[1]), - x[2], - x[3], - x[4], - x[5]) + val_pred_y = self.model(x=x[0], + pred_month=self._one_hot_months(x[1]), + latlons=x[2], + current=x[3], + yearly_aggs=x[4], + static=x[5]) val_loss = F.mse_loss(val_pred_y, y) val_rmse.append(math.sqrt(val_loss.cpu().item())) From ce44497ff6ce44e11222119d45fc5e24e2dc8aa2 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 20 Nov 2019 17:17:08 +0000 Subject: [PATCH 015/209] update nb1 --- notebooks/draft/23_tl_ESA_AI_conf.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/draft/23_tl_ESA_AI_conf.ipynb b/notebooks/draft/23_tl_ESA_AI_conf.ipynb index 5f271219f..40771d488 100644 --- a/notebooks/draft/23_tl_ESA_AI_conf.ipynb +++ b/notebooks/draft/23_tl_ESA_AI_conf.ipynb @@ -308,12 +308,12 @@ } ], "source": [ - "fig, ax = plt.subplots()\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", "# xr.merge([y_train, y_test]).groupby('time.month').mean().ndvi.plot(ax=ax)\n", "y_train.groupby('time.month').mean().ndvi.plot(ax=ax, label='train [1982-2010]')\n", "y_test.groupby('time.month').mean().ndvi.plot(ax=ax, label='test [2011-2018]')\n", "ax.set_title('NDVI Seasonality');\n", - "plt.legend()" + "plt.legend();" ] }, { From ad9fcbff67c2ec7cbd63482ebd7fae3901a83057 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 21 Nov 2019 12:49:00 +0000 Subject: [PATCH 016/209] update notebooks --- notebooks/draft/25_tl_CHG_presentatio.ipynb | 2773 +++++++++++++++++++ 1 file changed, 2773 insertions(+) create mode 100644 notebooks/draft/25_tl_CHG_presentatio.ipynb diff --git a/notebooks/draft/25_tl_CHG_presentatio.ipynb b/notebooks/draft/25_tl_CHG_presentatio.ipynb new file mode 100644 index 000000000..9caf6f3f1 --- /dev/null +++ b/notebooks/draft/25_tl_CHG_presentatio.ipynb @@ -0,0 +1,2773 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# VCI Predictions for 2011 - 2018" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data/')\n", + "\n", + "assert data_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from src.utils import drop_nans_and_flatten\n", + "\n", + "from src.analysis import read_train_data, read_test_data, read_pred_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the data" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, y_train = read_train_data(data_dir)\n", + "X_test, y_test = read_test_data(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from src.utils import get_ds_mask\n", + "mask = get_ds_mask(X_train.VCI)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "bline_pred = read_pred_data('previous_month', data_dir)[-1].where(~mask)\n", + "lr_pred = read_pred_data('linear_regression', data_dir)[-1].where(~mask)\n", + "ln_pred = read_pred_data('linear_network', data_dir)[-1].where(~mask)\n", + "rnn_pred = read_pred_data('rnn', data_dir)[-1].where(~mask)\n", + "ealstm_pred = read_pred_data('ealstm', data_dir)[-1].where(~mask)\n", + "# ealstm_pred = read_pred_data('ealstm', data_dir)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explore the train test split" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "sns.distplot(\n", + " drop_nans_and_flatten(y_train.VCI), \n", + " label='Train Data [1980-2010]', \n", + " kde=False, norm_hist=True\n", + ")\n", + "sns.distplot(\n", + " drop_nans_and_flatten(y_test.VCI), \n", + " label='Test Data [2011-2018]', \n", + " kde=False, norm_hist=True\n", + ")\n", + "\n", + "plt.legend()\n", + "ax.set_title('Train vs. Test Data (12 month VCI Predictions)');" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Mean Annual VCI')" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "annual_vals = y_train.groupby('time.year').mean(dim=['time', 'lat', 'lon']).VCI.values\n", + "years = np.unique(y_train['time.year'].values)\n", + "\n", + "annual_vals_test = y_test.groupby('time.year').mean(dim=['time', 'lat', 'lon']).VCI.values\n", + "years_test = np.unique(y_test['time.year'].values)\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "ax.bar(height=annual_vals, x=years, label='Train years')\n", + "ax.bar(height=annual_vals_test, x=years_test, label='Test years')\n", + "\n", + "plt.legend()\n", + "plt.title('Mean Annual VCI')\n", + "ax.set_ylabel('Mean Annual VCI')\n", + "ax.set_xlabel('Time (years)');\n", + "ax.set_title('Mean Annual VCI')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "q = 0.5\n", + "\n", + "def is_amj(month):\n", + " return (month >= 4) & (month <= 6)\n", + "\n", + "\n", + "def is_NDJ(month):\n", + " return (month == 12) | (month == 1) | (month == 2)\n", + "\n", + "\n", + "annual_vals = (\n", + " y_train.sel(time=is_amj(y_train['time.month']))\n", + " .groupby('time.year')\n", + " .reduce(np.nanpercentile, dim='time', q=q)\n", + " .mean(dim=['lat', 'lon'])\n", + " .VCI\n", + ")\n", + "years = annual_vals.year.values\n", + "\n", + "annual_vals_test = (\n", + " y_test.sel(time=is_amj(y_test['time.month']))\n", + " .groupby('time.year')\n", + " .reduce(np.nanpercentile, dim='time', q=q)\n", + " .mean(dim=['lat', 'lon'])\n", + " .VCI\n", + ")\n", + "years_test = annual_vals_test.year.values\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "ax.bar(height=annual_vals.values, x=years, label='Train years')\n", + "ax.bar(height=annual_vals_test.values, x=years_test, label='Test years')\n", + "\n", + "plt.legend()\n", + "plt.title(f'q{q} AMJ VCI')\n", + "ax.set_ylabel('Mean VCI')\n", + "ax.set_xlabel('Time (years)');" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "thresh = 50\n", + "\n", + "def plot_train_test_pixels_below_thresh(thresh: float):\n", + " annual_vals = y_train.where(y_train.VCI < thresh).groupby('time.year').count().VCI\n", + " years = annual_vals.year.values\n", + "\n", + " annual_vals_test = y_test.where(y_test.VCI < thresh).groupby('time.year').count().VCI\n", + " years_test = annual_vals_test.year.values\n", + "\n", + " fig, ax = plt.subplots(figsize=(12, 8))\n", + " ax.bar(height=annual_vals.values, x=years, label='Train years')\n", + " ax.bar(height=annual_vals_test.values, x=years_test, label='Test years')\n", + "\n", + " plt.legend()\n", + " plt.title(f'Count of Pixels with VCI < {thresh}')\n", + " ax.set_ylabel('Count')\n", + " ax.set_xlabel('Time (years)');\n", + " \n", + "plot_train_test_pixels_below_thresh(thresh=50)\n", + "plot_train_test_pixels_below_thresh(thresh=20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Show some specific years" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "import calendar\n", + "\n", + "def plot_annual_maps(month_ds: xr.Dataset, \n", + " variable: str, \n", + " time_str: str = 'time',\n", + " **kwargs) -> None:\n", + " fig, axs = plt.subplots(3, 4, figsize=(12, 8))\n", + " for i in range(0, 12):\n", + " da = month_ds.isel({time_str: i})[variable]\n", + " ax_ix = np.unravel_index(i, (3, 4))\n", + " ax = axs[ax_ix]\n", + " da.plot(ax=ax, **kwargs)\n", + "\n", + " ax.set_title(calendar.month_abbr[i+1])\n", + " ax.set_axis_off()\n", + " \n", + " return fig, ax\n", + "\n", + "\n", + "def plot_year(year: str, ds: xr.Dataset):\n", + " fig, ax = plot_annual_maps(\n", + " month_ds=ds.sel(time=year), \n", + " time_str='time', variable='VCI',\n", + " **dict(add_colorbar=False, cmap='RdBu_r', vmin=0, vmax=100)\n", + " )\n", + "\n", + " fig.suptitle(f'NDVI Anomaly (Obs - Clim) [{year}]');" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_year('1985', y_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explore predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "import calendar\n", + "\n", + "obs = y_test.VCI\n", + "pred = ealstm_pred\n", + "spatial_plot_kwargs = dict(cmap='viridis', vmin=0, vmax=100)\n", + "\n", + "\n", + "def _plot_single_month_(obs_mth: xr.DataArray, pred_mth: xr.DataArray, month: int) -> None:\n", + " flat_obs = drop_nans_and_flatten(obs_mth)\n", + " flat_pred = drop_nans_and_flatten(pred_mth)\n", + "\n", + " fig, ax = plt.subplots(figsize=(7, 5))\n", + " sns.distplot(flat_obs, ax=ax, label='Observed')\n", + " sns.distplot(flat_pred, ax=ax, label='Predicted')\n", + " plt.legend();\n", + " ax.get_yaxis().set_visible(False)\n", + " ax.set_title(calendar.month_abbr[month + 1])\n", + " plt.show()\n", + "\n", + " fig, axs = plt.subplots(1, 2, figsize=(7, 3))\n", + " obs_mth.plot(ax=axs[0], add_colorbar=False, **spatial_plot_kwargs)\n", + " axs[0].set_title('Observed')\n", + " axs[0].set_axis_off()\n", + " pred_mth.plot(ax=axs[1], add_colorbar=False, **spatial_plot_kwargs)\n", + " axs[1].set_title('Predicted')\n", + " axs[1].set_axis_off()\n", + " plt.show()\n", + "\n", + "\n", + "# def plot_model_performances(month: int, \n", + "# obs: xr.DataArray, \n", + "# pred: xr.DataArray,\n", + "# **spatial_plot_kwargs) -> None:\n", + "# obs_mth = obs.groupby(obs.time.dt.month).mean(dim='time').isel(month=month)\n", + "# pred_mth = pred.groupby(pred.time.dt.month).mean(dim='time').isel(month=month)\n", + "# _plot_single_month_(obs_mth, pred_mth)\n", + "\n", + "def plot_year_month_performances(year: int):\n", + " for month in range(0, 12):\n", + " assert (month < 12 ) & (month >= 0), 'Expect month == 0-11'\n", + " assert obs.shape == pred.shape, 'Expect the obs and pred to have the same shape' \\\n", + " f'obs: {obs.shape} / pred: {pred.shape}'\n", + "\n", + " obs_mth = obs.sel(time=str(year)).isel(time=month)\n", + " pred_mth = pred.sel(time=str(year)).isel(time=month)\n", + " _plot_single_month_(obs_mth, pred_mth, month)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "# plot_year_month_performances(2011)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explore how perform in each month" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import annual_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "# load the monthly scores dictionary\n", + "monthly_scores = annual_scores(\n", + " data_path=data_dir,\n", + " models=['previous_month', 'rnn', 'linear_regression', 'linear_network', 'ealstm'],\n", + " metrics=['rmse', 'r2'],\n", + " target_var='VCI',\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "for model in ['previous_month', 'linear_regression', 'linear_network', 'rnn', 'ealstm']: # \n", + " (\n", + " monthly_scores\n", + " .where(monthly_scores.metric == 'rmse')\n", + " .plot(x='month', y=model, label=model, ax=ax)\n", + " )\n", + "plt.legend()\n", + "ax.set_title('Seasonality of Model Performance')\n", + "ax.set_ylabel('RMSE');" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "for model in ['previous_month', 'ealstm']: # \n", + " (\n", + " monthly_scores\n", + " .where(monthly_scores.metric == 'rmse')\n", + " .plot(x='month', y=model, label=model, ax=ax)\n", + " )\n", + "plt.legend()\n", + "ax.set_title('Seasonality of Model Performance')\n", + "ax.set_ylabel('RMSE');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Models vs. Observations" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "sns.distplot(drop_nans_and_flatten(y_test.VCI), ax=ax, label='test [2011-2018]')\n", + "sns.distplot(drop_nans_and_flatten(y_train.VCI), ax=ax, label='train [1982-2010]')\n", + "# sns.distplot(drop_nans_and_flatten(bline_pred), ax=ax, label='Baseline (persistence)')\n", + "# sns.distplot(drop_nans_and_flatten(lr_pred), ax=ax, label='Linear Regression')\n", + "sns.distplot(drop_nans_and_flatten(ln_pred), ax=ax, label='Linear Network')\n", + "sns.distplot(drop_nans_and_flatten(rnn_pred), ax=ax, label='RNN')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_pred), ax=ax, label='EALSTM')\n", + "\n", + "ax.set_xlim([0, 100])\n", + "plt.legend()\n", + "ax.set_xlabel('VCI Observed/Predicted');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Why is LR so weird?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Linear Regression is basically just predicting 0 for everything. This is a semi-useful finding because it replicates the findings of the NDVI tests (Notebook #23) but it means that the linear regression is not a good model for our problem." + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NdD+CrC6PAbB7utL115bmY5CWJEm5yaUibWuHcmKQliRJuTlcke5Bj/R4aYSx0WCPQVo5MUhLkqTcHK5Ij3S/Ih0RTE2MWZFWbgzSkiQpN72sSEOrvWP3AXuklQ+DtCRJyk0ve6ShtZa0rR3Ki0FakiTlpperdkBWkTZIKycGaUmSlJt2RboXOxsCTJVLHKzWeXK23pPXl+YySEuSpNw81drRq4p0ay1p2zuUB4O0JEnKzVM3G/aqR9q1pJUfg7QkScrNU8vf9a5HGtwmXPkwSEuSpNz0viLtNuHKj0FakiTlptq+2bAHG7IArBgfpTTi7obKh0FakiTlplpvUhoJInoTpEci2LiqbI+0cmGQliRJuanUGj1bsaPthNUGaeXDIC1JknJTrTd71h/ddsJU2W3ClQuDtCRJyk0eFelNU2X2HrQird4zSEuSpNy0e6R7adPUBPsOzVJvNHv6PpJBWpIk5SaXHumpMinB3oOzPX0fySAtSZJyU6nlUZEuA24Trt4zSEuSpNxU6/n0SAP2SavnDNKSJCk3lVrvV+3YtMqKtPJhkJYkSbmp1huUelyR3tgO0lak1WMGaUmSlJtKrclYj3ukJ8dHWVUu2dqhnjNIS5Kk3LQ2ZOl9/Ni4atzWDvWcQVqSJOWmWmsw1uMeaWi1d1iRVq8ZpCVJUm5aG7L0Pn60djd0HWn1lkFakiTlotFMzDaauVWkbe1QrxmkJUlSLmbrrS278+mRLvPETO3we0q9YJCWJEm5qNQaALlUpNubsuw7ZFVavWOQliRJuajUW0E6jx7pjavGATdlUW8ZpCVJUi6qtVabRS490m4TrhwYpCVJUi4OV6Rz6JFubxO+d9qVO9Q7BmlJkpSLwxXpHu9sCG4TrnwYpCVJUi7aNxvmUZFubxNuj7R6ySAtSZJyUa3n1yMNrRsO7ZFWLxmkJUlSLvKsSENrCTwr0uolg7QkScpFuyJdyqFHGlp90lak1UsGaUmSlIunNmTJJ360grSrdqh3DNKSJCkXhyvSOfVIb5pqbRNezZbdk7rNIC1JknJxuCKdw86G8NQSePusSqtHDNKSJCkXeVek29uE2yetXjFIS5KkXFTbq3bkdLPhpmybcFfuUK8YpCVJUi4q9Sbl0ggR+a3aAVak1TsGaUmSlItqrcHE2Ghu79euSLtyh3rFIC1JknJRqTWZGMsvekyMjTLlNuHqIYO0JEnKRbXeoFzKryINsHGqzB5bO9QjBmlJkpSLvCvS0Fq5Y68VafWIQVqSJOWiiIr0JivS6iGDtCRJykUxFemyFWn1jEFakiTlopAe6VVlDlTqbhOunjBIS5KkXBRRkXYJPPXSca/miPhIROyOiNvmjP1+RDwcETdnXz8353fviogdEXF3RLxizvh5EXFr9rv3RbYae0SUI+JT2fi1EbG9ux9RkiT1g0pBFWnA9g71xEL+WvhR4OJ5xt+bUjon+/oiQEScCVwCnJUd8/6IaP8X8wHgMuCM7Kv9mm8BHkspnQ68F3hPh59FkiT1sWqtSbmAVTvA3Q3VG8e9mlNK3wD2L/D1XgN8MqVUTSndB+wALoiIE4HVKaVrUkoJ+Bjw2jnHXJ49/jTwsshr71BJkpSbolbtANyURT2xlL8W/kZE3JK1fqzLxrYAD815zs5sbEv2+Mjxpx2TUqoDTwAbljAvSZLUh6oFrdoBVqTVG51ezR8Ang2cA+wC/jwbn6+SnI4xfqxjniEiLouI6yPi+j179ixuxpIkqVCVeoOJsXwr0u1twr3ZUL3QUZBOKT2aUmqklJrAh4ALsl/tBLbOeerJwCPZ+MnzjD/tmIgoAWs4SitJSumDKaXzU0rnb9q0qZOpS5KkAjSaiVojUS7lv2DYpqmyrR3qiY6u5qznue11QHtFj6uAS7KVOE6ldVPhdSmlXcB0RFyU9T+/CfjcnGPenD1+PfDVrI9akiQNifY6znlXpKHV3uHuhuqF0vGeEBGfAF4KbIyIncB/AV4aEefQasG4H/h1gJTS7RFxJXAHUAfenlJqr4D+NlorgEwCX8q+AD4MfDwidtCqRF/SjQ8mSZL6R7XWBCikIr1xapy7fjid+/tq+B03SKeUfmme4Q8f4/nvBt49z/j1wNnzjFeANxxvHpIkaXBV5lSk8/53502rynxzem++b6plwZ0NJUlSzxVakV5VZrpSp1Jzm3B1l0FakiT1XKXIHulsLel9h1y5Q9113NYOSZKkparkWJG+4toHn/bznbsOAPA/rnmAretXPO13l164refz0fCyIi1JknquWiuuIr2q3KobHqzWc39vDTeDtCRJ6rlKvbge6VUTBmn1hkFakiT1XD9UpKcrBml1l0FakiT1XLsiPTGWf/QYGx1hYmzEirS6ziAtSZJ6rl2RLpfyr0hDqyptkFa3GaQlSVLPHe6RLqAiDbCqPMbBSq2Q99bwMkhLkqSeK7wiPWFFWt1nkJYkST1XLbBHGmztUG8YpCVJUs9Vaw0iYHy0mOgxNVGiUmtSazQLeX8NJ4O0JEnquUq9Sbk0QkQU8v5uyqJeMEhLkqSeq9QahfVHw5wg7VrS6iKDtCRJ6rlqrVlYfzRYkVZvGKQlSVLPVerFVqSnJqxIq/sM0pIkqeeKrkivbG8TbkVaXWSQliRJPVepN5gYK64i7Tbh6gWDtCRJ6rlqrbVqR5Hc3VDdZpCWJEk9V3RFGtyURd1nkJYkST3XFxVptwlXlxmkJUlSz1XqDcoFV6SnyiWmXbVDXWSQliRJPdcvFelq3W3C1T0GaUmS1HPVPumRBjdlUfcYpCVJUs9V+qAiPeU24eoyg7QkSeq5vqhIZ7sb2ietbjFIS5Kknmo0E7VGKr4iPTEGwHTVtaTVHQZpSZLUU9V6A6D4inS5RGBFWt1jkJYkST1VqbVWyZgouCI9OhKsLJc4MGNFWt1hkJYkST3VrkgXvY40wOoJ15JW9xikJUlSTx2uSI8VHzumJsY4ULEire4o/oqWJElD7XBFutQHFenJEgesSKtLDNKSJKmn+q0ifahap9FMRU9FQ6D4K1qSJA21aq2PKtLZEnjubqhuMEhLkqSeqtT7qSLd2pTFlTvUDcVf0ZIkaahV+rAiPe0Nh+oCg7QkSeqpaj9VpCezirQ3HKoLir+iJUnSUOuninR7d0OXwFM3GKQlSVJPtSvS5T6oSI9EMDVRYnrGirSWrvgrWpIkDbX2qh0TfbCzIbSWwJuuWpHW0hmkJUlSTx2uSJf6I3ZMTZQ4YEVaXdAfV7QkSRpalVqDCBgf7Y/YsdptwtUl/XFFS5KkoVWtNymXRoiIoqcCtFbueHK2Qb3RLHoqGnAGaUmS1FOVWqNv+qNhzlrS7m6oJTJIS5KknqrWmn3THw2wOtvdcNrdDbVE/XNVS5KkoVSp91dFeiqrSLspi5bKIC1JknqqUmv0V0V60m3C1R39c1VLkqShVK03+6oivWJ8lJGwIq2lM0hLkqSe6reKdGt3wzEr0lqy/rmqJUnSUOq3ijRkm7JYkdYSGaQlSVJPVWpNyqX+CtKrJ8Y44KodWiKDtCRJ6qlqvUF5rL8ix9REiWkr0lqi/rqqJUnS0KnWmkz0W0V6coyZWoNKrVH0VDTADNKSJKmn+rIiXW5tyrJnulrwTDTI+uuqliRJQ6fSpxVpgEcPVAqeiQaZQVqSJPVUX1aks23CHz1gRVqd66+rWpIkDZVGM1FrpP6rSE9YkdbSGaQlSVLPtG/m67eK9IrxUUYj2G2PtJagv65qSZI0VKr1JgATfbSzIUBEMDVZYrcVaS1Bf13VkiRpqDxVke6v1g5ordzx6LRBWp0zSEuSpJ45XJHus9YOaK3c4c2GWor+u6olSdLQaFek++1mQ4CpiTFvNtSSGKQlSVLPtCvS/XazIcDqbJvwmVl3N1Rn+u+qliRJQ6OfK9LtJfB22yetDhmkJUlSz/RzRXpq0k1ZtDT9d1VLkqShcXjVjj6sSE+5KYuWyCAtSZJ6pq9X7Ti8TbhBWp3pv6takiQNjX6uSE+OjTJeGnF3Q3XMIC1Jknqm2qdbhENrd8PNq8vubqiO9d9VLUmShsZTrR39V5EG2Dw14c2G6phBWpIk9cxTrR39GTk2r55wm3B1rD+vakmSNBSq9SYRMD7an5Fj01SZ3Vak1aH+vKolSdJQqNQaTJRGiYiipzKvzasnOFitc7BaL3oqGkAGaUmS1DPVerMvbzRs27y6DOANh+rIca/siPhIROyOiNvmjK2PiK9ExD3Z93VzfveuiNgREXdHxCvmjJ8XEbdmv3tfZH81jYhyRHwqG782IrZ39yNKkqSitCvS/Wrz6gkAl8BTRxbyV8SPAhcfMfZO4OqU0hnA1dnPRMSZwCXAWdkx74+I9n89HwAuA87Ivtqv+RbgsZTS6cB7gfd0+mEkSVJ/GZSKtJuyqBPHvbJTSt8A9h8x/Brg8uzx5cBr54x/MqVUTSndB+wALoiIE4HVKaVrUkoJ+NgRx7Rf69PAy6JfG6kkSdKi9HtF+oR2RdobDtWBTv+KuDmltAsg+35CNr4FeGjO83ZmY1uyx0eOP+2YlFIdeALY0OG8JElSH+n3ivRUucTk2KgVaXWk21f2fJXkdIzxYx3zzBePuCwiro+I6/fs2dPhFCVJUl76vSIdEZywusyj9kirA50G6Uezdg2y77uz8Z3A1jnPOxl4JBs/eZ7xpx0TESVgDc9sJQEgpfTBlNL5KaXzN23a1OHUJUlSXvq9Ig3t3Q2tSGvxOr2yrwLenD1+M/C5OeOXZCtxnErrpsLrsvaP6Yi4KOt/ftMRx7Rf6/XAV7M+akmSNOAqtSblPq5IA5ywusweK9LqQOl4T4iITwAvBTZGxE7gvwB/AlwZEW8BHgTeAJBSuj0irgTuAOrA21NKjeyl3kZrBZBJ4EvZF8CHgY9HxA5alehLuvLJJElS4aq1Rv9XpFdP8NW7dpNS6tuNY9SfjhukU0q/dJRfvewoz3838O55xq8Hzp5nvEIWxCVJ0nCp1pt93SMNrSXwnpxtcLBaZ2pirOjpaID0918RJUnSQKvUGkwMQEUa4FGXwNMi9feVLUmSBlq13v890pum3CZcnTFIS5KknhmoivS0QVqL099XtiRJGlj1RpN6M/V9RdrWDnXKIC1JknqiWm8C9H1FelW5xNREiV2PzxQ9FQ2Y/r6yJUnSwGoH6XKp/+PGSWsmefhxWzu0OP1/ZUuSpIFUqbW2kpgY6+/WDoCT1k6w6wkr0locg7QkSeqJwxXpPm/tADhx7SS7nrAircXp/ytbkiQNpMMV6T6/2RDgpDUT7D80y8xs4/hPljIGaUmS1BPtID0IFemT1k4C2N6hRen/K1uSJA2kw6t2DEBF+sQ17SBte4cWziAtSZJ64qmKdP8H6S1ZRfphl8DTIhikJUlSTwzS8neb17S2Cd/lEnhahP6/siVJ0kAapOXvyqVRNq4q84gVaS2CQVqSJPXEIFWkAbasneARbzbUIgzGlS1JkgZOdYAq0tC64dCbDbUYBmlJktQTg7QhC7SWwHvk8RlSSkVPRQNiMK5sSZI0cAZpQxZobRP+5GyDAzP1oqeiAWGQliRJPVGtN4mAsdEoeioL0l5L2iXwtFAGaUmS1BOVWoOJ0igRgxGkT1o7Abi7oRbOIC1JknqiUmsOTH80PLVN+CPecKgFGpyrW5IkDZRqvTEw/dEAG1eVKY2Ea0lrwQzSkiSpJyq1JhMDVJEeHQmetWaCXQZpLdDgXN2SJGmgVOsNygNUkQY4ac0kj7hNuBbIIC1Jknpi0CrS0Lrh0N0NtVCDdXVLkqSBMYgV6RPXTvLogQqNppuy6PgM0pIkqScGbdUOgJPWTFBrJPYerBY9FQ2Awbq6JUnSwKjWmwNXkT68BJ43HGoBDNKSJKknqrXGwPVIt3c33OVa0lqAwbq6JUnSwBjEivQWK9JaBIO0JEnqicoAVqRXT5ZYMT7qEnhakMG6uiVJ0sCo1AZv1Y6I4MQ1E1aktSAGaUmS1BPV+uCtIw2tGw53uZa0FmDwrm5JktT36o0m9WZiYmywKtKQ7W7ozYZagFLRE5AkScOnWm8CUC71d83uimsffMbY3kNV9kxX+di376c0+vT5X3rhtrympgHQ3+AaGlYAAB0QSURBVFe3JEkaSJVaA2AgK9JrJ8cAOFCpFzwT9TuDtCRJ6rqD1VYIXVkevH/8XjM5DsDjT84WPBP1O4O0JEnquumsmjs1MXhBul2RfmKmVvBM1O8M0pIkqesOVFohdBCD9GqDtBbIIC1JkrquXZFePTFW8EwWb7w0worxUR5/0iCtYzNIS5Kkrhvk1g5otXdYkdbxGKQlSVLXTR9u7Ri8ijTAmskxHp/xZkMdm0FakiR13aBXpNesGLcireMySEuSpK6brtSYGBthbHQwo8bayTEqtebh9bCl+Qzm1S1JkvradKU+sG0dAGtWuHKHjs8gLUmSuq4VpAezrQNcS1oLY5CWJEldd6BSG+yKdDtIuwSejsEgLUmSum66Umf1AFekpybGCHDlDh2TQVqSJHXddKU20K0doyPBateS1nEYpCVJUtdNV+pMlQe3tQOytaRt7dAxGKQlSVLXDfrNhtAK0lakdSwGaUmS1FW1RpOZWmOgbzaEp7YJTykVPRX1KYO0JEnqqoMDvqth25oVY9SbiUOzbsqi+Q32FS5JkvrCFdc+ePjx/kOtlS5uf+TA08YHzdo5S+CtKhuZ9ExWpCVJUle1t9WeGBvsmLFmchxwCTwd3WBf4ZIkqe88FaRHC57J0rhNuI7HIC1JkrqqUmsCMFEa7CC9cnyU0ki4BJ6OyiAtSZK6qlIfjtaOiGDtinEee9LWDs1vsK9wSZLUd9qtHeUBb+0A2LBynH0HDdKan0FakiR11eHWjgGvSANsXDXOvkNV15LWvAb/CpckSX2lWmtQGglKI4MfM9avKlNrJKar9aKnoj40+Fe4JEnqK5V6Y+BX7GjbuLK1BJ7tHZqPQVqSJHVVpdYcirYOgA2rygDsO1gteCbqR8NxlUuSpL5RqQ1PRXrN5BgjAfsOWZHWMxmkJUlSV1VqjYFfQ7ptdCRYv3LcirTmZZCWJEldVak3KQ9JawfAhpVlK9Ka1/Bc5ZIkqS9Uh6i1A2DDqtZa0i6BpyMZpCVJUldVak0mSsMTMTasHGe20eSgS+DpCMNzlUuSpMI1monZRnPIKtKtlTv2ugSejmCQliRJXVOtt7YHH6ogna0lvf+QNxzq6QzSkiSpa4Zpe/C2tSvGGQkr0nqm4bnKJUlS4Sq1VkW6PCTL30FrCbx1K8ZduUPPYJCWJEldUxnC1g5ordyx37WkdQSDtCRJ6prqELZ2QOuGw72HXAJPT7ekqzwi7o+IWyPi5oi4PhtbHxFfiYh7su/r5jz/XRGxIyLujohXzBk/L3udHRHxvoiIpcxLkiQVo93aMXQV6ZXjzNab9knrabrx18WfSimdk1I6P/v5ncDVKaUzgKuzn4mIM4FLgLOAi4H3R0T7v7IPAJcBZ2RfF3dhXpIkKWfDG6RbS+Ddv+9QwTNRP+nFv7u8Brg8e3w58No5459MKVVTSvcBO4ALIuJEYHVK6ZrU+veSj805RpIkDZBKPWvtGKINWQA2rmotgXf/XoO0nrLUqzwB/xQRN0TEZdnY5pTSLoDs+wnZ+BbgoTnH7szGtmSPjxx/hoi4LCKuj4jr9+zZs8SpS5KkbqvUGpRGgtLocAXp9hJ4D+x7suipqI+Ulnj8i1NKj0TECcBXIuKuYzx3vr7ndIzxZw6m9EHggwDnn3++3f6SJPWZSq1JecjaOuCpJfDus7VDcyzpr4sppUey77uBzwIXAI9m7Rpk33dnT98JbJ1z+MnAI9n4yfOMS5KkAVOtN4auraNtw6pxHjBIa46Or/SIWBkRU+3HwMuB24CrgDdnT3sz8Lns8VXAJRFRjohTad1UeF3W/jEdERdlq3W8ac4xkiRpgFRqjaG70bBt/coy9+990iXwdNhSWjs2A5/NVqorAVeklP4xIr4LXBkRbwEeBN4AkFK6PSKuBO4A6sDbU0qN7LXeBnwUmAS+lH1JkqQBU6k1h24N6baNq8Y5WK2z79AsG1eVi56O+kDHQTqldC/wo/OM7wNedpRj3g28e57x64GzO52LJEnqD5Vag6mJ4QyZG1a2Vu54YN8hg7QAdzaUJEldVK03KZeGs7VjQxae79vryh1qMUhLkqSuafVID2e8WLtijNGR8IZDHTacV7okScpdMyWq9ebQ3mxYGhlhy9pJ7nNTFmUM0pIkqSuqteHc1XCu7RtXuimLDhveK12SJOWqUm8txjWsFWmA7RtWcP++Qy6BJ8AgLUmSuqRSawXpYdzZsG37hpVMV+rsPzRb9FTUBwzSkiSpKyrt1o4hvdkQYPvGFQDcb3uHMEhLkqQuqWYV6YkhXf4O4JQNKwG43xsOhUFakiR1yXLokd66bgUjgUvgCTBIS5KkLlkOrR3jpRG2rJvkPls7hEFakiR1Sftmw2GuSEPrhkMr0gKDtCRJ6pJKrcloBKWRKHoqPbV9w0ru2+sSeDJIS5KkLqnUG5THRogY8iC9sbUE3mNP1oqeigpmkJYkSV1RqTWGvq0DWpuyANxve8eyZ5CWJEldUa01h/pGwzaXwFPb8F/tkiQpF5VaY6jXkG7bun6SkXBTFhmkJUlSl1Tqy6O1o1wa5aS1k67cIYO0JEnqjsoyae0AOG3TKu7+4XTR01DBlsfVLkmSeq5Sa1BeBhVpgHNOXsP3H53mULVe9FRUIIO0JElasmZKzNaby6JHGuDcbetoJrj14SeKnooKZJCWJElLNltvkhju7cHnOmfrWgBuevDxgmeiIi2Pq12SJPXUctkevG3dynFO3biSmx58rOipqEAGaUmStGSVWhNYPkEa4Nyta7npocfdKnwZM0hLkqQlO1yRLi2faHHutrXsma7y8OMzRU9FBVk+V7skSeqZSn15tXZA64ZDsE96OTNIS5KkJWu3dpSXyc2GAM991hQTYyMG6WVs+VztkiSpZ5bbzYYAY6MjvGDLWm56yBsOlyuDtCRJWrLq4R7p5ROkodUnffvDB6hmrS1aXgzSkiRpySr1JiMBY6NR9FRyde62tcw2mtzxyIGip6ICGKQlSdKSVWoNJsZGiVheQfqcrd5wuJwZpCVJ0pK1g/Ry86w1E5y4ZoKbHjJIL0cGaUmStGSVWnNZrSE917nb1rrD4TK1PK94SZLUVZV6g/IyrEgDnLt1HTsfm2H3dKXoqShnpaInIEmSBl+11mTdyvGip9FzV1z74DPG9h6sAvC+f97BmSetPjx+6YXbcpuXimFFWpIkLVml1li2rR0nrZ1kJOChx54seirK2fK84iVJUldV6svzZkNobcxy4ppJHtpvkF5uDNKSJGlJms1EtdZkYhltD36kretXsPOxGZopFT0V5Wj5XvGSJKkrDs3WSSyv7cGPtG39JLONJo8e8IbD5cQgLUmSlmS6UgeW3/bgc21dtwKAh/bPFDwT5ckgLUmSlqQdpMvLuLVj/cpxVoyP2ie9zCzfK16SJHXFdKUGLO/Wjohg2/oVPOjKHcuKQVqSJC3J4daOZRykoXXD4Z7pKjOzjaKnopwYpCVJ0pIcaFekl+k60m3tPumdVqWXjeV9xUuSpCWzIt1y8rpJAmzvWEYM0pIkaUkM0i0TY6Nsmip7w+EyYpCWJElLMl2pMRIwNhpFT6Vwp2xYyQP7nmS23ix6KsqBQVqSJC3JdKVOuTRKhEH6nK1rqdab3PrwE0VPRTkwSEuSpCWZrtSW9fbgc23fsIJNU2Wuu29f0VNRDrzqJUnSkkxX6su+P7otIrhg+3oeemyGO3cdKHo66jGDtCRJWhKD9NOdu20tpZHgE9c9WPRU1GMGaUmStCQHKrVlv4b0XCvGS5y9ZQ2fvfFhnpytFz0d9ZBXvSRJWhIr0s90wfb1TFfrfP6WXUVPRT1kkJYkSUsyXalRNkg/zSkbVnD6Cau44lrbO4aZQVqSJHUspcTBat1VO44QEVx6wTZufuhx7njEmw6HlVe9JEnq2KHZBs0EEyUr0kf6+RduYbw04k2HQ8wgLUmSOjZdqQFuDz6ftSvGedWPnMg/3ORNh8PKIC1Jkjo2XWkFRFs75nfphdtaNx1+z5sOh5FXvSRJ6tjeg1XAivTRnHfKOs44YRV/Z3vHUDJIS5Kkjl19527GR0fYum5F0VPpSxHBpRdu43sPPc7tjzxR9HTUZQZpSZLUkWYz8YVbdvGS52xkctyK9NH8/LknU/amw6FkkJYkSR254cHH+OGBCq96wUlFT6WvrVkxxitfcCL/cNMj7D5QKXo66iKDtCRJ6sgXbtlFuTTCz5y5ueip9L1/99LTqTeb/Icrv0ezmYqejrrEIC1Jkhat0Ux84dZd/NRzT2BVuVT0dPre6Ses4vdffRbf2rGXD37z3qKnoy7xys/R3G1CHzs0y1hp5Kh/+Fx64ba8piVJ0qJdd99+9kxXeeULTix6KgPjF1+0lW/es5f/58t3c9FpGzhn69qip6QlsiKdo2ZK3P3DaT767fv4s3+6mw99415qjWbR05IkadE+f8sjTI6N8rLnn1D0VAZGRPBHP/8jbF49wf/1iZsOb2ajwWVFOgfTlRqfuWEnf/nVHew7NMtUucSLtq/nu/fv5+o7d3Px2c8qeoqSJC1YvdHkH2/7IT/9/BNYMW6UOJq5/xI916tecCIf+ua9vPH/u5ZfOH8rEQH4r9GDyKu/h1JK/MVXvs9//9f7OVits3XdJC97/lbO3rKa0sgIKSW+ec8ezjppNVvXu/6mJGkwfOfe/ew7NMurbevoyCkbVvLTz9vMP9/5KGdsnuKF29YVPSV1yNaOHvr4dx7gL7+6g584YyP/8PYX87aXns45W9dSGmmd9p/7kRNZPTnGZ27cSd0WD0nSgPj8LY+wcnyUlz7Xto5OvfS5mzh140quuvkR9k5Xi56OOmSQ7pFbdz7Bf/38nfzUczfx15e+cN4bCibGRnnduVvYPV3lq3ftLmCWkiQtTq3R5B9v/yE/c+ZmtwVfgpEIfuH8rYyOBJ+8/kEqtUbRU1IHDNI9cKBS4+1X3MiGVeP8+S+cw8hIHPW5z9k8xXnb1vGNe/aw87Enc5ylJEmL960de3n8yZqbsHTBmskxXn/eyex6vMJffvUerrtvf9FT0iIZpLsspcQ7P3MLDz8+w1/+0rmsXzl+3GN+7kdOZFW5ZIuHJKnvfeGWXUxNlHjJczYWPZWh8PwTV3PZS04jIvjFD17Dn3zpLqp1q9ODwiDdZR//zgN88dYf8tuveC7nb1+/oGMmx0d57blbePRAlX+5e0+PZyhJUmeq9QZfvv2HvPzMZ1Eu2dbRLadsWMm//+nTueRFW/mbr/+A1/71t7n7h9NFT0sLYJDuotsefqov+rKfOG1Rxz7vWas5d+tavv793Tz8+EyPZihJUue++f29TFfqvMrVOrquXBrlj3/+BXz4zeezZ7rCq//yW3zwGz+wd7rP9U2QjoiLI+LuiNgREe8sej6LtZi+6KN51QtOYmW5xMevuZ+PXXO///FIkvrK5295hDWTY7z4dNs6euVlz9/Ml9/xEl763E380Rfv4pw//Cf+9/9+HZd/+37u33uo6OnpCH2xjnREjAJ/DfwbYCfw3Yi4KqV0R7EzO75Gs7Vb4V985fvsfGyGT1120YL6ouczOT7Kr1x0Cp+/ZRf/9+du57/98z382o+fyhsvOoU1k2NdnrkkSQtXqTX4yh2P8qoXnMR4qW/qcENl7gYuP/mcTWxZN8ldu6a5ZecTh1s/N6wc5zmbpzhp7SS/cP7JbNuwgs1TEx0V8LR0fRGkgQuAHSmlewEi4pPAa4C+C9Izsw1ufuhxbnhgP9+9/zFufOAxpqt1AP7zK5+/4L7oozl53Qp+/SWncfoJq3j/137An335bj7wtR/wyxdt49ILtrFmcoyx0ZHsKw7vhiRJUrdUag3u33eIHbsP8oPdh/jBnoPc9cMDHJpt8Kofta0jDxHBGSdMccYJUwDsO1jl7ken+f6j03z3/v3Um4nP3LgTgPHSCCevm2Tb+hVsWlVmamKMqYnSnK8xVoyPMl4aoVwaYXy09Xi81MoSpZERRkeC0kgwOtr6PhKtr4jWUn0BRGDuOEK/BOktwENzft4JXFjQXI7q2zv28qaPXEe9mQB4zuZVvPqck3jR9nWcf8r6ru1OGBFceNoGLjxtA7c/8gQf+NoP+NA37uVvv37vM57b/g/gaNe1l7sk6WgSkFL7cTr8eLbRPPw4ArasneTZm1bxirOexY8927aOImxYVebHVpX5sWdvpNFMPP7kLPufnGX/oVkeO9T6/v0fTnPT7ONUag2q9d6tAjY3c8TTxudPHXH49xDtn+Lp4089N54x1jYawa1/8IqO5twr/RKk5zvz6RlPirgMuCz78WBE3N3TWR3HA8BXOjt0I7D3WE/45c5eV0d33HOurvOc589znr9lcc7vB/41e/xbBc5jjmVx3vtMX5zz+MPC3vqU+Qb7JUjvBLbO+flk4JEjn5RS+iDwwbwm1SsRcX1K6fyi57GceM7z5znPn+c8f57zYnje8+c5n1+/3C3wXeCMiDg1IsaBS4CrCp6TJEmSdFR9UZFOKdUj4jeALwOjwEdSSrcXPC1JkiTpqPoiSAOklL4IfLHoeeRk4NtTBpDnPH+e8/x5zvPnOS+G5z1/nvN5RErPuKdPkiRJ0nH0S4+0JEmSNFAM0h043nbm0fK+7Pe3RMQLj3dsRKyPiK9ExD3Z93Vzfveu7Pl3R0R/LaCYkzzPeURsiIh/iYiDEfFX+XzC/pPzOf83EXFDRNyaff/pfD5lf8n5nF8QETdnX9+LiNfl8yn7T95/pme/35b9GdMnq8nlK+drfXtEzMy53v8mn0/ZX/K+ziPiBRFxTUTcnv3ZPtH7T1mAlJJfi/iidTPkD4DTgHHge8CZRzzn54Av0Vof+yLg2uMdC/wp8M7s8TuB92SPz8yeVwZOzY4fLfo8DPk5Xwn8OPBW4K+K/vzL5JyfC5yUPT4beLjoc7AMzvkKoJQ9PhHY3f55OX3lfd7nvOZngP8J/FbR52DYzzmwHbit6M+9zM55CbgF+NHs5w0MaXaxIr14h7czTynNAu3tzOd6DfCx1PIdYG1EnHicY18DXJ49vhx47ZzxT6aUqiml+4Ad2essJ7me85TSoZTSt4BKTz9Vf8v7nN+UUmqvHX87MBER5V59uD6V9zl/MqVUz8YnmGcTrGUi7z/TiYjXAvfSutaXo9zPuXI/5y8HbkkpfQ8gpbQvpdTo1YcrkkF68ebbznzLAp9zrGM3p5R2AWTfT1jE+w27vM+5ij3n/xtwU0qp2vHsB1Pu5zwiLoyI24FbgbfOCdbLSa7nPSJWAv8J+IMuzX8QFfHny6kRcVNEfD0ifmLpH2Hg5H3OnwOkiPhyRNwYEb/TlU/Rh/pm+bsBspDtzI/2nAVthd7B+w27vM+5CjrnEXEW8B5a1YzlJvdznlK6FjgrIp4PXB4RX0opLbd/icn7vP8B8N6U0sGI+Q5fFvI+57uAbSmlfRFxHvAPEXFWSunA8ac6NPI+5yVaLZIvAp4Ero6IG1JKVx9vooPGivTiLWQ786M951jHPpr9EwrZ992LeL9hl/c5VwHnPCJOBj4LvCml9IMufIZBU9h1nlK6EzhEqz99ucn7vF8I/GlE3A+8A/jdaG1Itpzkes6z1sh92eMbaPX7Pqcrn2RwFJFdvp5S2ptSepLWPiEvZAgZpBdvIduZXwW8KbsD9iLgieyfPI517FXAm7PHbwY+N2f8kogoR8SpwBnAdb36cH0q73OunM95RKwFvgC8K6X0r738YH0s73N+akSUssenAM8F7u/Zp+tfuZ73lNJPpJS2p5S2A/8v8EcppeW2OlDe1/qmiBjNHp9G6/9H7+3dx+tLef//6JeBF0TEiuzPmZ8E7ujVhytUJ3coLvcvWne2fp/W32p/Lxt7K60eQ2j9M8hfZ7+/FTj/WMdm4xuAq4F7su/r5/zu97Ln3w38bNGff5mc8/uB/cBBWn+zPrPXn7HfvvI858B/plURvXnO1wlFn4MhP+e/Qutmt5uBG4HXFv35l8N5P+J9f59luGpH3uec1n0Xt9NabeJG4NVFf/5hP+fZ796YnffbgD8t+vP36sudDSVJkqQO2NohSZIkdcAgLUmSJHXAIC1JkiR1wCAtSZIkdcAgLUmSJHXAIC1p2YuIr0XEK44Ye0dEvD97/JyI+GJE7IiIOyPiyojYHBEvjYjPH+U1fzwirouIu7Kvy+b87qMR8frefqrFOfKzRMRYRNyQPW5ExM0RcVtE/M+IWNGN94mIfxsR7zzGc9dGxL/r4D1+PyJ+q9M5StJCGaQlCT5Ba5OBuS4BPhERE7Q2i/lASun0lNLzgQ8Am472YhHxLOAKWuuzPo/WVrm/HhGv7MnsW+852uWX/HHg29njmZTSOSmls4FZWmvPzn3viIhF//9JSumqlNKfHOMpa4FFB2lJyotBWpLg08CrIqIMEBHbgZOAbwGXAteklP5X+8kppX9JKd12jNd7O/DRlNKN2fP3Ar8DzK2+/kxEfDMivh8Rr8re96ysin1zRNwSEWdk42+cM/63c3ZpOxgRfxgR19LaavrK9otnld//lT1+eURcExE3ZhXlVdn4xVm1/FvAzx/xGS4GvjTPZ/smcHpEbM+q8++ntcnF1sW+T0T8akT8VfZ4c0R8NiK+l339GPAnwLOzz/1n2fN+OyK+m52fP5jzWr8XEXdHxD/T2qVRknrOIC1p2Usp7QOuoxUeoVWN/lRq7Vh1NnDDIl/yrHmOuT4bb9tOa9vcVwJ/k1W+3wr8t5TSOcD5wM6IeD7wi8CLs/EG8MvZa6wEbkspXQj8MXBRRKzMfveLwKciYiOtnSN/JqX0wmwe/yF7vw8BrwZ+AnjWEfP9KeBrcweyrX5/ltauZ9AKrB9LKZ1La2fKTt6n7X3A11NKPwq8kNaOaO8EfpBVw387Il5Oa3vnC4BzgPMi4iURcR6t/83OpRXUX3SU95CkrioVPQFJ6hPt9o7PZd9/bQmvFcB828bOHbsypdQE7omIe4HnAdcAvxcRJwN/n1K6JyJeBpwHfDciACaB3dlrNIDPAKSU6hHxj8CrI+LTtAL679AK62cC/5odP569z/OA+1JK9wBExP8ALssenwTsTyk9mb3PZETcnD3+JvBhWhX7B1JK38nGL1rs+xzhp4E3ZZ+lATwREeuOeM7Ls6+bsp9X0QrWU8Bn2/ONiKvmeX1J6jqDtCS1/APwFxHxQmCy3ZZBqzL6k4t8rdtpVZTnBrrzgDvm/Hxk0E4ppSuyNo1XAl+OiP+DVii/PKX0rnnep5KFzrZP0Wor2Q98N6U0Ha1U+5WU0i/NPTAizplnDm0/C3x5zs8zWTV87vHQqkIfHurgfRYrgD9OKf3tEe/xji6+hyQtmK0dkgSklA7SamX4CK3qdNsVwI/NvVEw6/n9kWO83F8Dv5qFSCJiA/Ae4E/nPOcNETESEc8GTgPujojTgHtTSu+jFcJfAFwNvD4iTshea31EnHKU9/0arbaI/5NWqAb4DvDiiDg9O35FRDwHuAs4NXt/gLkB+Gj90cfSyfvMdTXwtuzY0YhYDUzTqja3fRn4tTm911uy8/IN4HURMRkRU7TaSCSp5wzSkvSUTwA/CnyyPZBSmgFeBfz7iLgnIu4AfpWn2iueIaW0C3gj8KGIuIvW6hcfmXvDInA38HVagfWtKaUKrb7m27I2iufR6j++g1bv8T9FxC3AV4ATj/K+DeDztCrKn8/G9mTz/UR2/HeA52XvdxnwhewmwAfg8OofZ6SU7lrQGXvqvRf1PvP4TeCnIuJWWv3lZ2W96/8arWX3/iyl9E+0/mJzTfa8TwNT2b8efAq4mVaryzcXM3dJ6lS07qWRJKm1/jXwxpTSW4/7ZEla5gzSkiRJUgds7ZAkSZI6YJCWJEmSOmCQliRJkjpgkJYkSZI6YJCWJEmSOmCQliRJkjpgkJYkSZI68P8DCN/5Ftz98dMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "sns.distplot(drop_nans_and_flatten(lr_pred), ax=ax, label='Linear Regression')\n", + "ax.set_xlabel('VCI Observed/Predicted');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But the spatial patterns are still there which makes me wonder about the implementaiton of the linear regression in the pipeline. Why are the values of predicted VCI so small but the spatial patterns sort of make sense? really weird ..." + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n", + "y_test.mean(dim='time').VCI.plot(ax=axs[0], cmap='viridis', vmin=0, vmax=100)\n", + "lr_pred.mean(dim='time').plot(ax=axs[1])\n", + "\n", + "axs[0].set_title('Observed mean VCI [2011-2018]')\n", + "axs[0].set_axis_off()\n", + "axs[1].set_title('Linear Regression predicted VCI [2011-2018]')\n", + "axs[1].set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### EALSTM vs. Test distributions" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "sns.distplot(drop_nans_and_flatten(y_test.VCI), ax=ax, label='test [2011-2018]')\n", + "# sns.distplot(drop_nans_and_flatten(y_train.VCI), ax=ax, label='train [1982-2010]')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_pred), ax=ax, label='EALSTM');\n", + "\n", + "ax.set_xlim([0, 100])\n", + "plt.legend()\n", + "ax.set_xlabel('VCI Observed/Predicted');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model Performance Comparisons" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import spatial_rmse, spatial_r2\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "ealstm_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " ealstm_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "rnn_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " rnn_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "ln_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " ln_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "bline_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " bline_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "lr_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " lr_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# calculate mean performance scores\n", + "ealstm_mean = ealstm_rmse.mean().values\n", + "rnn_mean = rnn_rmse.mean().values\n", + "ln_mean = ln_rmse.mean().values\n", + "bline_mean = bline_rmse.mean().values\n", + "lr_mean = lr_rmse.mean().values" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "rmses = [bline_rmse, lr_rmse, ln_rmse, rnn_rmse, ealstm_rmse]\n", + "means = [bline_mean, lr_mean, ln_mean, rnn_mean, ealstm_mean]\n", + "labels = ['Basline','Linear Regression','Linear Network','LSTM','EALSTM']\n", + "colors = sns.color_palette()[:len(means)]\n", + "\n", + "assert (len(rmses) == len(means)) & (len(labels) == len(colors))\n", + "assert (len(rmses) == len(labels))" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "for i in range(len(rmses)):\n", + " rmse = rmses[i]\n", + " mean = means[i]\n", + " label = labels[i]\n", + " color = colors[i]\n", + " sns.distplot(\n", + " drop_nans_and_flatten(rmse), ax=ax,\n", + " label=label, color=color\n", + " )\n", + " ax.axvline(mean, ls='--', color=color) # , label=f'{label}_mean'\n", + "\n", + "plt.legend()\n", + "ax.set_xlabel('RMSE');\n", + "ax.set_title('Model Performance Comparison (RMSE)');\n", + "# ax.set_ylabel('Density')" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Density')" + ] + }, + "execution_count": 209, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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3w9znC1n4/u9B91NKmkVERNaAeppFFpHOpTmfOL/iSvGO+A4m85OcS5xb/sODR2G8G66/59KEGcBfDR23Q/9hyKZWtDYREREpnZJmkUWcGD2Bxa44ab6+/nqqTNXKpmic/B4E66Fz//yfb34FFAvQ+8yK1iYiIiKlU9IssoijI0eJVkdpC7et6PlqfzXX11/PsZFjWGtLf3DkDIycgm13g2+BLqpoh/frwtMrWpuIiIiUTkmzyAJyhRynxk9xU/wmjDErfs+Oxh0ksgn6Un2lP3TyexAIw5a7Fr+v8w4YvwATy3i3iIiILJuSZpEFnBo/Rb6YX/nki2ld0S4Auie6S3sg0QsDR2Dra6Bq8SO76bjd63e+8JNVrVFEREQWp6RZZAGnx05T7avmush1q3pPtDpKbVVt6ZXmk98Dfw10vXrpe2sisOlm6Dno9TeLiIiIE0qaRRbQm+ylra4Nv8+/qvcYY2iraystaU4NQe9P4bqfgera0gJsfgVMJWDw2KrWKSIiIgtT0iwyj1whR3+6n/a69rK8ry3cxmB6cOkjtU99H3w+bwNgqTbd7PU/d2tDoIiIiCtKmkXmcXzsOAVboD1cnqS5PdyOxdKf7l/4psy4l/h23gnBWOkv91VNz2x+AbLp1S9WRERErqCkWWQeR4aOAJSv0lznjaxbtEWj73mvL3nba5cfQDObRUREnFLSLDKPw0OHCVWFqK+pL8v7ZjcDJhdJmoeOQW0j1LWsIEAHRNrUoiEiIuKIkmaReRwZPkJ7Xfuq5jPPZYyhNdy6cKW5WIDhE9C0wvF2xnjV5rHz2hAoIiLigJJmkctM5ic5NXaqbP3MM9rq2hicHCRfzF/54dg5yE9B8ypmQnfs92Y2P/vXK3+HiIiIzEtJs8hljo4c9TYBlqmfeUZ7uJ2iLdKfmmcz4OAxwEDj9pUHqIlA4w1w8vsrf4eIiIjMS0mzyGUODx0GyrcJcEZbeJHNgEPHoX5z6bOZF9LQBQMvwlRyde8RERGRSyhpFrnMkeEjbAptIlIdKet7YzUxQlWhK5PmzLjXnrHSfua56q8DW4S+Z1f/LhEREZmlpFnkMkeGjrCraVfZ32uMoS3cduUEjTP/4iW6q+lnntEwfeR3909W/y4RERGZpaRZZI5ENsHZxFl2N+128v62cBsDkwOXbgY8/UPwV3utFatVXQcNW6H74OrfJSIiIrOUNIvM8eLwiwDsbnSUNNe1UbRFBtIDL1889UNvA5+vqjxBOvdDz6HyvEtEREQAJc0il5g5CfDmxpudvP/yzYC1qWEYOQVNN5YvSMd+mOiD8Z7yvVNERGSDU9IsMseR4SN01nVSHyzPSYCXq6+pJ+gPzvY1t/R5SXpZ+plndO73vvaoRUNERKRclDSLzHF46LCzfmaY3gxY1zZbaW65+KJ3/HVda/mCtO7xeqS1GVBERKRslDSLTBueHKYv1ec0aQavRaM/3U++kGVT/1HYdrd3DHa5VNVA617oVl+ziIhIuShpFpl2ZNhtP/OMtrC3GXCy/wVqppKw7XXlD9K535vVXJjnyG4RERFZNiXNItOODB3BYNwnzXXeZsBEv3fyINvuLn+Qjv2QS3unA4qIiMiqKWkWmXZ4+DDbYtsIB8JO4zTUNBD0B7k40cNYfQdEWsofpPN276s2A4qIiJSFkmYRwFrL4aHDTk4CvJwxhrbaFs4U0/S3OorXsBVqG3XIiYiISJkoaRYBBtIDjGRGnLdmzOiiijOBKvpadroJYIzXoqGkWUREpCyUNIsAp8ZPAbC9fvuaxNs+mWTS5+N0fRlHzV2ucz8MHYfMuLsYIiIiG4SSZhHgzPgZALbVb1uTeLtHLwLQn3OY0HbcDljoecZdDBERkQ2i6movQORacGrsFNHqKI3BRuex/Pkp9oz2QaSdocmh2etPnRkp6fk7t8ZLC9QxZzPg9Q7G2omIiGwgqjSLAKfHT7Mttg1TzkNGFlA/ep6mQp6wr5qh9NDSD6xUqB6ablRfs4iISBk4qzQbYzYDfwm0AkXga9ba/2aM+Rzw68Dg9K2fttY+5modIgs5cPzA7O9fGn6Jm+I3XXLNlfiw1wrSFGq8pNLsRMd+OPH/gbXlPXVQRERkg3FZac4DH7fW7gReCfymMWZmNMEfW2v3Tf9SwixXVSqXIp1P0xRqWpN48eGzpGsbiIdb3SfNnbdDegjGzrmNIyIiUuGcJc3W2j5r7TPTv58AXgI6XMUTWamZxLU51Lwm8RqGzzIS76Ip1EQ6n2Y0M+ouWMd+76taNERERFZlTXqajTFdwK3AU9OXPmyMed4Y8z+MMQ1rsQaRhcwkzU217ivNgakkkeQAI41bZyvbp8dPuwvYsguqQtBzyF0MERGRDcB50myMqQO+Afy2tTYBfAW4HtgH9AFfWuC5DxpjDhpjDg4ODs53i0hZDKYHCfgCxKpjzmPFR7w2idHGrbOVbadJsz8A7fug+yfuYoiIiGwATpNmY0wAL2H+a2vtNwGstf3W2oK1tgj8GfCK+Z611n7NWrvfWru/uXlt/tpcNqahySGaQk1rMjljZhPgSPw6YjUxAr7A7IxoZzpuh77nIZ91G0dERKSCOUuajZeB/DnwkrX2y3Out8257ReBw67WIFKKwcnBNe1nTkRbyVfXYoyhMdTottIM3smAhSno1x81ERGRlXJ5uMmrgPcBLxhjnp2+9mng3caYfYAFzgIfcrgGkUVN5aeYyE6sST8z1hIfPkN/682zl5pCTZwZOwP1d5YvzsG/uPT71PSEjqe+Clte+fL1/R8oX0wREZEK5yxpttb+KzDf33drxJxcMwYnvX75tag0hyZHCWXGGW3smr3WFGri8NBh0sWcu8C1cfBXQ6LHXQwREZEKpxMBZUObnZyxBjOaZ/uZG7fOXptJ1s9OlXaE9ooYH0TaINHrLoaIiEiFU9IsG9rg5CB+46ch6H7yYcPwWYrGz1jD5tlrjaFGAE67TJoBoh0w0eudDCgiIiLLpqRZNrShySEag434jPs/CvHhM4w1dFL0B2avNQYb8Rv/GiTN7ZCbhMyY2zgiIiIVSkmzbGhD6aE12gRYJD5yjtF41yWX/T4/myObOTM17DZ+tN37qhYNERGRFVHSLBtWrpBjdGp0TfqZ6yYGCOQmL+lnnrE1tpXTWceV5sj0pEclzSIiIiuipFk2rOGMV91di8kZ820CnLEtto3z2THytuhuAYEQhOJeX7OIiIgsm5Jm2bDWenJGvqqGRLTtis+21W8jb4sM2Qm3i4i2a+yciIjICilplg1rMD2IwcxOsHApPnyW0fh14Lvyj9y22DYA+oqON+lF2yE5CAUdpy0iIrJcSpplwxqaHKIh2ECVz+XBmGAKeepHz8/bmgFeTzNAnx13ug6iHYCFiX63cURERCqQkmbZsAYnB9eknzk23o2/mGfksskZM8KBMC1VdfQVHSfNkZkJGmrREBERWS4lzbIh5Yo5RjIja9TPfBaYfxPgjG01jfRZx+0Z4UbvOG1tBhQREVk2Jc2yIV1IXKBoizTXrs3kjKmaOtLhhXunt9Y00Fccx7o8sU/HaYuIiKyY22ZOkWvU6fHTwBpNzrj4IiOhejj34/lvSCTZVtPIFHlGbZq4CbtbTLQd+p7TcdoiIiLLpEqzbEinxk4B7pNmfy5DND3GSN3icbbVxAHct2hE2yGXhozj/mkREZEKo6RZNqQziTPEqmNU+6udxmkYPY/BMlK3eBvI1pmkec02A6pFQ0REZDmUNMuGdD5xnngo7jxO/egFAMbqFp8F3eivJUSAfptwu6CZw1W0GVBERGRZlDTLhnR+4jzxoPukOTbWw1RVDZlAaNH7jDG0+GJcdF1pDtRCqEFj50RERJZJGwFlwxmfGmd8anz1SfPZJ5e8JTpwlPHaBjBmyXtbTZTjxTU4eCTaDok+93FEREQqiCrNsuFcmPBaJpxXmq0llh71kuYStPhijNgUUzbvdl3RDkgNQC7jNo6IiEgFUdIsG875xHkAGoKlJbMrVTuVIlDIkSgxaW41UQAGXPc1R9rBFmHwqNs4IiIiFURJs2w45yemk+Yat0lzND0KsIxKs5c09xfXaDNg/xG3cURERCqIkmbZcC5MXKCltoWAP+A0Tiw9AiwjaZ6uNF+0jjcDhpvBF4D+w27jiIiIVBAlzbLhnE+cZ0t0i/M4sfQY6eow+arSZkHXmAANptZ9pXnmOG0lzSIiIiVT0iwbzvmJ82yJrEXSPFJylXlGq4nR77rSDN4EjYuHdZy2iIhIiZQ0y4aSzCYZyYzQGel0GscUi0Qmx5edNLf4olwsJrCuk9loO0yOwMRFt3FEREQqhOY0S0U6cPzAvNf7Ut584p5kD7GamLP4dZlx/LbIeHj5leY0WZJMESHoaHV4STN4mwFnNgaKiIjIglRplg1lNONNtHA9ozm2zMkZM2YmaDg/GTAykzS/4DaOiIhIhVDSLBvKSMabaOF6RnMsPUYRw0RoedXsVuPd3+96VnN1LUQ7vb5mERERWZKSZtlQRjOjhANhavw1TuPE0iMkQ1GKvuV1QDWaMFX43FeaAVp2wcCL7uOIiIhUAPU0y4Yykhlxf3w2EE2PMRZefhyf8bHJRC+pNBctXJis4fBELS8la9kyVMVtjTlub8yxPVrAb1a4yNbdcOr7kJ+CKrf/ESEiIrLeKWmWDWUkM8K22DanMfyFHHWZBOear1/R8y2+6Oys5mfGw3ztXCujOe8glpaaLKcnq/jGuRAA2yJ5/q87E+yqz68g0C4o5mHwGLTtXdFaRURENgolzbJh5Ao5JrITzvuZo5PjGCCxzE2AM1pMlBdsNw/3xPlfFzdxXSjDuzsG2RVJ01Sd5xVdcc6n/Dw1FOBLh8P84g8a+E97k7zv+knMcqrOLXu8r/2HlTSLiIgsQUmzbBijU2szOSO6wskZM+ptPXmKfGvYz+ubxvjA5n6qfS/PbX76rLeZ8Trg8zf6+ZOzbXz22Qj/dNbyW9t6qZpOnO/cusTPGd8GVUFv7JyIiIgsShsBZcOYmZzhfNxcaoSCz08yGFn2s0ULP+y7AYBf6DzOh667eEnCfLlooMB/vKGb93QM8NRYlEd6mksP5q+CTTvhosbOiYiILEVJs2wYazZubnKMRKgezPL/eB3obeLUmHdaYUukr6RnfAbe3jrCG5pG+Yf+Rp4ZD5cesGWX156h47RFREQWpaRZNozRzCihqhChqpDTOLHUyIpaM346HuabF5t4bX2OWqq5aJc3du5XNg9wXSjDn5xpYzhbYudVyx5ID0Oyf9nrFRER2UiUNMuGsRbj5qpzGUK5yWUnzd0pH//3mXauC2V4cMsArXMmaJQc22f57W095Kzhv59pJ18s4aGWXd7Xfh1yIiIishglzbJhrEXSHE2PAcvbBGgt/M6hKAULH9vWQ7XP0mJiy640A7QHc/zaln6OJmt5+EwJFfWZpFknA4qIiCxKSbNsCPlinvGp8TU4Ptvrm15O0vz4xWr+baCaX+oYojWYA7xZzaM2zZTNLXsNPxtPcFM4zZ8crWWqsMTNtXGIdmiChoiIyBKUNMuGMDblVYCdT85Ij5H1V5Opri3p/qKFL7xQR1ddnp9rGp293mpiAJecDFgqY+Cd7UP0Tfo5cDa49AMtu9WeISIisgQlzbIhrNm4ufQI4+EGSj1l5GBfO8cSVfzH3Smq5vxpbPFFAZbd1zxjTyTNbfEcf3I0vHS1uWUXDB33jtMWERGReSlplg1hTZJma4mmxxgPldaakS34+M7p67k1nuPNHZcmrJuMlzRfXEGlGbyc/SM3p+id9PM/zy1RbW7d/fJx2iIiIjIvJc2yIYxOjlLjr3E6bi6UTVFdyHqV5hL86Px1JLI1/J97k1cUpmtMFXETpr+4/M2AM17TkmXfdLU5u9gkjZbd3lf1NYuIiCxISbNsCDOTM0yJbRMrEZs+PjtRwibATN7PE+evY1fTAPub5t/s12KiK640w3S1eWeKnrSfby5WbY5fP32ctvqaRUREFqKkWTaEa23c3NO9HWQKVdzTdWbBe1p9MfqL49hVnNZ3d2uWHbEcf3N6kQq7vwqadyhpFhERWUSJx4aJrF+FYoGxqTF2Ne1yGieWHiFdXVHl/LIAACAASURBVEuuqmaJ9Rj+tXsz2+pH2RydWPC+NhNjkhwJJolR2jSOuZ464/VxvyJi+cvuFg68mGRLKDv7+anC+dnfv6d1Nxz/zrJjiIiIbBSqNEvFG58ax2LXZNxcKa0ZhwebGc2EePXm84ve1+rzxs71raKvGby5zX4sTwzHFr6pZTekBmFCx2mLiIjMR0mzVLyRKa/i6vRgE2uJTI6TCC2SmHq38aML19EUSnNz0+Ci97aZ8iTNsUCBW2NJnhiOUVio02N2M6BaNEREROajpFkq3ljG6zVuqHGXNAdzk1QV8ySDiyfNZ8djXEjEePXm8/iW2JNYb2oJEqBvBcdpX+7upnHG81U8nwjPf8PMcdpKmkVEROalnmapeKNTo/iNn0h1xFmMyKSX2E6Eoove98SF6whV5djf1rvkO40xtPpiXFxlpRng1miSSFWex4dj3BpLAXD9+QMv3+CPQ7AeXvx7qJnzM+z/wKpji4iIVAJVmqXijWXGqK+pdzpuri7jjYZbrNI8MhnkyGAzd3V0U+1fbHDyy9pMjD47tur1Vfm83uaDY3Uk8wv8sY+2Q6Jn1bFEREQqkZJmqXhjU17S7FJkcpyC8ZOuWaD9AW/MHMBdHd0lv7fNF2PUpsnY+Wc5L8fdjePkrY9/G1mgGh5th2S/dzqgiIiIXEJJs1S80cyo202AeJXmZDDCFUf7TSsUDT/pa+OmxmHqg1Pz3jOf1unNgOVo0eiqneK6UIZ/GVmgGh5pB1v0EmcRERG5hJJmqWiZfIZMIbMGleYEyUX6mY+NNJLIBrmzfXntD20zY+fKsBkQ4K6GCU6kQoxk59nOEG33viaW7rcWERHZaJQ0S0UbnfKOtnY7bq5IOJNgYpF+5qd6O6irnmJn49CyXt1sovgxqx47N+OOeu8wlYPjdVd+GG4GX5WSZhERkXk4S5qNMZuNMT80xrxkjDlijPnI9PW4Mea7xpgT01/d/r25bGgz4+ZcVpprp1L4bXHBSvP4VA0vDTVxR1svft/yjsSuMj6aTbQsmwEBOoJZ2mqm+MnoPJNEfH6ItClpFhERmYfLkXN54OPW2meMMRHgkDHmu8ADwPettV8wxvwu8LvA7zhch2xgM5Xm+qC7pDkyPTljoUrzT3rbsRhescCYuQMjzwNwJp+a9/O2Mo2dA6/l+hX1Sf6xP04q7yNcddkUj2gb9L9YllgiIiKVxFml2VrbZ619Zvr3E8BLQAfwduDr07d9Hfh3rtYgMpYZI+gPEqoKOYtRNz2jeb5Kc9HC033t3NAwQlPt5Ire32ZiDNgEeVvamLql7K+foIDhmflaNCIdkE3C1ERZYomIiFSKNelpNsZ0AbcCTwEt1to+8BJrYNNarEE2ptGpUadVZvAqzTlfFZnAlYn5ydE4o5nQsjcAztXqi1HAMmTLk8jeEM7QEMjxk7F5kuaZzYDjpY/FExER2QicJ83GmDrgG8BvW2sTy3jug8aYg8aYg4ODg+4WKBVtLDPm9Phs8CrNyVBs3nFzh/raCFXl2NW08n+H24yX9PcVy9PX7DOwP5bk2UQd2eJla456s6R1yImIiMilnCbNxpgAXsL819bab05f7jfGtE1/3gYMzPestfZr1tr91tr9zc3NLpcpFcpauzYHm2QSTASvbM2Yyvt5YXATezf1EyjxBMD5tPq8d5dr7BzA/vokU0UfLyRqL/2guhZCcSXNIiIil3E5PcMAfw68ZK398pyP/h74lenf/wrwLVdrkI1tIjtBwRacjpszxQLhTHLefubDQ83kin5ua724qhghU02DqS3b2DmA3ZEUIV+Bn4zNM0Uj2gHjSppFRETmcjk941XA+4AXjDHPTl/7NPAF4G+NMQ8C54F3OVyDbGBjU+7GzT19ZoTmkRTxqQQGy+l8kDPDl06/+LcLzUQCacj3cGZ4dfFaTYyLZaw0V/ngtliSg+N1FC+fghfrgP7DkC/95EIREZFK5yxpttb+KzD/mcJwj6u4IjPWYtxcQ87bnDdafemmulSuhu6JTdy26fhCJ2svS5svxpP5U1hrMeV4IXB7fZJ/G41xMhXkrrkfxDoBq3nNIiIic+hEQKlYa3GwSTw7kzRf2uZwcqwDi2F7Q3mmULSaGBlyjNuVja2bzy3RFAbLs4nLpmhoM6CIiMgVlDRLxRqbGiNSHaHK564LqSGbZNJXTcZfc8n146ObaQ6NEQ8myxKnzTc9QaNMJwMC1FUV2R6e5Kfj4Us/CNZDIKyxcyIiInMoaZaKNZoZdT5uriE3wchlVeaRTITByXpubLhQtjhtxjttsJybAQFujaU4nQ4xmJnT8mGM19esSrOIiMgsJc1SscamxpwfbNKQnbiin/n4aCeGItvry5d0xkyIEIGyjp0D2BfzKuE/unhppZxoB0z0QSFX1ngiIiLrlZJmqUj5Yp5ENuG0n7mqmCean7ykn9lar5+5s26I2kD5pk8YY2jzxbhY5kpzV2iK+qo8j1+svvSDWCcU8zB0vKzxRERE1islzVKRxqe85NLljOaGrFelHQ28nDQPTcZIZMNcX8Yq84xWEyt7pdln4JZYkif6q8nPPX9lZjNg3/NljSciIrJeKWmWijSamR4357DSPDNubm5P88mxDgxFtsX6yh6vzVfPmE0zabNlfe+tsRSJnI+fjgRevli3CXwBuPhCWWOJiIisV0qapSLNHGziciNgw/S4ubHpnmZr4dR4O52RQYJV5e8FbnW0GXBvJIXf2EtbNIwPou1wUZVmERERUNIsFWp0ahS/8ROpnueY6DKJZydI+oNkfV6FdnCmNSPm5lCQNp+XNJfzZECAcFWR2xtz/PCKvuYOL2m2lx8ZKCIisvEoaZaKNJYZo76mvmyn582nIZe8pDXj1FgHPketGQDNJoIfH73F8s1qnnF3a5YXxwL0T875n4RoB2TGYexc2eOJiIisN0qapSKt3bg5L2meac3ocNSaAeA3PtpMzFnSDPCj/jnV5min91V9zSIiIkqapTK5PtgkmJ8kXJiaTZoHJ+tJZMPc4Kg1Y0anr4FuO1r29+6M5WkOFnhibotGtM3rbdYEDRERESXNUnkS2QSZQsZppbkpMwTASMDbBHhqrB0fRbY6as2Y0emLM2JTpGz5ZkCDdwjga1qy/Et/NYWZFmZ/NTTdqM2AIiIiKGmWCtQz4c1Idllpbp4cBGC0OrImrRkzOn3ez9RTLH+1+bWtWcZzPp4fqXr5YutetWeIiIigpFkqUHeyG8B5pdkCY4E6RjIREtmwsw2Ac3UaL2nudpA0v3pTFoO9tK+5bS8keiA1XPZ4IiIi64mSZqk4a1NpHmI8EKbg83Mm0QZAV/Sis3gzYiZEHTVOkuaGGsvehjxPXKx5+WLrHu/rxefKHk9ERGQ9KSlpNsZ8wxjz88YYJdlyzetOdhP0BwlWBZ3FaMoMMTrdz3x2vJWW2hHCgfL2Gc/HGDO9GXDEyftf25rl2ZEqxrPTo/pa93pf1aIhIiIbXKlJ8FeA9wAnjDFfMMbscLgmkVXpTnbTEHRXZcZaL2mujpDKBRmYbFiTKvOMTl8D3cUxig4OHXltyxRFDP86MN2iURuH2GZN0BARkQ2vpKTZWvs9a+0vA7cBZ4HvGmOeNMZ8wBgTcLlAkeXqmeihvsZdP3PN1AShQobR6ghnxlsB2Bpby6Q5TpY8g3ai7O++JZ4nGijyo7mj51r3aIKGiIhseCW3WxhjGoEHgF8Dfgr8N7wk+rtOViayAkVbpDfZ6zRprkv0AzASiHA20Uq0OklDTfkT2IW43AxY5YOf3ZTlif7ql0/Pbt0LQycgmyp7PBERkfWi1J7mbwL/AtQCv2CtfZu19lFr7f8B1LlcoMhyDE0OkS1mnU7OqEsOADDgj9GdbGJr7CIOT+u+QpuvHoOhu+iur/nipJ/jCf90wL2Ahf4XncQTERFZD0qtNP8/1tqbrbX/xVrbB2CMqQGw1u53tjqRZepJepMzXFaaw8khihiOZLooWj9b17CfGaDGVNFiIvTY8h+nDd4hJ8DLLRqaoCEiIlJy0vz5ea79uJwLESmHtUia65KDjFfHODnRSY0/S2vYTcV3MR2+BmeV5rbaItujeZ7onx49F9sMwXpN0BARkQ2tarEPjTGtQAcQMsbcCsz8JXQUr1VD5JoyM6PZaaU5NcRITQPnRlroil7EZ8o/xWIpnb44zxTOkbE5gg724r6mJctfnQoxmS0QqvZ7LRp9qjSLiMjGtVSl+U3AF4FO4MvAl6Z/fQz4tNuliSxfT7KHplATAb+7oS7h5BB9viamCtVrOmpurk7TgAV6i25aNF7bkiVbNPzvM9MnAbbd4vU0F9weEy4iInKtWrTSbK39OvB1Y8w7rLXfWKM1iaxYT7KHjroOZ+/3FXKEJsc47WvFR5HOyKCzWIvp9E1P0LCjbKO57O9/RXOWGp/lieODvO6mTdC2DwpTMHgMWneXPZ6IiMi1bqn2jPdaa/9foMsY87HLP7fWftnZykRWoCfZw97mvc7eX5vyKq/HJltpDY9Q4887i7WYRlNHkICzvuagH+5szvLE8en/KGi7xfva95ySZhER2ZAWTZqB8PRXjZWTa16+mOdi6iJv2foWZzHCySEAjk22saVlwFmcpfiMmd4MWP5ZzTNe05Ll88+n6Hni63SE8uCvgecehkL2ypv3f8DZOkRERK4FS7VnfHX6639em+WIrFx/up+CLdBR10GRopMYdUmv8nrBbuK10au7Ma7T18BP8mew1mJWOSj6qTNXVqwb8tVAhK8fznFP8zg7azYRHe9eVRwREZH1qtTDTf6rMSZqjAkYY75vjBkyxrzX9eJElmNmckZHxF1Pczg1RJYAieoIjcGEszil6DQNpMkyatNO3t8RzNIYyPFcwvsLp3SwDRI9YN38B4mIiMi1rNQ5zW+01iaAtwLdwI3AJ52tSmQFZmY0u9wIWDsxRI9toiWeXdNTAOfz8mZAN33NxsDeaIoXJsIULKRCbV5rRurqbH4UERG5mkpNmmfmd70FeNhaR/8vLbIK3clufMZHa7jVWYzA+BDniptobcw4i1Gqjpmk2WFf8y2xFOmCn5OpEKng9D9XtWiIiMgGVGrS/A/GmKPAfuD7xphm4OpnDSJz9CZ7aaltIeBzN6M5khqim2ZaGq7+v/61pppGE3aaNO+JpDBYnkuEmaxpBl9ASbOIiGxIJSXN1trfBe4C9ltrc0AKeLvLhYksl+sZzYFsmnAxRTLcRHVg7U8BnE+nL+40aa6rKnJDOMNz42EwPoi2KWkWEZENaamRc3PtxJvXPPeZvyzzekRWrGeih7va71r9i84+Of/1UW/jny9kaR45tPo4ZdBpGnjBdpOzeQJmOX+cS3dLNMU3+hpJ5n0Q64SeZ8BarnpTt4iIyBoqdXrGX+Edp/2zwB3Tv/Y7XJfIskwVphiYHHA6OSMx7FWXw43XTrK42ReniKXH0XHa4G0GtBgOT4QhuhnyGUgPO4snIiJyLSq1NLUfuNlae238nbTIZfqSfYDbyRnFhHeoR6jBD4m1OwnwR/ljC36WtFMAnCkO0eVvchL/hvAkIV+B5xNh2NbpXRzvhrCbeCIiIteiUjcCHgbcjSQQWSXX4+ashZrJFCmCFAI1TmKsRJhqaqjiTHHIWQy/gd3RNM8nwti6Nq+3OaG+ZhER2VhKrTQ3AS8aY54GpmYuWmvf5mRVIsvkOmnuT4XZVRxhLBRz8v6VMsbQZOo46zBpBq9F4ydjEc5O1rA1os2AIiKy8ZSaNH/O5SJEVqs72U2Vr4pNtZucvP/EaJw3mwGyoVon71+NRl8dLxS6ydgcQeNm3N7eaAqAf+mvZmusE/qPaDOgiIhsKKWOnPsRcBYITP/+J8AzDtclsiw9Ez20h9vxmVI7jpbnxHADnb5BsrXXXtLcZOqwwLmiu815rTU5WqqzPNFf7U3QyCYhM+4snoiIyLWm1OkZvw78T+Cr05c6gP/lalEiy9Wb7HXWmpEvGhLjPoLkSAUjTmKsRqOpA3Da1wxetfnHgwHykTmbAUVERDaIUstyvwm8CkgAWGtPAG7+HlxkBXqSPc7GzZ1PxGgpeifHX4tJc9AE1qyvOZX38WzuOsDA+AWn8URERK4lpSbNU9ba7Mw30wecaPycXBPSuTSjU6POKs0nRuJsMQMApGquvaQZoMvXxJnioNMYuyJp/Mbyo6EI1LVogoaIiGwopW4E/JEx5tNAyBjzc8BvAP/gblkipetOeslbZ12nk/efGInzvtBTUIBUTZ2TGKtVxDJsU3wnd3jezYCvrbpp1THCVUX2xXM80V/Nx+OdMHxi1e8UERFZL0qtNP8uMAi8AHwIeAz4T64WJbIcvcleANrr2sv+7sm8nwsTUXZU9zAZCFH0uzmqerWaTBiAYZt0GudnN+V4frSKybpObyPg1ITTeCIiIteKUqdnFPE2/v2Gtfad1to/0+mAcq1wOaP51GicovWx2Qxck/3MM+KmDgMMFd0mza/alMVieKHQ5V3QZkAREdkgFk2ajedzxpgh4ChwzBgzaIz57NosT2Rp3RPdhKpCxIPxsr/75GicgK9AY37smu1nBggYP1ETcl5p3teYI+S3fC+1zbugpFlERDaIpSrNv403NeMOa22jtTYO3Am8yhjzUeerEylBT7KHjroOjIODNk6MNLA9NkQ4myIVvDb7mWc0mTqGbBKXfwlU7YM7mrL8cLgeapuUNIuIyIaxVNL8fuDd1tozMxestaeB905/JnLV9SR7nPQzJ6aqGUjXsT92BoO9pivN4M1rniJP6uWT7p141aYcJxJVZCKbNUFDREQ2jKV2NQWstVcMf7XWDhrj6LxekWWw1tKb7OX2ltvL/u6To167x96QN4/4Wu5pBq/SDDBsU9SZoJMYT50ZIZpLAXU8nW7jNemfcvBkD8cL5y+57z13bnESX0RE5GpZqtKcXeFnImsikU2QzCWdbAI8OdpAqCrHdbMzmq/t9ox6U4sPw1DR7USLrtopwv4CT+WuByA82ec0noiIyLVgqUrzLcaYxDzXDeCmlCWyDOWe0fz0mRGaR1JYC0eHGmgLD5IfG6GA4cUk2FSqLHFc8BsfDSbMsHW7Rp+BmyNpvpO+iU/6IJxR0iwiIpVv0UqztdZvrY3O8ytirVV7hlx1PRPeuLly9zQnsrVM5GrpqBuiPpciEajFmlLHml89TSbMsE1SdDwRcnckxclsnFRVgyrNIiKyIVz7WYDIImZmNHdGynsaYE+yCYCOukFiuSTjgWu7NWNGo4mQp0jCTjqNszuSBuC8fwvhyV6nsURERK4FzpJmY8z/MMYMGGMOz7n2OWNMjzHm2elfb3EVXzaGnmQPsZoYkerybtLrTjZTW5WhoSZJLJdiPBAu6/tdafKtzcmAHcEsDYEczxa2EcyNUZ0dcxpPRETkanNZaX4IuHee639srd03/esxh/FlA+ie6C77JkBrvUpzR90g1TZHuDC1bpLmKCEC+BlynDQbA7siaX4wdRMA8fEXncYTERG52pwlzdbaJ4ARV+8XAa/SXK5NgDNGMhEm80E664aI5bxNdeslaTbG0GjqGLRuJ2iA16IxM0EjnjjiPJ6IiMjVdDV6mj9sjHl+un2jYaGbjDEfNMYcNMYcHBwcXMv1yTpRtEXvNMBIeSvNPclmADojg7NJ89g66WkG2OSLMGrTZG3eaZybI2kShBn2N9M4rqRZREQq21onzV8Brgf2AX3Alxa60Vr7NWvtfmvt/ubm5rVan6wjA+kBcsVc2SvNPckmotUpItWT667SDLDJRAGcV5s3VeeIB3IcpYu4kmYREalwa5o0W2v7rbUFa20R+DPgFWsZXypL90R5ZzQDFIsv9zMD1OdSZI2ftL+mbDFcazZ1GAz9xflGrJePMbCjbpKnctcTzlykZmrYaTwREZGraU2TZmNM25xvfxE4vNC9IktxMW5uLBkgWwzQWeedHj87OcOYssVwrcr4aTRhBtagr3lHXZqnctsBiCe0GVBERCqXy5FzDwM/Bm4yxnQbYx4E/qsx5gVjzPPA64CPuoovla872Y3B0BZuW/rmEg2MegdddswmzetnRvNcm0yUYZskbwtO4+yMTHLEXkcRo75mERGpaEsdo71i1tp3z3P5z13Fk42nZ6KH1nArAX/5DqccGK0hHkxQG5gCa4nl0lwIbSrb+9fKJl+EF4u9DNskLSbmLE5ncArrr6HX36m+ZhERqWg6EVDWre5keWc05wswNF49W2WuKeaoKebW1SbAGZuMd9hLv+MWDZ/xWjSeK27VrGYREaloSppl3eqZ6ClrP/P5QR+Foo/O2U2A3gEh6zFprjEB6k2IAcebAcHbDHgwex21UwOEMgPO44mIiFwNSpplXcrkMwxMDpS10nyy1w9Y2qcrzdFcGoBEoLZsMdbSJhNl0E5QtNZpnB11aZ4vbgN0MqCIiFQuJc2yLvWmeoHyTs442eejIZKjxu8dCrIeZzTPtclEyVNk1KacxtlWm+GEr4siPp0MKCIiFUtJs6xL5Z7RnM157RmbGqZmr8VyKaZ8ATK+6rLEWGubfF5fs+vRc1U+aIrHOWM6VWkWEZGKpaRZ1qXZpLlMleYz/T4KRcOmhszsNW9Gc+26mtE8V9jUUEfNmvQ1dzWGeSbXRcP4EXDcDiIiInI1KGmWdakn2UPQH6Qx2FiW953s8+P3WZpi2dlr0ZmDTdaxTb4o/TaBdZzIdjWGed5uozY7TCjT7zSWiIjI1aCkWdal7glv3JwpUxX4ZJ+PLc1FqvzTyaW1xPIpxqvWedJsIkyRp9+6rTZviddyxG4FoFF9zSIiUoGUNMu61JMs37i59BT0DPu4vq04ey1YzFJTzJOogEozwPGi2+pvdZWP0chNFPDpkBMREalISppl3bHWlvVgk1N9fqw1bG9/+cjp9T45Y0aUIEECnCi4b5loaaznuN1Mw5iSZhERqTxKmmXdGZ8aJ5VLla3SfKLXR3WVZUvzy5XmmRnN6z1pNsawyUQ44bjSDF6LxnOFrV6lWZsBRUSkwlRd7QWILFd30puccS5xjgPHD6z6fSf7/GxrLVLlf/lapVSawWvROFg4y0gxRdzn7ufZ3FDLC3Yb9+cfh/ELUL/FWSwREZG1pkqzrDszSXN9Tf2q3zWWMgyO+7hhTmsGvDyjecoXWHWMq63FeH3Nx4oXncaJh6s57r/B+6b3p05jiYiIrDUlzbLuzMxobgg2rPpdJ3u9PwLb265MmtfzjOa5GkwtddTwUqHPaRxjDJmGHeSoUtIsIiIVR0mzrDs9yR5qq2qp9q/+pL4TvX7CQUtr/NIe3EqY0TzDGMMOfxsvFXudz2tua4zxUnEzuQuHnMYRERFZa0qaZd3pnuimPrj61gxrvUrzDW0FfObSDyphRvNcO31tjNq083nNm+O1PFu8AdNzCIqFpR8QERFZJ5Q0y7rTk+yhoWb1rRkDY4bEpO+SUXNQOTOa59rpbwNw3qLRWR/ip8XtVOVTMPCS01giIiJrSUmzrCuFYoG+ZF9ZKs0n+rxxGdvbi5dcr6TJGTOaTYRGE+alotukuSbg53x4t/dN99NOY4mIiKwlJc2yrvSn+8nbfFkqzSd6fcQjReKRy/uZK2NG81zGGHb62jla6KNoi0s/sAq++FaGiWEvKGkWEZHKoaRZ1pWZyRmrrTQXinC6z39FawZUZqUZvBaNNFnOF0ecxtnSWMuhwg3kzv5vp3FERETWkpJmWVd6kj0Aq640dw/5yOQM29uurLrGcsmKmdE8147pvuYXi71O42yO13KoeCPV42cgNew0loiIyFpR0izryoWJC/iNn1hNbFXvOdHrw2CvONQEIJZLV8yM5rliJkSHaXC+GbCproZjgR3eN+prFhGRCqGkWdaVnmQPreFWfGZ1/+oe7/HT3mgJB6/8LFZBM5ovd7O/jZPFAXI27yyGzxh8HbeRxw/qaxYRkQqhpFnWle5kN511nat6RyYH5wZ83DhPlRlrvaS5gmY0z7XT30aOAieLg07j3LylhSPFLgrnlTSLiEhlUNIs60rPRA8dkY5VveN0n4+iNdzYcWXSXJtPU23zFVtpvtHXih/DSwW3fc17O2M8U7wBeg9BwV1VW0REZK0oaZZ1I51LM5wZZnNk86rec6LXT8Bv6Wq5chNgw9QoUHmTM2YETYCtvmbn85pv2VzPM8Xt+POT0H/YaSwREZG1oKRZ1o0LExcAVp00H+/1s7W1SJX/ys/i00lzJZ0GeLmdvjbOFodJ2ylnMVqiQc7NHnLyE2dxRERE1oqSZlk3ZpLmLZEtK37HWMowMLZAPzPQMOXNMK7USjPATn87FsuxwkWncTZ13MCQicOFp5zGERERWQtKmmXdOD9xHlhdpflEj/ev/Hz9zOC1Z2R8Aab81SuOca3b5muihipeXIMWjafzN1DUZkAREakASppl3bgwcYGGmgbqqutW/I7jvX4iIUtrg5338/jUaEVXmQGqjJ8bfa286Hoz4OZ6DhW34xs/BxP9TmOJiIi4pqRZ1o0LiQtsjq68yly03ibA7e2FBc8taciMVnQ/84xd/nb6bYLB4oSzGHs7Yvy0uN37RoeciIjIOld1tRcgUqoLExe4teXWFT/fN2JIZQzbF+hnxloapkboiV234hjrxW5/B+TgcKGH1/l2lP39f/OU10rTHbyRnK3ixNPf59nELVfc9547V96fLiIispZUaZZ1IVvIcjF9cVWbAI/3eOMytndcOWoOoDqbIljMVuzBJnO1mChNpo4jxR63ceIxXmQbTWPPOo0jIiLimpJmWRd6kj0UbXFVmwCP9/hpbSgSq52/n7k2NQRU9uSMGcYYdvs7eKnQR94uUHkvg86GEE/nbyA+fgRfMecsjoiIiGtKmmVdWO2M5mwezvT7FpyaARBODgOVPaN5rt2+TqbIc7I44CxGR32IQ8UbqSpmaUi8pkRt3wAAIABJREFU5CyOiIiIa+pplmvOgeMHrrj2VJ836/f/Z+++4+O8q0T/f77P9CaNRr3bcu+O48ROx5gQSAKhJZBQQmcpy7J777K8WO6yLLtcdn+7lB9clgWy1BtKCEkIhECaE5I4ju3Yci+yVW3VKRqNps/z3D9GdtxkS1MkWTrv12te42ie+Z7HjuKc+ep8z9k9uJujoaOTXvMPu6NkdCeGKcTL7Rce6nHjyWwd7lzYaQZYaqrBhMbezAmWmmqLEqPe6+DRscOAFcFW/N7VRYkjhBBCFJvsNIvLQjAexKpZcZqdOb2/P2BD0wwqS8efgleWCBIz2Wd1j+Yz2ZWFRVo1+zLFq2u2WUzonhr6VSUVodaixRFCCCGKTZJmcVkIxAP47D7UeL3iLqEvYKfSm8B0gdHZp/gSQYK2shzv8PK00lTPCSNIUB8tWowGr4Od+iI5DCiEEOKyJkmzuCwE40HK7LkltMGIYiRqoaYsftHryuJBAjZfTjEuVytN9QDs14s36KR+7DCgK96PI1bc0d1CCCFEsUjSLGY83dAJJnJPmo+Mjc6uLr9I0jzWo3mu7TTXKy9lysneTE/xYngd7NAXA1AV3Fm0OEIIIUQxyUFAMeOFk2F0Q8dnz20X+MgJEw5bmhJnetxrnOkodj1JIMfEfKZ7Nn143NfKlZs9mR4yho5JFf5zdG2pg4PGPCKahxr/Njrrbit4DCGEEKLYZKdZzHjBeBAgp53mjJ4dnV3tS4w7OhvAlwhkY82xnWaAOs1LigzH9cGirG81a1SUONilraJmaCsYF+6TLYQQQsxkkjSLGS8Qzya0uew09wxpxJLq0vXMiWxiHpxjNc0AtaoUBewvYheNeq+TZ1LLccX78ES7ihZHCCGEKBZJmsWMF4wHMSkTHqtn0u89fEJDYVDlG7/VHED5WGIemIM7zVZlpkJ52FvEkdr1XjtPJ5cBUO3fVrQ4QgghRLFITbOY8QLxAGX2MrQc6m2PnDDRUKFjs+gXva487mfU7CRudjD51PzyV6952Z3pJmzEKFGOSb9/Qdf5A2nOlEnYedRoJmSppmboJdqa7sr1VoUQQohpITvNYsYLxoOU5bADHE1A16DG4vqLJ8yQrWn228tzub1ZoU55AdifKU7ruXnOBJpS7LFeQXVgG8oYf5y5EEIIMRNJ0ixmNMMwTg82mayjJ00YhmJpw6UTtPK4H79t7ibNPuWiBDt7Mt1FWd+qGVR57Dyvr8CWClMWPlSUOEIIIUSxSNIsZrTR1CgpPZVT54zDPSYcVoPGyovvNGt6Bm8ihD/HlnazgVKK1aZG9mdOkjYuvTOfi3qvg8dHs/2aa4a2FiWGEEIIUSySNIsZLZjIrd2cYWQPAS6qy2C6xHd5WTKECX1Ol2cArDI1ECXJMX2gKOvXlTnoSnoYci2ixv9SUWIIIYQQxSJJs5jRcm031xdUhKMaSyZYmgHMuRHa51phqsOEVrQSjQZv9oDhIec6KoO7MGUu3gZQCCGEmEkkaRYzWjAeRKHw2ryTet/hEyYAlkzkEOBY0jzXd5rtysISrYY9RRqpXVNqR1OwTa3GpCepCO4qShwhhBCiGKTlnJjRAvEApbZSTJppUu873GOipkyn1HXp6XPlcT8pZSZsLcn1NmeN1aYGfpF6mQE9TJVW2D+PpScepME+j5eDHnSlsaz9R7Ajev6F6z9Q0LhCCCFEIchOs5jRgvHgpOuZEylo79dYUj+xtmbliQABuw8jhz7Qs81qUwNA0XabFzjjHIh5iTgaKIl0FCWGEEIIUQyy0yxmtEA8wPLy5ZN6z7FeExldTaieGU61m5vb9cwAz6YPA1CCg2fTh7Gos3f3bzIvyTvGfGecZ/xeeu0LWRx4GpKjYHXlva4QQghRbEXbWlNK/bdSakApte+Mr/mUUk8opY6OPc+9mcViwuLpOLF0bNKDTQ71aFjMBvOrJ9A6zTDwxf0E5ng985kaNC/9RphUEQaQLHBlD/+1astQAP62gscQQgghiqGYO80/Ar4N/OSMr30OeMowjK8qpT439s9/V8R7EJexU50zxivPeLk9cN7XDAP2dNRQURrnla7zXz+XKz2KXU/O+UOAZ6rXyjig99JrhGhShf1zaXIkMGGwNbWIt2tWTEOHoXZNQWMIIYQQxVC0nWbDMJ4Dzs1a7gB+PPbrHwNvKVZ8cfkLxrM9mifTbi4SMzMaN1Pjm1g7s/LTnTOkPOOUKuXBgokTeqjga1s1gyZngraoi7BrHgweKXgMIYQQohim+uRTtWEYvQBjz1VTHF9cRnIZbNLntwNQUz7JpHkOj9A+l6Y06jQvJ/QghnHp7iOTtcAZ43jUzrBzPkSHIOoveAwhhBCi0GZsuwCl1EeVUjuUUjsGBwen+3bENPDH/HgsHqwm64Tf0+u343GmcDsm3jkDZLDJuRpUGTFSBIzRgq/d4oozmjFx3Jodqc3Q0YLHEEIIIQptqpPmfqVULcDY87jzeg3D+J5hGOsNw1hfWVk5ZTcoZg5/zI/PMfFkNp1WDIZs1E5wlxmyO83DlhLSJksutzhr1WnZYTI9RrDgay9wZv/97E41gq0Ehg4XPIYQQghRaFOdNP8WuHfs1/cCj0xxfHEZ8cf9VDgqJnz9QMiGbqgJ1zMD+OIBOQR4AXZloVK56dELnzQ3OBJYlM6xqBMql8LgIdAL36lDCCGEKKRitpz7ObAVWKKU6lFKfQj4KnCzUuoocPPYPwtxnmgqSiwdm9QhwF6/HbNJp8KbmPB7yuN+SZrHUa+VETBGiRrJgq5rVtl+zceidqhZDamYtJ4TQggx4xWt5ZxhGHeP89LmYsUUs4d/7IBeuWNiCa1hZJPmqrIEpgl+FDRnUpSmwgSkc8YFNSgfu+mmRw+y2FRd0LVbxoacZCoWYzJZoa8VKvMfniKEEEIUy4w9CCjmNn9sLGme4C5weNRMLGGeVD2zb+wQ4JB0zrggr3LgxkaPful+15O1wBUnoWscG3VA1XLo2wfGBIbRCCGEENNEkmYxI/ljfjSlTbjdXO+pVnOTqGc+1W5OdpovTClFg+aj1xgu+HTA05MBgxaoWQWJMAQ7CxpDCCGEKCRJmsWM5I/78dl9aGpi36J9AQelriRO+8STu1Pt5qSmeXyNWhk6Br1GYQed1NqSOLQMe4NmqFoBmgn69hQ0hhBCCFFIkjSLGckf80/4EGAqrRgatk6qNAOyO81xk41RsyuXW5wTqpQHK6aCd9HQxg4DtgYsYLFDxZJs0lyEYSpCCCFEIUjSLGYc3dAJxAMTPgTYF7BjGGrCUwBPKY/7s0NNlMrlNucETWnUa2X06EH0AtccL3DFOThsJqmTLdGI+mHkZEFjCCGEEIUiSbOYcYYTw2SMzIQPAZ4csmM1ZygvmVxrNF9CejRPRIMqI0GaY3phJ3MucMZJ6oojw2aoXgko6JUSDSGEEDOTJM1ixjndOWMCO826Dr1+B7UVcbRJfDcrQ88ONpHx2ZdUp3nRUOzOdBd03VcPA5rB5gFfi9Q1CyGEmLEkaRYzzukezRPYBfYPW0mlNeomWZpRkgxjMdKy0zwBVmWmWpXQmukq6LqV1hQ+q87uwNgI85rVMNIL/mMFjSOEEEIUQtGGmwiRK3/Mj81kw2W59AG9k34HmjKonkSrOXi13ZwkzRPTqPl4OdPOb1O7KVWOca+7yTzxASVKwRXlKV7xjyXNtavhwENw8FG4/jP53rIQQghRULLTLGYcf9xPuaMcdYkDeoYBJ4YcVJUlsJgn13XhVLu5gCTNE9KgZftlF7qLxjpfimMjZoaTChxlUNqYTZqFEEKIGUaSZjHj+GP+CZVmjETNjMbM1FXEJh3DF/eTQSNo9eZyi3OOS9koU86CTwe8ojwFwK4zSzRO7IDhEwWNI4QQQuRLkmYxo0RTUcLJ8IQOAZ4cypYJTLY/M2TLM0I2L7pmmvR756pG5WPQGCFupAq25uqyNBrG2SUaAId+X7AYQgghRCFI0ixmlO6RbIeGiew0nxyy43VPbgrgKeXSbm7SGrQyDOBEAUs03BaDxaVpdgXGjle4q6FiMRySEg0hhBAziyTNYkZpD7cDl243F4mBP2zNqTQDsjvN/glOHBRZPuXCiZXuApdorCtPsztgQT9Vlr7sTdDxAoz6CxpHCCGEyIckzWJG6RzuBLjkCO2D3SZAUVcx+dIMezqGKx0lYJOd5slQStGo+ThpDJM2Jr+7P551vhQjKY1jI2OlMsveDEYGDj5SsBhCCCFEviRpFjNKR7iDEmsJVpP1otft7TTjsKXxuidfX+sb65wh5RmT16j5yKBz0ggVbM1ThwFfrWteAxVLoPWXBYshhBBC5EuSZjGjdIY7L1maEUvAkRMajVUxLtGV7oKkR3PuqlUJVkx0F7CuucWdodSiv5o0KwVr3gXdL8mgEyGEEDOGJM1ixjAMg47hjkseAtzfZSKjKxoqc61nHttplhHak6YpRYPmo0cPoBt6QdY8NeTkdNs5gNXvBBTskd1mIYQQM4MkzWLGCMQDjKRGLrnTvKfDjNel4ytJ5hSnPO4nYnaRMNtzev9c16j5SJKh3xgp2JrrfCmOhk2EU2M/Oiith5aboPXnoBcmORdCCCHyIUmzmDE6wh3AxdvNnSrNWD0/k1NpBkB5wk9AOmfkrE6VYkKjWy9cd4srylMYKFpPtZ4DWHMPhLqga2vB4gghhBC5kqRZzBgdwx3AxdvNnSrNWDMv9+4N5XE/fumckTOzMlGnSunWgxjG5MaXj2etL406c8gJwLLbweqG1vsLEkMIIYTIhyTNYsboDHdi1ayU2krHveZUaUZjZW4/srdkkngTIQacVbnepgAatXKiJPEbowVZz2MxWFySYeeZSbPVBcvvgP2PQDJakDhCCCFEriRpFjNGe7idppImNHXhb8tClGZUxQbQMOh3SNKcjwbNi4KCDjq5qiLJTr+FdOaMD0Rr3gXJETj8WMHiCCGEELmQpFnMGJ3hTuaVzBv39dOlGfNzL82ojg0A0O+oznkNATZloVqV0lXApHljZYrRtMa+k+FXv9h8PZQ2wm4p0RBCCDG9JGkWM0JaT9M90k1zSfO417S2mylz6zRW5N5NoSo2QEZp0qO5ABq1MsLEGDZya/13rg2V2W4oLx0/44ChpmXbzx1/BsK9BYkjhBBC5MJ86UuEKL7ukW7Sepr5pfNJ6ue3kgtHs6UZN61K51yaAVAd7WfIXkFGk2/9fDVqPrZnOujWA5Sa6vNer9JusMCTZtuuVv7C9dyrL5isYOjwh8/Cgtdmv7b+A3nHE0IIISZDMgdxQfdv65rwtfdsaMo7XluoDYCFZQs54D9w3us728zohuKqRem84lTF+ul31uS1hshyKRvlykWXHmBlAZJmgI2VSR7pspPWwXzq52DuKvA2Q8/L0LKJvD41CSGEEDmS8gwxI7SF2lAoWkpbznvNMGD7ETPzqzNUlube4sykpymPB6SeuYAatXL8RoRRI1GQ9TZWpoikNfaHzvk833g1jPRBuKcgcYQQQojJkqRZzAhtwTYaPA04zI7zXuvo1xgMa1y1OL9d5or4ECZ0+qXdXME0a9khMYU6ELihMgXAtkHL2S/UrgXNBD3bCxJHCCGEmCxJmsWM0BZqY6F34QVf237UjM1s5DXQBLL1zAADstNcMCXKQZly0lmg6YBVdp0WT5qXBq1nv2B1QfUq6NkBmdzGpwshhBD5kJpmMe2SmSRd4S42N20+77V4ClrbTaxtyWC1XODNk1Ad68cAjFg3lQnpxFAoTVo5rZluogUs0Xi0y0bGANOZ5cvN10Lv7uxDCCGEmGKy0yymXUe4g7SRvuBO8552E8m0yrs0A7Lt5kIWN2npnFFQzVq2fV9noUo0KpKMpDUOnFvXXL4IXFXQ8UJB4gghhBCTIUmzmHZtwVc7Z5zr5SNmqkp1mnMcm32m6ugAfmtJ3uuIs5UqB17lpKtAJRobx+qaXzq3rlkpaL4OQp3Q21qQWEIIIcRESdIspl1bqA2zMjO/ZP5ZX+8ZUnQOmLh6cX69mQE0I0NlfBC/TZLmYmjWyhkwRgjp0bzXqnbotLgvUNcM0HgVaBbYfl/ecYQQQojJkKRZTLu2UBtNJU1YTGfvLG7Za8FuMbh6Sf6lGb54ALORYUh2moviVInGzkxnQdbbUJni5SEL6XN/wGBxQv2VsPcBiIUKEksIIYSYCCnuFNOuLdTGMt+y0//8cnuAkaiZ1vZqljaNsPdEOO8Y1bFs5wwpzyiObImGgx2ZDjZbll36DZdwY3WSn7c72BWwcFVF6uwX510H3S9B6y9g41/kHUsIIYSYCNlpFtMqlo7RM9JzXj3zkW43mgaLGiIFiVMdHQAgIOUZRdOsldOm9xMy8i/RuK46iVkZPNN7gRKN0kaoXw877stOvhFCCCGmgCTNYlodHz6OgXFW54xYQqOj18W8mlHstvwPAEK2c0bQ6iWp5dm3ToyrWSvHAF5J51+iUWIxuLI8xTN9F0iaAa76EAwdgY4/5x1LCCGEmAhJmsW0Ot0544yk+WiPB92AJU0jBYtTHetnwCGTAIupVDmpU152ZDoKst6m2iQHhy30xS7w19SKt4KjTA4ECiGEmDKSNItp1RZqw6pZafQ0AjAcS3HshIvGqhhuR34TAE9Rhk5VbIB+p0wCLLb15nkcLVCJxqaa7LCULRfabbY4YO274dDvICyDaoQQQhSfJM1iWrWF2phfOh/z2MCRrz9xhHRGsbS5cLvM3kQIq56iX3aai+5KU3PBSjQWl2Soc2QuXNcMsP6DoKfhlZ/kHUsIIYS4FEmaxbRqC7WdPgS4t2eYn2ztYEH9KF536uJvnIRTnTMGHLLTXGz1Whl1ysvLmfa811IKXlOb5IUBK8kLlbaXL4AFm2HnjyCTf1tCIYQQ4mIkaRbTZiQ5Qt9oHwu9C8noBp9/aC/lbhurWoYLGqc6lu2cITvNU2OjuYU2fYBBPf+fFmyqSRBJa+wYGucA51UfgpGTcOjRvGMJIYQQFyNJs5g2x0LHgOwhwJ9s7WDviWG++KblWMyFbSNWFe0nbPEQszgLuq64sA2mFgBeyhzLe61rq1JYNePCdc0Ai98AvgXw/Nel/ZwQQoiikqRZTJu2ULZzRompgf/40xFuWlzJbatqCx6nOjYgnTOmULnmZqlWw9b0MYw8E1mX2WBDRYpn+mwXvkAzwXV/Bb2tcOzpvGIJIYQQFyNJs5g2baE2HGYHX364l7Su8+U7VqKUKmwQw8h2zpB65im10byAAWOE4/pg3mu9pjbB0bCZ7tFx/rpa8y7w1GZ3m4UQQogikaRZTJujwTZUqprW7jDfeOcVNJUXvnyiJBnGkYnT75Sd5ql0pakZKya2FqBE43W1SQAePzHObrPZBtd8KjvopHt73vGEEEKIC5GkWUyLjG6wq+8Qw8PlfPVtq3nDypqixDl1CFDKM6aWQ1lZa2pie7qDlJFfv+1md4ZVZSl+120f/6Ir358ddvL81/KKJYQQQoxHkmYx5YKjST7xi+dIMcymltXcdVVj0WJVjbWbk/KMqXeNeQGjJNib6cl7rdsbErQGLXRFxvkry+aGqz8Ghx+D/gN5xxNCCCHOJUmzmDIZ3eD+bV1s+o8tPH1sDwDvWbehqDGrY/2Mmp1ELO6ixhHnW67VUYK9ICUatzXEAfhdz0V2mzd8DCwueOEbeccTQgghziVJsyiadEZnYCTOH/f38ZXHDvLGbz7H5x/ay+JqD5+8xQNk280VU3V0INufudAHDMUlmZTGBnMLezI9RIxEXms1uHTW+lL8vmecumYApw/WfwD2/hqCHXnFE0IIIc5lnu4bEJcvwzA4GYrz1T8c4nBfmEA0RXA0SSiaJJbKkMq82m7MatJY1VDKN965ljvW1vHPLz2Jx+KhqsgH9KpiA+zzrShqDDG+a8wLeCJ9gO3pdjZZlua11u0Ncf55j4f2ERPzd/zwwhc5K7LPD38SVr0jm0QLIYQQBSBJs5i0dEbnuaODvNIVIjCaxKwpltR4KHfbmF/uxOu04rCacFpMuO1mVtWXsrK+FLvFdHqNg4GDLPEtKXyLuTO4UhHc6VH6nVLPPF0alY965eWlzLG8k+bbGhL88x4Pv+ux8ZfLohe+yOGFhqugexssviWveEIIIcSZJGkWkxIYTfLzl7s4EYqxsMrNaxZX8g9vWo7XOc7EtgtIZVIcDhzmnmX3FPFOoTqaPQQ4IIcAp41Sio3mBTyY2kmfPkyNVprzWrVOnfXlSX7XbR8/aQZYsDmbNB/fAtd9Oud4QgghxJmkpllM2P6Tw3z7maP4RxO8Z0MTH7xuPuvn+SaVMAMcDR0lqSdZUV7csonaaB8AfZI0T6trzAswodiSPpz3Wrc3JjgcNnM0bBr/Incl1K3N9m0ePpF3TCGEEAKmKWlWSnUopfYqpXYrpXZMxz2IydnVFeT/buui3GXjU5sWsbwu9x3D/f79AEVPmpsiXQxbSgjbcr9XkT+vcrLeNJ8X0keJG6m81rq1PoGGwcNdF+miAbD0djB0ePIf84onhBBCnDKd5RmbDMMYmsb4YoK6/KP8ZtcJWipdvP+aeZhN+X3W2j+0nxJrCQ2ehgLd4YU1jXTR5WkqagwxMa81L2Vb5jhb07nXNm9rDwCwpsTO/cdsXOfsxnSBkvgN833gLIeWTbD3V3DVh6GpuK0NhRBCzH5SniEuKhRN8tNtXZQ6LNxzdVPeCTPAAf8BVpSvKOohQGdqlIqEny63JM0zQYtWyTytgqfSB9EN49JvuIjNlSGCKQu7hi/Re3vh68BTB4//Heh6XjGFEEKI6dppNoA/KaUM4L8Mw/jeNN2HuIhkWuenL3WSzuh85Pr5OK35fbvcv62LtJ7kcOAIG8rfzv3bugp0p+drimTX7pSd5hlBKcVm8zLuS/6Zg/pJVpjqgVd3jyfjitIIXnOap4a8rPdGxr/QbIObvwS/+Qi03g9XvCfX2xdCCCGmbaf5OsMw1gFvBD6plLrx3AuUUh9VSu1QSu0YHByc+jsU/H5vL33Dcd51VRNVJZeoIZ2g/sRxdDLU2os71KRppIsMGj2u4paAiIlbb5qHBztPpQ7mtY5ZwWsqQuwaduFPXuKD3Ko7oeFqePJLEA/nFVcIIcTcNi07zYZhnBx7HlBKPQRcDTx3zjXfA74HsH79+vx+nismrX1olO0dAW5YWMGSGs9Fr53MjnFfvA2AGvuivO7vUpojXfQ5a0iZJtfZQxSPRZl4jXkJv0u30q+HqdZKcl5rU8UwD/dVsMVfyttr/eNfqBS88avw/dfCn/8dbv6nnGMKIYSY26Z8p1kp5VJKeU79Gng9sG+q70OML5HO8PCuE5Q5LWxeVth2bb3xozhNXkrMlQVd90zK0GmMdNPlaSxaDJGbm8xL0FA8kz6U1zo1thQrPaM8M+RFv9RH6vorYe27Yet3wH8sr7hCCCHmrukoz6gGnldKtQIvA783DOPxabgPMY7vbjnOYCTBHWvrsZoL+y3SFz9KrX1hUQ8BVsYGcWTidLmbixZD5MarObnSNK8g7edeWxFiMGlhT9h16Ys3fzFb4/ynL+QVUwghxNw15eUZhmEcB9ZMdVwxMW0DEf7PM22sbihlcfXFyzImK6nHGUp0s9h9bUHXPdepQ4BdbtlpnmrPXmKAyU3mJWw2L+PlTHte7ecArvZG8JjSPDnkZW3p6MUv9lTDjX8LT34RDj0GS2/NOa4QQoi5SVrOidMMw+AfHtmHw2ritlW1BV+/P34MA53aItczN0W6iJnsDDqKVwIicneq/dyf0vtJG5mc17FoBpsrQ+wIuelLWC79ho0fh5pV8MgnIXwy57hCCCHmpukcbiJmmGcOD/DiMT9fevMKLAXox3yu3vhRAIaS3URCk281NlHNI110uxsxlHwmnImUUtxhWcs3E0/ybPoImy3Lcl7rlsoQj/aX81i/jw829V/8YrMN3vFD+K+b4Dcfhfc9AtpFxnELIYQQZ5CsQgCQzuh85bFDtFS4uGdDcXob98WP4jGXYzdNoAY1R5ZMkppoH50y1GRGW6nVs1Sr5dHUbqJGMud1fNY01/uG2eIvZSQ9gb/OKhbBrf8fdPwZ/vy1nOMKIYSYeyRpFgD8ckc3bQMRPvfGpUXZZQbojbcVvdVcY6QbDUPGZ89wSinutK4nQoI/pPbmtdbt1QESusYTg2UTe8Pae7L9m7f8b+jcmldsIYQQc4ckzYJIIs3XnzjC1fN93Ly8sC3mTklkogSSPVNQz9wNIOOzLwPNWjkbTC08mT5AQL/EQb6LaHIkWVMS4fGBMlL6BLqyKAW3fQ28TfDghyFavFIhIYQQs4fUNAv+69ljDEWS3HfvsqK1gusbq2eusS8knC7ehMemSBdDtnKiluKVgIjCeZtlHTszHTyceoUP2m7IeZ3bqwP8y9Emng+UcP2CM17Y8cPx37TirfDCN+End8DHnssm00IIIcQ4ZKd5jusPx/n+n4/z5jV1rGn0Fi1O79gkwKLuNBsGTSOdUppxGSnX3Gw2L2dr5hjdeu47vqs8UZodcR7t91162Mkp3iZYejv07YHtP8g5thBCiLlBkuY57htPHiWjG/ztLUuKGqcvfpRSSzVOc2nRYpQmhylNjUhpxmXmVssqHFj5dXJHzmsoBXfU+DkRt/G7HtvE39hyE1Qug8c/B8e35BxfCCHE7CdJ8xx2bDDCr3Z08+4NzTT6nEWN1Ts2CbCYmseGmnTKTvNlxaVs3G5Zw379JLvSXTmvc03ZCI32ON844CKtT/BNSoN174OKxfDL90L//pzjCyGEmN0kaZ7D/v2Ph7GbNT712uIms7HMCKFUX9E7ZzSNdJFSZnqdhR/MIoprk3kpTcrHD5PPM6iP5LSGpuDOuiGOj5h5pNs+8TdaHPDuB8Dqhp+9A4ZP5BRfCCHE7CZJ8xy1qyvIH/b+0DLBAAAgAElEQVT18ZEbW6hwT+LH2TnoiR0EoM6+uKhxmiJdnHDVk9HkfOvlxqJMfNy2CYDvJJ4haaRzWudqb4QV3hTfPOAiNdHdZoDShmzinBiB+++CeDin+EIIIWYvyS5mifu3TezH2vdsaMIwDL76h0OUu6x8+IaWIt8ZdI7uxqys1Dtyn/x2KZqeoSHSw9aajUWLIYqrUvPwYduNfCvxJD9LbuUD1usn3c1FKfib5aN86EUvv+6wc3dLfOJvrlkJ7/wJ/N874VfvhXseALN1kr8LIYQQs5XsNM9BW44Msq09wF++diFuW/E/N3VG99DgWIZZK14CUhvtxWKk5RDgZW61qYHbzWt4MXOM59JHclrjtbVJ1vpSfOugi0Rmkm9e8Fp487eyhwIf/TQYE23FIYQQYraTpHmOyegGX33sEM3lTu7Z0Fz0eKPpEAOJdppda4sap2nsEKAkzZe/N1nWslKr5+epbRzPTL6nt1LwP1dEOBkz8cO2HA64rr0HNv09tP4c/vQFSZyFEEIAkjTPOb/e2c3h/hE+e8tSrObi/+vvjO4BYJ5zTVHjNI90MWJxE7RNcJSymLE0pfiw7QZKlYP/k3iaDn1o0mtcX53idbUJvnXQyUA8h+/zG/8Wrv4YbP02PPUlSZyFEEJI0jyXJNM6X3viCFc0ebl1Vc2UxOwc3Y1Nc1JT7HZzI53ZXWaZ6jYruJWdT9teh0lp/Fv8D+xId0x6jb9fHSGZUfzb3glMh9zxw7MfO38ElUuh6Vp4/utw/zsnHV8IIcTsIknzHPJ82xD94QSfv7V447LP1RFtpcm5Ck2ZihajMjZARcLPYW9xu3OIqVWvlfEF++00auV8N7mF36Z2Y0xix3e+J8MHF0X5daeD1kAOtftKwap3QOPVcPSP8Ny/T34NIYQQs4Z0z5gjRuIpnjs6yOuXV3PVPN+UxAwl+wml+lhfdkdR46wMZAdS9KkMlYGdRY0lplaJcvA/bbfwk+SL/Da1m5N6iA9Yr8OmLBN6/18ui/KbLjv/uNvDg5uCaJP9rKg0WP0u0HV4+stgssJ1n578b0QIIcRlT3aa54inDg6Qzuj83RuXTlnMzmgrAPNcxa1nXhHYT6/dR8RS3KmGYnpYlIkPWq/nHZb17Mx08IX4QzyfPopuXLoRs9ti8HcrR9kVsPBg5yQGnpxJabDmbljxVnjif8FL/5nbOkIIIS5rstM8B/QOx9jeEWDjgnIWVLqnLG5HtBWXyUuFtXgdLUqSwzRHuniuYlXRYojpp5TiDZaVLNAq+VVqOz9KvsATaj9vt65nlVZ/0XKjtzXH+WW7nS+3urmpOkmVYzJTT8ZoJmi+HvzH4PHPQccLsHDzha9d/4HJry+EEGLGk6R5ljMMg9/v6cVuMbF5adWUxu0cbaXZtaao9dPLAwcAOOquL1oMUTjPpg9f8pqbzEvGfW2RqZrPa7exM9PJg6md/P+JJ1msVXObZTXLtbrT32sPBPac9b5Nixzsenkj799m8P5Ve7irfPXkb14zwbp7YffP4NCjkEnA4jfK4VMhhJgjJGme5Q70hjk+NMqb1tThtE7dv25/spvRTLDoreZWBvYzaC/Hby0pahwxcyilWG+ex1pTI8+mj/BYeg9fTzxBoyrj9ZaVrDNKz3tPpTPGG1qO8bu2xezur+au8hyDaya44r1gssHRP0E6AcvfIomzEELMAZI0z2KpjM5je3up8ti4eooO/53SMbobgGZn8Yaa2NMxFoSP8XzNdZK0zCIT2Y0+xaw0bjOvpl0f4kDmJPcl/8wDh17mWncz65wNmNWrxzZuaOxi70AVDx9ZwmdawlTZcyjTgLHDgXdlDwW2PwuZJKy6M/t1IYQQs5b8LT+Lvdg2RDCa4vbVdZgm3TYgPx3RVryWGrzW6qLFWBI6jNnIsN+3smgxxMxnUhoLTVW8ybKGTealeM0OHg8f4dsDL/BK9MTpA4OagruWHSCpm/j8Tk9+80qUlj0YuPB10LUVdt8P+mRndgshhLicSNI8Sw3HUjxzeJBlNR4WVk3d4T8A3cjQFd07JaUZIxY3nR4ZnS2yZRsNWhn3+q7kPb4rcJts/G74IN8Z3Mq+WB+GYVDlinLbgjae7LXxg6OOfAPC0tthyW1wYgfsuC9briGEEGJWkqR5lnpsby+6YXDb6ropj90XbyOhj9JcxFZzJj3N0tAhDpQtx5Afi4szKKVosZXzofKreGfZGizKxG9C+/hJYCf+9CjXNXTzhvo4/7rXzU5/ASrUFt2cLc8YOAhbvwUjffmvKYQQYsaRbGMWOjYYYe+JYW5cXInPZZ3y+Kf6MzcXcad5QfgY9kyCfb4VRYshLm9KKZbYK/loxQZuL11GfyrCdwe38XyknX9eF6LWqfOXL5USTBSgdKn5OrjqIxAZgB+8LptACyGEmFUkaZ5lMrrBo60nKXNauGlx5bTcQ/voLipt83CZvUWLsTKwn4Rmpa10YdFiiNlBKcU6Zz2fqLyGJfYKnokc4yPdP+Vv1h1iKKHx19tLyORT33xK9XK49i+zBwPvuwXanyvAokIIIWYKSZpnmRePDTEwkuD21XVYTFP/r3ck5acruo9F7o1Fi6EMneWB/RzyLiGtTWycshBuk413lK3mnWVrGEhF+OLQz1i2+Bds6TNz77Y4DwT2nPXISWkjfPhJKKmFn74Ndv+8sL8JIYQQ00Zazs0iw7EUTx0aYEm1h6U1ngtec/+2rqLew4HwsxjorCx9bdFiNER6KE2NsF9KM8QFtPtHL/q6FSdvNK3moK2bPbFWqhf38UL7e6lwNnBdQ0/+N+Btgg/+EX75Hnj4L+DETrjlX8Bsy39tIYQQ00aS5lnk93tOousGt6+uLeoUvovZH36GWvtiyq3Fm9C3MrCfjNI4VLa0aDHE7GZVZt7iXckiWwW/Hz6EZ8E3+X3fmyiz+VheGcg/gMML732Iww/czZLt38d//Em2Xv8XxFxnT1W5c/Gd+ccSQggxJaQ8Y5Y43Bdm38kwm5ZWUe6enh2twUQH/YnjrCzZVNQ4K4L7OVaygJjZWdQ4YnZr94/ijHq41byaSuXEXvsbfhnazZbuNO3+Uba1B04/cmKysGfdO3nx+o9TMtzLzY9/meqT+wr7mxBCCDFlJGmeBWLJDL9tPUmlx8YNiyqm7T72DT+DQmN5yU1Fi1EZG6A6NiClGaJgXMrG6y3LWM0iTM52nlVb2RUfxshr+smrTjRdyZNv+AIxRyk3bPkmy/c8AnqO0wiFEEJMGynPmAW+/cxRgtEUH75hPmZtej4HGYbO/vAWWlxX4jSXFi3OVQM70FHsL1tetBhi7lFKscZaQXWygj9Fe9nnPMBXYsN81L6RSu3C5wPGteOHr/567EBhBHh6yWbWHX+RFfsepaZ3P9s3vr9g9y+EEKL4ZKf5Mne0f4TvPXecdU1eWiqmdvLfmTqjexlJDxX1AKAjFeWavhdpLV/NsK147ezE3FVjhTc7FqD33057ZogvxB/i/uRL9KdG8l47YzKzfeENbFt0I+6Rfm7+wz/Bln+FdLIAdy6EEKLYJGm+jGV0g88+uAe3zcwbVtZO673sDz+DVXOwyL2haDGu73sBu57k6friJeZCeG1R3lyZQHV9mszwOrakjnDr0f/mf/c+zUAqkt/iStFVuZA/3v5lTjSugy1fge/dBD07C3PzQgghikaS5svYT7Z2sKsrxBfftAK3bfoqbVJ6nEMjz7PUcz0WrTiHEG2ZONf3Ps/+suX0uab3A4KY/crsEb68IIR96M0k2v+aq2wr+GWglVuP3sdnu3/P48OHGc3kvkOcsJew7bqPwt2/gFgI7nsdPPZZiAwW8HchhBCikCRpvkx1B6L82+OHec2SSu5YWzet93I08jJJPVbUrhkb+17CmYnxlOwyiylSY0/xT0u6qFQenm69m7/xfIw7vCvYNtrF3/b8nhsP/yef7HyIXwVa2R/rJ6mnJx9kyRvhky/BlR+A7d+Hb66BJ78E0QK0vRNCCFFQchDwMmQYBp9/aC+agn9566pp68l8yr7hp/GYK2hyrmJX6A8FX9+cSXFT73McKV1Et6ep4OsLMR6fNc0/LuniP3vm8Q8vz+OvllXy5LIRWmMneSrcxtMjbTwXaQfAjEaLzcdSRxVLbJUstlcymkniMlkvHsReCrd/DTZ+HLZ8FZ7/Omz/AWz8BFzziezrQgghpp0kzZehB3b28OejQ/zTHSuo9zqm9V6i6WGOj+5kg+9tKFWcH1xcPfAynlSEn8kus5gGbrPOZ5ra+T7VfPOgl629Op+c5+I1ptXcZF7FgGmEbj1Alx4gbAnzYqST34YOnH6/S7NSY/HQbC2jxeqjxuK58I/4KhbBO+6DG/5Httb52a/Ctu/ClffCunuhfMGU/Z6FEEKcT5Lmy0yXP8qXfrufDfN9vGdD83TfDjuDvyvq2GyTnuY1J5+lw9PM8ZKWosQQ4lIsmsHHm/todiT4aU8VXzjUzGdaTtLgSFKtSqjWSljPPDY0+wDwp6McjQ/xQKCV/nSEk6kwT4+08TTgUBbmhfay2FbBbaEgTs1yfsAFm6FiMQwehhe/DS98E1peA1e+H5bcBuZL7F4LIYQoOEmaLyMZ3eBvfrUbTSn+4641aNr0lmVE0gG2BX7DUs91VNqKk8CvG9pFWTLEgy1vg2kuQxFzm1JwW3WQRkeCb7fX8bmD87i3cYDXVYTO+9YsNzspdzfRnQyd/lokk6A9GeB4Ivs4GB/giZGjvLFkCW8tW8lqR+3ZpValjbD5HyDcC7t+Bq/8GB54P7gqYc27YMVboW6d/HchhBBTRJLmy8h3nz3Gjs4g33jnWhrKpn+E9PNDPydjpLip8t6irK8MnU0nnqHHVc9h75KixBBislaXRPm35e18p6OWH3TV0Bp28eGmPryWzEXf5zbZWOWoZZWjFsMw6EqFCGXiPDZ8iAdD+1hgK+ce31re7F2O/czd55JauOlv4Ya/gWNPZ4envPSf8OK3oLQJlr8Zlr8F6q+EaRpuJIQQc4Eq1KjYYlq/fr2xY8eO6b6NabWnJ8TbvvMib1hZw7fuvuK8w3/3b+ua0vvxJ7r5fvsnWOe9ldfXfPz01wt5EHDN0G7ec/R+Hq67liOexoKtK0QhGAa0Di3gpd5lWLQM19Tu59ZF/klt/N7pW81oJskfw4f5VWAP++P9+EwO3uVby92+tXjN45xZSEahfy/0tsLQUdBTUFKf7cax6PUw7wawTv8HayGEuBwppXYahrH+3K/LTvNlIBRN8qn7d1HhtvEvb5n+bhkAWwZ/jEWzcV3F3UVZ35JJcnPPk/Q7qjjibihKDCHyoRSsrTxGs6efZ3vWsKXnCroiQd66+BA17tEJr+MyWXlb2Sre6l3JjmgPPxrawXcGt/LfQ9t5S9kK3utbR5Ot7Ow3WZ3QuCH7WPFWOPI4HPgt7L4/23nDbM8mzoteDws3g69FyjiEECJPkjTPcOmMzqfu30XfcJxffGwjpc4LHBqaYj3RAxyJbOXGivfiMhdhnLVh8I7jD1IZG+S+ZR8EPc8pbEIUUZk9wh0LXuBgoIltfSv52ssbubruBLe0HMdjnfgAFKUUV7kaucrVSFt8iB/7d/Lr4F5+GWjltZ6FvK/8Sq5w1p3/oXn/Q9nnRTdDyyYIHIOB/dC7G9qeyL5mL80m0M3XwbzroXxhfkn0jh9e+pr1H8h9fSGEmIEkaZ7h/vXxQzzfNsS/vX0165rKLv2GIjMMg6cH78NtLudq31uKEuO6vhdYN7SLxxtv4Yh3CZUBGTEsZjalYHl5F6+ZH+bJ9vm8eKKB3f013NjYxfWNXTgtkxt8stBewZfrb+HTVdfx80Arvwq28tRIG6scNdxVtoabSxZduP+zyQyVS7KPFWQnDA4dpqt3J5VH/4Rj7wMAxOylhHxNDHvrGS5tYMOaD2S7dVwGXTkeOPLARV+/c/GdU3QnQoi5RpLmGezhXSf4/p/bufeaZu66ambU9B6JvMiJ2CFurfk0Fs1e8PXnh4/zps7fsb9sOU/XF2/CoBDF4LKkuGPxEa5t6OaxY4t4oqOFP3c3cV1jFzfmkDxXWtx8uvo6Plx5NY+GDvAz/yv8r5N/5F96n2JzyULe5F3ORlcTpvF6pLsrwV3JtpISMAzc8TCV4T4qwn14Qz1U9+5HM3TY+gNQWraMw1M79qjOPrurwVGW3a22l4KtBDJJ0CxS8iGEmFMkaZ6hnjk0wGd/vYcN83184fbl0307QHaQydMD91FhbWJV6esKvn5JYpj3HvkZfpuPXyx8J0aRhqUIUWyVzhj3rtrDyRE3T3bM56mx5Pmq2l6ub+iiwhkD4IHAngmvqaF4r28dPalh9sR6eSrcxu+HD+EzObja1cRVrkaudjXSbPVe+NyDUkQcpUQcpbRXZ7vRKF3HExvmFs0NI71gdcFIP3Rvg5E+yCQuckMmMDvA4gTL2LPVmU2qTyXYJXWvJuGXwS62EEJcjCTNM9CWwwN87Kc7WVLj4XvvXY/FNP3JY1KP8auefySSDnJ301fQlKmg65v0NO878lMsmSTfXf4x4uN1DRDiMlLnifC+VXvpjRzn2a5mXjpRz4s9DSyvGOSa+h4W+QJMpt26UopGq5dGq5dbSpZwND5E1EiyfbSbx8OHAagyu1jpqKHFVk6LzccCWzlJPYNVO/+/WUPTCLvKwLc6+4Uz65ANA2JBiPRDLASJMMTDkBiGY89AKgap6KvPyUj22sRItpvHgYfPuHETlDVD+aLs5MOKRdlykKrl4CjCuQghhCgCSZpnmGePDPLRn+5kcY2bn31ow4w4+JcxUvzmxFfoi7fx9vov0OBYVvAYd3Q8QnOki58sfi8DzuqCry/EVGj3j9c1Y5QN1QOs9NnYNzSf/f557B+qosQ6yvLyDpaWdeO0nL+rO7/cNW4ss9JY5qjiTt9qDMOgMxni5dFuto92czg+yHMj7aTRT1/v0qyUmuynH2UmB96xR1xPnd0bGrKlF05f9nGui31oNoxsEr1gU3Ywy8hJCHVlW+MNHYXjW87ewXaWQ2lD9lHSAN5GsLrPX/cCBwszeoZkJomOjm5kHz0jPZg1M3aTHZvZhs1kQ5OfWgkhCkD6NM8gD+zo5u8f3sfCSjf3f2QDXufEf5xZrD7NhqHz297/4EB4C7fVfIbV3psvev1k+zSb9DRv7Hqcm3qf4+m6Tfyh+Y3nXSMHAcVsk9E1jg/Xst8/j5OjFSh0mjwDLPF1M6+kD7OWTXYvljSfcuepXeJzpPQMXckQx5N+Hg0eZDgTJ5SJjT3HyZyRUAN4NBvl7loqHBXZh7OCSkclbosbpdTZB+zy6Z6hZ2C4O5tA9+2BA4/AcA9E/acvMZzlBLwNdHsq6XWWcMJiobeskZOjJzkWOkYsHSOWjpG4WPnIGcyaGafZicPswGF24LQ4cVlceKwe3Bb36ecSWwl2k527ltw1oXWFELPTeH2aJWmeAeKpDF98ZD+/3NHNNS3lfOfd6yhzZRPmqR5acibDMHhq4PtsDz7Cayrv5ZryS/+PZDJJc3W0j3uO/py6aC8vVl/Dw/PvuGAdsyTNYjYLxt0cDjZyONjIaMqBVUvRUnqSRWUnuL45esnyjfGS5jOdWzttGAajepJgJkYoEyOYjhHMxBhKRxlKR0gYr043dCgLVRYX17ibWWSrZL6tjGZrGZVmV9494yOZBF3JUPYRG6BjtJfORIB2PcaIOvv/TV4Dak0urJoZq60Us8OH1V6K3WxHU1r2gYZSCt3QSekp0nqalJ4imUmeTrSj6SixVIzR1CjxTPy8e7JoFho8DdQ4a6h111LjqqHOVUetqzb7z84aLKbp/wmgEKJ4ZLjJDHWwN8z/+FUrB3rDfGrTQv765sWYJlPkWCTR9DDPDP6QPcNPsL7sDjb6CtfGSRk61/a9yG2dj5Ew2fjvJe/noG9mHHYUYqqV2SNsrD3I1TUH6YlUcjTYwLHhOg4Fm3mmO8HKqkFWV/bT4g1h0gqzyaGUwm2y4TbZaOTsmmLDMIjoSQbTowymIwymRxlIRXg0dJBRvfX0dQ7NQrPVS4OlFK/ZQZnJQanJQZnZgVlpZAydjGGgo5M0MvjTUYbSowylo/jTo5xIhglkomfFrja7mecs51arj2ZbGU3KSn1slLqRQZyaGfr2Qbjn9PVxm4dRdyWj7gpGXRXZZ3cFMYeXhM1D0ubKdgUZRyqTIpKKMJIcYSQ5QjgZJpwM47F46Bvt40j3Efxx/1nvUSgqnZXUumqzybS7lnp3PbWusWd3LQ45kyHErCRJ8zTpCUb52hNHeGjXCbwOCz98/1VsWlo13beFbmTYHfojzw7+mKQe4xrfndxU+b6CTSEsSQ5zV9sDLBk+wgHvUh5YcCcRq6cgawtxOdMUNHkGafIMcpPeSme4mr5YE6/01fDSiQac5iRLy/0srxhkcbkfhzlz6UVzoJTCY7LhMdlosb1az/yOslX0pkboSAbpSgbpTATpSAY5ngwQisYZzsTIMH5SrwCnZsWtWXGbbDRbvVxhrsNncuIzOygzOXl3xRXj39hYucfDe3+IN9SDN9hNyXAvrtFBfP52Grp2ohln/5noKBIW+9jDQfyMX5/6esziJG51Erc6xn7S5eFOz2rY9HUAEpkE/aP9nBw9SW+kl97RXk5GTtI62EpXuIvh5DC6cXapi9PsxGv3UmYrw2vzZn9tL8Nn91FiLTldY51TT+mJlMac8edVENMRU4gZaFqSZqXUG4BvAibgB4ZhfHU67mOqGYbBjs4gv3nlBA++kt0t+eiNLXzipoXTfuDPMAxOxA7yRP936Usco9m5mtdXf5wKW1Pea5szKZaFDrF2aDfLggcxlOLB+W/lpeqN0udViAswazoLvL28bkGYVEbjcKCcvYNVHPKX80p/LZrSaS4ZZqEvwHzdwmpfCmuRz7oppaizllBnLeFams97XTcMInqCUDpGGgMzCk1pmMceXpODh4L78r6PlM3NYPVSBquXnn1/egbHkadwJUawp2LYUjHsyRi2VBxbKo49FaM8PoItHceSSZ23rgHELQ5iVie4t0H/Piipw1ZST1NJHU0l9dC8KtuWj1eHrOiGTiQZIZQIMZwYJpQInX6cjJzkYODgWUm1SZnw2rJJ9PHQcZpKmmj2NNNU0kSNqwazNs7/lg0j25kkPgx6euyRyT4bmezhTM009myGUHd2nLrZlm0JONGSkkwa0jFIxbPP6SSET54RMw2obIwzHyYLpBPZeELMUlNe06yUMgFHgJuBHmA7cLdhGAfGe8/lXNMcGE3ySmeQ7Z0BHtvbS3cght2i8eY1dfzV6xZT7734j/GKWdOc0uN0RPdwLLKdY5HthNODuM3lbK76EMs8N+a0u3yqptmejtEU6eKKod2sDOzDnkkwYnHTWr6GF2quZchROeE1paZZzFXnHgTUDegcLuWgv4KjAR8nRkowUJi1DPWeEZpLhmnwhKl2j1LlHMVcoHKO2UbLpLGl49hTcezJKI5k9PRz9jGKI53Eljy/G0rKbCfuKM0+7CXEk1GSZispsy37bLKSNFvRNRO6MpFGEaxZwlA6gj85QjAexJ8MMZQIE0yPEtNfHbVuBuow06hrNGQMGtJpqpMJapJxquOjVKZT5Ly9okxjybP1vM2KeCZBSs+QMVKkDZ2EUiSVIoNCJ/uBwlDZZ80ACwYmA8wYWAywGzoO3cAMKIsj2/3E5gGrB+wlY8NxvNn2gld/JNu3e6bVhc+V3fR8DvHOITOppvlqoM0wjOMASqlfAHcA4ybNM4FhGGR0g/TYI5HKEEtliKd0Iok0wWiSUDTJ0EiS7mCUrkCU9qFROv3Zmj2zptjYUs5nNi/mlpU1uG2F/aM3DAMDnYyRRjcypI0kST1GUo+R0uPE9VHCqQGGU/2EUv0MpwYYTHSQNpJYlJ35riu4zn03yzw3YDM5z1wYZaTRjAzKyKDpKSzpUSzpCOZMFEs6giU9iit2Es9oJxuHX6EyPoQnFQEgZrKzx7eK3RVrOVa6AL3A/Z2FmEs0BfO9w8z3DsOCY0RTZtqCPjqHS+kKl/LiiQbSumnsWh2fPUaZPY7XHsdrS+C2JnFZkjgtKezmDFZTBqspjUXTMWk6ZmVg0nQUs/uHQLrJTMzkJma7QGu7U+ZdiymdwBEN4YgGcEaD2OPD2GPZhyM+jDfYjS0axJpJjr8OwDgzbAxg0GSi02Kmy2ym22Km22qj22Jhj0ljxKLAYQWsQAkAHkyUKDMlmoUSZcGtWbAoE2bAbGT/p24YBmlXORk9TVpPkdLTxDNJ4nqKuJEibmSIGZnTzzEu3aVlIkyA3VA4AZeexqX7cSX6cUXTuAwDl67jOvhj3LqB0+zAaSvBYSvFaS/D4SjH6vBis5VmH/ZSLLZSzDYPJrMds8mOxWxDmayYTNbspo6e+X/t3W+MVFcZx/HvM//YhXYLZbNAaKHaGoRQrAraaDU11lqJCS+0EWNqbDSNCWo04p9XvjEmvjFNqjGGmBp9YfzfBpP+sY0xGimkJQVKS2koIWmh7OJql2V3Z3dm7uOLe5adHdidu3t3d+Yyv09yMtw59+ycy8PZebhz5hzwKC6Td92r5fiOd7U8VSplqIyENcXr1hevjselNh6v5hJV458FgNUNgnBnPV+As4en7uAXuuINfYp1pbQ81IdSDI/5YryLZr44dWc+V4zn3Fsufq2ZBp17KLXpd/yjWrw75+VrHp+69sZ11Cev/Y1D8TrqtVCiSvjZ0VQ5sT8EtDS9r/lS2Mioa/qmRtMeu8OmR93x31G+VFfC9U9+KpIrTF17RrQiaV4PvFF3/CbwwRb0Y1aPv3iW7/7pGJF7KMnbXr+swIbVy9myrofdOzbw/o2ruH39DXSXFj5hfPXiv3n83I/xhuWjZpK3Aj2FPlaW1vLelTu59brt3Ny9lULDGq2fefYuisc2fYQAAAcBSURBVJVhcgl/LsBYaTVvLevhlVVbuNDVS//yNZy64Taqjeu/isiCWF6ssq1vgG19AwBUI+PC6HL6R67j/MgKLoyu4O1yFycHe7k4MbePzQ3HzPnS7UfZ3DvYvME1qFZYxqWeNVzqmWXt+DMHwCOKtQrF6gSl6jil6gS5qEbOI3IeYb23kYuqmDu1fDGUEh/deA99hS76unrY0b0KXtkfJxPBcG2c/sow/dVLnK8M018ZZqhWZqhW5mJtnIu1MoPRBFWvUPGIqteoEmEYhQoUrEAhV6BQKNFdiFcauTHfRVehi+5CN135+PH00GmK+WJ8bmiTtzw5i1cjsYHXLuc17k6Ehy95OtXwupu6+yhHFcaiCqNRhZFogpFogtGowtlqmZFamdFogmFqVC8npuPAAJQHoAz8b27xybtTl9ZiHv+7fXBomD1vD83SsBQndoUS5JfFj5WxkMSFW+r18/PdQ5Jaidcer0/IPfl7ZDIheXaf3oeFksvXJe/F+D8Clg9Jew7IxdOA3K9MrqsTUwl5dWzh+mQ5pv6TYlN9WXUL7Dm0cK+zAFoxPeN+4JPu/pVw/ADwAXf/esN5DwEPhcNNwMkl7ejc9QL/aXUnZEko1p1Dse4cinXnUKw7x3xjvdHdr5hH2oo7zW8CN9cd3wScazzJ3fcB+5aqU2mZ2QtXm/8i1x7FunMo1p1Dse4cinXnWOhYt2Jv0eeBd5nZO8ysBOwG9regHyIiIiIiiSz5nWZ3r5rZ14Cnib838Ki7v7zU/RARERERSaol6zS7+xPAE6147UWUmakkkppi3TkU686hWHcOxbpzLGisl/yLgCIiIiIiWdOKOc0iIiIiIpmipLkJM7vPzE6a2Skz+/5V6s3MHgn1x8zsfUnbSntJGeszZvaSmR0xs2xuX9lBEsT63Wb2nJmNm9neubSV9pIy1hrXGZIg1l8Iv7uPmdkBM3tP0rbSXlLGev7j2t1VZijEX1R8HXgn8ZZMR4EtDefsBJ4kXlv9TuBQ0rYq7VPSxDrUnQF6W30dKgsW6z5gB/AjYO9c2qq0T0k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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "sns.distplot(drop_nans_and_flatten(bline_rmse), ax=ax, label='Basline')\n", + "# sns.distplot(drop_nans_and_flatten(lr_rmse), ax=ax, label='Linear Regression')\n", + "# sns.distplot(drop_nans_and_flatten(ln_rmse), ax=ax, label='Linear Network')\n", + "sns.distplot(drop_nans_and_flatten(rnn_rmse), ax=ax, label='LSTM')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_rmse), ax=ax, label='EALSTM')\n", + "\n", + "plt.legend()\n", + "ax.set_xlabel('RMSE')\n", + "ax.set_ylabel('Density'); " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Regional Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'ealstm_ERA5_128', 'linear_network', 'linear_network_10stopping', 'linear_regression', 'previous_month', 'rnn', 'rnn_10stopping']\n", + "Regions: ['district_l2_kenya.nc', 't2m_africa.nc']\n", + "Region Type: administrative_boundaries\n", + "GroupbyRegion requires geopandas to be installed\n" + ] + } + ], + "source": [ + "from src.analysis.region_analysis import RegionGeoPlotter, AdministrativeRegionAnalysis\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", + "\n", + "r = RegionGeoPlotter(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [], + "source": [ + "region_path = analyzer.region_data_paths[0]\n", + "admin_level_name = region_path.name.replace('.nc', '')\n", + "region_da, region_lookup, region_group_name = analyzer.load_region_data(region_path)\n", + "valid_region_ids = [k for k in region_lookup.keys()]" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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21982-01-3116.78000029.52833336.39624935.84000048.87249936.42450014.90375048.63999832.633749...27.15208335.55249965.78999938.80999990.31249857.02499823.400050.73499934.439999NaN
31982-02-2820.41999928.24999944.47749965.34999735.94812436.67800035.74749959.48249922.563333...25.03145836.94250030.29500036.78374988.27749648.71999921.407531.64749928.782500NaN
41982-03-3125.81199936.08066643.63099959.78800027.62699937.13120051.92800056.99599815.855000...28.64899939.66799923.82199958.43799954.72999927.46200014.494014.52400049.873999NaN
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WEST POKOT \\\n", + "0 61.958399 63.023999 32.128000 49.402332 ... 51.789166 \n", + "1 50.401499 34.384999 43.830000 39.569582 ... 35.063541 \n", + "2 36.424500 14.903750 48.639998 32.633749 ... 27.152083 \n", + "3 36.678000 35.747499 59.482499 22.563333 ... 25.031458 \n", + "4 37.131200 51.928000 56.995998 15.855000 ... 28.648999 \n", + "\n", + " BURET BUNGOMA BUSIA MT ELGON KAKAMEGA LUGARI \\\n", + "0 47.640999 95.519997 82.936000 100.000000 92.682999 75.4700 \n", + "1 54.427500 86.747498 63.437500 93.042498 62.172498 50.8925 \n", + "2 35.552499 65.789999 38.809999 90.312498 57.024998 23.4000 \n", + "3 36.942500 30.295000 36.783749 88.277496 48.719999 21.4075 \n", + "4 39.667999 23.821999 58.437999 54.729999 27.462000 14.4940 \n", + "\n", + " TESO VIHIGA BUTERE/MUMIAS \n", + "0 100.000000 92.485999 NaN \n", + "1 78.552498 43.389998 NaN \n", + "2 50.734999 34.439999 NaN \n", + "3 31.647499 28.782500 NaN \n", + "4 14.524000 49.873999 NaN \n", + "\n", + "[5 rows x 70 columns]" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "da = ds.VCI\n", + "region_names = []\n", + "true_mean_value = []\n", + "datetimes = [pd.to_datetime(t) for t in da.time.values]\n", + "\n", + "region_data_dict = {}\n", + "region_data_dict['datetime'] = datetimes\n", + "\n", + "for valid_region_id in valid_region_ids:\n", + " region_vals = da.where(region_da == valid_region_id).mean(dim=['lat', 'lon']).values\n", + " region_data_dict[region_lookup[valid_region_id]] = region_vals\n", + "\n", + "all_df = pd.DataFrame(region_data_dict)\n", + "all_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import AdministrativeRegionAnalysis" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'ealstm_ERA5_128', 'linear_network', 'linear_network_10stopping', 'linear_regression', 'previous_month', 'rnn', 'rnn_10stopping']\n", + "Regions: ['district_l2_kenya.nc']\n", + "Region Type: administrative_boundaries\n", + "* Analyzing for district_l2_kenya *\n", + "\n", + "** Analyzing for ealstm-district_l2_kenya **\n", + "** Written ealstm csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm/ealstm_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for ealstm_ERA5_128-district_l2_kenya **\n", + "** Written ealstm_ERA5_128 csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm_ERA5_128/ealstm_ERA5_128_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for linear_network-district_l2_kenya **\n", + "** Written linear_network csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network/linear_network_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for linear_network_10stopping-district_l2_kenya **\n", + "** Written linear_network_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network_10stopping/linear_network_10stopping_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for linear_regression-district_l2_kenya **\n", + "** Written linear_regression csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_regression/linear_regression_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for previous_month-district_l2_kenya **\n", + "** Written previous_month csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/previous_month/previous_month_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for rnn-district_l2_kenya **\n", + "** Written rnn csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn/rnn_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for rnn_10stopping-district_l2_kenya **\n", + "** Written rnn_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn_10stopping/rnn_10stopping_district_l2_kenya.csv **\n", + "* Assigned all region dfs to `self.df` *\n", + "\n", + "* Assigned Global Error Metrics to `self.global_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/global_error_metrics_one_month_forecast_admin.csv *\n", + "\n", + "* Assigned Regional Error Metrics to `self.regional_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/regional_error_metrics_one_month_forecast_admin.csv *\n" + ] + } + ], + "source": [ + "warnings.filterwarnings('ignore')\n", + "\n", + "analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", + "analyzer.analyze()" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroupbyRegion requires geopandas to be installed\n", + "Reading file: KEN_admin2_2002_DEPHA.shp\n", + "Reading file: Ken_Districts.shp\n", + "Reading file: Ken_Divisions.shp\n", + "Reading file: Kenya wards.shp\n", + "Reading file: Ken_Locations.shp\n", + "Reading file: Ken_Sublocations.shp\n", + "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs` *\n", + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + } + ], + "source": [ + "region_plotter = analyzer.create_model_performance_by_region_geodataframe()\n", + "df = analyzer.df\n", + "gdf = region_plotter.gdf" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, + { + "data": { + "text/html": [ + "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2011-01-31NAIROBI34.20586456.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyarnn_10stopping2011-01-31NAIROBI67.41130856.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2district_l2_kenyalinear_network2011-01-31NAIROBI32.83096356.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3district_l2_kenyarnn2011-01-31NAIROBI57.91199156.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4district_l2_kenyalinear_network_10stopping2011-01-31NAIROBI-180.52542156.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
\n", + "
" + ], + "text/plain": [ + " admin_level_name model datetime region_name \\\n", + "0 district_l2_kenya ealstm 2011-01-31 NAIROBI \n", + "1 district_l2_kenya rnn_10stopping 2011-01-31 NAIROBI \n", + "2 district_l2_kenya linear_network 2011-01-31 NAIROBI \n", + "3 district_l2_kenya rnn 2011-01-31 NAIROBI \n", + "4 district_l2_kenya linear_network_10stopping 2011-01-31 NAIROBI \n", + "\n", + " predicted_mean_value true_mean_value DISTNAME \\\n", + "0 34.205864 56.869999 NAIROBI \n", + "1 67.411308 56.869999 NAIROBI \n", + "2 32.830963 56.869999 NAIROBI \n", + "3 57.911991 56.869999 NAIROBI \n", + "4 -180.525421 56.869999 NAIROBI \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... " + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# join true/preds into a GeoDataFrame\n", + "all_gdf = region_plotter.merge_all_model_performances_gdfs(analyzer.df)\n", + "# all_gdf['predicted_mean_value'] = all_gdf.predicted_mean_value * 10\n", + "# all_gdf['true_mean_value'] = all_gdf.true_mean_value * 10\n", + "all_gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%autoreload 2\n", + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf.where(gdf.model == 'ealstm').dropna(),\n", + " **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "# plt.gcf().suptitle('RNN Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf.where(gdf.model == 'previous_month').dropna(),\n", + " **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "# plt.gcf().suptitle('RNN Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "kwargs = {}\n", + "ll = kwargs['rmse_vmin'] if 'rmse_vmin' in kwargs else None\n", + "ll" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Region timeseries" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['BARINGO', 'BOMET', 'BONDO', 'BUNGOMA', 'BURET', 'BUSIA',\n", + " 'BUTERE/MUMIAS', 'CENTRAL KISII', 'EMBU', 'GARISSA', 'GUCHA',\n", + " 'HOMA BAY', 'ISIOLO', 'KAJIADO', 'KAKAMEGA', 'KEIYO', 'KERICHO',\n", + " 'KIAMBU', 'KILIFI', 'KIRINYAGA', 'KISUMU', 'KITUI', 'KOIBATEK',\n", + " 'KURIA', 'KWALE', 'LAIKIPIA', 'LAMU', 'LUGARI', 'MACHAKOS',\n", + " 'MAKUENI', 'MALINDI', 'MANDERA', 'MARAGUA', 'MARAKWET', 'MARSABIT',\n", + " 'MBEERE', 'MERU CENTRAL', 'MERU NORTH', 'MERU SOUTH', 'MIGORI',\n", + " 'MOMBASA', 'MOYALE', 'MT ELGON', 'MURANGA', 'MWINGI', 'NAIROBI',\n", + " 'NAKURU', 'NANDI', 'NAROK', 'NYAMIRA', 'NYANDARUA', 'NYANDO',\n", + " 'NYERI', 'RACHUONYO', 'SAMBURU', 'SIAYA', 'SUBA', 'TAITA TAVETA',\n", + " 'TANA RIVER', 'TESO', 'THARAKA', 'THIKA', 'TRANS MARA',\n", + " 'TRANS NZOIA', 'TURKANA', 'UASIN GISHU', 'VIHIGA', 'WAJIR',\n", + " 'WEST POKOT'], dtype=object)" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(all_gdf.region_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import List\n", + "\n", + "region = 'MARSABIT'\n", + "\n", + "def plot_region_time_series(region: str, ax=None, model: List[str] = ['ealstm']):\n", + " times = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].datetime \n", + " obs_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].true_mean_value\n", + " rnn_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].predicted_mean_value\n", + " ealstm_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].predicted_mean_value\n", + " lr_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'linear_regression')].predicted_mean_value\n", + " ln_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'linear_network')].predicted_mean_value\n", + " bline_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'previous_month')].predicted_mean_value\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " df_dict = {'obs' : obs_ts.values}\n", + " \n", + " if 'lstm' in model:\n", + " df_dict['lstm'] = rnn_ts.values\n", + " if 'ealstm' in model:\n", + " df_dict['ealstm'] = ealstm_ts.values\n", + " if 'lr' in model:\n", + " df_dict['lr'] = lr_ts.values\n", + " if 'ln' in model:\n", + " df_dict['ln'] = ln_ts.values\n", + " if 'baseline' in model:\n", + " df_dict['baseline'] = bline_ts.values\n", + "\n", + " pd.DataFrame(df_dict, index=times).iloc[1:].plot(ax=ax)\n", + "\n", + " ax.set_ylim(0, 100)\n", + " ax.set_title(f'{region} Predicted vs. Modelled');\n", + " \n", + " return fig, ax\n", + "\n", + "\n", + "def plot_region_seasonality(region, ax=None):\n", + " ts = (\n", + " all_df\n", + " .loc[:, ['datetime', region]\n", + " ].set_index('datetime')\n", + " )\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " ts.groupby(ts.index.month).mean().plot(ax=ax)\n", + " ax.set_title(f'Seasonal Cycle')\n", + " ax.set_xlabel('Month')\n", + " ax.set_ylabel('Mean NDVI');\n", + " \n", + " return fig, ax\n", + "\n", + "\n", + "def plot_region_vs_observed_seasonality(region, model, ax=None):\n", + " ts = (\n", + " all_gdf.loc[\n", + " (all_gdf.model == model) & (all_gdf.region_name == region), \n", + " ['datetime', 'true_mean_value', 'predicted_mean_value']\n", + " ].set_index('datetime')\n", + " ).rename(\n", + " columns={'true_mean_value': 'Observed', 'predicted_mean_value': f'Predicted ({model.upper()})'}\n", + " )\n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " \n", + " ts.groupby(ts.index.month).mean().plot(ax=ax)\n", + " ax.set_title(f'Seasonal Cycle for {region} District')\n", + " ax.set_xlabel('Month')\n", + " ax.set_ylabel('Mean VCI');\n", + "\n", + " return fig, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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h12g05SfpuFGaIWQKNC7lCStkCuRnGUFeTY1BG36N5hYnO8+EqcDKLt21r4GTGwwuY6Z6s2BoGqyDvDUMbfg1mlsYU4Hijg+3MnDWRhbuOUeeqaDyQk9tgBO/woAXwc277O1DpkDiIYiNKHNTTdWgDb9Gcwuz49QlTl/KQCl4eckBwt/dzOKI8+RX9AZQYIJfXwPPVtDrz5btE3Q3OLoZo35NjUAbfo3mFmZJZCzuLg6sf2EgXz0UirurAy/9uJ/b39vMksjY8t8Aor41Ru9D/wEOzpbt49zAMP4Hl0C2TiuuCdjU8ItIjIgcEJFoEYkwL/MSkd9E5IT5vaEtddBo6irpOfmsOXSBMd2a4eJoz+2dfVn5ZD++mBxCPScHXli8j6Hvb2HZ3ljLYgDZqbBxBrTsY6RolofQR3SQtwZRFSP+wUqp4CK5pH8D1iul2gHrzZ9rJfb29gQHB9OlSxfuueceMjMzKyxr06ZNjB49GoAVK1Ywc+bMErdNSUnh00/Lnxc9bdo03nnnnWLXffDBB9dmIU+ZMoWAgACCg4MJDg7mtttuu27bO++8kz59+lgke8aMGQQGBtK1a1eCg4PZtWsX48ePJzg4mLZt2+Lh4XHtODt27GDQoEG0bNmSovNLxo0bd62XQFJSEiNGjCj3uddFVh9IIDuvgLtC/K4tExGGBTZh1VP9+PzBEJwd7Hhu4T6Gvr+Z5dFxpd8Atr0HGUlG+mZ5S4E0627M5tVB3hpBdbh67gQKuzTMBcZVgw5WwdXVlejoaA4ePIiTkxOff/75deuVUtfKKJeHsWPH8re/lXw/rKjhL4n8/Hxmz57N/ffff23ZrFmziI6OJjo6+rqZxCkpKURFRZGSksKZM2dKlbtz505WrVpFVFQU+/fvZ926dbRo0YJly5YRHR3NV199Rf/+/a8dp/AG4+npyfbt268dr7DoHICPjw9Nmza9tl5TMksiYwnwdqN7C8+b1tnZCSO6NGH10/357IEeONrZ8cyCaIZ/sIUV++IpuPEGcOUs7PwUut4HzUNukmcRIVPg4kGIi6rY/hqrYesibQpYKyIK+K9S6gvAVymVAKCUShCRxpU+yi9/gwsHKi3mOpoEwciSR9030r9/f/bv309MTAwjR45k8ODB7Ny5k59++oljx47xxhtvkJOTQ5s2bfjmm2+oX78+a9as4dlnn8Xb25sePXpckzVnzhwiIiL4+OOPuXjxIn/+8585ffo0AJ999hkfffQRp06dIjg4mKFDhzJr1ixmzZrFokWLyMnJYfz48dd6AMyYMYNvv/2WFi1a4OPjc1MpaTB6C/To0QMHh7K/DkuWLGHMmDH4+vqyYMECpk6dWuK2CQkJeHt74+xs+IK9vS3IAAHuu+8+FixYQL9+/Vi6dCkTJky4rn7RuHHjmDdvHn379rVIXl3kfHImu84k8+Kw9qUW6rOzE0YGNWV4YBNWH0zgw3UneHr+Xj7ecIJnwtszsksT7OwE1k0DsYPwv1dcqS53G4HhyNngV8Gbh8Yq2HrE31cp1QMYCTwhIgMs3VFEHhORCBGJSEpKsp2GViA/P59ffvmFoKAgAI4dO8ZDDz3E3r17cXNzY/r06axbt46oqChCQ0N57733yM7O5k9/+hMrV65k69atXLhwoVjZTz/9NAMHDmTfvn1ERUURGBjIzJkzadOmDdHR0cyaNYu1a9dy4sQJdu/eTXR0NJGRkWzZsoXIyEgWLFjA3r17Wbp0KXv2FF8zZfv27TfdEF566aVrLpgHHnjg2vL58+czadIkJk2axPz580u9LsOGDeP8+fO0b9+ev/zlL9f6CpRFeHg4W7ZswWQyXSs/XZTQ0FC2bt1qkay6yrK9cQCM7+FXxpYGdnbC6K7NWPPsAD6a1B1TgeKJH6K446Ot7Nz0MxxaCn2fBo/mFVfKxR2C7jJm8uogb7Vi0xG/Uire/J4oIsuAMOCiiDQ1j/abAokl7PsF8AUYtXpKPVA5RubWJCsri+DgYMAY8T/66KPEx8fTqlUrevfuDcDvv//O4cOHr41Oc3Nz6dOnD0ePHiUgIIB27doB8OCDD/LFF1/cdIwNGzZc873b29vj4eHBlSvX1zhfu3Yta9eupXv37gCkp6dz4sQJ0tLSGD9+PPXq1QMMF1JxJCQk3FTfZtasWdx9993XLbt48SInT56kX79+iAgODg4cPHiQLl26FCu3fv36REZGsnXrVjZu3MjEiROZOXMmU6ZMKf6CmrG3t6dfv34sXLiQrKws/P39r1vfuHFj4uPjS5VRl1FKsTQqlj6tG9Hc07Vc+9rbCWO7NWNUUFNW7Y/no3XHcN3wOpfsvdjb8D5uL6EPhcWETDEygw4shp5/rLgcTaWwmeEXETfATimVZv57GPAPYAXwMDDT/L7cVjrYmkIf/40UraGvlGLo0KE3jY6jo6OtVitfKcXUqVN5/PHr655/8MEHFh3D1dWV7OzsMrdbuHAhV65cISAgADD6DyxYsIDp06eXuI+9vT2DBg1i0KBBBAUFMXfu3DINPxjunvHjxzNt2rSb1mVnZ+PqWj6DVpeIPHuFmMuZPDmkXYVl2NsJdwY3Z4xsw27ZKf7l+DT/XXCEzpvjePb2dgzt7Fux72+zHoYbNWIOhD5a/iCxxirY0tXjC2wTkX3AbuBnpdQaDIM/VEROAEPNn29Zevfuzfbt2zl58iRg9Mo9fvw4HTt25MyZM5w6dQqgRLdJeHg4n332GWDU/E9NTaVBgwakpaVd22b48OHMnj2b9PR0AOLi4khMTGTAgAEsW7aMrKws0tLSWLlyZbHH6NSp0zX9SmP+/PmsWbOGmJgYYmJirrmSSuLYsWOcOHHi2ufo6GhatWpV5nHAeIKaOnXqtQ5iRTl+/HiJTxkaWBIVh6ujPSO7NKmcoNxM7Na/CU278dJf3+Cde7qRkZvPY99FMvbj7aw/cpFyV/cVMQd5D0C8DvJWFzYz/Eqp00qpbuZXoFJqhnn5ZaVUuFKqnfk92VY61AR8fHyYM2cOkyZNomvXrvTu3ZujR4/i4uLCF198wahRo+jXr1+JBvHDDz9k48aNBAUFERISwqFDh2jUqBF9+/alS5cuvPTSSwwbNoz777+fPn36EBQUxN13301aWho9evRg4sSJ13oC9O/fv9hjjBw5ki1btly3rKiPPzg4mOPHj3Pu3LlrLiyAgIAA3N3d2bVrFwDTp0/Hz8/v2is9PZ2HH36Yzp0707VrVw4fPlzsCL44RIQXX3yx2IDwxo0bGTVqlEVy6hrZeSZW7Y9nZJcmuDlX8oF+5yeQGgfD/4WDgwN3h/ix/vmBvH13V1Kycnl0bgTjPtnOxqOJ5bsBBN0LjvX0TN5qRNfj1wAwfvx43n777Wsxh5rMgAEDWL58OQ0b3jz3r65/L1bui+ep+XuZ98de9G1rWRZVsaQmwH9CoO0QmPj9TavzTAUsjYrlPxtOEnsli+AWnjx7ezsGtvexzAW0/EkjyPvCUSPoq7EJuh6/plRmzpx5Xb58TSUpKYnnn3++WKOvgaVRsTTzcKFP60aVE7RxOphy4fY3i13taG/HxJ4t2fDCIP41IYiktBymfLOHCZ/tYOsJC7LwQh6BvAw4+GPl9NRUiFpt+GvD00ptoUOHDgwYYHG2bbXh4+PDuHHFz/mr69+HxLRstpy4xLjuzY3c+4qSsA/2zjOapDdqU+qmTg52TAprycYXBzF9XBcuXM1m8te72RNThge3eQ/wDYKIb/RM3mqg1hp+FxcXLl++XOd/7BoDpRSXL1/GxcWlulWpNpbvjcdUoK4r0VBulIJfXwXXhjDgJYt3c3Kw48HerVj73ADs7YTNx8oY9YtAyMNwYT/E7624vpoKYeuZuzbDz8+P2NhYavrkLk3V4eLigp9fJYxeLWdJVCzBLTxp41O/4kKOrYaYrXDHO+B6c6mHsmjg4kiX5h7sOnO57I273gtrXzeCvM17lLm5xnrUWsPv6Oh4LZ9co6nrHIq/ytELafzzzsCKC8nPNTpreXcwfPAVpFeAF3O2x5CdZ8LF0b7kDV08oMtdcOBHo/Cbc4MKH1NTPmqtq0ej0fyPJZFxONnbMaZbs4oL2fMlJJ82jLB9xceEYf5e5JoKiD5vQYP1kClGkPeADvJWJdrwazS1nDxTASv2xRHeqTGe9ZwqJiQzGTb/G9oMgba3V0qfnv5eiMDuMxZM0fELBd8uOqe/itGGX6Op5Ww5nsSl9FwmWFiQrVg2zYScNBhWgVr7N+BRz5EOvg0sM/yFM3kTonWQtwrRhl+jqeUsiYqlkZsTgzr4VExA0nHY85VhgH07W0Wn3q0bEXn2imXN3YPuAQdXiJxb9rYaq6ANv0ZTi0nJzGXd4UTGBjfD0b6CP+ffXgcnNxj0itX0CgvwIivPxIE4C8ovu3pClwlGxc6ctLK311Qabfg1mlrMqv0J5JoKuKuibp5TG+H4Guj/AtSv4BNDMfT09wIs9POD8bSRm240ZNfYHG34NZpazJKoWDr4NiCwWQXq3RSYjMlanq2g15+tqpdPA2da+7hZbvj9ekLjzjrIW0Vow6/R1FJOJaWz91wKd4U0r1ht/L3fQeIhGPomOFp/xnOvgEbsiUkuvYF7IYVB3vi9EH9zjwuNddGGX6OppSyLisNOYFxwBdohZqfChunQsg90Lr72UWXpFeBFWnY+RxJSLduh673g4AJROshra7Th12hqIQUFimV74+jfzofG7hUYrW97DzKSjMlaNuqCFRZQTj+/a0MInAD7F0NOuk100hhow6/R1EJ+P32ZuJSsihVku3IWdn4KXSdC8xDrK2emmacrfg1dLTf8YA7yphnN3TU2Qxt+jaYWsiQqjgbODgzr7Fv+nddNA7GD8DesrteNhAV4sTsm2fIqui3CwKeTUa5ZYzO04ddoahkZOfn8cjCBUV2bll4ErTjO7TJG032fBo8KxAbKSe+ARiRn5HIqyULXzbUgb5TRF0BjE7Th12hqGWsOXiAz11R+N09BAfw6Feo3gdueto1yN1Do5//9dDncPYVBXj2T12Zow6/R1DKW7o2lpVc9QluVs/3kwSUQFwnhfwfnStTsLwetGtWjcQPn8vn563kZmUb7F0Fuhu2Uq8Now6/R1CLiU7LYceoyE3qUM3c/N9Pw7TftBt0m2Uy/GxERw89/phx+fvhfkPegDvLaAm34NZpaxLK9cShF+Us0/P4JpMbC8LfArmp/9r0CvLiQms355CzLd2rZ22gIo2fy2gRt+DWaWoJSiiVRsYQFeNHCq57lO6ZdgK3vQ8fR4N/PdgqWQK/WjQAsa8dYiAiEPgJxEXDhgI00q7tow6/R1BKiz6dwOimDu3qUMxtnw3Qw5cLQf9hGsTJo61OfhvUc2VUePz8Y8wzsnXWQ1wbY3PCLiL2I7BWRVebP00QkTkSiza87bK2DRnMrsCQqFhdHO+4Iamr5TpdPQfQ8CPsTNGpjO+VKwc5O6OnvVb4ALxhB3sBxsH+hDvJamaoY8T8DHLlh2ftKqWDza3UV6KDR1Gpy8k2s3JfA8MAmNHBxtHzH7R+AnSP0fcZ2yllAWIAX55IzSbhaDj8/GEHenFQ4tMwmetVVbGr4RcQPGAV8ZcvjaDS3OhuOJHI1K6987RWvxkL0fOgxGRo0sZ1yFtDb7Ocv96i/ZR/wbq+DvFbG1iP+D4C/Ajf2X3tSRPaLyGwRKWcyskZT91gSFYuvuzP92npbvtP2jwBV7aN9gE5N3anv7FB+w184kzd2D1w4aBPd6iI2M/wiMhpIVEpF3rDqM6ANEAwkAO+WsP9jIhIhIhFJSUm2UlOjqfFcSs9h07EkxnVvjr2dhbn76YlGeeOu94FnS9sqaAH2dkKof8PyB3jBmHdg76TLNVsRW474+wJjRSQGWAAMEZHvlVIXlVImpVQB8CUQVtzOSqkvlFKhSqlQHx/rtYTTaGobK6LjyS9Q5cvd3/mxkcnT7znbKVZOwgK8OJmYzqX0nPLtWM8LOt8J+xYaE9E0lcZmhl8pNVUp5aeU8gfuAzYopR4UkaIpCeMB/fym0ZTCkqhYgpp70N63gWU7ZCbDnq8hcDx4t7WtcuWgl7luT0RMBUb9IY9AzlU4/JOVtaqbVEce/9sicoTOLvEAACAASURBVEBE9gODgZozJNFoahhHL6RyKD61fLn7u/5rNC7v/4LtFKsAQc09cXG0q5i7p9Vt0KidDvJaCYeqOIhSahOwyfz35Ko4pkZzK7A0Kg4HO2FMt2aW7ZCdCrs+hw6jwDfQtsqVEycHO3q0bFj+AC/8L8i79lW4eBh8O1tdv7qEnrmr0dRQ8k0FLNsbx+COjWlU39mynSK+huwUGFCzRvuFhAV4cTghlatZeeXfuTDIq0f9lUYbfo2mhrL15CWS0nIsD+rmZsLOT6DNEJu2VKwMYQFeKAWRZysw6ndrBJ3Gwv4FOshbSbTh12hqKEuj4vCs58jgjhZmtUV9azRQ7/+ibRWrBN1bNMTRXirm5wfD3ZN9FQ4vt6pedQ1t+DWaGkhqdh5rD11gbLdmODtY0F4xPwd2fAQtbwP/vrZXsIK4OtnTzc+zYn5+MKqLerXR7p5Kog2/RlMD+Xl/Ajn5BZa7efbNh9S4GuvbL0pYgBcHYq+SmZtf/p0Lg7znf4fEG0uAaSxFG36NpgayJDKWNj5udPXzKHtjUz5sex+adYc24bZXrpKEBXiRX6CIOptSMQHBD5iDvHomb0XRhl+jqWGcvZxBxNkr3BXiZ1l7xUNL4UqM4dsvTzvGaiKkVUPsBHaXpzFLUdwaQacxxlNOXjmrfWoAbfg1mhrHkqg4RGB8dwsmbRUUwNZ3oXFn6FA7Wls0cHEksJlHxQO8YA7ypuggbwXRhl+jqUEUFCiWRsXSt403TT1cy97h6CpIOmrM0q3iXrqVoVeAF3vPp5CTb6qYAP/+4NVaB3krSO35pmg0dYA9McnEXsnirhALRvtKwZZZRpZL4HjbK2dFwgK8yM0vYH/s1YoJKAzyntsJiUetqltdQBt+jaYGsSQqFjcne4YHWtA45eQ6uLDfqMBpZ0HKZw2ip79RsG3X6Qr6+QG63W90F9PlmsuNNvwaTQ0hK9fE6gMXGBnUlHpOZZTRKhztu/sZTclrGQ3dnOjg26Byfv76PtBpNOxbAAUVdBnVUbTh12hqCGsPXyA9J9+y3P2YbXB+F/R7FhycbK+cDejV2ovIs1fIN93YoK8cdBoDWckQF2U9xeoA2vBrNDWEHyNjae7peq1ufalsfQfcGkP3B22vmI0IC/AiM9fEofjUigtpPRgQOLXeanrVBbTh12hqABeuZrP95CUm9GiOXVntFWMj4PQmuO0pcLQg86eGEmb281e4fAMY3bma94CT2vCXB234NZoawE/RcRQomGCJm2fLO+DaEEL/YHvFbEhjdxcCvN3YVdGJXIW0GQJxEZB1xTqK1QG04ddoqhmlFEsiYwlp1ZAAb7fSN75wAI7/Ar3/As71q0ZBGxLm78XuM8kUFKiKC2kTDqoATm+2nmK3ONrwazTVzIG4q5xITGeCJe0Vt74LTg0g7E+2V6wK6NXai9TsfI5dTKu4EL9QcHbXfv5yoA2/RlPNLI2Kw8nBjtFdy2ivmHQcDv1kGH3XhlWjnI0JC7CCn9/eEQIGwMkNRpqrpkxKNPwi4lXaqyqV1GhuVXLzC1geHcfQzr54uDqWvvG298HBBfo8UTXKVQF+DevR3NO1coYfoG04pMbCpePWUewWp7RZIpGAAopLMVBAa5topNHUITYeS+RKZh53leXmuRID+xdCr8fBzbtKdKsqwgK82HoiCaWUZdVIi6OwHPXJ9eDTwXrK3aKUOOJXSgUopVqb3298aaOv0ViBJZGxeNd3ZkC7Mtorbv/QKMtw21NVo1gVEhbgxaX0XE5fyqi4kIatoFFb7ee3kNJcPcNF5O5ilt8vIkNtq5ZGc+uTnJHLxmOJjAtuhoN9KeG21ATY+z0E3w/uZcQBaiG9rOHnB2PUH7Md8rKtoNWtTWnB3TeB4vKjNgD/sI06Gk3dYeW+ePJMirtCysjd3/EfoxZN32erRrEqJsDbDe/6ztbx8+dnGRU7NaVSmuGvp5RKunGhUuoCUEaysUajKYslUbF0aupOp6buJW+UcQkiv4Gge8AroOqUq0JEhF4BXpU3/P79jJaMt4q7RynIzbSJ6NIMv4uI3BT8FRFHoPbOE9doagAnLqaxP/Zq2UHd3z812gv2f75qFKsmwgK8iEvJ4nxyJQydkxu07G2kdd4KJB2DtwPg+Fqriy7N8C8FvhSRa6N789+fm9dZhIjYi8heEVll/uwlIr+JyAnz+62RkKzRlIMlUXHY2wl3Bpdi+LNSYPeX0HnsLZ+p0qu1Ff38iYeMuEht58gKyM+GJkFWF12a4X8NuAicFZFIEYkEYoAk8zpLeQY4UuTz34D1Sql2wHrzZ42mzmAqUCzbG8vA9j74NHAuecPdX0JOqtFE/RanfeMGeLg6WsfPD3DqFhj1H14BLXqBe1Oriy7N8ItS6m9AC2CK+dVSKfU3pVSeJcJFxA8YBXxVZPGdQGHLnLnAuHLqrNHUanacusTF1JzS6+7npBtunnbDoWnXqlOumrCzE3r6e7E7ppKG37cL1Pet/X7+5NNw8QB0GmsT8aUZ/jgR+RLoDRxUSh1QSmWVU/4HwF+Bop0WfJVSCQDm98bF7Sgij4lIhIhEJCXdFGPWaGoladl5vLX6KJ71HAnvVOxX3yDyG6PByIBbf7RfSK8AL85cyiAxtRLpmCJGtc5TG2t3V64jK433TmNsIr40w98JiAD+DpwXkQ9EpJelgkVkNJColIqsiGJKqS+UUqFKqVAfnzImt2g0tYA8UwFP/LCX4xfT+PC+7rg4ltAnNy/bSOEMGAAtwqpWyWqksG5PpdoxguHnz0qGhGgraFVNHF4BTbsZE9NsQGkzdy8rpf6rlBoMhAFngA9E5JSIzLBAdl9grIjEAAuAISLyPXBRRJoCmN8TK3sSGk1NRynF6z8dZMvxJGaM68LA9qUMZqK/h/SLdcK3X5TAZu64OdlbIcBr7spVW7N7rsYZ/QVs5OYBC6tzKqXiga+Bz4A04I8W7DNVKeWnlPIH7gM2KKUeBFYAD5s3exhYXgG9NZpaxaebTrFgz3meGNyG+8JalryhKQ+2fQh+YcaIvw7hYG9HiL8V8vndvI3Rcm318x9dZbx3vtNmhyjV8IuIi4jcIyJLgVNAODAVqMy88ZnAUBE5AQw1f9ZoblmWR8cx69dj3BncjBeHlZGWuX8RXD1n+PYrWrCsFtMrwItjF9O4kpFbOUFtw+H8bsi+ah3FqpLDK8CnI3i3s9khSqvV8wNwDpgI/AC0Uko9rJT6RSlVrqiJUmqTUmq0+e/LSqlwpVQ783slb+8aTc1l1+nLvLR4P2EBXrx9d9fSq08WmIxGK02CoN2wqlOyBnGtPn9ls3vahIMywZktVtCqCklPgnM7bOrmgdJH/L8CbZRSdyulflRK6cpHGk05OJmYzmPfReLn5coXk0NwdighmFvI4Z8g+ZTh26+Do32Arn4eODvYVd7d0yLM6FRW25qwH11ltJHsbFvDX2I9fqXU3JLWaTSa0klKy2HKN7txtBfmPhKGZz2n0ncoKIAt74J3B5uP9moyzg72dG/pWXnDX9iV69R6o+ZNbbmRHlkJDQOM+Qg2RLde1GisTGZuPn+cu4dL6Tl8/XBPWnjVK3un42uMUgP9nwe7uv2zDAtoxKH4q6RlWzRPtGTaDoGUc3D5lHUUszVZV+DMZiN338Y3qrr9DdNorIypQPHMgmj2x13lo/u6062FZ9k7KQVb3wHPVtDlphYYdY5eAV4UKIg8e6Vyggq7ctWW7J5ja6Ag36bZPIVYZPhF5DZzA5aHCl+2VkyjqY38c9Vhfjt8kTdGd2ZYYBPLdjq9EeIiod9zYF9aN9S6QfeWnjjYSeUncnkFgFfr2uPnP7IS3JtDsx42P1SZ3zIR+Q5oA0QDhdk8CvjWhnppNLWOr7edYc6OGB7tF8CUvuWonb/lXWjQzOiwpaGekwNBfh6V9/ODMeqPngf5OeBQSkG86iYn3XgyCZlSJa4+S4YXoUBnpZSytTIaTW1lzcEEpv98mOGBvrxyRyfLdzy7E85ugxEza7ZhqmJ6BTTi622nyco14epURjZUabQNhz1fwrnfofVA6ylobU6sNUow26g2z41Ycms5CFj4zKrR1D2izl3hmQXRdPPz5IOJ3bG3K0dgbus7UM8bejxc9rZ1iF4BXuSZFHvPV9LP798f7Bxrvp//yApw84GWfarkcJYYfm/gsIj8KiIrCl+2VkyjqQ2cvZzBn+ZG4OvuwlcPh5ZvdBoXBSfXQZ8nwMmCzJ86RIh/Q0Ss0JjFuX7N78qVl2102eo4Cuwq8XRTDixx9UyztRIaTW3kSkYuj3yzB5NSzHmkJ971y+mq2fouuHhAzzJLX9U53F0c6dzUnV2nreHnHwzr/wFpF6GBb+XlWZtTGyAvo8rcPGDBiF8ptbm4V1Uop9HUVLLzTDz2XQSxV7L48qFQWvvUL5+Ai4eNWZq9/gwupTRbr8P0CmhE1Lkr5OYXlL1xabSp4V25jqwwBgD+VVeUr0zDLyK9RWSPiKSLSK6ImEQktSqU02hqIgUFihcX72NPzBXevbcbPf29yi9k23vg6GYYfk2xhAV4kZNfwIG4lMoJatLViKPURD+/KQ+OrYYOd4BDGbO7rYglrp6PMcoqL8bI8HkIsF3ZOI0G4MgquLAfHFzA0dXIeHFwBUcXy95tmA//9q/HWLU/gZdHdGRMtxIK1SplFF0z5UJBnvEDN+UZn1Pj4eAS6PMk1KvATaOO0NO/IWA0ZglpVYnrZGdn7sq13iiNUZNmRp/ZYlQQreIyHRb9OpRSJ0XE3lyV8xsR2WFjvTR1GNOZ7dgvfKByQuwcitwIzK/Sbhb2zkY1R1MumPKLN9imPJJS0xmVnMrDnvY0OWAH+27extivjLLCDi6G4deUSKP6zrRrXJ/dZ5L5y6BKCmsbDgcWwYV90Ky7NdSzDkdWGE9+bQZX6WEtMfyZIuIERIvI20AC4GZbtTR1lrwsri54nPQCH0bk/hs7e3vGdfFicqgvHbwcjFznvGzIzzK/m195WRa85/xvv+yr18sx5Rg3CztHsHcynhjsnYxiX+ZlV3IUR5LB3c0X35Y+iIN5fZFtSvxs72TIL1zm3a5mBhprGGEBXiyPjiffVICDfSVG6m2GGO8n19ccw19ggqM/Q/thxlNtMVxOz6FReZMGLMASwz8ZIxbwJPAc0AK4y+qaaDTA0flT6ZhznuXtPmT1yBHM2RHDoojzfL/vJL1be/Fov9aEd2yMXXly5a3Awbir3PvfnQR4u7Ho8T7YOevSClVBr9aNmLfrHEcS0gjy86i4oPqNjT4HpzbUnAb2536HjKQS3Tx7z11h0pe/88n9PQjvZN1BgiVZPWcBAZoqpd5USj2vlDppVS00GuDA7g20OzWHjW4jmXz/Q/h7uzFtbCA7p4bzyh0dOZ+cxZ++jWDIu5uYuyOGjJz8KtErLiWLP8zZg6erI7On9MRNG/0qI8y/sAH75coLaxMO53dBdg3JTTmywnAxFtN0JyvXxAuL9tHIzZmeAdaPA1mS1TMGo07PGvPnYD2BS2NtYi5ewXn1MyTbedHjT59c91jv4erIYwPasPmlQXx8f3caujnxxopD9PnXev61+gjxKVk20ys1O48/fLOHrFwT3zwShq+7i82OpbmZJh4utGpUzzp1e9qGG9UvY7ZVXlZlKSgwirK1DTcmmd3AzF+OcPpSBrPu6Yq7i6PVD2+J02waEAakACilogF/q2uiqbNczcxj09dTac851Kj38PBsVOx2DvZ2jO7ajGV/6cvSv9xG//Y+fLXtDP3f3siTP0Sx91wlp/ffQG5+Af/3fSSnktL5fHIIHZo0sKp8jWWE+XuxJyaZgoJKlgtr0dsIpNaEtM74vZAaV6ybZ+uJJObuPMsf+gZwWxtvmxzekmfWfKXU1VJ7hWo0FSTPVMC/5i7hHzmLuNT6ThqHjrNovx4tG9Lj/obEpWQxd0cM83efY9X+BHq09OTRfq0ZHuhbqWCgUopXlh1g+8nLvHNPN/q2tc0PUFM2YQFeLI6M5URieuVuvg5OENC/ZpRpPrLcCPZ3GHHd4quZeby0eD9tfNz464gONju8RUXaROR+wF5E2onIf4Bakc6ZnWfiUPzV6lZDUwJKKf6xfB+TEv5NgbMH3ne/X24ZzT1deeWOTuycGs60MZ25nJHLEz9EMXDWJr7ccprUCnZx+mj9SX6MjOWZ8HbcHeJXIRka69C7tfEEuNtafv4rZyD5dOVlVRSl4PAKozWka8PrVk1beYik9BzenxiMi6Pt6vZYYvifAgKBHGA+kAo8azONrMgrSw8w+evd5OSbyt5YU+XM2RGDa+R/6WZ3Gpex74Jb8S4eS6jv7MCUvgFseGEQX0wOwa+hKzNWH6HPW+uZtuIQZy9nWCxrSWQs7687zoQezXn2dj1Xsbrxa+hKUw+XyjdmAcOnDtU76r940Lj53ODmWX0ggWV743hqSFu6+lnQua0SWJLVk6mUelUp1VMpFWr+O9umWlmJO7s3Jzkjl98OX6xuVTQ3sPFYIt//vJ4XnZagOoyCwPFWkWtvJwwLbMLCx/uw6ql+DA9swrxdZxn0ziYe+zaCXacvU1priR0nL/Hykv3c1qYRMyd0Rbs4qx8RISzAi91nkkv931mEV2ujxWV11u05shLEDjqOvrYoMS2bV5cdoKufB08MbmtzFUr08ZeVuaOUqto5xhWgf1tvmnu6Mn/3OUZ3LWFqvabKOXYhjad/iGR+vdk4Orgio9+zSXPpLs09eG9iMC+P7Mh3O88yb9dZ1h6+SJfm7jzaL4BRQc1wcvjf2Of4xTQe/z6S1j5ufPZgyHXrNNVL4USus5cz8feuxPxREWPUv38R5OdWaX2caxxeAS1vg/o+gOHy/NuSA2Tmmnjv3mAcKzNRzUJKO0IfwA/YCrwDvHvDq8ZjZyfc17MF209eLtejvsZ2XErP4Q9z9jDZfh1d8g8hw9+CBrbt8+Pr7sKLwzuw42/hvDU+iOy8Ap5buI9+/97AJxtPciUjl8TUbB75Zg8ujvbMntITD1frp9BpKk6vACvn8+emQ+zuyssqL5dOQNKR60owL9xzng1HE/nbyI60bVzOKq8VpDTD3wR4BegCfAgMBS5ZWpZZRFxEZLeI7BORQyLypnn5NBGJE5Fo8+sOa5xISdwT2gJ7O2HBnvO2PIzGArLzTDz+XSTOGbG8YD/fmEYfXMmaPOXA1cme+3u1ZO2zA5jzSE86NGnArF+P0WfmesZ/uoMrmbl8M6Unfg11U5SaRhuf+jRyc7KOnz9ggJFRUx1+/iNmR4rZ8J+7nMk/Vx3mtjaNeLiPf5WpUaLhV0qZlFJrlFIPA72Bk8AmEXnKQtk5wBClVDcgGBghIr3N695XSgWbX6srcwJl0cTDhSEdG7M44nzl63prKozxOLufyLPJLGy6AHsRGPOhTVw8ZWFnJwzq0JjvHu3F2ucGMC64OTn5BXx8f3e6NK9EWQCNzSjq5680Lu7gF1Y9+fyHV0DzUPBojslc3ttOhFn3dKvSMiSlOpNExFlEJgDfA08AHwFLLRGsDNLNHx3Nr2pp2D4prAWX0nNZf0QHeauLTzae5KfoeL7qehyfxO1w+zTwbFndatHetwEz7+pKxGu3M6SjLppWkwkL8CL2ShZx1pip3XYIJOyD9KTKy7KUK2chIRo6G+HRr7edZndMMtPGBtLcs/gibbaiRMMvInMx8vV7AG+as3r+qZSKs1S4iNiLSDSQCPymlNplXvWkiOwXkdki0rCEfR8TkQgRiUhKqtw/Z2D7xjT1cGG+dvdUCz/vT+Cdtcd5uIsL4ec+MAJboY9Wt1qaWkaY2c+/xxqj/sKuXKc3Vl6WpRxZabx3GsOxC2m88+txhgf6MqFH86rTwUxpI/7JQHvgGWCHiKSaX2mWduAyu4uCMYLEYSLSBfgMaIPh/kmghECxUuoLc/poqI+PTzlO6Wbs7YSJPVuw9UQS55MzKyVLUz72nU/hhcXRhLT05O92XyP5OTD2PzWrGYamVtCxiTvuLg7WCfA2DYZ6jarWz39kJfgGkevuz3MLo3F3deCt8UHVkjJcmo/fTinVwPxyL/JqoJQqV5NQpVQKsAkYoZS6aL4hFABfYtQBsjn3hrZAMCLomqoh4apRTdO7vjPfhMVhf/xnGPwKeNs+T1lz62FvJ/T097JOgNfODloPNvL5C6og9pd2wagM2nksH60/weGEVP41oatNau1bgs2GXSLiIyKe5r9dgduBoyLStMhm44GDttKhKM08XRnUoTGLIs6Tb9JBXluTkZPPo3MiyMw1MefeNrhvmGo0wOj9RHWrpqnFhAV4cTopg6S0nMoLaxsOGYnGTFpbc2QloDjkMZBPN53k3lA/hnauvpiSLZ+3mwIbRWQ/sAfDx78KeFtEDpiXD8Zo7mIbzu6ELe8YtTGASWEtSUzLYcPRRJsdUmM0I39uYTRHL6Tyn0ndaRs13eh4decnNu2Fq7n1uebnj7GGn9/clasqsnuOrKTAqy1PrM2gqYcrr4/ubPtjloLNDL9Sar9SqrtSqqtSqotS6h/m5ZOVUkHm5WOVUgm20oFDy2DDP2HFU2DKY3AHH3zdnZm/+5zNDqkxmpGvPXyR10Z1ZrBEGb1O+78AvoHVrZqmltOluQf1nOytk9bZoAn4drG9nz8zGWK2sdXxNs5eyeLde7vRwAY19svDrR1hG/lvGPBX2Psd/HAvDnnp3Bvags3Hk6yTEqa5icUR5/l88yke6NWSR0IawqrnoHFnw/BrNJXE0d6OkFYN+f20FQK8YIz6z/0OOellb1tRjv4MysTb5zrwaN+Aa9VGq5Nb2/CLwJBXYezHcHozfDOSSR0dUMAiHeS1OrtOX+aVZQfo27YR08YGIr/9HdIvwJ0fV09NFM0tSZi/F8cuppGSmVt5YW3DoSDPpl258g7+RDyNyfXuwovDbVdjvzzc2oa/kB6T4YFFcCWGZj+OYVKrdBZFnMdU2Y4+mmucvZzBn7+PpIVXPT69PwTHs1shai70eRKah1S3eppbiLAAL5SCiBgrdFxr2Qcc69nOz599FTmzmV9Mobw3sbtNa+yXh7ph+AHa3g6P/AKqgDcvPU/rtD1sPq6DvNbgalYef5izBwXMfrgnHg65RlzFq42RvqnRWJFuLTxxsrdjtzUCvA7O4N/PZn7+qPULcVB5NOhxF0F+NaccSN0x/ABNu8If1+Hg1ZK5Tm8Ts+7L6tao1pNvKuDJH6I4l5zJ5w+GGCVz1/8TUs4aLh7Hqp2Krrn1cXG0J7iFp3Xy+cHw8yefgisx1pFnJjE1m+Q9P5Js58WEMZa1FK0q6pbhB/DwQ/6whliPEP5waRZpa6ZfS/fUlJ83Vx5m64lLzBgXZAStzu2CXZ9Dzz9Bq9uqWz3NLUqv1l4cjLtKek5+5YW1sX5XLqUUry3eTV+1F/vOY3BwqFlpzHXP8AO4eCAPLOJH0wAa/D4Llj9hNGXQlIu5O2L47vezPDagNff2bAF52bDiSfDwg9vfqG71NLcwYQFemAoUUWet4Of3bgceLazalWv+7vPIqfW4Si4ePe6ymlxrUTcNP9CqcUN+avkqXzncB9Hz4Id7jElGGovYdCyRN1ce4vZOvrw8oqOxcMvbcOm4UW7ZuUH1Kqi5penRsiH2dmKdfH4Rw91zejOY8iot7uzlDKb/fJiHPPahXL2gVd/K62hl6qzhB7ivV0ump4/laK+ZRjrX7JFw1eLio3WW4xfTeOqHvXRo4s6H9wVjbydGidttHxiNVQobWms0NsLN2YEuzT2sY/jB+M7mpkHsnkqJMRUoXli0Dxe7fPqYIpCOd9TI2ep12vAP69yERm5OvH+pJzzwI6Scg6/C4cKB6latxnI5PYdH5+7Bxcmerx8Oxc3ZwRglLX8C3Lxh+IzqVlFTR+gd4EX0+RSy80yVFxYwEMS+0n7+L7eeJuLsFT7unYpdbhp0urPyutmAOm34nRzsuDvEj/VHEkn06QN/WAOIMfKvjrZsNZycfKN1YmJqDl8+FEqzwuYR2z8wbpaj3gPXYtsraDRWJyzAi1xTAdHnUyovzNUT/EIrlc9/JCGV99YeZ2SXJvTJ3g7O7tB6YOV1swF12vADTOzZgvwCxeLIWGjSBf64Dhq2gnn3QNR31a1ejUEpxdQlB4g4e4V37+1GcAtPY0XiUdj8NgSOh06jq1dJTZ0itJUXIljP3dMmHOKjIaP85SBy8k3mGvuOzLizE3JsNbQfYcwTqIHUecPf2qc+vVt7sWDPOQoKFHg0NyZ6tR5oZKhsmKHTPTEyeJbujeO529szumszY2GBybhGTvVh5KzqVVBT5/Co50jHJu5sP3nJOrPw24YDqkJduT5Yd4KjF9L4911BeCXtgazkaw3VayJ13vCDUa75fHIWO06Z7/Qu7nD/Iuj+oJGpsuzPdTrdMyMnn482nKRfW2+eDi/SRGXXf41g2Mi3oX7luqRpNBVhcAcfdp1JpueMdby4eB+/HrpAZm4Fc/ubdTdcleVM64yISea/m09xX88WhHfyhSMrjDIQbW+vmB5VQM0LN1cDwwOb0LCeI/N3n6NfO29job2jUdzN0x82Toe0eLj3O8MXWMf4/vezJGfk8tzQ9v9rE5d8Gtb/w3icDbq7ehXU1FmeG9qezs3cWXf4ImsPXeDHyFicHezo19aboZ19Ce/ki08DC90tdvbQepBh+JUy0jzLICMnnxcW76OZpyuvje5sdPM6ssow+k71KnVutkQbfowp4BN6+PHtzhgupefgXdgOTQQGvgSeLWD5kzB7BDyw2PhcR8jKNfHFltP0b+dNSCtz4FYpWPG0cXMc/b5FPxCNxhY42tsxumszRndtRp6pgD1nkll7+CK/Hb7I+qOJiBygewtPhnZuwtDOvrRtXL90gW3CjT4eiYct6h/x1uojnEvOZMGfelPf2cEo8Zx+ATrXaHJXPAAAF1hJREFUzGyeQrSrx8yksBbkmRRLImNvXtntPnhwCaTGw1e3GznrdYR5u85yOSOXZ8Lb/W9h5ByI2QrD/gnuzapNN42mKI72dtzW1ptpYwPZ9vJgVj/dn2fD25NnUvx7zVFuf28zQ97ZxFurj7AnJrn4uEBhVy4Lsvo2Hktk3q5z/Kl/a3oV1tg/shLsnaDdMCuemfURVQsCl6GhoSoiIsLmx7n3850kpmWz8cVB/3NpFCXxCHx/N2RdgXvnQruhNtepOsnKNdH/7Y10aFKfeX/sbSy8Gguf9IbmPeCh5Xq0r6kVJFzNMtxBhy/y++nL5JkUjdycGNKxMUM7+9K/nQ+uTuaSyZ/0hga+xve7BFIycxn2/hY86zmy4sl+RrllpeCDrtC4k1EGvgYgIpFKqdAbl2tXTxHuC2vB84v2sfP0ZW5r433zBo07GemeP9wLP0yEUe9C6CNVr2gV8cPuc1xKz+GTId2NBUoZHbWUCcZ+pI2+ptbQ1MOVyX38mdzHn9TsPDYfS+K3wxdZc+gCiyNjcXG0o19bH4Z19mVMy4G4Rn8DuZkl+ulfX36IK5m5zJ7S83819hOi4eo5GPRyFZ5ZxdCuniLcEdQUdxcHFuwupTuXe1N4ZDW0GQyrnjUCnLXgqam8ZOeZ+HzzKXq39vrfY+z+RXBiLYT/HRr6V6t+Gk1FcXdxZEy3Znw0qTtRrw9l3h97cV/PlhxJSOWvS/bz+E5PMOXw86ofOZV0c0vGFfviWbkvnmdvb0+X5kVq7B9Zacz+7XBHFZ5NxdAj/iIUBnl/2HWO5IxcvNxKaBfo3AAm/X97dx5fVXUtcPy3MkAgQMKQEDIxJQIhjKVhRiSAWlQUax9YkVdbbZ8DarWVYq1zpa91xmdrxToW+5wRRKRMBWSKQcKQSAAhJEAS5kAghGT3j3NSQkwgyT03Jzd3fT+ffG7uuWdYW5PFzj77rP0PWPBLWPm0Veph4kuN9mGN+nh3fQ6FRSW8MNnu7Z8ogM8fgNgUSLnN3eCUckhwYADDEzowPKEDD1+dxLb9x1m6OY6SNc+Qn76AO9a3p1tEKOOSOjI+qSOdwlrw0MdbGBAfzs9HdTt3ImNg2zxrUZeW7dxrUC1p4q9iSko8r3+5mw/Tc/nZyG417xgYZFWhbNvZ6vUf3w+T324SJQtOl5bx8oqdpHRtx9Dudm//i4fgzElrcZWAxrF8nFJOEhF6R4fRO7ovFIxk6uGdBKX0ZvG2fOas/Ja/rNhFUIAQHBjAMz/qT1BgpQGTwiw4lA1DfuFeA+pAE38VPaJaMzA+nLnrc/jpiK7V3+StIAIj74OwePj4f2DO5XDT+xAe33ABe8F7aXvJP17CMz/qb23IS4eMd2HELyGicSwWrZRXJaQSvGgmN/cK5Oahgzl+upTl3xSyPKuAMb0i6doh9Pz9t80DBHr6RtkSHeOvxpSUeHYWnmRDbRdz7nsDTP0Iig7AB7f69Jh/ydky/m/5TgZ1bsuw7u2ttix6EEIjYMS9boenVMOoWJXLLtrWJiSYa/pF88x/9T9XsqSyzE8hbjC0jmrAIOtPE381JvTtROvmQcxdn1P7g7qOtOa1710LWz7wXnBe9l5aLvuPnebusYnWXzuZn0LOl3DZg1YpC6X8QUQPaBNTuyq9h3dB/mZIusb7cTnEa4lfREJEZL2IbBKRrSLyqL29nYgsFpFs+7XRDYq3bBbEtQNiWLB5P0eL61CjZ8BN0KnfufFwH3PmbDkvL9/JgPhwRiR0sOoTLf4dRPSCAVPdDk+phnPeqlwXqf2zbZ712oiLslXlzR5/CTDGGNMP6A9cISJDgBnAEmNMIrDEft/oTEmJ58zZcj7aWIcVuQICrYJlRftg1bPeC85LPkjPJe/oKe5OtXv7G/4KR76Fy59olKsIKeVVCalQcgzyvrrwfpmfWgXefOjentcSv7FUTIINtr8MMBF4w97+BnCtt2LwRFJ0G/rFhjF3fQ51ero5fgj0uQFWvwBHdnstPqeVlpXz0rId9IsL59JLIqD4sFVnv3tqo64yqJTXdBsNEnDhxVmO5UFemk/19sHLY/wiEigiXwMFwGJjzDqgozFmP4D9GlnDsbeJSJqIpBUWFnozzBpNSYlne/4J0nNqeZO3wthHrd7/F7/1TmBe8FF6HrlHTnF3aoLV21/xv1ByHMY/4XZoSrmjRVuI+d6Fx/kzP7VeG+kSizXxauI3xpQZY/oDsUCKiCTX4dhXjDGDjDGDIiLcqfV+db9oQpsFMvdCT/JWJywGRv7S+qHYtdwrsTmptKyc2ct20Dc2jMt6RMLBHdYwz8Bp0DHJ7fCUck/3VNiXbv0FXJ3MeRCZBB0Sqv+8kWqQWT3GmKPAcuAKIF9EOgHYrwUNEUN9hDYPYuKAGOZn7OPYqdK6HTz0LgjvDAtnXPzmkMs+3phHzuFipo+xx/b/+TAEhcBlM90OTSl3JaSCKa++A3eiAPZ86XPDPODdWT0RIhJuf98CGAtkAfOAafZu04CaS+A1AlO+H8/p0nI++boON3kBgkPg8t9DYSakzfFOcA44a/f2e0e3IbVXJOxeBVnzrb9YWlU7CqeU/4geCCFh1Y/zZy0ADPTynWmcFbzZ4+8ELBORDGAD1hj/fGAWME5EsoFx9vtGq09sGMkxbfj7ujre5AXoOcG6QbTsyXot4NwQ5m3ax55DxUxPTUSMgUUzISwOhtzudmhKuS8wCLpeCjuWfvfBzMx50K5brRZsaWy8OasnwxgzwBjT1xiTbIx5zN5+yBiTaoxJtF9rGDxrPKakxJN1oIhNucfqdqAIXPEHKDlhLd/YyJSVG2Yv3UGvTm0Yn9QRMv5hLTKT+jAEt3A7PKUah4RUa4p2Yda5baeOwLf/snr7PlieXJ/crYVr+kXTIjiQuevq8CRvhciekHKrtWrVgc2Ox+aJTzftY9fBk9ZMntJTVrG56IGQfL3boSnVeFSUb6g8u+ebz6H8rE8O84Am/lppbdfp+DRjH0Wn63iTF2D0DAgJh4UPNJo6PmXlhheXZtOjY2vGJ0XBmtlWr+by30OA/lgo9R/hcdDhkvPH+TPnQZtYayU6H6S/4bU0ZXA8xWfKmLdpX90PbtEWUh+CPauthZwbgQWb97Oz8CTTUxMJOJkPq56zFojuPNTt0JRqfLqnWjN4Sk9BSZHV++91tU8O84Am/lrrFxtGz6jWdSvcVtnAaRDVx67jU+xscHVUXm54cUk2iZGtuDI5CpY+AWVnYOwjrsalVKOVkApnT1udt+zFUFbiU0XZqtLEX0siwo2D49mSd5zNdb3JC+fq+BzPhdXPOx9gHSzccoDsghPclZpIQMEW2Pg2DP65NUNBKfVdnYdDYHNrdk/mPKtMedxgt6OqN038dTCxfwwhwQHM3VDPXn/nYdB7Eqx+zlqu0QXl5YYXlmTTPSKUCclRVq39FuEw6n5X4lHKJzRraQ2Dbv8ctn9hLbjiwyvRaeKvg7AWwUzoE80nG/M4WVLPp3HHPw6INeTjgkVbD/BNfhHTUxMJ3LkYvl0Bo3/TJJaMVMqruqfC4Z1QetKnh3lAE3+d3Tg4jpNnypifUY+bvABhsdZKVts+hm9XOhvcRZSXG55fkk23DqFc1TvCKiLXPgEG3dKgcSjlkxLsaZ0h4dBlpLuxeEgTfx0NjG/LJR1b8fe6Fm6rbPh0a53ezxu2js/izHyyDhRx55gEAje+AQe3w7jHITC4wWJQymdFJln3wZIn+fzvjCb+OhIRJn8/nk17j7J1Xz1u8oL1VOz4xyF/C6S/7mh8NTHGGtvv0r4l1/QIheVPWb2WHlc2yPWV8nkicNsK62l8H6eJvx4mDYyhWVAA73rS60+aaCXepU/UXPLVQUsyC9i67zh3jkkk6MtnrWte/qTPzkNWyhUhbSComdtReEwTfz2Et2zGhD6d+HhjHqfOlNXvJCJwxSw4fczqfXuRMdbYfny7llzbuRTWvgz9b7TWB1ZK+R1N/PU0+ftxFJWcrf9NXoCoZOvG6oZXIX+rc8FVseybAjbnHePOyxIIWvYoBATBGN9ZHUwp5SxN/PWU0rUd3SJC6/8kb4XLHrTqfXupjo8xhuf/mU1s2xZMisyzSkYMmw5toh2/llLKN2jirycR4caUeNJzjvLNgaL6n6hlOyv5715pPRHosBXbC9mUe4w7RncnaPFvoVWUNatIKeW3NPF7YNLAWJoFBnje6//eTyCyNyz6rVUEyiEVY/sx4S24IWQD5G6wisU1C3XsGkop36OJ3wPtQptxeXIUH6bncrq0njd5wVrl58o/wLEc+PJFx+JbmX2QjTlHuXNULEFLH7WKxPWb4tj5lVK+SRO/h6akxHH89FkWbtnv2Ym6jrSmeK58Bo7lehxXRW8/OiyEG87Ot/5RGf+kT9cXUUo5QxO/h4Z2a0+X9i2Zu86DOf0Vxj8BGFj8O49P9eXOQ3y15wj3Dg0naPWzcMmV0O1Sz2NUSvk8TfweEhEmp8SzfvdhdhR4cJMXIDweht8NWz6wFn2op4qZPFFtQphU9DaUFtvF4ZRSShO/I374vViCA8WzJ3krDL/HWtJt4a+hvH73DdbuOsz63YeZMQgC09+wnhXokOh5bEqpJkETvwM6tGrO+KQoPvD0Ji9Ydb/HP2YtzJ7+Zr1O8fyS7US2bs7V+S9Ds1Zw6QzPYlJKNSma+B0yOSWOI8WlvL12D2XlHj6I1XuSteLP0sfh1JE6Hbpu1yHW7jrMY8kFVr39UfdDaHvP4lFKNSma+B0yvHsH+sSE8cSCTEb/aRl/WbGTIyfP1O9kFXV8Th2B5XWrBPjC0mwiQ4MYn/cihHe2llRUSqlKNPE7JCBA+PD2Ycy+cQCdwlrw1MIshjy1hPvf20RG7tG6n7BTX2uB9vWvQEFWrQ5J232Y1TsO8XTiZgIKtsG4xyCoed2vrZRq0sR4oT4MgIjEAW8CUUA58Iox5nkReQS4FSi0d51pjPnsQucaNGiQSUtL80qc3pJ14DhvrdnDRxvzKD5TRr+4cG4e0pkJfTsRElzLufQnD8GLAyB6IEz96KIllKfOWceeffmsCLkfadcVbvlcyy4r5cdE5CtjzKCq273Z4z8L3GeM6QUMAe4QkST7s2eNMf3trwsmfV/VM6oNT17Xh7UzU3nk6iROnC7lvvc2MWzWUmYtzGLv4eKLnyS0PYyeCbuWwTcX/s/01Z4jrMw+yHNxK5CT+VprXylVI6/1+L9zIZFPgNnAcOCEMeZPtT3WF3v8VRlj+HLnId5cs5vF2/IxQGrPSG4a0plRiREEBNSQpMtK4c8j4OxpuH0dBIdUu9u019ZTkLuTzwLuRXpOgB/O8VpblFK+wY0ef+WLdwEGAOvsTXeKSIaIvCYibWs45jYRSRORtMLCwup28SkiwvCEDvxl6iBWPTCGO0Yn8PXeo/z33zYw5unlvLpyF8eKS797YGCwdaP3yG5YM7vac3+99ygrthfyXMSniCmHsQ97tzFKKZ/m9R6/iLQCVgBPGmM+FJGOwEHAAI8DnYwxt1zoHE2hx1+dM2fLWbhlP2+t2UPaniOEBAcwsV8MU4d2Jjkm7Pyd3/0x7FwGd6V9p5b+T/62njM5X/GOmQEj7oWxjzRYG5RSjVdNPX6vJn4RCQbmA4uMMc9U83kXYL4xJvlC52mqib+yrfuO8fbaPXy8cR+nSssYGB/OzUO7cGWfKJoHBcLhb+GlwVYht+v/+p/jMnKPcs3sVazu+DQxpTkwfaO1LqhSyu81+FCPiAgwB8isnPRFpFOl3a4DtngrBl/SOzqMpyb1Ze3MVB66KokjxaXc84+vGT5rKX9clEVeQBQMuws2/z/krPvPcS8syea6kI3EHEuHMQ9q0ldKXZQ3p3OOAFYCm7GmcwLMBKYA/bGGenYDPzfGXLCmsT/0+KsqLzes2nGQN9fsYWlWPgA/6NGGp/N/RrPwKOTWZWzZX8R1Ly5nQ/iDhLcOhV+stmr7K6UUNff4vZYljDGrgOqmqjTJ6ZtOCwgQRl0SwahLIsg9Uszf1+Xw7oa9/OrU9bxw6iVWvf8cc06O4NaQJYSf3gvXf6BJXylVK5opfEBs25b8+oqe3D02kc8yepK5cBk9tj5L9pm2vBz6EXQeA4lj3Q5TKeUjtGSDD2keFMh1A+Po9ZOX6SBFfNHqcZqXnbAXcFFKqdrRxO+LovsjA6fSsvQQMvBm6Njb7YiUUj5Eh3p81dhHoWUHGHqn25EopXyMJn5f1bKdPqGrlKoXHepRSik/o4lfKaX8jCZ+pZTyM5r4lVLKz2jiV0opP6OJXyml/IwmfqWU8jOa+JVSys802Jq7nhCRQmCP23HUUgesFcaaoqbcNmja7dO2+S5P2tfZGBNRdaNPJH5fIiJp1dW/bgqactugabdP2+a7vNE+HepRSik/o4lfKaX8jCZ+573idgBe1JTbBk27fdo23+V4+3SMXyml/Iz2+JVSys9o4ldKKT+jid8BIhInIstEJFNEtorI3W7H5DQRCRSRjSIy3+1YnCYi4SLyvohk2f8Ph7odk1NE5F77Z3KLiMwVkRC3Y/KEiLwmIgUisqXStnYislhEsu3Xtm7GWF81tO2P9s9lhoh8JCLhTlxLE78zzgL3GWN6AUOAO0QkyeWYnHY3kOl2EF7yPPC5MaYn0I8m0k4RiQGmA4OMMclAIDDZ3ag89jpwRZVtM4AlxphEYIn93he9znfbthhINsb0BbYDv3HiQpr4HWCM2W+MSbe/L8JKHDHuRuUcEYkFJgCvuh2L00SkDTAKmANgjDljjDnqblSOCgJaiEgQ0BLY53I8HjHG/As4XGXzROAN+/s3gGsbNCiHVNc2Y8wXxpiz9tu1QKwT19LE7zAR6QIMANa5G4mjngN+DZS7HYgXdAMKgb/ZQ1mvikio20E5wRiTB/wJyAH2A8eMMV+4G5VXdDTG7AerEwZEuhyPt9wCLHTiRJr4HSQirYAPgHuMMcfdjscJInIVUGCM+crtWLwkCBgIvGyMGQCcxHeHCs5jj3VPBLoC0UCoiNzkblSqPkTkQawh5XecOJ8mfoeISDBW0n/HGPOh2/E4aDhwjYjsBt4FxojI2+6G5KhcINcYU/EX2vtY/xA0BWOBb40xhcaYUuBDYJjLMXlDvoh0ArBfC1yOx1EiMg24CvixcejBK038DhARwRojzjTGPON2PE4yxvzGGBNrjOmCdWNwqTGmyfQajTEHgL0i0sPelApsczEkJ+UAQ0Skpf0zmkoTuXFdxTxgmv39NOATF2NxlIhcATwAXGOMKXbqvJr4nTEcmIrVG/7a/vqB20GpWrsLeEdEMoD+wO9djscR9l8x7wPpwGas33efLm8gInOBNUAPEckVkZ8Cs4BxIpINjLPf+5wa2jYbaA0stvPKnx25lpZsUEop/6I9fqWU8jOa+JVSys9o4ldKKT+jiV8ppfyMJn6llPIzmviVAkTEiMhbld4HiUhhfauR2hU/b6/0fnRTrGyqfJMmfqUsJ4FkEWlhvx8H5HlwvnDg9ovupZQLNPErdc5CrCqkAFOAuRUf2DXfP7broq8Vkb729kfsOurLRWSXiEy3D5kFdLcfuvmjva1Vpbr/79hP0yrV4DTxK3XOu8Bke7GSvpxfYfVRYKNdF30m8Galz3oClwMpwMN23aYZwE5jTH9jzK/s/QYA9wBJWFVBh3uzMUrVRBO/UjZjTAbQBau3/1mVj0cAb9n7LQXai0iY/dkCY0yJMeYgVoGwjjVcYr0xJtcYUw58bV9LqQYX5HYASjUy87Bq2I8G2lfaXt2wTEW9k5JK28qo+feqtvsp5VXa41fqfK8BjxljNlfZ/i/gx2DN0AEOXmTNhSKs4lpKNTra41CqEmNMLtYavFU9grVKVwZQzLkywDWd55CIrLYXzl4ILHA6VqXqS6tzKqWUn9GhHqWU8jOa+JVSys9o4ldKKT+jiV8ppfyMJn6llPIzmviVUsrPaOJXSik/82/vwsmHaiGp9wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='KITUI', model='ealstm');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Northern Counties" + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "plot_region_time_series(region='TURKANA', ax=ax, model=['ealstm']);\n", + "\n", + "# plot_region_time_series(region='MARSABIT', ax=ax, model=['ln', 'ealstm']);\n", + "# plot_region_time_series(region='WAJIR');\n", + "# plot_region_time_series(region='MANDERA');" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# fig, ax = plt.subplots(figsize=(12, 8))\n", + "# plot_region_seasonality(region='TURKANA', ax=ax);\n", + "# plot_region_seasonality(region='MARSABIT', ax =ax);\n", + "# plot_region_seasonality(region='WAJIR', ax =ax);\n", + "# plot_region_seasonality(region='MANDERA', ax =ax);\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "plot_region_vs_observed_seasonality(region='MANDERA', model='ealstm', ax=ax);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='MANDERA', model='ealstm');\n", + "plot_region_vs_observed_seasonality(region='WAJIR', model='ealstm');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Southern Counties" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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Gs6owM2iswqoFXqPRaFYTZgbNGu8anSap0Wg0qwkzg6bH17NiShVogddoNJoaMCP4bl838Uyc5ZCBOB9a4OfA5/Mt9RA0Gs0ywYzgu33d5GSOTCGzxCOanwUJvBDig0KIA0KIV4QQdwshXEKIViHET4QQrxm/WxZrsBqNRrNUhNIh/A4/AUcAWBmZNA0LvBCiB/hj4DIp5QWAFXg38BFgr5RyC7DX+H9F88gjj7B7925uueUWtm3bxnve854VcXmm0WgWj6n0FC3OFrx2L7AyBH6hpQpsgFsIkQU8wBDwUWC3cf83gEeAP1/Ik/zd03/HoclDC9nFLLa1buPPd9U+rOeff54DBw7Q3d3NVVddxeOPP87VV1+9qGPSaDTLl1AqRLOzuSjwKyGTpuEIXkp5Gvg0MAAMA2Ep5cNAl5Ry2NhmGOis9HghxPuFEPuFEPvHx8cbHcZZY9euXfT29mKxWLj44ovp7+9f6iFpNJqzSCgdotnVjNd2DkTwhrd+I7ARCAHfE0L8Vq2Pl1J+GfgyqFo0c21bT6R9pigt5Wu1WnUpX43mHGMqPcWWli147B5gZQj8QiZZ3wyckFKOSymzwPeBNwCjQoi1AMbvsYUPU6PRSClJ59NLPYxzllAqVO7Br4Bc+IUI/ABwhRDCI4QQwHXAQeAB4FZjm1uB/1rYEDUaDcDPBn7Gtd+9lsnU5FIP5ZwjmUuSyqdodjXjs6v06ZXgwTds0Ugp9wkh7gWeA3LA8yjLxQfcI4R4H+ok8GuLMdClIBaLAbB79252795dvP2uu+5aohFpzmUOTx0mno3z9MjT/Erfryz1cM4pzDo0Lc6WFWXRLCiLRkr5MeBjM25Oo6J5jUaziIwllNv5zPAzWuDPMmYv1tIsmpUg8Holq0azQhhPqmyzp0eeXuKRnHuYZQqaXc3YLDacVueKsGiWtcDrxUTl6ONxbjOeUALfH+kv/q05O5hlClqcamG+1+7VEfxCcLlcBINBLWoGUkqCwSAul2uph6JZIsYSY2xvVe0anxl5ZolHc25hNvtodjUD4LF5VkQWzbJtut3b28vg4CArYRHU2cLlctHb27vUw9AsAdlClsnUJO86/10MRgd5euRpbth0w1IP65whlA4hEMU6NCslgl+2Am+329m4ceNSD0OjWRYEk0EkkjXeNbyu63XsH90//4M0AOw9uZdIJsI7t7yz4X1MpabwO/zYLEoyvXav9uA1Gs3iYHrune5OLltzGScjJxmNjy7xqFYG9xy5h68f+PqC9hFKh2hxTRfG9dg9KyKC1wKv0ZxB/urxv+LfXv63Be9nLKlSJDs8HexaswvQ2TS1Es/GyxpmN8JUeopmZ3Px/5Vi0WiB12jOIPuG97FveN+C91OM4D2dbG3dSsAR0BOtNRLPxomkIwtK2DDLFJhoi0aj0RDLxphITix4P2OJMazCSouzBYuw8Lqu12mBr5FENkFO5hYUcZuVJE1WShaNFniN5gwhpSSejS9K7Zjx5Dht7jasFisAu9bsYjA2yHBseMH7Xu2YQtyoTSOlVB58hQh+uadxa4HXaM4QqXyKgiwwlZoiV1hYeenxxDid7unWCpd0XQLAK8FXFrTfcwEzcg9nwg09PplLks6naXI2FW/z2r1IJMlcclHGeKbQAq/RnCFMYZHIYi2TRhlLjtHh6Sj+3+psBSCaiS5ov6udTD5TPLmGU40JvBn5l2bRrJR6NFrgNZozRCwTK/69UB9+PDFOp2c6gvc6vLOeQzOb0onQRiP4Yh2akiyalVJRUgu8RnOGKP3yB1PBhveTyWcIpUN0uKcj+GLbuBUw0beUlB6fRj34Yh2a0gh+hRx/LfAazRkill2cCN6sIlkawVstVtw2N/HM8haYpab0JGvWdK+XYh2aGXnwsPybfmiB12jOEGURfLLxCN7MgS/14EGJTOlJRDObMovmDAh8IxZNJp9paByNoAV+gcQysWU/k65ZGkq//AuJ4M1GH6UWDYDP7lv2HvBSU3p8GrVoJlOTZYXGoHEPPpFN8MbvvpH7XruvobHUixb4BXL7T2/nzqfuXOphVCSTz1CQhaUexjmLGV377L6FRfAVLBpYOcvllxLz+DgsjoYj+GAySIurpbgGARqP4IPJIPFsnK8d+NpZyaHXAr8A8oU8B4MHeXni5aUeyiyklLz9vrdz96G7l3oo5yzml399YP2CJlnHEmPYLLYyiwB0BF8L5vHp9nU3LvCpIO3u9rLbGhX4aFaltZ4In2DfyMJLWMyHFvgFMBwfJlvIMhAZIJvPLvVwyphMTTISH+Fo6OhSD+WcJZaJYbPY6PZ2L2yS1VjkJIQou91j92gPfh4SOeXBr/WubThNcjI5SZurrew2t80NNCDwJesW7j545oMvLfAL4GTkJAA5mWMgOrDEoylnJD4CsOAFNibZfLbhCOhcJZ6N47V7aXO3LSyCn7HIyURH8PNjTrJ2+7ob9uAnkhOzIniLsKh6NHUef3PdwtU9V/PI4CNnvNSEFvgF0B/pL/59PHx86QZSgeG4+uAslsB//cDXueW/b1mUfS1nTkZOctP9N3H3obsXPH8Rz8bx2X20u9sJp8MNX+XNXORkoj34+Yln49gsNtrd7UTSkbrfUyklwVSQNnfbrPu8dm/xCqFWIpkIAO+74H2AqlV/JtECvwAGIgO4rKpH6rHQsSUeTTmmwC9GoSuAgegAI/GRVT9pu3dgL8fCx/jbfX/LbQ/fxmB0sOF9xbKxYgQPjS92Gk+Mz8qgAfA5fMSysWVf8GopMa+impxNSGTdpR1i2RjpfHpWBA+NnWBNS21Lyxau7b2W/zzyn6Tz6br2UQ9a4BfAychJNjVvosfXw/HQMo3g04sTwZuXt8t9YcdCeWbkGTY2beRv3vA3HAwe5OYHbubF8Rcb2lcxgncpcWgkkyaRTRDNRitaNF67l1whR6Zw9vKqVxqJXAKvzVucoK7XpjHfs1ZX66z7GunqZFo0PruPd297N1PpKR7uf7iufdSDFvgF0B/pZ0NgA5uaNi07i8b04MPp8IIrGQJE0urScjVbArlCjudGn2PXml3cvOVmvv+O75PMJXni9BMN7c+M4M3or5EI3pycrWbRgK5HMxfxbByP3VOsBFnvPJJ5/KtF8PUGPJFMBK/di9Vi5Yq1V9AX6NMCvxzJ5DMMxYboC/SxqWkTJ8InyBfySz2sIqWTN4sxOWpGPsu99sZCOBg8SCKX4LI1lwGw1rcWl9VVt89qksgmyiyaRjJpqi1yAhUFms+jqUypRQMNRPDGSbmiB29rzKLxO/yAmqj94nVf5DNv+kxd+6gHLfANcip6ColkQ2ADm5s3kylkOB07vdTDKjIcHy4KwGJMtJonidUsJvtH9wNwWddlxdvcNnfDK5VnefANWDTVFjlBSQSvUyWrYp5kTYtmMSP4RiyaaCZa/F4CrAusw26x17WPetAC3yBmBk1foI9NzZuA5TPRms6nCaaC7GjbASzch5dSFr8Yq9miMf330i+zx+5p+KRmevBOqxO/3b+wCL6KBw9a4OeiGME7GrNogskgVmGdtcgMGsuiiWWmI/izgRb4BjFz4NcH1rOpSQn8cvHhR+OjAEWBX2gmTSKnelrC6o3gc4Ucz409x+Vdl5fd3mgEnyvkSOaSxbrtjebCjyfGcVld+O2zRcGMBFfzSXehJHIJ3DY3focfgah7sVMwFaTV1YpFzJbKRrJoIpmIFviVwMnISdpcbfgdfvwOP53uzmUj8EPxIWBa4Bdq0ZT6lqvVgz80eYh4Ns7la8oF3mPzNCTw5hffrBve5m5rKII3e7HOXMUKK6er0FJiRvBWixW/w1+s7V4rwWTlHHhQV3fpfLquJIZYNlZm0ZxptMA3SH9YZdCYbGretGwsGnOCdVvrNmDhAl96WbtaI/hnRp4BKE6wmrht7oYmWc3j5HOoL3O7u70hDz6aiZZVMSzF3LcW+MpIKYsePKhyv4148NUEvtj0o47jry2aFcLJyEn6mvqK/29u3szx8PFlsehkJD6CQNDj68Hv8C/Ygy+L4FepmOwf3T/Lfwdw2xuzaExf3BSXNldbQwIfz8arCoLH5il7Lk05mUKGnMyVC3wDFs3MOjQm9Tb9kFIttNICv8yJZqIEU8HyCL5pE8lcsph/vpQMx4dpd7fjsDpodbUuOII3c+BhdQq8mf8+038HI4Jv4KrFPE7m5Xi7u51oNlr3qsVoNlr1kt5tc2MRFp0HXwXzPTBPhAFnoK40SSklweTsSpIm9VpkqXyKnMxpi2a5MxBRhcU2+MsFHuBYeOltmuH4MGu9awFocbYsrge/CgX+8ORhYtnYLHsGGvfgZ0XwDaZKTiWjvDaSZc/XnuaGT/+Iv/z7T5PKqvUWQoiGMjnOFYrzIA1aNJFMhGwhWzWCLzb9qHFeyiyTsGIieCFEsxDiXiHEISHEQSHElUKIViHET4QQrxm/W+bf08rCTJEsjeA3N28Glkeq5Eh8hDXeNYBqFDyZXlgWjfmlaHG2rEoxeXrkaaA8/92kUQ9+psCbUWC9E61TqQgnxvKMR9PcUvgJn0h8nOFT058xn92nI/gqmFde5nvQ5GyqS+DNk3E7Vjj04Kz7643gzfdpxQg88HngISnlNuCXgIPAR4C9UsotwF7j/1XFychJBIJ1gXXwwz+Dff9Ci6uFVlcrJ8InlnRsUsqyCH4xLJpQOoTHppZ7r8YI/rHTj7GlZUvFXHMzTbLeuZXiJKtxOW5GgfVE8FJK8jLJWn8zD/7xNfxql3psfGz6M6YrSlZnpkXT5Gwilo2RLdRW1bO4ivX4o/Cd34Txw2X31+vBm80+VoTACyECwBuBrwBIKTNSyhBwI/ANY7NvADctdJDLjf5IP92+bpyFAuz/Khz9KQAbmzYueQQ/lZ4inU+z1mdYNK4WQqnQgiZ/I5kITc6mVSkmkUyE50af49reayve77F7KMhC3QW9zGitNA8eYCJVewSfzCVBSPxOJQiByGsAZILTvQd04+3qmFdeppViLnYqnVOaC/Nqqy2qFpvx9JfL7q83gjctmpXiwW8CxoGvCSGeF0L8mxDCC3RJKYcBjN+z11gDQoj3CyH2CyH2j4+PL2AYZ5+TkZPKnjn9LBSykFZvXF+gb8kbf5hVJE2LptnZTE7minWoGyGUDtHsbG6ouNJy54mhJ8jJXFWBNzv31Pu6Z+XBNxDBm4LQ4gxAPofT6M6VD02XMNZNP6pTyYOH2lezmu+VdagfAPnC3ZCafuxqt2hswKXAP0spLwHi1GHHSCm/LKW8TEp5WUfH7Evj5YqUkoHIgBL4k0aVwfT0pddSC+BITGXxlFo00HhHeVBfiIAz0FDtjeXOo6cepdnZzIXtF1a837y8r3eiNZaN4ba5i42a7VY7Tc6mujz4iYQx9+Hxw+QxhJGBY40OFbdZjVdVi8VMD74o8DWmSk4kJ7BZbKyJDfJEfgciG4cXvl2834zEa92fGWStFIEfBAallGbn2HtRgj8qhFgLYPweW9gQlxeRTIRYNkavr3eWwHtsHlL51JJWlTRXsXZ7uwFl0cDCFjuF0+FiBL+axCRfyPOL07/gmp5rikI8E7e98QjeFBaTdld7XWUjTofVe9bhaYLRAwBksOFMTFcK1RZNdWZG8MWKkjWuZg2mggRsAdxkeLBwBZH2S5RNU1BNbxxWB+3u9prb7pnv04qwaKSUI8ApIcRW46brgFeBB4BbjdtuBf5rQSNcZphn4Sa7DwbV6seiwBteXyqfWpKxgbJo3DZ38cNsCvxC6tEUBd62PFPyTkZOcnjy8PwbzuDliZcJpUO8cd0bq27TaARvFhorpd5yBcNRJURdvmYYexWElYO27XhTo8VtVttJdzEpTrLapydZob4I3p51ANAvu3ix+zdg8jgc21vcpsfXU3MV2Wgmik3Yirbf2WChWTR/BPyHEOIl4GLgb4FPAdcLIV4Drjf+XzUUF7DEg5CJQfOGosA36tcuJmaKpFm7pNWpLJpGI/iCLBDOhAk4AstWTD788w/zZ4/+Wd2P+/ngz7EJG2/ofkPVbYrvab1VA41SwaXUK/CjMSXwa/0tMPoqtJ3HpLOX5uz0RbHPoTz41d5KsRHiuTgOi6NYjrfeplVwIdoAACAASURBVB/BZBBLQh3XEWs3P7e+AXxdsO9fitt0+7rrEnifw1exrtCZYkECL6V8wfDRL5JS3iSlnJJSBqWU10kptxi/F6cp6DKhOBM+aaSqbXmLmmjNpYuRwlJGucOx6RRJgGaX8h0bLVcQy8YoyALNzuaGiiudaQ4GD3Jw8iADkYGa099Mfj74cy7turRqrRdY5Ai+znIFpgff29QCYwegawcp9xqaZQhyyo83n6PRmvWrmdI6NKCOlU3Yahb44dg4TZkcBWHD2bqO41MZuOy9cPQnYHz/e329jMRHavpOnO1CY6BXstZNKKUEPt//ErT0Qfv56o50tCgGSxnBl+bAg4pA3TZ3wxZN2MgaMNMkYXmtZr3/6P0A5GSOU9FTNT9uKDbEa1Ov8cbe6vYMNO7BV4vgE7lEzWIcTCg7sNfjgKl+6NxJzqfmVmRYRY1mUKEXO83GbNdnIoSouVyBunKdoruQhpY+NnQE6J+Iw4W/pjYwbJpuXzd5mS/W7Z+Ls12HBrTA14058dU2/gqsfwMYOcqkIw1fzi8WZqMPM0XSpMXZUneZVBPTrzQnWWH5VJTM5DM8eOJB+gJ9gKrwWSuPDj4KUDU90qThCD4ze5K13lTJsGH9NUeMtMiuHYimXjWeCdWPQNeEr04imygTeKh9NetEYgpJni2WFJa2TfS1exmYTJBr6gN/N/Q/DigPHqjJpjnblSRBC3zdjMWVULZnwrDhyhKBj05bNEskgGajj9IIHhZWrsCMdpqcTdO1N5aJmDxy6hHC6TB/eMkfAtS1ivjx04+z3r++rCJoJcyTdt0Cn6sg8GY9mhobf0TSMUTBhWXsoLqhcwf21nVq/+NqvYXu6lSdeC5eXIdgUms9mr1H1ILFjdkpaN3ExjYvuYLkdDgFfVdD/2MgZV0Cf7abfYAW+LoxfVF/oQAbrgKn4amlY9MWzRJF8KMJJfBd3q6y21tcjRccM78MTc6m4pdluWTS3H/0fro8Xbx5/ZvpcHfUJfDHwsfY3rZ93u0aeU+llMQz8WK9dpN6C47FczGswq0yaOxeaN6Ap0PVP0pPKoHXEXx1ZnrwoFaz1mLRPHxYrRruzCahVUXwACcm4tB3FcTHIHiUtd61CERtEXw2htvm5Z1ffJynjtdfOroRtMDXyVQyiq0AMdEMrZuWVQRv+oCd7vLFwwupR1MawS8nD340PsrjQ4/zjs3vwGqxsrFpIycitQl8rpBjODbMev/6ebe1W+3YLLa6Ivh0Pl1Wh9ykaNHUGMGncnEcFo/Kge/cDhYLrc1NTEkfBWM163J6T5YbRQ9+5GUYUMt1mpxNNaVJDoRUsNSWzxsCr77b/RNx6LtGbdT/C+xWO52eToZiQ9V2VSSaiSJzLp4fCPHTV0fn3X4x0AJfJ+F0FK+U7JfbQAhwGhkYJZOsS5XRUOwA7ymvX72QksFm3Q4zTRKWhwf/38f/m4IscNN5qtTRxqaN9If7a6q5MxwfJidzrPMru2M8muaRw9UnyeqtCV9tQUu9Hny6kMBl8agIvku1X+zwORmWbViM1azaoqlOcbHZT/8aHvxToHYPPpZT35d2Q+A7fE68Div9wYQK7Hxrynz4wejgXLsjX8gTz8bJ5ZwAHBqJLuCV1Y4W+DpJpCdpKuR4JruJRCYH5mV4OrLkaZLjiXGcVuesBs3NrmZS+VRDwhxKh/Db/dgstuIJbDn0Zf3BsR9waeelrA+oKLwv0EckE6kpW8jMtun1qwnLf3j4MHu+9gxHxyqLZL2Nt2euoDSxW+0EHIGaBD6ZyVMQSQJWJySC0LkTgBavgyHZitOoOaQtmuoULZrYqDqGKA8+mUvO23glWQhjlQK/tEDTOoQQ9LV7lUUjxCwf3lxBXg3zO5POqIVTh0Yarw1VD1rg6ySVjeIrFJjCz0g4NW3RZGI4LA6swrp0Fk1yjA53x6yFFAupRxPOhIsLRJbLJGsim+BY+FjZAqWNTRuB2iZazWhrnX8d2XyBHx9Q9Xu++WR/xe09Nk9dJ+1qAg/Kh6/FopmIpcGSplUYC5iMCN5utTBp7cCbHil7jqV+T5YbUkriubgKSuJBMLLIajleUkqyhGmRVpW1ZFOi3NfupT9oPK7vKoiNwORxevw9jMZHyearr8Mw188kknb+wHo/jtgQY9Ezv+JdC3ydZPIxfAVJVLoZiaTA4QUEpKMIIRruALQYTCQnKtY0b3E2Xo8mnJ4W+OUiJmbFztIMmKLA1+DDn4qewmFx0OnpZN/xSaYSWXpb3Nz77CDhZBYi5bVFGo3gKy1qqXWx03gsjbCmaDPLFBsRPEDU2YUnH4VMHLvVjsPi0BbNDFL5FAVZUAKfmIBsArKpmmzGWDoH1hht+YKyYww2tnkZnEqSzRfKfPhubzcSOWe7TnOdQiEa58P2e/hN214ODZ95m0YLfJ1kZQJfoUAcN6OR1LQPX1KuYCktmmL/SCnh398JB+5bUD0asw4NgNPqXNIrFBOzo5aZ/w6qPLLL6qopgh+IDNDr78UiLPzwlWE8Diuff/fFJDJ5Hn/4e/CZbXDqmeL2HrunPg9+Ri34UmqO4KNphCVFWz4O3k7wTreNS7mNNFhjsZPP4SOeWT0RfCaf4cM//zDHQ8cb3kexkqSwQN44SaZCNV2FhpNZhDVJSz5dJvB97V7yBcmpyQS0nafel/7Hi1bfYKy6D2/WsCrEVKBwsTh6VmwaLfB1khVpfIUCMelmOGxcYjl9ZQXHlkoAJ5ITdHqMDJrJ43DsZ3Di0aJF00i5ArNUMKiVgMuhZLC5oKm0ZaJFWOhr6qtpsdOp2CnW+9eTL0h+/MoIv7ytk9dtaOXyvhYsL31XbfTaw8Xt643g56oa2O5urymCH4nGEZYsTfk0NPWU3Zfzq9WsRKYzaVZTBH8qeoqH+h/ivqP3NbyPosAXSmr0JKdqSvUNJ7NYLUn8+Wx5BG9m0gTLffhuY93JXJk05klfxNTvi60nODxUe/vARtECXwfZfIG8yOArSApOH6NFgfcveQSfyCaIZWPTEbxZ6TI2tqCSwWazD5MzUXDsth/fxr++9K81b98f6Wetdy0um6vs9r5A37wRvJSSweggvf5e9p0IEoxnuOFC9QV93xXdvCFnVL/u/0XxMfXabnN68K42YtnYvJN8w2Fj/UE+DZ4ZTZ9NwTcjeLuvoaDi8OThoje8nDDHtG943zxbVueRo2oi3ZsvqRGTDNWUymwKvKdQbtH0tZm58MZj+66C6BBd6SRWYZ0zF95s1+dOqc+RjwTRoUP1v7A60QJfBxPRNDlLFl+hgNfXrDx4KBP4pYrgzRTJzz80wiunwzC4X90RH1dFliy2ui2afCFPNBMtevDAopcMTuVSPD3yNAcnD9b8mJPhk2X2jMnGpo2cjp2eUzyDqSDJXJJ1/nX86OURXHYLu7eqeYvrHa8QEElO2M9Tx8+wPeo9aZcJ/EN/AU/8U/G+Whc7jRorpv3p+CyBd7QoSyA7dar4PPVG8Mlckt988Df51qvfqutxZwPTzjg0eajhEhufeugFADzZks9CcqomiyaSzCIsGTwFCa0bi7e3eh34nTaVCw9FH9428CRrvGvmFnjjpNVZmA4UWiZfVH7+GUQLfB0MhkMg1CpWX1MLIxHjw1Mq8Es0yTqeVG0PEykvjx2dmI7g4+MIIVQ9mjqzaKKZKBK5aBF8pZK2JyMnkcia+2RKKemP9FcsMbCxaSMSycnIyaqPN1Mke3y9PHRghDdt7cTjsAFgffU+krZmPh6/SVUIHXgKUCfteiN4q7DisrrgxW/Dzz4BUWPhTI258OOmwKdi4G4tu68t4GdcNpEOTgt8ve/Jq8FXyRQyxc/NcsIUQ4nkmdFn5tl6NolMjlRevV/OVMlxSU5NT7LOccIOJTLkLTm8sqAKChqYqZLFTJr289X82/CL89aFNy2aLpmgYHWQtfm5kNc4Pn5m7U4t8HVwOqIiYK8s0NLUMm3ROGZ48Etg0Ywn1BdV5gIcGRyD0VcAATF1e4urpe4I3lzxV1pOt1EP/smhJ7ni21cUx2liNimvtWdsMBUklo2V+e8mtaRKDkRUBk440sR4NM3bDHuGTAIO/4j45ht4qrCDgrDBCVWQrJGFTl67F5GOQnIKcil44h+B2uvRmJUkfZnZEXy738GQbKMQbjyCf3n8ZYBladGYnwWrsDZk00zGMwiLCr6mRkvq76dC02s55vgMTyWTSCFx231gL2/OUcyFB+XDd26H0VdVLvwcHrxq9uGgU8SQnk4yXRdzseXYGZ9o1QJfB8MRI5dWOOhq9jAWTZHLF9RZ3DhDe2xLY9GYkVgh5yc3+DwUctB7OWSikE3S5mpjIlF7swmYzptfjAh+3/A+krkkL42/VHb7sXB9Am9Oom4MbJx1nyn6c020noqewiIs7D8KTpuFX95mTEq/9jBk4xR23EQCF8HmC4s+vNvmJlvI1lxvvlgLPmRcSfi6YP9XITZecwQfShkCX5DgKY/g283VrBElKI003n5pQr0PC2nGfqYwTzqXr7m8cYG3KoGPjk2A3QPCUh7Bz/EdnTBOrt4ZV04AG9s8DIWSpHNGW87OHTD2Kt2+bsaT46RylXPbY9kYNuGlQ0Sw+NpxbdzFNjHAa4Nn9gpKC3wdmB12/FYXXQEXBQkTscxsD34pIvjkOAIb5D2siarojK1vU79jY/T6e+dM46pEaaExE6/d29iE3pRqqTfTazdT4WoWeCNFckPT7AjebXOz1rt2zlz4U9FTrPGsYd/xMFdsasPnVPYMB+4Dbwe+rap8cH/gdTD0PKTCdZegiGViyuudUmPlLXdCNglP3kWrIRrzRfARI2DwFQqzI3ifk2HZqnqzSonXUf9J9+UJ9Rmp1Ro7m0QzUVxWF1f3XE1/pH/O/PJKTMYzYETw2clxpLcdXM2QnMJusWMTtjm/o5NJ9V2uNEne1+6lIFGpkqAEPhWix6q2HY5X7s8ayUQQBRdrbFGEtwPrusuxiQKpgefqem31ogW+DsxKkj67hzUBlcExEklNC3yhoFLqssmaaqIs7tgmsOQDuO02LhZHSfnXqw8fQHyC9f71hNKhmrvZwLTAl0bwHpunoVIFRyaPALMF3ozgY5lYTW3n+sP9OK3OWSWRTTY2bZzTohmMDtLjW8fR8RgX9hgnrnQMjvwYdtyIx+XC47ByyHkxyAKcfLLY9COZrU3g4zkjgp9SEfxQ51Vwwbvg6X/FmYrht/vnjOBT2TzpQkma3wyBb/Mpi8aeT0AqjNfmJZ1Pz7mSspTxxHhRNM3sjuWE2Rjj9WtfD9SfTaMsGpX73p6NELc2g1sJfC2pvqGk0cu1Qu/UDW3qZH9q0vgsGCuMe9Lq/2o+fCwTo5Bz0Sai4O2AnssA8AdfqOu11YsW+Dowz+x+u5c1TYbAh1NGyWAJWbU0OidzdbePWyhjiTFyWR+7t3ZwieUoQ94LwGesao2PFQtrzVcUqZRqEXy90eJUaoqx5BgWYeFQcDo1LJvPMhAZwGPzIJE1+cEnIydZH1iPRVT+6M5XdOxU9BR+axf5gmRHtzG3cOQhyCVh582AypZ4SZwPVieceLTuCD6eieN1eMlP9hPDwyd+OgRv/JBaTfnUF+Zd7DRuLHIC8MvCLIvGabMSshvWUuR0sSxxre+Lac9sbdm6LCN4s276+S3n0+Js4emRp+t6vOnBOyxOOi0xhnI+cLdAcrpcwZwLnVLVI/ieZvVZGAwZnwUjiOqJKfuzmg8fzUTJZB00FUJq0Zqvg6irm82ZQ+qK4wyhBb4Oir6ow0+XEcGPRkrq0aRjS1YyeDQxTi7j55quDGvFJC+JLWqlHUBsjHUBJfD1tLULpUMIRFmTAq/dS66QI5Ov/UNp2jNXdV/FWHKsGL0ORAfIyzwXdVwE1Dbh1x/pr5giabIhsIFELlGxuXU0E1WLvXIqIt5ZKvDeDlh/JQBtPicjCWDdLjjxaN2duszem8HBI5wsdDAwlVSTcdveDs/9O62u1jkj+HGjDo0NC07J7Dx4IOUxunaFT9ddUfKl8ZewCRu71u5SmVJn+WpzPswI3iIsXL7mcp4afqquMU7GM1isGbwOD2ttcY7GXEh3i5rwZv5Mt2jGTHOd3Zyj0+/EbhUMmQLvaQX/Wjom+rFb7FVt0EgmSiFjwy4z6rMGpLouOeMTrVrg66DoizoCtHkd2K1CrWZdBiWDxxPjyJyfHQVlhfw8vr74QSI+Rq9P5U6bdVxqwVzFWhotN3ICOzypBP7G824EVH4zTGfQXNJ5CTC/D58tZBmMDs4p8HN12DFPbtFYEz6njXUtHigU1Irfzb8MFvU6270OgrEMbLwWRl/Gk1cTajVH8MYkay54glOyk+GQMfHWeznEx2hzBOaM4Ceiqg6NVxjzAxUm+9JedcImdLLuipIvT7zM1tatdLg7yMncsmvYXdq79PVrX89YYqw491ILk/EMDnsWr81LkwwxkPYQkd6iwM8XwZspje4K3ZcsFsGaJhenp0qOWecOLONqorXaFXIkHcVZML5HRjlvd98uesUEJ/trb1RTL1rg6yCejSGkxONswmIRdPpdMyL46HST5rM40ZrOp4nnoshcgN74AXLCwY+DnWSEQ5184hN47B463Z3FNMFaKK1DY1IsOFaHD39k6ggd7g6u7FYRsunDHwsfQyCKEfx8An86epqczM3ZZs88kVWKpEyBHw162bE2gMUiYORFVUp283XF7dp8DnXZvFE15HaPqxNUrSe1WDYGBQetmWFGLF0E4xlS2Ty0bVb7xzpnBD8RyyAsKfzCqt4/o5phKbamNSRxwuTxuqp85gt5Dkwc4ML2C4siutwyaaKZaDE194q1VwCVffhENsFTw0/Nul0JfAavzYW1kGWSACcSjmJFyfkWI2ZzRhaNM1Dx/p5mN6dDJQLftQPGj3BB6072j+wnX8jPekwsG8VjTjEZgZdvs3pt6ZONr9idDy3wNVIoSJL5OF4JFpd649c0uZQHb9aEz0xH8GfTojFzyws5P82TLxJp2UEib+XIqDGhE1PNLNYF1tVl0YQzYZocTWW3NVJR8vDkYc5vPZ+AI0CPr4eDQSXwx0PH6fH10OFWH/j5/OBiBk2FHHiTbp+q01LJCzVf+4lh17T/fnSv+r35TcXtWr1OgvE0svtiANxG96RaIt18IU8yl2R4NIZLZOndtA1AXem1GgKfzxPJRKpOik7ElAfvQ8zy303a/S4GWAOTx4sRfC0WzbHwMRK5BBd1XFQU0eUm8KW9S9f519Hubi9m/ZTywLEH+L2Hf2+WHTcZz2C1ZfAIOwC+ljUcCduUB18ozJkoIKWkkFfHw1NV4D2zInjyaXa3bGMqPcWL4y+Wba86fGVVyiuA1ygnsvaXyAsbb3D1z3k8FoIW+BoJJ7MgUvgK+aKgrwnMjuCXoi+r+QH3WQLYRl7Asu5yAF4dioCvE+LqBLDev74ui2Y8OV4sVGZSLNZU4wksm89yLHyMrS1bAdjeun3aogkfY3Pz5uIk7nwevJnfPpdF47K5aHe3V7RoBqODNDlaSKTt0wJ/7Gew5kJ1nAzafQ6yeUkkawG7F09WWSy1vKemyI4Nqwi9e6Mh8KFkcVVkW0aJQzWbZjyaxmbP4C/Iiv67GqOT4/lOCsFjdVk05gKnsgh+GU20SinLInghBF2erorHymxRaTabNzGzaDzCCoCzqZORrBuQkA7PmeobS+ewCiODyV352Pe0uBmNpsjkjJDcmGi9WjqxWWw8cuqRsu3Nz3ULRmRvCrzdjXXNBZzvPnOrWbXA18hELI3VokoFm4LeFXAxEkkhK1k0ZzOCNxY5XezMQy5F4Lwr8TqsvDIULo/g/euYSE7UNLZcIUd/uJ+NzeULiupt+nE8fJxcIVcU+G2t2xiIDhBOh+kP97OpeVPNkWR/pJ9WV2tZVk8lun3dnI7OFviB6ABNNjU5ubM7AKkInNpXZs+AsmgAgrE0uAK4M+p41RLBvzalmjV7wmoSumntFgB1Se/wQKCHNiPdtppNMxFLY7Ol8eVzFf13UAJ/Uq5BhE7iNYqu1STwEy8TcATYENhQrBK6nFazJnNJ8jJfNrHf5m5jMjl7FbYp+rMi+ITKg/eiGt8IbzujWaMwnVGPptp3IJzMYrcksEmJo0oE39vsRkojwQKgYysIC77gCXat2cX/nPqfsu1NT3+t1YjgS1tqvu8n8M5/rvg8i8E5IfCPnHqE239y+4KyBcZjaazWBP4SgV/b5CKRyRPDyJddogjejGQucqjFHZaO89nRHeDAUEQJfHzaooHaMmkGogNkC1m2NG8pu71egTczaLa2GhF823YA9g7sJVvIsrlpM26bG6uw1iTwc9kzJj2+nqoevCXfjt0q2NLpVytVCzk4b4bAe1XfzGBcLWLzGAJfy4nRvDy/KKuiu/be8wCmS0u3bqI9qt6PahH8hNHsw5fLzhHBO+iXXYh8Bm9SHbda3pOXJl7iwvYLEUIQsC8/i8YcS6nAt7paKx4r8wRZWk8nly8QSmQpkMJrfN2t/k5GMsZ31KgoWe1YqUqSKdwFiXDOLvcM0N2s9jVo2jR2t7Lfxl5l97rd9Ef6y9ZimCfQHqtx9e/wTO+swvzKYnJOCPy+4X08MfREzd3sKxGMZbBYUngLcjqCN3PhU0a2wxIJ/HhiHCkt7LQbH9rmDezsbuLgcISCt0NlD+SzrPer/qW1CPzRqaMAbG7eXHZ7vR784cnDOK3OojBvb1UC/+DxB4v7F0IQcATm9+DDVVIkx4+oVacGvb5eRuIj5ArTpWIT2QSj8VFSiRa2dPpx2CzKf7d7Yd0VZbubjuAz4AzgSscQiJoi+OfHXoBsO7ub0uBbg9Pto93nYDhsPLZ1E21T6uqiegSfQYoUvmyqusD7nZyUXQB4jJIF83nwiWyCY6FjXNhxIcCyjODNsZRF8K42JlOTswI0s7ZSaQQfSqp5jaxM4DWynxyBDkLSEGujJnymkKm4ViWczGKxplShsQpZNKAsGmD2ROvoAd60Ts3llEbx5mKybkuF0s9nmHNC4M1GF/UueS7FjKpKI3hzNetwTILVoQR+CfLgT0fHkDkf68W4WtDhCrCjO0AikyeIYWfEJ4qLnWrx4Y+GjiIQbGraVHZ7LQ0TSjk8dZjzms/DZlEnwQ5PB22uNp4ZUVUCzQJhAWdgTqGJZqIEU8HKGTQPfQS+t6f4b4+vh7zMM5qY9maPhY4hkUxMtk7nvx/bCxuvmRVFTUfwyqIR6WhNTT+klDw/9gLZ+Ho22SagRZ3UupvdnA5NR/BtcSVIlQIOKSXD4QR5kvhy6aqTrG1eB/0FZTdZpvpVwbHM3AJ/eOowBVnggrYLgOmGJMspgq8k8K2uVnKF3KxxmifIUoFXZQpSZGWKLgnYPfj9TYQxFi2VlAyu9B2NJLNYLGlVKrhCRy5QV+7AjInWnTDVzxq7n+2t28t8+AePPQTAJpmcTl0+S5wbAm80upir2tt8BGPK1/MVCmWTrFBersBcFHM2c4tPR0eRuQAduRFoVqJiitiJpPEhjY/hd/hpdbXWlCp5NHSUdf51s5pq1BPBSyk5MnmkaM+YbGvbhkSyxrumuL+AIzCn0JjvnZnn/j+Hxjhplm0NHlV1X+LqC9/jN3LhS3z4I1NqfUAo3KEmWIPH1GNm+O+gVrLCdARPOlJTTfhT0VNEMiHyyQ0EUqeLk6prm1xqkhWgbTMuKfFaXRUj+FAiSyqXRlKoWIfGpNnjYIQWchYHTB6nxTl/tVCzjLJ5UrVarPjsvmUp8KUVTCtV4JRSVozgg7EMFpua4+jKZsHTTrPHTtiM4FOhOQuOhZNZsGRUiYgqAu+yW+nwO6cXO4FayIaEsUPsXrebF8ZeYDI1yT2H7+GB4/eRntjN1lxCC/yZwPwgVCsEVAsTsTQFq+rmZEbwnQEV6Y2GpwXeZrHhtDrPukVTyPnxp4agWdkwWzr92K2CI3FDoI2ywev8taVKHg0d5bzm82bdbrfasVvsNQn8eHKcqfQU57ecX3a7adNsbpq2f/wO/5xCY9oPAUeARCbH+/99P3c+eBDyWQgbfvuQKtxUabHTkakjOCwuZLaFnd1NKnsGZvnvAA6bhYDLVpxkJRWpKYJ/YVzVFRHJHhyJ6ZPt2iY3QyGjPpGZKmnzVBT406Ekwqqi/UqVJE0CLhsWi5WQswcmT9TUCvBU9BRWYWWtb7qOT8Ax95XT2aaaBw+UTbQmcglSeXWcSj34qUQGYTcEPp0EbzvNHkd5BD+HjRpOZilYMniknE5/rkD3rFx4oyn6mLJpJJJ/ev6f+OTTn2R70y4y42/BnZ0s6617NjinBH4hFs1YLEZBGFGV4V267FZaPHYVwTv8S1YyOJQJQs6PIzpYtAUcNgvdzW6OJYwJnXjtAp/JZxiIDHBeS4nADzwFP/97oPZ6NOYKVjODxmRbq0od3NQ8bf/MF8Gbz+ez+3j25BTZvOTR18ZJjp8AaaSfnX4WUA24LcJSNtF6ZOoIzbb1gIXtXR54+V4lwK2bZj4VoLJU1CSriuBr6dT14tiL2IWb3qwVIQvF96Kn2U08kyeSyk2nSmKtaNEMhZLFOjRzRfBCCFo8dsbsPTB5nHZ3e8XyDKWcipxirXctdou9eJvf4V9WaZLmZ2C+CN4Ue5uwlZ3YgvEMwozgUxEl8G47GezkrO6ytn2VPsPhZBZpyal2fVUmWUFl0pQJfEsf2Nww+irbWrexxruGe4/cy1rvWt7U+ieAwJ6a1BH8YlN6KbcQi2Y8ZtbnLn/ju0pz4UtKBp8tiyabz5IqRGjGicini1EjKGE5FDUieCOTZr1/PSPxkTnb2p0InyAv8+UR/HPfhP9RZW9rLRlsZtCc31oewV/YfiFWYWVH247ibfNFkuZ9PoePJ4+pL3QqW+DAK0Y1PmGF0yqCt1vsrPFMt1CTUnJk6giWbDcb2jz4n/x7AzDmugAAIABJREFUOPUUXPN/q6YNFWg1yxU4A5BN4La6aorgfWzmYr/xOkyLptmYqwmXpErmCxUj7qFQsljqdi6BB2XTDFnWwuQJ2txtTKTmEfjoKdYH1pfdFnDOfWI925S+zyaVauibYt/X1GckGagJ2Kl4BosRwXfGQkWLBiBlC5TVhK8m8KqbE2perQo9LUrgC+biJYsV1v4SHP4hIpfm+g3X47F5+Mc3/SOjIQtrnRlEIasFfrGJZWPFbIoFWTRJo1SwnLZoQAn8WDRtCLz6otTbAWghFD/odiOTp6TFWG+Lm6MhVGRRsppVIivmiZscDakMmjKBnzTSvqZO1tzV6bHTj9EX6CuLxkDlqT9w0wPcsPGG4m0Bp8qiqZbKWhrBP3k8yC/1NtHssdP/2gG1waZrVQRvPL7HP91hZywxRiQTIRxu5z2BF+AX/wCX/g5cemvVsbf5HMVJVgCP1TGn7RbLxHht6jVEpo8dbsNKKLFogGnPtnUTbelE8b2TUjIQGUBKyVA4hd1hCnz1hU4ALR67yqTJJemwuAinw3MWgRuIDhQn2k389rmtsbNNNKPmsUqvMpqdzViEpWyOwTx2W1u3kilkipkqk/EMTmeUVlcr9vg4eNvwu+wIAUmrX0Xwc1o0OXKWvFokVeXkDyp4yuQKTMRLAqU3fVQ1eXniH/mTS/+EH978Q85rOY/+YJwLmo33pTQH/iyw6gXenGD12DwLsmhCRglRX0GqDjEGnX7n7Aje1ljTj0Q2weOnH6/rMWYO/Hk2QxjLIngP47GMSpUsWc0Kc2fSHAsdwyZs5SmJUyeKv70277y1aI6FjvHs6LPcvOXmivfPLPnrd/jnLHxlRnYW6eKlwTBXndfOddu6iI8eRdpcsPUGSExA2Oy52lM8iZkTrK6pAnvG/l7V4r7h03N+gdt8zukIHnAL25wR/MsTLyORxMM9KoPGYoeAKpvQ02wKfEkmTTJMKB3i/qP38xs/+A3eft/bue/ofZwOJWnzqRx6X6GgsqKq0OxxcDSnVuC2GymB1Xz4cDpMJBOZJfDLMYL3z0hPtFqsNDubyywa83Wa9p/ZrSwYz2B3Rulyd0A+Dd4OrBZBk9tOzOKft6tTOJklayngtcydnz7rPQXYtBt23AS/+AcckeGitXQymGC73zgReLXALyrmWX9723am0lMNRdbxdI6M0YDBb3WVCUNXwMVELEPB4VONIwC3vbEI/v6j93PHT++Ys3nvTMw6NOcbl/U0T3+Be4183YyzbbbAz5FJ81roNTYENmC3GlFUJgFR4+pn8kRNFs33jnwPu8VerCA5H/OtZjUbWb90KkG+ILlycxtv3dnF2vwwCW8v9LxObWj48D2+HsaSY6Tz6aLAf77wPYTdDb/+TbA55xxPu9fBZCJD3rha8wjrnK/5hfEXEAgmgmvpZVy9Dxa1VL7D78RmEeURfEp9Vv7q8b8ik8/Q6e7kweMPMhRK0uRVYu23e8Fqr/h8oCL4g2klGO1pNbZqPrw572K+/ybLbZK1tExBKa2u1rJJVvN7bU7gm697yvDgu8waSkbE3Oy2E8E3b5pkKJEkKyQeS/XjDtOLncpSJQHeeqdqD/jjvwDUwqtTkwk2eoztVppFI4SwCiGeF0L8wPi/VQjxEyHEa8bv6iHIWcD8IOxsU7PcI4n6o3iz+BOA1+Ypu68z4CRfkCQtngVH8Gb53Lk6Es3kuLFoZquMqd6fJU2CTYGP21uKWTRNzib8Dv+cE61Hp46WT7CareeMv+ezaJK5JA8cfYA3b3jzrFo21TC/1NU6TkUzUXwOH/tOTGG3Cl63oYU3nt9Bn2WMAdkFXRcoz7RE4EHNuxyZOoJPNHEJp+HNH4OmnnnH0+p1ICXEUO+3G8ucEfyLYy+y3r8JCi7as0NlV1JWi6Ar4Jpezdq2mTcmkryrZzdfevOXuO/G+7hpy03sH93P6cgYPreyFL2u5kpPVaTF6+BwsglpsdOeUJUSqwm8eUKfZdE4/CRzybPeoKYalSJ4YFaTlGAySMARKHb2MjNpgvEMBWuILmO9hhkxN3kcTElveePtClehIePE67HOHQBML3aa8T1v6lXNXQ79AF77KUOhFLmCZJ0jXjaes8ViRPD/F1Dah+0jwF4p5RZgr/H/kmEKvDmhNxJrROAzYKSu+e0zBN6vJtBi0q26AuWzDU+ymtUSzXzlWvjhiR9SyLSwOTdRJiow/SGcsrQUJ1mFEHNm0iSyCU7HTpevYDXtGYtdWTTzZNE8dOIhotkov37+r9f8OuZbVWnWWFf+ezMehw2XzcIGyzgvxFooWOyqaNhptaK1NFXyyNQROo3Vxvatb61pPG0+9QUP5dX765HV1zYUZIGXxl9inUelf/pTQ8UMGpPuZldJBL+ZNfk8f911LVf1XIUQgrdseAsFWWBKPI/bZQh8lWJXJi0eB8m8QDavp80of1BtotW05Hr9vWW3myfW5RLFl1aSLGVmk5TJ1CRt7raiDWKe2CYTMXLEWWMxBNo7HcFPFlRNeLfNjUBU/AxHjKtw7zwC3+S243faZkfwAFf+oUqH/fFH6Z9Q++uyGcd3JXnwQohe4O3Av5XcfCPwDePvbwA3LeQ5ForpwZsR/FC8/kyaYEkE75vx4TNz4cMF4wNhlCtoxKIxI/daI/jnx57naOQAmcmrCSRni8qagAurRTBeUDXhKShvd66qkifCJ5DI8ho0k6oxNuuvqMmi+d6R77GpaROv63pdTa8DmLc2eTQbxWPz8srpMFduNoQvNsr/z957x0l2l2e+33Mq59Rd1aF6puNkjUaj0YyEAiBAEkkgBCIbg9f22rBrfL0Ou/bevXev8QXv/XjXNqwNazCYDAYkBDIgJFhQHIWZ0SRpQqfp3F05p3PuH79zKnRXdVdP6pkxz+ejT4+qqquru+o85z3P+7zPa1HznCh0cOhcXMg0M4dAqVQJfjwxzlhinK3ZJAv2EXB1tfV6qnEFZfG+2jSCb7Y3djQ+SqqUwieP4CaDqRBbcbLt9tiY0eMK9EZ4tPY+b/FtocfRh9F5FLOpgF0Fwxpk4NPcIQV3P4GYOGGvJtEE7cEVg2tXWqJkywpeiyvQEclH8Fv9uM1uzLKZpdwSqqoSL4hKPqQKeUwnVJ/dxGLZDuU8Ujnf1Paqqipp7TZ9Yns1CCdNfuUdRouo4pdOkRkVefUBkmDxXPLsmeW40Ar+fwB/BNR/6kOqqs4CaF+Dzb5RkqTfkiTpeUmSnl9cXGz2kIuCaD6K3Wgn7ApjkAzn5aRJ5Ep1BN+oD+qr+2Jl7cApps9LokkX09XLzHYr+C8e+yIW2YkS34spPbOCVIwGmS63ldmSU3jFNQ2zz9XHTHqm6WIC3UHTUMFHx8RW+p4bID6B3SCmOps5Xk5ETnB06SgPbH0AaZUm5nK0o8ErFSGH3TIYqL0uYJoQPzk+Bz17oZSBpVN02jsxy2Z+Of1LKmqZ24vzFDa/tulzN0OHVsEvaimENo3Y8+WVB7S+OJxiLzcZhN5f7Qlo6PHamEvkha1Os0oSPVu9X5Ik9vhfjcExSp5F4dZaI7fEaxdkkXFswhQdF43IFk3Wc6lzK/R3oO2o5suFZDHZVIMP2AJky9nqVVQ0HyVgDSBJUnUGIF0oU5aFVBXSiplqBW83NyRKOoyOFcdoulBGQfSy7HVSZyusGHaqx9Y3gcGMb/yHWE0ytlLsssszcAEEL0nSW4AFVVVfOJ/vV1X1c6qq7lNVdV9n56VrPETzUfxWP0bZSNAeZDZ9ngRvKGBRwWRprC46NSJYKmlnZi2PplW11wo6qbtMrrbWk40nxvnZuZ/RI72O611FJLWyooIHocOPF/S4AnEC8Vv9VNRK03CqM/EzmGVzo1YbGwP/gPivUsShVKiolaZe+m+f+jZWg5W3DL6ljd+6hirBt6gk08U0UjqN3aCwd7Ov9roAf982fnpyvqHRKksyPc6e6sLmHaU8HXve2Pbr0eMKFori/bVXhGzS7MQd1zYFxVJmXm87JXoBffsbHtPjtVKqqDVbnX9QxCXUYbP1AJKkcDz2LK5KpeUUqw6fRvAJWx8UU3RYvKtW8Ms98LD2ldPlhKIqpEvplhU81CTXSC5S7e902DvE1HSmVBtyKhaEPViLG/DYTGsmSopCTif4Nip4r43pWItCzuaFodexZekxBvw2pMziZW+wwoVV8LcC90qSNA58A7hTkqSvAPOSJHUDaF8XLvhVXgBi+Vj1g9Dt6D6vCj6ZLyPJeRyqWtu/qsFslPE7zCwUawSv59E0q/ZaYSwpyOq28G3MZebW1PD/6cQ/YZJNlOOv4iaPdnB6Vx7AvT4bZ/RpVs0Lr1dtzRqap+OnGfQOVsPBACHR+AbEf4BDi89tpmH+4twveE3fa1ZmthczMN7aAuoyu5CQqn7m5UjnY2xJHeP3A89gNWmX39ExkGS2bN3B2cUMC5aweH/qGq1lpYxBlQiWjNiGbm3585fDZzcjSbCYVcFgwaZtX2r2vsQLguAXEwYOSMchvL+h2Q31XviaVbIqfWlQ8r0oRT9ltSySENckeCHRLJqEHBUw2JoSfLYklpAvb7DC2ldOlxPZUhZFVVpW8CCIvVQpkSwmq7d1WEVMQyRTqA055TMNhOq1m4hTS5RsJtE0EHyLJMl69PpsJPNlUvkWDepd78BfWeS1jnGxFvJqquBVVf2PqqqGVVXtB94DPK6q6geA7wP6BMmHgIcu+FVeAKL5KD6rqPi6nedJ8LkSJlOxIUmyHkGX5YIjg8cT48iSzO29twOr2xgjuQgPnXmItw6+lbF5mZ12QTDLJRqAsM/OqYxGNpmakwaaE/zZ+NlGeaZSgvg5QUh+jeC1/PHlB0g8H2cht1Dtd1RRzMJXH4AvvgnGftH0d5IlWQRftajgU8U0LkXhDfLztRtjY+AJc2BY6OrPjMWhZ091olXX4fuLFWY9N65pjayHQZbw280sZYpgdWMvl5r+ziAI3m60k4zG6C+dFQmVy9CjT7PWWSXJLkG+9h7MJPIYc2JNoGuNKVYQLhpATLMCHarclOD1hvpqBH8lSDTNkiR16EVaJBepVvF+DPDU39Jp0yr4rLBIOowubLlYQ+6LCByr5dE0MwrUS7GOJieZ5Wjqha9DZeRuCqqJOytPiGPvaiL4VfBJ4A2SJJ0G3qD9/4ZheQU/n5lvqj2vhkSupG3YqTTNp+h0WZjO1hH8eUQGjyfH6XX2Vn29q8k033zlm5SUEnf3vZtcqcKgKSK8t57wiseGfTaWFO3DuqyC1ytPHflynrnMHAPuui1OiXNCv/cPgDsMshFnLt70+0/HxTajEV9dg7ZcgG9+ACaeFANiz/9jy99rtaGbdDmHQ1HYlHxBbGKC6pXFzh43TouRZ0YjQqaZPwaRs9VUyZ3FLJXBO1v+3FYIOM0icMziwlYSlV2zCj5RSOCxeOnPHEZGhf4mBO9ZliGu7Xtl9OfVx8zEcwQNYt2iow2C99pEBT+ldoBkoKNSrjYb69HKAw9XlkTTLGhMR71Eo9slA7NH4Sd/RkAykCgkmE9mkExJOm0hYSqoa1KLwLFaoqTduNLplsyVMMuC9B1rbA2DVaySGuYKZn6m7GFn/GdaBX91STRVqKr6c1VV36L9O6Kq6utUVR3Rvq6eYXoJoaoq0UJdBe/opqyW1wxlWg5B8LmGdX31CLmtnMteWAU/lhij391frbJWa7QeWjjEjsAO8lnxoe9W5gX5NhmKCXttJHCgSMZaBa8NgSSKjRW8TtgdtrpKQ5cRfANgMIJ3E8MZcSDqWTM69IGianpkpQTf/rDIXb/3b0U0wMmHxcHXBK0CxwqVAmUquBQVWSmJ5wMh0fgHMBpk9g/4eeZsBG78dSHTfPWd9JrE77mlWKL7xjc3/ZmrIeCoTbPaNbmtlURjN7q4WTpBRbZAeN+Kx3jtJqwmueaF778dnF1w5JvVx8zEc/Q7t7LdEWaoVF6T4I0GGZfVSDQPOEN0lkoUKoUVvRXdMdWsgrcarZhl8xVB8KtW8Nrqwki+VsEHMsIh16lnzaUWkI0Jup0awddVzF6biXhdBd9KgzfL4pi1W9sgeK2CH11sbhmeWMrww8oBbIUlUJXLbpGEa3ySNVVKUVbKDRU8rD+TRiwBaE3wQZeFibSmC9ftZW3XC6+oCpPJSfo9/dhNdkL2UHXBdDNE81E67Z2cWRAHsqeJ71pH2GdHRSZv9le98K0kGt1S6q0fsNGtfJo8g2+AcGIal9nF8cjxhu8/HTuNz+KrnSB+/kl45Yfwxv8Gez8oyFcpweGvNX2traYq9UUWDkVBMVrh5UeEtJGLVvsCNw/6GV3KMG/ogvd+AxLTbP/lpzGpsLngxNu7renPXA1+p1kskLC6sRXEe9k0v6SQwCy5uEU+QSrYXAqSJIker6222Uk2wO53wekfQyaCqqpMx3L0+ux8Y+tH+N14oq3tPz67mVi2CM5OAkVx8lhewJxLncNv9TcEeNXjSkmUXI3gLQYLTpNTVPCaUyiQFAtdOrSrq9nMIrIpQY8jJD7rdYvUvXYzaWwokmFVicZkyCKpKtY2BvSCLgu7wx7+5rHTtd0EdRiPZHlM2Yui9eSuFYnmioFOWBdK8IlcSaxQU5qv8Qq5rSR1H7xmk4T2JZq5zBz5Sr6a/dLv6V+1gtctYqcXUnQ4LRiT55o2WAG6PFYkCVLG2jRrK++zvvnKa6kj+Ni4cCM4Nf+4fwApOsHOwE6OLzUS/KnYKUZ8I8Ieqapw5Bswcjcc+C3xgOA22HQLvPDFaihYPVoRjV6ROhUFdeubBSkunam+HoBbBsXB88xoBDYdgHd8jr6pQzw3PonNeWDV3JlW6HCYWUoXwOLGVhQHcKsK3lg2sV2ebKq/6+jxLPNN736P2Al7/Lsk82UyxQq9XhuyJoG1R/AmYlmRUtihTWGuIPjkuRUDTvW4UvJo9Aa7vit2OfRhp2oFHxXSU6f2ey9kZpGMaUJGO1SKDcF7Qs6SKGiJks2szILgc9hUFXmVqGAdkiTxmfftRZIkfvvLL5ArNkq/E5EMZaMdaeQuccPVKtFcqag2Y3SCd54/wZelfMOyj3oEXRYUZCpGe6MG36ZEo1fr+qadfnc/Y8mxpj5zRVWI5+P4rX5OL6TZ0WmC9FzTBisIl0+X20pU8lbzZIyyEZfZtUJD1+1+PktdukR0TBwosvZR8Q1AIcEuzxCnY6erVklFVTgTP1OTZ6ZfhOQU7Lyv8QXd+OvC/z3+yxWvtRXR6BW8WZEx7Hy7qN6PfK32eoAdPW5cVk2HB9j5dsZv/I8YgMrW9cszIKZZk/kyFbMbu0YirZqsjqwWRre1tdc+7LMxtpimWNbss127RMTCka9Xp1x7vDah14KYPVgDXruZeLYIjiAdWuLpci/8ZGqyqf6uw2V2XRFNVv3k3qyCB+Gk0St4q8GCLSWGFgMZcZzPF4XttEt3J/tqvSS3rTFR0mFyrLAyJ3IlLMbVtzktR5/fzt+89wZemU/xH7/7UsMxOx7JsMlvR9r7QZCNLXcPXEr8qyB4XYN3mBy4ze51e+GT+QIlCiuy4HUEtWGnsskplkOss4LXLZI6wW92byZVTFUr6nqkiinKahmf1ceZ+TQ3ejS9tYVEA0IrPKd0VpMWQejwrTT4RolmtCbPQPXfO00+ymqZU1Ghu0+lpsiVc7UG64kHUWQT307voqLUnah2vE0Q1wtfXPE6W2nwegVvVK0wdCcYLDWZx6+vn5M4MODnmVHxniuKyr8fv5U3mT7Pntc0T7RcC/o0a162Y9PIZ3kFX1EqpIop/NkIWawY+1bq7zru2dVFMl/mx8fr4jKufw9Mv0DinLga6vZaBcFbvaLnsQb8Dk2icXTQkRaVe30FX6wUmcvMrUrway1buVyoZsEjwRfuqW3d0lBfwQfMbvRrskBS/D3jFdEvChW1WYO6Ct4gS7itJjJaoqR+jNa/n4lcGaOxgENRWy7cboZXb+nk/3j9Fh48PMOXn6ldeU9EsvQH7DDyBviTyYYgwMuFfxUEXx94tV4vfKFcqa4GW80mCVDQAsd0H/x6KninyVl1CuhSTTOZRncQGFU3qUKZnXbtJNCiggctF77og1ysGojmsXhWaPDxfBRJBfexB8UNqiokmrpKSP/3TlWQz7HIMWBZg1VV4eT3OWK8nj/8wSQf+sJB4UYB4Q+//r1w4vsrmq1us5tCpbBigEqv4I1YxQl28NVQ0vZb1r0fNw8GGFvKMJfI850Xpzg6neA333QzdvPaRNkMAc2GmJEd2LS46OXvabKYREWlLzfLKcvOVdMf7xjppM9v4yt1JMB17wJJxvHydwCtcZeNtCXPgGjexjIlcAZxF3MYZWMDwU+lp1BRV5dorpBEyWQxicPkwBibgMmn4Tu/CanayTBgFYFjkXwEv6xNpQZGMMXP4bP4yEvi7xrKJcUCGE8joXrtJlJSY6JkvQ6fyJWQDUVsauuF263w0dcOc+e2IH/+w5Ocnk+hqirjkQybA9rzrPP5LhauaYJfrsHD+gm+wRurtiB4LY8mJ9mhkF63TXIsKRw0+mi/TvDNGq16ZGomKz7gg7J2AKxSwYd9dl7Ja1V5XFTxHotnpQafmcetVDD+9P+CbJSvP35QBKjVV/BaVdSVEpOEug5/OnYaCUl46Odegtg4X8/cwO0jHTw3HuXNf/MEz49rhqp9HxbWyy+/HRZPVZ9avzRfTjZ6BW+StYNkq7YopP7EgyB4gJ+enOcvf/wKe/q8vO36tZMjW0EPHEupNoyomGXzigpev+rpLy0x5W5dvQPIssT79m/m2bEoZxa039HVBYOvYdPUDzAbVDEZnY22TfA+u1mM6FsDyEDA7Gkg+HNJzSLp3gRKRVw5lRuXgqy1D/dyoZpDo7m9yC7B9367mqEUsAWIF+IsZBcI6NQ1+GpIztBh60CVxXsTSmlxzcuugLw2EzHV2bB4u4Hgs8U1F263gixLfOr+3bgsRn7/W4eZiuXIlxRRwW8grnmCd5gcmOtWb6132CmZKzcuQW7W4Tca8NpNpLFBIYXVYEVCWlcF3+/pb3iNRtnY1AuvX5VEU2ZAZdPEd6FjK7i6VzxWR6/PxmRF6+AnagS/QoPPLuCrKJBPoP78kzz+lAhKKrrrTh5mOzi7kOLjotGqOWlOxU6xyb1JXL2ceAgFAz9VbuQv37mb7/7uq7CYZN75909z6ycf52OPZnh09/9ATczA514t1gGqasu4Ap3gLQbtb7/lHvHV30jw27vduK1G/uKRkyymCvyXt+5AltffXNWhV/AJVVyR2Y3WldOP2lWQV1FIdd205nO+a18Yk0HiK8/UDbLtfg+e4ix/Z/075Gc+LQa42iZ4ccWQNgkZssPkbEiU1D9Dfa4+IXk8/HvwyiMNz6FX8K22aV0urCD4W39PzAk89ddArVAbT47jL5eEjNV9PagV/Fo4mEmy4YxNNsgzOjx2MzHF3nLxdiJXoiKVxMT6eVTcnS4Ln7jvOo5NJ/mT774EwKbAxlTuOq5pgtcT5+rR7egmVUxVL/vXQn0F30qiASHTJBUrFFJIktR2ZHC2lGU+O9+wPckoG9nk2tRUoqkuEI8Zucv6MsbF4/Cqj63qEgn7bGIYBiAuiKWZBh/LRfEqCnRsgec/zw0FMTX6ZHSZq8E/ALFxdnbsZDQxSraU5XT8dFWeUU88xAvyTnYOD9LtsbGzx8P3P3Ybf/bm7ezp8/LiRIzffLaD7x74JoRvgu//O3j609XI4OXVZFKTlaz6Egd3N9z1Cdj3Gw2PM8gSBwYDZIsV7ruhlxs2XdgqAr2Cj5YFwdtWqeC9FQVnZ/+az9nhtPDGXd1858Wpmuti+1t50noHN6rH4Sd/JmQxbRvUWtADxxKyRvAGW0OT9ZnZZ9js3iyOA23Cl6XTDc/hNrtRVKWtNYyXEqlSCpepjuBv/wOxIenxP4ep56vRBGWlTKCQFU1LTYbxquJE5zIFVsqKGnx2E0sVO+QTOHQZtbSS4O2KAi0spWvhnl1d3L83zJNntFWav6rgLx1i+Vi1wapjvVbJZK4EVYlGbjnuHnJbiVWsjUs/2pBodBKvr+BBNFqbSjQawZ9bkvgd8yPgCMLud6/6M3q9NpbwUJHNNYLXJJp6F0G8mMBbqcDdf0FFtvDbhocpqzJff2VZZecbgOgYuwK7UFSFQwuHmExOiojhhZNIkTM8WNjH/Xtruq/HZuLf3D7IZ96/lyf/5E7sZgNHk3b44IPihDLxdMtclKVMArOiYrbVNX9f9TFhh1yGu3aE8NpN/NE9W1f9m7QDt9WI2SizVNICx2RTS4L3KBU6g62vourx/gObSOXLPHxEi6422/kjfp//uvVB+KMx+MhP4HX/Z1vPpQeORVTxt+vAWN3ylS/neX7ueW7t0TJ4ZjSCjywj+BYn1vPFaGKU9//w/S2Xt7RCdZtTekE00i1ueOtfg80PT/z3hmLNn02IQkOzB7uK4nPcYfZr8xH9K57fazMxVxIVtR4ep5/UFEUlmS9TlMrYkS4o1ve/3LuDHo8VoyxVNz9tFK5pgteTJOuxXqtkMl+qBhiFlq3rq0eny8Js2QnpeaiURZhRGxKNfgmtO2h09Lv7mUxNrohViOajYgnx/EluKL4AB357zYyVHq8NFZmkuauB4FXUBr07VkzhUxTo3MrTvb+OQVJJWrp47HSMxVRd49M/AKkZdniE7euhsw+hoooK/sRDKEg8YbyZu3c2z16XJImhTidnF9PCfukJQ3qu5dh8JJfEqSgY7WtPF75rXx/P/+nrq+FeFwJJkuh0WpgriOrQIZtW9Ad0ErOUTYQ62rti2D/gZyTo5EtPj/PSVJxT8ynmknlBBna/OHHZ1rZIAvgcWuCYIv52AVXMM1SUCi/Mv0C+kue23ttE43tGLENZXsG36n2cL56cfpKXll6qNt7bRYNE4wyKY83mFS6UiadhY7itAAAgAElEQVQI1Nl3A5klrYIPAxLWtDjx9lu1ytu/soL32M1MlcT99qI2uKYVYdFskYqikqeMXTq/prwOt9XE53/9Jj51/25Mho2l2Gua4OtzaHToFfxMur3FH4lcCdkcwYxEyNT6si3ktvJioVcs+o2cFlkXpbUlmvHEOBLSChtbv6efklJasaAkmo/iMft4oPQQJdkK+z6y5s+wmgx0uiwsGoINGjzUCEpVVeKVHN6KAjY//6S+iTkpiLlH2BwfOly3J1a7/O3MJQnagzw2IaIDtvi2oJx8mBfUbRy4bhs2s6HlaxrqdHBWm8TFGYL0QksNPp5L4FIVTI72CNR4EQ+qTpeFmZyo5oJGR3XJefW1FeIYVCiqDrrc1mZPsQKSJPFrt2zm+EySez/9JHf9919QUVT6/Os/KekVfDSvgs1HR7ksNkMVYjwx/QQWg4Wbum4SMxDpeTG0FjnTMGh2sRMl9dWT9Qs62kGykKwRfP1Q0OZbIRfFn671FvzlsiB4owVcXdhT4rX3mzQXU4sKfkm70qkmompr+xaSBUChIK29cLsdbO92c/+NrZ1LlwvXLMGrqtqU4DtsHZhkU9sVfCJbQjJFCGNGXhYVXI+gy8KxikbSc8ewGW1tVfBjyTG6Hd0rNu1s1hqby2WaSC6CTbVyr/wU88MPrBkpq6Oqw2suGn1aVSf4XDlHUa3gU0E12Tk0k+d/jnwW5wOfZXfYw3dfrCP43r3i6+Qz7ArsoqgUsRlt9MoW5IXj/Ky8u0GeaYahTicziTyZQllUa+l53KbmFXwqH8epKFhdl3+9b9BlYTIrTlRdspW5zFxDMzJeiONUZVKSe9UT2nK878BmvvXbt/D5D+3jb997A3/9nj3cex6OH53gY9qwU6c2tr+UW+KJ6SfY17VPfLb06n3bm6GQrAbPwcUn+NGE8KO3Wj7SDHoWvNviRk0vcDpjq6047L8NANfUIUzaMuxARanp7N5NdGi5NKGSkF6aEbzPYWJRFYWNXZNS9Qp+PpUHWSSGXgyCv1JwzRJ8spgUA0GWRlKQJZkuR1fbw07JfAmjJcIm5FUbLyG3lbNqD4pshrmXsJlsbWnwk8nJKpnXQ6/op9JTDbdH81E86SgyCqZbP9rW7wDQ7bEyXg6IjI5SrrbkWmu0VmMKjHbmU0WW0gUGNg+A3c/9e8OcmE1yclYjAP+g2Eg09gt2doho4BHvCPKEyHs/67yBm/pXP/EMBcXfcmwpI2IQKkVMxTQ2o20F0WRLSZyKisPd3snsYiLotjCeFpfsXZKJbDnbkFmfKCRwVVRyxrXlo3oYZIn9A35etz3EW6/v4W17etd1gtBhMxuwGGXielxBTlwVHV44zHhyvBo/zfSLwhu+Sxv6qtPhV1vbNxof5dXffPWqS9rroapqdSvYeir4dCmNiorL5KKUmOfFiIlvPa/9TN9m8PQhTTxRLdgClUp1MrToCrM7u0TANMDeYllo9k3Cwrw2c7VXYdemfvVjdDFZqGXBr7GP9WrCNUvwuge+2mStq7p6HD1t72aNZ4tIpgh95eYxBTqCLgtljGQ8wzB/rK21faqqMpGcaErwHbYOLAYL06nphtuj+SgduThH2EJwU/uNxJDbyqmC9rdITK2QaPSYAq/JxdFpcdt1veIx917fg8kg8Z0XtJONJMHAHTD+S3b6xaLpEd8IpTP/m7RqZXD3bWvaE4c6BcGfXUzXQqHSC03H5nPljKjgnRtRwVuZy8mokoGQKg6XuUxt+CZeiOOpKBTM7WnmlwI+u5lYRkyzBrLivXvojFjDcFuvqH6ZOQTBHWIxOTTo8Ks1WY8sHiGaj67IHWqFpdxS9f1bD8HXB40Z8hEiuHluvO77+2+DiScJ2AIYkPAYbNXPzZzUyRY1yv9z4+cYTi02rd4BPHZTNVnVkFnCZrRVm6wLqTzoBG9sT2q7GnDNEnw1kMgaEBnkf7VdbBWCdVXwS7lFkEtsKpVWJXh9N+uSYwvMHW2L4KP5KOlSuinBS5JEj7OnoYLXN9l0FtLEreF17TwNua2cLWoVcHxiRSa8XsH7LG6OTieQJZHvAmKxxJ3bgjx0ZKYmTwzcAdkIuxQTNqONG4I3UDzzcw4q27h969puks0BO7KE0OGdIXFjel6MzS+rJAuKyIKX2ohwvdjodFkACdXsoqsifvflBO+vlFDaSB+8VPDqgWPOoGg+IiaMw86wuBLUG6w9e0SstK7Da3CanGKbVpMmq/75W34l2QrV/bSsT6LRf7YbCYNaZkn18MJErJbbs/lWyEYIyBZ8GJD9A1XDw5mCH5NU4XpvXlgkmzRYQWjwKjIFsw8yCw0y6kKqgMsmDA26R/5awDVL8P/rqaOAVsGffUw0mU4+DECPs4fF3CKlSotVW3VYKohKf1Mh3zSHRkenFldwzjIEmUXs6tpxwXpOd7NdmQBhZ5jpdK2C10m4t5wm71ifXhtyW5hStcZV/NyKhmY1Ktji49h0guGgs2HE/3XbQiymCqLihupSC8/0izz6zkd5a+c+HKkxnpd2cWP/2pW21WSgz2/n7GJGTHNCjeCXVZJF8rgUtell96WGHkNRMjnpLgt9t4Hg83EClSJym72QSwG/Qw8c68Sei+PQhn5u671NFAHxCWEd7LlBuJYCQw0VvCzJOM3OphX8VGqq4eta0BusQ56h86vgK4Jks2Y/+ZLCsRnNaqnp8PcYO7ivoDaQ+OGU+Cy7s5Oix9Sigtf7FVmzHzJLDZHB88k8Pqc4gTva2Md6teCaJfijs4IYczkbzBwRN2oBVd2OblRU5rJzrb69ikRZPKYvl16xj7UeVpMBt9XIGakfAHshvaYGr3vgm1XwIFbOTaWmqlWzfsB0VMpIvtbhUc0QclmZxycWf8QnRaKkyVXV4HWpxmcPcnQ6wa7eRjK9aUAQ2MExPfumT2ig47/EY/EgTzwFQK73VViM7WnJVatkVaJZSfCKqlCkJMbHrWuvUbvYCLrElVnB4KSjmMcoGasEr6oq8UIcn6JgdF/+KFgd1Ux4zXnSoTXQbw9r+rveYNWb44HhlV74Fnk0667g42dxm91s8W1ZF8Hr77mSEgXEjdtFaN3BMe05fP3g7uWepXn+3fx0VX9XVZUnFjX30cTTIgKjyZATiERJgJTBB+mFhlmVhVQBj11cLTg2KDfmUuCaJfhEURDRz1+cgsSkkAHGfgHxSXqcYkqwHZkmo8whYaA7n1pzui3ktnKsLIjXnotRUkqrXiVMJCcwSIbq61mOsCtMupSufvj1HBp/RcHaub7o0ZDHioJMztZVtUq6Le4qscfyMWRVRTL6WUwVqvq7jv6AnQ6nhYNjdZfd/bfD+BNQKZN++XESqp3+nSuHj1phqNPB6FKGiskFRiuk5/Hb/A1ZKrlyDiR9ingDCF7PGZIdGAopOu2dVYLPlXOUlBIepYJtAwneW5cJDxAwOTHLZmGPBEHwBrPQ4AE6RiA2IdYpamiVKHk+FfyQd4iALVANxmsHerGTm9f6P1u3MNTpqBG8JIkq/vRPkCpF8i5RFE3FchzPap9Vfd9viwpeJEoaScjeagVflWiSBRy6RGNqP0nySsc1SfCpfImimkStWDl7+Glx453/GVDhyDfXNc1aZAGn3IERVtXgQZDBWNYEnj7smmd3NR1+IjlB2BWuWr+WI+wUVkO9etIPGH+lgrdneM3XXg+9RxA3dzUEjukafDw7j1dRmC0K/XE5wUuSxP4BH8+N10UYD9whLHdzR1DHfsGzynZu39p8uKkZhjqdFMuKWILhDEFqnrAzTDQfrVZWSW3/qkNVN4TgAw4zkgRp7FBI0OXoql75VXNoKgoOX3C1p7mk8GmZ8IpdEPxdvh18cMcHq6mmTL8IoZ21gbjAiKh09W1dCClz+aKQbClLNB/FahD20LJSXvV1qKrK2YQgeL/VT6aUIV9uvpB6OR4df5SdgZ0UF8XncbB/gP0DAZ4bj1bjpiMd+zCrIijtB1Pi83zoXJwCZkq2Tpg6qP0y/S1/jtduJoIHMgvVtX2qqrKYKuCwiOe2t7GP9WrBNUnws4k8kiGDw+hhc0G7FN3+VlFxHvkaXXbR1FvLSVNRVCrGJfwGLfhpDYIPuaxiYCK0C1uyVuW1wmRy9UUM+tJo3UmjX/J6Kipdfeur4J0WIw6zgQVDsDrN6rV4axp8dhFvRWEsa2losNZjf7+f6Xiutjh64A7x9fDXcOWmOGm9noGO9i9vdaukkGlCkJ6vxtrqvYe5tCBRG+ba0pHLCKNBJuAwk1RtkE/SZe+qVvDVHBpFwdvR/ontYsNrN6GokDGK3sf73dv4+I0fF3cqCswegZ69tW/o0IqDOplm0DPIWGKsIbpCLyz2hvZSUSsNvYdmiOQjJAoJhjxD1dyYdmSamfQMxyLHuKv/LlJLM1SQMbsCHBjwk8qXeXlOfEa/HalJL39/FCLpAocn41hNMkb/ZrHFyWBeNcfHazexqLihnMcum8mWs8SzJYoVBZtJfK7bWbh9teCaJPjpeA7ZvESvK8R+6yRzhm4x8rznfRAdxTxziE5b55oSTTJXRDZFCBl1gl9dogm6rSyk8qihXXiT4uTRasG3qqpMppp74HX0OjWCT9cI3qBCWvER8qw/DCnksTKjdoqGc7nYEDgWz0XxKhVeTpgY6nQ2zVDXdfjn9MtmZxA6t6O+8CUApIE71uXsWWGVTC/Urlo0SWA6IX6WVd4461qnq5Yz1OUQBK+oSl0OjYLHH9qw11edZpU0YtLDukAsbCkkRYNVR0BbylLXaB3xjZAr5xpsufp7cCAqjpO1dPjRuBhwGvQOVv3q7RD8oxOPAvDa8OsppxbIGb0gG9hf7ftEKZYV/tdRlZghgCqbGS+6+Z8/P8uhczGu6/Ug6SsrvZvEvtsW8NrNzFa0aVYkMqUMC1oMh9UgCN7WxiatqwXXJMEfmz+NwTbNa/pey17TBM8XN3N6PgXb7wWTAw5/lW5H95oV/GRiAclQIKx7nNeQCLrcFkoVlZRvG0MFcbmnD30sx2JukVw519JBA8IT7Da7qwdaNB/Fo0hEjV3nFYMbclkZL/sBFZJTjRp8IY6vonAkYlghz+jY1uXGZTHy7FjdQTtwB5JSIqK62HJd+/o7CPeHz26qOWnSc9UKXicTvYJ3bKB1LeiysFS2QiFJl6OLklIimo82SDTyBixU1uHXYo2jJZOwQNZNqVYDxuoJ3uoWV0x1Vslhr6jqT8drpK9/7m4+Kxroy2cylkP/rA97h9dF8D8Z/wnb/dvJZDz41TgVTWrq8doI+2wcHIvy4+NzRLIlsoN3I/XewP03bubLT09wfDrJnj5vbSdxiwarDq/NxExRCxxThQy1kBIykkHKYlUUjBvg1rpUuCYJ/qmFH6OqMg9svgN3foYTDPDVZydFBb7jbXDse3Tbg2tecp6Jai4XvemyhkTT5RFV5px1hL5yGbNkqNrGlmMtB42OsCvcUMH7y2VStvNbYhFyW3g5r1kY4+dEomRRJErGSylNojE3lWdANKn29fsaB1A0meZZdQevGll/o7HmpAlBLobXYMNhclTJZT4tqmTnOlaoXWwEXRYWimZQynRpk9HzmflqBW9TDCInf4Pg1TLh47myaLTWbcpSzx1ENTmgc1vjNwVGGir4Ie8Q0FiQTKWncEomthRLGJHXruATo7hMLjptnVWJZi0v/Gx6lpeWXuKu/rs4NBmjQ0pg8dSuhvb3+zk4FuUrz0zQ57fR/e6/gQ/9gN97/QhIUKwo7Onz1dbhraK/g/hbTRS1wDGlQracZT4hCF4li/08s+CvVFxzBF9RKpzO/BxjYRtdSfGBtG/ex3denBLNmuvuh2KKnorCbHq2QXNcjrGEIOERtOGeNbai643McwQxmJ0MGuwtK/h2Cb7X2Vsj+OwSwUqR0irr11Z9fR4rJzJadRKfxGvxoqgKqWKKeDmHT6kQVV30r7Kk4KYBP2cW0kQz2lag/ttISU5O+16N29p6XV0rDHU6Ga2zSkrZJfpcfbXGclbor54NvGzudFmYK4gqucsoyGEuM1cleJO0sa6LhjwaZ6eIo9AQffkXPFMaJFFYFvnc0WiVdJgc9Dp7OROrI/jUFGHZghHoNjrWrODPxs8y6B1EkqRqBb+Wk0aXZ+7afBeHJuME5RQWb62fsX/ATyRT5NmxKO+5aROy0QRGMz1eGx+6ZTOSBHs3e2srK9cieJuJ8bz4fDvKJRRVYSYp7KGKmtWy4H9F8Fcsnp19lgIxQtJtMHMYgODWA6TyZXEpFhTZKd3lCkWluOol5Ln0OVRVYmtmRmxyWuPyT6/gZ5NFCO1kqFhpSfCTyUlMsoku++rNOX3YSVEVFrOLBCqKaCidB0IuK5MVH6okQ+JcdZp1Oj1NGQVvRSWFnf5VGqX7tYwZvYp/arrMDfm/Q77uXef1moaCDpbSRdImTeLQnDR69klUc9F420ySvBQQy1xEhd6l9QLmsoLgLYqEYtpYzbaqwWc0L7ymwSvZON7UaZ4pbeFHx5f1mwIjYkdvpkbAI96RRokmPUW4IgqgsGxZs4I/Gz9blXpsRht2o33NCv7RiUfZ5t/GJvcmDp+L0yElkOoKKV2HN8oSD+xr3LH6h3dv4+GP3SaioUM7hfzat3/VnxfyWImo4oRs11YXziTjOC1G8pWstnD7VwR/xeLBsw8iKXaGnQdg9jD4+gmFBIlOxXJC6zXZ6S4IG95qjda57BRqyYc3dlJkeKzh4uh0CgfKfDIPoV0MpyPMZeaabo+aSE7Q5+rDsEpDCIREU1JKLGQXxFi8UsERWp+DRkfIbaWEkbI9JCQabUOSfjXhwAKSvGps7XVhD2ajzHNjUU7OJvntL7/AYNDDr926+smvFfRG67mSVgVrTprplDipJbVl184NjAIIuq0kEX8TnwoWg4XZ9CxL2RiuClSsG3fyAXBZjcgS1cAxXaI5evAxDCi8yDa+f2RZv6lDa7TWVfHDvmHGE+OUKqKynU5NE86L46RXkVb1wkfzUWKFGIOe2mfTb/WvWkDNZeY4vHiYN2x+A7FMkdmlCFY1L65CNAx0OOj12njTdd3VaXEdZqNcG8hz98CfzqxJ8Nu73ZQxUjR7cWiZ8AvpBEG3hWwpi11Vmq7lvFpxTRF8qpji8cnHKSevJ+xziQGP7j2EfeLgPBfNioEJ/yDdKXEQrNZoXcrPoBb9mBaPi92Pa8BokMXlfCIPXbsYzgpir8/n0DGRnFi1wapDd9KciZ+hoJbwVSr4e0fW/L5m6PKIAyRj74X4ZLWC15eOmFQrPR7bqpOoFqOBG/q8PP7yAh/+x+dwWIx88cP78djWL89AjeDPZLWqKS0q+KJSZDG7SKqYwqEoyLaNa3wFXRbS2l5WqZiqeuEXMjE8lUrb+1MvFWRZYjjo5JFjs5RtHaKCVxQmDz9OGZkbXvV6njobYSFZ50nvWOmkGfYOU1bLjCfHWcwuUlSKhLUY3nCpRKwQa7nWrxpRoGn5AH7b6gT/2KTYI3DX5rs4PBUnIGmDVo7aTIEkSTz0sVv51P272/+DrIJtXS4kCVIGL/aCOD4XM0mCLgvZSh77ryr4Kxc/Hv8xhUqBfGwvg/aC8Hv37KFXW5s1FdP82/5BemJCT1ytgo+XZnCXbEjlXFsED9DltjKXzIN/kKGSuARc3mhVVIVzqXMNe1hbQSf4o4siW8dThu6+86uW9bH7hCkEiTqC1zPnK/a2fOz7B/yMLmXIFMp88SM3XdBasrDPhtkgcyKhVWd1Xvip9BT5stjmtBFDTjo6XRZSaE3UOi98NB/Dr1QwOjeW4AH+05u2M7qY4el5GZQyMwtzdERfZNGxlXtv2oKqwg9eqvusezeDyQ7Tz1dv0uWVM/EzVTkmXCoBEuG8IPZWVXwzgg9YV59mPbJwhF5nL/2efk7Pp+hEy51Z1uvqcFrOK0q5GexmIwMdDpZUD/a8IPhILknQZSVTzv+qyXol46EzD9Fj34ySDzNcEZ5cuvdgNRkIuixMxbSpUv8grtgELpOzZQWfKCQoqhn69fTE7vYqiJDbKiQaTx+95Qo22cTpWGPux1xmjqJSbKuC73H2ICFxZEnk6ciKE4v5/PKq9bH7BUMIEtN4tFAqXaIpFG1sbmNJ8Ou3hwg4zHz2gzeyrevCiNdokOnvsHMmWhCVcD3Bp6Yo6QS/gda1oMtKStX+LoUkIUeIucwcyUKCDqWI1b1xU6w6XrM1yBt3dfG9U6KoePTpF9kjncE5chvDQSc7e9w8VC/TyAax/OP496AkKvtBzyBGycjp2OkqkYdLZQjtrFbyrXT4QwuHcJvdhOw1B4zf6q/GazTDdHqaPpfQ1ceWMvTbtOPTeWljH3Z0u5kqOunLJpAlmaTzK0jWUbJKUWQenefC7SsR1wzBp4opDi8eZqfnDkTF8bK4Q6u8wz4b56JaBR8YAqVEl7WjZVzBZFJMe+5UsiInpaO97PUuj1VINO5eZGDQ6FpRwVcdNK61m6Vmg5mgPcixpWMAGOTz16ItRgM+u4kxqRfUCu7UYsPryRdXd9DouL7Py/N/9npeNXxxvN/9AUdt8Ud6gR5HD7Ikcy51joqawamoGxI0psNmNqDqVxB54YVfzC2SLsfwVhTsvo3LoanHf37LDuLasFPi6I+wSUVcW0Tg2Nv29HDkXJzxpTqJ5fr3Qj4Bp/4FAJPBxGb3Zk7HTzOVnkICesplCN9EOCMcQ82cNMlikscmH+Oe/nsaBt38Vj+xQqylU206PV29Qh1dzLDVoR2fjkt7wtzR4+Zc0UE4tcTfvuazqCo8nvy/WaxkcSCD4cJ2sl5JuGYI/nhELCRwIi4zffHjwjKlxbj2+e1MxWsVPECP0dFSotGjfPeVF0WHvs03PeS2ksyXyapGcIYYUk0rCF4/ebRTwYOQafShGrNl7az1tV7fybI4qIyRUzhNTtKlNEZVJaO4V3XQ1GM9E6trYaDTwWQki6qt7jMZhLtoIjGFKuU2vIIHsLu0n68NOymqQknN41UUTJe44mwXPV4b9xwQV5p3lMVwEn03A/DW63uQJHi4vooffA24euDw16s3DfuGORM7w1Rqii6DDZPBDN3X41YUnEZ70wr+R2M/olAp8I6RdzTcHrAFGiZ+65Ev54nkI9WgPVHBayefSzw0tqPbzZLqQSok6DGNkBn9PfYH3oQCdHLtkDtcQwSvV7hKPozbpGCa+EU1QxpEBT8Tz1OuKFWC78bQUqIZT46DKnGgMN62/g5UFy/PJYRMM1wqsZBbqBK0/txWg5Wgvb1KJVzne3e4+tt+Lc0Qcls5WgiCJMPCyaoO760oJFQX/W1INBcbAwEHxYpC1hyA1DwgfueJ5CTIBU2D31iC73TbyEo2EVdQZ231KBWwb6yLph733b4HgD3yWVT/ILiEZNLtsXFTv79xaYtsgN0PwJmfVqdfh73DTKWnOB07TVg1CK3e1Y0EhK0dDfsJdHzv9PcY8Y2wI7Cj4faAVcujaSLT6Mddr7OXdKHMQqpAjyktTuTGS7syb0ePmwjiiiy+OAOqhd/Y/h/4oWMP7y9fO/tY4Roi+BORE/S5+ogkDbzZ+QpSIQnb31a9P+yzU1FU0QB1dYPRRnepRKqYWmFjVFSFR0YfwV7qwa9k1kfw+jRrMg+eMMMZQez1VfxkapJN7k3IUnt/fj2fxa4ouDrWlyK5HCG3hcmkKjz99QSvVIjjos+/AQSvXTVEJD+k50FVCbvCzGSmUQ3FDZdoQOTRpLFDPllNIwVxYtxoF009TM4OMecASJtuabjvbXt6OLOQ5uW5utz3Pe8TyZIvfQsQmTQAr8ReIVwsiqtgbQgtbHKvaLKeip3iWOQY9w3ft+KqrjrN2qTRqks9vc7eqmzUKSXXHCa8GAi6rBQt4iohFZmt3raprGC9hiyScA0R/LGlY+wM7GQmkece+aBwXQy+unp/n08Q11QsV7VK9uSELWu5Dv/E9BNMpiYZSWiVc1f7Fi2d4OeTefD2MRwXcQj6wFNZKXMqdmrNCdZ66KmS/koFV/fQGo9e4/W5rSylCyid22Dx5aoX3ldRkOx+rKaL41ZYDwY6BcHPK26oFCCfIOwMkyhGKRmKONWNl2iCLgsJxYaqRQbr8CpXFsEjG5D017Pp5oa77tCiJA5N1kkmnVtF0uSRbwBi2ElHOJfUCF5cBfTKFqbT07UrAET1bpSNvGXwLSteymp5NDNpUcH3OHsY1QjeU4ldcv1dh6dTSEP5mEbwbgsU09eUgwYugOAlSeqTJOlnkiSdlCTpuCRJv6fd7pck6VFJkk5rXy/59WskF2E2M8uujl3Mx1Lsyz8NW+5puNRr8MIDBAbpToom43KC/8qJrxC0BTmQKFCRDLVFCW2gJtEUwNNHVzGHw1iLLPj2qW8zl5njTQNvavs59QreX1EIhre0/X3NEHRbUVTIekcgchaP5hjwKgpWz8ZoyZ1OCw6zgYmC5l6oc9KokrrhNkkQBD+r+FAiYzjNThwm7e9WUcC2cUNYTaFXwcsq+LDPhtNirMbvVrHnfTB/FOaO0uvsxWoQn+FwLi0IXnu+sCpTqBSqCamlSokfjP6A1/a9trbcvg6rEfx0ZhqzbKbD1sHYYgZJAmspeskdNDo6u4R7Jx+fw2Yy4LIYofArgq9HGfgDVVW3AzcDH5UkaQfwJ8BjqqqOAI9p/39JoTdYt3i3M5Q9jKOSFKFidejx2pCk5V54cbmpu0hASClPzz7NfcPvYjfjxBxDYGo/qtZhMeKyGKtWSQkYcnRzNn6WeD7Opw99mv1d+3ndptet/OZKuWF0XIfuNPBVFNzBvhX3rwd6Xk7EPgRqBY+2TMFXqeAJbEzkrSRJDHQ6OJ2tI3hnXd9BlcB0/l77i4Gg28IhdRh58QQU0nRYRaXpwnDlkYKjU1xVBBrlPEmS2Nbl4uXZZav5dt0PsgkOfx2DbGDQK3pU4XJZEKxpleQAAB4fSURBVLzRDDYfvdpOWr3R+rNzPyNeiK9orurwWDwYJEPTuILp1DQ9TuGWGltK0+OxIWcWL4tEA7Bpk7iCXpqfJui2CHmpmFkzEvxqw3kTvKqqs6qqvqj9OwWcBHqBtwFf0h72JeDtF/oi18KxpWPIkozfOMgb5YOUDDYYbiRQs1Gmy23lXNULP0SglGfE1c+nD32awwsit+ZrJ7+GWTZzZ89b2SmPk/S2X73rCOlWSY8gqWGTlzPxM3zm8GdIl9L88f4/rumV2Sg8/Rn46gPwqX74q20wf7zh+TrtnRhVCbtiXjXruh3oVxjTJvEB95REFra3ohDo3LilFQMdTo4ntRNpeqGhsewyWIWstoHodFo5pIwgqQrMvIhby85xGN0b/tpW4NZ/D2/8y6ava1u3i5NzyQaZBbsfttwNR78NSqU68BQulWvhXc5QNbbgC0e/wMd/9nE+8ewnCNlD3NJ9C80gSzI+q6+lRFPvoBnpsIhsnMsk0Wzt6yKrWiCzWF2sTjFzTXng4SJp8JIk9QM3AM8CIVVVZ0GcBICm75gkSb8lSdLzkiQ9v7i42OwhbePY0jEGPYPEUgp3G54j3vvaphVf2GdrqOBl4O+3fYROeye/89Pf4cnpJ3l49GHePPhmTOk0HVKSXGDnul9PdZpVizAdwkQ0H+Vbp77Fu7a8iy2+Opnlu78FP/5PIpv7uneK6cIf/QnUHYCyJPPRJSNvKFy41hvShp3G6AHJgEfrQ/gUhVDowiyYF4KBgJ2j+jRrag4TTtSK+H+ncWOrd9AqeEWriKeewyZ1IKtg3+AcmqYYfr34LDXBti43qXyZmcSyVXq7HxAplGO/4J7+e3iDox+fooBP6xU5g/RmE3gsHp6YfoLRxCh7Ovfwids+sWqekt/qb1rBz2QEwauqyuhShp1eLZ30Mkk0Ax0OInjokBLVCe9rUYO/YNOnJElO4DvAx1VVTbbrj1ZV9XPA5wD27dunrvHw1Z6H45Hj3N57O4Wxp+iUksxvW9nwAdFofWZU+7BpVslgJsI/3PUPfPhHH+bf/vTfAvD+7e9HOSomRyuh9WdghNxWzp5dAqsXzC6Gy2KZr9Pk5GN7PlZ7YHxSWNTu+EO488/EbcEd8C9/CC//ELaL36MYPce7UzOMhe5a92tZjoDTgkGWmEsrEBjGo0lCloqR/uDGpSIOdDpIqHYUgxU5Pc/xmSRKyY/BMIvTtPEHXdBlIYGTuL0f77nnGAn9FtsXf4IxcGV44NvF9m7hEnl5NlmN8ABg5C7R5zj6z9z+9s9wu+WfwX6itgPBGcI89RyPfugZjJIRk6G97KGANbCigtd3vfaa3CSP/5hCPs8WhzYMdZkkGoMskTX5CBSSIsSsXIBC6poj+Auq4CVJMiHI/auqqn5Xu3lekqRu7f5uYKHV918MiEyQKLs6duEd+xcKqgnP7jc3fWzYZ2MumadYVqpWSSKjdDm6+MLdX6DX2cttvbex1TuC6+z3UVQJQ5sRBfXo8lhYSBWoqIAnzPZMGpvRxsdv/Dje+lzzQ18VX/f+Wu22fR8Ryxl+8qfiQ5eJwD+9HRVY2P6hdb+W5TDIEp1Oi+gRBLfhSQg3g6FsYdMGWCR1DHQ4AYmCtQPSCxyZiqMURZPOeQVcNntsJswGmQn7TgoTz/LI83B/On9F5NCsB1tCGsHPLdPhTTaxt/jk90V0QWy8MVvdGYL0AjaDtW1yBxE4ttwmqTtoesefwfPP7+ag5Xe5Y/yvxZ2XSaIBqNg76ZQSoi/13D+AUoLB1162n385cCEuGgn4PHBSVdW/qrvr+4DORB8CHjr/l7c2jkXEgNPOwA42Lz7OU9IerM7mlWjYb0dRtSEkWQb/gNhZCXQ7u3n4vof569s+Bf/8YXomH+Zzlbfgcq+/qu1yW6koKkvpAnj78CVn+eV7fsm7ttRlpisVOPQVGLqztm4MxMTsPf+vOMD+91/CV+/HkDzHvyn+BzqGb1z3a2mGkNvCXLIAndu5YWmS1+bMbCo5NsQiqWNAi0hIGnyQnuPIVAKHLJq+TvPGr1CTJIlOl4Vvz3VhKUTpNywQtuZrlsSrBC6ribDPtpLgQcg6hSSc/kkTgg9CKStkjHWgWQWvDzn1ZOKk7WEeV27AEz0ihu8857fM5nxgcgfpkBL0WvLiWBu6E4Z+RfA6bgU+CNwpSdJh7b83AZ8E3iBJ0mngDdr/XzIcWzqGUTay1eTFW1rgtH1Py8dWrZJ1oWM6wQOY8inMX3sATjzIsyN/wCfL7zmvGNxQwzRrGBLnsBiWTeed/Rkkpxqrdx1Dd8KWN8Iv/z+YfYkf7/wUB9XtDHZenMvHoNsqomOD2/AoCv9tbhKDaWOtfh67Cb/DzCI+SM7w0lScAfcwZlWt2u02Grt63UzadwHwxdcpmIrxahTG1YRtXW5enk2uvKP/DlFBH/kGxM81ErxeWafXd0Hut/rJlXNkS9nqbfo0bG86yrRlmD9WPor6B6fhowfBc37rKM8H/mAYP0leNfNFkcnzhv962X725cKFuGieUFVVUlV1t6qqe7T/HlFVNaKq6utUVR3Rvq69dfcCcHzpOFt8WzBrudYJz7aWj60NO9URfGxMVNPZKHzxzTD9ArzzCzwZfA+SJOGyrr9N0e0RJ5I5zSpJLiY8tvV48UvCyra1hR/+7k+IgLP7PsvP1b10OC3ntRKvGUJuC7OJPMWACFCzUATbxjcLBzocHGIrLJ3CHDvD6/ru4V/m4rivEJ/533/gRr70x78GZify2cdAvcKGnNrE9m4Xo0sZ8qVK4x0GI+x6B+orj4BaoeytG8Zznj/BQ+M063RqGovBQiA5x5TiY3PAgcHqrGXUXyYEQmEMkkrHsc+L4LWu6y7rz78cuKonWRVV4XjkOLsCuyjNirx0pbO1rbHbY8UgS42pkpUiLJyEL98HkbPw/m/Drvs5u5imy21FltdvgQtpizXENKsmvyTqRrzTi/DKI+JDZWyRfREYgo8dhN3vYnQxc9Gqd4Ab+nwkciVe/49TVCRxAjNcAVpyf8DB13K3oMgm3m34Odf3ugjmUxs+xapDkiQkgxF698IZsUv0ihtyagPbutxUFJUzC03kluseQNJ2EB/L1p30tWlW0vPr+ll6XEG9TDOTmaHH0YVUSDJacLe1g+CSQA81M5jgzj/dmNdwiXFVE/xEcoJ0Kc2ujl2cPXaQOdXHq/e0jvU1GoQXvqGCB/jqO2H+GLz7yzD4GlRV5dnRCAcGzu/g7XBYMMpSgxeexLnaA458DZRyc3mmCUaXMgxdRIJ/x95evvwb+/G67JyuCGukzb3xbpDBTgcnU1ZOeW7jfsMv2O0TgzUbPcW6AuGbxCU9XJUV/LbuFo1WoNJ9A5OqIPNHztXJilWCX18F3yxwbDo9TY9FHFsvZ1wMbhTBO7W5j5t/57Jq/5cTVzXBS0jcO3Qvm507YO4Yi/Zhbh5c/YDr8zd64QFRldz/D2LYAzizkGYpXeSWofM7eGVZIuiy1CQaqBG8qsKL/yRiXDvXzpiPZ4tEM0UGOy6ek0SSJG4f6eShj96KZ5O4LA2HN/4Drldyn03fSkBK4XzlO+KOK6SCryJct/fzKtTg+wMOLEa5qQ5/YjbF18qvZQkP3z5VEY4zEL+nZFh3Ba9LNPPZ2vfNpGfoNYj3erri3bgKvu8AvPmvhE35GsVVTfD9nn4+cdsnePCZLINME95205rfE/bZa01WVw9svxfu+xzsvK/6mKc1r/wtg+efSx3yaJudXF0gG0XTCmD8CTHUdGN7lseziyKI6WJKNDokSaJ7ZC9wZVTw+rKRh1LbiBmD8Mzfizs2OElyBcL7av++CgneIEtsCbmaVvDPjkX4bOUt/PSuR4nlFZ48K3JnkA3Co75Ogg85QmxybeLBMw+iqiqZUoZ4IU6PJPpJs6p/4wjeYISbfuOa877X46omeIAzCykOPn8Qs1TGN3DDmo/v89mZTxYolCvCKvnuL8PudzU85umzEXq9Nvr85z9B2eW2MpvIiwPD3VOr4F/4R1GR1p1QVsPZRaGTDnZeIi94cLv4eomXLLSD/g7RBFeQmdj0DkhpWf1XmkTj6Khd/V2FEg2I5dPNCP6Z0QibA07u2z+My2rkB0fqgvicwXVLNLIk86GdH+J45DgH5w7WHDQVcWUwp/qraaK/wsXHVU/wf/HIy+w2ag3MNlIfdavktC7TLIOiqDwzGuHmwcAFbS0Kua3M6+Pgnj7RZM0swYnvi+Zqm+FZo4sZTAaJPt8lGtffcjfc+2nYfOulef51wG42VrNyTPs+CGh//ytNogEh0xgsV212ybZuN0vpAoupQvW2iqJycCzKgYEAFqOBu3Z08ZMTc6IYAo3g11fBA7xt+G0ErAG+cOwLtSGnQp6swYXRbKPTeWkXfPxrxlVN8M+MRnj85QXeszklZJCOtaN0h4PigHx+PNb0/lfmU8SyJW4evLBL7y6PlUyxQipfEgQfPweHvyqm5W78cNvPM7qYZnPAgdFwid4qgwn2fvCCQ8wuFgY6HJgMEsNbtteGTq40iQbg1X8E7/jclRc01ia2d4lG6yt1VfzLc0mS+TI3D4nP/lt2d5PKl3nitCbTOEOQWX9ulMVg4QM7PsBTM0/x2ORjAPRkkyyofq7v817U9Y+/QiOuaoLfu8nHn799F9ebp4VnvJXlsA67wx6GOh18/bnJpvc/fVbT38+zwapDH/t/aSohQsdSM/D8P4qM7mBrr/5yjC5lNs5lsAF4254e3n9gMxajAW77fejdJ3olVxoCQ7DzkgelXjJs1Qj+yFRt+cezo8LpcmBAfPZvHe7AYzPxg5c0mUaXaJTmS7RXwwNbH8BhcvDgmQexGW24k3NMlD1rmiJ+hQvDVU3wZqPMB27ejGHhBITai/WVJIn37t/0/7d37tFVVXce//yS3CTkSSAkISAPQcgEEAzyFClPURwL4gspTn2hjMtZdS2ns3TN2IXUmVam1jp0OkxEYVor1mdBbQWlpYANKgKC4REgvEUeEYTwCCTZ88feoTchwE1yLvfk5vdZ66x7z9n77PPNyTm/u8/v/PZvs3b3UTbVE0VQVFrGFW1a0TGjaXlZRuVl0TY5npdX7rAhWKbaDqq69v6Q26isqmZX2Ynw+d99yOSBnZjxXZfBs+twmLa0Qfn4ldBom5LAgC4ZvLii9Jyb5pMd9trPdUnI4uNiGNcrmw83HrCDolKy7RPo6fMn0b4UafFp3NnjTgByk3OpOvoV+6vbNLkjpVycZm3gATtK9NheyA49re/t/TsSHxfDq5/U7sVXVdv49yEe9CoSA7FMHdyZpZsPss+4CJVWbWzUTojsPXKKs1UmLBE0ivKTSX04WVHFjEXFVAf534O5+epcyisq+Xjb4aDRrA33wwNMzZ9KICZAbnJ7Ek4fpiymLX07Ri6DaUug+Rv4g5vsZ3bvkHdpnRTPzX3a8/u1+zh5pvLc9k37rQ/Sq17FPUM6Ex8Xw2tb3YZ+UxrUGy09bCNovBzkpCg1dM9K5QdjruL9DfuZ/adtHDl59rzBfYOvbEOrQCzLthy6+GjW1fNg7hg7cc3CR2HFc1B1tlaVrKQsnh3+LA93n4RgaNXWdrSU8NH8z27N7EcN6MEDTBnUieMVlbXCwFZ5EP8eTGZKArcVdKCwWCgf9zxc/3iD9i+tiYH3cJCTogTz0PAr6ZWbxvMflQCc5xNPiIvluu5tWVZyEFOTq71uqORfZ8N7j9kZkY5/BSWLYelMm3q4DmM7j6XLWev+zOrQ1fs/SKlFFBj4L+3EGqkNm43o2s4ZdM9K4bef7j6XmuD11XvomplMTrp3Pt8Hhl1JRaVh7olhkNSGY6fP8puinXy+q/4onmC2HzpBRlKAjORLvzxWlMYQiI1h1u1XExcj5KYnngsjDuY7PbPY880pdla4yT8+mQNbPrBJ+lb+Apb8G+RPhIeXw/SV8PgWGzm29pV6j7ltu32k7dataRPIK5emyTM6RZwDxdY908BQKxFhysBOzHxvIze9sILNXx8nIynAzAmhu3pCoXtWCqPysvhN0S6Onark9dV7KK+oJDEQw7x7B17UHVR6qLxFvWBVIkOv3HRm3X41sTFSb8jiiB625750x2kevPk5WP4zWHCXzeVS/rWdtPvWQjsyFOwAwn5TbI71o3vOTV1Zw/69NkV39+5q4MNN8+7BV1dbH3wD3TM13FbQkfRWASoqq3lmYm/++sRobunrfUjeg9d3pezEGX5dtJMxf5fFKw8M4oqMJO6f/xmf7rhwNuWWFiKpRI5JBR2Z0K/+XOxXtEmie1YKfyk5BAMehMc2wB3zbS6l/vfBrYVs/+Y08z7ewe4ylwak3xTA2NzydThxcDdnCRBIifzo6Wineffgj+6yM8w00sCnJwUoenIUiXGxjUoLHCpDu2Uy/74B5OWknXP/vDptMJMLi7h33qfMmdqfYd0zz2kwxvDlvmMcOl6hPXjFF4zo0Y5fF+3iREUlyQkBm2ojKN3GrA82s7j4AE+/u5G+HdO5vX9HpnYdjqx7xb57irF9yYPHTpNw+gCnkrMI6ACnsNO8DfyZE3aIffu+jW4iKf7ynIIRPWvPNdkuNYEF0wYzuXAV//Dyp6QlxtG/cwY56a1YsfUQe4+cIkagoJOGkSmRZ2ReFnNX7qBoexlj8rNrlZ0+W8XyksPc0jeX3rlpLFz3FU8tLGbAyAnk7Xgcdn0MXa8H7DiTHDlCbLoPB69FIc3bRZPTG+77A+ReeJo+P5OVlsg7j1zHz+/sy81X57L3yCkWrttHXk4qP53Uh1VPjmaQjvRTfMC1XTJIio9lWcn5ycZWbj3MqbNV3NG/Iw9/pxtvPzKUpPhYFpT3g4T0Wi9bV5WW0T7mCK0yO53XjuI9zbsHHwWkJwWYVNCRSQWRz8euKBfChktm8ufNhzDG1HoZu2Tj16QmxJ0LsUwMxDKiZzv+uPkIM66+DfliAYyfRVV8Gn/ZfJAZcoSYtIZFvSmNo3n34BVFuWyM6NmOfUdPnUthDXb099JNBxmZl1Vr0NK4XjkcPF7B5vYToPIUrH+d5SWHOHGsjARTYVNoK2FHDbyiKCFR8x7p7TX7zm1bs/sIZSfOMLaOX35kXhaBWOH3B7IgtwBW/YpXV+0gL9llr2zguBWlcaiBVxQlJDq0bsXEfrkULi9l89c2Ud+S4q8JxAojetaeESwtMcCQbpks3ngAM/Sf4JtSYrf+kduucmmp0+oPyVS8RQ28oigh86NbepHeKsC/vLmeyqpqlmw8wNBumaQmBs6rO65XNjvLTlLSZiTfJuQyLfY9Rue6yUPUB39ZUAOvKErItEmOZ+aE3qzf+y1PvL2BXWUnz3PP1DA2PxsR+EPxIV6sHE//mK203fW+LUzJuYyqWy5q4BVFaRDj++RwY68c3vzcTpV5IQOflZpIQacMCpeX8tKJoZyJbw3b/2Qn7w5hch6l6aiBVxSlQYgIMydaV801nVqTnXbh5Hw35Gdz6mwVaWnpxA180G7UF6yXDTXwiqI0mKzURN6cPoQX7rrmovVu7J2DCEwe0ImYwQ/bicr1BetlQwc6KYrSKK7KTr1knc5tk3n30WH0yE6FuBibpCxV/e+XCzXwiqKEld4d0v+2kjc+ckJaIOqiURRFiVLUwCuKokQpauAVRVGiFDXwiqIoUYoaeEVRlChFDbyiKEqUEjYDLyI3isgWEdkmIk+E6ziKoihK/YTFwItILPDfwE1APnC3iOSH41iKoihK/YSrBz8Q2GaMKTXGnAFeAyaE6ViKoihKPYRrJGsHYE/Q+l5gUHAFEXkIeMitlovIFvc9Hfj2Eu1nAodD0BFKW6HWC7WtlqLNS/3Q/LV5fczmri0S90Go9aLpHu180VrGGM8X4A5gbtD6PcDsEPctDKHOaq/aasAxQ22rRWjzUn80aAvDMZu1tkjcB37WFin7ES4XzV7giqD1jsBXIe77roc6Qm0rlHpe6mpIe37V5qX+huBXbV4fU7WFt97lPmZE7Ie4XwNPEZE4oAQYDewDPgOmGGOKPWp/tTHmWi/a8hrV1jhUW+Pwqza/6oKWpS0sPnhjTKWIPAosBmKBl70y7o5CD9vyGtXWOFRb4/CrNr/qghakLSw9eEVRFCXy6EhWRVGUKEUNvKIoSpTiCwMvIleIyJ9FZJOIFIvID9z2NiLyoYhsdZ8ZbntbV79cRH5Zp61/F5E9IlLuJ20ikiQi74vIZtfOT/2izZV9ICJfuHbmuNHIvtAW1OYiEfmyKbq81iYiy1xKjnVuyfKRtngRKRSREnfd3RZpXSKSGnSu1onIYRH5RWN1eanNld0tIhtEZL27JzJ9pO0up6tYRGaFJCCUWMpwL0B7oMB9T8VG4OQDs4An3PYngGfd92RgGDAd+GWdtga79sr9pA1IAka67/HACuAmP2hzZWnuU4C3gMl+0ebKJwGvAl/65X/qypYB1/r0XngaeMZ9jwEy/aCrTrufA8P9cM6wQScHa86T23+GT7S1BXYD7dz6/wGjL3l8ry5MLxdgITAW2AK0DzpRW+rUu/dCFw8eGfhwaHPlLwDT/KYNCGBjbO/yizYgBVjpbowmG3iPtS3DQwPvsbY9QLLfdAWVXeU0ih+0uWv/EHZ0qABzgId8om0A8FHQ+j3Ary51PF+4aIIRkS7ANcAnQLYxZj+A+2zS429T8UqbiLQGbgGW+kmbiCzG9mCOA2/6SNuPgeeAk15p8lAbwDznbnhKRMQP2tw1BvBjEVkjIm+ISHakddXhbuB3xlmsSGszxpwF/hHYgB2YmQ+85AdtwDYgT0S6iB1nNJHag0nrxVcGXkRSsO6Bx4wxxyKtJxivtLl/zgLgv4wxpX7SZowZh+1NJACj/KBNRPoB3Y0x73ihx0ttju8ZY/oA17vlHp9oi8OOIP/YGFMAFAE/84GuYCZj7wVP8OBaC2AN/DVALrAeeNIP2owxR5y232HduzuBykvt5xsD707uW8BvjTFvu80HRKS9K2+P7V02d22FwFZjTJNeLIVJG8aY08AiPMj+6ZG2IUB/EdmJddP0EJFlPtGGMWaf+zyOfUcw0CfayrBPPDU/jG8ABT7QVdNWXyDOGPN5UzR5rK0fgDFmu3uqeB0Y6hNtGGPeNcYMMsYMwbp4tl5qH18YePdY+xKwyRjz86CiRcD33ffvY/1XzVabiDyDzQL3mJ+0iUhK0MUWB4wHNvtBmzHmf4wxucaYLtiXTyXGmBF+0CYicTVRFu4m/nugSVE+Hp43g32XMsJtGg1sjLSuIO7Go967h9r2Afki0s6tjwU2+UQb4iK0XMTNI8DcSwrw8gVCE148DAMM9pFonVvGY98cL8X+Ui0F2gTtsxP4BijHJjfLd9tnufVq9znDD9qwj8sGe8HUtPOgT7RlY/MFrQeKgdnY3lXEtdVpswveRNF4dd6SsVEgNeftBSDWD9rc9s7ActfWUqCTH3S5slIgz4f2Yzr2Hl2P/YFs6yNtC7A/0hsJMcpNUxUoiqJEKb5w0SiKoijeowZeURQlSlEDryiKEqWogVcURYlS1MAriqJEKWrglahFRGaIyD9fpHyiiOSH0E6teiIyU0TGeKVTUcKFGnilJTMRG8/eoHrGmB8ZYz4KmypF8Qg18EpUISL/KjY/+0dAT7dtmoh8Jjbf/Vtic/MPBb4L/KdLFNbNLR+IyOciskJE8i5Qb76I3O7a3iki/yEiRSKyWkQKRGSxiGwXkelBun7oNKwXkacjcGqUFkhYJt1WlEggIv2xCayuwV7ba7AjTd82xrzo6jwDPGCMmS0ii4D3jDFvurKlwHRjzFYRGYRNxzqqnnp1D73HGDNERJ4H5gPXAYnY0a1zROQGbGrcgdg0tItEZLgxZnnYToaioAZeiS6uB94xxpwEOwOU297bGfbW2Nzyi+vu6LL9DQXeCDLgCSEet+Y4G4AUYxOPHReR02LT9t7glrWuXgrW4KuBV8KKGngl2qgv98Z8YKIx5gsRuZe/JeAKJgY4aozp14hjVrjP6qDvNetx2F77T4wx/9uIthWl0agPXokmlgO3ikgrEUnFTqoCdqq0/S7j4/eC6h93ZRibo3uHiNwBNgugS2lbq14jWQzc754SEJEO0sS5WxUlFNTAK1GDMWYNdkKEddj82ytc0VPYWXQ+pHYa5NeAH4rIWhHphjX+D4jIF1j/+YQL1GuoriXYXPFFIrIBO1tWU34wFCUkNJukoihKlKI9eEVRlChFDbyiKEqUogZeURQlSlEDryiKEqWogVcURYlS1MAriqJEKWrgFUVRopT/B3lF4JVtXVqmAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_time_series(region='KWALE');\n", + "plot_region_time_series(region='TAITA TAVETA');\n", + "plot_region_time_series(region='KILIFI', model=['ln', 'ealstm']);" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "plot_region_seasonality(region='KWALE', ax=ax);\n", + "plot_region_seasonality(region='TAITA TAVETA', ax=ax);\n", + "plot_region_seasonality(region='KILIFI', ax=ax);" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='TAITA TAVETA', model='ealstm');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Eastern Counties" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AjuA1Go1mCmeccQaf+tSnuPLKK8lms9jtdm655RbOOecczjzzTNauXZtb2amQgYEB3v3ud5PNZgFyI4AbbriBm2++GbfbnesnfyrQ7YI1Gs2CQrcLLo9uF6zRaDSaHFrgNRqNZpGiBV6j0Sw4FoJ1vJCo9f3QAq/RaBYULpeLsbExLfIGUkrGxsZwuVxV76uraDQazYJixYoV9Pf3MzIyMt+nsmBwuVysWLGi6v20wGs0mgWF3W5nzZo1830aiwJt0Wg0Gs0ipS6BF0J8SAixTwjxvBDi+0IIlxCiTQjxgBDikHHb2qiT1Wg0Gk3l1CzwQojlwF8BO6SUWwEr8A7gY8CDUsoNwIPG3xqNRqM5xdRr0dgAtxDCBniAE8C1wG3G47cB19X5HBqNRqOpgZoFXko5AHwR6AUGgYCU8n5giZRy0NhmEOgqt78Q4n1CiGeEEM/obLlGo9E0nnosmlZUtL4G6Aa8Qog/rXR/KeWtUsodUsodnZ2dtZ6GRqPRaKahHovmNcBRKeWIlDIF3A1cDAwJIZYBGLfD9Z+mRqPRaKqlHoHvBV4mhPAIIQRwObAf+ClwvbHN9cBP6jtFjUaj0dRCzROdpJRPCiHuAnYBaeBZ4FbAB9wphHgv6iLwtkacqEaj0Wiqo66ZrFLKjwOlS4snUNG8RqPRaOYRPZNVo9FoFila4DUajWaRogVeo9FoFila4DUajWaRogVeo9FoFila4DWa04S+8Sif+9WLZLJ6pSNNZWiB12hOE36xd5D/eugIu/sm5vtUNKcJWuA1mtOEk4E4AI8eHpvnM9GcLmiB12hOEwYDMQAePTw6z2eiOV3QAr+Y2XsXDOyc77PQNAgzgn+2d5JYMjPPZ6M5HdACv1hJJ5A/upHsN64iu/v78302mgYwGIizrNlFMpPlmePj8306mtMALfCLlIHeIwgkExkXlh/fzM5v/B8mwvGZd8pm4NbL4AXdAHShkcpkGQkneMP2ZdgsQvvwmorQAr9IefiZ3QDsOf+z/NrzOs7r+zZP/NdNM+8UPAEnnoUXfnoKzlBTDcOhBFLC2k4f56xs4bEj2oefU57+Bjz13/N9FnWjBX4Rks5kOXDgBQBe9bILec1HvseR5ovYGH6KaDI9/Y6TvepW+/YLjpNGgnVps4uL13WwdyBAIJqa57NaxOz+Huz63/k+i7pZtAK/q3eCp4/9YfqUDx8awRMfUn80LQchcC7dTDej7JzpPTEFfuIoRP8w37uFyqCRYF3W7OLide1ICU8c1TbNnJEIQvj0X4xu0Qr853/1Ip/6+QvzfRrzwh1P97HWMYl0t4HDA0DnivW4RZLdB49Ov2OgL/9/HcUvKMwKmmVNbs5Z2YrbbuUxXS45dyRCEBlReanTmEUr8JPRFKPhZOMPnM3AXe9ZsAI4Ekrw4P5hzm4KI5qX5+53tq8EoPelA9PvPHkcXM0gLAv29f2hMhiI47ZbaXLbcNgsXLrKyY7nPwnBwfk+tcVJIgQyc9qPZBetwAdjKcYiicYfODQIz/8I9t3T+GM3gHue7SedlfRYx6G5J/9A8woAQsPHpq+hnuyDjo3QuVkL/ALjpFEiqZY/hvdbfsI1qV8R3PPzeT6zRUg2A8mw+n94aH7PpU4Wr8DH08RT2ZmTirUQMYbFwy829rgNQErJHU/3ce7KFpzRQeW/mxhiv0SOsqt3ml4mk71qu+XnQv8zIHVTq4XCYCDG0maX+iMwwFkD3wNgqHeGEZmmNhKh/P+1wC880pks4YQS9rFwUg2zjj7cmINHjcTWyMIT+ANDIY6MRHjn2W0QD0CBRYO3A2l1slyM8uRLZZJz2SwE+qFlJSw/D2LjMHHslJ27ZmZOBuJ5gf/tvyKQjEs/ydEZciqa2kgE8/8/zROti1LgQ/F81D4eScKjX4HvvAkyDSgrMwU+0Afx4MzbnmJOTKpSuq1eIwJpWpF/UAhE83K2eEI88VIZXzF8ErIpaOmB5TvUfdqmWRBkspKhUIJlzS4Y2ge7b0dc8D6OO9bjDPXO9+ktPnQEv7AJxPJCPhZJwMAuyKYbI8jRguh3ZGENj82kckd2RN3RvKJ4g+YVrHFMsLtvkniqxIefNCpoWlZB1xawubXAN5roOIwdqXq30XCCTFaytNkND3wcXE1w6d+QalpJW3KQrO4P31jiOoJf0ATjBQIfisMJNauTRKD+gxcJ/P76j9dARsMqqdyUMr6UhRYNQHMPHZlhkpksz/ZOFj9m1sC3rASrHZadpQW+0Tz8BfjOdVXvZtbAb0nshcMPwKV/A542HB1raBMhek+e3iK04NAR/MImGMtbNJnRw5A0PrB4AwQ+MgruVhXhLrBE61g4icdhxRk+AQjwLyveoHkFztgwDpHmiVIfPtCb2waAFTtg8LnG2FoaRXRctYOoMnltzmLtCTwDCDj/RgDaVmwE4Njh02++h5SSrz10mH/6yfPzfSpTMT14d5sW+IVIoUXjGdmTf6ARAh8dA28XdG5ccBH8WDhBh88JwQEl7lZ78QbNKxBILlmS4rEjowTjKbJZSTqTZaTvEFF7K+++fR87j0+oSpp0XHm+msaQSSirMFGdVWhG8C2xXnUBdngBWLZqMwCjfQvLKpyNVCbLR+/aw+d/dYCf7D4x36czFfPzaV9/2ls0tvk+gbnAtGhsFkHLZIFANcSDHwdvhyonPPq7+o/XQMYiSdp9DlUNU2rPQC46f9XSJP+4e4Lt/3w/FgE2q4X/FvtoEa389sAIZ/W0cN5556l9BnZC99mn8FUsYtLGvIzYhJpQViEnA3EcVguO4DFoW5u7396xBoDoUPW+/nwRiqf4wO27+P2hUVa2eRiYjCGlzNX3LwhMi6ZjA7z4i/k9lzpZlAJvRvAr2zwsjewHfzeETjQogh9VH3zXZtjzA4hNgrul/uM2gJFQghWtHhXBL9k6dQOjFv4t68C1fjuBWIpALEU8leG8/SEc3VtxvmAhlsqoZKunXQn8+e89xa9kkWIKfHQcWldXvNugUSIpxo7A1jfnH3C3Erd4sQV6yWYlFssCEslp+NAdu3nsyBiff8t2xiJJPverF4mnsrgd1vk+tTzxICCgdQ3EJ9XnZnPO91nVxKK0aIKxFDaLYEWLg5WJQ7D2MvVAoywaTwd0naH+XkD18GORJB1euxHBr5i6gTHxyRMf5G07erjx0rX8zZWb+IfXbcEXH8TRvgqX3UoilQUh1BA10H+KX0UDyaTg4S9CMjrfZ6LIGK0zYtUtmn0yGGe9P6nEpm1d/gEhiPl6WJId4vj4AnmNs/D8QJDrzl7O28/vwedS8WUoscDyPIkQOJvAv0T9fRrbNItT4OMpmtx2znAM4yIBay4FRNXe5xSyWRV9edrVdH6A4YXhw2ezkvFIkh5XXHnn5QTe4VGJo1LRjoyofVpW4bZb860M7G5Ixeb+5OeK/qfhN5+EI7+Z7zNRFFo0VXAyEGeryyh9bV9f9JilbTUrxTB7BxoQvJwCArEUbV6VG/I7lcBHEgusoVciqEpRfVrgFySBWJpmt50t2cPqjuXnqStyvRF8fFI1IPK0K7vD7l0wAj8ZS5HJSlZYjUlMTWU8eFDCXyrwuRr4Hlx2C/G0KfDe01vgzZxLdIF0XUwbK2pV0cBKSsnJQJwNVqOao31d0eO+pevpEcM83z9ZZu+FRTKdJZbK0OxWAu8zBD4cb0A7kWwGfvcFZZnWSyIETj/4utTfp3ElzaIU+GAsRZPLxprUQcLSRcy/Rl2R602ymj9MbwdYLNC5acFU0owZNfDLMMSsXJIV1IVpisAfV7ctK3FNieAjc3C2xYxHklMnXpWQzUrueba/usWmzRFbdIH0Ta/BohmPJElmsqyUg6rLZ8uqosetbatxiRR9vQu/ZYGZGzMFviN+jMsszzbGohl6Hn77Kdj7w/qPFQ+ogDAXwWuBX1AEYsqi6Y68yD65mrFYWlUt1BvBm5Ggp03ddp2xYGrhp8xibSpj0cA0EbxZA9+Dy24lns6qv0+BRTMcjPOaL/2OT8zSu/+xI2N8+I5dPPhiFT828/OOLBCBz1k0lUfwZolkV2pATUKzOYo3MJK14aHDyAXeHM4U+CZD4Dc8/U/8p/2rhGMNEHiz8mVwd2OO5fSDt1P9rS2ahUUwnqLFZaE19CJ7s2tUP5qGCLwhFJ4Oddu1GSLDC0JAzNbILalhsDryX85SmleoyLbwvQj0gasFXE247VbiZpTs8EJq7pJ3Uko+ctceXhX7NZGDv59x22f2Ps8+53twDjxZ+RPMFMHf+xG4e5Y1ahtNYRVNhZgLfTTHeosTrCaGwLcnT3J8bGEnWosi+InjeAefwC9iZCb7ZtmzApLGSPPEc/UfKxFSI36rXdmxOoJfWARjadbTjzWTYE92LWORpBpy1duqwGwV7GlXt51b1O0CsGlGQ0o8vPEhaOpWFlI5zORrYCB/32Svig4Bt8OqyiRhziP47zxxnN8dHOGfnLfzjvB3ilpMlDJ+8HFcIkXT6LOVP4EZ1ZXz4I8/DnvvhNAp/PFmqk+yDgbjgMQVOjYlwQrkSl9Ph0RrsFDg99yZu98+frD+g5uf9cj++r+ziaCK4EHZNH+oAi+EaBFC3CWEeFEIsV8IcZEQok0I8YAQ4pBx29qok60EKSXBWIoN6UMA7JVrGQ83OoI3BL5r4VTSjEWSWAQ4Iiemt2cgvwhIoU0z2ZcTeJfdkvfD7R7lG2ca3FMfODwc4tO/2M/lG5ppliHOtRxk37HyqxP1jUfxh14CwBM+VvmTxGeI4CPDILOw7+4qz7wO0qYHX00EH2OJJYglGZ6SYAXA7kL6u1llHVnwAp+L4F02eO77ZLvUXA3PZAME3lygI5uuf/a1WSYJKtH6B2zR/DvwKynlZuAsYD/wMeBBKeUG4EHj71NGIp1VSanEAaTTzzG5pLEWjd2TW+eUpuXqi7AAauFHw0navE5EcKB8iaSJmXw111+VsiiCd9lLInhouE2TyUo+dMdzeBxWPneVSmQ5RZqRfQ+V3f6hA8NssKgLUlOkiva4pkVTaqFls/nRWEEkOefUUEUzGIhzrtc4/3IWDSBaV7HJOcbuvoVdSWMKfHtgL4wfQbzsJoZkC/7Q4foPniwoBjhRxSivlHRSfU45gf8DjeCFEE3AK4BvAEgpk1LKSeBa4DZjs9uA6tvn1YH5JeqIH4fOLditNkYjCeWpJULqx10r0bF89A5qMtCSM2Fwz/T7nCJGwwm6vFbVzGq6ChpQX1iLLR/BxyZUpYwR2bvsVuIpM8lqXMgabNMcOBli70CAj169mQ6ZFyVnb3kf/rcHRjjTrqL7lngVfm3OoikR+Ni4KndtXQ0ndsFoAwRmNrJZ1W8fqrJoxsJJtjjNGvi15TdqXU0PI+zpnySdqeP7PceYv03fgbvA5kKccR1HRQ+tkZfqP3jCiODdrfUlWs3vTM6iMSL4BZ7Ano56Ivi1wAjwLSHEs0KI/xFCeIElUspBAOO2q9zOQoj3CSGeEUI8MzIyUsdpFGP6fO5MCOFpp83ryFs0MpsfylXBaDjBP9yzl3R4pFjgAbrPgZN75r3r4lg4wTp3WAnXdDXwABar8uhNgR80klKmB2+3Fls00PAI/tCw+hGdu7JVLTQChK3NrA48PaUSJJ7K8MSRYVbLAVLYaE6PFkdrM2FaNKlI8UXKjMguuAkQyoufa8wSSatDjSSzlZV7jkeSrLUMqYty88ryG7Wsoik1TDaV4MWTofLbLAACsRQtjizWfXfD5jeAq4le6yo6Y8fqC7xAdYy1uaH73PoSrWaezlUQwadjxS2ETyPqEXgbcC7wX1LKc4AIVdgxUspbpZQ7pJQ7OjunqfioATNR50yHwNWsBN5MskJNs1l/s3+Y25/sZXL0ZBmBN7ouzrMPPxZJsslueIUltdJTaO5R/Wpe+An84E9Ud8yeC4FSD35uLJpDQ2GsFsHqDg+ElMD3dV/NJo4yfLK4hPPJo+N0pIewyyR77NvVneMVRnyFn3VhFG96qsu2w5pXKJtmriM0057xLQVkxXbheCRJjxxUfVGs07SOal2NQNItRhe0TTMZTXG1Y48awZz1TgAGHatwyljeMqyVZERVfXWfA8Mv1D7qnBLBn96zWesR+OBjgk8AACAASURBVH6gX0pp1q3dhRL8ISHEMgDj9pS+M+Yw0J4KgbuFdp9DVdGY3ftq8OEPj6ioPx0anSrwy89Vtyd21XzOjWAsnOSc5LMq0lt54cwbN6+Avqfgznep1Ztu+h341EXWbbeSzkpSmeycWTSHhkOsavfgtFlVNC0sWM96OwCDu+8v2vahA8OcYVMtZXd7LlZ3VroqUjwIDuOHGimopIkYI0ZvF2x/O0wcnfvFTcwI3r9U3Vbow49HkixND5RPsJq0qgv6VvfE1IVcFhCBWIprxMNKNNdeBsCIW3XErDuPlQiD06c6n8pM7YnWnMAXJFnhtPXhaxZ4KeVJoE8Iscm463LgBeCnwPXGfdcDP6nrDKskGEtjIYs1GQRXM+1eh6oRr0PgjwwrgfdmAgQsTcUPtq1Vxx6YP4GPpzKEE2k2hZ+ElRflo4/paFur/OBz3wXvvldZNgYuuzV3zFwyueEWTZiNXcY5hk6Ct4tV2y8lKD3wUnEL5ocOjPDqdiWG+5suUXeOVyjwiSC0GQJSLoL3dcKWa8hanez6+df56XMnOD4WmZsJQ2YNfJOxCEsFlTSxZIZ4KkVbom/aBCuQq4W/sDXE7r7q+tycSoKxFBuyR9WoyRiNjHuN11XvCDgZVhfzZUZr6xoSre/+1lP87fceAeD9dx3kaw8dPu1ns9ZbRfNB4HYhxB7gbOBfgc8CVwghDgFXGH+fMgKxFD4MQXI10+Z1Gh68Icw1tCs4MhLmolVe/CLG3omSYbIQalg4jxH8aDhBJxN0RA7CulfPvsPLPgDvuQ/e+J9T2qCaAh9LZQosmsZF8Il0huNjUTYs8ak7wkPgX4LT4eQF51ksH38iZ5ccG41wdDTCue4h8HeT8i5lTLRWZtFIqaKxcgIfMSaDuVq4Z3+I+1Jns3LwPj70/Wd45Rce4oJ/fZD+iQZPGjIF3mdE8BUkWsejSZYwgT2bmD7Bah7T6mSba5gjIxEC0QXWndEgEEvhkVE1qc7A6mllVLQ1IIIPKYumeYUaZVeZaI2nMvz2wAidDjXSGk46uW/f0B+0RYOUcrfho2+XUl4npZyQUo5JKS+XUm4wbiuvCWsAwViKJpEX+Hafg0gyQ8JmRIxVRvCJdIbe8Siv6lHC/tgJpi5y3H0uDNXh+9XJWDjJKyx71R/rXzP7Dq4mWPmysg+5zQg+WWDRVJrUrIBjo1EyWcn6LkPgQydzojfadRGdmSEyY6qvyrceVbc9mT7o3ITXaeO4XApjFQh8MmJUypSL4EeQ3i6+cP8BPnTHc7zQdgUdIsiv32zl/16xkZFQgn0nGrA4TCHmJKcqLJqJSJI1FpWjmDGCt1hg9cvZFHgUkDy3QBuPBaJJ3Nlo0QjT57RymJ66BT6TCLNvLEvfRExF8SeqE/iQ0fDs0h7VCmJDTzeheEpdjCz2P9gIfsERjKfoshkJLVcLbV71gU1kjGi0SoE/PhYlK2GDX/1Aj0RdPHWs5Me5/FwlJif31nXutTIaTvBK63Ok3J2wdFtdx8pZNOm5ieDNCpoNpkVjRPAA9g1q9DG65z5+uXeQ2x4/zrsvXolz4jB0bsbntPFSdkllFo2ZYG3pUU26omNks5I9/ZMc7z3G4aibW357hHec38MHb3o/2D2sGXqAd16gKlXMFgENI2fRGHZYBRbNWCTJamEIfLlZrIVsfSvucC/nWI4sWB8+EY9gJVMi8DYOZJbDyIG6KmnikQBHQ4IHXhgyEq3VzWg1izP8Qu1j8zSrLpcWy2k92WnRCXwglmKp0xT45pzAj6Vd6r4q2xWY/vtqt/rgY7Zm7t5V0qyr20i0zpMPPx6KcallL8nVr1KWUR24HeorEUtmVLtgaKgHf2gojEXA2k6vKhWMjOQi+PVbzuaEbGPy+fv56F17OKunhb+72K/KHDs34XPaOJJZqi4Ks5WtmY+7WsDdhoyM8rr/+D1v/OqjhMcGmBQtfPpNW/nMm7fhcPtg41Ww/2e0u63YrYKTwQYLvJlk9XaoC04FFs2EIfBZq2vm0leALW8Aq5M/8z3NswvQh0+ms9hSRomyK5/H8jnt7M90q+9YoIpJbCXIRJiIdHPgZKimRKtZXu2VUbDYcbk8hBPGDG5v55xF8Hfv6uf3hxpXJl7KohP4YCzNEkde4Dt8SuBHYlLVyVYZwR82BL7brkRu28Z13Lv3ZHHb2qZuJVLz5MOLk8/SKsLYN15R97FctoIk6xyUSR4aDrGyzaNGCpERNTfBiODXdPh4TJzDirFHaRZhvvrOc3BMqJYTdG7G67RxVBoWx2w+vJlrcTWDt4N4YJgXT4a44eLVbPbHOX/rJv7kwlX5tUDPuA6io1j6HqPL75qDCN44ns2tLjoVWDRjkSQ9YgTZ3DN9byETVzNsuILXZB9lT+/YgussGYil8BnRca5CBfC5bBzMGjOv6+jMak1FieLkxaFQTYnWoGHRuKWykHxuO9FkhkxWKh8+UiaClxJ+/291TZT7t/sP8qOdc7dq2qIT+EAsRaetMIJXSUTVrmCWnvDR8SmR1ZGRMMtb3DiTath72TlbCCfSXPTZBznnE/ez7Z/v4z9+c1jZNPMUwXeefISsFDg2VeC/z4LLMbdJ1kNDYdYXVtBALoK3WAQ7u96GVyT41ta99LR58t5s5yZ8TivHTIGfrVTSHKk5/eBRAg/w+m1LsEZHVYlkIRuuUOK778csa3YxGGhwPsXsQ2NzqnbTFVg0E5EkS8UElubuWbcFYNtbaUqPsymxl2MLrLNkIJbCbxY/FAi832njsDRGJ7U27ZMSRzZKGDeHhkJk/cvVymVVWKZmBO/KhMHVlF+MJJGe3qKJTcCDn4Dnvl/TaaczWU4G42od5Tli0Ql8MJ6i3WoIvDvvwVfUj+au98CP/rzoriMjEWUnREcBwXmb1vJXl2/gdduWcc1Z3bR6HDy4f0jZNGOHGrPua5WsnHicF63r833q6yAfwWfVrFebq2ERfCqT5ehopLiCBvKJR+Ctr7+Koc6Xs+Ho7ZCKK4H3doGnzUiyGsI8mw9vXsidTeBpQxr9aDY1pdXw3Vci8A4vbLwS9v+MZU12hoKJel9uMWaS1epQ4lOBRTMWSbLEEkAUvD8zsvFqMnYvb7Q8tuDKJYsj+AIP3mUjiJeUd2nNEXw2GcVKlrTNQzSZoX8yrhbjGa28iVlugmQmAk4/fnO92HjK6EczPDVHYH6GofJN8mbjZDCuVmFrdde0fyUsSoFvsUYBAQ4/TS4bdqvIT3aaSYBDg3D80Vz3RCklR0bCquIjOgbuViw2G//3io3865u28Ylrt/LqzV0cGYkgu89Rx6gye1830XFWxfaz13V+Qw5nrm4fn4OWwcfHIqSzkg2FFTSQL0UDzlvVxpLXflQNiffeqZJvnWqqhddpI4aLpGfJ7JU0OQ++Cbwd2BPjdDe7aMoYP8py/fLPuA4iw5xvOcBgINZYm8NMstpcql9KJVU0Rvlr4fszI3Y3YvPreZ31KfYcmztftxaCsRR+pgq814iUo80bao7gB0fUxXv1UnXRfvFkEDo2qu9OxeenfvO2VASczfhdalGScCKt8iYyMzV/Z36GNQr8wIR6P5Zrga+cQDRFCxH1w7ZYEELQ6jH60TibZm5VkIyoaHXoeUBdYaPJDOs6fWomZOksVmBdl49wIs2w/wx1x6n24V96CAtZXmopX/ZYLS67kWQt7EeTbEwEf2hI5TM2Lim1aEoEbM0rYel2eOw/DYFXbZnNYXPUt2r2CD5RGMG348kE2bzEWzDJqYxobrgSbC7OizxMPJUlEIlB39ONef05gXcYFs3sEXYiPI6DVNEIZzYs295Ks4hgfWmBLDRuEIil8OfKlwuTrOozDfrXw8jBmippegfVSHDLamX1HDgZUkFBbLx4BvMMBOMp7FaBJal6wRetF2v+7ksvymbpbbA2ge83BF5bNBWSzUpCibT6IpkzV4F2nzM/m3WmCN5sRNanui8cGVb13+s6jQje2zFll3WdqtLkUMihZhSeah/++GNEcBFur6880sRtLxfBN0jgh8MIYbyfoBqNudumLkMnBFz8V2qInQjmI3iHMWz2rprdg48HUaM4Hxl3O1aybO8Q+TYFpRYNqKnuG65g3ciD/D/bd/Ddsh2+8Rp45pt1vGqDnEXjrNiisUQMC6vSCB5g7auIWps4J/jggkq0qgmIU5OsphUy7lmjmnrV0JOmf0h9pj3Luuhpc6tEa4cxwb5Cm0at42xHGMv1+UyLJpFWnxeU70oKEDpR9TlDXuCXNbtq2r8SFpXAhxJppASfjBTNllPtCiqwaBLFAn/YqNle1+VVV+8yEfx6Q6yOjISNTnan1qKRfU/ybHY9rT5vQ45XNJMVVATfIIvm0HCYFa3unA1EaGj66PTM6/KLk5RE8BOuHpUTmfGzNNbVtFgYTqv35syWZN73n25JwzPfhCsxyrus9zPRfrYS5GBtP+AichG8U1k0yXA+8ToNjpgx2qgigsfmYLDrEs5hP8OhBucR6qBY4Ivr4AEmrUbwVEM54kmjG63X18ymJU1GBL9RPVihTROMp9VasYkguJrwO00PPp3PbZUKvBnRxwM1jfIGJqN0+Z2539xcsKgEPtcqOBsuiuBzHSVnqqJJJ/P9uvueAlSC1e+y0elzKkEpk8Ts9Dvxu2yqnLJ9PQT7T13r4EQYhp5nZ3Zjrhy0Xpw2C0JQ3BO+URH8UCg/wQlUBD9ddGq1wyV/rSpblpwJkIuqxhxGWd1MpZKJYC5SPBZXHud6X0JZNBa7EtlynPEmRq+9nQsSX+PX27+kIv0q+rdPS6HAe4znnuG42azEnTBGG/5lVT2VZclWusU4x/oHZt/4FBGIpWizxdXnabXn7jc/03GL8Z7UIPCj44bQOnxsXurn6GiEhHeZ+u5WE8E7rbnAIOfBF1k000TwMLMPL2XZC03/RGxO/XdYbAJvZMJdRqtgk6Ke8JmEqs4oxbRnWteoYWJggCMjYdZ1+hBgLPYx1aIRQrCu06ci+Oblqq67xqRL1QzsRMgsu7IbaPc5Z9++AoQQuGzWhls06UyWl0Yj+QQrzBzBA+x4L3z4QO7C6nWqSOek3Sirm8mmiQdykeKhkHpvVjijyqLxdk4/IcxioXn76wgIv6qFd7dWtcTetOT6wTvzF5cZjhuIpejEmJFajUUD+FerOvDAsVOc8J+BQCxFmzU+pRGeabuNYIy4q5wxms1KAgHjQun0sWmpn0xWcmQkpgKuiiP4FB2urFryz9mUu/CEE6npBb7w75l+84cegFsumNKxdGAyNqf+OywygTdbBTvSoSKLps3rIJRIkzFbx5ZLtJoCbzbr6nsyJ/BqgYZ0WYsGYH2XT0Xw5Ra0nkuMkcaz2fW0NyiChzLrsjbAoukdj5JMZ/M9aKRU0dpM4iVE0YXaaVOzTE9YKpjsZAy1AfZOqGjMHh9XAuKbef0Bu9VCh8+ZF/gqltiblnRczWC12go83emPOxZJ0iUmSds8KjdQBW2GwKcH61ybtIEEYilarIkpAm+1CDwOKyMZHyCqFvi+iSiOjBGAGBE8wIEhI3czeqii4wRjKbocxsjb6cdjtyKEEcE7vOrCXM6isRijkZkSrWPGRKj9P8/dlclKTkzG5rREEhaZwOdKnYxWwSZmKdaMDcfMhlorLwK7h+SxJxgKJgz/3fhgyyRZQSUNh0MJwi5DeAJzNzOtiL4nCfrXE8SrbKQG4bZb8zN1HY2xaA4aFTQ5gY+OK0usGn8Z9VkGUjZ1YZicOrU9lckyFIwXLZy8a9SI1qNjqvyydJJTGZY1uxgMxiuueJmVdEKVSELe6pvhuBPRJF1igqR79nMtxdLcTUj4cE/M/1rBJoFYiiZLrKiCxsTntBFKogKoKi2ag0NhvBgjcoeX1R1eHFaLWtmqY5Nqf1BBs7xgPE1HwQx4i0Xgc9hUklUIdW5TLJqJXAHAjBF80Aj4Dv4qd9dwKE4qI1neogW+YoKxFDbSWNNRcOcjeK9Z2201xKWcwOfWdGyB5eeRPvY4YCRRzUhrhgge4EjCuKgE50Dgn7ujeO3XbBb6n2KwSa1yZE7oagQuu5V42vTgG1MH/8KJABYBm5caP/DwNCWSs+B12Iza5K6pPzjgh8/0c+nnfksqGgBXE+FEmiMTGZJWj1p8OzxSvoKmhKVNLoYCcaPipTEWTcZi5969gxVZNGNhFcFLb3XvDwBCcNK1lo5ohX3zTwG5OvgyaxX4XIaQ+rryVU4VcnAolBd4px+71cK6Lp9KtHZsUPdXEMUHYynarYnccXLnZbQwUAJfckGOjqvV0+zeWQTeSNIPvwATx4F8DbyO4KsgGE/RVNAL3sRj1k8Lo9KkbARvCLzDCz0X4Brbh5s467p8cOxh9dg0YpQrlZwUyhpqdASfjMBPPgA//WB+abnRgxAPsEuqBGujBT4XwTeoDn7vQIANXf6CChpD4KuM4H1OGxFz8kkZMTgxGSOZyZIIT4DTz8EhVQmVcbaq7SMVCrzZrsDdqiK1etcMTccJp638wz17K7JoJqJJupjA0lxdgtUk0ryJ1ZnjJFLpmvZvNKqKJlJUImnid9qUFeLrqiGCD7HUlVYWipG83bzUn6+Fh1kTrfFUhkQ6S6utWOD9LuO8QI26ynnwnla1iMtMlVbBE/mKMCOK79cCXz3BWIpmizEcK7RoDFEJixki+JzA+6DnZVhkhnOsR1kV3AW/+bRaJHiaVrwr2zzYrSLvwzda4PufVjmAwd1qpi3kSjl/Nt7Deata802zGsCUdVnrtGiklOwdCLBtRf4zyf2Qq43gnVYiiYxKlJYReDPRbk+FCeNVP3TA4utUk6OyqYosmqXNLoLxNElni0qc17CWbxHpJDFpJxhPI+0e1bJgBotm3PDg7TUKPEvOwC9iDByrfLr+XBKIpXDLWFmB97mMi7bZEqAKDg6FWeY2fHKDTUv9DAbiBNwrQVhnFXgzSm+2FPfK8Tlt+Y6SpRaNlGoE5mlXVU6zRfCrLob2DXDgl4BKsAIsb9FJ1ooJxFIsdRhX4TIefFgYb+ZMHrzDCyt2APDHvp3YfvRutR7mdf81beWFzWphdbvXqKRZ0fgk6/HHVYLO3aZmdwL0PUXW1cZjky3sWFV/D5pC3I7CKhqvEsU6Sj8HA3FGw0m2Fwp8rRG8y25YNJ1lZykGYynaXBKnSPH0YJoDJ0N4HFYcTZ35XicVRPDm5JNJaQhHnTaNzCSIZqxkspJoKjtrdU44OIFXJLDVKPD+lWcBMHG0+qXrGk0qkyWazODKRspbNKaQejuVwFc4QUtVy4TpcqaLEtGbjJnSB8cSakWvWSppzKCgSeStHlDftVBimgg+GVGVUe62mQU+a1TVNXXDpqvh2CMQD9I/EaXD58iPaOeIRSXwwXiapU5T4As9eGPSQtYQ+JmqaJx+pLuVIyznDYl7VXLsj24vmxwqZH2XT/WOb1pe/wrxpfQ+Bku2woU3qSHeyAHoe5KR1rMAwY7V09R014jbbi2Y6FR/R8k9/eqCum15SQTv8BdFXpXgc1rzFk0yPMU+CsbTbDbejkf7Ezx5dJyNS/wIb4fqKw/TT3IqYEmTEvixjCEcdSZak/EYCWlMy4+nlDDMYNFkAsWdNqtlyQbVGyl1Yv4raVR1m8SRLi/wXqfhdfuWqNmss/X6Nzg+FiGZztJmS+QXV0dF8ICRaN04awRvzp/xl9i7yjoyAhtPu2HVGb8L8+LsaVMWTehk+QtTdFQFSE3LYeNr1f+P/EbVwM9xghUWmcAHYim67FMjeI9RPx3MOtSQbaYkq8PLsbEoT6aNmXBv+q/8rLgZWNfp4/h4lLR/OcQn88erl0wK+p9RQ7zzb1SVGA9+AsYOsc+yCafNwpndzbMfpwqc9pI6eKjLptk7MInNItiyrOAiGTqZ6wNfDfkkqyHS0eIoPhhLscQYxU1kXOwfDKqIrjBBXlEEr173UNoICkoTbFUSj0VJYDfO0ZgdGZt+5SVhJqFreI8AfE1tnKAT5/j8V9IEYik8JLCQLRso+c0I3vxcKky0mpVZTdZEUQS/rNmF32Xj0JAh8GNHcg0Ey2H2gvfk2hnnPfiiJCsy/5mZ0by7DfzdKpovk/TPVdD4l0HPhSrwPPgrBibmvgYeFpnAB2MpOqxGpFnkwavIKZLMTj+bNRkBBNg97Omf5N/Tb+H4a78DW66p6LnXdXnJZCWjFkN4gg2yaQb3KHFdeZGKWs/+Y3hR1dP+Oryas3pacNga+zG67db8TFYzwq5F4J/6b7j1VQwcO8TGJf7iKdnhoZqiU6+zROBLxCAYT9FhV5OK1veoCVGblpYIfCUevBHBDySM0sY6I/hEPJYX+HhqVovGFjVzFLVF8ACDznW0R2pfjKJRTEbLtykw8bnUZyrNz6XCRKu5MLpbxotGgkIIVrZ56BuPqkRrNgUTx6Y9jhnBe7LRopm2Uzx4yIt4YWVdk2GjlUu0mvc1das5EBuuRB66nxOTkTmfxQqLTeDjKdrLCbwRwUeT6en70STDKsEqBM/1BQjYO1i+4w0VP/f6TvXFPZ42/IFGJVp7H1O3Ky9Stxf9JSCQwspPR5ayY1Vj7Rkok2SF2iya/mfgxC4+Nvh/eE1HiZjVGMGbVTTSnJMQKY3g03QYC768dscmWjx2Xra2Pf8DFdbp2xQU4HZYaXbb6Y2ZAl+fB59KxkmaFk0sla/OmQZn3GxTULvAh5o3sCzTjyw3c/sUEizsJFkuyeq0k8lKEi7jol1honUimsRqEVjTEfXbLaCn1aMW4M41HZveh8/1gi/JEfhctvyqTqX9aMzPztOWbyVh5pWKDm4KvDH7etPViOgYZ2YOzHkFDSwygQ/EUrRYomCxFV3RPWYEn8jMIvBqn+f6J9na3YzNWvnbs9YolXwxZlxYGiXwxx+HtrV5MWxfB9vfTmDpxYSzDs5f3dgEK5R68MYwspZSyWSYjKcTITP8xbG/hF5V+YOU6sdQYwSflZBwGIJdEsGH4ilajQVfVncv4dl/vIIzupvyk9R8XbMvf2ewrNnFsYgxU7HO2ayZVIyUUKWsuQg+Oj5tQtGbHFPbu2q332TXmdjJEOgzfPjoONz3D42ZuFUFgaJe8OWraADCdrMfTWUCPx5J0eqxIxLhKSODFa1u+ieiyA5jsfIZEq3mBElHOlK2lXE4UaYfTZFFYwr8NBG8xZYfca67HIALLfu1B18NUkoCsRTNZqvggooXq0XgsluIJNPT94RPRsDpI53Jsu9EgO0rWqZuMwNep43uZhd7gh5ANMaiyWah93FYeXHx/dd9ne+u/xIA566ciwheefBSyvo8+GSEoKubtyT/Bdzt8K2r4d/Pgu++WSXTaorg1WgsZDM+nwKBT2eyRJIZWswVvVxN+fJR8wdaQYLVZEmTixPBlPo+1SmKMpXA5VLvZa5DYSZR9n2NJTO0yXGizhl65lSAZ6WaBDd+dLf6Lt1zMzz+Veh9ouZj1sJ0qzmZ5Do3iiY1wqrQopmMJmn1OIqCM5OeNg/xVJaRlFMJ8AyJVrMXvDUVKjo/v2smgTcu+O5WY5QlyrcrCJ5QHr0ZVLhbiHq62Wjp1x58NQwG4sRTWdqs0bJRj9dh1NpOF8En1Jfk4FCYeCrLWT3VR07runwcHImrL1QjIvjRg8oaWHVR8f0WC08fn2TjEh/NHnv5fevAZbeSlZDMZPMRfC0WTTLCZNrBkKUL3nsfvPJjsPw8Zat4u2BF9atQmdFeJOtQw/JwXuDNhFhTTkwKPkNPQQRfIWpt1vpns0opIZPE61XvpbJopp/sNB5N0sUkSXflF6NyLFu9laS0khjYC0/cAofuUw9UMHW/kRSvx1q+igYgnJTGBLZKI/gkrW573l4toKdNXUz7xmNGJc30s1lLe8GbmB0lQ/HCz8u0aMaVllhtyrP3dk4TwQ8o/72AYddaNon+U+LB2+b8GU4R5ozFVkusvMA7lZ82vUWjfLw9/SpLflaVETzAqnYPewcGoXtFY0olS/13g2xWsqt3gmvOqnAx5ioxk6HxZBZnTuBri+BHk81sXtqEs3kJXPa3dZ+bmTAPl5nNanqpeb+3QExMD7WCBKvJ0mYXY5EE2a5WLHVE8EPBBA5SeD1eXHaLqtpYany/4pNAT9H2E5EkS8QEWU99i7gs72jiEMtZMvAAHPsOrLgA+p+aF4FvN2eJTtOLBiCUSE2/wHUZJqMp1rfZjA6QUz14UInY85q64dij0x4n1ws+HlQWaMl5qYZjTSrYMS/00fG86IOK4gs8+H0nAvxk9wn+criXzJJtOBLp3IXsuHUVF1sex26b+wVZFk0Eby4HV7rYh4nHYS2I4MtZNCFw+Hiuf5Jmt51V7dUPn5pcdsLxNLJ5eWMmOx1/XAlS29qiuw8OhwjF03OSYIWCVZ3SmbosGpkMczJuLZ7BWidFvmjJbFbTS/XKqConLVwpytWiJm21FIvpTCxtciElJO3NdXnwR0cjOEjh8Xjwu+wqgje/o2VKJc1OkjTVnmAFZU0OONbSluhXUeSbb1UPzPZZPn83/M8VFU84mo1ALEWHWb5czqJxFQhpFbNZx6NJlriMKhdHqQevfr9949F8IDDN61ERvK2oQR1QvKoTGLNZTYEfK14foqm7yKL57hPHufXhI9gjg9x1KMu5n3yAHz+rNOHF7ArsZGZflawBLBqBPzgUosPnxJYKThvBR8wqmmQoP2HBJBkBh5fn+gJsX9Fc09R/v8tOOitJ+5aroVm9P5DeJ5Q9U3IuzxxT0WSjZ7CauB3GuqzJTF0WTTYRJpB2sH154wTejIIiZWazmhG8J1um54nFAu+9Hy76i4qfa6kxmzVibarLojk2FsFBGr/XS5PLlk+yghHBFxMIBmkS0drbFBQw0ryNFDZ467fzVsFsEfzAThXpNygZG4ilaDcF3lGmTLLool1ZBC+lZDKaVLNYYYoHO31VOwAAIABJREFU73ZY6fA5Vc8Xb6fK+UzzuoPxVNFqTib+wggejMR4gUVTWHrrX1Zk0QwG4ly41IpbJLn0vLM4u6eFv75jN7f89jA7Y8aFe/iFWV9nvSwei2Y4zKalPpiYLCvwHodVebTmDz8RLC6XS0ZI270cGApx8+a1U/avBPOKH3cvxZ6OT7uOayUkxvtwBnr5oeONPPnD53DZLUxGU5yYjHFoOEyn35nzGRuNy1YQwTtqt2hkMkIEF5c0MIL3OkssmoI1cM16Zmc2UtYKYOnWqp7LnOwUFH7a6xC7Y6MRnCSxebw0ue1qpGH662Ui+Pi4EgpXa/0WXP/6d3DJiTN4dNk52CxCJTFnE3hzVnfoZNlVzKpF9YKPqxGUdark5PIquY6SRruCckFW7xOQThDuvphURtJhtiYp0zO/p81N30QU1plzJobLbheMpVje5Mgv82iQ9+DL9KOJTkDnlvxBmrrVY+kE2NRaAi/zhWASNm/cxP9ecwEf+eEevnDfAZy0knVZsQzvn+2tq5tFEcFnszK/HFw8UFbgfU5bvg4epvrwiTBjSVWPW4v/DqhhHhB2GZFXHT587zE1QeXxiSYeOzzKvXtP8vxAAJfdylVnLuXT121taIOxQlxGf4xYMqMmfkD1EXwmjS0TJyHcbFwyNWqrFV8ugjcajkVHc50ec/XM6allc7VgTnYazxqLvswwG3Imjo6EcIgMFruLJpddnaer0IMvJh1QQ31X6/LaTryANp+XoWyzer+EUJHubBdrcxZ2uExd93QMv6haWpdBNQGcupqTSd6DNwQ+k5z6vmSz8PAX4JtXwz03MxlVn3WbzWgl4Cgj8K0elWTNTYqb2rsIlAff5UgAsshXL1rVCYoFPjZefPEz5ysYPvzJYJy1DkNjmpbjtFn5yh+dzfsvW0cCByHvSh3BV8rAZIxoMsPmDocqPSsbwdvydfBQLPBSQjLMiZh6O87qqU3gTS8x6FzCMlA+fPc5NR0rFlBfpPddeR5fuuDymo5RK7kIPpVV1obNVX1izuj7YnX7sFcxn2A2zElrOYsmm1Zi4GnLefD2dLhsvXW1NLlt+J02hlLGRS4+WdOIrH/U+K7ZHDS57RwfMybUCGtZG0QajassdXrwQK6ZVSyVoRm7EvjZPkuzF0y5iTvT8dBn4MVfwLa3TZlnEIilaHaW7yQJah1gm0UoK6TdKJ0NDxfYWAFV4nngXuXRh04wEVB5tBabsRRiOYFvc3Pv3kEy7mVYYdoWCMFYii6bMXO7YFRftKoT5AU+nVCjnKIkqzHaCg0S865gMpqix2Z8toY1ZrEI/vbqzbx+2zJ8v98Gw8+XPZ9Gsigi+EPD6gu5ucX8kKYKtNdpzXvwUDw0TkUBSV9YsKTJmWs0VS3mkG7CZkQMdZRKxsPK8/W11Gbx1IMpCsUtg6uM4A0REWU813oorqIpjsyC8RQWAZZkeNbmcJUghGBFm4e+eO3tCrJZydCEIfBWJ01mfxNzOcIyFo3NLBOsYxarictu5FOKlmCcJYIvtGgqIZuFow+rlgBl3qNALIWX6LQRvBAi164gV8Za6MN/9y1w6H64+nNw5acAiI+o5RqbrdNbNCtaPaSzkuGs8bxlBN7sBd9hNS56BQJftKoTKIGPB/LnVpRkzbcrOBlU8zCWMq66wJa0xN66vBnr0jNh/GhD1lqYiUUh8GbToXV+44MoW0VjI5rI5BMjhUkzQ4wOTGTrmjhkDjXHZZOKeutY2SllCHzTPAi8KQpFLYNrFHirq7r1RGfDYhF4HQUdJSH3ww3GUvhddkQiWFwDXwcr29wcjRrLIdZQSXMiEEOkjSjT5lQefDylauPdLWUtGkd8mDS24gixRnIVUamCJRgbHcEP78v/nkpsHbNVsFeWX83JxGcu+lHaj2ayV62H8Op/hJfdDK1rAEiPHQXAb7b4ncaiATgeN/JIZQTe9NdbhfGelOQcfKWLfkB+jdUiiybfrmAwoH4rbdkx9XqsZeaqdJ0ByBlbKDSCRSLwIZY2ufAzdbEPE5/TSjKTJek0BLzQjzO+0CeiNl61ufo1ME38hWVVTcvriuAzUfXD97eWXyZwLjFFIVbPoh9GFGhzNTaCh+kbjql6Zpsqg22ABw9qMZfDQeMHWkMEf2w0igPDw7U5aXLZSWWksr9cLWUjeE9ylKCtreKWCjPhKv0sHb7Kk6yVevAv/S7//5JZqGNhdXFzy/KrOZn4nAXL9kFejI/8Vt1uvFrdtq4GwGI0D/OV9HAvxCxC6A1m1AW/3PoBRt6mRZhLdhYHeFM7SpIX+MILsLtVrSoVOqEWawf8yeEpk5xydJ2hbuc40bpoBH7DEl/eV5/GgweIWo0vWXRqBB8VLl5dl8AXZN3rXdkpNkkcB8I+97PdSpkiCjUJvHpPHZ7GC7xvOoGPpWhxWlQZbAMsGlACP5QxIsAaSiWPjkVwCEPgrc58niaemjaC96fGiDgac2HPT1qrwqJJVGbRfOSHz/FPP3le2TNmBB0qFnhzAqI7G51R4P3mqk7uVrDY8xeKl36romNz+T1vB9i92EO9WAS4ssbIssy6At0tbiwC+gtr4UvI9YKXxqilZNRUtqOkOSu2MIIXIrd036Ah8K7oyekFvm2NuiDMcaL1tBf4bFZyeDisKjVyAl/egweIZCzqAlC6OgvQ3dlJh89Z87nkqgHiabUGYx2TnSyJSSKisfZGpeREwWwZXIkolJCKqR+Mcw4E3muuy+puA0SRB9/pNISsAUlWgBVtHgLS+BxqsGiOjUZoshnnZFg0QH6yU0kEn0hnaM2Ok3LXHmgUUjRpDSqzaCrw4AOxFPc8O8D3Hj9C5ugjaklLmBLBm0smOtKh2S2ahJGbMGezZjPw0kOw9lX5kkkhoHU1nkgfzW47llRYXRBsU3+3dquFZc1u1VVy2iUelXj7sobAlwSHxas6mRH8oeK/TZafBwfvJzA2RIvHjiU0mO8iWYrFqi5aQwtc4IUQViHEs0KInxt/twkhHhBCHDJu52a6pUHfRJR4KsvGJb78EHqmCN5sHFQg8OMT6v/b1tRXd2w1/GEl8MvVUl01LnVnTwaJWudH4Mv6tlV68JGwuti6fY1djAQK1mW12lQUlYvg03Q5ph+y18LKNg9BPGSnqXiZjWOjEVY1G8VqNmeulDY32akkgh8OJugUgXxv9DrJVdEkzf7+vpkTe5l0/mI+3SpFwO8PjZDOSs61HcP6/7d35mGSndV5/32179Vdvc8uzSYNo3VGQkgItCAhCQyyAQN2iMB2ePCSmBiMIcaOHdmxYyeOsXBMZByDY8ckgDEyiSVAi5GMhBitSJoZzb5Pd08v1bWvX/74vlt1q7qqeqvqulN93+fpp5Z7q+p0Le899/3OeU8xhdx5t1qrqSP4A+cTDIfciAUWvoNek9ZtEPy5l9R7vvW22p1jl9CXPU1/0FMxCWyGDf1+Uzdr4xGPAIGSXrepq9OfN9UJ4EIDiQbgLZ+CfJJrT32JLWEJuXjzDB6UTHMRSDS/DJij/DTwqJRyO/Covt0xGAus22sy+MZ18ACpvF5oNU0CeuW4Kkvbu3PxbezNEPa5Vd1sZD0gWw/jbQFPcY6cqz1Z6FLhdgocwrzIGljyan86qcrYguH2E3zNabMpM5vLFhhyN/c8WQ7W9/kRQpB1La+b9dRMmvURPejE6TFl8EUl0WRma0h0Ip4iRgJHZHmTnOphlLzWVtG0yOCN7D2yXpUcN5CQAB7bP0FfwM2/u3yCshQ8lt2h3EHrsv6D43NcNaJJs8VBN+wzVasEh9WB4shj6valt9Tu3L+Fgfw5ZTSWm280ZsbGWEA1Oy0wpN1biENgfi4a9pklGk3o8VPqfXTXVdsNXwZXfYBb43/Pjd7j6r5mGTzAyC7V/dpB++YVEbwQYgPwDuCLprvfDXxZX/8ycO9KXmMhGBrf9mGtwTu98994VCcr6Prpugz+0ClFwhtHVubeB6ZFmcpIuQZjvBYBfylB0dMdghdCKE/4/PI1+FxKHWxDHSD4iu0E1NgVzJlNrdok0fjcTkbCPpIivKwfYjJbpM+ts2eXanQCqs1OslQlVSA+dR6HkPiiKy+RBPB56iqiFpJojFgGtI96A5mmVJY8fnCCW3YMcWXhJY44L+H+x8Yp19kMlMqSQ+NJrhjQ8spiqmhAd7NOKnlm9AoI1f0u+7fgIc8Wb7LiIdUMG/sDjM/lKPr1b77OoqTiBZ+PNxwEE/KaFlldXv1acr48Y+CWT+OgzH3xP1W3F8rgoToMvgNYaQb/x8CngLLpvhEp5TkAfdnwXFMI8VEhxD4hxL7JycXNYGyE18cTrO/zqwXObLxhDTzUeZgEBit6aipX5OyEIgjRhtP6CsEbX5ZlkEKpLAnJJOU2lfotBz63s6rbupcu0eTT6sAbiS6vaawVjKlOQMVe1vCC7694wbfvvdsUCzAtQ8vS4FP5EkFnlSAifkOiKVa/q6bvSGJKEWowtnIfGmgkt4WgmJ3vxWTAWGAd3K4Dmk/wL56aYSZd4G07ojhOPYt3x60cn0pzIh+uqbw5MZUiVyyz0+DNllU0bjKFEsVSuWo4dvIZpb/XQ1fSXOqaXFCiMSppZkQfyPK836PhBe/IzTYmePNUJ6hm8U2mguXDm/hfxVsZyZ1Qd0RafI7D2upgonOD0ZdN8EKIdwITUsrnlvN4KeWDUsq9Usq9Q0PLz5xfH0+qChpoalMA1Qw+nS9p3fYCSMmThybxVlbiV655h3xu7R9tEHzzwcrNMJcpECHdcLF4teBzO6u67TIIvpBJkJMu+sPtX0doJNEYt6OO5oMllouNsQAXSoFlSTTpfJGgU7+PTk81g2/iKJmbVWeToVibMni3yXYCTOZxTc7IKhl8c4J/dP8ETofgFv9RKOXYeO1d3Lx9kGcm3EiTBm8ssG6N6P+/FcH7TBYUoWF1ZlMuzNffAakJfpMYr8xxaIaNMfX/Vpqd6ozMKl7w9fa/Rlxm7yOoZu5NPHrG57J8vngvRYdWEcItMvjIeqX7d1CHX0kGfxPwLiHEceArwG1CiL8GxoUQYwD6cnHen8tAqSw5Mpmsep1kGxuNgVmD1xJNKQf5FN/dP8GAO490uGvtZZeJipbYIDtbLKYSGSIijaOBJrhamDeXtZVu2wDlXII0Pvo6MJAk6HWRLZRVthccgmycuaQirOqwj/bJW5tiAc4XAsj00j7LfLFMoSQJOIw6eB8+txOPy1Etk4Qanbswp34ujmVMu2oEt1PZANRU0UBzmcaYdmZINA1q4R87MMF1W/oJnflncLgQm2/k/ddt5FQ+rIZm6PWaA+cTCAEbA5ocW2nw+vc5kchWa+FdPtj0Jl48NVtpHgLIBNZRloLR0vmGwz7MMOaens3rfeaNeNRe8JmZhll5zVQnqBJ8kya083NZJunn1BW/pPz3G8jFFQgBl90zr9O1nVg2wUspPyOl3CCl3AJ8AHhMSvkvgIeA+/Ru9wHfXHGUTXBiKkW+WDYRfIsMvkaiUR9SOXWBxw5MsL1PIFqc5i0FlVZ03/IJfk770LhDnbEDXgz8HmftImu5uKSKIJlLkcGHVy/ytRPBGsMx1c2anlWZYyx7Us3AbCLVLQcbY35mZAi5RInGyJr9DqNMUiUQEZ92lGzkCW9UeizThbQR/OazMYMMmxK8zuBDw8raty6DPz2T5sD5BLfvHIaD/wjr94I3xM3bhphE/z/6oHDwfIItA0G8JaMBsflB983bB/G6HPy3J45Uu1k3vYmjs0V+8gtP84cPVzs+Z/IOzhFjqHhOxdviwDES9uFxOjjWpJt1Llugzyu0vNuI4FWCkqxvdgoMMJnI8emvv8wrZ6q+VkYNfPHGj8PPfadpXBX8+BfgrZ9aeL9lohN18L8P3CGEOATcoW93BGUJd+8e5QrDbzwbbyprGFqkmRSSMxNMp/KM+YttkWdAfSES2YI6crsDy1uYm1U/cm+oixm8yzR4ezmWwfkUOUdnmrSMuazJfHUxOzd7HjdF1p/6B9X12MYGsU2xALMyhKOYVkZTi0S6oEjB79Dk4FS12lVP+PkZvCszqWwK2ijPeRsNUV9IovGG5k0pAnj8gDrDeKfvBZjcD3t/BoBowE10aIPaScsgr48n2DkSrloftCDidX1+fu7mS/jGC2d4LaV+i3Lrbfz6N14hXypzUBdTgJp4dUoOE82eWTCDdzgE6/v9HE7p70NdqeRcpsCoN49aOG0u0STqSiXHiwHe9fmn+MoPT/FXTx+v7H9en2kYswS6jbYQvJTyCSnlO/X1KSnl7VLK7fpyZePoW2Cbb44/G/0WOw/+GXz/ATWfs0kG73SoypB0vprBJ6aU3hkUuZY63lIQ0vJBoVRuWOe8GBhOkv7I6vvQGKjN4JduGewopMg7O0PwtUM/VLZXmBvndsfzuLNTsOfDbX29TbEAs2gSWcIBO5UzMnhTFQYQ9jef6uTNT5Ny969o2HY9/B4HufqD9UIZvCfckOAfPTDBlpif0Rf+GGJbYfd7Ktu2XqrG3cUnT5MtlDg+lWLnaLgq+yywLvLzt2xjMOTlN7+XQv7kX/FN1908fXSKdVEfRydTlPVC50w6z4nyCMH0qYYDt+uxMRZg/6xDuXfOy+CLjLj197rJIiuYpzqpg8Cf75vFIQRXbYjy9NFqpdy5eJaQ11XJ/LuNi7uTde4cfP9P4PHfhW9/VpVMmWYq1kOV11UNx9Jx9WH7ZaaNGbxpCkwTr5GFkE2oL0w3nCQN+NxOMuZOVliSZbCzmKbo7MzU+HlDP4BSYpIPOB+nGFrXcGFuJRgKe0k6GlhcLABDovGKWoJXGXyxahmsk4B8sUyoOEPO015pzm/O4BeSaPKmbDs8WqPBZwslvn9kio+NHUCc/5GSFkyNQVfvugyAY8eOcGg8SVmiCV4/5wLOoiGvi0/euYN9J2b4m7mr+Q/fPs41m/r4hVu3kSmUOKuz4+lUnpNyGE9mUnnHLyCvbh0Kcngyg2xgV6Csguc7SRqon+p0IqOSlsjACA/90k3ce816Tk1nOD2jzojG57KWyd7hYveD37AHfnNKdd8VM1DMt5xAozogi5V98nMTwJjys/C1J4M3+9H0+/uXJdEUU4pEvF3U4H1uZzXrW0YG7y6nyfo6IzGFzRn8sJJoglM/4jrHyxSu+gQuR3t1fyEEnvAApFn48yyX4Lu/BdfeRyqv/n8vVS8agIjfzZnZjMrS/dUkYDKZY1DEKfnbUyJpwLcUiSaXVGsYLq/2Xh+vTFd6/sQM+WKJd0z9lZoTvPu9NQ/deckWijgYP3uSufMqa985GoYzCUXuizBPe9/ejXzp+8f57N+/gssh+L2fuKJSq354IsmG/gCz6QKnpKn6eoEDx/bhMJlCiYJvAE+9RJMtMOjU70WDhdOKBq8z+OcmBZuBj779OnwhLzdcqpLFZ45O8949Ac7Fs4xZiOAv7gzegNOlMo7gQMtT2+rQjz4QTopJ9WG7y829qpeKeWZSy/EQN7L+Ni4ULhV+t8NECvrgtwSC95UzlN3tOWjWo0ai8YbB6WXn2W8A4N7zoY68ZiBqjNhbIIM/+4I6qzzwrWoGT0H5gutst7LICuq7qDP48bksg2JufmPPCuFzm+Q2Q85oKtHoxiEhlMlXMVPpEH/m6BR3Op8jPLtfteXXtfU7nE5Srhjp6TO8dm4Or8vBloHgktw9nQ7Bb7xTNQD93M2XctlohK1DKuYjkypmI4OvYAGJZocuo046+2oy+FyxRLZQpt/RPIOvSDRag/+78VFe91yOb+PVAOwcCdMfcPOMlmnOx7PLnifRCfQGwS8SQY/W4IWAwAAiPYVDgLOQapsGHzYbjvmXJ9FUHtPlOvj5GvziFlmLpTI+mWlbZVI9akzdhIDgEO5ylqfFlThiWzrymtGYIt0FK2mOfU9dZmcr3bYeUVQlfxoRv6vSIm9OAibiWQaJ42qTTYEBv1luW4jg86aqFGPgiK5tf+boFL/m+6bK3q94X8OHy9AwfaVpHnrxLNtHQjgdYt4w64Vw07ZBHv/kLXzq7cpBciDkpT/g5vCEWh+YTeeZ8ZosABb4nm0fVv/PFNEagjc6VPvQElKDs3/zVKfz8SxPTfp4/Ka/qZRyOhyCN14ywDNHpyiWykwkcnYG3y1UNHiAwACOzDSxoAeRT7W1igb0Kd0yJRpHLk4Bd1srQZaKGt12iQQ/mykQJIezQwRfk8FDRYd/2HNHR14PIDakZJPsXOO5nhUcf1JdZmZUUx3glgVwVnssIj43+WJZHUBN6zQzs9P4RAF/X3sJ3ud21NoFQwuJxtT6X5kzek5NPjr1EltLR+DGf91weDZAMLaeYTHLVCrPzpFI9TmXeIZ8yWAQh6N6Nr5tOMQRTfDT6QIiEKtKMwtINNGAm+Gwl7OFUE0VzTyr4AYFGuapTt97XR0c3rqz9gzrhktjnJ7J8OKpWUplaSkNfo0RvLNKCoEBPPkZZQ+cb2MGbz6l8/erU9xCdknP4SrMkXGG21pJsVR43U6yhbKaPLQQKdRhNpkhIHJtn+ZkoGL9bJBWeJSEI8pLgZs68noA6wZj5KSbxEyLvr1iXrXXgyJ4/V1zy3yNnW3FcKzOEz45rRY0A/3t1eD9ZtuJRWXw+nMLGQQ/zvMnZ7hN/AApHHD5u5q+ljs6yjqXob/r58mtfADL1qEQhyerGXxf0FuxLFgogwfYPhJSk53yiYrUOJ1Sw0hC5aQi9yZrN8ZUp396fZKRiFeVfppww1alw3/jBWUPbmfwXYIa22dkfQMECrMMBZ2KhNtcRVPT7LTEUklvYY68qztWwQaMvoFcsWyqg1+cBj87p37gnkBnzNK8Lidup6h2F95xP7/bfz+BQOfOeDYNBpkl2DqDP/u8PggKyMyS1mdAbgq1BG+s02RqK63ycT1sO9TQvmnZ8JmN4xzO1kPUzY1DRjdt4hzPHJ3mLsc+ShtuaN2EFR4lWo7joMzOUXMGv7LvwrbhENOpfOUvFvRA/2a1cRHJ2fbhMK8nNfHqLP7FU+p9H3AkGy6wGgj7XMxmCjx5aJK3bB9C1CVeO4bDxIIevvWy+vxGI907867HmiL4oMdZI9GESnHG/IZPRnsINWRubV6G4Vi2UCJYTlL0dM9oDEzDmvMlU5nk4jL4xJz64XRi2IeB/oCHcT3cmKEdvFi6pOLz0gls7A8wI8OUEi2M8Y5peWbDXp3BlxACHOV8pYIGqHWU9PepRUwpKc7p525jFyvUVdFA6wEuZonGG1bXk+OceP1ldjpO4XpD8+wdgNAIDsr8zNUhrt8Sqz7nSjP4YRXTkckks+mCssAwMvhFJGfbR0KcKxp2Beos7Nlj02weCOAvzjU1DwO15vPssWnmssV58gwYOnyMuJZ87Ay+Swh6XWqRFSAwQFgmWOfXi11tkmi8LrPXyNIJfjZdICpSlNvohrgc1EwCWqIGn64M++ic3fGVG/p48WT1zGguU6hIH51A0Otiv3MH66efaTg4AlD6+8hu5eOSmVXDpj0uNXS7RqIxMniTZXAugTBmFLQ5g/d7nOQKJsNXT3Bxi6wAoRFK8bOsP/+oun3ZO1q/mPZV+exbY5VhI2TnVuzuuW1IkfPhiaTK4AMeWHeNqvBaxAFxx0iYKaljSF1ASskPj09z3ZZYUx+ayr/kcxPPFHAIePO2xq9llEt6XY6O+C8tF2uO4AslSa5YIu/pxykkG526KqJNEg2Y/GiWQfBTqRxRUl2toAHzJKASuJZWB59O6GEfHZjmZGDP5n6OXkhVdNS5bLEij3UKj/W/D4/MwbMPzt9YzMGpH8CWmyuL6+l8Ub2PxWydRGOa3WuyK3BndAYfaHMG71ID54slUyVNK4nG/FsIj5GaOsPbxLPM9e+Gvk2tX6xSeaPXKsolZVS3wgx+fZ8fn9vBq2fjZAolNc1p93vgV15b1HNvHw5xAZ1wpCY5PJFkJl3g+ktiqvS1Rf+MURl31cY++gKNDQnfpHX4sahvnoTTTawpgq9YBudKJJyKfNZL/UVsI8ErPxqzo+TiNfiZlMrgnV10kgQqJmHZQlk1qLgWP/TDGPbhCXSO4PduUe/PcydmKJbKJHPFjko0AKENb+BxrkM+++B8gjy9TxH5JTerg3M+QTaXI+hxqm5LZ7NFVvV/FFIz+AszZJ3htriamuE3hn4UF5ixK6VahDTLleERPNMHudZxGM/uBeQZqJ59GBYHRlnpCgne4RBcOhhi33GVLPUHPNVGsUWgL+BBmIa0/+CYiuuNlyycwRuJw1t3NO9P2D4cIhb0WKoGHtYYwQc9VcvgWX00HyrpL2IbS/pCxhzHZWTw06ksEdJddZIEUwZfYxm8OILPZ1QG36k6eIAr1kdxOwXPnZipLLZ2UqIB2DUW4YHcOxCZGXjhr2s3Hn8SELD5xurnnp3F73Gp7N5VWyYJ1DhKxqcnGBRz5HxNJgWtAPOHfjTJ4AsZNRTDTMbhMXxF9Xn6rnj3wi9mVN4YFgev/b263PSm5YReg23DoYrpWP8yZJCNI4Nk8ULqAs8em2Y47GVTn6epk6QBo+/iLS0IXgjB/e/ezS/eum3JcXUSa4vg9QeVzpeYKivy6cvrmalt0uDBNNXJG1FeI0sg+OTsFA4h8Ya7S/A+l/pq5GpmeS5OosmnDcOqznSyglo4fMO6KM+fmKk0rEQ6LNFcPhbhebmD2cFr4fufr7VPPvYkjF2piEKThTM7qzL4Yram0cnnduB2ihpHycTMJIMiTrnN8gyoklcwDf1oRvCGk6TpbLYQUKR2wbcJhnYu/GJun9LbkxPqjOC5L8HYVbD+2pX8C4AqlTTG1/YHl36Ws2MkzKSMIlMTPHtsmusviSGy2gitRRXNtZv7uX5LjKs2tD5beMeVYy0PAt3AmiL4gGEzmysyUVJf4mBa1a62V6JxVbssfdElEXw6ofb1R9qfyS0F8zIfJ/vhAAAgAElEQVR4T4vKizqUK+ZSnSN4gL2b+3np9CwXksrCt9MZ/GVj6qzvqZGfhvhJeFVnp4UMnH5W6e9QIXhHfk69j6V8TaOTEELbFVQdJdPxKQaYwxFsP0HMy+CbSTT6cyu5gzxxcIL7v/Uaf/h9RYDJS+5afF9GSA/fPr0Pxl+BPR9Z8f8AKoM30N9EC1/o8RdkhPjkOc7PZavyDLTM4O+5Yoz/87E3qa7ciwxriuANiSadK3EmrxYOPYlTamPbNXijFX1plsH5hNIGHS2+cKuByqi3GolmcRl8OTc/E+wE9mzuJ1csV+xaO67Be11sHgjwcO5qGNwJ/+8T8MAe+NxVisQveYvaUWflnvys+s4VczWLrKCSAPNc1mxyigERx92mYdtmVAneWGRtMnhbE/x//8EEH/7LH/I/nzlBPHoZeVeYzbd8ePEvaMxUfe4v1Xfgivcu/JhFoIbgg0v/rHeMhLkgIySm1Vn7dcYCK7Qk+IsZF7eb5BJhLLKm8kXGM07S0ktgzsjg25dthryuqn/0Eu0KCtpJsp1Do5eDeaTgbkIKjWDs1+EMfs9m9aN84oCqPjHKDzuJy0cjvHY+AT/+n1Q1jUsPdgkNVwdEa7LwFOLqrLGYq1lkVbHqDN4TAuGknJgkJpKU22xTAA0O1p5Q454GLdE8dTLHp+7ayUduvESdgcj3La2rOjSiPHnOvQRXvb9tRn5bBgM4hBr00+dfega/fTjEIzKCO3uMqN/NjuEwHNa/zRZVNBcz1hTBh0weJlOpHHOOCAGpS9PaSEYRnxoKXS5LHP4+SE8t/CCNsjH3s4tOkgBeo9HJnMEbemULlMsSRyFFye3E6WxvNUg9hiM+Nsb8PHdSvWedzuBB6fCPvHae9Ma3E9h6a+OdNMH7i3MUPE41/7cug4/43EqD15UggcRxABxtdpKEahVNjWVwIVWxATbw7ReOcCdw+5WX8rO3mBYLl1r2Fx6tNBO1S54BVdm1KRZgKpnH41q6+NAf9JB2xxgoz3Hd5n7ldbMIieZixpqSaAImD5MLyRxJXSqJO9DUh2I5CPvcSKkHfPv7l1QmKQw5p9t18IZVwRIXWRPZIn5yFJ3BVfHS2bOpn5Ke9NNpDR7g8rEwUqqB0k2hz758xYSWaPLzCd7vqiwO4+ujP3NCXe+ABu+bV0VjzNjNV/b59qvn+da+1wH4yG1XruwFjSHSY1fDuqtX9lx12D4SZjDsXXjHJihGNuEWJe4c0b+zdG9LNGuK4KsafJGpZJ6sW3+obZYSwvV2BUuQaEROD/Dtcgbvq6+8aNXebsJ0Ok+QLCV3Z6Y51WOPbocXotqQ0knsWqcWWvefa3E243AivRHCMlFtdKo7m6kssgL4+xgunlXXg+3tYoVGBD9/qtNfPHWMLSG13eFboaRiEPze9mXvBn79nsv5o5+8atmPT25QC+E38ZK6IzMDiK5Lop3CmiL4yuDtfIkLyTwFr0Hw7V0MDNUbjmXjqqNvAUgp8RTmKOPs+ALlQnA7HbgcoupCuMg6+Jl0nqDIIDs07KMeezapzzDkddXYy3YK6/v8RHyu1gQPSF8/UZEi6HZAuVBTJglagzcW4n19uNDv82pV0UDN5xnPFNgYNBZhV/jd234HvOVX4cr3r+x5GmDLYJBrNi0/277h2qs5497M2ORT6o7MTEsnyYsda4rgHQ5B0OMkkS0wncpRNmpf20ym1bF9RrOTrEzFaYVErkhYJsm5u2sVbMDvdpLJ1y2yGoXITTCbzhMkt2oHqJ2jYUJe16ro76BKHC8bi/Da2dYEX/L1ESVF0KXfP1d9Bq+Gs+eKJcpmOa7NRmNQJfiaOnioyeAT2SIRhzZvW+lnF4jBbZ/t6jyDZrhx6yDr9/4YjhP/rP7/BWwKLnasKYIHCHhdnJnJUJYgjB9Tmzsuq2P7TH40iyiVnE7miYpU150kDXjNLoSxS1SVxdzZlo+ZThUIiGzHvODr4XQIrtvSz3Bk+brsUrFrLMKB8wnK5eYHu6InQp9IEnFrnb1BFQ3Ap772Mv/3kFrbKAl3R6SCahVN86lOyVyRsMgq865FzE69qLHtbWr94diTC9oUXOzo8U9yPoIeJyen1ampK6QJvs0avNFRmVyi4dh0Ok+ENNJrDYL3exzVRdb1e9XlmX0tHzOrNfjVIniAP3jvVXz+p1beKblY7BqLkM6XKt+jRsi7o/SRJOAwMvhagt8UUzLJP70+WXEOFaGhjpy5eXXFSTOJRkpJMlckKLJtT3Ysic03qgPZ4e/0PMGvqTJJUEM/jk+pzMUb0XpnuzV4r8ktsN8wHFuY4GdSeQZECvwb2hrPcuFzmTL40d1qofD0PtjV3JNEafA5XCtdqFsChlZQVbEcXD5WXWjdMhikWCpzYjrN1qHq9yjnjhIVKUIu/f7VEfwtO4d58TfvIOp3I54+CN/uTIkkKGnS53Y0HbydKZQolSVBMm2rWbc0XF7VlHboO+r2wPbuxtNBrLkMPuR1VWZlBvt1xULbNfi6sX2wqFLJqVSeCCmcge5W0Bjwe0wE7/LC6BVw5rmWj5lOFQiJLKLDTU7dhDFM+rVzc0zMZfmpL/6A2//LP3FEj5QDyLgiREkRcOiFVOf8g1BfwKOsZQ0NvgMVNAZqhn7UEXxSl2v6y+muL+6vGra/DWZPwOzJns7g1xzBG7XwAOGYnn3ZZjIKeJw4HWLJnvCzaaXBe0LW+ML1BTzMpKq10qzfC2dfgFKx6WNm03kC5Ho6E/S5nVw6GOSRV89zz588xQ+Pq1rq0zPVPoGMI4RblAiV9GKsq8VZhlES24EKmspLuJ1NJZo5TfA+me7pz60G24wB7dIm+F6CUQvvdAjCMV2v22bdUQihLINzprmsi8jgp5N5oqRwBa2xqj8Y8nAhaSb4PYoUJg80fcxMMouPbMdtCrqNXesivD6eJOJ38Wc/rfR/88Ew6VAyTiCvu5hbEXwlg29/BY0Bv9vZdJHVsFv2lNZQBt+/GQZ3qOs9XEWzBjV4lcEPBD04ggMQuxSGd7X9dUJel6pzdnnUgs4iMvh0Mo5LlLve5GRgKORlMplDSqmkhA2mhdbR3Q0fk06ncCB7nuA/fOMW1vX5+cVbt1HQgzSmzAQvFFH6c9oKo5Vtg/F5t3lUnxle8+DtOoI3jPHcpfTaWGQ1sO0OuPC6ncH3EgxP+IGQVzU3/JsX2uZ2Z0bFMhgW7SiZT+psr8s2BQYGQ17yxXLVOC12qYqthQ5f1MM+ep3gr9nUz6/ddRkhr4uo343TIZhO5Srb5zTBe7Pak8XVYtJPdKMa0ze2/A7NheB3O8gZTWsuHyAqEo2hwbsKqbWTwQPsvFtdRtZ3N44OYs1l8EGtwQ+GOmuEFamxDO5bVAZfSs1W97cABsPqPbqQyKlGIiGUTHO6BcFnE+BkTRGFwyHoD7gr82EBZqX6/91pg+AX0OA/daSTIaoFcyODF6Jm6IeRiDgLybWjwYMar/ixp9Sg9B7FmsvgA1qDHwx1trQurB0lgdZ+NPv+B/zPn4Dzr1A29rFIBj8QVO9RjQ6/YS9M7lfDmeuQK5ZwFXVteI9n8PWIBT11BK8WMkVyXN3RYWfNhVBT8gq1BJ8r4qKIKPX24nhDjF5hia7xTmHNEXzQpMF3EqEaiaZFBr//H+DIo/DgW3l/5m+r+1sAxkHQmJgEqEoaWYZzL87bP54pEMBod19bBN8fqCX4C3okJAlN8K0kmlWAz2OqooEa87hEtkCQNtkU2LAU1h7Baw1+JZaji8E8Db5ZFc3sKbj0FuSV7+d6+Yq6zyLOdoZEM1VD8HvU5en5Ha3xdIGg0PuuMaIYCHlqFlkTRRc53NXh067uZvCqTLJcvcOUwSezRYY8Ova1tMi6BrBmCb7TGXzY564sXuHTGXy9UZeUED8NI7uZe/vn+GD+19l36c9D3+aOxrZYxAIehIBJs0QTHID+LQ0tC2oz+LVFFPUSTSpXJCnCkLqg7mjQ6LSa8LkdzSWabJFBj14vWmOfW69j2QQvhNgohHhcCLFfCPGqEOKX9f0xIcR3hBCH9KWlapCMMsnV0ODzpbI6Lfb3q6k+9QMz0lNQzEB0IzOpPE+X38CJN/ySZTRBl9NBLOCplWhAyTRnnp+3fzxTUH4msOYkmljQSzxToFhSWXKmUCLlCAP6oN5qkXUVUNPoBDUSTTJnzuAjXYjORqewkgy+CHxCSnk5cAPwi0KIXcCngUellNuBR/Vty2DP5n4+eP1G9m7p7HHHGD6RaOUoGdcDv6MbmEmrH9hyhgl3EoMhLxcSdQS/YS/MnZnnLDmbXsMZfEBN8ZrVQzxSuSJpp2nB0gIEnymUkMZZpCmDn8sWGHDbEk0vYtkEL6U8J6V8Xl9PAPuB9cC7gS/r3b4M3LvSINuJsM/N7/3ElRXP9k7BsIONZwrVRdP6hdZZTfB9G6sEH+iuVluPwXCDDH7TDery2Pdq7o5nCoTW6CJrTJ8RGjJNOl8i6zJlw12WaLxuJ1JCrmjqZjV1ssZca3PtpNfRFg1eCLEFuAb4ATAipTwH6iAANGzPE0J8VAixTwixb3Jysh1hWAojEVU1MT6Xbe5HEz+tLqMbmUmpzM9qBD8Q9NaWSQKMXqWMsQ59u+bu2YzygpfC2fWMdbVhrOlMJasEn3NrghcOcHa35aQ6Y9c0wKVSRVOkz6kJ3s7geworJnghRAj4OvBxKWXrMTcmSCkflFLulVLuHRrqnMlStzAWVQR/Lt6K4E8pGwN/v0misRbBD4a88zN4h0MNTTj8aM0owrlMgT5XHuEJWWYdYbUQ05+b8Tmm8yXyxuCWLpdIgmp0AmodJU1VNFGD4D1rrA6+x7EighdCuFHk/jdSyr/Td48LIcb09jFgYmUhXpwwMvjz8QwYowFTdWcq8VMQ3QBCMJPO43SIyrAQq2Aw7CGdL5HO1zlIbr9DrSmYyiXjmQJ9zvyak2egSvBTFYmmSNGtpbkuNzmBqqKBOoIvpKFcJpEtEBZ2Bt+LWEkVjQD+Atgvpfwj06aHgPv09fuAby4/vIsXPreTgaCHs/Gs8rpwB2HyYO1Os6egbyOgfNT7A25l6mUhVJqdEnUyzdZblfRw+DuVu2bTeSJrlOANaW06madclqTzpcqkJivIVc0Gb5fyaVL5EmGRUQciC8Rqo31YSQZ/E/Ah4DYhxIv67x7g94E7hBCHgDv07TWJ0aiP8/GskjSGL4OJ12p3iJ9WGTyKHPsspr+DcpQEuJCqk2n8/bDxjTU6fDxTIOzIrcks0ONyEPa5mE7lyGpTr7JPS3MWIM3qXNZaR8lUUg2DD5KxF1h7EMvWA6SUTwHN0s3bl/u8vYSxqK86BGL4cjj4cHVjIQPpC8pJEKXdxixI8NUMPjd/47a3wWP3q3b88IiqohFZsMjQ8NXGQNDDdLpAKqdIVBjVU12uoIEqwWfrLIPTqQQAATJr8sDc61hznayribGon/Nzumxw+A2K0JN6ScJUQQMwkyrQF7BWDTyYHCXrK2kAtt+pLo88CuhGJ5lekxINqAXy6VSu4toojEESFsjgKxJNsVaiyegM3lfO2AusPQib4DuI0aiP2XRB/eBH9FCR8VfVZbxaAw86g7dYBQ2YHSUbZPCjV0BoFA59G1ku8y9zf8u67GEYvXKVo7QGBoIeppJ5UnpB2hWwjkRTqaLJ1051yuoMPpgbB5/dxdprsAm+g1jXZ5RKZlQGD1UdfrbaxSqlZMaiGrzH5SDiczUmeCHU8OIjj1F85LP8G+fXOTD6LrjFUs3LqwbDj8YY6u4KD6gNVpBoXI01+Fw6wfViP+HpV2DXu7sVno0OwSb4DmI04gdQC62hITVUeVwTfPy0qkIJryOVL1EoSWIWsykwMBhuUAtvYNsdkI3j/sGf8uXiHbxwzf1qUtYaRCzoZSadr5SUeoJ9gOi6kySAz6N+6vVVNPlMkn/t+gZF/xBce1+zh9u4SGETfAdhNDudjRs6/C6YMEk04XXgdFWGNVsxgwfDj6aBBg+qXLJvMxeu/gX+ffHDRAPdz1a7hVjQTaEkGZ9TB8OA162sn63Q6FRfJqkz+Oi5p7jZ+Qrp634RPIFuhWejQ7AJvoMYjZqanQBG3gATB6BcVhm8SX8HLFlFA6pUsmkG74vCL7/E4Ss/CQj6/NY8C1kNxPR6xekZZQEQ8LggMGAJgq+USdZV0Ww79TWmZBjndT/TrdBsdBA2wXcQPreTWNCj7ApAZfDFDMwcg9mTlRp4w6DKak6SBgZDHiabETyAEMymlZdOZA0TvOFHY5TGBj1OeMd/hpt/pZthAeB2OnA5xLwqGqcs8sXSOwiE7AXWXoRN8B3GaMRXS/AA468oq11dImmQo5UlmkS2SK5YarrPnLbJja5hgo9VCF5l8H6PE7beBmNXdTOsCvxu57wqmrQzwjdcd1uug9pGe2ATfIexrs9M8JcBAo48DuXCvAzeqhKNMd5wqlEtvEY8YxykbII/Na0yeGPAu1XgdZsGbzvdMHolDw99BKddHtmzsAm+wxiN+lSZJKisqX9Ltb2/bxOgbAqEsK680XD4dh1mM8osLeS1FqmtJgyCPz+Xxety4HRYKyv2exzkzFOdPvYkDwfeRdhiBnc22geb4DuMsai/2uwEaqF17oy6bmTw6Tx9frflCMHAQMjoZm1O8PFMgajfemZpq4mAx4nX5aBUlpXZv1aC35zBaySyxTV9UO512ATfYRilklXLgl3VjZrgZ9IFyw36MGOomaOkCfFMcU3r7wBCiMpCq1GWaCX4GhB8Mle0M/gehk3wHYZRKnlu1iiV1ATv6wOv8v6YSeUtN+jDDEOiaVVJM5vOW1ZiWk0Yn2PQa02Cz87L4AuEOjy+0kb3YBN8h7EuqrpZqwut2rJA18CDkcFb90fm9zgJepwtJZq5TGFN18AbMHR4v8UWWMGQaMo199kZfG/DJvgOo5LBGwutsUuVN0nURPCpvKUlGjDsClpX0ax1iQaqtfBBjxUzeEfVLlhjLlskbGvwPQv7k+0wfG4n/QF3NYN3uuDN/1YttkLFaMzKEg0YdgWtqmhsgodqN2vAggTvdzurjU5ArlgiXyzbGXwPw/5kVwFjUb8yHDNw62cqVzOFErli2foZfMjD0clUw23lslQSjYVlptWCYRhntRp4UFJbxpTBJ7PKFM2uould2BLNKmAs6qsajtVhRnexWlmDB5XBTyZzSCnnbUvkipTl2u5iNWDlDN7rqq2iSeYUwYftRdaehU3wqwA1mzXTcNtMxYfG2hn8rnURZtMFDo4n5m0zbArsKprqIqtVM/icaZE1YWTwtkTTs7AJfhWwrs/PjLnZyQTDSdLqEs2du0YRAv7xR+fnbavYFNgEX2kKs2SZpMtJvlSmWFIkbxC8rcH3LmyCXwWMRuqanUwwJBqrDvswMBT2ct3mGA+/Mp/gDbM0W6KpHqj9FpRo/MbQj6JB8OpzC3vtz61XYRP8KmCsr65U0gSrD/sw467doxwcT3B0Mllzv5HBRy2+jrAaGI36CHqcrO/zdzuUeagf+lHV4O0MvldhE/wqwGh2OjyRnLfNkGguBnnjrt2jAPxjXRZflWisf5DqNEJeF9//9O382JXruh3KPHjrhn7YGnzvwyb4VcDmgQC710f48yePUijVdhLOpPJEfC5cTut/FOv6/Fy1sW+eTDObUQcpW6JRiAbcOCxoHGdn8GsP1meVHoAQgl+5YwenpjN8dd/pyv3ZQomnDl9gnQVP55vh7t2j/OhMnFPT6cp98UwBj9OBz21/nayMKsGrJGMuqz43r8t66wU22gP7F7lKuHXnMNds6uOBxw5VMqjf/8cDHJlM8e/uubzL0S0ed2uZ5pFXq1n8XKZANLC2rYIvBlTmshoZfNb2oel12AS/ShBC8Mk7d3IunuUrz57kiYMTfOn7x/nITVt4y46hboe3aGweCHL5WKRGpplN2zYFFwMMrf3ElOpITmSLtv7e47AJfhVx49YBbrg0xucfP8Kvfu1ldo6E+bW7Lut2WEvG3btHee7kDCenlExjG41dHLhifZTLRsM88NhhcsWS7SS5BmAT/CpCCMEn7tzJhWSOeLrAH3/g6spp88WE9+zZQNDj4hNffZFSWRK3rYIvCjgdgs/cczknp9P89TMnlRe87UPT07AJfpVx3ZYYH3/bdv7o/Vdx+djFOex4fZ+f++99Az88PsOfPn7YlmguIrx1xxA3bx/kgccOcS6etX1oehw2wXcBH3/bDt5pwTrppeDHr9nAu69ex+cePcT4XNb2obmI8Jm7LyeeKXB6JmN7wfc4bIK3sWzcf+9uxqI+imVpWwVfRNi1LsJ7rlXzgG0NvrdhE7yNZSPic/O5D1yDyyEs2Zpvozk+cecOgh4no1H7c+tliEb+3quNvXv3yn379nU7DBvLxIVkjljAY8nuTRvNMZnIEfW78bjsPO9ihRDiOSnl3mbb7fMzGyvGYMjb7RBsLANDYftz63V07NAthLhLCHFQCHFYCPHpTr2ODRs2bNhojI4QvBDCCfwpcDewC/igEGJXJ17Lhg0bNmw0Rqcy+OuBw1LKo1LKPPAV4N0dei0bNmzYsNEAndLg1wOnTLdPA2807yCE+CjwUX0zKYQ4qK9HgfgCzz8IXFhEHIt5rsXut9jnWiuxtTN+uPhja/drXuyxdeN3sNj9euk3urnlXlLKtv8B7wO+aLr9IeCBRT72wUXss69dz7WE11zsc62J2NoZfy/E1oHXvKhj68bvwMqxdYs/OiXRnAY2mm5vAM4u8rH/0MY4Fvtci9mvnXEt5fmsGls7418KrBpbu1/Tjq2z+632a3aFPzpSBy+EcAGvA7cDZ4AfAj8lpXy1Tc+/T7ao/ewm7NiWBzu25cGqsVk1LlhbsXVEg5dSFoUQvwQ8AjiB/9Euctd4sI3P1W7YsS0PdmzLg1Vjs2pcsIZis0Qnqw0bNmzYaD/sHmUbNmzY6FHYBG/Dhg0bPQpLELwQYqMQ4nEhxH4hxKtCiF/W98eEEN8RQhzSl/36/gG9f1II8fm65/pdIcQpIUTSSrEJIQJCiP8rhDign+f3rRKb3vawEOIl/Txf0N3IlojN9JwPCSFeWUlc7Y5NCPGEtuR4Uf8NWyg2jxDiQSHE6/p7955uxyWECJveqxeFEBeEEH+83LjaGZve9kEhxI+EEC/r38SghWJ7v47rVSHEHywqgMXUUnb6DxgDrtXXw6gKnF3AHwCf1vd/GvhP+noQeDPwMeDzdc91g36+pJViAwLArfq6B3gSuNsKseltEX0pgK8DH7BKbHr7TwD/C3jFKp+p3vYEsNeiv4XfBn5HX3cAg1aIq+55nwPeYoX3DFV0MmG8T/rxv2WR2AaAk8CQvv1l4PYFX79dX8x2/gHfBO4ADgJjpjfqYN1+H2725aFNBN+J2PT2zwH/ymqxAW5Uje37rRIbEAKe0j+MFRN8m2N7gjYSfJtjOwUErRaXadt2HaOwQmz6uz+J6g4VwBeAj1oktuuA75pufwj4bwu9niUkGjOEEFuAa4AfACNSynMA+nJFp78rRbtiE0L0AT8GPGql2IQQj6AymATwNQvFdj/wX4B0u2JqY2wAf6nlht8QQrTNFH8lsenvGMD9QojnhRBfFUKMdDuuOnwQ+N9SM1a3Y5NSFoCfB36EaszcBfyFFWIDDgOXCSG2CNVndC+1zaQNYSmCF0KEUPLAx6WUc92Ox4x2xaY/nL8F/kRKedRKsUkp347KJrzAbVaITQhxNbBNSvmNdsTTztg0flpKeQVws/77kEVic6E6yP9ZSnkt8DTwny0QlxkfQP0W2oI2fNfcKIK/BlgHvAx8xgqxSSlndGz/GyXvHgeKCz3OMgSv39yvA38jpfw7ffe4EGJMbx9DZZcXe2wPAoeklCtaWOpQbEgps8BDtMH9s02xvQnYI4Q4jpJpdgghnrBIbEgpz+jLBGqN4HqLxDaFOuMxDoxfBa61QFzGc10FuKSUz60kpjbHdjWAlPKIPqv4P8CNFokNKeU/SCnfKKV8E0riObTQYyxB8Pq09i+A/VLKPzJtegi4T1+/D6VfXbSxCSF+B+UC93ErxSaECJm+bC7gHuCAFWKTUv6ZlHKdlHILavHpdSnlLVaITQjhMqos9I/4ncCKqnza+L5J1FrKLfqu24HXuh2XCR+kTdl7G2M7A+wSQgzp23cA+y0SG0JXaOmKm18AvrhgAO1cQFjBwsObAYk6JXpR/92DWjl+FHWkehSImR5zHJgGkihzs136/j/Qt8v68resEBvqdFmivjDG8/ycRWIbQfkFvQy8CjyAyq66Hlvdc26hPVU07XrfgqgqEON9+xzgtEJs+v7NwPf0cz0KbLJCXHrbUeAyC/LHx1C/0ZdRB8gBC8X2t6iD9GssssrNtiqwYcOGjR6FJSQaGzZs2LDRftgEb8OGDRs9CpvgbdiwYaNHYRO8DRs2bPQobIK3YcOGjR6FTfA2ehZCiN8SQnyyxfZ7hRC7FvE8NfsJIf6DEOJt7YrTho1OwSZ4G2sZ96Lq2Ze0n5TyN6WU3+1YVDZstAk2wdvoKQghfl0of/bvAjv1ff9KCPFDofzuvy6UN/+NwLuAP9RGYVv138NCiOeEEE8KIS5rst+XhBDv1c99XAjxH4UQTwsh9gkhrhVCPCKEOCKE+Jgprl/VMbwshPjtLrw1NtYgOjJ024aNbkAIsQdlYHUN6rv9PKrT9O+klH+u9/kd4GellA8IIR4CviWl/Jre9ijwMSnlISHEG1F2rLc12K/+pU9JKd8khPivwJeAmwAfqrv1C0KIO1HWuNejbGgfEkK8RUr5vY69GTZsYBO8jd7CzcA3pJRpUBOg9P27NbH3obzlH6l/oHb7uxH4qonAvYt8XeN1fgSEpDIeSwghskLZ9t6p/17Q+4VQhG8TvI2OwiZ4G72GRt4bXwLulVK+JIT4MFUDLjMcwKyU8uISeioAAADxSURBVOplvGZOX5ZN143bLlTW/ntSyv++jOe2YWPZsDV4G72E7wE/LoTwCyHCqKEqoEalndOOjz9t2j+htyGVR/cxIcT7QLkAakvbmv2WiUeAn9FnCQgh1osVzm61YWMxsAneRs9ASvk8aiDCiyj/7Sf1pt9ATdH5DrU2yF8BflUI8YIQYiuK/H9WCPESSj9/d5P9lhrXt1Fe8U8LIX6Empa1kgOGDRuLgu0macOGDRs9CjuDt2HDho0ehU3wNmzYsNGjsAnehg0bNnoUNsHbsGHDRo/CJngbNmzY6FHYBG/Dhg0bPQqb4G3YsGGjR/H/AccFjEm4HvpPAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_time_series(region='BUSIA');\n", + "plot_region_time_series(region='HOMA BAY');\n", + "plot_region_time_series(region='SIAYA');\n", + "plot_region_time_series(region='MIGORI');" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "plot_region_seasonality(ax=ax, region='BUSIA')\n", + "plot_region_seasonality(ax=ax, region='HOMA BAY')\n", + "plot_region_seasonality(ax=ax, region='SIAYA')\n", + "plot_region_seasonality(ax=ax, region='MIGORI');" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UoqKiuOWWW+jRowd//PEHvXr1Iioqitdee42//e1vuLm58c033/DUU08RGRlJVFQUGzdurHDcCRMm8NVXX11iwpozZw6ffvopkZGRdOrUicWLFwPw1ltv8d5779GzZ0/OnDlj3QviYDSImuM9evRQupBT/eeLTUd4YfEeVj8+iLaBl/vcv7FyH2+v3s/Hd/ZgaMeml3fQQIiLi6NDhw62FkNjZ5T3vRCR7UqpHmXP1TMOTb1hVVw6oQFe5SoNgIcGt6NDc1+eXfQHp8/m17F0Gk39QSsOTb0g53whmw+eZEgli99uLk68Pj6S02fzeXGJNllpNFeKVhyaesFv+zPILypmSIfKTVAdW/jyyJAwlsQms/yPlDqSTqOpX2jFoakXrIpLx9fdhR4hjas890/RbenS0o+/fb+bkznn60A6jaZ+oRWHxuEpLlb8Em9Ei7s6V/2VdnV24j/jI8nOK+SFxdpkpdFUF604NA5PTFImJ8/mM6SD5cF9Ec18eGxoGD/8kcKyXclWlE6jqX9oxaFxeMpGi1vKfQOuJrKVP89/v5uMbG2y0mgsxaqKQ0SGiUiCiBwQkafLOT5GRHaJSIyIbBOR/qWOHRGRP0qOldp/lYisFJH95t+qjdqaek150eKW4OLsxOvju3I2v4jnFv1BQ4hpshecnZ2Jioqic+fOjB8/ntzc3Cvua+3atYwcORKAJUuWMGPGjArPzczM5P3336/2GC+99BL/+c9/yj325ptvXoiAnzZtGqGhoURFRREVFUXfvn0vOXfMmDH06dPHor5fe+01OnXqRNeuXYmKimLLli2MGzeOqKgo2rVrh5+f34VxNm7cSHR0NK1bt77kezx27NgLdUQyMjIYNmxYtT97eVhNcYiIM/AeMBzoCEwSkY5lTlsNRCqlooC7gE/KHB+slIoqE4DyNLBaKRVmtr9MIWkaDhVFi1tKuyAfnrghnJ/3prE4Rpus6goPDw9iYmLYvXs3bm5ufPjhh5ccV0pdSIFeHUaPHs3TT1d8S7hSxVERhYWFzJo1i9tvv/3CvpkzZxITE0NMTMwlUeyZmZns2LGDzMxMDh8+XGm/mzZtYtmyZezYsYNdu3axatUqWrVqxaJFi4iJieGTTz5hwIABF8YpUVD+/v5s2LDhwnglCRsBAgMDad68+YXjNcGaSQ57AQeUUocARGQeMAa4kKZUKZVT6nwvwJJHvjFAtPn6c2At8FTNxdU4Iqvj0gGqtb5Rlrv7X81Pe9J4ccke+rRtQlNf99oSz/5Z/jSk/lG7fTbrAsMrfuovy4ABA9i1axdHjhxh+PDhDB48mE2bNvH999+TkJDAiy++yPnz52nbti2fffYZ3t7erFixgscee4yAgAC6det2oa/Zs2ezbds23n33XdLS0njggQc4dOgQAB988AFvv/02Bw8eJCoqiqFDhzJz5kxmzpzJggULOH/+POPGjbtQ/+O1117jiy++oFWrVgQGBl6WBh6MuiLdunXDxaXqW+m3337LqFGjaNq0KfPmzeOZZ56p8NyUlBQCAgJo1KgRAAEBARZdy4kTJzJv3jz69+/Pd999x80333xJ7q6xY8cyZ84c+vXrZ1F/FWFNU1VLILHU+yRz3yWIyDgRiQd+wJh1lKCAn0Vku4jcV2p/U6VUCoD5t9w7hojcZ5q/tmVk6EI+9ZVVcWlcHeDF1RVEi1uCs5Mw89aunC8s4tnvtMmqLiksLGT58uV06dIFgISEBO6880527tyJl5cXr776KqtWrWLHjh306NGDN954g7y8PO69916WLl3K+vXrSU1NLbfvRx55hEGDBhEbG8uOHTvo1KkTM2bMoG3btsTExDBz5kx+/vln9u/fz9atW4mJiWH79u2sW7eO7du3M2/ePHbu3Ml3333H77//Xu4YGzZsuEyhPPnkkxdMSJMnT76wf+7cuUyaNIlJkyYxd+7cSq/LDTfcQGJiIuHh4Tz44IMXaopUxZAhQ1i3bh1FRUUXUseXpkePHqxfv96ivirDmjOO8vIRX/aLVEotAhaJyEDgFeB681A/pVSyiAQBK0UkXim1ztLBlVIfAR+Bkauq2tJr7J6c84VsOXSKqX3b1LivqwO9+euN7fn7sr18u+M4t3YPrgUJHYBqzAxqk3PnzhEVFQUYM467776b5ORk2rRpQ+/evQHYvHkze/fuvfB0nJ+fT58+fYiPjyc0NJSwsDAA7rjjDj766KPLxlizZs2FtQdnZ2f8/Pw4ffr0Jef8/PPP/Pzzz1xzzTUA5OTksH//frKzsxk3bhyenp6AYQIrj5SUlMvyO82cOZNbb731kn1paWkcOHCA/v37IyK4uLiwe/duOnfuXG6/3t7ebN++nfXr1/PLL78wYcIEZsyYwbRp08q/oCbOzs7079+f+fPnc+7cOUJCQi45HhQURHJyzU2y1lQcSUCrUu+DgQolVkqtE5G2IhKglDqhlEo296eLyCIM09c6IE1EmiulUkSkOZBuxc+gsWMsjRa3lGl9Q1ixO5WXl+6hX7smNPfzqJV+NZdTssZRltL1M5RSDB069LKn85iYmFqrk6GU4plnnuH++++/ZP+bb75p0RgeHh7k5eVVed78+fM5ffo0oaGhgFF7ZN68ebz66qsVtnF2diY6Opro6Gi6dOnC559/XqXiAMNcNW7cOF566aXLjuXl5eHhUfPvtTVNVb8DYSISKiJuwERgSekTRKSdmP8dEekGuAEnRcRLRHzM/V7ADcBus9kSYKr5eiqw2IqfQWPHXIgWb1M7jnVOTsLM8V0pLFI89a02Wdma3r17s2HDBg4cOAAYdcL37dtH+/btOXz4MAcPHgSo0OwzZMgQPvjgA8Co95GVlYWPjw/Z2dkXzrnxxhuZNWsWOTnGcuvx48dJT09n4MCBLFq0iHPnzpGdnc3SpUvLHaNDhw4X5KuMuXPnsmLFCo4cOcKRI0cumMIqIiEhgf379194HxMTQ5s2ls2sBwwYwDPPPHOhemFp9u3bV+EspzpYTXEopQqBh4CfgDhggVJqj4g8ICIPmKfdAuwWkRgMD6wJyvi1NgV+E5FYYCvwg1JqhdlmBjBURPYDQ833mgZGUalocRcLosUtpU0TL565qT3r9mUw//fEqhtorEZgYCCzZ89m0qRJdO3ald69exMfH4+7uzsfffQRI0aMoH///hXeUN966y1++eUXunTpQvfu3dmzZw9NmjShX79+dO7cmSeffJIbbriB22+/nT59+tClSxduvfVWsrOz6datGxMmTLhQD2TAgAHljjF8+HDWrbvUgl56jSMqKop9+/Zx7NixCyY4gNDQUHx9fdmyZQsAr776KsHBwRe2nJwcpk6dSseOHenatSt79+4tdwZRHiLCE088Ue6C+i+//MKIESMs6qfSMRrCU5Wux1H/2H70NLd8sJG3JkYxJuoyn4saUVysuOPTLexKOsOKxwYQ3NizVvu3NboeR+0ybtw4/v3vf19Yc7FnBg4cyOLFi2nc+PJZuq7Hoan3XGm0uCU4OQn/uqUrSime+naXNllpKmXGjBmXxEvYKxkZGfzlL38pV2lUF604NA7J6rh0eoZUP1rcUlpd5clzIzqy4cBJ5mw5ZpUxbIlWhrVHREQEAwcOtLUYVRIYGMjYsWPLPVbd74NWHBqHI/FULglpVx4tbimTerViQFgA//gxjsRTV54Sw95wd3fn5MmTWnloAENpnDx5End3ywNfremOq9FYhTXxJdHi1lUcIobJ6sb/ruOJhbHMvbc3Tk614wZqS4KDg0lKSkIHxmpKcHd3JzjY8tglrTg0DsequDSuDvQiNMCr6pNrSAt/D54f1ZG/frOLLzYdYVq/UKuPaW1cXV0vxBNoNFeCNlVpHIqSaPHKaovXNuO7BzM4IpAZK+I5cuJsnY2r0dgrWnFoHIr1+2o3WtwSRIR/3twVN2cnnlgYS1GxXhvQNGy04tA4FKvi0vHzcK21aHFLaebnzkujO7Ht6Gk+21B5SmyNpr6jFYfGYSgqVvySkE50RGCtRotbyrhrWnJ9h6bM/CmBgxk5VTfQaOopWnFoHIaYxNOcOptfp2aq0ogI/7i5Mx5uztpkpWnQaMWhcRhWx6Xj4iQMCg+0mQxBPu78fUxndh7L5OP1h2wmh0ZjS7Ti0DgMRrT4Vfh5WCda3FJGdW3O8M7NeOPnfexPy666gUZTz9CKQ+MQlESL16REbG0hIrwytjPe7i48vjCWwqLq18bWaBwZrTg0DsHquDTA+tHilhLg3YhXxnRmV9IZ/rdOm6w0DQutODQOwer49DqLFreUEV2bM7Jrc95ctY/41Cxbi6PR1BlacWjsnuy8AjYfOmn1pIZXwitjOuPn4cbjC2Ip0CYrTQNBKw6N3bN+/wkKilSdphmxlMZebrw6tjN7krNYtOO4rcXRaOoErTg0ds+quDT8PFzpXsfR4pZyY6emtG/mw6wNh3Wqck2DQCuOSkjPymPjgRO2FqNBU1SsWJuQwWAbRYtbgogwvV8I8anZbD50ytbiaDRWxz5/iXbCf35O4IGvtmt3Sxti62hxSxkT1ZLGnq7M3qjzWGnqP1pxVEJ0RBBZeYXsTMy0tSgNllVmtPhAG0aLW4K7qzO3X9ualXvT6lW1QI2mPKyqOERkmIgkiMgBEXm6nONjRGSXiMSIyDYR6W/ubyUiv4hInIjsEZFHS7V5SUSOm21iROQma8nfr10Azk7C2oR0aw2hqYLVcWl2ES1uCXf0boOI8MWmI7YWRaOxKlZTHCLiDLwHDAc6ApNEpGOZ01YDkUqpKOAu4BNzfyHwuFKqA9Ab+L8ybf+rlIoytx+t9Rn8PFzp3roxaxN0iU1bkHgql31pOXYRLW4Jzf08GN65GfN+T+Ts+UJbi6PRWA1rzjh6AQeUUoeUUvnAPGBM6ROUUjnqohuKF6DM/SlKqR3m62wgDmhpRVkrZFBEIHuSs0jPzrPF8A2aVWa0uD3Gb1TE9H6hZOcV8t2OJFuLotFYDWsqjpZAYqn3SZRz8xeRcSISD/yAMesoezwEuAbYUmr3Q6aJa5aIlOujKSL3meavbRkZVz5jiI4wbOu/6llHnbM6Lp22gV6E2FG0eFV0a+1PZLAfn208QrFOu66pp1hTcUg5+y77JSmlFiml2gNjgVcu6UDEG/gWeEwpVZLT4QOgLRAFpACvlze4UuojpVQPpVSPwMArX1jt2NyXIJ9GrN2nFUddkp1XwJbD9hktXhmGa24ohzLOsm6//s5o6ifWVBxJQKtS74OB5IpOVkqtA9qKSACAiLhiKI05SqnvSp2XppQqUkoVAx9jmMSshohR/2H9vgztlluHXIgWdzDFAXBTl+YE+TRi9sYjthZFo7EK1lQcvwNhIhIqIm7ARGBJ6RNEpJ2IiPm6G+AGnDT3fQrEKaXeKNOmeam344DdVvwMwEW33BjtlltnrIpLw9/TlW6t/W0tSrVxc3Hijt5tWJuQoUvMamzG+cIivtp8lNNn82u9b6spDqVUIfAQ8BPG4vYCpdQeEXlARB4wT7sF2C0iMRgeWBPMxfJ+wBTgunLcbv8tIn+IyC5gMPBna32GEvqHlbjlatNDXVASLR4dbr/R4lUxqVdr3Jyd+FzPOjQ2Yv2+E/zt+93EJNX+A69LrfdYCtNV9scy+z4s9fpfwL/Kafcb5a+RoJSaUstiVomfh/Hku3ZfOk/cGFHXwzc4dh5zjGjxygj0acSoyBZ8sz2Jx2+IcIg4FE39YumuZPw9XenfLqDW+3bMxzkbEB0RxO7jWWRkn7e1KPWekmjxQRH2HS1eFdP7hZCbX8TCbYlVn6zR1CLn8otYuTeN4Z2b42qFWbtWHBYyyEx5sU57V1md1XFp9Aq9Cl93x35K79zSj14hVzF74xGKtGuupg5ZHZ9Gbn4RoyKbV33yFaAVh4V0auFLoHbLtTrHTuayPz3Hoc1UpZneL4Sk0+cuBDNqNHXB0thkgnwacW1oE6v0rxWHhYgIA8MCWb8/Qz89WpHV8SXR4o6RZqQqhnZsSkt/Dz7boLPmauqGrLwCfknIYETX5jg7lbtUXGO04qgG0RGBZOYWaLdcK7I6Lp12Qd60aeI40eKV4eLsxJ192rD50CniUnRdco31+XlPGvmFxQzmNpgAACAASURBVIyKbGG1MbTiqAYDwgJwEvhVZ8u1CiXR4vZYIrYmTOjZCndXJ2ZvOGJrUTQNgKWxyQQ39uCaVtaLgdKKoxr4e7pxTevGep3DSqzb57jR4pXh7+nGzd2C+T7mOKesEIyl0ZRw6mw+vx04wajIFpix1VZBK45qEh0eyK6kM5zI0W65tc1qB44Wr4rpfUM4X1jM3K3HbC2Kph6zfHcKRcWKUV2tZ6YCrTiqTXSEYUbRbrm1S1Gx4peEdAZHBDlstHhlhDX1YUBYAF9uOkqBznmmsRJLYpJpG+hFh+Y+Vh2n/v1CrUynFr4EeLvp9CO1zM5jpzmdW+AwRZuuhOn9QkjNymP57lRbi6Kph6SeyWPrkVOMjmxpVTMVaMVRbZzM+tfrtFtureIotcVrQnR4EKEBXto1V2MVfvgjBaVgpJWC/kqjFccVEB0RRGZuAbFWSB7WUFkdl8a1Vzt+tHhlODkJU/u0YeexTO3Sral1lsYm06mFL20Dva0+llYcV8BA0y1Xm6tqh5Jo8eva1y9vqvK4pXsw3o1cmK1nHZpa5NjJXGISM60au1EarTiuAH9PN6Ja+et4jlriYm3x+ru+UYKPuyvjewTzwx8ppGfpOvaa2mHpLqNG3siu1jdTgVYcV0x0RBC7jp/hpHbLrTGr49PqVbR4VUzrG0JhseKrzUdtLYqmnrA0NpnubRoT3NizTsbTiuMKiY4IRCl0XekakpVXwJZDp+q1N1VZ2jTxYkj7IOZsOUZeQZGtxdE4OPvTsolPzWZUHc02QCuOK6ZzCz/tllsLrNuXQWGx4vp6Fi1eFdP7hXLybD5LY5NtLYrGwVkam4yTwE1acdg/Tk5Gttx1+7Rbbk1YE5dOY09XurVubGtR6pS+bZsQ0dSHzzYcwaiWrNFUH6UUS3el0KdtE4J83OtsXK04asCgiEBO5xawS7vlXhGlo8Wtlf7ZXhERpvULYW9KFlsPn7K1OBoHZU9yFodPnLV6ipGyVFhzXET+UllDpdQbtS+OYzEwLPCCW+41DeyJuTbYcSFavGGZqUoYG9WSf62IZ/bGI1x7tXUK7mjqN0tjk3FxEoZ1blan41Y24/CpYmvwNPZyI7KVv86We4WsikvDxUkYEB5ga1FsgoebMxN7tuanPakknc61tTgaB6O4WLE0NpmB4YH4e7rV6diVKY4flFIvV7RZ0rmIDBORBBE5ICJPl3N8jIjsEpEYEdkmIv2raisiV4nIShHZb/616aN+dHgQu5IytVvuFbA6Lr3eR4tXxZ192iAifLlJu+ZqqseOY6dJPpPH6DoK+itNZYrjY/Pm/HcR6VjdjkXEGXgPGA50BCaV089qIFIpFQXcBXxiQdungdVKqTCz/WUKqS4pcctdv/+ELcVwOI6ePMuB9ByGNIBo8cpo4e/BsE7NmLv1GLn5hbYWR+NALI1NppGLE9d3rOA3lHsK5k6C00dqfewKFYdS6hpgJFAEfGPOCp4SkTYW9t0LOKCUOqSUygfmAWPKjJGjLrqUeAHKgrZjgM/N158DYy2Uxyp0aelHEy831uoo8mqxKs64Xg3NDbc8pvcLISuvkO92HLe1KBoHobComB/+SGFIhyC8G5WzVF2QB/NuhwOrITut1sev1KtKKZVgmqY6AlMBf2CNiGywoO+WQGKp90nmvksQkXEiEg/8gDHrqKptU6VUiilfClBu5JiI3Geav7ZlZFhvDeJittwTFGu3XItZE59GWJA3rZvUTaSrPdO9TWO6tPRj9kbtmquxjM2HTnEiJ798b6riYlj8IBzbBOM+hNbX1vr4FrnjiogTxg26KcbMwJI7cXn+lZf9KpRSi5RS7TFmDq9Up21lKKU+Ukr1UEr1CAy0bqru6IhATp3NZ9fxM1Ydp75wMVpczzbAcM2d3i+EA+k52uSpsYilscl4N3JhcPtynpt/eRV2fwvXvwSdb7bK+JUqDhEZICLvYzzxPwn8BkQopSwxDyUBrUq9DwYqDJNVSq0D2opIQBVt00SkuSlfc8DmNqIBYYGIoM1VFnIxWrzhpBmpihFdmxPg3YjZG4/YWhSNnZNfWMzy3Snc0LEp7q7Olx7c8QWsfx26T4N+j1lNhgoVh4gkAjOAOOAapdQNSqlZSilLH6t/B8JEJFRE3ICJwJIyY7QTs1SViHQD3ICTVbRdgmE2w/y72EJ5rMZVXm5EBvvr9CMWstqMFtexLxdp5OLM5GtbsyY+ncMnztpaHI0ds35/Bll5hZenUD+4BpY+Bm2HwE2vgxWrAFY24+ivlOqnlHpHKVXt1RWlVCHwEPAThvJZoJTaIyIPiMgD5mm3ALtFJAbDi2qCMii3rdlmBjBURPYDQ833Nic6IpDYpExOnc23tSh2TWFRcYONFq+Kyb1b4+osfK5nHZpKWBKbjL+nK/3DSsU/pe2BBVMhqAOMnw3OFcZ21wqVeVUdFZGpIrJDRM6a2zYRudPSzpVSPyqlwpVSbZVSr5n7PlRKfWi+/pdSqpNSKkop1Ucp9Vtlbc39J5VSQ5RSYeZfu8jXEB0RZLrl6llHZew4lklmA44Wr4wgH3dGdW3Bwm2JZOUV2FocjR1yLr+IlXvTGN65Oa7O5u07KwXm3AZuXnD7AnD3tboclZmq7gQeAx4HWmB4Nf0VeLQ6yqOh0LWlH1d56Wy5VbE6Lg1XZ2FgA40Wr4rp/UI5m1/Ewm1JthZFY4esiU8nN7+IUSV1xc/nwNwJkJdpKA2/yxxXrUJlpqoHgXFKqV+UUmeUUplKqTUY5qUH60Q6B8LIlhvAun0Z2i23ElbHp3NtaBN8GnC0eGV0CfajR5vGfL7xiM66rLmMpbHJBPk04trQJlBcBN/eDal/wK2fQfOudSZHZYrDVyl1pOxOc5/150IOSHREECfP5rM7WbvllseFaHHtTVUp0/qFcOxULmvitZee5iJZeQWsSUhnRNfmOAuw/CnYtwJumgnhN9SpLJUpjnNXeKzBMiAswHTL1eaq8iiJFm/oaUaq4sZOzWju587sjYdtLYrGjli5J438wmLDm2rz+/D7x9D3Yeh5T53LUpni6GAmICy7/QG0rysBHYkm3o3o2tJPx3NUwOo4HS1uCa7OTkzp04YNB06SkJpta3E0dsLSXcm09Pfgmpz18NNz0GE0XP93m8hSqeIARpWzjcRIPKgph0ERQcQkZpKZq91yS5OVV8DWwzpa3FIm9WyNu6uTnnVoADh1Np/f9p/gvranke/ug+AecPNH4GSbWnyVuuNWttWlkI5EdEQgxQrW6dQRl/Brgo4Wrw6NvdwYd01LvttxnNM6NshqZOcVcCbX/l2fl+9OoZlKY/Khv4J3EEycC64eNpOnsgqAh7k0P5SUeq+UUm2tKZijEhnsT2NPV9YmpNskT7698sOuFJp4uelo8WowrW8oc7cmMvf3YzwY3c7W4jg0hUXFHD5xlvjUbBJSs4lPzSI+NZuk0+fw93RlxaMDaeZXdzW7q8uanQnM8fgPzqoQJn8D3tbNv1cVlYUX9ijz3gm4DXgC2Gk1iRwcZydhQFjgBbdcJx0dTVpWHivj0rinf6iOFq8GEc186NeuCV9uOsq9A66+GPClqRClFOnZ500FkUV8SjbxqdkcyMghv7AYMH6jVwd4EdXKn1u6BfO/dQd55rtdzJrWE7Fimo4rJe10Fncnv0iwcyoycTEEhttapIoVh1LqJFzIjDsFI8lhDDBCKbW3bsRzTKIjAlkSm8ye5Cy6BPvZWhybs+D3RIqKFZN6tba1KA7HtL6h3PvFNn7ak8rI8lJoN2DOni9kX1r2JbOIhNRsTpcyPTX1bUREM18GhAUQ0cyHiGY+tAvyppHLxeSA/p6uvLx0Lwu3JXFbz1blDWU7lCJrwZ/o67SXtCHv0DSkf9Vt6oDKTFWuGPUx/oyRFXeMUupgXQnmyAwMN6aRaxPSG7ziKCpWzN16jAFhAYQEeNlaHIfjuvZBtL7Kk882HGmwiqOoWHHk5FniU8xZRKqhLI6dulin3dPNmfCmPgzr3IyIpj5ENPOlfTMfGntVXYt7ap8QVuxO5ZVle+kXFkBLf9utHVzGr/8iLGUZX3pMZkp/+0nYUZmp6jBQCLwJHAMiRSSy5KBS6jsry+awBHg3omuwH2v3ZfDwkDBbi2NT1iakk3wmjxdGaUe8K8HZSZjaN4RXlu1lV1ImXYP9bS2SVVFKsfXwKf44fsZUEFnsT8vhvGlmchIICfCiS0s/bu0eTEQzHzo08yW4sccVm4WdnISZt0Yy7K11PP3tLr64q5d9mKxi5sLaf7KwcCBnr/2LraW5hMoUxyqMxfBIcyuNArTiqITo8EDe/eUAmbn5+HtW/dRTX5mz5RhBPo20G24NGN8jmDd+TmD2hiO8MSHK1uJYDaUUr/0Qxye/GS7IAd6N6NDchym92xgKorkv7YK8L69BUQu0buLJszd14G/f7+brrceYfK2lFbKtxOH1sORhkvx78mzqPayxs9lmZWsc0+pQjnrHoIgg3l5zgPX7T1yeN7+BkHQ6l18S0nlocDu9sFsDfN1dGd+jFXO2HOXpm9oT5GO/3j9XSmmlMaV3Gx67Powm3o3qVIbJ17Zmxe5UXvshjoFhgbS6ykaBqhkJMH8yNGnLY/mP06W1r+1kqQD9a7YSUa388fd0bdDpR+ZtTUSAiXpRvMZM7RtCYbFizuZjthal1lFK8aqpNKb2acPfx3Sqc6UBRgnff93aFScRnvwm1jbJSnPSYc6t4NyIIzd+xra0Yrt069eKw0qUuOX+2kCz5RYUFTN/WyKDI4Lsa7HRQQkN8GJwRBBzthzlfGGRrcWpNUqUxqe/HWZa3xBeGt3JpusLLf09eH5kBzYfOsUXm47U7eD5uTB3IuRkwO3z+O6wC04CN3VtXrdyWIBWHFYkOjyQEznn2ZuSZWtR6pxVe9PIyD7P5N56tlFbTOsbwomcfJbFpthalFqhrNJ4cVRHu1iUvq1HK6IjApmxIp4jdVXGt7gIvrsXju+AWz9FtejGsthkel/dxC5NkxYpDhHpKyK3i8idJZu1BasPlHbLbWjM2XKMlv4eDArXKUZqiwFhAbQL8uazjYdRyrFnsfaqNMAwWc24uStuzk48sTC2buqirHwB4pfBsH9C+xHsSc7i0Imzdrs+WqXiEJEvgf8A/YGe5lY2qlxTDoE+jejS0q/BrXMcPnGW3w6cYFKvVjpSvBYREab1DWH38Sy2Hz1ta3GuGKUUryyzT6VRQjM/d14a3YltR0/z2QYrJ5rc+jFsehd63Q+9/wQYBZtcnIThnZtZd+wrxJIZRw+gn1LqQaXUw+b2iLUFqy9ERwSy49hph0ikVlvM3XoMFyfhth52FoVbD7i5W0t83V34aN0hh5x1lCiNWRvsV2mUMO6allzfoSn//imBA+k51hkkYQUs/yuEDzdmG0BxsWLZrhQGhgfarSu/JYpjN2Cfas8BKMmWu/5Aw5h15BUUsXBbIkM7NiXI1/5ss46Op5sL0/uF8vPeNO7+fBsncs7bWiSLcSSlAcYM7x83d8bTzZnHF8ZSWFRcuwMkx8A3d0GzrnDrp+BkxKfsTDzN8cxzF+uK2yGWKI4AYK+I/CQiS0o2SzoXkWEikiAiB0Tk6XKOTy5VIGpjSWS6iESISEypLUtEHjOPvSQix0sdu6k6H7iuiWrVGD+PhuOWu2J3KqdzC2wfQFWPeez6MF4a1ZHfDpxg2Jvr+XWf/X+3lFL8fdleZm04zPR+9q80SgjycefvYzoTm5jJR+sP1V7HZ5Lg6wngeRXcPh/cLqbjWRKTTCMXJ4Z2tN/n9coix0t46Uo6FhFn4D1gKJAE/C4iS8okSDwMDFJKnRaR4cBHwLVKqQQgqlQ/x4FFpdr9Vyn1nyuRq64x3HIDLrjl1vdsuV9vOUZIE0/6tm1ia1HqLSLCtH6h9G7bhEfm7mTqrK3c3T+Uvw6LuCR5n71QojQ+23CE6f1CeGGkYyiNEkZ1bc6K3Sm8uXI/Q9o3JaKZT806zMuCObdBQS7c+TP4XFQQhUXF/PBHCkM6BOHdyJLbs22ocsahlPq1vM2CvnsBB5RSh5RS+cA8YEyZvjcqpUpW+TYDweX0MwQ46MjFo6IjgsjIrv9uufvSstl65BS3X9u63itIe6B9M1+WPNSfqX3a8Olvhxn73kYOpNtXqVlHVxpgKOpXxnTGx92FxxfGUFATk1VRASycCicS4LYvIKjDJYe3HD7FiZx8RtlZipGyWOJV1VtEfheRHBHJF5EiEbHkDtgSSCz1PsncVxF3A8vL2T8RmFtm30OmeWuWiJRbGUhE7hORbSKyLSPDtlP5QaZbriOYFGrC11uO4ebsxK3d9aJ4XeHu6szLYzrz6dQepGXlMfKd35iz5ahdLJyXVhp39Qt1SKVRQhPvRrw2rjO7j2fx/i9XmCS8qACWPAIH18Cot6Dt4MtOWRqbjHcjFwa3t283dkvWON4FJgH7AQ/gHnNfVZT3DSn32ywigzEUx1Nl9rsBo4GFpXZ/ALTFMGWlAK+X16dS6iOlVA+lVI/AQNtWywr0aUTnlr71Op4jN7+Qb3ckcVOXZlxlQSprTe0ypENTVjw6gJ4hV/Hcot3c/+V2m5acVUrx8tKLSuP5kR0cVmmUMKxzc8ZEteCdNfvZk3ymeo2zU+HzURD7NUQ/C9fccdkp+YXFLN+dyg0dm1olkWNtYlEAoFLqAOCslCpSSn0GRFvQLAko/egZDCSXPUlEugKfYNT7OFnm8HBgh1IqrZQsaaYcxcDHGCYxuyc6PIgdxzI5c65+uuUui00hO6+Q2/WiuM0I8nXn8+m9+NuIDvySkM6wt9ax8cCJOpejRGnM3niEu/vXD6VRwsujO9HYy43HF8ReqChYJUc3wf8GQkos3PIpRD9V7mnr92dw5lyB3Qb9lcYSxZFrPvnHiMi/ReTPgCUVeX4HwkQk1Gw/EbjEG0tEWmOkZ5+ilNpXTh+TKGOmEpHSPmrjMNyF7Z7oiECKihW/7a/7H3JdMGfLUcKCvOkZYgc1xbNTYdZwWDgdMutfUsDKcHIS7hlwNYse7IdXIxcmf7qFGcvjLb/J1ZCySuNvI+qP0gDw93Tjn+O6EJ+azTtr9ld+slKw+UP4fKThNXXPKuhya4WnL41Nxt/TlX7tAmpZ6trHEsUxxTzvIeAsxizilqoaKaUKzTY/AXHAAqXUHhF5QEQeME97AWgCvG+61m4raS8inhgeWWXrfvxbRP4QkV3AYIwKhdbh90+Mm08tENXKH193l3pprtp9/AyxSWeYfG1r298kTh2GWTdCSgwkLId3e8Ka1yC/jnIO2QmdW/qx7OH+TOzZmg9/PcgtH2zkUIaVgthM6rvSKOH6jk25pVsw7689SGxiZvkn5Z81ck+teArCboD71kLTThX2eS6/iJV70xjeuRluLvafQtASr6qjGOsVzZVSLyul/mKarqpEKfWjUipcKdVWKfWaue9DpdSH5ut7lFKNlVJR5tajVNtcpVQTpdSZMn1OUUp1UUp1VUqNVkpZL+Pb+WzY8x2crHnFXBdnJwaEG9ly7WHhsjaZs+UY7q5OjOtWnlNcHZK2B2YNg7wzMHUpPLwN2o+Edf82FMiuhcZTYAPB082Ff97chQ/v6E7i6VxGvvMbC7YlWuX7V1pp3FOPlUYJL4zqSKB3I55YGEteQZlsxScPwidD4Y9v4LrnYcIccK+8hPSa+HTO5hc5hJkKLPOqGgXEACvM91GWBgA6PF0ngDhBbFmnrisjOjyQ9HrmlpudV8DimOOMjmyBn4er7QRJ3AqfDQcRmL4cgnuAX7ARkTt9BXgFwHf3GLOR5J22k9MGDOvcjOWPDiAy2J+/frOLh+burNUUOGWVxnP1XGkA+Hm4MuOWLuxPz+G/q0pZ2ROWw0eDITsZ7vgWBj4BTlXPIJbGJhPo04hrQx0j/smSOdFLGAvQmQBKqRggxHoi2RG+LeDqwRA7D4prbiMeFFGSLbf+uOV+H5NMbn6RbSPFD6yGL8aAZxO466fLfONp0wfuXQuj34VTh4wf9uL/g+y0crurjzT38+Cre67lqWHt+Wl3KsPfWsfWw6dq3K9SipeW7GlQSqOE6IggJvVqxcfrDrH98AlY86pRT+OqELjvV2g3xKJ+svMKWJOQzoguzR0mKagliqOwrLmoQRF1O5xJhCPra9xVkI87nVr48ms9URxKKeZsPkqnFr50Da58Km419iwyUjdc1dZQGo0rUGBOTtBtCjy8A/o+BLHz4Z3usOFtKLSd22pd4uwk/Cm6Ld/+qS9uLk5M/GgTr/+ccMUBbSVK4/NNR7l3QMNSGiU8e1MHInwLKPrqVlg3E6LuqPx7WA4r96aRX1jsMGYqsDDJoYjcDjiLSJiIvANstLJc9kP7EdDIr/bMVRGBbD92mqw8x3fL3XEsk/jUbCZf28Y2N4xtnxnOC8E9YNoy8LYgaMrdF254FR7cDCH9YOXz8H5vI0tpA1n/iGzlzw+PDOCWbsG8s+YAt/1vE8dO5larj7JK49mbGp7SAPA5tYdFLs8RWfgHy9o8BWPeBdfqVbxcEptMS38PurX2t5KUtY8liuNhoBNwHsM1Ngt4zJpC2RWuHtBpLOxdbCyW15BB4UEUFSs21AO33DlbjuLdyIXRUXX8pKQUrH8Dlj0GYUPhju/Ao5o/uoB2RnK5yd8aWUnnToCvboGMBOvIbGd4NXJh5vhI3pl0DQfSc7jp7fUs2plkUVulFC9qpQE758CsG3F3VnwW/gEP74tk65Hq1Uk5dTaf3/afYFRkC4e6hpZ4VeUqpZ5TSvU0I7GfU0rl1YVwdkPUZCMh2d6a+wR0a+2Pj7uLw69zZObm88OuFMZe06Juk7EpZcwSVr8MXcbDxK/BzfPK+wu7Hv60EYbNgKRt8H4fWP40nHPcQknVYVRkC5Y/OoAOzX348/xYHpu3k+xKZsMlSuOLTUe5b+DVDVNpFJ6HpY/B4gehVS+4fx1Tbr2ZVo09eWJhLLn5hRZ3tWJ3KoXFyq5TqJdHhYqjdAr18ra6FNLmtOpl2NBjvq5xVy7OThey5TqyW+63O45zvrCY23vV4aJ4USEseQg2vgM974VxH4FzLXhyObsaldce2QHd7oSt/zPWP7bNMmpB13OCG3sy997e/GVoOEt3pXDT2+vLrTBYVmk8M7x9w1MaZ5IM773tn0G/R+GOReAVYMzgbu1K4ulcZiyPt7i7pbHJXB3oRcfmvlYUuvapbMbRByNNyHqM0rGvl9kaDiIQNQmO/ganj9S4u+jwIFKz8ohPta9MppailGLOlqN0a+1PxxZ19IUvyINvpsHOr2DQU3DTTIvcHKuFVwCMetPwiAnsAMv+DP8bBIdr7hhh77g4O/HIkDAW3N8HpeC2/23i7dX7L9TbVkrxwmJDadzfUJXGoV+N70OGmdl26N/B+eJs+9qrmzC9byhfbDpqUaqXtKw8Nh8+yWgHM1NB5YqjGfAs0Bl4CyOK+0Q10qrXL7pOBMTwxqkhju6Wu/nQKQ5lnK07F9zz2fD1eIhbapiUBj9rKHNr0byrsdg+/nMjmPDzkbDgTjjtsJn9LaZ7m8b8+OgARnVtzhsr9zHpo80knc7lhcV7+HKzoTSebmhKQynY8BZ8OdYovHTvL9BxTLmnPnljBKEBXjz5za5KTX4AP+xKQSkYaecp1MujQsVhJhJcoZSaCvQGDgBrReThOpPOnvBvBaEDjOyWNTQxNfV1p0Nzx82WO2fLUfw8XBnRtQ7ssrmn4PPRcGQDjP3QMCnVBSKGU8RDW2Hwc7DvZ3ivV4NIX+Lr7sqbE6/hvxMi2ZuSxeD/rG24SuN8tvHQsPIF6DAK7l0DgeEVnu7h5sx/xkeScuYc//gxrtKul+5KpmNzX9oFede21Fan0rm+iDQSkZuBr4D/A97m8txRDYeoyYap6timGncVHRHI9qOnq3wqsTcyss/z055UbukWbP3Uz2eOGylE0vbAhK8Mc2Fd4+oBg/5qpC/pMMpIX/JOjwaRvmTcNcH8+MgA+rQN4NEhYQ1PaWQkwMfXQfwyGPqKMQNtVHX1v+5tGnPvwKuZuzWxwho8iady2Xks06FiN0pT2eL45xjxGt2Al02vqleUUsfrTDp7o8MocPOGmDk17io6PJDCYsUGG6S9rgkLtydSUKS4/drW1h3oxAFDaWQlw5TvoL2NS8v7BcMtnxjBXd5BF9OXHN9hW7msTOsmnnxxVy/+PDS8YSmNvYsNpZF7Cu5cDP0eqZZ59M/XhxMW5M1T3+wqt5TC0l1GhYmRdTFrtwKVzTimAOHAo8BGEckyt2wLKwDWP9y8oONY2LO4xuaKbm0a49PIsdxyi4sVc7ceo/fVV1l3ep0Sa9yUC3KNtYaQ/tYbq7q07m3YuEvSl3x8HXzfsNKX1GuKCuHn5w3zVGB7uH8dhA6sdjfurobJKiPnPK8s23vZ8aWxKXRr7U+rq2rgSm5DKlvjcFJK+Zibb6nNRynlWL5jtUnUJMjPhrhlNerG1dmJ/mEBrE1wHLfc9QdOkHjqnHUXxY9uhNkjwcUd7loBLaKsN9aVckn6kodhl5m+5NgWW0umqQk5GcYC+Ma3ocddMP1H8Kus2nXlRLby50+D2vLN9iRWx118sDiQnk1cSpbDmqnAwgqAmlK07gv+rY1F8hoSHRFIalYeCWmO4ZY7Z/NRmni5cWOnZtYZYN9P8OU48GkGd/8EAWHWGae2cPeFG16B/9sC3oGwYIphWtM4Hknb4KNBkPQ7jHkfRv4XXBrVuNtHhoTRvpkPT3/3B5m5Rk60pbEpOAl141xiJbTiqC5OThB5u+HTfcayFA0VMSjcyK3kCOaqlDPnWB2fzvgeraxTaGbXApg7ychsO325sabgKDRpa0Sw55+F+VOMyGKNY6CUEej52XAj9czdP8M1k2utezcXJ16/LZLTZ/N5cckelFIsjU2m99VNcV3EkQAAHPBJREFUCPJxr7Vx6hqtOK6EyImAMtKt14Bmfu60b+bjEG65839PpKhYcXsvKyyKb/mfUS2tTV+jAJOX/ZfOvIygDjD2Azi+DX54vN57XNULziQZaxnL/mysY9z3KzSPrPVhOrXw4+Hrwlgck8wbK/dx6MRZhzZTgVYcV8ZVodCmn5Ext4Y3iOiIILYdsW+33MKiYuZtTWRgeCCtm9TiYp5SsHYGLP8rRIyAyd9Y5O5ot3QcDQOegJ1fwrZPbS2NpiIK8+G3/xpVIfevhCEvwO0LjOA+K/Hg4LZ0bunLO2sO4OIkDLOWubeO0IrjSomcBCcPGDbRGhAdUeKWe7KWBKt91sSnk5qVx+TadMEtLoYVT8PafxrxMbd9Aa6OO3W/wOBnjRrTy5+CozWP99HUMgd/gQ/6wqqXoO11xvrUgMcNM5UVcXV24vXxUbg6CwPDA2ns5WbV8ayNVhxXSqex4OpZ48SH3U233F/32a+56uutx2jq24gh7S2od2EJRQXw/QOw5UPo/X+Ga6tzHWbYtSZOznDzx+DfxjCDnGm4YU92xZnjsHCa4TVVXAi3L4SJc6pVcKmmRDTzYcH9fXh1bOc6G9NaaMVxpTTyMQICd39nJOC7QlydnejXzn7dchNP5fLrvgwm9myNi3MtfF0KzsH8OwwX1uuehxtfq/1khbbGw99YLC/INTytavD90NSQwnwjz9S7PY164IOfM4p4hd9gE3Guad2YFv7VK/Rkj1j1Fysiw0QkQUQOiMjT5RyfLCK7zG2jiESWOnZERP4QkRgR2VZq/1UislJE9pt/G1vzM1RK5CQ4fwYSfqhRN9ERgaScyWNfWk4tCVZ7zN16DAEm9mpV887yzhjFkvb9BCNeh4FPWDdZoS0Jag/jPoTj2+FHvVhuEw79Ch/2N/JMXT3IMEsN+mv9MInaGKspDhFxBt4DhgMdgUki0rHMaYeBQUqprsArwEdljg9WSkUppXqU2vc0sFopFQasNt/bhtCB4BsMMTUrK3sxW659mavyC4tZsC2R69o3pblfDZ+ScjKMwL7ELUbqjp731I6Q9kyHUTDwSSMV/O+f2FqahkNWMnxzF3wxGgrzYNJ8mDQXGofYWrJ6gzVnHL2AA0qpQ0qpfGAecEkuYqXURqVUScWYzRj1P6piDPC5+fpzYGwtyVt9nJwhcgIcXA1ZKVfcTXM/D9Mt177iOX7em8qJnHwm/397dx5dVX0tcPy7E2YBGWUUEWSegk0FZRaRQSoqWgW0tFKRJw6otY51orXWvoq2Di2i1qdUiuAAogwilknAIBCGlEHGQJhBQDCQZL8/fgeJIUBuck7OvZf9WSsrueeeYZ9FyL7nN+xf+yJ2iqu62k6718KAcdDqen8CjAVdH4FGPd1AgE3zw44mvmUfc4t8vfRTV9mh68PuKaNJr7AjiztBJo46wJZcr9O9bacyBPg012sFpovIYhEZmmt7DVXNAPC+59tjKyJDRSRFRFJ27QrwD3KbgaA5sHx8kU7TpUl1Ujbt5VBmwZedDNrYBZupW7ksnRtVL9qJlk+A9V+4WdaNevgSW8xISIDrRltnedA2zHHNUtMfc0Plhy+Arg+56sbGd0Emjvwar/Nt6BWRbrjE8WCuzR1U9WJcU9dwEYmo0piqjvbWSE+uXr2If/hOp9pFUPcS11xVhHbsro3P41h29FTL/WbXIb5cv4cBl9QjMaEI/RBH9sG0h6H2xa7+z9noh85yb2CAdZb750AGTPy1W2zr2GH3RDtoPFRpEHZkcS3IxJEO5O5RrQucVMhHRFoDY4B+qvrDZAZV3eZ93wl8gGv6AtghIrW8Y2sB4XcMJA2AXWmwbUmhT5FcvzIVy5Tgj5+ksXTLfh+DK5x3F26mRILw8+Qidop/9hQc3uOWZA14rHxUO68pXPsP2PY1TLnPOsuLKvsYzH/JNUutmuSWEx6+CJr0Djuys0KQieMroJGIXCgipYCbgEm5dxCReriFoW5R1TW5tp8jIhWO/wxcCazw3p4EDPZ+Hgx8FOA9FEyL6yCxtJtJXkglExMY/Ytkjmbl0P/V+Tw/fTXHsnN8DLLgvj+WzYSv0+nZsibVKxSh0NuWRbD4TWj3P4GUcog5zfq6P3BLx8Ki18KOJnZtnAf/6AzTH3Vl7u/40k28tGapYhNY4lDVLOBOYBqQBoxX1ZUiMkxEhnm7PQ5UBV7JM+y2BjBXRJYBi4ApqjrVe+9ZoIeIrMWtg/5sUPdQYGUrQdOrYPl7RSpw175BVabe25l+SbX56+fruPaVeawJoXLuJ8sz2H/4GIOKUpcq+xhMHgEV67j/1Mbp8hA07u2a7zbOCzua2HJwO7w/FP7ZBzIPuea/Qe+5IpOmWEk0TjrzW3JysqakpJx5x6JY+xmM7Q8/f9vVLCqiqSu288gHyzmUmcVvezbh1g4XklCUvoYI9H91Pvu+O8rM+7sUftW3eS+68fM3jnWftM0J338Lr3V3/T+3/ye2KgGHITsLFo2GWc9AdiZ0uAc63gelYnMRpFgiIovzTIcAbOa4fxp2g/I1i9RclVuvljWZNqIznRtV5/dT0hjw2gK27D3sy7lPJy3jAIs37WNgu3qFTxr7N7vihU36WNLIT5lz3aflrEyvs/xI2BFFr03zXbPUtIfh/EvcrO/LH7OkETJLHH5JSITWP4e1091kNx9Ur1Ca137xE567vjUrtx2g94tzGP/VlkBLk/xr4WZKlUig/8WF/BSsCp88AAj0fs7X2OJK9cZumO62JfCxdZaf5OAOeP92t05G5gG48R24eaI1S0UJSxx+ShroCqgtf8+3U4q4kU2f3tOJFrUr8tuJqdz2f4vZddD/xYK+y8zigyVb6duqVuGrd6ZNhjVTodvDUMmHMiXxrGkf1+ex7F+uKca4BLrwH/BSMqyY6CrXDl/oZuHHa3maGGSJw0/nNYPabYtcMTc/51cpx7u3teexq5oxe+0uer4wm6krtvt6jcnLtnEoM6vwM8UzD7py4jVauZFU5sy6POia9KY+DBvnhh1N+Jb+y63PUucnrlmq++NQ6pywozJ5WOLwW9Ig2LEcti/3/dQJCcKvOzVgyl0dqV2pDMPeWcx945dywKdFoMYu3EzTmhW4uF4h60Z+/gc4mOHmbMRLmfSgJSS4+R1VGsD4wbB/y5mPiVdHv4OZT7ukccsHbnKtiUqWOPzWsj8klCxy4cPTaVSjAh/c0YG7L7+Ij5Zuo9eo2UWecZ6avp/lW78tfKf4tqWw6B+Q/Cuoe9IgDHM6ZSpaZzm4OlOHtkPPZ6xZKspZ4vBbuSpu9mrqv91choCUTEzgviubMGHYpZQpmcigMQt5avJKvj+WXajzjV2wmbIlE7mm7enKiZ1CTjZ8PALKVYPuTxTq+me9453lGUvd/JezrbP8QIYbwt3sajepz0Q1SxxBSBoIh3fDus8Cv1TbepWZcncnfnlZfd6ct5Gr/jqHZRGWLPn2yDEmLdtGv6TaVCxTMvIgvhrjRgf1+qObDGkKp2kfV9E1dZxbHfFsMuv37oNWj6fCjsQUgCWOIFx0hfv0vXRssVyubKlEnry6Be8Macfho9lc9+p8Rs1YU+CSJR8u2cqRY9kMaleIZTQPZMDMkdCgm2umM0XT+bfQ5CqY9ihsmB12NMVj+3JYMhba3W7FCWOEJY4gJJaE1jfC6qlweG+xXbZjo2pMHdGZfm1q8+LMtVz3ynzW7Tx9yRJV5V8LN9O67rm0qntu5Bed+hBkH3Ur+lm7dNElJLiVA6s2dGtk798cdkTBUnWl0MtWcitCmphgiSMoSQMg55gbi16Mzi1bkudvTOLVQReTvu8wff46l9fnbiAnJ/8288Wb9rF6x0EGtSvEENy1M2DVh26VO5uY5Z/jneXZx+K/s3ztDLdWS5cHoWx4q0CbyFjiCErNVu6rmJqr8urdqhbT7u1Mp4uqMfLjVQwcs4D0fSeXLBm7cDMVSpfgZ21qR3aBo4ddefBqjaHD3T5FbX5QrZHXWb4MJt8Tn53l2VnuaaNKA0geEnY0JgKWOILUZqDrNN6ZFsrlz6tQhjGDk/lT/1YsT/+WXi/M4b2UEyVL9n53lCnLM7j24jqUKxXhvIvZz7lmlL6joEQRSq+bU2vS2y09m/pvWPBq2NH47+t/wu7V0ONpKFHISgUmFJY4gtTqBkgoEchM8oISEW78aT2mjuhM81oVeWBCKre/vZjdhzKZuDido1k5DIy0mWrHKjfmPmkQ1O8YTODG6fwANO3rPpnHU2f59wdg1h/dMq9NrRBmrLHEEaTy1aHRlZA63j2Wh+j8KuV4d2h7Hu3TjC9W76LnqNmMmbue5Asq07RmxYKfKCcHPr4XSleEHiODC9g4CQlwzatQ9aL46iyf+7wbsn7l721QRQyyxBG0NgPcbNj1s8KOhMQE4bbODZh8V0dqVCzDjgOZkdelWvI2bFkAV46Ec6oGE6j5sR86y7Ng3CDXvxTL9m+GL19xIw/rXBx2NKYQLHEErXEvKFsl1OaqvJrUrMCHwzvw7m3tuSYpgpnih3a5xZku6OCaqUzxqXYR9H/NzXmYfHdsd5bPfNo9ZXR/POxITCFZ4ghaiVLQ6nr47xQ4EtmM7iCVKpHApQ2rRlaXavpjrhBd31HWvBCGxj2h26OubP+XL4cdTeGkL3bxXzrcVj6MYZY4ikObAW7Jy5Xvhx1J4a3/jyuF0eEeqN4k7GjOXp3ud53JM37n5j/EElWY9gicUx063ht2NKYILHEUh9ptoXqzQCvmBior083ZqFzfZveG7fjM8mqN4b1fwb5NYUdUcGmTXP9Yt0ehdIWwozFFYImjOIi4meTpi2D32rCjidzcUbBnnSsrUrJs2NGY0hVcZ3lONvw7RjrLs47CjCfcB6i2t4QdjSmiQBOHiPQSkdUisk5EHsrn/UEikup9zReRNt7280VkloikichKEbkn1zFPishWEVnqffUJ8h580/pGkARYFmNPHbvXwZy/QIvrXPFGEx2qNoT+Y2D7Cph0V/R3ln/1Guzb4Ibf2iJfMS+wxCEiicDLQG+gOTBARJrn2W0D0EVVWwMjgeMLL2cB96tqM6A9MDzPsaNUNcn7+iSoe/BVhZrQsDssG+c+KcYCVZhyL5Qo40qmm+jS+Eq4/FFYMQG+fCnsaE7t8F74z3PQ8HJoZB8+4kGQTxyXAOtUdb2qHgXGAf1y76Cq81V1n/dyAVDX256hql97Px8E0oBCrDAUZZIGwoGtsTMDOHW8i7X74y7xmejT6TfQ7GdumPQ34c8VytfsP0PmAfe0YeJCkImjDpB7AeV0Tv/Hfwjwad6NIlIfaAsszLX5Tq956w0RybekpogMFZEUEUnZtWtXpLEHo0kfKHNubDRXHd7rRsDU+Qkk3xp2NOZURNzM8mqNYcKvYN/GsCP6sT3fwKLR0PZmqNEi7GiMT4JMHPkN9M+3IVZEuuESx4N5tpcHJgIjVPWAt/lVoCGQBGQAf8nvnKo6WlWTVTW5evXqhbsDv5Us4/oKVk1ytXqi2WdPwpF90PcFSEgMOxpzOj90lufAuJujq7N8xuOQWBq6PRZ2JMZHQSaOdOD8XK/rAtvy7iQirYExQD9V3ZNre0lc0hirqj9MgFDVHaqarao5wGu4JrHYkTQIso7Aqo/CjuTUNi+Ar9+C9v8DtVqHHY0piKoN4frXYccKmHRndHSWb5wH//3YzdmoUCPsaIyPgkwcXwGNRORCESkF3ARMyr2DiNQD3gduUdU1ubYL8DqQpqrP5zmmVq6X1wIrAoo/GHWTXcG6aG2uyj7mihhWrOvWvzaxo1EP6P47t3jY/L+FG0tODkx/FCrUdrPETVwJLHGoahZwJzAN17k9XlVXisgwERnm7fY4UBV4xRtam+Jt7wDcAlyez7Db50RkuYikAt2A2JqCKuI6yTfNg70bwo7mZF++DDtXQZ/noHT5sKMxkep4HzTvB589Ad98Hl4cKya4tWi6Pw6lyoUXhwmEaDQ80gYsOTlZU1JSzrxjcfl2K4xq4ZbL7BZFn+r3bYKX27lhkwOipyijiVDmIXi9BxzMgNtmQZULi/f6x47A35Jd9eTbvnCz3U1MEpHFqpqcd7v9i4bh3DrQoAss8zo0o4EqfPKAm6TY57mwozFFUbo83DQWNMcrw/5d8V7/y5fhQDpc+QdLGnHK/lXDkjTIrUuweX7YkThpk2DtNOj2iFUtjQdVGkD/N1yz40fDi6+z/NBOV6KmyVVwYafiuaYpdpY4wtK0L5SqEB2FD78/AJ8+CDVbQbthZ97fxIZGV7g+hpUfwLwXi+eas56BrO/dOuImblniCEupctDiGlj1YfE3JeQ16w9wcLubs2F1hOJLx3uh+TUw8ylYNzPYa+1Mc8O4k4e4hadM3LLEEaakgXD0EKRNDi+GbUvczN7kW91QYRNfRKDfy64q7YRbYe/64K41/XfuKbrLg2fe18Q0SxxhqnepW+Ni6dhwrp+TDZNHuIV1bBnP+FW6PNz0jvt53M3BPOF+8zmsm+HWa7G16OOeJY4wiUCbgbBhDuzfcub9/bboNchYCj2fgbKViv/6pvhUaeBmlu9K87+zPCcbpj0GlS6Adrf7d14TtSxxhK3NTYC6ZVmDlp0FO//rqt5Ofww+H+nmbLTsH/y1TfguugK6P+F1lr/g33mXvAM7V0KPp6BEaf/Oa6KW9YSGrfIFUL+TG13V6TfuKcQPRw+7oZgZy2D7ctieCjtWuTpZAIml3JK2fUf5d00T/Trc434nPnvKjaIr6uJcmYfc4Irz27lOeHNWsMQRDdoMgI/ugC2LoF67yI//bo9LDNtTXZLISIU9a90EMHCl3Gu2dh3gNVu5woXVGkNiSX/vw0Q/Eej3Euxe4zrLh37hmrEKa96LcGgH3DjWPoCcRSxxRIPmV8Mnv3Gd5KdLHKqwf9OJ5HD8SeLA1hP7VKzjkkSLa1ySqNkaKtWz/9TmhFLnwI3vwOiubmb5kBmFq0v27VZXTLHFdXD+T30P00QvSxzRoHQFV5hu5QfQ+09QsqyrUrt7jZcgciWJ7791x0gCVG0EF1zmksPxJGEjWkxBVLkQbngT3unvnnZveCvyDxef/x40G654IpgYTdSyxBEt2gxwpdbHDYLDe9xkquxM916JMm71tBbXuWammq3hvOZWddQUTcPL4Yon3WJLc0dBp/sKfuy2pe73tcPdbki5OatY4ogW9TtBjZaw7WuXGNoNhZpt3JNE1YtsRrcJxmV3u87ymU+737tGBegsV3Wj8spVgU73Bx+jiTr21yhaJCTAsLnuZ+uPMMVFBK7+G+xaDRNvdWXYqzY8/TGrP4WNc6DP/7qBF+asY/M4oomIJQ1T/Eqd48qwS4JrKs08eOp9s4/BjN+5/rWf/LLYQjTRxRKHMcb1U1z/JuxeDR/eceqZ5Slvwp51cOVIG859FrPEYYxxGnZz5dDTJsGcv5z8/pH98MUfXX9c417FH5+JGpY4jDEnXHontLrBDbVdM/3H7835CxzZBz3/YE2qZzlLHMaYE0TgZ3+Fmi1h4q9hzzdu+76NsPDvbimAWm1CDdGEzxKHMebHSpVzJUQSEmHcQNdZ/tmTkFACLn8s7OhMFAg0cYhILxFZLSLrROShfN4fJCKp3td8EWlzpmNFpIqIzBCRtd73ykHegzFnpcoXuJnlu9fA29e6qgaX3QUVa4cdmYkCgSUOEUkEXgZ6A82BASLSPM9uG4AuqtoaGAmMLsCxDwEzVbURMNN7bYzxW4Ou0GMkpH8F5Wu4yYLGEOwEwEuAdaq6HkBExgH9gFXHd1DV+bn2XwDULcCx/YCu3n5vAV8AtlalMUG4dLirsly7beEKIZq4FGTiqAPkXtYuHThdzfAhwKcFOLaGqmYAqGqGiJznT7jGmJOIuHpUxuQSZOLIb7xevrOKRKQbLnF0jPTYU15cZCgwFKBevXqRHGqMMeY0guwcTwfOz/W6LrAt704i0hoYA/RT1T0FOHaHiNTyjq0F7Mzv4qo6WlWTVTW5evXqRboRY4wxJwSZOL4CGonIhSJSCrgJmJR7BxGpB7wP3KKqawp47CRgsPfzYOCjAO/BGGNMHoE1ValqlojcCUwDEoE3VHWliAzz3v878DhQFXhF3EzULO8pId9jvVM/C4wXkSHAZuCGoO7BGGPMyURPVcwsjiQnJ2tKSkrYYRhjTEwRkcWqmpx3u80cN8YYExFLHMYYYyJiicMYY0xEzoo+DhHZBWwKO44CqgbsDjuIgMTzvUF835/dW+wqyv1doKonzWc4KxJHLBGRlPw6o+JBPN8bxPf92b3FriDuz5qqjDHGRMQShzHGmIhY4og+o8MOIEDxfG8Q3/dn9xa7fL8/6+MwxhgTEXviMMYYExFLHMYYYyJiiSMKiMj5IjJLRNJEZKWI3BN2TH4TkUQRWSIiH4cdi99EpJKITBCR/3r/hpeGHZNfRORe73dyhYi8KyJlwo6pKETkDRHZKSIrcm2rIiIzRGSt971ymDEW1inu7c/e72WqiHwgIpX8uJYljuiQBdyvqs2A9sDwfNZnj3X3AGlhBxGQF4GpqtoUaEOc3KeI1AHuBpJVtSWuUvVN4UZVZP8EeuXZ9hAwU1UbATO917Hon5x8bzOAlqraGlgDPOzHhSxxRAFVzVDVr72fD+L+8NQJNyr/iEhd4Crcgl1xRUQqAp2B1wFU9aiq7g83Kl+VAMqKSAmgHPksxhZLVHU2sDfP5n7AW97PbwHXFGtQPsnv3lR1uqpmeS8X4BbFKzJLHFFGROoDbYGF4UbiqxeA3wI5YQcSgAbALuBNrylujIicE3ZQflDVrcD/4ta9yQC+VdXp4UYViBqqmgHuQxxwXsjxBOVW4FM/TmSJI4qISHlgIjBCVQ+EHY8fRKQvsFNVF4cdS0BKABcDr6pqW+A7Yrep40e8tv5+wIVAbeAcEbk53KhMYYjIo7gm8bF+nM8SR5QQkZK4pDFWVd8POx4fdQCuFpGNwDjgchF5J9yQfJUOpKvq8SfECbhEEg+uADao6i5VPYZb5vmykGMKwg4RqQXgfd8Zcjy+EpHBQF9gkPo0cc8SRxQQt27u60Caqj4fdjx+UtWHVbWuqtbHdax+rqpx86lVVbcDW0SkibepO7AqxJD8tBloLyLlvN/R7sRJx38ek4DB3s+DgY9CjMVXItILeBC4WlUP+3VeSxzRoQNwC+7T+FLvq0/YQZkCuwsYKyKpQBLwTMjx+MJ7ipoAfA0sx/29iOnyHCLyLvAl0ERE0kVkCPAs0ENE1gI9vNcx5xT39hJQAZjh/V35uy/XspIjxhhjImFPHMYYYyJiicMYY0xELHEYY4yJiCUOY4wxEbHEYYwxJiKWOIzxgYioiLyd63UJEdlV2GrAXsXdO3K97hqPlYVNbLLEYYw/vgNaikhZ73UPYGsRzlcJuOOMexkTAkscxvjnU1wVYIABwLvH3/DWfPjQWxdhgYi09rY/6a2j8IWIrBeRu71DngUaepO2/uxtK59r3Y+x3mxuY4qdJQ5j/DMOuMlb7Kg1P65w/BSwxFsX4RHg/3K91xToCVwCPOHVLXsI+EZVk1T1AW+/tsAIoDmuKm+HIG/GmFOxxGGMT1Q1FaiPe9r4JM/bHYG3vf0+B6qKyLnee1NUNVNVd+MK7NU4xSUWqWq6quYAS71rGVPsSoQdgDFxZhJuDYuuQNVc2/NrVjpe7ycz17ZsTv3/sqD7GRMoe+Iwxl9vAE+r6vI822cDg8CNkAJ2n2HNlYO44nTGRB37xGKMj1Q1HbcGeV5P4lYJTAUOc6KM96nOs0dE5onIClyn+xS/YzWmsKw6rjHGmIhYU5UxxpiIWOIwxhgTEUscxhhjImKJwxhjTEQscRhjjImIJQ5jjDERscRhjDEmIv8PbdcYvGQKbTIAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='SIAYA', model='ealstm');\n", + "plot_region_vs_observed_seasonality(region='MIGORI', model='ealstm');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Rift Valley " + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_time_series(region='BARINGO');\n", + "plot_region_time_series(region='NAKURU');\n", + "plot_region_time_series(region='NAROK');\n", + "plot_region_time_series(region='KAJIADO');" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "plot_region_seasonality(ax=ax, region='BARINGO');\n", + "plot_region_seasonality(ax=ax, region='NAKURU');\n", + "plot_region_seasonality(ax=ax, region='NAROK');\n", + "plot_region_seasonality(ax=ax, region='KAJIADO');" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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8FUI76FWEFb3UIsCXpy9OYtfhQl79xeyNcBmFOfD+JVByFK79EiK7ntqn14X6p1lFGAyNilEQtvAPgjEPQuZK2Db/xOExPaKZ1L89r/6ykx1ZBW4UsJlQcgw+vEzvcL/6E2jX13a/qB4Q2c0oCIOhkTEKojYGXAsRnfUqovL3dBuPT+hNkL8Pj5q9Ec6lrFg7pA+sg8vfhbgRtfcV0Wam3b/CcVNb3GBoLIyCqA1ffzjrUTi0ATbNPnE4ulUgj17QixXpuXyWmulGAZswFeXwxVT9wL/kNeg5vv4xCROhshy2/+h8+QwGT2LPctj8LVQ2vm/UKIi6SLoMonvBz8/qh5bFFcmdGBwfwTNzN3O4wOQCalSUgm/u0WGr5/8d+l5h37gOydCyrQl3NTQ/VrwO392vgzgaGaMg6sLHF85+DHJ2wLpZvx+29kYUlZbzzHdmb0SjoRT88Dis+QDO+BMMvdX+sT4+ek/E9p+g7LjzZDQYPAmlID0FOo/RptZGxiiI+kiYqHft/vL8SZlDu7VpxW1ndGX26n38uj3bjQI2IX77Nyx9CYZMgzP/5Pj4hIlQVnhSeLLB0KTJ3gKF2VpBOAGjIOpDBM7+P8jfC2nvntR0+1nd6BwVwuNzNpi9EadL6luw4K/Q5woY/7eGfRvqPAYCQ42ZydB8SP8VgOMdRzpleqMg7KHr2TopXMo/oPT31N9B/r48c3ESGTlFvLhwuxsF9HI2fAnf3gfdx8HFr2hzUUPwC4DuY2Hr905x2BkMHkf6IvIC2jH0le1UVjZ+VKVREPZQtYoozIIVM05qGtEtiksHduD1RbvYduiYmwT0Ynb8BF9Og9hhcPk7OnrsdEiYAEWHYe/yRhHPYPBYKitg92+sJImkDmH4+BgfhPuIGw7dxsJv/9V1rKvx+ITetAry45Ev1ztFizdZ9q6ET6ZAdAJMngUBwac/Z7ex4BtgNs0Zmj4H10PxEb4v7M6guAinnMIoCEc4+3EoPgJLXz7pcOuQAB6b0Ju0jDxmrdzrJuG8jEOb4MM/QKsYmPIltAhvnHmDQqHzGdoPYTYyGpoy6SkALK5IZKBREB5A+/7Q6yKtIApPzup62cAODO8SyXPfbybrWLGbBPQS8nbr/Er+LXRm1pZtGnf+hAn6HIc2Nu68BoMnkZ5Cbot4sohgYCcvVBAiMl5EtorIDhE5JW5RRK4RkXXWa4mI9LOOdxKRn0Vks4hsFJF7nCmnQ5z1GJQV6ZDMaogIz1ySRElZJU99a/ZG1MqxQzoza3mxTr4XEd/45+h5ASDGzGRoulSUwZ6lrPbtQ/c2LQkLPk3fXS04TUGIiC/wMnA+0BuYLCK9a3RLB85QSvUFngKqPMDlwP1KqV7AMOAOG2PdQ5sE6HslrJwJRw+c1NQluiV3nNWNb9bu55etWW4S0IM5fkTXdCjIgms+h7ZO+pO2agudhphwV0PTZf9qKC1gboHz/A/g3BXEEGCHUmqXUqoUmAVMqt5BKbVEKVWVXW0Z0NE6fkAptcr6/RiwGejgRFkd44yHdd6flH+c0jT9zC50jdZ7I4pKy20MbqaUFsFHV+qNPVd9AJ0GO/d8CRPg4DrIy3DueQwGd5CuN4MuLO7hNP8DOFdBdACqe2wzqfshPxX4vuZBEYkHBgA24xZFZJqIpIpIana2i3Y0t+4MA6+HVe9CbvpJTYF+vjx7SR8y847zvwVmbwSgl8OfXa9DTy97Q+8rcTYJE/XPrXOdfy6DwdWkp5AX2pM8Qr12BWErKNdmWImInIVWEA/XON4S+AL4o1LqqK2xSqkZSqlkpVRydHT0aYrsAGMeBB8/WPS3U5qGdonkyuROzPw1nU37bYrdfKishDm3wfYf4ML/QuIlrjlvZFedaNH4IQxNjbJi2LOc9f79CA/2p0tUiNNO5UwFkQl0qva+I3BKTUgR6QvMBCYppXKqHfdHK4cPlVJfOlHOhhHaDgbfDOs+geytpzQ/ckEC4S38eXT2eiqa694IpeD7h2D9Z3DOn2HQDa49f8IEyFh8SsSZweDVZK6AihLmF/VgUGwE4oQkfVU4U0GsBLqLSGcRCQCuAr6u3kFEYoEvgSlKqW3VjgvwJrBZKXVyuJAnMeo+8A+Gn585pSk8OID/m9ibNXuP8OHyZmoH/+U5WPkGjLgLRt3r+vP3mgiqErbNc/25DQZnkf4rSnz5Ki/eqf4HcKKCUEqVA3cC89FO5k+VUhtFZLqITLe6PQFEAq+IyBoRSbWOjwSmAGdbx9eIyAXOkrXBhETC8Dtg01ewf80pzZP6t2d09yj+Pm8rh442s70Ry17T5rcB18LYp5ySirhe2vXXtcWNmcnQlEhP4WhEIgUEO9X/AE7eB6GUmquU6qGU6qqUesY69ppS6jXr95uVUhFKqf7WK9k6/ptSSpRSfau1eaa3cfgdEBQOC58+pUlEePriJMoqKnny62a0aWvtLJj3sHYUT/yfe5QD/F6KdOeCk5IsGgxeS0kB7Etlc1B/fH2Efh0bKQNBLZid1KdLUBiM+iPs+BEylp7SHBcZwt3ndOf7DQf5adMhNwjoYrZ+D3Nu16m3L3sTfP3cK0/CRL0pb+dC98phMDQGe5ZBZTkLihNIbB9KiwBfp57OKIjGYMg0Xe5y4VM28//cMroLPdq25M9fb6SwpAnvjTieB1/cDO36wlUfgX+QuyWCuBF6hWfMTIamQPoilI8/n2d3ZGCsc81LYBRE4xAQAqMf0BEzNr6pBvj58Nylfdh35Dj//nGbjQmaCKlvQWkBXPQiBLZytzQaX3/oMV6vbCqasHI2NA/SUyhsM5C8Mj+n+x/AKIjGY9D1ENap1lXEoLjWXDM0lrcXp7NhX76NCbyc8hJY/rreBBfTx93SnEyviToLb8Zid0tiMDSc43lwcB3bgwcAGAXhVfgF6jrK+1fXmgPoofEJRLYM5JEv11NeUeliAZ3Muk+h4BCMuNvdkpxK17PBL8iYmQzeTcYSUJUsKutFu7Ag2oe3cPopjYJoTPpeBZHdYeEzNktehrXw58kLE1m/L597PllDWVNREpWVsORFvXLocqa7pTmVgBCtJLZ8Z2pEGLyX9BTwa8GcrHZO3/9QhVEQjYmvH5z1CGRvhg1f2OwyoW87Hr0gge/WHeDuj1c3DSWx/Qc4vFWvHtwV0lofCRPhaCYcOHW/isHgFaSnUNJ+CLvzyxnkAgc1GAXR+PS+BNr2gZ+f1UnqbDBtTFf+b2Jvvt9wkDs+XEVpuZcriSUvQmhH1+VZagg9xoP4GDOTwTspyIKsTaS3GgS4xv8ARkE0Pj4+ujRpXjqs/qDWblNHdeYvFyXyw6ZD3PZBGiXlp5qkvIJ9aZDxGwy7TUcMeSohkRA7wigIg3ey+1cAfqvoTZC/D73bh7rktEZBOIMe46DjYF0voqz2FBvXj4jn6YuTWLAli1vfT6O4zAuVxJIXITBMR3F5Or0mQtYmyNnpbkkMBsdI/xUCWvHd4bb07RiOv69rHt1GQTgDETjnCTi6T+8NqINrh8Xx/KV9WLQtm1veS/UuJZGbrvNQJd/gOfse6qKnlc7LrCIM3kZ6ChWxI1i/v8Bl5iUwCsJ5dB4Dnc+AX/+l86fUwVVDYvnbZX35bcdhpr67kuOlXqIklr0C4gtDp9ff1xOIiNORVkZBGLyJ/EzI3Ulm+GDKK5XLHNRgFIRzOecJKDoMy1+tt+sVyZ341+X9WLozhxvfWeH5KTmKcrWPpc/lENre5ac/kH+c//y4javfWEbWMQcy5SZcqCvbFZia4QYvIV37H5aTBOCyEFcwCsK5dEyGHufD4hf1Lsh6uHRgR/5zZX9WpOdy49srKfBkJbHyTSgr0rUeXERFpeLnLVnc/G4qI59fyAsLt7NkZw5frzmlDlXtJEwAlClFavAe0lOgRWt+PBxJl6gQWocEuOzURkE4m7Mfh5J87cy1g0n9O/DC5AGk7cnj+rdWcKzYdqisWykrhhWvQ7dzoW1vp58u61gxL/+8gzF//5kb31nJmr15TD+jKykPnkWvdqHM33jQ/snaJkJ4nDEzGbwDpSA9BdV5NGl78126egBwcy7mZkBMEiRdBste1bb6lm3qHTKxb3t8Rbjr49VMeXMF7940hLAWHhRCum4WFGY7Na1GZaVi6a4cPlyewQ8bD1FeqRjRNZJHL+jF2N5tCfDT323GJ8bw3wXbyDpWTJtWdmSPFdGb5la+AcVHIcg14YIGQ4PIS4ejmeRE307uqlKXOqjBrCBcw5mP6mR2v9pfPfX8Pu145ZqBbNyfz5Q3l5Nf5CEricpKWPIStOunHfGNTG5hKTNSdnL2v37hmpnLWbIzhxtHxrPw/jP46JZhTOjb7oRyABifFINS8KMjtTZ6TYSKUtjxU6PLbzA0KukpAKSJToBpFERTJKob9L8aUt+EI3vtHnZeYgyvXTuILQeOcfXMZeQVljpRSDvZNg9ytjdqWg2lFMt35XDPrNUMe3YBz87dQnSrQP5zZT+WPXIOj03oTZfoljbH9mjbks5RIczb4ICZqdNQCI40ZiaD55OeAi1j+CUnnFZBfnSr5XPgLIyCcBVnPKx/pvzdoWHn9GrL69cNYntWAVfPXE6uu5XEkhd0WvPeF5/2VPlFZbz1Wzpj/5PClTOWsXBLFlcPjeWHe8fw2fQRXDKgI0H+dVfMEhHGJcawdGcO+cftXGX5+ELP83UOqXIPULoGgy0s/wOdx7BqzxEGxkbg4+PaXGdGQbiK8E4w6EZY/aHDO3nP6tmGmdclsyu7gKvfWMbhghInCVkPe1fCnqUw7PYGlxJVSrFqTx4PfLaWIc/+xF+/3URIoB9//0NfVjx6Lk9elEiPto5tuhufFEN5pWLhFgfMTAkXQslR2J3i4BUYDC4iewsUZlPUcSTbso653LwERkG4ltH367oRvzzn8NAxPaJ564bB7M4pZPIMB2P/G4slL+ga3AOvc3joseIy3l+WwQUv/Malryzh+/UHuGxQR769axRf3TGSK5I7Nbi+bt8OYbQLC3LMzNTlDPAPMWYmg+di+R/W+fdDKdf7H8AoCNfSqi0MvRXWf66T3DnIyG5RvH3DEPYdOc5VM5Zx6KgLlUTOTtj8DSRPhUD77aAb9uXzyJfrGPrsAv5vzgYEeOaSJJY/di7PXtKHpA5hpy2aj482My3alk1RqZ17R/xbQLdzYMtc7Xg3GDyN9BQIj2VJTgg+Av06hbtcBKMgXM2oe/XO49m3Qdlxh4cP7xrJOzcO4VB+MVfNWMbBfBcpiWWv6GytQ2+tt2tRaTmfrNzDpJd+Y+KLvzF79T4m9GnHnDtG8t3do7hmaBwtAxs3wnpcYgzFZZWkbMu2f1CvC6HgYIOUtcHgVCorYPdv2v+QkUdCTGijf2bswSgIVxMUBpNe0gV2Fj7doCmGdG7Ne1OHkH2shCtnLGXfEccVjUMU5mjfSd8roFWMzS4l5RWkbMvmsdnrGfrMAh7+Yj1FpRU8eWFvlj96Lv+4vB/9O4UjTiooNDg+gohgf8fMTN3Hgo9frSViDQa3cXA9FB+hMn4Mq/fkucW8BE5WECIyXkS2isgOEfmTjfZrRGSd9VoiIv3sHevVdD0bBt8MS1/W3xIawKC41rw/dQi5BaVc+fpS9uYWNbKQ1Vg5E8qPw/CT02ocKSplzup93PHhKgY99RPXvbWCL1ft4+xebfhs+nB+uHcMN4zs7JJNfn6+Pozt3ZYFm7PsL8DUIgLiRxk/hMHzsPwPO4IHUFha4TYF4bQ1i4j4Ai8DY4FMYKWIfK2U2lStWzpwhlIqT0TOB2YAQ+0c692M/SvsXAhzboPbljQoXfaA2Ag+uHkoU95czlUzlvHxLcOIjQxuXDnLjsOKGdB9HLRJYE9OET9sOshPmw+xcnceFZWK6FaBXNivHef2asvIblH1hqY6i/FJMXyamsmSnYc5s2f9O9YBvat67gOQvRWiezpXQIPBXtJTIKoHy3MCAfc4qMG5K4ghwA6l1C6lVCkwC5hUvYNSaolSqiqL3TKgo71jvZ6AELj4NZ3Kd/5jDZ6mX6dwPrplGIWl5Vw1Yym7Dxc2opBQufojKDrMx/4Xc95/FjHmHz/z9HebyS0sZfoZXZh9+wiWP3IOz13al8DVhw0AACAASURBVHN6tXWbcgAY0TWKloF+juVmOlEjwpiZDB5CRRlkLDnhf4huFUjHiBZuEcWZCqIDUH3bcKZ1rDamAt87OlZEpolIqoikZmc74KD0BGKH6myoq96FbT80eJqkDmF8dPMwjpdVcOWMpezKrrv+RH0Ul1Xw06ZDPPL5avbO/QdrK7vw+JowWocE8H8Te7PowTP54d4zeHBcAgPcsHmnNoL8fTkroQ0/bDxERaWyb1BYB2g/0JiZDJ7D/tVQVgjxo0nLyGNQbITTfHf14UwFYeuKbH5qReQstIJ42NGxSqkZSqlkpVRydHR0gwR1K2c9Bm16w9d36RoLDaR3+1A+njaM8grFlTOWsSPLMSVxuKCET1fu5Zb3Uun/1x+4+b1UitZ/SxwHKBlyB2mPj2XWtOFMHdWZuMiQBsvpbMYnxpBTWErqbgfuZa+JOpLpqANpww0GZ5G+CIDsqMHsyS1ym3kJnKsgMoFO1d53BE75BIpIX2AmMEkplePI2CaBXyBc8pouLDT3gdOaKiEmlFnThqEUXDVjGdsOHau1r1KKHVkFvPrLTi57dQmDn/mJh75Yx8Z9+VyR3In3bhrCfzrpOOwh599AeLDrctCfDmf2jCbAz4d5jpiZEibqn2YVYfAE0lOgbR/SsrW51tUpvqvjTAWxEuguIp1FJAC4Cvi6egcRiQW+BKYopbY5MrZJ0a4fnPEn2PAFbPjytKbq3rYVs6YNw0dg8oxlbDl49ERbeUUlK9Jzeea7TZz9r0Wc++9F/G3eFkrKK7jnnO58e9coFv/pbP46KYkxQbvwyVwBw+9scFoNdxAS6MeY7tHM33AQpew0M0X1gMhuRkEY3E9ZMexZbuVfyiPA14ekDu5LSe+0T75SqlxE7gTmA77AW0qpjSIy3Wp/DXgCiAResWxs5Za5yOZYZ8nqEYy6F7Z9D9/dB3Ejat1vYA/d2rTkk1uHM3nGMibPWMZD4xNYuTuXn7dkkVdUhr+vMLxrFDeNjOecXm1pH27DAbbkBQgKhwHXnsZFuYfxSTH8tPkQ6/fl07ejHbtPq2pELH1JV/5r4b5vbIZmTuYKqCiBzmNIW5hHn45hBPq5L/DDqV8NlVJzgbk1jr1W7febgZvtHduk8fXTUU2vj4Zv7oHJs04rnXbnqBA+uXUYk2cs45Ev1xPWwp+zE9pwbq+2jOkRRaugOvYmHN6hv02Pvl9HW3kZ5/Zqg6+PMG/DQfsUBGgFsfi/sP1HvSHQYHAH6SkgvpR0HMr6zGXcMDLereJ4j+2gORDdA859Eub9CVZ/AAOnnNZ0cZEhzL1nNLsOF9KnQxj+vnZaFJe+ZHdaDU8kPDiA4V0imb/xIA+NT7BvUIdB0DJGh7saBWFwF+m/Qvv+bDgMpRWVDIx172rWpNrwNIbcCvGjYd4jkJdx2tOFBwcwMDbCfuVQkA1rP4Z+V9lVHtVTGZcUw87sQnZk1e6oPwkfH0i4ALb/pO3ABoOrKSmAfakn9j8ADIxzfYK+6tT61BCR++p6uVLIZoWPD0x6Wf/+1R2uzzS68g0oLz4lrYa3Ma53W0RwLDdTwgQdf77rF6fJZTDUyp5lUFmu/Q8ZecS2DravzroTqetrZat6XgZnEREH45+F3b/Citddd97SIljxht5dHN3Dded1Am1CgxjQKdyxcNf4MRAYanZVG9xD+iLw8Ud1GkqaGxP0VacuH8R3SqlUl0liOJkBU2Dzt/DTk9D1HNc8sNd8CMdz9e7uJsD4pBienbuFvblFdGptR44qvwDofh5s/V6nW/ZxX/SIoRmSngKdhpBZIGQfK3Hr/ocq6lpBvCEi20XkryLS22USGTQicNELurDNnOlQYWchnIZSWaGzy3ZIhtjhzj2XixiXqEOFHcrNlDBBb1rcu9xJUhkMNjieBwfWnkivATDIzQ5qqENBKKUGABOBCuBzEVkjIg+LSJzLpGvutIqBCf/WaSB++49zz7XlW8hL16sHN+V9aWziIkPo1S7UMQXR7VzwDTCb5gyuJWMJoE74H0ICfOkZ435Lfp2hLUqprUqpvyilegPXA+HAQhFZ7BLpDJB0KSRdBoue198wnIFSsPgFiOisq6w1IcYnxpCakWd/De+gUOhyplaY9u7ENhhOl/QU8GsBHZNJy8hjQGwEvh6QBNOu2EcR8QHaAG2BEMDL0qZ6ORf8E4KjYPZ0KC9p/Pn3LNXhdcPvaHJ29/FJMSgFP246ZP+ghAmQtxsONe3N+wYPIj0FYodRUOHLloNHPcL/APUoCBEZLSKvoJPnPQj8BvRUSl3sCuEMFsGt4aIXIWsT/PxM48+/5EVo0Rr6X9P4c7uZHm1b0jkqxLFw154XAGLMTAbXUJClP9udx7B27xEqlfsKBNWkrn0Qe4Hngc3AAKXUeUqpt5RS+S6TzvA7Pc6DgddrU9CeRnSgZm+DrXNhyC0Q0MjV6DwAEWFcYgxLd+aQX1Rm36CWbaDTUBPuanANu3/VPzufwaqMPESgfyf3bpCroq4VxCil1Eil1ItKKQfW5wanMe4ZCO8Es2+F0kaqHLf0JfALgsG3NM58Hsj4pBjKKxULtjhoZjq4rlF2sxsMdZL+KwS0gnb9SNuTR482rVxSx90e6opiyhCR60VklYgUWq9UEbnOlQIaqhHYCi5+VdvHf3zi9OcryIK1s6DfZGjphcWW7KRvhzDahQU5vqsa9OrKYHAm6SkQP5JK8WVVRp7H+B+gbhPTdcAfgfuB9uiSnw8B9xgl4UbiR8Gw22HlTNi58PTmWv46VJTqmg9NGB8fbWZatC2bolI795NEdtWV/owfwuBM8jMhdyd0HsPO7AKOFpd7jP8B6jYx3Q5copT6WSmVr5Q6opRaCFxmtRncxTn/B1E9Yc4dcPxIw+YoLdRKJmECRHVrXPk8kHGJMZSUV5KyzYEAvIQJkLEYCnPq72swNIT0Kv/DmN83yHmJgghVSu2uedA65r4SRwa9u/qS16DgEHz/cP39bbH6Ayg+AiPublzZPJTB8RFEBPs7bmZSlbBtnvMEMzRv0lN0BGGbRNIy8mgdEkB8pOcEi9SlII43sM3gCjoMhDEPwLpZsPkbx8ZWlOu0Gh2HQOxQ58jnYfj5+jC2d1sWbM6itNzODLnt+kNoR2NmMjgHpbSC6DwafHxI25PHwNgIxIMyGdSlIHqJyDobr/WAnVVYDE5lzIO6nvU3f9R1HOxl89dwJANGNo/VQxXjk2I4VlLOkp2H7RsgolcROxfqTLcGQ2OSlw5HMyF+NLmFpezKLvQo8xLUoyCAC228JgImeZ8n4OsPl7wOJcfg2z/alxpCKV1vunVXa0NY82FE1yhaBvo5nryv/DjsXOA8wQzNk/QU/bPzGazeYxUIivWM/Q9V1BnmWtfLlUIa6qBNLzj7cb2pa+2s+vtnLIb9q5tkWo36CPL35ayENvyw8RAVlXbmWYobAUHhxsxkaHzSU3SZ26jupGXk4ecj9tdQdxF1hbmmi8iuaq/q73e6UkhDPQy/Q6fo/v4hHTZXF4tfgOBI6H+1a2TzMMYnxpBTWErq7lz7Bvj6Q8/zdY0IZ6dcNzQfTvgfxoAIaRl5JLYPpUWAZ31pq8vElAwMrvYaAvwLEGCN80Uz2I2PL1z8iq7p8NUdtZuasrbA9vkwZJqOhGqGnNkzmgA/H8cqzSVM0BFfGSaJsaGRyN4ChdnQeQxlFZWszTziURvkqqjLxJSjlMoB8tB+h5+B4cAEpdRlLpLPYC+tu8B5T+l6yitn2u6z9EWdUrgJp9Woj5BAP8Z0j2b+hoMoe9N5dz1bpyMxZiZDY3HC/zCGzQeOUlxW6XEOaqjbxOQvIrcCm4DRwCSl1LVKqU0uk87gGMk36fKkPz4BOTWsgMcOwrpPYcA1EBLpHvk8hPFJMezPL2b9PjvzTgaE6Pu65TtTI8LQOKSnQHgsRMR55Aa5KuoyMaUDjwCvAXOBfiJyadXLnslFZLyIbBWRHSLyJxvtCSKyVERKROSBGm33ishGEdkgIh+LSJAD19U8EYFJL2m7+ZzbtMmpiuWvQ0WZTtPRzDm3Vxt8fcTxTXNHM+GAsa4aTpPKCtj9m/Y/AGkZebQPC6JdmOeZfetSED+hzUr9sB3qWici4gu8DJyPDoudbKO2dS5wN/DPGmM7WMeTlVJJgC9wlR3XYwhtrwsM7V2uw1lBh8GmvqmrxUV2da98HkB4cADDu0QyzxEzU4/xID7GzGQ4fQ6u1z6tzmcAeFyCvur41daglLrhNOceAuxQSu0CEJFZwCS0yarqHFlAlohMqEW2FiJSBgQD+09TnuZDn8v17uqfn4Xu58GuRVCc32zSatjDuKQY/m/OBnZkFdC9rR21f0MiIW4kbPoKznqsydTtNriBKv9D/Gj2HznO/vxibvFQBWFXydEG0gHYW+19pnWsXpRS+9Crij3AASBfKfWDrb4iMs1KQ56anW0qoQL64TXxPxAUBl/eCste1WGwnQa7WzKPYVzvtojgmJmp75VweNvvBV4MhoaQngJRPSC0Hav2eK7/AZyrIGx9xbJrPS8iEejVRmd0qvEQEbnWVl+l1AylVLJSKjk6uunWNHCYkCi48AU4tB7y98CIu9wtkUfRJjSIAZ3CHQt37XO53kOy7FXnCWZo2lSUQcaSk/wPQf4+9GrnmflPnakgMoFO1d53xH4z0blAulIqWylVBnwJjGhk+Zo+CRdop3TcSOhxvrul8TjGJ8Wwcf9R9ubamWfJP0hHim39HnJ3OVc4Q9Nk/2ooK4T40YD2P/TrGI6/rzMfxQ3HLqlEZISIXC0i11W97Bi2EuguIp1FJADtZP7aTrn2AMNEJFh0asNz0LWxDY4y/jm44Tvw8cx/QHcyLjEGwLHcTMlTwccPls9wklSGJk36Iv0zfjTHSyvYuP+ox5qXwA4FISLvo/0Bo/h9V3VyfeOUUuXAncB89MP9U6XURhGZLiLTrbljRCQTuA94XEQyRSRUKbUc+BxYBay35DSfyIZiHKo2iYsMoVe7UMcURGg7SLrUqqdx1HnCGZom6SnQtg+ERLIu8wjllcqjFUStUUzVSAZ6K7vjAX9HKTUXvYei+rHXqv1+EG16sjX2z8CfHT2nweAI4xNj+O+CbWQdK6ZNKzu32gydDus+0UpiuNlXYrCTsmLYsxwG3wxAmuWgHhDruQrCHrvDBiDG2YIYDO5gfFIMSsGPmw7ZP6jDQOg0DFa8fvJmRIOhLjJXQEXJCQf1qow8ukSH0DokwM2C1Y49CiIK2CQi80Xk66qXswUzGFxBj7Yt6RwV4li4K8Cw2yBvtylHarCf9BS92TJuOEop0jLyGOTBqwewz8T0pLOFMBjchYgwLjGGmb/uIr+ojLBgf/sGJkyEsE465DXB1j5Pg6EG6b9C+wEQFEZ6dgF5RWUe7X8AO1YQSqlFtl6uEM5gcAXjk2Ior1Qs2OKAmcnXD4bcojfNHVzvPOEMTYOSAtiXetL+B/DcDXJV2BPFNExEVopIgYiUikiFiJjwDUOToW+HMNqFBTluZhp4HfgHw7LX6u9raN7sWQaV5b/7H/bkERrkR9folm4WrG7s8UG8BEwGtgMtgJutYwZDk8DHR5uZFm3LpqjUgapxLSKg32RY/ykUmDQvhjpIXwQ+/jq4Ab2CGBgXgY+PZ4eg27V7Sim1A/BVSlUopd4GznSqVAaDixmXGENJeSWLtjr4oB86HSpKIe1t5whmaBqkp0CnIRAQTP7xMrYdKvB4BzXYpyCKrJ3Qa0Tk7yJyLxDiZLkMBpcyOD6C1iEBjuVmAojuAd3G6ip+5SXOEc7g3RzPgwNrT6TXWO3hCfqqY4+CmGL1uxMoROdXMiVHDU0KP18fzu3VhoWbsygpd3Bvw7DpUHAINs52jnAG7yZjCaBO2v/gI9CvU7h75bIDe6KYMtCZWdsppf6ilLrPMjkZDE2K8UkxHCspZ8nOHMcGdj0HonrCsldMSVLDqaSn6FrwHXWGorQ9efRqF0pIoD27DNyLPVFMFwJrgHnW+/5mo5yhKTKiaxQtA/2Y72g0k4heRRxYq6NVDIbqpKdA7DDwC6S8opI1e454hXkJ7DMxPYmuDncEQCm1Boh3nkgGg3sI8vflrIQ2/LjpEBWVDq4E+l4FQeF6FWEwVFGQBVmbTpiXth46RmFpRZNSEOVKqXynS2IweADjE2PIKSwldXeuYwMDgmHQDbDlWziyxymyGbyQquqD1epPAwz0gggmsDNZn4hcDfiKSHcReRFY4mS5DAa3cGbPaAL8fByPZgK9sxqBFSYzvcEiPQUCWkG7foDe/9CmVSAdI1q4WTD7sEdB3AUkAiXAx8BR4I/OFMpgcBchgX6M6R7N/A0HcTjDfVhH6H0RpL2nUysYDOm/QvxInZoF7aAeFBeBeEmNFnuimIqUUo8ppQZbtZ8fU0oVu0I4g8EdjE+KYX9+Mev3NcCyOux2KMmHtR83vmAG7yI/E3J3nvA/ZB0tZm/uca/xP0Ad2Vzri1RSSl3U+OIYDO7n3F5t8PUR5m04SN+ODsaqdxwMHQbB8tes8qSm1GuzJb3K//B7/iWAgU1BQQDDgb1os9Jy9F4Ig6HJEx4cwPAukczbcJAHx/V0zBwgAkNvgy9vhh0/QY/znCeowbNJT4EWraFNIqD9DwF+PiS2D3WzYPZT19ebGOBRIAn4HzAWOGzSfRuaA+OSYth1uJAdWQ3wJfSeBK3awfJXG18wg3eglFYQnUefWEWmZeTRt0MYgX6+bhbOfmpVEFZivnlKqeuBYcAO4BcRuctl0hkMbmJc77aI4HgKcAC/AF13eOdCyNrc+MIZPJ/cXXA080T+peKyCjbsO+pV/geox0ktIoEicinwAXAH8ALwpSsEMxjcSZvQIAbGRjQs3BVg0I3gF6R9EYbmR439Dxv351NaUelV/geoQ0GIyLvo/Q4Dgb9YUUxPKaX2uUw6g8GNjEtsy8b9R9mbW+T44JBI6HsFrP0EihzcdGfwftJToGUMRHUHfq8g5y0b5KqoawUxBegB3AMsEZGj1uuYqShnaA6MS4wBYH5DVxFDb4Py45D2TuMJZfB8TvgfxuigBbSCiIsMJrpVoJuFc4y6fBA+SqlW1iu02quVUsp73PAGQwOJiwyhV7vQhvkhANr21iaGFW9ARVnjCmfwTJTSe2AKs0+EtyqlSMs44hUFgmpigrQNhjoYnxhD2p48so42cG/osNvh2H7YbBIgN3n2r4a3L4A5t0HbJEiYAMDe3OMcLijxOv8DOFlBiMh4EdkqIjtE5E822hNEZKmIlIjIAzXawkXkcxHZIiKbRWS4M2U1GGwxPikGpeCHTYcaNkH386B1F1hmQl6bLMcOwpw7YMZZcHgrTPwPTFsEwa0BSNujfVDeFsEETlQQIuILvAycD/QGJotI7xrdcoG7gX/amOJ/wDylVALQDzDxggaX06NtSzpHhTTcD+Hjo+tWZ66EzNTGFc7gXsqOQ8o/4IWBsO4TGHEn3L0akm86kXsJtP+hZaAfPdq2cqOwDcOZK4ghwA6l1C6lVCkwC5hUvYNSKksptRI4yUArIqHAGOBNq1+pUuqIE2U1GGwiIoxLjGHpzhzyixroR+h/NQSGmlVEU0Ep2PAFvDQYFj4NXc+CO5bDeU9DUNgp3VdlHGFAbDi+Pt6XjMKZCqIDOlVHFZnWMXvoAmQDb4vIahGZKSIhtjqKyDQRSRWR1Ozs7NOT2GCwwfikGMorFQu2NNDMFNgKBl4Hm+ZAvokS92r2rYK3xsPnN+kCUdd/A1d9CJFdbXYvKClny8GjXhfeWoUzFYQtdWlv/mQ/9P6LV5VSA4BC4BQfBoBSaoaVZTY5Ojq6YZIaDHXQt0MY7cKCGh7NBLpWhKqElTMbTzCD6zh6AGbfBm+cpTO0XvgC3LroRKRSbazde4RK5Z3+B3CugsgEOlV73xHY78DYTKXUcuv952iFYTC4HB8fbWZatC2botLyhk0SEQ89L9B7IkobsPHO4B7KjsOif8CLA2HD5zDyj3DXKhh0PfjUn1MpLSMPEegf62BWYA/BmQpiJdBdRDqLSABwFWBXrJ9S6iCwV0R6WofOATY5R0yDoX7GJcZQUl7Joq2nYcYcdjscz4X1nzaeYAbnoBSs/xxeTIafn4Zu58IdK2DsXyDI/m1gaRl59GzbitAgfycK6zycpiCUUuXAncB8dATSp0qpjSIyXUSmA4hIjIhkAvcBj4tIpuWgBl3J7kMRWQf0B551lqwGQ30Mjo+gdUgA35+OmSluBMT0gWWv6QeQwTPJTIM3z4MvpkJwBNzwHVz5PrTu7NA0lZWKVXvyvHL/QxV11YM4bZRSc4G5NY69Vu33g2jTk62xa4BkZ8pnMNiLn68PE/q044PlGSR1COWW0V0cLxspolcRc26DXb/o6BeD55C/Dxb8FdbNgpA2cNFLOgLNDlOSLXZkF3CsuNwrd1BX4VQFYTA0JR6b0IvcwlKenbuFXdmFPHVxEv6+Di7Cky6DH5/QIa9GQXgGpUWw5AVY/D+oLIdR98Lo+3X02WlQlaDPWx3UYBSEwWA3Qf6+vDh5APFRwbz880725Bbx6jWDCAt2wL7sF6hLkS56Hg7vgKhuzhPYUDeVldrx/NOTcHSfLvQ09q86oKARSMvIIzIkgLjI4EaZzx2YXEwGgwP4+AgPjkvgn5f3Y+XuXC55dTEZOYWOTZJ8E/gGwIrXnSOkoX72roQ3x8KXt0BIFNwwF654r9GUA8CqDO1/cNgU6UEYBWEwNIA/DOrIB1OHkltYysUvL2ZFugM1H1q1haQ/wOoP4bhJEOBS8jPhi5vhzXMhfy9MegVu+QXiRzbqaXILS9l1uNCrzUtgFITB0GCGdolkzu0jiQgO4JqZy/giLdP+wcOmQ1khrH7feQIafqe0EH5+VoetbvoaRj8Ad6XBgGtO1IxuTFY1Af8DGB+EwXBaxEeFMPv2kdz2YRr3f7aW9MOF3De2Bz715d1p1w/iRsLyGbqwkG8z+ygePaCL6lSUQEWprpdRUVrt97Iax2u21/V7Le0oSLwUzn0SIuKcenlpe/Lw9xX6dDg1N5M30cz+Kw2Gxics2J93bxrC47M38NLPO0jPKeRfl/cjyL+e8Mhht8En18LWudD7ItcI6wnsXQEfT4aiw7X38Q0AH3/w9de/+wbU8rs/+IfV0V7t927nQOwwl1xiWkYeie3D6v8f8HCMgjAYGgF/Xx+ev6wPXaJDeH7eFjLzjvPGdYNo0yqo9kE9L4DwWB3y2lwUxIYvdE6j0PYweRaEtjv1ge7jd6JUpzdSVlHJ2r1HuHaYc1cprsD4IAyGRkJEuPWMrrx27SC2HTzGJS8vYcvBOsq3+/jCkFthzxLYv8Z1groDpXROo89vgg4D4eYF0GkwhHWElm2gRQQEhGhF4cXKAeC37YcpKa/02gyu1TEKwmBoZMYlxvDZ9OGUV1Zy2StL+HlLVu2dB06BgJaw/LXa+3g75SV69/jPT0PfK+G6ryAk0t1SOYW9uUXc/9laukSHcGZP788ubRSEweAEkjqE8dUdo4iPCmHquyt5Z3G67Y5BYTqdw/rP4VgD6014MkW58P4lsPZjOPNRuOR1vVmwCXKsuIyp766kolLx5vWDCQn0fgu+URAGg5OICQvi01uHc06vtjz5zSae+GoD5RWVp3YcOh0qyyD1LdcL6UwO74CZ5+hyq5e9CWc+7PXmo9qoqFTcM2sNO7MLefWagXSOslnfzOswCsJgcCIhgX68du0gpo3pwntLM5j6birHimuULo3sCj3GQ+qbUFbsHkEbm92/6c1oxfm66lqfP7hbIqfyt3lbWLgliycvSmREtyh3i9NoGAVhMDgZXx/h0Qt68dylfVi84zCXvbqEvbk1igYNnQ6F2TrKx9tZ8xG8dzGERGtntItCS93FZ6l7mZGyi+uGxzGlCUQuVccoCIPBRUweEsu7Nw3hQH4xl7yymFV78n5v7HImRPfSIa/eWiuishIWPKUd0nEjYOqPDtdQ8DZW7s7l0dnrGdUtiicm9na3OI2OURAGgwsZ2S2K2bePJDjAj6tmLOObtVYVXhG9ce7QeshY7F4hG0LZcV1g59d/woApcO0X0MI7y2zay97cIm59P41OEcG8fPVA/BxN/e4FNL0rMhg8nG5tWjLnjpH06xjGXR+v5oUF21FKQd8roEVrvYrwJgqy4N0LYeNsnS77ohf1foYmTEFJObe8l0p5RSUzr092LOW7F2EUhMHgBlqHBPDBzUO5dEAH/v3jNu77dC0lEgDJN8KW7yC3lrBYTyNrs45UOrhBp8seeU+TjVSqorJS8cdZa9ieVcDL1wykS3RLd4vkNIyCMBjcRKCfL/+6oh8PnNeD2av3ce3M5eQlXq93WK94w93i1c/Ohbp2c3kJ3Phds0kX8vf5W/lp8yGemNib0d29fzNcXRgFYTC4ERHhzrO789LVA1iXmc+k93ZxrOtEWPUeFNeRpsPdpL4NH/wBwjrpSKUOg9wtkUv4Ii2T1xbt5JqhsVw3vGlFLNnCKAiDwQOY2Lc9s6YNo6i0nGnbh0DpMR0u6mlUVsD8x+DbP0LXs2HqfAjv5G6pXEJaRi6PfLmeEV0jefKiRK+uFGcvRkEYDB7CgNgI5twxktywPqyq7M6xlJd06KinUFoIn0yBpS/BkGk6G2tgK3dL5RIy83TEUvvwIF65ZiD+TTBiyRbN4yoNBi+hY0Qwn982nGVtrqBV0V6Wvf84HNnrbrF0gZ+3z4dt38P5f4cL/tFsihwVlpRz87uplJRXMvP6wYQHB7hbJJchyls35dggOTlZpaamulsMg+G0KS8t4cC/RtKpZLs+EB6rK9DFjdA/W3dxXbTQgXXw0ZVQchT+8Bb0GOea83oAlZWK6R+k8dPmQ7xz4xDG9Gh6TmkRSVNKJdtqc+pXABEZD/wP8AVmKqWer9GeALwNDAQeU0r9BYQVzwAAGtdJREFUs0a7L5AK7FNKTXSmrAaDJ+EXEEjkvYuZ/tLHdC5cy91Rh2ix/UedFRWgZYxWFvEjtcKI6umU2spsnadrOLQIh5vmQUyfxj+HB/PPH7byw6ZD/PnC3k1SOdSH0xSE9XB/GRgLZAIrReRrpdSmat1ygbuBi2uZ5h5gMxDqLDkNBk8lOCiQB677A5NeimH50VZ8ct/7+OfthIzfIGMJ7F4MG7/UnVu0/n11ETdCP8h9TqPcpVK6RsX8RyGmL1z9CbSKaZwL8xLmrN7HK7/sZPKQTtwwIt7d4rgFZ64ghgA7lFK7AERkFjAJOKEglFJZQJaITKg5WEQ6AhOAZ4D7nCinweCxdGvTkucv68tdH6/mue+38sSFvSG6ByTfpB/iebu1sshYrF9bvtUDA0N1kry4ERA3Ctr3t393c0U5zHsYVs6EhIlw6Qxd7a0ZsXpPHg99sY6hnVvzl4uSmkXEki2cqSA6ANW9a5nAUAfG/xd4CKgzTEJEpgHTAGJjYx0U0WDwfC7s1560jDzeWpxOcnwEF/RppxtEdDK81p1hwDX6WP6+kxXG9h/0cf9g6DgY4kdppdFhEPi3OPVkxUfh8xthx0/w/+3deVxU5f7A8c8TqKiAGuKKC26ogIyApgKGesE1BdMMl6stVmqlP7WMuveldq2fN6w0K/15yy254m5Z6VVzDVfAUXEDFxIUlUAUBFTg+f0xIxdkUJAZRobn/XrxkjnnzHO+ZxjP92zP9+nxLvxlttEvXUkp+fjn00Se/5OJ/m14waMJVs88PTvgq+nZjF8ZTSN7GxaP9qK6ddV9lseUCcLQX7xUd8SFEIOAG1LKaCGE/6OWlVIuAZaA7iZ1WYNUlMrgwwEd0Cam8/76E7RvZFdyeYc6TaHTcN0PQGaKbszrhEhd4tj9KSDBqrouSTy4JNXsOchO092M/jMOXlgAXuNMsi1f7zrPssgEGtrXYMoaLd/uOc/UgHb0dW1k9iP1rHv6J5bu57F6/HPUq111nlgyxJQJIgko3IPGCbhayvf6AIOFEAMAG8BeCLFKSjnayDEqSqVQ3foZvhnlyaCv9jNhVQybJ/lQs3op7jHYOkLHIbofgOybcPmQ7uwiIRJ+/1JXgVVY6c4ohBWMWg+te5lkO9ZGJfL5jjiGejYlbJgHW2OT+WJHHG+tisGtqT3TAl3wb+dolkSRny+ZuuY4Z6/d5vtxXWjbsGr08XgUkz3mKoSwBuKAPsAV4CgwUkp5ysCys4DMh59i0s/zB6aX5ikm9ZirYun2xqUwbtkRgjs35fPhHuXfkd7NgMQjuoSRfhn8pkOD9sYJ9iG7z93g9RVR9GjtwNJxXQo6m+Xm5bNZe5X5O+NIupmNd4t6TAt0oXtrB5PEUZLPt59j4a7z/G1gB173a1Wh6zYnszzmKqXMFUK8DfwH3WOuS6WUp4QQb+nnLxZCNEL3GKs9kC+EmAJ0lFIarQjN/fv3SUpKIifHQoZyVMrFxsYGJycnqlWrnOWZn2/nyLu927Lgt3i6tHyWkK7lvO9Www7a9NH9mNCJpHQmhcfQvpEdi0Z7FemJbG31DMO8nBjs0YS1UYks3BVPyL8O4dPGgWmBLng2r2fS2AB+1F5h4a7zvOTtxGu+lj3IUVlYfEe5S5cuYWdnh4ODg9mvbyrmJaUkNTWVjIwMnJ0r704gL18ybtkRDl9KY+OEHrg1rWPukB7pcmoWQxdFYlPNio0Te9DAzuaRy+fcz2PVoT9YtOcCqXfu0ad9A6YGtsO1iWm2U5uYzkv/dxCNU11Wvf5clbsp/agzCIv/JHJyclRyUABd5VQHB4dKfzZp9Yxg/ggNDrWrMyE8mltZ980dUolSM+8ydtkRcvMlK17t+tjkAGBTzYrX/Vqx7/1evNfXhaMJaQz86ncmhcdw/kaGUeNLvpXN+JVRNLCrwaLRnlUuOTxOlfg0VHJQHrCU74KDbQ2+HulJcnoO09YdJz//6bsSkHUvl1dXRHE1PZvvx3ahdRkH1qldw5pJvdqwf0Zv3undhj3nbhD45T6mrtVyOTWr3PFl38vjjZXRZN3N5fuxXXCwrVHuNi1NlUgQimKJvFrU48MBHdh55jpL9l80dzhF5Obl886/j3EyKZ2vQjrj1eLJ7yPUqVmNaYEu7Hu/F6/7teKXE8n0/nwPH246SfKt7CdqMz9fMn3dcWKv3uKrkM64NFJPLBmiEkQFSEpKYsiQIbRt25bWrVszefJk7t27x/Lly3n77bfNHV4xtraWO4SipXnFpyUD3Rvz2bazHLqYau5wAN29nr//GMtvZ28we4gbfV2NU6LDwbYGHw7owL73ezHyueasi0rk+bA9fLzlNCkZd8vU1oLf4vnlZDKh/dvTp0NDo8RniVSCMDEpJUOHDiUoKIj4+Hji4uLIzMzko48+Msn6cnNzTdKu8nQSQjD3RXdaOtTm7X8f48Zt899fWbjrPKuPJDKpV2vGdDP+qGsN7W34eIgbu6b5E6RpwvIDl+j52W4+23aW9Kx7j33/zyeusuC3eIZ5OTG+Cj3O+iSqRkF3vdlbTnH6qnGHcezYxJ6ZL7iWOH/Xrl3Y2NjwyiuvAGBlZcWXX36Js7Mz//jHP0hMTKRfv35cunSJkSNHMnPmTO7cucNLL71EUlISeXl5/P3vf2fEiBFER0czdepUMjMzqV+/PsuXL6dx48b4+/vTo0cPIiMj6d27N8uWLePixYs888wzZGVl4eLiwsWLF7l8+TKTJk0iJSWFWrVq8a9//Yv27dsXrDs3N5d+/foZ9fNRTM/OphrfjvYk6JtI3ll9jPDXn8PaTAParI1K5At9R7jpgS4mXVezZ2vx2TAP3nq+NfN3xrNo7wV+OPgH43u24hWfltjZFH+U+URSOtPWHse7RT0+Ca66NZZKS51BmNipU6fw8io6Xq+9vT3NmzcnNzeXI0eOEB4ejlarZd26dURFRbFt2zaaNGnC8ePHiY2NpV+/fty/f5933nmH9evXEx0dzauvvlrkLCQ9PZ29e/cyc+ZMPDw82Lt3LwBbtmyhb9++VKtWjTfeeIOFCxcSHR3NvHnzmDhxIgCTJ09mwoQJHD16lEaNqlbFTkvRvpE9nwa7c/hSGvO2x5klht3nbhC68SR+bevzzxc7VdjOt5WjLV+FdGbrZD+6t3bgix1x9PxsN/+39wLZ9/IKlrt2K4fxK6Oob1uDxWO8qGFdjmq3VUSVOoN41JG+qUgpDf5HeTA9ICAABwddj9GhQ4fy+++/M2DAAKZPn86MGTMYNGgQfn5+xMbGEhsbS0BAAAB5eXk0bty4oL0RI0YU+X3NmjX06tWLiIgIJk6cSGZmJgcOHGD48OEFy929q7tuGxkZyYYNGwAYM2YMM2bMMP4HoZjcUE8njibcZPHeC3i1qEdAx4q7tv6ojnAVpX0je5b81Zvjiel8viOO/916lu9+v8TbvdoQ1Lkpb/wQRUZOLhsm9KC+emKpVKpUgjAHV1fXgp3vA7dv3yYxMRErK6tiyUMIQbt27YiOjubXX38lNDSUwMBAgoODcXV15eDBgwbXU7v2f8sxDx48mNDQUNLS0oiOjqZ3797cuXOHunXrotVqDb5fnWpbhpkvdOTklXSmrtXyyzt+NHeoZfJ1/pF6h1eXH+XZ2tVZ9koXbGuYd7fi0awuK1/typFLaczbfo6ZP53i01/PcC8vnyVjvOnQWA0vU1rqEpOJ9enTh6ysLFauXAnojvynTZvGuHHjqFWrFjt27CAtLY3s7Gw2b96Mj48PV69epVatWowePZrp06cTExODi4sLKSkpBQni/v37nDpVrKwVoHsKqWvXrkyePJlBgwZhZWWFvb09zs7OrFu3DtCdwRw/fhwAHx8fIiIiAAgPDzf1R6KYkE01KxaN8kIAE8Kjybmf99j3lEdq5l3GLi1bR7iK0tX5Wda80Y0fXuuKV4t6zHrBtULPqiyBShAmJoRg06ZNrFu3jrZt29KuXTtsbGz49NNPAfD19WXMmDFoNBpefPFFvL29OXnyJF27dkWj0fDJJ5/wt7/9jerVq7N+/XpmzJiBh4cHGo2GAwcOlLjeESNGsGrVqiKXnsLDw/n+++/x8PDA1dWVH3/8EYAFCxbwzTff0KVLF27dumXaD0QxuWbP1uKLlzScunqb2VtOP/4NT+hBR7jkWzlP1BGuIggh8GvryL/Hd2NsFR0VrjwsvhbTmTNn6NChg5kiUp5GVeU78c9tZ1m05wKfD/fgRS8no7adm5fPmz9Es/vcDRaN9jJaXwel4lXpWkyKUlVNC2jHc87P8tHmk5y9ZrzHuwt3hPvYiB3hlKePShCKYqGsrZ5h4cjO2NlUY8KqGDJyjFPUr3BHuNEm6AinPD1UglAUC9bAzoavQzpzOS2LGRtOUN5LymuPVlxHOMX8VIJQFAv3XCsH3uvrwq8nr7EsMuGJ29l97gahmyq+I5xiPipBKEoV8GbPVgR0bMinv54h+o+0Mr//RFI6E1eZtyOcUvHUX1lRqgAhBPOGe9C4rg2Two+Rmln66qcPOsI52D4dHeGUiqMSRAWwsrJCo9Hg5ubG8OHDycp68sFO9uzZw6BBgwD46aefmDt3bonLpqen8+2335Z5HbNmzWLevHkG582fP7+g09+4ceNwdnZGo9Gg0Wjo0aNHkWWHDBlC9+7dS9X2J598gqurK506dUKj0XD48GGCg4PRaDS0adOGOnXqFKznwIED+Pv707x58yLX1IOCggpKlaekpKjCgw+pU7Mai0Z5kZZ1j8kRWvJKMcjQg45weU9hRzjF9FSCqAA1a9ZEq9USGxtL9erVWbx4cZH5Ukry8/PL3O7gwYP54IMPSpz/pAmiJLm5uSxdupSRI0cWTAsLC0Or1aLVaot03EtPTycmJob09HQuXbr0yHYPHjzIzz//TExMDCdOnGDnzp00a9aMTZs2odVq+e677/Dz8ytYz4NEVLduXSIjIwvWl5ycXNCmo6MjjRs3Lpiv6Lg1rcPHg135/fyfLPgt/pHLFu4I991T2hFOMa2qda649QO4dtK4bTZyh/4lH8U/zM/PjxMnTpCQkED//v3p1asXBw8eZPPmzZw7d46ZM2dy9+5dWrduzbJly7C1tWXbtm1MmTKF+vXr4+npWdDW8uXLiYqK4uuvv+b69eu89dZbXLyoG1ls0aJFfPXVV1y4cAGNRkNAQABhYWGEhYWxdu1a7t69S3BwMLNnzwZ0R/ArV66kWbNmODo6FqtAC7rS5Z6enlhbP/5rs2HDBl544QUaNmxIREQEoaGhJS6bnJxM/fr1qVFDV0Ctfv36pfosX375ZSIiIvD19WXjxo0MHTq0SPmRoKAgwsPD8fHxKVV7VcWILs04mnCThbvi8WxeF3+XBsWWKTwi3OLRXuUaEU6pvNQZRAXKzc1l69atuLu7A3Du3Dn++te/cuzYMWrXrs2cOXPYuXMnMTExeHt788UXX5CTk8P48ePZsmUL+/fv59q1awbbfvfdd3n++ec5fvw4MTExuLq6MnfuXFq3bo1WqyUsLIzt27cTHx/PkSNH0Gq1REdHs2/fPqKjo4mIiODYsWNs3LiRo0ePGlxHZGRkscTx3nvvFVz6GTVqVMH01atXExISQkhICKtXr37k5xIYGEhiYiLt2rVj4sSJBaXKH6dPnz7s27ePvLw8IiIiipQVAfD29mb//v2laqsqEUIwJ8gNl4Z2TFmj5Up60WE7H+4IF6g6wlVZVesMogxH+saUnZ2NRqMBdGcQr732GlevXqVFixZ069YNgEOHDnH69OmCo9179+7RvXt3zp49i7OzM23btgVg9OjRLFmypNg6du3aVXBvwMrKijp16nDz5s0iy2zfvp3t27fTuXNnADIzM4mPjycjI4Pg4GBq1dJV/hw8eLDB7UhOTi5WoiIsLIxhw4YVmXb9+nXOnz+Pr68vQgisra2JjY3Fzc3NYLu2trZER0ezf/9+du/ezYgRI5g7dy7jxo0z/IHqWVlZ4evry5o1a8jOzqZly5ZF5jdo0ICrV68+so2qqmZ1K74d5cngryOZGB7Duje7U91ad7z4oCPc273aqI5wVVzVShBm8uAexMMKl+iWUhIQEFDsaFur1RrteXMpJaGhobz55ptFps+fP79U66hZsyY5OY8f0nLNmjXcvHkTZ2dnQFfePCIigjlz5pT4HisrK/z9/fH398fd3Z0VK1Y8NkGA7jJTcHAws2bNKjYvJyeHmjVrPraNqqqVoy2fDevExPAYPvnlNLOHuBV0hHvR04lpge3MHaJiZia9xCSE6CeEOCeEOC+EKHY3VQjRXghxUAhxVwgxvdD0ZkKI3UKIM0KIU0KIyaaM82nQrVs3IiMjOX/+PABZWVnExcUVDAl64cIFgBIv1/Tp04dFixYBupLit2/fxs7OjoyMjIJl+vbty9KlS8nMzATgypUr3Lhxg549e7Jp0yays7PJyMhgy5YtBtfRoUOHgvgeZfXq1Wzbto2EhAQSEhIKLmGV5Ny5c8TH//eGqVarpUWL0h25+vn5ERoaSkhISLF5cXFxJZ61KDoD3Bvzmq8zKw7+wayfThG66SQ92zky90V31RFOMV2CEEJYAd8A/YGOQIgQouNDi6UB7wIPP/eYC0yTUnYAugGTDLzXojg6OrJ8+XJCQkLo1KkT3bp14+zZs9jY2LBkyRIGDhyIr69viTvOBQsWsHv3btzd3fHy8uLUqVM4ODjg4+ODm5sb7733HoGBgYwcOZLu3bvj7u7OsGHDyMjIwNPTkxEjRhSUHPfz8zO4jv79+7Nv374i0wrfg9BoNMTFxXH58uWCS2cAzs7O2Nvbc/jwYQDmzJmDk5NTwU9mZiZjx46lY8eOdOrUidOnTxs8IzBECMH06dMN3tjevXs3AwcOLFU7VdkH/dvj1aIeyw8k0KGxHd+O8lQd4RQdKaVJfoDuwH8KvQ4FQktYdhYw/RFt/QgEPG6dXl5e8mGnT58uNk15ckFBQTIuLs7cYZSKn5+fTEtLKzZdfSeKu3YrW875+ZS8fjvb3KEoFQyIkiXsU015mNAUSCz0Okk/rUyEEC2BzsDhEua/IYSIEkJEpaSkPEGYSlnMnTu3SH+Dp1VKSgpTp06lXj31eGZpNLS34aOBHVVHOKUIUyYIQxcwy1RKUghhC2wApkgpDRa0l1IukVJ6Sym9HR0dnyBMpSxcXFzo2bOnucN4LEdHR4KCgswdhqJUaqZMEElAs0KvnYBSP3MohKiGLjmESyk3licQaUGj5inlo74LilJ6pkwQR4G2QghnIUR14GXgp9K8Uegen/geOCOl/KI8QdjY2JCamqp2DApSSlJTU7GxUZdRFKU0TNYPQkqZK4R4G/gPYAUslVKeEkK8pZ+/WAjRCIgC7IF8IcQUdE88dQLGACeFEA86EHwopfy1rHE4OTmRlJSEuj+hgO6AwcnJuOMzK4qlEpZ0ZO3t7S2joqLMHYaiKEqlIYSIllJ6G5qnHnZWFEVRDFIJQlEURTFIJQhFURTFIIu6ByGESAH+MHccpVAf+NPcQZiQJW+f2rbKy5K3rzzb1kJKabATmUUliMpCCBFV0k0hS2DJ26e2rfKy5O0z1bapS0yKoiiKQSpBKIqiKAapBGEexYeEsyyWvH1q2yovS94+k2ybugehKIqiGKTOIBRFURSDVIJQFEVRDFIJogJVhbG2hRBWQohjQoifzR2LsQkh6goh1gshzur/ht3NHZOxCCH+R/+djBVCrBZCVOqSt0KIpUKIG0KI2ELTnhVC7BBCxOv/rZSjSZWwbWH67+UJIcQmIURdY6xLJYiKVRXG2p4MnDF3ECayANgmpWwPeGAh2ymEaIpubHhvKaUbuurLL5s3qnJbDvR7aNoHwG9SyrbAb/rXldFyim/bDsBNStkJiEM3xHO5qQRRgaSUyVLKGP3vGeh2MGUehvVpJYRwAgYC35k7FmMTQtgDPdGNU4KU8p6UMt28URmVNVBTCGEN1KIMg3s9jaSU+4C0hyYPAVbof18BVMohBw1tm5Ryu5QyV//yELoB2spNJQgzedxY25XUfOB9IN/cgZhAKyAFWKa/hPadEKK2uYMyBinlFWAecBlIBm5JKbebNyqTaCilTAbdwRrQwMzxmMqrwFZjNKQShBmUZqztykYIMQi4IaWMNncsJmINeAKLpJSdgTtU3ksUReivxQ8BnIEmQG0hxGjzRqU8CSHER+guZYcboz2VICqYMcfafsr4AIOFEAlABNBbCLHKvCEZVRKQJKV8cMa3Hl3CsAR/AS5JKVOklPeBjUAPM8dkCteFEI0B9P/eMHM8RiWEGAsMAkZJI3VwUwmiAhlzrO2njZQyVErpJKVsie4G5y4ppcUchUoprwGJQggX/aQ+wGkzhmRMl4FuQoha+u9oHyzkBvxDfgLG6n8fC/xoxliMSgjRD5gBDJZSZhmrXZUgKpYPurG2ewshtPqfAeYOSim1d4BwIcQJQAN8auZ4jEJ/VrQeiAFOotsvVOqyFEKI1cBBwEUIkSSEeA2YCwQIIeKBAP3rSqeEbfsasAN26Pcri42yLlVqQ1EURTFEnUEoiqIoBqkEoSiKohikEoSiKIpikEoQiqIoikEqQSiKoigGqQShKKUkhJBCiB8KvbYWQqQ8aeVafXXYiYVe+1tiFVyl8lIJQlFK7w7gJoSoqX8dAFwpR3t1gYmPXUpRzEQlCEUpm63oKtYChACrH8zQjzewWV+T/5AQopN++ix9Df89QoiLQoh39W+ZC7TWd2wK00+zLTTmRLi+Z7OimIVKEIpSNhHAy/oBdTpRtBrvbOCYvib/h8DKQvPaA32BrsBMfU2uD4ALUkqNlPI9/XKdgSlAR3QVZH1MuTGK8igqQShKGUgpTwAt0Z09/PrQbF/gB/1yuwAHIUQd/bxfpJR3pZR/oisS17CEVRyRUiZJKfMBrX5dimIW1uYOQFEqoZ/QjZ/gDzgUmm7octCDWjZ3C03Lo+T/e6VdTlFMTp1BKErZLQU+llKefGj6PmAU6J5IAv58zHgfGegKrCnKU0kdnShKGUkpk9CNT/2wWehGnDsBZPHf0tIltZMqhIjUDz6/FfjF2LEqSnmoaq6KoiiKQeoSk6IoimKQShCKoiiKQSpBKIqiKAapBKEoiqIYpBKEoiiKYpBKEIqiKIpBKkEoiqIoBv0/ZUBJKjErswwAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_vs_observed_seasonality(region='KAJIADO', model='ealstm');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Central Highlands, High Potential Zone" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_region_time_series(region='KIRINYAGA');\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plot_region_time_series(region='NYERI', ax=ax);\n", + "plot_region_time_series(region='MURANGA');\n", + "plot_region_time_series(region='KIAMBU');\n", + "plot_region_time_series(region='NYANDARUA');" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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9lZc7rlzDD4+0MhSXTXhCCCGEWNokMBbz7nTHAFtrSwF427XrCUWT/Oxobr/JhBBCCLEyfOc73+Gaa65h9+7dvOc97yGVSvG+972Pffv2sX37dj72sY+Ne0wqleLee+9lx44dXHnlldx333089NBDHDp0iLe97W3s3r2boaEhNmzYwEc/+lGuv/569u3bx5EjR7j99tvZtGkTX/7yl+dl/TISehmLJVOc7xnk9u1rALh6QyWXry7hu89d5M1XNyzy6oQQQgixIH71Eeg8Nr/PueZKuOPTkx5y6tQpfvCDH/D0009TUFDA+9//fr773e/yyU9+Ep/PRyqV4rbbbuPFF19k586dw4974YUXaGtr4/jx4wD09fVRUVHB/fffz2c+8xn27RsZUtfQ0MAzzzzDhz/8Ye69916efvppotEo27dv573vfe+cP0zJGC9jL3WHSaU1V6wxGWOlFG+7dj1HW/s51tq/yKsTQgghxHLy6KOPcvjwYa6++mp2797No48+yvnz53nwwQfZu3cve/bs4cSJE5w8eXLU4xobGzl//jwf+MAH+K//+i/KysomPMdrXvMaAK688kquvfZaSktLqampwePx0Nc392FmkjFexk53mI13dikFwF171/LpX53mu89d5NP1Oyd6qBBCCCHy1RSZ3YWiteaee+7hU5/61PBtzc3NvOIVr+DgwYNUVlZy7733Eo1GRz2usrKSo0eP8utf/5ovfvGLPPjgg3zta1/Leo7CwkIAHA7H8P/t95PJ5Jw/BskYL2OnOwdwuxxsqPIO31bmKeA1u+r4yQvtDEQTi7g6IYQQQiwnt912Gw899BDd3d0ABAIBWlpa8Hq9lJeX09XVxa9+9atxj+vp6SGdTvOGN7yBT3ziExw5cgSA0tJSQqHctpmVjPEydrozxOWrS3A5R7/+eft16/nBoUs8fKSNe162YXEWJ4QQQohlZdu2bfzTP/0Tr3zlK0mn0xQUFPDFL36RPXv2sH37dhobG7nhhhvGPa6trY13vvOdpNNpgOGM87333st73/teioqKeOaZZ3LyMSitdU5ONJl9+/bpyfrYidm5+pO/5ZbLa/jMm3aNu+819z9FNJHi1x+6GaXUIqxOCCGEEPPl1KlTbN26dbGXseRk+7wopQ5rrfdlO15KKZapnnAMfyjGljWlWe9/27XrONsV5tDFYI5XJoQQQgixNElgvEydsSbebVmTfWfnnbvqKPW4+M6zF3O5LCGEEEKIJUsC42XqVMcAAFtqs2eMi90u3rC3nl8d66Q3HMvl0oQQQgghliQJjJep050hqksKqS4pnPCYO3fVEU+lOSzlFEIIIUTeWwr7xpaS2Xw+JDBeps50hkb1L86mobIIgK6B6KTHCSGEEGJp83g89Pb2SnBs0VrT29uLx+OZ0eOkXdsylEylOdsV4h3XrZ/0uKqSQlwORUe/BMZCCCFEPquvr6e1tRW/37/YS1kyPB4P9fX1M3qMBMbL0IXeCLFkmi21E49UBHA6FKvLPHRKxlgIIYTIawUFBWzcuHGxl5H3pJRiGTrdaW28m6BVW6bVZYV0SsZYCCGEEEIC4+XoTGcIp0Nx2aqSKY+tLS+SjLEQQgghBBIYL0unOkJsrPbiKXBOeezqMg+d/VEp1hdCCCHEiieB8TJ0unNgWmUUALXlHiLxFAPR5AKvSgghhBBiaZPAeJkZiCZoDQ6xdYqNd7bV5aaNibRsE0IIIcRKJ4HxMnN2eBT09DPGgLRsE0IIIcSKJ4HxMnPaDoynmTFeU2ZljCUwFkIIIcQKJ4HxMnO6c4BSj4u68ulNelldJhljIYQQQgiQwHjZOd0RYsuaUpRS0zre7XJQXeKWlm1CCCGEWPEkMF5GtNac6QyxZc30yihspmXb0AKtSgghhBAiP0hgvIy09Q0RiiXZUju9jXe22nIPnQOxBVqVEEIIIUR+kMB4GTndYXekmEHGODEkGWMhhBBCCCQwXlZOdw4AcMU0W7XRdQI+Vc+VzgsEIwmiidQCrk4IIYQQYmmTwHgZOdUZosFXREmha3oPaH4S0kkuS5wDZMiHEEIIIVY2CYyXkdMdAzMro2g/AsCaZDsgLduEEEIIsbJJYLxMRBMpmnsG2TrdMgqANhMYV0RbAckYCyGEEGJlk8B4mXipO0xaw+XTDYyj/dBrSiiKwhcByRgLIYQQYmWTwHiZaPKHAdi8apqBcfsL5m3NFpzBZkoLnXRKYCyEEEKIFUwC42WiyT+IQ8H6quLpPcCqL2bHGyA5xLbSiATGQgghhFjRJDBeJpr8YRp8xXgKnNN7QNsRqNwAa68C4MqiXhkLLYQQQogVTQLjZaKpO8ymmpLpP6D9eajbC75GADYX+CVjLIQQQogVTQLjZSCV1jT3DLKpxju9B4T90H8J1u6F8gZwuNiguvCHYyRT6YVdrBBCCCHEEiWB8TLQ3jdELJmefsbYri+u2wNOF1SsZ02qnVRa0xOOL9xChRBCCCGWMAmMl4GXrI4Um1ZNNzB+HlBQu8u872uk0uplLHXGQgghhFipJDBeBpq6rcB4uhnjtiNQcwUUWq3dfI14By8Bms7+oYVZpBBCCCHEEieB8TLQ5B+ksrgAn9c99cFam1KKur0jt/kacSZC+AjJkA8hhBBCrFgSGC8DTf4ZdKTob4VBv9l4Z7M6U1zm6pZSCiGEEEKsWBIYLwPnZxIYD2+8Gx8Y7yzulZZtQgghhFixJDDOc32ROD3hOJtWTbNVW9sRcBTAmh0jt1WsA+XgioIeCYyFEEIIsWJJYJznmvyDwAw23rUfgdXbwVU4cpvLDeUNbHB0SSmFEEIIIVYsCYzzXJN/Bh0p0mlof2F0fbHN10hdup3O/iha63lepRBCCCHE0ieBcZ477x/E7XRQX1k09cGBJogNjK4vtvkaqYq3EUum6Ysk5n+hQgghhBBLnATGea7JH2ZDdTEu5zS+lG3WxrsJMsaeRD/lhKWcQgghhBArkgTGeW5Grdraj0BBMVRfMf4+qzPFetUlG/CEEEIIsSJJYJzHEqk0Lb0RGmum2ZGi/XkzBtrpGn+fbyMAG5RswBNCCCHEyiSBcR672BshmdbTyxinktDxItTtyX5/5QYANjg6ZfqdEEIIIVYkCYzz2Iw6UvhPQXIo+8Y7gIIiKFtr9TIemsdVCiGEEELkBwmM85gdGE+rlGKyjXc2XyONzi46B2LzsDohhBBCiPwigXEea+oeZHVZIaWegqkPbj8CnvLhTXZZ+TayVndIxlgIIYTIEEumONcVWuxliByQwDiPzagjRdsRU1+s1MTH+BopS/UR6g/MzwKFEEKIPDcYS/KO/zjAHZ9/ksFYcrGXIxaYBMZ5Sms9/cA4EYXukxPXF9usbLIv1k4kLj/8QgghVrbBWJJ3fv0gB5oDJNMaf0hKDZc7CYzzlD8cIxRNsmk69cWdxyCdnLy+GDJ6GXdKL2MhhBArmh0UH24J8uZ99QD0DsYXeVVioUlgnKeaugcB2LRqGhnjdmvj3VQZ48qMXsYSGAshhFihwrEk9379AIdbgnz+7t28/br1APSGJWO83M0pMFZKfVgpdUIpdVwp9YBSyqOU8imlHlFKnbPeVs7XYsWIGbVqazsCJauhrG7y4wpLSBavMtPvZMiHEEKIFSgcS3Lv1w5wpKWPL9y9h1fvrKOqpBCAgGSMl71ZB8ZKqbXAB4F9WusdgBO4G/gI8KjWejPwqPW+mGdN/jDFbidryjxTH9x6ENZeNfnGO4vyNcqQDyGEECtSKJrgnq8d4PlLffzrW/fwxztrAajyugEppVgJ5lpK4QKKlFIuoBhoB14LfNO6/5vA6+Z4DpFFk3+QxhovDscUwe5gLwSaoOHaaT2vs3oTGx1SSiGEEGLlef93j3D0Uh/3v3UPr7qydvh2T4GTYreT3rAExsvdrANjrXUb8BmgBegA+rXWvwFWa607rGM6gFXzsVAxWlP3NDtStB4wbxuumd4T+zayiiCBvuDsFyeEmJHjbf08dLh1sZchxIoWiiZ48lwP77t1E3dkBMW2qhI3gUGpMV7u5lJKUYnJDm8E6gCvUurtM3j8XyilDimlDvn9/tkuY0Uaiqdo6xuaXmB86TlwuEwP4+mwOlOo4MU5rFAIMRP/8pszfPRHx0il9WIvRYgV61SHGeCxd132rVE+b6GUUqwAcyml+EOgWWvt11ongB8BLwO6lFK1ANbb7mwP1lp/RWu9T2u9r6amZg7LWHnO98xg492lA1C7CwqKpvfkVmBcFJbAWIhciCZSPHO+l3gqTVtQpk4KsVhOtvcDsK2uLOv9VV73opZSdIeipOXF84KbS2DcAlynlCpWSingNuAU8FPgHuuYe4CfzG2JYqzzfrtV2xQ9jFMJ05GifpplFDDcss0Xu0QilZ7tEoUQ03TwQoBowvys2S96hRC5d7JjgCqvm1WlhVnvr/K6F60rRTiW5Ob/73d865kLi3L+lWQuNcbPAQ8BR4Bj1nN9Bfg08Aql1DngFdb7Yh41+cMoBRuqpgiMO49Bcmj69cUARRVE3ZWsp4tumfAjxILbf8aP09pEa7/oFULk3smOAbbVlaEm6ODkKzGBsda5z9r6QzGiiTQ/Pdqe83OvNHPqSqG1/pjWeovWeofW+h1a65jWuldrfZvWerP1NjBfixVGk3+QhspiPAXOyQ+8ZG+8m15HClusdL3pZdwvl3WFWGj7z/q5vrGKUo+L5h4JjIVYDIlUmrOd4QnLKMBkjOOpNKFYMocrM+xM9fOX+uiWOQMLSibf5SHTkWIao6AvPQdla6F87cxO4GtkvaOLzn7JGAuxkNr6hjjXHebWK2porCmRwFiIRdLkDxNPpdlWO1lgbA35WIQ6476IOafW8MiprpyffyWRwDjPpNOa8z3TbdV2cGZlFJbCVZdRRy/dgb5ZrFAIMV1PnDUdeW65vIbGai/n/VJjLMRiONk+AMD2STLGvpLFG/IRjCQA8Lqd/PqEBMYLSQLjPNPeP0Q0kWbTqikC4/426L804zIKMIGxQ2liPc2zXKUQYjr2n/FTV+7hslUlbKz20t4fZSieWuxlCbHinGgfwFPgYGP1xH9bh6ffhXN/NdXOGL9mdx3PNPUwEE3kfA0rhQTGeabJ7kgxVcZ4poM9MqiqTeY/gfMzfqzIgaEgfGEPtB5a7JWIOUik0jz9Ug+3XFGDUopGqzzqQq+UUwiRayfbB7hiTdnwRthsqkqsUopFyRjHcTkUr99bTyKl+d3prJ1wxTyQwDjPNHWbS62NU9UYXzoILg+svnLmJ7F7GYekl/GS1HPOvGixN1eKvPR8Sx+hWJJbLjfDQTdWm59p6UwhRG5prU1HiknqiyEjY7wIgXFgMEFFcQFXraukuqSQX5/ozPkaVgoJjPNMkz9MeVHB8A/ohC49B3V7wTXFcdkUVTLoKKEyJiNql6SQ9Qsx1LG46xBzsv9sNy6H4mWXVQEjgXGz9DIWIqfa+6P0DyUm7UgB4ClwUux2LsqQj75InIpiNw6H4hXbVvP4GT/RhJRdLQQJjPNMW98Q63zFE/ZZBCAxBB1HZ1VGAYBSBAvXUpOQfolLUtjaeBGSjEE+23/Wz971lZR5CgAodruoLfdwXjpTCJFT9sa7qTLGAFUlbgKDua8xDkbi+IpNouv27auJxFM8/VJPztexEkhgnGe6B2ITTuUZ1v4CpBOzD4yBocJVVKSDi9LIXEzBzhRLxjhv+UMxjrcNcMvlNaNu31jtlVIKIXLsZPsASsHW2tIpj/V5CxellKIvYkopAF62qZrSQpeUUywQCYzzjD8co2aqwNjeeDeTUdBjJIt8VDLAkFyqWXpCdsZYAuN89eS5kTZtmRprTMs2eUEqRO6c7OhnY7WXYrdrymOrvO5FKaUIDMaptDLGbpeDP9iyit+e6iaZSkPfJbj4zMye0H8Gmp9cgJXmPwmM80gqrekNTyNjfOmA2UBXUjP5cZPQRVX4GKBvkebCi0kMZ4wlW5CvHj/jp7qkcNyl243VJQxEk8M9S4UQC+9E+9Qb72xVXnfOu1JorU3G2FswfNvt29cQGIxz6GIQHv80PPAWM/1juh79R/jJ+xdgtflPAuM80jsYI62ZPGOstdl4N4v+xZkcJesgtDIAACAASURBVDW4VYqBfpnoveTYNcbxMMRCi7sWMWOptObJc35uvrwax5jWUI3DnSlkA54QudA/lKA1ODTlxjubr8QExrm8qhOJp4in0sMZY4BbrqjB7XKYcorelyDaD4P+6T9pzzkY7F2A1eY/CYzzSPeAKfivKfVMfFCw2fxw1F89p3O5Sk22ORKUrOSSE+qAQuuXuGSN886xtn6CkcS4MgoYacMoG/CEyI1THdPfeAcmYxxPpQnFkgu5rFGC1nAPX0ZgXFLo4sbLqvnNiS500BrG1fvS9J4wnTKxQmIQEtH5Xm7ek8A4j/jDdmA8Scb40kHzdo4Z48Jy01s12i9NxJeUZBwivVC7y7wvdcZ5Z/8ZP0rBTZvHB8ZrK4oocCrZgCdEjgx3pJhmxrjKaw35yGGdcZ9VWmVvvrPdvn01vX19KPsqYm/T9J6w/xKkrPUPyVXhsSQwziN+K2M8aY3xpefAXQqrts7pXEXlqwFIDEhgvKTYvwDrdpu3AxIY55v9Z7vZWV+BL0svcpfTwTpfsfQyFiJHTnYMUF1SyKrJrsRm8JXkfsiHXdNcOeZ3xh9uXc0GR8bf6OlmjDOPi0g5xVgSGOeR6WWMD0D9VeBwzulcJVVrAEiHZ1CzJBaeHRjXWoGxZIzzSl8kzguX+rKWUdgaa0pollIKIXLiZPvAtLPFkDH9Lpy7XsZ2KUXlmIxxVUkhL18dMe8o5wwC4/Mj/49IxngsCYzzSPdAlDKPC0/BBEFvLATdJ+ZcRgHgKTOlFPJqcomxA+HqzeAukRrjPPPUSz2kNdx6xSSBcbWXC70RUmlp2SbEQoon05zrDrF9JoFxiVVKkcOMsV1Kkbn5znZLtbm6FF2zFwLnx92flWSMJyWBcR7pDk3Rw7jtMOj0nAZ7DHMXM0QhziH5oVlS7EC4ZA2UrpGMcZ7Zf8ZPeVEBu+orJjxmY7WXeDJNe99QDlcmxMpzrjtEIqWnvfEOMjLGOQyM7YxxeVHBuPu2FQUY0MWccW0xNcbp9NRP2PsSlNaZ/0tgPI4ExnnEH4pNXgd1yRrssXbfvJxvQJXjjsllliUl1GkumXmrobR2yWWMk6k0zzT1yoCKLLTW7D/r56bN1TgdE490b6wpAaQzhRALbaYb7wA8BU6K3c6cDvkIDsYp87hwOceHbKWRS3S7ank6WAGpGAy0Tv2EgSaot+KEoeA8rzb/SWCcR6bMGF96Dmq2QtHE2aiZCLvK8cTlh2axdIeinO0a06c43Aklq0wNeWntkssYf/aRs7z1q89y8IJ834zVHYrRHYpxzUbfpMdtlF7GQuTEyY4BigqcbKjyzuhxVSVuAoO5rDFOjNt4NyzQjKOqkScC5eb9qTpTJGPQ1wI1W6CwXDLGWUhgnCe01lbGeILAOJ2G1oPzU0ZhGSqoxJvsm7fnEzNz3yNnecOXfk8kntEvM9RlSijAKqXonNm0owV08EKAL+83v5SPtEhgPFZr0GySafAVT3pcdYmb0kKXbMATYoGdbB9gS23ppFdwsvF5C3NeSlGRpb6YdAr6Wli3aRuRkg0A6Kk24AUvmJLLqsuguFI232UhgXGeCMeSDCVSrCqbIDDuPmEm38xjYBxz+yhN98/b84mZ6eyPEool+dnR9pEbQ52mvhhMxjgVWxKXwkLRBP/jwRdYW1lEbbmHF1vlBdVYrUFTM9xQWTTpcUopGmu8EhgLsYC01pzsmP4o6Ey5HgvdF0ngKx5fX8xAG6QTuKobefsrrmVQF3Lh7IuTP5mdUa7aBMVVkjHOQgLjPOEPTdGq7eRPQDngslfM2zmTRVVU6H70dIr5xbyzf/F+77mWkRvDnaMzxrAkyik+8fOTtAWHuO/Nu9m7vpKjl+QF1Vh2YLy2YvKMMZhyChnyIcTCaQ0OEYomZ1RfbKvyunNbYxyJZ+1IQcCaeFe5kTdc1UCHs46u5hMkUpP8zbYzyr5GKPLJgI8sJDDOE90he7hHls13WsPxH8KGm6B09bydUxdV4VEJhiID8/acYvoCkThul4Ojrf0cb+uHVMKM+y7NyBjDogfGvz7RyYOHWnnfrZvYt8HH7voK2vqG6Mlhn8980Bocosrrpsg9dY/xjdUltPUNEU2kcrAyIVaekzMcBZ3JV2IyxrnaZBwcnKCUwh4FXbkBp0NRsnYLqxOtPHjo0sRPFmgyAXGxTzLGE5DAOE9MmjHueMH0L9zxhnk9p/JWAxDqXVqdD1aK4GCCO3fWUehy8L0DLRC2JhyVWC9+yuzAePG+Pt2hKH/7o2PsWFvGX952OQA7680mECmnGK01GKF+ijIKW2ON2Qx0oVeyxkIshBPtAzgUbFkzu4xxPJUmHEtOffAcxZNpBuOpccM9AFMv7CiA8noAVm/YzjqHn/sfOTl6b0qm3iZTXwwmOI4sfineUiOBcZ4YyRhnCYyP/xAcLth657ye01VqhnwMBrvm9XnF1GLJFOFYko3Vxbx6Zx0/eb6NoYDVhsfOFJcsbimF1pq/eehFBmNJ7nvzbtwu8+tkx9pyHAoppxijLThEfeXUZRSQ2ZlCAmMhFsLJ9gEaa0qmdQVnrCqv+Tuci3KKPquHcUW2rhSBZqhYNzzpVlVdhpM0RYOtfP3pC9mfsPel0YFxPATJ3JWF5AMJjPOEPxTD7XSMb/CdTsPxh2HTbeabfB4VlpvAONbXPcWRYr4FB61JR143f3LtOgbjKQ4eP2XutMtlCjxQVLloGePvHWjhd2f8fOSOLWxeXTp8u7fQxeZVpRyVjPEwrTVtfUOsnWbG2A6MZQOeEAvj1Cw33oEppYDcDPkIWlPvfBOVUvg2jrxvBbx3rYvy5cebCI5dXyxsEilVjeb9IitmkDrjUSQwzhPdoSg1pYUoNaatTOsB09B7nssoAIoqTWAcD0lgnGv2xrsqr5u96yrYsqaU46fPmDvtjLH9/4HcZ4zP+8P8089PcdPmau65fsO4+3fWl/Nia78M+rD4wzFiyfS0Sym8hS7WlHlokl7GQsy7vkictr6hmW28iwTg1M+Akel3uehMYZ9jXCmF1hC4AJUbRm6r2gTA3ZviDMaTfPF3Y1q32SOjhzPGVeat1BmPIoFxnvCHYlRPVEbh8sAVd8z7OUt9JgBLh3vm/bmnFOqCxz89vfGWy5A9ArSy2I1Sirdes45EfwdaOcBbM3LgIoyFHoqn+OD3n8ftcvB/3rgLR5YeoLsaKggMxoc7Max09udhuoExmKyxZIyFmH+z2nh34Cvwg7dD4DxVJXYpxcJvMB4upRibMR4KQqwfKjMyxsU+KKqkJnaJN15Vz7eeuTjcP90s2AqUM0spQHoZjyGBcZ7IOtwjlYQTD8PmV4JndpeEJlNWVkFMF5hOCLl29AF4/FPQczb3514C7Et0Pisz8bo9a6lz9BFyVg7XkwE5HwutteZ/PnSUE+0D/MubdrGmPPuI8l31ZvqilFMYbTNo1WbbKL2MhVgQz7eY30vbZ5Ix7rD6Azc/OZwxzmUpRaV3TMbY7kiRWUoBJugNNPGhP7wcpcw00mEBq4exzyqlkIxxVhIY54ms46AvPmWC1gUoowDwuF0EKMUZXYQfms5j5u3gyizjCI4JjMuLCthRNsSlRNnondCltRDuMhOQcuD+x17i5y928L9u38Ifbpu4NeAVa0pxOx282Cob8CCjh/EMMsaN1V76IomcDhIQYiXYf9bP9rqy4czvtHRZf5Oan8BT4KTY7czJz2bm1cNRAiOt2kbxbYLeJuoqirj3hg08/HwbZzpD5r7eJiitA7c1AtuuMZbAeBQJjPNAIpUmMBgfnzE+/kNwl5iM8QIZcJRTEF2Eyyxdx83b8MoMjAODcZRi1GbL9e4BOtIV/OSFtpEDS9eATsHgwpe7/NfxTv7lkbPctWct772lcdJj3S4H2+rKeOGSZIzBtGqrLC6gpNA17cfYLduae6TOeKYuBSJ88hcniSdXZimWmNhANMHhi0Fuubxm6oNt0X7oawEUXHgStKaqxJ2zUoqiAieegjHdM4IXzNuxgXHVZWYiXjzCu29sRGt48px11bf3peE6ZGCklEI2340igXEesAcljMoYJ+Nw8qdwxavAPf3LszMVdlbgSeS4z2FiaKSEYjHKOJaAYCROeVEBLufIj2hRrIdE0Sq+91zLyKa2HA35ONk+wId/8AK7Gyr41OuvHL8JNItd9eUcb+snlZYNeDPpSGFrrC4BpGXbbDxwoIWvPtnMo6ek1aQY7fcv9ZBKa269YtX0H9R1wrzd8sfmCl3PWXzewpyUUgQGExP0MG42Pe3t7K/NDnwD56kpLaTM46IlYNUZ9zaNDoxdheAulRrjMSQwzgP+bFPvzv8Oon0LVkZhixRU4E3mOOvXfQq0lekJr8w/bL2D8dHteVJJ1KCfuoYNnGgfGClRyEFg3BOO8effOkR5UQFfecdV4zMXE9jVUEEknpLOCphSivoZ1BeD2ajncijOS53xjD173lwa/sFkE8DEirT/rJ/SQhd71lVM/0Gd1hXM695v3jY/QZXXnZNSir7IBFPvAhdGb7yz2RvrrI1266qKTWAcCZjMsH2/rbhSAuMxJDDOA90DWYZ7HP8heMph08sX9Nxxt4/SVI7rRO0yCocLwis0YzwYH64vBqxaa83ll22mqMDJ955rMbeXLuyQj1gyxXu/fZjewRhf/dN9rCrLvtkum53WBryVXk6htZ7R1Duby+lgXVUxzZIxnpHBWJIXW/sp9bh44qyfjn7pjCIMrTX7z/i54bJqCpwzCH+6jpmNautfBmX1w4FxLgZ8BCPx8RvvwGSMx5ZRwMjGOjsw9hXT0hsZ36rNJmOhx5HAOA/4x5ZSJIbg9C9g62vAleWV5DxKFvkoImrOmSudx0zt9KptK3bzXWAwTmVmYGx1niiqXMtrdtXx06PthKIJKFkFqAXpTKH9Z0n/cwPhlqN85k27uNIa9TxdjdVeSgtdK340dGAwTjSRnnEpBZhyCulMMTOHLgZJpVP8wx/4SGv44eHWxV6SWCJe6g7T3h/llitmUF8M5m/S6h2gFGy8GS48hc/rIjAYX/Be7X2RxPiNd4koDLSP70gBUFhiriRagXCDr5jW4BDpnnPmft+m0ccX+aTGeAwJjPOAnTGutnfQnvsNxMMLXkYBkC6qBkDnsta38zis3m7qp1ZoKUUwMqaUwg58S9fwlmsaGEqkeOx0NzgLTHC8ABnjs4cfoyg9yEcvb+PVO+tm/HiHQ3FlffmKHw090sN45nsBGmu8NPcOSp32DDzT1MurXQe564lXcft6ePBQK2n5/Ang8TPm79jNM9l4l0qa8r41V5r3N94EQwE26xbiqfToLkELIBiJjw+M+1oAnb2UAkxWOCNjHE+lGWw/A8oxPsssGeNxJDDOA/5wlMriAtwu68t1/IdmyMOGmxb83MprAuNo/8Jkbt/9zYN85tdnRm7Q2pRSrN5hBcYrr5RCaz0+YxweCYy3rjG9N4eHZ5SuWZCMcdtLRwG4wdM86+fYWV/B6c4BYsnctJNbimYz3MO2sdpLPJmmvU/KAabr2fO9XF0RRqXi/GljmJZAhOeaJSMmTH3x5lUlrK2Ywc9ioAmSUfM3CYb/7m6OPA+woOUUqbSmbyjL5ruJehjbfI3DgfF6n9mcF+s+BxXrx19lLvZBJMcb7Jc4CYzzQPdAbGTjXSwEZ38N214Hzum3fpotV4l5ZR0JLkzm9tDFII+czHjuvosQGzCvzktqTFeKFTb9LhxLkkjp4SbygBX4KvCuosjtpLK4gDY7WCqtnfeMcSyZAr/pDOJsO2ResMzCrvpyEinNqY7QfC4vr7T1mR3hsyulsFu2STnFdIRjSY619bO5wny/Xu3tobTQxX/KJrwVLxJPcqA5wK2zKaMAWGMFxhUNULmRtX0HgYUd8jEwlEDrLFPvJmrVZqu6zGSBh4Ks85krVc7AmI4UtuIqM0EvlZi3dec7CYzzwKjhHmd+ZV695qCMAsBdboY4DPXNf2CcSKXpiyQ41x0iErcuR9m7f9dcCd5VkE6Y7hsrSHDQnnQ0JjD21gy/GKotL6KjLyNjPDC/gfH+M37W6zY0ymSr+2dXp7mrwZqAt4I34LUGhyjzuCjzZNlAM4WNVmB8oVcC4+k4eCFAKq1Z7zW/T9zBs7xmdx2/PN7BQFT+8K9kz57vJZ5Kc8vlq+D84/CFPTA0jd9LXcfBUQDVV4zctvFmKrsP4iS1oJ0phod7jN18F2iGAq/5m5DNcGeK89RWeHA6wBu+MH7jHUBRpXk7JFljmwTGeWDUOOiz/wUla6Dh2pycu6jSBMaJgfkvabAvQaU1HG8zs+vNq3MFq7ZaG8tYcUM+egdNTbkv85dhqHOkAwVQV1FER3/UvFNaC5Ee09t6nvzy6CXWObrRjX9gbmg9MKvnqS33UF1SuKJHQ7cFh2ZVXwxmX0GBU418rcWknj3fi9vpYJXb+lnwn+XN+xqIJtL87Gj74i5OLKr9Z/wUFTjZt6ESmp80m9POPz71AzuPQ80Vo0sQNt6MMxFiu7qwoEM+hsdBj8sYN5syion6yduZ4d6XKHA6uLJ8CHd6aPzGO5Cx0FlIYLzEaa3xZ2aMA82wehs4cvOlKy33EddO0guw+a4n4xfKcOeCruPmVa3bOxIYL0JnilRa88RZP/2R3GeZso4ADY8NjD2jSylg3jYqRuJJzpw6RgEpHDvuAlcRtB6a1XMppdhVX76iR0O3Bmc+3MPmcChWl3lGrg6IST3b1Mvuhgpccat0p+cMO+vL2bKmlAcPSjnFSrb/rJ/rN1WZPux267Kmx6Z+oL3nJZNVZ3y94+SCllIEBycZBz1RGQWY+5TD1EcD+0qsbHDWUgp7LLTU4dskMF7iBoaSxFPpkcC47yJUrMvZ+Su9hQQpRS/AyOHRgbEVOHUeG6nl8uY+Y5xOa355rIPbP/cEf/q1A/zb/qacndsWsEopqrwZfavHZIxry4sIRZNmR/TwkI/52YD32Olu6lNWELFqO9TtgdaDs36+XQ0VNPnDpr3cCjPbHsaZass9tEvGeEqhaIJjbf1c1+gz+xQAIr2oSC9v3tfA0dZ+TncOLO4ixaK40DPIhd7IyBhoK2Ck6XeT758Y7DX7N9aMCYxLV0P1FdzoOpmbUorMwDidNnHAZIGxq9DECdYGvK1uK7GVrZRCMsbjSGC8xHWHzB/EmtJCiIXNN28OA+PyogICugznAvQ57LFKKbbVlpmMcbTf/MDbbXHmsZTiwUOX+PrTzRxv6yeZGr+ZT2vNY6e7uPP+p3j/d4+gtaau3MOxttyXAAxnCexSilTSbEIsGZ0xBkwmcZ6HfPzsaDu7PNbnvPoyqN8HHUchObtLhjvry9EajrWtvKxx/1CCwXhq1qUUYF4EdUpgPKWDFwKkNVy3qcr8LnFZG5b9Z3jdnrUUOBUPHpSexivR/rMmMLzl8hoTCAeaobAM+lvMmOSJdFkb78ZmjAE23sxV6gzB0MLV//dZVywrMsvqwp1mn9FEHSlsvk3DgXGjo4OYdhH2rBl/XJGdMZbA2CaB8RI3ahx0v5XFq1ifs/N7CpwEVRkFsYUIjM3H9vItq7jQGyF80bQHY7UVGBdVmk0PcywRCEUTfOSHL/IPPzvJq//1KXb/4yO84z+e4wuPnuP357p49oVjvP7ffs+7vnGIUDTJfW/ZxW8+fAu3XFHDifaBBW/gPlbvYJwCp6Kk0Oo6Mug3I7JLVw8fU2e1G2rrG5rXjPFANMHvzvi5oTJg2uV5yqHhGkjFoePFWT3nrnp7A97KC4ztVm0zag81Rm2Fh87+qPTincKz5wO4nQ72rqs03Xvq9pg7/Kfxed28ctsaHn6+lXhyZXW5ESYw3lBVzIZqrwkAYwOw+0/MnZOVU2RuBh9r400UE6UieGz+F2wJRuK4HIrSwowOVAGrVdtEPYxtVZdB73nQmtpkGxf1alqCWZIbdimFDPkYJoHxEtcdyph612eNAc5hYAwQdlbgiS9AYByK4SlwcF2juZTTdc66XG9ftlLK7LqdY33z0Uv9pDV85k27+Pzdu7lrz1r8oRj3/fYsL37zf3Dlw7cx0BfkU6+/kkf/6hbu2lOP06HYVldOXySR88vYwUHT0F3ZGyuGexjXDh9TW25ljPuj5lKYwwWhuW8ueuREF/Fkms2ODqi+3Ny4dp95O8tyikqvm3W+4hU5Aa81aFq1zamUosxDPJUmEFn48bP57JmmXvasqzA1pLEBqNliJmj2mLaDb9pXTzCS4LenVubQoJUqmkjxTFPvSBmFnSHedJsJLicNjI+ZK3VWP/9RrDrjDaHD87ziEcFIgorMvwUwdas2W9VlEA9BuJuKoRaadS0tgcj44wqKoKBYaowzLHwjXDEnwxnjskJovmhuzGEpBcCQq4LixPwHNT3hGNUlhcOjhmOtR02QlxEAUrJqzqUUhy8GUQpu376aUk8Br929FoCBrot4//03ONNxfnV3Je7G0Z/X7XVmkMaJtv45ZfxmKhCJ4xvVqs36Q55RSrG6zINDWaUUDoe5bx4yxj97sZ215R68oWZY/3pzY1ktlDdYnSneP6vn3VlfzvMtKzEwNhnjhrmUUljfex190ZHpl2KU/qEEJ9r7+cDLN5tL5dEBc7WjejP4zQChmzbXUFvu4cFDl3jVlbVTPKNYLg5dCDKUSI2MgbY33vkaYdMfwIsPmh6+ziztFLuOj68vthX7aPNsZmv06MIsHDtJkmW4h3JOHQdUNZq3PWcoDF2kWb8SZ7bAGKzpdxIY2yRjvMR1h6J4ChzmUkrfRVM3Z9fe5kissJJiPTjrGtOJ9A7GqS4ppLyogI3VXoqDp0fm0dtKVs25lOJwS5ArVpdSOqaPbNmB+3BiLqu6u8b/ctu6pgyHguPtud2wExwcGxhbtcMZm+8KnA5WlWZsyiqb+5CPwGCcp8718JbtRaho30jGGKD+6ll3pgDY3VBBW9/Q8Au9laI1OERJoYuyotnnIEauDkhniokcsuqLr99UZeov0wnwlJmssRUYOx2KN15VzxNn/Qv/uUyn4d9uhGMPLex5xJQeP9ON2zlyZZJA00hguenlEA9nvxqWjJvvnWz1xZa2iqvYmT6NTizM91PWcdCBZiivzx7IZ7I32p3fj0rF6XTVZ88YgylblBrjYRIYL3F2qzallCmlKG+YuHfhAkkULsyuVX8oNpwB273WS23s/PhaLu+qOZVSpNOa51uC7F1fOfqOwHl4/tuw711QWgftz497bJHbSWNNCSfbc1sbO34cdBegxr0gqq3wjIwKnoex0P91vJNkWnPn2rC5oXrzyJ31V5sa91kOEtlp1RmvtHKK1uAQ9ZVFoy+FZhMdgJ5zWe+qLbcyxrIBb0LPNPXidjnY3VBhPpdgNldVX25KjKzb3nRVA2kNPzrStrALivaZjVsnf7Kw5xFT2n/WzzUbfRS7rRengfNmep3LbcohlDN7OUXPGfMCK1t9sSWw6joKVYKh888uyNr7IgkqsmWMpyqjABMrON1w7tcARMs2ThwYF1dJjXEGCYyXuO5QxjjovhaozG19MYD2WoHxPLds6wnHqSk1AeCNlf0UkmCgYsvog0pWzWks9Ev+MKFokqvWjQmMH/+02dh3019D3W7oeCHr47fXlXEixxnjQCQ+Zhx0h6lxG5MhGDfkY44Z458dbaexxssGbQUNVWMCY5h1nfGOtSb7fnSF9TNu6xuaXn3x45+C+/fBd9447kValdctQz6m8GxzL3sz64vBlFLUWNPKrBcd66qK2VTj5dhCfx/a0zrncJVFzF1b3xDnusOjx0D3No0MuiiqMF13sgXG9sa7STLGsbrrSGlF/KXH52/RGYJjy+rA1BhP1ZECwOE0NdTWSGtVtWmSwNgnGeMMEhgvcd2hGDV2XWFfS87riwFUsfmlMp+9jFNpTWAwNtyrd4/bdNw4mRrz8ZWsgnRy1uMqD180jxuVMe46aerKrv0L0+mhbo/5wxkdHwDvqCunoz+6oL0qMyVTafqHEqMvn4W6RtUX2+rKTcZYa20yxtF+iE/wi28K3QNRnm3u5c6ddaiec6Zkp7xh5IDanSb7MMvAuNjtYvOq0hWYMY5Mrz69+yQUV5vP71duhQf+ZPgPs8OhWFPukVKKCfRHEpxoH+D6RmuDVGbGuMZ6oe0/PXz8hirvwo/YtkcNh9pnPU5dzN0TmW3aYKRVm69x5KBNL4e2I+NrbLuOg7Mwe+9fS1llFcd0I86Wp+d76WitCUbiVGT+LYgOmAB2qo4UNnvt7hLKa+ppDUZIZetuIzXGo0hgvMT5QzGz8S4WMpc6FiEwdpaaPzjx0PwN2ghG4qQ1VJeYH/qGeBMx7eLZgarRB9qz4Gc5/e7wxSA+r5sNVRmbn373SSgshRs+ZN6v2wNo6Bzfjmx4A16Oyin6hhJozfga49LxgXFteRGxZNoE7cMt22aXNf7FsQ60hjt31Zpd/FWbR09XdBVC7a45DfrYXlfGqY6VM2ChfyhBKJqcXg/jQDM03gIfOga3fhQuPAlfvgH+817wn6G2vIiOPskYZ3PgQgCtMYM9AGLWz6qnzHTwcbrNZXHL+iovF3sjC9uGMfOF/KXZjVMXc7f/jJ+6cg+XrSoxN0R6zffH2MAYDc37Rz+48xis2grOifcHVHndPJPehtf/AsTn98XWYDxFIqVHb74LWq3appMxhpFJd1WbWF/tJZHSdA5k+T1S5DNXOVLJuS16mZDAeAmLJlL0DyVMxni4VVvuA+PCclPbGu2bv8C41xruUW1N9Cvwn+SSax3Pt4/JeJZYvXtn2ZniyMUge9dVjtR4th2G0z+H6//7SP/G2t3mbfv4coptw4FxbgK6keEeY2qMM3oY2+xexh390Tn3Mv75ix1srS3jslWl0HtudH2xrf5qc5k/NbsJdtvqyugaiI2aeLictVkdKaYspUglTFaxcqMJ5m79G/jQUCBH8gAAIABJREFUi6bM59wj8KXruLHgDB0DkjHO5pmmXgpdDnavM3XsozLGTpfJmvlHAuON1cUMJVLDrTAXQjw8kn2LXXhuwc4jJne0tY9rG6tGfv/bHSkyRyPX7YXC8tHlFFpbHSkmri8GqCop5Pfp7TjSCWiZ3zrjrOOgh3sYb5jek9gfp28T63zmBXpLb5arivb0u+jKuqI3EQmMlzA7gFhVlhkYb8j5OorKakwd1cD8Bcb2xzbcfqrzGH2ll3OsrX90JmcO0+8Cg3HO9wxyVWYZxWP/ZH4JXJ/RdqykBsrqs27Aqyh2s7aiKGeBsV2yMVxjnE5ZgfH49lL29Lv2UUM+Zp4xbg1GOHwxaLLFiSgEL47uSGGrv9rs+O86PuNzgJlwCKyYrLHdw3jtVIFxXwvo1OgsUFEl3Pb38MHnQafZnT4hQz4m8Oz5Xq5aX0mhy2luGK4xNt9v1FwxKjBeX+UFzJjghXL0nGmteUGv5uzhx4Ynr4nc0VrTOxg3fz9tma3abE4XNN4MTY+PjIcOdZrs8lSBsdfNofTlpHHOe2BsT70blSQZ7mE8w1KKqsuGA+NL2eqMi2X6XSYJjJew7MM9cp8xrvAWEqSUVGj+frmPCozD3aZUYs2VBAbjw71fgTmVUjzfYtUX25mkC0+ZrMCNHzalFJnqdmcNjMHegJebUopgZEyWYLDHTL0rGZ8xtrsVtI8aCz3zjPEvXjTB9J0760wrI/TEGWOAS7Mrp9i64gJjO2M8RSnFZH/sSlaBt4Y1uodEyvyhFyP6InFOdQ5wfWNGCdZwxtj6Ga++wrS6tFpqbbAC44vZMmfzQGvNiSYTGJdsv4Mr9Hn+/GtP89GHjzEYk0vVuRKJp4gn0/gyM669TaAc44dkbXr56PHQXVNvvAMzGVa5vURcZXNuKzrWyN+CMaUUxVUjL/qmsmqb2buw/mXUlntwOhQXA1leEA4HxlJnDBIYL2mjxkEHL4KrKPsEngVWWewmoEvn9dWk/bFVl7iHd836Gq8C4MXMHePDY6FnHhgfvhjE5VCmVZjW8OgnTGb16nePP7hujwkKo+MD4O115TT3DObkj5od+AzXGGfpYWyr8rpxuxymlMJTbr4/ZpExfuKcn221ZTT4ioenhGUNjMvrzedvDhPwass9nMxxl4/F0tY3RLHbOb5B/1hT1Q2W1+NLmu9/2YA32nPNVn3xpozAOBYybwvtjPHl5sVl70uAudLicqgF24B3pCVILNxL0lFI9Y7bcJPk7/YmeOBAC3/0+Sd47rxk5XIhkLUU4bzZVOwa0+mh8Q/MW7ucwvqbxOrtU56nqsRN2FE+7+3O7MC4YmwpxXTLKMAEvP+rCTb9AS6ng7UVRbQEsvwOKZKMcSYJjJew0RnjiyZbnOMexgAVxQUEKMMxNH9dKXrCcQqcivKiguFfQvVbr8HtdIzuXKDUrKffHb4YZHtdGUVup6nVvPQs3Pw/zQjMseqsOuOO8YM+tteVoXVuMp0jNcZWMGVnIbKUUjgcitpya8iHUrPuZdwSiLB5tbU5xe6lm20ntlKmtVHrLDcTHf8hr6u8wMkVkzE2HSmm7GEcaLYG94x/8QNAeT0lMfN1lZZtoz17vhdPgYOd1vRMwJRSuEtMuyrI6ExhyilcTgcNvuIFyxh/65mLVLuGcBRXQsM1ANzT0M2D77keheLurz7LZx85uyDnFiOyliIEmkbXF9t8G0ePh+48BuXrTDu3Kfi8hfSpEojMrnPSREZqjDMzxhemX0aRxfqq4uwt24oXZlZBvpLAeAnzh2IoZdWbLlKrNoDyogJ6dBkF0fl7RdwbNq3alFLmslVZPe7SKrbWlnJ0bEsvb82MSykSqTQvtvabNm3pFDz2j+by2Z53ZH9A7R7zNks5xfa1uduAFxhMUFLoGqmXtAPdLKUUYKaijQz5mHkv42QqTXtfdGRkcc85k1Fxe7M/oP5q88s5PMOymhM/hofexZ8Mfosm/yDRRGpmj89D9nCPKQUvmCyQY4Jfx+UNFA62A9qMABfDDjQHRtcXgymlKMy41Fx1mbl83jMSjG6oKqZ5AWqM/aEYvzzWwdaKNI6iSvNitXwdXDrA1Rt8/Oovb+KOHWv4wqPn6F0hm1AXSyBiX32zAkutoff86PriTJtebrrBJOOTj4Ieo8rrJpAuWYCMsQnsy4us9dubdKfbkSKLBl/xBDXGVmAsQz4ACYyXNH8oSpXXjcvpWLThHmDqqPpVOYXx+XtF3BOOUW0N96Dz2PAvoZ31FRxvGxi9yahk9Ywzxqc7QgwlUuxdV2km3HUeg5f//fhLaDZvlXnhkaUzxZoyDz6vOyd1xsFIfCRbDFMGxnUVRSPB0izGQnf0R0ml9UgA13M2exmFrd5kwGibweCCtiPw8HsBWBM9Tyqd5lxXeEbrzEdmuMc0W7VNdnm0vB6ViFDjHJKM8Rgd/VE2Vo95ERfrH12D6So0n9+MXsamZdvgvLds+/6BFhIpzUZvbCTbWL9veNCHt9DFn91oApsDzRKELKRxXR0igfGt2jLZ46EvPGHKbqaoL7ZVed30pLzzXp/bF4lTXlRg/v6DGXSlU1BWN+vnXOcrJjAYJxQd01nIXWyuWknGGJDAeEkz46A9pu412rdoGWOAoYIKilMD89bnsCccNxvvElGTpbR2/+6sLyccS3I+M5tTUjPjwPjwRfNLat9qBY/+I6y7Hq584+QPqs2+AU8plbMJeL2D8dGbRcKd5tX8BAF9XXkRXaEYyVTayhh3juysnoZLVueEBl+xedz/Ze89AyQ76yvv362cq7o6x+menJPSSCAJCxCYDCYnA14MDngddr1es6/t3fW77NoYYxaDM8YYDJhksAkSAguERhLSjNLk6ZnpnCvndPfDc2+F7qruil3VPXW+1Ex1VfXt7qp7z3Oe8z9n+UrxRAoV/cdAoys/mzUwC198u/DG3/Pb6JMB+vBwfm57N+AFY0l8keTGiRSyvPH2qGMQgMP2YJsY50GWZfzRJC7zqs/GasUYhJ1iqVAxDifSLIfqN8yYSmf4whOT3L2nC3MqBCaFGA/fDoFp8VlALP7Nei2n217jhmLNIHM2kaKIlQJgTKmHPv0p4UkvUzF22wzMJy3IUU9F596N4IkkC20UKmm1dBZ/QhnIRraVUo3rbAfZqmgT4xaGqINubiKFirihvub8ZcVKwdIFsQpWVufHhsXFpMBnbK28FvqpSR/9ThP9Zz4mwvZ/9o829mcPnBCDUEVa9g4NOLm8ECSRqq6aulx4w4lCT1xwvqi/WEW/y0Q6Iws/ur0PkpFcXFUZmFYGMYY7LOLCnQyvrxgbLOJvVc4AXiIM//RWMQz19i+JAgvgmGF22w/gzfjKzDAOLYrf+Xrbo0oD4X6zvz18l4dQPEU6I+e2mlXEA2un9rv2ChVQWdjv6FKTKepnp/j+hQXm/DHedWqHEDLMSkykusuiLCb1Wg23jnZwerxNjBsJbziBRgKH+v4oFtWWD5NTWMXGHxL/r0AxXsnYkNIJoTjXCb7VrXd1JMZF7RTmdi20ijYxbmEIxbg1iHHSpBLj2gfwZFlmJZQQVgp1+ldRjHd127AYtIXJFLZeQZ4rqIU+M+HlVX0e+OnfwC3vFZXGG2FA9RmvtVMcGnCQTMtcWQyWfQzVwBNOrGq9my9po4D8ko9oVSUfU94IGkkQ7KwHs3MdYgxCAZs5I7zbpZDJwNc/AHPPws/9rZju7jkIwAsci1yYa+zvsdmYKTuqTQ3sX48YDwGwy+BtK8Z58EcVD+bq1I+iivE+yCSzv281su1GHQfw/uH0BIMuMy8+0CvOVaqVou+IqBbOW0zeuauTK4uhbDpPG/WHRyGWWo1a7qFEta1nSdx1n7g12Moecuu0GvGgRAPW0U7hjSRWKcbKa6sJElVgpHM9xdjd9hgraBPjFkUmI4s6aHtzyz1UyGZllRqunRgHYikS6Yxo9Jt/HvTW7ElIq5E4POAsHMCzKVnGZeZEzvtjzPgivM//aaEC3PffyjuwbDJFcWIMjR/A86y2UmygGA9ks4xjeVnG5fuMpzwR+p1m9FpNNs5qXSsFCFUlGYbF86Uf88P/Hy58C+7/Q9j3cnGfxQ32fo7qZzg/F9jWZRVqhvGgawPF2FNGxau1G7QGhjQeFgLtkg8VvtXDSSqKKcbd+8Stkkwx1GFGq5HqVvJxdTHIo+MrvP2OEbRySiiHqpVCZxDnlnxirOQuP369rdA1Ct5wElc+sfRcE4tMnbH0k1Ri3HOw9DDsKrhtBnyykupTR2LpDScLo+bqoBg7THpcFn1pYtxWjIE2MW5ZeCMJUhk5pxjrrbkQ7iZAsin5yXVQjAvKPeafE2pi3kno6JCT87MBkmnFtmBV2u/KTKY4M+nlVZrH6Pc9JQbuyv29mTvEkE4Rn/FopxWrQdtQC0A0kSaaTOesFJlMyTpoFf1K+12BYhyogBh7owy78wbvDPaimckFGLpV3JayUzzzJfjxR+Hku+HOXyn8Ws9BdqRvEIqnCotcthmmvRGMOo3I6V4P3uuAtP5ukEYDjgF6lZKP5XBbZQQIREsQ42KKsbrYUwbw9FoNQx3mumUZf+70BAathrfeNpzLQjfnNW4O3SZ2olLC93pk0InVoG3bKRoIbySxttyjlL9YxcAJcb1RYvbKQafVgFclxnVUjH2RVbY6dce0Rh4w4rYUzzK2dLYLPhTomn0AbRTHUiiv3GOyeRnGKjSKaiuHl6n1KJaDecTYPwWjLyz4+tFhF/FHrnN5IcihAWfOSlBmRNiz12b5sP7zZPqOornlPZUd3MAJmHlqzd0ajcSBfgfPzzRuaMwbWVXuEVkWFpJ1FGOHSY/dqFMU41FxZ4WK8b17FUVeTaTY6H3WMSbalH7yCbj0HdEoloqLuuhUTKigo3fDK/5k7Wv1HMB54xG0pDk/F8hu7W03iESKMjKMvTc2VrEAnMO4lB2TOV9MnBducqhWigJVMBWHdHytYmy0iyHGvMg2kUxRu5UiFE/x1TMzvPJoP502IyxPiS/kZ+AO3QanPwnzz8LQrei0Gm4bc7cH8BoITzghhoqzd1yDwz+3/pO0OvjgI+U3ywGdNtEMC1Rk91sP8VSacCK9dvjO6ADtBoVBG2DYbeFcseuY2S2OP5POZYDfpGgrxi2KxcCqOugm+osBjHahGKfqUAutToJ32Q1CXTE5C75+TAnrz/qMK7RS7L70l/RLHjSv+OPKP+ADJ8Tvu8jK+dCAgwsNtAB41rTerR/VpqLfpWQZG6xgdJbtMY4l0ywG47mLx0aJFCokCW5/v4j3CS9BJiWG8hyDYgvy1vfCm/+heJJG7yE06ThjmvltXfQx7Y0yWI+oNhXOIaxRteRj+yrtlcBXTDFe3XqXj+59WSsFiGSKG3WIbPv62RlC8RTvulPxrqrkyJRHjFUFcpWd4tpSmMVA2zfeCBQoxhGPGIgsNXiXD3tv8RKoEui05lkp6qS4qjahwuE7T112jXe4LUx7o6RXX8csnYBctP31ZkObGLcocnXQxqZmGKtw2cx4ZRvxQOUNdKuhWik6LXpxIVtFjEfcFpxmfS6ZwuQCraEsK0V84QqvCX+V5ztfDiOnKj+4fsVnXKzoY8ApIp5+8vfw+TfVNZoH1iHGG1gb+p3m3FCWva9sxVi1Mgy7zeLvEJiBriKNd8Xwot+BX3kMfvHf4X3fhXf/C7z9i/Dmz8Ir/rj0CVwZwLvHubStkynKL/e4Xl5gv3MIfWQeLen2AJ6CrGKcH9emXtSLEeOufUIxVtJtdnRaCcZS2SKFaiDLMp87fYPDgw5OKIk6xJTzVr5i7BgAx1BBzOGdSo11WzWuP2RZxhtJ4rKuSqQo1npXI0x6LSmj8reuk0d3TdSc+to1DN6pGHFbSGXktQtsS32Tp7Yy2sS4RZGtg9bHRCh5kxVjp9mAR7aTroNivBKKo5HArYsB8pqLmCRJHB1y8syUX71D+L7KsFJEv/XbJNCxfOeHqzu4/mPitggxPjjgoBsvHQ//N7jygPCs1RFrToah8ojxgMuc135Xfi10NsO4w1L+4F2t6N4HkobbLPObUrHdDEQSKTzhxMbEOB4UinuZirEkZxjS+dvEWIEvksSg1WDS513G1KjCYlvh3XtFnGFgGhCKMVBTA97j1z1cXgjx7lOjOdtMVCXGHYUPHrq1QDE+2O/AbtTxWJsY1x2RRJpEKpNTjDeKaqsRvS4rYU392u+8YbXOOm83JOqpafBORcks4zYxzqJNjFsUS8E4VoMWa2RG3NFkYuyy6FnBAeHaPzRLIRFJpk0o255FLmJHh5xcWgjmqoNt3RtbKcZ/iGv6B3wi9XoO799X3cGZXWJAo0gyxd5eOx82/BPalHJCmTy95jE3lsPEU9XVHauKcWeFVooBp4mVcEL8rpzDuRSTDTDtySv3WN4kYqw3g3sn+6QpZnxR/DWoda2KmXITKbw3xG05sVAOEdl2xNYu+VDhjyZxWvSFPu6YQoyLWin2i1vFTjFahyzjf7+0hF4r8epjeW1kxawUIOwU/qnscKxOq+H2MTePXWsPPNUb6rk0O7y2Mg5I5S1Cq0C/04wfe92sFCUV4zpYKYZLZRmranR7AK9NjFsVi8GY4i+eEHc0mRh3WAx4ZAeaaO3EeDkUF4N36rbnKisFwO1jnaQzMj+6rKjE1p6NrRSXv0dCMvJD5xvE61eLgRNFs4wN06d5neYRvmV/iziJTD5W8PWvPjXNz/zJv/MPj05U9W3XBNIH54XqtMFgVr9CwOb9MbEtH5qH+MZB81PeKAadRsTmLV8WGZ8NUlQK0HOQvphQcLajz3i63AzjcqLaVChZxntNvlwF+E0OfzRRPKoNiivGXWsj2zRSbVnGU54Iwx0WzIa8WYZiVgrIFX2syjO+vhwWn9026oairXfO4Y2HXKvEgMuMJ2Otn2JclBh766IY9ztN6DTS2sFT9bXbinGbGLcqRIaxKS/DuMkeY4sej2xHH68nMS6t7rxgVyedVgPfeFpRzG0bWynk2TNckEc5sqOntgMcOC6UnfzM5nQS/u238Oj7+KPwq5BHTsHko9kv/8vTM/znrzyDLIu4uGqwEl4VSB9aWDeRInu4SmTbrC+a89CpW4frYMoTEeRAIwli3DHasAtHAXoPYQ5NYia2PYmxT20T3EgxLqPcQ4VT1ELv1PvairECfzRZPKoNiivG1k5x8V8WxNio0zLgMtekGE96IoXJByCsFAbb2vSA/qNiVmI65zM+tVP1Gdceg9lGDqpv3J31GI9DZ+MW/YMuE0tpK5lwvYfvlONPxSERrIvHWKdEFZa0UrRLPtrEuFVR0HpnsK/1q20ynGZhpTAk/BVVMxfDSihBp82Qp+6sVYx1Wg2vPjbA9y8sEoglBTFerxY6nUKee4anUmOc3FHj76pYA97jfwlLF3j60O8wE5EI9twmyGdwgW8/N8dvfvkZbh118+L9PYWtfRVgTdNRcF783Bsdrlry4Y/lcjo9G/ufp7xC7QLKT6SoB3oOIiFzm3VpW/qMpzwRDDrNxrsWnuvic71aWSwGox1MLgY0yywEYmsnym9C+CJJXCUV47XnFEDYKQqSKaw1lXxMrISzns0sot61NgoQi87+YzD9ZPauA/0OHCYdj423yUg94Q0XUYwbuBvW7zTjxU66DlZDEMdv1msx6ZWdCNXeUKcug2G3Za2VwmATC7e2Ytwmxq2KAmLc5AxjEJO3QY0TDZmasxrLsVIAvO7EIIlUhu8+Ny+sFHK69Gp26QKaVIxnMju5pVZi3HcUkHIDeIE5+PePwJ77cRx7DQCXDIcAePrR7/Jr/3SWE8MuPvOe27h9zM2ML5r1uFUCTzhBpzWPTIUWwbZB2QbQ51RKPnzR3Mm/jMHAKY9S7pFJi+G7zjITKWpFNplicVsmU1xbCrGzyyqU+PXgvV527SwAziG6M8ukMjIroXbJx/qKsb34k7r2CmKsJMrs6LRUbaXwR5IEYqm1xDjmK73YGbpNnFeUog+tRuKOnZ0imUKWYfJxSLZ3BGpFQcJPxCOuWRuVe9SAAZcZr2xHUzcrRTKXTgS5614drBSglnyset9LklCk2x7jNjFuRUQTaYLxFD2O1sgwVhE3KISzhva7SCJFJJHe0EoBIs94rMvK18/O5JTTUHGfsTxzBoBl52H29Za4KJYLk0OQRJUYP/BhYaX42f/DgQEnkgSPRYdJa42cfeQ7HB508pn33obVqOOIksH8XBVFIN5wMjeFLMvCK7xO6132cPVaumwGZv1RMNoEmd7AShGIJfFHk0Ix9k+JUoTNUozdY6Azc9Qwy5XFIIlUbTsQrYbxpTC7um0bP9B7ozx/sQrnEK6kGECdbdspssN3BYgHQG8pXYLQvU8Q17CwZY11WfFHk/gilS9kVWKxpqQm6iuuGIMgxqkYLDyXvevOnZ10e8+S+Mv74O/uh0f+tOJjaaMQvogyr2HS53n5G2mlEHGm2lQ4u+ipBd5IorC4JlsHXR/FeMRtwRtJit3YfLTb74A2MW5JzCuB7z02I3gnWoYYJ4zKajVcPTFeDirlHjZDnmJcnBhLksTrjg/y2PUVViRFVS6RTLF06TR+2cLL775rY6WuHAycEMT42sPw/Ffhhb8B7p1YjTrGOq18/dlFnkzu5IXGq3z2fbdjN4mT2OFBcZzVNOSthBM5lSDmg3Riw0QKFf1Os2i/A+Ez3kAxnipIpLgi7twsYqzRQvc+RtM3SKZlxpc2HhTcKoin0kx6Iuzqtq7/wHQSfFMVK8bmqEg0uNkH8NIZmWAsVUQx9pdcaAOCGEO2GnpHp/g7VaMaZ4lxJYpxtuhDsVOsjPPG8d/lq8b/Tto3LVTN579a94z0mw2eiJjX0Gikhke1AfQ6jfhQFsN1UI2FrW5VuQfUVTEGmFwzgOdue4xpE+OWxOUFEWO215kShvsml3uoSGenVqsnxmrVdZfdKPKZdaZ1B75ed2IAWYbvTygXinDxAbzojZ9yQdrFG2+t0yJi4AQEZ+GbvyoGH1/469kvHRxwcG05zDXLUXanr+HU5La1HSY9Y13WXDlJmRCB9Hknw6CyACibGJtyge3unRt6jKc86oCYJVeTu1nEGKD3EO6QiIjbTnaKyZUI6YzMrp4NFGP/lLAGVagY6+J+LMRu+gG8QLbco4hivF6dr5pMcfUhuPRdji58gw9pv4bzB78DX3wHfOOXy56hmMxfXOYj6i1NjB2DYqD26kPwnd+BP78d+/TDfEp6C/9z7HNw56/AyhVYPF/WMbRRHN5wMjev4WlsVBuIQc60Sd1RrZ1Y+iLJ4opxHYbvILfLscZnbHG3Pca0iXFL4tK8IMZ7DMoHrEUUY41V1EKXIqflQPVGdlkVK0WpIRkFOzqtnBhx8eWLyvZUESvF9bllBuLXkQZvKYxNqgXqAJ5vUjS55VWEvvrYAPfu7eZVr3oDkpyGmScLnnp40MnzM5WRvUAsRToj5xTjMss9sofrWqUYh5dyVpUimFbLPdxmQYzNbjG1v1noOYguukS/PrStkilU9XtDK4WngkQKFc5hAHbovDd9LXS2DnqNlSJY2l8MooHO5IKffBz+6S30Pvzb/Jb+K/RNfVuouE9/PlsAshEmPWE6rQZsRl3hF9azUkiSsFNc+R488Zdw4p1Iv3aWZ3d+gIevR+DAa0Rs4rlvlHUMbRSHJ5xYFdU2BHpTQ7+nTj1/NkIxjtZ/+A6KlHy0PcZAmxi3JC4tBBlxWzCHW6PcQ4XOphLj6leUyyHFSmE3bLztqeD1JwZ5ajFDRmMoaqX43kMPopfS7L/l3qqPaw36joBGD/teAXtfVvCllx3qE/aJ3XeJi9iqPOOjg05mfNFs9XU5WFMHrS4AylSMB1wmQvGU8Iy5N45sm/JEsBt1Yit66dLmqsUAPQcAeHHH8rZKphhfEgkHY10bWCmyUW2j5b+4Q0S2HbEFbnrFWK2DLjp8t945RZLgXV+Ht34B/sND8OvPc6/hS/zunm/C6/5cefGZso6haFRbMgap6PopQre/H469DT74E3j1n4G9lzt3dTLjizKVsMKOF8C5r7ftFDXAG0kUlntsQj67ydkt/lEjsUxnZPzRZO741dc02OoWp+kw6emw6ItEtnUKEl5j8tRWR5sYtyAuzQfZ12dvmXIPFTarlYBsQa5BMVbJYqfVuPG2p4JXHulHp9EQ1HWsUatXQnGWLgli6tx1R9XHtQZGG7zve/D6vyz9GJMDeg/BxKMFd6s+40oG8NY0NZXZeqeiX4lsm/PF8rKMS9spprxRhtwWJICFc+Ln2Ewo3+8O2wLn5wLI24QEjC+GGHCasK5WEVfDcx20xrJyqrNQSj72GNtZxuqwnNNsKPxCOeeUwZOw/5Wiotk1zGC3ixsr4Wy7IIHyifGO1YN3pco98jF2D7z+L6D3YPauXJ7xChx6fdtOUSO8kURhHfQmEGNrhzhXyzVaEfzRJLJMYXRnxFM3tVhF0WQKixvkjLA53sSoiRhLkuSSJOkrkiRdlCTpgiRJd0qS5JYk6UFJkq4ot80N4N1iiKfSXF8Oi2QF3yQYnU3PMFbRYdGzIttJh2oYvgvFcZr1GHSasqwUAJ02I/fs7WYmaUdeZaX43GMTHOQqKUuP2CatJ4Zu2fgiO3Kn2IJN56Z7Dw+K5zxfQZ6xmruZPZmHFkBnXn9bOA8DLjXLOJrbnl9ZXzEe7jCL91g8AH2Hyz7WusDWC2Y3+6UpfJHktiF640uhjf3FIBIpOkZBU8Ep2N4PkoYdeu9N35RWtWJcBDs6raIFTClRwb+xlSKZzjDrixXJMFaIcSkrRQns7bXRaTXw2PhK205RI2RZVhJ+DMLvHfXkxIIGwukWyUmxQPXCEaxTB10nf7GK0S4rF+aCpNJ56nB2jujmtlPUqhj/GfBdWZb3A8eAC8DvAA/JsrwHeEj5fxtlYnwxTDp5mG/2AAAgAElEQVQjK4px60S1gdJ+h4PUBg1060FkGKvJC+VZKUBkGs+m7EQ8s9n7Ysk0/3B6gruME+iGbmlO1vPIKUiGYT4Xv2Q36dnZZeXZShTjyGorxYKIaivzZypovzNYwD5QUjGWZZlpb1RsAy+cE3f2bjIxliToPUR/XKmG3gYDeLIslx/V5rle2eAdgFYH9gEGpBXmb/KSD5UYu4rFtZWx2M7HaKcFTziBP2MSQkRgdsPnzPnE73+NlaIcxbgIJEnilJJnLFu7YPSFbTtFlQgn0iTSGaG4bkIihYq+zg6isoGwrzZirO6GrBm+q1MihYpXHulnORTnoYt5YpNKvm/yAbyqibEkSQ7gHuBvAWRZTsiy7ANeC3xWedhngdfVepA3Ey4tCIKwvwWJsdNswCM7aotrCyXoVBvBKriIvfRALz6Ni3Qw5zH+6plpkmEf/akpsT3aDAyfErerfMZHhpwVRbat8RgH58sq91DRYzeh1UjCSgHrRrYthxJEk2mhGC88r7zAwaKPbSh6DmD1X0Eisy18xguBOKF4auOoNllWFOMKiTGAc5Cu9CLpjMxS8OYt+fBHiijG6SQkI1UpxiBa7HAMlGWlmPAIL3lJxbiKXb5TO93M+WNie/vg69p2iirhzbelrWweMe53mfFiIxGord7bG1brrFcN39WZGN+3v4d+p4l/fGwid2dbMQZqU4x3AkvAZyRJOitJ0t9IkmQFemVZngNQbjfutG0ji4vzQfRaidFOS8sRY5dipdDUsJpcDsXpVolxzF+WxxjAbNDi7B7CkvIRiyfIZGT+5sfXeW2PstodaBIxdg6Kv9Hk6YK7jww6mfPHyiYv3nACg06DRU3VCC2UVQetQquR6HOYhJUC1o1sm/LmxUwtPC8ImrEMlbPe6DmIlAxzR0d4WyRTqIkUd/q/DZ+6s3SDWWhR7DJUqhgDOIdwJMTi8GZOpvBHk1gNWvTavEtYXKT5lHtOUTHaJcjtDdVOUYaVQvVmrvEYq62gFVopAO7cJUjJvz03l2en+HrFr3OzQ7UiuC0GRTGWqluEVogBlwmfXHsttKeolaL+HmOdVsPbbh/hx1eWua7WolvaijHURox1wEng07IsnwDCVGCbkCTpFyVJelKSpCeXlmrbethOuDQfZFe3DX3cB4lQy2QYg/igenCgi3ur3uJbDipWilRCNEBVsO25c3QMHRl+8uxlvn9hgevLYd4+rKzOm6UYA4zcJRTjvN/JkQqLPkQdtAFJtU6EFsqOalPR7zQJKwUIxTiyklOw8lBQ7jH//Ob7i1UoA3j3uha3FTEeDDwtlL5nv1j8gd4b4rYqxXgIU2Qeicy28WVXA1/ROmjls1apYuxWFOPlsEj+KEMxnvREMGg19NpXRYDFqleMd3XbuG9/Dx9/8ArP+QyKneIbbTtFhcgNMitWCsdgw6PaQESQ+rAj1RjXtsZKkU6K3dU6K8YAb71tGJ1G4guPK6qxSoxv8pKPWojxNDAty/Ljyv+/giDKC5Ik9QMot0U7fGVZ/itZlm+VZfnW7u7uGg5je+HyfFCxUbRWIgXkKcZyKncBqADxVJpALCXqoONqHXT5xHhshyASjzxznr/+8TUGXWb2p6+KIaY6r6YrwsgpCC8WxKMdGhTV0c+WOYBXkFuZjIqLfJmJFCr6XeYcWXKXTqaY9gryPGjJiGPebH+xCiWy7bhhlomVCKF4qjnHUSeML4awGXWYlHY6Hv1k8dgjNaqtKsV4GE0mQSfBTSPG3nCCx6+tcHbSy7lZP1cXQ0x5IiwEYk37m/mjSRzFyj2gYsXYbNDS5zApivGQSL5Jrb/TM+WJMOQ2r23ZzA7fVeZzBuEz/uibjtFpM/ArXzhDdO+r23aKKuBTbDYdFoM4/3U23kYBoNFIxPROIWrVAE84iU4j5fKxVVtDA4bwexwmXnaojy8/OU0smRaLSo2urRhX+0RZlueBKUmSlCohXgycB74J/Lxy388D/1LTEd5E8EeTzPpj7OtzCBsFtBQxdpr1wmMMVWUZr2QzjI0b1kEXg8YuiOLVa9f46Q0vv/DCMTRzZ5tno1Axcqe4zfMZ24w6dnZZy45sK6iDrjDDWMWAy8ScP0YmI+emsIskU0x7I3RaDVj9VwC5ecTYaAfXCGMZsQi8ojQ+blWIwTsrkn9GEKOVK3D5u2sf6LkOSNV9tpXItlG9Z9NqoT/+uX/mj//673n9px7llZ94hJd87GHu/qMfcsf/eoijf/C9qurPa4V/dTMY5AptKlSMQVgihMdYSabYQDWeWIms9ReDsFIYnaL2vAq4rQY++fYTzPii/P7lnchtO0XFKJjX8E9v6jU0ZezAnKrt8zDjizLgMud2D7PlHo0pYHrHqRH80ST/+uycGIquouTDE07wr8/O5iwZWxwbhG1uiA8Bn5ckyQBcA96LINtfliTpF4BJ4E01fo+bBmoV9L4+G6y0HjE26bUEtYp3LrwIXbsrer5KjDutBogpFohKlBXFc9uJH7tJx1sOmuD7U3DHByo6jrqja69YzU+ehhPvyN59dMjFo+PlDWJ4wwmGOpQLrVpiUqGVYsBpJpHKsBJO0N0xBkhFFeMpj8gwzg7ebXaGcT56DtKxLI7xxkqYEyOtEU1YDcaXQtw55oarM3DLe+Hiv8Kj/xf2v6Lwgd7rgoBVE9avELdD1gBzgcYrxrIs84r5T/NfTVd56jUPEtR3k0hniCfTxJJpfv+b53jg3Hw2u3uz4I8ms97gLKpUjAFGO608dHEhL7JtpuTAlizLTK5EuGVHkfdqzAfm2n4Xt+xw89sv28dHvnOR3xi4lf5z34Cf+XBzUne2ILyRBBoJHEad4s3dxEZPixtrJCR2iiqJYszDxEq40LuuqrcN2hW9c2cnu7qtfO6xCd54y5D4fRVTjGUZfvA/xY7myz+CLMucvrbCF5+Y4rvPz5NQYt9299h4yYFeXnqwl+PDLrSrd1W2AGoixrIsPw3cWuRLL67ldW9WqFXQ+/ocMD4hBjiq2JJrJCKmXkhSVqTRaqjlHgWKcSXqjlVYbu7qS3P4xB6sy8+K+5utGGs0Ip1i1QDe4UEnXz87w2IgRo9jfY+b6jEGKi73UNHvFN9jzh+l2+4S6mKRZIopb0R4oOefB4MdXE30sfccxHD1+xilFNeXIxs/vkURiqeY88c45E4J73zHDjj1y/C9/ypyrofyTpPVRLWpUBTj3UYfz22CYrwQiOPI+DBporxg/OPwxr8t+PrXz87w8OUlfvP+fSVeoTHwRRO4VkeiqcN31SjGXRaWQwlCpiFssK5i7I8mCcZTJRTjdeqgK8D7797J49c9fHr8CP9D+7ciVrFZswBbDJ5wApfFgCYdg3R8U3sAdLZOtMsZUhEvOlvlhFyWZa4vh3nd8cHcnZHGKsaSJPHOUzv47986z/Mzfg5b3Lkh0nyc+Sz8+E+QkfiC9Er+5rkU15fDOEw63n7HCK840s/5WT8PXljgb358jb94eJwum4H79vfwrlOjHBlqLS6zHtrNdy2ES/NB7CYdA05TyyVSqIhZFBWzCmK8pBDj7nyPcSXE3+QErZE37zfyH+7eCTNnxOR2/7GKj6XuGDkFK1chL+P56FB5DXjJdIZALJXzGKuKccVWCqXkQ41sK5JMkc7IzPryMox7D1atbNQFvYeQMilOOVa4sYW34a4rVdD7zcr72jEIJ98l3rOPfqLwwd7rlVVB58PcAXorI1rPppR8nJ/z45aCpLUmeP4rcP1HBV+/Z283z874s9vXmwV/NImzjlaKUTWyLamQqHWSKdREipJWijoQMY1G4k/edIynzC8gjYbYM1+r+TVvFvgiSZFhrJK7TSTGJocQb1aW5qt6vi+SJBhLFVeM61zwkY83nBzCrNeK6DaLe61iPPMU8rf/MzPWw0jIzP3o7+m2GfnYm4/xxIdfwh+85hC3j7l5zwvG+Px/OMVT/99L+cTbTnDXri6+8/w8b//rx7JD31sBbWLcQrg0H2Rfr114i1qUGBstLqKSuTbF2GbMXcQq2faUJGGnUD24s2ega19zosZWQ/UZT+V8xgf7HUgSnJtchAd/D775oaJPzcYLWZULfWhBEH5rV0WHkCPGeckUqxTj+UCMZFpm2GVWiHGTVSglP/mUdV7U8m5RqIkUY3pl8MY5KDzUt74PLnwrN5gZD4rhrmoVY0kC5xD9rLAQjDe85OPCbAAXIVLH3y12Fv7tP4lEGQX37u1GluGRq7Vlt1aCWDJNLJlZm0oRr3xuQYVKjG/4ZUFA1lGMs8R4dVQbKFaK2hVjEDm8/+Md9/F45gC+J7+MXGyQs4018KjzGk0gxtYOYffzLldHjNVzoPp+BPI8xo0jxk6zntceH+AbT8+QMLgKPcbhFeQvvRufxs0rVz7EFcsJ/mPnE3z5F+/gDSeHMOnX+umdZj2vOTbAJ952gm//2t0A/Mcvni1s2WthtIlxi0CWZS4tBNnbZxdeHt9kc7e4S8BlNbAkdZYVabQay8EEVoMWs0FbdbQS1m7hb5ZloRg3M6YtHwPHQWssGMCzGnW81L3EG558J/zkz+DM54pm26qB7h35Vgprd8UDPB0WPUadJpdv694lLtR5Jzl11b7b6BVEopn+YoDO3aDRcUg3w/XlMPIWjaYaXwqh1Uh0oxBEh7A8cMcHQdLC6U+J/9cS1abCOYhbKflYDDZWNR6fXcAopTC6h+Bn/wiWL8Hjn85+/eiQC5dFz48ur4rcTCWEF7EBCKxXB601VuXdVhW6GythsahZZ+E/saLEHXY0zkqh4pYdHaQPvJa+5BTffODBur3udoY3IqwUWUK5icS4o1Ps8vlXqiPG6nurwD8f8YDeAnpzzce3Ht55agexZIYLfr343ckyZNLIX3kfqeAi7wr9Ku/4mePsvv8D6AMTMPloWa877Lbwv95whDOTPv7soSsN/RnqhTYxbhEsBOL4o0kR1RZeFg1OLZRhrMJl0TMnu6tSjFfCceEvBsVKIVVOjG29wq7gn4LIMgycqPg4GgKdUfhIVZ9xJgOPfpJPRf4T5qQPTrwLkHMxfHlY03oXWqzYRgHCKzboMjPrz2u/gwLVWCXGO1KKgtl3pOLvU1foDNC1l9HMBMFYatO35OuF8aUQI24L+uAsaPRZPzz2Pjj6Fjj7jyLJxVNDVJsK5xD2uLjwNjqybW5OWQBbOmHfy2Hvz8K//x8xnIYolnnB7i5+fGUpt6iZOQMfPwJfe39DjslXihjHA1WpxSAWsd12o7DzOAazP18xTHkidNkMWI2rRnRkWVGM60vEXvjq95JBw+yjXyQYS9b1tbcjvJGEKPfIKsabF+Xp7hZWw2proW+shJEkcoPY0JA66GI4POjk+LCL03MyZFIQD5B56A+Rrv87v5t4Dy++72X8p/v3IR18rZhNOfv5sl/71ccGeNMtQ3zyh1c5Pd76UXBtYtwiuDgvrAX7eu25bddqfYgNhNNsYDrdgVyNYhyK5wbMYn6x1Vypv9XWLawGM0+J/7eKYgzCZzz3DCxfhc+9Fh74MDNdL+Clsf+NZ99bxGNUYpSHtcR4vuJEChX9LlM2p7hYlvGUN4okQWfoqrhDyRJuKnoO0hPJJVNsRYwviqg2AjOiVjj/fX3XhyAVhSf/NpdhXJNiPIwxtoyBZK4CvAGIJtJEvIptSSUXP/u/QU7DAx/OPu7ePd0sBOJcWgiKQorPvEK8h6/+ANL1zzn2K8S4aFxbFf5iFaOdFqHYOQYhsL7HuKi/OBmBdKJuVgoVkq2HcP8pXsajfOvpygWJmwmyLOMNJ8XuWxOsFDaXsFIkgtVZiyZWIgw4zYX2hAa03pXCO0/t4EpQiFfpJz+L5icf4wup+xi57xf5jZfuFTZPgwUOvwHOfyM38FoG/uA1hxjrtPIbX3o6W9vdqmgT4xZBLpHCDsuXxZ1de5p4RMXRYdEznXGL7f50ZerFcjAh/MUgLmLVJG5Ye4RSPP0kaA3N98jmY+ROsdL+9J0w/RS85v+y/Mq/w4ODZyPKit9bhBjnV5iCohhX16R+y0gHz077xPupY4fwKucpxtOeCP0OE7oltQraXtX3qSt6D2KKzGInsiWTKdIZMUm+q9smlEYlOSKLnv2w52Xw+F/C4kVxoa6FPCmv3yd5GloLfWkhiBPlwqcqVh2jcPdviWzd8R8CcPfeLkAm+L2PwD//PPQfhZf/H1F7vfBc3Y/LH6m/Ygywo9Oas1JEvZAo/l4sSYyz5R71JcYAttvezk7NPM+cLpKL3UYW4USaRDoj5jWaQIwxOUmjIR2qThW9sTqqDYRivEmq96uO9guPMSB9//d4OrOT4H3/iw+9eBUXOfEusRCsIGPbatTxibedYCUc57e/+mxL2+baxLhFcGkhSK/DKLxRK1cE6WtFj7FFz7zsRkLOpSeUieXQKitFNeqOrRfkDFz9viDF1WTBNgrDt4stpr6j8MEfw8l3c3DAhUaCM8taMNiKKsbq6tllMUAmrRDj6hTj971wDJtBx58+eFn8bpxDBY18U96IkmF8rvn+YhW9ws5xRDuxJZMppr0REumMIMaB6VxJRD7u+pBY0D33z7WpxZAlxjv1noZaKS7MBejIEuO8C/NdvyZ+hm//Z0jF6bdI/J39r7jt+qeEbeTd34QDrxaPzfPc1wuqlcJlNhR+oUbFeKzLymIwTsSsJu+s3RVLpjPM+qLFiXG2Drr+xFg6/AYSOhu3e77FudnNL1TZKig4l0a9wnPeYG9uASSJsMZRdS30xEqEHfmDdyD8vpuUxWzSazl5QOw0emUbF+7+JB+4r8iu4tCtIr+/AjsFCLvGf3n5fh48v8A/Pj5Zj0NuCNrEuEVwaT4o8otBbMW7d1bdntRIOM0G4TGGinzGqXQGTyRfMfZXp+7YFO/m0sXWslGAUMB//Vn4hQey/l6zQcueHruIbOsYK64YhxPYTToMOo1QB+R01VYKl8XAL9w9xnfPzYtGMveuQiuFJ8oupyRU5Gb7i1UoGb/3Wm5wfQtaKdREil3dZgjM5Uoi8jH6QuGHzyRr8xdDlnjvtwQaGtl2YS5Ar05RTfMvzHoTvOKjYgH/g/8Jn3019yUf5mPptxB55Z+LrzsHwTmyJtu7HvA3wGMMcNuoOK8941dSbopEts14o2RkMVC0Bo1UKA1W5MNv5BWax/nm6XZFdCl483ffVAvCJhejxPQu9InKa6H90SSecILRYorxJlkpAF5y9z08J+3jp7d+jLe99AXFHyRJcPwdIoVpubKBuve9YIx793bzh/96PrtT3mpoE+MWQCqd4cpiSAzegbjgdFbWKrdZ6HEYmZeVi2QFPmNvJIksQ7ctz2NcrZVCRbOLPYrB4l6zoDk86OS5mQCye7SkxzjnL1YzjKuzUoBQjZ1mPR978LIS2XYNZJl4Ks1CMMZR4xyiCrpFFGOLG9y7uFU3viUV4/FFccy7LRFBfIspxpIkVGOofXZAef3dBi+zDbRSXJgLsMceF3ac1Z/VPS+B/a8SzX4Lz3Pu7j/nE8nX8vj1vGKAHXcKxbjOW6b+SAJJArtp1fBbLCDqmKvEyREXTrOeH8wpn8Ui57f1M4wbZ6UAMN7+HsxSgsxzXyaWTDfke2x1qPMaWY/xZtooFKSMLmzpANFEZX+jSSWRokAxTqfEtXIT2/uGB/o4/HuP8/JXv3n9Bx57q0jceboy1Vijkfjom45hN+n50D+dacn3cpsYtwAmPBESqQx7e+3ig+C53pL+YhARRdUoxmqGcWe+YlytlUJFqynGJXB0yMlyKE7YMixSKTKFJwJvJJEr9wiqxLg6xRjAYdLzi/fs5AcXF5nS9ItYtsgKM94osgx75Rviga3kzx66jX3Ji9xYDrW096wYri6G6LIZcCaUSfTVHmMVB14r2vAO/1xt31BvAmsPw1pvbtCyzpBlmYtzQUZMUUH0iu1e/ewfweE3wnu/w6573oZJr+Hh/Ni2kVNioZdn5akH/NEkDpMezeqq2RoVY51Ww717u/nWNeX9VySZQiXGa7a7oaFWCgAGThByH+L1mYf4znPtIbxiUBVjUfBR/4SQsmBx45KCFS9asxnG+VFtTUjWAJFwtCHsfbDnpfDMFysesu22i3KQG8sRfnqjOttJI9Emxi0AdTthf59dIU5J6GxNYtxlM5DQO0hqjFUR46yVIl7l8J1qpdBbhcdpC+DwoPg5J+gTU+urfm+FirGSf2mvPK4tH++5a5ROq4EvXVVed2WcKYVEDSWuCb9zK3nYh2/DlvLQkZzPNiRuFYwvhdip+ouhuGIMoNXByz9SH6XeOUQ/yywF44Ti9U9+mPZGCcZT9OmjpdUq56CoiB44jkmv5Y6xTn50JZ8YK6U3dfYZ+6LJtTaKTBoSoZqHSe/b38N8RCZp7iqaTDHliWDQaeixF5ltUBXjBpIxy6n3cVAzwRM/eahh32MrQ82EdzdRMdbZOumQQrmipTJRdDdiE8o9asKJd0JwDsZ/UPFT79nbzY//y89w957uBhxYbWgT4xbAxfkgGgl299jyEilak/RJksRQhwWPtqsiK0WOGBuUvM8q1R2jQwxUDBxvSQ92MRzsd6DVSJyPKie3VT7j4laK2oix1ajjl160i3+bVU6ynvFshrEreFmQs2ZWQa/G0G0AnJSucmOLJVOML4VyiRRQWjGuJ5xDuFMiSk2to64nzs+J+MgOKVj2Rfmevd1cWwrnql+79gm1uc4+Y380uTaqTY2NqmH4DkSTn0aCFU13ScV4uMO8Vq0GQcQkjRjAbRA0R99EUmPiyMI3uKZ429vIwRtJoJHErhlRT+PU+3VgcnTTQYhZb2XnsRvLYXodRiyGPIuQWs3cqsR4z8vEwvnpf6zq6b0OU50PqD5ooSvjzYvL80FGu6wiu1A1sne1pscYxODJnNxZmWIcFFtcXXYjJMJiwKyai5gkiQzFo2+p/LlNghjAs/GoV/l583zGsiwXEuPggvBJ1mGS+p2ndhCzDpFGg7wyzpQ3gkErYVg+3zr+YhU9h8jozJzQXNlSPmNPOIE3ksxlGOvMm6NSOYewRIVX/Npy/QnShbmAaGBPB8r2N967V1SYZ1VjjUbYKeqtGEeKKMbxKirmi6DDauDkSAfXkq6iC/+JlRJRbSCsFCZnYxecJiepA6/jNdrTfO3xS437PlsUnrCwpWk0kqIYbz6htLh6MEpJFj2VDeAVTaTIEuPN8xhXBJ1BXIsvflsUGG0TtIlxC+DSQlAUe4AYvLN0NccbVSaGO8xMJF3I67RDrcZyOI5Bp8Fu1OVdxKoclHn9X8AtP1/dc5uEY0Mu/uW6hoSs5e//9Qfc/6cP89a/Os2vfOEM8VQm5zEOzdc0eJcPk17LL714P1OZbpYnzjPtiXLSGUKKB1rLXwyg1SENnuSk5uqWSqbIJlL02ESKgXNwc6bgnUNoUhFcUpjxBijGF+YCjHZa0UQ9ZZOLXd02BpymwnrokVPinBaurvCgGALFrBQx5ZxSo2IM8DP7e7gUcZBZdX6TZZmpUhnGsGmeVvMd78MmxYie+TKJVKbh328rQdRB60UdeSrWNCsFQGClsjjTGythdqx+b0VUK0WLEmMQdopMUkRRbhO0iXGTEU2kubESFsUeIKLaWnTwTsWw28JUukN4izLlTZQuBxN0WQ3C1B9TcjhrVHe2En7z/r383qsPEzYPcIvDx84uG+mMzMX5ID12IydGlC2/0GLVUW3F8JbbhpnTDhCYvcSUN8LtFkXlbzViDEhDt3FIc4OZxdYbxiiF8UVBjHd325TWuxL+4npDsWuccIa53gCF/cJckAN9NiVDtTxiLEkS9+zt5tGrKyTTCmFrgM/YX4wY10kxBuEznpPdaBLBHOFGKNXBeIqRYoN3IBTKBiVSFGD4dkKO3bw69SA/uFgZ+dru8IaTOX8xNEdgUhaSUf9i2U+JJFIsBuOMdpVQjJugfJeN3kPQf7xqO0Urok2Mm4wri0FkmS0R1aZiqMMiSj5kpYyiDBSUe8RqVIy3IHodJt7zgjE6hvZxxOzhL951C//8wbv4wW+9iCc+/BJO7VQUgeB8zf7ifBh1WtwjB+hNzvDcjI8juinlgA7W7XvUDcO3oyMtWvm2CMaXQhh1GgZc5uKtd42C8n2O2YN195oGY0kmPRGO9BiE6laBv/Gevd0E4ymenlK2kQdOiJmAOvmMZVnGV8xjnFWMaz+n7O+zEzP3i//k2SnWjWoDYaXYDE+rJGG+470c14zzyE8eLvqQaW+E9//Dk3zwc081/nhaCNmEn2YSY+XzEg+Uv0sykY1qW/XeinqEPctQ4j3XKjjxTph/DmafbvaR1AVtYtxkqIkUe3vt4sMcXtoCirG54si25VC8MJEC6nIR23LoGAPvjdLZrqHFuhJjgN37j2GTYnTJfsbSEyJHtxWqoFdjUBR99Pmf2TKRbeNLYca6rGjltLDBbJZi7BDEeK/Jz/XlcF1/X+o56XCHshtUwTbuC3Z1oZHI2Sl0RhGrWCfFOJxIk87IDVWMJUlicFSIEwlvrp1rQ2Ic9W2OYgxoj7+NlKRn99TXmMlLP0hnZP7ukevc/6c/4sHzC3z33HxuGPImgOoxzlkQmqC0KupuKrxS9udyQo1qW+MxLn/Hpqk48ibQW+Cnf93sI6kL2sS4ybg0H8Sk1wjT/fJVcWeLJlKoGHZbKi75EMQ4r9wDbiorRRbuMXERjxSxC8SDkAzXHNW2GlplkHNUmqcveqUlbRQA2HsJmgc4JF9mMbg1ItvGl0LCXxycE1XlxVrvGgFrN2gNjOg8RBJp5gP1a8C7oCRS7HOKgdlKtnGdFj3Hh11rfcZzT0OidoLmU3Jq13qMlXNKHTzGAIcPiB2VG+OXs/epxHjYXWIwdjPjwaydxPe8ktdrf8zXHhcD2xfnA7zh04/yP/71PLePufnC++8A4MHzN4fdQpZlfJFkrtwDmqoY2+2/8sAAACAASURBVDIBvJFkWU+5oSjGI2ta77YIMTa74Njb4Nl/rus8QbPQJsZNxqWFIHt67Gg1krBRQMtmGKtwmPSEjcqAWBmKsSzLrIRW1UHDTWWlyKJDqQMuUg1dj3KPoujcCcAf3iljDU20LjEGoj23cEJztSG+2Xojlkwz5YmIqDZ1gejYJCuFRgOOQXplcRGqZ2Tb+bkgDpOObo1i0ahw8OfevT08O+PPtpAxchdkUjBT+7Z+rg7aUPiFOirGACcPHSQtS8xN5urUJ1cidNlWxWmpkGVxXtvEeDDrqffhlCJ4fvoVPvq9S7zqE48w5YnwZ289zmfecxt37epiX6+dB87Pb9oxNRPhRJpEOoPbqm+yx1h8zw7KzzKeWAnTaTWImLl8RFZa21+cjzs+AOk4PPWZZh9JzWgT4ybj0nwwb/DuCmh00NFCxQslYHP3kkBflmLsjyZJZeTC1juom7qzpeBWiHGRauh61EEXhXMENDr2eX+EhAx9rUuM9TtuZ0DysDA1vvGDm4yJlQgZGRHV5lfKIDZLMQZwDuFMiPfMeB0XEhfmAhzodyCp5KJCxeqevV3IMvxYjW0bvg2Q6mKn8EdUYlzEY6zRg64+uahmkxG/rpPw0kR2O3zSE1nrAVURD4oIyk2yUgAwejdh6wgvT3yPT/7wKq85PsD3f/NeXnt8MNtcdv+hXp647sGrLlK2MdSfsekeY62etMFBhxQssLmshxvLJd5bUU9rJ1Lko3sf7LoPfvq3kC5PKW9VtIlxE+ENJ1gMxguj2jrGQKtf/4ktgGG3lSWpvCzjgnIPEOqORl+XrN4th45RcVtMMc623tVZMdbqRMvdjUfE/1stwzgPjj13AZCe+mmTj2RjZKPaChTjzSTGw+iDU1gM2roN4KUzMpfmgxzod1SdoXp0yIXLoudHl5UtVXMH9BysywCeqhgXLfgwOeoalZe2DeBILGTj8CbXi2qLNb71bg00Goy3v4c7NBf55zd28bE3H8/loSu4/2AfGRkeulh+QsJWhaeAGHtAaxC+12bA3IFLCjFXgWK8xl8M4jO4FawUKu74JWErO/8vzT6SmtAmxk3ERWXIZStFtakYdluYznQgl6EYLynlHt22vFSKOl/Etgz0ZrD3F1eMg/VpvSuKzl1C0TLYwDVa/9evE7T9R0mgx7Z0ttmHsiHUqLad3VaRSGF0bK5vvms3UnCOg50S1+pkpZhYCRNNpjk44FB88FLFKqhWI3HbqJuzk97cnSOnYOqJsuMdS8EXLaEYxwN1Hyi19uygX/Lww4uLJFIZ5vxRhksO3qkK5eY2relOvgOA22KPFv364UEH/U4TD5zb/nYKr+I/z3qMze6mXWM01k46pRCz/o29/7Fkmll/bG25RyYtBjq3imIMsPsl4N4Fj/9Fs4+kJrSJcRNxeUEQ4/19dvEh8Iy3fFSbiuEOM7MZNxnf9IaPnQ+IVXOPI89KcTPaKFR0jJVQjBeEytEI1cm9S9z2HGytKujV0BmYNO5lINT6kW3jSyEGXWbhOd3MDGMVXfsAuN3hqZsn+8KcOCcdVBVjk1PsOFSIY0NOri2HCcSULdWROyERhIVzNR1fScU4Fqj7OcXStYNBzQoPXZhnxhclI2+QSAGba6UAsbvUuRsmHy/6ZUmSuP9gLz+6skQ0UduipNWhEuNsjnETS7Iki5seXbgsj7GaGjLatTqqzQfIW4sYazTCazz9U5jeulGBLXyF3P64MBegw6Kn224E3wSkEy2fSKFCJFO4kULzkFm/fenifBCDVpNbEccDN+fgnQr3WGmPsa23MSpHp0KMW9hfrGLZdZQ9qatkkq2dTDG+FBZqMeRa7zYTyrniqGGBaW+EeKp24nNhLoBWI7G7x1aTv/HIkCCIz88o8wQjp8RtjT5jfzSJXith1msLv9CIc4pjEBMJrkxMc25W/BwbWyk2mRiDosY/VvI8fP+hPmLJTM7zvU3hCYtFU4dFv2kthCVhduOWyhu+u5HNMN6C5R7FcOxtYLDD459u9pFUjTYxbiLOTvo4OuQSgxLZqLatY6WYk91oMkmIrB/PcnEuyO4eG3qt8naL+W/OqDYVHWPCT7w6viq0UP/BOxVukUzRyv5iFYn+WzBKSVbGW1dxkGVZRLV128QdzVCM3WOg0bFTmiEj50oCasGFuQC7uq2Y9Nqa/I1HBgVJfXZaIcauYZHYUaPP2BcRrXfS6sVjAxRjHAMA9MjLfP4xkWdccviumcNew6fE91dTjVbh9jE3DpOOB7Z5bJsvkkAjidSkZivGWDqxy0FmfRtbKXIZxkXKPWBreYxBXNtPvBPOfR0Cc80+mqrQJsZNQiCW5PJikJMjyod3i0S1qRh0mZnPlnys7zO+MBdgf3+e/y/WVowBUfSRj+BC/aPaVIycguPvhP2vaszr1xHmMaEuBq/Wpy2tEZjzx4gk0iKRIhUXxTyb1XqnQqsH9056E6LNsB4DeGoiBaBkqFanGLutBoY6zDynEmMQ78HJ06XLbcpAoFgdNCiKcZ2JsfL33G30c/raCkadJjcnsRrNslLAhmq8XqvhxQd6eejCAqn0+rt7WxlquYdGIynv3WYSYzfmTBhPMJSrRy+BGythnGY9LsuqCMLs8OsWI8YAt79f2EOf/LtmH0lVaBPjJuGZKR+yDCd3KCfS5StihWvdGn4ik15L3KKQuHWSKVZCcRaDceFZVBEP3JytdypKZRmH5ute7pGFwQqv+/P6J140AAM7dovdiJnWTabIJlL0NCmRQkXXXuxBEW13rUafsS+SYNYfKyTGNWzjHh1y8uyML3fHyCkxse6bqP4Yo4nixLghirH4e97dKyw9w26LIF3FEPOJqE1DkWSBRqNzt1jArGNTuf9gL95IkicnvCUfs9XhjSTE4B00XzFWvrdDDrOwQfnOxEpkrVoMee19W4MTFKBzF+x9mSDGyfqVD20W2sS4STgz4UOS4PiwQoxXrm4ZtViF3qUoZOsQYzV5Y39f3kXrZrdSFMsyTieFQtCIRIothn6HiWfkPTg9zzT7UEpCTaTY3W0TiRSw+R5jgK49aLzX6bdpa06mUAfvssQ4Wlvr1pFBF1OeaC5Dd+ROcVuDz9gfTa5V1jKZxijGth7Q6DjuFH/rkv5iyHlam5GCIEnCTjFV+vd6z95uDDoND5zbvnYKoRjrIRmFVLTJVgrxuemQNrZTTKxE1vqLYet6jFXc8UFhszz3tWYfScVoE+Mm4cykl329duxq083y5S3jL1bh6BogiW5dK4VaL3tAtVKkU5AI3dxWCnOH+PnzFeOQkjPaJsZoNBITloN0xGdzv5cWw/hSGLtJJwZnN7v1Lh9d+yCT5JQ7ULOV4nz+ZzURgWSkJmJ8dEh8xp9TB/B6Doidohp8xqrHuACJECDXXzHWaME+wKjOh1YjFc+ZVRH1NsdGoWLkDvBcK/l5sRp13L27iwfOz2cLS7YbfJGkkmHchEzp1VDIbAdB5vylB/ASqQzT3hKKcdQDWmNzdiHqgZ0vgu798Nina7JPNQNtYtwEZDIyZye9nFD9xbGAGLzaYsR4yG1lXu4g4y9NjC/OB+m2G3Otd2p1680c1yZJwk6Rrxg3qtxji8LnPi7+Md2adgp18E6SpFzrnTKstalQkilOWpZrtlJcmAvQZTPQYzflDf5Uv417eHAVMdZoBYGrUTEummEMjdmFcg5iCM/xuV+4nQ/eu7P042K+5iRSqChDjb//UC/T3mh2Z2C7wRNOKFFtynu3ycN3AB1SaN32u2wM4HrlHls171+SRHTb/LN1KffZTLSJcRMwvhQiEEtxckS1UWytwTsVQ0oyRcJTOsv4wlxA5DSryF7EbmLFGISdoqhi3KBUii0GzcAxErKWTIs24K1JpDC7wdCEli1lMb1PO4cvkqyp+nfN4B3UtI3rNOsZ67Ly7PQqn/HSxdzrV4B0RiYYSxWvg4bGLLYdgxCY5q5dXfQ41qmbjvqaqxj3HxPq4lTxPGOAFx/oRZLggfPbr+xDlmW8kYSw2WQTQppoQVB2WvoNUebWsVLcKJVIARDxbk1/cT6OvlV8Lp74q2YfSUVoE+Mm4IzSCHVyh7Ki3WJRbSqGO0SWsewvToxT6QxXFkKFg3exBqo7WwkdY+CbFNYSgKBysWpUKsUWw1BPJ+flHSRulL7QNwvBWJKFQJxdPWqG8Uxz/MUgPkf2fobTSjLFcnV2iqTyWc0R4+rqoFfjyKCzMJli6DZxO3um4tcKrFcHDQ1TjAnMbpjV3vRhL50RBk+uqxh32YzcuqNjW/qMQ/EUybSM26pvbnSeCoWUj5hj62YZTyi7PCU9xs38GeoBgwUOvgau/qDm1svNRJsYNwFnJny4LHp2dikfhpUrIGlzaQVbBMNuM3OyG0NkvqiH6NpymEQ6syqqTblI3sxWChCKcSYFAWVREVLroNuKMcBop5WzmT3o58/mFg8tAnXIrTDDuAn+YhVde3BHRdLDeJUDeNeVz2p2FqAOVgoQPuNZf4yloFLW0qsUzCycr/i1/OvVQUODFOMhUby0QVZ7060UINT4uWfW5qPn4f6DfZyfC2Tb1rYLfBG13MPQGsTYYAGdiX59ZF0rxY2VCFaDli6bYe0XayjYaSmM3Qtxv3hvbhG0iXETcGbSy4lhVy6kfvkKdOwAXZEPRwuj32lmkU60mUTRrdHc4N2qqDZoWyk6ViVThBbESVBbJIrqJsRYlyDG2nQUFisnUY1ENqpNJcbNaL3LR9c+DL4r6LVUnUxxZUH8THt6FGKcjYqqbTtaLfrINuBZ3GAfqKoa2leKGDdysa3+XdfLas+klWz2JhPj4VOQSa6rxr/0oBjufXCblX14wqvqoKH5aqs5VwtdauBxYiXMjk7r2sIaUDzG24AYj75Q3N74cXOPowK0ifEmwx9NcmUxxC078j60y1e2nL8YQKuRSGSzjNdeOC7MBdFrJXZ22XJ3qhexm91K4V6VZdzIco8tiF6HkfPafeI/LTaAd3UxhE4jiRa0eEiohc3IMFbRtRcpHuS4K871Kq0UVxdDSFIe2Y/UZ4Dp0KATScprwAPRvlgFMfaXtFI00J6l/l3XGTAW5zS5+URs+HZxu46dYrTLyr5e+7bzGXsighi7LAbx3tXom5/mYHEzYIgQiKX4zE9uFH3IxEqE0a4i/uJMRhD8rVjusRr2PpGec/1HzT6SstEmxpuMs6q/WE2kyGTAM77l/MVZuFRFZW2W8cX5ALt77Bh0eW+zrMe4yepKs2EfEMMynmvi/42sg96CkCQJnXsHfk0HTD3R7MMpwPhSiJFOi6g4VxeEm916l49ukUxxyrFStWJ8dSnEoMuM2aAVd0RWRLRajTsYNqOOXd02nssv+ug9JAbw0smKXsunkJ9NH76D9RXjmBoP1uRzmsUt4rHWGcADkU7xxHVPTYOarQb1vZFVjFshzcHipk8f5SUHevnIdy4Ueu0RMzhT3hIZxjEfyJntoRgDjN0DE6cr/sw3C21iXAlkGU5/qjBmq0KcmfShkeCYWuzhn4JUbMsSY5N7RPyjqGIc4EB+IgXk+QHtax5/U0GjEfaZfCtFO6qtAGPdNp6R9rdc1M/4UrjQRgFNV4wBDhvnmViJkM5Unhl6dTEvZQNqLvfIx9FB5yrF+LDY8l++UtHrBLJWilWWs3hAzGg0QiG0dokFbIkBY6C5ddCrMXyHIMbrDAu+5EAvGRl+dGVpEw+ssfCExXvDrXqMm63eA5jdSFEPH33TUbptRn71n84QjOWI4Zw/RjItr996t1XLPVZj7G5IhmGm8qHbZqBNjCtBYBa+91/h7D9W/RJnJ73s63NgNerEHVs0qk1FR88gKVlD0lt44fCEEywE4oX+YhDbjnpL20sLwmfsvSEWXKGFdrnHKox2WflRfLeoEF6nXXEzkUxnmFgJFw7eQXM9xvZ+MNjZySyJtCgMqASZjMy1pRC7e/KIsZqhWgccGXKyGIznqnF7D4nbCu0U6oBVUcXYaG+MQihJIp96KyjGIAbwYn6hyJfAwQEHBp2Gc7OBTTywxsIbTqCRwG7StQ4xtrgh4sFlMfCJt51g2hvld7/+fNZvrEa1FVWM6zT82jIYvVvc3tgadoo2Ma4E6snGN1nV0zMZmacnfbn8YtiyUW0qBt02FuggsjJVcP9FZfCuIJEClDrom3zwToVbKfmIesXke5sYF2Cs08pjacVnPPFocw9GwZQnQjIt50ikfwaQhDWmWZAk6NpDT1wkU1Ra9DHjixJPZYoQ4/pclNUGvKxq3LVHeEAXnq/odfzRJBaDttCaBY2pg86Hc2h9j3GrDHuBIMawbj20Xqthf5+dc7P+ko/ZavBEEnRYDGg0UusQY7NbHEsmw62jbn7zpXv51jOzfOmn4lp5Y0UsYIs2KmbjElvg56gHLG7oPbJlfMZtYlwJli6JW99EVU+/shgiGE/l/MUgFGOjE6zddTjAzcewW2QZp32FivGFeZEtWlQxvtmj2lR0jIntJZUg2NvEOB+jXVYuyDtI6awtQ4zHs1FtysUsMC284c1OlOnaiy0kbDmV+oyvLoqBvUJi7K3bNu7BficaCZ5Tiz60euGFrVQxLtZ6B4pi3MDFtmNwfcW4lawUHWNg7dmwXfDQgINzs4FtUw/tiyTosCqfwWj93rs1weIGOS2iyoBfuncXd+/p4ve/eY5L80EmlsOY9Bp67Ma1z41sM8UYhM946glIli48aRW0iXElqFExfmpCKAuFiRSXoWt38wcFqsRwh2i/0wYLt7pFvayRLtuqD3080FaMVajJFOpFrJ1KUYDRLgtptCw4j7aMz1iNatvZnacYN9NfrKJrD9rgLP2mFNeWKkumyBLj7sYoxmaDlr29dp6dqS2ZomgdNGyCYqyWfJQoKGglK4UklVW7fXDAiS+SZNbf+iSlHHjCCeEvBoUYt8DfQiXnCsnVaCQ+9ubj2E16fvULZ7g4H2SH2ypU7tVQFeNWIPj1wtjdYp6qxVKGiqFNjCuBqhgH56pa9ZyZ9OK2GkTMk4rlq1vWXwzQZTOwLHVhji0UlHxcnA/kygLyEWvwRWwrQc0yVklf20pRgG6bEatBy0XDYZFlXEWNcL0xvhii227MEbRAE1vv8tEtLCd3uTxVKcadVkNOcUvGxE5GHbdxjygDeFmFsvcQBGcr+pv6I+spxg08pzgGhfIXKpH9G/WCzgR6c+OOoRKM3Kn48udKPuTQgPh9nZvZHnYKbzgpYvySMUhGWsNKoS4sVasN0G038vG3HOfqUohHri4XcoF8RJXIue00pL7jLpA0WyLPuE2My4UsC8VY3bLzT63/+CI4M+nl5EhesUc8JC4OW9RfDCJWK2buxZCJZZWTVDrD5fx62Xy0rRQ5dOwAJJhSVtBtK0UBJEni1lE3X1ocFndsEEO1GRhfCuVsFLKsKMZNjGpToSRTnLQscb1Cj/H4UohdPasSKaCu27hHh114wolcC1gVA3jNU4yVv28pn3HU1xo2ChXDG/uMD/Q50Ejw/DYZwPNGEiKqLavetwIxLlSMVbxwTxe/8qLdgLCLFYW6Y7NFd5KLwuSE/uNbwmfcJsblIrQIMR8XrLeK/1foM/ZFElxbCnOiwF+8tQfvVGQchVnG15fDJFIZ9q+OaoO2lSIfOqNQoxJB0Fu3lzpQJ3zg3p08HB4hLemb7jOWZbkwqi3mE8pqMzOMVbh3gkbHPt0c84EY4Xh5NdqyLHN1aVVUWwP8jUeVBrxslmu2GroyYrym3APEOaWRn52NsoxboQ46H/1HQWeGydILSbNBy85uG+e3wQCeLMt4VY9xnYpp6gL1GKJrd0V+/SV7+OUX7eL1J0rsNkXqF5fYUhi7B6afhER1eeubhTYxLheKv/hv5hUS662MGJ+dFCvZk8WI8Ra2UgDoOwQxkBVFpeTgHSipFG3FOAvVZ9wu9yiKO3d2cmC4h3PSLuSJ5vqMl0MJ/NFkXoZxC0S1qdDqoWOMoZTYySpXNV4JJ/BFkmsTKaCu/sb9/Xb0WinnM7b1gKWromQKXzSxVjGW5cZbKTaqhW41xVirh6Fb11WMITeAt9URiqdIpmU6LPqcbaEVSGUJxRhAp9Xw2y/fX/waqT5nOw3eqRi7W2SYb+CBbzbaxLhMJBcuAPCEdJiErGVpurJw+jOTXrQaiWPDeWrp8hVAEmrPFoatW5R8RJXItgtzAfRaqVCFAuH/SifainE+OkbFbbvcoygkSeKXX7SLRxJ7kWfPQuL/tXff8XFfZb7HP2fUbEmWZKvZlmzLNe52HDuJ4/RGCAkJCaElEAhsCLD30nYhgWUveykLy+4Cyy7shpoLAUIqSYCE9MSQ4hI77kXusmxJltW75tw/zm/kkTSyVX7TpO/79fJL0sxPM2eORzPPnN9znmdoNXr9FNp415N2EAqUEiGVAqBgHhNbDwCnxnomEStSRCGVIiM1hbMmTzi1YmzMkDbgtXV209YZdC1/w3W2uPzfaH7YHpfnqgbteCJy44zWusRYoQw37TyofMul6w1g0dQcKuvbqE3yDngnveYeE0PNPSAx/j8ycl1ObeiD5lC0nEiMx+C36ashkJrw6RQKjAdp77b11NtM7n7PFVRSyOF9AxdQj2TDwZPMnzyBzPTUUxdWboL82ZA2zufRxlb+5Gl0W0NjlVtF31nZwOzC7Mj1RkE5xuFCH4q0YjygKxcUUzFhOQHbRfBw/HY09wTGoRzjUDe0RFgxBiicR3r9AdJM16BXjCOXagvVUPV31W1JSR5vHakL24C3GKp2DFztIUyo611OLNtBhxgDV/yj2yT75i/7X59oqRTg6hnbbqjYMOAhi6a6BYpkr2d8sm87aEiMoDIQ8GoZD2PTcOsoXTFOz4KSlQm/AU+B8SA0tXfRfGQbxzLKuHbpFIK50wjUH+Jw7eBWr7qDls2H63qXaevqgP2vwMxLojTq2CnNz6WaPDq87nc7KhsHTqOAxDrtGG89qRRaMR5IIGBYfdnbCVrD/o3PxG0c5VXNjE9LYWquV32gocKtfiRKNZGCeZhgJytzGgZdmaK8uonM9BSm5oZ9OI9SO9qlpbk0tHVxKPS6WbwIulpPtUU/jfrWAbrehT5sR/ss1NkfdN27nvkKNPapTpFoqRQApatwG3sj5Bl3tkHziVOVKZI8naLWC4wnZqWfCkITITCGnu53Q2Lt6M0xBpdnfPTNU/FAAlJgPAg/fnkfZfYIBWVLMcZQPP0spplqfrr2zC/oALuONdLc0d07v/jIOrdxZ/blURp17EybNJ5jdhLUV3CyuYNjDW0Dl2oD5RiHC5VsU0WK07rmnPmUB2bQtPuVuDUlKK9uYlZhWN3R+grXjjmQEpfx9FPgSradN+EE+2oGn0oxuzD7VKUccG/K6RN8b1qypKRPB7yeyhRnzjOu8wLjvHisGINbNb7uey6ofOruU5d3d7rNs4kSiIWMz4OihfDmr+CBD8LProH/WAH/PA2+UQzfmUVexUuU5I1P+sD4uFeLuTA7w60YB9IgPfsMvxUjw1kxbqt3q/2jccUYXGBsgxDnPSOno8D4DGqa2nn4lU0UmAbyZy4DILN4FvmmgcfX7R5UftbGQ+70Tq/AuPx5MCkuGT3JTRiXRk2ggIyWY+w45rWCnhxpxdgrpaNUilMKz3KrOzPWxHskCS01JUD3tPOZ27GD1/cOUE8WXA7o726HN+/3fQzlfas3NCRIc4+QAlcCalH6MfZXNw/qA0R5VVj5uZCWE1FZrZpXPIH01ABbQhvwCue7HMxB5BnXtwy0Yhw6CxWD15SCOXDx38O2R2D30+6y0KpXoqVSACx5N7Q3uvr7gVSYsgyWfwAu/wqkZMC+F1k4NSfpUym2HW1gQkYqJXnjT7WDTpQyZ5mTXBfJoRiNzT3Cla5yz78EzjNWYHwG//n8Xkq7vZrFXhF98mYAkN9VxS9fPXN1io2HTlKQnc60SWEF4Mufd0+QUbIRrXncZCZ0VLGz8jQVKWJ12jOZpI2Hjz3rcgLltGatvJpM086fnnl64IN2PgnbH4Ptv/f1vls7uqmoa+0dGNcfSZz8YnB/V9mTmUkFzR3dVDW2n/bw5vYujta39c4vBi+/0f835fTUAAum5PBWqDV02jhXkWcQgXHPinHfcm2xWjEOWfNpF9D/4fNuY1sitYPu66LPwRf3w9++AR9+Em75Obz923Dx38HU5XBkHYum5rC/pnnQ5f0S0daj9SycmuPO5IQC40QxnBXjnsoao3TFOG2c6854QIFxUjpc28L9rx/kvTO8fL3C+e6rFxhfN62D+149QFvn6TePbDx4krOnTzx1urKl1uXYzL4sSiOPve7syYy3Lew7UklBdjqFkfq/K5VCRiB95oUApFW8fqq6QbhgEF78lvu+emibY89kf00z1sLsIm91tbvL1e1OpBVjgMJ5FLW7lvVnqkwRur5fYOxjO+i+lpbksrWigWAwrAPeIFIpzpxjHKPXlNR0uP4/XIOnF74ZttkrAQPj0yldBUc3sbh4PNa6TqXJqKs7yI7KBhZ7aToJFxhnTnR/T0NJ/+rZ/DpKA2OAsovh2JaE6GYaiQLj0/juM7sJGMPVRXUu5y5nqrsiz5Unu6Gsi9rmDh7ccGTA23h4wxEOnGhhZfjGu/0vAXZU5BeHBLwmBzWV+yOnUUDY5jutGMswTCime+JMLkjdxQ9f3Nv/+p1PQNU2l1tZd8jXIvKnKlJ4QeT+l6C7Haad69t9+KJgHtmN5YBl48HTn8KNWJEC3JtVlE7jLinNpam9i32hqhnFi1yzpLbTB2b1rZ0Y49K2eon1ijG41a6VH4XXfwT7XnSXJVIwNhilq6C7nWVp7mxosuYZ76tppq0zyOIS7/+/JcEC46JF0NU2tLq9PQ12Euhx+G3mxe7rgbXxHccAFBgPYOexBh7dVMGHLygjq36vS6MIrfhmF0HqOGYEqlk+LY8f+OvHEQAAIABJREFUv7yP7mDvT4TWWv7tz7v4/IObuWB2Ph84b/qpK8ufdzUOp66I4SOKrnEFrm1vS/WhyBvvwK3umEDibIyQpJMyYw3np+3h6W1HewI7gLaOTpqe/jrVGdP5av21gPXqhPtjb1UTxsDMUAvXrY+4YGzOVb7dhy8K5hHoaOTSqUGe2VF12kPLq5tIDRhm5PfNMY5eqahlpW5ltSedItQBr2rHaX+vvqWDCRmppAT65I62NwIm9q8pV/4fyCqCl7wzFImYSnE6pasAKKh7i4mZaWyrSM7AeKuXr754atiKcSJVc1j4TreotvG+wf/OWFgxLlnhur0maJ6xAuMBfOepXWRnpPKJS2e707KhNApwAXLedEz9Ie66ZBaHalt4auuxnqvbOrv537/dxA+e38t7Vpbyi4+ce2qlw1oofwFmXQwpqYwWeUUuvaTY1J5mxdhr3ZooGyMk+cxYTWZXPfNTjvHdZ3fz69cP8dFfrOOLX/s62fW7+ZfWG1jfOsUdW73Lt7str26idOJ4xqWlQFe7W52e/47Eq0FeMA+AG0qb2Xy4jqqGtgEP3VvVxIz8TNJSwt4GujpclYUovSnPKcomMz1lyJUp6ls7yT1dO+hAjN/KxuXCtd+BoJebm2ypFLklMGEqpmI9i6bmsq0yOTfgba1oYFxagFmhMzmJlkqRnuU2QW577FQ++pk0VrrNkqN5k3pKGsxYrcA4maw7UMtzO6u465LZ5NEETcdPbbwLyZsBJw9y1cLJlOVncu/L5VhrOdHUzgd+/BpPbD7KF6+Zz7dvXtq70cWJcpefNmv05BcDFJaUATCF2oHbXLbVK41CRmb6agA+MfMYf3irki89uoXdx+r5ctbvacmZzdf/4R8pm7eELlJ8zTMur24+lUZR/rx7Li+6ybfb940XGK/OqQHguZ0DrxqHSrX10hrd07gpAcPiklw2HfaChNxSd/bsDBvw6lo7yRsfoXxctNtBn86C6+Gsd0BKevKtGINrG+1twNt9rInO7ghd/RLc1qP1LJyS484kdLW7EqiJ9iHlnNtdve4tD5752M42d1zZRaN/AansIqjZ1b8ueAJQYBzBfzy3h4LsDO5YMxNqdrsLw1eMASbOgLqDpAQMf3PxLDYfqef+1w9x4w//wrajDfzw1hV84tLZveuDgntThVGVXwxQkp9Ltc1laqD21Aalvtob3JugyHBNmgXZxbxtwn6+fuNi/vzZi3n5ugaK2vaTedWXyEhPZ3pBLvuDkwlW+RMYB4OWfeGl2rY+4lalZl3qy+37KmcqpGdT3HGI0onjeWZ75Dedzu4gB0+0RM4vhqiexl1Wmsv2ygY6uoJea+iFZwyM61s7+2+8A/eaEq/NvMbATffCHU/7XvM5JkpXwckDLM/vpKM7yJ7jg6t9nSiCQcv2o3023kFirRgDTD0bJi916RRn2oS36X63EHfR52IztniaebGLB074l/LmFwXGfWytqOeVPTXccWEZ49PDVp36rRhPd6tGrXXcvKKUgux0/uGxrbR2BHng46u5dsmUyHdQ/rxr6hDqeDZKjEtL4XigiIXpx8lIHaDhgVaMZaSMgemrST/yOredP4N5hZmYl77tmlssehcAZQVZ7LYldB/3JzCuqGulvSvogsiOFtj1R1jwzsQMhoyBgrmYmt1ctbCYtXtraOnoX4rr4IlmuoI2ckUKiGoN1WXT8ujoCrL7uCvt6CpTbDtt0FDfMkAqRVt9fE85Z2S7fMlk5OUZLzNuI2uy1TM+WNtCU3tX7/xiSMz6vys+5KowHH1z4GO6u+Av33ctk8uSv7/BGU1Z7soJll0Y75H0o8C4jx+9VM6EjFRuO9/lzFK9C9IyIXda7wO9km3UHWJcWgpfeNt8Vs/K57FPXcDyaQOcyunudD3CR9lqcUhr8UoW2r3ulFYkbXFc3ZHRY8YaaDjiKk9sf8x9eL3kCz0d6GYWZLHXlpLacMCdmhyhXhUp9vwZOppgcQKmUYQUzIOaPVy1oJiOriAv767pd8jeKlcVYsDAOKorxu71sSedoniRy2uuOzTg7yTkinGym7IMAqlMbtjK+LSUpKtMEdp4tyhUkSJRV4wBlr4HUsfDxv838DHbHnEVWi76/OhPowC3LyBRuob2ocA4zIGaZv60pZJbz59BTmizXPVO90bTd3OHV7It9GL+nlXT+M2d51M6MXPgOziyzr2pjqL6xeFWXXo9qcF2qNgQ+YD2OK/uyOgww+UZc+Av8OK3XZqTt1oMUJafxZ5gCcYGobZ8xHdXXu2CyNmFWe7NK6sosVd0CuZBQwWrpqaRMy6VZ3f0T6foV34upCfHOHqrbqUTxzMpK71/ZYoB0imstV6OcYTAuLVOrynDlZ4JxYsJVKxjwZQJbE+2wPhoPekpAeYWeVWQEjkwHpfrXqO2POQaw/QVDMLa70LhAph3TezHJ70oMA5z7yv7SA0EuGNN2akLq3f1zy8GmOgdU3fmznc9Qm2gE/lNdSSmrwaMC1giUSqF+KFooctNe+EbbvPGJV/stfJQkJ3O0TTvg6sPG/DKq5vIy0xjUmq7awW88IaEXekAejbgpZ0s57L5RTy/s6pfOcm9VU1MzR1HVkafyjgxSKUwxrC0NJfNh71T90UL3NcBAuPmjm66g7b/inFnq9vIPGlW1MY66pWugoqNLJ6SzfbKsMYrSWBrRT1nTZ5wanN7KD8+EQNjcOkUHY2w7dH+1+1+Cqq2w4WfjX2FFelH/wOeqsY2HtpwhJvPKaUoxyvB1NYADRX984vB/fGlTzjt6b9+yp93O4ETbdesXzInudOiByMU7Q4GXc1RnfaUkQqkuCYL9YfdCsvCG3tdbYzB5s8mSMCXkm3lXvUGs/tpV6x/8c0jvs2oKlrovh5+nSsXFFPb3MHGQ72bfeytamJ23zQKcA0S0rKiXoZuWWkee6oaXSvijAluoWGAkm0Ddr2r2Q026DbvyfCUroKOJi7IqaapvYtDtS3xHtGgWGvZWtFwqrEHJPaKMcD0891eiL7pFNbCK//mzkIn+mvLGKHA2PPzvxygszvInReHrT4MVJECemoZc3KQK8ahNtCjrExbPzPWwOE3XD51uI4m9yamFWPxw4wL3NdLvxhxhaW0cBIVZrJvK8azC7Ng68OuBfS080Z8m1FVMMdt4HnjXi6Zl09aiuHZsOoUwaD1HlOkwDh67aDDLZuWS9CeyhOlePGAK8Z1LR0A5PXdfHd8u/tatChawxz9prkNeEuse69LljzjIydbqW/tZNHUsPeT1pNe/d8BGkzFmzFu1fjIG70b2hx4BSrWw5pPj6reBslMgTHQ0NbJr149yLWLp5zqbAUDV6QI8Uq2Dcr+l11gOEo33vUoWwOdLf1337bHoXWrjF7nfBhu+C9YcEPEq2fmZ7KjawrBqpGtGNe1dFDT1MGCvCDsfdblCSbDqc7Vn4TafeQcfI7zZ+X3KttW2dBGS0d3/4134HKMY9CKdmlPB7ywRh+15a7qRx+hFeOcvivGVdsgJUOpFCMxcSZk5jO5cQupAZM0lSlC4+wp1Qanmnsk8sa1Ze+DQBpsCOuE98q/u30Ly2+L37iklyR4hY++X79+iMb2Lu66ZHbvK6p3uhfeUD5xX3nTXSrFmWoTgtcGOgdKzhnxeBPajDXua98e6G1eYKxUCvHD+Ilw9m0DBqllBVnssSWY2r39z14MQWjj3bntr0KwM7GrUYRbcAPklMJrP+SqhcXsq2nu2XBX7rXSjhgYx2jFuCA7g5K88Ww6ElaZwgYjrvCfbB4gleL4diicp1W2kTAGSleRUrGBucUTkmbFeGtFAykBw/zJYavDidb1LpKsAlhwHbz1W1cxp2Ij7HsBVn8q8bpojmFjPjBu6+zmp2v3c+GcApaU9jnNX73Lq0gxwEabvBkuRSCU9D+QUBvomaOrDXREWQUu9eRgnw14bd5KhFIpJAbKCrLYEyzFBLugdt+wbycUTM489pT7gDw1SWrWpqTCeXfCgVe4Jt91vwutGu89bWBcG5PAGGD5tLxBVaZYu7eazPQUZhX0GW/VdqVR+KF0JdTs4pxikzyB8dF65hZluxbtIa21iR8YA6y43QXxO5+Etf/u3hNX3hHvUUmYMR8YP/pmBdWN7Xzi0tn9r6zeOXAaBbhUCjhzOkXtPqg/NGrLtPUzYw0ces0VLA/pSaVQYCzRNzPfrRgDI8ozfvNQHaXpzYw/sta1gE7k07R9rbgd0rIo2vpTFk3N6ckz3utV2cjPitCgpKU2Zg0Slpbmcri2lRNN7e5DR1pmv8C4szvIn7Ye46qFxa7hUvg4Gyu18c4PXqOPizIPUtPUTlXDyGt/R5PbeFffO78YvBXjBGzu0dfMS9yi2kvfhh1Pwrl36kxqghnTgXF30PI/L5WzpCSXC2b3WSXpaHZpEpE23oX01DI+Q2A8SttAD6hsjVtJP7b51GVaMZYYmpiVTk3GDIKYYVemsNby4q4qPlG0DWO7k2/H+Pg8l26y9WFumJ3ChkMnqWlqZ29VE3MKs/u3q+/udLXGY7Ri3JNnXFHvzsoVL4LKTb2OWbu3hrqWTq5bOrX3L1dp451vpq4ADIuCrjVvoq8aVzW2U9PUwZKSPsFka11yrBgHArDig25zf+o4OO+ueI9I+hjTgfHT245x4EQLn7h0dv83iZ6KFKdZMe7T5GNA5c+7FZGxskmkJ884LJ2iJzDWJ2OJjSmFk6hJKR72ivGOykYq69u4KrjWpVQVJ2EQdv5dEOzixs4/Yi08v7Oqp/xcP6FyV1Fs7hFuSWkuxsBboXrGJSvh6KZeOeFPbD7KhHGpXDyvoPcvhypSaMV45MblQNECJjdsAcIqhSSo0Ph6bbyD5MgxDll+G6Skw8qPuPRDSShjNjC21vKjF8uZWZDF2xZN7n9AaJXpdCvG43JhXN7pS7Z1d8L+0dsGOqIJk2HS7N55xqpKITHmWkOXDHvF+IVdVRRxksLaDW61OJnSKEImzYKzrqVw1/2U5RgeWn+EE80dA2+8g5gFxtkZqcwpzGZzKM942iroau2pZ9zW2c0z247ztkWTyUjts8+jart77Z0wJSZjHfVKV5J6dD1lk8az7uBJOruD8R7RgLZWNGAMLJgS9l7S1eHOUiZLYJwzBT75Glz51XiPRCIYs4FxXUsngYDhzotnkRKI8IZXvdOVVZk08/Q3dKaSbeXPu243c68e2YCTTdkaOPgqBLvdz231rsKHdt5KjJTlZ7G1YzK2Zs+p5+EQPLfjOB/N34LBuvziZLX6k5jWWj5b9CZvHHAbhQfceAcxzdNc5m3As9b25LpyZD0AL+2uprG9i+uXTe3/i1Xb3Qp+Mn5YSUSlq6CtjpvL2nl5dzUXfOt5/vXpXRxOwIYfW4/WM6sgq3fXxp7mHknUPCt/NqRmxHsUEsGYDYwnZqXz2Ccv4L0rp0U+oHoXFMyFlLTI14eESrYNZPNv3RvN7CuGP9hkNONCl68Y6mbV1qA0CompsoJMV7Ktux1OHhjS79Y2d/Dm4TouG7cXcqe7smDJasYamLyUKxseBlxpydOvGMcmxxhgWWkuNU0dVNS1Qu40yJ4MR9YB8ORblUzMTOu//8Na1yChSGkUvvE+lHxyzkl+8qGVLCnJ5Ycv7uXi77zA7T97g6e2HkuYVeRtFfWR0yggZmc7ZHQbs4ExuNaxgUirxXDmihQheTMGrmXc1gC7/uhOw6ZG2AE+mpX1yTNuq9fGO4mpmV7JNmDI6RQv7a7CWihr29bTHSxpGQOr/5ashnLelrGNcWkBSvLG9z+u1VsxjmFwsWxaWKMPY1zpsMNv0NLRxbPbj/P2JVNIS+nzNlV/2KVmKb/YPwVnQUYOKUfXc+XCYn724VW88sXL+V+Xz2XXsUbu+tUGLvz282w6XBfXYZ5oaudofRuLI1WkgORJpZCENqYD4wF1troVptPlF4dMLIOuNmiq6n/djifcdUvf6/cIE19uqfvQEMozbm9QfrHEVFlBFnutdxp+iBvwnttRxcKsJtKbK6H03CiMLsYWvQuyJ/P5Cc9wzoyJkRcEQivGMUylmD85h/SUAJtDAVfpKji5n7Wbd9La2c11SyPkEPe0glZg7JtAAEpW9KzWA5TkjedzV81j7Rcv48cfWkl6aoCP3beeIyfjl14RqpixqF9FCgXG4h8FxpGc2Ou6MA1qxfg0JdveesC13Cxd6e/4kkXZhS4wDgaVSiExlzMujXHZedSlFQ1pxbirO8jLu6t535Rj7oLSJF8xBnfG6ty/YV7TOn553YTIx7TUQup4SM+M2bDSUwMsmJoTtgHPfQjZs+FFCidkcN7MCGkdVV6t46IFMRrlGFF6rqsj3dHc6+LUlABXLSzm5x9eRXtXNx+7bz2NbcPvJjkSW71W0P1rGIfy4xUYy8gpMI5kMBUpQvJCTT765BnXV8D+l91q8VjdIDJjjfskX71DqRQSF2X5WRw0pUNaMd5w8CQNbV1cNH6fqzM6eUkURxhDK++A1PEEXv1B5Otj2PUu3LLSXLYcqac7aGHKcqxJIXB0He9YMiXyxujj210+sl5P/FW6Cmw3HH0z4tVziibww1tXsKeqif/9mzfpikPO8baKBqZPyuzfHrxnxVg5xjJyCoz7CgZhy0OugsKkCN3w+srzNu/13dyz9SHAwtL3+D3C5BGeZ6xUComDsoIstndNdXXJg4N7I39+VxVpKYbpLdtgyvLRsz8gcxKc+zHY/Bt47Uf9r2+tjcvmpWWleTR3dLOvugnSM6nLOYuldk/kNArwWkErjcJ3oTObYekUfV00t5B/euciXthVzdf/sCNGAztl69F6FvdNowAXGJsUyBjgbIjIECgw7uvl78DuP8GV/2dwb4jpWZBV2D+V4q3fuU/g+YMIrkervBmQUwoH12rFWOJiZkEWm9snQ2eL27Q1CM/vqOKCsmxSjm1O/o13fV3xVVhwPTx1N2z6de/rWk7EJzCe5l4XNh9xp8k3BueyPKWcFaURAqCuDvchRxvv/Jc5yS0GeeXyBnLb+TO4Y81MfvHXA/zy1QMxGRpAfWsnB0+09E+jgFPNPcbq2Vnx1YgDY2NMijHmTWPMk97Pk4wxzxhj9nhfkyfpZ8eT8OI3YdkH4PxPDv73QpUpQo5tdWXKxuKmu3DGuFXjA2tdYKLAWGKsLD+LvcHQBrwz5xkfrm1hT1UTN02phe6O0bHxLlxKKtz8U5h1Kfz+U26DcEjLibikUswqyCY7I5XNh+uob+nkjydLyKKNQE2E9JcTeyHYpVbQ0VKyAio3n/GwL79jAVfML+KrT2zn0O++6J5LUbbd23jXr1QbuDQg5ReLT/xYMf40EH5O5W7gOWvtXOA57+fEd3w7PPpxKDkHrvvu0D555k3v3f3urQcgkOp2go91M9ac2u2uVAqJsbKCTNf9DgaVZ/zCLldd5sKMfe6CaaMsMAbXVOC997vXuofugPIX3OUttXHJ0QwEDEtKcnnrSB1PbzvG+u457opIp/Sr1Ao6qgrne+XwGk97WErA8P33n83comzY9ii8+SvY+2xUhxZqBb1o6gCpFAqMxScjCoyNMaXAO4CfhF18A3Cf9/19wI0juY+YaKmF377fpUW89/6hd2ebOAPqj7juWsFul6M850r1QAdXmSJEK8YSY2X5WdQxgZa0/EGtGD+3o4qy/EzyT252jT0mRGgXPxpkZMOtD0L+XPjtrXDoNWiri8uKMbh6xtsrG3h44xFs3kxsZn7kU/rHt7lFh/y5sR/kWBCq9FG9+4yHZmek8vNbF1FqvFKlT30JuqNXrWLr0Xqm5I6jIDtCt7jWk2ruIb4Z6Yrx94AvAOG7WoqttZUA3teiEd5HdHV3wUMfgYaj8N5fuR7mQ5U3HYKd0Fjp0gYajyqNImTSLNfNClSuTWIuKyOV4pwMjqZPP+OKcUtHF6/uO8Hl84vdauVoyy/ua/xE+OCjkF0Ev7rZXRan4GJZaS6d3ZbX99dy/fKpmNJVcOSN/gdWbYeCeaNnQ2SiCVViqh7cxropnYcJYHm4+0Ko2QXrfxaVYTW0dfKXvTUsiZRGAdBapxVj8c2wA2NjzHVAlbV2wzB//05jzHpjzPrq6urhDmPknvlH2PeiS58Y7mnT8JJtb/0O0ifAWW/3bYhJLZRnDFoxlrgoy/c64NXsjtyh0vPXvSfo6ApyzfRuaKgYHfWLz2RCMXzo96d288dxxTjkuqVTXYWEmt2nynCFHFdFiqiaWOZKFFYNsuKEd9xP7LvYm30OvPBNdwbWZ9/+007qm1v528sG2MyuVArx0UhWjNcA7zTGHAB+C1xujPkVcNwYMwXA+xqhJRxYa++11q601q4sLCwcwTBGYNNv4LX/gvPugrNvG/7thALj6p2w/few8AZIi9BydawKpVPohUviwFWmKHYlAxsrBzzuuZ1VZKWncLbZ4y4YbRvvBjJxBnzwMZh1mcs7joPQKfI5RdnMnzzh1NxXhK27tDVA/SE19oimQAoUzB18Q5zqHZCSzqLFy/lC4/ux7Q0uOPbRugO13P/6IZ7N/zeWPnEtHNvS+4CuDuho1PuL+GbYgbG19h5rbam1tgx4H/C8tfY24HHgdu+w24Hfj3iU0dBUBU9+FmZeDFd/fWS3lTcNMPD6ve4PdCzXLo5k2Qfgpp9opUfioqwgi01tXjrPAOkU1lpe3FXFRXMLSTu6fnQ19hiMovnwocdg0sy43L0xhm++azHfuHExxhhXHQEDh8M24IVWMYtVkSKqCucPviFO1U4omMct585kY/tUyqff4tIpBrvifAbtXd3c88gWVuecYEbTJncW4ceXw19/cKoueZvXNVGBsfgkGnWMvwVcZYzZA1zl/Zx4sotcTvG7fwEpaWc8/LRSM2DCFPfpOacEyi7yZYijRto4WHqLakxKXLhUilBlisgrYTsqG6msb+Py+UUut3U0NfZIElcvmsx5s7xUjowJ7oN0eGWKnlbQ+oAdVYOsTAG4ALhwPufOnMSsgiy+0fIut7HzqXtOm7Y0WD96sZy9VU18c94ewMDHX4a5V8Of/wF+eYPrMNvT9U6BsfjDl8DYWvuitfY67/sT1torrLVzva/+Jxz5Ze6VkOVTTl3edPd1ybshoL4pIoliVmEWJ8ihPT1vwJWwUJm2S+fkuDquo33jXTKYtgoq1p9aGaza4fZvhF5rJToGW5mivdFLbZmPMYb3rprGC4eDVJ/zWdj3Aux+akTD2FvVyA9fKOedS6cw89jTrvRn8SK3oPXOH8CRDfCjC+DNX7pfUGAsPlEE55eJXp6xqlGIJJTpkzIxxlAzbuaAK8bP7TjOkpJcipp2j87GHsmodJXrmHnCy/k+vt0FbTrzFF2DrUwR+lvyVvBvPqeUtBTDj1uvcJVDnv4SdLUPawjBoOWeR7YwPj2Fr64OuIoXi7zKr8bAig/BXa+4zrJ//YG7XIGx+ESBsV+WvAfO+4Ty30QSzLi0FKbmjudgoNStOvY5xfvKnmo2Hqrj7UsmnyoRNhobeySbUFWQI+vc/1nVNjX2iIWJZZCSceY84dD1XiBdkJ3BVQuLeXDTMTqv/BrU7oPX/2dYQ/jNukOsO3CSL79jAZP2Pwkm4Da1h8ufDXc8DRd/wQXnk2YN675E+lJg7Je5V8LbEzOdWmSsKyvIZHPXdLdR58DanstbO7r58qNbmVWQxR1rZsLhN0Z3Y49kkj/XlXg8sg4aj7lcUrWCjr5AilvxPVNliuqdbpPqxLKei967ajonWzp5qn0pzLkKXv4ONJ8Y0t0fb2jjW3/cyepZ+dyyogS2PuL27WRHaImQkgaXfxk++SqMz+t/vcgwKDAWkVGvLD+L+5pXu9KKf/icK/EEfO/Z3RyqbeGbNy1hXFrK2GjskSwCAShZ6SpThDbeacU4NooGUZmiajsUnuUCac9FcwooyRvPA+sOwxVfcSUSdz4xpLv+6uPbaO8O8s2blmCOb4Haclh803AehciwKDAWkVFvZkEWx1oDNF7xz67k01+/z9aKen6ydj/vWzWN82flux3uY6WxR7KYdq4LwA57KS6qSBEbg6lMUbUTCnvXlA4EDO9ZOY21e2s4lDYHcqfBnmfOeHfWWtbuqeGjv1jHn7Ye49NXzGVmQRZsexRMCsy/fqSPSGTQFBiLyKg3syALgD25F8DCG7Av/yvfe/BpJmamc8/bvTf3UH6xNt4ljtKVgIVNv3at5ePUsnrM6dmAN0BlitY6aDzqVpb7uGVlKQEDv9twxJVWK39hwE14rR3d/Pr1Q7ztey9z209fZ9PhOj5z5VzuvHiWyyvf+gjMutS/6lEig6DAWERGvTIvMD5Q0wzXfItOG+C2E//JP12/kNxMr4754XVjr7FHogt14qs/rDSKWOop2TbABrxQmkWEFfypeeO5ZF4hD244TPfsK6GzGQ7+tdcxR+ta+fZTO1n9ref40qNbSA0E+M67l/KXuy/nM1fOIy0lAEc3Qt1BpVFIzKXGewAiItE2bWImAeMC48Nl0/hl5y18KeU+bMrrwLvcQWrskXjGT4SCs1y5LqVRxM6ZKlP0qUjR1/vOnc7Hf7mBlzoXcnlKBux5ho4Zl/DcjuM8sP4wL+2uxgBXL5zMR9aUce7MSa7jYbitj0AgDea/w7eHJTIYCoxFZNRLTw1QOjGT/Sda+NKjW9jM2/i7ojdJf+pumHOF615ZuRnO+3i8hyp9la5ygbFKYcbOmSpTVO+EtCyXQxzB5fOLKJyQwa/frOG8kgto2/QEV6+7jBPNHUzOGcf/umwO71k1jdKJmZFv31rY9hjMvlz1iSXmlEohImNCWUEWf952jFf21PD5axaRfsP3oOk4vPANFxSrsUdiCtWUVopLbJ2uMkXVdnf9AF1e01ICvPucUp7dUcW/lE8nv+0Q15a08vOPrOIvd1/O564+a+CgGFx1mIYjSqOQuNCKsYiMCTPzM3monm6xAAASEUlEQVR5dzUrpudx2/kzIFAGqz4Gb9wLLV7nejX2SDzL3g85UxUYx1rhfNjyoKtMkTGh93VVO93GutO4fXUZOysbmD/lJnjtPr62qBLOilCLOJKtj7hUjrOuHebgRYZPK8YiMiYsLsllXFqAb928lJSAl894xVcgqxC2/E6NPRJVajrMvSreoxh7BqpM0XwCmqsiVqQINzl3HD//yLm8/5pLXbOW3U8P7n6DQdj+GMy5EsblDH3cIiOkwFhExoR3n1PKG1++knnFYatf43Lhbd9035eujM/ARBLRQJUpQj8X9a5hfFpzr3YdJzuaz3zs4degsVJpFBI3CoxFZEwwxpAzLq3/FYtvhsv/AVZ/KvaDEklUocoUffOMeypSDCUwvgq622H/y2c+dusjrmzivGsGf/siPlJgLCJjmzFw8d9rxVgkXKgyRVWfwLh6J2TkuLzvwZpxAaRnw54/n/64YDds/71bYc7IHvqYRXygwFhERET6i1SZomqHS6PoW3f4dFIzXAe7Pc+4UmwD2f2Uy19WGoXEkQJjERER6a/wLNd1sL3R/WytC4wHaOxxWnOvcrc1UNOQ1jr4w9+521Y1CokjBcYiIiLSXyiPOFSZorkaWmuHtvEuJFTebaB0iqfucXXFb/yRW2EWiRMFxiIiItJf38oUVdt7Xz4UOVOheIlLp+hr159g86/hos9ByYrhjVXEJwqMRUREpL++lSlCG/GGUpEi3Nyr4NCrLm0ipKUWnvg0FC+Gi78wouGK+EGBsYiIiPTXtzJF1XYYPxGyB9nBrq+5V4Pthn0vnLrsT1+AlhNeCkX6yMcsMkIKjEVERCSy8MoU1TuhaOHQKlKEK10F4/JOpVNsf9y1nb74CzBlqT/jFRkhBcYiIiISWXhliqqdw6tIEZKSCnOucBvwmqrhyc/ClGUut1gkQSgwFhERkchC+cT7XoT2+uFtvAs392pX3eJXN0FbPdz435ASoSOlSJwoMBYREZHIQoHwtkd7/zxcc64EDBx7Cy67B4oXjuz2RHyWGu8BiIiISIIKVabY9ZT7ebgVKUKyCqDsQujugAs+PeLhifhNgbGIiIhEFqpMcXwLZBVCVv7Ib/PWh9wGvhSFIJJ4lEohIiIiAyvyNtyNNI0iJG2cuttJwlJgLCIiIgMrPMv76lNgLJLAFBiLiIjIwEIBcdEISrWJJAkFxiIiIjKwsjUw7xpXak1klFPmu4iIiAxs/ET4wAPxHoVITGjFWEREREQEBcYiIiIiIoACYxERERERQIGxiIiIiAigwFhEREREBFBgLCIiIiICKDAWEREREQEUGIuIiIiIAAqMRUREREQABcYiIiIiIoACYxERERERQIGxiIiIiAigwFhEREREBFBgLCIiIiICKDAWEREREQEUGIuIiIiIAAqMRUREREQABcYiIiIiIoACYxERERERQIGxiIiIiAigwFhEREREBFBgLCIiIiICKDAWEREREQEUGIuIiIiIAAqMRUREREQABcYiIiIiIoACYxERERERQIGxiIiIiAigwFhEREREBFBgLCIiIiICKDAWEREREQEUGIuIiIiIAAqMRUREREQABcYiIiIiIoACYxERERERQIGxiIiIiAigwFhEREREBFBgLCIiIiICKDAWEREREQEUGIuIiIiIAAqMRUREREQABcYiIiIiIoACYxERERERQIGxiIiIiAigwFhEREREBFBgLCIiIiICjCAwNsZMM8a8YIzZYYzZZoz5tHf5JGPMM8aYPd7Xif4NV0REREQkOkayYtwFfN5auwA4H/iUMWYhcDfwnLV2LvCc97OIiIiISEIbdmBsra201m70vm8EdgAlwA3Afd5h9wE3jnSQIiIiIiLR5kuOsTGmDDgbeB0ottZWgguegSI/7kNEREREJJpGHBgbY7KBh4HPWGsbhvB7dxpj1htj1ldXV490GCIiIiIiIzKiwNgYk4YLiu+31j7iXXzcGDPFu34KUBXpd62191prV1prVxYWFo5kGCIiIiIiIzaSqhQG+Cmww1r772FXPQ7c7n1/O/D74Q9PRERERCQ2Ukfwu2uADwJbjDGbvMu+BHwL+J0x5qPAIeCWkQ1RRERERCT6hh0YW2vXAmaAq68Y7u2KiIiIiMSDOt+JiIiIiKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERIAoBsbGmGuMMbuMMXuNMXdH635ERERERPwQlcDYGJMC/BfwdmAh8H5jzMJo3JeIiIiIiB+itWJ8LrDXWrvPWtsB/Ba4IUr3JSIiIiIyYtEKjEuAw2E/H/EuExERERFJSKlRul0T4TLb6wBj7gTu9H5sMsbs6nN8LlDv03gKgBqfbgv8HZuft+X37fk5b4n8OP0em+Zt6PQ3OjxjZd70Nxr/24LEnbdE/j8YK3+jft9etJ9rMwY82lrr+z9gNfB02M/3APcM8Tbu9XE8631+fH6OzbfbSuR5S/DH6ffYNG9xnLNEfpyat/jflt/zluDPjzExbwn+fzAm/kYTed6GOq5opVKsA+YaY2YaY9KB9wGPD/E2nvB/WL7xc2x+P85EnbdEfpyJOmegeRuuRH6cmrf43pbfEvn5MVbmLZH/D/ymeRu6IY3LeNG074wx1wLfA1KAn1lrvxGVOxrcWNZba1fG6/6TleZteDRvQ6c5Gx7N2/Bo3oZH8zZ0mrPhiee8RSvHGGvtH4E/Ruv2h+jeeA8gSWnehkfzNnSas+HRvA2P5m14NG9DpzkbnrjNW9RWjEVEREREkolaQouIiIiIkKSBsTFmmjHmBWPMDmPMNmPMp73LJxljnjHG7PG+TvQuz/eObzLG/Gef2/qGMeawMaYpHo8llvyaN2NMpjHmD8aYnd7tfCtejykWfH6+PWWM2ezdzn97XSJHHT/nLOw2HzfGbI3l44g1n59rLxpjdhljNnn/iuLxmGLB53lLN8bca4zZ7b3G3RyPxxQLPr4nTAh7nm0yxtQYY74Xr8cVTT4/195vjNlijHnLe28oiMdjigWf5+293pxtM8b8i99jTcrAGOgCPm+tXQCcD3zKuJbTdwPPWWvnAs95PwO0AV8B/i7CbT2B69Q3Fvg5b/9qrZ0PnA2sMca8Peqjjx8/5+091tplwGKgELgl2oOPEz/nDGPMTcCo//CKz/MG3GqtXe79q4ry2OPJz3n7MlBlrZ0HLAReivbg48iXebPWNoY9z5YDB4FHYvUgYsyXOTPGpALfBy6z1i4F3gL+NjYPIS78mrd84DvAFdbaRUCxMeYKPwealIGxtbbSWrvR+74R2IHrrHcDcJ932H3Ajd4xzdbatbiJ7ntbr1lrK2My8Djza96stS3W2he87zuAjUBpTB5EHPj8fGvwvk0F0unT+Ga08HPOjDHZwOeAr8dg6HHl57yNJT7P2x3AP3vHBa21fjZnSCjReL4ZY+YCRcArURx63Pg4Z8b7l2WMMUAOcDT6jyA+fJy3WcBua2219/OzgK9ndZIyMA5njCnDrVq+DhSHglzv66g9dThSfs2bMSYPuB73SW/U82PejDFPA1VAI/BQVAaaQHyYs68B/wa0RGmICcmnv9Gfe6e2v+K9+Y56I5k37/UM4GvGmI3GmAeNMcVRHG7C8PG99P3AA3YM7OwfyZxZazuBTwBbcAHxQuCnURxuwhjhc20vMN8YU+atut8ITPNzfEkdGHsrSQ8DnwlbiZMz8GvevCflb4D/sNbu82t8icqvebPWvg2YAmQAl/s0vIQ00jkzxiwH5lhrH/V9cAnMp+fardbaJcBF3r8P+jW+ROXDvKXizn79xVq7AngV+Fcfh5iQfH4vfR/ufWFU8+G1LQ0XGJ8NTMWlUtzj6yAT0EjnzVp7EjdvD+DOShzApWn4JmkDY+9J9TBwv7U2lMt03Bgzxbt+Cm5VTsL4PG/3AnustaNyk0U4v59v1to2XDfIG/wea6Lwac5WA+cYYw4Aa4F5xpgXozPixODXc81aW+F9bQR+zSjfS+HTvJ3AnZkIfRB7EFgRheEmDD9f24wxy4BUa+2GqAw2Qfg0Z8sBrLXl3ur674ALojTkhODja9sT1trzrLWrgV3AHj/HmZSBsXdK8KfADmvtv4dd9Thwu/f97cDvYz22RObnvBljvg7kAp/xe5yJxq95M8Zkh70ApALXAjv9H3H8+TVn1tofWWunWmvLgAtxuWWX+j/ixODjcy01tMPdezO6Dhi1FT18fL5Z3IbsS72LrgC2+zrYBBKF99L3M8pXi32cswpgoTGm0Pv5Klze7ajkc/xR5H2dCHwS+Imvg7XWJt0/3BukxZ162OT9uxbIx+W67vG+Tgr7nQNALW5n+xFgoXf5v3g/B72vX43340v0ecOdarS4P+LQ7Xws3o8vCeatGFjn3c424Ae41ZW4P8ZEnbM+t1kGbI33Y0uGeQOygA1hz7XvAynxfnyJPm/e5TOAl73beg6YHu/Hlwzz5l23D5gf78eVLHMG3IV7H30L94EsP96PL0nm7Te4D6zbgff5PVZ1vhMRERERIUlTKURERERE/KbAWEREREQEBcYiIiIiIoACYxERERERQIGxiIiIiAigwFhEJOaMMV81xvzdaa6/0RizcBC30+s4Y8z/NcZc6dc4RUTGGgXGIiKJ50ZcPeIhHWet/Udr7bNRG5WIyCinwFhEJAaMMV82xuwyxjwLnOVd9jfGmHXGmM3GmIeNMZnGmAuAdwLfMcZsMsbM9v49ZYzZYIx5xRgzf4DjfmGMebd32weMMd80xrxqjFlvjFlhjHnaGFNujLkrbFx/743hLWPMP8VhakREEkZqvAcgIjLaGWPOAd4HnI173d2I60z3iLX2x94xXwc+aq39gTHmceBJa+1D3nXPAXdZa/cYY84DfmitvTzCcX3v+rC1drUx5rvAL4A1wDhcN7z/NsZcDcwFzgUM8Lgx5mJr7ctRmwwRkQSmwFhEJPouAh611rYAeAEtwGIvIM4DsoGn+/6iMSYbuAB4MCzwzRjk/YbuZwuQba1tBBqNMW3GmDzgau/fm95x2bhAWYGxiIxJCoxFRGLDRrjsF8CN1trNxpgPA5dGOCYA1Flrlw/jPtu9r8Gw70M/p+JWif/ZWvs/w7htEZFRRznGIiLR9zLwLmPMeGPMBOB67/IJQKUxJg24Nez4Ru86rLUNwH5jzC0AxlnW97hhehq4w1uVxhhTYowpGsHtiYgkNQXGIiJRZq3dCDwAbAIeBl7xrvoK8DrwDLAz7Fd+C/y9MeZNY8xsXND8UWPMZlx+8A0DHDfUcf0Z+DXwqjFmC/AQIwu0RUSSmrE20tk9EREREZGxRSvGIiIiIiIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEgP8Pb/yu2potYHoAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plot_region_time_series(region='MARSABIT', ax=ax);\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plot_region_time_series(region='BARINGO', ax=ax);\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plot_region_time_series(region='KIAMBU', ax=ax);\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## For our test counties" + ] + }, + { + "cell_type": "code", + "execution_count": 267, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import r2_score\n", + "from typing import Dict\n", + "\n", + "from scipy import stats\n", + "def r2(x, y):\n", + " return stats.pearsonr(x, y)[0] ** 2\n", + "\n", + "def rolling_average(district_csv: pd.DataFrame) -> Dict[str, float]:\n", + " \"\"\"Over three months\"\"\"\n", + " relevant_districts = ['Mandera', 'Marsabit', 'Turkana', 'Wajir']\n", + "\n", + " district_csv['month'] = pd.to_datetime(district_csv.datetime).dt.month\n", + "\n", + " output_dict: Dict[str: float] = {}\n", + "\n", + " for district in relevant_districts:\n", + " district_df = district_csv[district_csv.region_name == district.upper()]\n", + " true, predicted = [], []\n", + " for i in range(1, 12 - 1):\n", + " min_month = i\n", + " max_month = i + 3\n", + " submonth = district_df[(district_df.month >= min_month) & (district_df.month < max_month)]\n", + " predicted.append(submonth.predicted_mean_value.mean())\n", + " true.append(submonth.true_mean_value.mean())\n", + " district_score = r2(true, predicted)\n", + " print(f'For {district}, r2 score: {district_score}')\n", + " output_dict[district] = district_score\n", + " \n", + " return output_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 268, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performance for EALSTM\n", + "For Mandera, r2 score: 0.9285030987864911\n", + "For Marsabit, r2 score: 0.9790304574600829\n", + "For Turkana, r2 score: 0.8505720902917523\n", + "For Wajir, r2 score: 0.9494434497738151\n", + "\n", + "Performance for Persistence\n", + "For Mandera, r2 score: 0.7418834628995075\n", + "For Marsabit, r2 score: 0.8156893342781715\n", + "For Turkana, r2 score: 0.6829170118607626\n", + "For Wajir, r2 score: 0.7708332053175011\n", + "\n", + "Performance for RNN\n", + "For Mandera, r2 score: 0.8826001126667086\n", + "For Marsabit, r2 score: 0.9754361813286556\n", + "For Turkana, r2 score: 0.8224845706127023\n", + "For Wajir, r2 score: 0.9205917636033555\n", + "\n" + ] + } + ], + "source": [ + "print('Performance for EALSTM')\n", + "rolling_average(all_gdf[all_gdf.model == 'ealstm']);\n", + "print()\n", + "\n", + "print('Performance for Persistence')\n", + "rolling_average(all_gdf[all_gdf.model == 'previous_month']);\n", + "print()\n", + "\n", + "print('Performance for RNN')\n", + "rolling_average(all_gdf[all_gdf.model == 'rnn']);\n", + "print()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 256, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 256, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# TURKANA explore\n", + "turkana = pd.DataFrame(\n", + " all_gdf.loc[\n", + " (all_gdf.model == 'ealstm') & (all_gdf.region_name == 'TURKANA'),\n", + " ['datetime', 'predicted_mean_value', 'true_mean_value']\n", + " ].set_index('datetime')\n", + ")\n", + "\n", + "turkana.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 266, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 266, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# sns.scatterplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + "# sns.lmplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + "from scipy import stats\n", + "def r2(x, y):\n", + " return stats.pearsonr(x, y)[0] ** 2\n", + "\n", + "sns.jointplot(\n", + " x='true_mean_value', y='predicted_mean_value', \n", + " data=turkana, kind=\"reg\", stat_func=r2\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 246, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2011-01-31NAIROBI34.20586456.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyarnn_10stopping2011-01-31NAIROBI67.41130856.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2district_l2_kenyalinear_network2011-01-31NAIROBI32.83096356.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3district_l2_kenyarnn2011-01-31NAIROBI57.91199156.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4district_l2_kenyalinear_network_10stopping2011-01-31NAIROBI-180.52542156.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
\n", + "
" + ], + "text/plain": [ + " admin_level_name model datetime region_name \\\n", + "0 district_l2_kenya ealstm 2011-01-31 NAIROBI \n", + "1 district_l2_kenya rnn_10stopping 2011-01-31 NAIROBI \n", + "2 district_l2_kenya linear_network 2011-01-31 NAIROBI \n", + "3 district_l2_kenya rnn 2011-01-31 NAIROBI \n", + "4 district_l2_kenya linear_network_10stopping 2011-01-31 NAIROBI \n", + "\n", + " predicted_mean_value true_mean_value DISTNAME \\\n", + "0 34.205864 56.869999 NAIROBI \n", + "1 67.411308 56.869999 NAIROBI \n", + "2 32.830963 56.869999 NAIROBI \n", + "3 57.911991 56.869999 NAIROBI \n", + "4 -180.525421 56.869999 NAIROBI \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... " + ] + }, + "execution_count": 246, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What about specific events / hits misses?" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [], + "source": [ + "times = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].datetime \n", + "obs_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].true_mean_value\n", + "rnn_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].predicted_mean_value\n", + "ealstm_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].predicted_mean_value\n", + "lr_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'linear_regression')].predicted_mean_value\n", + "ln_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'linear_network')].predicted_mean_value" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates:\n", + " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * time (time) datetime64[ns] 2011-01-31 2011-02-28 ... 2018-12-31" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_train\n", + "y_test\n", + "bline_pred" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AwJ7BHoS8LhbN1F0STVihraiiOVtk0UxERNQqWU2fmRwwUDQ7HQJvGY3g9TrGzl2YzaJckRirdpqdDoEbt0W7bskJi+Yul8gVm7LYBAD8HhcAIKd138BzIiIiq+SLqtPsMvTxB0cjOH4liWLZWJxS5Z9VPAMAbtoe7bolJyyau1yqiZ1mdZgwy3gGERFRy6jn3YDb2KH+A1sjKJQqODVl7DDgeHV99lg1ngEAh3b0dt2SExbNXS6Zb2anmUUzERFRq9WTaQb0sXMA8LrBgnc8nsZIxIegd7GTfWib/jW6ackJi+Yul8yX0OMzdjtnI4HqbaEs4xlEREQtk9PKEALwbjCjWdnRF0CPz2U41zwezyzrMgNANODBWCyII110GJBFcxcrlMrQShWEfU0+CMhOMxERUcvkimUE3E7D42MdDoGDWyM4amDsnJQSZ6bTy/LMyk3be/HKhe5ZcsKiuYul83pHOORtTqfZ72bRTERE1GpZrWz4EKByYFQ/yFcorf+cHU8VkCqU1iyau2nJCYvmLpaqFs3Ni2dwTjMREVGr5bQS/J76SrpD26MoliVe3SCTrA4Brlo0d9mSExbNXWyxaG5WPENlmlk0ExERtUpWKyPgrq8B9tZd/XA6BJ49FV/349S4uaszzUD3LTlh0dzFUvkigOZ1mn1uB4TgnGYiIqJWyhXLhidnKGGfG4e2RfHsmzPrftx4PI2Ax4nhsG/F+7ptyQmL5i6WKjQ30yyEgN/tZKeZiIiohXJa2dA2wKvdvTeGY1cSmE0X1vwYNTnD4Vj9kGE3LTlh0dzFVDyjWdMzAD3XzDXaRERErZPVyrXD+PW4e28MUgLPnV6723wmvvrkDKWblpywaO5izY5nAPpgdR4EJCIiap18A/EMADgwGkE04F4zopHTyri8kMPYwNpF803begF0x5ITFs1dTHWaQ00smgNuF5ebEBERtVC2wXiG0yFw5+4BfO9UfNVZy2dnMpAS2DW48hCgEgm4satLlpywaO5i6UIJPrcDbmfzvg38HmaaiYiIWimrlWoTrOp1z54YplMFnJxMrXifmpyxXjwDAA51yZITFs1dLJUvNm3cnBL0Mp5BRETUSrliGb4GMs0AcNfeAQDA91YZPTceT0MIYOfA2p1moHuWnLBo7mLJfKmpeWYA8Ltd7DQTERG1SLFcQbEsG4pnAMBIxI+9Q6FVc81n4hmMRv0bFuTdsuSERXMXS+dL6GnSuDkl4HEy00xERNQiuerEqkaLZgC4e08ML52bW3GneHyDyRnKnsEeuBwCp6fTDV9DO2DR3MXMiGcEmGkmIiJqGVXoNjI9Q7l7bwxaqYIfnJ2tva1SkTgTzxgqmp0Ogd6gB3MZreFraAcsmrtYyox4BkfOERERtYxqVDUyp1m5bWcfvC4Hnn1zMdc8kcwjVyyvuj57Nf1BD2ZZNFOnMqNoVstN2uUE7YXZLI5dTlh9GURERA1RjarNxDN8bidu29mH751azDWfMTg5Q+kPsdNMHSxdKCHkbXY8w4VyRUIrV5r6dc3ymX88iZ/5Xz9gDpuIiNpSrqg/f/kbHDmn3LM3htPTaVxZyAEAxqv55PVmNC/VF/Suu467E7Bo7lLlikS6YMb0DP2VbrtENOLJAlL5Eh599YrVl0JERFS3bBM6zYCeawZQi2iMxzPo8bkQC3kNfT7jGdSx0gX9lakZ8QwAbXMYcC6rP8C//ML5tomUEBERKc3INAPAnsEQhsM+PHtKFc1pjMVCEEIY+vz+oAepfAlaqT3uNDeCRXOXSuWLAIBwk6dn+NusaJ7PaAj7XDgxkcTL5zt7viQREXWefHHz0zMAQAiBu/cO4LlTMyiVK9XJGcaiGQDQF/IAQEfnmlk0dynVaQ41vdOsf712iGdUKhLzWQ0/dcs29Phc+PIL562+JCIioro0K54B6BGNZL6E58dnMZnMGz4ECAD9QT3GMZvp3Fwzi+YulcqbHc+w/8G6RK6IigRGo3785M1b8fixCcRTnftgJyKiztOseAYA3LlrAEIADz9/DoDxyRmAPj0DYKeZOpCKZzR7uUktnlG0f6dZ5Zn7Qx587I4dKJYl/uqlCxZfFRERkXHNimcAQG/Qg4Nbo3jqjWkAqC+eEdSL5tk0i2bqMGZ1moNtFM+Yr74a7g14MBYL4a49A/jKixdQapNxeURERFmtBKdDwONsTkl3z54BSKlv+dveHzD8eQO1eAaLZuowtaLZa048I1OwfzxDPbDVq+N/+dZrMJnM44njU1ZeFhERkWFZrYyA22l4ysVG1Oi57X0BeF3Gu9dhvwsuh8AcM83UaRY7zebEM3JtEM+Yv6povm/fIEajfh4IJCKitpHTyvA1IZqh3Lgtih6fq65oBqBP3+gNehjPoM6Tyhfhcgj43M39FminOc0q09wb0Itmp0PgZ+/YjhfOzOLUVMrKSyMiIjIkVyw3ZXKG4nI68NmP3ozfePe+uj+30xecsGjuUulCCSGfq2m3cxSfq42K5rQGv9u57PDEA7dsg8flwCM/YLeZiIjsL6uVmzI5Y6k7dw/g2uGeuj+vP+Th9AzqPKl881doA4DDIeB3O5Frg5Fzc1mtFs1Q+kNevP/gCP7m5Uu1CSNERER2ldOa22nejL6gF7NpZpqpw6TyRfR4m5tnVgIeZ1t0muczK4tmQD8QmNHK+OaRyxZcFRERkXFZrdSUcXPNwHgGdaSkSZ1mQD8M2A4j5+ayRfSuUjTfuC2Kg1sj+PIL5yGltODKiIiIjMkVK/C7zXk+r1d/0INUvgSt1JmjW1k0d6m0iUVzu3Sa5zIF9AVW77Z/9I4dOD2dxisXFlp8VURERMbltJJ94hkdvhWQRXOXShWKTR83p/g9rrbYCDifKaKvOoz9au+5fhgepwOPH51o8VUREREZl7VRprlfbQXs0FnNLJq7lFkHAQEg0AYHAQulMtKFEvqCq79wCPvcuGvPAB4/NsmIBlGHev70DD74p9+vrSEmakc5rQxfk6dnNKo/pDei2GmmjiGlNLdoboN4xnxGn4yxWqZZee+BEVxeyOH1S4lWXRYRtdCfPTOOVy8u4OJc1upLIWpYs+c0b4Y6XN+pC05YNHehfLGCckUiZNL0jHY4CKheBfcF1i6a798/BJdD4LFjjGgQdZqLc1l879QMAGAikbf4aogao5UqKFWkbYrmxXgGi2bqEGr+sFmd5qDHZf9Oc3b5Cu3VRAJu3Ll7AI8fZUSDqNP89cuXav8+yaKZ2pRqUPk99pieEfa54XIIzDHTTJ0imdfzxmaOnMvYPNNc6zSvUzQDwPsODOPCXBY/upJsxWURUQuUKxLfOHwRd4z1AWCnmdpXtqg/1zZ7I2CjHA6B3qCH8QzqHKrTHDZpekagjeIZ62WaAeD+64bhdAj8w7HJVlwWEbXAc6dncCWRx8fuuAYDIS8mkzmrL4moIeq51i7xDKCzF5ywaO5C6YL+yjRk4kHAUkXaerj5XEaDEEDUv/4Lh76gB28d68djRycY0SDqEF/74QX0Btx413WDGIn42GmmtpWtxTNsVDSHPJyeQZ0jZXo8Q/+6du42z2c1RPxuuJwbPwTec/0wzsxk8OZUugVXRkRmmk0X8MTxKfzEoa3wupwYjviYaaa2lSvar9PcF/RiNs1MM3WIxYOA5sUzgMWslR3NZrR1J2cs9e63DEMI4DEuOiFqe988chnFssQDt24DAHaaqa3VDgLaJNMMMJ5BHcbsTnOtaLZzpzmjbZhnVmI9Xtx2TR8e5+i5dZUrEolc0erLIFqTlBJf++FF3LgtimuHewAAwxEfErkisjY/vEy0GlvGM4IepPIlW0c0G8WiuQupojlo0oga9YrXzvGMuYy24eSMpd53YARvTqVxejpl4lW1t4efP4d7fv/pjvxBSZ3hyMUFnJpO17rMgN5pBjh2jtpTrnpHN2CTkXMA0BfSn1s7MdfMorkLpfIlhLwuOB3ClK+vHry27jRnjcczAD3XDACPH+UUjbUcubiAhWwRF+YyVl8K0aq+/sOL8LudeP/BkdrbhsN+ACyaqT1lbTo9AwBmO3BWM4vmLpTKF02LZgCLt4nsertTSom5OuIZADAU9uGWHb14rA1HzxXLFTzywjlkCub+/zg1pXfhx+Msmsl+MoUS/u61K/hnB0eWnedQnWbmmqkdqTu6PjtlmkNeAOw0U4dIF/ROs1nUK167xjPShRKKZVl7NWzUew+M4MREEmdn2qso/MbLl/Bbj/4IT52cNu3PKFckzlT/Xs6waCYb+vbrE8hoZfz0kmgGoGeaAWAyyaKZ2o8d5zSr6GMnLjgxtWgWQpwTQhwVQrwqhDhcfVufEOIJIcSp6q+9Zl4DrZTKl0ztNNv9IOB8Rj+sVk+nGVgS0WijA4GlcgWffWYcALCQNe8H2MW5bC3LfCbO0XxkP187fBFjsSBu3rH8KcfndqI34MZEggtOqP1ki2W4nQJuA+NTW2UxnsGiuRH3SilvlFLeUv39JwE8KaXcA+DJ6u+phfR4hjnj5oAl8YyiPYtmlbPqC9b3dzAa9ePGbdG2yjU/dmwS52ezAICFrHmTLU5N64VyyOuqdZyJ7OL0dAovn5/HA7dsgxArz3IMR/zMNFNbymllW42bA/Rtwy6HwBwzzU3xAQAPV//9YQAftOAauprZnWY1lSNrcoa2UfPVjmtvHQcBlfcdGMbRywlcnMs2+7KaTkqJP/vuOHbFggh4nFgwcRzc6WrRfM+1MXaayXa+fvgSXA6BD920ddX3c1YztaucVrbVuDkAcDgEeoMexjMaIAH8kxDiZSHEQ9W3DUkpJwCg+uvgap8ohHhICHFYCHE4Ho+bfJndJVUwt2hWr3rtGs+Yq8Yz+oPeuj/3vdfrp+7bYdHJd9+I48REEv/2HbvRG/DUXiyY4dR0CsNhH27cGsV8toj5DrwtR+3rW69ewX37BhHrWf0xz62A1K6yxbKtxs0pnbrgxOyi+U4p5U0A3gvgl4UQdxv9RCnl56WUt0gpb4nFYuZdYRcyO57hcAj43I7aek+7UQVdb53xDADY1hfALTt68adPn8abU/ae2fynT5/GaNSPD9y4BdGAGwkT4xnj02nsHgxhLBYEAJyZYbeZ7CFfLGMymceB0ciaHzMS9mE2oyFv059ZRGvJaSXbxTMAoD/k4fSMekkpr1R/nQbwTQC3AZgSQowAQPVX84700wrFcgX5YgU9Jk7PAPRZzXYdOTeb0eB2ioYniPyPB26E1+3Eg198ybbdqZfOzuHw+Xk8dPcY3E4HogG3afEMKSVOVYvmnQPVopkTNMgm4ik9VzkYXvvOkpqgMZ1s7wxmoVSGlNLqy6AWytowngEAfUEvZtPt/XhajWlFsxAiKIToUf8O4McAHAPwLQAPVj/sQQCPmnUNtJLZK7QVv9tp23jGfHUb4GoHgozY1hfAX/zcrUjmivhXX3oJybz9Vkf/6dOn0R/04F/coo/Xivo9pk3PuJLII6uVsXswhG19AbgcgocByTamU/oL28Gwb82PGYnoC07aeYKGVqrgrf/tKfz1y5esvhRqoVyxbKtxcwrjGfUbAvCcEOI1AC8B+LaU8h8AfBrA/UKIUwDur/6eWiRdLZpDJsYzAH3snF3nNM9ltYYOAS71li0RfPZjN+P0dBq/+MjLtlodfexyAs+8GcfH376z1oGIBNxImNRpVocA9wyG4HY6sL0/wMOAZBuqezy4Rp4Z6IxZzTPpAuYyGo5cmLf6UqiF7Dg9A9CL5lS+ZKvnxmYwrWiWUp6RUt5Q/ectUsrfqb59Vkr5Tinlnuqvc2ZdA62kuqJmd5oDHvt2mueqnebNumtPDL/3kwfx/PgsfuMbr6FSscdt0T97Zhw9Xhc+eseO2tuifjcWskVTbt2qTYB7hnoAAGMDIcYzyDamVTyjZ+1O83AHbAVUkwr42OsuWc2enea+kP4c22m5ZvtMw6aWaFk8w8ad5vk6V2iv50M3bcVvvPtaPPrqFXzmH0825Wtuxpl4Go8dncBH37oDEf/i3YTegAelikTahDGA4/E0+oKe2guRXbEgzs9mUbbJiwjqbtOpPJwOse4G0JDXhR6fy7ZnFIyYqeZHGY3qLnbNNC8uOOmsXDOL5i6jiqaw6d/bgj0AACAASURBVPEMF7JFex4EnMtqda/QXs8vvWMXPnrHdnzumTN4+PlzTfu6jfjcM2fgcTrw8Tt3Lnt7JKD//zZjwcmpKf0QoDIWC0IrV3Bp3v6zrKnzTSULiIW8cDjWP8Ogz2pu30yzKprjqQJSNjxnQebIF8vwu+03cq6vOtKVnWZqa+qHaaOTI4zy2zSeUSpXkMgVN51pXkoIgf/y49fjHdfG8DvfPoFi2ZoM10Qih789cgkP3LptxTzaaLXr3Oxc89LJGcpYTP933iYmO5hOFdadnKG0+1bApYeuzs3wBWs3kFIiq5VsGc/or8YzOm3BCYvmLtOqeEbAbc94xkKuCCnRlEzzUk6HwLvfMgytXKllKFvtS98/BymBh+4eW/G+aPVFQrM7zTNpDYlcEXuWFs3VsXPjPAxINjCdzK97CFAZCbf3VsCl4704J707FEoVVCRsHs9g0UxtrNZp7tKDgGqxSbOLZmDJCXyLnniPX0niwNYItvYGVrwvWo1nNHsr4Knp6iHAwZ7a2/qCHkT8bpxltpJsQO80r30IUBmO+BBPFyy7U7RZs2kNsR4vhOBdnm6hlvHYcXpG2OeG0yEwx0wztbNUoQSPywGvy9wHmd/jsmWnec7Morn6xDxl0diqdKG05qZHVTQ3e8GJGje3NJ4hhMBYLMgnbrKcVqpgLqMZ6jQPR3yQEpbdKdqsmYyGLVE/RqN+vmDtEqoxZcd4hsMh0Bf0MJ5B7S2VLyFscpcZAIIeJ7RyxXZdG1U0NzPTrKii2apbvFmthOAaPzzVJI1EkzvNp6fT6PG6MHRVZnRsIMRbxGQ5dThuvXFzyuKdovY8DDibLmAg6MHOgSCL5i6himY7xjOAzlxwwqK5y6Tya3cjm0k9iO0W0ZjLmtdpjgbc8LgclnWaM4UyAp7VXxB5XU4EPM6mZ5pPTaWxazC0YrviWCyIqWTBlBF3REaprvHVL+pWM1Irmtuz0zyb1tAf8mBXLISzMxmu0+4CuVqn2X7TMwD9eZbTM6itpfJF0w8BAosPYrtFNFSmuTfY/BcOQgiMRHyWZZozWgkh79odh6jf3fx4Rjy97BCgog4DnmVEgyykXsAa6TSPhNt3lbaUErOZAvpDXuwcCCJdKCHepjETMi5n40wzAPSHvMsOqHYCFs1dJp0vmT5uDljMWGU1e3Ua5zJFhLwu0zLdQ2HriuZsoYzAOv9vIwEPFpoYz1jIaoinCtgztErRrMbOMaJBFqptAzTQaQ77XfC7nW05di6ZK6FYluivxjMALjnpBur5lfGM1mHR3GX0eIb5RbNt4xmZgildZmU47MOkBfEMrVSBVq6smWkGgN6Au6nxjNUOASo7+gMQAhhnp5ksFE/mIQQMLTNSd4omLIpXbcZMdULBQLXTDIC55i6Qs/FBQECPZ6TyJWgle51t2gwWzV1Gj2eYn2lWD2J1+8gu5rLF2qYiM4xE9KK51XlC1XEIrtNpjgaaG89QRfPScXOKz+3E1l4/znBWM1loKlnAQMgLl9PYU92whfGqzVATCgZCXoxG/fC4HCyau4Cdp2cAiwtOOinXzKK5y7Sq0xywaad5PqOhL2Dei4ahsA9aqWLKuur1ZKp/z8F1DoRE/J6mXtep6TR8bgdGo/5V3z82EOLYOWrY2ZkMypXNvficThlbbKK0b9Gsd5r7Qx44HAI7+znysRvYPtNcW3DSOblmFs1dpFKRSGsl9LQg0+x3q4OAdss0a+g1YXKGosZWtXrsXLY6pSKw3kHAgBsLWa1pXfDT02nsioXgcIhV3z8WC/IUPzVkJl3A/f/9GXz98MVNfZ3pVKGuonkk4sNUMr/pYr3VZqqdPNXZ2zkQ5HmCLpCz+cg5dVeXnWZqSxmtBCnR0niG3TrNcxkNfSbMaFaGLFpwoka7rRvP8LtRqshaV3qzTk+vPjlDGYuFkCuWLcl4t4tzMxm8dHbO6suwnfOzWZQqEi+emd3U15lOFWqPSSOGI36UKrLtTvyr61U/23bGgrgwm0XJZnPyqbmyNh85p17EddKCExbNXSSV1wurbo1n5LQycsUy+kLmFc21Wa8tLhSzBuIZaqFLMyZoZAolXF7IrXoIUNmlTvHzNvGa/uCJN/Evv/gix4Nd5cqCPvbtyMWFhr9GqVzBTLrOTrPFC4oaNZMuoDfgrmW3xwaCKFUkLs233/g8Mi5b1Df8Ote422e1xXgGi2ZqQ6ob2crlJnaa01xbbGJipznW44UQaHkuMqPiGevcpouoVdpNyDWPx9XkjJWHAJXa2DkeBlzTlYUc8sUK/vy5s1Zfiq2oWcnnZ7MNd31nMxqkBGJ1dZrbs2jWF5ssvjgYi3GCRjfIa2Xb5pkBIOxzw+kQmGOmmdpRKq8XS6EWLjexU6d5cbGJeUWz2+nAQMjb+qLZyPQMtUq7CRM0Tk1VJ2esMqNZGQp7EfA4OXZuHer75JEXztW+Pwm4srD4+Hm1wW7zdFKt0K4v0wy03yrt2bS2bKzezgH9cTnOF6wdLauVbTs5AwAcDoG+oIfxDGpPyRbGM5wOAY/LYavlJuowgpGZrZthxazmTKEaz1j3IKD+3z3fhHjG6XgabqfAjr7Amh8jhKgeSGLRvJpKRWIqmce79g8io5XxpefPWX1JtnFlIYdtfX44HQJHLjRWNKtzBfVkmvuCHnicjrab1TyT0UfrKb0BNyJ+NzvNHS5bLNv2EKDSaQtOWDR3EZVpDregaAaAoMdpr05z1vxOM6Df4m31QcDanOZ1M83Ni2ecmkpj50Bww/m3Y7EQ4xlrmMkUUKpI3LM3hne/ZQh/8f2zSOZbO6rQriYSeYwNhLB/pAdHLs439DVq2wDr6DQLIdpy7NxsWsPAkrMa6gUri+bOlrN5pxnQX4hyega1pXS+dZlmQI9o2KloVreIzMw0A9Z0mtOFjed1hpsYzzg9nVr3EKAyNhDE5YUc8jZbcmMHqjAbCvvwK/fuQTJfwiMvnLf4quzhykIOW6J+HNrWi1cvLDQ0Am46pf/9Lu3AGjEc8bVVplkrVZDIFZdlmoHFkY/UuXI2zzQDQH/I23bTaNbDormL1DLNLZjTDOiHAXNF+8Qz5rMaHAKI+M190TAc8WEhW2xpoZgtlBD0ONecmQzoW/r8buemp2fki2VcmMuuewhQGYsFISVwbpZP3ldTRfNIxI8DWyO499oY/vy5s7aKNFkhXyxjNqNhS8SHQ9ujyGhlnJpO1f11ppIF9Ac98Ljqe5obabNOs7qD1n/VVKCxgSAmEvmu/37qZHo8w57j5hTGM6htpfIlOB2iZbdzAjaLZ8xlNPQGPOsWls2gMpStfOLNaGUEDLwY0hecbK7TfHYmg4rEujOalV3VCRpneRhwBXU3Yiiidwh/5b49mMto+OqLF6y8LMupLu9I1I9D23sBoKFcczyVR6yOaIai4hntspRnRm0DDC7/b1WHAdlt7lw5rYSAzTvNfUEPUvkStFJnzAxn0dxFUvkiQl4XhGjNTEe/24ZFs8l5ZsCaWc2Zaqd5IxG/G/ObLJpPT6txcxsXzTvVrGY+ca8wkcjD5RAYqBY7N+/oxdt29eNzz57p6jjLRHVG85aoD9f0BxANuHHkQv255ulUAYN1HAJURsI+aOVK2+QwZ6qxs4GrOs3qsceiuXPl2uEgYPX7sl0eTxth0dxFUoVSy6IZgN5pttWcZpO3ASpWdJqzWmndcXNKb8CDRG5zP7xOTafhEItPyusJel0YDvs4+moVU4k8hsK+ZXc+fuW+3YinCvjrTa6PbmdXqo+bLRE/hBA4tC3aUKd5OlnAUEOdZj+A9pnVrPKiV2eaa0Uz7/J0rJzWBkVzbcFJZ+SaWTR3kVS+1JJxc4p+ENA+ebr5rIa+FnSahy3pNJfXnZyhNCOecXo6he19AfgM3hYciwW5FXAVE4l87XtFeetYP27e0YvPPnOmY25n1kttA1R/Nzdt78Wp6XRdB1jLFYl4uoDBcP1F8+Ks5nYpmlfPNPs9TmyJ+Nhp7mBZrdwG8Qz9MchOM7WdVL6IcIsmZwDVg4C26jQXWxLPCHldCHldLe80B9aZ0axEA24sbHJ6xtmZbG3bnxF60Zxum4xoq0wmVxbNQgh84r7duLyQwzePXLLoyqw1kchhIOSpvShTuebXLxnvNs9lNJQrEoM9DcQz1FbANpnVPJMpwON0oGeVO007Y0GMs2juSFJK5Ir2HzmnXsx1yoITFs1dpPWdZieyNslmViqy2mluzYuGVs9qTheMxTMifg8S2eKmCth4qoChOjp4YwMhJPOljjpBvVlSSkwm8hhZJXN7z94YDoxG8P9+dxylcvd1my8v5DFSjUgAwMFtEQhR32FANW6unhnNSn/IC5dDtM1WQDWjebWzKjsHgjjLF6wdqVCqQErAZ/eiuRbP6Iyf/yyau0i6UGrJCm3Fb6PpGal8CeWKRG8LMs2APqu5lZnIrFY2dBAwGnBDK1ca/v9SrkjMXbV9bCM7Y9XDgIxo1CRzJeSK5RWdZkDvNv/KfbtxfjaLb7zcfd3miYUctkQX/17CPjf2DIbqOgxYW6HdwEFAp0NgqMWP382YTRdW5JkV9YK1U26N0yL1M9zu8Yywzw2nQ2COmWZqNy3vNLtd0EqVhhYTNNvcGrNMzTIUbm2nOVMoIWAg01zbCthgRGM+q6Ei61sYsas6+oqbARepvPtqRTMA3L9/CLde04vffewEptskJtAMUkpcWcgt6zQDwKFtvThyccFwx3QznWYAbbUVcDajrflzTb1gZa6586jzQkZ+7lvJ4RDoDXg6P54hhPg7IcS31vqnlRdJmyelRCpfbNk2QAC1rJUdDgOqV7kt6zRHvJhOFVrygkFKiYxWNjQZJeLX//sbXXCiZsLWUzSP9vrhdTnwxlT9Cyo61UT11v/wGp1Qh0Pg0x8+iHypgt969FjX3F5P5kvIaGWMRq8qmrdHsZAt4txs1tDXUZ3mRuY0A9Wtnm1SNM+kCitmNCtjA7zL06nUeSG7T88A9HGInRLPWO9Z9v9p2VWQ6QqlCopl2dpOs1cVzeWWFuurmcvondVWTM8A9LFV5YrEbLqxWbH1KFS7+UYPAgJAosEJGmud1F+P0yFwyzW9eGF8tqE/sxOpgmytTjOgL4b5tXftxWf+4SQePzaJ9x0YadXlWUa9mBiJLv97WVxyMm9o1OF0qoBowG14wsvVhiM+PHVyGlLKls21b4SUEjMZbcWMZmU06ofbKTgnvQPlqueF7L5GG9CfdzslIrRePOM4gLiU8pml/wCYqb6P2kgqr3d7VzthbZbFTrP1ueb56gO2ZUVztVBuRS5S/f0aHTkHNB7PaKTTDABv2zWAk5MpxFOdkWvbrMlkHkJgw+kO/+aunbh+NIxPPXqs9j3cya7UFpss7zTvHgwh5HUZPgw4lcw3HM0A9AkauWIZyZz1d8nWky7om9bWehHrcjqwvS+AszOMRnWaWqa5DTrNfUFPbZ54u1uvaP6fAGKrvH0rgD8y53LILKm8XiS1suPrd+tFnC3iGVlriuZWzGrOFFS2zUCnuRrPmG8wnqGK3lidRfPbdw8AAJ4fn2noz+00k4k8+oNeeFzrHytxOR34vQ/fgIVsEf/1253fq7iysLjYZCmnQ+CGbREcuWjsMOB0qtDQuDlluDZ2zt4TNGp3ftaIZwDAWCzETHMHaq94hrdj4hnr/cQ+UO0sLyOl/EcAB827JDJDrdPc4pFzAGwxq3kuo8HrcrTsVtZQRH8Sa8VhwEz1RYmRTHOt09xgPGMmrcHjdCDsr+/76PrRCMI+F75/mkUzoN+BGFknmrHUdVvC+Lfv2IW/feUynn5j2uQrs9aVhRxcDrFqFvnQtl6cmEgZ+nkSTzW22ESpzWq2ea5ZbVlbLy41NhDEudmsLQ5kU/MsdprtfRAQ0DPNqXzJFrXAZq1XNK/XkrQ2oEp1SxdU0WzFQUDrHyhzGX0bYKvyiQNBNeu1FZ3m6g9PA0Wzz+2Ez+2oa7vaUjPpAvrXmAm7HqdD4G27BvDcqZmuOdS2nqlVFpus51fu243dgyH85789Wnssd6KJ6mpxp2Pl99eh7VGUKxJHLyfW/RpSSkyn8pvsNOud7imbF80z1U7zenGpnQNBaKVKLfpCnaGdMs27B/UJSqem2/8w+HpF8ykhxPuufqMQ4r0Azph3SWQGFc8w0o1sFr+Niub5TGtWaCuO6qzX1hTNehFlZE4zoEc0Gp2eMVstmhtx554BXEnkDU9A6GQTifyakzNW43U58ZkPH8REMo/PPH7SxCuz1pWrZjQvdeO2KABsOK95PltEsSw3lWke7PFCiDboNBssmgHwMGCHyVXvMLZDPGPfcBgAcGIiafGVbN56RfO/A/CHQoi/EEJ8ovrPw9DzzL/amsujZklaEs/Q/6xc0frO2GyLi2YAGAp7W5JpVplxIxsBAT2iMb+JeEa9hwAVlWt+rssjGjmtjESuWFenGQBu3tGLn3vbTjzyg/N46eycSVdnrSuJ3IpDgEp/yIsd/YENDwPWZjRvIp7hdjoQC3ltP3ZOHa5a72ebWnl/lnPSO0o7HQTc3heA3+3EiYnO7jT/KoCfA/AsgGuq/zwD4KCU8k3Tr4yaSmWaw10az5jPai2b0awMR3wtOghofHoGAET87oZHzs2k69sGuNQ1/QGMRv14vsuLZvU9YTTTvNSvv3svRqN+/ME/vdHsy7JcpVJdLR5ZvWgGgEPbonjlwvy6ER81o3lok6MeB0Le2rQYu5pJFxD2udY9UDoQ8qDH6+JhwA6jnlfbIZ7hcAhcO9yDk5Od3Wk+BX1W86cAlAA8IqX8opTS3i+9aVXpatHc6jXagH0OAra60zwc9mMykTc9w6sOAhqZ0wzoC14WcvXHM6SUmN1Ep1kIgbft6sfz47NdfShpo8Um6wl4XPjgoS04fH6+4Vy6Xc2kCyiWJUbXiGcA+rzm6VRh3diEOny7mXgGAAz0tEHRnNn48SiEwM5YkPGMDpMvluF1OeBYJf9vR/tHenByMtX2Z1rWLJqllH8kpXwrgHsAzAH4khDihBDiU0KIvS27QmqKVL6IgMe56gEbswTc9ug0F8sVpPKl1hfNES+yWhkpkw9uqU6z0bx6NOBuaHpGMleCVq6suUjBiLfvGUAiV8SPrqx/mKuTTW2wQnsj9147iHJF4rlTndWxv5JQHfi1O8031ZacrB3RmK6ORdzMQUBA79DO2Hz1r9EzBiMRX60DT50hq5XbIpqh7BsOYyFbxFSbfx+uPyQUgJTyvJTyM1LKQwA+AuAnAJww/cqoqVL5UkvzzIA+Y9bjdFheNKulEL0tzzTrT9pmn8DPaiU4BODdYOavEgm4sZAr1v2KfybT2GKTpd62i7nmCQPbANdz47YoIn53x42fm1hYfRvgUvtGeuB1OdY9DBhPFdDjc236gJSKZ9i5Mzab1tad0axE/O6G7i51OiklvnN8Chfa8HCyXjTbf9ycsm+4BwBwos0jGhs+ywoh3EKIfy6E+AqAxwG8CeDDpl8ZNVWqULRklbXf46yd8rWKGqre1+pMc4sWnKQLJQQ9LsNj4KJ+D7RSpTayyKiZ1OaL5liPF/uGe7p6XvNkIo+wz9XwE57L6cA9e2P47hvTqHRQzOVytWgeXeMgIKAf0Du0PYqn35hes5jd7DZAZSDkQaFUsfWIv9mMZqjTHA14Oi7O0wwnJ1P4118+jLt//2l84E+ewxe+d6YWn7K7fLHcFpMzFDVB42SbHwZcs2gWQtwvhPgigEsAHgLwGIBdUsoHpJT/u1UXSM2RypdaOm5OCXicyFjcab40X30y7l37ydgM6jaz2WOrsoWy4ckZQOMLTmozYXs29+Ljzt0D+OG5eeTrLNo7xUaH3Yy4d18MM2kNxzoo5jKRyMPvdiLiX//F/Ydv2orxeGbNCSKb3QaoqBeHdo1olMoVzGeNnTGI+N3IFytd+5hbiyqQP3L7dlQk8NvfPoG3/ren8FOffR5ffuGcrV8wZbVSWxwCVCIBN7ZEfG1/GHC9TvP/CeAFAPullP9cSvkVKSVPErQpK+IZgF40W30Q8Pys/m27oy/Q0j9XjbwyO56R0UqGDwECQG/DRfPmO82APnpOK1Vw+JyxlcidZjKZx1CD0Qzl7j0xCAE8fTLepKuynprRvNEdk/cf3IIenwtffenCqu+fTuUxtIlxc0p/9ft81qaHAeezRUgJQ2cM1AsRdpuXi1fvnv3SO3bh7z7xdjz96+/Af7h/LxK5Ij716I/w619/zeIrXFtWa69OMwDsGwl3bqdZSnmvlPJ/SSk7cyBol0nliy0dN6cEPK7aHGGrXJjLosfnqnVYW8XndqI34DY9npGpxjOMivj1J9l6M46z6QIcApse3Xfbzj64HKJrc80TiTxGNjkOrT/kxQ1box2Va76SyK85o3kpv8eJDx0axeNHJ2vnFRQpJaaTBQxu8u8XWCxG7TpBY3GF9sYvENTPPhbNy129UXHnQBCfeOce/NOv3YNfuHsM/3R80rZxjVyxvQ4CAnqueTyeRqHUvnc8jJ0coraXLljTafZ7nJYfBDw/m8X2vkDLVmgvNRT21aYlmCWjlRGso9NcewKts9McT+tj+zY7gSXodeHQ9iieH+++orlYrmAmXWj4EOBS9147iNcuLdi2E1qvKws5w7OrP3L7DmjlCv7mlUvL3p7MlVAoVZqUabZ3PGMmpV9Xv4EDzlH1QrnB+eydSh0a9a0Sc/jZ23egIoGv/fCiBVe2sVybTc8AgP0jYZQqEuPT7RtaYNHcJazMNNd74KzZLsxlsaO/tdEMZSTiMz/TrNXXaVZFc71bATez2ORqd+4ewNHLiYbXeber6VQBUjY+OWOp+/YNQkrgmTfbP6KhlfQXE0Y6zQBw7XAPbt7Ri6++dGHZgUC1DTDWhKJZjajshE6zimd02+NtI/FUYc3vle39Ady1ZwBf++FFlMqVFl/ZxrJaedVi3872j+gTNNo518yiuQuUyhVktbIl0zMCFneayxWJS/NZbO8LWvLnD0da0GkulBGo5yBgg/GMZhbNb989ACmBF8Znm/L12sWkWmzShKL5LVvCGAh58fQb9iiaLy/k8JUXzzc00WMqmYeUwJY6Dkj+zG3bcSaewQ/OLCYI1YzmzW4DBPRJHb0Bt22L5sVogZHpGYxnrCaeKiC2zs+0n719OyYSeXzXJo+xpdoxnnFNfxAelwMnJlg0k42pE8CWxDPcLksPAk4kciiWpWWd5qGwDzNpDVrJvE6Fnmk2/sPT73HC63LUHc/Qi+bmjO27YVsUQY+z63LNkwm9AGtkG+DVHA6Bd1wbw7Nvxm3RCfvaDy/iP3/zGP7vvz9e92xjNW7OaKcZAN5/cARhnwt/ueRAYLO2ASr9IS9mbRrPmE0X4HIIQ2dVIiyaVxVPr91pBoB37h/CYI93zUOnVspqpbaa0wzo4zL3DoVwcrJ9DwOyaO4Cqbx1RbPeabbuIKAaWt/qyRmKKo7UbWMzZLX6Rs4BjW0FnE1rhm4FG+F2OnDHWH/XzWtWh4qMZnc3cu+1g0jkinj14tob8lpFLSf5i+fP4U+eOl3f5yY2XmxyNZ/biQ/dtBX/cGwSc9UDgbVtgE14UQKorYD27DTrj0ePoTXKIY8LDsFM89XWi2cA+s+pB27dhqffmMalefssQKlUJPLFSluNnFP2DYdxoo0naLBo7gLWF83WdZrPz+k/6LZb1GlWt+EnTco1SymR0errNAN6RKOeeEZWKyGrlZsWzwD0XPO52SwuztnnychsU8k8fG7HhrOIjbpr7wCcDoGnTlo/RWMymcfBrRF86NAo/uCJN/HID84b/twrC/rjo554BqDP19XKFXzjZf2w1nSygKDH2bTzG/pWQJt2mjMFQ9sAAf2uRMTvZqd5iaxWQrpQ2jD//sCt2wDY60Bgvjp9ot1GzgH6BI2ZdKE27q/dsGjuAqm8/oPSqo2AhVIFZYs2l52fzcLtFJteJtGoWtFsUq45VyxDStSVaQb027X1HARUJ/WbFc8A9KIZQFdN0ZhI5DEc3ngWsVFhnxu37Oi1Ra55IpHHlogfn/nJg3jX/kF86tFj+LvXrhj63CsLOfQG3HUXAXuHenDLjl785UsX9XFzqXzTuszA4iptO5pJG9sGqEQDHiywaK5RP9PWyzQDwNbeAN6xN4av/fAiijaIQQGoNaLaLdMM6BM0AOCNNo1osGjuAlZ3mgFYNkHjwlwGW3sDmx6T1qjaKm2TOs2Zgv73Wnc8w++uK9McV4tNmpQVBYC9QyEMhLx47nT3HAacTOSbcghwqXv3DeLERNK07zGjJhN5jER9cDsd+JOP3IRbd/Th33/9VUPTPSY2sSXxI7dvx9mZDF44M4vp5Pq32+s1EPIglS+ZtklPK1Vw/Epjh6LqPZgb8bs5PWOJen6mfeT2HZhOFfDkCevv6AConRNqz3hGe0/QYNHcBRYPAlrRadaLOatyzRfm9BnNVon43fC5HaZN0FB/r/XGM3oD9cUzVLdto65MPYQQuG9fDP94bBIvn++O7YCTyc2v0L7avdcOAgC+a+Gik2S+iHShVMtq+9xOfOFf3YLdgz34xUde3vD/r74NsLG/l/cdGEHE78ZXX7xQ3QbYvBclta2AGXOKzW+8fAnv/5/fqx2ErMdsWjM0o1mJ+N1IstNco+IBRn6m3XttDMNhn20OBKomVDvGM/pDXsR6vG2ba2bR3AVUwdOsHGU9AtVXwtlC6zvNUkqcn7VuRjOgF4bDYfNmNasXRPWeoq73IKCaIFDP7WAj/tN792M44sMvPPIyrjRQOLSTSkViKtncog7QO/ZbIj5LtwOqLvfwkhcEYZ8bX/74bRgKe/Hxv/ghzs2svdBArdBuhM/txIdv2op//NEkriTyTZucASwuODFrgcyJiSQqEjhyob4XjVmthFyxXNfB3GjAzXjGEqrTbOT7xVU9RB/UVwAAIABJREFUEPi9U3FbnMFo53gGoHeb2Wkm2zp+JYnBHm9tWH8rqQe1FYcBF7JFpPIlSzvNgLlbAdXfa70HnyIBNwqliuHbzuqFl9GDR0b1Bj34woO3IF8s4998+bDlK9fNNJvRUCzLpk3OUIQQuHffIJ47NWPZelr1ovDq/7ZYjxeP/Pzt0EoV/MnTq0/USBdKSOZLDXeaAeAjt29DsSyhNWkboGL2Ku3xeBoA8Fqd008aeREb9dc/MaeTxVMFCAHDz4s/fds2CGDZiMOrzaYLLRn/qH5O+t3tNXJO2T8SxqmptC1GZdaLRXMXOHo5gQOjEUv+bHVALVdsfTGkJmfs6LdmsYkyHPGZdhAwozrNdazRBhYXnMwbzDjOpAuI+N3wuJr/I2PvUA/++GduxPGJJH79r19raDlGO1AvnJqdaQb0iEZGK+PwOWtiLrWlLat00bf1BfDArdvw6KuXV81dq1F1m3kxsXuwB7dd0wcAGAw3v9Ns1gSNM3G9+/7axURdn6eK+HoO5kb8biTzxY59fNUrniqgP+iBy2nsZ9pIxI/79g3i64cvrTgQeHIyiV/6ysu4+be/05IIR67NO837R3qglSs4u87dJ7ti0dzhsloJ4/E0rreqaLaw03x+Vn9AWt1pHo74MJUo1L3wwYjaQcAG4hmA8bmtzVxsspr79g3hk+/Zh8eOTuKPnzpl2p9jJdWNbcZik6u9bXc/PE4HnrZo9NxEIg8h1t7E9/Nv34mKBL70/bMr3qfyvKOb6DQDwM/esR2APu2gWRaL5uZ3mtOFEiaTeXicDhy9nKir6zZb2wZYx0HAgAdSLh4M73bxVP0bTj9y+3bMpAt44vgUAH0CxC9/5RW85w+/h2ffnKluuzM/q9vOmWZAn9UMACfacIIGi+YOd/yKnpmzqtOsTvdaUTSrxSaWF81hH7RypbaAoZky6iBgvZ3meovmlNbUGc2reejuMXzoplH84XdO4bGjE6b+WUqmUGpZpGGyyYtNlgp4XLh9rM+yXPNkIo+BkHfNOxHb+gJ434ERfOXFC0jml3/P1aIdmyyaf/yGLfjaQ3fglh29m/o6S/k9TgQ9ztp4smY6U41m3H/dEHLFMk5Npw1/7mymGpeqJ9NcPdNSzwHgTrbRNsDV3LN3EKNRPz737Bn88ldfwXv+6Fk882Ycn7hvN577zXtx7VBPQ4c665Vt4+kZALArFoLLIXCyDddps2jucEcv67f9Dmy1ttNsxSrtC3NZDPZ4LX81Xhs7Z0JEI1tQ0zPqHTmnd40TBp9AZzL1d2XqJYTA7/7EARzaHsW///qrOHa5vlvWjfjIF17Eb//9CdP/HED//+90iKZtVbzavdcOYjyeseSg0pVEfsMXA79w9xjShRK++uLy29cTCzk4BDC0ySyyEAK3j/U3bQa20h/y1orUZlJ55g/dNAoAdW11VHGReqdnANwKqMxssA1wNU6HwAO3bsNrFxfw3ZPT+OV37Mb3/uO9+A8/di2iAQ9Go/6WHGhu93iGx+XA7sH2XKfNornDHb2cQKzH2/QT+0YFaiPnLIhnzFk7OUMZqhYTZhwGzKgfng12mo0uOJlJmRvPUHxuJz73sZvRG/DgoS8fNnWxRLkicfxKAj+6Yn5xDugd1aEer2kzw2/YFgUAnI4b71g2y2Qit2Hs5PrRCN6+ewBffO7ssu7+5QV9oojRbGmrmbVKe3w6A6dD4K49MUT87roOA86kCwh5XfDV0WlUj3luBdQnK8XThYZGaP7ru3bi9z58EM/95n349Xdfi94lL1y2VItmM6J4S6l4Rr1Tk+xk33APTrDTvJIQwimEOCKE+Pvq7/uEEE8IIU5Vf23evTRa4ZiFhwCBxcyVFVMRLsxmsb3P2kOAwOLteDPGzmUKJbidAl6XefGMQqmMZL5keqdZGezx4XMfuxlXEnk8+qqxjXKNmEjkUCxLXJpvzai7qWTzF5sspQqAGQvW004Y6DQDegRnOlVY9v91IpEzJbLSLP0hrynxjPF4Gjv6AvC4HLhhW7SuTvNsndsAgSWPeRbNSOZL0EqVhhbhBDwu/Itbty0rlpXRXj+yWtn0br5qQnlNOJjdKvtGwphI5Ntu4U4r/sZ/FcDS+5+fBPCklHIPgCervycT5LQyTk+ncf2WsGXXYFU8I18sYzKZt0WnORbywiFgSnGW1coNdRv8bic8ToehfGPt0FETR3lt5ODWKGI93oa3pRmhMu/TqYJpG9+WmjBhG+BSqogyaxHHWtKFElL50rIZzWu5a88A9o+E8flnz9SmOGxmsUkrDJgYzxiLhQAAN26N4M2plOHmwmymUFc0AwDC1XhGos2KFDPUFps0+WfaaHXWuNm55pxWgt/thMOiTbfNsLgZsL0iGqYWzUKIrQD+GYAvLHnzBwA8XP33hwF80Mxr6GbHq4PzrZqcAQBupwNup0C2xWu0L9bGzVlfNLucDhza3ovnTs00/WunC6W6twECev4zGjC2SntxRnNr53xfNxLGcRNv311Ykv01+0lOSqmv0A6bVxwGvS743c6Wd5rVGDkjy0mEEPjFe8ZwejqNp05OQ0qJiUTe1kVzLOTBXEZDuYmj2krlCs7NZLFrUL8TduP2KCoSOHbZ2Pe73mmur+BTmWbGM+rbBliP0aj+fGP2zxO9WdKeeWZl/4jezGu3w4Bmd5r/EMB/BLB0ls6QlHICAKq/Dpp8DV3rmMWHABW/29nyTrMqiLZZPDlDedf+IRy9nMBEork/TLNaCcE6F5soRrcCWtFpBoDrtoRxejoFrWTOAPzzS4pmsyMaqUIJWa1segyhP+Rpead5ss5Reu87MILRqB+ff/YM5jIaCqWK7eMZFWl8prkRl+Zz0MoV7Kp2mg9u1fPoRnPNM2mt7jMGXpcTAY+TBwGxuA2w2Z1m9cLR7MOAuWLZ8gPumzXY40VvwM1OsyKEeD+AaSnlyw1+/kNCiMNCiMPxeLzJV9cdjl5OYCDkMWUubD0CHlfLM83nq7fed9ikaL7/Ov214XdONHckWKZQri2QqVfU7zFUCNSeYFqUaVauGwmjWJY4NW3OD9ULs9lal97siROqsBwyvWj2mnp4cjVXaqP0jHWL3U4Hfv7tO/HSuTl8uzpa0M6dZjNmNavJGapoHgh5sbXXbyjXXKlIzDU4zSbi5yptwLx4Rl/QA5/bgcsmvwjPaeW2HTenCCGwbzjcdrOazew03wngx4UQ5wD8FYD7hBD/H4ApIcQIAFR/XbWKkFJ+Xkp5i5TyllgsZuJldq5jlxO4fjTS9BFM9Qp4nC2fnnFhLouQ12XJ6vDV7IqFsHMgiO9Uh+I3S6bBeAagr9I2cqt2cftY6zvNAEzLNV+Yy+KmHb1wO4Xpnea11kw3WyzkMW173VrUC4J6NvE9cOs2RPxu/Pcn3gQAbDFYcFuhtkq7iYcB1SbAXbHFg8pGDwMu5IqoyMbiUhG/scd8p4unCnA7RS2y0ixCCH2CRpPvKF6tE+IZALBvpAdvTqaaGn0ym2lFs5TyP0kpt0oprwHw0wCeklJ+FMC3ADxY/bAHATxq1jV0s3x1WL6VkzMUfxOL5mK5gnt+/2n87yOX1/2487MZbO8LWP6CQRFC4F37B/HC+CzSheZ13TMNHgQE9GUHRm7VzqQ0BD3Olt8OvKY/CL/baVqu+fxsBtf0BzEa9ePSvLmd5ikTtwEu1R9sfad5IpFHf9BT1/izoNeFj92xo/b9ZyQPbRWVHW7mYcDxeBoDIQ+igcXC98atUVxeyNW6oGuZTde/2EQxeo6h081Ux82Z8fwwGvW3ptPcAUXz/uEwcsXysvMldmfFvJJPA7hfCHEKwP3V31OTHZ9IolyRlh4CVPROc3MKxelUAedns/ibVy6t+3F2mdG81P3XDUMrV/Dsm82LG2W1EkJ1zmhWeoMeY9MzMgXTFnKsx+kQ2DfSY0qneSGrIZkvYXtfAFt7A7jYok5zPd3YRgz06IfWKi3s3EwmchhpoOh98G3XwONywOty2OaO0GpULGmjYrYeSydnKGrO9uuX1u82x2tFc/1/Z1G/scd8p4unCqad0RiN+nF5ofnjRZfKFRtvltiJOgx45MK8xVdiXEuKZinld6WU76/++6yU8p1Syj3VX+dacQ3dpnYI0BZFs6tpBwGnqwtCXjw7t2YhXq5IXJrLYbvNiuabtkfRG3DjiSZGNDKFUsOZ5ojfjXyxsuG4tZl0axabrEZN0Gj2sgDV2djeH8C2Pj8um9xpnkzmMBDy1D1Pu179QS/KFdnSW/ATDU4FifV48fE7d5qyxa+Zwn4X3E7R1NjLeDyzLJoBANePhuF0iA0PA9YO5jaYaWY8Qy+azTqjMRr1YyZt7hjLbHXkXLt7y5YwRqN+fOPl9ZtgdtK+k7FpXccuJ9Af9NjiVHozM81TSb3LopUqeGF8do2PyUMrV7DdJocAFZfTgXv3DeKpk9MolZszESJTKDecaTa64GQmpbU8z6xctyWMVL7U9Mxx7aBov95pnklrpk54mUzkW7KVU3XPWhnRmEwaW2yymk++dx++/PHbmnxFzSWEQH/QW4tFbNZcRsNcRqsdAlQCHhf2DvXgyIZFc+MjII1OzOl08XT9K7SNUodazVhmpXRKPMNRXUv+/Pgszs9mrL4cQ1g0d6ijl5N4iw0OAQLNzTTHU/oPIpdD4Ok3Vp9EsTg5w/ptgFf7seuGkMgVcfj85m9HlSsSuWK58ZFzfv1Jd6PbtTNp825lbuS66u27ZueaayMJewPY2qs/yZmZaza6MW+zBqqFVKsOA+aq28/MXNpiBwM9/z97dx7nyFndC//3aF9aavW+z2p7dnvsGU+wWWxjGxzAECAGEgI4ISEBXsLNQiCQBEIg4b4JgUsuvjckeQMJvGY1ELhgwGCbxeCVsWf3bJ6ld3W39l167h+lUvdMq1sqqSRVSb/v58MHT6uX6qcl1alT5zlHv1HaZy7rnLHS3oluPH0htO6dlWAsA4vAJfXQ1er22JHOVb671M7yBYmFJgTNjWw7l8i2x0ZAALhr/zgsAvjS4xdafShVYdDchlLZPE7ORrFnrHWTAFfyOKxI6vQmPRdNwyKAm64awEMn5sueXM4vKlesRqtpBoAXXjkAh9WiS4mGWp7irXUjYBWZ5ly+gMVE6zLN24f9sAj9O2icX0igv8sJr9OG8R7ledLIDhqzkfbMNE+X2s21d9CsbLDU50Lk8nZzK10zHkAklcNzC+Uv4FLZPL5xcBI7R5VSDq044ETJ9Bek/u3mVOpFeCM3A7ZLphlQWlXesm0QX3nyIrI63YFtJAbNbej4TBS5gjREPTOgb5/m2UgKAz4nXrxjEBeXkqUT0ErnFhKwWYQhT+Repw03XtGHB47N1l2nq2bvPTVuBKwmaF5KZCElWlbT7HZYsbnfq3um+dxivHRRNVE8yV1oUKY5lc1jKZFtyvNRvWWvVylBJaXBJgZ8rempv0u/8ozT83E4bBaM9ayuA1c3A65V1/yZH5/BxaUkPvCynTX97NLdpQ4u0WjUNEDVkN8FIRo3FTBfkEjnCm1R06x6w4ENmI+m8aPj+s4xaAQGzW3oUHEToBE6ZwDKRMBUtqDLjv65aBqDPhdu3qYMC3nw+OpOFOcWExjvccNmNebT+/adQzi3kMDJudUBvxbxYuu6rponAion0PA65Rmt6tG80s7R7oZkmtWa9/4uJxw2S8MyzepJerAJmeYejwMW0bzyDLVu08h9lvWglGdkdNmQenouhi393rKZ4quGfPA4rGX7NU+FkrjnoVN4+Z4R3LC1r6afvXyh3LkdNIINmgaoctgsGPK5GhY0q3dt26U8AwBu2TaAQZ8TX3zsfKsPpSJjRhVUl8MXw+jx2DFmkClb6otbjxKN2UgaQ34nxgJubBvyla1rPr+QwIY+49Uzq27dPgQAdZdolDLNdfRpBpRs8loMETSP+DEZSurWXzady2M6kioFzRaLwHhP43o1zxY7vjSjPMNiEej1OnXtKbyemUiHZJq9TmTyBUR16LF+ej5WtjQDUNos7h7rxtNl2s797XeOQUrgz1+2veafzfKMxk0DXGk04GpYTbO6YdndBi3nVDarBXftH8fDz843fAR5vRg0t6FDBpkEqFJbosV1OOHMR1MY8Ckn6Ju3DeDx5xZXDQs5v5jAhl5jXDCUM9ztwtXj3XjgWH1Bs/p719o9w+Owwm4V696qXQ6aW9dHtzQZUKcSjYtLSUiJS7qrjPd4cGGxMW/WM6WguTkXHv1dDszrOL1uPdPhJHo8dk2DTcyo36dOBazvYiSdy+PCUnJVu7mV9k4EcGQqgkxuub7z0TML+PYz03j7zVtLNfi1UIPmTh6lPd+ERMBYj6dxmWY1WdJmr7nX79+AggS+8oSx288xaG4zqWwez85GDVPPDACDxSt6tV1crbL5AoKxTCn4uHnbILJ5iZ+dCpY+J5zIIpzMGrJzxkq37xjCwQshzEVrb0tU2ghYY3mGEALdbse6t2rV0cGt6p4B6N9B4/yKdnOqxmaaled9o6cBqvq7mpdpng6lMNzmpRnAcoBVb9nL+YUE8gW5arDJSteMB5DJFXB8Rnm+5wsSH/rWUYwF3Pj9F22t6+er5RmdPBVwPpqGx2Gt+X2zGqMBF6ZDqYYMGUpklff9dtkIqNrQ58ELrujHl5+4YOix2gya28yzs8baBAgs1ztOheu78laznoPFTPP+TT3octrw0IoSjXPFzhlGG2xyudt2DkFK4EfHat/4EE8rGQdvjRsBAWDLgLds/aQqGE/DYbXA18ATTCUDPicGfE7d6ppXDjZRTfR4sJTI6jriXDUXScFhs5SyfI3W36Vfe7RKmtVKr9X6vMVR2nWu63qdM1TXTCjv3epmwHsfO49j0xF84OU76g6Uupw2WC2i48szGlmaAQDjATcy+UJDXoeJUnlGewXNAPCGAxOYDCXxk5P6Tc3VG4PmNmO0TYAASiN2661VUjN2aubabrXgBVf0X9J67lyZLKIRbR/2YSzgrquuWS13qWec6kt2DuH4TLSUfb2cMtjE0fJSH3UyoB7OLSTgtlsv2T3fyF7NSrs5Z9PWsK/LWZoa12gzkVTb1zMDK8oz6g6alYv6LeuUZ4wF3OjvcuDghTBCiQw+/v0TeN6WXvzq7uG6fjag3l2yd/Qo7UZOA1SpvZobUaKRatPyDEDZJN/rdeCLjxm3ZzOD5jZzeDKMbre9FAQYQZ/XAYfNUveEpLkyG6pu2T6A6XAKJ2ajAFZkEQ02DfByQgjcvnMIPz0VrLkdXzyjZpprD5pfuks5EX/vyEzZx1s52GSlnaN+nJqLXlLnWavzi3Fs6PVcEsROFJ8vFxtQ1zwTSWHI17zAsr/LiUQmr1ubx7WksnksxjMY7YCgudfjgBDAfJ0XI6fnYhjpdq37mhVCYO9EAE9fDOETP3gW4WQWH3rlLt0uugLuzp4K2MhpgCq1nWAjguZ2zjQ7bVa89roxPHBstrRh02gYNLeZQ5Nh7DHQJkBAOQmMdNe/m3i21Lpr+Q3vpqsubT13biGOAZ+zruxrs9y+cwjpXAE/PRms/MllJEqZ5trfPCd6Pdgx4l8/aG5h5wzVzhE/snmJk3PRur/X+cXEqvKdRmaa5yJpDDUxsOzrUns1NzabOFvqnGGcC/RGsVkt6PE4dCnPWK80Q3XNeACn5mL4/KPn8abnbcT2Yf0GVfnddpZnNDhobuRUwEQbtpxb6fXXb0CuIPG1p4y5IZBBcxtJ5/I4MRM1VGmGarTbXXemeT6SgkUsD3AAlE4UO0b8pbrm84sJbDR4lll1YHMvfC5bzSUasUwODpsF9jr7Ub901xCePL9U9so+GEtfst6tUuqgUWdds5Sy2F3l0udIn9cBt92KCw3o1Tzb9Eyz8veab3Bds/p67oSaZqD+WnEpJU7Px9ftnKFSh5z4XTb80e1X1fwzywl4OjdoTufyCCezDS/P8Lvs8LlsmArVd84rJ5lRNwIaPzFUiysGu3D9ph586fELuvRF1xuD5jby7EwM2byxNgGqRgIuTOtQ09zX5Vw1tOTmbQN44twSIqnsJUMrjM5uteCWbYP40fG5mnYLJ9L5mtvNrfTSXcOQEqta4EkpsRDLGKI8Y1OfF267te665rloGqlsYVXNuxCN6dUcS+cQz+Sb1m4OWO700OhMszpCuxNqmoH6R2nPRdOIpXPYOlg507x3QwB9Xgfe/7IdpSFEeunk8gz1NdHoTDOg1KY3YmBSu7acW+kN12/A2WAcvziz2OpDWYVBcxtRNwEaMWge7XZjNpquq5XMXDRVNvi4Zdsg8gWJHx2bU4ZWGHwT4ErXb+7FQjxTU/1WPJPTpW3S9mEfNvR6VpVohJNZ5ArSEOUZVovA9hFf3Znm9Wrex3vcuvdqVsdMN2Owiaqv1B6NmWY99fvqG6V9eq5y5wyV32XHE39xG+7aP1Hzz1tLwLN+m8l2pr7PNuM9bSzgbmh5RjvWNKtetmcEPpcNX3zceBMCGTS3kUPFTYATBhzsMRJwIV+QdfUlno2kS+3mVrpuQwA+lw3/+YtzkNL4nTNWGikGU+oADC3i6Ry8OtyiE0LgJTuH8MipBURTyxkoIww2WUntoFHPLTu1u0r5oNmje6a53ObVRlPLaeqtv61kJpxCt9tuiv0DelDKM2oPNqtpN7dSo/al+N12RNM5Q/fCbZRmTANUjQbcDdkImMzkIQTgtLVv+OZ2WPHqa8dwYiZquOdp+656Bzo1F8W2YZ+hNgGqSr2a66jxmoumy2aabVYLXnTlAJ48twQA2GDwwSYrqbe2Z2qo905k8vDU0aN5pZfuHkYmX8CDJ5b7Y6pT5Rpd/1etnaN+RFO5um55nl+IwyJQdqraRK8bkVRO13rP2WhzpwECgMtuhc9pq3sQRyWd0qNZ1d/lRCydQ6qY6dPq9HwcXoe1qc+FcgJuO6TEJRfInUKt829W0BxO6t/7PVZMlhjxPK+n9/3qdnz33S+E1WKs35NBcxuZCqUwFjBelhmov1dzLl/AQjxdGqF9uZu3DZT+20yZZrUTSC0Z+Hg6hy6dho5ct6EH/V0OfH9FiYY6Va7PKEGzDpMBzy8mMNLthqNMlkYNpPXMNpd6izcx0wwopQSNLs+YCXdGj2aVesel1nU9PR/DloGulgc76lTATqxrVjPNfU24e6a2ndO7RCOcyJb+hu3MY9ALAwbNbSJfkJiNGDfzM1LMNE/XOBUwGMtAyrUzdjcVg2avw2qIbg/V6vc6YbOImjLN8XRet7ZDVovSN/qhE/NI55RMWjBqrPKM7cN+WER9HTTOlemcoVpuO6ffSW4mnEKX06bbxU21+ryNnwrYiZlmoPZR2meq7JzRaOpkyk7soDEfTSPgscNpa3w98FgxUaR3iUYo2RlBs1ExaG4TwVgauYLEiEEzzX6XEjjUWp6h9oQtV9OsfnzPWDc29XsNeXW6FotFYNDnrK2mOaNPTbPqJTuHEUvn8MipBQBKcGC1CPTovHu/Vm6HFZv6vfVlmhcSa96JmChlmvU7ya21ebXR+hs8FTCdyyMYS2PYb8z3m0bo66p9lHYik8NkKFl1PXMjlTLNHRg0B2ONnwaoGgso7yeTOnfQCCUyCLiN8Z7ciTpjB0cHUG8BGXU6lzrgpNZM81wx67leAPLJN+xFNl//xLhmG/S7MBep5USc16V7hurGK/rQ5bThe0dmcMv2QQRjafR6HbAYqKZs54gfvzwfqulrY+kcFuKZNburBDx2eB1WXFjUtzyjmZsAVX1dDjx6tnGZZvX52lmZ5trLM84Ux2dX026u0bqLAVcndtBoxmAT1YBPuYuod3lGKJk1bHKsEzDT3CaW2z8Z98U0Eqh9wEmlTDOg7ErXc3JWswz7XTVlmmPpnG4bAQFlhOnN2wbwwLFZ5AvSMNMAV9o56sdkKIlwDfWY59fpnAGovZo9umaaZyOplgTN/V1OLCWyyDXoIrL0fhPopKC59vIMrZ0zGkktz4h0YKa5GSO0VVaLwEjApX95RiKLHpZntAyD5jahnsRGDXwSG+121VyeMRdNQwjj1NfqabjbhVmNFxPZfAGZXEHX8gxAGXQSjGXw1PklBGMZw613PZsBzy8q2b6N63RXmejVb8CJlBJzkfQlY9+bRf27LcYbk01U7xh1UqbZZbeiy2mrKdN8el7p2mKETcpq0NypGwGbmQgY7da3V3OhIFme0WIMmtvEdCgJt91aekM0opFuN4KxdGmjmRZzkRT6vKunAbaDQb8T0XQOcQ2tiRLFqVB6lmcAShcSh9WC7x2eMWymGag1aC5mmtcJXNRMsx7jW5cSWWTyBQy3KNMM1L5prRJ14+qwge9sNUKtvZpPz8cw0euBywBT3Bw2C7wOa8fVNMfTOSQy+aZlmgGlg4aeo7RjmRwKEtwI2ELtF4F0qOlwCiMBl6E3wam3cmvpFLFWj+Z2oAZVsxpKNNQAW48x2iv5XHbceEUfvndUDZqNldEY9LnQ3+WsqYPGuYUEut32dS8sx3vciKX16dU824LBJqrSprV4Y+qap8Mp+FrQFaTV+rpqmwp4ei6GLf2t75yh6nbbO657RmmwSRMTAWMBN2YiKd3KpNSyNCMnx9odg+Y2MRVOGv5WaT0DTmYjKQw2MUPQTMM1TAVMZJSg2dOAoOWlu4ZxYTGJVLZguEwzoGSbj0yFNX/d+cW1O2eo1F7NeozTXg6aW1ee0ai2c53Wo1mlZJq1rWk2X8CZYBxXGGAToKrb4+i48oxmDjZRjQXcSjvYqD6vw6Xi5k2jdDTqRAya28R0KGXoTYDAcqa5lg4aSqa5PU/S6uALLR004mmlPKNLx42Aqtt2DEG9YWHEoHnbUBfOBuMoaByven6dHs2q5V7N9dc1V7N5tVGW26M1rqa5E3fw93c5NZdnnJmPI5MrlEqLjCDgtiOc7KzuGc0coa0aLb5G9GoKCwXpAAAgAElEQVQ7p17osDyjdRg0t4FcvoC5aMqw7eZUo6UBJ9oyzbl8AcFYun0zzd3aM81qeYZH542AgHJS2b+xB0BzJmdpNdHrQTpXKGWOqpHLFzC5lKwYNE/06tereXkaYPOft36XDQ6rRdMaaTEdTmGkTS9i19PX5cRSIqPpdrt6V2TXaHejDkuzTizPCLYi06zzVEC1Dp1Bc+swaG4Ds9E0ChKGz/y4HVb0eOya30AW4so0wGaPIm4WdWKcllrvuLoRsAFBM6CUaACtyZJWoga2WvopT4VSyBVkxfKMbrcdPpcNF3TKNPd6HU2ZPnY5IQT6uhwNyTRn88oFSyeWZwx0OSAlsKihx/GRqQicNouhapoDHnvnlWdE000f1qQmivRqOxcuPu+62T2jZTprF0ebmg6Zp/3TSLf2Xs3Lt7nbM9MMKNlILRsBl2uaGxOQvfFXNqLH48COEV9Dvn891Ml9F5YS2L+pt6qvUTtnTFTINAPQrVfzbKS1d0f6aqi/rcZcNA0pzfF+oze17CUYzVR9QXlkKoztI35Ddf7p9tgRSmYhpTT05nE9zUfT6PM6YG3isCa3w4o+r0O3oHmJ5RktZ5xXMdVsqtSj2diZZkDpI60106zW+rZrTTOgbAbU1j1DrWluzHWv22HFa/eNG/KEqtYdn1+o/nl0Tu3R3Fc52zfRo0+v5lYNNlE1apT2THFPQidmmvs1diWRUuLoVAS7DFTPDAABtwOZXAGprPkmqNaq2T2aVaMBt641zV1OG+wGugDrNFz5NtD2meZoMdPcpi3nADVo1rIRUK1pbn3f12Zz2a0Y8js1lVCcX0jAYbVU1TN5vMeDC4v192qejaRa0qNZ1ed1NiTTbIbpo42itSvJxaUkIqmc4YJmtWVZJ9U1N3Ma4Eq1JIrWEkpm2G6uxRg0twG1Z6rPZfwX00jAhXAyq2mQx1xEnQbYvkHzULeSaa62I0Q807iNgGYw0eMplVxU4/xiAuM97qpuzY73uJHM5uuapqduXm1lb/F+n1LTrMeglpWmQ503Qlu1sjyjGuomQHWSpVGot/dDHdRBYz7amqB5LODBZEifgUnhRJalGS3GoLkNKO2fzHECW+6gUf2V91w0hT6vo61vSQ35nMgVZNUbjBKZPNx2a1Pr84xkQ68HFzUEzecWEutOAlxJjw4aC/EMCi3evNrvdSKTLyCSqv4CtRrT4RS8Dit8HTbYBFjuShKssjzj6FQEFgFsHzZY0Nxho7SllAi2MNOcyOR1yeovJTLs0dxi7RuFdJDpcMo042zVumstA07mImkMGLCLg55KbeeqLF2JpXPwNmgToBmM93owHUkhk6tckymlVAabVLEJEFiuma6ng4b6d2xpTbNPObnWMsFuPTORJIa7jT19tFGEEMqAk6ozzRFsHeiC22BlVP4OK88IJ7PI5mVTpwGq1PcTPTYDhpJZdDPT3FIMmtvAVMj4PZpVat21tkxz+47QVg1pHKWdSOc6tjQDUDbrSVndiWgpkUUsnauqcwawcsBJ7Sc59e/Y6ppmAJqHcVQyHTb+IKVGGvA5q37/OmLATYDAcnlGuEMyza0YbKLSc8BJOJEt3SWg1mDQbHLpXB7BWNo0JzElQ6Ut09zOI7RVy0FzdVnBeCYPbwfeHldt0NCr+fR8DACwuco+uT6XHQGPXVMf6MupY3NbWtNcmgqoc6a5Q0doq67d0IMnzy0hlc2v+3kLsTRmIilDDTVRBYq3+DulprmVQfNYQJ8BJ1JKhJKsaW41Bs0mNxtW3gzMUtNst1ow0FV9piZfkMUNVeb4/Wo14HNCiOqnAsbTOXgNdsu3mUoDTqoooTg2HQEATWOMx3vcdWWa5yIpWMTyxrFW0NrpoRqFgsRcNN3SDHqr3bJ9EOlcAb84s7Du5x2ZUp53Rsw0ex3KfohOKc+Yb8E0QFWv1wGX3VJ3eUY0nUO+IFnT3GIMmk1uqhh8jpok0wwokwurbTu3EFOmHbZ7ptlutaC/y4nZKtclnsnD08GZ5iG/C3arqKqDxtGpCAIeu6ZAb6LHU1ev5tlICgM+Z0s3avZ61aBZv2xiNFU8cXs798T9K5t74bJb8NCJ+XU/Tw2atVysNYsQAgF350wFVDPNrejAJITAaMCt6e5qOWopDVvOtRaDZpNTM7ZmyTQDwGi3q+qr7rnim127jtBeacjvrDrTnEjn0NXBGwGtFqFM7lus/Dw6Oh3BzhG/po1raqa51jZRM5HWZ2NtVgt6PHZdM81qZrKTT9wuuxU3bOnDQyfm1v28I1NhjAXcpVIIo1GnAnaC+WgaDpsFfldrEg1jATcu1plpDpWmARrz+dQpGDSbnHr1aqpMc7cb06FUVQFJJ4zQVmmZChjv8I2AgBLYVso05/IFnJiJau6TO97jQTpXKN3W1WoukjLEhZ7eUwEZNCtu2T6I5xYSOBuMr/k5R6cjhswyq7rddkQ6KGge6HK2rOPLWMBdd02zWn/OmubWYtBsctPhJAIeu+FaGq1nNOBCMltd38q5aPuP0FYNaQmaM/mOrmkGlM2AlWqazwbjSOcK2KExaN5Y7Ol8Zn7toGg9ygjt1l/o9XU5dM0088StuPmqQQBYM9scT+dwNhg3ZD2zqpPKMy6Gki3dvDrS7cZ8NI10bv3No+tZKv6tejr8tddqDJpNbsaE7Z+09GpWg8h2ngaoGvK7sJTIVtyVDwCJTK6ju2cAymbAUCKLSGrtE//RGjYBAsvDKE7MRDUfVzqXx1IiiyED9Bbv73JioY7Jhpdjplmxoc+DLQPeNeuaj89EICUM2TlDFfA4OqJ7RqEgcWQyjN0tvIAZ7lbOX2ptdS3CxcFX3W6WZ7QSg2aTmwqlSr2PzUJLr+a5aBp9XgcctvZ/qqo1sJXeWNO5PLJ5yaC5p3LbuaPTETisFmwd6NL0vYf8TgQ8dhyvIWieK7YNHDLA67K/y4lgHSfqyzFoXnbzVYP4+ZkFJDOrL3KN3DlD1e22d0Sf5jPBOOKZPPaMB1p2DFpbipYT4kZAQ2j/SKTNTYeTpguaS5nmKjpFzBW7EHQCNciqtBkwkVZO0h6WZwAALqyzGfDoVARXDHZpvugSQmDbkA/HZyKaj0u9O2KEkqL+Lgei6VxVdy+qwRP3spu3DSCzRuu5I5MR9Hjshn5v7nbbESl2Q2lnhyZDAICrx1uX9VffC+aqLL8rJ5TMwuuwdkQCyci4+iaWzCi3gdUg1Cz6u5ywWQSmq9gYoUwDNO6JR09qDWylUdrxTA4AmGnuVSf3rZ1pPjYdrXkz1o4RP07MRFHQGFSo2SRj1DQXB5zoVKIRSWbhtFngsnf2BRsAHNjcC7fdigfL1DUfmQ5j12i3oUeNq3Xp7b4Z8JmLYbjtVs13m/SkdeJrOUuJDDtnGACDZhMrtZszcDajHKtFYMjvqmo3cSdMA1QNV/nGGi9mmr0d3j2j222Hz2Vbs4PGXDSFYCytuXOGavuwD4lMXvOQk1Km2SA1zYB+UwFDCU4kU7nsVty4tQ8PnZi/pBNQNl/AszMxQ5dmACtGabd50HzoYhi7Rv0t7Zne47HDbhWlSaG1CPO1ZwgMmk1MHRBito2AgNJBo1J5hjINMNMxmeZutx1Om6Vy0FzMNHs6uE8zoJRQTPR41qxpPjat1CNr7Zyh2jbsU76PxhKN2UgKDpvFECe4vuJUQL3azoWTWZZmrHDz9kGcX0zgzIrWc6fmYsjkC4ZuNwcsl9i0c6/mXL6AI1MR7GlhaQagvFcN+qrvjlQOR2gbA4NmE1MztaMmGmyiGul2V9wIuBBPI1+QGDTAbe5mEELJwM9U2CySYKa5ZKJ37V7NR9WJbDUGzVcN+SAEcHxa22ZAtd2cEW7N93uLu/Z1yjQzaL7UzVcNAMAlXTTMsAkQWO7CEEq0bweN0/NxJLP5ltYzq4b8zvqC5kQGAXbOaDkGzSamZppb2X+yViMBF2bCqXXrRdUuBIMGuM3dLNUMOIml1Zrmzs40A8pmwLUm9x2djmAs4EZ3jdkZr9OGjb0enJjVmmlOG6I0AwD6ffpmmkPJLFterTDR68HWAe8l/ZqPTCk1tJv7W1dDW41OKM84NBkGAOwZa13nDJXSh7++7hnMNLceg2YTmw4n0d/lgNNmvuBpLOBGNi8RjK/9JjIXLU4D7JBMM6B00KgUNCfUjYDMNGOitzi5r0yt4LHpSM2lGaptwz7tmeZoyjAlRR6HDW67VbcBJxFmmle5ZdsgHj2zWHpdHpmKYPuIr6U1tNVQ/45tHTRfDMHrsGJLv7fVh6JpeNXlpJQszzAIBs0mpvRoNl89M7Bchz29zoCTUr9bgwQgzTDkc2ImvP6I8XixL2yn1zQDy72aLy/RSGbyODMfq7uudPuwH2cX4mV78a5lNmycoBlQss16bQRkecZqN28bRCZfwM9PL6BQkDg2FTF8aQawoqa5jXs1PzMZxu6xblgMcAEz6HcimsqVLq60iKWV1oAsz2g9Bs0mZsYezapqBpyot7IGOmAaoGq424V0rrBu9ideLM/o6vCWc4CSaQawapz2idkoChLYOeKr6/vvGPFBSuDkXHXZ5lg6h3gmb4h2c6o+rxNBHcozsvkCYukcs12XuX5zDzwOpfXchaUEoumcoScBquxWC7qctrYNmrP5Ao5ORQxRzwwsd9OZq6FEo9Qfna+9lmPQbGLTYfNNA1RVM0p7LppCb4dMA1RVMzkqkc5BCMBlwrIcvY33KM+j8wuXXnwdU8dnj9R3wtxWHKddbYmGkQabqPq7nLqUZ0Q4DbAsp82KG7f246ET86bZBKjqdtvbtjzj5GwM6VwBu8eMETSre49qKdFQg+Ye9mluuc6JRtpMLJ1DNJXDiMkGm6h6PEp7tfV6Nc9G0h3To1mlBlvrTQWMZ/Lw2K2GuOXYai67FUN+56pM89GpCHxOWymortWGXg/cdmvVbefUE6KR6vD7uxy6ZJo5QnttN28bwMWlJL719BSsFoGrhuq7w9EsStDcnt0zlicBtn4TILA87KiWXs2h4t+Id3laj0GzSanT9MyaaRZCYDTgLnUAKWc+2jkjtFWlASfrrEsik+v4aYArlevVfGxa2YxV74WF1SJw1bAPJ2a0ZZqHDZZpXoynNU82vJzaz5e3iFe7eZvSeu7+IzO4crDLNBMTAx5725ZnPHMxDJ9L6YBjBIN1jNJW/0YBXrC2HINmk1IHg5hthPZKI90uTFWoaTbSbe5mUDOU693Ci6XzDJpXmOi9NGguFCSOTUdq7s98ue1DPhybjqy7OVOlltUMGuh529flQEEqY3jrwUzz2sZ7PLhysAtS1t4XvBXauTzj8GQYewyyCRAAfE6lk81MhaFe5fCC1TgYNJuU2TPNgBLwr9U9o1CQmI91XnmGy25Fj8e+bnlGIp2Dx2GOTFYzTPR6MB1JIZMrAFA6acQzed0msm0f8WEpkS3b1u5ys5EUupw2Q23SLI3SjtcXNLOmeX23bB8EAMNPAlwp4LG35UTATK6AY9PRlk8CXEkZXuWsrTyj+Npl94zWY9BsUlPhFIQw1oYjrUa7XZiLppDLF1Y9thDPIF+Qpv79alWpn2ec5RmXmOhxQ8rlCZnqJsB6ezSrtqubAaso0ZiLpA1Vzwwsj9IO1nCyXom3iNf30l3DsAjgwObeVh9K1brdDoQT2aruopjJs7NRZPIFXG2AoSYrDdbYqzmUzMLrsHbUpnij4l/ApKZDSQz6nLBbzfsnHAm4UZDlN0aUBpt0WKYZqDw5Kp7Ow8tMc8mG3kt7NR+djui6GWv7sPJ9jlexGXAmkjJUPTOw3LIxWGemWb2N72fQXNa+jT146i9vN8zGs2p0u+3I5AtIZVcnLszsmYvKJECjtJtTDfldNdc0B9g5wxDMG3F1OKXdnHnrmYEVvZrLdNCYM2BtaLMM+10Vumfk4GGmueTyXs3HpiPYOuDVbTNWj9eBIb+zqrZzsxFjDTYBgD41aK4z0xwuZrvMfKHeaGYLbNRuDKE266BxaDKEbre97u45ehvyOTEbSWvO7IeTGZZFGQTf/UxqKpzEaMBYJ2et1E2Mk+WC5o7ONCt9dbNlylYAIJHOo4sjtEuG/C7YrWI50zxV//jsy20f9lcsz5BSGrI8I+C2w2oRWFhnZH01mO1qP4E2nQr4zMUwrh7vhhDG2ASoGvK7kMzmEU1rmwq4lMiix8ug2QgYNJuQlBLToRSG/ca6itZqeSqgEiBHU1mcnI3iJyfn8ZOTQQDG6nfbLEPdLkiJNTeexdM5jtBewWoRGO/x4OJiEqFEBlPhlO4dDLYP+3BqLrbmhQygBB6ZfKE0+csoLBaBXq8DwWj95RkszWgvavaynTpopLJ5nJiJYo9BhpqsNNRdW9u5UCLDTYAG0bB0lRDCBeDHAJzFn/NVKeUHhRC9AL4EYBOA5wC8Tkq51KjjaEeRZA7JbN70mWafyw6f04ZPP3gK//NHpxC77Or7ysEuODtw6l2pV3MktaqloJRS2QjITPMlxnvcuLCUwFF1EqDOHQy2j/iQyRdwNhhfs1ZaLakZNmBHm/4uZ92Z5kgyi243n3ftRC3dqWVzmlGdmIkiV5CGq2cGlPIMQGlNecVg9Xsuwsks280ZRCPfAdMAXiyljAkh7AB+KoT4LoDXAPihlPJjQoj3AXgfgPc28Djajtrb2Ow1zQDwthdtwZGpCIa7XRjpdmG424Vhvwsj3W5DBh/NMOQvP25VSom//tZRFCSwqd/bikMzrIleDw4dmsbRKX07Z6i2DS130FgraF4eoW28uyP9XY6qWuatJ5TMYEt/l05HREawqd8Dm0VUPbzHDJ6ZVDYB7jHghszSxFcNvZqllEppFO/yGELDgmapVLrHiv+0F/8nAbwKwM3Fj38OwENg0KzJtBo0mzzTDADvuvXKVh+C4ZR7Yy0UJD7wjcO497HzeOsLNuO114216vAMaUOvB6FEFo+dXcSgz1nqTayXrYNe2CwCx6cjeOU1o2U/p7R51WDlGYByTKfmYpU/cR3hZJabkdqM02bFFYNdpTaN7eDQxRD6vA6MGjDpUhpeFa0+aI6lc8gVJHq4n8AQGlrTLISwCiEOApgD8AMp5aMAhqSU0wBQ/P/BNb72bUKIJ4QQT8zPzzfyME1nqjgQZLQNMs20Wp/XAZtFlFrx5QsSf/rVp3HvY+fxzlu24i9evsNwG1xabaJH6aDx45PzumeZASW42DrQte5mwEdOB2G3CkPW4Q/5nZiL1jdKO5TgLeJ2tGPEj2NVdIYxi2cuhrHHgJsAAcDjsMHnspUusKuhbtLka88YGho0SynzUsq9AMYBHBBC7NbwtZ+RUu6XUu4fGBho3EGa0HQ4CZtFYKADO0t0AotFYNDnxGw4hWy+gHd/8Ze476lJ/MntV+E9L91uyJNBq6m9mlPZQsMmsm0b9q15G/vHz87jGwen8LYXbTFkHf6Q34V8QdY8FTCVzSOdKzDT3IZ2jPgwE0lhqc4+3kaQzORxci5myE2AqkrDqy6nbtJkeYYxNKV7hpQyBKUM4w4As0KIEQAo/v9cM46hnUyHlF6wVguDp3Y11O3ChaUE3vmFp/DtZ6bx57+6naUs65joXb7ronfnDNX2ER8mQ8lVnQbi6Rze//VD2DLgxbtebMy/kVpnXeuGL47Qbl/qnZl2KNE4Oh1BviANHjQ7Nb0OS5M4WZ5hCA0LmoUQA0KIQPG/3QBuA3AcwH8BeEvx094C4JuNOoZ2NRVOltq1UXsa9rvw+HNL+P7RWXzozp34/Zu2tvqQDK3brXRiAfTfBKjaURynfXm2+R++fwIXl5L476+9WreBKnpThwTVuhkwxKC5bamvl6MmCZq/9uRFvOKffoIfHptd9dihiyEAMPRUxiHf+hNfL7eUUO4A9LA8wxAamWkeAfCgEOIZAI9DqWn+NoCPAbhdCHESwO3Ff5MG0+EURgKsZ25n4z1uCAH83Wv24O7nb2714RieEAITvR647BZsblBnkW3FcdonVozTfur8Ej77yHN40/M24vpNvQ35uXpYqyNLtUq3iHnibjv9XU4M+JymqWv+zqFpHJ6M4K2fewJv/ezjOL+QKD32zGQYAz6nITvYqAb9LsxFU1VPBSxdsPK1ZwiN7J7xDIBry3x8AcCtjfq57U5KielwCi/dxUxzO3vHzVfgzmtGDZ0xMZrrN/VgNOBuWNnSSLcLfpcNx4qZ5nQuj/d+9RkM+134szu2NeRn6mWga7k/bC3CCWaa29mOET+Oz5gj03x4KoxXXD2CPWPd+B8/PInbPvEw/uCmrXjHzVtxeDKMq8eMuQlQNeR3IpuXWEpk0eutXHIRLmaa+dozBnaqN5mFeAaZXIHlGW2ux+tATxVvqLTsr19V9T7jmgghsH3Ej+PF29j3PHgaJ+di+P/u3g+fy9gnNIfNgl6vQ1Orq5VYntHedgz78O8/W0A2X4DdatxBwcFYGrORNPZOBPC7L9yCV+0dw99+5xg+9cOTuO+pi5gKJfGyPSOtPsx1Da9oKVpN0BxKZOFxWA25wbgTGffVQWWpvXvbYbAJkdlsH/bh2dkYjs9EcM9Dp/CqvaN48fahVh9WVQZ9Ts3je1XLO/h5IdeOdoz4kckXcGY+3upDWdeR4vCiXaPKRr/hbhc+9RvX4t7fex48DisKErhuQ08rD7EidX9BtRewS4ksezQbCDPNJjNr4FG9RO1u+7AfsfQ5vP3zT6HLacNfvWJnqw+pakqrqxrLM5JZCAH4XDxltKOVHTTU2n0jOlyc9nd5W8kbtvbh//zhC3FoMoxrJ4xd0qbWW1d7ARtOZniHx0CYaTaZYEw56fV38cqTqNm2jygBxdlgHB965S706Tx5sJGUASc1ZpoTGfhddljY5rItbRnwwmG1GL7t3NGpCDb0esoGkXarBddt6DF0PTOA0nyFai9gQ4ksN+AaCINmkwnGlE0Beo8JJqLKtg35YLMI3LJtYM1x2kY15HdhPppGvoapgByh3d7sVguuHOoyfNu5w1Nh7GrQ8KJmcdqsyv6CKjPNoSSDZiPhvTaTCcbS6HLaDNsPlqideZ02fOUPbsAVg12Gz2hdbtDnREECC7F0qa6yWgya29+OET8eOjHf6sNYUySVxbmFBO7aN97qQ6nboM+pIdOc4WATA2Gm2WQWYhn0sTSDqGWu3dBj+G4Z5ZQ2INVQ18xsV/vbMeJHMJaueQBOox1TNwEaeNpftYaKvZorkVIq5Rm8YDUMBs0mE4ylWZpBRJrVM+AknMzCzxN3W9tRrNc3al3z4VLnDHOXZwDVj9KOZ/LIFSQvWA2EQbPJLMQy6GP/XiLSSN21X0uv5gjLM9rezhUdNIzoyFQYgz4nBn3m7xyl7i/I5Qvrfl6oONiErR6Ng0GzyQRjafT7mGkmIm36u5wQApjTWJ7BW8SdIeBxYKTbZdygeTLSFllmQCmVKkhlWNl6QgmOrzcaBs0mki9ILCYy6GemmYg0slst6PNqbzuXKN4iZqa5/e0Y8ePYdLTVh7FKKpvHqflYaaiJ2Q1XWSq1HDTznG8UDJpNZDGegZRgppmIaqLUUmrLNIc5QrtjbB/24fR8DOlcvtWHcokTM1HkCxK7x9oj01wqlarwWgwli+UZzDQbBoNmE1mIKy+wPi+DZiLSTml1pS3TzFvEnWPHiB+5gsTJ2VirD+USh6eUSYDtkmmudlNu6bXHC1bDYNBsIsGoOtiEt2qISLtaRmmrmWZ2z2h/Owy6GfDIVAR+lw3jPe5WH4ou+rwOWETlUdrqRsBuXrAaBoNmEyllmtlyjohqMOh3YSFeedf+SuHiLWKWZ7S/zf1euOwWw9U1H5kMY9dot+kGCq3FZrWgv6tyqVQokYXHYYXTxmFmRsGg2UTUpvMDDJqJqAZDfiekBIKx9Xftr6RmmrkZqf1ZLQLbhnw4PmOcTHMuX8DxmWjbdM5QDfldFds/hpLsWmM0DJpNZCGegc0i4Hdz+jkRaTfk0z7ghBsBO4vSQSMCKWXZx39+egGvuednCBfrbRvt9Hwc6VwBu9tgEuBKQ34nZsKVa5q7ebFqKAyaTSQYTaOvy9E2t6iIqLlqmQoYSmRhtQh4HbxF3Al2jPixlMiWLR1YiKXxh1/8JZ46H8Ijp4NNOZ7Dk+omwPbKNA/6XZirMLI8lMigh/XMhsKg2UQW4hmO0Caimg2WpgJWvxkwXLxFzIv1zrDWZkApJd7z1WcQTmThtFnw6NnFphzPkakIXHYLtgx0NeXnNcuQz4XFeGbd9n6hZJZdawyGQbOJBGNpbgIkoppVu2t/pTBHaHeU7SM+AMDRy4Lmzz7yHH50fA7vf9l27N/Ug8eaFDQfngpjx4gfVkt7XbQNdyvn8vl1LmBDiSy6OULbUBg0m8hCLMN2c0RUM3XXvpZR2uFklu3mOojfZcd4j/uSTPORqTD+7jvHcev2Qbzlxk04sKkPx2YipXr3RikUJI5Ntc/47JUGS6VS5V+LUkqEkxlmmg2GQbNJSCkxH0uzPIOI6lLNrv2VwrxF3HHUzYAAkMjk8K57f4mAx46/v+saCCFwYHMvpASeOrfU0OO4sJRANJ3D7jYZarKSuil3rbs+8Uwe2bxk9wyDYdBsErF0DplcgZlmIqqL1lHaLM/oPDuGfTgbjCOVzePD3zqKs8E4Pvn6vej1KuefazcEYLeKhtc1H55UAvd2mQS40vIo7fJBszrYpIfdMwyFQbNJqH1VOUKbiOox6HdpqmlW6ioZNHeSHSN+FCTwiR88iy8+fgFvv2krbryiv/S4y27F1eMBPHZ2oaHHcWQqDJtF4Krh9toECCjBsN0q1tyUq47Q5jRAY2HQbBILMeWF1e9j0ExEtRv0ObEQzyCTqzwVsFCQiKQ4YKHTqB00/vnHZ7B3IoA/uv2qVZ9zYHMvnrkYRjKzdveHeh2eiuDKIV9bTsSzWAQGfS7MrtGruTRUiK89Q2HQbJvWE8MAAB0wSURBVBLBYtDc5+WtGiKqndqreT5WuUQjms5BSnAjYIfZ0OuB12FFl9OGT73hWtitq0OFA5t6kStI/PJCY+qapZTF8dnttwlQNeh3rrm/YKlYnsFJnMbC0XImoZZnDDDTTER1UGsp5yIpjAXc636uOvWN5RmdxWIR+OCduzDW48aGPk/Zz9m3qQdCAI+dXcSNW/vLfk49ZiNpLMQz2N3GQfOQz4VT87Gyj6nlGRxuYiwMmk1CzTT3MtNMRHUY9K3f6mql0i1iZrs6zuuun1j3cb/Ljp0j/ob1az4yVZwE2Gbjs1ca8jvxszUmK6qvPd7lMRaWZ5jEQkzp11juNhkRUbXU8oy5KtrOqSduZpqpnAObe/HU+aWq6uO1OjIVgRDL9dXtaNDvQjSVQyKTW/VYKJGB226Fy95+9dxmxgjMJIKxNOuZiahufV4HrBaxZqurlUJJpSyMQTOVc2BTL1LZAg4Xs8J6OjwZxuY+L7qc7XtDfFi9gC1z12cpwf7oRsSg2SSUaYCsZyai+ii79qvr1bxcnsGTN612/eZeAGhIicaRqQh2tnE9M7B816fcBWwokWVZlAExaDaJIKcBEpFOlKCZ5RlUn/4uJ7YOeHUPmkOJDCZDybYcarJSacBJmV7N4WSG7eYMiEGzSShBM686iah+g34X5tcYqrBSOJGF02ZhXSWt6cDmPjz+3CLyBanb91QnAe5p402AgPI6BIDJpeSqx0IszzAkBs0mkM7lEUnl0MdMMxHpQBmlXV2mmVlmWs+BzT2IpnI4MRPV7XsemlRqpHePtXd5ht9lw1jAjf/3e8fx1s8+jodOzKFQvPhgTbMxtW+FfRtZjCubcVieQUR6GPK5sJTIIp3LrzttjSO0qZIDm/sAAI+dXdCtBvnwZBjjPe62r+kVQuBrb78RX3j0HO597AJ++O+PY2OfB2/8lQ1KeUab//5mxEyzCQSjStDcx/IMItLB0Dq79lcKJ5ntovWNBdwYC7jx2HP61TUfmgy3fWmGarjbhT95yTY88r4X41O/cS2GfC787XeOI5uXrGk2IGaaTSAYV05szDQTkR4G1amA0RQmestPfAOUoHk04GrWYZFJHdjci5+cnIeUEkKIur5XOJHF+cUEXl9huEq7cdgseOU1o3jlNaM4Nh3B/YdncOc1o60+LLoMM80mEIyqQTMzzURUP3UqYDWZZk4ko0oObO5FMJbB2WC87u+lTgLslExzOTtG/Pij26/CaIUx99R8DJpNYIE1zUSko1KrqwqbAcPJLAJuXqzT+g7o2K95eRNg5wbNZFwMmk0gGE3DZbfA42DbJyKqX4/HAbtVlO0Pq8rmC4ilc9wISBVt6feiv8uhS9B8eCqCsYAbvZyASwbEoNkEFuLKNMB6a8WIiAB1KqBr3UxzpDTYhFtfaH1CCFy/qReP6hE0T4bbvtUcmReDZhMIxtLs0UxEuhr0O9etaV4eoc2MH1V2YHMvJkNJTIZWD+qoViSVxdlgvKPrmcnYGDSbQDCWwQA3ARKRjoYqZJo5Qpu0UOuaH68j23x0SpkEuItBMxkUg2YTCMbS6PMy00xE+hn0OzG3Tk1zqBg0s3sGVWP7sB8+lw2Pnl2o+XscnmTnDDI2Bs0GVyhILMYz6Pcx00xE+hnyuxBOZpHK5ss+HimVZzBopsqsFoF9G3vwxHNLNX+PQ5NhjHS72CmKDItBs8GFklnkC5KZZiLS1aCvOOBkjbpmlmeQVtdv6sXJuRhCiUxNX39oMoxdo8wyk3ExaDa4hVhxsImPQTMR6UcdpT0bLV/XHEowaCZt9m3sAQA8eU57tjmWznETIBkeg2aDm1eDZvasJCIdlYLmNTYDhpNZeB1W2K08TVB1rhkPwG4VeLyGEo2jUxFICewZZ7s5Mi6+GxrcQqw4DZCZZiLS0fJUwLXLM5hlJi3cDit2jXbjyXPaO2hwEiCZAYNmgwsWM819zDQTkY663XY4bBbMrVOewc4ZpNX1m3rw9MUw0rnyG0zXcmQyjEGfE4M+V4OOjKh+DJoNbiGWgUUoY2+JiPQihMCw34WnL4RQKMhVj0eSWXbOIM32bexFJlcotY+r1qHJMOuZyfAYNBtcMJZGr9cJi4UjtIlIX7/9/E34xZlF/NOPTq16jOUZVIv9m5TNgFrqmhOZHE7Px1iaQYbHoLkGa/U1bYRgLIN+TgMkoga4+8ZNeO114/jEA8/ie0dmLnkslMwwaCbN+ruc2NLv1dSv+ehUBAXJemYyPgbNGv3D907g+o8+gFNzsab8vGAszUbvRNQQQgh89NW7cc14N/74SwdxYiZaeiyczCLAsjCqwb6NPXjy3CKkXF32Uw4nAZJZMGjW4MlzS7jnoVOIpnL4b1/6JTK5QsN/5kI8zUwzETWMy27FP79pPzxOG37vP55AKJFBKptHKltgpplqcv2mXiwlsjg9H6/q8w9NRtDf5Sx1dCEyKgbNVUpl83jPV5/GSLcbH7/rGhyejOCTDzzb8J8bjGbQx0wzETXQcLcL//u39mEmnMK77v0llooT3dg9g2qxr1jX/MRz1bWeOzwZxp4xP4Tg3h0yNgbNVfrED57Fmfk4PvbaPXjtvnG8fv8E/tfDp/HomYWG/cxEJodkNs/yDCJquH0be/CRV+/GT04G8YGvHwYABBg0Uw229HvR63XgiSomAyYzeZyci7KemUyBQXMVnjq/hH/5yRn8xoEJvPDKAQDAX925Ext7PfjjLz+NcDLbkJ8bjCrZnj6WZxBRE7xu/wTuvnETfnR8DgBHaFNthBDYt7GnqkzzsRluAiTzYNBcQSqbx59+RSnLeP/LdpQ+7nXa8InX78VMJIW/+ubhhvzsYFwZbDLATDMRNckHXr4DN27tA8D+8FS76zf14LmFBOaj5SdOqrgJkMyEQXMFK8syfK5Lsy7XbujBu2+9Et88OIVvHpzU/WcHi282zDQTUbPYrRbc88br8KE7d2LnqL/Vh0MmtW9jLwBUHKl96GIYfV4HRro5CZCMj0HzOsqVZVzuHTdvxb6NPfiLbxzGxaWErj9/Ia6UZ7CmmYiaKeBx4O7nb4aVQ5WoRrvH/HDaLBX7NR+eimDXWDc3AZIpMGheQyqbx3vKlGVczma14BOv2wspgT/+8tPIlxlHWys109zrZaaZiIjMw2mz4prxAB5fZzNgKpvHydko9ozxjgaZQ8OCZiHEhBDiQSHEMSHEESHEu4sf7xVC/EAIcbL4/z2NOoZ6fPGx8zi9RlnG5Tb0efChV+7CY2cX8R8/f063Y1iIZ+Bz2eCyW3X7nkRERM2wf1MPjkyGkcyUn6J7fCaKXEGynplMo5GZ5hyAP5FS7gDwPADvFELsBPA+AD+UUl4J4IfFfxvOm27YhP/4nQNrlmVc7rXXjWHfxh58/hfnqp6CVMk8pwESEZFJ7d/Ug1xB4uCF0KrH4ukcPvGDZyEEcPV4oAVHR6SdrVHfWEo5DWC6+N9RIcQxAGMAXgXg5uKnfQ7AQwDeu973WlhYwGc/+9lLPrZr1y5cf/31yGaz+MIXvrDqa/bu3Yu9e/cikUjgy1/+8qrH9+/fj927dyMcDuPrX//6qsdvuOEGvGjbNgSDQXz7299e9fiLXvQibNmyBTMzM7j//vsBAP1TQTz81CQ+Ko7iLXfdiYmJCVy4cAE//OEPV339HXfcgeHhYZw5cwY//vGPVz3+ile8AguxNJyx6VW/OwC8+tWvRnd3Nw4fPownnnhi1eOve93r4PF4cPDgQRw8eHDV42984xtht9vx+OOP48iRI6sev/vuuwEAjzzyCJ599tIhLjabDb/1W78FAHj44Ydx9uzZSx53u914/etfDwB44IEHcPHixUse9/v9eM1rXgMAuP/++zEzM3PJ4319fbjzzjsBAN/61rewsHBpL+zh4WHccccdAID77rsPkUjkksfHx8dx2223AQC+9KUvIZlMXvL45s2bcdNNNwEAPv/5zyOXy13y+FVXXYUbb7wRAMqufTOee9s0PvdWuvXWW+t+7vX39+PEiRP4+c9/vupxPvf43ONzj8+9y5V77iXSecQOHcan//kwfG9+eem59x/3fhn/9tOzmFxK4jXXjeP735jnc4/PPQDGfN9bqSk1zUKITQCuBfAogKFiQK0G1oNrfM3bhBBPCCGeiEajzTjMul0z3gObReCJ85UbulcjGMsgwJZPRERkQh6nFcN+J84Gl8dpnw3G8E8/OonZSBq//fxNuKHY3pDIDIRepQRr/gAhugA8DOCjUsr7hBAhKWVgxeNLUsp165r3798vy13ZGdEf/OeTeOLcIn7x57fCZq3vmuTaD38fL796BB/5tT06HR0REVHzvP/rh/Ctg1M4+MGX4OCFJfzu556ARQj8293XY+8EyzLImIQQT0op91/+8YZmmoUQdgBfA/AFKeV9xQ/PCiFGio+PAJhr5DE0269dO4ZgLIOfnArW9X2y+QKWEln0eVnTTERE5nT9ph5E0zl8+sFT+M1/eRTdbjvue8eNDJjJlBrZPUMA+DcAx6SU/7jiof8C8Jbif78FwDcbdQytcMv2AXS77fjGL+sbdrKk9mj2MWgmIiJz2l8ccvKPP3gWO0f9+Nrbb8TGPm+Lj4qoNg3bCAjg+QDeBOCQEEKtin8/gI8B+LIQ4q0AzgO4q4HH0HROmxWvuHoEX3vqImLpHLqctS3xfEzp0dzPHs1ERGRS4z1u7J0IYCzgxj/cdQ3cDrZQJfNqZPeMnwJYa8TPrY36uUbwmuvG8IVHz+P+wzP49X3jNX2PhRgzzUREZG5CCHz9HTdy4h+1BU4EbIDrNvRgQ6+nrhKNYDHT3MdMMxERmRgDZmoXDJobQAiBX7t2DD87HcRMOFXT92CmmYiIiMg4GDQ3yKuvHYOUwDcP1pZtDsbScFgt8NVYE01ERERE+mHQ3CCb+73YOxHA12ss0QjGMujvcvC2FhEREZEBMGhuoNdcN4bjM1Ecm45U/uTLBGNp9HWxNIOIiIjICBg0N9Arrh6FzSI0Z5uTmTwOT4axodfToCMjIiIiIi0YNDdQr9eBm7cN4psHJ5EvVD+u/MtPXMBCPIM337CxgUdHRERERNVi0Nxgr752DLORNH5+eqGqz8/mC/jMj89g/8YeHNjc2+CjIyIiIqJqMGhusFt3DMLnsuG+X16s6vO/eXAKk6Ek3nHLVm4CJCIiIjIIBs0N5rJb8aq9o/jW01M4PBle93MLBYn/9dApbB/24ZZtg006QiIiIiKqhEFzE/zpS7ah1+vAf/vSQaSy+TU/7/tHZ3B6Po533nIFs8xEREREBsKguQkCHgc+ftdenJqL4WPfPV72c6SU+PSDp7Gpz4OX7Rlp8hESERER0XoYNDfJC67sx+88fzM++8hzeOjE3KrHf3IyiEOTYfzBTVthtTDLTERERGQkDJqb6M/u2Iarhrrwnq8+g8V45pLH7nnoFIb8Trz6urEWHR0RERERrYVBcxO57FZ88vXXIpzI4v33HYKUSu/mJ88t4hdnFvF7L9wCp83a4qMkIiIiossxaG6ynaN+/MlLrsL9R2bwlSeVNnT3PHgaAY8dv3FgQ4uPjoiIiIjKsbX6ADrR775wCx48MYe//q8j6Hbb8cPjc/ij266C18k/BxEREZERMdPcAlaLwMdftxcWi8AffP5JeB1WvOVGjswmIiIiMioGzS0yFnDjI7+2G1ICb3zeRgQ8jlYfEhERERGtgfUALfSqvWMY7/Fgz1h3qw+FiIiIiNbBoLnF9m3safUhEBEREVEFLM8gIiIiIqqAQTMRERERUQUMmomIiIiIKmDQTERERERUAYNmIiIiIqIKGDQTEREREVXAoJmIiIiIqAIGzUREREREFTBoJiIiIiKqgEEzEREREVEFDJqJiIiIiCpg0ExEREREVAGDZiIiIiKiChg0ExERERFVwKCZiIiIiKgCBs1ERERERBUwaCYiIiIiqkBIKVt9DBUJIeYBnGvgj+gHEGzg929HXDPtuGbacc2045ppxzXTjmumDddLu1au2UYp5cDlHzRF0NxoQognpJT7W30cZsI1045rph3XTDuumXZcM+24ZtpwvbQz4pqxPIOIiIiIqAIGzUREREREFTBoVnym1QdgQlwz7bhm2nHNtOOaacc1045rpg3XSzvDrRlrmomIiIiIKmCmmYiIiIioAgbNREREREQVMGimNQkhRKuPwWy4ZkRERNUx2zmzo4JmIYS11cdgMh31/NCJvdUHYDZCiP7i//P1WQUhxKZWH4PZCCH2CyEGW30cZiKEuE0Isa/Vx2EmQojuFf9tqmCwhWytPgAt2j4oEkLcIIT4MABIKfOtPh4zEEIcEEJ8HsDfCSH2CCHa/nlSr+JJ+SsA/l4I8QIGgOsTCo8Q4l4A3wT4+qxECHGdEOIBAB/m86s6QohdQohHAHwQQKDVx2MGQohrhRDfBfB1AFe0+njMQAjxK0KIbwL4VyHE7wghnJJdFtYlhHieEOILUN7PrjTLe1pbB0NCiLcA+ByAvxBCvK74MVNd1TSTEMIihPgggH8F8F0oV4DvBHBNSw/MwIrB38cA/G8A3wYwC+D/AbChpQdmcFKRKP6zXwjxdkB5DrbwsAyp+Bz7AIB7AXxRSvlm9QKD2ayK3g3g61LKO6WUzwJcs7UIIaxCiM8A+BcA/wzg/wewo/gYX5drEEJcDeDTAL4K4CsAXgxebKxLCLEbwD9h+Zz5NgBvLj5m6Ndnu78QzkN5At8B4OMAIKXMGf2P0ipSygKAcwDullJ+AcBHAWwEYIorwFYoZhMeAnC7lPJzAP4dgAQw38rjMrpiIDgC5Q3zrQDeLoQISCkLPEFfqvgcswP4qZTyX4FSNtDGbFZ5xQCwF8pr8X8WP/ZqIcQ4AHfx3zwPrFC8ELsfwAullN8A8DUAtwghXMVzA5W3D8ApKeV/AvgBABeU2AMAn2dreB6A41LKe6FcpCUAvFEIsUlKKY28Zm11chJC3CSE+JUVH3oIwIyU8vsAzgkh/qb4cWabi8qs2RcBHCzeXloAEAUw0pqjM6bL10xKeb+UckkI8UIAvwCwCcBHhBC3t+oYjWblmgkhLMVM8zSUtXoOwMMA3ieE2MoTdNnX5d8DGBNC/IMQ4nEAfwPgc0KIX2/NERrPyjUrBoAJAC8C8OJiudnvA/gIgE8WP6fjLzjKvJfdJ6VMFoOWAoBnAXhadoAGVOa1+X8AvFoI8VEAhwCMA/iUEOK9AJ9nQNk1exzARPH9Pg7luRYG8HuAsdesLYJmIYRPCHEflBqs3xdC9KgPAVDrJH8fwB8KIYaklNlWHKeRlFmz3uJDaSllQUqZFkLYobwBnGjZgRrIWs+zFZnRRShZ+hsAPA3gN4UQ21tztMZQbs3UoFgIcRWAM1LKi1AyNO8A8BUhhLP43Os4az3HiieW/wSwF8CfSClfAeDHAO4ormPHWmfNUlDu/HwawPeklHcA+ACA3UKIX23ZARvAOu9lQgghikHLcQC3QsmcdnzGdJ3n2RyUEkYbgPdLKZ8H4LMAXiCEuKFVx2sE68QZpwE8BuDfhRDfALAfSmmLTQjhas3RVqctgmYAGQA/AvBbAKYA3AUo5QbFVL9VSnkEyh/lYwDQ6W+aWL1mvw6susLbAWBWSvls8cl/oPmHaShrPs+K/39ESvlg8XMfhrLxKNaC4zSSsmtWNAXgKiHEf0HJpD4M4JyUMt3BF7ZrrlexZOp1UsofFz/0AIAB8Dm23nPsHijlGAMAIKWcBPBTKJmtTrbWe5ksnjMtxYvZR1H+3NCJ1nttHgewHcCF4oeeBDAHIN3kYzSatZ5nMSnln0HZ//NZKeWdAE4BuLp4sWtYpg2ahRBvLqb8A1LKNJTNaw9AuZ20X82+FK+OJQBIKX8XwFuEEEsArum02kkNa6aWr/QCSAgh7gbwCIA9nZZt0Pg8W+klUF5f0aYesAFUu2YAfFDeSM8A2Fd845wQHdbmSstzTEq5uOJLb4fy3tZxQXO1ayaljAF4F5T3/b1C2XB6G5SSoI6i4XlmKe4tsAE4CSDeuqNuLQ3vZQDwfQAfKp4L3gBgF4CFph90i1VYs30r10xK+Uyxfh5Q9p/9wugxhjDTxWNxMYeh7OotQEnxewG8W0oZLH7OlQDeAiAlpfzIiq/bAOATAPoAvFNKebj5v0Hz1bpmxY//HYD3QrnV9Ekp5TPNPfrWqON55gTwQgD/HcAkgD8rZiDansY1S0sp/6b4sW4pZXjF97nk3+2qjueYBcALAPwPKJuN3svnWFXvZa+Hcgt9F5Rb6EeafPgtUc/zrBg4fwJATEr5ly35BVqgjvcyN4DPABiEsnn+D6WUR5v/GzRfna/NfVAaNeQBvE1KebrJh6+JaTKtxRILCSU7NSmlvBVKDeQilPY4AAAp5Ukot0ZGhRBXFOtjBIAlAB+TUt7UQQFzrWumbvz4FoDfkFL+TgcFzLWumRPKm8UsgA9KKV/ZQcGM1jUbKa6ZG0Cq+D0sxc/phIC5nvcyCeWC7INSylfxOVZxzbxCCLuU8ksAPlBcs04JmOt5nrmLD/9xhwXMtbyXXSmE8EgpkwB+G8BbpJS3dVDAXOvzTH2OPQfl/exWowfMgAm6SBRvEX0YgFUI8R0AfhQ390mlfdwfApgSQtwkpXy4+PGvCyF2QGmf0wXgxcUn8GMt+SWaTI81E0LcIqV8pEW/QtPp9Dy7RUp5CMoO6ran15oBOCY7oGOGzu9lhj+56EHn55h5bqvWgWumXZ1r9l0snzOPAZhpzW/RXDrFGer72cOt+S20M3SmWQhxE5Qrkx4oReJ/AyALpXfkAaC0OeHDAD604uvugrJL+kEoheUdccUH6Lpmx5p75K3DNdOOa6YN38u043NMO66Zdlwz7Tr5/czQNc1C6Xu7SSpNwyGEuAdKFi8J4F1Syn3F27qDAD4Fpb7vbPHrIKX8SYsOvWW4ZtpxzbTjmmnD9dKOa6Yd10w7rpl2nbxmhs40Q7mS+bJYnkn+MwAbpJSfhXJL4F3F27rjAPJSyrOA8gcx8x+lTlwz7bhm2nHNtOF6acc1045rph3XTLuOXTNDB81SyoRUeraqA0pux/J44t8GsEMI8W0A9wJ4qhXHaDRcM+24ZtpxzbThemnHNdOOa6Yd10y7Tl4zw28EBJTdmVB2jQ8B+K/ih6MA3g9gN4CzUmlaT0VcM+24ZtpxzbThemnHNdOOa6Yd10y7TlwzQ2eaVygAsAMIAri6eAXzlwAKUsqfttsfRSdcM+24ZtpxzbThemnHNdOOa6Yd10y7jlszQ28EXEkI8TwoU+keAfDvUsp/a/EhGR7XTDuumXZcM224XtpxzbTjmmnHNdOu09bMTEHzOIA3AfhHqYxmpAq4ZtpxzbTjmmnD9dKOa6Yd10w7rpl2nbZmpgmaiYiIiIhaxSw1zURERERELcOgmYiIiIioAgbNREREREQVMGgmIiIiIqqAQTMRkYkIIQJCiHcU/3tUCPHVVh8TEVEnYPcMIiITEUJsAvBtKeXuFh8KEVFHMcUYbSIiKvkYgK1CiIMATgLYIaXcLYS4G8CvAbBCGWH7cQAOKD1U0wBeJqVcFEJsBfBpAAMAEgB+T0p5vPm/BhGRubA8g4jIXN4H4LSUci+A91z22G4AvwngAICPAkhIKa8F8HMAby5+zmcAvEtKuQ/AnwK4pylHTURkcsw0ExG1jwellFEAUSFEGMC3ih8/BOBqIUQXgBsBfEUIoX6Ns/mHSURkPgyaiYjax8oxtoUV/y5Aeb+3AAgVs9RERKQByzOIiMwlCsBXyxdKKSMAzgoh7gIAobhGz4MjImpXDJqJiExESrkA4GdCiMMA/r6Gb/FGAG8VQjwN4AiAV+l5fERE7Yot54iIiIiIKmCmmYiIiIioAgbNREREREQVMGgmIiIiIqqAQTMRERERUQUMmomIiIiIKmDQTERERPR/260DAQAAAABB/tYjLFAUwZBmAAAY0gwAACOzT/4pOT5pUwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "y_test.median(dim=['lat', 'lon']).VCI.plot(ax=ax);\n", + "ax.axhline(20, ls='--', color='black', alpha=0.5);" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'BUSIA')" + ] + }, + "execution_count": 183, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "region = 'BUSIA'\n", + "times = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].datetime\n", + "obs_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].true_mean_value\n", + "fig, ax = plt.subplots()\n", + "df_dict = {'obs' : obs_ts.values}\n", + "pd.DataFrame(df_dict, index=times).iloc[1:].plot(ax=ax)\n", + "ax.axhline(20, ls='--', color='black', alpha=0.5);\n", + "ax.set_title(region)" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Proportion of values < 20 in y_test\n", + "0.19\n", + "The Proportion of values < 20 in y_train\n", + "0.23\n", + "The Proportion of values < 20 in ln_pred\n", + "0.07\n", + "The Proportion of values < 20 in rnn_pred\n", + "0.16\n", + "The Proportion of values < 20 in ealstm_pred\n", + "0.16\n" + ] + } + ], + "source": [ + "def proportion_below_thresh(thresh: float, da: xr.DataArray, name: str):\n", + " print(f'The Proportion of values < {thresh} in {name}')\n", + " print(f'{1 - (da.where(da <= 20).isnull().mean()).values:.2f}')\n", + "\n", + "proportion_below_thresh(20, y_test.VCI, 'y_test') \n", + "proportion_below_thresh(20, y_train.VCI, 'y_train')\n", + "# proportion_below_thresh(20, bline_pred, 'Baseline')\n", + "# proportion_below_thresh(20, lr_pred, 'lr_pred')\n", + "proportion_below_thresh(20, ln_pred, 'ln_pred')\n", + "proportion_below_thresh(20, rnn_pred, 'rnn_pred')\n", + "proportion_below_thresh(20, ealstm_pred, 'ealstm_pred')" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 193, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "thresh_20 = y_test.VCI.where(y_test.VCI <= 20)\n", + "thresh_mask = thresh_20.isnull()\n", + "thresh_20.isel(time=0).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "({'fp_rate': 0.04120370370370374,\n", + " 'fn_rate': 0.06475529100529098,\n", + " 'tp_rate': 0.12033068783068779,\n", + " 'tn_rate': 0.6429563492063493},\n", + " {'fp_count': 6230, 'fn_count': 9791, 'tp_count': 18194, 'tn_count': 97215})" + ] + }, + "execution_count": 219, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def confusion_matrix(obs_da, pred_da):\n", + " fp_mask = (pred_da <= 20) & (obs_da > 20)\n", + " fn_mask = (pred_da > 20) & (obs_da <= 20)\n", + " tp_mask = (pred_da <= 20) & (obs_da <= 20)\n", + " tn_mask = (pred_da > 20) & (obs_da > 20)\n", + " \n", + " fp_obs = obs_da.where(fp_mask)\n", + " fn_obs = obs_da.where(fn_mask)\n", + " tp_obs = obs_da.where(tp_mask)\n", + " tn_obs = obs_da.where(tn_mask)\n", + " \n", + " fp_pred = pred_da.where(fp_mask)\n", + " fn_pred = pred_da.where(fn_mask)\n", + " tp_pred = pred_da.where(tp_mask)\n", + " tn_pred = pred_da.where(tn_mask)\n", + " \n", + " # rates\n", + " fp_rate = 1 - (fp_obs.isnull().values.mean())\n", + " fn_rate = 1 - (fn_obs.isnull().values.mean())\n", + " tp_rate = 1 - (tp_obs.isnull().values.mean())\n", + " tn_rate = 1 - (tn_obs.isnull().values.mean())\n", + " \n", + " rates = dict(\n", + " zip(\n", + " ['fp_rate', 'fn_rate', 'tp_rate', 'tn_rate'], \n", + " [fp_rate, fn_rate, tp_rate, tn_rate]\n", + " )\n", + " )\n", + " \n", + " # counts\n", + " fp_count = (~fp_obs.isnull()).values.sum()\n", + " fn_count = (~fn_obs.isnull()).values.sum()\n", + " tp_count = (~tp_obs.isnull()).values.sum()\n", + " tn_count = (~tn_obs.isnull()).values.sum()\n", + "\n", + " counts = dict(\n", + " zip(\n", + " ['fp_count', 'fn_count', 'tp_count', 'tn_count'], \n", + " [fp_count, fn_count, tp_count, tn_count]\n", + " )\n", + " )\n", + " \n", + "\n", + " return rates, counts\n", + "\n", + "\n", + "\n", + "obs_da = y_test.VCI\n", + "pred_da = ealstm_pred\n", + "confusion_matrix(obs_da, pred_da)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What about the " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 80b2ee74e9f701640ba96fbc6211250b1d0b19af Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 22 Nov 2019 16:17:07 +0000 Subject: [PATCH 017/209] update notebook --- notebooks/draft/25_tl_CHG_presentatio.ipynb | 677 +++++++++++++++----- 1 file changed, 532 insertions(+), 145 deletions(-) diff --git a/notebooks/draft/25_tl_CHG_presentatio.ipynb b/notebooks/draft/25_tl_CHG_presentatio.ipynb index 9caf6f3f1..d415e67b5 100644 --- a/notebooks/draft/25_tl_CHG_presentatio.ipynb +++ b/notebooks/draft/25_tl_CHG_presentatio.ipynb @@ -87,11 +87,13 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 290, "metadata": {}, "outputs": [], "source": [ - "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')" + "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')\n", + "d_ = xr.merge([X_train, X_test]).sortby('time').sortby('lat')\n", + "ds = xr.merge([ds, d_])" ] }, { @@ -683,6 +685,30 @@ "axs[1].set_axis_off()" ] }, + { + "cell_type": "code", + "execution_count": 385, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "y_test.VCI.isel(time=0).plot(ax=ax, vmin=0, vmax=100, cmap='RdYlGn')\n", + "ax.set_axis_off()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2175,6 +2201,21 @@ "plot_region_time_series(region='KIAMBU', ax=ax);\n" ] }, + { + "cell_type": "code", + "execution_count": 367, + "metadata": {}, + "outputs": [], + "source": [ + "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", + "model = 'ealstm'\n", + "for region in regions:\n", + " fig, ax = plt.subplots(figsize=(12,8))\n", + " plot_region_time_series(region=region, ax=ax);\n", + " fig.savefig(f'/Users/tommylees/Downloads/{model}_{region}_sdfhsdhsdfg.png', transparent=True)\n", + " plt.close()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2264,32 +2305,142 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "### Look at R2 values" + ] }, { "cell_type": "code", - "execution_count": 256, + "execution_count": 387, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "execution_count": 256, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" ] }, "metadata": { @@ -2299,35 +2450,101 @@ } ], "source": [ + "from scipy import stats\n", + "def r2(x, y):\n", + " return stats.pearsonr(x, y)[0] ** 2\n", + "\n", + "\n", + "model = 'ealstm'\n", + "region = 'TURKANA'\n", + "\n", "# TURKANA explore\n", - "turkana = pd.DataFrame(\n", - " all_gdf.loc[\n", - " (all_gdf.model == 'ealstm') & (all_gdf.region_name == 'TURKANA'),\n", - " ['datetime', 'predicted_mean_value', 'true_mean_value']\n", - " ].set_index('datetime')\n", - ")\n", "\n", - "turkana.plot()" + "def plot_region_performance(model: str, region: str, kind='reg'):\n", + " df = pd.DataFrame(\n", + " all_gdf.loc[\n", + " (all_gdf.model == model) & (all_gdf.region_name == region),\n", + " ['datetime', 'predicted_mean_value', 'true_mean_value']\n", + " ].set_index('datetime')\n", + " )\n", + "\n", + " # sns.scatterplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + " # sns.lmplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + "\n", + " sns.jointplot(\n", + " x='true_mean_value', y='predicted_mean_value', \n", + " data=df, kind=kind, stat_func=r2\n", + " )\n", + " \n", + " ax = plt.gca()\n", + " ax.set_xlabel(f'{region} - Observation')\n", + " ax.set_ylabel(f'{region} - {model.upper()}');\n", + " ax.set_xlim([0, 100])\n", + " ax.set_ylim([0, 100])\n", + " fig = plt.gcf()\n", + " # fig.set_size_inches(11.7, 8.27)\n", + " fig.set_size_inches(8.27, 8.27)\n", + "\n", + " return fig, ax\n", + "\n", + "\n", + "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", + "model = 'ealstm'\n", + "for region in regions:\n", + " fig, ax = plot_region_performance(model=model, region=region);\n", + "# fig.savefig(f'/Users/tommylees/Downloads/{model}_{region}_sdfgsdg.png', transparent=True)\n", + "# plt.close()\n", + "\n", + "# plot_region_performance(model='ealstm', region='TURKANA');\n", + "# plot_region_performance(model='ealstm', region='MARSABIT');\n", + "# plot_region_performance(model='ealstm', region='MANDERA', kind='reg');\n", + "# plot_region_performance(model='previous_month', region='WAJIR');\n", + "# # plot_region_performance(model='ealstm', region='HOMA BAY');" ] }, { "cell_type": "code", - "execution_count": 266, + "execution_count": 335, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "ealstm 0.591288\n", + "linear_network 0.236946\n", + "linear_regression -4.816546\n", + "month 6.500000\n", + "previous_month 0.407519\n", + "rnn 0.576504\n", + "year 2018.000000\n", + "dtype: float64" ] }, - "execution_count": 266, + "execution_count": 335, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "monthly_scores.loc[monthly_scores.metric == 'rmse', :].mean()\n", + "monthly_scores.loc[monthly_scores.metric == 'r2', :].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 329, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -2348,135 +2565,116 @@ "sns.jointplot(\n", " x='true_mean_value', y='predicted_mean_value', \n", " data=turkana, kind=\"reg\", stat_func=r2\n", - ")\n" + ")\n", + "ax = plt.gca()\n", + "ax.set_xlabel(f'{region} - Observation')\n", + "ax.set_ylabel(f'{region} - {model.upper()}');" ] }, { "cell_type": "code", - "execution_count": 246, + "execution_count": 365, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2011-01-31NAIROBI34.20586456.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyarnn_10stopping2011-01-31NAIROBI67.41130856.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2district_l2_kenyalinear_network2011-01-31NAIROBI32.83096356.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3district_l2_kenyarnn2011-01-31NAIROBI57.91199156.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4district_l2_kenyalinear_network_10stopping2011-01-31NAIROBI-180.52542156.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
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\n", "text/plain": [ - " admin_level_name model datetime region_name \\\n", - "0 district_l2_kenya ealstm 2011-01-31 NAIROBI \n", - "1 district_l2_kenya rnn_10stopping 2011-01-31 NAIROBI \n", - "2 district_l2_kenya linear_network 2011-01-31 NAIROBI \n", - "3 district_l2_kenya rnn 2011-01-31 NAIROBI \n", - "4 district_l2_kenya linear_network_10stopping 2011-01-31 NAIROBI \n", - "\n", - " predicted_mean_value true_mean_value DISTNAME \\\n", - "0 34.205864 56.869999 NAIROBI \n", - "1 67.411308 56.869999 NAIROBI \n", - "2 32.830963 56.869999 NAIROBI \n", - "3 57.911991 56.869999 NAIROBI \n", - "4 -180.525421 56.869999 NAIROBI \n", - "\n", - " geometry \n", - "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", - "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", - "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", - "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", - "4 POLYGON ((36.90575473150634 -1.159051062893981... " + "
" ] }, - "execution_count": 246, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "all_gdf.head()" + "from typing import List\n", + "scale = 1.5\n", + "# def highlight_selected_regions(regions: List[str]):\n", + "\n", + "fig, ax = plt.subplots(figsize=(12*scale, 8*scale))\n", + "regions = ['MARSABIT', 'TURKANA', 'WAJIR', 'MANDERA', 'SAMBURU', 'ISIOLO', 'LAIKIPIA', 'MOYALE', 'KAJIADO']\n", + "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", + "gdf = all_gdf.loc[(all_gdf.model=='ealstm') & (all_gdf.datetime == '2011-01-31')]\n", + "gdf.plot(ax=ax, color='#23748d')\n", + "gdf_ = gdf.loc[np.isin(gdf.region_name, regions)]\n", + "gdf_.plot(color='#57bfd0', ax=ax, alpha=0.9)\n", + "\n", + "# https://stackoverflow.com/a/38902492/9940782\n", + "# gdf['coords'] = gdf['geometry'].apply(lambda x: x.representative_point().coords[:])\n", + "# gdf['coords'] = [coords[0] for coords in gdf['coords']]\n", + "# for idx, row in gdf.iterrows():\n", + "# plt.annotate(s=row['region_name'], xy=row['coords'],\n", + "# horizontalalignment='center')\n", + "gdf_.apply(\n", + " lambda x: ax.annotate(\n", + " s=x.region_name, xy=x.geometry.centroid.coords[0], ha='center'\n", + " ), \n", + " axis=1\n", + ");\n", + "\n", + "\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "code", + "execution_count": 391, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from typing import List\n", + "scale = 1.5\n", + "\n", + "def highlight_selected_regions(regions: List[str]):\n", + " fig, ax = plt.subplots(figsize=(12*scale, 8*scale))\n", + " gdf = all_gdf.loc[(all_gdf.model=='ealstm') & (all_gdf.datetime == '2011-01-31')]\n", + "\n", + " for region in regions:\n", + " gdf.plot(ax=ax, color='#23748d')\n", + "\n", + " gdf_ = gdf.loc[gdf.region_name == region]\n", + " gdf_.plot(color='#57bfd0', ax=ax, alpha=0.9)\n", + "\n", + " # https://stackoverflow.com/a/38902492/9940782\n", + " # gdf['coords'] = gdf['geometry'].apply(lambda x: x.representative_point().coords[:])\n", + " # gdf['coords'] = [coords[0] for coords in gdf['coords']]\n", + " # for idx, row in gdf.iterrows():\n", + " # plt.annotate(s=row['region_name'], xy=row['coords'],\n", + " # horizontalalignment='center')\n", + " gdf_.apply(\n", + " lambda x: ax.annotate(\n", + " s=x.region_name, xy=x.geometry.centroid.coords[0], ha='center'\n", + " ), \n", + " axis=1\n", + " );\n", + "\n", + "\n", + " ax.set_axis_off()\n", + "# fig.savefig(f'/Users/tommylees/Downloads/{region}_maps.png', transparent=True)\n", + "# plt.close()\n", + "\n", + "\n", + "\n", + "regions = ['MARSABIT', 'TURKANA', 'WAJIR', 'MANDERA', 'SAMBURU', 'ISIOLO', 'LAIKIPIA', 'MOYALE', 'KAJIADO']\n", + "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", + "\n", + "highlight_selected_regions(regions=['KITUI'])" ] }, { @@ -2670,7 +2868,7 @@ }, { "cell_type": "code", - "execution_count": 219, + "execution_count": 287, "metadata": {}, "outputs": [ { @@ -2683,7 +2881,7 @@ " {'fp_count': 6230, 'fn_count': 9791, 'tp_count': 18194, 'tn_count': 97215})" ] }, - "execution_count": 219, + "execution_count": 287, "metadata": {}, "output_type": "execute_result" } @@ -2730,23 +2928,212 @@ " [fp_count, fn_count, tp_count, tn_count]\n", " )\n", " )\n", - " \n", "\n", " return rates, counts\n", "\n", "\n", - "\n", "obs_da = y_test.VCI\n", "pred_da = ealstm_pred\n", "confusion_matrix(obs_da, pred_da)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What about the morris gradients" + ] + }, + { + "cell_type": "code", + "execution_count": 279, + "metadata": {}, + "outputs": [], + "source": [ + "from src.models import load_model" + ] + }, + { + "cell_type": "code", + "execution_count": 392, + "metadata": {}, + "outputs": [], + "source": [ + "model_path = data_dir / 'models' / 'one_month_forecast' / 'ealstm' / 'model.pt'\n", + "assert model_path.exists()\n", + "\n", + "ealstm = load_model(model_path)\n", + "\n", + "# dl = ealstm.get_dataloader('train')\n", + "test_dl = next(iter(\n", + " ealstm.get_dataloader(mode=\"test\", to_tensor=True, shuffle_data=True)\n", + "))" + ] + }, + { + "cell_type": "code", + "execution_count": 393, + "metadata": {}, + "outputs": [ + { + "ename": "RuntimeError", + "evalue": "size mismatch, m1: [1334 x 18], m2: [22 x 128] at ../aten/src/TH/generic/THTensorMath.cpp:197", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtest_dl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0moutputs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mealstm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_morris_gradient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/github/ml_drought/src/models/neural_networks/base.py\u001b[0m in \u001b[0;36mget_morris_gradient\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 377\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurrent\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 378\u001b[0m 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"Dimensions: (lat: 45, lon: 35, time: 449)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1981-08-31 1981-09-30 ... 2018-12-31\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0\n", + "Data variables:\n", + " VCI (time, lat, lon) float64 39.36 18.57 19.15 ... 21.15 60.27 22.19\n", + " p84.162 (time, lat, lon) float64 9.101e-06 -2.29e-05 5.122e-06 ... nan nan\n", + " pev (time, lat, lon) float64 -0.006845 -0.006982 -0.006779 ... nan nan\n", + " sp (time, lat, lon) float64 8.878e+04 8.945e+04 8.825e+04 ... nan nan\n", + " t2m (time, lat, lon) float64 296.8 297.3 296.2 294.4 ... nan nan nan\n", + " tp (time, lat, lon) float64 1.283e-05 1.466e-05 5.499e-06 ... nan nan\n", + " precip (time, lat, lon) float64 2.911e-08 2.504e-08 0.2845 ... nan nan nan\n", + " ndvi (time, lat, lon) float64 0.1729 0.1605 0.1713 ... nan nan nan\n", + " E (time, lat, lon) float64 14.84 10.96 10.96 7.992 ... nan nan nan\n", + " Eb (time, lat, lon) float64 0.001614 0.0007328 0.0007328 ... nan nan\n", + " SMroot (time, lat, lon) float64 0.2158 0.2149 0.2149 ... nan nan nan\n", + " SMsurf (time, lat, lon) float64 0.2084 0.2109 0.2109 ... nan nan nan" + ] + }, + "execution_count": 293, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array([[[2.911272e-08, 2.504078e-08, ..., nan, nan],\n", + " [2.933301e-08, 2.208068e-08, ..., nan, nan],\n", + " ...,\n", + " [1.945617e+02, 1.800572e+02, ..., 8.961629e+00, 1.033433e+01],\n", + " [1.952802e+02, 1.652386e+02, ..., 1.770580e+01, 8.885622e+00]],\n", + "\n", + " [[1.686568e+00, 1.155798e+00, ..., nan, nan],\n", + " [1.644238e+00, 1.009421e+00, ..., nan, nan],\n", + " ...,\n", + " [1.358513e+02, 1.216364e+02, ..., 1.415676e+01, 1.454688e+01],\n", + " [1.499788e+02, 1.380385e+02, ..., 2.694078e+01, 1.781732e+01]],\n", + "\n", + " ...,\n", + "\n", + " [[6.547739e+01, 4.055690e+01, ..., nan, nan],\n", + " [9.955605e+01, 5.667866e+01, ..., nan, nan],\n", + " ...,\n", + " [3.539116e+01, 4.129999e+01, ..., 3.428290e+01, 2.203147e+01],\n", + " [4.831512e+01, 5.931445e+01, ..., 1.495671e+01, 1.675682e+01]],\n", + "\n", + " [[ nan, nan, ..., nan, nan],\n", + " [ nan, nan, ..., nan, nan],\n", + " ...,\n", + " [ nan, nan, ..., nan, nan],\n", + " [ nan, nan, ..., nan, nan]]])\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1981-08-31 1981-09-30 ... 2018-12-31\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0" + ] + }, + "execution_count": 294, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds.precip" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From bdaf5a6a54e74fbe393b41ccbe77f4c3433781e9 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Tue, 26 Nov 2019 16:07:34 +0000 Subject: [PATCH 018/209] vscode settings --- .gitignore | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 41470ffd1..664847510 100644 --- a/.gitignore +++ b/.gitignore @@ -36,4 +36,7 @@ scripts/variables*.txt switch_data_dirs.sh # pytest coverage files -.coverage* \ No newline at end of file +.coverage* + +# vscode settings +.vscode \ No newline at end of file From 0d264b084749498b0abfdc986b14d2ecb3cae7c1 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 27 Nov 2019 15:43:45 +0000 Subject: [PATCH 019/209] update esa cci preprocess --- notebooks/draft/25_tl_CHG_presentatio.ipynb | 705 ++++++++++++++------ src/exporters/esa_cci.py | 15 +- src/preprocess/esa_cci.py | 2 +- 3 files changed, 503 insertions(+), 219 deletions(-) diff --git a/notebooks/draft/25_tl_CHG_presentatio.ipynb b/notebooks/draft/25_tl_CHG_presentatio.ipynb index d415e67b5..3951335bd 100644 --- a/notebooks/draft/25_tl_CHG_presentatio.ipynb +++ b/notebooks/draft/25_tl_CHG_presentatio.ipynb @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 290, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -174,7 +174,7 @@ "Text(0.5, 1.0, 'Mean Annual VCI')" ] }, - "execution_count": 43, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, @@ -211,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -268,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -328,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -351,24 +351,24 @@ " return fig, ax\n", "\n", "\n", - "def plot_year(year: str, ds: xr.Dataset):\n", + "def plot_year(year: str, ds: xr.Dataset, variable: str = 'VCI'):\n", " fig, ax = plot_annual_maps(\n", " month_ds=ds.sel(time=year), \n", - " time_str='time', variable='VCI',\n", + " time_str='time', variable=variable,\n", " **dict(add_colorbar=False, cmap='RdBu_r', vmin=0, vmax=100)\n", " )\n", "\n", - " fig.suptitle(f'NDVI Anomaly (Obs - Clim) [{year}]');" + " fig.suptitle(f'{variable} [{year}]');" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -385,12 +385,12 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -414,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -468,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -484,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -493,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -510,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -541,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -579,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -626,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -658,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -687,7 +687,7 @@ }, { "cell_type": "code", - "execution_count": 385, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -718,7 +718,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -754,7 +754,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -764,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -807,7 +807,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -822,7 +822,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -860,22 +860,12 @@ }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0, 0.5, 'Density')" - ] - }, - "execution_count": 209, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -888,7 +878,7 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(12, 8))\n", - "sns.distplot(drop_nans_and_flatten(bline_rmse), ax=ax, label='Basline')\n", + "# sns.distplot(drop_nans_and_flatten(bline_rmse), ax=ax, label='Basline')\n", "# sns.distplot(drop_nans_and_flatten(lr_rmse), ax=ax, label='Linear Regression')\n", "# sns.distplot(drop_nans_and_flatten(ln_rmse), ax=ax, label='Linear Network')\n", "sns.distplot(drop_nans_and_flatten(rnn_rmse), ax=ax, label='LSTM')\n", @@ -908,7 +898,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -917,8 +907,9 @@ "text": [ "Initialised the Region Analysis for experiment: one_month_forecast\n", "Models: ['ealstm', 'ealstm_ERA5_128', 'linear_network', 'linear_network_10stopping', 'linear_regression', 'previous_month', 'rnn', 'rnn_10stopping']\n", - "Regions: ['district_l2_kenya.nc', 't2m_africa.nc']\n", + "Regions: ['district_l2_kenya.nc']\n", "Region Type: administrative_boundaries\n", + "The RegionGeoPlotter requires `geopandas` to be installed.\n", "GroupbyRegion requires geopandas to be installed\n" ] } @@ -934,7 +925,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -946,7 +937,31 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "region_da.plot(ax=ax)\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -996,6 +1011,78 @@ " \n", " \n", " 0\n", + " 1981-08-31\n", + " 77.029999\n", + " 62.086666\n", + " 90.790001\n", + " 38.559998\n", + " 47.624999\n", + " 79.865998\n", + " 65.734999\n", + " 23.559999\n", + " 56.448332\n", + " ...\n", + " 79.044166\n", + " 15.675000\n", + " 75.689995\n", + " 77.459999\n", + " 100.000000\n", + " 82.820000\n", + " 78.290001\n", + " 100.000000\n", + " 24.379999\n", + " NaN\n", + " \n", + " \n", + " 1\n", + " 1981-09-30\n", + " 77.532497\n", + " 66.473332\n", + " 94.489999\n", + " 46.627499\n", + " 66.486249\n", + " 86.656499\n", + " 58.598749\n", + " 8.695000\n", + " 62.529166\n", + " ...\n", + " 75.968957\n", + " 46.076249\n", + " 82.032497\n", + " 77.573750\n", + " 100.000000\n", + " 89.341249\n", + " 85.282499\n", + " 100.000000\n", + " 64.612498\n", + " NaN\n", + " \n", + " \n", + " 2\n", + " 1981-10-31\n", + " 74.882499\n", + " 64.020832\n", + " 76.568749\n", + " 50.882499\n", + " 70.806248\n", + " 77.182999\n", + " 61.125000\n", + " 30.124999\n", + " 59.913749\n", + " ...\n", + " 73.522916\n", + " 63.813748\n", + " 99.400000\n", + " 81.252499\n", + " 100.000000\n", + " 100.000000\n", + " 91.479998\n", + " 100.000000\n", + " 92.422497\n", + " NaN\n", + " \n", + " \n", + " 3\n", " 1981-11-30\n", " 30.737999\n", " 54.283333\n", @@ -1013,13 +1100,13 @@ " 82.936000\n", " 100.000000\n", " 92.682999\n", - " 75.4700\n", + " 75.470000\n", " 100.000000\n", " 92.485999\n", " NaN\n", " \n", " \n", - " 1\n", + " 4\n", " 1981-12-31\n", " 0.347500\n", " 39.004166\n", @@ -1037,83 +1124,11 @@ " 63.437500\n", " 93.042498\n", " 62.172498\n", - " 50.8925\n", + " 50.892500\n", " 78.552498\n", " 43.389998\n", " NaN\n", " \n", - " \n", - " 2\n", - " 1982-01-31\n", - " 16.780000\n", - " 29.528333\n", - " 36.396249\n", - " 35.840000\n", - " 48.872499\n", - " 36.424500\n", - " 14.903750\n", - " 48.639998\n", - " 32.633749\n", - " ...\n", - " 27.152083\n", - " 35.552499\n", - " 65.789999\n", - " 38.809999\n", - " 90.312498\n", - " 57.024998\n", - " 23.4000\n", - " 50.734999\n", - " 34.439999\n", - " NaN\n", - " \n", - " \n", - " 3\n", - " 1982-02-28\n", - " 20.419999\n", - " 28.249999\n", - " 44.477499\n", - " 65.349997\n", - " 35.948124\n", - " 36.678000\n", - " 35.747499\n", - " 59.482499\n", - " 22.563333\n", - " ...\n", - " 25.031458\n", - " 36.942500\n", - " 30.295000\n", - " 36.783749\n", - " 88.277496\n", - " 48.719999\n", - " 21.4075\n", - " 31.647499\n", - " 28.782500\n", - " NaN\n", - " \n", - " \n", - " 4\n", - " 1982-03-31\n", - " 25.811999\n", - " 36.080666\n", - " 43.630999\n", - " 59.788000\n", - " 27.626999\n", - " 37.131200\n", - " 51.928000\n", - " 56.995998\n", - " 15.855000\n", - " ...\n", - " 28.648999\n", - " 39.667999\n", - " 23.821999\n", - " 58.437999\n", - " 54.729999\n", - " 27.462000\n", - " 14.4940\n", - " 14.524000\n", - " 49.873999\n", - " NaN\n", - " \n", " \n", "\n", "

5 rows × 70 columns

\n", @@ -1121,37 +1136,37 @@ ], "text/plain": [ " datetime NAIROBI KIAMBU KIRINYAGA MURANGA NYANDARUA \\\n", - "0 1981-11-30 30.737999 54.283333 65.860999 40.904000 61.585998 \n", - "1 1981-12-31 0.347500 39.004166 54.537499 35.279999 59.231249 \n", - "2 1982-01-31 16.780000 29.528333 36.396249 35.840000 48.872499 \n", - "3 1982-02-28 20.419999 28.249999 44.477499 65.349997 35.948124 \n", - "4 1982-03-31 25.811999 36.080666 43.630999 59.788000 27.626999 \n", + "0 1981-08-31 77.029999 62.086666 90.790001 38.559998 47.624999 \n", + "1 1981-09-30 77.532497 66.473332 94.489999 46.627499 66.486249 \n", + "2 1981-10-31 74.882499 64.020832 76.568749 50.882499 70.806248 \n", + "3 1981-11-30 30.737999 54.283333 65.860999 40.904000 61.585998 \n", + "4 1981-12-31 0.347500 39.004166 54.537499 35.279999 59.231249 \n", "\n", " NYERI THIKA MARAGUA KILIFI ... WEST POKOT \\\n", - "0 61.958399 63.023999 32.128000 49.402332 ... 51.789166 \n", - "1 50.401499 34.384999 43.830000 39.569582 ... 35.063541 \n", - "2 36.424500 14.903750 48.639998 32.633749 ... 27.152083 \n", - "3 36.678000 35.747499 59.482499 22.563333 ... 25.031458 \n", - "4 37.131200 51.928000 56.995998 15.855000 ... 28.648999 \n", + "0 79.865998 65.734999 23.559999 56.448332 ... 79.044166 \n", + "1 86.656499 58.598749 8.695000 62.529166 ... 75.968957 \n", + "2 77.182999 61.125000 30.124999 59.913749 ... 73.522916 \n", + "3 61.958399 63.023999 32.128000 49.402332 ... 51.789166 \n", + "4 50.401499 34.384999 43.830000 39.569582 ... 35.063541 \n", "\n", - " BURET BUNGOMA BUSIA MT ELGON KAKAMEGA LUGARI \\\n", - "0 47.640999 95.519997 82.936000 100.000000 92.682999 75.4700 \n", - "1 54.427500 86.747498 63.437500 93.042498 62.172498 50.8925 \n", - "2 35.552499 65.789999 38.809999 90.312498 57.024998 23.4000 \n", - "3 36.942500 30.295000 36.783749 88.277496 48.719999 21.4075 \n", - "4 39.667999 23.821999 58.437999 54.729999 27.462000 14.4940 \n", + " BURET BUNGOMA BUSIA MT ELGON KAKAMEGA LUGARI \\\n", + "0 15.675000 75.689995 77.459999 100.000000 82.820000 78.290001 \n", + "1 46.076249 82.032497 77.573750 100.000000 89.341249 85.282499 \n", + "2 63.813748 99.400000 81.252499 100.000000 100.000000 91.479998 \n", + "3 47.640999 95.519997 82.936000 100.000000 92.682999 75.470000 \n", + "4 54.427500 86.747498 63.437500 93.042498 62.172498 50.892500 \n", "\n", " TESO VIHIGA BUTERE/MUMIAS \n", - "0 100.000000 92.485999 NaN \n", - "1 78.552498 43.389998 NaN \n", - "2 50.734999 34.439999 NaN \n", - "3 31.647499 28.782500 NaN \n", - "4 14.524000 49.873999 NaN \n", + "0 100.000000 24.379999 NaN \n", + "1 100.000000 64.612498 NaN \n", + "2 100.000000 92.422497 NaN \n", + "3 100.000000 92.485999 NaN \n", + "4 78.552498 43.389998 NaN \n", "\n", "[5 rows x 70 columns]" ] }, - "execution_count": 106, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1175,7 +1190,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1184,7 +1199,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1231,15 +1246,22 @@ } ], "source": [ + "import pickle\n", "warnings.filterwarnings('ignore')\n", "\n", - "analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", - "analyzer.analyze()" + "if (data_dir / 'analysis/admin_region_analyzer.pkl').exists():\n", + " analyzer = pickle.load(data_dir / 'analysis/admin_region_analyzer.pkl')\n", + "else:\n", + " analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", + " analyzer.analyze()\n", + " \n", + " with open(data_dir / 'analysis/admin_region_analyzer.pkl', 'wb') as f:\n", + " pickle.dump(analyzer, f)" ] }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1266,7 +1288,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1390,7 +1412,7 @@ "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 113, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1405,7 +1427,76 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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modeladmin_level_nameregion_namermsemaer2DISTNAMEgeometry
256ealstmdistrict_l2_kenyaHOMA BAY12.4176419.5689590.786314HOMA BAYPOLYGON ((34.59305473150634 -0.458651062893981...
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" + ], + "text/plain": [ + " model admin_level_name region_name rmse mae r2 \\\n", + "256 ealstm district_l2_kenya HOMA BAY 12.417641 9.568959 0.786314 \n", + "\n", + " DISTNAME geometry \n", + "256 HOMA BAY POLYGON ((34.59305473150634 -0.458651062893981... " + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf.loc[(gdf.model == 'ealstm') & (gdf.region_name == 'HOMA BAY')]" + ] + }, + { + "cell_type": "code", + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -1433,7 +1524,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1460,7 +1551,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -1478,7 +1569,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -1499,7 +1590,7 @@ " 'WEST POKOT'], dtype=object)" ] }, - "execution_count": 125, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -1510,7 +1601,7 @@ }, { "cell_type": "code", - "execution_count": 230, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -1595,7 +1686,7 @@ }, { "cell_type": "code", - "execution_count": 232, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -1622,6 +1713,44 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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9xUc+8hHuvfdennjiCaLRKLt27eKDH/zgBT9NEcaCIAiCIAjCBfPzn/+cAwcOcP311wMQiURob2/ngQce4Etf+hJzc3MMDw9z9OjRBcJ48+bNnDlzhj/6oz/ita99LXfccUfex3jDG94AwJ49ewgGg3i9XrxeLx6PJyWoLwQRxoIgCIIgCKuJIs7upUJrzT333MPf/M3fpLadPXuW22+/nf3799PU1MS9995LNBpdcL+mpiaef/55HnnkET7/+c/zwAMP8JWvfCXnY7jdbgAcDkfq//b3c3NzF/wcJGMsCIIgCIIgXDC33XYbDz74IKOjowBMTk7S399PXV0dDQ0NjIyM8JOf/CTrfuPj4ySTSd785jfz8Y9/nIMHDwLg9XoJBALL+hzEMRYEQRAEQRAumJ07d/KJT3yCO+64g2Qyicvl4vOf/zzXXHMNu3btYvPmzdx8881Z9xscHOQP/uAPSCaTACnH+d577+WDH/wgNTU1PPXUU8vyHJTWelkeqBB79+7VhfrYCYIgCIIgCPk5duwYO3bsKPcyKo5cPxel1AGt9d5c+0uUQhAEQRAEQRAQYSwIgiAIgiAIgAhjQRAEQRAEQQBEGAuCIAiCIKwKKqFurJJYys9DhLEgCIIgCMIKx+PxMDExIeLYQmvNxMQEHo9nUfeTdm2CIAiCIAgrnHXr1jEwMMDY2Fi5l1IxeDwe1q1bt6j7iDAWhDz4o3Hqqp1UOVS5lyIIgiAIBXG5XGzatKncy1jxSJRCEHIQjSd42f/6Jf/42JlyL0UQBEEQhGVChLEg5ODZ/mmmw3F+dUIuSQmCIAjC5YIIY0HIwdNnJwA42D/F7FyyzKsRBEEQBGE5EGEsCDl4+swkDgWxuSSHBmfKvRxBEARBEJYBEcaCkEFsLsHB/iled1UnAPt7J8u8IkEQBEEQlgMRxoKQwQsDM8Tmkty5Zy2bW+vYf1aEsSAIgiBcDogwFoQMnj5j8sX7NjVzfXczPX1TJJPSMF0QBEEQVjsijAUhg6fPTrK9w0tzXTXXb2pmJhLn5Gig3MsSBEEQBOESI8JYENKIJ5Ic6Jvihs3NAOzrNl8lTiEIgnD5EplNcFgKsS8LRBgLQhqHBmcIzya4YVMLAOuba+jwuXmmd6rMKxMEQRDKxbf39/O7n38CfzRe7qUIlxgRxoKQxtNnjDO8b5NxipVSXN/dzP6zk2gtOWNBEITLkYGpCHNJzchMtNxLES4xIowFIY2nz06wpa2ONq87tW3fpmbO+6MMTEXKuDJBEAShXIwHYwCMBmJlXolwqRFhLAgWiaSmp3eKGza3LNh+vZUzfkZyxoIgCJcltjAe8YtjvNoRYSzk5KeHh3n06Ei5l7GsHB3yE4zNcYMVo7DZ3uHF53HKoA9BEITLlPHALCCO8eWAs9wLECqTT/zoGB0+D7fv7Cj3UpaNp8+a/sV24Z2Nw6HY293MMyKMBUEQLktSUQq/COPVjjjGQhbDMxEGpiIELrPq29+emWRjSy1rGjxZt13f3cyZsVDqj6MgCIJweTCXSDIZth1jiVKsdkQYC1nst1qTBaJzZV7J8pFMavb3TmbFKGz2bWoCoEdcY0GoeAanI/zvR47LxErhojAZmsVuSiRRitWPCGMhC1v8XU7C+Pj5ADOReFaMwmZPVyNup4Nnzko/Y0GodP7lqT4+/8vTnJ0IlXspwipgzLpS6HY6GBNhvOoRYSxkYXdfCMbmSFwmjksqX7w5t2Nc7XRw9fpGKcAThBXAY6fGABgXESNcBMaDJkZx5Rovo9KVYtUjwlhYwEwkzomRAM111QAELxPX+Okzk3Q11rCuqTbvPvs2NXNkaIZg7PL4mQjCSmQ8GOPIkB+Yd/oE4UKwT7B2dvoIzSbkM2CVI8JYWMDB/im0hldsawO4LMZfaq15pncyr1tsc313M0kNB/skTiEIlcoTL46n/i+OsXAxsE+wdq71AYhrvMoRYSwsYP/ZSZwOxa3bWoHLI2d8ajTIZGiWG/Pki22u3diEQyFxCkGoYH5zcpzGWhdOhxLHWLgojAdieFwOulvrACnAW+2IMBYW0NM7xa6uBjq8pmXZ5dCy7ekzhfPFNvVuJ7s6G2QCniBUKFprHjs1xi1XtNJa75ZCKeGiMB6M0eZ10+Ezn4sijFc3IoyFFLG5BM8NTLOvuwmvxwWA/zJwjH97dpI1Pg8bmvPni22u727muXPTxOYSy7AyQRAWw8mRIKOBGC/b2kabV4SxcHEYD87SWu+m3esGJEqx2hFhLKQ4NDDD7FySvd3NeD1mKOJqd4y11jx9xuSLlVJF99+3qYnYXJLDgzPLsDpBEBaD3Y3ilq2tRhhLlEK4CIwHY7TWu2mocVEtLdtWPSKMhRT2YI+9G5vShPHqdozPjJtpdvn6F2eyt9vELaSfsSBUHr8+OcYV7fV0NtbQWl8tAka4KNjCWClFW71bohSLIDw7R2iFdfEQYSyk2N87yZa2Olrq3akoxWp3jO28cLF8sU1rvZvNbXVSgCcIFUY0nuCZs5PcutUUDrd53YwHZ7On3/V8BQYPlGGFwkpkLpFkIjRLW71pYdruczMiUYqS+cNvHORD3zhY7mUsChHGAmBGIvf0TnK95YhWOx14XI4VlTHWWjOXSC7qPi8MzNBQ42KzVW1cCvu6mzkgLdsEoaLY3ztJbC7Jy7aaVpNt9W4SSc10JO3kPjACP/xPcOBr5VmksOKYDJtx0K1WvrjD6xHHuEQiswmeeHGC/WcnV9SwMBHGAmBalvmjc6moAIDX41pRjvGPD53nuk/826J6Lx8d9rNjrbekfLHNjeowfxj/mhTgCUIF8dipcVxVKnX1p83qrLMgTnHiR4CGWKAMKxRWIuMBM/Wurd4I43afW4rvSuRA3xSziSSReIKz48FyL6dkRBgLADxjRQP2LRDGzhXlGB/sn2ImEi+5MC6R1Jw472fn2obSHyQW5PYTH+P9zh8RmBbXWBAqhd+cHGPvxmZqq019RJvl8C0QxkcfNl9FGAslMm4VcNqOcbvXjT86RzQuxkgxnjw9P2zn0AoqWBdhLADQ0ztJu9fN+uaa1DbjGK8cYdw3EQLgyKC/pP3PjoeIxpPsWOst/UEe+zR1sVEAwiMvLnqNgiBcfEb9UY6fD/Aya2InpAnjoOXuhSeh9zHzfxHGQomkhLHtGOe6EiHk5MnTE7xkXQMel4NDA6V9LlcCIowFwAz2uL57Ycsyn8eJP7JyohRnx40wPjxU2pnpsWHzRt3Z6SvtAcZPwZP34W/eA8Dc+OnFL1IQhIvO49YYaLvwDnI4xid+Ask5aNggwlgomXlhbIrv2nxWL+OAxCkKEYjGOTQ4w61b29ix1lfy53IlIMJYYHA6wuB0hOu7mxZs962gjHEiqTk3GQEoOUpxdNiPq0qxtb0Ex1hr+MmfgauG/lf8ndk0eWbJ6xUE4eLx2KlxWuqq2bl2/iS3rroKjyut5+yxh6FhPXTfIsJYKJmxQAy300G920R07CEfI35xjAuxv9cU3N20pYU9XQ0cHfJnd4ipUEQYC/RY+eL0wjswGeOVEqUYnokwm0jS2eDhzHiIYAl9E48O+dnSVk+1s4S3wfEfwelfwCv/As+abUxoL1XTfRdh5YIgXAjJpOaxU+PcsrUVh2P+ipdSan76XSxg3r87Xg8eH0RXzmVdobyMB2dp87pTV1NTY6GlAK8gT744QbXTwbUbm9jd2UAwNkevFXesdEQYCzxzdpJ6t5MdaxdGClaSMO6bCANw5561aD0fkyjEsWF/aTGK2TD89M+hfSdc/z58NU76dQfugAhjQSg3x88HGA/GuHVrW9ZtbfWmlzEnH4HELOx4A7i9EPObq0CCUAR7uIdNc201ToeSlm1FePL0BNdtaMLjqmJ3lylwXykFeCKMBXp6p7h2YxNVjoUty7weF5F4gvgiewOXA/tM9LVXrQWKxynGAjFGA7EFl17z8sTnYKYf7vw0VDnxeVz06g7qQucueN2CIFwY9hjo9HyxTcoxPvYw1LXD+n3g9gEaZleGeyWUl7HAQmHscChaZfpdQaZCsxwd9nPTFjNRdmuHuTJbasyx3IgwvsyZCcc5MRLg+o1NWbf5VtBY6N7xENVOBy9Z10ib183hIp0pUoV3xYTx5Bl4/HOw563QfTMAHlcVg2oN9bERmJM/joJQTh47Nc72Dm/qEnc6bV43gYAfTj0KO14HjirjGIPkjIWSMFGK6gXb2n0ZwviZL8PIkWVeWeXy2zMTANx0hRHGrioHO9Z4i34uVwoijC9zevpMvvj6TdkjkVfSWOjeiTAbm2txOBS7O30cKVIBawvjzPhIFj/9C6hywe0fX7B5zNWJgyRM91/QugVBWDqR2QTP9E7mdIsB2uo97In2QDxsYhQgwlgomURSMxla6BiDKcBLZYznZuHHfwrPfbMMK6xMnjw9QW11FVeta0xt293VwOGhGfQKiDCJML7M2d87hatK8ZK0F7CNdwU5xn0TIbqtsc67uxo4NRos2ID96LCftQ0emuqq8+7DyUfg5E/g5X8GvrULbpp2d5n/TJ694LULgrA0nj47wexcklu3ZeeLAVq91by6aj9JT5PpRgFWlAIRxkJRJkOzJDVZwrjN65nvdhIyfe2JroyYwHLw5Olx9m1qxlU1LzH3dDUQiM6l6oEqGRHGlzk9vZPs7mqgproq6zbbMV7MiOVykExq+ibCdLfUArCrs4FEUnP8fP4PvmPD/sIxCq1NwV3rNrjhQ1k3B2rWmf9MiTAWhHLx2Klxqp2OBRM702mvVbzKcZDpDbebKz+Q5hiLkBEKY/cwtnti27R73UyEZpmdS0JgxGyMrYyYwKVmxB/l9FgolS+2sQvwVkI/YxHGlzHReIIXBmbyfqj4aoxj7I+kOcaB8/Dgeyqq3dF5f5TYXJKNLbZjbARvvqB/NJ7g9FiocIxiNgiTp+Gad4Iz21XWde1E8IhjLAhl5IkXx7m+uynniT3AZn8PPhVmoOO2+Y0SpRBKJHPqnY2dZx8PxiBoCeMK+kwsJ0+dtvLFWxbGm7Z1eHFVqRXRmUKE8WXMCwMzzCaSXJej8A7MgA/IyBgfeQgOfxfOH1qOJZaE3ZGi2xLGXY01NNa68uaMT44ESCR14VZtIVPpTl17zpt9tdUMqQ5xjAWhTCSSmjNjoZQTlYs1Q48S0DWcrLt+fqNHohRCaWROvbOxh3yMBmIQPG82rtLXUzyRZDwY48XRIAf6JpkKzRbc/8nT4zTUuLKMp2qng+1rvCuiM4Wz3AsQyoddeJc52MMmZ8a493HztYJaHdmZpe5WE6VQSrG7syFvBWxJHSlCZsQsdbmziz6Piz7dzhZxjAWhLNhDfTY21+XeITFH7dlHeDh5DSORtIIfcYyFEhkPGBHYmhmlsMdC+6OrLkoRiMZ579d7GJiKMBOJZw3Laq1389P/eGuWi27z5OkJbtzcnNX+FUzO+MeHzqO1Tg1MqUQuyDFWSn1EKXVEKXVYKfUtpZRHKdWslHpUKXXK+prbjhTKTk/vFFva6mjOU4Bmj8BMCeNkEvqeMP+PV44w7p0IUV3lYG1DTWrbri4fJ84HTAYsg6NDfuqqq9jQXJv/oCnHOHe1e0ONixfn2tFTvebnIlQMf/ytZ3nwwEC5lyFcYvrtE+KWPO/j/idR4Ql+XXXjfKEUQLUIY6E0xoIxqp0OvO6FHmK715p+F1h9UYqe3imePjvJzk4fv3f9ev7k9m18/K5d/N3br+Fv774afyTOR797KGd3iXOTYQamIlkxCpvdXQ3MROIMTEUu9dO4IJbsGCuluoA/BnZqrSNKqQeAu4GdwM+11p9SSn0U+CjwXy7KaoWLRjKpOdA3xe/sWpN3H2eVg7rqqvniu9GjEJky/68kx3g8zPrmmgVnqLs7G5hNJDk5Esi61HpsOMCVa30LxsdmkRLGeRzjGid9ugOViEFgGBq6Lvh5CBfORDDGw88P4apy8Jbr1pV7OcIlpNcSxhvyCeOjD4OzhhOeG+hOF8ZVTnDVrhqHT7h0jAditNW7s9zN1vpqlMoQxqvk9WRHHT77e1enzLF0xgIxPvGjY9y//xx379uw4LYnT5srrZmFdza7O+cn4K0vZEyVmQvNGDuBGtZQIPkAACAASURBVKWUE6gFhoC7gK9bt38d+N0LfAzhEnB6LMhMJM513YUNfa/HNZ8xtmMUYMYkVwi9E6FUvthmjyWGM3PGyaTmaLGOFFCSY9ynO8w3k2cWv2jhkvDcuWkAgrHK7qQiXDh9k9lXilIkk3DsB3DFbdR7GxY6xmDiFKvE4RMuHWPBWFaMAoxp1FJXzVggagrSwfTKTlR+a9NiHB6aYXNrXU5RDPCemzdx8xUt/PUPjnJ2fKFB9uTpCVrr3VzRXp/zvtvXeHE6VMXnjJcsjLXWg8CngX5gGJjRWv8M6NBaD1v7DAO5q5eEstLTZ5zfvXkK72y8Hud8lKL3Mai3HObZ4KVcXsloremdCKU6UthsaK7F63Zm5YwHpiIEY3PFB3uExsHdAM7cOSo7YwxIAV4FcbDfvK4zc3HC6qNvPMy6jCtFKQZ7TFHUzrvMWOhgDmEsUQqhCOPBWdrqc0cN270eRvxpjjGsCtf48KCfXQUKWh0Oxaff+hKqnQ7+4/3PEU+YKKHWmidPT3DTlpa8+WGPq4ptHd6K70yxZGFsZYfvAjYBnUCdUuqdi7j/+5VSPUqpnrGxsaUuQ1gi+3snaamrZlNrnsIVi5QwTiah70m44jZQDnN2XAGMBmJE40k2tS68LONwKHZ2+rJ6Jh61C+8KdaQA4xjncYsBfDUuhnQrSeWUlm0VxME+2zHOP9xFWB30TYazrhSlGH7efN30Mtq8bsZzOcYijIUijAezp97ZtPvcjPnDEByd7160woXxVGiWwekIu4p8Pq5tqOF/vHEPz5+b5r5fvAiYq9BjgVjeGIXN7i4fhwcrewLehUQpXgWc1VqPaa3jwPeAm4ARpdRaAOvraK47a62/pLXeq7Xe29aWO8cpXDoO9E1x3camopWhqSjF2DGITJrpUa66iskY91qXcjIdYzBB/2PDfuYS88VxR4f9OBRs7/AWPnBoLG++GEyUIkEV0dpOcYwrhERS8/yAJYwrfCiNkE00nki5T8XQWtM3EcpfQGtPIatpos3rJhCbIzKbdrLk9okwFgpixkHP5hfGXjdR/wQk42YQFKz4eM6RIbN+OwtciNdetZY3XdvFfb98kQN9UzyZp39xJnu6GpgKxxmaiV74gi8RFyKM+4EblVK1yqir24BjwMPAPdY+9wD/98KWKFxsRgNR+ibC7C2SLwbjjPqjc/P54o03Q3VdxUQpMnsYp7O7y0c0nuTMeAim+2E2xLFhP5ta6/IOBEgRGi/sGNtTAWvXiWNcIZw4HyA8m6CuuoqQOMYrCq01b/uHp/jLh0rrjz4enCU8m8jfkSI6A1VucLpps4TNeHqcQhxjoQhT4VkSSZ3Vw9im3evBGbZiFK1bzdcV/po6MjSDgyTX9X15vmVpAf76DbtY2+DhI/c/x6NHR+hqrGF9c47Mfxp2TOPQQOXGKS4kY/w08CBwEDhkHetLwKeA25VSp4Dbre+FCuJAr5UvztO/OB0TpYgbYdywAZo2QnVtxRTf9U6EcToUnY2erNvss97jfUPwhZvgsc9wdMjPzhLOhktxjAGm3F3iGFcIdr74pVtaJWO8wnh+YIYXBmZStQ/F6JvIf6UIMJe0PeZ93pY+jMFGHGOhCPPjoLM/W8BEKVqwxF1KGK9sx/jwkJ9bfaPUPP4peOwzRff3elx85m1Xc24qzGOnxgvmi212rvVR5VB5B3BVAhfUlUJr/TGt9ZVa691a63dprWNa6wmt9W1a663W18mLtVjh4tDTN4Xb6SjpconX4zTt2vqeMDEKsBzjyohS9E2EWN9ci7Mq+6W8ua0ej8tB4ugPYTbA7NiLDE5H2LG2SIwimYDwREFhXG8NPxl1dhp3Kiwv83LzbP80LXXV7Oz0EYzNkUxWboZNWMgDPecAE42Kxou7/fZQn42FHGNrwp0tjBd0pnB7V7yIES4tqeEeeR1jN+1YJ3ItljBe6VGKwRl2t1rC9tl/Kenkcd+mZj708i0A3HRF4XwxmAK8re31FV2AJyOhL0N6+qZ4ybpGqp3Ff/0+j4uNiXNGKHbfbDZW11fMgI/e8XDey6lVDsXOtT42Df0QgOjUEFBk4h2YXs06WVAYVzkUXreTIcdas0Fc47LzbP8U12xoSjXjD5cgsITyE40n+MHzQzTXVZPUpoinGH0TIRwK1jXlE8Z+4wpDKkoxlitKUcEFQEJ5SY2DztGuDaDd56FdmZqG1eAYB6JxzoyH2N5kCeOYH577Zkn3/cjt2/jbu6/mtXs6S9p/V2dDRRfgiTC+zIjMJjgyOFO0f7GNz+PkRsdR843tGLtqK8Ixtgtw8l5OBW5sn2NP7Fmzv38YKEEYp8ZBFy4i8NW4OIfdy1iEcTmZCs1yZjzEtRsbU25+MCpxipXAI0fOE4jO8R9fZcTFyZHiLlXfZJjOxpr8J/dpUYrmOjOMYTzTMdaJiumuI1QeKWFcoPiuTc0Qr6oFr2WQrGBhfGzYvO822xeS69rg6S+WNNnVVeXgrqu7SjLbAPZ0+RgPzpp2dxWICOPLjOfOTTOX1FxfojD2elzc6DhKvL4LGjeajdV1FZExHgvGCBUqwAFuTz5BldKEN7wST2yc1jpX6tJqXopMvbPx1bjoTVj7iDAuK/Zgj2vWN1FnOcaSM14ZPNBzjnVNNdx9/QZcVYqTI8Ud496JAq3aYEGUIjWMId0xtm6TnLGQj7FgjOoqBz5P7kEXbV437WqKkKsFXB6oql7RUQo787uhzhLCL/1/zPCqUz+76I+1Z938BLxKRITxZcaBPpOFvXZDicLYXcUNjuME1twAdqi+QjLGqZxhgV7MV479lMPJbs769uJORrhmjbNocUCpwrihxsl4zGmGnkiUoqwc7J+iyqF4yfqGVJRChHHlMzAV5snTE7z1uvVUOx1sbq3n5PniYrV/IpR/FDQYgeKZr6ForXdnZIxFGAuFGQvErNHPuT8v3M4q1lbNMF1lFbGv8Nz64UE/bV43Pof1Prn698HbCU///UV/rB1rfTiUCGOhQujpm2Jrez2NtbkLCjJpi/XRqvxMtO6b31gh7drsHsab8jlH4y9SM/Y8P9S3cCJo9tnbPFv8wKkoRRHH2OMyhYnNm8QxLjMH+6e4co2X2mrnvGMsUYqK57sHBgF483VdAGxb4+VEkSjFTCTOVDhe8EoR0Zl58Ytx97KK72BFCxnh0jIenC16dXGNY4YxLJPJ7VvxjvHuTt/8Z3tNE+x7L5z5FYweu6iPVVvtZEtbPUdEGAvlJpnUHOibKqlNm037xDMADDRcN7/RVVsR2by+iTBVDkVXU56+iYceABTHW2/nUVP0zm5fCesOjZnpfjWFXfWGGhczkTg0bRLHuIwkkprnz81wzYZGAOrFMV4RJJOa7xw4x01bWlJFdNs76lNj2/PRb10p2tCc54Q4EYe5yALHOL8wFsdYyM14IP/UO5sWPc35pHUC5lm5LQCj8QSnRoPs7mowz6HKDVUuuO4PwOmB315813hPV4M4xkL5OTkaIBCdY+/G0mIUAL6RZxjSzYxWdcxvrK6Huahpa1ZGzk6EWNdUgytHqza0hhcegE0vY+36LZwMmw/RzZ4S/nCFxqC2BRyF3x6+Ghf+iOUYB4YhHlnK0xAukFOjAYKxuVQ8yOsRYbwS+O3ZCQamIrxt7/rUtm3WRMpTBVzj1FCf1gIdKSBbGAdj81XwtjBewQ6fcGkpNA4agNkQNTrMQNwSxm7fir0Ccfx8gERSs6uzwTjG7npzQ20zXPV78ML9F70l6a6uBkYDMUb9lTcBT4TxZURParBHicJYazyDT/Hb5E4C6ZPEqq0PpDLnjAt2pBjoMS7uVW9jd5ePEW2ec6q9TiGKDPew8XlchGYTzDVYRYlTvSWuXLiYHOwzv1NbGM9HKWQsdCXzYM8AXo+TV+9ak9q2fY0tjPNHtezhHvnHQVvv8fQoRb2b2bmkmeIJ4hgLBUkmNROhWVq9BSKHgfMAnI3WmxOuFRylOGw5t7s6fRALGvPL5oYPGiPswNcu6mPusSbglVJsu9yIML6MONA3RWu9O/8HSibjJ3GEx3g6uWP+AwVMxhjKKoy11vQV6GHMoQfM5aAdr2d3ZwNBaojipio4UvzgRcZB2zTUGAEWqttgNkyeKXX5wkXk2f4pmuuqU8Me6txm3HdoVvoYVyr+aJwfHx7m9S/pxOOaH8++vqkWj8tRMGfcNxGm3eumtjp3t4CUa5fhGEPaWGgpvhMKMD8OuoBjHBwFYDjZyFQ4bkUpVqYwPjLkp6HGxbqmGvO57k4bgtWxEza9HJ75sokpXSSuXt/I8//tDm7ZWvyzdrkRYXwZ0dM3yfXdTcW7Mtj0Pg7AIeceMxbaxj6bLGPOeDI0SyA2l7tlUyIOh78H218Dnga2r/HiqnIQrG6D4PniBy/VMbbGQs941lmLkpxxOTjYP8U16xtTr2u3s4pqp4OAFN9VLD96YZhoPLkgRgHgcCi2tnsL9jLumwjnn3gHaVGKhY4xpE2/E8dYKMB40BRpFyy+sz5LxnQjo4Hoio5SHBmaYXeXz/wNnQ3Mm182N34YAkNw7OGL9pjVTgcNta6LdryLiQjjy4QRf5RzkxGuW0S+mN7HwdvJjGcd/kiayHDZUYryXQLptQpwcuYMz/wKwuNw1dsAM4LyS+/ei7e1K3X5qyCh8ZKEcYMljKd0PbgbpACvDEyHZzk9FuLa9Nf1s99gX3UvIckYVx5TffDVO/npM4fZ2l7PS9Zlj6Xf1uHlRIGWbX2ThYf6ELUKejK6UkCaMK5ygbNmxQoZ4dJSbLgHAAFz9XFUNzLqj80X31XoNLd8xBNJjg8H2N1pvRczoxQAW++A5s3w2y8u/wLLgAjjy4T5fHGJHSm0NsK4+2a8Na4Mx9iOUpTPMbZbteX8gHzhfvA0whW3pza9cns77qYShPFcDGIzJUUpbMfYH5uD5m5xjMtAarCH1ZECreHH/5l71I+l+K4SGeyBvidwDfXw1r3rcl692r6mntFAjKlQdmvFyGyCEX+MjYXiYAWiFFmdKcQxFnJQkjAOjqAdTqYwr1czTTFZEa1MF8OpkSCziSS7rMzvguI7G4cD9n0ABp6BgQPLv8hlRoTxZUJP3yQel8OE60th4kUIjUL3LXg9zoWXpSsgY9w3EcKhTCZxAbEgHP8R7HojODMKJ7xrigvjEnsYgym+A6RlWxk52D+NQ8FL1lnCOOaHeIhOxiVKUYlYbu5mx3neeM26nLvYnSlyxSn6J4sP9Uk5xmlRioYaF64qtXD63QofyCBcOuwTqLZiwriuDY1jPkoBK64A77A18W63rQ1iQaj2Zu949e+b7U+vftdYhPFlQk/vFFevb8zd2iwXvY+Zr9234vW4CMRyOcbljVJ0NdVkz2Y/8WOTfbZiFAvwroF4qLBLVOLUO5iPUvgjc6Zl23Q/JESMLSfP9k+xfY0v1YkC/zAAHXpUohQVSCJsHP6bm6bz5jftzhQnR7P/vtit2go6xrYwSYtSKKVyTL8Tx1jIzXhw1oyDrslT4AkQOI/Duwav2zkfpYAV95o6MjhDXXXVfL1OLscYzPPb8xbzGTsXy759FSHC+DIgFJvj6LCfvRtLjFHEo3Dk+2bUcfNmvB5n7oxxGYvv+iZCuQvvXngAGtbD+huzb6u32kIVco0X4xhbfzT9UcsxTs6Bf6Do/YSLQzKpea5/mmvtGAWYAhGgOTlJJFp5/TEvd84Nmd/Pbs943n3W+Dx4Pc6co6Ht4R453/s2Mb9xthxVCzZnDflYwQMZhEvLWCBGS4Fx0AAER6B+DW0+90LHeIVdhTgy5Gdnpw+HQ5ko2myOjLHNtt8xt/c9ubyLXGZEGF8GPH9umkRSc10p/YuHn4cvvRzO/hpu/CAohc+TmTG23jRlilJorTk7HsquTA+OwelfmLPaXMM5vKUIY9sxLp4xrnFV4apSJkrRvMlslJzxsvHiWJBAbI5rNqS9ri3H2EGSmmgJrfmEZaV30Px+mmPn8u6jlDIFeDmiFL0TIRprXYWr2aMzC2IUNm317vl2bWB1ERBhLGQzHowVHQdthHE77V63cYxXYJQikdQcHfabwR5ghlTpZHZXCptNt5o2qKceXb5FlgERxpcBPX1TKDU/ACEniTn4zf+GL/87iEzDO78Lt3wEIJUxTk2NKnPGeDocxx/N0art5E9BJ2DPW3PfcVHCuLhjrKyTBr+dMQbpZbyMHOwzBaW5HGMAX2x4uZckFGB4JkJg2jjFyj9UsHh3W4dp2aYzKvz7J8OFYxRgCePsbhc5x0KvMHdPWB6KTr1LzJmri941tHs9pvguFaWozDHHuTg7HiI8mzCjoGE+HunOkTEG89nffQuc+tnyLLBMiDC+DDjYP8W2dm8qE5vFxGn46mvgF5+AHW+ADz8FV7wqdbPX42IuqYnGk2aDqwZQZRPGqZxhpjD2W6KodVvuO9rCuFAv49CYmQ2f71JSBr4al3GMfV3mTFoK8JaNg/1TNNW62JReiOWfF8NNcXGMK4n795/DR5oYLvBe2d5Rz3Q4vlDIYt77BVu1gRHG7hyOsdfNRMgMbgAkYyzkxQjjAlPvQqOAhvoO4xgHougV2Bv7iF1415WRjy70+bft1TBx6sJNoFgADj04XyxbQYgwvgw4NuxnV1eebhQ9X4Ev3gLjJ+DN/wRv/aqZj56G12OytKk4hVLmzLFMGeM+K2e4KbOHcWTKfCBW5TkBcPtM79JCjnF4wrjFJQ5B8dW4zFRAhwOaNkqUYhl5tn+aazZkDKwJDEPLFQC0J0bnRZBQVhJJzf37z7GuJga1LWbjxIt5999mFeClxylm55IMTkUKD/cA4wLncYwTSc1U2GoD5/aay94rrO+scGlJJjUTwdmirdoAqO+gw+chGk8SwHpdrqAoxeHBGdxOB1e02fFI2zEuIIxt0+xC4xRnfgXf/fcw/MKFHecSIMJ4lTMZmmXEH2PHmhzC+PQv4YcfgQ03wod/a7K5OUj1603PGbtqy9aVoncihFKwLrNVW2QKahpz3wmM2C3Wsi00VlK+2MbncRrHGKyWbb0l31dYOjOROKdGg1yzPuP37R+Cpm7C1a10qXHpZVwh/PrkKMMzUTqqY9B5rdk4cTrv/ttTLdvm/8YMTkdI6jy9y9OJ+vNmjCFj+p1OmFylIFjMROLMFRsHbQ33wLuGdp/ZbzTqBNSKiuccGfJz5RovTrtbVcx6vxVyjFu2GPPhQuMUp35mzKoNOQrly4wI41XO8fPmTXrl2hyZoRfuN87K278Nvs68x7AdY39mL+MyDfjoHQ/R2VCDx7Ww6pzIJNQU6bzhXVuCMC6eL7ZpqHERsIVx8ybjGIsDdcmxB3tcmznJMTAM3rWEazvpUmMijCuEbz59jtZ6N3U6BA3rzHtsMr8wbql301pfvaAzRV8qQlVCxjhHlKI1c8iHu7T2Wn0TIe75yjP87EgJUzOFFY/d67qUcdDUd6T2Gw3OmtfUCnGMtdYcHpyZH+wBxTPGNltfDWcfW7oG0No4zltemf8KbxkRYbzKOT5s/uhfmekYxyNw7Aew8y5wFq6+9aWiFJnCuFwZ43DuD8fIFNQU6bzh7SiSMS5tHLSNiVKkOcbx0HwBn3DJsAXTgoE1iTgER8HXyWz9OrrUuPQyrgDOz0T5xfER3nZdFyoyba7qtFwBE4UzilvbF3amsCNUBYWx1vmjFJYDmOpMUYIwfvzUOG+47wl+fXKMnx4WYXw5MB4oZerdqPla30671wOwcCz0CmBgKoI/Ojc/ChrmhXGxGputt0MiBmd/s7QHP3/ImBhbX720+19iRBivco6f99NaX5199nviJ+ZNkK+DQxpea8Jb1ljoMkUpBqYi2RPvAMKTJQjjAo6x1kuIUpjiO621tGxbRvonwzTUuGisTSuQCY4AGrxrmfOuo1NNEIhkjxUWlpcHes6R1PD2a9ogGTeitXlLQccYzKCPUyMBklZOvHciRG11VeFpZPGw6SeeK0qR5RjbxVLZDp/Wmn987Azv/srTrPF5uHKNl7MT5Zv0KSwf845xgeK7wHnzWeN0z0cpAtEV1enk8GBG4R2kRSmKxJU23gSuuqXHKU49Yr6mFflXEiKMVznHzwey3WIw1aDetbDx5qLHsEcfZw35KFPxnT8apzFXH9PIVFbhYBb1HUbQ5zqrnw3CXBRqSxfGDTUu4gmrY4fdsk06U1xy+ifDbMhs22V3pPB1QsM63GqO+LS0bCsniaTm28/0c+vWVtbXWifWngZo2WxOZAq4a9s6vIRmEwxOmwxw/4T5nRccumBfxs7hGNe5ndRWV+UQxgvXEI0n+JMHnucTPzrGHTvX8L0P38Q1G5pSjrWwuhkPmpPposV31sAor9tJtdPBRCpKUXldFnJxeGgGp0OlRrADpRXfgbnKvPkVJg6xlOjgqUeh8xpzBbcCEWG8iplLJDlxPsCVazLyQpEpc6a3+81Z06FykdWVAsoWpYjNJZidS6bWlCKZhOh0aY4xzBdPpLOIHsY29vS7mUgcGtebjTMy/e5Scy6XMLZ7GHvX4mjaCEByun+ZVyak85uTYwzNRHn7vg3m/QngaTSOMRQuwFtjPpxPjRrhalq1ldCRAnJmjMHqZRzML4yHZyK87R+e4nvPDvKfbt/GF95xLXVuJ5taa5kMzc4X2gqrlvFgDFeVyt/eFIxjbIk6pRT1bifh2YQVpVgZjnHvuPkbuqBWJ+UYF8kYA2y7A2b6Yez44h44PAkD+2HrHYu73zIiwngV0zsRJjaX5Mq1GR8SRx82lzTzdKHIpLa6iiqHysgY15dFGAetNdS7M4RxbMZM7CklYwy5c8aLGAdt05DescNVY3oZ2wJAuCQkkppzU2HWF3CMnc0bAFAz+SesCZeebz7TT2u9m9t3dsw7aZ4GU9kOBeMUWy0na/zUAfQ/vIzpyfHCo6Bh4WPkoK3enTdKcWRohtf/nyc4Mxbiy+/eyx/fttWMyWW+E0bvuMQpVjtjgRgtde4i46BHzdVHixpXFaHZuRU1TXE6Mpt95XU2YPr4Vzlz3ymdK243Xxcbp3jx5+azWoSxUA7sjhQ7MjtSHPqOKX5Ze3VJx7HPiBc6xrVlEca2OLdzzykiZgpaSV0pIHfOeBHjoG3mYybWz6amccVcSlupnPdHiSd0tnsYGIKqaqhtoaa1GwBnYHD5FygAdtHdKG/duw5XlSNNtDZC82bz/wIFeD6Pi84GD429P0ENP8+G5AAbinakyB+lgIzpd/Y+sQAz4Tgf+JcDuKoUD334JiPk07CHyPRKznjVU3QctNbGWEkTxnXuKsKxxHxv7BXAdDi+sEYDjGNc4nArGrqgY/fi+xmfesTEFe22jRWICONVzPHhAFUOxRXtaS90/xD0Pm6K7kocYgEmTpHVrq0MGeN5YZxxRpsSxkUcY/uPWSBH9nQJUQrbMU5dYvU0mpHawiWj38p65swYe9eAUtT5GpnWdbhDIozLxXd6zpFIau6+3ooY2cK4ptH8/fB2Fi3A29rhpXXmEADNyl+CY2y99/JEKVrr06IUlgBIRv38yXeeY8Qf5QvvuDblVKdjss3m8rOwuik69S4yBYnZ+UmqQG21k3B8ZUUpZiLx7LjIbLB4vjidrXdA/1Olm0HJBLz4b6bozlG58rNyVyZcMMfP+9nSVofbmZYhOvw9QMPu0mIUNj6Pa6Fj7LKEcTJxcRZbIvYashzjsCWMixXfeRryT79bimOcOfzE0yBRikvMuck8wjgwbMQW4KxyMEQbteGh5V6egFV0t/8ct1zROj+Qwz5htJ3ali0FM8YA2zvq2Bo3GcYW5S89Y5yjKwUYx3g6HGd2LgnOanB6eP70Of7t2Ch/eecOrtmQ+8Ta46pirc8jjvFlwFggVmKrtkzH2IpSJGYhHr3Eq7xwZsK5hHGotHyxzdY7TBeY078sbf+BHnNisa1yYxQgwnhVc2w4R0eKQ98x1aCtVyzqWDkdY1h21zgQu0DHWCmTM84pjMfB3VC0r3M6do/nmbBEKZaLvskQTodibYNn4Q2BYfCtTX076mjDG5OuFOXgN6fGGJyO8Ps3bJjfaL8vbDe3eXPBsdAA19WN4VWmK0WbI8DahprCD1xClAJgImRc47izjqNnB3ntnrXcc1N3wUN3t9aJMF7l2JNiN7cVcE3ThnvY1LichGYTC+I5lUwiqQnE5rKFcSxQvFVbOuuuN1dJS41TnPoZqCrY8u9Kf4wyIMJ4leKPxhmcjiyceDd+CoafK6l3cSZejyuj+M5ybpZ5+l3+KMWk+VpMGIPJGQfzdKVYhFsM6Y6x9bORKMUlp38yQldTzfwYUzC5P/+8YwwwXtVBQ+y8TCIsA9/pOUdrfTWv2pGW1Y1OmzaPTusydcsW8761T2pzsCtxMvX/bk+YKkeR+Fd0xnzwunI7y+ljoccCMYajLjrcs3zqzXsKF1thCWMpvlvVPHfOvBav3dCYf6e0cdA2de4qIrNzBXtjVxJ2TcwFRymqnHDFbfDio6YzVDFOPQLrbyjtc7qMiDBepZywJoPtSHeMDz0IKNj1pkUfz+fJLL6z3jzLPOQjb5TC/nD1FPiDZlPfkT9jvIh8MYCrykFtddV8xrimceVFKQLnYXrldG/I2cM45jdTB9Mc4+nqDjw6UlB4CZeGM2MhrtnQRLUz7SMmOr3w/Zlq2Za/AG9N4BDTuo4B3UpXdQmi1J56l0fk2o7x+Zko/+Hbz+LXNdzQ6cr+e5KD7pZapsLx+atDwqrjYN80VQ7FnnW5rzgA86ZKfXtqU2215RjbV0Mq/KrhtPV5ldWVYjHFdzZb7zA/k/PPF97PP2Qm3m29fXHHLwMijFcpx4fNGWvKMdbaxCg23bpAPJSKr8Y133kB5h2ZZY5S5G3XFpkyMYhS2sx41+bpYzy+aMcYzFl36mfjaTCXc0s5e64UfvQn8L33l3sVJXNuskCrNu/8a9vvzp1XvAAAIABJREFUtv4vLduWnelwnMZMNyo6szDi0GLFuQoU4DmHDnDCuZ1x3UC7o4TL09GZvPlimBfG//Onx3ny9ARtrW14iRQ/LqQK/yROsXp59twUO9Z6qa0u8DkSHDF1KmkFnrXVVsbYfu1VuGM8c7EcY4AttwGqeJzCvn1bZY6BTkeE8Srl2PkADTUu1visHObQs+YDaAkxCjDRhWBszow+hvkc0jK3bAvE5nA7HQudKLDGQZfgFoPJGM8G5puZ2yzBMQZTmDhffNcI6Ir/w7gA/xD4V8ZQkkA0zmRoNv9wD998lCJUY/1/Bbnhq4WZSI7plJnCuKkbUPkL8GIBGD3KiG8PE9pHEyW8p6L+vB0pAFqsbgOnx0K8be86OlrbSs6DSsu21U0iqXmuf5pr1he5zG8P90i7KlFXXUU4nkDnmaZYaUyHzXS/3I7xIorvAOrboOva4v2MT/0MfF3QvnNxxy8DIoxXKceG/Vy5xjufmzv0oOnxuuP1Szqe1+MkqTGXiyAtSrHMwjgaz33Zs5Rx0Da2q5ieM04mIDyxNGFc41wYpYCVFaeITM139ahw+q2OFBvzOsbzub9orSWMxTFeVqLxBJF4IrtHanRm4cmrywMN6/M7xoMHAc3smmuZ0D7q5kp4jdpRijy4nVW01ru5co2X/37XbpMJLfEkdr3Vsu2s5IxXJadGA4RmE1y7sYjBEhxZUHgHUOt2ojXEHNbnYoX3Ms7pGGu9NMcYYOurTceJ4Fju2+dicOZXJnaxiDax5UKE8SokmdScOB9ghz3xLpmAw981L8olht5tMZrKGaeK75b3Q8IfnUt1glhAZKr055arl3FkykzjWYIwNlEKu/jO+lBeSQV40WnjoM/NlnwXXaaCNrtVW1aUIm0ctI2qayGCG2Qs9LKSt7AnMp0tWlsKdKYY2A9Ax86bmVINuGenihdSZrrSOfjn9+zjm++70YzCdXtLdvc8rio6G2rom5BexquRg33mb3ZRxziHMK6rNi1RQw7r71KFXzG036O+9PdoPAzoxXWlsNnxOvP1m281VyAz6X/KiO4KnnaXjgjjVci5qTDh2QRXrrEuifQ+blrMlDgCOhd2F4iUACxTu7ZgdC67IwWY6vZiU+9sck2/S42DXnzG2OdxLRzwARVffJEimZxfq93ZowQ+/I2D3P6ZX3N4cHmfp+0YZ01A8w+bEyPXfDuvOo+LQd0qwniZmc4njHOJ1uYtpvgul+Ad6IHWbdy6Zyvvvu06VGK2uOCIFnaMAXZ2+mius9xsWxiXeKLX3VorjvEq5dn+KZrrqov3yg6MLLgyBVBjZZJD2rpvhTvG0+Ec71E7WrjY4juAjl3w9m+ZzldfeiUMHFh4+6lHzRXrTS9b4oqXFxHGq5Bjw8YBudJ2jA9/17zYt/3Oko/py3SMXXbGePm7UtRfqGPstR3jdGG8+Kl3Nr6atIzxSotSzAaMUw4mSlICgWicR4+OcGo0yJu+8CT/+NgZksnlcZD7J8M01rpSr8f5RS1s1QbgdTsZSLaSlIzxsjKTq+I9mcwdc2jZArGZ7Nee1sYxXnc9ADVNlhCxT2DzEZ0pmDHOwu2FZBzmShvIsLFFehmvVg72T3HN+sbCbfviEfN6zecYJ5QpTK9wx3gmEqfGVbVw+Jf9We5eZMbYZvtr4N8/auYAfPU18MJ35m87+Qh037K0mEYZEGG8Cjl+3o9SsN0ebTp+0gz1cBVpjl8A26VN9TIuV/FddA6vO0MUJRPmMm2pwtjTCE7PfKN2uGBhHIzNGXFoO8YrJUqRvs5waY7xEy9OMJfU/P07ruVl29r4xI+Oce/X9jMauIBpTyX2w+6bCGfni8FcvsvotlLndhrHWDLGy4rtRjXWpGWM7ROwzHaKdmeKzAK8qV4Ij8O6veb7WutKTiFhnEyYxynQlSKLRRZLbWqpYzocTxUvCauDmXCc02Mhrt1YQowCcmaMAcKziUXl1svFdK7iWPs9sBTH2KZjJ7zvl+aE9nvvhX/7K/Penji1YmIUIMJ4VXJ8OMCmljpqrLPYpXZbSMfOGKecUVf5BnxkRSmiM4AuvfhOKauXca4oxVK6UpjCi0B0bt4RWymOcfo6S3SMf31yFK/byat2dvDld1/Hx393N0+fmeDOv32MX54YXfwazvwa/ufG3Nm0DHK2agPLMV4ojOstYeyITC77CdzlTM6KdzuukytKAdkFeAM95qvlGKciTuECwtj+YC8SpVjAIieVdac6U0jOeDXxrDXY45r1RQrvcgz3ANOuDSA8a42FrvAoxUwk1zho2zG+QFe3rgXe9RBc9wfw+Gfh61bBvwhjoZwcP+9fOPHuIghju+AtNeHN4TDieJmjFMHYXP7hHospLPSuzY5SKMeSihMbatJOGtxeM3mrwjLGyaTmgf3niMYTC29IH35RQsZYa82vToxx8xWtuKocKKV4140b+cEf3UJrvZs/+Op+/urhI4Ric0WPlaL/KUjMmnxaARJJzcBUJLtVWyIOwdEFrdrAXOUY0JagkjjFsjGTq7AnnzBu2mjeL5kFeIM9Jq7VtsN8bwvjUJ6q9/THWGyUAkp2+Lqt/KlMwFtdPNs/jUPBVcWEcY5x0DAvjEOxhLliUeGO8Uw4vvD9CWkZ4yVGKdJxVsPrPgt3ftp8zjZvMbGpFYII41VGKDZH32SYK+2Jd3Oz5gPjQoVxTUbGGEycYhmL7xJJTTA2l50xXpIwznSMx6C2xQj+RWL/bGYiceNGexoqLkrx3MA0f/bdF/jxoYyJf5HFOcYnR4IMz0R5xfaFr6dtHV6+/4c3c+9N3XztyV5e+elf8UDPudKyx6PHzNdc0wjTGJ6JMJfU2cI4OALoLMc4FaUAiVMsIzOROA5lMt4p7NdZZq/xKhc0bsiOUgzsN71R7YE9tSUIY1uMLMYxXmSUwm7ZJjnj1cXB/im2dXizB0dlErSuiGVljM39InHLMa7wPsYzkRwDeC6WY2yjFOx7H7zvF/B7/3JxjrlMiDBeZZwcCaA18x0pwkvvtpCO2+nAVaXmM8ZgOcbL9wERtFzIrHZtKWFcYpQCjIhK72N8Aa56yjGu4LHQg1NmutfRoQwnY0GUonif2F9ZUYmXb8/+WXlcVfzVG3bx3Q+9lLWNNfzZgy/w+vse56nTRQT32HHztUiUon+iQEcKyHKM69OFsXSmWDamw+YyrcORVsSUzzEG4ySlRyniURh+YT5fDKbncbUXQgVeS6nHuHQZY7tlmzjGq4dkUvPcueni+WIwZopyZH2e1rrTHGO3d2VHKZbSrq0QnVebrhUrCBHGqwy7I0Wqh/EFFJWlo5TC63FlOMb1yyqM7cfOyhgvxTGu7zAOk73+JY6DhvmOHTMLxkJXVpRieMYI42PnM/5g205ebUtJjvEvT4xy5RovaxvyF3Jet7GZhz50E39799VMhWZ5+5d/y/v/uSe3mJibnb+Mnu7g5+D/Z++9oxtJ7yvRW8iZCYxNdjc7sNnTYaYnjyZogqSRNKNgrcbWei1bDnJYe2V7be/KQXvWsi3Lfn6rlVcOT7Yky5bstaItjSZImjyjSd3T05ndJJtsZgIgiJyBen/86qsqAFWIVSDYjXvOHEyTIAEChar73e/+7hWj2mrIMAboOPGhBwXO1FGMWwga7FEo9wCUiXFpZNvaaUqKYP5iBqe3ipVCOLYbsVLUQWR2ex2Y63iMrxrM+mOIpnLV/cUAWSmcA4DBWPRlViGdyOS2hZUilMwot94BzQ3fXSXoEOOrDFNrEbisJuzoFohLTBtiDBDRKFKMLVujGLtKUylYmkKtw3dAeZZxE4qxx87817Is4zazUqyEKDHiwmq0uJwjFQIMZqrqrOIxjqayOD6/iXsPDFR9PIOBw/tu2IGnf/te/M6DB/DSTABv/8xz+MorV4rvGJwFCsIxFa2iGAcTMBm4clKuohg7rSYUYEDCNtjxGLcQoUSm3L8oEmMF8tG3D8jGpR0codgDO24uvp/TW2X4rhErhUCi69j63t3nxJWOleKqwRsLJKzUphivA67y85/dLFeMu9paMU5l80hlCxUU4w4x7hDjqwxTq1EcGHJL25iiYtyclQIgYizaBYCWe4wZKVdVjOu5IJZmGccDGlgpBILXhlaKlRApxsF4Bv5oWvpGMkTPtwbFmMW0lfqLK8FmNuJX79uHZ37nXhzb2YP/58mLxQOAzF/s8NakGI/22GE0lOSMRlcoPN7RV/Rl5heMWIc7inELEVHyL6ZCADhlNbdvD92ynYOl14GundJnlMHZXzmurZIqrYY6h+8AYNzbiWy7mnByIYQuuxnjfTVYCGLl5R4AYDRwsJuNSGaF4btsnOID2xBiM2Xprk46Cpjskq//GkaHGF9F4HkeF9Yikr8YkIixwiq3Xnhs5hKPsbNNrBRBuhiWbG9VhKgYr1KPezrc8OLBaTHBwLW7lSIlvm7nV2UkgBWjOPqq5hizmLabalFWSjDgtuG/vn0C4WQW3zklU4b9F8mzN36PpPyqYCGYwE6li1dklS5WJcH8bCBm0zLUUYxbCMWMVFa8oTTcyiLb2ADe0vFifzGDo68KMW7ASmGyAkZrXYrxLuEY7DTgXR14Y2ETx3Z2F3vi1aBQB83gtBopjaeBxVYrEVZrpszEtk0Bh97oEOOrCCvhFKKpnNR4BxAxNtk02R4pt1I4WxrXJinGCnFt9QzeAdLJLbbeVIYxQLaBovY7ZqWosWa2FVgJJXHPBP19zIcOgJQ8WzfZUCoQ49KYtkZw23gvJgZd+KeXr0h2Dv8FoGc30DtO/r1CQfXnF4IJ7OxV8DYrtN4B9L44LUZsGAeFBVBH4WsFQgklxVihDpqha4zsPMFZWuSEF8v9xQB9PhMB9c9VKkSKl8mi/H01sFroGjHuJY/7lY7PeNsjkspi2hfDsbEaFvuFPF1PVYix3WIUCj6E62+b2ilUiXE61rFRCOgQ46sIU4ISeLBIMRYsApVqLmtE+fCdo6UFHxWtFPXmD9t7SCmKrmoyoOixmSXF2N5Nw0MttJlUQiqbx0Y8g8lBN3Z023GhSDGWWSnSYSCvnD+sFtNWD1jm8ZnlME4tCYq6b4qyat3D5DVW8ZCGk1mEEtnywTtAsfWOwWUzYd3QD4AHIksNP/cOakOhwCOSUph4T4YAuwoxNppocbQxS/nFgAox9tIxomZTSkfqS6RgqJMYj/ZQZFtHMd7+OLUYAs8DN+6qYfAuHqD2RgUrBUA7VPF0TjoG21QxlpopSxXjeEcxFtAhxlcRptbo5H6g1Eqhgb8YEDzGRYpxq1MpVIhxIlg/MeY4Icu4ecUYoNW36L9us1ro1TAN3o102zE55MaUPJmCKcZMcU8qR7ZVimmrBz924yicFiP+8eV5UnCDs8DApGRtUYlsW1RLpOB5VcUYoAG8FU54zh07he6IpnLgeQX/YiqsPHjH0LcPCF4mf7HRAgwfLb8P+3yq2SlSkfr8xQx1VviKkW2dAbxtj5MLIXAccH2tiRSAqmLssAge4wYGOluJilaKjmIMoEOMrypcWI1grNdebDXQoPWOwWMzI5bOIc9KG9jwXYXtby0RTWXFIYciJDfrS6RgcA+XKMaNLyA8dtmiQayFbg+f8aoweDfcbcPBYQ9m/XFpAE5UjIXXT2UA79mL/qoxbbXAZTXhAzeO4tHTqwgvXSAFkCnGgGrJhxTVVuIxToXpGFRRjN1WE5YKnZKPViGUFOqg67FSAEKW8WVg8TVg6Ch5f0vBhitViXG4Pn8xQwOFDONeZ6cW+irAGwub2D/gEiM3K0KlDprBwRTjNrdShARiXB7XFu0QYwEdYnwVYWotKjXeMTSRtlAKptSy2DSYHQB4IJfU5PdXA9VBm8CV2kKSDSjGAK38Y+v6WCmAtkmmWGGKcZcdB4c9yBd4zPhitKBhSh4jxgqRbbF0DsevBJtWixk+fMcuZHIFvPraS/SFgUmJ2FYhxmOlHmOWZOFWJsZOqwmLuR4AXEcxbgHEbdqy4btQZcW4dw+QSwGLryrbKACZYqySZZxuUDFuIHd2V5+jLUo+zq2E8ZdPTYs55R3UDp7ncXIhVJu/GJDiBFUG2R3MY9zmVgp2nSqb1ekM34no5HJcJUhl87jsj+Hdh2WrWZ7X1ErBVtVR5iFkDTmZhPZtOQqIpnLllZ2FPJG7eofvACJTl5/VZECxna0ULKptqMuGgjC4dH41gsO9BQC8lEoBKCrGL80EkM3zuHei+WQTgOqjb9/Ti+VL3wbPGcD17QcMJkqnUEmmWAgm0Ou0lJ/MVco9GFxWExbiGVJ5Ooqx7gipbdPWohgD5OFUSqQAJGKslmWcClO9dL2oxWN8+Vmgf1JUC8e9ToSTWWzGM+hx1jns1ySC8Qz+7eQyvn5iSZwXeO6SH//6i7fD1OBg7LWIy4E4wslsbf5iAJh7nq4RFRbhxcN37bFjWIpwIgOPzVQee9kZvhPR+RRdJbjsj6PAAxNyf3E6CuTTmivGYl6vSIxbk0wRTWXLiRE7+TSiGLuF9rvQQtMDih67uTiuTf7cthir4SS8LgtsZiN29TlhNxvpgsqIu13mMVZIpnj2oh8uqwk3727gNVbBh2/fjaH0PJLOnVT3azRRo5SKYrwYTGBMcfCOlXuoD9/F0jlKPujUQuuOsNI2bT5H54hKxJhFtgHqinFVK0WkQStFFWKcSwNf+SDwvd8Sv7RbiGxrlc84X+Dx1IV1/PI/ncBtn/ohPvnoeZgMHD75vkP44/cfxokrm/irZ2ar/6IORJxcoPPfsZ01nNciK8C5bwHHPqxs8wFTjOXDd+3rMe4q3dEBBMXYXf71axAdxfgqwXpEGrASoVEdNANrsxKTKURi3JqLQySVUx68AxokxgKZWj/btKreZTcjnSsglc3Dxp5Lu1gpQinRG2w0cJgYchMxTgnxZbZuVcWYYtp8uHNfX8MxbUp4x6FBLH9rGRfy47iJfdEzrEqMr2wklAdkalCMY+kc0D0GLJ9o/ol3UBFhofSiyy5TUWtppPPsoF0bq0dd9TVZ6HeoEeNGrRTViPHGDKXMXHxcSEAZwW4hsm1+I14bsWoSn/nBJXzumRn0OS346Tt245GbR4tsc6/PB/GXT0/j7gkvbmzB87ka8MbCJtxWE/b116CSvvZ52s247ZdU7+KwGKn5zmSjHbA2tlKU7egUCp3hOxk6ivFVAkaMBz026Yti2oJ2qRSAlA4Bs0CMWxRLFkvl4FFrvWtk+I5NF2/MNr148MhfG3ZxbiMrxUi3dFxcN+zG1FoUvFwxtjjohF7iMZZi2rSxUTCY+Sx2Yh0/ivZL9bruYUUrRS5fwHIoiV1qirG9BzArDwW6rDQQw3eNAeHllg2KXqtgHuOiCy/7jNorbFkbDDR0N35P5Z0bh1fZY5xLk0e50bi2fIZ+hxL8U3TL54ETXwYAjPU6YOCAuUBrzn2PnV3FW/b24eXffQCfePi6slmST77vMIY8Nvzmv74pzYB0UBFvXNnEDbUUe6RjwPEvApMPU966ChwWE5LZPAo8aIHXxsN33fYS+w+7hrfAErkd0CHGVwnWI3RS73fJtnniFLGlnZVCUIzTpYpxi6wU6Wy5x1i86DahGINvnhgLRCCczFIDn9XTNorxajhVlCZxcNhDlbZB4fhgnmiF9jsW09ZMfrEiNmZgQB6zGMVXXrlCX3MrK8ar4RTyBV45w7hCVBtAVopsnkfOPUqqX6xy7XQHzSGUzMJhMcJikl1aaq1q/qlvAO/9y8r3YSUfpWAkpNKAnxqqpQj4pqR2xhP/AOSzsJqMGOm2S4s6HbESSuKyP477JweKX1cZuuxmfOYnbsBiMIE//M453Z/TdkcsncOl9Whtav+pf6Fj+I5fq3g3p5XSksRa6O2kGLNreGf4DkCHGNeFdC6P+/7iWTx2pnJ17VZgPZpCr9NSfOLU2EpRphjLh+9agGgqp9B614yVQjaoyKwEDYIRY6n9botqodfO0JCIgEgqi1g6V6QYHxSaEdfXBZLIlDx7efudVjFtZfBdAAD077kBXzu+hGQmT8Q4GQSyqaK7SokU9ZV7ABAXUgmHQJ47yRS6IpxUab0DqhNjW1d1xcrpVbZSsMdoNK4NUCcy/guUmnH7r9LCaup7AMhn3Ipkihdn6O+9e3/l8/it4734lXv34usnltryGtVOOL0YQoEHju2sspAq5IFX/hrYcTMwdmvFuzqECvp4JtdQBGCrEE4oeIzTAjG2dDzGQIcY14X5QAJzgThOLbaHEiiHL5LCgLtkKIBdQBzaWinE9IUWeox5nheIsYaKsb2HygQADawUMsUYkGqhW40nfw/47q+L/2SJFHLvOSuA2dwQFGP22jl6izzGWse0FcE/BXBGPHDXnQgns/ju6RXVyDZWvbuzT00xrk6M4zbhPp1kCl0RSmQVyj2Ez0Ejam4p1IhxmpHvBq0UgDqR8V+kRIr9bwe6dgKv/z0AYLfXgblAXKo31wkvTgfQ77ZiYrC6mvcbb5vA0dEu/O63znQi3CrgpHANP1at2OPSE5SvfcevVh3OdlhIMU6k821rpeB5XkUxFo79jmIMoEOM68KMj1ZV/piKF20LsR5JF/uLAVKMbd00tKIBrCYjrCZDuWKc1Z8Yp7IF5At8uWKcCALgGhu64ThJNW6SGLMTTUSeZdxqK0UhDyy/IQXRA1gNkfoqV3w9NjNGe+yIhgJUi838uY7eIo/xUxfWkc3zuE9jfzEAUox79+C2/cOYGHThn16+Al4s+Si2OywEE7AYDRgqPb7zWSDmAzzqVgqnQIxDFuF9Dl3R7E/ooBzhZKZxxbgWOLy0eCv1iqdqGPBTQyVinEvTDEL/JFmkbv4IMP8C4L+I3X1ORFI50VetBwoFHi/NBHDXPm95frsCzEYD/vdP3IBMroDf/vopFAr6kvbtilOLIYx7neguXcSV4uW/okSbg++t+juLFOM2tVIkMnnkCnw5MRYV4w4xBjrEuC7M+ungCcQyW/xMyrEeSWHQU6oYa9d6x+C2maWGN7Og4LVAMWZJGC4lxdjeTRetRuDShhh77CVq+lZYKfxT5BXLxsUT3UqYKcbFpPLgsAeZWLB4IMrRV6QYf/ONZezotuPW3Q0MNtbyXAcmwXEcPnzHbpxZDuOldeG9jRbXQi8GExjtsZfnbsbWAfAVFWO3QIyjBStZRTpWCl0RSiioUVoSY2c/DcGVLjqbslJUIMYbM/R4Awfp38d+GjCYgeNfFCPb5nT0GU+tRbERz+DOfbXv+u3pd+F/vOc6vDSzgd//tzP44otz+PsXLuPvnr+Mzz8/i799bhZfeHGOWtquUZxaCuH60SrH4/IbwJWXgNt+meIkq0D0GGfaVzEWW+86HuOK6MS11QFRMY62l2KcyxcQiCkpxtq13jF4bCaFuDb9PcaMjCumUjRio2AQFePm7CbMSiHVQutnpeB5Hv/y2iLec/1wsYK+dFz6/7gPsLqwEkrCaOAw4C4nxobpEApdXdLq2N5Lz7mQx1o0ixen/fi1+/ZVn9quF9kUbU8e+jEAwE/cPIavH1/Ex3/gw4uAomJcOcO48vAdACmyrWOl0BXhZFah9S5M8VVaTLyzz2ncX5xEI0bCaUyMWSJF/yTduvqBQ+8H3vxnjB+lXOP5QFy3iLSXBH/xXXUQYwD40C1jeHl2A//ymvrx7rAY8R9vbaAQZZtjLZzCeiStHP8oxyt/TZ7bGz9c0+9lVop4ZguG72afAZaPA/f8TsW7hZVSYwBJ3Op4jAF0iHFdkBTj9iLGG/EMCjwwoGSl8E5o+lhum0kifwYjRXy1IJWCkfFyj3GDddAMGlkpbGaymbTCSnFhNYrf+/YZZPMF/MxbdkvfWJYR45gf6N2D1VAKQx5bmdp63bAbLsSRNLgh0hVHHwAeSIbwrZObKPDAB24c1f4P2JimTFCBbFhMBnz2Q8fw0F8+j4zBAlN4pWgrayGYwA0NZBgDkpVCLPkITGv1V3RQAp7nEVIqD0iGSC1uokBHhEiMA0D/AenrzajSlYbvWCJF3z7pa7f8AnDm69i58j0YuAHMb+gnDLwwE8C+AReGQm8AZ48Dd36spp/jOA6f/dAN+MP3HoKB4wAOMHCAgePAccDtn3oKZ5fbo4Co1XhT8BdXJMbhZeDct4Fbf6nmY4pZKRLpnJSNzfPaHPfVcPpfgVP/F7jloxVjEUNJIWe8bPhOWBR24toAdKwUNaNQ4EViHIxnkG8j75ZPiGobLBu+095K4bGbJcUYoA9SC6wULJuzPJVis7E6aIb+A4C1S5Os5+L2u27Khsxpb7thKQ2sDlbE0gnJGhIjn/FySYYxw8FhD7q5OEK87EQoKHB8YgPfPLGEW3b3YLdXhxOl/yLdsu1pUMXuJ993BCuFHszMXhK/Hk5kEU5msUtp8K4GxdgtJ8bdO0kx1nlY6lpFKltAJlcoz0itVgddDxwyxbjoMSIAuMYUL1sFYswSKcyyz9DYbcDgYZhPfAEjXTbdkinSuTxem9sgtfjkV4AffKKu9kaO49DjtKDLYUaX3Qy3zQyn1QSHxYTDO7quWWJ8aikEk4HDdcMVdhdqKPQohZMRY2al4PMtK7+iIXQeWHil4t0iapXtHStFETrEuEashJNIZQuYHHIjX+CxmWgfn7FiuUc+R4NpmnuMTdLwHUAlHy0o+GCPqZhj3IxifONHgF9/U7Xmsx502c3FcW2ALj7jRUaM12Rbv+koXcQPvIv+LWRYl2YYM4z1ONDNxeHPyQinQIyn5xcw64/jgzfpoBYDNHjHGYtVOAD/4cYdyDmHsLm+gBNXaAiwYlRbdIVSRSpE7YmKcSpH7WrZRNvkS19tENUoJY+xVsSYnc9KiXFaqIM2NHBJM1npOFK0UlyUbBQMHAfc/HPA2hm8zbOoWy30iSubSGULRIyZ9//M1zX53Yd3dOHCWhTZ/LVXeHNqMYSDwx4zmhcbAAAgAElEQVTYzCpzKekYcOJLwMH3AD27av69DsFjXFwL3SI7BUtnuvJixbuxQdGyocPO8F0ROsS4RjB/8W3jRB7ayU6xHlUgxskgqLhCm6g2BrdVSTHeQitFoklibDQ11pqnAI/NJCnGbDtLBxK2uElk8eJaRNq5WDlJCsfEgwA4IOZDocBjLZzCsIJibDBw6DEksJKWLQgE5f3Vc9OwmQ149xF1i0JT8E8BfXvLFiMcx2HX7j3YYQzhY//yJsLJrEiMFcs9IqtkhamwVemwGMFxgmIsvifXplKmN9ixX+4xDmkT1QZIn9WS6nIi3w34ixmUaqHliRSlOPrjgMWN92cf1y2y7aWZAIwGDrftkeWLn/6aJjseh0Y8yOQK4nXtWkGhwOP0UhjXj1VYqL35zzUVepSiyGMs2nNalGXM5lnmX6p4t3AlxdjsaHyI/SpDhxjXiFk/qQK37yF1KhBtJ8U4DY4DvC7ZKlDjcg+GMsXY4mzJ8B17zCIrRT5H+aUaEdtm4bGbEUnKhu8AXQbwmGKcyhYktYoN3o3dRgpqzIdAPI1MvoAd3QrlHIU8nHwc8wmzdFEXXsdL81fwzkND5bYVreC7oEw2AJi7d2DEEMJaJInf//YZXAnS36esGFduvQOIbLusJiLG1RrOOmgKohqlp2JsNNNCWMlK0UgiBYMSMS5NpCi9//UfwuHw0zClgrR9rjFenA7g2Fg3fQ6TQUrD8E9RiU+TOLyD3o9rzU5xORBDLJ3D9aMVFmqvfR4YvaVqoUcpbCZahCe24lzDFOPVUxXJeDiZhdHAwWkpIcDpaEctlqFDjGvEjC+GHocZE0I5gj+WqvITrYMvkoLXZYXJqF/rHYPbZkYik5e24CyOFsW1KVgpmBrbjGKsIVpmpdhMYrSHyO7UqnASXD5BXkhHL+AaAGI+xQxjEcLz8mftWBZKQJglwZ4N4YM3jWn+vAFQIsXmnDLZAAD3MAz5FD7+1iE8enoVX3n5CrwuS7mFBqjaesfgsprIStHq7c1rDIwYlw32aEmMAfIZl5Z8NPsYSsRYTKQ4UH5/ALjl52EqZPCI8TkE49oKJeFEFqeXw1JMWyIIHHyY0j3OfK3p3z/e54TTYsS5lWvrs/DmIp33FId5ASC+QcPBNeQWl8Jg4OAwG2mRJJ5rWrDw4HkixsM30EJu4VXVu4aEZsqyTOxMrOMvlqFDjGvErD+Gvf0ueF20/dteirFC611MH2LM8npjYsmHqyUFH9FUDk6LsThdQWy9axPF2GbW3UrB8zyWNhO4f3IARgNHA3g8T4rx6C10J9cAEPeJzVfDXeVWCvbahXknLjBybXEhBxPGbCncsbe5imxVBC4VJVKUQSC6P3e9Dbfv6cVKOKWsFvN81dY7BpfVJNW0Ah3FWCeE1TzGyVDFSfm64ewvJ8bpZq0UCrmzYiLFfuWfGTiIYP+t+CnjD7EZ03bX7EezAfA8cPd+LxX3pEL0PPa9HTjzTfpaEzAYOFw34rnmFONTiyG4rCbs6VchgWun6Hb4aEO/32E1FVspWnGuySaAQhaYeCctnCr4jBVb7wAStzqKsYgOMa4Rs74Y9g244LGZYDEZ2qr9TrX1DtDeYyxsr0flJR8tKvhQTKQA2ksxTmbJmiBaKTY1fQx/LI1UtoC9/S7s8TqJGEeWgdgasONmupOTFONlQTFWtFIIhD0Mp5husR5NY4N34fq+fHmZhmZ/gKDCqSrGZI0wxtbwmZ+4Ad0OMyYGFJIGUmG6INRCjJn9hymKHcVYF0geY5mlK5sC8mltFWOnF0iUKsaRJhVjhdxZpUSKEgSP/gJ2Gvywnvlq44+tgBdnAnBZTRQplgrTYtLRCxx9hIZO5ysPWdWCQyNdOL8aaauEJb1xaimEIzu61M9vq6fpdqhBYmwx0vBdtZpxLcGuMZ4RYORYRZ9xOKEQpwjQ8F2HGIvoEOMasBnPYCOewd5+FziOQ7/LikAblXz4oiqtdwaTdkMvAtjwW0Re8tECj3EsnVMYvBMGUtqEGHvsJhR4YdBLJyvFYpBU4LFeOw4OezC1FgWWXqdvjt5Et8xKsZmAzWwoH4YCRO+zzePF1BoRgm+fXMYm78Zep467Ib4LdFz27lX+PsuVjq5iuMuO7//mPfjEe64rv1+0elQbQzt6jKOpLM4shfHdUyv4P09N47e+dgp/8eTFrX5aTSGUyMJU6l/UsvWOwelV8BiHtfcYKyVSlMA4+RBeLUxi1+nPanpcvTgTwO17emE2GmTnuV5g4l0USaeBneLwji4kMnnM6RQ3125IZfO4sBqpnF+8egro2tnw3IrDYkI8nW+tbUsuEO26E1h5Q1WsUleMox0rhQwdYlwDWH7xvgE6cLwuS9soxtl8AYFYpqzZjJqhvI3FF1UA+1CJRRYtyjGOpnLKddAA4GgPYiy+NqkcqUwmm+ZWiiUhkWKsx4GDwx4sh5JIz78GGK3A4BG6k2sAyCURDG1ipMte7icDxOc10D+IC6tR8DyPb55YQs7aA2dex+1V/xSRYpNF+ftMARYyigfcNnV/sfz+FeCymqj+tpW+PwXkCzw++o/HcdMf/QBH/uf38Z7PvYj/8i8n8f/+4BK+f34Nn3tmBqcWt2+UXEhovSs63kRirLGVIhGU7AQ8TwREy1SKSokUMvQ6rfiT7H+CLb0BvPS/G398GRaDCVzZSEj+4qRAjB29NNNx8D3A+e+QGt8EDu+g1+vcyrVhp7iwGkE2z+OGSokUa6cbtlEAgNNiRDKbE/K0udYswuXEePddQCEHLL6meNew4DEuQ0cxLkKHGNcARoz3Cr6kfre1bWqh2fNQrIN2aesvBiTyFy4ixjHdSxO2g5WC1UKz2k09aqFZIsVojwMHh2m7Ln3lNTqZM7LpGgQAJIMrGFGyUQDi8xoZHsH8RhyvXA5i2heDp29QUqj0gH8KGKhANsw2ej+ZIqyG8BLd1qAYO9nwnclKC4gtUowXgwn84Pw6rhvx4OPvmsTf/tSNeOI37sb5Tz6IH338fritJvzdC5e35LlpgXAiC09ZIoVw/GtJjB1eALx0nGZiZDXQcviuUiKFDG6bCee4fTjvfRB4+a+k47IJvCjUQN+9XzZ4B0izFEcfoYXApSeaepx9/S5YTYZrxmfMFp1H1RIp0lFaDA1f3/Bj2C1GUowNBuGYagUxlg2hj91GvvgrynaKUCKjohh3hu/k6BDjGjDji8FqMmCHkATgdVkRiLXH8J1U7qF/6x0gZZSGGDE2OwDwQE7flI5oSsFKkQzSScCq4TZtE/CIirF+tdALwQS8LivsFiMODntgQg6OwFlp8A4Q3/d8dF158A4Qn9fu0RHwPPCnj1+A1WTA0NBIeUasVsgmgeAc0F+ZbMA9Up0Yr5wkItRdPYBftFIApCpukceYRet97IH9+OW37sU7Dw9jcsgDh8UEt82Mn7x9Jx47syouftoGT/wu8O+/WvVuimqUXlYKQPIZs4VOs1aKfJqUYqB6IoUAg4FDj8OMR/s/SuLAU3/U+HMQ8OJ0AIMeqyjEFCnGADD+Vlr8Nln2YTIaMDnswdll2efh7LeAV/+/pn5vu+LUUhj9bqv6OXHtLAC+YX8xQO13iYxwrlGy5+gBUSDqpvPb8PWKPuN8gUc0nVMmxulYY62RVyk6xLgGzPrjGPc6RcO+12VFMJ5ui6EFn6pirA8xLleMhZO3znaKaDoHj5KVwtatuV2kUZTZTGxduniMx3ppgTbgtuIWxxpMhRSw4ybpTq4BAIAp6cewqmK8CZhsmBylY+T0UhgPHhqCxe2l7xWqNGKd/Cpw/Ev1PfnAJQB8ZcUYoGSKasR46XUaNqzhvXfbiBjzPK+cPtAisOrg3X3KNds/+5ZxGDgOX3hxrpVPqzoWXqlaHABQ811Zo5aexJj5jNlCp9nhO0AiMtUSKWTocVgwl+0Fbv8V4PT/BVbebPhpFAo8XpoN4K59/ZIlhS1UGTE2GIHDHwQuPdn07s7hEQ/OroSlLPNX/gZ4+XNN/c52xamlEK4f7Va2lgFkowCaslI4rEYp09rqaU2ZUOnO6e67gOXjJETIEE1lwfNAV+lntFCgZKmOYiyiPRhFm2PGF8PeAemg6XdbUeCheXZlI/AJivFAmWIc0IUY281GWIwGMbMUFuEirzcxTmXLvaaJYNvYKACZlSKpo5ViMyG2wHEch7d7FugbozdLdxKsFH0IY4dC6x0Ael62boz22OEWXtcP3jRKWcZ8vroP98XPAI/+JjD7dO1P3sdUuGqK8ZDoMVZEOgr4zher5BXgtNJQZDKb32LFOAGX1VRcxCPDUJcN771hBF87vohQG1XOIxEAYutV7VKhhIJiLFeztIJYC80UY0a+m1SMAenY8E8BPeMVEykYepwWuhbc/V/p8/P9P2jYWnZuJYJQIou79sviEhNBGliVK+JHH6GIrvP/3tDjMBze0YVoKkdDvTxPi9fomu7WuFYjnMzisj9e2V+8epqOrRrmFtRAirFAjFt1rkmFqNLcLMRa7roLyGek0icBqq13LG7VorxgvxbRIcZVkMrmsbiZwD5Z7qGYZdwGA3jrkTSMBg59ThkxzsTpYNc4qg0gMuaxy/J6LQ7pMXVCNl9AKltQ9hi3SesdIJ1wxAWTxlaKXL6A1XAKYz1Sru9NxsvY4D3Ie3ZKd3T0gecM6OdCyuUeAD0vew84jvJMhzw2GvZhPsZKSlQ+SyUd4IFv/SIQXa/tD/BfoPauPpVECgb3CBD3UbOhEpbfIE/pWG3EmC2oxGSKLVKM5wJx7PY61BUrAB+9ew8SmTy++upCC59ZFcQ3KBqvykVe2WMskNZmbA6lcDDFuNRK0YRibCtRjP1TVf3FDL0OCzYTGVKs7/1dYP6Fhv2/zF8sDt4BZKWw9xRXnw/fAHgnmrZTHB4RGvBWwqTAp0JEqjSOmdxqnFmi47BqIsXQ0YoV89XgsBhp0Bdo3bmG7Zyy573zdgBcmc9YtZkyLdSCd4bvRHSIcRXMBeLgeRQpxkzxaQ9inEK/y1qcy8guGDooxgD5jFmYv/hhyurni5TqoBWsFO2kGNtN2ON14vlpYYvX1q3pVtpqOIV8gRetFAAwnp7CycJezG3IXn+DEWlLD7wIY6SSYiyoeJ/6wBF86WdvoWNIaL+rSIw3r9Dk81s+RifVb/1CbYUD6+eBvn1U61sJ7iEivnGf8veXhIlruX2kAkRizNrvttBjrGajYDg47MHd+734hx/NI53Tvma4bmSTkqIUXVO9Wy5fQDSdK48GTIUpnaUG5bVmOHoBcDKPsQZ2DXnubI2JFAykGAtCwU0fIfvF9z9BC8g68eKMHwcG3cUpQ4lgeYkRxwFHfpzIT6jxRdTEkAsmA0cDeIFL0jcqvNfbEaeWhMG7HSrEOJemhXsTNgqA4trSuQLZLFvpMZZfB+3dwNCRsqxrUTEu/YxmBGJs7XiMGZoixhzHdXMc9w2O46Y4jrvAcdwdHMf1chz3A47jpoXb9mEuDUCMausvtlIAaItkivVoWmHwTl9i3CVXjNn2Dftw6YCYSIxLFeP2slJwHIeHjg7j5dkNOjZsXaQYVPPr1gg2lCUqxskQPLHLOFnYL2YRM8RMvejnIpUVYyEpYG+/CweHBcWMKfDJCsR4Y5puD74XePefA3PPAy/8L/X78zzw7KeB6SeB3XdW/BsBSEkTanaKpeOA90DN732xYty1JYpxNl/A0mayKjEGgF+6Zy/80TT+/eRKC55ZFcgHMSv4viPCZ7R8+C6keZY6DEY6TkWPsZZWCiGZgM/XTIx7nWZsJjLk0zWagbd/kj4jJ/6hrqeQzuXx+vxmsVoMCDtjCk2URz5It2e+UdfjyGE1GTEx6MbZlQjlNjPEri5i/OZiCHu8TuVyC4Dy1Qu5phIpAMBppQzvRKaFi3AlgWj3XTSHkZM4iljAU6YYS82nHRCaVYw/C+AJnucnAVwP4AKAjwN4iuf5/QCeEv69bTHji4HjgD390gXN624fK4UvksJAi1rvGLrt5pZ6jFnKQ5nHOBlqmzpohoeODqPAA0+cWxMUWV6z3NxFlmHMKpJX3gAAnME+sb2OYdPQgyFjGE6lDGBAvaaXEeNKyRQBgRh79wHHPgwceQR49lPKA1rZFPCtjwLP/ilw/U8CD/6p+u9lYB6/qAIx5Hk64dfoLwYg5l/H0lunGC8GE8gXeOz2VifGd+7rw8FhDz7/wmUUtnrAV169XEFFZJ5oxeE7LQfvGOS10CmNh+/8F+j/qw2JCuhxWJAv8OLiAAfeBey+m475OnaMArEMMrkCJgZLCEpiQ9ky1jtO8Vynv9aUJ/jwDg/OLYfBy4lxrfaobQCe5/HmYqi6jQJoKpECIMUYAPmMW2alCJUT4113UlLU8hvil0JqHmNRMe4QY4aGiTHHcR4A9wD4AgDwPJ/heT4E4H0Avizc7csA3t/sk9xKzPrjGO2xw2aW2pzcVhOsJkNbRLatR1IYcJcqxsIWdCsUY5EY62+lKEqlyGeJ4LSRYgwABwbd2DfgwqOnVmS10Nr4jBeDSRgNnBQ3tHQcAIdo31FcWC3esvMXPBgwVDgpJ1WUvFo8xhvT5PNkvseHP0ODSt/8+WIiFQ8A//he8kE+8D+A9/+1erGHHCIxViBiwctEFGr0FwMlVgqrhy4EtVg/NMQVweoy7nVUuSftPPziPeOY8cXw3CV/1fvrCnn1cgXFWPWiqxcxdniLh+8MZrJsNAr58F0diRQA0OukY1qcLeA44B1/RMfpydqrojfjKouLSkPGRx4hIr92pubHKcXhHV3YiGeQWb9IvmWgeirMNsJaJAV/NI3rR6sUe1jcdB5rAg6h9VEsFJJHAOoFJZFj11vo9opkp2BpSWVzAB2PcRmaUYz3APAD+BLHcSc5jvt7juOcAAZ5nl8FAOF2QIPnuWWY8cWkPEkBHMfB69r6ko90Lo/NRFY5qg2QhlQ0hsdulkosRGKso5UirWClkIeatxE4jsNDR4bx2nwQIV6wMWjkM17cTGC4ywaTUfjYLh0HvBPYNTKEqRLFeDnnQW9hU1lJyueoAlTptbN1AZyxspUiMAN4ZaTB6gYe+Qe6gH/7l8k64psC/u5+UmIe+TJw92/VPtTi7KfnEFFQjMX661tr+12QiHE8I2+/a61qPFclqq0UDx8dwXCXDZ9/fosLP+JyK4W6YqzqX9RNMfZKpJ213jUxNCUS41SkrkQKgDzGQElK0cgxIhp1FH6wXbge+WvI8/RZVBsyPvQBwOwEnvrDhlXjQ8IAXsF/kYb6rB5KIblKwIo9qirGw0ebjv5kxFhUjAH9fcZKVgpHLzBwqGgXL5TIwGY2FIl8AKTd3o7HWEQzR4EJwI0A/obn+WMA4qjDNsFx3C9yHHec47jjfv8WqyIqKBR4XPbHivzFDF63dcutFL4IyzBW8BhbXFJihMbodpgRTeeQyxckYqzr8B1dMIqG78Q66PayUgDAw0eHwfPAKyuCt1ijZIqFYELyF/M8ZVWO3ozJYQ9WwqmiiK+FjAtmZJUJICPqSlYKjqPXtJKVYmOahujkGD4KPPgnwMwPgO/8GvCFd9Dg1kceAw7VuWlkMNAAnhIRW3yNlJ0qxQtyiFYKphgDLfcZz2/E4baZRHWxGsxGA37uznG8fHlDnKjfEjDy6RyoqCKG1Sbe1Sw7zcLplQQALci3yUaqczpaVyIFQKkUgKT4irD3Vl5gliAofH575MdIJk4pEWqWMWcf8MAngJkfNuw1PjjshotLwZ5YBfonKO7xKlKM31wMw2zkpDmKUhTywPq5pm0UAETrWhEx1jPLOJ9VFzl230nnS2EINJzMqrTeMY9xJ66NoRlivARgief5V4V/fwNElNc5jhsGAOFWcbSc5/nP8zx/M8/zN/f367Pl3yyWQ0mkc4WiRAqG/jZQjH1RlmGsVO6hj1oMyIosUjlSKwBdPcbMSuEqIsasJlWHi26T2D/oxoFBN34wJxwfGlopWIYxNueJvI7eLJ7wmZ0ikclhMS0cszGFj1+1ml5Hn7qVIhmi48ursM18yy/QQN6bXwW6RoGPPg2M1pYcUQb3sLLHeOl1+p0GY/n3VMAU42h6axXjca+zYlRbKT506xjcVhM+v5U10YkNUu/7D7Sfxzi5SbsfqUjzcXAcR4pZIlBXIgUgs1KUZk87euoq4GCvYY/8NRRb7xSG7xhu/UVKaHni4w0VfjgsJtzTK5wTvBPCovTqUowPDnvKlVKGjRkSdppMpACoEhpo4e6UmMiicC7fdSclygiFM9RMqbAw71gpytAwMeZ5fg3AIsdxTLp5AMB5AN8B8DPC134GQHMJ5FuIGZZIoUSM3Zb2UYzdSsRYv8UGi2QKJ7OA0QQYrToT4wqKcZsN3zE8fHQYP1oWfKwaKAbJTB6BWFqKals+Qbc7bsbBYdoCY8kUK6EU/BDIiBIxFm0oKsTY3qt+gd2YoVsl/yXHAe/7K+DdfwH83BNA91i1P0sdnuHyVIpMnJSdOgbvAMBqMsBk4Mj316rtzRLMb8Sxq0YbBYPbZsZ/vG2La6LjASJlnso13cxjXDQHwPM6eoxZrOCGYKXQ4DGsbiIRdSRSABIxblYx3hQi34oi70pb75RgMALv+Uta8D75+zU/nhxv6RIex3uAiPFVkkqRL/A4sxzG9aM1DN41mUgBUMEHACTS+dbsTpW23smxS0gAEnzGoYSaYtwhxqVoNpXivwD4KsdxpwHcAOBTAD4N4O0cx00DeLvw722JWR8dMKUeY4DVQme2tBZ6XWi9U7RSOPWzdrMPl7h1b3HoS4zTOVhMBlhNshV/pRNCG+Cho8OIQFB3NbBSLJUmUiy9TlF5A9eh32VFn9MiJlOshpMI8IwYKyg/7LVTVYwrXNDFRAqVwSSbB7j1o81FZwGCYlxycV45SaSlDn8xQL5vp9W0ZVaKTK6A5c0kxvvqtzb99B27kC/wePLcFhGVxAbtPjFri4qPNZzMwm01Sf53gC64fF77uDZAWvgnAgL51qBAxOqhhRdQcyIFQL5Si8mgoBhXWGAqYDORgdtqgln+GrKfryYADB0G7vx14NQ/A7PP1PyYDIcs68jxBvgtOwQrxdXRfnfZH0MsnavuLzZapcHDJuCQK8byCEC9UOk66OqnhY7gMw4nFQp4AFKMzc6m/dVXE5p6JXief1OwQxzlef79PM9v8jy/wfP8AzzP7xdumytz30LM+mPodVoUfYHtUAu9Hk3DbOSKt96AFlgp6PGkZAqX7gUfntJyD/GC0Z7EeE+/C7uGBpCHQRMrBYtqG2Ue46XjNChjNIHjyD/HrBQroST8vHAhiCv491NVFONKHuONaaqn7dnd4F9SI9zDFHMnX3AtCsUe8vrrGuGymrbMSrG4mUCBR01RbaUY7XGgz2nBpfXWKtwimGLsGqrYiBZOZJUH7wD9rBSA0NYWaa71jsHqJiJfRyIFQAuvXoelecU4kSn2FwP1zVLc89+A3r3Ao79Rd0rQzsIirvCDOLeepM9eLqWvN7ZFeFMYvKtYBb12Ghg8VL14qAYwj3Eyk2/NuabaEPruO4GFV4B8jqwUSjnOmWgnqq0EnSVCBcz64tjbr3wxY7XQW+kzpqg2Gwzy1rtCQVCM9bNSMMW4qORDx1SKaCqnkGG8Sd5HPS66GuGh60cQ4p2IhQPV71wFi8EkAJCVIpemk7nMv3tw2I1L61Hk8gWshFIIcS7wnFHFSlFFbWdWCiXFKDBNpFiDi0hFKEW2Lb1OQ38NDFy6baZiK0ULL/rzLJGiAWIMAPsHXbi0rt/nqyISAUkxBlR9xiGli66uxFhWC62llQKoK5GCoaj9jsHRS8SlxmjAzUS2OJECqF0xBug5v+ezNH/wXH0btd2JeczyIzi3Eqn6Xm8nnFoKwWU1YY9XhfjxvJRIoQGKFWPhmGyJlUJF5Nh1JxHftdPqw3fpWMdGUYIOMa6AGX9M0V8MSMR4K33GvkgaA6U2ilSIVI9WeYwBmmbV2WOs3HrX3VxEk854+OgwIrwDa+vND7IsBhOwmQ3od1mB1dOk3sm8tpNDHqRzBcxvxLEaTsLrsoNz9itbKWoZvitklbcAN2bqUtMahkcgxiyyrYFiDzmcVpNU8AG0VDFmUW3jdXqMGSYG3ZjxxahZrdVIbFDso7hQUfYZhxIZ5QxjQF/FOLpGi3ItrBTsd9SRSMHA2u+KYO8FwNe8YxRKZBQyjIWdm1p3xsbvptKdH31O8s5WQz4HY/AyArZdVA3tGqSvXwU+4zcXQzg62lUsHskRWqDjVINECoDmGQwc8xjLsrH1QjWRY+cdAIDcwmtIZPLlqTEAXbs7inEROsRYBcF4BsF4RtFfDEi10FtJjNcjKeXBO6AlqRRF7Xc6FnzEUrniwTtAObuxzbCrz4msuQuRzebjCBc3ExjtcVCqweIr9MWx28Tvs2SK86tRrIRSGOm2k8dMyUqRDJHKr1a2oVYLXcjTxL53X/nPaA23UAvNiNjmPP0tDRJjl9WEWDovxXK10GM8vxGHx2ZS3sasAfsH3Yilc1gNpzR+ZlWQz0l1xFVURMWJ92pDns3A1k07RkEhsaPZVApAIjJ1RAEy9ChZKdiAYI12imA8U27bSwZpYWFUabBUwjv+iB77Ox+j97AaNueBQha53v04uxKuXLCzjbAWTuHscgR37KmQ6LF2mm6Hb9DkMTmOg9Niorg2k4XON60gxmqLT88IYOtCdu08AIWccYAWlh3FuAgdYqyCWSGRQimqDQC8LjqBbbWVonzwjhFj/RRjs9EAp8VYohhvgZWiTRMp5LB7emFIh5tOFVgMJjHWIyRSLL4KdO+SyAooOcVs5DC1GsFKOImRbhsNYKopxpUGouQT/3KEF6nJqRWKsUjEBGK8dJxux+obvGNw2UyIpbK0w9DiWuj5QKLuqDY5JoRzUMt9xozQFVkplBXjcLLFHmODgdFubIwAACAASURBVI7T4Kx2jyES40YUY4tyXBtQ8wBeKKFgR0kE6z/P2XuAd/0ZsPom8OrfVr9/gKqgnTsOYTGYRNgoPN42J8aPn6Vj9d1Hh9XvtHqKFliD12n2uHaLEYmMsCDRuxY6FSLLhlp8JcfR8eybAqDQTAnQzmCHGBehQ4xVwBIplMo9AFKgqBZ6a4hxMpNHJJVTzjAGdCXGAH3AihRjnQs+yqwUlWpS2wh93kG4kcCjpxsPzOd5HovBBGUY8zyw8Cqw8/ai+1hMBuztd+HCagQroSSGu+y0JRpTUYwrqXhiLXTJoFVAiGpTS6TQEjYPnaxZZNvSazQ53QBpAQCXxSQ2KOp+sSrBXCDesL8YIMUYAKZb7TNmlcuOPsBsp8WUAlnieZ5InaqVQqescadXUow1SaUQiHEdiRQMPQ4LwskslR4x2FV2XhSQyRUQS+fKB6krtd5VwqEfA/a9DXjxf9HcSSX4iRgP7z0CADi3UaDP3jZvv3vszComh9yqu74AyJbmnaDjWyM4rSbEM4KvXO9FeHKz+o7MwCTMwYsAePW4to6VoggdYqyCGV8MVpMBO7qVPzAcx6HfbUUgtjWpFGK5h7tEMY61iBgLFwIAwvCdvgUf5VaKUFu23pXC4elFnzGB751RKKuoEeFkFtF0jqLaNueAuK/IRsFwcNiD4/ObSGULMiuFr3yILtmgYrwhRLW1QjEGhIgw4XVbeh3YcWN9W8oyuGwmxNMtuljJkM7lsRJO1lwFrYRepwVe1xYkU7D3n9my3MOKinE8k0euoHDRZV52LWwOSnB6gdAi/b8WivHorfS5aiC2q9dpAc/L5i4A6fxUg2IcUmq9Yz/byM4YxwFHP0Tv4eqble8bmAbcw5jcPQoAZKfY5u1365EUjl/ZxLuPVFCLAbJSaJBfLIfDYkSiVYvwWiyF/ZMwpUPwItIZvqsRHWKsgll/DHv6XeqmfdAA3lZZKdbFOmglxZjTnTR22U0IJ1mOsUs3j3GhwCOWUYhr2wYeYwCAvRsexHF2OSymE9QLlkgx2uMgtRgoU4wBSqaICifkkS4bXdzymfIc5VSo8mun5jEOTBMB0dG/XgSWZZxNAmtnGvYXA9LwXaHAt1QxXgwmwPPAeBOKMQDsH3Djkq/FinFCphgDqjXdjAwqplJY3A0vZqrC4QUgLPq0IN973gr8/PcBk7X6fUvACG3RAF4divGmsPummEpRqfWuEvbcS7ezT1W+X+Ai4N2PXqcFO7rtOLscET5721cxfvzMKngelYlxzEfkX6NECgbRYwzQLoSuOcZVzuWAWFaz37BUPtwJCIqxW4cnt33RIcYqqJRIwUCK8VYRY1buoUCMHX11VeY2gm67TDG2CHFtOkzNxzM58HxJHXQuo94P326wdcPA5+BAGt8705gCsyiWe9hp8M7apWgpYAN4ADDcbZdKXkoj26pZKWxdlOWqpBj37W9dEohnhKwUKyeBQq5hfzEAuAWPeiKbp7+vRYrxXIDeu2asFAAwMejCzHq0tckUopVCrhiXE2OmdnaVDt/p1XrHIN8V08JK0QR6BcJRFNlmdVPmdw2K8aZSHTTQuJUCoB2j4esrF37wPC14vTRweHiHB6eWQoB7eyvGj51Zw8Sgq/I1fFUYvNMokYKhyGPcFlYKulbs55bKFeNCnmyQHcW4CB1irIBUNo+lzaRqhjGD17V1xNgXZYqxwvCdzjYKQMFjzOdJndQY0RSdYIo8xmJBxTYgxsJJ685RU8M+Yza4N9YrKMZjtyi2FE0OSeRgpNsGuFSIcbXhO4ORvl96QQ/MtMZfzOAeooszK/bYUX+xBwNbWIntdy1SjMUM4wZa7+TYP+hGPJPHciipxdOqDaV1xKwquMSzGk6oKMbVFmDNQr5zoZePuUb0OOlvD8Zl1wOOEzLBVcpyZGCJFkWvYS5DgkMzQ8Z776dhXbXjPbpGxE1I4rh5Vy+ubCSQsHjJY7wN2+98kRRevxKswUYhxNkNHdH08Z1Wo+QxtnZtvZXCNYiU0Y0Jbql855VZIC3NLdyvNnSIsQIu++PgeVRXjF0WbMQzxQMXLYIvkoLFZChfAcYDLdnq7naYZR5j4UOlg8+YDUwVeYzbvPWuCIJidu9OC6bWIlQyUScWNxPospvh4eOA/4KivxigHQyvywqzkYPXaZWIcVxGjPNZ4WJbhUg4+oq3gNMx8vv27a37+TcM9wjlKV96kkoXXI0v+FgjVSydbanHeG4jjm6HWXkLsw5MbMUAXjxAhJOVubiHSbkvIXoh4TygmGOsq2IsO89t8VYwi1lTLvmo3UpRFNfGfs7RxHlu7wP0ns2/oPx9IZGCLXhvGScSPp/xkJKopw1AJzx+dg08DzxUjRivnqKyIo0Xbw6LSfIY63mu4XmRGJ9eCuGbJ5aU78dx8NnGMWlcKa5sB6Q0qc7wXRE6xFgBYlRbpWlWEBHheZTH9LQALKqtLAKqRYqxx25GOldAKpuXVps6RLZFU3TBKFKMq4WatxMEJWvCQ5aQRgaoFoNJslEsvU5fUCHGAHDdiAcj3XbyxotB/TJizLJlqylspbXQG0IiRasG7wApImzh5aZsFIBkpYil86QYp6PVp/U1wHwg3tTgHcPE4BZEtiU2ismnW7n4oaLHWE9izCweZqf+TYxVwCwQiiUfpekuClC0UjABoFGPMUDnCrMTmH1a+fsBYaBWsFIcGvHAYTHifFQYOt+GkW3fO7OK/QMuMc1FFaunNbdRAIDTYiTLFkALtkys5vbDupCJAXwevK0b/+0bp/Hfv3kakVRW8a7L5l3Yxy2V7wCkhWu2peMxlqNDjBVw4somDFz1gZmtrIVej6TLyz0A3eugGYra70RirP0AXkSwUhTlGDNivA1SKZgasdtFf8fUWgPEeFOIalt4hTI3R9UtBX/w0EH8xSPClLWtmzyOcmIs2lBqUIzlF/SNFka1MXiEkg/wTQ3eATLFOMXa73jyqeuMKxuJpgfvAKDbYUG/29raauhEoJiUqRQ/MEtVWcFHqzzGW+wvBgCb2QinxYhgWclHbYpxKJGBzWyAzSybDRFb75o4z5ks1IY3ozKA579IpEhYhJqNBty4swevbwjXlm3WfueLpvD6vMxGkY5RUlMpIUyFKeFH40QKALBbTNR8B0hDoXoo78J1cCZqxtRaFLkCjxenA4p3nTOMoRvR8sIndg7sKMZF0GlcePtiMZjAP7+2gPffsKP4JKUAr9h+twWKcTSFg0MlF4RcGkiHm9pyrhXy9rtBi35WCuYxLvJGJbeflaLPmIDTYsfFOolxocBjaTOJtx8cJK/g0JGKfrAJuUpiMBB5UFKMq7129l5gRRbzFJgGwAG9e+p6/k3BLdsKbZIYu+RWCnaxSkV0JW6pbPNRbXJMDLow7WuhYhzfoK1mBpWSj1AyA4vJAJu5RGep5mVvFkzN1isOrk70OJXa73qlcpoKCMaz4gCfCNFK0aQAsPcB4NITlPlc+vkNXAL6J4oGam/Z3YvvPG0GLNh2ivGTzEbBSj2++E5g/QxgsgPdY0D3TqBrjIaLAV2IsdNiRCZfQDZfgFleQa+1314gxo/PpuB1WZDN83h6yqforZ4uUBQf/FOSxQ6QKcYdYixHhxiX4M+fvAgDB/z2gyq1oIFpWsmbrBhJ89jJrSPmWwBGjXSC1iuaqAS+SBpvnSgdvBNWi61QjAV1qEgxzurgMVYavhOtFNtAMRaIgSEVxoGh3biwWp/fzBdNI5MrYKzbDLxxHLjpZ+p7fNdAscc4VYeVIhkkpYXjKJGie0zTIPyqYFYQkx0YPNTUr2Ie9Vg6LymMOvuMF4Sott3eBgbv8jlStPxTRF4SQfxW8gp8AR/4f3SAS0eI2O+8HXjf57R/8gApxqM3Sf9m70cJWQonsuiym4ttXYU8vb6t8Bjr+Rh1QLH9zl7yOVJBKJEp96GLsxRNnuf2PUC3s08rE+M99xV96ZbxHvx9QVg4bzNi/L0zq9g34CKBIJ+jmYw999H5I3SFcq+X36D3xGgFRo5p/hwcLAEnk0eXfBGuNQSR48WlPD78wG7M+GN49qIfhQJfFjN7NiuQZd8UMH6P9I2Ox1gRHWIswxsLm/juqRV87P59VJBQipgP+Os7aCAIwA4Az1sB/FD4b+A64D+/rPvzjKVziKVzKhnGaFkqBSBENXULF35dFGPmMS6xUnDGLR+4qQnsop0KY3LYg++dXgXP8zXXA7OotoOYB3LJiv5iRZTWQidrtVL0ArmUEOXjpAVhK/3FAG0DO/upcKFJD6lkpcgCXTperGSYExMpVBRjnqdzSmiBLtrBObqQ+y8SYZGnvJgdmDQ44eHNyCSGYXV20+fgwnf1IcY8TwKAQ+YxNlnJWlGiGIeTCq13bNGhJ2llVqE2sFIA5A9WVIzzGTo3ViAfm4mMmGwhQivFuHcPKaUzTwO3/IL09VSY3ssSe9SxsR6kjA5kDDZYthEx9kfTeG0uiF+7X/h7oqs0eHjo/cBNHym+czpG74sOdjyHhXaaE5kcuvRchAsCUcLoxk/dvhPPXfLju6dWcHYljKOjxef3uZQbSaMLdv+F4t8hplJsg2tpC9EhxgJ4nscfP3oe/W4rfumtKpP3Fx8jUvzezwGOPvC5FP77117HW8c9eMhyEpj+PiklOmcI+yIqrXetVIzlHmOW3qGTlcLASScbAFIddKvydJuBwShE9oQwOeTGP7+6gPVIGkNdCv5wBbCotl2Js/SFeomxaxBYPyf9m6ntVRVj1n4XpGbDjVlg11vqe2wtcP8f0NZnk3Ba6fiJZ/ISWdNZMRaj2pjHmOeBZ/+UttZDC0B4kRYfcnTvpIzqvfdTMP/AJC0MrG6cnw/ig3/7Mr547824f3IQeO7PgWf+hJJGtB4+S4WJVJQm3ChkGYcSWeWoNkDfuDaOo3NdGynGlwMlHnB5yUdFYpwtF2PYZ6/ZXRqOIzvFmW8UHyus4r2/eHfUbjHiyI5ubGz0YHgbeYyfOLeGgjyNIrRAt907y++so0LKrlXxdJ7O/YAui/BYyA8XgDuP7EOfy4q3TvSD44Cnp3xFxJjneURSOQR69mBMqP8WwbzPnbi2InSIsYDHzqzhjYUQ/uw/HBHVpTJc+C7QvQs49lMAx4ED8PJj3cjYe/DQeC8w/SRdEJxNTBHXgMqtd2hJXJvHLh++01cxdllNxQprcnN7DN4x2LqAZAiTk6QeXFiL1EGMKbe2Z+MNIohdO+p7bFYLXSiQ57jW4Tt2QU9skB8vGwf69tX32FqgVOlpEFaTERaTgTzrem5vyjC/EUev0yLFmMXWgef+jBS8oSPAgXfS+aR7p/RfhQsUm7K/tB4jYsw+54kNyf/bIJKZPD79+AV87IH96HNZZRnGJecyli0tQyiZxY5SUpcK063epPXhz8iGNLcWpBgrxLUB9HoqETQBm4lMeblHo3XQSth7P3DiS5Rswxa4YlRbuW3wlvFeLK11YTCytm0m9B87vYq9/U4xwQVhoS68e1dLn4fTwqwUOV1tW6em53EngEfuohzmPpcVN4x145kpH37jbVKteTKbRyZfQMS9D/A9W2zr6VgpFLFdjnldkc7l8eknLmByyI0P3qSiTqXCwOXngIPvKVIqvS4r/LG0TGGrHubeLHxR1npXqhgLXtIWKMZuqwkGrtRjrH0qRTSdK/YXA6S+bIfBOwY7KcYHBGJTzwDe4mYCg24LjEuv1a8WA6QYF3ISIU6Gaou3YsdzMkj+YqC1iRQ6wGU1STnGAA2q6oj5QKK42COyTLcPfgr48X8E3vHHwK0fBSYepHaqKqpNl92MQY9VimxjNofSSfMG8OrcBr788hWphKa09Y5BoRY6nMgoZxgD+hPjA+/SZYCqEfQ6zYilc0jnZNFc4gJTPZkiX+ARTmbL66CTweYyjOXY81ayn8nTKQKXAIO5eMBSwG3jvVjnu5HeXNbm8XVGIJbGq3MbeOjIsCSiMMXYU6eY0CQcVmalyMsW4dqea1LZPGauLCLDWbBvhzRMd/+BAZxaChclZbE4xVT3fjqm5OcLNnxn7ijGcnSIMYAv/2gei8Ek/uCh62A0qGzPT/+AbBSTDxd92euyIhDNSEStBcSY1UEPKCnGJltLJkwNBg4e1n5n1jPHOFfsLwZqa/tpJ9i6gVQYXQ4zRrpsmKpjAG8xmMCNXTFS6XbeXv9js0USS6ZIhWp77RyyCzrLOm21x1hjuKwmYXtT8NPpXF4wvxEvroKOrNBtEwrnxKBbKvlg760GxHjGR7/z+BXBapNgtqxSxXiYlG9ZLms4qWClEIc828Pm0Ar0COUcYiMoIH2OkpsKP0GIJLPgeSgP32mlGNu6KNlFnmfsv0SFPQoD4zft6sU63wNjwlf2vXbEE2fJRvEueSJD6ArgGgLMte3OaQWHXDEWzzXaKsbfObUCSzYCvsQSd98kkeTnLknnBHY85vqEnQH/lPQDmRjxBYUm1WsZ1/yrEYxn8H+ensF9B/px1/4KFoQL36ULUUnRQL9bqIVupWIcScNuNoqlBSJYhnGLvLfddqH9zmQh5UEnK0UZMU5sN2LcJXouJ4c9xVnGPA+c/Zak0JVgaTOJOy2CF7AhxZjVQgsDeLXW9Mo9xhsztPhpky3rRuG0mshKYXaQeqajlSKZyWM1nCoevBOJceMK1r4BF2Z8MRQKvIwYKx879YCp0G8wYlxJMeYLIhnP5AqIZ/Llw3eiYry1Vc2tBItbK8oyrkExZkkWRa13gKAYa2gZ23s/sHKSYvgAUoxVdoG67GbwrkFY8tuj/e6xM6vY43Vickg2RBZaqGhf0QtOucfYbKcBUQ3PNTzP4wsvzGHMnoLFVbxwPTTiwYDbimempAUNU4y5gYP0BZ+MGKejnag2BVzzxPizP7yERCaP33v3QfU7ZVPAzA+ByYfKBuu8LiuCiQxyNo0V46h6T/16NF2h9U5/fzFDl90s1sHC4tSl4IMUY9lFN5uiauItOOE1DHu3qKAdGHJj1h9DJie0rs09D3zjZ4Gvf6SsiS2bL2A1nMThwgU6eTUSWcYitpiqWGu2LLtPYkNIpNi7PYYdK8DNrBQcp3st9JVgyeAdQFYKo6WpJrOJQTeS2TyWNpPSZ10DxXhaUIyXQ0mshpPqHmNXcZZxxdY74JpUjIuSKdgCvkLJR0ggxmWvYSLYXOtdKfY9AIAHLj8D5DKUa6zgL2boGSRbYS68qnqfdkAglsYrlzfwbrmNAqBoti24TkhxbTk617CmTY3wwnQAF9ejmPDkwZUIRBzH4b4DA3h+2o9snq4n7DPq6B2hz6M8mSIT6/iLFXBNE+MZXwxfeXUBP3nrzsr1kZefpQNo8j1l3xJroXnh52toOaqK6DrwmUPA1KOK316PpMptFEDL6qAZuhwW8UNHxFiHHON0iZViY4YUK++E+g+1GwQrBQBMDrmRzfPS9PqJfyBFYf4F4OXi2K2VUBIFHtidOEttd42knYhWCqYYb9amGBtN9LyZx3ib+4sBwGUTrBQAXax0VIxZIsW4XDEOL5Pq3sQCo6ga2tZFOzVNEmOe5zGzHsP1Y3RcnLiyScTY7JAGaxlK2u/CSSJ1HiXFmDNcU2oUU3yLsoyNJnqfKijGbGCvaPiukBc+qxoqxiPH6DM9+wyRYj5flkhRdPexcQDA/Pxl7Z6DDnjuoh8FHnjnYdkAaiEPhJcoe73FcFpkHmNA80X43784h363FV5TQvFcft9kP6KpHH2OQTnjAF2v0X+Q4iAZMvFOIoUCrmli/OnHL8BhNuI33lbloj/1XbqQyoOxBfS76GTmTxupiEALxTh0hfzMy28oftsXSZUnUgAtq4Nm6LKbEWYXAYtTl4KPMo9x4BLdVjihtx3s3TSYmMvg4DANY0ytRun9uvBd4JaP0lDnU58E1s6IP7YQTMCFBLqi08BYA/5igBQrg1nyGCfraCNz9NL2f2hx2/uLAbJSxNJUGKO3YjwXoN2TonKPyErTg0D7BoRkCl9UiitrkhivR9KIpnN43/UjsJkNdEGNB8ptFICs/Y4RY6YYl9oAQgJxv3YuMYzYlmUZs5IPFShaKVJhALy2VgqDEdhzLzD7lCyRQv1zPbGXUmgWrsxq9xx0wOmlEJwWo3huBUDHZyG7JYqxvZQYa7gIv7gWxfOX/PiZO3bBkFSeF7lrfz/MRk60UxTt6vQfAHwXpN3odKyTYayAa+esVYKNWBpnlsP41fspA1AV+Rxw8XFg/zvIS1sCr/Cz/miaTmIVlIGawS50jATKwPM81iNpDJZmGPN8y60UoscYIHVJY8WY53khrk2mRgUuAeC2JjqsUTAimgph3OuE2ciRz/jNr9LJ+6aPAA9/lrZNv/lRIEsRbYvBJI4ZZsDxBWBnA/5igMiTa6Bk+K5GYmxndbb81aEYy4mxtUtXxfjKRhxel6XYBhRZbtqn3WU3Y8hjkw3geSXPaINgNdMHhz24frRbUIwDyrGTrgEAnEiM2WCPosf4GrJRAJIVYkOp5KPCdUHRSqFV610p9j1ANpjz36F/V1jw9g1RzFlgdUHb56AxziyHcWikq3hwvlKGsc6wGA0wGTjExUV4l2aL8C++OAeb2YCfvG2X6hC6y2rCreO9eOYinfNDyQyMBg4uq4nSb+TJFJlox0qhgGuWGPe5rHjmt+/Fz965u/IdF18hFfjgw4rf7hcIaiAmtOhooRgzEqNAjKPpHJLZfLlinI5Qk0+rFeNklgaBLC7NPcbpXAHZPF+sGPsv0smuldXEzYIR42QIZqMB+wbcmFoNk41i5x1U4uDsA97/V+T/+uEfAqCotluNl8BzBpoobxSsFjqXIeW6VmLs6ANYwP92WoiowGU1ihXj+ivG8eLBu0KBCIkGA4z7B11SZJvT27RifEkg2fsHXbh5dw/OrUSQj/mVFWOjmc4xgsdYJMZKHuNrjBibjQZ02c3KinGF68JmIgsTIy4MWrXelWLv/XR7/t8Az2hlUmTrQpazIBVcpnN8GyKXL+D8agSHd5Qca1uUYQyQz9dhMWquGCczeXz7zWV84MZR9FpBO7Qq5/L7Dgzg0noMS5sJhJNZeGxCF0D/JN2BJVOkY9eU3alWXLPEGKBYFaupim/zwqPUqb7v7YrfZoqxmEyhBTFmF7rgZWoqkkFsvSvNMI6xco8BtArdDjMKPBDL5MiLqHFcW1QgMZ5SK8V2slEA0slL5jN2rb5M76+8wGLf24Dbfhl49W+AmadwZimMOy2z4AYPNVd/zWqhxQitOqwUDFcFMTYjmc0jly/o7zHeiGOXnBgnNmjh6hlt+ndPDLox44shz5IpmiTGM74oehxm9DktuGlXD/IFHrloQH3wS5ZlzIZvy3KM477tlRyjEXqdFgQTxedsOCpbKTbjGfQ4LcWDYwmdiHHXKA3cFXJAf5U5DY5D2j4AT34Ds37tozi1wIw/hlS2gKOjJcQ4dIVuu5r/vDUCh8VEw3eAZovwQCyNTK6AY2PdVc/lLLbtmSmf0Ewp7HYzYsySKTrDd4q4polxVfA8DcDtvU/14HFaTbCbjYKVok9bK0UhBwTnir7FWu8G3CWKcVAYkGjh1pHYfpfI6jJ8F03RBUbcji7kafhuOw3eAZJyJpzMJofceDD1OAq2buC69xXf923/E+ifROHbv4JLl2dxmL/UWEybHK4BWjixLNVaCQsjRu6Rq+Lk6RIWWPF0XrhY6VPwkcjksB5JY9yrUO6hgWI8MehCOlegunBnf9NxbdPrMewfdIPjONy4k44NQ3JD3ZblHi5KpeA4FFtG0jHyyo8ca+p5bUf0ONQUY/UcY2q9K02k2JB+Vmvse4BuKyRSMJi6hjGIEF6d0+C6pgPOLNFnuEwxDi2QILBFO4sOq5Hq5wHNFuGbouXGUvVcvsfrxK4+B56e8pFizBau7iEhmaKjGFdChxhXwuqbtCVzsDyNQo6iLGPNrBSCelBip2DlHmWtd75zdDtQIXZOY3TLa6HNTs2b75hiLG4xhhaAXGobEmPJSgEAR3qyeNDwOtbH319+4jbbgQ/8HfjEBr5k+jQshWTjg3cMrgFabLFFW62KMTvpere/WgxIOw+RVFaKUFKJRGwG8+LgnbblHgwsQWfaFyPymo03vCjleR7Tvhj2D9DFsdthwaF+M8yFVE2KcTiRgcdmLvZ3LrxCi3qFYeWrHb1OS3GOMUCqbyZKViYFbMoVPQa9rBSAZKeoYW7A2jOCYWMIr8+3KTFeDsNpMWKPtyRZYYsyjBmcFhMSpYO+JXGc9aLItlSFGLPYth/NbsAXSUszABwnJFNMkdCUSza3G3mVokOMK+HCoxQ5NPGuinfzuixEjO29pArmc809bjwADB2m/y8jxoJiXOoxXj9H27S1+kc1ANs+DYmKsbbbbWxQSvQYb8dECkBmpRCIsf97sHB5vNrzXuX7Dx/FN7t/FocMwnZgo4N3DM4BimbanCt+PtXAiNFVkEgBSKpmJCXUQvMFXdoa5zeEDOO+kgxjQJN6WkZiL61Hmy758MfSCCez4u8EgLuERLaCKjEepoVWPouQUuvd3HOUhNLsgm4bosdhEZU9EWKWsbJqHFJUjIMU42j1KP5MU9hzL3D/J4BDP1b1rpx7GIOGMF6bC4LXYRHZLM4sh3FoRxcMpY21W5RhzFDmMQbf9LmGHVc9DrMoslQ6l983OYB0roCL69FiqxNLpmDPpxPXVoYOMa6EqUeBXXcqT2fL4HVZJSsFULH+sybEfUDvHtrCLiHGvmgKLqupeFADANbPN1YA0QSYyhFOZnUp+CizUrDXYtspxjIrRaEA17mv4A1M4tWY8qBkNJXFJ3z3Yc59E9AzDnQ1mcXJ2u9YfmXNVgpBrboKEikAwGMXFONkTiIcOviMRWJcqhgbTJoMx7ptVC0+rQExnhYH7yTV6OYBuqCv5VS2WN1DAHggRv7FMn/x3PPUEFqagXwNFfVzXgAAIABJREFUgCnGRSRSvC4oq67BeFa59c7eo0+pjtEM3PPbtanRrkHYC3GEwiEqlWkj5PIFnF+J4EipjaJQoJ3eLcgwZigmxtrUQodFP391KwUA3DbeC7uZZqiKFq8smYLZNDtWijJ0iLEaAjO03TCpnEYhB1kpMtKJplk7RcxHKl//RBkxXv3/2bvz8Mbu+77374MdBAHuQ3L2fbSONNq9S15iy04iL7Elb3WT9nHTLE3ubW+uE6dp0nv7tE3SJnmadHHb3LqxHdupbdmuY8m2bFleYu2yZkYjDUezb9wJAgRIbOf+8TsHCwnOkCA2cj6v59HDIQiAh0fAwfd8z/f3/c7MLy2jyGfN/QZvWNvvXaVixjidMR+CheyylwtrMTu/KGM8/opZKd+Iy4uN5AuaHtfpGTj9A6ypk/y4++c4dqn6NKTvvjzGQh6mHvgs/MPH1v7h6AbGEyPm60pLKdyFK00+4WqU2OKMMTSkM8WF6TQ9Hf7Kk9fZi+ZEt059ffcNRk03iTVOvxtxulvsGyx9ON7Ybd53R2f8VR9TPuQjnl4UGKen4dJPr8kyCjDT7xZyBdLZfOnG4ufC0sDYtm1mUpmlpRT1nnpXK+f/9Sar/copRsaSLOSqLLxLjpqFrq3MGAd9zJUvvoM1T79zSym6wlcvpQAI+b28bm9/6TEudwHehWfMV5VSLKHAeDkvf918ve5dV71rf2eQ6VSGXKgOgXEuYzKLkQGTGZ0YqaiDHBlLsGdg0RnexIgJSjc1O2NcVmPsnnXWcchHYnFgvB47UrjcsdDP/g8IdTOz850cH01UbYP0yJHLbIoGObR76KpXK1bEHQvtNvVfaRutLbfDxx+HnW9Y+za0AffDYTadNX2MoSEZ48vxeYa6FtWO16GHcbn9g528Op4kH3YC41SNGeOxJF1hPwNlvdyHfSaL/Nz4Mh8PUef1lLhEPL2oPvb0jwD7mg2Me519UVFn7C6gq5IxTi7kyBXs6qUUjVh4t1rO/+vdwdm2C4wPX7jCwjtoSas2VyTgJVWcslmfY810KkNn0EfA53HK8qzScy/jvuvMFaWqgfF5JzBWxngJBcbLOfa/YfjWFV2O6XfGQsct58xwLWOh3Q+4TicwXpgtLnTJ5AqcnkxVZHcAU18MTc8Yh/xeAj6P6Urhdy6b1rEzRbJ88Z1tm4zxeiujcIW6YfJVM+nu1g+xb0s/qUyec9OV5SfpTJ7HXxnn7TcOLa2bq5V7uX3qlJly5PVd+f7lNh9qzOXcFihljHMNzRhfis8z3LVoDcDsxboGxvsGo6YzxYLzvqs1Y+wsvCtvFWY5J/Y/vLzMg4oZ40sm21n+oXvqCXN1ZMsdNW3PetcTcafflbVsu0LGuOo4aDCfIe1wZazTTDq8ayDLU23WmeLw+TidQV/l2HUo9TBeawnaGixp1wZrL6UoL1tKT69osuRbrx8kEvCyp2wNQbEzxfmnzfcboONQvSkwrmb2ornMsMxQj8XcbMt43nmBrSVj7H7AuRljKJZTnJqYI1+w2T+46NLH2FGz2KUFi6SK0+/cAv461hkn5rN0BLz4vB5TQzk/s44D4y44+3fFSXcHhszBcnE5xfePj5HO5nnHTUP1/d3eoFmA18TFme3GbddmMsZujXH9W7aNzs4zVB4Y23YDMsbmGPDKVN50hKmhxti2bUZGE0tPtFMT5C0fhydY2mEBzLHJ8mBXK6U49QTseE3VKaHXgt6I2RdTqSoZ4yqfC6UFVVVKKdqhD7QzAvxg1zyvjs+ZReZtwky8i1VZeOcsWm6DGmPbtut2rJlJZ+mJlAXGK3h9DMZCvPAvfob7DpTNN3A7U0yeMN8rY7yEAuNqXv6G+Xr9Ml0DFhmImoPaWM7J3qwlMC4f1LEoMHZHt+7btCgwHn3J3LcFH0ZdYX+pKwXUdZV/Yj5XqtN0ywCu1pS+XbkB6fbXwsAB9g92YlnwyuXKwPibRy7T0+Hn7l11zBa5Y6Fh5fXFG5DXYxEN+hpaY7yQyzM5l2GovGtMetq0GaxDRwrXXicDZBbg1Tb9bnIuw3Qqy97Fx5PUJPlQL2Dx3JkqC4k9XugcJBu/RMEuW9iTHDOTG6/RMgooBbgVvYwDHeALVb2SWAyMI2UnF7bdPhnjcA94g+wNm+P6T07WoR1pHWSdiXdLFt6BKaXo6G9pt4VI0EeuYJPJF+p2rJlOZegOO5/xKwyMwUxkXKK8JFE1xksoMK7mpa+aQHOF9azu9LvRtGVKCtYy5GPOGQfdOWDO1oOxYmB8fDSJx4LdA4ve8GMvNb2MwtXdsThjXMca44Vs5cI7WFFT+rbkBqTOpLuOgI+dfRFevlw6WC7k8nz32Bhvu2HQZMnryQ2Mr+GMMZihNI3sSjHmtFOsyBjXcbiHqzPoY0t32FmAV9v0O7cjxf7FGeO5SXzRfvxei2eqBcYA0SHycdObuZgxPvWE+XoNB8Zud4klmfZlhnxUzRhnkmbxWDssvrMsiA4ywDRdYT+Pv7K2KYv1MjKaJJMrcPPihXfQ8h7GYDLGYErj6nWsiaeydLknoemZtR3Ly+cdqF3bEgqMF0uOw5kfwQ3vXvFDSmOhM2sf8lFeSmFZplWWmzEeTbCjL0LIXzbGOj1jaqo2tSYw7gr7zVhY981VxyEfiflcWau2EXPSUcesW1P17jL1ejeUrkIcGIxWZIx/fGKSxEKO+28arv/vjygwBrOQMzHvvF4tb90zxpfiZgBPRcbYHe5R5/G0+wY7zeunxsD4xHJXoFITeCL93Li5q3rGGJzpd6YIubj47tQTZjHQ8K2r3paNwh12sqSX8TJjoavWGLuJlXZYfAfQOYQneZk37h/g8VfGqy4YbrbDF5ye8FUzxq1t1QalwHguk6/bsWYmnS0t0lxFxrgqdwEeqJSiCgXGix37mmn8f+PKA+NI0EdHwB0L3bu2jHFyzCxecV+s/fth3C2lSBYvoRaNHTNfB2+q/XeuQVc4YGo2/Y0ppSh1pHjFnCTUqd1V073hn8GvPVUx6e664SinJudMVgH45pFLRIM+Xru3AZmiTmcB3jVcSgFOxng+a046g9G6Z4wvO5MphxucMQa4a1cvr4wmSPp6aqoxHhlLEg36lrZ/nJuAjn5u39HDT8/PkMktndhldw6Ri1+svIJ16gnY+XpTanGN8ngsejr81affVflcmEllsCxKI3uhsVPvahEdhMQo9x0YYCK5wNGL9V+wulqHL8SJBn2VQ3TAlKHEWzvcA8wVQcBMv6vDsaZQcNr61VBKUVUxMLaUMa5inUYZDfTSw2YR2yozsHUbCz03UcoWgwmMExfJzMU5PTG39LLnWGs6Uri6Grz4rlRKcXz9llGA6QSxqE3adUNRbNtMMMvlC3z7pVHefP0mgr4GBBZuy7ZrPGMcCzmlFOCMha5zYBw3QxAGuxZljC1v6f9Bnfz8LSbQfjkRNMeNVU4mOz6aYO9gZUcKwHTGifRzx44eFnIFjl5cumjo6akg0XycT759j2kfOXPWTFa8hssoXD0dVcZCh5fJGKeydIcXjdRut4yxc3XgTfsHsCz43itjrd4iDl+Y5cYtVRbeJcdMPX8LW7UBRIJlGWMojYWuUWIhV6rnLxTMQvS1BMZuZ4pA54bpOlRPCozLJcfh9A9NtniVL5b+zmBpLPSaAuOxUnYPigvwLp08TK5gV1l4d9RcvmxRiUF3h5/kQo6s18mE1rPGeD5HNOiHhSTMnl+/C++WcZ3TmeKVywmePDXFdCrL/fXsRlEuosV3YKbfzToTFc2H1dqa7i92KT5PJOAlumS4x1DdM6lbezq4a1cvT41ZptvJKle9nxhLsn/x8STvPE9HH7ftMB+8zy4qp/jhyARfPm5OLn7pFud9f+oH5qsCY3oiVQLjZTLGU6lMlVZt06XHtIPOQViI0xcscMvW7pYHxtl8gWNXWngH7ZMxzpSdhK8hYxx3hnt0dwQgkzBXtddyLHc7U6hVW1UKjMu9/HXzgrvhgVU/tL8zUBoLvabFd+OlIAaKgfHUmcMAVXoYOwvvWnTWVxyakHcO7nUc8JFccEopJp2Jbeu1Vdsytvd2EPZ7OXZ5lm8euUTY7+VN+zdd/YG10OI7wM0YO4HxGj+sqnFbtVVkYevcqq3cu2/dwisJJzu9inKKqbkME8lMlVZt7mX8PgZjIbb2hCsC4/PTKX79r5/D22X+His5an5w6gnTCaB8Uc81qrcjsLTGONxrAt5CZVmKmXq3eLiHk1hph8V3UDHp8L4Dm3jh3AyTLWzbdnw04Sy8q3IsizuBcQt7GEOpxrg05GNtJ+Hu66l7hVPvVuSGB2DvW9b2HBuUAuNyRx+G3j011esORIOMu6UUC3GTealFcrw05hXMoi2Pj8zlV/BYVE69s21TY9zCkb3uQX0mY5nLxXXKGOfyBVKZvFl859RYr+tSiio8Hov9Q1FeujjLo0dHuffAAOFAg+oz1a4NMLWciYWcWUAUipn3ah1dii/qYQx1H+5R7l03DxP3OP9PV7EA78SYWQuwZM2CO2DIOQbdsaOHZ85MY9s289k8v/yZZ8nlbX7l519v7pe4ZI5Dp54w2WJdlnUyxouO/x29po/4otfb9Fy2eg9jaJ/3anHS4WXuu24A24YnRlrXneLwebMPr5wxbnVgbDLGFWOh13CsmUm7GeM6Bsav+RV44C/W9hwblAJj19wEnP5BTWUUYFahz6SyZILOizW9zGruKykUzIdbZ1nW0OuH3t0Ep0fY3ttR2ZEift682VrUkQJKi0bi8zlTr1SnGuPkgjP1LuQzC+8sL/Turstzt5Prh6I8dXqK8cRCfYd6LLb5NrjrH8GeNzfud6wDsZAP24ZkJteYjHF8nqFY2Tho24b4hYaVOnV1+NmzcycA+cTKL3EXe6IvHhbkZp07TGB8+44exhMLnJ9O87sPH+HIhVn+5MFb2bJ1l7lf4rIZFJC4qDIKR2/Ez3QqY4Y7uIpDPiqvJk6nMsVpeUXpKWcozyomVDaSmzFOXuamzV30dwb43sstDIwvxImGfOzo7Vj6w5mzZl+3uDevW2OcypRljNdwrJlxM8YdAdOJCq75q3+NpMDYdcwto1h5N4pym7vNh+G0vYbpd/MzJqsQGai8vX8/PekzSxvxF0dBty5j7JZSxFNZ08i+Tl0pEs446GjIZ9rV9e7akNO0DjgL8AJeD2++rkFlFAD+ELzzD9unbrFF3BO52XR2zQtiFssXbEYTCwx1lXV5WJg15UUNyhgDvO6gWWF+8szpFT9mZDRJJOBl8+Ls9qKM8e07zOvld75ymP/17Hn+yVv28dYbBs2VMY/PZIxPfd88RoExYBbf5Qu2GT3uct93ixIm06lMqQWXKzXVPgvvoDgWmsRlPB6LN+3fxPePj5NvUdu2wxfi3LS5a+nCO2iLHsYAHX63xrg+i+9mUg3IGMuyFBi7XnrYZCSHbq7p4cNdJjAeW8tY6KST8VkUGOd79zGcv8h1A4s+xNyOFC2s6+t2A2O3M0WdSincwDgW8q3/jhRX4C7Ae/2+/lLPZmmYWMgNjMsyxqvs5rCcyeQC+YLNUFdZxjjemFZt5V570Lw3Xj19asWPGRlLsHcwWqUjRanGGMyJW2fQxw9GJrjvwAC/+RZn7LzHYwKmxGVTRhHbuiGv6NTCHfJRMf2uSsZ4PptnPlso9YF2tcvUO1dHL3j8xb7Vb75uE/F0lhfO1XBVdI0yuQIvX0pUH+wBbdHDGCiWxKUWFi2+q/FYUwyM61ljLMtSYAwwN2lWVd9QWxkFwBYnY3wx63wo1hIYlw/3KDMe2kHAynNL56ID0ehLZpFBaJmDRBO4GeOZVMaUUtRplX/C6RwQCwBTr264jhSuG7fEGIgGefDO1h/MrwWxsMnkFMdC2/m6DaVxh3sMVxvu0cCuMaFQiDlvjKmxi6VV8FcxMppk3+L6YiiVUjiBnNdjcc/uPnb0dfCnDx6qzNJFh8zfd+oHqi8u45ZGTJUvwCtmjEuBsbugqndxKUVqsn0W3oEz/W4InIWWr9/Xj9djtaSc4vhogky+UL2+2LadjHFrW7UBBHweAl5PZbu2NRxrplMZokGfmYg675RStEsN+gakwBicbhT5VQ31WGzQuXx6Lu3UPdUUGLvjoCsvqZ8omA/V/d7LlfcfPdrSMgooK6VI58zl19TqBw1U42aMexcuQiG34TpSuGIhP09/8q28/cYG1hdLUSljnK37WOji1LsmDPdYzIoMECvE+fZLo1e9bzyVZSyxUD0wTk2YTFRZfet/+OAhvvFP3lAaR+uKDsG5p0ywpzKKot6OKhnjjqUZY7el29JSiun2KqUA07ItcQkwx/zbd/S0pG3b4QtXWHg3NwG5dFuUUgB0BL2ky9u1Qc3Hmni6fBz0tBkC5g9d+UFSMwXGYLpR9OyCoYM1P0XQ52UgGuTUnHP2X0vLtqSbMa4MjF+cN/V+m3PnSjfmMqaNWQsX3gH4vB46gz5m0hmz3TVM4KrGXXzXnXIuD2/QUgpprmJgPJ8rXWmpU53x6Gy1wPgiYJUWMDVIuHsTw74kX33h4lXve2LcXXi3TMa4o7/ipnDAS2ewykKw6LAJRAB2vWHV27xRuRngil7GwS6wPBUZ45ny3rTl2q2UAsxJUKJ00nXfgU0cvThbfM03S3HhXd8yC++gfQJjv7csY7y2Y81Meb/rtU69k6tSYDw3aWrkauxGUW5zV4iziYIpKaglMJ4bN90XFr3oj07CuNWLf2qkdOPEcZNJbXHGGMqm30X6TZ10HWo23Q+VruRJc0P/vjU/p0ixlKJBGWO/1ypmDM0vumCybd7G1o9bkQG2h+b4/vHxq/aYPT5qFsguGRYE5kpXpH/p7dVEnascvXuga+tqNndDc0spKnoZezzmuJ66SilFLmMWMLdbxjg6VMwYA9x3nSn3e7zJWePD5+PcvKVraW08tE0PY1dH0Fc54ANqPtZMp7KlftfpNU69k6tSYPzKN0wZRY3dKMpt7g5zcSbtTDmqsZQi0m8OomVGxhKMB3eYYNg19pL52uKMMTiBcSprSkDyC3WpM56cW8DrsQjFX4XoZlOjJbJGbuazWGMMdetlPDo7z2AsVFmH28AexhUiA/TYcfIFm28cvnTFu46MJgn7vcV1ERVWU9/qZsFVRlEhEvAS8HqW9jJeNBXVLbWoGPDhZpQ72izwiQ6Z2tasyRAfGIwy3BVqap3xQi7Py5eXmXgHbdPD2BUJeJlbKKsxhpqPNfF0tli2aAJj1Rc3kgLjow+bYv3hW9b8VMNdYS7F57FrHQs9N7Fk4V02X+DUxBzprj0mMHazsaNHzErhNsikdne4GWNn21cxaGA5k8kMfZEA1sTxtvgbZWNwS3+KXSmgjhnjNEOx5g33qBAZwDc/zQ2DHXzl+QtXvOvIWIK9mzqrt7uam1h5YOz+XQqMK1iWRU/EX1ljDCZhUrH4zu00UJYxbrepdy63ZVvSrHOxLIt7D2zihycmyOQKV3hgdZ9/6ixffeHKr9PFjl9Oks3bV+hIcdYsSGvhYvRyHQEf6WIfY+fqTI1JI5VSNNe1HRinpkwPzjqUUQBs7g6RyuTJhXpqb9e2KDA+MzlHNm/j3bTf1Ce5I1hHX4KBAw2/RLsSXWG/mczjXoKtQ2A8kVygLxKAiRHzd4rUSSzkW5QxrleN8cIyU+8a15GiKNIP2Dx4U4Tnz85wZnL5toknxpbpSFEorK6UYtcb4T2fgut/vrZt3sB6I8HKrhTgZIxLnYWmUxk6gz4CvrKPYbfUoh1LKQCmThZvevN1m0gu5HjmzOrKBuPpLL//9aP83lePlgLHFbjiwjtomx7Gro6AtzT5bg0n4YWCTTxdXkoxrYxxg13bgfHL3zB1unUoo4DSkI85b3dFZmA53zp6mT985OXSDYun3lGqB+za5oypdsspxl5qizIKKM8YO9tel8A4w77wLGQSG7YjhbRGLOyve42xbdtciqcZLg+MFxLm0mmTMsYA9+/yYVnw8PPVF+El5rNcis+zt9rCO3fAUMcKA2OPF255sH0mtLWR3pVkjOcy9EQWJTaKpRRtFhgP3WzeL5//MPz4zyGf47V7+gh4PTz+yuqO91957jzz2QLxdJavv3j1xaKuwxfixEI+tlebeAdOD+M2CoyDvsoBH1DTSXhiPkfBLlukOa8a40a7tgPjlx42b6TNh+rydG5gPGvFVrT47ovPnOM/Pv4qr4470+LmxpdkjEdGk1gWDO1xOmaMv2LOGGcvwGB7BMYxp8bYdjNNybUvyJicW+B6v9OeToGx1FEs5DcZ40AnYNUlYxxPZ5nPFhis6GHs1Po2JWNsjhubPAnu3tXLwy9cqBxJ7BgZM8ea/cstvIP2u4y/DvV0BCq7UkCVxXfZ0uVxVztnjP/xj81Vgm99Ev7bm4lMHubu3b189+WVH+9t2+azT57llq1d7NvUyWd/cmbFj3v69BQ3b11m4V2xh3H7BMamxtjJGAeigFXTSfhM2qlFD/tNjXc2pR7GDXbtBsbpGTj5+JqGeizmjledsjvNh20uc8X7n5owlzu/8PQ5WEiaF/yiwPj4WIJtPR2Ee7eaN9fEiCmjABi8qS7bvVbd4QCZfIF5v3Mwr0PLtolEhl22U4OmUgqpo1jYZ/pkezyliVRrdNlpWzVcPvWuST2MgYoypvcc2sKpiTk++fARvvL8eU6MJSk443tPuB0pqmWM3cA4osB4rXojgaWlFB29pr1d1rS4m0llqrdqc+/bbrq3wQc/D+//tGnd9l/fzP9t/U8ujk1wbmplgyuePj3NyFiSD9+zg4/cs4Ofno/z4vmZ0h1sGyZfXfK47xwb48RYknffusxJZmrKjF5vo8A4HPCWSkU8HlNnXMNJ+HT5OGh3uIcyxg117V4DC3fDL//IjDGuk/7OIH6vxWjOec70VKk2a5F8webclDlAfunZ8/yzO4MEYElgfMKdUGVZZhHaxPG26kgBZdPvMjbhcE9pUEmNUpkc6Wyerflzpv9n52A9NlMEMBnjV0adRTChWF0yxqXhHsHSjU0NjN2FrxO869BmHj06ypefO8/nnjQr9SMBLzdu6WJuIUfQ52FrT5XL0e4J7UpLKWRZPR0B4uksuXzBTCuDUiY+NQVdW5hOZdnVv+jzJzUF/g7wV+kY0g4sy6zJ2X0vPPYH3PTMX/Kt4CMc/TvY9q73XfXhn33yDNGQj587uJlsocC/feRlPvOTM/zhLzgZ0JFvwec+AL/4TdjxWsBki//sseNs7+3gPYeWCYxnnMxzm7RqA4gEfMxlcti2bbLcNZ6Ez6Tc7iUBSDtXURUYN9S1mzEG2HRdXVu7eDwWQ10hLmauPv3u4kyaTL7A228cZHIuwzNHnVrjshrjbL7AyYkk+wady579+01gPHrUrLxtxgfuCriLAoqdKdZYYzyZNAeCTQtnzMmARs1KHZka47JFMXXIGI8WA+PyjLFTP9ng4R6AubRqeWFunM6gj7/8+3dy5PffzqO/+Ub+6BcO8r7bt5LNFzgxluSOnT14q3WkcKdWrnTxnSyrNxLAtp1josstj3CywtNzVTLGqan2K6OoJtwNP/sn2L/4CB6Pl5uf++dVS3fKTSYX+Obhy7zvtq2EA15iIT8P3LqFr75w0bT7BDNTAODZTxcf992XxzhyYZZfe/Pe0knGYnFn+FUbZYw7gl4KNiy4XTtqPAl3X0PdHX5zpRsUGDfYtR0YN8DmrjBn0k6d4RXqjN0yio+9ZifDXSGeOuIsqivLGJ+ZTJHN26UV5AP7TRbq3FOw6ca2CRiLGeNUti7T78adAQVdc6dURiF1Fwv5SMxnTXlBHTPGlgWboosyxh39zRnd6vGYgLbspNTn9XBgKMr779jGv3zgJr7yK6/j6B+8nb/6pburP0cxY6xSirWqOuSjOBZ6kmy+QGIht7TGOD3Vfj2Mr8Da8RrO7P0om/MXeOzJZ6943//17Hky+QIfursUvH7knu0s5Ar8zbNOYHv2J+brS1+F+biTLR5hW294+WwxtN3UOzAZY6C0AC8Yg/nV9zEu9rsO+836IlBXigZTYFxnm7vDvDrnBsbLZ4zddkp7NnXy/ju2MXbJeWOXBcYjzuXe/eUZY4Cxo20x8c7lBsYV0+/WYDKZIcYcwflxLbyTuouF/RRsTCulYLSmD6vFRmfnnVKqskNqs3oYuyIDVz0p9Xk91fsXgzle+SPtexl/HXGnH1YM+XAzwamp4jjo3sVdKdZLxrjMnfeZrk4/+taXS5nfRQoFm889dZa7dvaWPs+AGzd3cdv2bj775FkKCym49FOzwC+XhiNf5nuvjPHi+Ti/dt/eyvfWYjNnTdldGwWM4YAXoLQAr8aT8BknY9xVERivn5On9UiBcZ1t7g4xknSyAFcIjE9NpOgIeNkUDfKBO7bSbzkfzuWB8ZjpSLHXzRiXB4lt0pECygJjd/rdmkspFthrOfWZCoylzmIh83qdnXeGfNQpYzxcrYdxM0clL8oYr1pqUgvv6sRtw1bRmaKjVEoxXV43Wi49te4y9r7hm8iF+7kl+wL/+pvHqt7nR69OcGYyxYfvWZrR/ehrdnBqYo4jz3wfClm451dg0w3Yz3+GP/vOCFt7wrz3tqu8j2bOts3EO1f1jHEtNcZZoiGfKSNRYNwUCozrbLgrzGTBCWSvUEpxenKOHX0RLMtia08HN3dnmSVC3lPKIBwfTbC1J1w886R3N3ic9ZKb2idjvKTGeH7mqh05rmQiucAej1OfqVIKqbNY2BkLnXaGfNRhhPnl+HxlqzYwpRRNzxivITCem9DCuzrprVZKUcwYTxcvjy9t1zbZnh0prsSy8O25l7eGXubzT5/lJyeXJoQ+9+RZeiMB3nHT0sXo9980TG8kwIlnv2Nu2HoXHPoI1oVnSF04yq9eLVsMbdfDGEyNMVAa8lFrxjiVKQ33mJ8By+Odt1ytAAAgAElEQVS0f5NGUWBcZ1u6w2Txkfd3XjFjfHpijl39pZXhN3UtMF6I8cTx0gfbyGiyst+o1w89u8y/N11f922vVWfQh9djmX6L7sKdVO11xhPJDNf7LpuR19076rSVIkYxY+wO+ZifLY1ar9Hl2UUZ40zKZHeaGRh39Nc2cdOVmtDCuzpxA96LM+nSjb6A6Z2dnqpsweUq5M3iqnVWSgHA7nvpzE7yxu5JfufLh5nPlibajc7O862XRnn/7VsJ+rxLHhrye3n/HVuJTTxHrmcvRPqwb/4AObz8YsePeN/VssVt2MMYShnjirHQNZyEz6SzleOgQ91mTYE0jPZunQ13mw/Hef/y0+9y+QJnp1Ls7Cu16hn0Joh7uvn802eL9zk5kVw6oWrwRpM5difptAHLsugKL5p+t4Y648m5DPt9o9C3R1O1pO5i4bJSilDMXL7Nzdf8fOlMnng6W5kxTjRxuIcr0m8yUtka/5a5SWWM6yTk93L3rl6++sLFYg9pwBkLXSqlcDPLAEyeAGyINaGLSb3tfhMA/+LGMU5OzPHn3z1R/NEXnz5HvmDzwbuWD1w/fOd2brOO87LflAh+/4LNt/O38V7vDwhYVxkbnZ42E1LbLDDuWFxjHIxBPrPq9+d0KlssVzTjoFVG0WgKjOusNBa6a9nszYWZNLmCXREYe1LjhHuGeezYGGOJeU47HSmWTKi6/9/Ch/6mYdtfq66w3+lKUeqnWquJxAK7uAB9e+u0dSIlSzLGsKaWbaXhHuVT75rYw9jlvvdqvVqzHi/jt7EP3b2ds1Mpfnii7P+HMxbaDYwrSikO/425TH7gnU3e0jro3g69u9mTeIb33raF//z9V3n58iz5gs1fP3WWN+zrZ+fins1ltnORXivJw5NbyOYL/NljIzwW+hlCmSk4/uiVf7fbkaKNehhDKTAujYXuMl9XWU4RT2XKMsYaB90MCozrLBby0xn0EbdiywbGbqu2igPF3Dibt24nV7D50rMXODFmLrksmVAVHYL+9gsYixnjTjcwrr3WcSY5x1D+khbeSUMUa4znszV/WJW7FDeXy4cqAmOnRr6pGeM1vPcyc6YTgEop6uYdNw3RGwkUh6wAJjB2ulIEfZ7S+pFCAV78ghmcscxQqLa3601w+kf87jv2EQv7+cSXDvPYsVEuxuf58N1XyeY6bdq+l9rN7331CM+fneHQfe+DziF4/jNXfuwFp01cm2WMI0FznCnWGNd4Ej6TzpZKbtLTbdV5Y6NSYNwAm7tDTBSWrzE+XQyMnRrjfBbS03T1beauXb184emzvHLZjG4tdqRoc6VSCvfDufZSinDyHF7yZriHSJ11Bt3Fd7n6ZIzd4R6xKhnjZgz3cNV6tca2zeAgUClFHQV9Xt5/+1a+fWyUUeeqgimlmGR6LlNZRnHuSZP5PPhgaza2HnbfC5kEvTNH+L2fvYEXzs3wW196kU3RIG+5/irTS8/9BDvcw0JsN3/91DmGu0L8wl074dYPmml4icvVH3fhWXj0k7D1Thi8qc5/0Nq4Jz3FGmO3/HFh5e0h8wWbeDprehiDSimaRIFxAwx3hRnLdSzbleL0ZIpIwMtApzMMwM3wdA7w0J3bOD2Z4ovPnGNrT5iOwPqose3ucALjQCf4QjVnjHP5Av0LznhPZYylAXxeD5GA18kYr/7DajG3lKIiYxy/YD7AAlVGLzeKm+290nuvUICJE3DkS/DtfwF/9R74oz3wqXvNz9us5dV698G7tpMv2HzxaWeARVkpRUWrthc/b0ZBX/ezrdnQetj1RsCCU9/ngVs388b9A8yksjx457ard5U49xTWtrv54D07AfiV+/aahXq3fgTsPPz080sfM3MWPveQaRH60F+33XqUDr9bY1zWrg1WdRKemM9i22Vt/RQYN4UC4wbY3B3i/EIHZJKQW1jy89OTc+zsN63agNIHWWSAd948TDTk48JMuqIRersr1hhbllmAl6wtMJ5OZdmFs3BJNcbSIGYsdJ1qjOPzxEK+ypPY2YvNLaOAlZVSfOP/hD+/Hf7XL8Hf/YW57/774f4/hH/4mLkcLnWzsz/C6/b28XlnARrhXpiPE5+bp8e9PJ5bgKNfMUFxcH1cIayqoxeGD8LJx7Esi3/93pt518FhPvqaq3QWSk2ZKxbb7uYXX7eTf/Wem3joTucErX8vbH+NKaco7xwzH4fPPWj23Ye+WCrhayM+r4egz0OqvF0brKpsa6a8e0mhYP7ukEopGk2BcQNs7gpzIeNkiqpkjU9PzFXWF7tBZGQTIb+3OPpy3zopowAzrnLWHbO7hkEDk3ML7LEushDsVy2VNEws5F+UMV5bYDzctWhaXLN7GAMEIuALL19Kkc/B0S/D3rfCP3oCfuci/PIP4d1/AXf/I9h6R9uMmd9IPnz3Di7MpE0rTmdxY25uqjg2muOPmoDnlnVcRuHa9SY49xRk5tjSHeYvPnQbm6JXGYl+7inzddvddAR8fPjuHZUZ5kMfgckRU24C5nX8N79ogukPfBo2XdeYv6UOIkFf5YAPWNVJeGkQjN/pcmVrgWwTKDBugOHuMFO2k+1dVGeczRc4N51mV1/lwjugeNb7wbu247Hg4Nb1ExjGwn5sGxLzuTVNv5tIZNjtucRC9546b6FISSzsq1+N8ew8g9Wm3jU7MLYs56R0mcD4/FMmADv0URi+xfTVlYZ72w2D9HcG+eyTZyrGQhczxi9+wVxl23Vvy7axbnbfa9ofnvm7lT/m3E/M4Kott1X/+Q3vNqPKn/8rkzX+5m/Bq4/Bu/497LmvHlvdMGG/t3LAB6wuY5x2M8YBGHvJ3KgSw4ZTYNwAm7tDTC8TGJ+fTpMv2Is6UjgL1ZxLodcPx3jit+7j/ipTgtqVWwNlFuCtIWOcnGevdQFbZRTSQMWMcdB5n641Y1y+8C47b1qmNbuUAq783jv+iAlA2jyY2Gj8Xg8fuGMr3315jMmCOe77FqZNC66U047s5ve3XY1sTba/BrwBOPX4yh9z9klzouYPV/95sBNueg8c+Qo88cfwzH+H1/0G3P6xumxyI0WCXlJrqDGOu6UUYT9cPmJuHLq5npsoVSgwboDNXWGmccdCVwbGxY4UfWWLcpJj5hJooFQ6sbWnA49n/VzWdBuQm+l3zmjaGqaJJadH6bbmCAy27+UxWf9iTukPHq8Zr7rajLFtwyO/Q/6Jf0c6OV258K4Vwz1cVxoLffxbsOO1pRZ10jQfvGs7NvDoSXNpvIukCYxfethkWA9+oLUbWC+BDth2N5x8fGX3z2Xg4nOw7Z4r3+/Q34PsHHzv/4Xrfx7e8vtr3dKm6Aj4Shljj9dkvlcx/a5UShGA0SPQOWiuyEpDKTBugKGu5TPG1XsYT5gPtHVc3+f2WSxOvyvkzAraVbInRgAIDSswlsaJhZxSCjCXOFebMZ6fgZ/8Bd7v/kt+EPgN3jr2/5Ve78Uexk0upQAnMK5SSjF9BsaPwb63N3+bhG29Hbxx3wBfPJYCoMdK0BPxw0+/AAPXmYzpRrHrTXD5sJmkeDWXXzRTJ7fddeX7bbsLhm81bdne81/WzUjkSNBbatcGzrFm5R1w3MV3XWG/2adt1pJuo1ofr651JuT34ok4tWSLgsPTk3NEgz76yntYzo215ara1ShmjNc4/S408yoAlnoYSwPFwn6nFZJtLnHOr7Jd26zJCl86+Ks8VbiOm0f+I/zJzfCdPzAf9tDaUorFV2tGvmW+7ldg3Cofuns7Iwlz3O8hwVDhsqmvPfiBdZ0UWWL3vebrqe9f/b7OYA+2XyVjbFnwS4/AL32ruS0Q1yjs9zFXHhgHY6srpUhniYV8eO0cjL8MQwqMm0GBcYMM9kSZsyJVM8YVrdrAfJBF1vflEbcB+Vqn33UmT5HB33ZTjGRjiYX8FGzMh1YtGeOEyQqf6n4tH8/+U07+wrdg71vgh38Cj3zC+SVNHO7higxAfmHp5drjj0LvbrVAbKG3XLeJzmgXWdtLj5Vk54VvmB/cvEHKKFybD5kAcCXlFOeehO4dK5v25w+vm0yxKxL0ltq1waqPNdOpjOleMnEc8hkYVH1xM6yvV9k6MtwVYobo0hrjybmlM+OT4+t+FGusPDBew/S73vQZRv1bTD2WSIMUx0K7vYxXW2PsTOI6lzedY3p3HzKto371STj4kNOTtgV9yN33Xqrsak1mDk49YcooNlJmcp3xeT08eNcOponSTZL+k1+FHa/feENVvD7Y+fqrZ4xt2wTG2+5uzna1QEfAVxrwAas+1syksosW3ilj3AwKjBtkc3eYiUIndllgnMkVuDCdZlf5wrtCwWRW13lBfcjvJeT3LAqMV19KMZQ7x2ToKg3hRdYoFjIncsVexqvNGDulFKfmOwn6PMVSIgYOwHv/Czz02Xpu7sq5I53L33unnjBZZJVRtNxDd25j2u7kDd7D+Gde3Ri9i6vZfS9Mnzb/LWfmDCRHYftGDoy9pNeQMZ5JZ+nqCMDoYfAGoU8lhs2gwLhBNneFmSx0UkiWPqDOTaco2IsW3s3PmJGXkfVdYwzu9LsMdPQBlum2sQp2dp7NhVGS0d2N2UARh3uFo9jLeNUZ44sQ7uVC0ma4K1RZGtVK1cZCH3/UdLzZ8brWbJMUbe4OQ0cvW60JbG/QdFjYiNwJiievkDU+6wzs2MAZ486gqTHO5ArmhlVnjDOm3/XlI2aQyUZo6bcOrDkwtizLa1nW85Zl/W/n+17Lsr5tWdaI8/WaHOy9uTvMNFHyc6XJd6erdaRIVvYwXs+6wwGz+M7jNcHxKmuMU2Mn8FkFMl0KjKWxihnjtNPLuJaMcWwzl+PpylZtrbZ4LLRtm4V3u+/VQI82sX2LWZRpHXjHxp3uOXAAOoeuXGd87iemVeKmG5q2Wc12YMiUUx275BxfVpsxdkspRo+ovriJ6pEx/g3gWNn3nwAes217H/CY8/01Z7g7xJQdxTNfCoyLrdqqTb3bAIFxbyTA5Jzpu1jL9Lu5Cy8DYGuyjzRYscbYLaXIZ8xgjpVKXIToMJfi8wzF2ikwXpQxHj1ixlPvf0frtkkqhLucY/3Bh1q7IY1kWbD7TaaMp1Cofp9zT5kx5Bt4Pcmh7ebE5/mzTneqYJdpT5fLXPWx+YLN7HyWYd+seT9rsEfTrCkwtixrK/Au4L+V3fwA8Gnn358G3r2W37FebekOM21H8eVSkE0DZuFdLOQrjQKF0gK1dV5jDDAQDTKRXDDf1DD9LjtqAuPAoOqopLEqM8bOwIvVZI1nL2FHhxmbXWCoa5mJXa3gC5q/x60xPv6o+brvZ1q3TVJp8Gbo2QV739rqLWms3feaRaDf+t1iTX7RfBxGj169Tds6N9wVZrgrxPPnZswNqxgLPZvOYtuwO3fS3KCFd02z1ozxnwK/BZSfEg7atn0JwPm6/iO+GvR3Bolb7pAPkzU+PZFi15JWbc4H2Dpv1wbmbx5PuIHxFSZwLWfiBJftHnp61neHDml/0ZCbMc6VfVitcCJVPgtz46RDm8jkCwzFgg3ayhqVn5Qef9QMRogOtnabpOTuj8OvP7fxS1tueDfc9D548j/Bn94MD/8qjJnkB+efAewNXV/sOrS9m+eKGeOVB8YzaTPcY/PCCXPD4I2N2DypoubA2LKsnwXGbNt+tsbHf9yyrGcsy3pmfHz1/W7bnddjYXc4Qz6czhRuD+MKyTGwvBBe/6XYA9EgqUyeuYWcCfSTq/v/Gpx5lZOFYfo6N/gHhrScz+shEvCW2rXByod8JC4DNtM+cwLXVhljKJ2Uzk3C+adVRtGO1lk/3poEOuAX/hJ+/Vm4/WNw5EvwH++Gzz0Iz/8VWB5TSrHBHdrWw7mptEkauS0cV7AAzx0HPZAcga5tGyJGWC/W8u58HfDzlmWdBj4PvNmyrM8Ao5ZlDQM4X6u2JrBt+1O2bd9h2/YdAwPrv762Gr876CI9xXw2z8V4urK+GEwpRaR/QxwoB6ImczaRXDB/UyZRLCO5KtsmmjzJq/Zm+iJtloGTDSka8pdqjGHlpRQJc1l4DHPiO9xOi+/AyRhPwonvADbsVxmFtFDvbnjXv4P/4yjc+9vmZO3oV2DTja3p9d1kbp3xC+dmVnWsiTvjoGOzr2gUdJPVHI3Ztv3btm1vtW17J/AQ8F3btj8CfA34mHO3jwFfXfNWrlMhd5FFapJzUylsG3YtzhjPTWyIhXcA/U6mdzyxUKqZXmk5xdw4wXySC76tBHzr/yRB2l8s7Cu1a4OVt1GaNVPvLuRNBqetulJAqZTi+CPmys3woVZvkQhE+uDeT8BvHoGf/3N45x+1eoua4qYtXfg8llmAt4pjzUw6Q5AMofhJ1Rc3WSMikH8DvM2yrBHgbc7316TOXlPXV5ibLHWkqFZKsUEC48qM8SrHQk8cB2BKwz2kSWJrzBifyXTh9Vj0d7bZFY7IgFn09OpjZtHdBrgaJRtIoANu+yjseE2rt6QpQn4vN26OmTrjVRxrpuey7LPOY9l5ZYybrC7dom3bfhx43Pn3JPCWejzvetfTZwLj1MwYZxZSAOxaUkoxDn17mr1pDTHgBAjjiQXYtsrpdxMjABruIU0TC/sZS8zXljH2Bjk5F2RTNIjX0ybDPVyRAbALpmZaZRQiLXdoew9ffOYcOf9eE3StKGOc5QbPWfONWrU1lVIJDTTc08mMHSE9M8apyTm6O/x0lbdqAxMYb5CMcW8kgGXBeDJT+ptWOv1uYoR5AhDb0rgNFCkTCy0qpVhNxjg6xGhiof3KKKDUy9jjh933tXZbRIRD27tJZfIcjzsh14pqjDPc4j8H/ohp7ydNo8C4gTZ3h5m2O8kkJjg9Mbd04d1CErKpDRMY+7we+iIBkzGuoZTiDMP0Rtsw0JANKRZ2Sim8vsrev1fjTL27FE+313APl/ve2/Ha0qVbEWmZQ9vMeoTnzifBF15RB5zpVJYbPWdNmzaVQzWV9nYDbe4yY6Ht1CSnJ+aqLLzbOFPvXP2dzpCPQAcEOlccGNuTIxzPD7dfvaZsWLGQ32mib0PPDpg+tbIHJi5RiA5zOT7fnhnjziHzVW3aRNrCtt4w/Z0Bnj87s+Kx0DOpDHvt01p41wIKjBsoFvYxa8Ww0lNcjM9XadXmBI0bYOqdayBaPuRjhdPvsvMwfYaT9mb6FBhLk8TCPgo2zGXyps5/8tWrP8i2IXGJF2bCzGXy3L2rt/Ebulr9++AD/xPu+KVWb4mIAJZlceu2Hp4/53SmWEGNcSB5gU57TgvvWkCBcQNZlsV8oAffvJl8t7O/o/IOGzRjXAqMN60sMJ46iYXNq4XN9Ec03EOawx0LnZjPQu8emDlrptpdyXwcsim+eQbec2gLb79xqAlbukqWBTc8AP42zGaLXKMObe/m5PgcuUB0RVM2B+bMgnQtvGs+BcYNVgj1EiuYs8MlpRTuwrQNFBgPRE0phW3b5u9ayfQ7p1Xbq/Yw/VFljKU5YmETGM+mc2YIgZ03wfEVxMfMz/ORIf6fd99UOd5dRGQZ7qCP2UJoRaUUWzInsLFg0w2N3jRZRIFxg1kdvYStDCEWlvYwdhf7bKTAuDPIQq5AYiG38lKKSXNmfMoepk8ZY2kSN2M8O58ttUy8QjmFbdv897/9MQAfeds9dAbr0u1SRK4Bt2ztxmPBRC501VKKfMFmd/40M6GtEOxs0haKS4Fxg/mjJujd3bFQ/CAGzMjW0z+AUBf4Nk4w2B81f8uEO/0uNQGF/JUfNDFCMjhEipBqjKVpYmET2M6mnVIKgKnlA+P/8ePTXDpvfr57976Gb5+IbByRoI8DQzEuzfuvmjGOp7Ncb50hHjvQpK2TcgqMGyzcbQLj67uc2sWFBDz+b+HPbjGB8d3/uIVbV38DnaausdiyzS5AevrKD5o4znhwOwGvh1hIWThpjoqMcaQfAlGYOln1vkcuxPnXf/syrx3ImBuiw83aTBHZIA5t7+bMnA/7Khnj+MwUuzyjpHuvb9KWSTlFIQ0W7TWLc67vTMJP/hM88ccmi3r9z8F9vwubrmvxFtZXMWNcPuRjbrw0dGAx24aJE1zofBt9nQHVbErTVNQYWxb07a5aSpFcyPHrf/08vZEA9+8AFnq1sE1EVu3Qtm7OPxPCYg7yOdNDvYrMxSMA5AZubObmiUMZ4wbrHTCB8d+/8PvwyCdMs+5/+F148DMbLiiG8rHQ8yubfpe4DJkEp+1h+jo3TkmJtL9oqKyUAkw5RZVSit97+AhnJuf404duJZQehdjmZm6miGwQh7b3kMDpTnWlcorLhwHwbD7YhK2SxRQYN9jmrbtZ8EbI918HH30YPvY12Hp7qzerYXo6Ang9FuPJFU6/cxbevaLhHtJkfq+HjoDXlFKA6UwxcxZymeJ9HjlymS8/f4Fff/M+7tndB4mLKqMQkZrs7o+Q80fNN1cIjP0TLxG3O4j072jSlkk5lVI0mCccI/iJV8EXMpdrNziPx6IvEmAikYHOrebGKwXGTqu2F+c3sTeiwFiay0y/y5lv+vaYmviZs9C/F4DvHBulNxLg199svmf2Egzf0qKtFZH1zOOx6O/vhwmu2Jmic+Zljtk7uF6fiS2hjHEz+MPXRFDsGogGTcY41A2W9yqB8Qi2P8KxVJR+lVJIk8XCvrKM8dLOFIfPxzm4tQuf12OGf8yNQ1SlFCJSmy1DgwCkElPV71Ao0J0Y4Vhhe7HcS5pLgbHUXX+nGfKBx+MM+bhCjfHECIXePWRytkoppOliIX9lKQUUO1OkMjlGxhIc3Goa85O4DNgQUymFiNRm5xZzYn364mj1O0yfIlBIc9q/G4/n2kmotRMFxlJ3A9HysdADpUEmi+WzcOkFUt37AbT4TpouGvKVSiki/RCMFTtTHL04S8GGg1u6zM8Tl5wHKWMsIrXZv90cP85fulz9DpdfNF9Ce5u1SbKIAmOpOzdjbMZCX2H63fFHITXJ5a33A2i4hzRdLFyWMbYskzV2SilePB8H4OBWJzCeveg8SBljEalNtKsXgLHxZT4XL75AHg9TkT1N3Copp8BY6m4gGiSbt4mns2b63dwypRTPfwY6hzjZdQ+Aaoyl6cziu2zpht7dxVKKF8/PMBQLsSnm9CxOOBkeZYxFpFbBGADT0xMmeVTOtuGlh3nRfwuRSKQFGyegwFgaYCDq9jJeWL6UIjEKI9+CWx5iPGVGRqvGWJrNLL7LlT6g+vYUW7YdPh/nZjdbDKZVmzcAHb2t2VgRWf/8IfKWH382yZnJVOXPzj8N06f5hvUGejqUKGoVBcZSd27mt9jLOJuChWTlnV78PNh5OPQRJpOmb2xvRAcCaa5YyE++YJPKmJMzek3LtuToCU5OzHFLeWA8ewmiQ9dUhxkRqT87GCNKiqdOL+pM8dPPgy/M1zO30+VM5pTmU2AsdbdpccYYKuuMbduUUWy7B/r3MTm3QHeHH79XL0dpruJYaLfOuM/U9Z0bMSNZb3Y7UoBZfKcyChFZI29HF0OhDH/4yCtciqfNjbkMHP0yhQPvZHTer4xxCykSkbpzSyImkpmywLisnOL8M2awx6EPO/dboE/ZYmmBWMgJjN3OFE7LtqnzLwNlHSnALL7TwjsRWSMrGOOezT7ms3k+/j+fJZ3Jw4nvQHqa5IH3AdDdoYxxqygwlrrrCvvxey2TMe50A+OyBXjP/xX4O+DG9wAmgFZHCmmFWNg00E+4GeOOPgh2kRs/wbbeMD3uCZttK2MsIvURihGxU/zZQ7dy5GKc3/rSi9gvfgE6+hnf9FpAgXErKTCWurMsi/7OYPVSikwKjnwZbng3BM3M+MnkAgMKjKUFihnj8pZtfbsJJ06XBnsAzMdNrbwyxiKyVsEYzM/ylusH+a23X8fjPz1B/tjfwk3vY8YZAdCtUoqWUWAsDTEQdabfuYFx0gmMj30NMgk49JHifU3GWAcBab5ijbFbSgEsxHYylLtYWUZRHO6hwFhE1ijUBQuzAPzym3bz2zuP47Mz/CT6VmZSZjF6txbftYwCY2mIATdj7AtCsKuUMX7+M6aOc4e5XJTJFYins/RFlDGW5ouFTClFMWMMXPJuZos1wcHhcOmOxeEeKqUQkTUKxmAhAZgrrA8G/44Lns38g2/nefKU6VShUorWUWAsDeFOvwNK0++mTsHpH8CtHyq2vJp2zo77o8oYS/NFi4vvSoHx8ewmvJbNwchM6Y7KGItIvQSjJjAuFCB+Hu+ZHxK7+yNEgn4+9YQZMKRSitZRYCwNMRANMjmXIV+wnel34/DC5wALbvlQ8X5u8KyMsbRCwOch7PcyO18qpXgm0QNAJHm2dMdZBcYiUiehGGCbssLDfwPYRO/8IP/lo7cT8HnwWBAN+lq9ldcsBcbSEP2dAfIF22SEI/1mnO4Ln4M9b4auLcX7TTjDPTQOWlolFvZVZIwfnzCLQpl6tXSnxEUI94I/1OStE5ENxxkLzfws/PQLsPUu6N3Noe09/IcPHuIfvH4XHo8GCbWKAmNpiIGoCSDMArxNMDkCs+crFt2B6UgBGgctrRML+Ys1xqOz8xxPBFjwRWGyLDCevaT6YhGpj5ATGJ/5MYwfg4MfKP7o7TcO8cl33dCiDRNQYCwNMlBt+l24B657V8X93HHQ6kohrRIL+4tdKV48Hwcscl27YOpk6U6JiyqjEJH6cDPGT/9X8Pjgxve2dnukggJjaQi3NMJkjPvNjTe/33SpKDORXCDg89CpeippkVjIV8wYHz4/g8eC4OC+ylKK2UvqYSwi9RFyWkGefxr2vg0ifa3dHqmgwFgaoiJjPHDAnBXf9veW3G8imWGgM4hlqZ5KWsNkjE1g/NPzcfYPRvEN7IX4ecgtQD5rFo9q6p2I1IObMYaKMgppD0rTSUN0Bn0EfR6zuG7nG+D/OmFKKRaZnFtQGYW0VDTkY3Y+h23bHL4Q563XbzK9tu0CTJ+BQAdgQz6ntOkAABIBSURBVHSo1ZsqIhuBW2MciMKB+1u7LbKEAmNpCMuyGIg6Qz4sq2pQDKaUQuOgpZViIZMxPj+dZmouw81bu6F3j/nh1KvQ4ZQCafGdiNRDqAuw4IYHwB++6t2luRQYS8MUA+Nl5PIFTk+kOLStetAs0gyxsJ9cwS5OnDq4pQv6nJZtk69C3iwQ1eI7EakLfxje/z9g+2tavSVShQJjaZj+ziDnplLL/vzYpQTJhRx37upt4laJVIo50+9+dGICv9fiuuEo+LwQ6jadKTzOYVIZYxGplxvf3eotkGVo8Z00zNUyxk+emgTgrp0KjKV1YmET+P7wxATXDcUI+rzmB727TSlF4iJ4A9ChleMiIhudAmNpmP7OIFOpDLl8oerPnz49xfbeDoa6NE1MWsfNGI8nFji4tav0g749MHnStGqLDplaeRER2dAUGEvDDESD2DZMzWWW/My2bZ46NcVdKqOQFouF/cV/VwTGvXsgfg6mT6tVm4jINUKBsTTMgNOGbaxKOcWJsSTTqazKKKTlYqHSUoubt3SXftC7G7Dh4vMa7iEico1QYCwN4w75mEguDYyfOm06AChjLK3mZoyDPg/7BztLP+hzWrYVssoYi4hcIxQYS8MMdJra4WoL8J46NcVANMiOvo5mb5ZIhaiTMb5xcwyft+yQ2Lu79G9ljEVErgkKjKVh+qOmlGIiWVljXF5frFHQ0mpBn5feSIA7Fpf1dPSalm2gHsYiItcI9TGWhukI+IgEvEsyxuen01yKz3O3yiikTXz5H7+2WPpToW8PXHhWPYxFRK4RyhhLQ/VHg0tqjJ9yJozdqYV30iZ29keIBKvkCdzR0MoYi4hcExQYS0MNdC4d8vHUqSliIR8HBqMt2iqRFRq8AXxhBcYiItcIlVJIQw1Eg4yMJStue/q0qS/2eFRfLG3u7l+G634O/BpCIyJyLVDGWBqqv7OylGIsMc/JiTmVUcj64A9D/95Wb4WIiDSJAmNpqIFokJlUlkzOjIV++tQ0oP7FIiIi0n4UGEtD9Xealf6TcyZr/PTpKcJ+Lzdt6brSw0RERESaToGxNJTbAstdgPfkqSlu29GN36uXnoiIiLQXRSfSUP2dZsjHeGKBeDrLy5dnuWtnX4u3SkRERGQpBcbSUG7GeCK5wLNnprBt1ReLiIhIe1K7Nmkot8Z4PLHAyYk5/F6LQ9u7W7xVIiIiIkspMJaGCvm9REM+JpIZXjw/w8Gt3YT83lZvloiIiMgSKqWQhhuIBjk7leLF83GVUYiIiEjbUmAsDdffGeRHJybIFWzu0mAPERERaVMKjKXhBqJBFnIFLAtu39nT6s0RERERqUqBsTTcgLMA7/qhGLGQv8VbIyIiIlKdAmNpOLdlm+qLRUREpJ0pMJaGczPGdyswFhERkTamwFga7jV7+rj/piFev6+/1ZsiIiIisiz1MZaG29bbwX/6yO2t3gwRERGRK1LGWEREREQEBcYiIiIiIoACYxERERERQIGxiIiIiAigwFhEREREBFBgLCIiIiICKDAWEREREQEUGIuIiIiIAAqMRUREREQABcYiIiIiIoACYxERERERQIGxiIiIiAigwFhEREREBFBgLCIiIiICrCEwtixrm2VZ37Ms65hlWUcty/oN5/Zey7K+bVnWiPO1p36bKyIiIiLSGGvJGOeAf2rb9vXAPcCvWpZ1A/AJ4DHbtvcBjznfi4iIiIi0tZoDY9u2L9m2/Zzz7wRwDNgCPAB82rnbp4F3r3UjRUREREQarS41xpZl7QQOAU8Cg7ZtXwITPAOb6vE7REREREQaac2BsWVZncCXgN+0bXt2FY/7uGVZz1iW9cz4+PhaN0NEREREZE3WFBhbluXHBMWftW37y87No5ZlDTs/HwbGqj3Wtu1P2bZ9h23bdwwMDKxlM0RERERE1mwtXSks4L8Dx2zb/vdlP/oa8DHn3x8Dvlr75omIiIiINIdvDY99HfBR4LBlWS84t/0O8G+AL1qW9Q+As8D717aJIiIiIiKNV3NgbNv2DwFrmR+/pdbnFRERERFpBU2+ExERERFBgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgADQyMLct6h2VZr1iWdcKyrE806veIiIiIiNRDQwJjy7K8wF8A9wM3AB+0LOuGRvwuEREREZF6aFTG+C7ghG3bJ23bzgCfBx5o0O8SEREREVmzRgXGW4BzZd+fd24TEREREWlLvgY9r1XlNrviDpb1ceDjzrdJy7JeWXT/LiBep+3pBybq9FxQ322r53PV+/nqud/a+e+s97Zpv62e3qO1uVb2m96jrX8uaN/91s7/D66V92i9n6/Rr7Udy97btu26/we8Bni07PvfBn57lc/xqTpuzzN1/vvquW11e6523m9t/nfWe9u031q4z9r579R+a/1z1Xu/tfnr45rYb23+/+CaeI+2835b7XY1qpTiaWCfZVm7LMsKAA8BX1vlc3y9/ptVN/Xctnr/ne2639r572zXfQbab7Vq579T+621z1Vv7fz6uFb2Wzv/P6g37bfVW9V2WU40XXeWZb0T+FPAC/ylbdv/qiG/aGXb8oxt23e06vevV9pvtdF+Wz3ts9pov9VG+6022m+rp31Wm1but0bVGGPb9t8Cf9uo51+lT7V6A9Yp7bfaaL+tnvZZbbTfaqP9Vhvtt9XTPqtNy/ZbwzLGIiIiIiLriUZCi4iIiIiwTgNjy7K2WZb1PcuyjlmWddSyrN9wbu+1LOvblmWNOF97nNv7nPsnLcv680XP9a8syzpnWVayFX9LM9Vrv1mW1WFZ1jcsy3rZeZ5/06q/qRnq/Hp7xLKsnzrP85+dKZEbTj33Wdlzfs2yrCPN/Duarc6vtccty3rFsqwXnP82teJvaoY677eAZVmfsizruHOMe18r/qZmqONnQrTsdfaCZVkTlmX9aav+rkaq82vtg5ZlHbYs60Xns6G/FX9TM9R5vz3o7LOjlmX9Yb23dV0GxkAO+Ke2bV8P3AP8qmVGTn8CeMy27X3AY873APPAPwf+WZXn+jpmUt+1oJ777Y9t274OOAS8zrKs+xu+9a1Tz/32Adu2bwFuAgaA9zd641uknvsMy7LeC2z4k1fqvN+AD9u2favz31iDt72V6rnfPgmM2ba9H7gB+H6jN76F6rLfbNtOlL3ObgXOAF9u1h/RZHXZZ5Zl+YA/A+6zbfsg8CLwa835E1qiXvutD/gj4C22bd8IDFqW9ZZ6bui6DIxt275k2/Zzzr8TwDHMZL0HgE87d/s08G7nPnO2bf8Qs6MXP9dPbNu+1JQNb7F67TfbtlO2bX/P+XcGeA7Y+v+3d68hVpRxHMe/v1qzy1aWpGhUS2aJFF6CQrsgVgZRaVBgSBRdwHolkS8ijC5S0JUKuku+KTO1yHqRZRBaiJS37L5ZQllUdMEFMQL/vXiehdOiZe4ze+ac/X1gmHNmnjPnP39mZ/7nmZmdAVmJJii8ve3MLzuAQ+jz4Jt2UTJnkjqBW4GFAxB6U5XM22BSOG/XA/fndnsiouTDGWqliu1N0lhgBLC2wtCbpmDOlIcjJAk4Cvih+jVojoJ5Oxn4KiJ+ye9XA0XP6rRkYdxIUhep13I9MLK3yM3jtj112F+l8iZpGHAZ6Zde2yuRN0mrgJ+BHmB5JYHWSIGc3Qs8DOyqKMRaKvQ3+kI+tb0gH3zbXn/ylvdnAPdK2ihpmaSRFYZbGwWPpVcDS2MQ3Nnfn5xFxF/AzcBWUkE8HlhUYbi10c9t7WtgnKSu3Os+CzihZHwtXRjnnqQVwLyGnjj7D6XyljfKJcDjEfFNqfjqqlTeIuJiYBQwFJheKLxa6m/OJE0ETomI14oHV2OFtrU5EXEGcF4erikVX10VyFsH6ezXBxExGVgHPFQwxFoqfCydTToutLUC+7YhpMJ4EjCadCnF7UWDrKH+5i0ififlbSnprMR20mUaxbRsYZw3qhXAixHRey3TT5JG5fmjSL1y1qBw3p4FuiOiLW+yaFR6e4uI3aSnQc4sHWtdFMrZFOBMSduB94FTJb1XTcT1UGpbi4gdedwDvESb30tRKG+/ks5M9P4QWwZMriDc2ii5b5M0AeiIiA2VBFsThXI2ESAituXe9VeAqRWFXAsF921vRMTZETEF+BLoLhlnSxbG+ZTgIuDziHikYdZK4Nr8+lrg9YGOrc5K5k3SQuBoYF7pOOumVN4kdTbsADqAS4AvykfcfKVyFhFPRcToiOgCziVdWzatfMT1UHBb6+i9wz0fjC4F2vY/ehTc3oJ0Q/a0POkC4LOiwdZIBcfSq2nz3uKCOdsBjJd0XH5/Eem627ZUuP4YkcfHALcAzxcNNiJabiAdIIN06mFzHi4BhpOude3O42MbPrMd+I10Z/v3wPg8/YH8fk8e39Xs9at73kinGoP0R9y7nBubvX4tkLeRwId5OZ8CT5B6V5q+jnXNWZ9ldgGfNHvdWiFvwBHAhoZt7THg4GavX93zlqefBKzJy3oXOLHZ69cKecvzvgHGNXu9WiVnwFzScfRj0g+y4c1evxbJ2xLSD9bPgNmlY/WT78zMzMzMaNFLKczMzMzMSnNhbGZmZmaGC2MzMzMzM8CFsZmZmZkZ4MLYzMzMzAxwYWxmNuAk3SXptn+ZP0vS+P1Yzj/aSbpH0oWl4jQzG2xcGJuZ1c8s0v8j/l/tIuLOiFhdWVRmZm3OhbGZ2QCQdIekLyWtBk7L026S9KGkLZJWSDpc0lTgcuBBSZsljcnDW5I2SForadw+2i2WdGVe9nZJ90laJ+kjSZMlrZK0TdLchrjm5xg+lnR3E1JjZlYbHc0OwMys3Uk6E5gNTCLtdzeSnkz3akQ8l9ssBG6IiCckrQTejIjled67wNyI6JZ0NvBkREzfS7u+X/1dREyR9CiwGDgHOJT0NLynJc0AxgJnAQJWSjo/ItZUlgwzsxpzYWxmVr3zgNciYhdALmgBTs8F8TCgE1jV94OSOoGpwLKGwnfofn5v7/dsBTojogfokbRb0jBgRh425XadpELZhbGZDUoujM3MBkbsZdpiYFZEbJF0HTBtL20OAv6IiIkH8J1/5vGehte97ztIvcT3R8QzB7BsM7O242uMzcyqtwa4QtJhko4ELsvTjwR+lDQEmNPQvifPIyJ2At9KugpAyYS+7Q7QKuD63CuNpOMljejH8szMWpoLYzOzikXERmApsBlYAazNsxYA64F3gC8aPvIyMF/SJkljSEXzDZK2kK4PnrmPdv83rreBl4B1krYCy+lfoW1m1tIUsbeze2ZmZmZmg4t7jM3MzMzMcGFsZmZmZga4MDYzMzMzA1wYm5mZmZkBLozNzMzMzAAXxmZmZmZmgAtjMzMzMzPAhbGZmZmZGQB/A7eRNL7vNG0VAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
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\u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mplot_region_time_series\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mregion\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'BUSIA'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ealstm'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m# plot_region_time_series(region='MARSABIT', ax=ax, model=['ln', 'ealstm']);\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'plot_region_time_series' is not defined" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -1650,11 +1790,7 @@ "source": [ "fig, ax = plt.subplots(figsize=(12, 8))\n", "\n", - "plot_region_time_series(region='TURKANA', ax=ax, model=['ealstm']);\n", - "\n", - "# plot_region_time_series(region='MARSABIT', ax=ax, model=['ln', 'ealstm']);\n", - "# plot_region_time_series(region='WAJIR');\n", - "# plot_region_time_series(region='MANDERA');" + "plot_region_time_series(region='BUSIA', ax=ax, model=['ealstm']);" ] }, { @@ -2225,7 +2361,7 @@ }, { "cell_type": "code", - "execution_count": 267, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -2262,7 +2398,7 @@ }, { "cell_type": "code", - "execution_count": 268, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -2311,6 +2447,50 @@ "### Look at R2 values" ] }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy import stats\n", + "def r2(x, y):\n", + " return stats.pearsonr(x, y)[0] ** 2\n", + "\n", + "\n", + "model = 'ealstm'\n", + "region = 'TURKANA'\n", + "\n", + "# TURKANA explore\n", + "\n", + "def plot_region_performance(model: str, region: str, kind='reg'):\n", + " df = pd.DataFrame(\n", + " all_gdf.loc[\n", + " (all_gdf.model == model) & (all_gdf.region_name == region),\n", + " ['datetime', 'predicted_mean_value', 'true_mean_value']\n", + " ].set_index('datetime')\n", + " )\n", + "\n", + " # sns.scatterplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + " # sns.lmplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + "\n", + " sns.jointplot(\n", + " x='true_mean_value', y='predicted_mean_value', \n", + " data=df, kind=kind, stat_func=r2\n", + " )\n", + " \n", + " ax = plt.gca()\n", + " ax.set_xlabel(f'{region} - Observation')\n", + " ax.set_ylabel(f'{region} - {model.upper()}');\n", + " ax.set_xlim([0, 100])\n", + " ax.set_ylim([0, 100])\n", + " fig = plt.gcf()\n", + " # fig.set_size_inches(11.7, 8.27)\n", + " fig.set_size_inches(8.27, 8.27)\n", + "\n", + " return fig, ax\n" + ] + }, { "cell_type": "code", "execution_count": 387, @@ -2450,44 +2630,6 @@ } ], "source": [ - "from scipy import stats\n", - "def r2(x, y):\n", - " return stats.pearsonr(x, y)[0] ** 2\n", - "\n", - "\n", - "model = 'ealstm'\n", - "region = 'TURKANA'\n", - "\n", - "# TURKANA explore\n", - "\n", - "def plot_region_performance(model: str, region: str, kind='reg'):\n", - " df = pd.DataFrame(\n", - " all_gdf.loc[\n", - " (all_gdf.model == model) & (all_gdf.region_name == region),\n", - " ['datetime', 'predicted_mean_value', 'true_mean_value']\n", - " ].set_index('datetime')\n", - " )\n", - "\n", - " # sns.scatterplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", - " # sns.lmplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", - "\n", - " sns.jointplot(\n", - " x='true_mean_value', y='predicted_mean_value', \n", - " data=df, kind=kind, stat_func=r2\n", - " )\n", - " \n", - " ax = plt.gca()\n", - " ax.set_xlabel(f'{region} - Observation')\n", - " ax.set_ylabel(f'{region} - {model.upper()}');\n", - " ax.set_xlim([0, 100])\n", - " ax.set_ylim([0, 100])\n", - " fig = plt.gcf()\n", - " # fig.set_size_inches(11.7, 8.27)\n", - " fig.set_size_inches(8.27, 8.27)\n", - "\n", - " return fig, ax\n", - "\n", - "\n", "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", "model = 'ealstm'\n", "for region in regions:\n", @@ -2621,12 +2763,36 @@ }, { "cell_type": "code", - "execution_count": 391, + "execution_count": 70, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -2644,9 +2810,8 @@ "def highlight_selected_regions(regions: List[str]):\n", " fig, ax = plt.subplots(figsize=(12*scale, 8*scale))\n", " gdf = all_gdf.loc[(all_gdf.model=='ealstm') & (all_gdf.datetime == '2011-01-31')]\n", - "\n", + " gdf.plot(ax=ax, color='#23748d')\n", " for region in regions:\n", - " gdf.plot(ax=ax, color='#23748d')\n", "\n", " gdf_ = gdf.loc[gdf.region_name == region]\n", " gdf_.plot(color='#57bfd0', ax=ax, alpha=0.9)\n", @@ -2674,7 +2839,112 @@ "regions = ['MARSABIT', 'TURKANA', 'WAJIR', 'MANDERA', 'SAMBURU', 'ISIOLO', 'LAIKIPIA', 'MOYALE', 'KAJIADO']\n", "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", "\n", - "highlight_selected_regions(regions=['KITUI'])" + "# highlight_selected_regions(regions=['KITUI'])\n", + "# highlight_selected_regions(['BUSIA', 'KIAMBU', 'HOMA BAY'])\n", + "highlight_selected_regions(['BUSIA'])\n", + "highlight_selected_regions(['KIAMBU'])\n", + "highlight_selected_regions(['HOMA BAY'])" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "plot_region_time_series(region='BUSIA', ax=ax, model=['ealstm']);\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "plot_region_time_series(region='KIAMBU', ax=ax, model=['ealstm']);\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "plot_region_time_series(region='HOMA BAY', ax=ax, model=['ealstm']);" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plot_region_performance(model=model, region='BUSIA');\n", + "fig, ax = plot_region_performance(model=model, region='KIAMBU');\n", + "fig, ax = plot_region_performance(model=model, region='HOMA BAY');" ] }, { @@ -2691,6 +2961,13 @@ "# What about specific events / hits misses?" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 142, @@ -2942,7 +3219,9 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "[]" + ] }, { "cell_type": "code", diff --git a/src/exporters/esa_cci.py b/src/exporters/esa_cci.py index b31e687e9..38bef65af 100644 --- a/src/exporters/esa_cci.py +++ b/src/exporters/esa_cci.py @@ -60,14 +60,19 @@ def wget_file(self) -> None: return None os.system(f"wget {url_path}.zip -P {self.landcover_folder.as_posix()}") - def unzip(self) -> None: + def unzip(self, python_only: bool = True) -> None: + """https://stackoverflow.com/a/3451150/9940782 + """ fname = self.landcover_folder / (self.target_file + ".zip") assert fname.exists() print(f"Unzipping {fname.name}") - - os.system( - f"unzip {fname.as_posix()} -d {self.landcover_folder.resolve().as_posix()}" - ) + if python_only: + with zipfile.ZipFile(fname, 'r') as zip_ref: + zip_ref.extractall(fname.parents[0]) + else: # ECMWF machine doesn't have the bash `unzip` utility + os.system( + f"unzip {fname.as_posix()} -d {self.landcover_folder.resolve().as_posix()}" + ) print(f"{fname.name} unzipped!") def export(self) -> None: diff --git a/src/preprocess/esa_cci.py b/src/preprocess/esa_cci.py index 3c98e4e7e..c2e28d511 100644 --- a/src/preprocess/esa_cci.py +++ b/src/preprocess/esa_cci.py @@ -153,7 +153,7 @@ class from the whole data range (1993-2019). nc_files = self.get_filepaths() if years is not None: - nc_files = [f for f in nc_files if int(str(f.parents[0])) in years] + nc_files = [f for f in nc_files if int(str(f).split('-')[-2]) in years] if regrid is not None: regrid = self.load_reference_grid(regrid) From 562d47ecc8207ce564bf43acbd05c5b24e144ed6 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 28 Nov 2019 11:01:57 +0000 Subject: [PATCH 020/209] update notebook --- notebooks/draft/25_tl_CHG_presentatio.ipynb | 1050 ++++++++++++++++++- 1 file changed, 1036 insertions(+), 14 deletions(-) diff --git a/notebooks/draft/25_tl_CHG_presentatio.ipynb b/notebooks/draft/25_tl_CHG_presentatio.ipynb index 3951335bd..addbdff81 100644 --- a/notebooks/draft/25_tl_CHG_presentatio.ipynb +++ b/notebooks/draft/25_tl_CHG_presentatio.ipynb @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 292, "metadata": {}, "outputs": [], "source": [ @@ -937,7 +937,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -956,7 +956,97 @@ "source": [ "fig, ax = plt.subplots(figsize=(12, 8))\n", "region_da.plot(ax=ax)\n", - "ax.set_axis_off()" + "ax.set_axis_off()\n", + "\n", + "# region_da.where(region_da == dict(zip(region_lookup.values(), region_lookup.keys()))['NAIROBI'])" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [], + "source": [ + "def get_region_mask(region: str):\n", + " lookup = dict(zip(region_lookup.values(), region_lookup.keys()))\n", + " region_id = lookup[region]\n", + " \n", + " return ~region_da.where(region_da == region_id).isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "region = 'TURKANA'\n", + "msk = get_region_mask(region)\n", + "sns.distplot(drop_nans_and_flatten(bline_rmse.where(msk)), label='Baseline')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_rmse.where(msk)), label='LSTM')\n", + "ax.set_title(f'{region} RMSE Comparison')\n", + "plt.legend();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35, time: 449)\n", + "Coordinates:\n", + " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0\n", + " * time (time) datetime64[ns] 1981-08-31 1981-09-30 ... 2018-12-31\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + "Data variables:\n", + " VCI (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " p84.162 (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " pev (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " sp (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " t2m (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " tp (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " precip (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " ndvi (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " E (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " Eb (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " SMroot (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n", + " SMsurf (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "region = 'TURKANA'\n", + "msk = get_region_mask(region)\n", + "ds.where(msk)" ] }, { @@ -1549,15 +1639,138 @@ "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Which is our best region?" + ] + }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 150, "metadata": {}, "outputs": [], "source": [ - "kwargs = {}\n", - "ll = kwargs['rmse_vmin'] if 'rmse_vmin' in kwargs else None\n", - "ll" + "from typing import List\n", + "scale = 1.5\n", + "\n", + "def highlight_selected_regions(regions: List[str]):\n", + " fig, ax = plt.subplots(figsize=(12*scale, 8*scale))\n", + " gdf = all_gdf.loc[(all_gdf.model=='ealstm') & (all_gdf.datetime == '2011-01-31')]\n", + " gdf.plot(ax=ax, color='#23748d')\n", + " for region in regions:\n", + "\n", + " gdf_ = gdf.loc[gdf.region_name == region]\n", + " gdf_.plot(color='#57bfd0', ax=ax, alpha=0.9)\n", + "\n", + " # https://stackoverflow.com/a/38902492/9940782\n", + " # gdf['coords'] = gdf['geometry'].apply(lambda x: x.representative_point().coords[:])\n", + " # gdf['coords'] = [coords[0] for coords in gdf['coords']]\n", + " # for idx, row in gdf.iterrows():\n", + " # plt.annotate(s=row['region_name'], xy=row['coords'],\n", + " # horizontalalignment='center')\n", + " gdf_.apply(\n", + " lambda x: ax.annotate(\n", + " s=x.region_name, xy=x.geometry.centroid.coords[0], ha='center'\n", + " ), \n", + " axis=1\n", + " );\n", + "\n", + "\n", + " ax.set_axis_off()\n", + "# fig.savefig(f'/Users/tommylees/Downloads/{region}_maps.png', transparent=True)\n", + "# plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " order region_name rmse\n", + "240 0 ISIOLO 5.179393\n", + "24 1 MARSABIT 5.261970\n", + "104 2 GARISSA 5.458078\n", + "128 3 TANA RIVER 5.475272\n", + "136 4 TAITA TAVETA 5.682296\n", + "\n", + " order region_name rmse\n", + "216 58 MURANGA 16.216748\n", + "232 59 MARAGUA 16.736476\n", + "72 60 MERU SOUTH 17.769483\n", + "416 61 NYANDO 18.504686\n", + "280 62 MT ELGON 19.707283\n" + ] + } + ], + "source": [ + "import geopandas as gpd\n", + "from pprint import pprint\n", + "\n", + "order_by_rmse = gdf.loc[(gdf.model == 'ealstm')].sort_values('rmse')\n", + "order_gdf = gpd.GeoDataFrame(\n", + " {'order': order_by_rmse.reset_index().index,\n", + " 'region_name': order_by_rmse.region_name,\n", + " 'rmse': order_by_rmse.rmse,\n", + " 'geometry': order_by_rmse.geometry}\n", + ")\n", + "# order_gdf.plot('order')\n", + "\n", + "# order_by_rmse = gdf.loc[(gdf.model == 'previous_month')].sort_values('rmse')\n", + "# order_gdf = gpd.GeoDataFrame(\n", + "# {'order': order_by_rmse.reset_index().index,\n", + "# 'geometry': order_by_rmse.geometry}\n", + "# )\n", + "# order_gdf.plot('order')\n", + "print()\n", + "pprint(order_gdf.drop(columns='geometry').head())\n", + "print()\n", + "pprint(order_gdf.drop(columns='geometry').dropna().tail())" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "top_5 = list(order_gdf.drop(columns='geometry').head().region_name)\n", + "bottom_5 = list(order_gdf.drop(columns='geometry').dropna().tail().region_name)\n", + "\n", + "highlight_selected_regions(top_5)\n", + "\n", + "highlight_selected_regions(bottom_5)" ] }, { @@ -3143,6 +3356,33 @@ "thresh_20.isel(time=0).plot()" ] }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35, time: 96)\n", + "Coordinates:\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float64 6.0 5.75 5.5 5.25 5.0 ... -4.0 -4.25 -4.5 -4.75 -5.0\n", + " * time (time) datetime64[ns] 2011-01-31 2011-02-28 ... 2018-12-31\n", + "Data variables:\n", + " VCI (time, lat, lon) float64 9.318 15.67 11.23 7.215 ... nan nan nan" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_test.where(y_test.VCI < 20)\n" + ] + }, { "cell_type": "code", "execution_count": 287, @@ -3214,28 +3454,810 @@ "confusion_matrix(obs_da, pred_da)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# QUINTILE CONFUSION MATRIX" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 275, "metadata": {}, "outputs": [], "source": [ - "[]" + "def calculate_quintiles(da: xr.DataArray, new_variable_name: str = 'quintiles'):\n", + " bins = [0.0, 20.0, 40.0, 60.0, 80.0]\n", + " result = xr.apply_ufunc(np.digitize, da, bins)\n", + " result = result.rename(new_variable_name)\n", + " return result\n", + "\n", + "mask = get_ds_mask(ds.VCI)\n", + "true_qs = calculate_quintiles(y_test.VCI).where(~mask)\n", + "pred_qs = calculate_quintiles(ealstm_pred.where(ealstm_pred > 0, 0).load()).where(~mask)\n", + "bline_qs = calculate_quintiles(bline_pred.load()).where(~mask)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 301, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array(100.)" + ] + }, + "execution_count": 301, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# ds.VCI.where(ds.VCI < 80).isnull().mean()\n", + "# y_test.VCI.where(y_test.VCI < 80).isnull().mean()\n", + "y_test.VCI.where(true_qs == 5).min() #.max() .median()\n", + "y_test.VCI.where(true_qs == 5).min()" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 255, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 255, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(pred_qs == true_qs).mean(dim='time').where(~mask).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 261, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "times = true_qs.time.values\n", + "true_np = true_qs.stack(pixel=['lat', 'lon']).values.flatten()\n", + "preds_np = pred_qs.stack(pixel=['lat', 'lon']).values.flatten()\n", + "bline_np = bline_qs.stack(pixel=['lat', 'lon']).values.flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": 320, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Normalized confusion matrix\n", + "[[0.45 0.3 0.16 0.06 0.02]\n", + " [0.32 0.32 0.23 0.09 0.04]\n", + " [0.24 0.29 0.28 0.13 0.06]\n", + " [0.2 0.24 0.3 0.17 0.09]\n", + " [0.22 0.31 0.27 0.14 0.07]]\n", + "Normalized confusion matrix\n", + "[[0.29 0.27 0.16 0.08 0.2 ]\n", + " [0.19 0.28 0.21 0.11 0.21]\n", + " [0.14 0.26 0.24 0.15 0.2 ]\n", + " [0.11 0.23 0.25 0.19 0.22]\n", + " [0.2 0.29 0.24 0.15 0.12]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 320, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import confusion_matrix\n", + "from sklearn.utils.multiclass import unique_labels\n", + "\n", + "def plot_confusion_matrix(y_true, y_pred, classes=None,\n", + " normalize=False,\n", + " title=None,\n", + " cmap=plt.cm.Blues,\n", + " **imshow_kwargs):\n", + " \"\"\"\n", + " This function prints and plots the confusion matrix.\n", + " Normalization can be applied by setting `normalize=True`.\n", + " \"\"\"\n", + " if not title:\n", + " if normalize:\n", + " title = 'Normalized confusion matrix'\n", + " else:\n", + " title = 'Confusion matrix, without normalization'\n", + "\n", + " # Compute confusion matrix\n", + " cm = confusion_matrix(y_true, y_pred)\n", + " # Only use the labels that appear in the data\n", + "# classes = classes[unique_labels(y_true, y_pred)]\n", + " if normalize:\n", + " cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", + " print(\"Normalized confusion matrix\")\n", + " else:\n", + " print('Confusion matrix, without normalization')\n", + "\n", + " print(cm)\n", + " \n", + " fig, ax = plt.subplots(figsize=(12, 8))\n", + " im = ax.imshow(cm, interpolation='nearest', cmap=cmap, **imshow_kwargs)\n", + " ax.figure.colorbar(im, ax=ax)\n", + " # We want to show all ticks...\n", + " ax.set(xticks=np.arange(cm.shape[1]),\n", + " yticks=np.arange(cm.shape[0]),\n", + " # ... and label them with the respective list entries\n", + "# xticklabels=classes, yticklabels=classes,\n", + " title=title,\n", + " ylabel='True label',\n", + " xlabel='Predicted label')\n", + "\n", + " # Rotate the tick labels and set their alignment.\n", + " plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\",\n", + " rotation_mode=\"anchor\")\n", + "\n", + " # Loop over data dimensions and create text annotations.\n", + " fmt = '.2f' if normalize else 'd'\n", + " thresh = cm.max() / 2.\n", + " for i in range(cm.shape[0]):\n", + " for j in range(cm.shape[1]):\n", + " ax.text(j, i, format(cm[i, j], fmt),\n", + " ha=\"center\", va=\"center\",\n", + " color=\"white\" if cm[i, j] > thresh else \"black\")\n", + " fig.tight_layout()\n", + " return ax\n", + "\n", + "\n", + "np.set_printoptions(precision=2)\n", + "# class_names = [str(i) for i in range(1, 6)]\n", + "# Plot non-normalized confusion matrix\n", + "# plot_confusion_matrix(true_np, preds_np, classes=None,\n", + "# title='Confusion matrix, without normalization')\n", + "\n", + "plot_confusion_matrix(true_np, preds_np, classes=None, normalize=True,\n", + " title='EALSTM Normalized confusion matrix',\n", + " **{'vmin': 0.05, 'vmax': 0.35})\n", + "plot_confusion_matrix(true_np, bline_np, classes=None, normalize=True,\n", + " title='BASELINE Normalized confusion matrix',\n", + " **{'vmin': 0.05, 'vmax': 0.35})\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explore Landcover" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: ()\n", + "Data variables:\n", + " no data_one_hot float64 0.0\n", + " cropland rainfed_one_hot float64 162.0\n", + " herbaceous cover_one_hot float64 77.0\n", + " tree or shrub cover_one_hot float64 2.0\n", + " cropland irrigated or postflooding_one_hot float64 7.0\n", + " mosaic cropland natural vegetation tree shrub herbaceous cover_one_hot float64 41.0\n", + " mosaic natural vegetation tree shrub herbaceous cover cropland_one_hot float64 35.0\n", + " tree cover broadleaved evergreen closed to open_one_hot float64 20.0\n", + " tree cover broadleaved deciduous closed to open_one_hot float64 3.0\n", + " tree cover broadleaved deciduous closed_one_hot float64 0.0\n", + " tree cover broadleaved deciduous open_one_hot float64 73.0\n", + " tree cover needleleaved evergreen closed to open_one_hot float64 0.0\n", + " tree cover needleleaved evergreen closed_one_hot float64 0.0\n", + " tree cover needleleaved evergreen open_one_hot float64 0.0\n", + " tree cover needleleaved deciduous closed to open_one_hot float64 0.0\n", + " tree cover needleleaved deciduous closed_one_hot float64 0.0\n", + " tree cover needleleaved deciduous open_one_hot float64 0.0\n", + " tree cover mixed leaf type broadleaved and needleleaved_one_hot float64 8.0\n", + " mosaic tree and shrub herbaceous cover_one_hot float64 110.0\n", + " mosaic herbaceous cover tree and shrub_one_hot float64 75.0\n", + " shrubland_one_hot float64 580.0\n", + " shrubland evergreen_one_hot float64 0.0\n", + " shrubland deciduous_one_hot float64 0.0\n", + " grassland_one_hot float64 153.0\n", + " lichens and mosses_one_hot float64 0.0\n", + " sparse vegetation tree shrub herbaceous cover_one_hot float64 8.0\n", + " sparse tree_one_hot float64 0.0\n", + " sparse shrub_one_hot float64 1.0\n", + " sparse herbaceous cover_one_hot float64 0.0\n", + " tree cover flooded fresh or brakish water_one_hot float64 0.0\n", + " tree cover flooded saline water_one_hot float64 1.0\n", + " shrub or herbaceous cover flooded freshsalinebrakish water_one_hot float64 28.0\n", + " urban areas_one_hot float64 0.0\n", + " bare areas_one_hot float64 15.0\n", + " consolidated bare areas_one_hot float64 12.0\n", + " unconsolidated bare areas_one_hot float64 0.0\n", + " water bodies_one_hot float64 164.0\n", + " permanent snow and ice_one_hot float64 0.0" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lc_data = xr.open_dataset(data_dir / 'interim/static/esa_cci_landcover_preprocessed/esa_cci_landcover_kenya_one_hot.nc')\n", + "lc_data.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 339, + "metadata": {}, + "outputs": [], + "source": [ + "ll = xr.open_dataset('/Volumes/Lees_Extend/data/ecmwf_sowc/data/raw/esa_cci_landcover/ESACCI-LC-L4-LCCS-Map-300m-P1Y-1992-v2.0.7b.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 344, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0codelabellabel_textRGBgroup_labelgroup_value
000No datano data000no_data0
1110Cropland, rainfedcropland rainfed255255100cropland_rainfed1
2211Herbaceous coverherbaceous cover255255100herbaceous_cover2
3312Tree or shrub covertree or shrub cover2552550tree_or_shrub_cover3
4420Cropland, irrigated or post-floodingcropland irrigated or postflooding170240240cropland_irrigated_or_postflooding4
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" + ], + "text/plain": [ + " Unnamed: 0 code label \\\n", + "0 0 0 No data \n", + "1 1 10 Cropland, rainfed \n", + "2 2 11 Herbaceous cover \n", + "3 3 12 Tree or shrub cover \n", + "4 4 20 Cropland, irrigated or post-flooding \n", + "\n", + " label_text R G B \\\n", + "0 no data 0 0 0 \n", + "1 cropland rainfed 255 255 100 \n", + "2 herbaceous cover 255 255 100 \n", + "3 tree or shrub cover 255 255 0 \n", + "4 cropland irrigated or postflooding 170 240 240 \n", + "\n", + " group_label group_value \n", + "0 no_data 0 \n", + "1 cropland_rainfed 1 \n", + "2 herbaceous_cover 2 \n", + "3 tree_or_shrub_cover 3 \n", + "4 cropland_irrigated_or_postflooding 4 " + ] + }, + "execution_count": 344, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['group_label'] = df.label.map(map_)\n", + "\n", + "keys = df['group_label'].unique()\n", + "values = [i for i in range(len(keys))]\n", + "df['group_value'] = df.group_label.map(dict(zip(keys, values)))\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'ealstm_ERA5_128', 'linear_network', 'linear_network_10stopping', 'linear_regression', 'previous_month', 'rnn', 'rnn_10stopping']\n", + "Regions: ['esa_cci_landcover_kenya_one_hot.nc']\n", + "Region Type: landcover\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from src.analysis import LandcoverRegionAnalysis\n", + "analyzer = LandcoverRegionAnalysis(data_dir)\n", + "analyzer" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* Analyzing for landcover *\n", + "\n", + "** Analyzing for ealstm-landcover **\n", + "** Written ealstm csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm/ealstm_landcover.csv **\n", + "\n", + "** Analyzing for ealstm_ERA5_128-landcover **\n", + "** Written ealstm_ERA5_128 csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm_ERA5_128/ealstm_ERA5_128_landcover.csv **\n", + "\n", + "** Analyzing for linear_network-landcover **\n", + "** Written linear_network csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network/linear_network_landcover.csv **\n", + "\n", + "** Analyzing for linear_network_10stopping-landcover **\n", + "** Written linear_network_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network_10stopping/linear_network_10stopping_landcover.csv **\n", + "\n", + "** Analyzing for linear_regression-landcover **\n", + "** Written linear_regression csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_regression/linear_regression_landcover.csv **\n", + "\n", + "** Analyzing for previous_month-landcover **\n", + "** Written previous_month csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/previous_month/previous_month_landcover.csv **\n", + "\n", + "** Analyzing for rnn-landcover **\n", + "** Written rnn csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn/rnn_landcover.csv **\n", + "\n", + "** Analyzing for rnn_10stopping-landcover **\n", + "** Written rnn_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn_10stopping/rnn_10stopping_landcover.csv **\n", + "* Assigned all region dfs to `self.df` *\n", + "\n", + "* Assigned Global Error Metrics to `self.global_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/global_error_metrics_one_month_forecast_landcover.csv *\n", + "\n", + "* Assigned Regional Error Metrics to `self.regional_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/regional_error_metrics_one_month_forecast_landcover.csv *\n" + ] + } + ], + "source": [ + "analyzer.analyze()" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_value
4134landcoverlinear_network2011-01-31tree_cover_broadleaved_deciduous_open_one_hot34.80299434.217547
4133landcoverlinear_network2011-01-31mosaic_natural_vegetation_tree_shrub_herbaceou...34.30916232.256657
4132landcoverlinear_network2011-01-31tree_cover_broadleaved_deciduous_closed_to_ope...31.33481469.627665
4131landcoverlinear_network2011-01-31tree_cover_broadleaved_evergreen_closed_to_ope...32.24883764.297349
4130landcoverlinear_network2011-01-31mosaic_cropland_natural_vegetation_tree_shrub_...35.39486338.188487
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" + ], + "text/plain": [ + " admin_level_name model datetime \\\n", + "4134 landcover linear_network 2011-01-31 \n", + "4133 landcover linear_network 2011-01-31 \n", + "4132 landcover linear_network 2011-01-31 \n", + "4131 landcover linear_network 2011-01-31 \n", + "4130 landcover linear_network 2011-01-31 \n", + "\n", + " region_name predicted_mean_value \\\n", + "4134 tree_cover_broadleaved_deciduous_open_one_hot 34.802994 \n", + "4133 mosaic_natural_vegetation_tree_shrub_herbaceou... 34.309162 \n", + "4132 tree_cover_broadleaved_deciduous_closed_to_ope... 31.334814 \n", + "4131 tree_cover_broadleaved_evergreen_closed_to_ope... 32.248837 \n", + "4130 mosaic_cropland_natural_vegetation_tree_shrub_... 35.394863 \n", + "\n", + " true_mean_value \n", + "4134 34.217547 \n", + "4133 32.256657 \n", + "4132 69.627665 \n", + "4131 64.297349 \n", + "4130 38.188487 " + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# region_plotter = analyzer.create_model_performance_by_region_geodataframe()\n", + "lcover_df = analyzer.df.dropna()\n", + "\n", + "lcover_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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modeladmin_level_nameregion_namermsemaer2
9ealstmlandcovertree_cover_broadleaved_deciduous_open_one_hot4.4924133.4543520.798034
10ealstmlandcovermosaic_natural_vegetation_tree_shrub_herbaceou...4.9092443.7849690.834397
11ealstmlandcovertree_cover_broadleaved_deciduous_closed_to_ope...13.10568611.0218710.228971
12ealstmlandcovertree_cover_broadleaved_evergreen_closed_to_ope...7.7294055.9799690.517063
13ealstmlandcovermosaic_cropland_natural_vegetation_tree_shrub_...4.8548133.6670970.747440
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" + ], + "text/plain": [ + " model admin_level_name \\\n", + "9 ealstm landcover \n", + "10 ealstm landcover \n", + "11 ealstm landcover \n", + "12 ealstm landcover \n", + "13 ealstm landcover \n", + "\n", + " region_name rmse mae \\\n", + "9 tree_cover_broadleaved_deciduous_open_one_hot 4.492413 3.454352 \n", + "10 mosaic_natural_vegetation_tree_shrub_herbaceou... 4.909244 3.784969 \n", + "11 tree_cover_broadleaved_deciduous_closed_to_ope... 13.105686 11.021871 \n", + "12 tree_cover_broadleaved_evergreen_closed_to_ope... 7.729405 5.979969 \n", + "13 mosaic_cropland_natural_vegetation_tree_shrub_... 4.854813 3.667097 \n", + "\n", + " r2 \n", + "9 0.798034 \n", + "10 0.834397 \n", + "11 0.228971 \n", + "12 0.517063 \n", + "13 0.747440 " + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lcover_results = analyzer.compute_regional_error_metrics().dropna()\n", + "lcover_results.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " order region_name rmse\n", + "16 0 herbaceous_cover_one_hot 4.290968\n", + "56 1 mosaic_tree_and_shrub_herbaceous_cover_one_hot 4.390117\n", + "24 2 shrubland_one_hot 4.650572\n", + "64 3 shrub_or_herbaceous_cover_flooded_freshsalineb... 4.739306\n", + "72 4 mosaic_herbaceous_cover_tree_and_shrub_one_hot 4.816780\n", + "\n", + " order region_name rmse\n", + "208 15 mosaic_tree_and_shrub_herbaceous_cover_one_hot 24.302593\n", + "200 16 mosaic_natural_vegetation_tree_shrub_herbaceou... 25.615878\n", + "104 17 bare_areas_one_hot 42.645622\n", + "112 18 tree_cover_mixed_leaf_type_broadleaved_and_nee... 50.739560\n", + "88 19 tree_cover_broadleaved_evergreen_closed_to_ope... 57.149626\n" + ] + } + ], + "source": [ + "from pprint import pprint\n", + "\n", + "ordered = lcover_results.loc[(gdf.model == 'ealstm')].sort_values('rmse')\n", + "order_df = gpd.GeoDataFrame(\n", + " {'order': ordered.reset_index().index,\n", + " 'region_name': ordered.region_name,\n", + " 'rmse': ordered.rmse}\n", + ")\n", + "\n", + "print()\n", + "pprint(order_df.head())\n", + "print()\n", + "pprint(order_df.drop(columns='geometry').dropna().tail())" + ] }, { "cell_type": "markdown", From 512f7e2ce8c7d3fd38a898eb3326647c7e76d3c2 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 2 Dec 2019 14:26:57 +0000 Subject: [PATCH 021/209] add true_data_path to evaluate month --- src/analysis/evaluation.py | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index a7fb5cc4e..2ac664433 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -170,6 +170,7 @@ def monthly_score( models: List[str], metrics: List[str], experiment="one_month_forecast", + true_data_experiment: Optional[List] = None, data_path: Path = Path("data"), pred_year: int = 2018, target_var: str = "VCI", @@ -205,9 +206,13 @@ def monthly_score( ) model_files[model] = xr.open_dataset(pred_path).isel(time=0) - true_data = xr.open_dataset( - data_path / f"features/{experiment}/test" f"/{pred_year}_{month}/y.nc" - ).isel(time=0) + if true_data_experiment is None: + true_data_path = data_path / \ + f"features/{experiment}/test" f"/{pred_year}_{month}/y.nc" + else: + true_data_path = data_path / \ + f"features/{true_data_experiment}/test" f"/{pred_year}_{month}/y.nc" + true_data = xr.open_dataset(true_data_path).isel(time=0) output_score: Dict[str, Dict[str, float]] = {} From 654cb8516a036d4bea6f5997b35be4d97ececf04 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 2 Dec 2019 14:28:09 +0000 Subject: [PATCH 022/209] update docstring --- src/analysis/evaluation.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index 2ac664433..734dbcc64 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -186,7 +186,9 @@ def monthly_score( ---------- month: the month of data being evaluated models: A list of models to evaluate. These names must match the model.name attributes - experiment: The experiment being run, one of {'one_month_forecast', 'nowcast'} + experiment: The experiment being run, usually one of {'one_month_forecast', 'nowcast'}. + true_data_experiment: the name of the experiment (for one run of the Engineer), + one of {'one_month_forecast', 'nowcast'}. Defaults to the same as the `experiment` arg metrics: A list of metrics to calculate. If None, all (rmse, r2) are calculated. data_path: The location of the data directory pred_year: The year being predicted From 1ac24538683e3e3a482f6a684c96e4d1141030f9 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 2 Dec 2019 14:29:40 +0000 Subject: [PATCH 023/209] update the mypy args --- src/analysis/evaluation.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index 734dbcc64..417091b73 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -68,6 +68,7 @@ def annual_scores( models: List[str], metrics: Optional[List[str]] = None, experiment="one_month_forecast", + true_data_experiment: Optional[str] = None, data_path: Path = Path("data"), pred_year: int = 2018, target_var: str = "VCI", @@ -170,7 +171,7 @@ def monthly_score( models: List[str], metrics: List[str], experiment="one_month_forecast", - true_data_experiment: Optional[List] = None, + true_data_experiment: Optional[str] = None, data_path: Path = Path("data"), pred_year: int = 2018, target_var: str = "VCI", From 72b80599240a5cb6f3882c71284e6593e3867df4 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 2 Dec 2019 22:16:24 +0000 Subject: [PATCH 024/209] annual_scores needs to take LIST of PRED YEARS --- src/analysis/evaluation.py | 58 +++++++++++++++++++++++--------------- 1 file changed, 36 insertions(+), 22 deletions(-) diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index 417091b73..2d7e45619 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -70,7 +70,7 @@ def annual_scores( experiment="one_month_forecast", true_data_experiment: Optional[str] = None, data_path: Path = Path("data"), - pred_year: int = 2018, + pred_years: List[int] = [2018], target_var: str = "VCI", verbose: bool = True, to_dataframe: bool = False, @@ -87,30 +87,44 @@ def annual_scores( for model in models: monthly_scores[metric][model] = [] - for month in range(1, 13): - scores = monthly_score( - month=month, - metrics=metrics, - models=models, - data_path=data_path, - pred_year=pred_year, - experiment=experiment, - target_var=target_var, - verbose=verbose, - ) - - for model, metric_scores in scores.items(): - for metric, score in metric_scores.items(): - monthly_scores[metric][model].append(score) - for metric in metrics: - monthly_scores[metric]["month"].append(month) - monthly_scores[metric]["year"].append(pred_year) + out_dict = dict() + for pred_year in pred_years: + for month in range(1, 13): + scores = monthly_score( + month=month, + metrics=metrics, + models=models, + data_path=data_path, + pred_year=pred_year, + experiment=experiment, + true_data_experiment=true_data_experiment, + target_var=target_var, + verbose=verbose, + ) + + for model, metric_scores in scores.items(): + for metric, score in metric_scores.items(): + monthly_scores[metric][model].append(score) + for metric in metrics: + monthly_scores[metric]["month"].append(month) + monthly_scores[metric]["year"].append(pred_year) + + if to_dataframe: + out_dict[pred_year] = annual_scores_to_dataframe(monthly_scores) + else: + out_dict[pred_year] = monthly_scores if to_dataframe: - return annual_scores_to_dataframe(monthly_scores) - else: - return monthly_scores + out_df = pd.DataFrame() + for k in out_dict.keys(): + out_df = pd.concat([out_df, out_dict[k]]) + + out_df['time'] = out_df.apply( + lambda row: pd.to_datetime(f"{int(row.month)}-{int(row.year)}"), axis=1) + return out_df + else: + return out_dict def annual_scores_to_dataframe(monthly_scores: Dict) -> pd.DataFrame: """Convert the dictionary from annual_scores to a pd.DataFrame From 7674424eba8bad404be5bec38ddf5aab326ce5bc Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 2 Dec 2019 22:16:33 +0000 Subject: [PATCH 025/209] notebooks --- notebooks/draft/25_tl_CHG_presentatio.ipynb | 2067 +++++++---------- .../draft/26_quick_test_of_pipeline.ipynb | 483 ++++ 2 files changed, 1361 insertions(+), 1189 deletions(-) create mode 100644 notebooks/draft/26_quick_test_of_pipeline.ipynb diff --git a/notebooks/draft/25_tl_CHG_presentatio.ipynb b/notebooks/draft/25_tl_CHG_presentatio.ipynb index addbdff81..f165a167e 100644 --- a/notebooks/draft/25_tl_CHG_presentatio.ipynb +++ b/notebooks/draft/25_tl_CHG_presentatio.ipynb @@ -9,13 +9,15 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 459, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n", "/Users/tommylees/github/ml_drought\n" ] } @@ -120,6 +122,28 @@ "# ealstm_pred = read_pred_data('ealstm', data_dir)" ] }, + { + "cell_type": "code", + "execution_count": 458, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m \u001b[0mread_pred_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata_dir\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpathlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPosixPath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexperiment\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'one_month_forecast'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mxarray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataset\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxarray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataarray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataArray\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m \n", + "\u001b[0;31mFile:\u001b[0m ~/github/ml_drought/src/analysis/evaluation.py\n", + "\u001b[0;31mType:\u001b[0m function\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "?read_pred_data" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -493,29 +517,153 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 486, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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ealstmlinear_networklinear_regressionmonthprevious_monthrnnyearmetrictime
013.40210622.49041832.4867781.09.79577011.8539162011.0rmse2011-01-01
17.8427519.92445431.9870632.08.3401777.6781802011.0rmse2011-02-01
28.93861810.10367031.2588963.09.2692509.1923222011.0rmse2011-03-01
310.50692212.40929832.8208604.011.36183911.7421792011.0rmse2011-04-01
411.10635316.20720331.0417365.013.61342711.1882042011.0rmse2011-05-01
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" + ], + "text/plain": [ + " ealstm linear_network linear_regression month previous_month \\\n", + "0 13.402106 22.490418 32.486778 1.0 9.795770 \n", + "1 7.842751 9.924454 31.987063 2.0 8.340177 \n", + "2 8.938618 10.103670 31.258896 3.0 9.269250 \n", + "3 10.506922 12.409298 32.820860 4.0 11.361839 \n", + "4 11.106353 16.207203 31.041736 5.0 13.613427 \n", + "\n", + " rnn year metric time \n", + "0 11.853916 2011.0 rmse 2011-01-01 \n", + "1 7.678180 2011.0 rmse 2011-02-01 \n", + "2 9.192322 2011.0 rmse 2011-03-01 \n", + "3 11.742179 2011.0 rmse 2011-04-01 \n", + "4 11.188204 2011.0 rmse 2011-05-01 " + ] + }, + "execution_count": 486, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# load the monthly scores dictionary\n", + "experiment = 'one_month_forecast'\n", "monthly_scores = annual_scores(\n", " data_path=data_dir,\n", " models=['previous_month', 'rnn', 'linear_regression', 'linear_network', 'ealstm'],\n", " metrics=['rmse', 'r2'],\n", + " pred_years=[y for y in range(2011, 2019)],\n", + " experiment=experiment,\n", + " true_data_experiment=experiment,\n", " target_var='VCI',\n", " verbose=False,\n", " to_dataframe=True\n", - ")" + ")\n", + "monthly_scores['time'] = monthly_scores.apply(lambda row: pd.to_datetime(f\"{int(row.month)}-{int(row.year)}\"), axis=1)\n", + "monthly_scores.head()" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 472, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -532,21 +680,41 @@ " (\n", " monthly_scores\n", " .where(monthly_scores.metric == 'rmse')\n", + " .groupby('month').mean().reset_index()\n", " .plot(x='month', y=model, label=model, ax=ax)\n", " )\n", "plt.legend()\n", "ax.set_title('Seasonality of Model Performance')\n", - "ax.set_ylabel('RMSE');" + "ax.set_ylabel('RMSE');\n", + "\n", + "# (\n", + "# monthly_scores\n", + "# .where(monthly_scores.metric == 'rmse')\n", + "# .groupby('month').mean().reset_index()\n", + "# .plot(x='month', y=model, label=model, ax=ax)\n", + "# )" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 489, "metadata": {}, "outputs": [ { "data": { - "image/png": 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QoUN59tlnAU9xuXbtWgAiIiKYPHkyt9xyC+effz5BQUFHHDtmzBi2b9/O559/DsCTTz7J9OnTAUhOTmbVqlUAPP/884eP2bp1K2lpafzkJz9h4sSJxyya2+O0007j6aefBmDevHlf+vpaioyMpLKy8oSu2R4qmkVERET8yNixY3niiScYP348+/bt47vf/e6XnjNv3jweffRR0tPTSUlJ4eWXXz782KWXXspTTz11uJ2jufDwcB577DFmzZpFWloaLpeLG264AYC77rqLW265hTPOOOOIYvuvf/0rqamppKen06tXL77yla+c0Nf3wAMP8NhjjzF+/HiefPJJ7r///mM+f/z48QQHB5Oens599913Qtc+FnOsoe3uYuLEiXblypVOxxDpFqy12pFKRMQBubm5jB071tEM27dv5/zzz2fDhg2O5ggUR/ueGmNWWWsntnyuRppF/Mh7m/aQetciCsuqnI4iIiLSo2j1DBE/8q8P8zhY28Ab63dz7bRhTscREZEulpyc3O1HmdevX88VV1xxxH1hYWEsX77coUSdQ0WziJ/YtvcgS7eWArAoR0WziIh0T2lpaWRnZzsdo9OpPUPETyxYkU+wy/CtUwazKr+MPRXVbR8kIiIinUJFs4gfqK5r4NmVBcwcl8C3T03GWli8sfVF3UVERKRzqWgW8QOLcnZTVlXH7CmDGRkfwdDYPizK2e10LBERkR5DRbOIH5i3PJ8h/XszdXgsxhgyU9ws21rK/qo6p6OJiEg3duaZZ3KsZXsff/xxdu3a1YWJ/JeKZpFu7rPiSlZs28flkwfjcnnWZ85KdVPfaHlnk1o0RESk41Q0t5+KZpFubv6KfEKCDJecnHj4vvGDohkQHc6bG9SiISLS0zz11FNMnjyZjIwMrr/+ehoaGvjud7/LxIkTSUlJ4a677vrSMQ0NDcydO5fU1FTS0tK47777eO6551i5ciVz5swhIyODQ4cOkZyczM9+9jNOPfVUJk6cyOrVq8nMzGT48OH84x//cOCr7T605JxIN1Zd18DzqwrJTHETGxF2+H6Xy9OisWBFPlW19fQO1V9lEZEu9cYdsHt9557TnQZf+cMxn5Kbm8vChQv5+OOPCQkJ4cYbb2TevHncfffd9OvXj4aGBmbMmMG6desYP3784eOys7PZuXPn4TWey8vL6du3Lw899BD33HMPEyd+sQFeUlISy5Yt47bbbmPu3Ll8/PHHVFdXk5KScnhL7Z7IZyPNxpgkY8x7xphcY0yOMeaWFo/fboyxxphYX2UQ8XevrSuiorqeOVOGfOmxc1MSqKlv5IPNJQ4kExERJ7zzzjusWrWKSZMmkZGRwTvvvENeXh7PPPMMJ510EhMmTCAnJ4eNGzcecdywYcPIy8vj+9//Pm+++SZRUVGtXuOCCy4APOstT5kyhcjISOLi4ggPD6e8vNynX1935svhqXrgh9ba1caYSGCVMeYta+1GY0wSMBPI9+H1Rfze/OU7GBbXh1OG9fvSY5OT+xHTO4RFObv5StoAB9KJiPRgbYwI+4q1liuvvJLf//73h+/btm0bM2fO5NNPPyUmJoa5c+dSXX3kWv4xMTGsXbuWRYsW8fDDD/PMM8/wn//856jXCAvzvLPpcrkO3276vL6+3gdflX/w2UiztbbIWrvae7sSyAUGeR++D/gxYH11fRF/t2l3Bavzy5k9eTDGmC89HhzkYua4BN7J3UNtfaMDCUVEpKvNmDGD5557jj179gCwb98+8vPz6dOnD9HR0RQXF/PGG2986bi9e/fS2NjIxRdfzG9/+1tWr14NQGRkJJWVlV36NfirLmmENMYkAxOA5caYC4Cd1tq1RysEmh1zHXAdwODBg7sgpUj3Mn95PqHBLi4+KbHV52SlunlmZSFLt+7lzNHxXZhOREScMG7cOP7v//6Pc889l8bGRkJCQnj44YeZMGECKSkpDBs2jKlTp37puJ07d3LVVVfR2OgZZGkaqZ47dy433HADvXr1YtmyZV36tfgbY61vB3uNMRHAB8DdwJvAe8C51tr9xpjtwERr7d5jnWPixIn2WGsMigSaqtp6ptz9DueMS+C+SzNafV51XQMn//YtLsgYyO8vGt/q80RE5MTl5uYyduxYp2NIJzra99QYs8paO7Hlc3265JwxJgR4HphnrX0BGA4MBdZ6C+ZEYLUxxu3LHCL+5tW1u6isqWf2lGO/yxIeEsRZY+JZnFNMQ6O6nURERHzFl6tnGOBRINdaey+AtXa9tTbeWptsrU0GCoGTrLVabFakmfnL8xmVEMHEITFtPjcr1U3pwVpW7SjrgmQiIiI9ky9HmqcCVwBnG2OyvR/n+fB6IgFhw879rC3c3+oEwJbOHB1PaLBLG52IiIj4kM8mAlprPwKO+T++d7RZRJqZtzyf8BAX3zjGBMDmIsKCmTYylkU5u/nl+WPbVWiLiEjHWGv172yAON55fdpGW6QbOVBTzyvZOzl//ECie4W0+7hzU9zsLD/Ehp0VPkwnItKzhYeHU1paetzFlnQ/1lpKS0sJDw9v9zHae1ekG3lpzU4O1jYwp40JgC2dMzaBIJdhUc5u0hKjfZRORKRnS0xMpLCwkJIS7cQaCMLDw0lMbN+7uqCiWaTbsNYyf3k+YwdEkZHU97iO7dcnlClD+/Fmzm5uzxzto4QiIj1bSEgIQ4cOdTqGOETtGSLdxNrC/WwsqmD2lPZNAGwpK9XN53sO8Pke7ewkIiLS2VQ0i3QT85fvoHdoEBdmDOzQ8eeO8yx3viinuDNjiYiICCqaRbqF/YfqeGXtLr6eMZDI8PZPAGzOHR1ORlJfLT0nIiLiAyqaRbqBl9bspLqukdmTh5zQebJS3azfuZ+d5Yc6KZmIiIiAimYRxzVNAEwbFH3CK19kpnhbNDTaLCIi0qlUNIs4bNWOMjYXVx73MnNHMzS2D2PckbyZo6JZRESkM6loFnHY/OX5RIQF87X0jk0AbOncFDefbt9HSWVNp5xPREREVDSLOKq8qpbX1hdx4YSB9AnrnGXTs1LcWAtv52oVDRERkc6iolnEQc+tKqS2/sQnADY3dkAkg/v1ZpFaNERERDqNimYRh1hrmb8inwmD+zJuYFSnndcYQ1aqm48/30tFdV2nnVdERKQnU9Es4pDl2/aRV3KQ2ZNPfAJgS5kpbuoaLO9t2tPp5xYREemJVDSLOGT+8nyiwoM5f3znTABsbkJSX+Ijw7TRiYiISCdR0SzigNIDNbyxoYiLTkqkV2hQp5/f5TKcm5LA+5tLqK5r6PTzi4iI9DQqmkUc8NyqQuoabKeszdyarJQBHKprYMmWEp9dQ0REpKdQ0SzSxRobLQtW5DMpOYaRCZE+u86UYf2I7hWijU5EREQ6gYpmkS62dGsp20urmDOl85aZO5qQIBczxsbz9sZi6hoafXotERGRQKeiWaSLzV+xg5jeIWSlun1+rawUNxXV9XySV+rza4mIiAQyFc0iXWhPZTWLc4q5+KREwkM6fwJgS9NGxdErJEgbnYiIiJwgFc0iXejZlYXUN1ou9+EEwObCQ4I4a0wci3KKaWy0XXJNERGRQKSiWaSLNE0APHVYf4bHRXTZdTNT3JRU1rCmoKzLrikiIhJoVDSLdJEln5VQWHaI2V00ytzkrDHxhAQZbXQiIiJyAlQ0i3SR+cvz6d8nlMwU308AbC4qPISpI2JZlFOMtWrREBER6QgVzSJdYPf+at7ZtIdZE5MIDe76v3ZZKW7y91WRW1TZ5dcWEREJBCqaRbrAwk8LaGi0XD45yZHrnzMuAZdBG52IiIh0kIpmER+rb2jk6U/zOWNkLEP693EkQ2xEGBOT+7FIfc0iIiIdoqJZxMfe31xC0f5q5nTxBMCWslLcbC6uZNveg47mEBER8UcqmkV8bP6KfOIiw5gxNsHRHJneHQi10YmIiMjxU9Es4kOFZVW8t3kPl05MIiTI2b9ug/r2YnxitJaeExER6QAVzSI+tPDTAgAuc2gCYEuZKW6yC8op2n/I6SgiIiJ+RUWziI/UNTSy8NMCzhwVR2JMb6fjABxeI3pxTrHDSURERPyLimYRH3kndw97KmuYPWWI01EOGxEfwYj4CLVoiIiIHCcVzSI+Mn9FPu6ocM4aHed0lCNkpbhZsX0f+w7WOh1FRETEb6hoFvGB/NIqlmwp4bLJSQQ7PAGwpaxUNw2Nlrdz1aIhIiLSXt3rf3ORALHg03xcBi6d1D0mADaXMjCKQX17aaMTERGR46CiWaST1dY38uzKAs4ek8CA6F5Ox/kSYwyZKW4+/GwvB2rqnY4jIiLiF1Q0i3SyxRt3s/dALXNOcXYHwGPJSnVT29DI+5v3OB1FRETEL6hoFulk85fnM6hvL6aN7F4TAJs7eUgMsRGhWkVDRESknVQ0i3SivJIDLN1ayuWTkwhyGafjtCrIZZg5zs17m/ZQXdfgdBwREZFuT0WzSCdasCKfYJfhmxO73wTAljJTEjhY28DHn+91OoqIiEi3p6JZpJNU1zXw3KpCZo5LID4q3Ok4bTpteCyRYcFq0RAREWkHnxXNxpgkY8x7xphcY0yOMeYW7/1/NsZsMsasM8a8aIzp66sMIl1pUc5uyqrqmD2l+04AbC402MWMsfG8nVtMfUOj03FERES6NV+ONNcDP7TWjgVOAb5njBkHvAWkWmvHA1uAn/owg0iXmbc8n8H9ejN1eKzTUdotK9VNWVUdK7bvczqKiIhIt+azotlaW2StXe29XQnkAoOstYuttU2Lw34CJPoqg0hX+ay4khXb9jF7ymBc3XgCYEvTRsURHuLSRiciIiJt6JKeZmNMMjABWN7ioauBN7oig4gvzV+RT0iQ4ZKT/et3wN6hwUwbGceinGIaG63TcURERLotnxfNxpgI4HngVmttRbP7f46nhWNeK8ddZ4xZaYxZWVJS4uuYIh1WXdfA86sKyUxxExsR5nSc45aV6mZ3RTXrdu53OoqIiEi35dOi2RgTgqdgnmetfaHZ/VcC5wNzrLVHHd6y1v7TWjvRWjsxLq77bhIh8tq6Iiqq65kzZYjTUTpkxpgEgl1Gq2iIiIgcgy9XzzDAo0CutfbeZvdnAT8BLrDWVvnq+iJdZf7yHQyL68Mpw/o5HaVDonuHcOrw/ry5oYhWfocVERHp8Xw50jwVuAI42xiT7f04D3gIiATe8t73Dx9mEPGp3KIKVueXM3vyYDy/J/qnzBQ320ur2FJ8wOkoIiIi3VKwr05srf0IOFoV8T9fXVOkq81fnk9osIuLT/KvCYAtnTsugV++vIE3N+xmtDvS6TgiIiLdjnYEFOmgqtp6Xlqzk6+mDSCmT6jTcU5IfFQ4Jw+OYVGO+ppFRESORkWzSAe9unYXlTX1frMDYFuyUt1sLKogv1RTDURERFpS0SzSQfOX5zMyPoKJQ2KcjtIpMlPcABptFhEROQoVzSIdsGHnftYW7mfOFP+eANhcUr/ejBsQxZsqmkVERL5ERbNIB8xbnk94iItv+PkEwJayUt2s2lHGnopqp6OIiIh0KyqaRY7TgZp6XsneyfnjBxLdK8TpOJ0qK9XTorF4Y7HDSURERLoXFc0ix+mlNTs5WNvAnACZANjcyPgIhsX2UV+ziIhICyqaRY6DtZb5y/MZOyCKjKS+TsfpdMYYzk1xs2xrKeVVtU7HERER6TZUNIsch7WF+9lYVMHsAJoA2FJWqpv6Rss7uXucjiIiItJtqGgWOQ7zPtlB79AgLswY6HQUnxk/KJoB0eFq0RAREWlGRbNIO+0/VMer63bx9YyBRIYH1gTA5lwuQ2aKmw+2lFBVW+90HBERkW5BRbNIO720ZifVdY3MnjzE6Sg+l5nipqa+kQ82lzgdRUREpFtQ0SzSDk0TANMGRZOWGO10HJ+blBxDTO8QbXQiIiLipaJZpB1W7Shjc3FlQC4zdzTBQS5mjkvg3dw91NY3Oh1HRETEcSqaRdph/vJ8IsKC+Vp64E4AbCkr1U1lTT1Lt+51OoqIiIjjVDSLtKG8qpbX1hdx4YSB9AkLdjpOlzlteCwRYcFaRUNERAQVzSJtem5VIbX1PWMCYHPhIUGcNSaexTnFNDRap+OIiIg4SkWzyDFYa5m/Ip8Jg5eG5d4AACAASURBVPsybmCU03G6XGZKAqUHa1m5fZ/TUURERBylolnkGJZv20deyUFmT+4ZEwBbOnN0PKHBLhblFDsdRURExFEqmkWOYd7yfCLDgzl/fM+ZANhcRFgw00bGsihnN9aqRUNERHouFc0irSg9UMObG4q4+KREeoUGOR3HMZkpbnaWH2LDzgqno4iIiDhGRbNIK55bVUhdg+0xazO35pyxCQS5DG/mFDkdRURExDEqmkWOorHRsmBFPpOSYxiZEOl0HEfF9AllytB+vLlBS8+JiEjPpaJZ5CiWbi1le2kVc6b0rGXmWpOV6mZryUE+31PpdBQRERFHqGgWOYr5K3YQ0zuErFS301G6hXPHeV4HraIhIiI9lYpmkRb2VFazOKeYi09KJDyk504AbM4dHc6EwX3VoiEiIj2WimaRFp5dWUh9o+XyHj4BsKXMFDfrd+6nsKzK6SgiIiJdTkWzSDNNEwBPHdaf4XERTsfpVjJT1KIhIiI9l4pmkWaWfFZCYdkhZmuU+UuGxvZhjDuSRTlq0RARkZ5HRbNIM/OW59O/T+jhUVU5UmaKm0+376OkssbpKCIiIl1KRbOI1+791by7aQ+zJiYRGqy/GkeTmeLGWng7Vy0aIiLSs6gyEPFa+GkBDY2WyycnOR2l2xo7IJLB/XprFQ0REelxVDSLAPUNjTz9aT5njIxlSP8+TsfptowxZKW6Wbp1LxXVdU7HERER6TIqmkWA9zeXULS/mjmaANimzBQ3dQ2W9zbtcTqKiIhIl1HRLALMX5FPXGQYM8YmOB2l25uQ1Jf4yDC1aIiISI+ioll6vMKyKt7bvIdLJyYREqS/Em1xuQznpiTw/uYSDtU2OB1HRESkS6hCkB5v4acFAFymCYDtlpUygEN1DSz5rMTpKCIiIl1CRbP0aHUNjSz8tIAzR8WRGNPb6Th+Y8qwfkT3CtFGJyIi0mOoaJYe7Z3cPeyprGH2lCFOR/ErIUEuzhmbwNsbi6lraHQ6joiIiM+paJYebd7yHbijwjlrdJzTUfxOZkoCFdX1fJJX6nQUERERn1PRLD1WfmkVH362l8smJxGsCYDHbdqoOHqFBGkVDRER6RFUKUiPteDTfFwGLp2kCYAdER4SxFlj4li8sZjGRut0HBEREZ9S0Sw9Um19I8+uLODsMQkMiO7ldBy/lZnipqSyhjUFZU5HERER8SkVzdIjLd64m70HarUD4Ak6e0w8oUEutWiIiEjA81nRbIxJMsa8Z4zJNcbkGGNu8d7fzxjzljHmM++fMb7KINKa+cvzGdS3F9NGaQLgiYgMD+G0Ef15M2c31qpFQ0REApcvR5rrgR9aa8cCpwDfM8aMA+4A3rHWjgTe8X4u0mXySg6wdGspl09OIshlnI7j97JS3BTsO8TGogqno4iIiPiMz4pma22RtXa193YlkAsMAr4OPOF92hPAhb7KIHI0C1bkE+wyfHOiJgB2hnPGJeAysCin2OkoIiIiPtMlPc3GmGRgArAcSLDWFoGnsAbiWznmOmPMSmPMypISbdUrnaO6roHnVhUyc1wC8VHhTscJCLERYUxK7sci9TWLiEgA83nRbIyJAJ4HbrXWtvv9W2vtP621E621E+Pi1HcqnWNRzm7KquqYrQmAnSor1c3m4krySg44HUVERMQnfFo0G2NC8BTM86y1L3jvLjbGDPA+PgDY48sMIs3N+ySfwf16M3V4rNNRAsq5KW5ALRoiIhK4fLl6hgEeBXKttfc2e+gV4Erv7SuBl32VQaS5z4orWbF9H7OnDMalCYCdalDfXoxPjObNHLVoiIhIYPLlSPNU4ArgbGNMtvfjPOAPwExjzGfATO/nIj43f0U+IUGGS05OdDpKQMpMcbO2oJyi/YecjiIiItLpfLl6xkfWWmOtHW+tzfB+/M9aW2qtnWGtHen9c5+vMog0qa5r4PlVhWSmuImNCHM6TkDKSvW0aCxWi4aIiAQg7QgoPcJr64qoqK7XBEAfGh4XwYj4CO0OKCIiAUlFs/QI85fvYFhsH04d1t/pKAEtK8XN8m2l7DtY63QUERGRTqWiWQJeblEFq/PLmT1lMJ75qeIrWaluGi28nasWDRERCSwqmiXgzV+eT2iwi4tP0gRAX0sZGMWgvr200YmIiAQcFc0S0Kpq63lpzU6+mjaAmD6hTscJeMYYslLdfPjZXg7U1DsdR0REpNOoaJaA9uraXVTWaAJgV8pMcVPb0Mh7m7RvkYiIBA4VzRLQ5i3PZ2R8BBOHxDgdpcc4eUgMsRGh2uhEREQCiopmCVgbdu5nXeF+TQDsYkEuw8xxbt7ftIfqugan44iIiHQKFc0SsOYtzyc8xMVFEzQBsKtlpbo5WNvAx5/vdTqKiIhIp1DRLAHpQE09r2Tv5PzxA4nuHeJ0nB7n1GH9iQwP1kYnIiISMFQ0S0B6ac1ODtY2aAKgQ0KDXcwYE89bucXUNzQ6HUdEROSEqWiWgGOtZf7yfMYOiGJCUl+n4/RYWaluyqvqWLFtn9NRRERETpiKZgk4awv3s7GoQhMAHTZtVBzhIS4WaRUNEREJACqaJeAs/LSA3qFBXJgx0OkoPVrv0GCmj4pjUU4xjY3W6TgiIiInREWzBJzleaVMHRFLZLgmADotM8XN7opq1haWOx1FRETkhKholoCyv6qOvL0HyVAvc7cwY0wCwS6jjU5ERMTvqWiWgJLtHdFU0dw9RPcO4dTh/Vm0YTfWqkVDRET8l4pmCSjZ+eUYA+MTo52OIl5ZqW62l1axpfiA01FEREQ6TEWzBJTsgjJGxEWon7kbmTkuAWPQRiciIuLXVDRLwLDWkl1QrtaMbiY+MpyTB8eor1lERPyaimYJGAX7DlFWVUfGYBXN3U1WqpvcogryS6ucjiIiPURDo2XVjn1a8lI6jYpmCRhrCsoATQLsjjJT3ADa6EREusxjH2/j4r8v4z8fb3M6igQIFc0SMLILyukVEsTohEino0gLSf16kzIwSi0aItIlausbefSjbRgDf3xzE+sL9zsdSQKAimYJGNkF5aQNiiY4SD/W3VFmiptVO8rYU1HtdBQRCXCvrt1F0f5q7v1mOv37hHHz02s4WFPvdCzxc6ouJCDU1jeSs6uC9CQtNdddZaV6WzQ2FjucREQCmbWWfy7JY3RCJBdmDOK+SzPYXnqQX72S43Q08XMqmiUg5BZVUFvfSEZSjNNRpBUj4yMYFtuHxWrREBEfen9LCZuLK7lu2jCMMZw6vD83nTWCZ1cV8sraXU7HEz+molkCQnaBdydArZzRbRljyEx1s2xrKeVVtU7HEZEA9cgHW3FHhfO19IGH77tlxkhOGtyXn7+wnoJ9WsVHOkZFswSEtQXlxEWGMTA63OkocgyZKW7qGy3v5O5xOoqIBKC1BeV8krePa04fSmjwFyVOcJCL+y+bAMAtT6+hvqHRqYjix1Q0S0Bo2tTEGON0FDmG8YOiGRAdrlU0RMQn/rkkj8jwYC6bnPSlx5L69ebui9JYnV/O/e985kA68XcqmsXv7a+qI2/vQa3P7AdcLkNmipslW0qoqtVMdhHpPDtKD/LGhiLmTBlCZHjIUZ9zQfpAZp2cyEPvfc6yraVdnFD8nYpm8XvZhZ5+5gkqmv1CZoqbmvpGPthc4nQUEQkg//5wG8EuF1dNTT7m8351QQpD+/fhtoXZlB3U/AppPxXN4vey88sxBtIStdycP5iUHEO/PqFq0RCRTlN6oIZnVhbwjQmDSIg69tyWPmHBPHD5BEoP1vCT59dhrbbZlvZR0Sx+L7ugjBFxEa2+HSfdS3CQi3PGxvNu7h5q6hucjiMiAeCJZTuoqW/k2mlD2/X81EHR/CRrDIs3FjNveb6P00mgUNEsfs1ae3gSoPiPrFQ3lTX1LFVPoYicoKraep5ctp1zxiYwIj6y3cddPXUo00bF8dvXNrJ5d6XvAkrAUNEsfi1/XxVlVXVan9nPnDY8loiwYBZtUIuGiJyYZ1cWUlZVxw3Thx3XcS6X4S+z0okMD+bmBWuortM7X3JsKprFrx3e1EQjzX4lPCSIs8bE89bGYhoa1U8oIh1T39DIvz7M46TBfZmY3O+4j4+LDOOeWelsLq7kd//L9UFCCSQqmsWvZReU0yskiNEJ7X9LTrqHrBQ3pQdrWbl9n9NRRMRPvbFhN4Vlh7h++vAOn+PM0fF85/Sh/HfZDhZrgrIcg4pm8WvZBeWkDYomOEg/yv7mzNFxhAa7tIqGiHSItZZHlmxlWGwfZo5NOKFz/ShrNCkDo/jx8+vYvb+6kxJKoFGlIX6rtr6RnF0V6mf2U33Cgpk2MpbFOcVa8klEjtvSraVs2FnBtdOG4XKd2G6wYcFBPHD5BGrqGrltYbbaxuSoVDSL38otqqC2vpH0RBXN/iozxc3O8kNs2FnhdBQR8TOPLMkjNiKMb0wY1CnnGx4Xwa+/nsKyvFL+8cHWTjmnBBYVzeK3Dk8C1Eiz3zpnbAJBLsObOUVORxERP7JxVwVLtpRw1dRkwkOCOu28s05O5PzxA7j3rS2szi/rtPNKYFDRLH4ru6CcuMgwBkYfe/cn6b5i+oQyZWg/3tTScyJyHP65ZCu9Q4P41pQhnXpeYwx3fyMNd1Q4tzy9horquk49v/g3Fc3it9Z6NzUx5sR62cRZWalutpYc5PM92lxARNpWWFbFq+uKuHzyYKJ7d/5OsNG9Qnjg8gx2lVfzixc3aM6FHOazotkY8x9jzB5jzIZm92UYYz4xxmQbY1YaYyb76voS2PZX1ZG396DWZw4A545zA2i0WUTa5T8fbccAV5/evi2zO+LkIf24dcZIXlm7i+dX7/TZdcS/+HKk+XEgq8V9fwJ+ba3NAO70fi5y3LILPf3ME1Q0+z13dDgTBvdlUU6x01FEpJvbX1XH05/m87X0gQzq28un17rxrBFMGdqPO1/ewLa9B316LfEPPiuarbVLgJa7Flggyns7Gtjlq+tLYMvOL8cYSEuMdjqKdIKsFDfrd+6nsKzK6Sgi0o09tXwHVbUNXDft+LbM7oggl+G+SzMICXJx84I11NY3+vya0r11dU/zrcCfjTEFwD3AT7v4+hIgsgvKGBkfQWR45/ezSdfLTPG0aGi0WURaU13XwGMfb2P6qDjGDohq+4BOMLBvL/548XjW79zPXxZv7pJrSvfV1UXzd4HbrLVJwG3Ao6090RhznbfveWVJSUmXBZTuz1pLdkG51mcOIMmxfRjjjmSR+ppFpBUvrN7J3gO1XN8Fo8zNZaW6mTNlMI8syWPJFtUjPVlXF81XAi94bz8LtDoR0Fr7T2vtRGvtxLi4uC4JJ/4hf18VZVV1Wp85wGSmuPl0xz5KKmucjiIi3UxDo+XfH+aRNiiaU4f37/Lr/+Kr4xgZH8EPnlnL3gP6N6qn6uqieRcw3Xv7bOCzLr6+BIDDm5poEmBAyUp1Yy28vk5THUTkSG9tLCZv70Gunz7MkWVGe4UG8eDsCVRU13H7s2tp1DbbPZIvl5xbACwDRhtjCo0x1wDXAn8xxqwFfgdc56vrS+DKLiinV0gQoxMinY4inWiMO5JJyTHc+9YW9lRUOx1HRLoJay2PLNlKUr9eZHnnPzhhjDuKX3x1LO9vLuGxpdsdyyHO8eXqGZdbawdYa0OstYnW2kettR9Za0+21qZba6dYa1f56voSuLILykkbFE1wkPbmCSTGGP548Xhq6hv52YvrtaGAiACwckcZa/LLufaMYY7/u3/FKUM4Z2wCf3xjExt27nc0i3Q9VR3iV2rrG8nZVaF+5gA1LC6CH2WO5u3cPbyUrQ0FRAQe+WArMb1DmHVyktNRMMbwp0vGE9MnhJufXkNVbb3TkaQLqWgWv5JbVEFtfaP6mQPYVVOHcvKQGH71yka1aYj0cJ8VV/J27h6+fWoyvUKDnI4DQL8+odz3zQy27T3Ib17d6HQc6UIqmsWvNE0CTFfRHLCCXJ6RnOq6Bn724ga1aYj0YP/6MI/wEBffPnWI01GOcNqIWL47fThPf1rA6+uKnI4jXURFs/iV7IJy4iLDGBgd7nQU8aHhcRHcfu5o3s4t5pW1Wk1DpCcqrqjmxTU7+ebEJPpHhDkd50tumzmKjKS+3PHCOu1m2kOoaBa/kl1QTkZSX0eWHJKudfXpQ5kwuC93vZLDnkq1aYj0NP/5eBsNjZbvnN61m5m0V0iQiwcum4C1cOvT2dQ3aJvtQKeiWfxGeVUt2/YeVD9zDxHkMvz5knSqahv4hdo0RHqUyuo65n+Sz1fSBjC4f2+n47RqcP/e3P2NVFbuKOOBdz93Oo74mIpm8RtrCz3L+0xQ0dxjjIiP4IczR7F4o9o0RHqSBSvyqayp7/Itszvi6xmDuOikQTz07mes2LbP6TjiQyqaxW9k55djDKQlRjsdRbrQd84YRkaSp01DW2yLBL7a+kb+89F2Th3Wn/GJ/jFI8puvpzK4X29ufXoN+6vqnI4jPqKiWfxGdkEZI+MjiAwPcTqKdKEgl+GeWeM9bRovadMTkUD3ytpd7K6o5vrp3X+UuUlEWDD3XzaBPZU13PHCOv07FaBUNItfsNYengQoPc+I+Eh+MHMUi3KKeU3LO4kErMZGyz+XbGWMO5Lpo+KcjnNc0pP68qPM0byxYTcLVhQ4HUd8QEWz+IX8fVWUVdVpfeYe7DunDyU9qS93vryBvQfUpiESiN7fsoctxQe4btowv1wl6dozhnHGyFh+81oOnxVXOh1HOtkxi2ZjzNnNbg9t8dhFvgol0lLTpiYaae65goNc3HPJeA7WNPDLl7SahkggeuSDPAZGh/O19IFOR+kQl8vwl1np9A4N5vsL1lBd1+B0JOlEbY0039Ps9vMtHvtFJ2cRadWa/HJ6hQQxOiHS6SjioJEJkdw6cyRvbNjN6+vVpiESSNbkl7F82z6uPn0oIUH++0Z4fFQ498waz6bdlfzhjU1Ox5FO1NZPpWnl9tE+F/GZtYXlpA2KJtiP/yGVznHdGcNIT4zmzpdz1KYhEkD+uSSPyPBgLps82OkoJ+zsMQlcNTWZx5du553cYqfjSCdpqwKxrdw+2uciPlFb30jOrgoyBqs1QzxtGn+elc6B6nruejnH6Tgi0gm27z3Imzm7ueKUIUSEBTsdp1Pc8ZUxjB0QxY+eW8eeCu1qGgjaKpqHGWNeMca82ux20+dD2zhWpFPkFlVQW9+ofmY5bFRCJLecM5LX1xfxulbTEPF7//owjxCXi7lTk52O0mnCgoN48PIMqmrrue2ZbBobNdbo79r6de7rzW7f0+Kxlp+L+IQmAcrRXD9tGG9u2M2dL2/glGH96B8R5nQkEemAvQdqeHZVIRedNIj4yHCn43SqEfGR/OprKdzxwnoeWZLHd88c7nQkOQHHHGm21n7Q/ANYClQAud7PRXwuu6Cc+MgwBkQH1j+mcmKCg1zcMyudiuo67nxFbRoi/uq/S7dT19DItX6wZXZHXDopifPS3Pxl8ebDg0Din9pacu4fxpgU7+1oYC3wX2CNMebyLsgnQnZBOelJff1yzU7xrdHuSG6ZMZLX1xXxP62mIeJ3DtbU88SyHcwcm8DwuAin4/iEMYbff2M8CVHh3PL0Giqrtc22v2qrp/kMa23TEM5VwBZrbRpwMvBjnyYTAcqratm296BaM6RV108fTuqgKH750gb2Hax1Oo6IHIdnVhaw/1CdX22Z3RHRvUP462UZFOyr4k5NYPZbbRXNzf8Hmgm8BGCt3e2zRCLNNL2VNUFFs7QipFmbxl1q0xDxG/UNjfz7w21MHBLDyUP6OR3H5yYl9+PmGSN5cc1OXlxT6HQc6YC2iuZyY8z5xpgJwFTgTQBjTDDQy9fhRNYW7McYSEuMdjqKdGNj3FHcfPZIXl27izc3qE1DxB+8vr6IneWHuH56z5kcd9NZI5iUHMMvXtzAjtKDTseR49RW0Xw9cBPwGHBrsxHmGcDrvgwmApBdUMbI+Agiw0OcjiLd3A1nDidlYBS/eGkDZWrTEOnWrLU88kEew+P6MGNMvNNxukxwkIu/XjaBIJfh5gVrqK1vdDqSHIe2Vs/YYq3NstZmWGsfb3b/ImvtD32eTno0ay3ZBeXqZ5Z2aWrTKK9Sm4ZId/fx56VsLKrgumnDcLl61iTvQX178YeLx7O2cD/3vrXF6ThyHI65TrMx5oFjPW6tvblz44h8IX9fFWVVdWQkxTgdRfzE2AFRfP/skdz39hbOSxtAVqrb6UgichSPLNlKXGQYF04Y5HQUR5yXNoDLJyfxyJKtnDEylqkjYp2OJO3QVnvGDcDpwC5gJbCqxYeIzzRNAkxPUj+ztN+NZw1n3AC1aYh0Vxt27ufDz/Zy9dShhAUHOR3HMb88fxzDYvtw28JsSg/UOB1H2qGtonkA8E8gE7gCCAFesdY+Ya19wtfhpGdbk19Or5AgRidEOh1F/MgXbRq1/PpVtWmIdDf/+jCPPqFBzJ4y2OkojuodGsyDl59EeVUdP3puHdZqm+3urq2e5lJr7T+stWcBc4G+QI4x5oquCCc9W3ZBOWmDogkOaut3O5EjjRsYxU1nj+Cl7F0sztEKmSLdRcG+Kl5bV8TsKYOJ7qUJ3uMGRvHT88bw7qY9PLF0u9NxpA3tqkaMMScBtwLfAt5ArRniYzX1DWzcVUHGYE0ClI658cwRjB0Qxc9f2kB5ldo0RLqDRz/ahgGuPn2o01G6jbmnJXP2mHh+98YmcosqnI4jx9DWNtq/NsasAn4AfABMtNZeY63d2CXppMfaVFRJbUOjVs6QDgsNdnHPrPGUHazl16/qnywRp5UdrGXhpwVckDGQAdHa6qGJMYY/XzKe6F4hfH/BGg7VNjgdSVrR1kjzL4FoIB34PbDaGLPOGLPeGLPO5+mkx2qaBNiji+b6Gji4F0q3wq5s2LYENr0OG1+BCm3g0R4pA6O58awRvLhmJ29tLHY6jkiP9tQnOzhU18B10wJ7y+yO6B8Rxr3fTOfzPQf4zWv6Jb+7OuaSc4DePxFHZBeUEx8ZxoDocKejHL/GBqip9H5UeP6srvDebv5588f3f/mxhjZmU/cfCUOneT6Sz4A+/bvm6/MzN501gsU5u/nZi+uZlBxD396hTkcS6XGq6xp4fOl2zhodxxh3lNNxuqUzRsZx/fRhPPJBHtNHxZKVOsDpSNLCMYtma+2Oo91vjAkCLgOO+rjIiWra1MSYLlz03lqoO9TOQrfiyM+b36490Pa1jAvCIiEs2vNneBREJHgK4abPw7wf4VHe53r/bGyA/KWeked1C2Hlo55zJqR9UUQPOc1znHjbNNL5+sMf85vXNnLvNzOcjiTS4zy/upDSg7VcN63nbJndET+cOZplW0v58XPrSEvsy6C+amPpTtra3CQK+B4wCHgFeAvPttq3A9nAPF8HlJ6nvKqWbXsPcsnJiR07QXUF7F7XzhHeCqjZ/8XIcGN92+cP6dOssPUWs5EDjix0jyh8IyE8+sjCN7QPnMgvBIknw2nfh4Y62LUGtn0A2z70FNCfPAwmCAZO8BbRZ0DSKRDau+PX83Opg6L53pnDeeDdz/lq2gBmjE1wOpJIj9HQaPnXkjzSE6M5ZVg/p+N0a6HBLh64bAJffeBDbns6mwXXnUJQD9sxsTtrqz3jSaAMWAZ8B/gREAp83Vqb7eNs0kM19TNP6Gg/84vXw+b/ffl+V0iLUdso6JsEYeNaFLotRoCbPxYaCUFt/bXpQkEhkDTZ8zHtR1BXDYWfekahty2BpQ/AR/dCUCgkTvpiJHrQRAjuWW0KN509ksUbi/nZi+tZPKQf0b213JVIV1ics5vtpVX8bc5JXfvuoZ9Kju3Dby9M5QfPrOWhdz/nlnNGOh1JvNr633+YtTYNwBjzb2AvMNhaW+nzZNJjZReUYwykJXZgJ8CaSvj8bRh/GUy5vll7QxQEh53Y6K4/CAn3jCwPPQP4OdQcgPxPvCPRS+D9P8D7v4eQ3jD4lC+KaHd69/plwAdCg138+ZJ0Lvzbx/z29Y3cMyvd6UgiAc9ayz+W5DGkf28yU7StfXtddFIiS7aUcP87W5g6oj8TkzVC3x209b9kXdMNa22DMWabCmbxtbUF5YyMjyAyvAMjgVvfhYZaOOkKGHRS54fzN2ERMPIczwfAoTLYsfSLkei3f+V9XjQkT/VMKBw6DeLHgSvwNpVJS4zmu9OH89B7n3Nempuzx6hNQ8SXVmzbx9qCcn57YaraDI7Tby9MZXV+Obc8nc3/bjlDm8F0A20VzenGmKaVtg3Qy/u5Aay1VjONpFNZa8kuKGfmuA4WM5v+B71iPD288mW9YmDMVz0fAAf2wPYPvyiim9paevf/ooAeOh36Dw+YUfrvzxjBWxuL+ekL61l8Wz/9RyTiQ48syaN/n1BmdXSOSg8WGR7C/ZdlMOsfy/jZC+t5aPYEtbc4rK3VM4K6KogIQP6+Ksqq6shIijn+gxvq4bNFMDIz4FsNOk1EPKRe7PkAKC84soje+JLn/siBX7RyDD0D+g52LvMJCgsO4s+zxvONvy3l/17byJ/VpiHiE1uKK3l30x5uO2cU4SEqJzpiwuAYfnDuKP705mamrYzl0kn++29vIFBlId3KCW1qUvCJp/1gzHmdnKoH6ZsEGbM9H9bCvrwvCujP34Z1T3ueF5P8xSh08hkQ6V9tDuMT+3LD9GE8/N5Wzhs/gLNGxzsdSSTg/HNJHr1Cgvj2qUOcjuLXbpg2nI8+28uvXtnIyUP6MSI+wulIPVbgNS2KX1uTX06vkCBGJXTgH4VN//OsEjF8RucH64mM8bRlTLwKZj0GP/ocvrsMsv4I8SmQ8zI8fw38ZRQ8PAX+9yPIfRWq9jmdvF1unjGSkfER/PT59VRU17V9gIi02+791bycvZNLJyUR06dnrdTT2Vwuw32XZhAe4uLmBWuoqdc2205R0SzdSnZBOWmDogkOOs4fanUwzgAAIABJREFUTWth8+uekc8w/RbuE8ZAwjg45Qa4fD78ZBtc+x7M/A1EJ8Kap2Dht+BPw+CRabDo57BlsWdFk24oLDiIe2als6eymrtfy3U6jkhAeezjbTQ0Wq45XRsLd4aEqHD+fEk6G4sq+OMbm52O02OpPUO6jZr6BjbuqmDu1OTjP7hkE5Rth6m3dHYsaY0ryLNCyaCTPK97fS3sWv1FO8eKf8KyhzwbrQw6+Yue6KTJENI9drlKT+rL9dOH8/f3t/KVNDdnqk1D5IRVVNcxb3k+Xx0/kKR+/8/efYc3dSUNHP5dyb2Cqyg2LriATe+9Y0NIJb0nBAjpPdndZMu3m930bCqBAOllk5AOmB56TWJCsw3YgEyzMQiDjavu98chDQLYIOlK1rzPw2MiyTpDkMXo3Dkz3jtUydGGt4/lpj5tmLGiiAGpUVJWZgDZaRZuY+u+o9TU28+tnjlvlvqaOsqxQYmG8/FTvZ8HPQI3fwuP7YYbv4L+9wE6LH8R3r0InmoDb4+BJc/C7jVqqqGB7v25TONzKdMQwhE+XLObY9V1TByYZHQoTc6fRrcj3RLKQ59soORoldHheB2nJc2aps3QNK1E07RNJ91+t6Zp+ZqmbdY07RlnrS88z4bzOQSYPwdadoWwFg6OSpwz30BIGgzD/gq3LYBHd8K1n0LP8VB1BBY/CTNGqiT6/bGw4iU1ElzXXRpmgK+ZZ6/oxIHyKv49S8o0hDgf1XX1vLWiiH5tI8lsdQ4DqsQZBfiaeeWaLhyrruPBTzZgt7v2/dLbOXOn+W0g+7c3aJo2BLgY6KjregbwnBPXP2+19XajQ/AquVYbMaH+tAgPaNw3Ht0Pe9ZL1wx3FxAGqSMh60m4fRk8UghXvqc6ddisMP+vMHUwzHvc5aF1jmvGhIHJfLzOytKCUpevL0RT8VXuXg6UVzNxYLLRoTRZKbGh/PXC9izbdpB3V+00Ohyv4rSkWdf1pcDJx+gnAU/pul594jElzlr/fH29YS/d/jmfQxU1RofiNXKtNjrHNWt88/b8OeprmiTNHiUoAtpfBBc8B3ethQfzocv1qg56+wKXh3Pf8BSSo4N5bOZPHJUyDSEazW7Xmbq0kHYtwhiQEmV0OE3atT3j6d82ipcWbpOyMhdydU1zKjBA07Q1mqYt0TStx+keqGnaBE3T1muatr601PU7P0lRwZRX1bFg6wGXr+2NbJU1FB2soHP8OZZmNGujRj8LzxVqgdHPQXQ7+PIOqDjo0uV/LtPYX17Fv2fnuXRtIZqCxfklbC85xsSBSTK5zsk0TeOxUekcrqzlzaWFRofjNVydNPsAzYHewMPAJ9ppfrJ0XZ+q63p3Xde7R0dHuzJGADJahtGqWSBzN+13+dre6JehJq0bmTRXH4PC79RYaHmT9ny+gTB2mhpS8/XdLq9v7hrfnPEDkvho7W6WbZMyDSEaY8qSQlo1C+SCjnK2xBUyW4VzYaeWTFtWREm5HAp0BVcnzcXA57qyFrADbnkNR9M0sjMtLNt2kGPVdUaH0+TlWm1oGnRo3ciDIzsWQX01pEnXjCbDkgnD/wH5s+H7t1y+/P0jUkmKDuaxmRulTEOIBvph92HW7jzEuP6J+Da2z744Zw+OSKW23s5LC7cZHYpXcPUr+0tgKICmaamAH+Daa7CNkJ1poabezuI8ty29bjJyrTZSYkIIDfBt3Dfmz4GAZhDfxzmBCWP0uh2Sh0LOn6G0wKVLB/iqoSf7jhznP3OkTEOIhpi6pJDwQF+u6hFndCheJSEqmGt7xfPxOiuFpceMDqfJc2bLuY+AVUCapmnFmqaNA2YASSfa0H0M3KTrLr7+2ghd45sTFeLP3M1SouFMuq6z4cQhwEapr4OCHEgZCeZGJtvCvZlMcMlkVa4xc5wanOJCXeObc9uAJD5cs5vl29z2c70QbqGw9Bhzt+znht5tCPaXmWmudvfQFPx9TDw/z7UbDN7Imd0zrtF1vYWu6766rrfWdX26rus1uq5fr+t6pq7rXXVdX+Ss9R3BbNIYmRHL4rwSqmpl1ruz7D5UyeHKWjrHNW/cNxavheOHpNVcUxVqgYtfhf0/weJ/uXz5B0akkhQVzKMzf5ISLSHO4M1lRfiaTdzUN8HoULxSdKg/tw1IYtbGfb/MOxDOIYVHZ5GVYaGipp4V22W3yVlyz3WoSd4sMPtB2+FOiEq4hfQLoNstsOJlKFzi0qVVN42O7D1ynKfmyNATIf5I6dFqZv5QzNiurYkO9Tc6HK81fkAikcF+PJ2ThxtfwPd4kjSfRZ+kSEIDfMiRLhpO8+NuG4G+ZlJjQxr+TbquDoolDAD/UOcFJ4yX9SREtoUvbofKk1u/O1e3NhGM65fI+6t3s1I+OAtxindW7qS23s74AYlGh+LVQgN8uWtoW1buKGOZlJQ5jSTNZ+HnY2J4u1jmbz1AnUwIdIpcq40OrcPxacyJ64MFcKhQSjO8gV8wjH0TKkrg2/tc3obuwZFpJEYF8/BnUqYhxG9VVNfx3updZLW3kBTdiE0P4RTX9oonLiKQp+bkyXhtJ5GkuQGyMizYKmtZW+TaXS5vUF1Xz5a95edWmgGQKq3mvELLLjD0cdjyFeR+6NKlA/3MPHu5KtN4WrppCPGL/62zcuR4LRMGJRkdigD8fcw8OCKNLfvK+eanvUaH0yRJ0twAg1KjCfA1SRcNJ9i67yg19fbGJ835c6BFZwhv5ZzAhPvpe48qx5nzCJTtcOnS3RMiuLVfIu+t3sXKHXLpU4jaejvTlxfRMyGCrvGNPMQtnOaiTi1p1yKM5+blU1MnV8cdTZLmBgj0MzMoNZq5mw/IJQ8Hy919GGjkIcBjJVC8Th0SE97DZIZL31BfP58A9a4dPPLQyDQSIoN4dOZPVEiZhvBys37axx7bcSbKLrNbMZk0Hs1Ow3roOB+u2WV0OE2OJM0NlJ1pYX95FRuKpZ2LI20oPkJMqD8twgMa/k35cwBdpgB6o/DWcOFLsGc9LHnGpUsH+pl55vJOFB8+zjM5UqYhvJeu60xZWkjbmBCGpMUYHY44yaDUaPokRfLKou1yDsPBJGluoKHpsfiYNHKkRMOhck8MNdE0reHflD8HwuMhNtN5gQn3lXEpdL4Olj0Hu1a5dOmeiRHc3DeBd1btYtWOMpeuLYS7WLbtIFv3lTNhYBImUyPeu4VLaJrGY6PSKauo4c2lhUaH06RI0txA4YG+9G0bxdxN+6UHooPYKmsoOlhB5/hGlGbUVEDhYtU1ozGJtmhaRj0NzeJVmUbVEZcu/XBWGm0ig3hk5gYqa2QXR3ifKUt3EBvmz8WdWxodijiNTnHNGN3BwrRlhZQerTY6nCZD5l02QnaGhT9/sZGCA8dIs0hv4PN1TkNNdiyGuiopzfB2/qFw2TSYkQWzHlIt6VwkyM+HZy/vxFVTV/FMTj5/vyjDZWuLs9N1ndp6neq6eqrr7OpX7Wl+X1dPzWlur6799fe19Tp9kyO5pEsrfBvTGrMJ2rTnCCu2l/HYqHT8fcxGhyPO4KGRaczdfIBXF23jHxfLlVlHkKS5EUa0j+UvX24kZ9N+SZodINdqQ9OgY+tGJM35c8A/HNr0c15gwjPE9YDBj8HiJyFlBHS80mVL90yM4KY+Cby9cifZmRZ6J0W6bG13Z7fr1NTbTySd9b8knlW1f5ConiVZVffbTzxf/Sm3ny4xPl8+Jg1/HxP+vmb8fUzU23W++HEP/12wjdsHJ3NFt9YE+HpnwjhlaSEh/j5c2yve6FDEWSRFh3BVjzg+XLubW/sn0iYy2OiQPJ4kzY0QHepP9zbNydm8n3uHpxgdjsfLtdpIiQkhxL+BL0N7PRTkqATJ7Ovc4IRn6P8AbF8Isx6EuF7QvI3Lln4kO41FeSU8OvMn5tw7gCA/73s73Ws7zqK8EhbnlbB+12GO19RT44AhUH4+JpW0+pjw91GJq99vktgQfx8ig834+/7+Mb/88jX//vtPfpzvSc/7m9v9zKZTBi3pus7i/BJeXbSdJ77cxCsLtzFhYBLX9or3qr9366FKZv20l/EDkggLkPdgT3DfsBS++GEPz88r4OVruhgdjsfznp92B8nKsPCvWVvZVVYhn9rOg67rbLDaGNE+tuHfVLwOKg/KFEDxK7MPXDYFJveHLybCzbNUSzoXCPLz4ZnLO3L11NU8Ozefv13Y9Ms06u06uVYbi/IOsCivlK37ygGIiwhkdIcWNAvyPW1y+rsE9UxJrNnkdofLNE1jaHosQ9JiWFVYxquLtvOvWVt5bfF2xvVP5IY+CYQHNv0kcvryIswmjVv6ychsTxETFsCt/RN4bfEOJgxMIrNVuNEheTRJmhvp56R57ub9TBiYbHQ4HmtXWSWHK2vpHNeIpvh5s8DkC22HOy8w4XmaJ8AFz8MXE2D5CzDwYZct3Tspkpv6tOHtlTsZldmCnokRLlvbVY4cr2XZtlIWbS3hu4JSDlXUYDZpdG/TnD+PTmdoegzJ0SGN64DjoTRNo29yFH2To/h+12FeW7yd5+YVMGVJITf1TeDW/olEBPsZHaZTHKqo4eN1u7m4cyssjWkRKgw3cVAyH6zZzdM5ebw3rpfR4Xg0SZobKS4iiMxWYczdfECS5vPwc7/rRh0CzJ8NCf0hQD4pi5N0vBK2zYPF/4GkodC6m8uWfiQ7nUX5JTz82QZy7h1IoJ9n17rquk7hwQoWbS1hYd4B1u88TJ1dp1mQL0PSYhiaHsPAlGjCg5r+zuqZdGvTnBk392Dz3iO8vngHr323nenLi7i2VzwTBiYRG9a0Esv3Vu2iqtbOhIEyzMTThAX4cteQtvxr1lZWbD9Iv7ZRRofksSRpPgdZ7S08P7+AkvIqYprYG6Or/LjbRqCvmdTYkIZ9w8FtULYdet3u3MCEZ9I0tdtsXQMzx8Hty8G/ga+t8xTs78MzYztxzZuqTOOvF7Z3ybqOVFNnZ23RIRbmHWBRXgm7yioBSLeEMmFgEsPaxdA5rjlmNyubcAcZLcN57bqubC85yuvf7eDtlTt5b9UurujemtsHJRMXEWR0iOetqraed1btZGh6DKmxcgjeE13fuw1vrdjJU3Py+OrOfm5XAuUpJGk+B9mZKmmeu+UAN/R23cGjpiTXaqND6/BTDtycVt4s9VVazYnTCWwGl02Fty+AnEfh4tdctnSf5Ehu7NOGt1YWMaqDhR4J7l+mUXq0msX5JSzaWsKybaVU1NTj72Oib3Iktw1IYmh6DK2aBRodpsdoGxPKC1d25r5hqbyxdAefri/m43VWLuncijuGJJMc7ZoPcc7w6ffFHKqoYaLsMnusAF8zD4xI5cFPNzB70z7GdJQe2+dC84RBHd27d9fXr19vdBi/0HWdYS8soWV4IO/fJvVBjVVdV0+Hv83jln4J/Gl0u4Z90/SRUHscbl/m3OCE51v4TzUt8Ip3IOMSly1bUV1H1n+X4ms2MfueAW5XpmG362zeW86ivBIW5R1gQ7EaCmMJC2BouxiGpcfQNznK7eL2VPuPVDF1aSEfrt1FdZ2d0ZktuHNIW9q3DDM6tEapt+sMff47mgf58cUdfb2idr2pqrfrjH5pGdV19cx/YJDX9xw/E03Tvtd1vfvJt8tO8znQNI3sDAtTlhZiq6yhWVDTPPjhLFv3HaWm3k6nhtYzHysF61rVk1eIsxn8GOxYBN/cC617QHgrlyyryjQ6cu20NTw/L5/HxxhfplFRXcfy7QdZnFfCorwSSo5Wo2nqLMFDI1MZmh5Luxahkgg5gSU8gL9e2J47hiQzY3kR767axayN+xiWHsOdQ9vSNb4Rh6ANNHfzfnaVVfJYdrq8Tjyc2aTx6Kg0bn17PR+vs8qV8nMgSfM5ys608Pp3O1i4tYSx3VobHY5Hyd19GGjEIcCCHECX0gzRMGZfGDsN3hig2tDd+DWYXLOj0rdtFNf3jmf6iiKyMy10N6BMY3dZJYvyDrAwr4Q1hYeoqbcT6u/DwNRohqbHMDgtmsgQf5fH5a2iQvx5JDudiQOTeWfVTmasKOKy11fSr20kdw1JoXdShNsmo7quM2XJDhIigxiZYTE6HOEAQ9Ji6JkQwUsLtnFZl1YEN3ROggAkaT5nHVqF0zI8gJzN+yVpbqRcq42YUH9aNLRtUf4cCI8DS0fnBiaajshkGPU0fH0XrHoF+t3rsqUfG9WOxXmlPPyZGnri7MlxdfV2vt91mEV5JSzMK2F7yTEAkqKCubFPG4a2i6FHQoRcijVYeJAv9wxLYVz/RD5cs5upywq55s3VdGvTnLuGtGVwWrTbJc+rCw+xofgIT16aKYdAmwhN03h0VDpjJ69kxvIi7h4mg9oaQ5Lmc6RpGiMzLHy0djcV1XXyaa0RNhQfoXNcs4b9A1FTqS61d71BdUgQoqG6XA/b5qoa58RB0LKzS5YN8ffh2ct/LdP4ywWOL9M4XFHDkoJSFuaVsCS/hPKqOnzNGj0TI7imZzxD02NIjJLhS+4o2N+H8QOTuKFPGz5db+WNJYXc8vY6MlqGcdeQtmRlWNyms8HUpTuIDPZjbFfZGGpKurVpzsj2sUxZWsh1vds02d7iziCZ3nnIzrTw9sqdLCkoZXSHFkaH4xFslTUUHazgiu4NfBMu/A7qjktphmg8TYMLX4bivjDzNpi4FPxc0/6rb9sorusVz7TlqkyjW5vzK9PQdZ2CA8dUS7itJfyw+zB2HaJC/BiZYWFYegz9U6IIldHGHiPA18wNfRK4qkc8X+buYfJ3O5j0wQ+kxIRwx5BkLuzYsuHdhZwgf/9RFueX8uCIVKdfLRGu90h2GiNfXMqri7Z7ZJtMo0jSfB56JEQQGexHzqb9kjQ3UK61kUNN8meDfxi06e/EqESTFRQBl74B714M8x6HMS+4bOk/jW7Hd/mqTGP2PY0v06iqrWdVYRmLtqpDfHtsxwHIbKV2JIe2i6Vjq3C32ZUU58bPx8SV3eMY27U1szbu47VF27n/fxt4cf42Jg1O5rKurfD3cX3SOnVpIYG+Zm7oI4fFmqK2MaFc2T2O91fv4pZ+CU2in7grSNJ8HswmjRHtY5n10z6q6+oNeWPzNLlWG5oGHVs3IGm216tDgCkjwEcuH4lzlDQY+t4NK19RryUXXbUI8ffh6bEduX76Gl6cX9Cg9or7j1T90hJu+faDVNXaCfQ10z8liruGtmVIWoyMMG6izCaNizq1ZEyHFizYeoBXF2/nT59v5KUF25g4KImre8S7rB3gviPH+Sp3D9f3biPdoZqw+4an8sWPe3hxfgEvXOWa8jVPJ0nzecrKsPDxOisrd5QxJC3G6HDcXq7VRmpMKCENqQHf8z1UlELaaOcHJpq2oU+oUp+v7oRJqyA01iXL9k+J4pqe8by5rJCsTMspbcbq7Tobim2/7CZv2VcOQOvmgVzVPY4h6TH0ToqUy+NexGRS52VGtI9l2baDvLpoO//4ZguvLtrObQOSuL53vNPLcGYsL0IHxvVPdOo6wliW8ABu6ZfIlKU7GD8wiXYtPKuHuBEkaT5PfdtGEuLvw9xN+yVpPgtd19lgtTGifQMTlrxZYPKBtsOdG5ho+nz8Yex0mDIQvpwE133msjZ0fx6dztKCUh7+dAOz7hlATb2dZQUHWZh3gCX5pZRV1GDSoHubCB4blc7Q9BhSYkLcrpOCcC1N0xiYGs3A1GjWFh3i1cXbeTonj8nfbefmfonc2i/BKbvAR47X8tFaK2M6tpBL9l5g0qBkPlyzi2dy8njrlp5Gh+P2JGk+T/4+ZoamxzBvywGevFSXtjxnsKusksOVtXSOa2BT//zZ0KafGo8sxPmKToOsJ2HWg7B2KvS+3SXLhgb48tTYDtwwfS2jXlqG9VAldXad8EBfBqep3smDUqPlMrg4rZ6JEbyb2JMNVhuvLd7Oywu3MX1ZIdf3bsO4AYnEhDquZOfDNbs5Vl3HBBmZ7RXCg3y5c0hb/jMnj9WFZfROijQ6JLcmjTsdIDvTwqGKGtbtPGR0KG6tUYcAD26HgwWQfoGToxJepfs4SM2G+X+FA5tdtuyAlGgmDkzC38fEbQOS+GRiH75/fDgvXd2Fizu3koRZNEinuGZMvbE7OfcNYFi7WN5cVsiApxfzt682/XJQ9HxU19UzY0URA1KiyGgZ7oCIhSe4qW8CLcIDeGpOHrquGx2OW5Ok2QEGpUbj72Ni7ub9Rofi1nKtNgJ9zaTGhpz9wfmz1VdpNSccSdPgolchIFy1oautctnSfxrdjpz7BvLYqHR6JkYY2k5MeLZ0SxgvX9OFhQ8O5uLOLflgzW4GP7uYRz/7iZ0HK875eb/6cS+lR6uZODDZgdEKdxfga+b+4ankWm2Sx5yFvGs7QLC/DwNSopm7ab98SjuDXKuNDq3DG5Ys5M+G2A7QLN75gQnvEhINl0yGki2w4O9GR9M0HD8MGz9z6YcQAYlRwTxzeSe+e3gw1/SM54vcPQx9/jvu/fhHCg4cbdRz2e06U5buoH2LMPq1lUv03uayrq1oGxPCM3Pzqau3Gx2O25Kk2UGyMy3sPVLFxj1HjA7FLVXX1bNlbzldGlKaUXEQrGsgXbpmCCdJGQ49J8KaybBtgdHReLaiZTC5H8wcB1MGgHWt0RF5ndbNg/i/izNZ/sgQbhuQxPwtBxj54lImvreejcUN+zdpYV4JO0ormDgoSQ6heiEfs4lHstIoLK3g0++LjQ7HbUnS7CDD28VgNmnkbJJLG39k676j1NTbG1bPXDAXdLuUZgjnGvEPiG6numlUHDQ6Gs9TV6Nqw9+5EHwCYMyLUHscpo+EnD9DTaXREXqdmLAA/jy6HSseHco9w1JYtaOMC19dzo0z1p71zM3UpTto1SyQC2RQl9ca0T6Wbm2a8+L8Ao7X1BsdjluSpNlBmgX50ScpkhypB/pDubsPA9A5vgFJc/5sCGsFLaTZunAi30AYOw2qbPD13SClVQ1XWgDTh8OKl6DrjXD7Muh+K9yxCnqMg9WvweQ+ULTU6Ei9UvNgPx4YkcqKx4bySHYam/cc4Yo3VnHllFUs21Z6Shnh97sOsW7nYW4bkCi19l5M0zQeG5VOydFq3lpZZHQ4bkl+OhwoK9NCYWkF20saV0vmDXKtNmJC/bGEnaU1Uu1x2LFI7TLLJULhbJZMGP4P9UHt+7eMjsb96Tqsm6b6XduscNUHcNHL4Bes7vcPhQueh5tnAZrahf72fqgqNzRsbxUa4Msdg9uy/NGh/HVMe3aVVXDD9LVc8toK5m85gN2ukucpSwppFuTLVT3iDI5YGK1HQgTD28Uw+bsd2CprjA7H7UjS7EAjTwztkBKNU+VabXSOa3b2WrnCJVBbKaUZwnV63Q7JQ1VJQWmB0dG4r2Ol8NHVqs91mz4waSW0G/PHj03or+7vcxesfwte7yO14wYK9DNza/9Elj4yhH9f2oFDlTWMf3c9o19exvTlRczfeoAbe7chyE9GNwh4OCudY9V1vP7dDqNDcTuSNDtQbFgAXeObSYnGSQ5X1LCzrLLhpRl+oZAwwPmBCQFqMuAlk1W5xsxxqlZX/N62+arcYsdiyH4KrpsJYWepffULUsNkxs1XO9EfjIUv71CdNoQh/H3MXNsrnsUPDuaFKztRW2/nn99uwc9s4sa+CUaHJ9xEmiWUsV1b8/bKnQ7p/92USNLsYNmZFjbtKcd6SA7B/GxDcQOHmtjtUJCjOhv4+LsgMiFOCLXAxa/C/p9g8b+MjsZ91B6H2Q/DB5dDcDRMWAy9JzVuBHlcD1XzPOAh2PAxvNYLtn7rvJjFWfmYTVzWtTXz7x/EG9d3Y/L1XYkKaSLvuZWHYPdq+P5tdfXoi9th9xqjo/I4949IBeC/8+Xq22/JtRgHy8qw8O/ZeczdvJ/bBsgYUlClGZoGHVufJWne8z0cOwBp0mpOGCD9Auh2C6x4GZKHQdIgoyMy1r6f4PPxUJoHve+AYX8D33Mc1+zjD8OegPYXwZd3wv+ug4zLYPSzEBzl2LhFg5lMGtmZFqPDaDxdh6P74WA+lJ74dbBAvVYrSn99nE8AmP1hw0eQdgEM+yvEpBsXtwdp1SyQm/q0YfryIsYPTCI1NtTokNyCJM0O1iYymHYtwpi3+YAkzSfkWm2kxoQS4n+Wl1v+bNDMkDLCNYEJcbKsJ2HncrU7NWkFBEUYHZHr2e2w6lVY9E8IbA7Xfw5thznmuVt0UrvVy/8LS56GoiUw6hnIHCsHf8Wp7Haw7TqREP+cHOerswfVv+k/7R8O0amQmgVRaRB94ld4PNQdh9Wvqw/Dk/tAp2thyJ8gvLVxfy4Pccfgtny8zsozOflMu6m70eG4BUmanSArI5aXFm6j9Gg10aFN5JLXOdJ1nQ1WGyPbN2A3I382tOmr/qEWwgh+wTD2TZg2HL65F65817uSufK96gND0RJIHwMXvgzBDp4OZ/aFQQ+rQ4Rf3anqyDd9rrpunK1OWjRNdTVwqPDXhLg0T/3+4HaV9P4sOEYlwx0uh+h0lShHpanyqtP9nPoFw8CHodutsPwFWDsVNn4KPcfDgAe984NxAzUP9uP2Qck8OzefdTsP0SNB/l9J0uwE2ZkW/rtgG/O3HODaXt49BnpXWSWHK2vpdLZ65rId6o2y280uiUuI02rZBYY+rkZs534AXa43OiLX2PIVfH0P1NeoZLnrjc79wBDTTh0SXP06LPoXvN4Lsv4Dna/1rg8q3qSmEsq2nbRrnK8SZnvdr48Lj1cJccLAX3eNo1LPL8ENjlRXknpNhMX/gVWvwQ/vQf97odckdXBVnOLWfom8s3InT83J47Pb+3j9tEhJmp0gLTaUhMggcjbv9/qkOdfawEOA+XPUV2k1J9xB33tg+0KY/QjE94HIZKMjcp7qozDnMch9X31guGwaRLV1zdomM/S9W51j+Oou+OoO2DQTLvwvNPPu906Pdtz2a43xb+uNbVbVdqV2AAAgAElEQVTgxGAVzQwRSSohTh/z685xZAr4hzgvtmbxcOlk9bpb+H/q15qpMPhR6HKDuhIifhHoZ+a+4an8+YuNLNhawogTrXW9lXbyZCCHPbGmzQDGACW6rmeedN9DwLNAtK7rZ51f2717d339+vVOidNZ/jNnK9OXFfH9EyMID/TeH8K/f72Z/62zsvHvI888aeqt0eqN9o6VrgtOiDM5UgyT+6p/xG/NaZr/mFrXqcN+h3eqS9WDHzPuz2m3w/rpMP9vaqd5xD/UJfXGdOoQrqPrcKzkpMN4J8orjv2m7arZH6JSTuwW/6beOCLJPbok7VqlripZV0NE8okDq5fI1Y7fqKu3M/LFpZhNGjn3DcRsavr/bzRN+17X9VMKuZ250/w28Crw7kmBxAEjgN1OXNtw2RkWpiwpZHFeCZd0aWV0OIbJtdro0Dr8zAlz5SHYvUr9oy2EuwhvDRe+BJ/eDEuegaF/MToix6mvg2XPq8N4Ya3glhPnCYxkMqk605SRqp581oOw6Qs1cbAp7/S7O7sdjlh/cxgv79ffV9l+fZxfqNopbjtMlVL8nBw3a6OuKLirNn3Uh+KCHFjwD/Xz3rILDP87JA02NDR34WM28XBWGpM++IGZPxRzZXfvnRzptKRZ1/WlmqYl/MFdLwKPAF85a2130Kl1M2LD/MnZtN9rk+bqunq27C3nln4JZ35gwVzQ7dJqTrifjEvVYI9lz6mpgW36GB3R+TtUBF9MBOsa6HAlXPAcBIQbHdWvmreBG76AH9+HuX+Byf3U7l+v2907+fJ09XVwuOjUkoqD29SU1p8FRalkOPOyEzvHqaq0IrSF5+7OapoqDUwZCT/9Dxb/G969GJKGqOS5ZWejIzRcdqaFTnHNeHF+ARd1akmAr3f+LLq0plnTtIuAPbqub2jqxeQmk0ZWhoVP1ls5XlNPoJ/3vcC27jtKTb29AfXMs9Ubbgt5YxJuaNTTsGsFfD4BJi13rwSzMXRdDReZ/bBKEi6bBh2vMDqqP6Zp0PUGtWv57QMw98+w+Qu46FXps+soug57flA9jHcuh7LtYK/99f6w1ioh7tr3N4fx0hzfTcWdmMzqIGrGZapUaOmzMHWQ+u+hj3v1FQ9N03gsO51r3lzNu6t2MmGgd/6/cFnSrGlaEPAXYGQDHz8BmAAQH++ZB0KyMyy8u2oXSwpKPbOB/HnK3a3G5Z5xfHZtlTpw1ekqqV0U7sk/VCWYM7Jg1kOqJZ2nOX4Yvr1fJZ7xfeHSN9SOrrsLawnXfKQOB85+GKYMgEGPQr97m2aNuSuU71W7qbkfqRpknwBIHKR6HP/Sxi1Vve69lW8A9LlTdc5Z8bLq8LL1a9XdaeAjEOqdh+H6JEcyOC2a1xbv4Koe8V55XsuVWUoykAhs0DRtJ9Aa+EHTtD/MJnVdn6rrendd17tHR0e7MEzH6ZkYQbMgX+Zu3n/2BzdBuVYbsWH+tAgPPP2DipZCbYWUZgj3FtdDHZLb+An89InR0TRO0TJV4rD1Gxj6BNz8rWckzD/TNNWX9861amrjon/Cm0PVxELRMLXHYeNn8N5l8GKGOvgW2Fy1FnyoAK77RB287HwNtOrm3QnzbwWEq9Kge36Erjep0dwvd1YtEqvKjY7OEI9kpVNeVcsbS3YYHYohXJY067q+Udf1GF3XE3RdTwCKga66rjfZjNLHbGJEu1gWbj1ATZ3d6HBcLtdqo9PZRmfnzwa/EEgc6JqghDhX/R+AuN7qgNrhXUZHc3Z1NTD/r/DOhWo3cdw8GPiQ59YFh0TDFW/Dle+pEcpvDoFFT0JdtdGRuSddh92r4eu74blUNUTmYAEMeAju/gHGzYVuN3luuZErhVpgzAvqg1tqtirbeKmT6vXsZa+/9i3DuKRzK2YsL2L/kSqjw3E5pyXNmqZ9BKwC0jRNK9Y0bZyz1nJnWRkWyqvqWF1YZnQoLnW4ooadZZVnLs2w21V/5rbD3KP1kBBnYvaBy6aoZOTzCerglLsqLYDpw2HFS2pIye3L1A5iU9D+IrhzDXS4ApY+A1MGQfH3RkflPmy7VbeXV7qqkqKNM1Uf5Ju+gXt/Ul1gvLg297xEJsMVb8GE79RI+Ll/hle6Qe6HYK83OjqXeWBEKroO/11QYHQoLue0pFnX9Wt0XW+h67qvruutdV2fftL9CQ3p0ezp+qdEEeRnJsfLSjRyixsw1GTvj6qfp5RmCE/RPEGNe7auhuUvGh3NqXQd1k2HKQPVIImrPlAt2/yCjY7MsYIiVF32tZ9Cdbn6gDDvcVWG4I2qj6nE7e0x8N8OsPhJ1Urwksmq/OLSyepqnpwbcYyWXeDGL+GGLyEoEr6cBG/0h/wc9TPYxMVFBHFd73g+WW9le8kxo8NxKfkJcrIAXzND0mOYt/kA9fam/8P0sw1WG5oGHc9UnpE/W02FSmnQ2VAh3EPHKyHzcvjuP1DsRkOXjpXCR9fArAdUa7w7VkG7MUZH5VypI+GO1aredOUrqnZ7l5cMSLLb1ZmQLyap8osvJ6mBPEP+onaUb/5WdYJw5nQ9b5c8BMYvhsvfgroq+OgqeGsU7F5jdGROd9eQtgT5+fDs3DyjQ3EpSZpdIDvDwsFj1fxwopuEN8i12kiNCSXE/wwNWvJnqxHFQRGuC0yI86Vparc5rCXMvE3t8hlt23yY3Ad2LILsp+C6maoO0xsEhKmx2zd+DfY6lbTMftg9/l6coWyHquV+qZOqV8/7FjqMhVvnqgNrgx7xrIOens5kUj2r71wLF7wAhwphxkj1AbZkq9HROU1kiD8TBiYxd/MBr8ptJGl2gSHpMfiZTczd5B0lGrqus8FqO3NpxqEiKNkC6VKaITxQYDO4bCrYdkHOo8bFUXtcJYgfXA7B0TBhMfSe5J2X4ZMGqd31XpNg7Zvweh/YsdjoqByj6gh8/w7MyFa1ykufhai2qhXig/lw0SsQ39tzh4s0BWZf6DFOfXAZ+oTqfT25L3x5hyqVaoLG9U8kKsSfp+bkoXtBWQpI0uwSIf4+9E+JImfzfq94Ye0qq+RwZe2ZDwHmz1Ff00a5JighHK1NX9VR48f3YfOXrl9/308wdTCsnQq971CXiWMzXB+HO/ELhlFPqbHIPv7w3iXw1V1w3Hb273U39nrVw37mbar84pt7oLJMTah7YIuamtjxCvALMjpS8Vt+wapLzb0b1M/lxs/UYcG5f4HKQ0ZH51DB/j7cO6wta4sO8V1+qdHhuIQkzS6SnWGh+PBxNu9t+r0dc60NOASYPxui20FEkouiEsIJBj8GLbvCN/fCkT2uWdNuV/W704apoSXXfw7Z/1EDGYQS3xtuXw7974fcD+D13uqQlicoLVB9lF/MhPcvU6U3na+D2xapEoD+96vSIOHegiIg60m4+3vV6WX166qkZumzUFNhdHQOc3XPeBIig3g6J88rzm1J0uwiw9vHYtLwikEnuVYbgb5mUmJOcwCl8pA6rCOlGcLTmX1h7DSor4UvJqqE1pnK96rd03mPqwO0k1aplo3iVL4Balf2toUQGKEOac0c7567fZWHYN00NbTltR5qCp2lA1zxjup+MeYFaN1Nyi88UbM4uOQ1mLQSEvqrwSgvd1Fdbuprz/79bs7XbOKhrDTy9h/lq1wXbRwYSJJmF4kI9qNXYiQ5XlDX/KPVRofW4fiYT/Py2jYf9HpIu8C1gQnhDJHJMOpp2LkMVr3ivHW2fKXqdIvXqUluV70PwZHOW6+paNVV9dUd/CfY/Dm81tOYcpqT1dep3e9PboTn09TQnNoqGPkkPLBVTenLuER62DcVMe3USPhb56orrLMegNd6wabPnf9h28lGZ7agQ6twnp9XQFVt0+5XLUmzC2VnWthWcowdpU30VDdQXVfP1r3ldDljacYsCLGoXpdCNAVdrod2F8LCf8LeXMc+d/VR+PJOlVxFJMLEZWqSm+w6NpyPnyqlmbBE9S/+9Cb43w1w9IDrY9m/SdW3vtBO7X7vXA7dx8HEpTBpBfS9C0JjXR+XcI343nDLHLjmf+oD0We3qOmWHnxo1WTSeGxUOntsx3l/tQdMSz0PkjS70MgM9UbYlEs0tu47Sk29/fT1zHXV6nBLWrZ3nvAXTZOmqd3f4Ch1cKum0jHPa10HbwxQdbkDHoJx81XXBHFuLJmqXGP4P6Bgrtp13vCx8wdSVByE1ZPV3+Ub/WDNFIjrCVd/CA/kqcOLLTrJByFvoWnq38Dbl8Mlb6gDnu9dAu9erIZ+eaB+baMYkBLFa4u3U17l+WUnpyNZiwu1CA+kU1yzJt16LvdEv8bTds4oWgY1x2QKoGh6fp5SV7YN5v3l/J6rvg6+e1qNQbbXwy2zYdgTqoZanB+zD/S/T+3qRqepWvQPr3T8Qc66Gtj6DXx0rSq/yHkMNBOMeka1ibv6A0i/QO2CC+9kMkPna9Rhwaz//NoR59ObVT9uD/NodjqHK2uZuqTQ6FCcRpJmF8vOsLCh+Ah7bE1z3Guu1UZsmD8twgP/+AH5s8E3GBIHuTYwIVwhaTD0vRvWz4C82ef2HId3wtuj4bt/Q+ZYmLRctbcTjhWVoi6TZz+tSiRe7w3r3zq/XWddVzuFsx9RifL/roc961Xv7EmrYOIS6DVRatHF7/n4Q5874N5cGPjwr1dBvr0fjnrOJltmq3Au7NSS6cuLKCmvMjocp5Ck2cWyTpRozGuiJRq5ZxpqouuqP3PbodIeSzRdQ59QnQ++vqtxNbO6DrkfweT+apLYZdNg7JsQEO68WL2dyQy9b1edDVp2hm/vg3cvUsOXGuPoftXx4vU+aqfw+7fVsJVrP4X7t8DIf0Fse2f8CURTEhAOQx+He3Kh283ww7uq08bC/1MDbjzAQyNTqa2389LCbUaH4hSSNLtYUnQIabGhTbKu+XBFDTvLKul0uqR5749wdK+UZoimzccfxk5XvVi/nNSwk/HHD6sDQV/erhLuSSvU4ArhGhGJagz3hS/Bnh/VJLfVb5z57662SnU+eP9ydahv/hPgHwJjXoSH8uGKtyF1pCoHEaIxQmPhgudVX+60UbDsedXjeeWr6nXnxtpEBnNdr3g+XmelsAk2PZCk2QBZGbGsLTpE2bFqo0NxqNzisww1yZ+javpSslwYlRAGiE5Tgw12LFQT+86kaBlM7qfqX4c+ATd/C83iXROn+JWmqd29O1erfro5j8Jbo+Dgb3bMdF0dzvzmPng+VX3QKdkC/e6Du9bDbQug+60Q2NywP4ZoQiKT4fIZqutLyy7qrMQr3eDHD9RZBzd119AU/H1MPD+vwOhQHE6SZgNkZVqw67BgqwHtjpwod7cNTYOOrU+XNM+GuN5Szye8Q/dxkJoN8/8KBzafen9dDcz/G7xzIfgEwLh5avyuyez6WMWvwlvDtZ/ApVOgNE99oFn2PCx9Dl7tDtOHq44bKVlww5dw30YY/jdVIy2EM7TsrMam3/g1hETDV3eo12XebOd3fjkH0aH+jB+QxKyN+9hg9cAR9mcgSbMB2rcIIy4isMkNOtlQbCM1JpQQ/z+4HHl4FxzYJFMAhffQNLjoVVWnOPO2319WLS1QydeK/0LXG+H2ZdCqm3Gxit/TNOh0tbo8njpS1ZQu+icEx6i/04cKVL158hD5kCNcJ2kQjF+sSn/qa+Dja1T/djccyz1+YBKRwX48NScP3Q0T+3MlSbMBNE0jO8PCiu1lHG0i/Qx1XWfDmQ4B5s9RX6WeWXiTkGi4ZLK6hL/g72pXaN10mDIQbFa46gO46GXwCzY6UvFHQmPV5MXbFsI9P8Ktc6DrDRAQZnRkwltpGmRcCneuUWPi876F6Vlg2210ZL8T4u/D3UPbsqqwjKXbDhodjsNI0myQ7EwLNfV2FueXGh2KQ+wqq+RwZe3p+zPnz4KoNFWjJYQ3SRkOPSfCmskwI1uNz23TB+5YBe3GGB2daIjW3dXoYyHchdkX+t+vSolsu2DqENi92uiofufaXm2Iiwjk6Tl52O1NY7dZkmaDdIlrTnSof5MZdJJrPcMhwOOHYecKKc0Q3mvEPyC6neogk/0UXDcTQi1GRyWE8HQpI9SVkIAweHsM/PCe0RH9ws/HxEMj09iyr5xvftprdDgOIUmzQUwmjZHtY1mcX0JVrfuegm2oXKuNID8zqbGhp965bQHo9ZB2gesDE8Id+AaqqX73/KAGXcgIeSGEo0SnqsQ5oZ/qD5/zZzVV1A1c2LEl7VuE8dy8fGrqGtB+083JO7eBsjMtVNbUs6wJ1Pv8aLWR2Socs0k79c78WeoAjRx0Et4sKEJ1ZhBCCEcLilBXsHpOhNWvqdHwx43vXGEyaTw6Kh3roeN8uGaX0eGcN0maDdQ7KZKwAB+P76JRXVfP1r3ldPmj0oy6GrXTnJYtu2tCCCGEs5h9YPQzakhP0RKYNhwObjc6KgamRNE3OZJXFm3nWLV77ICfK8liDORrNjG8fSwL8w5QW++5ly227C2npt7+x/XMO5dBzVHpmiGEEEK4QrebVU/n44dg2lDYscjQcDRN49HsdMoqanhzaaGhsZwvSZoNlpVhwVZZy9qiQ0aHcs5+bl7+h50z8ueAbxAkDXZpTEIIIYTXSugH4xdBWCs16n31G4YOQukU14wLOrRg2rJCSo967jRkSZoNNjAlmkBfs0eXaORabcSG+dMiPPD3d+i6SpqTh6qDUEIIIYRwjeYJatJoarYaC//NPapk0iAPjkylqs7Oq4u2nf3BbkqSZoMF+pkZnBbN3M37PbaPYe7phprs2wDlxZA2yvVBCSGEEN7OP1QN6BnwIPzwLrx7MVQY03wgKTqEq3vE8cGa3ewqc78phg0hSbMbyM60UHK0mh89cEb74YoadpZV0jmu+al35s8BzaQ+5QohhBDC9UwmGPZXuGwa7P1BDULZv8mQUO4dloKv2cTz8woMWf98SdLsBoakx+Br1pi32fNKNHKLVaLfKS781DvzZ0FcLwiOcnFUQgghhPidjleofvH2Wpg+ErZ+6/IQYsICGNc/ka837GXTniMuX/98SdLsBsICfOmbHEXO5v3oBhbqn4vc3TY0DTq2Pqk8w7Yb9m+U0gwhhBDCXbTqBuMXQ3Qa/O86WPqsyw8IThiURPMgX57OyXPpuo4gSbObyM60sKuskrz9R40OpVFyrTZSY0IJ8ff5/R35OeqrTAEUQggh3EdYC7Xj3OEKWPQvmDkOao+7bvkAX+4c0pZl2w6yYrtnDXeTpNlNjGgfi6bhUV00dF1nQ/FpDgHmz4LIFIhq6/rAhBBCCHF6voFw2Zsw7G+w6XOYkQ3le122/A192tCqWSBPzcnzqCYIkjS7iagQf3okRDDXg+qad5VVYqusPbU/c9UR2Lkc0mWgiRBCCOGWNA0GPADXfARl22HqYChe75Kl/X3MPDAilY17jjB70z6XrOkIkjS7kewMC3n7j7LzoGe0Ysn9eajJyTvN2+aDvU5KM4QQQgh3lzYKxs0HH394azT89IlLlr2kSyvSLaE8NzffY6YiS9LsRkZmxAJ4zG5zrtVGkJ+Z1NjQ39+RPxuCoqB1d2MCE0IIIUTDxbaH8d9B6x7w+XhY8HewOzeRNZs0HslOY2dZJR+vszp1LUeRpNmNtG4eRIdW4eR4SNL8o9VGh1bhmE3arzfW1cC2BZCWDSazccEJIYQQouGCI+GGL6DbLbD8Rfj4Wqgqd+qSQ9Ji6JkYwUsLtlFRXefUtRxBkmY3k51p4cfdNvYfqTI6lDOqrqtn697yU0szdq2A6iOQJvXMQgghhEfx8YMxL8Lo52DbPNXP+VCR05bTNI3HRqVz8Fg1M5Y7bx1HkaTZzWRlWACYt8W9d5u37C2npt5+atKcPwd8AiFpiDGBCSGEEOLcaRr0HA83fA5H98GbQ6FomdOW6xrfnKyMWKYsLaTsWLXT1nEESZrdTNuYENrGhLh9XfMvhwB/2zlD11U9c/IQ8AsyKDIhhBBCnLekwTB+kZrq+94lsG6605Z6OCudypo6Xlu8w2lrOIIkzW4oKyOW1YWHOFxRY3Qop7XBaiM2zJ8W4YG/3rh/IxyxyhRAIYQQoimITIbbFqirx7MegFkPQn2tw5dpGxPCld3jeH/1LqyHKh3+/I4iSbMbys5oQb1dZ8HWA0aHclq51j8YapI/B9AgNduQmIQQQgjhYAHhcO3/oO/dsG4avH8ZVB5y+DL3DU9F0+DF+QUOf25HkaTZDWW2CqNVs0C3LdE4XFHDzrJKOsc1//0d+bMgrieExBgTmBBCCCEcz2SGkf+CSybD7tWqzrk036FLWMIDuKVfIl/k7mHrPud27ThXkjS7IU3TyMqwsHTbQY65YQuW3OI/GGpypBj2bZDSDCGEEKKp6nwt3DwLairgzWFQMM+hTz9pUDJhAb48k5Pn0Od1FEma3VR2poWaOjtL8kuNDuUUubttmDTo2Dr81xvz56ivMgVQCCGEaLriesKExRCRCB9eCSteVo0AHCA8yJc7BiezOL+UVTvKHPKcjiRJs5vq1qY5kcF+bjnoJNdqIyUmlGB/n19vzJ8NEckQlWJcYEIIIYRwvvDWcGsOtL8Y5j8BX06CWsfMl7ipbwItwgN4KicP3UHJuKM4LWnWNG2GpmklmqZt+s1tz2qalqdp2k+apn2haVqzMz2HNzObNEZmxLJo6wGqauuNDucXuq6zofikQ4BV5aqHY/po1d9RCCGEEE2bXzBc8TYM/jNs+AjeGQNHz7+BQYCvmcdGpTOyfSx1di9JmoG3gZPbKMwHMnVd7wgUAH9y4voeLyvDQkVNPSt3HDQ6lF/sLKvEVln7+/7M2xeAvVZKM4QQQghvomkw+FG48l04sBneHAJ7c8/7aS/u3Io7h7TF1+xeBRFOi0bX9aXAoZNum6fr+s8n21YDrZ21flPQNzmKUH8fcja5T4nGBusfHALMnw1BkarOSQghhBDepf3FcOtcQIMZ2bD5C6MjcgojU/hbgTmnu1PTtAmapq3XNG19aan7HYZzBT8fE8PaxbBgawl19XajwwFUPXOQn5nU2FB1Q32tmk+fmq1a0gghhBDC+7ToqA4ItugIn94Mi/8NdvfIXRzFkKRZ07S/AHXAB6d7jK7rU3Vd767revfo6GjXBedmsjIsHKqoYd3Ow0aHAsCPVhsdWoVjNp2oXd61EqqOQNpoYwMTQgghhLFCYuCmb6Dz9bDkafj0JtWerolwedKsadpNwBjgOt3djkW6oUFp0fj7mNxi0El1XT1b95b/vp45fzb4BEDyEOMCE0IIIYR78PGHi1+FrH9D3rcwPQtsu42OyiFcmjRrmpYNPApcpOu6+w4XdyNBfj4MSo0mZ9N+7AafIt2yt5yaejudW59ImnVdJc1Jg9UpWiGEEEIITYM+d8K1n4Jtl5oguHu10VGdN2e2nPsIWAWkaZpWrGnaOOBVIBSYr2larqZpbzhr/aYkO9PC/vIqftpzxNA4cn8+BPjzTvOBzerTo0wBFEIIIcTJUobDbQvBPxTeHgM/vm90ROfF5+wPOTe6rl/zBzdPd9Z6Tdmw9Fh8TBpzN+//fdcKF8u12ogN86dFeKC6IX8OoEGqJM1CCCGE+APRqTB+kToc+NWdcGALjPg/MDstBXUa92qAJ/5QeJAvfZIjydm039DpOBusJw01yZ8FrbtDaKxhMQkhhBDCzQU2h+tmQq/bYfVravz2cZvRUTWaJM0eIivDQtHBCraVHDNk/cMVNewsq6RzXHN1Q/le2PujlGYIIYQQ4uzMPjDqabjwJShaAtOGQ9kOo6NqFEmaPcTI9rFoGoYNOsktPmmoSf6JFtsyBVAIIYQQDdXtZrjxazh+SE0Q3LHI6IgaTJJmDxETFkC3+ObGJc27bZg06Ng6XN2QPxuaJ0J0miHxCCGEEMJDJfSD8YshrDW8fzmsfkN15HJzkjR7kOxMC1v2lWM95PpufblWG6mxoQT7+0D1UShaCukXqLYyQgghhBCN0bwNjJurJgrnPArf3At1NUZHdUaSNHuQrAwLgMsHnei6zoZiG51+7s+8fSHU18gUQCGEEEKcO/9QuOp9GPAg/PAOvHcJVBw0OqrTkqTZg8RFBNG+RZjLSzR2llViq6z9tT9z/mx1Ejaul0vjEEIIIUQTYzLBsL/C2Omw53tV57x/k9FR/SFJmj1MdqaF73cfpqS8ymVr5loPAycOAdbXQcGJyyke2GNRCCGEEG6ow+Vwy2yor4XpIyFvltERnUKSZg+TnWlB12HelgMuW3OD9QhBfmZSY0Nh9yqosklphhBCCCEcq1U3dUAwOg1yHoNa120QNoQkzR4mJSaEpKhgl9Y1/2i10aFVOGaTpkozzP6QPNRl6wshhBDCS4S1UDvON34FvgFGR/M7kjR7GE3TGJlhYdWOMo5U1jp9veq6erbuLVf1zLquLpckDQL/EKevLYQQQggv5BsIEUlGR3EKSZo9UHamhTq7zsI855dobNlbTk29nS5xzaBkK9h2yRRAIYQQQngdSZo9UMdW4bQID3BJF41c68+TAJur0gyAVEmahRBCCOFdJGk+nWOlMP9vbleEDmAyaWRlWFhSUEplTZ1T18q12ogN88cSHqCS5lbdVL2REEIIIYQXkaT5dLbNgxX/hRlZcHiX0dGcIivDQnWdnSX5pU5dJ9dqU63myvep/olSmiGEEEIILyRJ8+l0uQ6u/ggOFcGUgZCfY3REv9MjoTnNg3yd2kXjcEUNu8oqVWlGwYk/f9oFTltPCCGEEMJdSdJ8JumjYeISNR/9o6tgwT/UcA834GM2MaJ9LAu3llBTZ3fKGrnFP9czN1OlGc0TIKadU9YSQgghhHBnkjSfTUQi3DoPut4Ey19Qc9GPlRgdFaC6aBytrmPlDufMac/dbcOkQccYMxQuUQNNNM0pawkhhBBCuDNJmhvCNwAuehkumQzF6+GNAbBrpdFR0Tc5ihB/H6eVaORabf38KtIAAA9ISURBVKTGhhJsXQr11TIFUAghhBBeS5Lmxuh8LYxfCH7B8PYYWPGyGvhhkABfM0PSY5i3+QD1dsfGoes6G4ptv5ZmBDSD+D4OXUMIIYQQwlNI0txYsRkw4TtoNwbmPwH/ux6qjhgWTlZGLGUVNXy/67BDn3dnWSW2ylo6twqBgrmQmgVmH4euIYQQQgjhKSRpPhcBYXDFO5D1H9VVYsog2PeTIaEMTovBz8fk8EEnuVaVhPf23Q7HD0lphhBCCCG8miTN50rToM8dcPNsqKuG6SPgh/dcHkaIvw8DU6KYu3k/ugNLRXJ32wjyMxNf+h2Y/aDtMIc9txBCCCGEp5Gk+XzF94KJSyG+N3x9F3x5J9Qed2kIWRkW9tiOs2lPucOeM7f4CB1ahmHKnw2JA8E/1GHPLYQQQgjhaSRpdoSQaLj+cxj4COS+D9NGQNkOly0/vF0sZpNGzuZ9Dnm+6rp6tu4tZ1i0DQ4XyRRAIYQQQng9SZodxWSGoX+B6z6D8mKYOhi2fuOSpZsH+9ErMYK5mw845Pm27C2npt7OIH2dukHqmYUQQgjh5SRpdrSUEapcI7Kt6qwx73Gor3X6stmZFraXHGN7ydHzfq5cq5oEmFi2BFp2gbCW5/2cQgghhBCeTJJmZ2gWD7fmQI/xsPIVeOdCKHdM6cTpjGxvAXDIbnOu1Ub70OP47ftBdpmFEEIIIZCk2Xl8/OGC52DsdNWObsoAKFrqtOUs4QF0iW/mkNZzuVYbVzfbDOiSNAshhBBCIEmz83W4HMYvgsAIePdiWPoc2O1OWSo7w8LGPUcoPlx5zs9xqKKGXWWVDLSvUzvmsRkOjFAIIYQQwjNJ0uwKMekqcc64DBb9Ez66GioPOXyZrAxVojHvPEo0NlhtBFJFvG2t2mXWNEeFJ4QQQgjhsSRpdhX/EBg7DUY/BzsWwdRBsOcHhy6REBVMuiWUnM3nXqKRa7Ux0LwRU321lGYIIYQQQpwgSbMraRr0HA+3zgVdhxlZsG66+r2DZGVYWLfzEKVHq8/p+3OtNsYG/wQB4dCmr8PiEkIIIYTwZJI0G6F1N9WWLnEQzHoAvpgINRUOeersTAu6Dgu2Nr5EQ9d1NlrL6Fu/HlJGgtnXITEJIYQQQng6SZqNEhQB134CQx6Hnz6BN4fBwW3n/bTpllDaRAadUxeNnWWVJFVtIaT+iJRmCCGEEEL8hiTNRjKZYNDDcMMXUFGqpghu+vy8nlLTNLIyLKzccZDyqsYNVcm1HmaE+Xt0ky+0HX5ecQghhBBCNCWSNLuD5CGqXCM2Az67BeY8CnU15/x0WRkWaut1FueVNOr7cnfbGGn+ARIGQEDYOa8vhBBCCNHUSNLsLsJbwc2zoPedsOYNeGsUHCk+p6fqEteMmFD/RpdolBZtJFHbh5YupRlCCCGEEL8lSbM7MftC9r/hynehNB/eGADbFzT6aUwmVaLxXX4px2vqG/Q91XX1JJYtUf+RNqrRawohhBBCNGWSNLuj9hfDhO8gtAW8f/n/t3f3QVbV9x3H39/dBXmQRwVWQcRECghRQMyYqpmgEJlokWYSxzx1pzVjO7ZJ7LSTmvafmM5Up2k7TcYZozE+JCWkM8ZUE4OAJIq1MSrRKoKC8SFseVpABU00wH77x722gCznrmb33Lv3/Zph7r2H39n7YX7D3c+c+zvnwE+vhe7ayu9bFs1q5zf7DrBmU1dN49dv2cP8WMuro0+DUZN6n1mSJGkAszTXq+NPhc/eB2dcBg9cB0s/Bq/vqnn3958yllFDB7GixhudPPPcL5kbm2iZftE7TSxJkjRgWZrr2eBhsOQG+IOvw4sPwY3nweZHa9p1UGsLC2ZM4L7129l3oLtwfG5cQUskI85Y/G5TS5IkDTiW5noXAWd2wOUroaWtcoLgz2+s6S6Ci2a1s+eN/Tz8fPER6sld97OrbTy0v+93kVqSJGlA6bPSHBG3RMSOiFh30LaxEbEqIjZVH8f01fsPOCfOhj99AKYuhOVfrFya7s29R93lvKnHM2xwa+FVNHa/8gpn7n+CLRPmV0q6JEmSDtGXR5pvAxYdtu1qYHVmTgVWV1+rVkPHwGXfhQXXwPq74Kb5sGNDj8OHDGpl/rTxrFy/ne7uno9Md65dztD4La0zXM8sSZJ0JH1WmjNzDbD7sM2XALdXn98OLOmr9x+wIuDcq6Djh/DGq/DN8+G//73H4R+eOYGuvW/y+OaXexzT8uyP2ZtDOXnuwr5ILEmS1PD6e03zhMzcClB9HN/P7z9wTDkX/uxBOHEO/OAK+OFVsO+Ntw07f/p4Bre29LxEo/sAk3euYe3gsxg+bFgfh5YkSWpMdXsiYERcERGPRcRjXV21XWu46Yxohz+6G865CtbeCrdcCC+/dOiQIYM459TjuPfpbeQRTh7MzkcZ2f0KW9rn91dqSZKkhtPfpXl7RJwAUH3c0dPAzLwpM+dl5rxx48b1W8CG09oGC6+By5bB7hfgxg/CxhWHDFk0q53Nu3/D+q173rb7q0/cxb5s5ZjpH+6vxJIkSQ2nv0vz3UBH9XkHcFc/v//ANf0jlatrjJ4M370UVn8FDuwHYMGMCbQErDjCEo3WjffycPcMZr53cn8nliRJahh9ecm5ZcDPgGkR0RkRlwPXAQsjYhOwsPpavytjT4HLV8HcDnjwn+E7S+C1HRx37DGcNWUsK57efuj4nc8x4rXneSDOYur4EeVkliRJagB9efWMT2TmCZk5KDMnZea3MnNXZl6QmVOrj4dfXUPv1qAhsPjrlTsJdj4G3zgPXvovFs1q59nte3m+67X/H/vsPQBsnfAhWlu8PrMkSVJP6vZEQL1Lsz8Jn70PBg+H2y7mo2/cCeQhR5u7n/kx6/NkJr1nWnk5JUmSGoCleSBrnwVX3A/TL2LUg1/heyOvZ81Tv6z83es7ic5HWHXgTOacNLrMlJIkSXXP0jzQDRkJl34bLryWs/Y9wrVdf0HXpkdh4woiu1l54Exmn+TdzCVJko6mrewA6gcR8IEr2TZ8BkO+/8eMWXYRjDmJl9vGsWvQdNpHDSk7oSRJUl3zSHMTmXj6fD434mtsaJsBu57jfuYxe7JHmSVJkopYmpvM2adP5w/3/jXbFlzP3792CbMnu55ZkiSpiKW5yVw4s5392cI1L57GbkYy25MAJUmSClmam8zME0cycfRQlq/bRkvA+yaOKjuSJElS3bM0N5mIYNGsdgB+b8IIhh/juaCSJElFLM1N6K3S7NIMSZKk2liam9DcyWO4dN4kPj5vUtlRJEmSGoLfzTeh1pbgHz92RtkxJEmSGoZHmiVJkqQClmZJkiSpgKVZkiRJKmBpliRJkgpYmiVJkqQClmZJkiSpgKVZkiRJKmBpliRJkgpYmiVJkqQClmZJkiSpgKVZkiRJKmBpliRJkgpYmiVJkqQClmZJkiSpgKVZkiRJKmBpliRJkgpYmiVJkqQClmZJkiSpQGRm2RkKRUQX8FLZOQag44GdZYdQrzlvjcu5a1zOXWNy3hpXmXN3cmaOO3xjQ5Rm9Y2IeCwz55WdQ73jvDUu565xOXeNyXlrXPU4dy7PkCRJkgpYmiVJkqQClubmdlPZAfSOOG+Ny7lrXM5dY3LeGlfdzZ1rmiVJkqQCHmmWJEmSCliam0xEnBQRP42IDRHxdER8oexM6p2IaI2IxyPiR2VnUe0iYnRE3BERz1T//32g7EwqFhF/Wf2sXBcRyyJiSNmZdGQRcUtE7IiIdQdtGxsRqyJiU/VxTJkZdWQ9zN1Xq5+XT0bEDyJidJkZwdLcjPYDf5WZM4CzgT+PiNNKzqTe+QKwoewQ6rWvAfdm5nTgDJzDuhcRE4HPA/MycxbQClxWbiodxW3AosO2XQ2szsypwOrqa9Wf23j73K0CZmXm6cBG4Ev9HepwluYmk5lbM/MX1ed7qfzinlhuKtUqIiYBFwE3l51FtYuIkcAHgW8BZOZvM/OVclOpRm3A0IhoA4YBW0rOox5k5hpg92GbLwFurz6/HVjSr6FUkyPNXWauzMz91ZcPA5P6PdhhLM1NLCKmAHOAn5ebRL3wr8AXge6yg6hX3gN0AbdWl9bcHBHDyw6lo8vM/wH+CfgVsBV4NTNXlptKvTQhM7dC5aARML7kPHpn/gRYXnYIS3OTiohjge8DV2XmnrLzqFhEXAzsyMy1ZWdRr7UBc4EbMnMO8Dp+TVz3qutfLwFOAU4EhkfEp8tNJTWXiPg7KktLl5adxdLchCJiEJXCvDQz7yw7j2p2DrA4Il4EvgecHxH/Vm4k1agT6MzMt77VuYNKiVZ9WwC8kJldmbkPuBP4/ZIzqXe2R8QJANXHHSXnUS9ERAdwMfCprINrJFuam0xEBJV1lRsy81/KzqPaZeaXMnNSZk6hcjLSTzLTo14NIDO3AZsjYlp10wXA+hIjqTa/As6OiGHVz84L8ATORnM30FF93gHcVWIW9UJELAL+Blicmb8uOw9YmpvROcBnqBylfKL65yNlh5KawOeApRHxJDAb+IeS86hA9ZuBO4BfAE9R+Z1Zd3cpU0VELAN+BkyLiM6IuBy4DlgYEZuAhdXXqjM9zN31wAhgVbWrfKPUkHhHQEmSJKmQR5olSZKkApZmSZIkqYClWZIkSSpgaZYkSZIKWJolSZKkApZmSWoiETE6Iq486PWHIuJHZWaSpEZgaZak5jIauLJwlCTpEJZmSapTETElIp6JiJsjYl1ELI2IBRHxUERsioj3R8TYiPiPiHgyIh6OiNOr+345Im6JiPsj4vmI+Hz1x14HvLd6s4CvVrcdGxF3VN9rafXud5Kkg7SVHUCSdFSnAh8HrgAeBT4JnAssBv4W2Aw8nplLIuJ84NtU7jgIMB2YT+WuWs9GxA3A1cCszJwNleUZwBxgJrAFeIjKnUP/sz/+cZLUKDzSLEn17YXMfCozu4GngdVZuZXrU8AUKgX6OwCZ+RPguIgYVd33nsx8MzN3AjuACT28xyOZ2Vl9jyeqP1eSdBBLsyTVtzcPet590OtuKt8WHmkpRR5h3wP0/O1ireMkqWlZmiWpsa0BPgX/t9RiZ2buOcr4vVSWa0iSesGjCZLU2L4M3BoRTwK/BjqONjgzd1VPJFwHLAfu6fuIktT4orI0TpIkSVJPXJ4hSZIkFbA0S5IkSQUszZIkSVIBS7MkSZJUwNIsSZIkFbA0S5IkSQUszZIkSVIBS7MkSZJU4H8BAa1yZqhesCwAAAAASUVORK5CYII=\n", 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\n", 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\n", 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" ] @@ -563,11 +731,25 @@ " (\n", " monthly_scores\n", " .where(monthly_scores.metric == 'rmse')\n", + " .groupby('month').mean().reset_index()\n", " .plot(x='month', y=model, label=model, ax=ax)\n", " )\n", "plt.legend()\n", "ax.set_title('Seasonality of Model Performance')\n", - "ax.set_ylabel('RMSE');" + "ax.set_ylabel('RMSE');\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "for model in ['previous_month', 'ealstm']: # \n", + " (\n", + " monthly_scores\n", + " .where(monthly_scores.metric == 'rmse')\n", + " .set_index('time')\n", + " .plot(y=model, label=model, ax=ax)\n", + " )\n", + "plt.legend()\n", + "ax.set_title('Model Performance over time')\n", + "ax.set_ylabel('RMSE');\n" ] }, { @@ -1899,69 +2081,24 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 446, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_region_vs_observed_seasonality(region='KITUI', model='ealstm');" + "# plot_region_vs_observed_seasonality(region='KITUI', model='ealstm');" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 447, "metadata": {}, "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "fig, ax = plt.subplots(figsize=(12, 8))\n", - "plot_region_time_series(region='BUSIA', ax=ax, model=['ealstm']);\n", + "# fig, ax = plt.subplots(figsize=(12, 8))\n", + "# plot_region_time_series(region='BUSIA', ax=ax, model=['ealstm']);\n", "\n", - "fig, ax = plt.subplots(figsize=(12, 8))\n", - "plot_region_time_series(region='KIAMBU', ax=ax, model=['ealstm']);" + "# fig, ax = plt.subplots(figsize=(12, 8))\n", + "# plot_region_time_series(region='KIAMBU', ax=ax, model=['ealstm']);" ] }, { @@ -1973,101 +2110,39 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 445, "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'plot_region_time_series' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mplot_region_time_series\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mregion\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'BUSIA'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ealstm'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m# plot_region_time_series(region='MARSABIT', ax=ax, model=['ln', 'ealstm']);\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'plot_region_time_series' is not defined" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig, ax = plt.subplots(figsize=(12, 8))\n", + "# fig, ax = plt.subplots(figsize=(12, 8))\n", "\n", - "plot_region_time_series(region='BUSIA', ax=ax, model=['ealstm']);" + "# plot_region_time_series(region='BUSIA', ax=ax, model=['ealstm']);" ] }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 444, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "# fig, ax = plt.subplots(figsize=(12, 8))\n", - "# plot_region_seasonality(region='TURKANA', ax=ax);\n", - "# plot_region_seasonality(region='MARSABIT', ax =ax);\n", - "# plot_region_seasonality(region='WAJIR', ax =ax);\n", - "# plot_region_seasonality(region='MANDERA', ax =ax);\n", + "# # fig, ax = plt.subplots(figsize=(12, 8))\n", + "# # plot_region_seasonality(region='TURKANA', ax=ax);\n", + "# # plot_region_seasonality(region='MARSABIT', ax =ax);\n", + "# # plot_region_seasonality(region='WAJIR', ax =ax);\n", + "# # plot_region_seasonality(region='MANDERA', ax =ax);\n", "\n", - "fig, ax = plt.subplots(figsize=(12, 8))\n", - "plot_region_vs_observed_seasonality(region='MANDERA', model='ealstm', ax=ax);\n" + "# fig, ax = plt.subplots(figsize=(12, 8))\n", + "# plot_region_vs_observed_seasonality(region='MANDERA', model='ealstm', ax=ax);\n" ] }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 443, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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16tWkpaWRnZ3Nt99+y4ABAzhx4gReXl7ceeedPPHEE+zcuZP27duTkpJyRfHn5uayb9++Eo/p4+ND7969mTFjBmPGjMHZ2Rk/Pz9at27NwoULAf3EsXv3bgAGDBjAvHnzAPjiCxNlYXAgWWmQvA3Ch+vPERP1qxnkrZE42tXzBrBCKdUB6AYcAJ4GflRKhQM/Wj7XOkSExYsXs3DhQsLDw2nXrh0eHh7885//BGDgwIHcddddREZGMmnSJKKiovjll1/o3bs3kZGRvPTSSzz77LO4ubnx9ddf89RTT9GtWzciIyPZtGlTqcedOnUqn3/++VUuoC+++IIPP/yQbt26ERERwZIlSwB44403eOedd+jVqxfnz5937Akx1G8O/wSqANpaFH9gmLb+jbunRuKwmrsi4gfsBtqoIgcRkUPAUKXUSRFpCqxTSrW31ldUVJQqXojlwIEDdOzY0QGSG2oz5rqoJhb/HuJ+gCcTwclZr9v4Bqz+Ozy6Cxq2qV756ikiskMpFVV8vSMt/jZACvCxiOwSkQ9ExBtorJQ6CWB5bVSKwA+ISIyIxKSkpDhQTIPBUCkKCvTAbtj1vyl9gIgJ+nWvsfprGo5U/C5AD+A9pVR34CLlcOsopd5XSkUppaKCg68pGWkwGGoKp3bDxZTf3DyFBLSAkN7Gz18DcaTiTwaSlVJbLZ+/Rt8ITltcPFhezzhQBoPB4Gji1+jXtjdcu63zRDi9F1IOVa1MBqs4TPErpU4BSSJS6L8fBuwHlgLTLOumAUscJYPBYKgCElZDs+7gU8KTeafxgBh3Tw3D0VE9fwS+EJE9QCTwT2AWMFxE4oHhls8Gg6E2kpUGyduvdfMU4tcUWg7Q0T0OCiQxlB+HTuBSSsUC14woo61/g8FQ20lcq8M4w0eU3qbzBPjuz3B6HzTpXHWyGUrFpGwwGAwVJ2ENeDaE5j1Kb9NxHIgz7F1UehtDlWIUfyVwdnYmMjKSzp07M3nyZLKysirc17p16xgzZgwAS5cuZdas0j1g6enpvPvuu+U+xvPPP8+rr75a4rbXX3/9yizk6dOn07p1ayIjI4mMjKR///5XtR03bhz9+vWzqe+XXnqJiIgIunbtSmRkJFu3bmXChAlERkbStm1b/P39rxxn06ZNDB06lBYtWlB0fsn48eOv1BJISUlh5MiR5f7uBgdQUKDTMBcP4yyOTzC0HmzcPTUIo/grgaenJ7Gxsezduxc3NzfmzJlz1Xal1JU0yuXh5ptv5umnS498rajiL428vDw++ugjbr/99ivrZs+eTWxsLLGxsVfNJE5PT2fnzp2kp6dz5MgRq/1u3ryZ5cuXs3PnTvbs2cOaNWsIDQ1l8eLFxMbG8sEHHzBo0KArxym8wQQEBLBx48YrxytMOgcQHBxM06ZNr2w3VCMnYyHrrHU3TyGdJ8G5o3Bil8PFMpRNnUjSxg9Pw6lf7Ntnky4wyvZx50GDBrFnzx6OHj3KqFGjuO6669i8eTPffvsthw4d4rnnnuPSpUuEhYXx8ccf4+Pjw4oVK3jssccICgqiR4/fHpU/+eQTYmJiePvttzl9+jQPPfQQhw8fBuC9997jzTffJDExkcjISIYPH87s2bOZPXs2CxYs4NKlS0yYMOFKDYCXXnqJTz/9lNDQUIKDg69JJQ26tkCPHj1wcSn7cli0aBFjx46lcePGzJs3j5kzZ5ba9uTJkwQFBeHu7g5AUFCQTefy1ltvZd68eQwcOJBvvvmGiRMnXpW/aPz48XzxxRcMGDDApv4MDiJhDSDQ1oYhu45jdGWuvYusu4UMVYKx+O1AXl4eP/zwA126dAHg0KFD3H333ezatQtvb29efPFF1qxZw86dO4mKiuI///kPOTk53H///SxbtowNGzZw6lTJRSseffRRhgwZwu7du9m5cycRERHMmjWLsLAwYmNjmT17NqtWrSI+Pp5t27YRGxvLjh07WL9+PTt27GDevHns2rWLb775hu3bt5d4jI0bN15zQ3jyySevuGDuuOOOK+u/+uorbrvtNm677Ta++uorq+dlxIgRJCUl0a5dOx5++OErdQXKYtiwYaxfv578/Pwr6aeLEhUVxYYNG2zqy+BA4lfpME5vG27ong20S2jft9pFZKhW6obFXw7L3J5kZ2cTGRkJaIv/3nvv5cSJE7Rs2ZK+ffsCsGXLFvbv33/FOr18+TL9+vXj4MGDtG7dmvDwcADuvPNO3n///WuOsXbt2iu+d2dnZ/z9/Tl37txVbVatWsWqVavo3r07AJmZmcTHx5ORkcGECRPw8vICtAupJE6ePHlNfpvZs2dzyy23XLXu9OnTJCQkMHDgQEQEFxcX9u7dS+fOJUdq+Pj4sGPHDjZs2MBPP/3E1KlTmTVrFtOnTy/5hFpwdnZm4MCBzJ8/n+zsbFq1anXV9kaNGnHixAmrfRgcTFYaJMfAkKds36fzJIhfqcM/W/RxnGyGMqkbir+aKPTxF6doDn2lFMOHD7/GOo6NjbVbrnylFDNnzuTBBx+8av3rr79u0zE8PT3Jyckps938+fM5d+4crVu3BnT9gXnz5vHiiy+Wuo+zszNDhw5l6NChdOnShblz55ap+EG7eyZMmMDzzz9/zbacnBw8PT3L7MPgQBLXAuq3NMy20H4UOLtrd49R/NWKcfU4mL59+7Jx40YSEhIAXSs3Li6ODh06cOTIERITEwFKdZsMGzaM9957D9A5/y9cuICvry8ZGRlX2tx444189NFHZGZmAnD8+HHOnDnD4MGDWbx4MdnZ2WRkZLBs2bISj9GxY8cr8lnjq6++YsWKFRw9epSjR49ecSWVxqFDh4iPj7/yOTY2lpYtW5Z5HNBPUDNnzrxSQawocXFxpT5lGKqI+FU6jLNZd9v38fDTN4r930JBvuNkM5SJUfwOJjg4mE8++YTbbruNrl270rdvXw4ePIiHhwfvv/8+o0ePZuDAgaUqxDfeeIOffvqJLl260LNnT/bt20dgYCADBgygc+fOPPnkk4wYMYLbb7+dfv360aVLF2655RYyMjLo0aMHU6dOvVITYNCgQSUeY9SoUaxfv/6qdUV9/JGRkcTFxXHs2LErLiyA1q1b4+fnx9atOh3Tiy++SEhIyJUlMzOTadOm0alTJ7p27cr+/ftLtOBLQkR44oknShwQ/umnnxg9erRN/RgcQEEBJPyoc/NYC+Msic6TdF3eX0uvOWFwPA7Lx29PTD5+xzNhwgReeeWVK2MONZnBgwezZMkSGjS4tnibuS6qgOM74H/Xw8T/Qdcp5dv38kWY3Ra6ToWxrztGPsMVqiMfv6EWMWvWrKvi5WsqKSkpPP744yUqfUMVEb8aEAirQOYVN29oNxIOLIX8PLuLZrCNWq34a8PTSm2hffv2DB48uLrFKJPg4GDGjx9f4jZzPZTMF1t/5Y018Ww/msblPDuEUsavhuY9wTuwYvt3ngRZqXDEtvBeg/2ptVE9Hh4epKamEhgYaLfoGEPtRSlFamoqHh4e1S1KjSIjJ5fnluwjr0Dx2hrwdHUmqlUD+oUF0q9NIF2a++PiXA7772KqdvUMrUSp7LY3gLufTtVsy+Qvg92ptYo/JCSE5ORkTFlGQyEeHh6EhIRUtxg1ik2JqeQVKP57l56gtzkxlc2JqbyyQhdG8XF3oXfrhvQPC6Rvm0A6NfXDycmKIZX4I6BKT8NsC64e0P4mOLgM8l4DF7eK92WoELVW8bu6ul6JJzcYDCUTHZeCj7sL17VvhJuLEzdGNAHgbOYlthxOvXIjWHtQF8Lz93Slb5uG9GsTSL+wINo19rn6iTp+NXgFli+MsyQ6T4I98/R8gPYm6V5VU2sVv8FgsI5SiuhDKfQPC8TN5Wp3TpCPO2O6NmNM12YAnDqfw5bDqWxKPMvmw6ms3Hfa0s6NPm20W6h/6wBaJ/6ItL0BnCo5PNhmKHgE6MlcRvFXOUbxGwx1lMSUixxPz+bh68LKbNvE34Px3ZszvntzAJLSsth8OJUtialsSkzluz0niZQEvnVP5bOz4bhvT6JfWCChDb0qJpyLG3Qcqwux52aDq5mJXZUYxW8w1FGi4/T41+DwEmrhlkFoQy9CG3oxJSoUpRRHU7PIXLGBggThk9NtSFy0B4CQBp4Wt5BemvqXQ4F3ngS7PtPuo04l55EyOAaj+A2GOkp0XAphwd4Vt8otiAitg7whexuERLHm3okknMlkk2V8YPWB0yzckQxA6yBvhrQL5i8j2+PlVoZ6aTUIvIK0u8co/irFKH6DoQ6Sk5vP1sOp3NHHttxIZXLxLBzfCUNnIiKEN/YlvLEv0/q3oqBAceDUBTZb3EKfbDpKSANP7hvUxnqfzi7QaRzEfgmXMsHdxz6yGsqkVk/gMhgMJbPlcCqX8goY0r78bp4SSbCEcYbfcM0mJychopk/9w1qw0fTexEZGsD87Um2TajrPAnysiFuhX3kNNiEUfwGQx0kOi4Fdxcn+rRuaJ8OE1Zrt0zTssM4p0SFEn8mk93J58vut0U/8G2qJ3MZqgyj+A2GOkh0XAp92wTi4VrO7JklUZBfJBtn2SpjTLemeLg6sTAmqey+nZyg03h9Y8mx4UZhsAtG8RsMdYyktCwOp1xkSDs7uXmO74TsNJuLrvh5uHJT56YsjT1B9mUb8u53ngT5l+Hg95UU1GArRvEbDHWMwjBO+/n3V4M46Zq5NjI5KpSMS3ms3FdyLemrCIkC/xY6usdQJRjFbzDUMaLjUghp4EmbIO+yG9tC/GpoHgVeto8X9GndkBYNvVhgi7tHBCLGw+GfdC1fg8Mxit9gqENczitgU8JZhrQLtk/W2swUOLGzfLV10ZE+k3uGsCkxlaS0rLJ36DwJCvLgQMnlQQ32xSh+g6EOsePXc1y8nG8//37ij/q1nIofYFLPEES4MrnLKk27QcM2xt1TRRjFbzDUIaLjUnBxEvq3vbZWcYWIXw3ewdCkW7l3bRbgyaDwYL6OSSK/oIyYfhFt9R/dAJlnKiiswVaM4jcY6hDRcSlEtWqAj7sdJuUX5GuLvxLZOKdEhXDifA6bEs+W3ThiIqgC2L+kQscy2I5R/AZDHeH0hRwOnLzAkHaN7NPh8R2Qfa5Cbp5ChndqTICXKwtibHD3NO4EwR3MZK4qwCh+g6GOsL4wjNNe/v14Sxhnm+sq3IW7izPjI5uzct8p0rMul71D50lwbDOcP17hYxrKxqGKX0SOisgvIhIrIjGWdQ1FZLWIxFteGzhSBoOhvhAdl0Kwrzsdm/rap8P4VRDSq1xhnCUxOSqEy3kFLN19ouzGERMBBfu/rdQxDdapCov/OqVUpFIqyvL5aeBHpVQ48KPls8FgqAT5BYoN8fYM4zwDJ2Mr5eYpJKKZPxHN/GyL6Q9qC026GHePg6kOV884YK7l/VxgfDXIYDDUKfYkp3M+O9d+bp4ESxhnZYqqF2FKVCh7j19g3wkb8vF0ngTHY+DcUbsc23Atjlb8ClglIjtE5AHLusZKqZMAllc7jUQZDPWX6LgUnAQG2i2McxV4N4ImXe3S3bjIZrg5O7HQlkHeiAn6dd9iuxzbcC2OVvwDlFI9gFHAH0RksK07isgDIhIjIjEpKSmOk9BgqANEx6XQLTSABt5ule8sPw8S12o3T2WLqlsI8HJjRERjvo09zqW8MhK3NWgFzXsad48DcajiV0qdsLyeARYDvYHTItIUwPJa4mwNpdT7SqkopVRUcLCdHl8NhjrIuYuX2Z2UbsdsnDsgJ13H79uRKVGhpGflsma/DRO0Ok+CU3vgbIJdZTBoHKb4RcRbRHwL3wMjgL3AUmCapdk0wMzWMBgqwc8JZylQ9gzjXGXJxlnxMM6SGNA2iGb+HrYN8nayDP3tM1a/I3Ckxd8Y+FlEdgPbgO+UUiuAWcBwEYkHhls+GwyGChIdl0KAlytdQwLs02HCagjpDZ72jbR2dhJu6RnC+vgUTqRnW2/s31xX5zLuHofgMMWvlDqslOpmWSKUUi9Z1qcqpYYppcItryYPq8FQQZRSRMelMCg8GGcnO4RxZpyGk7vtEsZZErf0DEUp+GanDYO8nSdBygE4vd8hstRnzMxdg6EWc+BkBikZlxgcbqdonoQ1+tVBir9FoBf92tqZ1r4AACAASURBVASyICaZgrISt3Uap11Oxt1jd4ziNxhqMdH2TtOQsBp8GtstjLMkpvQK4VhaFtuOlvGw79MIWg3U7h5Vxk3CUC6M4jcYajHRcWfo2NSPRn4ele+sMIyz7XCdJtlBjIxoiq+7i22DvJ0nQVqijvAx2A2j+A2GWkrmpTxijp6zYxhnDOSch3D7hnEWx9PNmbGRzfj+l5Nk5ORab9zxZnByMQVa7IxR/AZDLWVTwlnyCpSdwzidK5WN01amRIWSk1vA8j0nrTf0aghthupZvMbdYzeM4jcYainRcSl4uznTs6Wdwi7jV0NoH/C0U1ioFbqF+NOusY/t7p70Y3pimcEuGMVvMNRCCsM4+7cNws3FDn/jjFPaj+5gN08hIsKUqFB2HUsn/nSG9cYdRoOzm3H32BGj+A2GWsjhsxdJPpdtx2geSxinnbJx2sL47s1xcZKyi7F7+Ov0Efu+hYKCqhGujmMUv8FQC4k+5IBqWz5NdC78KiLIx51hHRvxzc5kcvPLUOidJ0HGCUjaUjXC1XGM4jcYaiHRcSm0CfYmtKFX5TvLz4PEn7Sbx4FhnCUxJSqUs5mX+elgGYnb2o0EF0/j7rETRvEbDLWMnNx8thxOtZ+1n7wNLp2vUjdPIUPaBRPs6152MXZ3H2g3AvYv0TcqQ6Uwit9gqGVsPZLGpbwCOxdVd7Z7Nk5bcHF2YlKPEH46dIYzGTnWG3eeBBdT4Nefq0a4OoxR/AZDLSP6UAruLk70bRNonw4TVkOLvnoQtRqYHBVCfoFi8c7j1huGjwA3H+PusQNG8RsMtYzouDP0aROIh6tz5Tu7cBJO/WL3oivlISzYh6iWDVgQk4SyNknL1RPa3wQHlkF+GTN+DVYxit9gqEUkpWWRmHLR/mGc4SPs018FmRIVSmLKRXYeS7fesPNEyD4Hh9dViVx1FaP4DYZaxPp4B2Tj9G0GjSPs018FualrU7zcnFlY1kzesOvB3d+4eyqJUfwGQy1ifVwKzQM8CQv2rnxn+bk6jLPtsCoP4yyOj7sLo7s0ZdnuE2RdthK14+IOHcfCwe8gt4zBYEOpGMVvMNQScvML2JiQypD2wYg9FHXSNrh0odrdPIVM6RXKxcv5fP/LKesNO0/Qcif+WDWC1UFcStsgIo9b21Ep9R/7i2MwGEpj56/nyLyUZ183j5OLzn5ZA4hq2YDWQd4siEnilp4hpTdsPQQ8G2p3T4fRVSdgHcKaxe9bxmIwGKqQ6LgUXJyE/mF2CuOMXw2hfcHDzz79VRIRYXJUCNuOpHHk7MXSGzq76rKMh1bA5ayqE7AOUarFD3ynlIqpMkkMBoNVouNS6NmyAb4erpXv7MIJOL0Xbnih8n3ZkUk9Qnh15SG+3pHEkzd2KL1h54mw42OIXwkRE6pOwDqCNYv/fyISLyL/JyKdqkwig8FwDWcycth34gJD2ts7jLPq0zRYo7GfB0PbN+LrHcnkWyvG3nKArg1sonsqRKmKXynVHRgD5ANfi0isiDwlIi2rTDqDwQDAhrizgD2zca7SYZyNap5NNyUqhNMXLl0JXS0RJ2foNF67qy6Vkc/fcA1Wo3qUUoeUUi8opToB04AAYK2IbKwS6QwGA6DdPMG+7nRqagd/fH4uHI6ulmyctnB9h8Y09HYrO6a/80TIy4FDP1SNYHUIm8I5RcQJaAQ0BrwBK7dig8FgT/ILFBviUxgcbq8wzq01KoyzOG4uTkzo3pzV+0+TdvFy6Q1DeoNfc+PuqQBWFb+IDBKRd4Fk4EngZ6C9Ump8VQhnMBjgl+PnOZeVaz//frwljLP1EPv05wCmRIWSm6/4dpeVxG1OTtBlsnZbndhVdcLVAUpV/CKSBMwCDgDdlVIjlFIfKaXOV5l0BoOB6EMpiMCgtkH26TB+NbToV2PCOEuifRNfuoX4l524beCfwDsYlj5q8vSXA2sW/0Cl1ACl1FtKqdNVJpHBYLiK6LgzdA0JoIG3W+U7O38czuyrcdE8JTE5KpSDpzLYe/xC6Y08A2DUK7pQ/JZ3qk64Wo61qJ5fRWSaiOwUkYuWJUZE7q5KAQ2G+kx61mVik9JrdVH1ijK2WzPcXZxYUNYgb6dxOl3zT/+CtCNVI1wtx5qr527gMeDPQDOgOfAXYIZR/gZD1fBzwlkKlJ3DOP2aQ6OO9unPgfh7ujKqcxOWxB4nJze/9IYicNOretxi+WNgzTVkAKy7eh4GJiilflJKnVdKpSul1gKTLNsMBoODiT6Ugr+nK91C7FAdK++yJYxzeI0M4yyJKVGhXMjJY+W+MhK3+TeHG57Tefp3z6sS2Woz1hS/n1LqaPGVlnU1d1TIYKgjKKWIjkthYHgQLs52SKSbtBUuZ9QKN08hfdsEEtLAk4VlFWMHiLoXQvvAypmQaSLOrWHtasqu4DaDwWAHDp7K4EzGJfu6eZxcoU3NDeMsjpOTMLlnKBsTz5KUVkZCNicnGPsmXMrUyt9QKtYUf0cR2VPC8gtgJXvS1YiIs4jsEpHlls8NRWS1JQ/QahFpUNkvYTDURaLj7F1taw207AfutSu57qSezQFYtNMGq79RBxj0OPyyUIetGkrEquIHxpawjAHKk+BjBnouQCFPAz8qpcKBHy2fDQZDMaIPpdChiS+N/Twq39n5ZDizv1a5eQoJaeDFwLZBLIxJpsBa4rZCBv0ZgtrB8se19W+4BqvhnNYWWzoXkRBgNPBBkdXjgLmW93MBMwvYYChG5qU8Yn5Ns+9sXagV8fslMTkqlOPp2Ww+nFp2Yxd37fI5fwx++qfjhauFWAvnPCIih4ssRT8n2tj/6+gQ0IIi6xorpU4CWF4blXL8ByzzBmJSUsxAjaF+sTkxldx8ZV83j38oBNvspa1RjOjUGD8Pl7Jj+gtp2Q963gNb34PjOxwrXC3EmqsnCuhVZOkN/BsQILasjkVkDHBGKVWhs66Uel8pFaWUigoOttPFbzDUEqLjzuDl5kxUy4aV7yzvsg5zbFszs3HagoerM+O7N+eHvac4n5Vr207DXwDvRrB0hs5IariCNVdPqlIqFTiH9uv/BPQDRiulJtnQ9wDgZhE5CswDrheRz4HTItIUwPJ6pnJfwWCoWxSGcfYPC8LNxQ5hnMc2w+XMWuvmKWRKVCiX8wpYuueEbTt4+MPoV+H0L7D5bccKV8uw5upxFZEHgf3AIGCcUupOpdR+WzpWSs1USoUopVoBtwJrlVJ3AkvRuf2xvC6pzBcwGOoaR1OzSErLtmO1rdU6jLMGZ+O0hYhmfnRs6ld2nv6idBwLHcbAulmQaquHuoaQnws/vwa5OXbv2po5cQSYCcwBvge6icjEwqUSx5wFDBeReGC45bPBYLAQfUg/BA8Jt4Piz8+Fg99Dy/7g7lP5/qoREWFKVAh7ks9z4KSVxG3FuelVcHaD5X+qPekcCvJh8YOw5nldV9jOWFP8a9DunW6UHNJpM0qpdUqpMZb3qUqpYUqpcMtrWsVENxjqJtFxKbQJ8qZFoFflO9v4BqQlQq/7Kt9XDWB8ZHPcnJ1sm8lbiF9TuOF5OBINsV86SjT7UVAAS/6gC8zc8IJOQmdnXErboJSabvejGQy2EvslBLaF0N7VLUmVkpObz+bDqdzaq0XlOzu9X7s4Oo2HTjdXvr8aQANvN4Z3asziXck8PaqD7WMgPe/Rk7pWPaMrj/nU0ICRggJYPgN2fwXXPQsDH3PIYewwcmQw2JmEH+Hb38On4+tdZaXtR9PIyS2ovH8/Pw+WPKyLrdz0qn2EqyFMjgrhXFYuPx4oR5kQJycY+wZcvggrauicUaXghydh56cw+EkY8qTDDmUUv6FmcSlTp9ZtGAZegfDF5HqVYz36UApuLk70bR1YuY42valvmje9WnOt2woyKDyYJn4etsf0FxLcXs/q3fs1xK1yjHAVRSlY+VfY/gH0fxSue8ahhzOK31CzWPsipB+Dce/AnYugIA8+nwQXz1a3ZFVCdFwKfVo3xNPNueKdnDkI6/4FHW+GiAn2E66G4Owk3NIzhOi4FE6dL2fEy8A/QVB7+K4GpXNQSg/ibnkX+vwehv+fw+dblOrjL4qI9AdaFW2vlPrUQTIZ6itJ22DrHOh1v555CXDbfPj0ZvhyCkxbBm7e1SujAzmenk38mUym9gqteCeFLh43Hxj971o7YassbukZwts/JbBoZzJ/uK6t7Tu6uMPNb8FHN2ojY9S1QYX5BYrTF3I4lpbFsbQskiyv+n02bYK8mRwVwk1dmuLtbpMKtc66f8HG13Va6ZH/qpLfrEypReQzIAw9W7ewDI4CjOI32I+8S7D0j7o61A3P/ba+RR+Y9CEsuAu+/h1M/QKc7fBnq4Gst2TjHFoZ//6Wd3SKgkkfgk+J2VDqBK2CvOnTuiELY5J4eGgYUh5l2aIPl3vcg+vWOWzxvp69tL1KySefy+Zy/m9ZZpwEmgV40qKhF0PbB7Pz13M8+fUenl+6jzFdmzGlVyg9WgSUT4ZC1s+G6Jeh+13aLVdFN2pb/kFRQCdltdS9wVBJNvwbUg7C7QuvTRvccYz+U3z3uF7GvlEnLdnoQyk0D/AkLLiC8fYpcbD2JT1hqbMtk+trN1OiQvnzwt1sP3qO3q2vTm2RX6A4eT67mMWezbHUixxLyyI3qz+r3b8lYM3jvHz5Jbw9tWLv2NSPERFNaNHQixYNvQht6EmzAE9cixTCUUoR8+s5FmxPYtmeE8yPSSIs2JspUaFM7BFCsK+7bV9g45v6qaPrrfqadqo6z7stin8v0AQ46WBZDPWV0/u04u86FdqNKLlNr3vhwgnY8Kp+Khj6VNXK6GBy8wvYmHCWMd2aVcxyLMjXsd+unjD6P3XyxlicUV2a8NzSfbz9UwIDjgVeY7XnFUnh7OIkNG+glfuoLk1p0TCM4zn/IGrzH9g7Ig6P622PoBERerVqSK9WDXnu5gi+33OS+TFJ/OuHg7yy8hDXd2jElKhQhrYPvuqGcRVb5sDqv+kxmHHvgFMlxnQqgC2KPwjYLyLbgEuFK5VSdSMw2FC9FOTDkkd0XpUb/2W97fXPauW/7p96Uk6Pu6tGxipg17F0Mi7lVTwb55b3IHkbTPwf+Da2r3A1FC83F8Z3b8bnW46xPi6FBl6utGjoRefm/tzUpWkRq92Lpv4eJZSvDIP0lXhsnA3dJkJgWLll8HF3YUqvUKb0CiXhTCYLdySxaMdxVu8/TbCvOxN7NGdyz1DaNiryFBfzEax4Sj+ZTfxftbgupSwPjoiUmOBDKRXtEIlKICoqSsXExFTV4QxVyaa39aSaSR9Cl1vKbp+fC19O1dkmb/sK2t3ocBGrgtkrD/Lf6MPs/Ptw/Dxcy7fz2QSYMwDaXKfPST2w9gvJyc3n19QsmgV44Fve8waQcQre7g1Nu+rgATucu9z8AtYdSmFBTBJrD54hv0DRs2UDpkaFcrNai8f3j0K7kTDlM3Bxq/TxrCEiO5RSUdesrw2ue6P46yhph+Hd/tBmaPkU1qVM+GQ0nI2DacshpKcjpawSxry1AS83FxY82K98Oxbkw8c3QcoBeHirfhIylI+Yj/XckZvfhh532bXrMxk5LN55nAUxSXRJXcl/XN8j3ieKjAmf0TOsScXceuWgNMVf5miCiPQVke0ikikil0UkX0TKkSHJYCgBpWDZDHByKX/YobsP3LEQvIPhy8m1L+tiMVIyLrH3+IWKuXm2/heStsDIl43Sryg9pkHLAbDqWci0b5b4Rr4ePDgkjDU3pvGa+xwO+3TntoxHueWDnQz7dzTvrUvkzAX7Z98sC1uGkd8GbgPiAU/gPss6g6Hi7PoMjqyHEf8H/s3Lv79PI7hrsX7/+US7/2Grkg3xFSyqnpoIP/4fhN8I3W51gGT1hMJ0DrnZ8IMDggYOLEcW3YeE9qXtjOVseOYmZt/SlUAfN15ecZB+s9Zy39ztrNx3itz8grL7swM2xQ8ppRIAZ6VUvlLqY2CoQ6Uy1G0unISVz0LLgdBjesX7CQyD2xdAxmmd2qGmzMQsJ9FxKQT5uNGpqZ/tOxUU6EFxZzcY+3q98us7hKBwnR9n3zdwaIX9+o1bCQunQ/MecMcCcPPG292FyVGhLHyoP2v/PIQHBrdhT/J5HvxsB/3+9SMvfbef+NMZ9pOhBGxR/Fki4gbEisgrIvInoO5OnzQ4FqXg+ycg/xLc/GblY5dDomDyJ3DqF1g4rdaV2MsvUKyPS2FweDBOTuVQ3tv/B8c2wch/gl8zxwlYnxgwAxp1sqRzsIPiTfgR5t8JjSPgjq+vnZ8CtAn24amRHdj09PV8OC2Kni0b8PHGowx/bT0T3t3IV9uOkZFj/2valn/dXZZ2jwAXgVCg7s8OMTiG/Uvg4HIYOrNC4XMl0n4kjHlNFxRfNqP2FNsA9h4/z7ms3PJl40w7rHO7tL0BIu9wmGz1Dhc3GPumDhn+8R+V6+vIeph3u84LdNdi8AywfmhnJ4Z1bMx/74piy1+H8cxNHcnIyWPmN7+w5bD9S5aUGUCqlPpVRDyBpkqpF+wugaH+kJWmrf2m3aDfI/btu+c0yDip8574NdMx/7WA6LgURGBg2yDbdigogKWP6kHxOjqDuVoJ7QW974dt70OXyfpzefl1sw45btAa7l4CXg3L3qcIQT7u3D+4DfcNak1sUjqdm/uXX4YysCWqZyw6T88Ky+dIEVlqd0kMdZ+Vz2jlf/Pbjpm0MuQpPalr/WzY/qH9+3cA0XEpdG3uT6CPjdP8Yz6EoxvgxpfAP8SxwtVXhv1dGw/LHoW8y+XbN2m7Hm/yaw7TloJ3xdNriwjdWzQoffZvJbClx+eB3kA6gFIqFp2p02CwnYQfYfeXuqJQ066OOYYIjH5NR7l8/wQc/M4xx7ET57Ny2XXsnO3RPOeOwurnIOx6ndTL4BjcfXWI8Zn9sOkN2/c7sUunEPcO0kq/BifJs0Xx5ymlzjtcEkPd5VImLHsMAsNh8F8ceyxnF5j8MTTrrrN5Jm1z7PEqwc8JZylQ2ObfV0pnLxUn7Yc2Lh7H0n6UzqMTPVvPjC6LU7/oinGe/noGcA0fcLdF8e8VkdsBZxEJF5G3gE0OlstQl1j7DzifBOPeBlcPm3ap1IxyN28d5unXTOfxPxtf8b4cyPq4FPw8XOgWYn3gD4AdH1vmPfwDAiqRr99gOyNf1tfrshl6bKU0zhyAT8fpGgjTltWK38cWR+sfgWfQCdq+AlYClRzyNtQbkrbp2aW97oMWfa+szsnN59T5HI6nZ+vlXDYnLO9PpGdz6kIOIyOa8PItXXF3qUDmQu8gXcHrwxF6gte9q8G3iR2/WOVQShEdl8Kg8OASkocVI/0YrPqbTm3Rc3oVSGcAdLK7ES/qJ61dn+kAguKcjYe5N4OTq3bvNGhV5WJWBFuierLQit+xRSANdQalFOezczmRmk6LBQ+BR2Pey5/K0S92kmxR7CkZl67aRwQa+3rQLMCDLiEB9HR2YtHOZNKycplzZw+83CowGNywjbb8PxkDX9wC07/XxcdrAHGnMzl1Iads/36hiweMi6c66H4X7FmgUyi3G3l15tPURJg7FlDa0rdXeHIVUOq/qazIHZOWuf6Sl1/A6YxL2kI/l33Faj9RxHK/eDmfP7ksZIZLItMv/4XN287SPMCT5g086dihEc0CPGkeoItchDTwpLGfB24uV1u+fVo35Olv9nD3h9v4cHov/D0rkH2xeQ+Y8ql2+Sy4Sxd6cXBGRFuIjtMpJgaXpfh3ztWZSEf/Gxq0dLxghqsR0WGz7/aDH/4CU+bq9ed+1ZZ+3iWY/h0Et6teOcuJNTOqH5CEdu9sBYypUY/ZlHiW11fHc9zihskvuNoH39DbjWYBHrQJ9mZgeBBdnJMYv30Z58Im8Or4Jwj0dit3JsIpvULx8XBhxrxd3Pb+Fj69tzdBtoY9FiX8Bl1ndcnDsPQRmPDfareco+NS6NDElyb+VsY80pN0aotWg6Dn76pOOMPVBIbBkL/osapDP0CTLtrSv5ypLf3GnapbwnJjTfE3AYajE7TdDnwHfKWU2lcVghlqDnn5BTy96Bcu5eXTPyzoiqXevEGh1e5xtSsmPw8+/AN4BtBgwr/BuwLK2kJhQesHP4thypzNfHZfH5oHeJa/o+53QMYJXerOrxnc8HyFZaosFy/lsf3IOe4Z0Kr0RoXZS1WBHhSvwrJ8hhIYMAP2fgPf/RlcPCD7nJ6c5ajQZAdTquJXSuWjJ22tEBF39A1gnYj8n1LqraoS0FD9/LD3FMfSsphzZw9GdrYh9e/W93RM8y0fVWoCSyFD2gXz+b19uOeT7Ux+bxOf39eHNhWpSzvoCT0d/+fXwLcZ9Hmg0rJVhC2HU7mcX2Ddv7/rc0j8UdcariUDhnUaZ1edW+qDG3TU2F2LtRuxlmLVjBARdxGZCHwO/AF4E/imKgQz1AyUUry3LpE2wd6M6GRDVEzaYV3wu90oiJhoNzmiWjVk3gN9uZxfwOQ5m9l3ogJTS0S0Im0/Wvtr91f9BPT9Jy7w0vcH8HV3oWerBiU3On8cVv5VZy+NurdqBTSUTkgU3Pol3PMDhPaubmkqRamKX0TmouP1ewAvKKV6KaX+oZQ6XmXSGaqd9fFn2X/yAg8NDis7e6RSOo+Ms2v5i6vYQEQzfxY82A93FydufX8LMUcrkLzKyRkmfQAhvWDRfTqvShWglOKTjUcY/+5GMnLy+O/dPUsOU1VKV4MqyINxbxkXT02jw0211r1TFGtX1V1AO2AGsElELliWDFOBq/7w3roEmvh5MK67DTMRd36q88gMr2BxFRtoE+zDwt/3J9jHnTs/3Ep0XEr5O3HzgtvnQ0AL+OpWOHPQ/oIWIe3iZe7/NIbnl+1nYNsgVswYRP+wUpKy7f4K4lfBsOd0OKrB4ABKVfxKKSellK9l8Suy+CqlakYwtMGh7Dx2ji2H07hvUOuyJ1FdOKknGbUcqEvZOZDmAZ4seKgfbYJ8uG/udr7/5WT5O/FqqCd4ubjr/CoXTthfUGBTwllGvr6e9XFneW5sJz6cFlV6QrYLJ+CHp6FFf+hdPeMPhvqBeY40lMqcdYn4e7pya+8W1hsqpaMd7FVcxQaCfNz56oG+dAsJ4JEvd7Jge1L5O2nQUhfIyDkPn98CiT+VPxtjKeTmF/DKioPc8eFWfDxcWPyH/twzoHXpIa1KwfI/Qf5lE8VjcDgOu7pExENEtonIbhHZJyIvWNY3FJHVIhJveS1lhMtQnSScyWDV/tNM69cSH/cyZs3u/xYOfQfX/bVKZy/6e7ry2b19GBgezF8W7eGDDYfL30nTrjD1M0j/FT4bD7PDdKm83fN1CukKkJSWxeQ5m3l3XSJTeoay/I8DiWhWRk71PQsgboVOCVyLZoAaaidSqWRY1jrWpo23UipTRFyBn9HjBROBNKXULBF5GmiglLJa4TgqKkrFxMQ4RE5DyTyxcDfL95xg09PDaOhtZaZrVhq801vnH7/vR8fk2S+Dy3kF/Gl+LN/9cpJHr2/Ln4a3K/dkMS5n6RmycT/omqsXz+hMmC366an67UfpuqxlsCT2OM8u3gsC/5rYhTFdbRgbyTgF7/SB4PY6YsSpArmJDIYSEJEdSqmo4usd9i9V+o5SWP3a1bIoYBy/FWufC6wDHFDa3lBRTqRn8+2u49zZt6V1pQ+6uEr2OR3XXA1KH8DNxYk3b+uOj7sLb65N4EJOHn8f06l8NWzdvHTERoebdCbGE7t+uwms/pteGobpG0D7URDa96rve/FSHs8t3cfXO5Lp0SKAN27tTmhDr7KPW+jiycuBce8YpW+oEhz6TxURZ2AH0BZ4Rym1VUQaK6VOAiilTopIidUKROQB4AGAFi3K8DEb7MoHG44AcN+g1tYbJqzRxVUGPaGnsVcjzk7CrEld8PN04X8bjnAhO5dXbuladubLknBygpCeern+WZ0dM26lnq6/7X3Y/DZ4BED4CGg/kv3evfnDokSOpl7kj9e3ZcawcNuP+8vXcOh7nQXShicKg8EeOMzVc9VBRAKAxegUzz8rpQKKbDunlLLq5zeunqrj3MXL9J+1llFdmvCfKZGlN7yUCe/2BVdPeHCDzXn2HY1Sind+SuDVVXGM6NSYN2/rjoerHa3oSxmQuBYOrUDFr0SyUslVzsQ6RRDUcxyt+0+ChmXcMAvJOA3v9oHAtvC7lcbaN9idKnf1FEUplS4i64CRwGkRaWqx9psCZ6pCBoNtzN18lOzcfB4aUsYA49p/wPlk+N2KGqP0QdcpfeT6cHw9XHlu6T5+98l2/nd3FN5lDVDbirsvdBrH2RYjefLcTs7Hb+H+RgcZ4bIL55h/QMw/ILgjtB+pZy+HRJWs0JWC7x7XYwvj3jVK31ClOEzxi0gwkGtR+p7ADcDLwFJgGjDL8rrEUTIYykfW5Tw+2XSUGzo2pl1j39IbHtuqi6v0vv+q4io1iWn9W+Hr4cKTX+/hjg+28sk9vQjwsk865vVxKTy+YDcXcnL5280TGNm3pR5MTjtscQl9D5ve0jmBvIKg3Y16gDjsenC35Bja9w0cXA43vFDrUvoaaj+OjOrpih68dUaHjS5QSv2fiAQCC4AWwDFgslLKatyccfVUDR/9fIT/W76fRb/vT8+WpXjf8i7BnEGQmwUPb9YWcA1m1b5TPPLlLloHefPZvb1p5Ffxp5PLeQX8e9Uh/rv+MOGNfHjr9u50aFLKXMbsdJ1k7dAKPRM3Jx2c3XSK5fAREP2ydgn9blW1DYob6j6luXqqxMdfWYzidzyX8woYOvsnQhp6seDBfqU3XPsSrH8F7lik89zXAjYmnOX+T2MI9nXn83v72BZtU4yjZy/y6Lxd7Ek+zx19WvDs6E54utnonsnPg6QtenD40A+QlqhvAg9ugEYdyi2LwWArRvEbrPL1jmSeWLibj+/pxXXtSwy0glN74f0h0PkWmPjfqhWwnuIqeAAAFIlJREFUkuw6do7pH2/Hw9WJz+/tQ7g1V1YxvtmZzN++3Yuzk/DKLV1tS01tjbPxeoZu44jK9WMwlEFpit/MCzdQUKCYE51Ihya+DC0tR3x+nq5e5REAI/9VtQLage4tGjD/wb4UKJjy383sSU4vc5+MnFz+ND+WxxfsJqKZPz88NrjySh902KZR+oZqxCh+A2sOnCbhTCa/HxpW+ozXbe/rSU03vaITnNVCOjTx4+uH+uHt7sLt/9vKlsOppbbdnZTOmLd+ZknscR67IZwv769g5S+DoQZiFH89RynFu+sSCW3oyegupViz2el6MDLsersWV6kOWgZ68/VD/Wni78G0j7ax9uDpq7YXFCj+G53IpPc2kZtXwPwH+/HYDe0qNhHMYKihmKu5nrP1SBqxSek8MDisdOW28XUdlXLDC9VepNweNPH3YMGD/WjfxJcHPt3BklhdW+jMhRymfbyNf/1wkOGdGvPDjMH0alU7n24MBmuYOLJ6znvrEgnycWNyz5CSG1w4CVvmQJfJdaLyUCENvd344r4+3Dc3hsfmx7In+Tzf7jrOxct5/HNCF27rHVr+RG8GQy2h7lv8tSBqqbrYd+I80XEp3DOgdelpDaJn6TKA1z1TtcJVAb4ersz9XW+ub9+ID38+QrCvO8seGcjtfVoYpW+o09Rti3/HJzqvyuS5dcJFYW/mRB/Gx92FO/u2LLnB2XjY+Rn0utf2/DO1DA9XZ+bc1ZPoQykMDA+yb14fg6GGUrct/rxLsH8JxHxU3ZLUOH5Nvch3e05wR98W+Hu6ltxo7T/AxQMGP1m1wlUxrs5O3NCpsVH6hnpD3Vb8ve7XkSirnoWzCdUtTY3i/fWHcXFy4t4BpVjyx3fom2b/R8CnlAldBoOhVlK3Fb+Tk8586OIO39wP+bnVLVGN4ExGDgt3JDOpZ0jpuWvWvABegdDvkaoVzmAwOJy6rfgB/JrCmNfhxE5YP7u6pakRfLzxKHn5BTw4uE3JDRLXwpFo7eLxKCUJmcFgqLXUfcUPEDEeut0O61+FpG3VLU21ciEnl883/8qoLk1pFeR9bYOCAljzPAS0gKjfVbl8BoPB8dQPxQ8w6mXwbw7fPKCrR9VTvthyjIxLefy+tEIr+xfDyd06fNPFvWqFMxgMVUL9Ufwe/9/enUdHUaZ7HP8+TVjCEvZ93wm7yEUEgYigbAKCzuhRh3tdcdfrqAhuMA6izKDjVUEElVFGjwcdQQUVIwkBBRUFRKJgFiCALCKL7Eme+0dVhuwkpDqVdD+fc/ok3dXL854kv65U1/u8UXDFy/BbKnzysN/V+OLE6Qzmr0phQPt6dG1aM+8dMk7D509Cgy7OhC1jTEgKn+AHaNkPLroXvv0n/LjU72pK3bvfprH/95PcFlPA3v63C5xVpIY8bksBGhPCwiv4AWImQ6PusOQu+D18lvtNz8jk5fhkejSvxYVt6ua9w6mjEP8MtOjnrBBljAlZ4Rf8EZVg3Ctw6ndYfGfYtHRYuukXth84xm2DCmi9vOYl+H0PDHnCZjkbE+LCL/jBWe5uyFTY+gmse83vaoJOVZkdl0Sb+tW4tHPDvHc4dgBWPw8dR0CLC0q/QGNMqQrP4Afocwu0uRg+mRLys3rjt+wjcfdhJg5qSyCQz958wt+d/4Aueaz0izPGlLrwDf5AAMa+5Cx6/e9bQnpW7+y4JBpFVWFsz6Z5Nx7c4ayu1eMaaBBd+sUZY0pd+AY/QFQTuPw5py/Nyr/5XU1QrNv2G2tTDnDTgNZUisjnxx33FCAQE56nuBoTjsI7+AG6XAHdr3baOez42u9qPDcnPomakRW5pk+LvBv3JsKGt6DPzVCreekXZ4zxhQU/OAuIRzV1GrmF0KzerXuOsHzzHib0a0W1yvksvRA7DSpVhwH3l35xxhjfWPADVKkJ47Jm9U72uxrPzIlPpkrFAP/dr1XejdvXwE9Lof/dUNXWlTUmnFjwZ2nZD/rf48xeDYFZvTsPHmfx+p1c/V8tqFOtUs6Nqk4jtuoNoe/tvtRnjPGPBX92F0+BRt1CYlbvvIRkAG4akM9CK1s+ge1fwqAHoVI+HTqNMSHNgj+7rFm9J4844V9OZ/UeOHqKt7/aweieTWhWu2rOjZkZEDsV6rSBXhP8KdAY4ysL/twaRMPQqbDlY2ex9nJowRepHD+dwcT8Wi9vfAf2bobBj0CFAtbaNcaENAv+/PS5FdrEOB/0/prkdzXFcvRkOgu+TGVIdEM6NKyRc2P6SVgxHRr3gM5X+FKfMcZ/IR38sYl7ePT9TWRmFvOQTSAAY2c7s3rfuwUy0oNTYBC8/fUODh47nX/r5a/nw6HtTiO2QEj/6I0xhQjpv/4NaYd4Y802ppxL+Ec1gVHPws5vIKF8zOo9lZ7JvIRk+rSuw/kta+fceOKwM47Wg6DtYH8KNMaUCfnM6gkd9w1pT3pGJi/FJSECT47pmn+TsoJ0Hecc649/BtoNgWa9g1esBxav38nuQyeYPq5b3o1f/B8c+9XZ2zfGhLWg7fGLSHMRWSEiiSLyg4jc495eR0SWi8hW92vtsz1XCWrggcs6cltMW/61djuPLj6HPf8RM529/zI+qzczU5kTn0SnRjWI6VA/58bf98KXL0LnsdC0lz8FGmPKjGAe6kkH7lfVaKAvcIeIdAYmAbGq2h6Ida8HjYjw4GUdmTioLQvXbuexJZvQ4pymWaUmXDEHDqTAp1OCV2gJLU/cQ9K+o9wWk89CK/HPQPoJGPyoP8UZY8qUoAW/qu5W1W/d748AiUBTYAywwL3bAmBssGrIIiI8NKwjtw5qw5trnD3/YoV/q4uc1gbrXoeflgWtznOlqrwUl0TzOpGM7NY458YDyc5iM73+BPXa+VOgMaZMKZUPd0WkFXAesBZoqKq7wXlzABoU8JhbROQbEflm3759XtTApGGduHWgE/6PLf6heOF/8RRomDWrt+T1eGlN8gE27DjILQPbElEh14/0879CoCIMesif4owxZU7Qg19EqgPvAveq6uGiPk5V56pqb1XtXb9+/bM/oGi1MGl4J24Z2IY31mzjiSXFCP+IyjD+FefsmDI2q3d2fBL1qlfiqvOb5dywewNsWgR9b4Ooxvk/2BgTdoIa/CJSESf0F6rqe+7Ne0Sksbu9MVCqTXFEhIeHd+Kmi1qz4MttTP1gc9HDv0G0c1bMlmVOM7cyYNPOQ6zcso//6d+aKhUr5Nz42VSoUstpPmeMMa5gntUjwHwgUVVnZdu0BMhqEjMBWBysGgqpjSkjo7nxota8/kVq8cL/gonOufAfl41ZvXPik6heOYLr+rbMuSFlJSTFOr32I2v5U5wxpkwK5h5/f+B6YLCIrHcvI4AZwFAR2QoMda+XOhHhkZHR3NDfCf9pHxYx/P8zqzfC91m9qfuPsvT73VzbtwU1I7P13clquxzV1FlU3hhjsgnaBC5VXQUUNFvqkmC9bnGICI+OikZRXludiuBcz3M6ZG41mzqzehfdAAl/hxh/Pjidm5BMRCDAjf1ztV5OXOKsIzz6BahYxZfajDFlV0jP3C0KEeGxUZ0BeHV1CiLwyMgihH/X8fDTxxD/NLS7pNRn9X6VcoBF69IYf34zGkRlC/eMdIj9C9TrCD2uKdWajDHlQ9gHP5wJf1WYvyoFAaYUJfxHzIRtXziHfCYmlMqiJjsOHGPGxz/y0cbdNKlZhdtzN2NbvxB+3Qp/XOgcjjLGmFwsGVwiwuOXd0ZVmbfK2fOfPOIs4R9Zy5nVu+By+GQKXP5c0Oo7ejKd2XFJzE1IJiBw75D23DqwLZGVsp3Jc/o4xM2AZn2g08ig1WKMKd8s+LMREZ4Y3QUFXklIIeCe919o+LceAP3ugi+ehw7DoOMwT2vKzFTe+24nz3z8I3uPnGRszyY8OKwTTWpF5r3z2pfhyC4YPw/O9t+KMSZsWfDnIiJMHd0FVXh5ZTIITBp2lvAf/AgkrYAld8LE1VCjoSe1rNt2gGkfbGZD2iF6NK/FnOvPp1eLAnraHf8NVs2C9pdCq/6evL4xJjRZ8OdDRJg2pguK8nJ8MoLT66fA8I+oDOPmwtwYeLYLND3f+U+g1QBo3gcq5rN3XohdB48zY9mPLNmwi4ZRlZn1hx6M7dm08JbSq55zZhVf8nixXssYE34s+AsgIkwb3RVVZ5KUCDx4WSHh37Az3PgpbH4fUhIgYRasnAkVKjvh32qA82bQtLezqHs+jp1KZ058MnNXJqEKdw9ux8SYtlStdJYf0+FdsHYOdP8DNOpawpEbY0KdBX8hAgHhL2O6osDsuCQEeKCw8G/S07mAs/e9/UtnBm1qAsQ9BXHTISISWlwArQdCq4HQ5Dw0UIHF63cxY9mP/HL4BKO6N2bS8E40q121aIXGzYDMDLh4shfDNsaEOAv+swgEhCfHOHv+WSt5/fnSQsI/S5Uo6HCZcwHnGHzqaudNICUBYqcBkBFRjfWBaDYfbU/fehdw3dWj6N2mGE3p9m+F796EPjdD7VbnNkhjTFix4C+CQED469iuqCovrkhCEO6/tMPZwz+7yNoQPcq5AHt2p7Hsw0VU2JbARRGJTK74DRx6C955HFr2P3NoqEGXwhdGj53mfIYw4M8lHKUxJlxY8BdRICBMv8JZy/aFFT8TELhvaDHDHzh+KoO5K5OZE59Ehnbk5gHDqB/TDk7th9RVkBLv/Efw01LnAZF1nIVgWg903gzqdzxzqmbaOqc9Q8zDUN2b1tXGmNBnwV8MWeGvCs9//jOI8L9DOxTpsarKBxt3M2NpIrsOnWBEt0Y8PDya5nXc4/iVG0G3K50LwKE05w0gNcH5nCBxiXN7tQZn3gg2vgNV68GFdwRhtMaYUGXBX0yBgPDUuG4oyvOxWxGcPf/CbEw7yLQPNvPNtt/o3DiKWX/sSd82dQt/oZrNoOc1zkUVfks98/lAagL84C5vMPwZqFzDk7EZY8KDBf85CASEGeO6owr/iN2KCNw7JG/47zl8gpmf/MSidWnUq16Jp8d348rzm1OhsPPx8yMCdVo7l15/ct4Ifv0Z9v0EHYd7NCpjTLiw4D9HgYDw9PjuKPDcZ1sRhHuGtAfgxOkM5q9K4cUVP5Oeodw6qA13XtyOGlUqFv6kRSUC9do7F2OMKSYL/hLICv9MVZ79bAsi0LZ+daYvTWTnweNc1qUhk0dE07Ju8Lt2GmNMUVnwl1CFgDDzyh6gMGv5FgA6NarBv26+gH5t6/lcnTHG5GXB74EKAWHmVT1oUbcqjaKqcFXvcziOb4wxpcSC3yMVApLvB7zGGFPWBHOxdWOMMWWQBb8xxoQZC35jjAkzFvzGGBNmLPiNMSbMWPAbY0yYseA3xpgwY8FvjDFhRlTV7xrOSkT2Adv8rqOI6gH7/S4iSEJ5bBDa47OxlV8lGV9LVc2zSlO5CP7yRES+UdXeftcRDKE8Ngjt8dnYyq9gjM8O9RhjTJix4DfGmDBjwe+9uX4XEEShPDYI7fHZ2Movz8dnx/iNMSbM2B6/McaEGQt+Y4wJMxb8HhCR5iKyQkQSReQHEbnH75q8JiIVROQ7EfnQ71q8JiK1RGSRiPzo/gwv9Lsmr4jIfe7v5CYReUtEqvhdU0mIyKsisldENmW7rY6ILBeRre7X2n7WeK4KGNtM9/dyo4j8W0RqefFaFvzeSAfuV9VooC9wh4h09rkmr90DJPpdRJD8A/hYVTsBPQiRcYpIU+BuoLeqdgUqAFf7W1WJvQ4My3XbJCBWVdsDse718uh18o5tOdBVVbsDW4CHvXghC34PqOpuVf3W/f4ITnA09bcq74hIM2AkMM/vWrwmIlHAQGA+gKqeUtWD/lblqQggUkQigKrALp/rKRFVXQkcyHXzGGCB+/0CYGypFuWR/Mamqp+qarp7dQ3QzIvXsuD3mIi0As4D1vpbiaeeAx4EMv0uJAjaAPuA19xDWfNEpJrfRXlBVXcCfwO2A7uBQ6r6qb9VBUVDVd0Nzk4Y0MDneoLlBmCZF09kwe8hEakOvAvcq6qH/a7HCyIyCtirquv8riVIIoBewGxVPQ84Svk9VJCDe6x7DNAaaAJUE5Hr/K3KnAsRmYJzSHmhF89nwe8REamIE/oLVfU9v+vxUH9gtIikAm8Dg0XkTX9L8lQakKaqWf+hLcJ5IwgFQ4AUVd2nqqeB94B+PtcUDHtEpDGA+3Wvz/V4SkQmAKOAa9WjiVcW/B4QEcE5RpyoqrP8rsdLqvqwqjZT1VY4Hwx+rqohs9eoqr8AO0Sko3vTJcBmH0vy0nagr4hUdX9HLyFEPrjOZQkwwf1+ArDYx1o8JSLDgIeA0ap6zKvnteD3Rn/gepy94fXuZYTfRZkiuwtYKCIbgZ7AdJ/r8YT7X8wi4Fvge5y/93Ld3kBE3gK+BDqKSJqI3AjMAIaKyFZgqHu93ClgbC8ANYDlbq7M8eS1rGWDMcaEF9vjN8aYMGPBb4wxYcaC3xhjwowFvzHGhBkLfmOMCTMW/MYAIqIi8ka26xEisu9cu5G6HT9vz3Y9JhQ7m5ryyYLfGMdRoKuIRLrXhwI7S/B8tYDbz3ovY3xgwW/MGctwupACXAO8lbXB7fn+vtsXfY2IdHdvf8Ltox4nIskicrf7kBlAW3fSzUz3turZ+v4vdGfTGlPqLPiNOeNt4Gp3sZLu5OywOhX4zu2LPhn4Z7ZtnYDLgD7A427fpklAkqr2VNUH3PudB9wLdMbpCto/mIMxpiAW/Ma4VHUj0Apnb39prs0XAW+49/scqCsiNd1tH6nqSVXdj9MgrGEBL/GVqqapaiaw3n0tY0pdhN8FGFPGLMHpYR8D1M12e36HZbL6nZzMdlsGBf9dFfV+xgSV7fEbk9OrwDRV/T7X7SuBa8E5QwfYf5Y1F47gNNcypsyxPQ5jslHVNJw1eHN7AmeVro3AMc60AS7oeX4VkdXuwtnLgI+8rtWYc2XdOY0xJszYoR5jjAkzFvzGGBNmLPiNMSbMWPAbY0yYseA3xpgwY8FvjDFhxoLfGGPCzP8DiKTva/oW35gAAAAASUVORK5CYII=\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_region_vs_observed_seasonality(region='MANDERA', model='ealstm');\n", - "plot_region_vs_observed_seasonality(region='WAJIR', model='ealstm');" + "# plot_region_vs_observed_seasonality(region='MANDERA', model='ealstm');\n", + "# plot_region_vs_observed_seasonality(region='WAJIR', model='ealstm');" ] }, { @@ -2079,97 +2154,34 @@ }, { "cell_type": "code", - "execution_count": 237, + "execution_count": 442, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_region_time_series(region='KWALE');\n", - "plot_region_time_series(region='TAITA TAVETA');\n", - "plot_region_time_series(region='KILIFI', model=['ln', 'ealstm']);" + "# plot_region_time_series(region='KWALE');\n", + "# plot_region_time_series(region='TAITA TAVETA');\n", + "# plot_region_time_series(region='KILIFI', model=['ln', 'ealstm']);" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 441, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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y5CUcY3GVUm6laFS0EY2LNaZSgUrYmrmqqWla9qCUYtelXfx48Ef2Xt5LfocCJF9vRNSFaszuU5/avvn/e9L+ebB0CAzeDgUrmD0mnTiskDgAQi7E0HvmbhKTU5jZpybVriyHZa9yttEbbPIsweZzm9l3eR9JKol8ufPxZs03aVeynVVi1TQt8yml2HFhBz8G/8j+yP14OnryUvk+LN1SjMPnYpney5/GZT3TPnnRQGNS1TdOgI35x3M/KHHokeMWVt4rLwsH1cXV0Z4XZ+wi0LkllGtL8S3f0Mu9Kj89+xObu23mi4ZfUCxPMf6343+cjj5t7bA1TbMwpRSB5wLpuaonA9cP5MKtC4yuPZpF7ZezbmdpDp69zbfdqj04aShlrC/u08AiSeNhdOLIBMXzO7FgUAAl8jvT95cg1vi+B075YZGx8FPeXHlp6dOSr5t8TS7bXIzZNobklGRrh61pmgUopdgUsYnuK7szdMNQrty5wvsB77Oq0yo6l+7KqN9D2BZ2lc+fr0KrSoUffKGrJ+HmBWN6o0ymE0cm8czjwO8D61CteD4GLT7N+rIfQNRRWPfBP8c4efJe7fc4GHWQ2SGzrRitpmnmppRi49mNdF3RlVc3vkp0fDT/q/s/VnRaQZcyXbAVe95YcJD1oZf5X4cKPF/jETfOnA40nn0aWT74++jEkYnyOtjzyyu1aFauIP22ubKvcDfYPRVO/LPwU2uf1jQv3pzv9n9H2PUwK0araZq5HIw6SJ+/+jDi7xHEJsbyUb2PWNZxGR1Ld8Texh6lFGOWHGbpgQu81bIsvQK8H33R8EDIWwTcfS0e//0smjhEpKWIHBORMBH5z1h4EXlRRIJNj+0iUsW0vZiI/C0ioSJyRERGpDpnnIicF5EDpkdrS74Hc3Owt+XHntXpUqMo3cNbctnBB7VkMNy+AoCIMKbOGFzsXRi9bTSJKYlWjljTtMcVERPBqE2j6LmqJ2dizvB+wPssfW4pHUp1wN7GmPhUKcWEVaH8uvssQ5uUZEjjdMxmm5IC4VuMZioLL9qUFoslDhGxBaYArYDyQHcRKX/fYeFAI6VUZeBDYJppexIwSinlB9QBht537tdKqaqmxypLvQdLsbO14fPnK9OnYTl6Rw8kKfY6KUuH3Vv4Kb9jfsYGjCXkagg/HfrJytFqmpZRN+Ju8Nnuz2i/tD1bzm9hcJXBrOq0ii5lumBnY/evY7/dEMb0LeH0DijBG8+UTV8BUaEQewW8G1gg+keze/Qhj60WEKaUOgUgIr8BHYCQuwcopbanOn4nUNS0/SJw0fTzTREJBYqkPje7ExHebe2Hu3MuPl17iLHH5xG/eya5a78CQIsSLWjl04qpB6fSuFhjyrmXs3LEmqY9SnxyPPNC5zEjeAa3k27TsVRHhlYdioeTR5rHz9hyiq/XH+f5GkX5oF2F9C/5Gn63f8M6icOSTVVFgIhUr8+Ztj1IX2D1/RtFxBuoBuxKtXmYqXnrZxHJl9bFRGSAiASJSFBUVFRGY880AxuVpOxzb7M1pSJq9TvciAi9t2907dG4ObgxeutoEpN1k5WmZVUpKoXlJ5fTbnE7vt77NdUKVmNhu4WMqzvugUnj191n+WhlKK0rFeLTTpWwsclAk1N4IOTzAbfiZnoHGWPJxJHWbyHN0YYi0gQjcbx933YXYCHwmlIqxrT5B6AkUBWjVjIxrWsqpaYppfyVUv4eHmn/w2UVXWuWIKX998QpOy798grJycatuK65XRkXMI7j14/zw8EfrBylpmlp2XVxF91WdOO9re/hltuNn575iSnNplAq34P7KpYdvMB7iw/RuKwHk16ohp1tBj6Kk5Pg9Far3IZ7lyUTxzmgWKrXRYEL9x8kIpWBGUAHpdTVVNvtMZLGPKXUorvblVKXlVLJSqkUYDpGk1i219C/Cieqvku5xBACf//q3vZGxRrxXKnn+PnwzxyKOmTFCDVNSy3sehhD1g+h39p+3Ii/wScNPuG3tr9Rq/DDP5LWh1xm5O8HqOXtzo89a5DLLoMfw5cOQnxMjk0ce4DSIuIjIrmAbsCy1AeISHFgEfCSUup4qu0C/ASEKqW+uu+c1CNiOgKHLRR/pvPvMJQTjpWpduxrjpz451bct2q+hYeTB6O3jSYuKc6KEWqaFhUbxbjt4+i8vDMHIg8wssZIlndcTlvfttjIwz9St4VdYcj8fVTwysuM3v442D/G3HThW4znnJg4lFJJwDBgDRAK/KGUOiIig0RkkOmw94H8wPemW2vvTihVD3gJaJrGbbefi8ghEQkGmgCvW+o9ZDaxsaFQjx9xlngu/D6K2IQkAPLkysP4uuMJjw7nu/3fWTlKTXs6xSbGMuXAFNosbsPSk0vpUa4Hqzqt4uWKL5PbNvcjz99x8ir9Zgfhk9+ZWS/XIo+D/eMFEh4IHn7g8oCpSDKBnuQwCzq3cDRFD33HDJ9J9Ov98r3tH+74kAXHFzCr5SyqFzTvSl+apqUtKSWJRScW8f2B77kad5VnSjzDa9Vfo1jeYo8+2WT7ySu8MmsPxfI5Mb9/HTzyPDrRpB1MAnxWAqr1hNZfPN41MkBPcpiNFG0/hmu5i9Ls5CesCz5zb/so/1F4uXgxZtsYYhNjrRihpuV8Sik2R2ym87LOfLjzQ0rkLcG81vOY2HhixpJGmJE0irs78euAJ0gaAOf3QmKsVZupQCeOrMnekTydJ+Njc5nwReO5HGP0azjZO/FhvQ+JuBnBpH2TrBykpuVcR64coe/avgzbOIxklcykJpOY1XIWlT0qZ+g628Ku8MrsPZRwd2Z+/zoUcHmCpAGm8RsCJeo92XWekE4cWZR9mabcLNOJPmoJE+cvJyXFaFKsWagmPf168uvRX9l1cdcjrqJpWkacv3WetwLfotvKbpy8cZL3ar/H4g6LaVa8WfoH55lsPWHUNIykUfvJkwYYiaNwZXByf/JrPQGdOLKwPO0/R+VyptOFify89dS97cOrD8c7rzfvb3ufWwm3rBihpuUM0fHRTAyaSLvF7dh4diP9K/VnZceVdC/X/d6cUhmx5UQUfWfvwaeAkTTymyNpJMTCud1Wb6YCnTiyNhcPcj37IXVsQjmxdhohF4wxkI52jnxU/yMuxV7iy6AvrRykpmVfCckJ/HLkF1ovas3sI7Np7dOaFR1XMLz6cFxyuTzWNQOPRxl3TxVwZl4/MyUNgIhdkJxglWnU72fJuao0M5DqvUjcP493z8+j7/z6zBvRGgd7W6p4VKFPhT78fPhnmhVvRoOi1pmzJiu6EZvA1rAr3ElIxs0pF25O9rg52uPqZI+roz257fS67hqEXA1h9NbRhN0Io65XXUbWGElZ93ROMvgAgcej6PdLEL4FjD4Nd+dcZooWOL0FbOygeB3zXfMx6dtxs4PIUFJ+qM/CxLocqfUp49obi9InJCfwwooXiImPYVGHRbjmdrVyoNahlOJk1C3Wh0ayMTSSoDPXSHnIf2tHe1vcTEnESCq57r12TfX6brJxc8qFq6M9zrlsM9zOrWU9iSmJzAiewbTgaeRzyMcHAR/QqNiTf4vffDyK/r8EUdLDhfn9apPPnEkDYEZzQKDfOvNe9yEedDuurnFkB55+2NQbTpetX7Fw5yr+LuNBk3Ke5LLNxUf1P+LFlS/y2e7PmNBggrUjzTTxScnsDr/GhtBINh6N5Ow14/bk8oXzMrRJKZqU88TDJTc3YhO5cSeB6DuJ3IhNND0nmLYnEh2byKkrt4i+k8j12EQSklIeWKadjaRKOLn+VYvxcnWkZ50SOObStZmsLOx6GKO3jSbkaghtfNvwbq13zfKFa9OxSAbM2UspDxfmWSJpxMXA+X1QP2uMd9aJI7to+CYphxfyRcxMui6owPLXm1HAJTcV8legf+X+/HjwR5qXaE7T4k2tHanFRN2M5+9jRq1iy4kobickk9vOhvqlCjCwkS9Nynri5eb4r3OKZfDmk7jE5HvJ5kaskWxi7qR6bUo2N+4kcCkmjqOXbhJzJ5Gb8UmEXoxhYtcqulaSBSWnJDMnZA6T90/G2d6ZiY0m8oz3M2a59t/HIhn4y15KF3Rhbl8LJA2AsztAJWeJjnHQiSP7yOWETZuvKDavM92SF/HWnx781NsfEWFApQFsitjE+B3jqeZZjXwOac40n+0opThyIYaNRyPZcDSSgxE3ACjs6sBz1YrQzM+TAN8CZv2W72BvSyFXWwq5OmTovG83nOCrdcep5eNOt1rWmepaS9vZmLOM2TaG/ZH7aVqsKWMDxlLAsYBZrv330UgGzjGSxrx+tXFzskDSAOM2XNvcUCxrzOmqE0d2Uro5VOjEsJAlND9Wh7k7PXgpwBt7W3s+rv8xL6x4gY93fcyXjbLvnVZ3EpLZFnaFDUcj+ftoJJdi4hCBKkXdGNWiDE39PClfOO9/vtVHx0dz+MphgqOCOXjlICFXQnBzcKOeVz3qetXFv5A/jnaODyj1yQ1rUoo9p6/x/rIjVCrqSgWvp7O/KStRSvHHsT+YuHcidmLHhPoTaOvb1mw1wo1HLzNozj7KFDJqGhZLGgDhm42kYW+5/8MZoTvHs5ubl1Df1SQEXzrdfpsVrzagdME8AMw4NINv9n3DFw2/oKVPSysHmn7nb9xh49FINoZeZvvJq8QnpeCcy5aGZTxoWs6TxmU9/zVNQ1JKEieunyA4KpjgK8EERwVzOuY0AIJQKl8pKuavyOXYy+y9vJf45Hhy2eSiesHq1PWqS12vupTJV8bsTUpXb8XT5tutONjbsPzV+o8/iZ32xC7dvsT7295nx8Ud1PWqy/i64ynkXMhs198QepnBc/dRtlAe5vStZdmkEXsNPveBJmOg0ZuWKycND+oc14kjO9rzE6wcyVh5lb1uz7J4aF1y29mSlJJEr9W9OHvzLEs6LDFbddzcklMUB8/dYEPoZTaERnL00k0Airs70czPk2blClLLx/3eOgWXb1++lyCCo4IJuRpCXLIxDYu7gzuVPSpTxaMKlQpUomKBijjbO98rKy4pjn2X97Htwja2X9hO2A1junoPRw8CvAKo51WPOl51cHcwz0jcPaev0W3aTlpWKMR3Parp/o5MppRi2cllfLr7U5JVMm/4v0GXMl3M+u+wPuQyg+ftxa9wXua8UhtXJwt/QQhZBn+8BK+sheK1LVvWfXTiyEmJIyUFfn6GhKgwakV/SteGVXivtR8Ap6JP0XV5VwK8Avi2ybdZ5oMrLjHZ6KsIjWTTsUiu3k7A1kbwL5GPZn6eNC1XkJIezsQlxxFyNYTgqGAOXTnEwaiDRMZGAmBvY49ffj8qF6hMZQ/j4eXslaH3eOn2JXZc2MH2C9vZcXEH0fHRCIJffr97zVpVPKs81mjhu6ZuPsknq48yvn0Fetf1fuzraBlz5c4Vxu8Yz6aITVT3rM5H9T7K0GSE6bEu5DJD7iaNvrVxdcyEWuXKN+DAfHjnDNhmbi1WJ46clDgALh2GqQ0JyteK5y/0YG7f2tQvbdQwZh+ZzZdBX/Jx/Y9pX7K9lQOFw+ejGf7rfk5duY2roz1NynrQ1K8gDUrl50bShXtJIjgqmOPXj5OsjKVzi7oUvZcgKheoTFn3suSyNV+TQHJKMiFXQ9h2YRs7LuzgYNRBklUyTnZO1Cpci3pe9ajnVS/DHz4pKYoBc4LYfDyKPwfVpUoxN7PFrKVt7em1fLjzQ2ITYxlefTg9/Xpia2PeW6PXHrnE0Pn7KF84L79kVtIA+K4WuBWDngszp7xUdOLIaYkDYO1Y2P4trzlOYEdyWf4a0ZB8zrlITknmlTWvcOL6CRZ1WGTWtt2MSElRzNh6ii/WHCO/c25Gty9OXtdLHLl66F6yiEkwplFxtnemYoGKVC5gNDtVLFCR/I75MzXemwk32X1x971mrfO3zgNQLE+xe30jtQvX/ldT2IPciE2gzbdbAVg1vIHlmzOeUtHx0Xy862NWh6+mQv4KTKg/AV83X7OXcy9peLnyyyu1Mi9p3LwEE8tCi/9BvRGZU2YqOnHkxMSRcBum1CFOclE96gMalPPix541EBEiYiLovLwz1T2r80PzHzK9ySoyJo5RCw6yJewi1f3O4ui+h+CrB4B/OrDvNTkVqIyPq1pX0PsAACAASURBVI/ZvyE+CaUUZ2+eZdt5I4nsvrSbO0l3sBM7qnhWMZq1itTFz93vgcuFHoi4QZcft9OojAfTe/lnmWbDnCLwXCAfbP+AG3E3GFhlIH0r9X2iJsYHWXPkEkPn7aNCEVfm9K1F3sy86SF4ASzqBwM2gVe1zCvXRCeOnJg4AI6vgfld2e07lK4h9fiscyVeqGmMI/j16K9M2DWBDwI+4Pkyz2daSBtCL/PGknXEO23D2f0AcSm3KJG3BG1921LdszoVClRI17f2rCQxOZEDUQfuJZLQa6EA5MudjzpedWhQpAGtfFphZ/PvO9xnbQtn3PIQ3mtdjgENS1oj9BznVsItvgj6gkUnFlHKrRQT6k/AL7+fRcr66/Alhs3fR8UirvyS2UkDYOkwCF0Gb4WDFb5Y6cSRUxMHwB+9UMfXMDL/96y56MzK4Q3wKeBMikphwLoBHIo6xKIOiyjiUsSiYUTHxfLa8l/YeWUldk6nsRM7mpdozvNlnqdWoVo56hv3lTtX2HlxJ9vPb2f7he1cjbtKK59WTKg/4V/JQynF0Pn7WHPkMr8PqIO/t3XXUcjudl3cxdhtY7kce5mXK7zMkKpDzNrvldrqQxd59df9VCpqNE9Z5fbqSZWhUCXoNi/zy0YnjpydOGIuwnc1iS9UnVpnh+JdwJk/B9fF3taGi7cu0nFZR8rnL8+MZ2Y8sFnlSZyKPsX0/fNZGb4CZXMbF5uCvFy5G53LdMz0fgprSFEpzDw8k0n7JtHapzUf1//4X8kjJi6R9pO3EpeYwsrh9c03zfZT5E7SHSbtncT8o/MpkbcEH9X7iKqeVS1W3upDFxn2636qFHVltrWSxvUz8E1laPU51B6Y+eVjpTXHRaSliBwTkTAReSeN/S+KSLDpsV1EqjzqXBFxF5F1InLC9Jwz5td4EnkLQ7P3yX12M7NrneXguWi+WX8CgMIuhXmr5lvsubSHX4/+arYiE5ITWHlqJX3+6kOHJR1YfnoBEleKYX5fsK3nWgZU6fdUJA0AG7Ghb6W+vFb9NVaFr2L01tEkpyTf25/XwZ4pL1bnWmwCr/1+4N5qjlr6HIg8QJflXZh/dD4v+r3IgnYLLJo0VpmSRtVibtZLGmBMow5ZZn6q1CyWOETEFpgCtALKA91FpPx9h4UDjZRSlYEPgWnpOPcdYINSqjSwwfRaq9kXvKpT9chn9K7mypRNYew6dRWAjqU60qBIAybtncSZmDNPVEx4dDhf7vmSZgua8c6Wdzh86SzxkS2por5kfc+fGFirpUVqNdlB30p9GVF9hJE8tv07eVTwcmV8+wpsOXGFKX+HWTHK7CMhOYFJeyfR+6/eJCQnMOOZGbxT6x2LTh2zMthonrJ60gBjfipnD/AoZ70YHsCSf+G1gDCl1CmlVALwG9Ah9QFKqe1KqeumlzuBouk4twMw2/TzbOA5C76H7MPGFtpNgtirjHFYQAl3J0b+cZDoO4mICOPqjsPe1p4xW8f86wMtPRKSE1h1ahWvrHmF9kvaMy90Hj4ulbGPGkTMiVG8W3cIc/s0/9e0IE+rfpX6MbzacFaeWsmYbf/+XXerWYyO1Yrw9frjbA+7YsUos77Qq6F0W9mNnw7/xHOlnmNR+0XULmzZUdMrgi8w/Lf9VDMlDZfcVpzKTykjcXg3gCzYN2jJxFEEiEj1+pxp24P0BVan49yCSqmLAKZnz7QuJiIDRCRIRIKioqIeI/xsqHAVqDME+/2zmNYkmUsxcYxdchgATydP3q31LgeiDjAnZE66Lnc6+jQTgybSfEFz3t7yNhduXWBY1eG0df+ewK2tcbepyJKhDXi5nk+O6vh+Uv0r9+fVaq+y4tQKxm4bey95iAgfPVcRXw8Xhv92gMiYOCtHmvUkpyQz9eBUeqzswfW460xpNoXxdcc/9jKu6bX84AVG/HaA6sXdmGXtpAFwNQxuXsySzVRg2cSR1idJmo27ItIEI3G8ndFzH0QpNU0p5a+U8vfw8MjIqdlb43chb1HK7B7LyCY+LDt4gSX7jYFsbX3b0rRYUybvn8zJGyfTPD0hOYG/wv+i75q+tFvSjrkhc/Ev5M/U5lOZ3OAPlgeWY87Wa/SsU5zlw+pT3itvZr67bGNA5QEMqzqM5aeW8/729+8lD+fcdvzwYnVuxyfx6q/7SUp+8MJRT6Mvg77kuwPf0aJECxa3X0zDopb/4Fx28AIjfttPjeL5mPVyFkgaYMyGC09l4jgHpJ6roShw4f6DRKQyMAPooJS6mo5zL4tIYdO5hYFIM8edveV2gdZfQGQIgx3+oqZ3PsYuOUzEtVhEhLEBY3G2d2bM1jEkpSTdO+1szFm+CvqK5gua82bgm5y/dZ7h1Yaz9vm1TGw0kYgLRWk/eTvnrt9h2ks1+Oi5Snq1u0cYWGUgQ6sOZdnJZf9KHqUL5uHjjhXZFX6NSaabGDSYGzKXuaFzedHvRT5v9DluDpafqmXpgfO89tt+/L3dmflyTZyzQtIAo5kqb1FwN/8oeHOw5G9pD1BaRHyA80A3oEfqA0SkOLAIeEkpdTyd5y4DegOfmp6XWvA9ZE/lWkO5tths/oxvXtzEs7Nu8vrvB/htQB0KOBZgTJ0xjNo8imnB0/B18+XPY3+y69IubMWWxsUa06VMFwK8ArARG6JjExk6fx+rDl2ibsn8fNW1aoYXOXqaDaoyCIXi+wPfIwjj647H1saWTtWLsjv8Gt/9HUYN73w0KZtmi+tTY8OZDXy+53OaFmvKm/6ZM3X4H3sieHtRMLW83fm5TxZKGikpEL4FyrTMkv0bgDFAyVIPoDVwHDgJjDZtGwQMMv08A7gOHDA9gh52rml7foy7qU6Ynt0fFUeNGjXUU+dGhFIfeyk1p5Nasi9ClXh7hfpm/fF7u9/c9KaqOKuiqjironpmwTNq6sGpKvJ25L8usfPkFRUwYb0q+e5K9cOmMJWcnJLZ7yLH+H7/96rirIpqzNYxKjklWSml1J2EJPXs15tV1fFr1PnrsVaO0HoORB5QNebUUD1W9FCxiZnze5i1LVyVeHuF6jljp4qNT8qUMtPt4iGlPsir1P751o5Epf5MTv3QAwBzsh3fw5p34fmZvHbYh+XBF1kwKIDqxfMRHR/NjEMzqF24NgGFA/41T1RicgrfbjjBlL/DKO7uxDfdqukZXs3g+wPf88PBH3iu1HOMrzseG7HhVNQt2n+3jTIFXfh9YAD2tk/XrcwRMRG8uOpFnO2dmdt6bqaM/bk77X2L8gX5rkc1cttlsSbXu3+3rx8B16KPPt6CrDIAULOyWgOMO63+eof/tSxOobwOvPbbAW7FJ+Ga25VR/qOoX6T+v5LG2auxdJ26g8kbw+hcvSgrhzfQScNMhlQdwqAqg1gStoRx28eRolLw9XDh086V2Hf2Bp//ddTaIWaq63HXGbxhMCmk8EPzHyyeNJRSTFp/nE9WH6Vt5cJ8/2L1rJc0wOjfcPe1etJ4mAc26onIyIedqJT6yvzhaGZlawftvoHpTcm7bQKTuo3mhak7GLfsCF92qfKfw5ceOM/oxYcRgW+7V6N9FS/zxHEtHI6uNNpr6wzJuu22mWBIlSEopZgaPBUR4YOAD2hb2Ys94deYviWcmt7uPFPBOtPgZ6b45HhG/D2Ci7cuMv2Z6Xi7elu0PKUUn64+ytTAUzxfoyifda6MrU0W/H+YnARntkHFTtaO5KEe1huUJ9Oi0CzHq5pR89g1lZpVujO0SSkmbwyjSVlP2lQuDMDNuEQ+WHqERfvP418iH1+/UJVi7k6PX6ZScCnYSBahKyDyyD/7nApAlRee8E1lXyLC0KpDUSimBU9DEN4PeJ/32vixP+IGoxYcZGWhvBTP/wS//ywuRaXw3pb32B+5ny8bfUn1gtUtW16KYtzyI/yy4ww96xTnf+0rYpMVkwbAxYMQH5Nlb8O962GJY6VS6insGMiBmow21i1e/hrD+20k8MQV3l0UTLXiblyOiWPEbwc4dz2W15qXZliTUtg9Tjt7chKc3WEki6MrIfosiA0UD4BnJxh3iCwdBitHGesm5/M2+9vMLkSEYVWHoZRi+qHpALwf8D5TelSnzbdbGDp/H38ODsiazShm8PXer1l7Zi2jaoziWe9nLVpWcori3UXB/BF0jv4NfHivtV/WHqx6d/yGdwPrxvEID+wcF5H9gAvwK/CbUiokMwMzp6e2czy1uwveP/MRp8u8Qutvt+CZJzcR1+9QKK8D33SrmvEpvxPvwMmNRqI4thruXAPb3FCyKZRrA2VbgXOBf46/cRZ+qAeeftBnldGU9hRTSjF5/2SmH5rO82WeZ2ydsWwIjaL/L0H0CijB/zpUtHaIZnd3jZgXyr7A6NqjLfohnpicwqg/DrLs4AWGNy3F6y3KZO2kAfDLc3DrMgzZYe1IgAd3jj/wL1cpVU1EymKMofhTRBL4J4k82Ux5WubzawdlWsHfE/Au34Hx7Svw5p/BtK1cmI87Vkr/Upix1+DEWghdbiSNxFhwcDVqFOXaQMlmxiDEtLgVh7Zfw8K+sGUiNH477eOeEiLCq9VeRaGYcWgGgjCmzhgGNPRlWuApanq7085c/UxZwKaITXy6+1MaF23MO7XeseiHeHxSMsN/3c+aI5d5q2VZhjQuZbGyzCYpHs7uhBq9rR3JIz30K59S6hgwHhhvmvK8G7BRRC4ppeplRoCamYhA689hSm1Y9SZduv9GwzIeeObJ/eg/4OhzcHQVHF0Op7eBSoY8haFqDyjXFrzrg206E0+l543Es/kzKNkEitV68veWjYkIw6sNRynFT4d/QhDeeuZd9p65zjsLg6nglRdfD8vO05QZDl85zFuBb+Hn7sdnDT/7z0qJ5hSXmMyguXvZdCyKD9qV5+V6PhYry6zO74WkO1m+fwPSOXJcRGwwJhMsCDgDT8msgTmMW3Fo8h6sHQOhyylYvn3axykFUceMRHF0JVzYb2wvUBbqjQC/tlC4Gtg85t3crb8w+kMW9oNBW8Hh6Z7vSkQYUX0ECsXPh39GRJjcfSRtvt3KkHn7WDK0Hg722be/49zNcwzdMBR3B3e+a/YdTvaW6/i/HZ9Ev9lB7Ay/yiedKtG9VnGLlWV24YGAQIm61o7kkR6aOESkAdAdY+rywxjTm7+ulIrOhNg0S6g9GA7+DqvfAt/G/3xop6TA+SCjCeroSrhmmgSxaE1oPs6oWRQobZ4YHFyh03SY2QpWvw0dfzDPdbMxEeG16q+hUMw8PBOAr7r255XZQXyw9AifPV/ZyhE+nuj4aIZsGEJiSiIzm82kgGOBR5/0mGLiEnl55h4ORNzgq65V6Fgt646DSFN4oDHuyjHrr033sHEcEcBZjGQxXil1OdOi0izH1s5Yt2NGc9gw3uj3OLrcaIq6HQk2dkZVOWAolG1trC5oCcXrQMM3jSar0s2hYmfLlJONiAivV38dFMw8MhMpKwxt3Jnv/j5JTR93nq+RvT4IE5ITGPH3CM7dPMe0Fsa8aJZy/XYCvX7eTejFGL7rXo1WlSz0/9ZSEmIhYjfUGWztSNLlYTWO+roTPIcq6g81+8Ge6bBnBuRygVLNjVpF6RbgmEkjxRu+ZXSwr3gditYCt2KPPieHExFer/E6CsWsI7PoVlao49uEMUsOUamIK2ULZY/hVSkqhTHbxrD38l4+a/AZ/oX+c2OO2UTdjKfnjF2EX73NtF41aFquoMXKspiInZCSCD6NrB1JujzsrqozItIbGAGUNW0OBb5VSv2SGcFpFtT8A+NWWa9qxn9WeyvMeGtrB52mwY8NYPEg6L3MWMnwKScijKwxEqUUs0Nm07F8CiciazNk3l6WDaufdWZxfYjJ+yezOnw1I6qPoLVva4uVczH6Di9O38XF6Dhm9qlJvVKWawqzqPBAo7ZfvI61I0mXB/Zuikgv4DVgFOCFsQLfW8AI0z4tO8udBxq/A2WetU7SuMvd1+gsP7MVtn1jvTiyGBFhlP8oepXvxeKTv1O/1lbCr9zivcWHyOoTky44voAZh2bQpUwX+lbsa7FyIq4Z86pF3oznl761sm/SACNxFPF/8K3sWczDbosZAnRUSv2tlIpWSt1QSm0EOpv2aZp5VOkOFTrB3x8btyRqgJE83vB/g55+Pdl4cRG1/bey9MB5ft0d8eiTrSTwXCAf7/yYBkUa8F7t9yw2VuNU1C26Tt1BzJ0k5vWrTc2MDl7NSuKijTsXs8FtuHc9LHHkVUqdvn+jadvTff+kZl4i0PYrcCkEC/tD/C1rR5RliAhv1XyLnn49OXxrJb5lNzJu+WEOn896NzaGXA3hjc1vUCZfGb5s9KXFxmocu3STrlN3kpCUwq/962T/2ZvP7ACVAj5Ze5qR1B6WOO485j5NyzjHfNBpKlw7ZaxFoN2TOnlE2azDufAqBs4NIuJarLVDu+fCrQsM3TAUt9xuTGk2xWJjNQ6fj6bbtB3Y2sDvA+vkjDXvwwONqXqKZp/BsA/7SuAnIsFpbBcgay6Eq2Vv3vWh/uuw9Sso1QIeNEDxKXQ3eSgU80LnEaPieH7GFea/3IaSVh5ZHpMQw5D1Q4hPimd6q+l4OHlYpJy9Z67TZ+Zu8jrYM79/bUrkd7ZIOZkuPNCY+NOafY0Z9NDEkWlRaNpdjd+FU3/D8uHGbcN5c85cTU9KRHi75tvYii2/hPxCbJ5ddFw8l5erdKJ3lQ64O2R+O39iciKv//06Z26eYWrzqZTKZ5k5oXacvErf2XvwzJObef3rUMTN0SLlZLrbV+HyIWg6xtqRZMgDm6qUUmce9sjMILWniF0u6DTDmPBt8SBjRLt2j4jwZs03Wdt5Lb3KDkFs4vn56Fc0/aMpwzYMY3X4au4kZU5LslKKD7Z/wO5Lu/lf3f9Rq7Blmlo2H4+iz8zdFHFz5I+BATknaQCc3mI8Z5PxG3c9bOR4OJD6vj9J9VoppUpaMjDtKVagFLT81Kh17JwCdV+1dkRZTmGXwrxZZzDdyvTmhVmLiLHZyUH7I2w+txknOyeal2hOG9821C5U+19LA5vTlANTWH5qOcOqDqNdyXYWKWPtkUsMm7+fUp4uzOlbi/wuuS1SjtWEBxoDcL2qWTuSDHlY57g/UDPVoxYwESOBHEjPxUWkpYgcE5EwEXknjf3lRGSHiMSLyBuptpcVkQOpHjEi8ppp3zgROZ9qn+VGF2nWU72XMZJ9/Xi4mFZXmwZQzN2Jxf2ep3BKFyKPvMEwvy9p6dOSjWc3MnDdQFr82YIv9nxByNUQs47/WHxiMVODp9KpdCcGVB5gtuumtvzgBQbP20d5r7z82r9OzksaYCSOEnXTP7t0FvHAhZzuHWDMjPsS8CZGwpiQnkWdRMQWOA60AM4Be4Duqc8VEU+gBMYkiteVUl8+4Drngdqm0ezjgFtpHfsgeiGnbCr2GvxQF3LnhQGbIFfOXU71SV27ncBLP+3i+OWbfNutGk3Lu7M5YjMrT60k8HwgSSlJ+Lr60ta3La19W1PEpchjl7Xt/DaGbhhKncJ1mNxsMvY25v/QWxAUwdsLg/H3dufnPjVxyQaj5TMs5iJ8VQ5afAj1hls7mjQ9aCGnh40ctxeRgUAI0ADooJTqmYGVAGsBYUqpU0qpBIzJEjukPkApFamU2gMkPuQ6zYCTul/lKeTkDs/9AFeOwbqx1o4mS3N3zsX8/nWoXNSNofP3seJAFM94P8M3Tb9hU9dNjK0zFrfcbny7/1taLmxJ79W9+ePYH0THZ2w8yLFrxxi5aSSl3ErxZaMvLZI05uw4zZt/BlOvVAFmv1wrZyYNSNW/kX0G/t31sKaqcOBd4EdgFVBFRDrdfaTj2kWA1ENcz5m2ZVQ3jJUHUxsmIsEi8rOIpDkHsYgMEJEgEQmKitLLh2RbJZtAwDBjMsZjf1k7mizN1dGeOX1rEVAyP6MWHGTOTuO7lmtuV7qW7crsVrP5q/NfDK82nBvxN/hw54c0/qMxwzcOZ+3ptcQnxz/0+pduX2LIhiHkyZWHKc2m4JLLvLcBx8Ql8vafwYxdeoTmfp5M7+WPY64cPHdZ+GZwcINClawdSYY9bM3xWfy7czw1pZR65aEXFukCPKuU6md6/RJQSyn1n57OBzU/iUgu4AJQ4e607iJSELhiiu1DoPCjYtFNVdlcUjxMbwY3L8Lg7ZAnG85+moniEpMZNn8f60MjebdVOQY2+u99LEopjl47yopTK1gdvpqoO1G42LvQokQL2vq2xb+QPzbyz/fKmwk36f1Xby7eusjsVrMpk6+MWWPefDyKdxYGczkmjgENSzLqmTLY2z7mQmHZxaRKUKgydJtn7Uge6HHWHO/zhGWeA1LPk10UIwlkRCtgX+q1QFL/LCLTgRVPEqSWDdjlhs4zYFojWDoEXvzTmKZES5ODvS0/9KzB678f4JPVR7kdn8TrLcr8a94oEcEvvx9++f0YWWMkuy/tZsWpFaw5vYbFYYvxdPKkjU8b2vi2wdfNl5GbRhJ+I5zvm39v1qQRE5fIxytC+T0oglKeLiwcXJdqxbP+QkZP7PppuHEWArLnHYOWbDzcA5QWER+Mzu1uQI8MXqM79zVTiUhhpdRF08uOGCsTajmdZzl45iNY9Qbsnga1B1o7oizN3taGb7pVwzmXHd9uDONWfDJj2/qlOemgrY0tAV4BBHgFMKbOGDZHbGbFqRXMCZnDzCMzcXdw51rcNT6s9yEBXgFmizF1LWNQo5K81rx0tl4iN0PCA43nbNi/ARZMHEqpJBEZBqwBbIGflVJHRGSQaf+PIlIICMKYNDHFdMtteaVUjIg4YdyRdf8nxOciUhWjqep0Gvu1nKpmPzixDtaOBe8GULC8tSPK0mxthE86VcIxly0/bwsnNiGJjztWwtbmwbU1RztHWvq0pKVPS67HXWfN6TWsPbOWPkX68Fyp58wSV0xcIhNWhvLbnghKejg/PbWM1MIDwdkTPMo++tgs6JG34+YEuo8jB7kVBT8EGH90/Tdmq/l9rEUpxcS1x/nu7zDaV/FiYtcqVus/SF3L6N/Ql9ebl3l6ahl3KQUTyxpzsz3/s7WjeagM93Hcd3JdwDv18XoVQM0qXDyMW3TnPW+smd7yE2tHlOWJCG88Wxbn3HZ89tdR7iQmM7l7tUz9wL4Zl8jHT3st464rJ+DW5WzbTAXpSBwiMgcoiTH4L9m0WQE6cWjWUboF1BoIO7+HUs2M9dK1RxrcuCTOuW15f+kR+s0OYlqvGjjlsvwYiUBTLeNSTBwDGz2ltYzUwjcbzzk5cWBMPVJePQ1tWlr20WK80U68ZIhxi65zNl42NBP1CvDG0d6WtxcG0+un3fz8ck3yOlhmugtdy3iA8EBwLQb5fKwdyWNLT0PnYaCQpQPRtAyxdzRu0b1zHZa9arQba+nSxb8Yk7tX50DEDV6cvotrtxPMXkbg8Sie/TqQP4IiGNjIl5XDG+ikAcZsz6e3GLWNbHxLeXoSRwEgRETWiMiyuw9LB6Zpj1SoIjQfD8dWwd6Z1o4mW2lTuTDTe/lz/PJNXpi6g8iYOLNc92ZcIu8sDKbXz7txzGXLn4Pr8m4rv6e7aSq1y4eNLzvZuJkK0tdUNc7SQWjaY6s9CMLWwV/vQYn64GHeEc05WZNynsx8uSb9ZgfRZeoO5vWrTdF8jz+RpO7LSIe74ze8s8/64ml5ZI1DKbU5rUdmBKdpj2RjY9xllcsJFvY1pifR0q1uyQLM7Veb67cT6PLjDk5F3crwNW7GJfLuIl3LSJfwQMhfClwff3birOCRiUNE6ojIHhG5JSIJIpIsIjGZEZympUueQtD+O7gUDBs/snY02U714vn4dUAdEpJS6Dp1J0cvpf/P+25fxu97/unLqK77MtIWdRxObswRdwGmp4/jO4ypP04AjkA/0zZNyzrKtQb/V2D7t3Bqk7WjyXYqeLny+8AA7GyEF6bu5EDEjYcer2sZGaQUrBxp1IwbjLJ2NE8sXcNHlVJhgK1SKlkpNRNobNGoNO1xPPMx5C8Niwcbi0BpGVLK04UFgwLI62jHi9N3suvU1TSP23IiVS2joa5lpEvwH8bdVM0+ABdPa0fzxNKTOGJN05sfEJHPReR1wNnCcWlaxuVyMm7RvR0Fy0foW3QfQzF3JxYMrEshVwd6z9zNpmOR9/YZtYxDvPTTbhzu1jJa61rGI925DmtHQxF/qPGytaMxi/QkjpdMxw0DbmNMld7ZkkFp2mPzqgrNxkLoMjiQddc5yMoKuTrwx8AAfAu40P+XIP46fJEtJ6JoOWkLv+85y8CGvqzStYz02/AhxF6Ftl8ZN3PkAOma5FBEHIHiSqljlg/J/PQkh0+ZlBSY1QaiQmHYXnDOb+2IsqXoO4n0mbmbgxE3SFHg6+HMl12q6ISREef2woxmUGdwtpxXLcNrjqc6sR3GPFV/mV5X1QMAtSzNxsb4dhd/EzaMs3Y02Zaroz1z+9amXRUvBjcuqWsZGZWcBCteM+76a/KetaMxq/QOAKwFbAJQSh0QEW+LRaRp5uDpZ3zL2z4ZqvWCYjWtHVG25Jzbjm+6VbN2GNnTnunGLeJdZkHuPNaOxqzS0+CWpJSKtngkmmZujd6GPF7GbZApyY8+XtPMJeYCbPzYGLNR3jwLYGUl6ZrkUER6ALYiUlpEJgPbLRyXpj253Hng2Y+Nb317frJ2NNrT5K93ISURWn+RrSczfJD0JI5XgQpAPMb63zHAa5YMStPMpkJH8G1sjCi/FfmoozXtyZ1YDyFLoMEb4O5r7WgsIj1zVcUqpUYrpWoqpfxNP5tnKk1NszQRaP0lJMYaa5VrmiUl3oFVo4yBqPWGWzsai3lg5/ij7pxSSrU3fziaZgEFTH/EWyZC9V7gXc/aEWn/b+/e46OqrgWO/1YgGiMvA5gogRK5CAJqgMg78lRBVKQIEl94paj1BSitot4LrdZSpSL3arEKUlohgAiIMSaRVyLkgwAAG8BJREFUCBYIKMGLCkIFIUIUBQIKCvJc9489SZMQSAZmciaT9f185pOZc84+s85nYNacffZZO1wtex725sEdi6Dm2V5HEzSnOuPoDMQDy4CJwJ9LPcolIn1F5F8isllEHitjfUsRWSkih0RkTKl1eSLymYisFZHcYstjROQ9Ednk+2vjA035ksdA3SaQPgaOHfE6GhOOdm+C5ZPg0iFwUXevowmqUyWOOOBxoA0wGbgK2F3RsuoiUgN4CegHtAJSRKRVqc32AA/hElNZeqpqYqkbUB4DslW1OZDte23MqZ0VDf0mwM7P4cO/eh2NCTeFRQwjo92AjDB30sThK2iYoarDgE7AZmCpiDxYwX13ADar6hZVPQzMBgaUeo+dqroa8Ocn4ABghu/5DCD8xrqZ4GhxLTS/Bpb+0Q2XNCZQPnvDzbXR57/DoohheU55cVxEzhaRXwKvA/cD/wPMr+C+GwHbi73O9y2rKAWyRGSNiNxdbHmsqu4A8P0t81MSkbtFJFdEcnft2uXH25qwJeLOOo4dgcwnvI7GhIuDeyHzcWjUPmyKGJbnpIlDRGbg7tdoB/zON6rqKVX9uoL7Lmvwsj/lSruqajtcV9f9IuLXJL2q+opvFFhSw4YN/WlqwlnMRZD8MKyfb/N2mMAoKmI4CSKqR6XgU51x3A5cDIwEckRkn++xv4IzAObjKukWigcq3D+gqt/4/u4EFuC6vgC+E5ELAHx/bXC+8U/XUXBeArwzxqaaNWcmfw3kvgYd7oELLvc6mkpzqmscEapa2/eoU+xRW1XrVGDfq4HmIpLgm89jKFCh4ogicq6I1C58DlwNrPOtXgQM8z0fBrxVkX0aUyQyyt3RW7AJVtpkluY0hXERw/JUpMjhaVHVoyLyAJAJ1ABeU9X1InKvb/3LIhIH5AJ1gOMiMgo3AqsBsEDcrfo1gVmqmuHb9QRgrogMB7YBg4N1DCaMNb8KWl4HHzznhk/Wa1x+G2OKWz3130UMoyryWzp8VGg+jqrO5uMwZfp+O7zUAZr1gqE26ZPxw74d8OIV0LgD3PZmWNajgjOYj8OYsFWvMVz5G9iYBpve8zoaU5VkjoVjh8O2iGF5LHGY6q3zA66uUPpv4IiVYDMVsHkxrF8AV46B+s28jsYTljhM9VbzLOg/EfZuhRUveB2NCXVHDrrRePX/A7qO9Doaz1jiMOaiHtD6l65A3Z4tXkdjQtnySe5HRv8/h3URw/JY4jAGXH2hGpHw7qOu7pAxpe3e7CtiONj92KjGLHEYA1DnQugxFjZlwb/SvY7GhJrCIoY1z4Grw7+IYXkscRhTqOM9cH4rePcxOHzA62hMKPlsHmz9AHr/F9SO9Toaz1niMKZQjUjXd/3DNlh2skr/pto5+L0rYnhhO0i6y+toQoIlDmOK+0UXuGworPgfNzGPMe8/BQd2V6sihuWxxGFMaVc/5SbkSR9jF8qru6/XwOpp0OFuuDDR62hChiUOY0qrdT70etKVXV+/wOtojFeOH4O00VArFnra/C3FWeIwpixXDIe4y1zf9qH9XkdjvLB6Kuz4BPr+sdoVMSyPJQ5jyhJRA/o/D/t3wNIJXkdjKtu+HW6Cpma9oPVAr6MJOZY4jDmZxldAuztg1RT47nOvozGVKfNxXxHDidWyiGF5LHEYcyq9x7tuCrtQXn1sznZTCyc/Um2LGJbHEocxp3Jufeg9Dr5aAZ/O9ToaE2xHDsI7j7giht1GeR1NyLLEYUx52g2DRu0h60l3M5gJX1bEsEIscRhTnogI90Xy0y5Y8ozX0ZhgKSxi2Oamal/EsDyWOIypiAvbuiG6q191QzRNeClexPAa+3FQHkscxlRUryfhnBjXB378uNfRmEBa96YVMfRDUBOHiPQVkX+JyGYReayM9S1FZKWIHBKRMcWWNxaRJSKyQUTWi8jIYuvGi8jXIrLW97g2mMdgTJFzznPlSPJXw9qZXkdjAuXg95Ax1p1VWhHDCgla4hCRGsBLQD+gFZAiIq1KbbYHeAgoXYr0KPCIql4CdALuL9V2kqom+h42eYKpPJenQJPOsHgcHNjjdTQmEN5/2ooY+imYZxwdgM2qukVVDwOzgQHFN1DVnaq6GjhSavkOVf3Y93w/sAFoFMRYjakYEXdT2MHvIfv3XkdjztS2D11pkStGuDMOUyHBTByNgO3FXudzGl/+ItIUaAt8WGzxAyLyqYi8JiLnnaTd3SKSKyK5u3bt8vdtjTm5uDZu0qc1f3PVU03Vc/wY5PwvzLjezf7Yy4oY+qNmEPdd1n36ft16KyK1gDeBUaq6z7d4CvCUb19PAX8GTuiYVNVXgFcAkpKSTnjfI0eOkJ+fz88//+xPSKaSRUVFER8fT2RkpNehlNRjLKybD2kPw4j3rYujKtmzFRbeB9tyoMW1cP1kiKrrdVRVSjATRz7QuNjreOCbijYWkUhc0pipqvMLl6vqd8W2eRVIO63g8vOpXbs2TZs2RawWTUhSVQoKCsjPzychIcHrcEqKqgPX/AHeHA5rpsMVv/I6IlMeVfdZZT7pEv2NU9w1K/v/77dgdlWtBpqLSIKInAUMBRZVpKG4b/JpwAZVfb7UuguKvRwIrDud4H7++Wfq169vSSOEiQj169cP3bPCNoOgabK71vGjdYeGtH3fwMyb3Pwa8Unw6xxIvMWSxmkKWuJQ1aPAA0Am7uL2XFVdLyL3isi9ACISJyL5wMPAkyKSLyJ1gK7A7UCvMobdPisin4nIp0BPYPTpxmhJI/SF9Gck4u4oP3wAFo/3OhpTFlVXY+wvnSBvhRvYcPtCqNe4/LbmpILZVYVvqGx6qWUvF3v+La4Lq7TllH2NBFW9PZAxGnNGGraAzvfDiheg9Y3Q/CqvIzKFftrtzjA2LIL4DjDwZat2GyB257iHatWqVfQ8PT2d5s2bs23bNurXr4/6SnivXLkSESE/Px+AH374gZiYGI777lw+evQoDRo0YOzYsSX23aNHD3Jzc0ssW7p0KXXr1iUxMbHosXjx4mAeYvXQ/bcQdym8cSd8+5nX0RiAje+4s4wvMqDPeLgrw5JGAFniCAHZ2dk8+OCDZGRk0KRJE+Li4tiwYQMAOTk5tG3blpycHABWrVpFx44diYhwH11WVhYtWrRg7ty5RcnmVJKTk1m7dm3Ro0+fPsE7sOrirHPhlrlwdh2YdbObPc544+D3sODXMPsWqBUHdy+FbqNt1FuABbWrqqr43dvr+fybfeVv6IdWF9Zh3PWty91u2bJljBgxgvT0dJo1c7+IunbtSk5ODq1atSInJ4fRo0eTk5PDkCFDyMnJoUuXLkXtU1NTGTlyJFOmTGHVqlV07tw5oMdhKqjOhXDLHHitL8waAv/5Lpxdq/x2JnC+XAJv3e+m+00eA90fhZpneR1VWLIzDg8dOnSIAQMGsHDhQlq2bFm0vEuXLkVnGFu2bGHw4MFF3U45OTl07doVgIMHD5Kdnc11111HSkoKqamp5b7nsmXLSnRVffnll0E4smrqgstg8N/gu3Xw5q/cTWYm+A7/BO+MgX/cCJHRMPw9V6zQkkbQ2BkHVOjMIBgiIyPp0qUL06ZNY/LkyUXLu3btyoQJE9i6dStNmzYlKioKVeXHH39kzZo1dOjQAYC0tDR69uxJdHQ0gwYN4qmnnmLSpEnUqHHy0/Lk5GTS0k7r1hdTERdfDf2edVPNZj4B/SZ4HVF42/YhLLwX9myBTvdB7/+GyHO8jirs2RmHhyIiIpg7dy6rV6/mmWf+PQdA8+bN2bt3L2+//XZR11P79u2ZPn06CQkJRRfVU1NTWbx4MU2bNqV9+/YUFBSwZMkST47FFNNhBHS6Hz6cAh/+1etowtPRQ/DeOJjeF44dhWFp0PePljQqiSUOj0VHR5OWlsbMmTOZNm1a0fLOnTszefLkosTRuXNnXnjhhaLrG/v27WP58uVs27aNvLw88vLyeOmllyrUXWUqwdVPQYv+kPEY/Otdr6MJLzs+gVd6uCHQibfCr1dAQrLXUVUrljhCQExMDBkZGTz99NO89dZbgOuu2r59O0lJSYBLHFu2bClKHPPnz6dXr16cffa/50UeMGAAixYt4tChQwD079+f+Ph44uPjGTx4MHDiNY558+ZV5qFWHxE1YNCrEHcZzLsLvlnrdURV37Gj8MFz8GovOFDgRrINeNGVfzGVSioyhLOqS0pK0tL3NGzYsIFLLrnEo4iMP6r0Z7X/W3i1Nxw/CiOyoW5Z97uacu36AhbcA9987Eq9XDsRomO8jirsicgaVU0qvdzOOIwJptpxcOtcN/Jn1s1waL/XEVUtx4/Dyr/AX5Nh71a4aTrc9JolDY9Z4jAm2GJbw5AZsHMDvPGfrsvFlG9vnpsvI3MsJHSH+1ZBm196HZXBEocxleM/esN1z8Pm9+Dd37rie6Zsqm6SrCld3YXwG150N1fWjvM6MuNj93EYU1na3+nuN1gxGWIugi4PeB1R6Dmwx13L2JTlStYPeAnO+4XXUZlSLHEYU5l6j3cz0GU96b4QL7ne64hCx/fb4PVBrouq75+gw90QYZ0iocg+FWMqU0QE/PIVaNQe3hxhc5YX+nYdTLsa9n8Hty+ATvda0ghh9sl4pKCgoOheiri4OBo1alT0+vDhwyxYsAARYePGjUVt8vLyaNOmDZmZmUXb1qpVixYtWpCYmMgdd9xRtO3IkSNp1KhRUfn14k6nfV5eHvHx8SfsLzExkY8++ojx48eXOIbExETmzJlzRnGGrchzICUVajWEWUPdL+3qbOs/YXo/QOCud6FpN68jMuVR1bB/tG/fXkv7/PPPT1jmlXHjxulzzz1XYtngwYO1W7duOm7cuKJlW7du1datW5fYrnv37rp69eoSy44dO6aNGzfWjh076pIlS0753v6079Spky5durTo9YYNG/Siiy466TEEKs5Q+qwC6rsNqs80Vn2xo+rB772OxhufzVP9fQPVFzuofr/d62hMKUCulvGdatc4AN59LPAT8MRdetoF7n788UdWrFjBkiVLuOGGGxg/frxf7ZcsWUKbNm24+eabSU1NpUePHgFpn5KSwuzZs+nevTsAs2fPJiUlxa99BzLOKu/8lnDz312//txhcOsbUCPS66gqz8qXIPNxaNIFUmbBOed5HZGpIOuqCkELFy6kb9++XHzxxcTExPDxxx/71T41NZWUlBQGDhxIWloaR44cCUj7IUOGsHDhQo4edfchzJkzh6FDhxa1mzRpUlHXVM+ePYMeZ1i4qAdcPxm2LIF3Hq4ew3SPH3eVgzMfd4MDbl9gSaOKsTMOCLnS16mpqYwaNQqAoUOHkpqaSrt27SrU9vDhw6SnpzNp0iRq165Nx44dycrKon///mfcPi4ujtatW5OdnU1sbCyRkZG0adOmqO3o0aMZM2ZMpcQZVtre5kZaLZvohul2G+11RMFz9DC8dR989gZcMQL6/clm56uCgpo4RKQvMBmoAUxV1Qml1rcEpgPtgCdUdWJ5bUUkBpgDNAXygCGqujeYx1GZCgoKeP/991m3bh0iwrFjxxARnn322Qq1z8jI4IcffuDSSy8F4MCBA0RHR1f4C7m89oXdVbGxsWfUTXWmcYadnk+4khqLx8N5TaH1QK8jCryf98Gc22DrB27ejG4Pg4jXUZnTELSuKhGpAbwE9ANaASki0qrUZnuAh4CJfrR9DMhW1eZAtu912Jg3bx533HEHX331FXl5eWzfvp2EhASWL19eofapqalMnTq1qNT61q1bycrK4sCBAwFpP2jQINLT00/opvLXmcYZdiIiYMBfoHFHmH8PbP/I64gCa/+3MP1a+GoF3DgFkh+xpFGFBfMaRwdgs6puUdXDwGxgQPENVHWnqq4GSndun6rtAGCG7/kM4MZgHYAXUlNTGTiw5K/NQYMGMWvWrHLbHjhwgMzMzBK/2s8991y6devG22+/HZD29erVo1OnTsTGxpKQkFCiffFrHImJieTl5QUlzrAVGQVDZ7n5y1NTXPdVONi9CaZe5e6aT5kDibd4HZE5Q0Erqy4iNwF9VfVXvte3Ax1V9YQ6CyIyHvixsKvqVG1F5HtVrVes7V5VPeHKmojcDdwN0KRJk/ZfffVVifVVulR3NVPtPqvdm2BqH6h1PgzPqtoXjrd/BLOGQERNN39Go4pdqzOhwYuy6mWdh1Y0S51JW7ex6iuqmqSqSQ0bNvSnqTHeatAchs50ZxxzbncXlKuijekw4waIqucSoCWNsBHMxJEPNC72Oh74JgBtvxORCwB8f3eeYZzGhJ6m3VyBv7xl8PbIqjdMN3c6zLnV3asy/D03WsyEjWAmjtVAcxFJEJGzgKHAogC0XQQM8z0fBrwVwJiNCR2X3ww9xsIns+CfE8vfPhSowpJnIG0UNOsNw9JcaRUTVoI2HFdVj4rIA0Ambkjta6q6XkTu9a1/WUTigFygDnBcREYBrVR1X1ltfbueAMwVkeHANmBwsI7BGM91f9RdVF7ytBume1kI/3M/dhTeGQ0f/x0Sb3U3NlanO+GrkaDex6Gq6UB6qWUvF3v+La4bqkJtfcsLgN6BjdSYECUCN/wv/JDvbpyrGw+/6Ox1VCc6/BPMuwu+yIDkMdDrSRtuG8as5Igxoa7m2XDz61CvCcy+BQq+9Dqikn4qcBfBv8iE/n+G3v9lSSPMWeLwUK1atYqep6en07x5c7Zt28b48eOZONH1ad95553MmzevRLvC8uoAS5cupW7dukX3TvTp0wegxD5MGIiOccNZAWYOdjPlhYK9eTDtKvhuHdz8D7jiV15HZCqB1aoKAdnZ2Tz44INkZWXRpEkTv9snJyeTlpYWhMhMSKnfzM3jMeN6eO0aaNEPGiVB/BVQ54LKj2fHJ/D6TXDsMNzxFjTpVPkxGE9Y4gD+9NGf2LhnY/kb+qFlTEse7fBoudstW7aMESNGkJ6eTrNmzQIagwlDTTrBkL/DB8/Cyr/AcV/RhTqN3KyC8UkumVyYCGedG7w4vnzf3WMSVQ+Gve2G3ZpqwxKHhw4dOsSAAQNYunQpLVue/n+8ZcuWkZiYCMDgwYN54oknAhWiCUUt+rnHkZ/dPDL5q+HrXMjPhQ2+UetSA2Jb+c5IfMmkwcWBmY71kznuQn2DFnDbPFcixVQrljigQmcGwRAZGUmXLl2YNm0akydPPu39WFdVNRUZBY2vcI9CP+5y85h/nesSyro3Yc10t+7sOnBhW9e1VZhM/LnHQhVWTIbF46Bpsru7PapuYI/JVAmWODwUERHB3Llz6dOnD8888wyPP/641yGZqq5WQ2jR1z3ATZpUsMmdjRSelSyfBHrMra/XpORZyQWXu4RU2vHjkDkWPnzZlXwf+Fc32stUS5Y4PBYdHU1aWhrJycnExsYyfPhwr0My4SQiAhq2cI+2t7plhw+4C9uFXVzbP4L1833bR0Jcm5LJpG48LLgHPl8Ine6Dq/8QmC4vU2VZ4ggBMTExZGRkcOWVV9KgQYMT1t9zzz1FMwI2btyY1NTUyg7RhJOzot1NhMVvJNz/bcmzkrWzYPWrbl2Ns9zIqaufhi4PehOzCSlBK6seSpKSkjQ3N7fEsmpXqrsKs8/KA8ePwa6NLons+ASa9YJLrvM6KlPJTlZW3c44jDEniqgBsa3dw5hSrKPSGGOMX6p14qgO3XRVnX1GxoSeaps4oqKiKCgosC+mEKaqFBQUEBVVxvBQY4xnqu01jvj4ePLz89m1a5fXoZhTiIqKIj6+zMr7xhiPVNvEERkZSUJCgtdhGGNMlVNtu6qMMcacHkscxhhj/GKJwxhjjF+qxZ3jIrIL+MrrOCqoAbDb6yCCJJyPDcL7+OzYqq4zOb5fqOoJJZSrReKoSkQkt6xb/MNBOB8bhPfx2bFVXcE4PuuqMsYY4xdLHMYYY/xiiSP0vOJ1AEEUzscG4X18dmxVV8CPz65xGGOM8YudcRhjjPGLJQ5jjDF+scQRAkSksYgsEZENIrJeREZ6HVOgiUgNEfk/EUnzOpZAE5F6IjJPRDb6PsPO5beqGkRktO/f5DoRSRWRKl2qWEReE5GdIrKu2LIYEXlPRDb5/p7nZYyn6yTH9pzv3+WnIrJAROoF4r0scYSGo8AjqnoJ0Am4X0RaeRxToI0ENngdRJBMBjJUtSVwOWFynCLSCHgISFLVNkANYKi3UZ2xvwF9Sy17DMhW1eZAtu91VfQ3Tjy294A2qnoZ8AUwNhBvZIkjBKjqDlX92Pd8P+6Lp5G3UQWOiMQD/YGpXscSaCJSB7gSmAagqodV9XtvowqomsA5IlITiAa+8TieM6Kq/wT2lFo8AJjhez4DuLFSgwqQso5NVbNU9ajv5SogIHMUWOIIMSLSFGgLfOhtJAH1AvBb4LjXgQTBRcAuYLqvK26qiJzrdVCBoKpfAxOBbcAO4AdVzfI2qqCIVdUd4H7EAed7HE+w3AW8G4gdWeIIISJSC3gTGKWq+7yOJxBE5Dpgp6qu8TqWIKkJtAOmqGpb4CeqbldHCb6+/gFAAnAhcK6I3OZtVOZ0iMgTuC7xmYHYnyWOECEikbikMVNV53sdTwB1BW4QkTxgNtBLRF73NqSAygfyVbXwDHEeLpGEgz7AVlXdpapHgPlAF49jCobvROQCAN/fnR7HE1AiMgy4DrhVA3TjniWOECAigusj36Cqz3sdTyCp6lhVjVfVprgLq++ratj8alXVb4HtItLCt6g38LmHIQXSNqCTiET7/o32Jkwu/JeyCBjmez4MeMvDWAJKRPoCjwI3qOqBQO3XEkdo6Arcjvs1vtb3uNbroEyFPQjMFJFPgUTgGY/jCQjfWdQ84GPgM9z3RZUuzyEiqcBKoIWI5IvIcGACcJWIbAKu8r2uck5ybC8CtYH3fN8rLwfkvazkiDHGGH/YGYcxxhi/WOIwxhjjF0scxhhj/GKJwxhjjF8scRhjjPGLJQ5jAkBEVET+Uex1TRHZdbrVgH0Vd+8r9rpHOFYWNlWTJQ5jAuMnoI2InON7fRXw9Rnsrx5wX7lbGeMBSxzGBM67uCrAAClAauEK35wPC33zIqwSkct8y8f75lFYKiJbROQhX5MJQDPfTVvP+ZbVKjbvx0zf3dzGVDpLHMYEzmxgqG+yo8soWeH4d8D/+eZFeBz4e7F1LYFrgA7AOF/dsseAL1U1UVV/49uuLTAKaIWryts1mAdjzMlY4jAmQFT1U6Ap7mwjvdTqbsA/fNu9D9QXkbq+de+o6iFV3Y0rsBd7krf4SFXzVfU4sNb3XsZUuppeB2BMmFmEm8OiB1C/2PKyupUK6/0cKrbsGCf/f1nR7YwJKjvjMCawXgN+r6qflVr+T+BWcCOkgN3lzLmyH1eczpiQY79YjAkgVc3HzUFe2njcLIGfAgf4dxnvk+2nQERWiMg63EX3dwIdqzGny6rjGmOM8Yt1VRljjPGLJQ5jjDF+scRhjDHGL5Y4jDHG+MUShzHGGL9Y4jDGGOMXSxzGGGP88v8DekHk5oi3hwAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig, ax = plt.subplots()\n", - "plot_region_seasonality(region='KWALE', ax=ax);\n", - "plot_region_seasonality(region='TAITA TAVETA', ax=ax);\n", - "plot_region_seasonality(region='KILIFI', ax=ax);" + "# fig, ax = plt.subplots()\n", + "# plot_region_seasonality(region='KWALE', ax=ax);\n", + "# plot_region_seasonality(region='TAITA TAVETA', ax=ax);\n", + "# plot_region_seasonality(region='KILIFI', ax=ax);" ] }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 440, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_region_vs_observed_seasonality(region='TAITA TAVETA', model='ealstm');" + "# plot_region_vs_observed_seasonality(region='TAITA TAVETA', model='ealstm');" ] }, { @@ -2181,124 +2193,37 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 439, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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MKhWwzL+2SWSLBNx2Pv6as4k+rXtTuZh66Njd896elwR+eSv0PDe7x2zdAa/7l3E3OXjwIN///vd55JFHsNvtfOADH+C73/0un/70p4lEIpTLZa655hqeffZZzj333Op+Tz/9NF1dXTz//PMAxGIxQqEQt912G5/73OfYtWtXddvVq1fz2GOP8dGPfpTdu3fzyCOPkMvl2LZtG+9///tn5aOaCn6qMAbpXiIEL6Xk0WODrAi6AGXXnHEwBlhDa9TrAvjwUkpimSIhj52g284yR5G8tKuVpg+/6PDAAw+wf/9+LrroIs4//3weeOABjh8/zj333MMFF1zAzp07OXDgwIjUBRs2bOD48eN86EMf4le/+hWBQGDMc7zxjW8EYMeOHVxyySX4/X5aWlpwuVyzllPeVPBThWHRvEQI/sRAmp5Ejg++YhO3/fYop2NnoA9vhEiG16rXYhYc85uzO1MoU6pIgm5F6o5ymiOyla3ilPLhIxvmtT0vGUygtOcKUkpuvPFGPvOZz1SXnThxgmuvvZYnnniCcDjM7t27yeUa76dwOMwzzzzDr3/9a7785S9zzz33cPvtt496DqfTCYDFYqn+b7wvlWbHSjUV/FTxErNoHtX2zHU727BaBKfPSAWvB1iDq9XrAkx2imWLAITcdqiUsZUzHJMr1UpTwS86XHPNNdx777309SlxMDQ0REdHB16vl2AwSG9vL7/85S9H7DcwMEClUuH666/nk5/8JE8++SQAfr+fZDI5r58BTAU/ddQTvJQwrADAYsNj2p7Z2OKjNeDidPzMIfhousCH7nqKr648jV9YILhKrRg20PrgoV7uevwUX/+zC0cUdJgtxDOK4INue3WS0zHZplYmTIJfbDjnnHP41Kc+xatf/WoqlQp2u50vf/nL7Ny5k23btrFhw4ZqZad6dHV18e53v5tKpQJQ7QHs3r2b97///bjd7mo++fmASfCTQCxT4D8eOMLfvHYLLsOiKRcWpKs/FVQqkkePDfCKLcsQQtAWcp1RCv7pUzH2HB1gyNaF39MEDq9aMYzgf/ZsN/e/0EsqX8Lvss9JW+JawQc99uokpy7ZRNnixDpNBV+uSKyWxS0wXsq44YYbuOGGGxqWXXrppaNu+9BDD1X/N1R7Pa6//nquv/766vv29vbq/7t372b37t2jrpspTItmEvjdi/1865F2nuyINqZ3XeQ2zaGeJNFMkZdtbAagLeQ+ozz4noT6rJZMP3iXgU1HqgwbZD3cowh3IFWYs7bEs+rYSsGr8yWlh4xr2ZQtmv0no7zv2/vY/H9+wf6TZo1ZE2PDJPhJoD+ZB6AzmoVC3VT3RU7wjx5T4YEv29gEKILvjmepVEavN7nU0KMndtmyA+BrqYUi1qUrKJUrHOlTvbLBVH7O2lJV8PUEj4e0o2XSk506oxne+tVHuf6rj7LnyAAVCS/2puaszSZe+jAJfhJoJPi6G2qRE/xjxwZZ3+ylLaSIrS3kpliWDCSzi77tswGD4J35QaXg7SpUtD7hWPtgmkJJ+aVzqeBj2oMPeRyQUx58SrpJ2JsnreBve/Aoz5+O84k3nMPDf/NKAIbSc9fmhcRYRa/PVEz3+zAJfhKoEXzmJWPRHOtP8eixQS7T6h2gTcfCy/s/Af9vp5rws4RhWDTe4hD46i2amgd/sLsW2TCYnlsFb7UIvA5rdZA1Z/EQszarQdYJbuB0vsRPnznNG85t492XryfideC2W4kuQYJ3uVwMDg6aJK8hpWRwcBCXyzXlfc1B1kmgP1Wn4H1p8DSppGOLlOAHUnl2f+txPA4rt7x8Y3V5W8jNOtFNy4HbQZYgHwd3eAFbOrfoiefwkMMpc+Ctt2hqBH+4J4nVIihXJAPJOVTw2SIht11F6WiLpuLwMWRtUg+cXBzcoTH3//lz3aQLZd5+8erqsojXwZBOYEZ6EJw+sDnHOMJLB6tWraKzs5P+/v6FbsqigcvlYtWqVVPezyT4ScBQ8F3RLDjSKtwuM7go89FkC2Xec+c++pN57nrvpayO1KJ82kJubrXdjUXqSRTZ2NIm+ESOJqGzNo5B8Id6Emxo9tKfys+5gjcmOdUIPkA/EbUs2T0uwX//iVNsbPFywZra7xX22pX1U6nAV18GF94Ir/i7OfsM8wW73c769esXuhlLAqZFMwkYBN+TyCELKeXnWuyLTsFXKpKP3P0Uz3bG+I+372TnmkbyDvTu5bXWJzjl3aYWLLL2zyayhTLxbJEWNMH7ltUIvi6K5lBPksua0vyJ41EG5zKKJlNUIZKgCV4gHF760KQ+jg9/tC/J/pNRbrhodUOcftjjUB58/0FI9UC8a87a/5LDwFElYM5wzIjghRAfFUIcEEI8L4S4SwjhEkJEhBD3CyGO6NeXtEQslisMZQqsCLooVySlXErFU7vDi44gnzoV5b4Xevmb127hNdta4dAv4MX7oKxUnrjv7+kXTfwg8Odqh0XYA5ktGP77Rq+KmJHe5poHr6NokrkindEsbyz/hr/LfYFSfO4yOzYq+AQ4A3hcdrorhoIfO5Lmnn2d2CyCt5y3rCHxVtjjIJopqPoEAIX5nym5aHHH6+Hhf1/oViw4pk3wQoiVwIeBXVLK7YAVeDtwK/CAlHIz8IB+/9LA4DE49HM49TgMHYdSnqF0ASlh5xqltCr5NDh8i5Lgj/erAeDXbmtV4Zzffyd8723wubPgrhvg9FP8KPIejmR0NslF1v7ZRLeesbs9oHpfKXsTWO0gLNUomhd7FSEud6ht1ibGLtgwU8SyBZWmAJSCd/rxOqycLgfVsjHSBhdKFX6wv5NXbV1O85F74WtXqmsT7cGnC7XiM3kzZBKAShlSvZAwezQztWhsgFsIYQM8wGngTcCdev2dwHUzPMe8YeB7fwF3vwO+ea2KMvnKZVV7Zudq1RERxfSiVfAdQxmsFsHKsFt122UFLvsgbHwFtO+BlRdycuUfczSpiWaRtX820WsoeI9S60MyoNJK2D1VD96IoInYlTWzNff0nLUnnhmu4P14HDaGClZwhcZU8A8e6mUwXeCGi1ZD/2FAwpH7AaXgk7kSsqrgTYIHat+DkSZ6vnDiYejcP7/nnADTJngpZRfwOaAD6AbiUsr7gOVSym69TTewbLT9hRB/IYTYJ4TYt1hGyxNDvTxnPxfeeS+ccx0MHWMgrlTxuauCCCGxlgyCDy06gmwfzLAy5MZutUCvTmO66yZ46+3w18dh9y9oC3tpzxgEv3QtGqN61SpHmqj0MZjTIXc2VzVM8nBPEr/Thgf1flfleYrl2Q8dLVckyXyJoMehFuST4ArgdVrJFMrgXzGmB//rA700+xxcdVYLRE+ohUfuAyDitdNMHGEsNxW8gp5nQGaeZ/n+6la4///O7zknwEwsmjBKra8H2gCvEOJdk91fSvl1KeUuKeWulpaW6TZj1pDIFbGVc5wshWDztbDmMgBiUZWNsS3kZrXfhlWW6xR8fCGbPAIdg2nWNumomd4DSq2GdTSC3Q12F20hF3kcVGyuRfeAmk30xnP4XTZClRgDMsiQMYBqd1ctmkM9Cc5u9SM0Ma629BM7fWTW25LMFZGSmoLPKQXvddrIFErgbx2T4HsTOdY2eVXOmWi7Wti+BwoZQh4HF1peVMsiG84ID74rluVgtybwzn3wvRvUGFM98gbBz7OCT/fD4NH5PecEmIlF8yrghJSyX0pZBH4IvAzoFUKsANCvfTNv5tzjcE8St8gTL9pVWTuX8kaTcXWRtPidbDSi2BapB39yKMMaIyyy7wC0bBlRuagtqAYai/bQkh5k7Y7naA24cBUGFcFn6gk+g5SSQz1Jzm71QyFF1t0KQOHIQ7Pelnh9qmBo8ODT+TIE2sa0aAZTBZq8DhUKGW2HZeeoKKD2PUS8iuArFgesvbwafrmU8S+/PMQt39E2yGNfhhd/NXL8wlDw6YEJJ5DNGqRUodOp3tr5FwFmQvAdwKVCCI9QsVvXAAeBnwA36m1uBP53Zk2cHxzsTuCmQAYnp4YyVYJPxwcJuGy47FbWGpXuHB5F8IXkSPWwQIhnisQyRaXgpVQKfvm2EdsZaQuyNv+Stmh6Ezlagy4cuQEGCdSm9NtcUMpxOp4jmSuxZUUA8klyLefRL4PYT+6Z9bbE6lMFQ5XgPQ4b2WKZiq9VEXylPGLfwXSeJp9TEUcpB+e/U0UDHb2fsFbwsfB2NfnuDLBouqIZOqNZyvm0IneAXJxYpsCbbtvD4yeGagq+Upy/h14uDhU9v2QRqfiZePB7gXuBJ4Hn9LG+DvwLcK0Q4ghwrX6/6HHwdAI3ebI46Kgj+HwqSotfzQ5c61NqoGzz1CYILRKSPDmkxgrWNnlVibrM4KgE3xp0IQSkhG/RtH0uYCh4ke5nSIRqU/rtbihmOdyjSGBrqx/yKWyeII9WthHoeXTWVV9VwdfHwTuVBw9Q8CwHWR4xKFiuSIbSBZp9jpr/vmwLrL8KjtxHxFlhuzhBT+A8NYu1UoTS3E3WWgzoTeQpVSSJZ39eSxqXi3PgdIJnOuN85O6nyCTqvPf5smkytbrHDB6bn3NOAjOKopFSfkJKuUVKuV1K+WdSyryUclBKeY2UcrN+fUnkMz3aPYhVSLLS1aDgi+kawa/0qgG4aMlRR/CLw6Y5Oagu9rVNHmXPgOrOD4PdamGZ30lMehdN22cbpXKFgVSeVX6ByCfI2CMMDiN4I4LmrFY/FJI4vYrgXfkBGHhxVtsTq88kWS5BMa3i4B1qInnOpcegko1WQyxToCJRFo3hv4fXqzGiaDtNJ36CU5Ro92wDh+5eLmEVL6WkL6knqR34IaAnfeXiKk8U6sH+k8cP13ZKDzIvqB/QHZz9cZzpwpzJipoBeqpXXQjS7lIKXk8bl5kYLX6V5GeFW3Whe3O22rTyRUKSHUPqAl8T8dQiaEZR8KBsmoGyZ8l68P2pPBUJa1zqO8k7m2oK3uaGUpbDPUlWhtwEnDbIp7C7A+wT29U2J34/q+1pKPZhDIQ6/VUFn3YuV8uG+fDGQ6nJ54ShEyqGP7haETxg3/NZAA7atioFD0t6oDWaKVIsSzzk8J/6LWx+tVqRi9MZzWK1CD76qrNo76obsM7MF8HX9RSWgkWzlHByKIPQ3T23N9Bg0ZCL0+JTCn6ZS3lsPVkruLSCXyQkeXIwTYvfqVRh7wHwLQdv86jbtoXc9BXdi+bhdLgnWVNms4BaiKRSs2VPc52Cd0Exx9G+FJuX+5SvLcsIp4+sZxVD9lY48btZawtAPDOy2IfhwQOkbPpaSjeGCw/oJHdNPq3gA6vA5oDwOmg+C2IdnBIr6Cr41MA/LGkFb8xtuMbyJLZyDna9W63QBN8acPHBV27i7FCdxTbfFk3TZpPgFxsOdSdwC3Uz+f1+RfAOH1JYcFVSVYsmYlcE35m2LDoF3z6YYV1TXQTNKPaMgZUhN105l/IwF9izlVLyrm/u5d9/PXu2SK8m+Babim8XnqbaIKvdgyxmaR9Ms77Z20C4TX4XzzvOUxNWZjGVcjxbxG234rRZG87ncyqCT1Z0Gthh5Gzkxmn2OZUHH1lXW7lJqfgXHeeodAVVBb/0Cf6PrHtJ2Jr0dyAgF6MzmmFV2I3VIrh2o5u81OMd86bg9XnWXKI8+EWS6tgkeFQEjVcTfMAfpHMoS0VCxRkkQLpK8PayUvmnUiw6D75jMMOaiFd5vP2Hx7RnQPn0gxX9MFjggdbeRJ7+ZJ7uxOwr+GaL+r0cvkidReNCFrNkCmU21BO8w0ezz6FsmlwM+l6YtfaMlkkSVwCPQ1k0KalT/BaGE7y6JiNeh7JowutqK7VNc9K7g6FMEZwBffylS/B9iTw+MrzC+jSPu68Cq019bq3gV4XVNe2TGQYtEYrCMX+zWdMDYHVC63nqd5xkla65hknwwMGeJBtD6mYLBUMUyhV6kzmKdj8BkakSvFHs40RCaAtHLAqCzxXL9CRyaoB16LiyHcYh+I0tPuJSF6Be4PYbk1aGZjFVb28ih8NmwVtRZOr0N5HMl8iXymB3I3XZxXXN3hqpOv00+ZwcymtbaxZv0FimWIugMWKknQG8WsGnSkKRw3CCTxcQAsLWvLIawnUpdDdcDW/5Bi80v049vMnm0TIAACAASURBVBxL34PvSeS4xvIkTor8XKqJiLiClDMxehI5VoV1Mrl8gqzFS9ISnEcFP6RCVZs3qfeLxKYxCR5FMpvDakS+Oaysl47BDHmrnwCZqgdvEPyxeAUsVkXyi4DgTw2NEkEzDsFvaPESQxPCAo8hvKAJfjZT9XbHcywPOBE59dt4Q4q0Y5ki2N1YyjlAaovGIHgfTT4Hp4w0DvnZm6UczxYJ1OehAe3BK1GRyZeVxTLcokkXiHgcWOMn1YJ6BS8EnPs2fD6/InjnmeHBX+t8nqQtwoOpNWqhK0g+NYSU1Ag+lyBv9RETgfm1aLxNyoMHk+AXCxI6Zez6kPoqWpqU9dIxlCFj8REU6ToFn6IkHHTGS5QrUs9mXfhB1vZqiKRXRdAIKzSfPeb2LT4nRYfu0i/wA6qe4KWUsOcL8IObZ3TMnkSOFQG3+m3sHkI+b/Uc2FwIJF5bRc3qrVo0fpq9TgbLBknMLsGHhls0Tj9ePciaLpRU+ov6cpAoi6Y6wAoQGVkEI+J1kMyXKNp0j2xJe/B5mq1Zcq5lxHMVkrkiuIIU0+oeNCwa8kmKdh9D0j9/Fk1mQCn4wEo1mc4k+MWBF3vUDWfMUm2JhLEIpYqTeAmQVh4oQCFN2eahVJFqwGeRpCs4OagnOUU8KoKmaWOtwPQoEEIQiujQvAV+QBkWTaFcIZkvqRz2MwxT7InnWB50VStWGb/fULqg8vMAZ0esWCyizqLx0ex3kKSmAmcLo3rwzgAeHSaZKZRVHPsID75Ak1eHSEKjgtcI688WLRmJzJYuwfclcwStBSxO9TA7HcuBK4jMGgRvWDRxynY//RX/nCr4SkXyN/c+q2bPZgYVwVssENloEvxigUEwK7UAcrh8rAi66RjKEJduQhYVXwtAIYPUBNEZzS6ajJIdQxmVWMtjVxbNOPaMgeYWg+AXrv2ZQokTA7UEaYPJPAwcnpF6llIqBR90KfvJFVIqGFQ+Gv3gM8ZcGqJovE6yOKkI26wq+AYPPp8ABDi8OKwWbBZBOm8o+JEWTVXBu0KjllcM6+NGc2gff+l68L2JHD5LHptbqbHTsSy4gljyCawWoX5zgFwC6fTTV/Ii55Dgu2JZvr/vFLf+4Fl1Ho8ev2kam+CllNy7v5MO3euea5gE35Mk6LYTtNZmOq6JeDgVzTJU9hCgrttcSGFxKa/z+a74IlLwGdY2eRCFtE5INTHBr2xdRkUKCqmFm2h8uCeJlHDFJnVjxPu7FLGWctMO34xmihRKFZYHdLZMd5iwTtM7lMpTsSoS2BDWBG+QqsOnHwSCkt1X88pniHypTLZYHpaHRuWmF0LgddoUwY/iwQ+k8rUQyVHUO0DEU9c7cfqWbMKxckXSn8zjIY/To+zFrpgSWfZSktaAC5vVosIT9XfcX/Ej8ok5CwU+1q9+r46BOCIXVwoeoHmzug9HyVP1QneCj//PM1z3lUfYf3LuucMk+O4EW1f4ETpHOA4vayIeOoYy9JVcuMhDSZN/IY3N5WfrigCf/PkL7O8DuSgIPq389/5DasHysWPgDWxYFiSJm0R04ZJ9GukCrtysCL7YWxeaOE2LpEeHSK6oWjQhQh4HQsBQpshQQfne6/y6V5avEbwxmJ63+WdNwcezoycaM+B1WEkXyiMUfL5UJpkr1dIUjOK/Q82iiWV0JM0StWgG9exkl8zi9PixW4UieFcQdyXN6lDNRkWWsbgDDKHHmeYoL7xRQe2S5epayjr03JimTSrxWPTkiH0ePqLGBDwOK+/4rz/wq+fHrsU7GzijCb5SkRzuSbKlNaBK3FlsYLWzpslDfzJPZ9bwNTXZFNJYnF5+cMtl/OnFa3jkdJlKNsbJgYVTTaVyhc5oVvnvRuz2OJOcDGxs8RGTPjKJeYoyGAUHuxP4nTbOXaVvjP66yU7TJNiehHpQ1xR8CKtFEHLbGUrn6dE949UBfennk2D3gsVSJcuM8M6aB5+opimou5bqCN5j5IR3+BsGWY2JWc0eK8Q6xlbw3jr7yTnSx18q6E0oFe4oZxEOH61BV9WiAdgU1BOL9L1qc4fUICvM7mzWWAf851WQ6OZYf4qQx84/XKPszvtOaMXeNHao5MNH+tnS6ucnH7yCbW0Bbvnuk3zj4eOz175hOKMJPpErkimUWR3RZdzsyohfrXOq9+R19IwxEFlQ9Vg9Dhv//OYdvPrCrVip8PmfLVyZru54jlJF6hDJg2oQMbR2wv3WNnmI46O0gBbNC90Jtq4IVD1yZ7QuSdN0CT6uiKDeg4da/dLTaUUEK72aEArJaoih3Woh5LGTEt65VfCuQHV9NSf8MHvFCBttsw4pNRgeXcEb3n41Fn6JWjRGEXVrOQMOLytDbk7HspTs6rvc4NPkqj+/3VtH8LMZSXP6Keh+Bk7t5Vh/io0tPs72q9/qB4dy6qEzBsFnC2WeOBHlys3NRLwOvvfeS3nttlZVf2KOcEYTfFTn6Q577CrDn12NwhtFMxLokVfjZi+kVFdaY8t6FYvb39c7Ty0eiXYdQbMm4lUKvuXsEUU+RoPdaqFgDyAWyGKqVCSHtD3mtFnxu2z4UsdVLwqmHZ9/OpbFIqDFjUrF4G4k+A7NfyG7zr2eTzUo6iavg6R0z5oHb+SCDw2r5mTA4zAUfGOYpJGHZkVZd+HHUPBOmxWvw8pQuqgeEktWweewU8JSKYLDS1vITVc0y5BO87Daowle97ycvjBDGAp+Fnupxv0ydJxj/Wk2tnirPYQh6ee23x4FTwTckRFZJfeeGKRQrnCd+2nIJXDZrXz5HRfwkWs2z177huEMJ3j15A17HErBOxSxVwle6rhag2yKmWqYHVCNakjH++ekludk0Jgm+NCk7BkDFVcIW3Fhqs90DGVIF8qc06YUWLPPSVPmBKw4T20wTQXdGc2wIujGXtCfS/9GBsGfTKjfSZR0aoRCqjYLVLcjWvHMnwfv1Are0ZjP3VDwkbxOITyGBw/Kh1/qHnxfIodP6N9MK/ieRI7TOdXLbnPqcTI9Qc3tC6lC6zAnBF/oP0p/Ms+GFl/1+GetW8v+dv0AaNo0Ii/8w0cGWG2Lse33t8D+OwCwWNRg+1zhjCb4mCb4kMeuPHhN3mGPHZ/TRnyEgk83kIHR/ffLVDVd73zjxEAal91Cqy0DqR5YtnXS+9q8EbzlBKUZPpwePNSrJp0APPzv8Ow9gJoN/MjR0bvHRnjq1hXqJlztLhAsD8Gqi9UG0yb4rIqHNh7KVYvGyVC6yLGY/qxFPag+TME3+5wMlpyz5sFbe55mregZVuxjNAVvpBpQKn5Qp27w5zrBYlcTaMZAxOs4Izz4Vboeg6HgKxKe1dy93KHJX/9u3kCEGD4kYk4IPt+n7JeNLb7qIO7yFSs5MZBW91PTJhhoVPAPH+nn2jYd0dN/mPnAGUHwdz/ewdWf/S2VSmOGt2hakVLE62hQ50IIVoXdJGQdwVcqmuBrFo2hDkOkONHfOAtxvnC8P8X6Zh+WAR1B0zJ5gncHmgiQpnMGD6ehdIGb7tjHtx5pVwse/RLsvxOAf/v1IW68/XHaB0Z+Nwe7E1gEnLVckd02h7YiVl+kXmdE8J5aV7qq4O1EMwVOxjVJGFFT+WTDQ7vJ51CplAvJUUvoTRWXP/8PfMb2DfyuYWGSGl6njZThwRvrUQreYbPgSHVBcKVKjTEGwh6HTlfgX7IKvjeZY5UxbqIVPMDjp5V/HbYav6dB8GGksJCzBWbXg9dkbo2pCJmNLV51fGeQja1hCuWKEnvhdUpw6QLvPfEcL/ameFmLJvhZLiozFs4Igv+f/Z20D2aq3WUD0aqC1xaN9uBB2TQJ6iyaUhaQoxO8SHF8YGFurKoP2H9QLZiCgveHW7CJCu3d0x9DMLzifSejqnpONqoSngH7T0YpVSSfu2+kWnmhO8HGFh8uuyKuTUJbESvOVz78NAg+XyrTm8yxOuKuDYy7awq+XJGkK5poi4ZFUxtkBaXgB4p6cH0WfHh7McVF1sNYS5mGak4GvA5rzYOHqgIfSBVo9joQ2VgtvnoMhD12peAd2oNfJKlqZxO9iTwrvfqB6/BVaws/elotsxq/lVbwFneQgMtOyhqa3SgaLRw8uR581qIKyMgMgifCpmXqOjrSl4LQarV9ogtQ6h1gh1/zxMCL8/I7LXmCH0zlebJD/SiDwzIWRjMFrBZBwGVTN179AOqKAD6vD2mxK7IxBsAaCF6RR6sjV42JnTM8ew889K/w1Hfg2G8hM0SuWKYzmlE+YN9BcAYh0DbpQ0aaVHjX6e7TE2w5Ngyv+KmOKBUjzDF5mu7+QbrjOVaG3Pzs2W4OHO+EfbdXL+qD3cmqPQOwtnKKvLRTDq5VoW/TIPjTsZxOOjW6ggfIosnbqOc5fJDV56h7sM/ch7dWctgpQ/uehmpOBlSYZJmKvdGiGUrnifgcqg1G8ZkxEPY6VG/U6QPkiJw2SwF9iRyt7nqLRg2uRksOKlhqv1V1prCPoNtO3BKc3Tj4utQel4SS2K0WnWisuUrwR/tSEFylNop3Asp/b/Y5WSa1XZSLzUuenCVP8L893F99UA7PWBjNqCRQQogRCv4DV2/kFx+5CmGQTd2MxypsTrB7WePOzy3BVyrwvx+Eh/4Z/vcv4dvXwZ1v4ORghorU3cS+g6og8xQGbDxBpQwH+qev4I1eUDJXoq/9+eryFw89B8Bn33ouYY+dJ37yVfjZR6H7GfYeH6Qrlm0g+OWFkxyXK4jlytMmeKMu51gePEAereDHGGRt8jpJVgfXZ0HBV/R5jj3YkBbBgFdnlMxba4myQKcp8Dp1qOf4BB/xOEjlS5SWaMKxQqnCYLrAcqcOJ3R48ThshD12JBZylrqwVsMCs1gIuu3EmOWEY9ko+JWIutCvHxw60ZjPaaMt6BpB8JWKZM/RAa7a3IzQih6YF5tmyRP8Awd72Wk9xv+1fbtaQMFALFOoDX4VMg0E77JbWRZw1chG5xA3Im2qcIdZ4chxfBSfedaQ6IJynsw1n4YPPw1X/hX0Pk/vsWcA2NisQySnYM8AVXUbHZz+bNZqKTwg2nGg+n9P+0FcdgsXrY/wwVduRgwom+Y3D+/hHd/Yy7omD286v9bbiGTaOSrb1PFcwWnZI51R5cOuCteVI9TkaEzpD3kcKttfMaumkpdyDYS7LOCcPQUvJU6pr7l6gq+Lg/fonPBZdB4VY5A1pfPQTFLBA6QZvTLUSx1GOcdmh7ZY9XyVlTq5WNHurz3Q68JQQx47g3KWUwZno1TadgKwxamPa+SCBzYt93OkL1kbFI938kJ3gqF0gSvPalb3cmSjWmcS/MyQL5X5/Yv93Nz8Au+x/ZJi76GG9dF0sZYpspipXjgNcIfGtmgAQmvYVHiBgVSORG5k7onZQOcxRZzfO+5V4XIXvVc15cjPANjgTitCm0KIJFAl+FR8+grHqJQUcNko9x8B/woAsj0vcu6qEHarhXdduoYdehD1wHP7ee22Vn76oSuqPiqFDJ5MF0cqq5SnPwMFb7UIWgM6TYErWB2cjOjJVOuavOpBXsw2VHMysDLkroXHztSD172EhDWsbuY+PU4yioLPGFksCymklCoPjdcg+NC4pzFy7SSl8ZBYWpOdjFmsYbu+v/Q92BZU31nFGWy0aPQDNOC201/2KoKfrRKM2SES7tXEpJe19CjL0cgkCWxq8XG0L0XF4lB1keMd7NGRZJdvaobEaVh9iSr+PizKZi6wpAl+7/Eh0oUyO5rVxwx0P9KwPpopKEUHmuDdww9Rp+BHsWgALryRcKadKy3PzYlNUypX+PFv9wDwYL8+d2AFrL6E1d33syLowhPTSmCqCl4Thy0fq9UsnSKG0gX8LhsXrYvgT7fDyguRniZciZNcsEY9QJw2K9vsiuDfuDLFbe/YWYsqARg8gkByVLapdkyb4LOsCOqkU9loAzEaCn5Ds1fdXKVsQzUnAy0+J1nLsPDY6UKHYh4JX6XeH/iRPl+dgjcKb1MrKpMulMmXKix3V6BcmISCV99lrGwMDi8tgu/Ts1hDRkJAg+C1QLB4QrXfKhevfr9Bt52ekg9keXYK2xSzUMrRX/bQLpfTUjythF8pVyX4zct95IoVlScnuBrinTx2bJDNy3ws81hVpbDQalX5yVTwM8MDB3tx2S2s9CjvrnXgDw3ro5mCmsVaLqkbabg6B121KTa2gt/2ZkruFt5t/RXH+2e/a/z1h49ji7VTxMYfBlzE9cxItr6RlfmjXBqO15ThFEIkgaqCD5KuZsYjl5iS2hlKF4h4HVy4xs+Kcje54HrS3jWspocL1+r0tulBnHnVnV1P98iJHXpw9qhcqcZJZkDwq8N1kU916XXdDitXbGrm6i3LVMrgYrahmpMBi0XgCUT0MWam4NNpRbTpph3Ktz36G32+2gPFKLydkkYu82TVSlxuTN6ZyIPXvdB4leCXlkVjFNsODCN4I/+7wxseVcEH3XZOF/X9OhsDrdr26y64OSlb8aU7avaPQfDDBlplrJMn2oe4bGOTLgMpVSBE81kmwc8EUkp+c7CPKzY1Y9VKbV3qKUXmen00U9SzWLW/Pq6CH4PgbU7Erpt4pfVpoh2zV6gZ4MXeJF+8/wiXBGMUA2uoYOHJU+oik1vfAMDrLE+oEElPM/hapnYCuxtpcRASaRXHn0vAF7fDE9+Y9CGiGUXwl4XTOESZE7KN05YVrLX0snONVtDaf6f5bJWfY/gDpP8QUljpoFWR2zQJ/tRQplb0QScaq8d3br6EN57XpuY7FHN1vTJ/w3aBkA5LnKGCH4iq/b0+P2x8ZW1gtyGKRlk0yZIVhAUKKQZ0MECLXcd2u8e3aIzeyWDByKi4xAg+mcduFbhlTuW8t6oey9suXM2X/nQn7kCkTsEnGhT8QEU/vGcjVFIT/MmMkwF7G5bEqVrtXq/KiFoLlUwqgo+fIlMo8bKNTdWQSQKrFMHHOmoT7uYIS5bgD/cm6YpleeWW5VUv1V1Jq2RBQLZYplCq1GLgoTENgYGJLBrAevF7KGJj44nvzVr7yxXJx//nGXwuGzs8QzhaNmER8JTOId1vW84zlQ3sTP1OR9BMUb2DirjxhAlb0hwbSMGR+9RnPfG7SR9iMKXqhm51qkicpzItHC600CYGaXbq8CUjjfHWNyhrJNHZeJCBw4jIerweLwOGRVPM1NI0TwK5Ypm+ZL5Wti0bG7VABqAGWUvZuvqojb9pa9hHBteMPfhoXJGOz+eHja+orWiIg1cKPlOoVDNKGgq+2aofCBMoeMNmHDAIfolZNL2JHMv8LsSwUOagx84bzmtTVlx9FI1W8CG3HmSF2Ymk0b2Aoyk7+cBakBXoflqt0wo+5HHQ7HNypDcFwdVYynmaRJJL1tcTfJvKGY+c88pPS5bgHzioIkOu2boM8klOOLdSQcDxh4BaorGIVycagzEIPgTlfC0qY7Rt/Mt5wns1F8d/NWs5TI70JXm2M87HXrUZW6wdW/MGtrQGeLJDeYnH+tL8snwxLYkD0P3s1AdYNYQrpKKA+tNw8KdqYdfks2NGMwXCXgeumJrc9NBAkL3xEBYk6Nl+9B9WD0aD5IZ3TfsPQ/PZNPkcitycmtCmQLCnY3URNNCQSXIEqoOsoz+0V4XcxKWHygzLGUbjqv3BQBA2vAIQGNWcDBiFt9OFWtEPIzIpZNHX5QSDrA6bBZ/TRk/BiAhbWgq+L5FnecA5MlWIAVdQfeZyqSEdc9BtJ1pNGTwLkTSaAw5GrVibdSTMqcfVa91ktM3LfBztr012uqI5qyKd4prggytrNZPn2KZZsgS/98QQW1r9Ki94PknCvZLDrK8RvHET1Sv44SGQUFNPxtN3NIIHXljzTjxkqTz57Vlpv5GF8GxfVj2AIhu4YG2Ip0/FKFckxwdS/LKi87aU8yoGfjpwh1lmz3Kqb0h5xA4fJLvVaP8EkFIylC6oohSDR0hbgzzYUeL5rL7YjWRL/YdUl7T5LPV+oE61ZIZUNEHb+TR5nTUPHqb0sGwIkZRyVIumCoPgRxlkBTV4l5RucqmZZdpMJFX7QwE/eJtUIjVdzcmAV3vwmbqyfYaC96OtwwkIHhSZDebtgFiSHvzygEvPWRjnHk33qbG0OotmsFr0Y/YsmlM5N4EV+lrufEK91hP8ch9He1PkvSoM+IpluieWOK3uL2dAlfVDzHkkzZIl+ES2SIu/LqrAGeB3pW3IU3uhkG7MJGnEuI9l0YD6cXRhiNHgWbeLJypnUX7iW7PSfiOtQlNBP1giG7hgTZhUvsSLvUmO96fps61EGvVXp6ngcYcIizRrYo+rG+iyD6rlXU9OuGtGR3uEvQ4YOEouuIFSRXJCtqoNdMoC+g9Dyxbwtqjvs161dPwBkLD2cqXg0/UEP3kFbRD86ohHKb1KaQKLJlc3yDqS4BN4KaZnpuDTKXV8l0erzktvgR1vbdimpuDL1VQDA6kCfqcNR9GImx/fogHwu2wk8qVauoIlhGrpwuG5oAwY30/sVMP7gNtOHgclq2dGg6z3Hejhss88wBd/ptR6DC9tq9YqPoidBGFt+I02L/ORzJf4zWnVozrPr3/HRKeKjxdCiYzQGlPBTxe5Yhm3vVZY2eoO8EhlG6JShI7HhuWCH4/gtXqKd41+cWmsb/ayp7wDW/TYrNSArKaZzWm/Ory+Gnb4ZEeUY/0p1jd7EdvfqgirZfoK3idTXMMTVBx+uOwDKhfMJGwaI7QyohW8s1V1O0uOINIVUgSfjakeQcvZ6sJu2tyYJ/vkI2rgbOWFKpOjMcgKU1TwGWwWUavkBONYNB71mxdGxsFDTcFXsjOz21KpZO18AOe9Hf748w3bOG0WrBbRkBO+WmzbsIgmQfBBt11Vj1pidVnLFUksW1QiYkKC71CvdQoeIO8IzciDf/TYIEPpAhe2QEnYueVVO7h0YxNENqgNPE0NvbKNeqD1G/tiZKSTdXb9cEmcbkwlMg+RNEuW4DOFslJH5SKUstg8AZ6onK0mIBx/qC5V8CSiaEBZNOMQ/MYWLx1yGQJZu9BmAKPUmzfVoaIrQmtY2+Qh4nXw5MkYx/vT6kJ62YfhL/dOGGkxJtxhXMUY11r30bfiavV5l2+D0xMreIPgW+wFSPXiXXE2y/xOdq4JIyIbFMEbF7DxAGo+q7FbevJRWLUL7C6avA4SuZKamQiTD1Nsf4RQx/20hdxYLaKm/MdS8HaXiqLJJ8HqAJujYfVKreBFfmYEn8toJW1zjbmNEKKuqpPKBjmYytPk02kK7J4R7RsNAbddiYIlpuDj2SJSQsQoyjOWBw8Q1/edMciqZ6mnbTNLONafzLMy7ObKVRZs3ggfftVZOG3WWo5+HUFjYPMydf0+dSrOoG0ZjpS2O+M6M6iB5rOUXTlbk7BGwZImeLfDVlUzTk+IHE6SLRfA8YeqqYJD9Qp+NAI3iDMXG5fgW/xOBuxqFifR9hm3P54tIgQ4kyfVhAmbAyEEF6wJ84fjg5yKZtSkHattzGo/k4IrhLWUISJSPO+/Ui1ruwC6nprwwhvSD8nWouoai+bNfPVdF/CPbzxHqZuh47UImhY9qNS8SSn6XEL9Nt3PwNqXAShSA1VwAyav4Pd8gbf0fLExRBLGfujZ3DWLZpg9AypmvmDzYSvOTAnnsuMM3tfB66yv6pSsjWtMIk2BgYDLTjJXG6hdKqhaqZNS8Nqi0Qre57RhtQhS1uCMBln7U3lVkD0bbRQNBsEPy/bZ7HNUHy5F30qIn1JCM9WrQiSrG24ePapsFrFkCT5bKCkFb4RI+tXNfrrpUuh5jny8F7/LprLBFSah4GFcghdCIJr0Dz50Ysbtj2eLBFx2xNDxhmo+F6wN0RXLIiVsaBm7PZOGvmDz2NnD+WrZygtVZRzDQx8DxkB1c14rp6bNXLg2wqZlfkXw8VPQ85wiVKNOrDHQOnhURSDIcpXgjQk7AyWteCdL8LkYzZUBNgd0MqrsRArerS2a1OiKEMAZwFWafurdSkVSyhkEP7aCB+XDG1WdZCFNZzSrrKapELzbpnp9S0zBG9eYGisbi+ANG1UTpX5oC6EyxSaZWY3dgWSeZr9Th95GaiuqFk2kYXshRHXCk7tlrWpXspvqJCcD1aCDubNpliTBSynJFLVFoxW8VxP8SbcalPTFDlZzeNTi4Ee5eOpilscjeIBIyyqVjnYWFHwiW1Qe4tDx2oUEVR8edDWZmUKr3GcdF3BoSCv2lReq1wl8eMOi8afalY1UX1YuskHFCb/4a2g5qzY43aTrTw4cUfaMsFarODXrfDH9eZtaPsmb0ghn3GHXA9ITevBuNQibjY2q4AGsnhA2SrXJSVPEYLqAXeo4/kko+LRW8DKfJJUvsWNVcPxQz2EIuOwk8yXkIi/b942Hj/OL53Rxl+O/gz98bdztG8Z5CunR79GqRWMMstbu2aDbrnILzWBW8tgK3iD45hH7nLXcj8NqobltI6T7axFlwy0amNNImhkRvBAiJIS4VwhxSAhxUAhxmRAiIoS4XwhxRL+OIaPmDvlSBSlVV9sgeE8ggkVAd1ldDCIzqAZYYXwP3u6qeagTEHyT38UpuWzWLJo2Z1bd5HUEf+6qoPKZmS0Fr9TH8eZX1HLptJytbqRJELzNInDGjymFbnPWVhptjp1sHACOrFfkPagJvu386kQjw6IZnGI+mkpW3bybZbtaMJEHb/ye6b4xFbzDq/aV04yF703kcIs8FWGtzrwcCx6HlYz24C2lHBYqnL86NCUFbwwoFm3eWSsYPhf42u+Oc+ej7erN7z+rUmCPg1rRcuvYCt7hVdfUMIsGIOhxEKu41Xc5jd5YrlgmmSupiLwxCX5kQZYPvXIz337Pxdgja9QCI5yyvvSit1k9wBexgv8P4FdSyi3AecBB4FbgASnlZuAB/X5ekSmoKi8ee43gra4AYY+DTp2bwpYbbEw0BmMPhhk32VjdyuaZ0gAAIABJREFUeQ2v08bJyjJkdHYsms12VQWGcE0Zexw2tq7w0xZ0VRNVzQjrroBrP0ls4xvpS+ZVbVWLVRHvBAOtQ2k1yUkMHtUz8+rQtLH2v+G/g3oIhNcq66ZrX9WeAVVswzgursCkCd4YDF2R15ZSNqoigcZ6IBsP8vTAiFmsBjwBI9Pm9GLhexM53BSQtlFEwzB4HYaCV21Z5iyp3tmULBodMWLxLFqLJlcsM5DKq7xHxSyc2qs+Y3nsLKzGOE/EUWZERTUDQujZz1qgOBsVfLTs0gXNp94bMyqWtficKtSyflzH3wYXvw+2vH7Efq1BF5dsaKpVdurQebDqCV4I2PLH49bbnSmmTfBCiABwFfBNACllQUoZA94E3Kk3uxO4bqaNnCoyBeXF1it4nH6afA66sg4QVhz5oWGpgj1jxrhXu8kTKHif00qHoeBnWI4rni2y3qILcdQpeIC/evXZ/PVrpxkWORx2F1z+YdYuV0q+fUA/7Np2qhmy46QLGEoXaHLbVPezaRjBe5pqN9rwEM7ms9SkqnIB1l5RXex32nBYLSoXy2QVfCmPtayzDSa0Espqa2Os4icGwaf6xrRo/CHV7R4YmF6u/N5EHheF0XuFw2BUdTKurwta7aqXlo1NOjoq4FIP+5zFvWgtGmO28UCqQOrIHvX7w7gx6tG0qk3rlpqcx7oHjQehXQceaATd9roxnan3bPqTiuCXuStqQLTeb7dY4PX/pu6VsWAU/uh8QqWiqLOPALjuy3DVx6fcrsliJgp+A9APfEsI8ZQQ4htCCC+wXErZDaBfl422sxDiL4QQ+4QQ+/r7+2fQjJHIagWvomiMfCN+Il4Hg5kSeCK4i7Exi32MQPXiGd9L9TntnJTLEMWMIo8ZIJ4tsUpqgh8WJfOKs5dx3c7Zfepv0H5+tbbsygvVDNm+sROoRTMF1rpz6sIfHskjRM2TH07wTZuUB46ANZfU7SJq6QomS/D6ps1KB/bBQyryZ3hXejiMnlo5P2avLBhW3e5odHrhdT3aorE4JiZ4n9NKOl+ioCsynb/cpj5HPjFlBZ/FrT7XOKp4tvCF+1/k2384Oentu2K1xFrJgw/UVowTwhjNqFxHohrpNkYv2viehhFo0G2j36ixO42BViPx2zK7fsCMd12NBn8banZxotF/nyfMhOBtwAXAV6WUO4E0U7BjpJRfl1LuklLuammZYhbECTCaRaMUvJoKX/E0EajEGwdZRxu8MTBpi0YreJixD5/IFWktn1YFNEabnj3LWNvkwSJUEW9gUgOtg+kCbS49qWs0pRnZoCYxGRE0BozBpeXbR9wwDbNZJ3FDZpMq/O0F69mKBKIndKrgcZRv/YN6DAXf1KyuyVRsegTfl8gRsJURE4gCULZbplDmVEr1OLY3W3Tx7MqUPfiUUY1qjic7dUYzfOnBI/z4qa6JN9boitYI3tGxp24sZOzveChdN8kJJlbwzuEEb6e3MP0i6oaCb7Hp80+V4G0O8OuZ3XNoxYyFmRB8J9Appdyr39+LIvxeIcQKAP06Myk7DVQJvmrRqARPzV5FHiVXhIhI1A2ypien4Ce0aGx0SFXImhn48Dmd6bKl0DXCnpkrOG1WVoU9tZz2oTXKZhknZUE0XRg/Z/klt8BrP9PQZQZqfn2d/24g4nVOWsGfGspw6/dUMRTHBm319B6YWMHXhy2O8dAOa4smnZieB9+TyBG0Fced5GTA67CSLpQ4PKRsvS2RuiLSU1TwqWrpv7m1ab79h5NUJPTEJ+9rd8WyWC2CJluWcPwAbH61WjFOjHq1ZkOV4Md4YFYJvvGBHXI7iE91XkUdDA8+xDQJHtQ8FmgMkZwnTJvgpZQ9wCkhhDGCdg3wAvAT4Ea97Ebgf2fUwmkgWxzmwesETxGvk3i2SNYWpolE3SBrdnyVPEmC9zptdMoWJGJGCt5IUxDKdzWGHs4x1jd7OWHUlhVCJcfqfW7UbY0p5M1G13WYcgKU/XLRe0Yub92h/rZfP2JVs8+hVJMrNK7i2nt8kDd9+RGySeXf7rjs1YDQBD9BeGGDgh+d4C0etX8+Nb0cJr2JPD5raUJbD5QHLyU81asznNoKI4qGTwTDg09U5r4ua7ZQ5u7HT3GZ5QArk89QqUxuvKkrmqU14OINwRNYqMD2t6gVExG81zFuum6g1mMbYdHYSc6gxu5AKk/IY8deMCKzIuPvMBoMHz64avzt5gAzDcP4EPBdIYQDOA68G/XQuEcI8R6gA3jbDM8xZdQUvJ7Jqp/q1SgNAkREsjbIWsiMfyMaF88EFo3PaaOAnZy7FfcMCd5DDnd+oCGCZq6xocXLE+1DSClV1aWWrbDvduUHDxuAjmUKSAlNVt3tnqTSBNTv8f49o65qDbjoS+apOANYjBSww3sAwAfveoqg284nX7YK7kNZWU0boff5EdWcRqBeVY9h0WD3UMZCKTO9CTK9iRxeZwHsExOCUZd1b5fuDRXSU1bwXocNi6ir6jSHCv7HT3cRzxb5t+A9OHL9DMRvYll44nZ2xrKsDLl5ee4FcjhwGQp+HIsmmlYe/HQtmoARBw/TtmiafU7I6sIe01LwmthfSgoeQEr5tPbRz5VSXieljEopB6WU10gpN+vXWaiVNTU0WjS1/NBNmtB7Sj7CIkXIpaMsihMQ/BQsGoCUZ9WMZrPGs0VWCn3RzyQNwRSxocVHplCmR5dIY9kWNYAaax+xrTEBJTwdgh8HrUEXpYokLfR3PcpNmSmU6E/meduuVY0W0fJt0POsIsdxPfg6O84xBsELQc7qn5bqy5fKDKULuEVxcgpeh7v25IxB/+SUCd5iEfhddqKlWS760XcI/rl2PUspueORds5ZEaDJmmG5iFF48u5JHaormmVl2M2OwtM8UTmbnHApwhxDwZcrkni2OMyimYDgx1XwUyf4gf+/vTePku2q73s/u+a5eqjq4fbVHSRd6d4rCQ1cDaDBQrIMwUx2bIxNMIqx9cDOW9ixY4skjh1MCM8vNuQ5eSbYBPxecIgNeDEtzCAjg4QYBJqQ7iRd3blvz901zzt/7H2qTvVYVV3ddbru/qzVq7urTp/aXXXO9/zOb//292df5ASbTNHsrBy8Y2lU0biXRfAqujlbVCf4sNAHzVoNty3qAr/xikSApcCuzaVocmUG0SdoqINbwg65KqFOnsaCJ90lavrYim0tgY/XPctXSdF0wGhMRdeL9bzpyoVG0yndszQaaBbC0esbRm/rpmhsn/UaKRqAslf50ZQq7ZlBWeMLyGJLZZJh3bYvZ2u83bBbaN1ELh70Mlfuctu+S8+qC45eifnES3Mcn0rz4J378FXUMTr49J9v6FtUqda4lCpwIJQjkTvFd6rXqXr4UGLNKppUvkxN0lqKxvq8V5lkzRJA4uroYj1TtylYAJd3wyBvVXa/Uo2vU0vvTdCXAr9iknVZiubFjBKRAak/8HJu/Q+uxSqaqM6DzvkmIHOp4XHTJqlCmbjYxKROh+xPWgKvTyZrgdLM0RXbWiZQEXLKpmCD96ZVxuPqs5mtWp2ZVp6UVhPmul+Ly6MiZcsbHzZI0dgj+LXHXfPFiZKrv16rTKfV9j5ZbG2SVQcGeWHLn7cZwYPyo6kLfLdy8FbPUX2h/cR3TjMU9vGmV4zhLqU5WZsgnH4Zjn953d1MpYtUa5Kbqs8C8HjtOtWYOjS8Zoqmvsgp7FvfEBBsEXzz+6VKoQUlb6SjFM1spmRb5DS49tqK9Zh4JTx8BmLj7f/tJulLgc/rhU4BzzKB1ymaY2kVKQXK+rZrozr4q+6Du34Lxl6x7uta3t7THl0Wtdh6jbCdpXyZAaFP0BYn2brBWCxA0Ovm9JwtKo9NqIYdy7DayoVkZkWXos2OAWDa6i+6msDr0rXRmL+x2lOIZQK/XgTfQg4ecAVjREWuqX67FS4tqfF5aoW2UjT7kzG1fckm8KtNXq9BLOBlpttt++oCv0ShXOWRo1P83Ct3E6jlEUg+V7uHRf8EPPbhdRf3WSWS+9M/RPpjvMB+VZIbTqy50KnJ0ruUBUTzxdnOGlU0dU94d6TtFE2+VCVTrJCI+lQEv413092iLwU+V1LNPlwu0STwsYAXj0swVdFRmxU5lPMb5+B/8g839OW2vL0vufRkSodpmqV8mdhmyrI6RAjB3uEQp61KGlCLlKZXieC1wAeq2a7l30Gl0dwuwWRhbYGf1hH1iBXBWyIY39PIqbcawa8j8N7wIDFy9RWYrWLNYbgqhQ2dJKGRorlx90DDDbKwpHrTutwtv24s4GW6qAW+Wzn4tDYGKywxly1Rkyibav25VAODfGPwrWq9xOnVJ84BLiyqoGF47knE3juZGIrwkhXBr5GimdeW3vVJ1nVXm68+yRryufG4BHlX+46SVolkYjWjsR1CXwp83nKSBN1lXX34LpdgMOxj3uq0nptTUcdGk6xtEPF7lOEYdDzRupQvM+LJA6KtCK4b7BsOc3rOJvAjh5QZUq3atN1ctqT8toupruXfAdwuwUjUz7n82qsPp9NFAl6XKg20+7W4XDCq85zr3fm4PSqfCuumaPyRAaKifYGfThXwe0BUiy0dV0MhH0LAkX2DKgVRzGgnyfYunPGgl9kC6n/bhMAfu5Tio/+o3Q9tKZq6dW/YV093uEMDfMn9GtWO8fGPrLnPCwt5ghTwLr4Mu27i6mSkkaKxzsNlNPome7W18zpp1MH96lxZ1ptYCKHy8KJNE7avPEzg7/8lgDYa26Ayy6H0p8CXqmqCtVZVB4YtShsO+1ggQg2hbDwrBZSJUZcEPuBhuhJWB9smIviEJ6fSDGtFLFvE3kSIc/N5qlZtc/Kgeo+W/S8L2RKDYa8W2O6mkcbiAc5mdWnkGjn40VhAlXIuN+Sy0jQbnYxWSm6dSVZPaJC4yDGdbq8F46VUgT1RnbJqIQc/Egvw+d+4k59/5W41HqtMsk2BV57wuunHJlI0n3nyPB/6yjEK5WpTBN9k3as/l0B0kLMpCdf/HLz87TX3eWExz63hadXxbOQwV49EeHk2SzU4rGwrVvmcF+w5+LWcJC2io/C+c40V2DbiQa9a4dtOiub0Ywyf/FtiZFa3Ct4h9KXA19v1WQe5TeATET9V3ORcUZWiWa/hdgeE/R6y5apyTOxwNWsqX2HIld/W/LvF/uEwpWqtEbWO6EqameZKmvlcmaGwvy2/lFYZiwU4nRZq8nYNgR+J2iJ8++sfeiPsu3tVC9cmvEG1//U+d3+MCHlmU+1Nlk+lClxhCXyLx9Urdg/gcbuaUzRttmGMBbzky9VNe8LP6NTEXKaouhDBmgIfjA4xtVSASFJ54JRXn5A+v5DnSFBfLEav46qRCKVqjTlsd9PLmM8pozF1Lq/Rrq8F4iEvSzLUXoomO41LVnit+0kdwc8bgXcKuXJzuz67wFuLm3LeQZX7W6/hdgdE/B4yxYqqX+8wgk/lywy6Mj05oPYOqyjpjDXRalXSLMvDz2eLqk+mPQfeJUZjASZTJbXfVaKu6VRR5d9BPW8X+Kvugwe/tOriqCY8AZWvX29yWO8306ZdwVSqyC4r2GwhB9+EJfD59lM0ll1B1bu5CN7yX1lcmGucH3aBD/nqn0tsYJhsqUrBHalvtxoXFvNc5zmv5j8G99Wb1Zwv2Kybl7GQVTYFQoiNUzTrMBD0slANqi5lrVCr1cfzBtd3GfLX1PtgBN4Z5EuVFUZjFlapZMk/CNm59Zt9dEDY5yFTqKic4MKZjhrqLuXLxMl23kh7E+xLqAtdPQ/vj6o+kssi+IWsjuCXC2wXGIsHyBQr1Nbwo5lKFVQNPHSUygDU571Oegaozy0U0q0LvJSSqVSBXSGd4mo3cLB6qnbwf1kVIxVPeFM5eCsllZk913iwsMRCroRL6AuJ/lzig8qzZ6GmxXeVdQtSSi4u5rmydkblyF1urtYt7V7K6c9xlQh+IVduGAKWNihlXoexeICpkk+9J62cj4VFkFVy7hh3un+s5g3ACLxTqKdoVhN4HcGX/cNbE8EHPGStCL5abOQw22ApXyYi0z05oEajAfweV3MlzcjBFQI/ly0yFNIrhbs4yQqNWviSZ+VK0kyxQrZUVSWS1bIyiutU4De65df7LWUXkC36+2eKFXKlKiNBS+DbDBx84UaKps0UXSyo7lpK7nBXIvji/EX1QGS0HsEPhHzKq15Hw8NDSuDnqmv30Z3LliiUa4wVTsGImiOJB70ko36Op3SqbXklzZknSGeyNjuRbMfzZLsHQ0yX/Mqds5X3Javsy78VfT0eavCj/189bgTeGdQnWete8A0BslazSmuBhdWPtVuTrFaKJqIraTro5r6ULxOuZXqSg3e5hK6kseWdkwdV30hdSZMvVSmUa4wGyoDsegRvrWYtuCMrBKN5kZP+fDsS+NDGEbw+bvyVLOlipaXdZovqPYp79PYtTLI24dMXtVK6/RRNQEXwBXeksRK2TQrlat3srpLSAp+8th7B1x1YC0vgCTI2pMZ4qbS2wF9YyJNgiWBpvlHlBFydjPDsgq52s6do5l6CT7yOW1Jft0XwnefgJwaCpFjb+mIFupfDd3kFk+4JePqv1eNG4J1BKxG8K5xQEyfWZFTXJlndZEtVpHVRabP2tlSpUSiXCVR6E8GD8oY/s7xU0lZJY60wHPXq6pIu5+CtxU5ZsbbAj8T8NsfFDgT+zvfC3Rt00tH7jYlsPardCKubWEi01nB7Bb5w466ywxx8zhNTx3YHWLXfQKNEMqEEfi5dZDjcPLk9ElO/XyqsXdZ6YTHPtS5tIWFbrn/TngGevFCg6gk2B0J6vmeseFpVasGmcvATg0HS0loZ3YLA6wj+5UKYZwfua+TuzUInZ5ArVdTqQOvDtAn8LXsHuf/gCMmxCXXLltINC7pYRVOtSYoe/ZptLo9OFcpEUI2Xe5GDB9iXCHNmPtewga170qgTb153uRn26IqJLcjBA6RkcIVg1H1orEVOnb7+Na9dtZdmE3q/UXL1192IfFn7ILksgW8zgrffVXQYwaddcRXBL1u70Ar2C5knO6XuKGK7oFoim8s0BLegUnMBr5uhsI+zeR1p51fOV1xYyHNQ6Hz+6PX1x99z71WMx4PMVCOU07aubroJ9Xjl4rIIvkOBHwi2Zxms7yZezIV4eey1jcdNBO8M8uUqgTUmWRMRPx9/8FbCg9pOYEkfeF2aZI1qX5G6G2KbEfxSvkzcsino0QG1bzhMqVJj0vJgSeoOTNqTpu4R0mUnSYuA181AyMtCbaXAr/Ch2YLXbwzEiuBz9dLBjShYAo9umdd2BG8T+DYv8NYk6xJRQHZkrmVNsHrdgkBhWnUj0u9DObvUyInbJoFHYwHOZNZet3BhMc/1nvNqMVSk0b0tFvDyJ2+9kelqhFNnbLYecy8CsF9MKoGvltdtr7gRo7HAuu6kK8jOIIWLyVJQBTcJXUlmBL73lKs1ylXZnKJZ7cCw6qQt98EOo4PlWMZR2Q4tSusVNNCTHDzAvmE19jOztkqa+BV1V0nLIyTusgS++6ttx2IBZitBlYuuNvLfU6kiYZ9bWTMXN5GDb4VAHOkJsEdM1+0RNsIyugugLwht5+A7j+ADXhdet2ABvY8O5n+sCP7qkSiR0myTwMv8YiOiLqbqqbnxeIDzmZr6X1cR+PMLukRyFTfFO64cJjw4Sn5pmn84pmvudQS/R0ypifyNrII3wO0S+CNanFtK0UxTCwxRw0UiGoBXPqiO/y4Z6m0nfSfwK5wkfZHV/TzCavafxe5G8JbApzrsIqMieMuHpjcCv1fbBq+YaNWVNNYS8oi0LkTdF9jRWIBLRSuv25gwnEoX6pOwWx7Bu9yw+wi3uY+3nIO3rKr9Um/fSZmkRZv/lxCCWMDLXFUL4RomXusxnS4iBBwYiRCvzqlGKjrQiMjMmhH8paWCbrO4cnJ3ciHD3tq5ZjM4G/v27GXMk+F3P/McmUIZZk9Q9YTxiSpjcnpjJ8kWiMZ1/ryVWvjsLEW/CgCTUT/c8R547zNdM9TbTvpO4Ju94FOsaSYVsgReR/BdysFbKZpMGdXIu90cfL7MAL1N0YzHAvg8rmZPmuS16tZZqlZ9AKGaFeF3X2DHYgG+W9ynfjn2pfrj06lCfWKvE8fFdhF77+KQOEN6sbVo2MrB+7By8B2USVp0cAcXC3qZrumLRAcTrTPpIsNhH6NRH8O1eWUBYEtVNQS+sf5hLBZQRmRrrFsQi6fVBW8NP3R3OEHSlWE2U+R7zx2DwhKzY3cDMFI634jgvZ0L/OCQTg21lIOfIedTF4RExKeEvQ3TNyfRdwJfr2JY5gW/AitFk55U5kxub1dev56iKVbWjGjWI2WP4HuUonG5BHuHlrlKxiZUJU1+gcVcmWjAg7tkpUi2IEUTD/DN3F7kyGH4wcfrZlTT6WJzBN9FL/pV2ftq3NQYnHuqpc2tHLyvplM6bQu87Xjt4M4kFvRyqayDlQ4i+Jl0kWQ0wJi/RECUKYVsAk9OGY2BjuAbKRqAsie2QkDPL+SYKOmFQqOrCzzhYdyVHAl/jZMvqCbvpxNK4AcL52zNPjoX+NHhAYrSQzXfmsCnXercS+qy6p1KHwq8juC9nvUF3uPTkWf3jMagIfCZYkWdAB3k4DfVwb1L7B0ON+wKQOViAdKTaoyWTYE31LWLo52xeAApBUvX/bLqKnThR/VVok0C749trSHb7lup4mZPpjWBt44/ryyC29d+5GeJmHB3JGixgIfJoiXwneTgCySjfiY8KjBJeRJN5aJDIZ/ym6kWGykaLfD5VdYtvP+LL3C957xqRG9VYy1H303/1D4Pi2efB+DF4I2kZZBw5vSmc/AAu3UlTa4V24nsLAsijhANa5OdSt8JvHWLvGEEDxDWUXyX0jNg68tqRfBtpmiW8mWG3TklDl2aF+iE/YkQp+eyjVJJq2FwapKFXImBoK9zm4AWsGrhX9710+rW/Mn/TqpQoVCurW00thX4QpwPHeJg8bmWNreOP2+tsHZzivWwcvDBgY5yvrGgl6miR3W56jBFMxL1MyqUEC64h5si+CGbVbB9khUgI8JNC6y+9vwlvvbCFK8fXUAM7V87kNJ30/deIUgWz1LzBDlXHea0HFc2AXWB7/xOzaqFL2Q2eE/KBSimmJExhkI+ZQC3g9nZo1+Ftdr1rYqVh++mwAdsKRr/ylvWjWhYBXfYHqxL7B0OU6zUmNLt54jqdmPpiyzmdAS/BU6SFlaUPlnwwiveCj/+LLMzl5qe2xaBB6aHjnBYvkQpv/Ey90KpihDgrrbWj3UFloh1+H/FAl5Shar2WW9P4KWUzGSKJKN+hmpK4GfkAHgDVFz+Rg6+Prmt0hjW57EkG001MsUKf/CF5zk4FuXK6pn1+5HqgocjI3CVuMhcYC8LuQqTnnHE3ItdSdFYq1kr2Q3OR73I6VIlqiZYdzh9J/ArG26vkx8Od1/gQ151S54pVjtO0Qy7cj3Lv1vs066Sp2d1mqaeormkUzS+LXGStLCiwktLBbj1XVDJI575NLD9Ap8Zuw2vqJI6+Z0Nt7W6iYlyvv1FTrB5gQ96SOXLyOBQ2xH8Yq5MuSpJRvzEK2qxz2RNjaPgjjDgyqnAaZlFRCzgIeh1K8fGwhJIyYe/foLJpQIffOMBxMKpNStogHqgNUSKg95JTlRHmc+VmPZeodapWBeqTQj8+ECAtAwiNwq4tMAfS/vZPdi7O+hu0X8CX7YmWTfIwUNjorWLOXiXS7Xta0yyth/BD7qyPV9UYblK1i0LPH71fqUuspgrMWA5Cm6RwA6EvPg8LrWwaewG2H0ryWOfAqQyGoMtcbJcld23U5WCystrt6SzqHcTq2zQBnItPD416d/hBT4e9FKq1pDBwbYjeGsx10jMT7g0Q0qGmC40Fu4lPHndZMWyiFAXdyEE4/EAM5UAyCpfeepFPvH4y7z99j3cMpBTK8YH96/9wpYFwNJ5RmszPJlOcG4+x2Jwr/rbKZWX34zA+z1uyp4IrtIGAZdexXo0FeDuA8n1t90B9J3A11M0Xtf6ZZJgi+C7e6UO+7VlsD+mxtCiEyGoZh8xMj2rgbcYjwfxuV28bC+VjO5Cpi7aJlm77yRpIYRgLBZgckmniI68i2j2ZW4VxxnZrFVwmwwnErwg9+I7/90Nt62voi7nOz+u/JFNpWgASr6BtgXesmNIRvx4s1NMM6iafqDy64PWwrZV1h+MxgKczakJyff/zRPcMBHnd193sG7cVTffW43AgJpUPvd9BJKTtV0cu5QmG92jnr/0rPq+ycWIVX8cb3mDNFtWjXeWGPdeawTecdRTNEK34tvmHDyoPHympCP4akm3BWwNZRXc+wje7RJcMRTkzGxzJU0tNUlN6mXxWyywY/FAvYG15Rtzl/+ESr/Btgl8Murne7VDxOaehsr6C57yOkVDOd/ZJCvA7ttg4paO/tQyHCv6BtpO0cxkbM3MM1MsuofqTT6WZIi40MfCKi6t4/EAxxaVnLznjgSfec+r1TFidYSKjK79wi6Xujs8+wQAk94rACjFdNQ/9byaNHZvrqLFFYwTrG0k8CpFEx0arze/2cn0ncDXI/iaPhhbiuC7LPB+7QlvRbdt5OFT+TLhaqrnOXiAXQPBhsACxMbr/vaDQW/TcvWtYCwWqHvPEIgz7d3FTR69MK1a6chStxMSET/frx3EUyvChR+tu22+rK2qNxPBv/1vlNtlB8T0JH/OHVcRfBt3j/UIPuqH9CRpb4JZLfAL1RBRGt2dgKb3/q4DCRIJFfH+8s0DeK3qE0vgrTmctQgndOpHsOtKZUgWiidUEFYpqOh9k0UH3tAAIQrUKuU1tymnpslKP3ccvGJTr+UU+lLgfW4XnrK1ynIdAQptUYrGZwm8FukW8/DVmiRfLOCvOaM9WDLqb16iH92FKzeLh4pqY1YtbX0Ev1SoN9s46bqSg1Ivmtmb8Er7AAAgAElEQVRqHxobXreLFwM3qF/OPL7utk0RfCeTrJvEMhzLumNQK7fV2WkmXSTodRP2uiB9ibx/hPms7s9aDRCWOvotpFbU6f/sLbv5o1+4Uz9vO94zU2rb4AZWu9Z82MAV3HlIietAyAfDV6nHu7CYLRBV59TM3Mr2gBZzUxeYkzHuvXadlNIOou8EPl+qNCpoYIMqGmuStbu3YpGAh7SVg4eWa+FT+TIxK0rqcQ4etMBnio1uRtExBJIkSwx5tsZJ0s54PECxUuMfjqm86LPVfYxWJ5Ul7Vb70CzDF0tywbsXzq6fhy9YEXynk6ybxErRpIW+c20jTTOTKTIS8yMKi1AtUQqNMJcpUa7WmK0ECVbT6o7AWsW6PKK2jll7s5HMlMq/b7QYzRL44QPcd2iEobCPQ2NRGL5aPd6FczQSUxeZ6ZnpNbfJzF9kXsS5ff/O835fjb4T+Eazj5Ve8CvYogg+4veQtXLw0LJdQarQe5sCO8mIn1KlRqqg3Rz1YqcxMc+ge2u84O28+aYJDo/H+LX/70n+8tun+H5B3zZfem7bBT4Z9XPSdSVMv7DudrmmHPz2R/DWJOsi+rhvY6J1OlVUS/N1Gk5GxpjLlljIlUjJEG5ZUf/XWnMfq92xZqbXn2C1sNKliWsYiQb44b/9SV59dcIWwW9e4OOD6iIyN7u2wMvsDDKUUBPlfUD/CbwVQa3iBb+CcBLc/kb00CXCfrdq3dZmDn7JAUZjdqyFHvU0jV7sNCoWbJbGWyewQ2Efn3nPq3jg8Cgf+PJRnqnsVU9MPrMtRmN2klE/RysTqkHMOu3wGjn4Qk8i+KjOwc/L9gXeiuCtTk6u2BilSo1z8/lGy7vC0tpzL6t1MctMQWSD/Ds0zsHEAUBVUQEwpAV+E0ZjFkPDao5gYWF1C4eXZ7PEqouEh3Zt+rWcQt8JfH6ddn0r8AbgV7+h/J67SL1Msh7Bt5aDd4JVsJ31BD5ipZK2WGBDPg9//vZX8i9eczXzxCiExpXAb2MOHmAkGuCpol7Nu6wBuZ1C2Yrgcz2xmgh43fg9LmYsy+A2UjTTqYKO4JXA+wcmAHhxOk1K2uyv14rg3R6VK7cf7+mp1iL4UCOCb6KLKZqA9oTPLK3+njx67BJDpBkd373p13IKfSfwuVKFkGU0BusLPMD4Kzbepk2ifg+lao2SR08MtZiDV80+nBPBW54v9W5GoWGqwsMez6LNSXLrBdblEvzOa6/l+//6fvxX3NwcwW9jiub5ij7x10nT5EpVQh6pJjh75CUUD3qZrrTnKFkoV0kVKqpEUrexDA4rgT85lWnub7DeArPAQCMlWauqssP1SiQt9twOu25R56OdoSvV927Mk+k76nxq9ffkB0dfxiuqxBMmgncs+VIbKZotom4ZXPOrCoIWI/hUvuKwHLzKIdcjeJeLJU+C3Z5F23L17UmRgKrPFuM3wexJSF3Ur79dEbyfCySoecP13rTLkVKSL1eJefScRY8EPhb0MlUOAKLlCN76jJMRP7z0DzB6PUNx9d6enM6QkrYUzXrrD+yrt3PzIKutCfz4jfDQN1fu1xeCketgYE9L/8e66HOqlF2ZYqtUa7x85rT6JbzzFzhZeHo9gG6TK1UZj+tJVk9wS6xsN6JuGVyqMtiGH02qYGvX54AUTSzowed2NZVKzruGGJOL2x5B1xm/EZBw+jFAbGsOHgSZ+DXE1hD4YqWGlBBx6zrrHkyygqqFXypIdQy1aBls3aVNeFKqUuje9zEcUQuLXpzO4KeFFA00C3x9kdMmSw7f9TVllbFZdLBXyy8hpWzk+YEz8zli1UWliH0k8H0XwefsOfgeRO+wzDK4DUfJdEH50EhfpCcXpuUIIVbUwk/JIZLMqf/J5dn+icTxG9X3c9/bei94G1a6ai50pVpZucoCImsVdcTVYcPtLhELelnMl1TteYspGusz3j/7TUDC4TfVvdAvLOap+fSFND+vFpitdWG1N7lpdZHTRvi7dD64vZRdAYK1DFOp5hXJJ6cyDAt9nhqBbyCEcAshnhJCfEn/PiSE+LoQ4qT+vq3J5HoVw0Y+NFtIZHlXpxZz8OlChYQ7h3BA/t0ioWvhLSblIEPVuUYlxXZbGkfHIDyiVjduc3oI4KJvvxI5vaTdjuUFHxaWwPcmgh8O+5nPlFRlSospmmkt8ImzX4HhA5A8SMDrrh/LnpC+o1zSPYzXiuCDA5DvcgTfRaQ/TpQcRy81n5Mnp9IMC/2YEfgm3gvY71kfBh6RUh4AHtG/bxu5UqXnEXx4edOPliP4CkPu3lsF20lGmiP485U4AZmHpQvbn54BdUGxovhtfP2wz03Q6+aUS+eCV5lorTebcfc2gk9EfcxmSsjQBo6SP/4szJ8CdC9WkcJ7/gk4/Kb6hduK4sORiEo5LW4g8KulaMLOEXh3KE5U5Dg22bzC98R0hiuDWdUCMtQfi5xgkwIvhNgN/DTwl7aH3wz8lf75r4C3bOY12qFWkxTKNYI+jzqwe5THbkTwVX3AtxrBlxkQWUfk3y3sKZpaTXKmpKPmmWPbGkE30QOBF0IwEvNzrGpV0qzMw1spmlCnDbe7RDLip1StUfatI/DpKfjMr8Bfvw1KOWbSBd4SfAYhq3DoTfXNrDz8UMir3m+rSf1an711x1qrqUVOvkijS5UDcAfjjHiLHJ1cGcHvC+TVXc8ObbC9GpuN4D8C/C5Qsz02KqWcBNDfV718CyEeEkI8KYR4cmZm5e1uJxQqtm5O2enWZu+3AKurU6ZYblgGt0CqUFFlkg4T+PlskWpNki5UmJQ6ulk43ZsIHnoi8ADDYR+nCyElAutE8EGXFvhO3SQ3ibV+IeuOrZ2iOfk19X32OHz93zGTLvI61/dVtYr1/qLSPQBDYb96vzdK0QQGAAnFpYZNgZMIxBn2FDhmS9FUqjVOzWTZ5U33VXoGNiHwQog3ANNSyh928vdSyo9JKY9IKY8kk5t8U/WEV5MXfKtLpLeAiM8S+GrbKZqoA6yC7SSjfmoS5rJFFvMlpqQ1NrltFSwrsGqlt1ng40EvS4WKaj+3TgQf7HEEn4goUU6JmFpwVV7FrvrkVyE2AXf8OvzgL9g3+RVurjyjonfbvMqwTtEMhXUEb809rDfJCuqYz0y3top1O/HHGHDleWkmS0FfkM/M5yhVawyTalgm9AmbieDvBN4khDgNfBq4TwjxP4ApIcQ4gP6+tvHDZjn/Q/jgBJx6FGicYFGRV5NwPYrgw351i1e3DC6m1S3rBqQLZcK1tONy8KBytIu5Mpek7eLTq3EO7IX4Fer7NhIPelnKl2HkkBL4ZZU0VgQfQM9Z9Fjg6340y6P4SgleehQOPAD3/wG15GHel/9TPFTg8JubNrVSNINhX/MFdb0cPGiBd2IEHyMss1Rrkhen1aLCk1Pqe7S6YCJ4Cynl+6SUu6WU+4C3Af8gpfxnwBeAd+rN3gl8ftOjXIvggGrIq5dWWxH8oG4Y3CuB97hd+D2uRhUNsqU0TSmfxStLjkvRgBb4fJk8ASo+LRy9StEIAe95HO7+7W192XjQy1JOC3wp00hXaKwAwy97nIO3SjprenHS8lr4s0+oUscDrwVvgBN3fYQKHgqBEZg40rSpNck6FOpA4NNTPTsH1yQQx1tRgm7l4U9OpXFTxVeYcdSEcDfYiiLiDwEPCCFOAg/o37cG7Y1CWq1qzJXUCsJYVQt8D6/G0YCHdLF1y2ApJe6STuU4KEUzYhf4nBKuWljfdvdqkhWUkHg21+GnXeJBL+lihVrikHpgWZrGiuB9UqdEepSDHwh6cbsEU+U17ApOfk2Z7F35EwA8VRzn/yj/Fqmf+siKdQXW3cCKCH6tFI0VnKSnVB7eaRF8cBBXtcgt3jMc1ZU0J6czfCj8aUQpC/vu6vEAu0tXBF5K+aiU8g365zkp5f1SygP6e3t9w9rBF1IHnY7g6wtNKvolexg9hFd0dVo/D58rVYlaDRUclKKxTvCZjErRAKqzE/Qugu8RsaAXKSEdU46HyydarePP1+MI3uUSJCI+LloCvzxFc+KrSsi0v8vRyRRPeo+QuOn1K/a1L6G22TscanzevogyFlsNa5vZE+q70yL4G94Ksd180vNBcueeAuDKs5/h56tfhjt+Aw69occD7C47fyVrdLzuS2KlaMIlfUvaS4Gvd3WyblnXj+DThYrNpsA5EXzQ5ybq99Rz8ACeuDKh6tkka4+wuiWlCKkJyulmV0krgvfWrAi+NwudQF2Yzxf0BcYewc+fgrmTcM1r6w+9cDHFofEoLtfKRWs3XTHAdx6+j4NjscaxvN7nvlzgN7uKtdvEJ+DBL1LzBPm96d+j+oNP8Ou5P+dU7HZ44P29Hl3X6Q+B1w0KclaZWmlWLaPvoVBG/Mu6Om0QwasaeMtJ0jkRPDRq4RdyJaJ+D67LOIIHbBOtKyN4lwB3tajEfZtsFFYjEfFzOqf9W+wCf0KXRx54AFBrG45dSnNofG3R3jWgLxTW573e5+6LAkIZwoHzUjQAQ1fyyK1/QVF6cH/5Nzkvkzz3qg+vfVeyg9n5Ah/bZUvRqBy8vzin8u89PMEigWVdnTbIwacKlYbAOyhFA9quIF1UdsYhb72zU09z8D0gbhf4xLVKxGyVNPlylZDPg6hsouF2l0hG/VzK1lQ6xZ6iOflVZUWgbXjPL+TJFCvrCnydusCvs63Lpbabe1H97rQUjWb31TfwS6V/wzPx+/m18m+zb/dEr4e0Jex8gY+OKYGvVespGl9+pueRg8rBV1tu+pEulDkszlBzB9Ttv4OwerMu5koMhLyQvBYQEO+fxgit0CTw0VHVd7WUrT+fL1dVq7dyrmcTrBaJiJ/ZTBEZshmOlbLKhdOenplUx2V7Ar/BnVsgDtUiIBqNPBzGwbEYp+Qufjn1bl6SE1w94pzVtt2kDwR+XHlOZ2fqAu/OtdhkYAuJ+N0NN0loKQd/h+sohfFbt706ZCMsP5rFfJnBkA/23wO/9XyjGcNlQpPAWxVa2cYyD9WLwKXb9fVa4H2Uq5Kqf7ARwT/2YaiW4NAb69u9MJnGJeDa0RZ8m6w7y1YEHtSiIYemPeIhLxMDQZbyZXYPBuv+Uf1Gfwg8QHqyngMV2d6tYrWIWG37PD4VzW3QeLuYmuWQ6yzVPXdu0whbJxn1ky5UmFoq1EWOuLPuMraD1QV+tv58vlRV3cTKzkjRAJR82hP+3Pfh238CN/0z2HNHfbujkyn2J8LKgXUjWplktW/ntFWsyzg4pi5qB/o0eod+EHhrwi81Sa5UJexzIbK9X7AQ9nvIl6tUa7Ily+Do1PcA8Fx593YMry0ssbi4VFApmsuUkM+NxyWWCXzDRylfrhLwuVXqptcCr8tbc+4YpCbhcw+plNrr/mPTdqqCpsW5lFYjeKtIwIkTrDas//uaVu5edig7X+CjesIvPUm+XGHUm4daxQEpGu0oWdK18Bvk4BOzT5KXPgJ7j6y7XS+wBB5gIOis9NF2IoRo2BVYAp9ZlqLxulQE38MSSVAT4wApV1wtBFw4DW/5aNME6VK+zIXFfOsCHxxQOfXEgfW3q0fwzpxgtbD+7wN9LPA7P/EUTioP57SK4Hd7U1Ch59FD2Nb0I9aCZfCupSd5RlzLHT1qErEeVjQIXNYRPKg0TSpfbphS2VM05SqJiA9K+Z6LW7LuR6PTD6/+P2Ffc/rvmF6qf3hXiwLv9qq5F/cGF/nAzojg77o6wU+/YpyfuKa//Gfs7PwI3u1RJ5NO0Yy5tJF/j0+wWEAJ4WKuvHHbvtw8o/mXeM5zwzaNrj1G7BF86PKN4AGiVgTv8YM/viJFE/I5IwcfD3rxuATPhu+EI++C+/7tim0sL5bDrUbwoLpUbVR+vEMi+HjIy3/9pVua7lD7jZ0v8FBf7JQvVRl1ayHtcfSQ0C58c5mSdpRcJ4I/8x1cSI4HXrFNo2uPobCv7iA7EDQRfCqvLRsiyWaBL+kySQfk4F0uwXDEx/O1vfCGP121afULkymGwr6mC3hXsCL4qLMF/nKgrwQ+V6owInS1Sq8FXp80s5nixl2dTj9GCR8XI4e3aXTt4XG76r7gJkWjI3hQ6cFlEbwqk+y9wIOaO5nNFNd8/uhkmkPjUUS3++rukAj+cqA/BD6mI/hyjWGW1ARXj31SEmGbwG+UojnzGC94DhIK9qaHZytYpmOXe4omHvTYBD6xIoKvp2h6vNAJrMVOpRWPL+XLfOBLL/D8xSVumNiCVdO7j8Du22D0uu7v29AW/SHw0THIL1AtZhmSiyp673ZU0iaxoAef26VOMGtl32qddXLzcOnHPCmuIxpwbnRs5SlNBO8lVaggpVSluFrgpZSqTNLjnAg+saxhOsCnv3+W1/ynR/n44y/z1iNX8J57r+r+Cw9fBb/6dUeZ5l2u7PwqGqiXSoZLswy4FiDa+9l7IVQOdDZThGGbH83yKpmzTwCS71QOsjvg3I/DEvi4ycFTrUkyxQrRcFJdoKsVClUVUIQ9Uq2sdkA1VDLqZy5bpFaTuFyC756a4+HPPcet+wb5gzfexvUTl5dZ3OVIf0TwerFTrDxLvDrvmNzfcMTHnJWDh9Xz8KcfR3oCPFHcR9TBAn/9rjhXj0TwuvvjkOmU5tWsCUBCbq5uFRx197bhtp1ExE+5KusppW8em8brFnzynxtxv1zoj7M1agn8DLHKfM8nWC3qOdD1LIMvPUtt5DryNa+jUzS/ctd+vvEvf6LXw+g5dU/4fKVpNasl8EPV3jebsbAquayJ1m+dnOXI3qG+9V0xrKSvBH6Pe45AedERJxc0HP0alsGrCPzMMUqD1wA4OoI3KJo84a1AIjtTt6oeLF1Qjw3t78Xwmqj3080UmU4XODqZ4u5rnOnuaNga+kJR8q4IEj+vGZhGpKWqT3YAiYifuUwJ6R9FwMoIPjsH2Rmy8asBHB3BGxTWAralfBnGbBG8vwbAQOG8emzQAQIfafTTvbSkJvjvOeCMc8OwPfRFBP/F5yaZqg1wnTilHnBMBO+jVK2RdusIPjPTvMHscQAWw8p210TwzqeRorHbFTRSNNH8eZWSCw31aoh1rNLW2UyJb52YYTjsa2/VqmHH0xcC/6nvnSXlTRJInVYPOEbgdQQlByA0DJeead5g+igAsyFVqhYzAu944iFbBB8YAJe3SeDD2XMwuK/nZbqgLkZet2A6XeCxF2e5+0Bi1b6rhv5lxwv8jy8s8cy5RaLJ3Qh0+zQHTbKCiqAYvwkuPt28wcxx8EWYdalI0KRonE/E58EltMALUV/NauXgA+mzjsi/g7YrCPv59olZZjMl7uljUy3D6ux4gf/U984Q8LqY2GNbsNFjL3iLYcuPJluCXTeriL2cb2wwcwwS15Au6tt7E8E7HpdLEGuyK0hARkXwLmr40jqCdwiJqI8XtKnYXQfMBOvlxo4W+FShzOefvsibbtyFf1D3B/VFweeMJf+NCL4Iu25SC2Cmnm9sMHMckgdJF5RYmAh+Z7CaH02+VGOMeUSt5IgJVgtrovXQeIyRaO8XXxm2lx0t8C9OZwh63bz99r3KrgAck54B5cLoEjCbLqoUDcDFp9T3/AJkLsHIQdKFCi4B4Vbaphl6jrIrsAv8LLlShb2uKfWYQ1I00Agy7jHR+2XJjs4J3LJnkCfedz9etwCpOzs5ZIIVwO0SDIV9zGZLEL9GdcOx8vAzJ9T35EHScxUifk/3Xf0MW0JTBB9JQnaaQqnCHqG7OzkogrdcTU3+/fJkR0fwAD6PSwmj1XzbITXwFsNhv4rghVBpmklL4FUFDclrSRXKJj2zg4gFlqVoKgUqxTT7XVOqqia+u7cDtHH7/iFu3jPAkX3G+OtyZEdH8E3UUzTOieBBTXLVPbnHb4KXPqwmWmeOK7+S+B7ShVkzwbqDiNmbfmi7Aldulv2uaRjYAy7npNruvXaEe691TtrSsL3s+Ai+jscP9/0+3Pi2Xo+kiSZPbmui9dKPVQVN8hpwuUgXyvUVkgbnY6VolGWwEnhvfk6laByUfzcY+kfgAe75HZh4Za9H0cRw2K8cJUGVSoJK08wch+QhANKFiongdxDxoJdyVfm/WwLvK8yym0uOyr8bDP0l8A4kEfWRLVXJl6oQm1ATrS9/C1IXIHktYAR+p9FsGawEfih/mig5E8EbHIUR+C2mqRbemmg98ffqyeRBANJmknVHsdITHvbm9PoGE8EbHIQR+C0maRd4UBOtVZ2TT16LlNJE8DuMJk94jx8Cca4uvqCeNBG8wUEYgd9ihutNF6yJVp2H9wRgcB+Fco1KTZoIfgfRFMEDhJPEpO7W5SCbAoOhY4EXQlwhhPimEOKoEOJ5IcR79eNDQoivCyFO6u+XdQFuYnkEv0uvaE0cAJfbZlNgIvidwmoCD7DoTjii2bbBYLGZCL4C/LaU8hBwB/AbQojDwMPAI1LKA8Aj+vfLlrrhmCXwsQnVJHz0BgBSBeVCaAR+5xALqs+qyXAMmPfv6tWQDIZV6VhVpJSTwKT+OS2EOApMAG8G7tWb/RXwKPB7mxrlDsbvcRMNeBopGiHgwS8pL3GoR/CmDn7nEA0sj+DVQqLFgHNWsBoM0KWVrEKIfcDNwPeAUS3+SCknhRCrLqMTQjwEPASwZ8+ebgzDsSQjfmasCB5guGFtnDYR/I7D7RJEA54Vq1nTQSPwBmex6UlWIUQE+Czwm1JaM00bI6X8mJTyiJTySDLpLP+YbpOIaD+aVWgIvIngdxJ2w7FaSKVosuH+DlQMO49NCbwQwosS909JKT+nH54SQozr58eB6c0NceeTiPpU049VMJOsOxO7wJcjyuguF7uyl0MyGFawmSoaAXwcOCql/FPbU18A3ql/fifw+c6H1x8Mh/2NKpplmBTNziRuMxzLXHEfby3+Prnh63o8KoOhmc1E8HcC7wDuE0I8rb9eD3wIeEAIcRJ4QP9+WZOI+FnMlSlXayueSxfKqrWnzwj8TsIewecq8H15iIDXOS6SBgNsrormMWCtDhX3d7rffiQRVaWS89kSo7Hmtmmpgmr2Ybrd7yziQS+LWuALZdVTN2Q6chkchlnJug0Mh9Vip5lVJloXciVTIrkDuSoZYSZd5ENfOUaupAQ+aCJ4g8MweYFtIBm17AqaBb5UqfGPJ2a450B/VxH1I79y135ensvy0X98ie+8NAsYgTc4DyPw20AyotIy5+ZzTY8/enyaxVyZn7llohfDMmwCt0vwH95yPaPRAB/+huqvGzQpGoPDMCmabeCKoSDXjkb5H989q7oAaf7uqQskIj7uvtp0vN+JCCF4708e4IM/cwMTA0EmBo0PjcFZGIHfBoQQPHTPlRyfSvPoiRkAlnJlHjk6zRtv3IXHbT6Gncwv3b6Hxx++j5FoYOONDYZtxCjLNvHGG3cxHg/w3/7xJQC+/NwkpWqNn73ZLG83GAxbgxH4bcLncfGuu/bz3VPzPH1ukb976jxXJcNcPxHr9dAMBkOfYgR+G3nbbXuIBTy8/4vP84PTC/zsLbtRC4INBoOh+xiB30Yifg/veNVefnR2EYA332T8ww0Gw9ZhBH6beeer9+HzuLht/xC7B0O9Ho7BYOhjTB38NjMSDfCJB29dYVlgMBgM3cYIfA+409S9GwyGbcCkaAwGg6FPMQJvMBgMfYoReIPBYOhTjMAbDAZDn2IE3mAwGPoUI/AGg8HQpxiBNxgMhj7FCLzBYDD0KUbgDQaDoU8xAm8wGAx9ihF4g8Fg6FOMwBsMBkOfYgTeYDAY+hQj8AaDwdCnGIE3GAyGPsUIvMFgMPQpRuANBoOhTzECbzAYDH2KEXiDwWDoU4zAGwwGQ59iBN5gMBj6FCPwBoPB0KcYgTcYDIY+ZcsEXgjxOiHEcSHEi0KIh7fqdQwGg8GwOlsi8EIIN/BfgX8CHAZ+UQhxeCtey2AwGAyrs1UR/G3Ai1LKU1LKEvBp4M1b9FoGg8FgWAXPFu13Ajhn+/08cLt9AyHEQ8BD+teMEOK4/jkOLG2w/wQw28I4WtlXq9u1uq/LZWzdHD/s/LF1+zV3+th6cR60ul0/naN7191KStn1L+Dngb+0/f4O4M9a/NuPtbDNk93aVxuv2eq+LouxdXP8/TC2LXjNHT22XpwHTh5br/Rjq1I054ErbL/vBi62+Ldf7OI4Wt1XK9t1c1zt7M+pY+vm+NvBqWPr9muasW3tdtv9mj3RD6GvBl1FCOEBTgD3AxeAHwC/JKV8vkv7f1JKeaQb++o2ZmydYcbWGU4dm1PHBZfX2LYkBy+lrAgh/gXwVcAN/PduibvmY13cV7cxY+sMM7bOcOrYnDouuIzGtiURvMFgMBh6j1nJajAYDH2KEXiDwWDoUxwh8EKIK4QQ3xRCHBVCPC+EeK9+fEgI8XUhxEn9fVA/Pqy3zwgh/suyff0HIcQ5IUTGSWMTQoSEEF8WQhzT+/mQU8amn/t7IcQzej8f1auRHTE22z6/IIT48WbG1e2xCSEe1ZYcT+uvEQeNzSeE+JgQ4oQ+7v5pr8clhIja3qunhRCzQoiPdDqubo5NP/eLQojnhBDP6nMi4aCx/YIe1/NCiD9uaQCt1FJu9RcwDtyif46iKnAOA38MPKwffxj4v/TPYeAu4N3Af1m2rzv0/jJOGhsQAl6jf/YB3wb+iRPGpp+L6e8C+CzwNqeMTT//s8BfAz92ymeqn3sUOOLQc+HfAx/QP7uAhBPGtWy/PwTuccJ7hio6mbbeJ/33f+iQsQ0DZ4Gk/v2vgPs3fP1uHZjd/AI+DzwAHAfGbW/U8WXbPbjWwUOXBH4rxqaf/8/ArzltbIAXVWP7C04ZGxABHtMnxqYFvstje5QuCnyXx3YOCDttXLbnDugxCieMTR/7M6jVoQL4KPCQQ8Z2K/AN2+/vAP7fjV7PESkaO0KIfcDNwPeAUSnlJID+vqnb383SrbEJIQaANwKPONmXugoAAATzSURBVGlsQoivoiKYNPAZB43tj4A/AXLdGlMXxwbwCZ1u+H0hhHDC2PQxBvBHQogfCSH+Vggx2utxLeMXgf8ltWL1emxSyjLwHuA51MLMw8DHnTA24EXgoBBin1DrjN5C82LSVXGUwAshIqj0wG9KKVO9Ho+dbo1Nfzj/E/h/pJSnnDQ2KeVrUdGEH7jPCWMTQtwEXC2l/LtujKebY9O8XUp5A3C3/nqHQ8bmQa0gf1xKeQvwBPCfHDAuO29DnQtdoQvHmhcl8DcDu4Bngfc5YWxSygU9tv+FSu+eBiob/Z1jBF6/uZ8FPiWl/Jx+eEoIMa6fH0dFlzt9bB8DTkopNzWxtEVjQ0pZAL5AF9w/uzS2VwGvFEKcRqVprhFCPOqQsSGlvKC/p1FzBLc5ZGxzqDse68L4t8AtDhiXta8bAY+U8oebGVOXx3YTgJTyJX1X8TfAqx0yNqSUX5RS3i6lfBUqxXNyo79xhMDr29qPA0ellH9qe+oLwDv1z+9E5a927NiEEB9AucD9ppPGJoSI2A42D/B64JgTxial/HMp5S4p5T7U5NMJKeW9ThibEMJjVVnok/gNwKaqfLr4vknUXMq9+qH7gRd6PS4bv0iXovcuju0CcFgIkdS/PwAcdcjYELpCS1fc/DrwlxsOoJsTCJuYeLgLkKhboqf11+tRM8ePoK5UjwBDtr85DcwDGZS52WH9+B/r32v6+x86YWyo22WJOmCs/fyqQ8Y2ivILehZ4HvgzVHTV87Et2+c+ulNF0633LYyqArHet/8MuJ0wNv34XuBbel+PAHucMC793CngoAP1492oc/RZ1AVy2EFj+5+oi/QLtFjlZqwKDAaDoU9xRIrGYDAYDN3HCLzBYDD0KUbgDQaDoU8xAm8wGAx9ihF4g8Fg6FOMwBv6FiHEHwohfmed598ihDjcwn6athNCvF8I8ZPdGqfBsFUYgTdczrwFVc/e1nZSyn8npfzGlo3KYOgSRuANfYUQ4t8I5c/+DeBa/divCSF+IJTf/WeF8uZ/NfAm4P/WRmFX6a+/F0L8UAjxbSHEwTW2+6QQ4uf0vk8LIT4ohHhCCPGkEOIWIcRXhRAvCSHebRvXv9JjeFYI8e978NYYLkO2pOm2wdALhBCvRBlY3Yw6tn+EWmn6OSnlX+htPgC8S0r5Z0KILwBfklJ+Rj/3CPBuKeVJIcTtKDvW+1bZbvlLn5NSvkoI8WHgk8CdQAC1uvWjQoifQlnj3oayof2CEOIeKeW3tuzNMBgwAm/oL+4G/k5KmQPVAUo/fr0W9gGUt/xXl/+hdvt7NfC3NgH3t/i61us8B0SkMh5LCyEKQtn2/pT+ekpvF0EJvhF4w5ZiBN7Qb6zmvfFJ4C1SymeEEA/SMOCy4wIWpZQ3dfCaRf29ZvvZ+t2Ditr/o5Tyv3Wwb4OhY0wO3tBPfAv4GSFEUAgRRTVVAdUqbVI7Pr7dtn1aP4dUHt0vCyF+HpQLoLa0bdquQ74K/Iq+S0AIMSE22bvVYGgFI/CGvkFK+SNUQ4SnUf7b39ZP/T6qi87XabZB/jTwr4QQTwkhrkKJ/7uEEM+g8udvXmO7dsf1NZRX/BNCiOdQ3bI2c8EwGFrCuEkaDAZDn2IieIPBYOhTjMAbDAZDn2IE3mAwGPoUI/AGg8HQpxiBNxgMhj7FCLzBYDD0KUbgDQaDoU/53y0tjK3sYLGTAAAAAElFTkSuQmCC\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_region_time_series(region='BUSIA');\n", - "plot_region_time_series(region='HOMA BAY');\n", - "plot_region_time_series(region='SIAYA');\n", - "plot_region_time_series(region='MIGORI');" + "# plot_region_time_series(region='BUSIA');\n", + "# plot_region_time_series(region='HOMA BAY');\n", + "# plot_region_time_series(region='SIAYA');\n", + "# plot_region_time_series(region='MIGORI');" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 437, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig, ax = plt.subplots()\n", - "plot_region_seasonality(ax=ax, region='BUSIA')\n", - "plot_region_seasonality(ax=ax, region='HOMA BAY')\n", - "plot_region_seasonality(ax=ax, region='SIAYA')\n", - "plot_region_seasonality(ax=ax, region='MIGORI');" + "# fig, ax = plt.subplots()\n", + "# plot_region_seasonality(ax=ax, region='BUSIA')\n", + "# plot_region_seasonality(ax=ax, region='HOMA BAY')\n", + "# plot_region_seasonality(ax=ax, region='SIAYA')\n", + "# plot_region_seasonality(ax=ax, region='MIGORI');" ] }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 438, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_region_vs_observed_seasonality(region='SIAYA', model='ealstm');\n", - "plot_region_vs_observed_seasonality(region='MIGORI', model='ealstm');" + "# plot_region_vs_observed_seasonality(region='SIAYA', model='ealstm');\n", + "# plot_region_vs_observed_seasonality(region='MIGORI', model='ealstm');" ] }, { @@ -2310,111 +2235,36 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 431, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_region_time_series(region='BARINGO');\n", - "plot_region_time_series(region='NAKURU');\n", - "plot_region_time_series(region='NAROK');\n", - "plot_region_time_series(region='KAJIADO');" + "# plot_region_time_series(region='BARINGO');\n", + "# plot_region_time_series(region='NAKURU');\n", + "# plot_region_time_series(region='NAROK');\n", + "# plot_region_time_series(region='KAJIADO');" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 432, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig, ax = plt.subplots()\n", - "plot_region_seasonality(ax=ax, region='BARINGO');\n", - "plot_region_seasonality(ax=ax, region='NAKURU');\n", - "plot_region_seasonality(ax=ax, region='NAROK');\n", - "plot_region_seasonality(ax=ax, region='KAJIADO');" + "# fig, ax = plt.subplots()\n", + "# plot_region_seasonality(ax=ax, region='BARINGO');\n", + "# plot_region_seasonality(ax=ax, region='NAKURU');\n", + "# plot_region_seasonality(ax=ax, region='NAROK');\n", + "# plot_region_seasonality(ax=ax, region='KAJIADO');" ] }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 433, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_region_vs_observed_seasonality(region='KAJIADO', model='ealstm');" + "# plot_region_vs_observed_seasonality(region='KAJIADO', model='ealstm');" ] }, { @@ -2426,143 +2276,45 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 434, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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z+epXv8qdd97J9u3bed/73sc555xDMplk1apVfOYzn+Hiiy9m27ZtPPfcc1x11VWsXbuWb33rW3X7DtZIVgsW5hnJbJ6VLX6OjSYsi6YS930a+l+q7zGXnA1v+NK0m+zZs4fbb7+dxx9/HKfTyZ/92Z9x22238cUvfpHm5mby+TyXX345L774Ilu2bCnut2PHDnp6eti5cycA4XCYUCjE17/+db785S+zbdu24rbLly/niSee4BOf+ATXX389jz/+OKlUik2bNnHTTTfV5ataBG/BwjyiUJCksgVaAy7AUvALBQ888ADPPvss559/PgDJZJL29nbuuOMObr75ZnK5HH19fezevbuM4NesWcOhQ4f42Mc+xpve9CauvPLKKT/jLW95CwBnn302sViMYDBIMBjE4/EUHwxzhUXwFizMI4wMmma/QfCWB1+GGZT2iYKUkuuuu45/+qd/Ki47fPgwV1xxBc888wxNTU1cf/31pFKpsv2ampp44YUX+M1vfsM3vvEN7rjjDr773e9O+hlut7LlbDZb8X/jfS5Xn/vA8uAtWJhHGARf5sEX8lAozGezTntcfvnl3HnnnQwODgIwOjrKsWPH8Pv9NDY2MjAwwH333Tdhv+HhYQqFAm9/+9v5/Oc/z3PPPQdAMBgkGo2e1O8AloK3YGFeYXjuLX6TRXPLlbD2tfBHfz+fTTutsXHjRr7whS9w5ZVXUigUcDqdfOMb3+Dcc89l06ZNrFmzpjizkxk9PT188IMfpKAf0EYP4Prrr+emm27C6/UW68mfDIipZi45mdi2bZucLofUgoVTFS8PRLnyq4/w1Xdv5RO3v8CnrjyDP3/ytbD+Cnjn9+a7efOCPXv2cNZZZ813MxYcJjsvQohnpZTbptjFsmgsWJhPGEHVBo8Tu02QTKchE4VsYp5bZuFUgEXwFizMIwyLxuuy43PZKSQjakUmPo+tsnCqwCJ4CxbmEUk9ctXncuBz2RHJsFpxmiv4hWAdLyTM9nxYBG/BwjwimVHBOK/Tjs/lgMy4WpE5fQne4/EwMjJikbyGlJKRkRE8Hk/N+1pZNBYszCOMvHefy47XaceRNgj+9LVoli1bRnd3N0NDQ/PdlAUDj8fDsmXLat7PIngLFuYRKZ0H73EqD96e0R589vQleKfTyerVq+e7GacELIvGgoV5hJFF43PZ8brsOA2CP40tGgv1w5wIXgjxCSHELiHETiHEj4QQHiFEsxDit0KI/fq1qV6NtWDhVEOyQsG7cnq0Yy5pjWa1MGfMmuCFEF3Ax4FtUsrNgB14D/Bp4AEp5XrgAf3+tMDLA1F+vbN/vpthYREhmcnjdtiw2wQ+lwN3LlJaeZpn0liYO+Zq0TgArxDCAfiAXuAa4Fa9/lbg2jl+xqLBLY8e5q/vfGG+m2FhESGZzePVk314XXa8eVO9EovgLcwRsyZ4KWUP8GXgGNAHjEsp7wc6pJR9eps+oH2y/YUQHxFCbBdCbD9VouWjiQyRVI50zir5aqE6JDJ5fE5F8D6nHV8+Vlp5GmfSWKgP5mLRNKHU+mqgE/ALId5f7f5SypullNuklNva2tpm24wFhXAiA8BILDPPLbGwWJDM5vFoBe9zOwhIi+At1A9zsWheBxyWUg5JKbPAXcArgQEhxFIA/To492YuDoQTWcAieAvVI5nJ4zMI3mWnQSSQQv8sLYvGwhwxF4I/BlwkhPAJIQRwObAHuAe4Tm9zHfDzuTVx8WBME/xwPD3PLbGwWJDM5PE6TQRPnIJfu5qWgrcwR8x6oJOU8ikhxJ3Ac0AOeB64GQgAdwghPox6CLyzHg1d6JBSMp5Uyn04ahG8heqQyOZp9DoBVa6gQSTI+ddij/VbCt7CnDGnLBop5WellBuklJullB+QUqallCNSysullOv162i9GruQEc/kyeZV7YyReAaOPgFfWgmJ0+LrW5glUpk8Xqf6GfqcdhqJk/F1qJXWYCcLc4Q1krVOMAKsACOxNPTtgFQYxo/PY6ssLHQksjlVZAwI2tI4RZ6kd4laeRqXK1js2Nsf4Y5n5v+3bxF8nWAEWAGGYxmIDag36dgUe1iwoDx4j/bgAyhCT7gND95S8IsV//3UMf76py/SE07Oazssgq8TDIK3CRiOpSGmk4cyFsFbmBrmLBojRTLq0haNpeAXLaIpVSX0Fy/0zms7LIKvE8a0RbO82afSJIsK/uTPpG5hcUBKSSJryqIpaIK3N4LNYWXRLGJEU0rw3bPDIvhTAuGkuqDr2gJawWuCtxS8hSmQzhWQklKpAj2KNSoC4PRbFs0iRkQr+N19EfYPzJ/Iswi+TgjHlYJf2x5gNJ5BGhaN5cFbmAJJU6lgAI+uQxORfnD5LItmESOWyrF1WSM2AffMo01jEXydEE5m8bvsLGnwUCjkIa7r61gK3sIUMEoFGxaNUUlyHD84fZaCX8SIprOsaQvwyrWt3PNC77xNP2gRfJ0wlsgQ8rloCbhoJoqQupa35cFbmALGZB+GRWPX0/WFCx5w+a2BTosY0VSOoMfBW87pJDwyyODdfwu5k1/CxCL4OmE8kSXkc9IWcNMmwqUVloK3MAVSFQpepCJEpZd4FkXwVpB1UUJKSTSVI+B2cNWmJVzheIGOF/8Dup8+6W2xCL5OGEtkaPK5aKkkeMuDtzAFStP16YohqTAx4VfevNNnKfhFilS2QL4gCXqcNHqdXNihAq6F4QMnvS0WwdcJ4WSWRp+TloCLNlRXG3eDpeBPIdyx/XhdZ+wqevAu/TNMjRO3BRTxu3yWgl+kMFIkgx714D6vWRF836FdJ70tFsHXCeFEliafkyafi3abVvDNaywP/hTBUDTN3/9sJ9959FDdjpnMqB++16kVfDJMwiB4K01y0cJIkTQIfqVHPaijPXtOelssgq8DCgVJOJEh5HVhtwmWO6OkbD4IdJx2BN83nizV5XnpTvjFX8xvg+qEHzx5lEyuQG8dh56XFLzy4EmNk7QHSWZzVprkIkYsXU7wjuQwAO7I4ZOeTWMRfB0QTecoSAj5VNnXpY4o4/YmcAdOO4vmxh88y/+8fYd6s/9+eP42KCzuKQxT2Tw/fPIoAP2RFLl8oS7HTVTkwZMKk3I0EE/nrTTJRYySRaP4wEiZ7iz0s/P42Elti0XwdYChWEM+FwAdtjAjNIErcNoFWXvDKR7dP6wqaqajUMiW6vIsUvz0uW5G4xneem4XBQkDdar3bwx0MoqNkQyTcQTUclcAckko1OdhYuHkIVph0RAbQtpduEWOJ5/fcVLbYhF8HWAUGmvSCr5ZhhkoNIA7eFopeCklkWSWfEFy385+SKmBO4x3z2/D5oBCQXLLY4c5u6uRa8/tAqibTVM2kjWfhWycrLORhGHRgJVJswhhKPiA2wFSQnwI0XkuAIf2vXBS22IRfB0wVlTwiuAb82P05hqUCssmFr1FUS1S2QIZbV/c+2Iv6IE7i7km/kP7Bjk0FOeGy1bTFfICdST4bB6HTeC02yClzlXe1VBKkwSL4BchSgreqeaEKGRhxUUAuMYPc2jo5Ik+i+DrgHFdaCzkc0EujTcfpSfXQNahf6SniYoP6ykLlzZ6eOrwKPnk4lfw3370EEsbPbzx7KV0hjwAdI/Vh+ATmXxZgBUg727UaZJ+tdxKlVx0MAg+4HZATJcs6dhMwRVglejnN7sGTlpbLIKvA8Z0obGQ11n0m4cIEUMpvtPFhzcedO85fwVSQjZhKPjFSfCRVJYnD43ynvNX4LTb8LkcNPmcdVPwKVOpYJIqtVa6G0hm80hDwVsEv+gQTeXwu+zYbaJUk8rfhq1lLVu9Q/xmV/3GUswEi+DrAKNUcKOZ4GUj0YJbbXCaKPhxHYvYtqqJDR0BHFmdIrpICf74qLJHzugIFJd1hrx1I/iEabIPUnrshLcJKSFjU70Fy6JZfIils6YMGp1gEGiHlnWstQ+w43iY/vHUSWmLRfB1QDiRJehx4LDbinXgh2SIsZwm+NNMwTd6nVyzuRkHOvawSD3446OKyJc1+YrLFMHX58eZME3XZxC88IbUW6F7f5aCX3QwCo0BEFc58PjboGUdDek+XGR5YO/JsWksgq8DwroODVBG8KM5vSxzegx2Mvdkrj5Dqd6CcCxaBd89ptTz8mZvcVlXHRV8KmtS8NqisfkUwSfR4sBS8IsOZQQfGwQE+FqgeS1CFjjbN8ZzR8PTHqNesAi+DhjTlSQBiA0iEYwSZDijCf40UfARg+B9Tpb7VaDpuK0LkqOLUol2jyUJuh3KetPoDHmIpnNEUtlp9qwOiUxuQpDV4W8CIIm2aKzBTosO0XSOgHmQk68FbHZoWQfAa1rH2XGSBjxZBF8HhJPZ4iAnYgMIXwtul5vBtL7Ip4sHn8xiExBwOSCtMmh2Zjv1yp55bNns0D2WoKvJixCiuKwrpOyaeqj4ZLZQqkOTCoPdhcejjp8oKvjF92A83RFNZU0WzZDy3wFa1gBwnn+Ug0PxYszqRMIi+DpA1aExFPwABDpoCbjpT2l1dprUoxlPZmnwOrHZRHGQ0678cr1y8fnwx0eTLG/2lS0zUiXrQvCVCt4TwutS91Esb9h786vge8JJ3vmtP6h5hi1UhWgqR4PZovG3qv+9TeBrYa1dZdG80H3ibRqL4OsAo5IkoC5ooJ2WgIu+pL7Ip4mCDyeypQedfqjtkwbBLy4fXkrJ8bEEy5q8ZcuNwU49dQi0JrN5fOY0SU8jfrd6HysYBD+/Cv6hvYM8c2SMvX2nh0ipB6KprMqBB6Xg/e2llS3raE0fRwjYcdwi+AWPfEESSZVbNAQ6aA246Y4JELbTxoMfT2ZLfrW2aA7KTiS2RUfwY4ksiUye5U3lCr414MZpF3VR8BMGOnlDxaBrvGAHm2PeLZpdvSo2YFRItDA9svkCqWyhvNCYv620QfNaHGOHWNsWsAh+MSCSzCKNSpJSFhV8a8DFSCKryhWcJgresGiAokUzJoPE3O2LjuCNHPhKBW+zCZY21ieTJpU1E3xYWzRK+SUzOT1t3/xaNDt71HW0CL46xMyFxjIJ9dsPmAi+ZS3E+rmg08WO4+ETXj7YIvg5wqhD0+RzKVsil1QevN/NaDyDPI0qSo6bg83aorF5gow62hedB2+UI6j04EH58AOj43MKHGfzBbJ5WT6S1dNYtGyKk37Mo4LP5Ars61fXMV4DwUdSWb718MG6lVVeTCgrU2AaxVqEzqS5tHmc0XimONbiRMEi+DliLFFKDSyWxQ100BpwkS9ICk7/aZMHrywa7T2mI+D0saQpSB8ti0/Bj02u4AG6Gt38xdDn4OZXz/r4xmQfvgqLxlD0pWn7alfwtzx2mH/+9d5Zt83A/sFosXhcLQr+J9u7+dJ9e9l+9OTWPl8IiKZNteCLg5zMHvxaAC4a/TlbxQF2HB06oe2xCH6OGE+aFLwe5ESgneaASnPLOnynhYKXUpZ78KlxcDfQFfJyNNcMkZ5FVdv8+GiCkM9Z8lJNeEvibi6WzyuFNssMqbJa8FLqLJpG3A4bNsGcJt6+54VefrJ97g/UXdqegZIyrQaPvKxI68DgqX/fV8I4Tw0eh6lMgUnBt54BXa+gee9/83P3/+aqey+C3/zdCWuPRfBzxFhcV5L0Ok0E31HMqknbTw8PPp7Jky9IU5A1Cp4GukIeXk6FIJ8pdVkXAPIFSb4wtf/ZPZacEGAFoOdZLjv2TYZlg3ofnV3hqLJa8JkYyDx4Qggh8LkcpYqSs8ii6RlLMBxLz3kw1s7ecQJuByGfs2qLJpXN89ThEeD0Jvigx9SjN1s0Djf86YPwqf18tfEzPOh6LTQuO2HtsQh+jjCG5ysFXyosZJQuSAnvaaHgi7NaeQ0PPgLuIF1NXg5n1ejMhWTTfOxHz3HTD5+dcv1kKZKkInDnh8h42/m77IfUslkSfNl0fbpMAZ7G4rJEJjcrBZ/I5BiOqWtxZHhu/v3OnnE2LQ1whfMFYlU+LLYfGSOVLWC3CQ6exLrnCwXFyT48U3jwBgLtpM58C38R/QDpbR85Ye2xCH6OCCcy2ISOmscGwOYEb1OxdEFSeE8LD94oNFaWReNuoCvko1fqgR7jx+apdeWIpXME99zBHx/4FLkffwDuvgke/0wh/qQAACAASURBVLfieiklPWMTBzlx/99D+DjDV32D/VKrrtkq+KzJokmYClIBzX4XI/HMrBS8uVb94TkQfL4g2d0X4ergAf41/QWWjT9T1X6P7B/CaRdcvqGdgydTwefScN+nZ3096oWyCbfjQ+AKgnNiHAfgnOUhMvkCe07gGIM5EbwQIiSEuFMIsVcIsUcIcbEQolkI8VshxH792lSvxi5EhBPKd7bZBISPQcNSEKKo4GN45k/BP/ktGNh1Uj7KXEkSKFk0TV56ZYveaGEo+Mf2D/Fu2+/YJvaS7t0NB34Hv/3fxfYNRdOkcwWWVyr4gw/BxrfQfNarGJD6to72zaoNJYvGNCmEJvj2Bg+DkdSs0iSNAmkAh4ZmT/CHhmKksgXODKoHRkd8X1X7PfLyENtWNrNlWSO946masm/mgsKxp+Gp/yD7xM0n5fOmQtl8rPGhcv+9AuesUIXlnj924oLRc1Xw/wb8Wkq5AdgK7AE+DTwgpVwPPKDfn7IYS2RKqYGDe6B9I6C62S67jWjBMz8efPgY/PpvYPv3Jqx65sgof/+zl+qagxuZQPDaogl5ieAjY/fPjuBPwHSHv9szSJMtwWNyK19e/1/w/rvUiiOPAXB8bGKZYHJplerZegY+lwOXr4G0zTtnBe912k1dedXT6Qi6GYiktUVTG0kbaXdBt4NDc1DwO/UAp5V+dV0704dm3GcwkmJvf5RXndHGunZVTfRk2DT5guSuBx5VbXjiNrbrGEARscGTJi4iqSwuuw23w67LFExN8EsbvXQ0uE/ogKdZE7wQogF4FXALgJQyI6UMA9cAt+rNbgWunWsjFzJU7rdTTZo8/DK0nwWAEIKQz8l43qMCjLmTXMvj5d+o18jEXO2fbD/OD588xlAd64sYE48Xq2qmIuBupDXgwu2wE3Z11P4j23cf/MtqiI/MvG2VKBQkD+0dpMWexN3QwqP7h6Fjs6oTcliRxGRlggkfAyQ0q4JRnSEvY7ZmiM3Wg1dKz+uyTfBqOxo8DMXSFJy1p0keH03gcdo4d2UTh4dnT647eyJ4nDZa7eqBsSJ7eMZ9HtmvrKbL1reeNILP5Qv81U9eYPDoHgC6ZD+f//ZtfPGXu0ll8ypD6bZ3wk+uP6HtMBCrrAU/DcED/K+rN/L+i1aesPbMRcGvAYaA7wkhnhdCfEcI4Qc6pJR9APq1fbKdhRAfEUJsF0JsHxpaONkVtWLMKDQ2clBNrqsVPKjAazg/TyWDDYKfhFR39eoyAoP1G0RTZtEU8kp5ehoQQtAV8jIoWmsf7DS0T6UPHnmkbu18oTvMSDxNoBClpaWNA4MxeiNpWHkJHFEEb4xiNSpHAjCqFayJ4Adl06wVvOHVBtxORfBOH7gVKXY0uMkXpKoJn0vWlF6qgsM+1rT6OTwUn3UvbWfPOGctbcCuJ05fWTiuRMw0eOTlIVoDLjYubWBFsx+7TZzQTJpsvsBf3L6Du57v4colMQguRdpdfKprJ99+9DDffOgAHPo99O04aQq+fLKP6RU8wNVbOjl/VfMJa89cCN4BnAf8h5TyXCBODXaMlPJmKeU2KeW2trbpT8JChio05oLB3WqBVvCg1Oxo1pi27yQGWjNxOKxJseLGzuQK7B9QP7pDc1B4lRhPZnHYhMoK0XVocAcB6Gry0l2YxWAnXSPdUNb1wAN7BvHbsthkjs4lSwF4bP8wrH4VhI9C+BjdY0laA+5SGQGAUa1gm1YD0NnooSffMGsPvuyBGB8qVRxEefAAUUMc1JBJo9I7vaxp8xPP5BmK1t5LKxQku3sjbOpsKGb4OMnB8P5p93nswDCXrW/DZhO4HDZWtvhOKMH/7PkefvliH5954wbW2YdgydmIda/jstSjbGj3s7svCo9/TW0cH1Zq/gQjmsqqDJp8DhKjpVLB84S5EHw30C2lfEq/vxNF+ANCiKUA+nVwbk1c2CjWXxncA8IOLeuL65r9Loazhid9EhX8oYchn1aklRwt6+YfGIwVRyfOJQhXibAe5CREqVQwbpUr3hXycjATgsRIbZaDQfDaG68HHtg7yKXLlMJqbW2nPejmkf1DsOpStcHhRydPkRw9pDIiNBEHPU568iFktH9WxBFJ5nDZbXictgkFqTo0wY/n9b1TA8EfH1UKfnWrH2BWPvyx0QTRdI7NnY2QCpMT6kFT6N855T67eiOMxjNctr70oFrXFjihBH98NIFNwIcvWa2uT/Na2Px2iPbyWt8h3EMvKgXfsEz1rtMRnjw0wg23bi9aZPVGNJUj6Haqex05o4I/0Zg1wUsp+4HjQogz9aLLgd3APcB1etl1wM/n1MIFjFy+QDSVU77z4G41DNnpKa4P+VzzM+nHy79WZHT2u9R7kw+/u0+Rb9DtqKs/Op7MqnINUBrd6SkR/MspnXUSPlr9QY2JqIf3QXTuc1j2hpPs6YvwulWKsIQ3xGXr23jswDD51g1q5p0jjykVXJkiOXoImleDnvzD67LTX2hCZBOzGs2qhIFDPRBj5SVlOxpUr280a5QMru46jSezRFI5ljd7iwQ/m1RJI8C6uasRkmFGgmeSkXayfS9Nuc+jB5TNetn6EqGtaw9wdCRB9gTVpBmKpWn2u7EnhpQl2LwGznwDOH1cnnuEN0XuQLqCcMnH1Q7xYe7fNcDv9gzwtd9N3RuZC2JpbdHEJxnkNA+YaxbNx4DbhBAvAucA/wh8CbhCCLEfuEK/PyUR0SlRIUPBm+wZgCafk4H0SVbwUsL++2HdHylCgjJrZFfvOF6nncvOaK2rgo9MUiq4qOCbvOyTK9SyWtI2U+Pg0Er66NxV/AN71Y/u4k7tkXpDvOqMVsKJLLv6orDqUuSRR+gNJyamSI4dLp1PVPbLoFRpbrPx4SMpU+XNCoumNeBGCBjJGPMJVKfgjdjB8iYfnY1e3A4bh2bxEH95IIYQsL4jAKkwWU8LB2UXchoF3z2WpMXvoi3oLi5b1x4gV5AcHTkxFTGHomn1eaMH1YLmNSq19Mw3sCX8W64ST5Lc8ifFuAnxYY6MqHv+O48eYmfPeN3bpDx4ZylwvogtGqSUO7SPvkVKea2UckxKOSKlvFxKuV6/jtarsQsNxujNZndBKTxTgBVUkDVSOMkefP+LyhdefxU0dKllJoLf3Rthw9Ig69qDHB9LkMpkVR74HP3J8jo0k1g0spOCzanaVy1S47Bsm+qN1MGHf3DPACtbfHR59GQdnhCXrFPE+uj+YVh1GWK8myWFgfIUyXwOxo6WiAKl4AeZfS58JJmlweNUAdREebaF026jxe9iKK1jAFVaNN2m9E6bTbC61T8rBR9Jqgkr3A41ylZ6QuyRK7AP7Zlyn7Lrr7G2TQWNT5RNMxTL0BpwmQLg+gG8+e24cjHy2Diw9k9KD8/EMIeH41y6rpWWgJu/veulule8jBjT9cWmGcV6EmGNZJ0DjDIFSzM6ha5CwYd8TuJoJXgSFLyUkmNP3IVEwPoroKETEEWLRko1OnFTZwNr2/xICSPP3Ak/fDscemhOnz3ZbE6GRdMZ8pLFQTiwDvqn7uZPQGpc2SYrX1nMcJktpJQ8cWiE15zRhjC8fW+I1oCbTZ0N3LOjl28cUUHXi227WWG2aCLdysNtKil4n8tuGuxUu4IvEmIqDIXcBCJoD3oYSGqCr3I0a2V65+pWP2v6fgn//oqa0nTVlHPGwzoM3hB7C8txxvtU4HASRMxzAcQG4Vd/xdpGJRpOVKrkcFHBH1KTo4R0uuG615HztnJn/tUcSgXBpwg+Fxvi+GiCrcsb+dybN3G0p4fub729bqNfpZQmi8Yi+Dlj/0CUD9zyFC+ehLkNJ4ORCdGW1F3ESRR8TGpP/iR48L/Z1c/ojl8Qbt6iuoYOt3rVCv74aJJoKsfGpY1FdSX2/kLt3Pv8nD67fDYnTaBawS9p9GAT0OteC9N08ydAV1hk1aUwcgAis8tYAUhl1Uw7Sxq9ptovymL5ow3t7BuI8u8v2QjbmvhwVw8XrDalrhkZNCYF7zFbNLPIhS8S4hRd+Y4GN31JPdl3lQr++GiCoNtRvA5rWjy8P3mbOneDU6vvShSnnMtnIRPD5m1ir2GxGdlild8nlSsR/M674OmbCbz0Xyxt9JyQkgVSSpNFcwhCK8CuLS2Hm9xNT/LZ3PUcG00UFXxkuI9cQbKqxc8bz17CB1cMs2roQcZfuq8ubYpn8khJyYO3OYv1heYLi5rgJaprfaI8vplgzIoeih0Au7tM4QE0+U+ugv/1Y09xju0gz7kvKC1s6CoS/O4+RbybOhtY3erHSY6W3t+r7fpemPXnFvS0hRMtGpUm6bTbWNLgYb9ttbrxqw2Y6kkwWH2Zej+HbJqyIlCp8uJe/+O167j3Y5fy4mdfT+is13JmcgcuuyjtXJEDD0rBx/GSd/jnoOAdE0axGuho8NAT1z/Paj34sSTLmn0qcAtcmn2CFUIH+2roORVVqO7p2P1N7ClMH0NRlpMm2J7t6vXJ/+DMNjcHToCCjyRzZPIF2gKa4E3XBsDT2EZzg18RvNMLTj+xUXWd1rT5EULw1nXq/I4f3VGXNhXvMbdT3ePBJcWg/HxhURN8e7aHf3J8m/TAy/U5YD5X09B4w4P3hV+GtjNKCkIj5HORxUHe5jzhHvzhwwf5WO+niUovt8VNBN+4rGjR7OqNYBNw5pIgfreDNwQP4M7Hwds8J4KPpnNIaSo0lo6qLrOpyFJXk5cdWT0BdxVkI7NJyKe55+UEmdbN4G6ck00TMdfpTobV8WzKAvE47WzuasTlsKneQrRXDVwzMHZYPcCDS4uLjJmY0t72mj14KSWRVK6UAw8TLZoGD90GwVdZrqDbnN4pJVuO3cqhwhJyDn9NBB9N5dSD0MiB9zcxRIiUqwkGJu+BlQXZu5+BYCdE+7jW/gcODsbqPjWdMQq7LeCCkYkED7Ci2acIHsDfSiaiHnarWlSGkT+jzr13rD78UTZdX7RPEfw8Y1ETfIPLxnsdD+Hvf7o+B/zJdXDPx6re3PDgnSN7J9gzQLHgWNbuP7EKPj6M//a3s0SM8uP1X+GhIX+pFnjjMqXgpRq8srYtoCoYAle7dpDGDed/GMaOlKyLGlHsyfjMpYIbytRLV8jLk/FO9WaGQOtgNMUnblUDtZ7uy3NkLDVnH76syl8qDN4pus7rLlevL/+6tGxUZ9DYSj8X4xymPG01K3ijdn6Dx2kKxk20aBLSCNDPrOCllBwfNdWwP/IY/uEX+U7+TYz4a4t9KAXvLPZ0XIFmQDAaWD+pglcPLMNyGlb30oU3QsdmXjPyYxKZLH3jqao/vxoYA7g6nTElnprXTthmebOvmFmEvxUZH6bB46DZr+5TT1IRfmC8PimTkTKC77cIfq6wta5jnABNYzVkZkyHvhdUPZkqEU5kWerOICI9EwKsgB74A2mb78R58MkxCre+hWCyh++u+BKbLroSKeFZY7q0xmXKw02OscsYnQggJRdknuJxeTZy+UVqWS0BUBMmVJJMRYr2jIGuJi8HonZk4/JpP+fpw6Nc9dVH2HdElTWISD89Y0mlrEcPzXoeVKP7HPQ4tfUTmnzDplWqNs3ee0vLJrEAjKn24q7aCT5SOYoVAb7y4eodQQ8JDIKfWcGPxDMks/lS/Zw//D/wtfKA67UcdqxR57zKkgdFD14/8D1BVQ10wLNWefkVvdxUVs0v2+BxQre2Z5ZfAK/8OKHYQV5je6HugVZDwS/J697TFAq+P5JSNWl8rThTI6xuCxQtLGdSWYXe9NCUweNaULrHDIJfOsMeJx6LmuCx2TjgPIOuWA2Bu6lQKKhuVar63NhIMstWt77BJlHwdpugweNUNeFPlIJ/9lZsg7v40+xfcvHl13LOihAOm+CZw/qG1amS4f7D9EdSbDQIvu8FQtkB7sudx3DwzOKy2WCqUsFmdIV8qr5Ky8Ypu/kA3370EHabjZvfpSYnjuCjO5yElRerDQx/t0aUlXHVmSFTYsPVcOxJlQ0ipVLwFfEVo4xBzNWqfsw1WBBltfPjQypTyGYv26ajwUMOh0otrcKiMadIMrhHjYW48EY625p5Kb9CqdwqB5mpLJpSrMIZaMHlsNHjWavEwtiRSb9Po9ep7Blhh6XnwOa3kQ92caPj3jnVpp8MhoJvTukU4CkIXkroCSfB34YvG2Z1Syk7yhHvJylNlWDniOJ0ffasSjSwFPzccdy3ia7skVnPjVlEYlilq9VA8OFklk1OrSgnUfCgBjslOHGTfsjhfQyLZobbX8krVjbhcznY1NXI9iMmBQ/0HFXd0E2d2prY9yuksPFA/jwOxH3KM50lwYf1vLTlpYLLLZAzlyhF3+ter2qaTKFKu8eSbFnWyHKvIo24TSv4Bj3BRmx2lS9KATAdPJxKwQOcdTUgYd+vFHnnkmWDnAB8ThVviTha1foahQGY69BMTKVr16NZszZPVRZNcZBTsxeevlkVLzv/Bla3+nmiaI3N3EPL5AqkcwWt4PU95A0RdDs4al+l3lc8oA07sMHrUATfsUlNGG53Ii76KBfZ9mDreW7Gz64Fw7E0TrvAFzsCwqayaCpgpLoeG02Q8zbTKMdZrf13AHtsgCcL+nc7RXZQLTBswMa8rn5qKfi5Y7hxCzbknNP8iPSq11oIPpHhDHEcXAFoXD7pNiGfq+6Tfii/NcFD+wbpO7iTA/kOPnDxymLX84JVTezoDpPO5YsEP9qnUv02LtXKeu+vyHRewCgNqvu8dOucFXx5qeByi2ZTZwMOm+DF/ApATqmYioFCfR3cgRZ6w8mShZGYXengsrkykzMo+I7NKqd6z70qwAoTCN7j0hkYDt2uGmyaooI3RjxOMilEi9+FTUDG5q1KwR8fK41iZeQgLDkbfM2savHzeLQDKWxVEfyEWAWAJ0TA4+CI0A/ZkQNl+xgPrAaXDXqeg2XnF9fZtl1PAg9n9Px0xs+uBUPRtBrxO3ZYkbvDNWEbg+CPjyYYlQ24RY51IW1T5XMQH+RFuZaUPVgXgi+KiIyeoctS8HNHon0rAIXj1U0pNiWMTIhcCrIzBIT2/AIe/lfeN/ZNzk89odT7FOlQTT4n43We9OOz9+zisn95iA9+7xlckSOMeZZz7TldxfXbVjWTyRV4sXtcBe9sTpJDR+ls9NDkd6lRmQMv4dz4JrxOuypZsHQLjEytrKfDRIsmMsGi8TjtbFga5OHxDrVgkkDreDJLNJWjK+QtkkugsUV1se1OpbrjwzW3D0oErxR8ePr8ZCHgrDfD4YdLD70KC8Blt2G3CUaFnq2qhlx4Ixg3nYJ32G20BtykcFep4JM0+1343Y5SkBuVNZTGRb55fVUEX0on1Q9Cpw8cLvwuB2NZh8omqhBBxvVvzxxTPVUTweMO8gfnxWwef2jm31UNKMuBn8SeAWgLunE7bBwbSdCfU+M+1vn0gK/YAALJsGhmyLumbhaNEKXgraXg64BgUzsHC0vJHZtjJo2h4GF6FZ8cg9vfDw99gSuzDyJtDtj6nik3VzXh3XVV8C/pWt13fXATrSLCG159qfphaxj1pZ85Mgo2Gxn/EpLDx3jtBp2pse9XANg2vInVrX5VNnjpVpCFWU3xN57M4nLYipklZoIx45zlIR7o9yDdDZOSTY/ZR9bXINTcWlyOr2VOCj7gdmDPp9VDfDqLBpQPn8/A099WKZ+N5RaAEAKv086wmL2Cb/TqLJopRjt2NHiI4ykNdIr0qV7FJChLkUyVHrBGrCDTuqlKgq9Q8Po8BTwOtc7TUBrnoGFYNC1h/TBctq1s/bOhK/EV4vByfQYUgbJoWv1Tp0iCukZGquTxtLJmlnm0gNHXa8zeQr9njVLwc0zlNO4xm/GwtxT83NEacLNDrsXW8+zcLpA5l3laglfKUl7zTc7N3MIt590N598w5eYhn4twzlVXBT8YSXPWkiDnBTTZVaSINftdrGsP8MzhUbL5AvuSjaxwjPLXV21QG+y6G9o3Qcta1rYHShYNzMqmGTeXKZByUosGYOuyELF0nlTLWZOOaO0JKyLvMiwau5v25hAD0RSZXEENBkrMVsFny22H6SwaUFkg/jZVyKpx+YQxDqDIcwij4Fj1ufAGwQfsWaV4pyR4N9GCS/Wqep+Hm18Dt7+vPEdfQ9WB1wHEdLR4/o2HbrJ5oyq5MEO2SJHgjSwafZ4CbgfxTE49uNMVBJ/U+wy/oB4IFffjQMuFDNEML9w+7WfXgqFompXelApmTkHwUMqFP5hQI8r9WX399fUad7TS41qt7jezyJsFiiUeon3g8MwsIk4CFj3BtwXdPF9YjyM5pKdVmyXMw+BT0+SD65s75QiSK8iS7zwFmnxOxvJuZCZWlwkHCgXJYDRFR6NHqRdQZYorcP6qJrYfHeM/Hz7IgXQjG7zjqpxv+Dgcfwo2vw2ANa1+useSpLxLlELuq31UXyo+TqMxijGbBJmfYNGAUvAA3W6dT12RbtejfeRlTd7iKNZlIS9SQv94SrVvltP3GeqqskzBlLDZ4cw3qv+nIBCv08543qWKodVQzjiSVA8be1J/lykIvr3BQySvS1F/9w0qmAuT9rIGI6liHXlzD8og+EhIP9xnUPElD95ZFowOuB1qIM8kCt54YLn7n1Xq3VZOKy1BL/cUXok88NtZW2xm5AuSkXiGdQ5thUySA2/AyIXfEzFV7oQiwUecbRxz6Bo2c7RpiumlRg78PI9ihVOG4FVK3WxT6AA1elFoi2E6Ba+zdWJSdYdD3onBHTNCfhdx6UXIQk0TN0yF0USGbF7SEXTrYJeYkMIHyqaJpnJ85bcv421diTc1qAh1191qA03wa9sDSAlHRhOwZAv01TimIBPnHw+/i2vEw+p9RalgM9a0BQi4HezMLVeBQ6PGi0b3WBKPU1VSJDUO3pBS80B3ODE3iyZdo4IH5cPDlATvc9nV5NnBJTUp+GIlyRkKUnUEPYznXOo7d2yCGx8BxISAYL4giWfy6vvlMtqC0haNQfCNOhV2BoIvK+mQHCueJ7/bQSydn0LBZ2l1ZRBDe6Fr24Rjtgbc/CR7KaKQg51zD7aOJTLkC5IVaCtkBgUfz+R5ol+TrdEDjPaBzUHKGeKobfo6O9WiOF3fAsmBh1OA4FsDbvbJ5eRs7tIgi9kg0ldSwtMRvFYv45rgG7wzK/g4hrKau00zEFGBqiWNnpJ9YJpkxIDhwwfcDi45b6tKAY0NqB9Y57nFH4Xh2/aFU8qmGdxT2wThyTF8MsHFOR0DSU1N8Hab4OyuRh6Oam+yv9wO6gkn6Qp59axQqtBYV0i1rzec0hbNyKx6QjGjTndRwTfNvNPqV0HXK2Dtaydd7XHaSWQMgq8lyJqdtkyBgY4GN7/MX0TsnA/D9feqQVjNqyco+HjG5Jsb6cLucg8+am9WpFO1gneUDQgLehzE0tkpPfgLXEdVDMccYNVoDbjZK1eQadkIL/x42s+vBsN6kNPSzBFV0Ktp1ZTbGpk04ayTrM1b6gFG+yGwBLfLyYgMQGDJnBV8sVTwAilTAKcAwTd4HNgcLvp8G1QO7mwR7S3lsk9r0agfUKSgSHVmi8ZVVPv18OEHI+rmbm/wKC+2ZXL1sqzJy7u3LefL79xKsEMr/MOPKgtm89uL27UFVL71UCytCL6Qre1G1xkeG9IvqsFiFaWCK7F1eYj7h5qRTp8aTGRC91iSLsNH1gS/NKTOc89YUil4PfVarSiqq1oUvMMNf/ogbHjTpKt9LrsaJVmjgjdmcypVkpzKonHzy8JF7D/vf5Xq+rRvnKA045qUVQZNeSVPQ8Ens3mVOjmjgq/INjJ58KlsgYJrooIfT2Z5hV3HBbrOm3DMVj0JyMDqa6H3uWnndq0GxiCn1tg+aN8waYqkgRWmgU1ZT3PpnEd6IbgEj0Nfw46J53U27WoPuC0FX08IIWgLuDng2qDshVrUp4FMQhFKmyb46Wqy6Jt7NK8tmhkIPlSm4Oc+2KlfK3hl0RyElnWTbieE4J/fsYUrNy0pTfzxh39Xr5veWtyu1SD4aHp2gVado+3PR9QAmAqCqcQ5yxtJ5O1E214xoTpkTzhpygRRBO922GkLuukJJ4p1vWfj40YmKPi5B8C8ZgUfG6i6ZxFJTl9ozEB7UN03AxHTPd2+UaUGZpPFRbEyUtbk6zE8ePUTLxL88L5p0xWjKT1XrK2gBImnZNEAZB2BiQo+mWO5bVhdn4qSC4CalAM40PF6NSjpxbkFWw2CD4T3KltxGiw3TdwizEF67ZO7nTZS2YI6r0N7ayo2aEYuX2A4lma5P6d+E5aCrx9ag25eEuvVRNO11BsHkpk8hXEdPW9apaLf01o0at1wRhHjTB58k89FjPopeMOiabfHdAbB1AGmIho1wQ+8BMsvKg5+AtWFD7gdqtvbtFrlPQ/trbo9uZTpOx15dEKp4Eps1YHW/b6tSjFpsk5kcozGM0VLxpyr3hXyqgwbn845n4UPPyGLpg51uj2GBx9Yonzv6Xp+JhRr58eG1Pl2+SfdzgiaDkZNhNyxUVkhpmsUTZsIvmjRlGfRpAyCL+RgmpmZoqmsLqlcmhQFdFYNkHYEVOaPiQgjqSwhEQfv5LaX0UvszodULKHWOE8FhmNp2gjjSAyqQWnTwOtSAkEIcDV2lMRBtBcaOnEbCr79LHUNK8owVN+mDAUJK1z6/FsKvn5oC7h5OquJrgabJpMrcMk/P8iDz2jF2rBU/fBnCrLa3Yyq0fkTpimrRJPPRVzWT8EPRFK0Blw4wzpAOUkGzQR4Qmq0LRSDq2a0BlwMxzIq+6FlHQztq7o98ZgidIlQFtAMFs2SBg/tQTePZXVv6ejjgDkH3qtTLUsZHF1NXrXePzuCN4bfF1P/XMFJ0x5rhc9pJ2koeKjah4+kTEHWaWb8afG7sNtE8aEOqPRWgIGSnWBYNAGPY0KQ22smeMOrnmbilGIt+IqejqHgUzZ9H5nucsRChgAAIABJREFU5fFklkYRm9L2ava7EELNwERA93bmgKFomq1OVYyOJWfPuP2KZjVHrT3Qpu4do8ceXILHaVMpuIY9O0ubxrhGXXZ93iyCrx/agi72JoJKQQxXT04DkRSj8Qzjg7oIU7CzCoJXOd7jCWNwz/Sn0Ouyk7Ub+cn1UPBp1XU3hotPYdGUQQhl0wgbbLx2wurWgFv9+ABaz6jJIw2H1Q093rwVjv6hVL9kCotGCMHW5SF+Odyh1OsRRfDdYRPBZxNKaWqVvSzkpTecouDVBF+jRVM+/H68Ov+9CngNBW+QtGG5TINsvkAik592FKsBm03QHnQX4y6ACo7b3WVEZFg0ftdkFo324DP50kN+mtHKxXTSilhFQKfBJmzGvVyyaSLJLEEZn9L2cthtNPlcqpcY6Jh1PSEDQ9E0r/DoGlBLplfwAB+8ZBV/9tq1Os12qBQvCS7F49QKvk2nkQ5W33s1o9izZqx47IWAU4PgA25G4xlVijZ8fOIG+38LP3rvhHKpRgU+W0xf8Ial6iadKcjqaWA8qQb3iGpyXY2ua3LuJUkHIqlSBo2wT1pkaVIsv0CNzgx2TFjVGnAXMxNoPQPGj1U9i9D4uDpX6TVXKMtIK/KpLBpQ+fAvj2TIdl1Q9OGNa9EVKo1iLVo0TV4y+QIjUh+zRgVfVirYNDpzrvC6tIIvTuo8c7silZUkZ5izs73Bw0DURPB2B7SdWU7w6amzaEoWTaFkBU1jFcZSkyv4gFuXRxZGEFwRfKEgiaZz+PLRKS0aMHqJaTU1YXyw6tLFk2EolmaT7ajKIJvmMw1cvaWT9124Up3rfKYkjoJL8ThtpHL63LgbZj2QzrhGTQWj0NjE39l84NQg+KCbgoRMoAvGJyH4ffep4fnhI2WLe7Vq9CT6VbfdHZxZwetRmuFEdsYAaxG+FrI4izMrzQUDkRQdDTrA2rRS1WipBtd8Hd71X5Ouag26ivW1aV2vXisKSk2FaFT90L2b9aCggw8ppVhR/taMrcv0gKfG82BwF8RH6BlL4rQrxVpJ8J2NOhc+JlSMpMYfYTEzpJj6V595Mr1OO+lcgXwNPYvxCZUkW6fdviPopi+crFi4qcyiiZV58OVBbrtN4HLYVE+jCgUfSWXVlHOVCt6t7rOYLFfwsYyazcuTj07bM1IiIqMUfCFX6unNAsPRDOsKh6uyZ8pgnGujDlJwaSmLBtQ5S9WeoQUwMJ7CJsCXGSpxyQLAKUHwRiZIzNOpFHxlNoNRB7siRcwgeH96SKl3qM6DdzcQTmZmDLAaCPk9jNpb5jwUOpsvMBzLaItm6gyaKTFFb6Mt4CGcyJLNF5SCh6onPkloDz649Axo0YHuKewZA1uXN+KwCR7N6m7x0cfpHkvQGfJis4lJFTxAjzGatcbJGSLmiRhmqgVfA4xJP1IO/cCoRsEXpw60qQdCxWTblThrqar2aTwYAJXxEesvnoeyNMlURD0ETamDHodNkVg1Cj6ta8EbBFz04HU+PeUKfjyRRVDAnYtO2zMq9hKN7zsHHz4SjbAk2107wRtZWAYPBJcULRoppbK1ZpGCC0p4tQXd2BbITE4GTgmCb9N5tmFnu0pRqlQHYwbBl2fY9I4rgm/MD5c8M2+oCg++gXAiO+MgJwNNfif9tMx6NiIDRnrYkgajil4VAdYq0BpUZDASy+igrajah08llCUgnL7S5NgzqJegx8nFa1v44dFm7cM/Vp4imSxXj0WCN3Lha/TgixMxzDSbU40wApiJvE09jGpQ8M22uCrpMINF88q1LRSkmumqiA49uYwe8BRN53A5bGpOWVMdmmI7jXx9mx0c3mkJvjgfa4WCD2oFHy4Yk8jr8SCpLEESCOQMFo2O8wS0dTFLgs/mC7QlD2GjMAsFr3ta/TvVfedpxOO0UZCQzcuZxd00GIimWdLgWTBT9Rk4JQjeUPCDNq0OzDVpCoXS+woF3xNWgZE2OUI+YFLwyfDUOc26FO54snqLJuRz0VNoVsWe5gAjB365a1w9yKrJoKkCxvkbjqXVgJqmlVUr+GwqRlp4VAbOKk3wU2TQmHHFxg5eHsmQ6NgGRx5Tg5xCphx4KBJxg8dJ0OPQM/PUXnAsVstsTjXA69KZJXpKuGoUvEHwTVJ/xxkI/pwVITxOG384aPrORiaN9uHjaR0YhUkreXqdOhgMSsVPYdFIKcuzaBxeNdiLkoIPF4yMMNX+SDJHo9DHm86iCbqIZ/Kk3FpFzzLQOhrPsNGmBdsMKZITYJzr0UPFWjHFGEVOl2GYJcEPRlJq8GG0d8EEWOEUIXhDwfeiL+D4cX75Yh8/39GjlEI+rTJIKmai6RlLYKNAO2Hibr2vp1Epq6l8Su3BG0HWatDkc3Is14SM9M0puDRopGLltNUzTQ2OWtBqHs0KNWXS5FIxsnb9ozcIfgaLBuB1Zykl96LzbBjcRS46pMoEwwSLBnQuvKHgZxtkdUqVoVNvBW8EWqt48BSDrHmtkGcgeLfDzvmrmnnioOk7B5cotawVfCxlInhTqWADHiOdE6Yl+GRWTQZe9OBNhO2wq4yx0byn9DnoFEn08WawaACGjeqbs1TwQ9E0G8VRNeAqtLK2nQ2LBqky5gC3Q1FgKpufs0XTEXRZCv5EwO924HPZOZJTo+hk+Bhf+OVu/u/9L5f895WXqACs9i2llPSGU5zXksUhCoQdJoKHyZ/kUkI6Ss4ZJJHJV63gm7SCF4VsVal0U8EY0dia1T2BWj34KWAMRClLlRzZP+PDKJ7OYc8nKTg0MQfaYPmFVT14OkNezu5q5GdhVUbhAtu+iQre9KAoDXZqrbmiZDHIWtDWRJ09+GQ2X3WlS0PB+3PacpkhyApw8doW9vZHS5lOQigVrxV8LJ0rzQcwiUXjcdpVpgioQOsUBF/W05nEygq4nYyl7ar+iybC4iAnmPa8GvfYYMapegZzIPizbEdJtWycULVyRrh8ypqBIgm79UM6nS1oi6Z2gk/n8owlsqz0plWWjqXg64/WgJujSS84vIz2HqJvPMWx0QTJQV0jY8PV6lWrnnAiSzKb55VtasTSiE37c8ZNPVmqZDYBMk9K5wLPNMjJQMjnok/q48/BpumPpHDYBIHoUbC7ykakzgWGB1+WSZNLTZ6RZEJPOImPdOlHA3DdL+AN/1zV516xsYO7+tvJ2b1cZNttKlNQmknIQFeTaTRrJlpTSYpoOofbYcOVNXLE60PwnqKCz1Xds4ik1PgJlzFQrQoV+sq16iHw5CHT8Ts2qppBhYKyVWawaFKGgncHpvTgozOMFwi47cQz+bKCYxGzgp/Bgwd0Jk37rC2aoUiSs8Sx2u0ZA8YDVRO8cQ3TZoumxmJ2xjiFFc5I2bEXAk4Zgm8LuhmOZyC0nHDfoeLy4W5tNWzQaXzahzcmlzgnpF77pb45p1PwOrAUFyobodFXXRZNk89ZIvg5BFoHIinag27EyH6lkqdJRawFPpcDv+v/t/fmUZJe5X3/59a+975Nz0it2TUS2gFtyEhCAhMMxAm2+dkYYif88C92jB07gTjOIbETO3ZsYpwQh9i/gA8GY8AJMvFhE8bIZpElEBJaZkazT+9brV173fxx7616q7qqu6q6qqu65/2cM6e7a71Ty/M+7/c+z/dxspLQ7bnlSpqtZZrZdRXgnV5Lq73L2/S6Hr1pgpx0cVoc5mbHhfJmar1a9elBP4lMgbRHX96CTKNsCjaX/u2UchVNvti002Xc2BQsvah6GLyhbZ/n5gMRwl4X37DKNOOnVKCOXSaZLZQbkZREU10G6nM7qjX4Bg13ie0yeJ9LlWRaLIPj6XxFg99KotFJRLlUss0MPrdynpDI4Dt0a1v3L8s0ESXR+MoSTUkduGSxZVvvssNrn3Wxwn4K8CGvqjIZOISMXimf7meWzqn26MHr1HxSrcObEsmjfhW0rxb0h3OrAK+zFuMt06wGrzJ4bcK0g1LJpXhWDfpYeK79DKYBo+GaZifYdqP1ajSNX2Rx+bcPUvU4MRHm0LCfJzMHuVFcZlIHAWM0ZsUE/9WSlh9aqKRRk3ZaGPbRJMaKdyOnN1lL+W036eJpvZalF1WQbgKX08GrD9fo8BNmo/VFUtnilhJNuYoGttTgK6ZlmzV4UJ2yyWz10I94psC4W9fpb3HgHA6aAG+andqTKt3L6gzcPd1mgG+QwWfyxcqZT4syjZFOx1mreux+YN8E+NGw6pTLBqcZyi/wD+88qCbTRy+rqhDQdqmqycFk8KOlVQo4uKRnNjaTwcfNsI8mNfjhoIc1whQd3h1LNEcCGfUYU21+wBtQ1c0aGNG2D1sH+Nn1NEGRxeNrL8ALIXj01CQvyOsJiQyumN4vqRPgD+gDthme3FoG34ZVcBP4rTYATRqhxdJ5hn1CNZKZ9vgmuOfIKBdWUuXEhIFD6md8rmIvUCrVlWh8VVU0jTX4hLVfoE4GH/bpqU41Gfy4a0PZJxhL4zp4XU4iPlclwLeZwXtXn6eIo+L82iomg9dZdlWnr/nMtbjRajL4wYLpYrUDfMcZC/lY38hzJjvAiEjwuiMhTh2IEM7MVkyWJm9WRlqFHHPRNF6XA39mkXUxxHJKZS8VW4E6GrwuDYvqSoJmG52UVi9Iecd3LNHc6tJBsOMB3lO9iddEJc1sNE3EkUM0cENshkdOTfBCaUb9YWyK6wT48iZdsZ0AX+OQ2OEMPm0kmibWFc/kOe5aUtl+kxk8qHp4oJLFB0cBAcklXSbp1Nq6rL/JWpXBb63Bh9yofY7aDN7MZbVsRsbSeYadG01ZBpTPEkMT6nUq5re9j5XlRJZw9CXW/DN1h9w0RbA2wFuraLZI7rZgMZFRFsuZZfXZ2uJAt9vsnwCvSyW/tqDe+JuCcW6eDDBSXKEY0X4tk7eoXe6VM8xFM2p6UGKemGu03ERUOU1rnMGbUrFmN1kjWh+Necbblmg2cgUSmQJHi3rTeGprH+xWGTUSV/mCY01k8BsERbah3W0z3HX9EGuBwxRxVvoU6gT4IX2K316AL6hGnfQuZPDbSEexdJ6jQm9ejzefwZ+YCDMc9FR0eKcbAiOUkouk80Ulq5jM01enDr6JMkmjwQ+gNehNVTQmgw9XVdEMiY2mXtOKXYHuV2lRpvk/z85xQlzGe3AHn/2xk+pgVJvBF3Yg0cQyjEe8iGT/DPow7JsAb4YKfH1JHT0d8avcOZjCKSQLTt09Z3Trxe+r8XBDfojPk/KOVypInC51GruFBr+aV/7SYbOxtQ0up4Ow18Wac6xtPxqj8x3KnFWVF01kTK0wFvaybuwKQGXwqaUtPUPmohn87CzAu5wO/uyf/oCyazUeIel6+q8Tt1OwkPcBomUNvizRuIPN+/dsQ9W0pHIGv/W64uk8M6XLqi/D7HU0gcMhuOfwCN88t6La6gFCExTjSuoIep2bjMas68wUSup+nrDqC6mTPRsNPlDSj1PzGavaZC1X0RQYINnUWdFYyJLBQ8syzZe/c5qDYoXI9be1dL8qbn07/MIL5TMAn8sq0ejXLdtCBv/ND/PjF/8Vn8r9rPK70pu3/cK+CfAmg5+V+osWu8KNPrXpcTarNzhHjiqfjoXnmIumORDxQWKeXGCC5US28sVp1LKss5blnJcBv1v5pjRJxO9mSYyqDL6NqTFG5xtJvNhxeQYqZWxrqdpKmvqmY7lCSZ2aynR1mWQbHBoO4Jy6RWXwRkeuyeCFEAwGPKxvlFTgaSGDV92Z7o4ajYEKul6Xo2kNXkpJPFNgOndJD1dp7VT+lTNDzMUylTOt0BgyoYKkOoDVn4frczsolqRqx9/CjyaRyRPwOHHl9OPUlkl6XMpczaMz+FKJWDpPmMbDPqyMhjw1dgXNl0peXElRmNONihMtWhRYcThUPbzGW1eiaTKDTyzAF9/PoezLLPmPwGt+CV7/79tfWxfYcYAXQjiFEN8VQnxe/z0shPiyEOKs/tnZVLMBJkCtOoaRwgmxK0xJ9QF6JqnfOKcLxm+kNP8cy4k0P776IcjG2Rg+RSZfUjW+0NgyWGdISzl30xU0hgG/mwU5rMqw2qgBXoxniJDCn7zc1QC/nGiukmYhlsElCzhlseoL0zZTt6iMbu28mlhUJxAPBdysb+Rasisolizt9x20KTAEjCe8J6gaeLY4s0hmCxRLkvHM+cqAiRaYHFBZZ/lsMzShzrJgS4nGZz3TKAf4zTJN0lge1BiNGUwpZtYZAiTkksQzeYKlrZ0kDaMhL/FMgazP2BU0n8E/9r05Tjn1/lMTHvDNUsngi1vLs/XQFXnvL/0Mj534TXjoV9p6X7tJJzL4nwesM8DeBzwupTwGPK7/7jomg79jZgwRmYboFRzRSxRw8q0Vy4bMxM3IhWf5oPvD3LLwGbj3n7F67EcAS3BrlMFn4uAJsZ4pNa2/Gwb8bq6WTKlk6zLNYjxT8eCY2sEpagPGwpYyNlAykNPTMMBfjW7gR08acrcv0ZQxxlEXv65+1gnwgwEP0Y18S92sVV7pHTQaM5TnskKlFr4B8UwBD3ki6SstVdAYhoM1Z1mhcTW2DqklmvoZvNkMzm4T4LerNipPdXKqx8hvRNnIFfEXt3aSNJjh26vo97bJAC+l5H8/M8trwgvqvTdnAB3AZPBZ4wkvnM1X0WjL5u9mD5THK/YbOwrwQoiDwN8D/tBy8VuAj+nfPwZsHiHUBXxuJ2++9QDvvHcGBg+pLszoJWKeCZ5fSFXkl8lbcGbWeavzG1y6/Zfh0V9jTL851QG+XgZvpjnlmm5yMgz43VzM65OZWOulkovxLLeXK2g6u8EKNZ2GoM52hg83rKQxTU5AZzL4coDXg7i3yuADw01LNIkuWQUbylOdQK1riww+tpHnsJjHIYttZXqmlrwS4CdwFLOESddINDV18FUZvPGEryPRZAuEfO6GGbzplt1wqACfiq3hpIi3mGo6gwdYyQj1/jZ5Jvv92Tjnl1Pc6plV2XszQ3aaxOtyIIQ++AmhXrtmJZrF5ykEJ4kSVjMa+pCdZvD/GfgXgNW0ZEJKOQ+gf9Y1vBZCvFsI8ZQQ4qnl5fb9Wax86O2384abJ1WNcPQKrF8iFz5EIlMoTwzihgfIuSP86/w/gvt/Aahk/+Xs1T8I6QYavDdCtAWjMcOA3825rA5abWTwC/EMd3guK5OkbTzE22GTRAPKCiFRv+pnNpomIPRtO5HB+wZUOeuFJ/TfmwPGUMDD+ka+JYkmFVvDjVWD70KANxn8No6S8Uye40If3NsI8KaQoHwQ1pnsmIiq7HqHEk0ik1cVX9tk8Bt6qtNGMkqkCZuCzevPttTN+rlnZvE5SwynznW8wU8ItY9S9urxDTSfwS89T2JASZkT4X2WwQsh3gQsSSmfbuf+UsqPSCnvklLeNTa2taNey5jAtHYe96gyvnp+Tr9p4yf5b696nI8XHylrmmO1wa3hJmui9WlOmsGAmysZr9Jp2yiVXIpnuJELXdHfoWLYVj7IgeoATtT/Es6up5kO6rOiTmTwoLJ4rSk3lmhySL8e+rGdM+fKWY5/9GbO+n6S133+XvWZ6LQG73ZVAvw2B55YOs9xxxW1R9SGUVzE58bpEKyljAavDvRjxPQ0pwQgKlm6xm9t5jHWCPU0eNMwtbGmDtqu6qzUaPBm6Ecmsd6UTYGhnMEnjF3B9hm8lJK/fG6et83kEIVMxwM81PQJ+Jq0DC7mYfk0KwH1Po7vQ4nmPuDNQoiLwJ8CDwkhPg4sCiGmAPTPnU3YbYfBQ2qjLr3GwNRRHAJemK8clediavqKV2+wDAXU9PqqAK+rBKrIxJHeiHLQazGDj/jdZAuSUmS6LYkmFotxoHClawEearpZYcv5mbPRNIdCOsDvsIqmzKTl/9ZAoimUJFnvkNqs3mp2LsDi9xFI/rjwCPGZN8DxH4Qb39yZtZplepxs5C0Z/BZ7A/G0yuALg4c3Bc9mcDgEQwFPlUQDKoMPmWlO3sgmCaPu4O06fjRlDT61rJxBazCWxAk9ti+XilqMxpookwxbbKmb7Ga9spZmLpbh0VF9lt/BDVZD9di+Jh0lV89BMccVt3JDNcliv9F2gJdSvl9KeVBKOQP8GPBVKeVPAI8B79Q3eyfwuR2vslVMGzfgHpnh8FiIF+YqR+W5mGW4BOqLMxL0VAd45OZTtWyCnCuIlCqbbGlJ+oCQD021LNFIKRlMnMGB7HKA91QH+PCknp+5eUTebNSawXdAooHqCT11A7x6zVPOJg3H9AD2/1T4EaIP/za8/RNw/T0dWaohYHVqDAyrQSz5dN3bxtJ5jomrO6q0GA151OQtKAf4URGrSDR1hq1UdWtuUSapqmjcKrMObpYBTYA3U51yqajFKnh7icbndhLyaruCYHOOkt++oN7jmxyXweGC0RPb3qdVfG6HOruB5j3hdQXNWa4n6HFW/Pj7jG7Uwf8m8IgQ4izwiP57dxm8rvL70Aw3HYjw/dk4xZIKSLPR6gAP2o3SBLdGlsHZePnDfWS8Nf8VE+Az/smWJZq1VI4TUjtkdjuDN46S0HB+ZqkkmY9mmArowNapDN66eVxXolGvYdzR5AzU2BVyrhBxguVu4k7j9zjZyGubi23sCjZSSa4XSzgnm7coqGU46GHVZPC+QYrCxZQzhttpxvVtDvB+q+tlAw2+qpw0tVx3EImRaFYLKlstpmNNDfuwopII3c2aSzZ0tjQ8eWGNoYCbocRZFdxdrSVWzVAt0TSZwS+9AA4XL+Qn+raCBjoU4KWUX5NSvkn/viqlfFhKeUz/bG1Cciew+qQPXs8PHB9jIZ7hPR9/mo1cQTU5DVa/KWNhb6W+uJEnRTbBck59wG6cam1qugnwKe8EJOahWGj6vvOxDDeLi2S9w13tlBu1vgagNHhQDR0WVpJZcsUS414zRKJDAT48pRqGvJG6lsPGrmCdJh0lo5dJeNX/IezrTPdqLWqTVb8Oxsiqwbq80ZdxCIljBxn8cNAi0TgcJFzDTDl1QMrE6s7DraqicdcP8KmcpZy0gUQT9ro4PBrkE99ZRgonMhMj0sSwDytjYS/LiUyl1DG1dRb/5MU17poZRix+vyvyDFC9ydrs2L7F52HkGHPJEuN9WkED+6iTtQq3X2Ug7gAER/nhOw7ygR86xeMvLvLDH/4GmXyp7E5oqPJiqRfgS0XIJZlLuxkNeRhvcdfcBPiYe1ztDyQXtrlHhflYhpsdF8iOvqKjJWK1jIa8rG/kKBi7ggYZ/FXjxOnR7e6e1s5mGiKE8gtq0G06pDP4lVKTfjTRK6x7pnA5RFmm6DTK56U2g68f4ANRXXK6gwA/EvSwajkIx5xDjDv057ShRGMJ8E6X6uaukWjKg8m9Qr2udSQaIQTvf+ONnFvZIOcMIjNxNTwcms7gx8M+lqq6WRtX0C3GM1xa3eCBgw61Qd6FDVZQU52y1k3Wevtvmxb3AkzcxEI8s/8z+L5k4JBq1tEB8V333cB/f8ddXFpVRkqNJBopZf0Ar7tYL6Wc3Di1/czRTcvRAX7Vqb84Lcg089ENjoo5XDs4tW+GsbAXKdm0iVcb4M1s2EG3DvCdkmgAXvt+eOTf1b3K7HssFXWWul2pZOwKK85xwj4XoksHRjPQWkppsSuof9I6kHyZPK4dzdId0d2gOZ1xRsUgo5gAX1+iqbLEhbqWwcaHZoikSkAazIp93Y3j3H90lJWCl+JGjHFXWlfcNCedjIW9LMezDZMHK09eUK/jvaF5dUGXMviqkYbeCKZLtyGZGMQuI8dPsRjP2gG+Jzzwy/Dg+6sueuTUBJ/6f+/m0VMT3HF99abQWMhLvijVzExzumm1DNYbL+cTTk5OtibPQEU/XjajAVuopImtzuMVeXxjMy0/byuMhWpG93lDKhjUlErGdTDwS1MH38EAf92r4eYfrnuVqVxayTpUUNlKoklHIRtnUYxVph11Ab/HSUlCrlja1lEymF1Us393YHZmmp3WN9RBeIVBhqVuTNID4Tet0TrUAupaBpuGsCFzsKgj0YDK4v/1m24kVgoQi64y4mzOSdIwFvaSyBZIe7e3K3jywhpBj5OZvB5vuBMPmi3wuRyWDL4Jy+Al1bgfixwnVyhxoE8raGA/B/iTb4RTb9l08S0HB/nIT95Vrsk1lEu4EtktM/ho0ddWBm804LnybNbmK2myq5cBcHRoBmsjNnWzQt2GFHM675UZVdff6vDjNnE5HYR9LmVXMHBw65mxUfWazTGmrIK7RJVlsG9Qtbo3OLPw5uNk3TszOxvRAd5U0izLQQZKUSUhNpBo3E6BQ2CxDN6cwRsv+IGiPlg0yOABTk5G8IeHiIgNhhwbLTWPjZvvWTGsHDW3qKR58sIad84M41x+QUlGDQ46O2VTHTxsXUljqaABOD7ResK3W+zfAN8iVZ2cnjAgqgO83llPEGgrwDsdgrDPxXLOq75grdTCm9sOTLf8vK1QaUSpKZWsCfDmdN5TSndug7VJVDdrTnW9rl1sfEMd/C+XRpu2dW6HgHXoh8PRcPh2oVgiWEpQ8O6s0WrEmOrpZqeFUgQnJb1xn6sr0QghylIS0CCD15us5QC/dbf09OQEA440gyLZcgYPsGw8hRpk8PHzT3HrymP8vPw4nP1y1+QZqCmTbMYTfvEF8A7wXELtBR2zA3z/U9WE4XBs7mjTGXzGEeDIWHubigN+N7FMQZmFnf7Lpitp3EmtQVrq+7tB1WtgqNOQksjk8budOArpztgUtIDyo8mrAL9+sfGQa10Df6Ew0rUKGqiZywoqwNeRaNY2cgyQRO7QKqHWj2a+oAOS8QyqE+DNOreay1r2gs/r/YNtsmVPcJDDoSI3BPMtzSYwxQlL8WzjbtbYLJE/fpjfcv8Pbp/9hDqA3P6Opp+jVZQGXyPRbJnBPw8Tpzi7nGQo4C5bMPQjdoDXVEk0sNkyWL/hg0MjeFztvWwDfrfS+O/+GSUhvLh9D5hj8FKIAAAgAElEQVSUkmBmgbzwVjTeLhH0ugh5XWXveaCuXUG5XjqX2vUM3tgVMDSjxso12NAkdgVcfq5mA13N4KskGmjoKLmSyDEkkjgCwzt6vlqJ5kpOZ4+r2re/jkQDaiZqeosAbzR4X3YVHO7tZRdvBE8hibfQnJOkoalu1pXTAPxs8RfJ/ctZ+Nm/a7gv0wk21cFDYw1eSlUDP3ETZxaTHJsId20DvxPYAV4T8bnwuBzVtfBVEo36/eBE+1al5QB/4o3Ki+Rvf69xBqpZTeWYYIW0b7yrJZKGiYiXhZg1wI+rQGoJCIlMQW1c5jc6u8HaBGVHyWHVIs76xfo3jF6CwUMkssXuBnirRAMNM/iVRJoBUrjCOztID/iNH02OfLHEbFEH9FU9yrGZDN4b3tRglMwWcAhwZ1aV/r7dZ82UE6bXW5JoRoLKFqScwSfqlAuvqaa+/NQd+LzdrzH3upREI6Xc3hM+dgWyceT4Kc4sJjg+0aES4S5hB3iNEIKx2lp4y5u8kVDZ/PXT7c9cLAd4hwPu/WdqyPSFv97yPguxDAfEKvlQd/V3w+SAjwVrBm8mxFsyrYSZkJTb6JxNQZMMBjxEU/nKIPX1C/VvGL2CHDhUOdvoEmUNfpsMPra+gkNIfOHRHT2f8aNZTWVJZQssSx1cV41EU18P9rudljLJ+hp8yOtCNGhy2oQ3osop861V0TgcgtGQh6VERr2HiblN1g755fNkpJvjR1o3ZGsHU0aaLZS232Q9+2UA1iI3ksgU+nqDFewAX4XqsrMEeEuZ5OraMgXp4Oh0+zv5gwG3qgABuOVH1UbW335oy/vMRdNMiVXEYHcraAyTET+LtRk8VMk0ZVvZfKoHGbyHRLZAPqL3IxoF+NgVCuGDFEuyqxq8CQ5VGnx6fdNYxlRUZfWBgZ0FeDDNTjkSmQIb+Mg7/RUNvoFE43M7thy8rYzGjA9NE59x6/O0uK9Q/p6NHFEXmLMPs5b5s1yW49xxfXclSYPXZRn64fKpQTf1NlkLOfibD8LBV/J91MHn2Lgd4PcM04N+Zo1vvH+wKoOPR9dI4ufGA+2XuUX8buLpvDoVdPvg7vfAucfVLNIGLEaTTLCOd6S7G6yGyQEvi4ls2benbFdgyeDLtrK5jd2vogmqYB3Nu9Xa6kk0uRRsrJIJKluH7mbwesqR1VESuWlvIBNXHZu+yM4DvLErMPYCOd9YuSy0kUTjq6qiCW0avJ3I5LVNwcq2FTSbnqfFAfDlbtbRY+qC1eqhMnLtApfkBK842Ln5uVtRzuDLQz8a2BU88ydKovmB93F2SZ0B2RLNHmJ6yM9sNK0CsBnsrL8E6USUDRHYVD/fCgN+N7liqXKqfNdPqSqUb/x+w/sklq/iFBL/yPVtP28rTA74KZZkpR2+Tjdr2VY2v7HrVTSmm7W80bp+afONdAVN1KPktG46/flrM/hg/eHbuaT6W+xwkxVgJKQMx0zlS8GvDyrQWIN311TRwOZ9FY9TecMEmzgIWe0kWs3gjRRqPPGtg92lJLRxhTXP9I6+a62wqdO3nqNkIQdP/C5M3wVHH+bMYoKRoKdcttqv2AHewvSgn2yhpBp9Dr5SZTmzap5JfiNGwb2z07GyH01aZ07+Ibj1x+CFz6lsuA75Nd3kNLhLGbxuu543Mk1gRDXvJKslmpDXratodr9MEqiUSq5VSzQXVlJ8+HN/BcB7v6CCqqnc6AabN1nr+9EUU7q+vMVstx7Gj8bMmy1ZM+6GEs3WAX4tlWM6kFe19M1MDLNq/a1m8BFlC1J0BSAyXakAAkgu4ZUZpNlj2QXKdsqmVNIb2SzRfO8TELusrDSE0BU0/Z29gx3gqzg4pPxprq5vwA0PqE67c18lXywhsnFEgw2sZtkU4AFO/j0oZODiE3XvI03Ha5ebnAwmwJc3Wh0O9YXXGnyxJEnlij0rkzSe8OVmp/gsFCp1+//7u7PMXlSDwt/0wKv4+E+/mnsOd0/LrZRJ6p6GBnYF0kg2HQjww0HlR2P2c4Q5y3L5G9og+GslGqjaaF1NZbnOpwN+yxJN6xp8SepmrZEjVRJNckH9Hpw81tJj7gSfq8bKoXZsXyEHX/8dmL4Tjj6MlJKXl5J9v8EKdoCvYloH+NloWn0Rp++Ec1/l/HKKIBu4gztrUqkb4GfuVzLHmS/UvY83pU3JIrtXRQPU1MJPlN0vTdYY8Ugo5Xsg0WgNvlwqKcuSDKhN6ePeNXC4+Uevv4f7j412tU7Z7RQ4HaISPBs4SrpyesO+AzNhh3VjzeU1ddbniOgAv0UCosokLWZjUA7wxZJkLZXjoEs18zUn0bS/yTpu7TkZOaYkGl0uPH/hBQAmZrprrGelrkRj1eCf+3RV9j4Xy5DMFvq6g9VgB3gLxmGyvNF65CGYfZpzl68QJo0/3IUA7/LCkQfhzJc21cSXSpJQZpGMM9Tw1LvTjAQ9uJ2iItFAlV2BCfBDxkmyZxm8tVTyYvn6+ViGG9zr6oynjqd8pxFCEHDXesKLqg7NUkniycXU++jc+X7AqG52Ms6orojeCN/iM+J1O6obnaAs0axv5ChJGHfqjL4picYa4FvbDB0z3axmozUbK5/xxObOUJSCY8fbt1RulaqJV7B5bN+5x1WCdfR1AJxZVAfC4y0O/ekFdoC3EPa5GfC7uWoN8LJE8dzXCYk0wcjONsgG/ZYNQivHHoX4VdUCbWFtQzc5+Sd39Lyt4HAIxsO+zaWSWqIxHY8Rp5YkdrlMMuBx4nE6KhINVJVKzsXSTIvlrts6WPF5nKTNVCenS5UZJubL18fSeSIkyXs6UxVi7Aqu6AzeO6h7MxpssIKSaHKFkqqOqgnwZpLZmHGSbEai8YQAXXHS4kGrOoPXG61apimtXmDRMcZQZPeCp3eTRFOzyXr1KTh4V7n566wJ8HYGv/eYHlSVNOqPO8EbYWjhCSJiA5d/Z1l03QweVICHTTLNfDTDlFilEOreFKd6TA74qjP40KSSHErFcuXGgFMfpHZ5k1UIofoJUnklHbn85QxeSjVKcKy4VD22scsEPM5KjTmoMx5L38BKMssgSYo7NBozjGiJ5tJaCr/bibMZicZqGVyWaFSAN7YHg3IdEM1ZYjgcKri3ITmN1Qvwuo4/mLpM3Lc7PR8Gk8FnjSe8b0DJV8WCOrOIXlLVM5ozi0nGwt7yhLF+xg7wNUwPWWrhnW644QFOxr+Bh8KWGVIzqMETEK8N8JEpZUB29ktVF8/F0hwQq7tWQWOYjPhqNHg9hSq1XHYdDDm74AXfJGVHSSEqpmOoA2cxnyGSX9nVAO93OytlkqAlrUoL/kpS+dB0YoMVYCSoAuRiPKssI8wm6xYSTf25rEm9PvVehotRNTi82YzcFwF/62clPreTsM+lBscMXqcai1ZfJrqRY7I4T2kXK2jMesAq0Vi6Wa8+pX4/WAnwZ/eARYHBDvA1HBzyc3V9Q9XCA6XDDzJqxsruMMA7HIKw17U5gwc4/nq48iSkKvXTy2tRRkQC38juBSuoZPDmNbDaFRjf8LDDZPC7H+CrOoItAX5On/EAuyrR+D2WChXY5LGykswyQBJnsDPVPMaPBtSc1HLnqbdxsDWVIul8UQ1ygbIfjfH/9+fWmpNnDG1m8KBkGuXc6lQTrlZf5oWLVxkRCQITu2NRYPCWyyQtm6ygAvzsU6pMeOo2QO2nnF1K9n0Hq8EO8DVMD/pJ5YrlILwwem/lyg5sdA4E3I0DPBJe/kr5ouSKauLxj+5ygI/4SOeL5clN5QwxsVjW4INCB/hdrqIBSwYPVbbBc9E000JXr+ziWY+ay2rN4KfU4GptV7CSzDIokrhDO29yAuNHo+S+oNelNupHj1da/+vgs2bwNYO3V5NZXA6hjcZa6LS9/73KGbUNxsJeZTgGSqZZOcuVl1UFzdh1u7fBCjWdrFDtCX/1KZg4VU5kZqNpNnLFPaG/gx3gN1GphVcyzen8KJdKOqvZYQYPFsOxWqZuV9mTRYcvrqnyv12XaGpLJcvdrAtlDd6Pvq4HGfxQ0E00bcngc0lIrTAfS3NI6CHOu63BWzP48ERZ0oKKk6R3h06SVsxGa7lL9z1/C/e9t+Ht/dZSwJrB2yvJLCMhDyK11FwFjeGWH1F9HG0wHvZVnFtHj8H6BRJX1Si84OTuZvB16+BB2YXPfkftxWnOr6iD4tE9UEEDdoDfxMEhFbBMgD+3lOSJkp4FucNGJ1ABPlovwDscarP15cdVYwVAbHebnAwmwJc3Wi12BYmMspX1lvR1PdDgjSe8lLLKNnhxPc4/dv4lMjINkd3bqPPVy+ChXEmTjK3jFLIjNgUGo8MHTYB3ebYcnWg2Eut5wq8mc+rxksvNGY11gHGdwUspVS18qcD46rfUleY93SXMSMOqOnhQwT0bq9pgNQPnJyL9bVFgsAN8DeVaeF1Jc245xTc896iu1g7MRB30e+pn8AA3/X31gfreJwHwpnWp3S41ORlMN2u5VNLtU1lNYpFkVtvK5rW1wi5X0YCyK8gXVUettRb+tpc/zDHHLOKHPtSRevNm2ZTBG4M2XUmTS2jZyN+5AG+anZo1Uts0mMQS4FeSWaaCKN//XQrwY2Ev6XxRvYe6kuZVhadJu4c6kki1ghCi2srBnKmf+6r6adlgNfsVu+WTs1PsAF/DYMBNwONUdgWoDH55/D74pbMdySyMo2Rdjj6ssoWv/zalXIZwdoGke1hprLvIuM5ONpVKJheJZ/LKVtYE+B5l8ADrqVxFivn+Z3ho7VN8xf8GOPa6XV3P5ioas2ehDtC5ZOdsCgxmslPQ21wz16ZKEU/IItHkmDE2Ba1INDvAfMaW4pmyq+SkWKcwMLMrz1+L1+XYPLbv8jfVfObR4+XbrSSzBDzOyplTn2MH+BqEEBy0lEqeW06qGaytbD5tgdHgZb1JTkLAg/8KYldIffujTMpVMv72B4y0i9flZCToqR78ocerlZ0kc73M4E3DWB7cfiWJnPkCy2KYL03/3K6vx+9xba6igXL3bynVjQCvAmTI25zXvQnw6ZoAL6VkNZXloEd3se5WBh+ydLMGhkk6VNbsn2i8UdxNfNaBKCaDL+Zg+vaqjujlRHbPZO9gB/i6mGan9VSO1VSu7SHb9RjwK3mhKiBYOfIQHLob7zc/yPVikVJ4d5ucDJMDNbXw2q4gWbYKTqmNul2wA6il4ihpKmnUmdW/yL+b4ZHOHIhboapLFFT/RGAUEgtIKRGZzjlJGlqWaDy1GbySaFK5Ipl8iUmn8aHZ3Qx+OZFlNprmTEEdFF2ju7vBavC5nZVGJ5dHNdBBlf4OKoPvpjtpp7EDfB2mh/xcXU9zfkVlNUfGO5elNuxmNQgBD/0Kno0FZhyLu14iaZiM+Db70cTnSWUyetjH7k9zMgxaHSUB7v4ZEg/+On9duJkDg75dX0+g1jIYdDfrgtqzKOm2945usmqJxtPcAdZfa6ilA7zx/R9z6DU2M66vA4zpLHgpkeVj37jIeakTmV3eYDWouayW989stB7cHOBHQ/3fwWqwA3wdDg4FiKXzfO+K8ubodAYPWwR4gBse4ELoDgCC4zMde+5WmKjN4CduhmKW4fSlns1jNQyVHSX1a3jqzZw//A4Apgb8u74eX+1cVih3s64mcwyi9e0OOEkaymWSTY4j3FxFoyQa08U6LLXb5S5JNIMBNx6ng0urKT755GVcE1rnHupNgK/aZIWKTGMpkQR1xmFn8HscU0nz9bPLeFyOculkJzABvhycGvBR709QxIFjfHebPgxTER9rqVzlQz95CwAHMy+r9vgezGM1mNdw3WLaNqernqYGdj+D31ShAmpTOrFQbnIquDvjJGk4PBYk4nNxrMl67HIna00VjakKiZSiakPRvTsHSCEEY2Evn37qqhpeff8/UDMYJm7aleevxed2kDVnN6A2WiMHK13cQL5YYn0jv6c0+L2xFbzLGF/4b51f5fBosNwW3gmMn/mWGTzw+eh1uE58hl89+lDHnrsVJnSgXIpnuW4koCoJXD4O586x6HNBavfnsRpcTgdDAXc5qAPMaTnpwODuZ/BGotkwjpKgM/glVhIbDIgkJV/n9HdQjULPfuD1Td/e4RDVlSLlAK8y+GB+rWOFBM0yGvYyG01z26FBTt12D9z2F7v6/FZ8bidrKYvL653vhFKh6jbmejvA73FMN2smX+qoPAPNSTQrySyrqRxTB28sW5TuNiYTXohnVIB3uiiNn+LklQukTZlkD2wKDK++YYQnzq6oTUwhmI+m8bocZflmNym/p9azsvAkyCKJtSVGSCI6uMHaLj63k4zJ4L1hKGRYS2jL4dRcpfpnlzC2wT99f29kGSs+V41Ec8dPbrrNckLvV9gSzd5mNOjF41IvzZGxzgaxiA4GDWvhgTMLqqLhxGTv/C4qs1krWXJu9CZuclxUw5l7MK7PyoMnx5iPZXhJv1bzsQwHBv1dnd7UCKOHr1ozQB0ss2uzDIokzlD3xgY2S/XYPvW5TsaiHPRlcMw+DTP37ep6bpyKcHgsyBtu3r15B43wuR2VDegGGGuFvZTB2wG+Dg6HKOvwRzrsORH2KsvgrTL403qgwIkeGhrVG92XGr6JAbHBhFzSGXwPA/wJVc731ZfU5KS5WLon+jtU/NmrAry2Kygl5hl2bODogwxeuV5aqmiAZCLOG33PgSzCifZ8ZdrlF153jC++9wHczt6HIW9tBl+HFZPBXwsBXghxSAjxV0KIF4UQzwshfl5fPiyE+LIQ4qz+2ftPdhsYmabTEo3DIYj4GhiOac4sJhgMuHt6Khj2uQl6nFWlktEBteE7uXGmp1U0AOMRHzdPR/jaaRXg56OZnujvUGm8MiWHQLmbVSQWGOygF/xOqCoF1EM/NlIxHpR/pzaFD9y+q+sRQvRFcAe9yVpoMoMPXxtlkgXgn0spbwTuBv6pEOIU8D7gcSnlMeBx/feew2Twhzss0YCqYTZTdOpxeiHB8YlwT+QGKxMDPhYsAX45cISiFIwmTve0isbw0Ilxnr60zkoyy1Iiw4EeZfBup4PBgLt6k05LNO6NRSKyPwK8GrxdLdEUk6vcnnsaTrxhS7Oy/c6mMsk6rCRyBD1OAp69s3XZ9jsqpZyXUn5H/54AXgSmgbcAH9M3+xjw1p0ushe87a5D/PNHjnflzZwa9DFn0batSCk5s5jkZA/1d8PBoQBXtCcPQLzg5pw8QCT2gs7gexvgX3tynJKETz91lZKEqR5l8KB0+KqDtssL/mFGM5dwUOpok1O7VPnW6wB/W/qb+GR61+WZfsOrO1nrWoholvdYFyt0SIMXQswAtwPfBiaklPOgDgJA3d5nIcS7hRBPCSGeWl5e7sQyOsqd1w/xcw8f68pjTw34q0r8rMzFMiSzhb4YKHDDSICLK5XpVolMgeflDIGV56CYrcz27BG3HhxkOOjhk09eBnpTA28YDXpZTWWrLpPhSQ4V1NCWfsjgfW5ndZkk8Hr5N+QcflWDfg2zaS5rHVb2mA8NdCDACyFCwGeB90op49vd3iCl/IiU8i4p5V1jY7vTPdcvHBjwsZTIki9u/jD1QwWNYWY0SDJbKDfDJLMFni/N4NpQunevJRqnQ/Da42NcXlNnGb3S4KFOBg8UA+PMMKf+6IMAX53Bq8/XtFhlYexeZQl9DbNp6EcdlE3BNRTghRBuVHD/Eynln+uLF4UQU/r6KWBpZ0vcf0wN+pGyukLFYCpojvfBzMeZUZXlXVxVrfaJTJ7n5UzlBj2WaAAePFk5QexlBj8S8lRr8MCGbwyv0M0yfRDgqxwTLRvk0ese6dGK+gdfrVdPHa4piUaoHcA/Al6UUv6u5arHgHfq398JfK795e1PpmonJlk4s5BgMuJjoAcNO7XcMKKCwIUVE+ALnHNYmlJ62OhkeODYGE49zDzcpC9LNxgJeljbyFUcJYGE01L73sFhH+3i9zg2b7JKQfHIoz1cVX9gJJpGGXy+WCK6x2wKYGcZ/H3AO4CHhBDP6H9vBH4TeEQIcRZ4RP9tY8FU6NTT4U8vJjjeB/IMqFJRl0Nw0QT4bIGSbxAGtMNlH2TwAwE3r5wZUt22PWQk5EVKiFr8cVYdlqDeDxm8a3Oj01PyBIOjvW806jVeI9EU6gd4I7/tpRJJ2IFVgZTyb4BGdXwPt/u41wKm2qM2gy+WJGeXktx7pPddj6A8Xw4NBywSTUFlyVO3QOxyzzV4wwd/9LZqo6geYO1mHTFWuNLiHunvnJNku/j1aEEpJcLp5sLog/zPuVv57T1kf9stKhl8/c/R8h5scgK7k7UnhLwuwj7Xpgz+0mqKXKHUFxU0hpmRAOeXVYBPZvLKC147S/ay0cnK1IC/vF/QK8rdrJaN1rmiGv0mPWE1BKTH+NxOpISc3tz/08O/wVcdd6v39BrHaPDZBhLNSrnJyQ7wNk1wYMDPXLQ6gz+z2D8VNIYbRkNcWlWlkuVxfYd/AJyejgwh3y+YEXrWUsmLWeUp3g9GY2DZSMypAL+SzDEa9PS8oa4fKGfwDcokTRerncHbNMXUoK/KyAvgpYUEQsDRDvvf7IQbRgOk80UW41k1ncjrguvuhvfP2gHeQr0M/lxGv4+B/gjw/pq5rCvJ7J7LSLuFd5syyb3oJAl2gO8ZUwP+TRr8mcUE1w0H+qoV2kgfF1ZSFQ0e1NxKmzJDAQ9CVBuOzSYlG45QX2ywgqqigUoQW01ly6P/rnUqZZKNJZqQ11W+3V7BDvA9YnqwZmISKoPvpYNkPWZGKrXwiUy+6SHP1xpOh2Ao4KkyHFuKZ1gKHIWR7nREt0p5qpPJ4BO5PVf21y3KnawNNllXkrk9l72DHeB7hpkdajZaM/kiF1dSfeFBY+XAoB+P08GFlRTJbMEO8FswHKw0O2XyReKZAl+4/cPwht/o8coUZnbsi/Nx3vfZZ1lMZHrq39NPlDP4BmWSy4nMnhq2bbC/rT1iarDS7HR4LMTLS0lKkr6pgTc4HYLrRgK8MBenJLErLrbA6hJqNNvhgUhfVNBARYP/xT/7Hh6Xg3fcfX1fTFPqB7aXaHJNz7/tJ+xva484UJPBn9YeNP2WwYOSaZ68sArQ027Rfmck5Cm/j0sJtb8y3ken9UfHQ9w8HeH+o2P81P0zjIevbf8ZK17X9nXw/dKf0gp2gO8RkzV2BWcWE3hcjrLm3U/cMBrgKy8uAtgSzRaMBL2sptSBcDGuMvh+CqKjIS+f/7nX9HoZfYnb6SDs3dybApArlIil955NAdgafM/wuZ2MhjzlUsmXFhIcHQvh6pMJN1asTUQhO8A3ZDjoIbqRp1AssaSN5MYjey8oXKvcd3SUvz6zvMkT3vQ22AHepiWmBvzM6man0wuJvmpwsnKDJcBH7ADfELMJt7aRYymRxeUQDAf23sbctcpDJ8eZj2V4cT5RdflerYEHO8D3lKkBH/PRNLGNPAvxzJ4I8CGvrcE3Ylh3s66lVIAfDXlxOOwu0b3Ca0+quRR/dbra4bxsU7AHq2jsAN9DDgyqZqfTfWhRYGUi7CvXCdsafGOs3axLiSwTtjyzpxgP+3jF9ABffakmwCdUZZSdwdu0xNSAj2S2wFOX1gD6rsnJ4HCI8uavrcE3ZsTiKLkUzzDWRxusNs3x0MlxvnN5vWp4y1W98Wpr8DYtYUbMfe2lZcI+V08nEm1HOcD3kY1Cv2FsgleTWZYTWXuDdQ/y0MlxpIS/PqOy+NhGno9/6xKvumF4z9kUgB3ge8oB3ez09OV1Tk6G+9rV7+7Dw5yaitia8hYM+t04hCqRXE3l+qoG3qY5XjE9wGjIy1dfWgbgd758muhGjg/80E09Xll72OlYDzF2BcWS7CsP+Hq8674beNd9dtfjVjgcguGgp2z73E818DbN4XAIXntijC89v8CzV6N8/FuXeMfd13PqQKTXS2sLO4PvIeNhLyYh7scOVpvWGQ56eHE+DvRXF6tN8zx0cpx4psC7//hpBgMefvGRE71eUtvYAb6HuJwOJiIqyzsxuTczBJtqRoLecneyrcHvTe4/NorLIViIZ/iXbzjBQGDvlgbbEk2PmRrwMR/L9G0FjU1rDFtqpW2JZm8S8bl57Ykxoht53nbnoV4vZ0fYAb7HzIwGWUpk93SWYFNhVJdKCrE3G2NsFH/wE3ciYc8XFdgBvse8/wdvJJHJ93oZNh3CdLOOBD196Stk0xz75b2zA3yPGQt792SHnE19TDer3eRk0w/sj8OUjU2fYLpZ7Qoam37ADvA2Nh3EdLPaPjQ2/YAd4G1sOoiRaOwKGpt+wA7wNjYdZDLiI+x19a0zqM21hb3JamPTQYJeF9/+lYfLA65tbHqJHeBtbDpMwHbctOkTbInGxsbGZp9iB3gbGxubfYod4G1sbGz2KXaAt7Gxsdmn2AHexsbGZp9iB3gbGxubfUrXArwQ4g1CiNNCiJeFEO/r1vPY2NjY2NSnKwFeCOEE/ivwg8Ap4O1CiFPdeC4bGxsbm/p0K4N/FfCylPK8lDIH/Cnwli49l42NjY1NHbrVcjcNXLH8fRV4tfUGQoh3A+/WfyaFEKf17wNAbJvHHwVWmlhHM4/V7O2afaxrZW2dXD/s/bV1+jn3+tp68T1o9nb76Tt6/Za3klJ2/B/wNuAPLX+/A/j9Ju/7kSZu81SnHquF52z2sa6JtXVy/fthbV14zj29tl58D/p5bb2KH92SaK4C1mm1B4G5Ju/7Fx1cR7OP1cztOrmuVh6vX9fWyfW3Qr+urdPPaa+tu7fb7efsSfwQ+mjQUYQQLuAM8DAwC/wd8P9IKZ/v0OM/JaW8qxOP1WnstbWHvbb26Ne19eu64NpaW1c0eCllQQjxs8AXASfw/3cquGs+0sHH6jT22trDXlt79Ova+nVdcA2trSsZvI2NjY1N77E7WW1sbGz2KXaAt7Gxsdmn9EWAF0IcEkL8lRDiRSHE80KIn3ly1SQAAAazSURBVNeXDwshviyEOKt/DunLR/Ttk0KI/1LzWP9eCHFFCJHsp7UJIQJCiP8jhHhJP85v9sva9HVfEEJ8Tz/OH+hu5L5Ym+UxHxNCfH8n6+r02oQQX9OWHM/of+N9tDaPEOIjQogz+nP3D3q9LiFE2PJaPSOEWBFC/Od219XJtenr3i6EeE4I8az+Toz20dp+VK/reSHEbzW1gGZqKbv9D5gC7tC/h1EVOKeA3wLepy9/H/Af9e9B4H7gPcB/qXmsu/XjJftpbUAAeFD/7gGeAH6wH9amr4vonwL4LPBj/bI2ff0PA58Avt8v76m+7mvAXX36Xfi3wK/r3x3AaD+sq+ZxnwYe6IfXDFV0smReJ33/D/TJ2kaAy8CY/vtjwMPbPn+nPpid/Ad8DngEOA1MWV6o0zW3e1ejDw8dCvDdWJu+/veAf9JvawPcqBrbH+2XtQEh4G/0F2PHAb7Da/saHQzwHV7bFSDYb+uyXHdMr1H0w9r0Z38Z1R0qgD8A3t0na3sl8BXL3+8APrzd8/WFRGNFCDED3A58G5iQUs4D6J87Ov3dKZ1amxBiEPgh4PF+WpsQ4ouoDCYBfKaP1vZrwO8AG51aUwfXBvA/tdzwq0II0Q9r058xgF8TQnxHCPFpIcREr9dVw9uBT0kdsXq9NillHvgZ4DlUY+Yp4I/6YW3Ay8BJIcSMUH1Gb6W6mbQufRXghRAhlDzwXillvNfrsdKptek355PAh6SU5/tpbVLK16OyCS/wUD+sTQhxG3BUSvm/OrGeTq5N8+NSylcAr9H/3tEna3OhOsj/Vkp5B/BN4D/1wbqs/Bjqu9AROvBZc6MC/O3AAeBZ4P39sDYp5bpe26dQ8u5FoLDd/fomwOsX97PAn0gp/1xfvCiEmNLXT6Gyy72+to8AZ6WUO9pY6tLakFJmgMfogPtnh9Z2D3CnEOIiSqY5LoT4Wp+sDSnlrP6ZQO0RvKpP1raKOuMxB8ZPA3f0wbrMY90KuKSUT+9kTR1e220AUspz+qziz4B7+2RtSCn/Qkr5ainlPSiJ5+x29+mLAK9Pa/8IeFFK+buWqx4D3ql/fydKv9qzaxNC/DrKBe69/bQ2IUTI8mFzAW8EXuqHtUkp/5uU8oCUcga1+XRGSvnaflibEMJlqiz0l/hNwI6qfDr4uknUXspr9UUPAy/0el0W3k6HsvcOrm0WOCWEGNN/PwK82CdrQ+gKLV1x8/8Bf7jtAjq5gbCDjYf7AYk6JXpG/3sjauf4cdSR6nFg2HKfi8AakESZm53Sl/+W/rukf36gH9aGOl2WqA+MeZx/3Cdrm0D5BT0LPA/8Piq76vnaah5zhs5U0XTqdQuiqkDM6/Z7gLMf1qYvvx74un6sx4Hr+mFd+rrzwMk+jB/vQX1Hn0UdIEf6aG2fRB2kX6DJKjfbqsDGxsZmn9IXEo2NjY2NTeexA7yNjY3NPsUO8DY2Njb7FDvA29jY2OxT7ABvY2Njs0+xA7zNvkUI8QEhxC9tcf1bhRCnmnicqtsJIf6dEOJ1nVqnjU23sAO8zbXMW1H17C3dTkr5b6SUX+naqmxsOoQd4G32FUKIXxHKn/0rwAl92T8RQvydUH73nxXKm/9e4M3Ab2ujsCP63xeEEE8LIZ4QQpxscLuPCiH+oX7si0KI/yCE+KYQ4ikhxB1CiC8KIc4JId5jWdcv6zU8K4T4tz14aWyuQboydNvGphcIIe5EGVjdjvpsfwfVafrnUsr/oW/z68BPSyl/XwjxGPB5KeVn9HWPA++RUp4VQrwaZcf6UJ3b1T71FSnlPUKIDwIfBe4DfKju1j8QQjyKssZ9FcqG9jEhxANSyq937cWwscEO8Db7i9cA/0tKuQFqApS+/GYd2AdR3vJfrL2jdvu7F/i0JYB7m3xe8zzPASGpjMcSQoiMULa9j+p/39W3C6ECvh3gbbqKHeBt9hv1vDc+CrxVSvk9IcS7qBhwWXEAUSnlbW08Z1b/LFl+N3+7UFn7b0gp/3sbj21j0za2Bm+zn/g68PeFEH4hRBg1VAXUqLR57fj445bbJ/R1SOXRfUEI8TZQLoDa0rbqdm3yReCn9FkCQohpscPZrTY2zWAHeJt9g5TyO6iBCM+g/Lef0Ff9KmqKzpeptkH+U+CXhRDfFUIcQQX/nxZCfA+ln7+lwe1aXdeXUF7x3xRCPIealrWTA4aNTVPYbpI2NjY2+xQ7g7exsbHZp9gB3sbGxmafYgd4Gxsbm32KHeBtbGxs9il2gLexsbHZp9gB3sbGxmafYgd4Gxsbm33K/wVDC0WdCmfp9wAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_region_time_series(region='KIRINYAGA');\n", - "fig, ax = plt.subplots(figsize=(12,8))\n", - "plot_region_time_series(region='NYERI', ax=ax);\n", - "plot_region_time_series(region='MURANGA');\n", - "plot_region_time_series(region='KIAMBU');\n", - "plot_region_time_series(region='NYANDARUA');" + "# plot_region_time_series(region='KIRINYAGA');\n", + "# fig, ax = plt.subplots(figsize=(12,8))\n", + "# plot_region_time_series(region='NYERI', ax=ax);\n", + "# plot_region_time_series(region='MURANGA');\n", + "# plot_region_time_series(region='KIAMBU');\n", + "# plot_region_time_series(region='NYANDARUA');" ] }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 435, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig, ax = plt.subplots(figsize=(12,8))\n", - "plot_region_time_series(region='MARSABIT', ax=ax);\n", - "fig, ax = plt.subplots(figsize=(12,8))\n", - "plot_region_time_series(region='BARINGO', ax=ax);\n", - "fig, ax = plt.subplots(figsize=(12,8))\n", - "plot_region_time_series(region='KIAMBU', ax=ax);\n" + "# fig, ax = plt.subplots(figsize=(12,8))\n", + "# plot_region_time_series(region='MARSABIT', ax=ax);\n", + "# fig, ax = plt.subplots(figsize=(12,8))\n", + "# plot_region_time_series(region='BARINGO', ax=ax);\n", + "# fig, ax = plt.subplots(figsize=(12,8))\n", + "# plot_region_time_series(region='KIAMBU', ax=ax);\n" ] }, { "cell_type": "code", - "execution_count": 367, + "execution_count": 436, "metadata": {}, "outputs": [], "source": [ - "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", - "model = 'ealstm'\n", - "for region in regions:\n", - " fig, ax = plt.subplots(figsize=(12,8))\n", - " plot_region_time_series(region=region, ax=ax);\n", - " fig.savefig(f'/Users/tommylees/Downloads/{model}_{region}_sdfhsdhsdfg.png', transparent=True)\n", - " plt.close()" + "# regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", + "# model = 'ealstm'\n", + "# for region in regions:\n", + "# fig, ax = plt.subplots(figsize=(12,8))\n", + "# plot_region_time_series(region=region, ax=ax);\n", + "# fig.savefig(f'/Users/tommylees/Downloads/{model}_{region}_sdfhsdhsdfg.png', transparent=True)\n", + "# plt.close()" ] }, { @@ -2601,260 +2353,127 @@ " max_month = i + 3\n", " submonth = district_df[(district_df.month >= min_month) & (district_df.month < max_month)]\n", " predicted.append(submonth.predicted_mean_value.mean())\n", - " true.append(submonth.true_mean_value.mean())\n", - " district_score = r2(true, predicted)\n", - " print(f'For {district}, r2 score: {district_score}')\n", - " output_dict[district] = district_score\n", - " \n", - " return output_dict" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Performance for EALSTM\n", - "For Mandera, r2 score: 0.9285030987864911\n", - "For Marsabit, r2 score: 0.9790304574600829\n", - "For Turkana, r2 score: 0.8505720902917523\n", - "For Wajir, r2 score: 0.9494434497738151\n", - "\n", - "Performance for Persistence\n", - "For Mandera, r2 score: 0.7418834628995075\n", - "For Marsabit, r2 score: 0.8156893342781715\n", - "For Turkana, r2 score: 0.6829170118607626\n", - "For Wajir, r2 score: 0.7708332053175011\n", - "\n", - "Performance for RNN\n", - "For Mandera, r2 score: 0.8826001126667086\n", - "For Marsabit, r2 score: 0.9754361813286556\n", - "For Turkana, r2 score: 0.8224845706127023\n", - "For Wajir, r2 score: 0.9205917636033555\n", - "\n" - ] - } - ], - "source": [ - "print('Performance for EALSTM')\n", - "rolling_average(all_gdf[all_gdf.model == 'ealstm']);\n", - "print()\n", - "\n", - "print('Performance for Persistence')\n", - "rolling_average(all_gdf[all_gdf.model == 'previous_month']);\n", - "print()\n", - "\n", - "print('Performance for RNN')\n", - "rolling_average(all_gdf[all_gdf.model == 'rnn']);\n", - "print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Look at R2 values" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "from scipy import stats\n", - "def r2(x, y):\n", - " return stats.pearsonr(x, y)[0] ** 2\n", - "\n", - "\n", - "model = 'ealstm'\n", - "region = 'TURKANA'\n", - "\n", - "# TURKANA explore\n", - "\n", - "def plot_region_performance(model: str, region: str, kind='reg'):\n", - " df = pd.DataFrame(\n", - " all_gdf.loc[\n", - " (all_gdf.model == model) & (all_gdf.region_name == region),\n", - " ['datetime', 'predicted_mean_value', 'true_mean_value']\n", - " ].set_index('datetime')\n", - " )\n", - "\n", - " # sns.scatterplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", - " # sns.lmplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", - "\n", - " sns.jointplot(\n", - " x='true_mean_value', y='predicted_mean_value', \n", - " data=df, kind=kind, stat_func=r2\n", - " )\n", - " \n", - " ax = plt.gca()\n", - " ax.set_xlabel(f'{region} - Observation')\n", - " ax.set_ylabel(f'{region} - {model.upper()}');\n", - " ax.set_xlim([0, 100])\n", - " ax.set_ylim([0, 100])\n", - " fig = plt.gcf()\n", - " # fig.set_size_inches(11.7, 8.27)\n", - " fig.set_size_inches(8.27, 8.27)\n", - "\n", - " return fig, ax\n" - ] - }, - { - "cell_type": "code", - "execution_count": 387, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, + " true.append(submonth.true_mean_value.mean())\n", + " district_score = r2(true, predicted)\n", + " print(f'For {district}, r2 score: {district_score}')\n", + " output_dict[district] = district_score\n", + " \n", + " return output_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Performance for EALSTM\n", + "For Mandera, r2 score: 0.9285030987864911\n", + "For Marsabit, r2 score: 0.9790304574600829\n", + "For Turkana, r2 score: 0.8505720902917523\n", + "For Wajir, r2 score: 0.9494434497738151\n", + "\n", + "Performance for Persistence\n", + "For Mandera, r2 score: 0.7418834628995075\n", + "For Marsabit, r2 score: 0.8156893342781715\n", + "For Turkana, r2 score: 0.6829170118607626\n", + "For Wajir, r2 score: 0.7708332053175011\n", + "\n", + "Performance for RNN\n", + "For Mandera, r2 score: 0.8826001126667086\n", + "For Marsabit, r2 score: 0.9754361813286556\n", + "For Turkana, r2 score: 0.8224845706127023\n", + "For Wajir, r2 score: 0.9205917636033555\n", + "\n" + ] } ], "source": [ - "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", + "print('Performance for EALSTM')\n", + "rolling_average(all_gdf[all_gdf.model == 'ealstm']);\n", + "print()\n", + "\n", + "print('Performance for Persistence')\n", + "rolling_average(all_gdf[all_gdf.model == 'previous_month']);\n", + "print()\n", + "\n", + "print('Performance for RNN')\n", + "rolling_average(all_gdf[all_gdf.model == 'rnn']);\n", + "print()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Look at R2 values" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy import stats\n", + "def r2(x, y):\n", + " return stats.pearsonr(x, y)[0] ** 2\n", + "\n", + "\n", "model = 'ealstm'\n", - "for region in regions:\n", - " fig, ax = plot_region_performance(model=model, region=region);\n", - "# fig.savefig(f'/Users/tommylees/Downloads/{model}_{region}_sdfgsdg.png', transparent=True)\n", - "# plt.close()\n", + "region = 'TURKANA'\n", + "\n", + "# TURKANA explore\n", + "\n", + "def plot_region_performance(model: str, region: str, kind='reg'):\n", + " df = pd.DataFrame(\n", + " all_gdf.loc[\n", + " (all_gdf.model == model) & (all_gdf.region_name == region),\n", + " ['datetime', 'predicted_mean_value', 'true_mean_value']\n", + " ].set_index('datetime')\n", + " )\n", + "\n", + " # sns.scatterplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + " # sns.lmplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + "\n", + " sns.jointplot(\n", + " x='true_mean_value', y='predicted_mean_value', \n", + " data=df, kind=kind, stat_func=r2\n", + " )\n", + " \n", + " ax = plt.gca()\n", + " ax.set_xlabel(f'{region} - Observation')\n", + " ax.set_ylabel(f'{region} - {model.upper()}');\n", + " ax.set_xlim([0, 100])\n", + " ax.set_ylim([0, 100])\n", + " fig = plt.gcf()\n", + " # fig.set_size_inches(11.7, 8.27)\n", + " fig.set_size_inches(8.27, 8.27)\n", + "\n", + " return fig, ax\n" + ] + }, + { + "cell_type": "code", + "execution_count": 448, + "metadata": {}, + "outputs": [], + "source": [ + "# regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n", + "# model = 'ealstm'\n", + "# for region in regions:\n", + "# fig, ax = plot_region_performance(model=model, region=region);\n", + "# # fig.savefig(f'/Users/tommylees/Downloads/{model}_{region}_sdfgsdg.png', transparent=True)\n", + "# # plt.close()\n", "\n", - "# plot_region_performance(model='ealstm', region='TURKANA');\n", - "# plot_region_performance(model='ealstm', region='MARSABIT');\n", - "# plot_region_performance(model='ealstm', region='MANDERA', kind='reg');\n", - "# plot_region_performance(model='previous_month', region='WAJIR');\n", - "# # plot_region_performance(model='ealstm', region='HOMA BAY');" + "# # plot_region_performance(model='ealstm', region='TURKANA');\n", + "# # plot_region_performance(model='ealstm', region='MARSABIT');\n", + "# # plot_region_performance(model='ealstm', region='MANDERA', kind='reg');\n", + "# # plot_region_performance(model='previous_month', region='WAJIR');\n", + "# # # plot_region_performance(model='ealstm', region='HOMA BAY');" ] }, { @@ -2885,47 +2504,6 @@ "monthly_scores.loc[monthly_scores.metric == 'r2', :].mean()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 329, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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jYebMmZm+TXhKaa1pbm6mtraWWbNmpXo4GUGW7IQQ/fj9fgoLCyWMRkkpRWFhocw0h0ECSQhxEgmjsSE/x+GRQBJCCJEWJJCEEGmtu7ubK664ggULFrB48WK+/OUvj8njvvXWWyxdupQ5c+awZs0a4u0N9/vf/54VK1b0vhmGwebNm/F6vf0+X1RUxOc///kxGddUJoEkhEhbsZD40pe+xO7du9m0aROvvPIKTz/99Kgf+9Of/jRr165l37597Nu3j2eeeeak23z4wx9m8+bNbN68mfvvv5+ZM2eyYsUKPB5P7+c3b97MjBkz+MAHPjDqMU11EkhCiLRy+PBhFi5cyL/+679yyimn0NjYyEUXXQSA3W7nlFNOoba2dlTHqKuro6Ojg7POOgulFB/96Ed5/PHHE95n3bp1rF69+qTP79u3j4aGBs4777xRjUlI2bcQIg3t2bOHX//61/z3f/93v8+3tbXx5z//mVtvvfWk+zz//PN84QtfOOnz2dnZvPrqq/0+d+zYMaqqqno/rqqq4tixYwnH9OCDD/KnP/3ppM+vW7eO66+/XgoYxoAEkhAi7cyYMYNVq1b1+1w4HGb16tWsWbOG6urqk+5z0UUXsXnz5qQeP975okSB8vrrr5Odnc2SJUt6P2dqjaEUDzzwAPfff39SxxWJSSAJIdKOy+U66XM333wzc+fOHbR4YDgzpKqqqn7LfrW1tVRUVAw6ngceeKDfcl04YgKwbftWwuEwp556auJvSCRFAkkIkfa+/vWv097ezv/8z/8MepvhzJDKy8vxeDxs2LCBM888k9/97nd87nOfi3tb0zR5+OGHefHFF4FoGEVMjcVQg55XEiMjRQ1CiLRWW1vLt7/9bXbu3Mkpp5zCihUrEgZTsn72s5/xqU99ijlz5jB79mze8573APDEE09w55139t7uxRdfpKqqiurq6t4winnooYckkMaQireWmm5OO+00/eabb6Z6GEJMCbt27WLhwoWpHkbaGRhGFkNhtQz9mn6Qn2dSFRCT9Llv0O9dZkhCCDGEsNk/jCbK/obOCT9mKkkgCSFEAhHTJBJJzUqSLxRJyXFTRQJJCHGSTFjKnwgR0yQ8ijCSn+PwSCAJIfpxOp00NzdP+SfTsQij5uZmnE7nqMYxlf4/SNm3EKKf2DU6jY2NqR5KyphaYw5xzkgphcVIXJsQ2zF2NLSGqdIEQgJJCNGPzWab0jucev0hGr2BIW+Xm2Wj0O0Y9/GYWmMkV5SX8WTJTgghenQGwkmF0URKQXFfykggCSEE0TBq6Ei/7cY1UyeRJJCEEFNeVxrOjGJMM9UjmDgSSEKIKa07GKbBGxhWNVuHL8Ttj2ylpqV7HEcWFZEqOyGEmPy6g2HqO4YXRo3eAHc8upXDzd0cau7imVvPx24dv9f2qegQkSoSSEKIKckXjAw7jGpaurn90a3UdwSwGoovXjpvXMMIJJCEEGJS8wUjnOjwDyuM9tZ7uePRbbT7QjhtBj/40HKuWDb4HkpjJTyFTiJJIAkhphR/aPhh9PbRVv7f4zvwhSLkOK185wNLWVVdOI6jfIfMkIQQYhLyhyKcaB9eGL24t5Fv/2UXoYim2O3gng8uZUbhyTvajpdQWAJJCCEmlVgYmcMIoye31vHjf+zF1DC9IJt7rl1KSc7oetMNVzAiS3ZCCDFpDDeMtNas21jD/7x8CIAFZR6+8/6l5GbbxnOYcQXDEkhCCDEpDDeMTK35+QsHeOStYwCcNiOfb1y1mCy7ZTyHOahAeOrsiSSBJISYtALhCPUdyYdROGLyvb/t5e876wG4aH4xX37PAmxJbFU+XvwhmSEJIURGC4SjM6Nkq9T8oQh3PbmTDQdbALh6eQWfvXjOkFtMjDf/FJohjWvsK6W+oJTaoZTarpRap5RyKqUKlFJ/V0rt63mfP55jEEJMPcMNI68/xG2PbO0No5vOmsGaS1IfRhC9ZmqqGLdAUkpVAmuA07TWSwALcAPwZeBZrfVc4Nmej4UQYkwEw+awwqipM8DnH9zCjuMdKGDNxXO46eyZqDTZFa8rEE71ECbMeC+MWoEspZQVyAaOA1cDv+35+m+Ba8Z5DEKIKSIYNqlr9yUdRsdafaxZt5lDTV1YDMVX37uQa1ZWjvMoh0cCaQxorY8B3weOAnVAu9b6b0Cp1rqu5zZ1QEm8+yulblZKvamUenMqb6UshEjOcGdG++q9rHlgEyc6/DitBv/5/iVcsjDu09GE6vvcB+D1SyCNWs+5oauBWUAF4FJKfSTZ+2ut12qtT9Nan1ZcXDxewxRCTAKxMEq279uWmja++NAWWrtDeJxWvv+h5Zw+s2BYxxyvJb2+z30K8E6hGdJ4Vtm9CziktW4EUEr9ETgbqFdKlWut65RS5UDDOI5BCDHJDXeZ7uV9TXzzqZ2EIpoit517PriMmcNsBeR2WsmfgItkLYaivTs07sdJF+N5DukosEopla2iLyUuAXYBTwA39dzmJuBP4zgGIcQkFghHhhVGT2+r4z/+vINQRFOVn8V9q1cOO4wKXHZKPM4JKXqwGgat3cFxP066GLcZktb6daXUI8DbQBjYBKwF3MBDSqlPEg2tD43XGIQQk9dwS7sf2HiUtS9FWwHNK3Vz9weWkpdtT/p4hlIUexy4HBN3+abFUBJIY0Vr/e/Avw/4dIDobEkIIUbEH4p2YEgmjLTW/OLFgzz0Zi0Ap0zP466rF5NtT/7pz2oYlOY6cFgntn2Q1aJo7pRAEkKItDSc3nQRU/P9v+3hrzuirYDOn1vEV9+7cFi7vDptFkpznCm5SNZqKBo7AxN+3FSRQBJCZIzhhFEgFOGbT+3i1QPNALxvWTm3XjJ3WMHidlopdjtSdpGs1WLg9YfxhyI4balp7jqRJJCEEBlhOGHU6Q/ztce3s+1YOwAfPnM6nzhneN0XCl2OlGw30ZfNoogAde1+ZhVN3KaAqSKBJIRIe75g8tuOt3QFuePRrRxo7ALgXy+czQdPrUr6WIZSlOY4U7bdRF82ixENpDafBJIQQqTacMLoeJuP2x/dyvE2PxZDcfu753PpotKkj2WzGJTmOId1jmk82S0GfqC2zZfqoUwICSQhRNryh5IPowONndzx6DZauoI4rAb/fuUiVlUXJn2sbLuVEo8DIw06fMfYLAZKQW1Ld6qHMiEkkIQQaSl2ziiZMNpa28bXHt9OVyCC22HlP9+/hCWVuUkfKzfLRqHbMZrhjguloCI3i6MSSEIIkRrDKWB49UATdz25i2DYpNBl57vXLqW62J3UcZRSFLnteJypLV5IZGZRNoeaulI9jAmRHgulQgjRYzhh9NcdJ7jzTzsIhk0q87K4b/WKpMPIahiU5zrTOowAqovcHGzsSmqmmOlkhiSESBuBcLQDQzJh9PCbNfzshYMAzClx891rl5KfZCsgh81CqceB1ZL+r8nnlLjxBsI0eAOU5jhTPZxxJYEkhEgLyfam01rzy5cO8cAbNQCsmJbLN69eknSPuVRf7Dpc80o9AOw54Z30gZT+Lw+EEJNespvrRUzND/62tzeMzp1TxN0fWJZ0GE1kp+6xsqAsGki7T3SkeCTjT2ZIQoiUCkWSC6Ng2ORbT+3i5f1NALx3SRlfuHReUq2ADKUoyXEMq6Fqush32SnPdbLjuASSEEIMaf3uBn7x4kFqWruZlp/NLedXc+GCobcDD0VM6tqG3um1KxDm//1pO5troq2AVp8xjU+dOyupmU66Xew6Eksrc3vbIE1mmft/SAiRFtbvbuDOJ3bQ4PWTl2Wjwevnzid2sH534s2gw5Hkth1v7Q7yhYe29IbRpy+o5p/Pq04qjJw2CxV5WRkdRgDLqnI52NhFu29y7x6b2f+XhBAp94sXD2KzKLLtVpSKvrdZFL948eCg9wlHTOra/YQiicOort3HmnWb2d/QiaHgy5fP50OnTUtqXB6njfLc1GwbMdZWTs8HYHNNW4pHMr4kkIQQo1LT2k3WgK0RsmwWalvjdxeImDqpMDrY2MmadZs51ubDbjW46+rFXLa4LKkxFbocFHsyp5JuMC1dQf7w+lH21ntRwG9eOZzqIY0rOYckhBiVafnZNHj9/QoGfKEIVfnZJ902YmqOt/mGDKPtx9r56mPb6QyEcTks/Oc1S1laNXQroEwuXkjEYbVQnuec9B0bZIYkhBiVW86vJhTRdAfDaB19H4pobjm/ut/tojOjocNow8FmbntkK52BMAUuOz++fkVSYWSzGFTkZU26MIqZXeSmprUbXzCS6qGMGwkkIcSoXLighLuuWkyJx0m7L0SJx8ldVy3uV2UXmxkFw4nD6O876/n649sJhE3Kc53cd8MKZifRCmiyFC8kUl3sJmJq3jzSkuqhjJvJ+VJCCDGhLlxQMmiZd7IFDI+8Vct/rz8AwOxiF9+9dhkFrqFbAWVa54WRmlXkwmIoXtrXxHlzi1M9nHExeV9OCCFSLpkw0lrzq5cP9YbR0spcfnTdiqTCKBM7L4yU3Wowq9DF80OU02cyCSQhxLhIJowipubH/9jH718/CsDZswu559qluJ2JF29i24znJdlMdbKYV+ZhX0MnNZN0fyQJJCHEmAslEUbBsMk3n9rJn7fWAXD54jK+cdViHANKyAeyGgblec6k+9dNJgt7+tr9fWd9ikcyPiSQhBBjKtabLlEYdQfDfOWxbby4N9qX7vrTqrjt3UP3pXPYLFTmZ+GwJg6tyarQ7WB+qYe/7TyR6qGMCwkkIcSYifWmSxRGbd1BvvjQFjYdjXYduPn8am65YPaQ54HcTisVk6TzwmhctriUjYdaaOoMpHooY04CSQgxJpJplHqiw8+aBzaztz7aCui2y+Zxw+lDtwKaSsULQ7liWTmmhme2T75Z0tRbhBUiTYy0Q3Y6SiaMDjd3cfsjW2nqDGKzKO583yLOmVOU8HENpSj2OKbk+aLBzC/1MLvYxZNbj/ORVTNSPZwxJTMkIVJgpB2y01EyYbTzeAe3PrCZps4gLruFe65dNmQYTeXihUSUUly5vILXD7Vwot2f6uGMKQkkIVJgJB2y01EoiS0kNh5q4UsPb8HrD5OfbeOH1y1n+bS8hI/rnOLFC0O5ekUlWsMTW46leihjSgJJiBQYbofsdBROopruud0NfO3x7fh7WwGtZG6pJ+HjTqZtI8bLrCIXy6tyeWzT8VQPZUxJIAmRAtPys/GF+jfJHKxDdjpK5qLXxzcd49tP7SJiaqqLXNx3wwoq87MGvb1SikL35Ng2YiK8f2Ulu+o62H1i8mxtLoEkRAok2yE7Zv3uBlav3cC5332O1Ws3pPRc01BhpLXmN68e5r7n9qOBJRU5/Oj65RS6HYM+psVQlOU4yc2yjdOoJ58rl1dgNRSPvT15lu0kkIRIgWQ6ZMekUwHEUB0YIqbmvmf387vXjgCwqrqAez64DI9z8KCJbRuRZZfzRcNR6HZw4fxiHt98jIipUz2cMSHlK0KkSKIO2X31LYAAyLZb6Q6G+cWLBye0TDwYTlzAEAyb3P30btbvbQTg0kWl3HbZPKyWwV/3ZtutlHgcGHK+KGl/6On7B1DscVLf0cC3ntrJ3JL+5+ZuPHP6RA9t1GSGJESaS4cCiKHCyBeM8LXHt/eG0YdOreKOy+cnDKOcLBtluU4Jo1FYUObBaTN6u15kOgkkIdJcqgsghgqj9u4QX3x4C28daQXgU+fO4l8uqMYYpDAhVrxQlOCckkiOzWKwtDKPHcfbCYQzfydZCSQh0txwCyDG0lBhVN/h59YHN7PnhBdDwb9dOo8bz5w+aJWcoaR4YaytmJZHKKLZVZf51XZyDkmINHfhghLuInouqba1m6oJaDO0fncDP3vhAEeauyjLyeKG06dxRnVBv9scae7i9ke20dgZwGZRfO2KhZyfYCdTm8WgNMc5qbcZT4UZhdnkZdvYXNPGimn5qR7OqEggCZEBki2AGAvrdzfw//60HaXA47TS3BXg3uf2cStze0NpV10HX/njNjr8YbJsFr55zWJOmT74k6EUL4wfQymWVebx8v5GugNhsjO41ZK8VBFC9PPzFw6gFDitFhSKLJsFq6F44I0aAN483MK/PbyFDn+YvCwbP7p++UlhtPFgC198cOCRW8oAACAASURBVAurf7mB2x/Zyu66DgmjcbSsKhdTw47jmb1sJ4EkhOgVjpgcbu7CMWBZzWkzONHhY/2eBr762Hb8IZPSHAf33rCCeQNaAW082MK9z+2juStAQbad1u5gxjaOzRTluU6K3Ha2HW9P9VBGRQJJCAFEL2qta/dTlpOFP9S/iMEfMrEaBt98chdhUzOzMJv7bljJtIKTK/0eeKMGm0WRk2XDajEytnFsJlFKsag8l4ONnfiCmVttJ4EkRJpIZXugaBj5CEVMbjh9GmFT4wtF0ESr+lq7Q9S2+dDAovIcfnz9Coo98cu2T3h9eBzWfmXfmdY4NhMtrsjB1GR0b7vMPfslxCQSaw9ks6h+7YHugjEvZhi4MeA/nzeL+eU5BMPRWdEZ1QVcfqKUh96qpTsYwWIowj2tac6YVcC/X7nopAt1Y3KybMwscNHYGSDb/s7r3UxqHJupKvOzcDus7D7hZWWCApN0JjMkIdLARO2PNLAvXn2Hj68/vp2X9jT23mbjwRae2VlPfrYNl8PSG0YrpuXxrasXxw0jpRRFnujFrv9yweyUXTc1lRlKMa/Uzf6GzoztbSeBJEQamKj2QAP74tksFix9Kuggeg7IUNDSHaIzED0f4XZY0KaO2wrIYijKc53k9DRQHU7jWDG25pV68IUiHMvQ5VFZshMiDUzLz6bB6+8NChifZa6a1m7ysmxorQmbGq11bwVdzLH2bry+MP6eJbxCl538bCv13pO3y7Zboxe72gYE1UReNyXeUV3sBuBgU1eKRzIyMkMSIg1MVHugafnZdAfDhE2N2bOs4w+ZlOVEN85r9Ab6hVGJx0Ghy04grHtvE+N2WKnMyzopjETquB1WSnMcHJJAEkKM1EQtc9183iz8YZOuQBhNtJIubGpuOH0aNS3dfG7dpn4zo9wsa7/bxBS47JTkOGVn1zQ0q8jFkebujDyPJEt2QgxiYDXaePePG+9lLq01CytyWXPRXB54o4YTHb7ePnV5LhtrHthMuy+E02bw4TNm8NaR1n63OaO6AEMpij0OXBncnmaym5afzYaDLeyt97KwPCfVwxkW+a0SIo6JLMOeCFpr6jsCdAfDnFFd0K9R6ttHW/nCg1vwhSLkZtn4zgeWsKAshw+v6r/Bm9UwKM114LDKzq7pbHrPxcprXzjI6bP6N8RN9037ZMlOiDgmqgx7IvQNo4Fe2NvIV/64DV8oQonHwb3Xr2BB2cmvqh02C5X5WRJGGaDAZcdpMzjW7hv6xmlGZkhCxBGrRusrk7oNxJYbj7Z0UZrj5LpT+28fsfFgCz95fj+1bdEnrRKPg/9avTJu9wW3w0qxxyHnizKEUory3Czq2jIvkMZ1hqSUylNKPaKU2q2U2qWUOkspVaCU+rtSal/P+8y8pFhMaqnepXU0YsuN9R0+3A4rjd7o9hEbD7YA8PqBZr71l129YWS3KBRwqPHkyqz8bCleyETluU5OdPgxdWYVNoz3kt29wDNa6wXAcmAX8GXgWa31XODZno+FSCup3KV1tH7x4kGsBtitFrSm3/YRptb84B976QxEl++ybRam52djtxr9Lo5VSlGS4yTfZU/VtyFGoTTHSSiiaesOpXoowzJugaSUygHOB34FoLUOaq3bgKuB3/bc7LfANeM1BiFGKpO7DRxt6cJmMXqvM4Lo9hF17d3c/fRumjqDAHgcVirznBiG6ndxrNUwKM914pZKuoxV0rP02hDnYuZ0Np6/cdVAI/BrpdRy4C3gVqBUa10HoLWuU0rF/QtXSt0M3AwwfXp6V4aIySkTuw1orSnNcdLoDfRrRdQdjOALmfxjV7SDuNthoSznnfNCsYtj7VaDshxn3BZBYmL0fe4rKqsc0WOUeJxA9ELnBWVjNrRxN56/dVbgFOBnWuuVQBfDWJ7TWq/VWp+mtT6tuLh4vMYoxKQRq6a77tT+20d0BcI0eAN0+KPLdO9aUILbYcUfNvtdHHvT2TOoyM2SMEqxvs99nryCoe8QR5bdgstuodEbGOPRja/x/M2rBWq11q/3fPwI0YCqV0qVA/S8l20khRglrTUnOvy91xndevFcCl0O2rpDNHcFCUU0Clhz8Ry+esVCPn/JPApdDrz+MIUuB195zwLef0qVbDM+iRR5HDR1ZlYgjduSndb6hFKqRik1X2u9B7gE2NnzdhNwd8/7P43XGISYCmJh1Hen0DOqC6jId3L7I9vwh02shuLL71nAxT1LkLGLY5VSFLrtvZ26xeRR7Haw64Q31cMYlvE+a/k54PdKKTtwEPg40VnZQ0qpTwJHgQ+N8xiEmLRMU1Pv9bN2/QEeeqsWXyhCls3CJQtKeGl/E63dIZxWg29cvZjTZ/Zf/jGUojTHSZZdLnadjIo9Dt480oovGMmY/8fjGkha683AaXG+dMl4HleIsTLR/eyGwzSjM6NfvnCA3244gqHAYkSvl3piax0AOU4r3/nA0pN6mtks0W0j7FY5XzRZFbmjlXaNXj/TC10pHk1yBg0kpdQXE91Ra/3DsR+OEOkjlduKDxV8sTDyhyI89FZtTxgZREzdezGkAu69YQUzBjwZOW0WSnOcWOR80aQWK/2u9wYyJpASvTz6PvARoBBwA54Bb0JMaqnaVjwWfOt3x6/36RtGEJ0RKQURU/duNx4zMIzcTivluRJGU0G+y47NomjoyJxrkRIt2Z0C3ABcQfQaonVEOyxkVi8KIUZorPrZDTX7GbiteLbdSncwzC9ePHjSLClWwODv09bIaTXwh81+MyNDRWdCfRW47ORlS+eFqSJ2jrCuPXMCadAZktZ6s9b6y1rrFUS7LVwN7FRKXTVhoxMihcain10ys5+a1u5+F7FC/OCLF0am1swqchObGMXCSAPXnVoV/VzPE5OE0dRTkZvF8XYfmTKPGPKMplKqGFgJLCV6bZFcNySmhLHoZ5fMsl8ywRe76LVvaXc4YvK9v+5hR10HAJaeVTinzcJNq2bwT2fP7G0DJBvqTU2V+Vn4QybNXcFUDyUpiYoaPg5cDziJXtR6ndZawkhMGRcuKOEuoqFS29pN1Qiq7JJZ9rvl/GrufGIH3cEwWTYLvlCkX/DF288oEIpw15O7eO1gMwBXLitnzSVz+50bGkkboHSuKhTDN61ns74jzd29VXfpLNHLpl8B24heK/Ru4LK+Lei11rJ0Jya90fazm5afTYPX33t+CE6e/SQKPq01Dd7+YdTpD/O1x7ez7Vg7AP+0ajofO3tmvy0isu1WSjyOYXVemGy75E5FA3eENU3N/a8dRqn03y0WEgfSRRM2CiEmqaFmPzGDBV+jN0BX4J0waukKcsejWznQs3fRZy+azQdOqep3n9wsG4UjeDU8nOIKkRkMQ3HmrEJe3d+E1jrt97VKFEgf11p/bKIGIsRkNJplvwavv3ffIoBjbT5uf2Qrde1+LIbiy5fP55KFpb1fH20boEzfJVfEd+H8Yp7ZcYJddV4WVZy8PX06SRRIyyZsFEJMYiNZ9mvw+un0vxNG+xs6uePRrbR2h3BYDf7jqkWcOauw9+tj0QYomeVFkXkuWViKUtv4284TaR9Iic52ZiulViqlTon3NmEjFGKKGRhGW2rb+MKDm2ntDuF2WPneB5f1CyObxaAiL2vU/coyeZdcMbhij4NTp+fz5Na6tC//TjRDqgR+QPTShoE0cPG4jEiIKWxgGL2yv4lvPrWLYNik0G3nnmuXMavone4LY9kGaCyqCkV6uvbUKr7yx21srmlj5fT8VA9nUIkCab/WWkJHiAkyMIye2X6C7/9tD6aGqvws7rl2GWW5zt6vu51Wit2OMT1RnYm75IqhvW9ZOd/48w4eerMmrQNJWv0KkQYaOvqH0QNv1HDPX6NhNLfEzb03rOgXRgUuOyUeZ9pXTYn04HHauGp5BY9tOkZLGl8kmyiQ7uj7gVLK1nNOSV4+CTFGtNbRMOqpptNas/bFg6zt6eSwYloeP7xuOfk9bX+UUpRIGyAxAjefX40/ZPK71w6neiiDSrRk9wGl1DGt9Q6lVC7wGhABCpRSX9Jar5uYIQoxOcUueu0KhNl4sIV1G4+yp8GLP2QCcO6cIr5+xcLePYushkFJjuOkpqlCJGNOiYd3LSzht68e5pPnzsKThrsEJ5ohnae13tHz748De7XWS4FTgdvHfWRCTGKxdkCxMPrxs3vZ2yeMsmwW3rukrDeM7FaDijxnvzBav7uB1Ws3cO53n2P12g2DblchRMytl8yjtTvEL8d4C5WxkiiQ+i40Xgo8DqC1PjGuIxJiAqTyyXxgb7rfv36U1u4Qvp4wKsi2Ueiy8dCbtUC0Y0JFbla/nnTD3UNJCIClVblcubyCX750KC33SUoUSG1KqfcppVYC5wDPACilrEDWRAxOiPGQyifzgWHU0hVk14kOAuFoGBW77RS5HWTZLZzo8JGTZaMs13lST7qJ2jxQTD5fumweYdPkO0/vTvVQTpIokG4BPgv8Gvh8n5nRJcBT4z0wIcbLaJ/MRzO7auzTKLWu3cetD2zu3eW1zOPoLV7wh0ym5WcP2qE52T2UhBhoRqGLf7lgNo9tOsYr+5tSPZx+Em3Qt1drfbnWeoXW+jd9Pv9XoGYiBifEeBjNk/loZld9e9MdbOxkzbrNHGvzYTUU+dk2bFYDjcYfjqCBz1w0Z9DHGovNA8XU9ZmL5jCjMJuvP76934aPqTbS65C+OKajEGICjebJfLDZ1Xef2Z1w1tT3otftx9r5/INbaO4K4nZY+cGHlnPHuxdQ6HLQ6Q9TnpvFt65ekvAC1WTa/EjRgxiM02bhO+9fyqGmLu5Oo6W7kW4jKVfjiYyV7JYQ8cTriB2OmBxu7mZmYXbcfYT6htGGg8184887CYRNCl127r52KbOL3QCcN7+YsiTbAA3V5kf2NhJDOXtOER87eya/efUwlyws4by5xake0ogDKb079AmRwGh6tsXriF3fERh0H6FFlTm9YfS3nfXc88xuTA0VeU6+98FllOdG64NG0gYoUZsf2dtoavrD60eHdftZRS6K3Q7+9fdv87mL5+IeZKv7idrcL9EW5l7iB48CZKFaZLSR9myLO7syTary+heeZtksHGnu6g2jR96q5b/XHwBgTrGbu69dSoErWsBQ4LKPqvNCvG3H+87kOnwhmjoDBCMmta0+1u9ukFASQLRT/A1nTONn6w/w0Bs1fOycmRgpbEeVqKjBo7XOifPm0VrLpeJiSrpwQQl3XbWYEo+Tdl+IEo+TucXuftcIAXj90a9prfnVy4d6w8hlt9DuD/KtJ3ex8VDLqNsADVZk4bZHw7LDF+J4u49wRKOIvpqU65VEX+W5WVy5vIL9jZ08n+Lfi2Et2SmlXMA1wI1a6yvGZ0hCpLeBs6tYKHQHwzitBp2BMMGI5rrTqvjRP/bx5NY6ABxWg7xsG9l2Cy3dAX76/H7Kcpyjmq0MtjSnlCIUMWnw+qMnfBWgFWW50XNUsnQn+jptRj6Hm7p4bncDlXlZLChPzUZ+Q1bZKaXsSqlrlFIPAXXAu4Cfj/vIhMgQsVlTsdtBS3eI/GwHn7lgNs/sONEbRgXZdorddlx2K4YyyHHasFuNUV/IOlgJe2cgzF1XLUZrMLXGaigq8px4nDa5XkmcRCnF1SsqKc9z8uCbNTR4U9PFIdE5pEuB1cC7geeB+4EztNYfn6CxCTGh4p2LSXYWccH8YuaXe/AFI3QFwtz5xA42HW0D4PrTqnh+TwNZdguGobAaCqXUmARDom3HL1xQwinT82VbcpEUu9XgI2fO4KfP7+f/Nhzh0xfMGfUuxMOVaIb0V2A2cK7W+iNa6z8D5sQMS4iJFe9czJce2cJ7fvzikNfxmKamrt2PLxihtTvIFx/a0htGt5xfzS0XzKYiN5tgxOwNIxibYBjqeiTZllwMR162nRvPnEFrV4h1G48SMSe2oDpRIJ0KbAD+oZT6u1Lqk4AUM4hJaeAFr+GIpq07xKGmroQdGSKmpq7Djz8U4US7n1sf2My+hk4MBbe9ez7Xnz4NgE+dOwutFb5QZEyDIV6RxV1XLe6d2Q31dSEGmlXk4pqVlexv7OTPW46j9cSF0qBLdlrrTcAm4A6l1DlEl+/sSqmngce01msnaIxCJGU0S24DL3ht6gxgKIho3duRYeB1PBFTU9fuIxg2OdTUxe2PbqW5M4jNorjzfYs4Z04RSimK3Hbet6ICt9M6omufhjJUCbtsSy6G69QZ+TR6A7y4r5Fij4MPr5oxIcdNqspOa/0K8IpSag3RrSiuBySQRNoYbWeCgedighETBdj7lHP3PecTjpjUtfsJRUx2HG/nq49tx+sP47Jb+Nb7l7C8Kg+LoSjNeWcPIwkGkUkuW1xKc1eAv2yr4+8767l0Uem4H3PQJTul1Ef6/PscAK212dNc9e1xH5kQwzBUB++h+roNPNdiMRSmhmLPO922Y+d8Qn3CaOOhFm57eCtef5j8bBs/un4Fy6vysFkMynOzZHdXkbEMpfjQqdOoyMtizbpNbD/WPv7HTPC1vg1U/2vA1z4xDmMRYsQSdfBOpkP3wHMtMwuyyc+2YTFUv3M+nzxnJnVt0TB6dlc9X3t8O/6wSXmuk/tWr2ROiRu71aA819m726sQmcpuNfins2aQn23jk799g/px3tQv0V+MGuTf8T4WIqUSdfBOdv+jCxeUsO7mVXzz6iXkuxyYWnO8zceeei+1rT6ybAYtXUHCpskf3z7Gt/+ym4ipqS52cd8NK6jMy8LlOHl3VyEyWY7Txq8+djqd/jCf+u2b+ILjt11For8aPci/430sREolKm8ezv5HfWdTboeVUESjNZR67PhCEX74j71868ld/OT5/QAsrczhx9etoNDtIDfLRmnOybu7CpHpFpbncO8NK9l+vJ1/e3jzuFXeJQqkBUqprUqpbX3+Hft4/riMRogRSlTeHJs9dfhCHGzsZPeJDvY3duKKc9Ff39lUU2cQi1IYCho7gzgsBl5/mOf2RJf6VlUX8N1rl+F2Wil0OygcZHdXISaDdy0q5avvWchftp3o7c041hJV2S0clyMKMU7i9ZhbvXYD+xq8tPtCRCIaq0WhgHBE09wVPKnzdd/y72DEjL5iUxAMm9R1BOjqWa64bFEpX7psHjarhRKPA1dP2/7RlJ4Lke4+dd4sdhxv5/t/28PCcg8XLxjbyrtE1yEdGdMjCTGB1u9u4LZHtuD1hwmbJhEzus4cNjVZNgvFHkfcJqN9y79thupZstNo6N1+vNjt4PbL52OzGP3KugeWnh9q6uSW/3sLj9PK3BKPhJPIeEopvvOBZexr6OTWBzbzlzXnMa1g7NpQyZlXMSl995ndtHaH0IDVYvSe9LRbDKqL3YM2GY2di+oMhMjLthExNWETYh1UPE4rX3zXXBxWCxV5/cu6+y73ef1hmruCmFrTHQgP2ulBiEyTZbfw84+cCsBn120iGB67jnIj3TFWiLR2sKkLQ9G72ZihoqES6PPHM7CXXGy5rTMQIhAysSqi1yP1pNG0/Cw+c+Eczp9fTGmcrcb7Lvc1dQYwUCgDQqaWHVtFRou3E+2Vyyr4w8ajfOI3b/DepeVDPkYyu84Oa4aklDplOLcXIl1Yjeivuoa4veRiy2117T4KXXY8TiveYISQGd3YLjfLSqHLgdMWvcZoYBhB/9LzYMREKdD6nW4Psu2DmEyWVOZy5qwCXt7fxKGmrjF5zOEu2f3PmBxViHE2qzAbU0c7cWsdDRWLAruh2NfQSW2rj2zbO7/+v3jxIIaKhoc/ZNLgDfQu0xW57ZR4HLT5gvzwH/t4YU9j3GP2LT23WwwiOloyHuv2INs+iMnmPUvKyc+28ce3awlFRr90N9xAkgssREZ479JylIJAxMQfNglETCIatIICl425JW5Cpu49r3O4uQubRdEVDFPb5usNIwPIz7Zjs1jwOG1xL6iN6Vt6nmUzMJSi0G3D7bDKtg9iUrJbDd6/sormriDPjcH50eGeQ/rGqI8oxCgNVVq9fncDj7x9jCK3nZbOIIFINF1inXyaO0M4rNGA6Q6G+cnz+yn1OKlp7aK5K9RzW0XE1DhsBlaLgcVQdPhCNHUGONzczeq1G/odd+CYvv+hFQDj0t1biHQyp8TNyml5vLK/iTNnFZCXbR/xYw0rkLTWj4/4SEKMgWS6eseq3XKznHT4wqA06Oh5HYdVoYFGbwC3w4rVUNS2dnPmrEI210Y31bNbFEVuB02dAXKc1t4wOt7uA8BhUf2OC8Qf01WLWXfzqon/IQkxwS5dVMq2Y+38Y1c9Hzx12ogfR8q+RUZJpi9d31ZBseKCnmI7tI7+OxCOEDY1XYEwoPjTluMAuOwW8rKjLYA+fcFsHLbocltTZwAAhaIkx9nvuMn2yhNissrLtnNWdSGbjrbR5A2M+HGk7FtklIEb6cHJ1Wt9L261WwzCZnSGZLcamFqjIxqroej0h2jsDPaWgnucVm67dD4XLyqhPDcLi6FYOT2fu5/eRVcwgoLoDEv3P66GIcckxGR37twiXjnQxOuHmrliWcWIHmO4Zd8updRHlFJPjehoQozStPxsmjoDvT3pDjZ20tQZ6Fe91rfarchtJ2JqIlpTluOgINuGoRROm4XW7tA7YeSwkOu08vOXDrD3hLdfWXd3yMRpNbBZomF0vN1Hhy/UWzWXqNO4EFOFx2ljcUUubx9tG3HF3ZCBpJSyK6WuUUo9BNQBlwA/H9HRhBils6oLaOwMRvvMqeiSXGNnkLOqC3pv07farSsQxm41UEBdux+Xw8rX37uIuaWe3r50eVk2ynKcuJ02nFaDX750qPexYstxZblOQMX+o97r762aS9RpfKiNAYWYTE6fWYAvFGFvvXdE9x90yU4pdSmwGng38DxwP3CG1vrjIzqSEGPgtYMtlHjsdPjCBCMmdotBTpaV1w62sKbP7WIFDnc+sYPcbIXDatAZCNMViPDLlw9S0xotUCh02SjItmO1RKvpYkUOMbElQqUUFXnRYohA2ERp1dtNHOAuTq6oix1/YLHDB2vbeO1gizRgFZPOzKJs7FaD/Q2dLK7IHfb9E51D+ivwEnCu1voQgFLq3pENU4ixUdPaTaHLQZHb2fs5rTX7Grxc/qMXONQcDZPqIhcANkt0eS4UMbEoRXNXkHBP94XKvCyUojeM4OSltr7nozxOW2+peInH2S9EBnYaB1i9dkNvsQPQs6WFn5+uP0B+tg2vP8yJdj9vH23lMxfOZs275o3Lz0yIiWI1DKqLXOxr6BzR/RMt2Z0KbAD+oZT6u1Lqk8DJG8gIMcYSLXPFO1/T3BWgrTvI/sauaGdurdnX0Mmeei/BcIRQxCQYMqlp9UULHIA7r1zEZy+ag+4pB4/XTggSb/w3lHgbA7Z3hwiFzWgw9hRXmFrz0/UHZDlPTApV+dm0dAVHdB5p0EDSWm/SWt+htZ4N/AewErArpZ5WSt2c7AGUUhal1Cal1JM9Hxf0BNy+nvf5wx61mLT67tjad5kr9mQdLyBaukIYSmFRCoth9LxFCxDqOwL4gxFqWrt7Z0azi1xcOL+EK1dU8K1rlsTd1C8m0cZ/Q4kXnoGICQoMFIahUEphMRRh05QycTEp5GdHK07bukPDvm9SVXZa61e01p8FKoEfA2cN4xi3Arv6fPxl4Fmt9Vzg2Z6PhQCGvs4oXkC4HRY071xrFBWdCYUimppWHxEd7fhd4LJzy/nVlOc6ezfVe+fW8V24oIR1N6/ipTsuZt3Nq5I+3xMvPGNNXvuOVWtwWAwpExeTQqxTQ5svOOz7JipqGKxX+C7g35N5cKVUFXAF8G3giz2fvhq4sOffvwXWA3ck83hi8kvmOqO+HRlqWrsJRaIzn9hFr1prTA0WA2K7TRgK5pV4+OS5s7h6ZSWv7m/iu8/sZm9DJ5aeO9e1+8b0fM6FC0pOKna4enkFP11/gIjWWHq6gWsNuS6blImLSSFOI/ykJSpqeIroC8e+D6+BYqCE5M4n/Ri4HfD0+Vyp1roOQGtdp5SK+3KzZ1nwZoDp04feR0NMDn2LCGLi7VvUt3otHDHx+sMYSmP0THXC5juznhmF2dxz7TIq87Moy3Hy8r6m6LJghx+Fpqf6G4uK7pf0w3/s4y/b6vjyexaOuvotXrEDwE/XHyAUMXFYDHJdNmwWizReFUD/576issoUj2b4Yudp423RMpREW5gv7fuxUmom0ZnMu4D/HOqBlVLvAxq01m8ppS4c7sC01muBtQCnnXZaohUVkQGGaogac8v51dz5xA66g2GybBZ8ochJRQR9l/UAij1OtNa0+0KEzejsKPYLs6jcw7ffv5SyXCelHidGz7blNosi0jOTUkRvH+nzW3a4pfukHnljZc275rGsKk8ar4q4+j73VS9clnHPfb6eV3hXL69kadXwSr+HbB2klJoLfA04E/gBsEZrnczZqnOAq5RS7wWcQI5S6v+AeqVUec/sqByQ0qJJLpmGqDHxlrkGPlkPXNbTWpPbs259ztxi/vj2MQBOn5nPf1y1mGK3g2KPA9Vz4iZ2f7vFoCsSiZ7P6fNnbyiImLr33NV4BMVgMychMl1jT9/H6mLXsO+b6BzSEqJBtBi4B/ik1joy2O0H0lp/BfhKz2NdCHxJa/0RpdT3gJuAu3ve/2nYoxYZZeCMZqjtvId6su67rKe1jhYOBMIEI7o3jC5eUMIdl8+nwOXo3SBv4P2LPQ66m7tPqmgwiG7UJ/3ohBi++g4/lXlZ/YqGkpXoHluAGqLnks4AzlB9SoO01msGud9Q7gYe6rmu6SjwoRE+jsgQyRQqxDPYMl9sWa8rEMJqGHQFwzT1aZJ6zYoKPnvxHApcDgpcJ+/NEru/zaIodttp6HynGsiqQBnR7SekH50Qw2NqzcHGLi6YVzyi+ycKpE+MbEgn01qvJ1pNh9a6mWg/PDFFJFOoAP0DyOOw0tgZIDfLnvA4CAAAIABJREFUFneZ75ojLfzvK4ejXbgVvTu8fuzsGfzTqhkUuh2DbhTWd1kwGDZZWObB6w9R1xHAalGUehxYLUp2eBVimI61+ugMhLlk4ciWoxMVNfw23ueVUk7gyhEdTUxJyRQqDDzPtL+hk7CpcdmtKLvqt8wXCEd4+O1j5GTZCEZMgj3VCNcsr+CjZ82kyOMgx2kbbDhA/GXBWCDWtnZT4nFKoYEQw7TjeDsKuGj+GAdSX0opC3AZ7zRbfQl4eERHFFNOMoUKfc8zef3RbSE00eW+6Sobj9NGls3C0ZYufvbCQfyhMG3d4d7TPx6HhcMt3ZTkOHGPYO06Nk4JICFGJhQxefNIKwvLc8iPs1SejIR/uUqp84EbiV7cupFo5dwsrbWc6RXDMtSTfew8k9cf4nibv7cW29RwvM1PRV70dsVuJwcaO/H6w733tRjRUtOali7ePNTS77zTWdUF0llbiAmwpaaN7mCEs2cXjvgxElXZ1RItOvgZcJvW2quUOiRhJMZD7DxTozeAUmAzjOj24wBo6tp8FLgdnD4zn821bb33s1kUhlJETJPuYKTfst/h5k42Hm6h2G2nyO0YtNx8YPGEhJgQwxMxNS/sbaQsx8msouGXe8ck6mX3KNHeddcDVyqlXCRu+SXEkAbr5B3r++YPR4BoKyCLobAZ0codE7hkQQm/ee1w72NZezbL06ZGKUU4ovv1wevwhTEUeP3huH3xYuPp28z1UFMn9z63n8PNnXGbuwohTrbxcAvNXUEuW1yKUiPvHZSo2/etwEzgh8BFwF6gWCl1nVLKPeIjiikrUSfvWNNUl91KxASrRVGZ62RWsYfy3GjLnz9sPEooonFYDfKzrNisBqbWqJ5gCpnRmZTXH71uu++usjEDy80HNnONtiCCDt/gISaEeIc/FOG53Q3MKnIxv9Qz9B0SSNjtW0c9p7X+Z6LhdCNwDXB4VEcVU1Iynbzvu2ElFXlZlOY4cNosdAVCtHWHqGn1YWqYX+bh9svmk2W3Up7rpDIvi0jPuSaH1SBkao63+fH6Q9gtBqaOXuQaM7DcfOCeRcmEmBDiHU9vr6M7EOa9S8pHNTuCBIHUs4V5L611SGv9Z631jcD/juqoYkqKt2FdvE7ed16xkNwsO+2+IIGwxhuIFjCcOj2PH3xoGZctKeObVy+hNCeL4+1+IqaOriVrHe2ejaahw09OlhVTg8dpHXRzvYF7FiUTYkKIqAONnbxxuJVz5xZRmZ816sdLNEP6qVLqir6fUEoZSqlfA8tGfWQx5cTbsG7gk70v+P/bu+/wuMoz7+Pfe4pm1G1ZllxkYxvbuBuDY2oImE4cSmwITmOzIfDubt5ACAESQgm8EEyW7JLsbhJSNmFhcQimhVACJOCQ0Ay49wK4qMvqGk05z/vHOZJHZUbFGk3R/bkuX9acmdE8R7bPz+ec+7mfCNNL81m1fD4LJ43u7Is1KtvL/sOt3P7MFnZVNHH2nFKuPWMaYWcOUsQyBC1DxDK4RGiPGKaMyeO6pdOZWpwXc3G97msW5fvtECvIjh1iSin73+qT7x9gTG4WZ88qHZLvGa/s+zzgRRHxGWOedCbEPgE0ohNj1SD0NUG2KRCipjlIWzDMXc9t5a29dQDkZLnJ87nJ9Xmobw1y53NbcbmE+17Y1qXKxjgPLMtiyZQxPHbNyQDE63HVfY7U1OI8Pr/ErrLTTtxK9c4Yw5MfHKChLcQ1n5xGlqdfa732KV6nhg9F5BzgJWfNoi8Bbxtjboj1HqXiiTdBtq4lSH1rkOZAmFuf3sSmg40AlOb78LqFPL8Xj0vI8rg7Ozbsq23F44Ko2z0YIGQxoDOa3uZIDbZRo1IjwVv76thyqJEL5o5j8pjBl3l3F28e0gnOlzcBDwMvA490bDfGvD9ko1AjRveDvzGGqqYAzYEwtc3t3LxmE3trWhDg60un8/i6/eT6PHhc0nnDNPq+k0sEl1sIW1bnGZLXJXpGo1SC7Ktp4fmN5RxXms/pM4qH9HvHu2T3QNTXG4HSqG0GWDqkI1EjjmUZKpsCtAUjHDzcxk1rNlLeEMAl9v2mx9ftp6U9jGAvwtehprmd1mAEyzKELYPbZcjyuAhH7McIrHzoLb3UptQQO9wS5NG3P2J0rpcrFk/CdZRVdd3Fu2R31pB+kso4/V0FtjehiEVFQ4BQxGJ3VTM3r9nI4daQPdHVQHlDGyX5PvL9Hqqa7OUhivN81DS3U90cpCQ/i9E5Xg4cbiNsQcSye9+5BSYU+uMuAqiUGpjPnzSZxkCIK372Jh6X8Pi1pzBt7NBPRx3wnSgROVdEXh7ykai0Em+Sa18CoQiH6tsIRSw27K/nm79bb4eRgNsNHfdHq5qC+DxuSvKzaA1GaGgL0RqMUJKfRXGen4LsLCYV5eD3uEDA73VRNjqHguwsndCq1BBqD0e49uH32F3VzH994cSEhBHEn4e0VER2ikiziDwiInNEZB32Ans/TchoVNroa5JrLC3tYcqduUN/213DTWs20hKM4HXWIcLY94XcLhciUN3UzphcH4XZXv5681IKsr2MyT2yAmy+38v0kjxcIkx3/pHsrW5me0UjFQ0BdlU2JvTnoFSms4zhhsc38ObeWn54+YIhv28ULd4Z0gPANcAY7HLvt4D/McacaIx5MmEjUmmhP5Ncu6tvDVLZGMAYw4ubK7jj2S2EIoay0dkUZnvJ93ucCan2dWlxOiZEz1WKNZcpN8tNTXM7hxraCEcMbhGCEYum9oj2oVNqkIwx/GHDIf64sZzvXDiLyxaVJfTz4gWSMca8ZoxpN8Y8DVQbYx5M6GhU2ujPJNcOHZV0dS32vaDV7+7n/pd2YBmYWZrHj688nrLROYQtw9h8PxYGy7J/uaXryq3dJ7J2TFy9+vSpHG61e9iJy666EYSiXK9etlNqEIwxvLSlgrf31XHtGdO4Zhgmh8cLpFEi8tmOX4B0e6xGsFjB0H3+j2UZKhrtsm5jDD9/fQ8POQGxaPIofnTFQkbn+vinM6Z1NlWdUOhHXBAxMLU4t0t3hY4mrCX5/i7dF75xzkzy/R68LiFiGTwuYcIoP2NyfdqHTqlB+MuOatbuquGkqUXccuGso+5T1x/xyr5fp2tHhujHBtDLdhmqr+q5judbg2GCYYsstzCjtKAzjFY+9Bb7D7dSNiqbFSeWccIxo4lYhgf+tJMXt1QA8MkZxdx60Wx8XjelBT6mFo/H53V3TppdNGl0zKq9WIv9zSjJp6opQE7Wkb/WrcGw9qFTaoBe31HFK9sqWTRpFJ9ZOGFYwgjil31/ZVhGoFJKR/VcxyJ33cuno58fV+Dv0f6n47kCv4dDDW088PJO/vlTx/Lilgr+tqcWgE/PH8/158zA43YxrsBPdpZ9Lyo6aF7bXsWqF7dz7SPvATB1TA63XDg7bgl3X62JlFJ9W7uzmpe2VrKwrJDlJ5YN+VyjeOJ1aujeIsgANcAbxph9CR2VSpro6jmAnCxPZ6ueM2eVxH0e7BVcfR43YcvC73ETscLc9+J2WoL2/aYvnDSZfzxtCm6Xi9KoMIr22vYqvv3EBg63hnA5/xZ2V7dw4xMb+NcVC2OGUrzWREqpvv11VzUvbqlgQVkhK04c+omvfYl3ya63lZamALeKyJ3GmNWJGZJKpv2HWxmV7e2yLbp6Lt7zBsjzuQk7zeUaAyEqG9s7G6Aumz+er54+FZcI4wr9+L09wwjsQGkKhHG7pPMfhFiG5vYjwRhLrMt5Sqn41u60w2jexEIuP3ESbtfwhhHEv2T3/d62i0gR8AqggZSBJo3O6XEfpnvZdW/PTxyVTShiV9Nle900tAWpdDosABTleHnv48Os21fHxYsmxgwjsEMvbFl43C4iliFsWVgGJAK7qpoSsNdKjWwdYTR/YiFXLE5OGMEgOjUYY+romCiiMk5f1XO9PR8MW1y+uIzLTywjbBka2kI9wqg4z+7aveaDg3HDCOzQ87jsMApFjjRNBWgKhHVekVJDqCOMFpQlN4xgcK2DlgKHEzAWlQJilVXHKrsuzvPxjaUzWDR5NEumFXHJggmdi+oBjMnNojjPh4iQ5/NwqL6tzzFce8Y08v0eQhF7JdiOPBKB0Tk6r0ipofJ6VBgl6zJdtHhFDZsBq9vmIuAQ8OVEDkolV1/3YTqeD4QiVDbabYAA3txTy6/f/BDLgMcljMnLotDvRUTwuqXfS4GfOauEH65YyNUPr+v83lluYVxhNvl+j84rUmoIvL6zmpdSKIwgflHDROD4qMcGqDXGtCR2SCpVRc9PGl/oZ/kJZSyZWgTAn7ZUdHZfmDgqmy8smcz/vP0RgXCEfJ9nwCXYZ84q4RNTinRekVIJ8Mau1AsjiB9I+4wxHw3bSFRKi55/lJflpqIhwIOv7uK6pTP4qK6Fn75uX0abPjaP+5bPpyg3i9ICH79/7wAH69sGVYKt84qUGnpv7qnh+c3JraaLJV4glfQyF6mTMeZHCRiPSlE/X7sXjwu8bheWZcj22kuJ/+iVnVQ12feMFpYVcvel88jzefB53Vx2QhnLF08a9GfqvCKlhta6D+v4w8ZyZo8v4HNJLmDoTbxAcgN5aEWdAj6uayE3y4Pl3NMxxtAYCNMYCANw2rFjuG3ZHLI8LnxeN+ML/LiG4C+7zitSamhsPtjAUx8cZEZJHis/kXphBPEDqdwYc9ewjUSlrEAoQkm+n5rmdrK9bizjNExtt7svXDhvHDecOxO3S+KG0dGsMKuU6urzJ03u92v/vruGO5/dwqLJo3jk6pO63JdNJfHKvlMvPtWw61hQ73OLJxG2DC3BMAfr2zrD6FMzxnLjeXYY+fsIo8GuMKuUGrxt5Y187eF1TC3O5df/8ImUDSOIH0hnD9soVEqKXlBvybQivnraVOpaQrSF7NkAF80bxx0Xz0HEDqNxcS7TDXaFWaXU4FU1Bvjqb94lz+/ht/+4hFE5WckeUlzxWgfVDedAVOowxlDd3E6zc38IoKIhwG/e/JC2UASXwLfPP47z544D6DOMoO8eeUqpodUWjPC1h9dxuDXE7//PKYwr9Cd7SH1K3XM3lRQRy1DZGCAQtRrsvpoWblqzkdrmIFkeF7cvm82pxxYD/Qsj6LtHnlJqaN3+zGY2Hmzg5188kXkTC5M9nH4ZcOsglbnawxEO1bd1CaMthxq4/nfrqW0OkpvlZtXy+Z1h5OtnGEH/V5hVSh29x9ft5/fvHeDrZ03nPOdKRjrQMyQF2MUL1U3tWFGdTN/eV8udz26lPWwxOsfL/csXcGxJHkC/S7ujK+vystyICA1tIZ1TpFSC7Kxs4ranN3PqsWO4/pyZyR7OgGggKepbg9S1BLtse2VbJate3EHEMowv9HP/igVMHJUNQHaWm9L8/oVR9OqzdqcFi7svmadBpFQChCMW33p8A3k+Dw9euSgl5xrFo5fsRjBj7PWLuofRk+8f4N7ntxOxDMeOzeUnKxd1hlFOlqffl+m0sk6p4fXztXvZdLCBuy+dx9h8X7KHM2B6hjRC9Va8YIzhv//+IY+89TEA8ycWcs+l88jzH1muvLTAXkqiP7SyTqnh81FtCw++sotPzx/PRfPHJ3s4g6KBNAIFwxaVjQFCkSOri0Qsw49f3cUfNpYDcMq0Mdy+bDY+ZzG9XJ+Hkvz+hxFoZZ1Sw+m+F7bjcQt3fGZOsocyaBpII0z3NYzADqh7X9jG2p01AJw/t5Qbzzuu8/pzns/D2AGGEfSvW7e2E1Lq6L2zr44XNldww7kzKSlI/flGseg9pBGk2WkDFB1GrcEw331qU2cYXX5iGd8+/0gY5Q4yjKDv1We1nZBSQ+PfXt5JaYGPr30yvadR6BnSCNFbJV1Da4hbntzEjsomAK755FSuXHKkYWNO1sAv03UXr1t3dNFDx+e1BsP8fO1ePUtSqp82Hqjnzb21fPeiWWRnuZM9nKOigZThemsDBFDZGOCmJzay/3AbLoFvnTuTC6NuhA60gGEwtOhBqaP30Nq95Ps8rFzS/+7fqUov2WWwiGUobwj0CKMPa1v4v499wP7DbXjdwp2fmTvsYQR20UNbVJUfaNGDUgNR3xrkpS0VrFhcRr7f2/cbUpwGUoYKhCIcPNy1DRDA1kONXL96PTXNQXKy3KxavoDTZxR3Pp/rG54wAm0npNTR+sPGckIRw4oTy5I9lCGhl+wyUFMgRE1zEBPVBgjg3Q/ruOOZLQTCFqOyvaxaPp8Zpfmdzw+2mm6wdIlypQbvf9/+mF+u3UtpgY854wuSPZwhoYGUYepagtS3Bnts//P2Ku57YTthyzCuwM/9K+Z3uTSW5/MkpVxUlyhXanBa28N8XNfKWbNKhu0/kYmmgZQh7DZA7bS0h3s89/QHB/nJn3djgKnFuaxaPp/ivCNtRZIVRkqpwdtV1YwBjou6ypHuNJAyQDhiUdEYIBi2umw3xvDbNz/i4Tc/AmDuhALuvWxel5ufGkZKpac91c1ke91MHJ2d7KEMGQ2kNNdb5wUAyxh+8ufdPLP+EAAnTS3ijs/Mwe89Mk9Bw0ip9PVRXSuTi3JwZcjlOtBASmuxihdCEYv7XtjOX3ZUA3DO7BJuOv84PO4jRZUdHRiUUumnLRihuqmdRZNGJXsoQyphZd8iMklE/iIi20Rki4hc52wvEpGXRWSX8/voRI0hk9U2t1Pd1N4jjNqCEW59anNnGC0/YSK3XDirRxgdbQcGpVTyHKxvA8ioy3WQ2HlIYeBbxpjZwMnAv4jIHOAW4FVjzAzgVeex6ifLMlQ0BGhoC/V4rqEtxI1PbGDdR4cBuPr0qfzzmcd2OaXXMFIq/VU0BgAYX5hZgZSwS3bGmHKg3Pm6SUS2AROBS4AznZf9FngNuDlR48gkvS0b0aGqMcDNazbxUV0rLoHrz5nJsgVd10SJDiPtsq1U+qpoCJDn85Dny6y7LsPSqUFEpgCLgLeBUiesOkKr16OgiFwjIutEZF11dfVwDDOltQUjHKpv6zWMPq5t5Rur1/NRXStet3D7sjk9wiivWxhpl22lUlP0sa+pvq7X11Q1BSgpyLx7wAkPJBHJA9YA1xtjGvv7PmPMQ8aYxcaYxWPHjk3cANNAQ1uI8oY2rG73iwC2VzTyjdUfUNXUTrbXzQ8+O58zZnb9eeX57Wq6jst0urS4Uqkr+tiXP6qot+epbmqnJAOLkhIaSCLixQ6jR40xTzqbK0VkvPP8eED/Wx5HTXM7tc3tvT733keHueHxDTQGwhRme/nRFQs5YXLXGpE8v4eS/K6l3fsPt5Lt7dqmXrtsK5UemgJh2sMWY/M0kPpN7P+O/wrYZoz5UdRTzwJXOV9fBTyTqDGks47ihcZeihcAXttRzXee3EQgZFGS7+PHVx7PceO6ztjO93t7hBFol22l0lmN8x/UYj1DGpDTgC8BS0VkvfPrIuA+4FwR2QWc6zxWUUIRi4P1bbQGe7YBAnh2wyHufm4rYctwzJgcfrJyEZOKuoZJvt8bc56RdtlWKn1VdwRSBp4hJbLK7g0gVm3x2Yn63HQXq/MC2NeO73thOy9vs69y5mS5uerkY3oEz6YDDax+d3/MCjrtsq1U+qppasfrFgqz03/9o+4yq2YwzTW3h3ud7Ap2K6Dbn9nC3/fUAnYYjc7x8os39pGT5WHJNPvm56YDDTzw8k68bulSQXcX9AilRASQlpMrlVjVze0U5/kyqmVQB12gL0UcbglS1RjoNYxCEYsfPL+9M4zyfR4mFvrJzfLgcQmr391vb/d7Wf3u/qRV0Gk5uVKJV93UnpGX60ADKensZSMCHO5lDSOwiw1ue3ozrzoH9cJsD+OiVnT1e11UNLaR57d70yWzgk7LyZVKrGDY4nBriNIMnIMEeskuqSKWobIx0GOZ8Q6NbSG++9Rmtpbb07fGFfjxuOjS9icQspg4Kqezmm7S6ByqmgLkZB35ox2uCrr9h1sZ1e26tpaTKzV4RblZfP6kyZ2PN+yvB2DFiWVcMG98rLelLT1DSpJg2OJQfVvMMKpuauf6361na3kjAlx39gyuP3sGEWMHjMHQFopgGfi/S6d3vi+ZFXRaTq5UYu2obAJgZgYtyhdNAykJ4rUBAthf18o3Vn/Ah7WteFzCbctmc8nxE1gyrYjrls5gTK6PpkCYknw/91w6r2cF3cVzKcn309AWoiTfz10Xzx2WwgItJ1cqsbYeaiQny80xY3KTPZSE0Et2w6wxEKK2lzWMOuysbOKWNZuobwvh97q46+K5LJ5ypH3IkmlFLJlW1GsHhg6JqqDri5aTK5VYW8sbmTUuH7cr8yrsQANpWNU2t/e6bESHDz4+zG3PbKE1GKHA7+G+5fOZNa6gx+vsRqmpudJrssJQqUxnWYathxq5bNHEZA8lYTSQhoFlGaqa2mN2XgBYu6uae/64jVDEUJLv4/7lC5g8pue9F112XKmR6cPaFprbw8yfWJjsoSSMBlKChSIWFQ29r2HU4bmN5fz7KzuxDEwuyuH+5fN7DR0NI6VGrk0HGwCYp4GkBiNeGyCw5yA99s5+fvnGPgBmjcvnB5+d32tLEA0jpUa2Dfsb8HtdzCzNS/ZQEkYDKUH6Kl6wjOFnr+/hifcOAnDiMaO56+K5ZGe5e7w2z+eJ2ShVKTUybDxQz7wJhXjcmVscnbl7lkS1ze3UxOhJBxCOWKx6cUdnGJ113FjuvWxer2GU64SRZGDfKqVU/4QiFpsPNbCgbFSyh5JQeoY0hPpTvBAIRbjrua28tddemviShRP4+tLpvZZx5kYtO66UGrl2VjYRCFksnJS5949AA2nIhCIWlY0BguHYxQtNAbsV0JZDdiugq045hi+fckyvgaNhpJTqsPGAXdBw/CQ9Q1J96Kt4AexVHm9es4l9NS0IdrufS2PMJ9AwUkpF23ignsJsL5OLMrsNlwbSUWoKhKiJU7wAcOBwKzc9sYmKxgBul3DLBbM4e3bvk0c1jJRS3W080MCCssKMPy5oUcNRqG1uj7mgXoddlU1ct3o9FY0B/B4X9142T8NIKdVvgVCEHRVNGT0htoOeIQ1Cf4oXANbvr+e2pzfT4rQCuvey+cyZ0LMVEGgYKaV6t6uymbBlMnpCbAcNpAHqT+cFgDd21XD3H7cSihiK87JYtXwBU4t779CrYaSUimVruV3QMGd87/+ZzSQaSAPQn+IFgBc2lfPAy3YroLLR2dy/YgHjYnRZyNN5RkqpOLaVN5GT5c74ggbQQOq3vjovdFj9zsc89Fe7FdDM0jzu++x8RuVk9fpabQeklOrLzsomZpTk4crQJSeiaSD1Q1/LRoDdl+7na/fy+LoDAJwweRR3XTK3y1Li0TSMlFL9sauqmU/NHJvsYQwLDaQ4+lu8ELEM//qnHby0pRKAM2YW890LZ5Pl6b2IMd7iekop1cEyhrqmdo4dm7kNVaNpIMXQn84LAO2hCHf/cRt/31MLwLIF47nu7BkxV3TUMFJK9Vd7yD7+TC3O/PtHoIHUq7ZghKqmvosXmtvDfO/pzZ1tPb548mS+cuqUmAUKGkZKqYEIOtW8x4zpvUI302ggddPQFqKupe/ihbqWIDev2cie6hYAvn7WsXz2hLKYr9cwUkoNVDBsIdjVuiOBBpLDGENtS5DGPooXAA7Vt3HTmo0cqrdbAd18wXGcM7s05us1jJRSgxGKWIzxe8j391y0MxNpIGEXJVQ1BWgLRvp87Z7qZm5es4m6liA+j4s7PjOHk6eNifn6PJ+GkVJqcEIRw4TCkXF2BBpIBMN28UJfnRfA7rh769ObaWmPkOfzcO9l8+K289DSbqXU0QhFLEoKRs5q0SM6kFqDYaoa27H6uF8E8Pc9Ndz13DaCYYsxuVmsWj6faXFKMXN12XGl1FEKW4axeSPnODJiA6mhNURtS3u/XvvSlgp++NIOLAMTR2XzwxULGFcY+8xHe9MppYZCxDKMzu2900smGnGBZIyhpjlIU6Dv4gWAx9ft52ev7wVgeondCqgozl+QnCwNI6XU0LCMYXTOyChogBEWSBHLUNkYIBDqu3jBGMMv39jHY+/sB+D4SYXcfck8cn2xf2Q5WR5KCzSMlFJDpzBGL8xMNGICaSDFCxHL8G8v7+T5zRUAnD69mO99OnYrIIDsLLeGkVJqyBX4R8xhemQE0kCKF4Jhi7v/uJW/7bZbAV00bxzfPHdmzFZAYIfRuAK/hpFSasjlxmjQnIkyfk8HUrzQ0h7mtmc2s36/3Qpo5ZJJXH361LhBo2GklEqkHJ872UMYNhkdSFVNAZoD8Tt1dzjcGuTmNZvYXdUMwD99ahqXL54U9z1+r5vSfA0jpVTiZHs1kNKeMabfYVTREODbT2zkYH0bLoGbzj+O8+aOi/sev9c+MxoJi2YppZLHr4E0cuyraeGmNRupbQ6S5XFx+7LZnHpscdz3+DSMlFLDxBenmCrTjOhA2nywge8+tZnm9jC5Pjf3XDqPBWWj4r7H53UzXsNIKTVM4lX3ZpoRG0hv7a3l+3/YSnvYoshpBdTXqoxZHpeeGSmlhlWWWwMpo72yrZJVL+4gYhnGF/r54YoFTBgVv6NulsfF+MLsuOXfSik11DwaSJlrzfsH+M+/7AHg2LG5rFq+IG4rINAwUkolj8c9co47IyaQjDH8+m8f8ujbHwMwf2Ih91w6j7w+ZkFrGCmlksk9gqaVjIhAiliGH7+6iz9sLAfglGljuH3ZbHx9lFNqGCmlkm0kHX8yPpCCYYt7X9jG2p01AJw/t5Qbzzuuzz9kr1vDSCmVfC49Q8oMrcEwtz+zhfc/rgfgisVlXHvGtD47K3jdLiaM0jBSSiVXns8zoo5DGRtItc3t3PD4BnZW2q2ArvnkVK5cMrnP92kYKaVSxdTi3BF1LMrIQDpwuJUv/eod9tW04BL41nnHceG8+K2AoOMynX9E/QVQSqlUkZGB9HFtKwcOt+J1C7cvm8Np0+O3AoIgWX6TAAAKjklEQVQjYTSSav6VUiqVZGQgnTq9mH//3PEEwxYLJ8VvBQQaRkoplQoyMpAALpo/nn01LX2+TsNIKaVSw4g+CmsYKaVU6kjKkVhELhCRHSKyW0RuScYYNIyUUiq1DPvRWETcwH8CFwJzgJUiMmc4x6BhpJRSqScZR+QlwG5jzF5jTBBYDVwyXB+uYaSUUqkpGUflicD+qMcHnG1diMg1IrJORNZVV1cPyQdrGCmlUl0ijn3pIhlH5t5mnZoeG4x5yBiz2BizeOzYsUf9oV63i3EaRkqpFDfUx750koyj8wFgUtTjMuBQIj+wI4y8GkZKKZWyknGEfheYISJTRSQLuBJ4NlEf5nFpGCmlVDoY9omxxpiwiHwdeAlwA782xmxJxGd5XC7Gj9IwUkqpdJCUTg3GmOeB5xP5GSKiYaSUUmkko4/WGkZKKZU+9IitlFIqJWggKaWUSgkaSEoppVKCBpJSSqmUoIGklFIqJWggKaWUSgkaSEoppVKCBpJSSqmUoIGklFIqJWggKaWUSgkaSEoppVKCBpJSSqmUoIGklFIqJYgxPVYPTzkiUg18NEwfVwzUDNNnDadM3S/QfUtHmbpf0L99qzHGXNDXNxKRF/vzukyRFoE0nERknTFmcbLHMdQydb9A9y0dZep+QWbvW6LpJTullFIpQQNJKaVUStBA6umhZA8gQTJ1v0D3LR1l6n5BZu9bQuk9JKWUUilBz5CUUkqlBA0kpZRSKUEDySEiF4jIDhHZLSK3JHs8R0NEJonIX0Rkm4hsEZHrnO1FIvKyiOxyfh+d7LEOhoi4ReQDEXnOeZwp+zVKRJ4Qke3On90pmbBvIvJN5+/hZhF5TET86bpfIvJrEakSkc1R22Lui4h8xzmm7BCR85Mz6vShgYR9gAP+E7gQmAOsFJE5yR3VUQkD3zLGzAZOBv7F2Z9bgFeNMTOAV53H6eg6YFvU40zZrweBF40xs4CF2PuY1vsmIhOBbwCLjTHzADdwJem7X78Buk9U7XVfnH9zVwJznff8l3OsUTFoINmWALuNMXuNMUFgNXBJksc0aMaYcmPM+87XTdgHtonY+/Rb52W/BS5NzggHT0TKgE8Dv4zanAn7VQCcAfwKwBgTNMbUkwH7BniAbBHxADnAIdJ0v4wxa4G6bptj7cslwGpjTLsxZh+wG/tYo2LQQLJNBPZHPT7gbEt7IjIFWAS8DZQaY8rBDi2gJHkjG7R/B24CrKhtmbBf04Bq4L+dy5G/FJFc0nzfjDEHgX8FPgbKgQZjzJ9I8/3qJta+ZOxxJVE0kGzSy7a0r4cXkTxgDXC9MaYx2eM5WiKyDKgyxryX7LEkgAc4AfipMWYR0EL6XMaKybmfcgkwFZgA5IrIF5M7qmGTkceVRNJAsh0AJkU9LsO+rJC2RMSLHUaPGmOedDZXish45/nxQFWyxjdIpwEXi8iH2JdVl4rII6T/foH9d/CAMeZt5/ET2AGV7vt2DrDPGFNtjAkBTwKnkv77FS3WvmTccSXRNJBs7wIzRGSqiGRh34h8NsljGjQREex7EduMMT+KeupZ4Crn66uAZ4Z7bEfDGPMdY0yZMWYK9p/Rn40xXyTN9wvAGFMB7BeR45xNZwNbSf99+xg4WURynL+XZ2Pf00z3/YoWa1+eBa4UEZ+ITAVmAO8kYXxpQzs1OETkIuz7E27g18aYe5I8pEETkdOBvwKbOHKv5bvY95EeByZjHyguN8Z0v0GbFkTkTOBGY8wyERlDBuyXiByPXayRBewFvoL9n8a03jcR+T7wOezqzw+Aq4E80nC/ROQx4EzsJSYqgTuAp4mxLyJyK/CP2Pt+vTHmhSQMO21oICmllEoJeslOKaVUStBAUkoplRI0kJRSSqUEDSSllFIpQQNJKaVUStBAUnGJyBgRWe/8qhCRg87X9SKytdtr7xSRG52vfyMi+5zXbhCRs6Ne95qILHa+nuJ0ST4/6vkHnc9xRW37BxGxRGRB1LbNTmukjseLRMQMtquyiMwVkT+LyE5nTLc5c2e67FsyOT+HCVGPf5nmjYCV6qSBpOIyxtQaY443xhwP/Az4N+fr4+naT64333Zee73z3i6cRqkvYXcmf8nZ5gIuw+4Bdka3txwAbo3zeSuBN5zfB0REsrEnMt5njJmJ3W37VOCfB/q9BvCZg+n8/A/YLXgAMMZcbYzZGvvlSqUPDSQ1HN6kZ1PJccCfgO8ZY6K7YpwFbAZ+Ss9geQ6YG9XNoJNzJrMC+4B9noj4BzjGzwN/cxp/YoxpBb5O135yC50zqF0i8jXnc8eLyFrnTHCziHzS2X6eiLwpIu+LyO+dvoKIyIcicruIvAHcJCKdM/eds8WNzte3i8i7zvd8SGwrgMXAo87nZXc721wpIpuc96yK+r7NInKPc6b6loiUDvBno9Sw0EBSw+EC7Nns0R4G/sMY8/tu21cCjwFPAcucnnwdLOB+7K4T3Z2G3TNtD/AacNEAxzgX6NK01fleeWIvDQGwAHvpi1OA251LZ58HXnLOBBcC60WkGPgecI4x5gRgHXBD1LcOGGNON8b8AMgSkWnO9s9hz/gH+2fzCWcNoWxgmTHmCed7fcE5a23r+IbOWFYBS7HPXj8hIh3LIOQCbxljFgJrga8N8Gej1LDQQFKDFavFR/T2H4rIXuAR4N5ur3sF+JKI5HRscPoIXgQ87XQnfxs4r9v7/he7N9rUbttXYjdcxfl9oJfthL736RljTJsxpgb4C/baNu8CXxGRO4H5zvpTJ2Mv9Pg3EVmP3d/smKjv97uorx8HrnC+/lzUc2eJyNsisgk7ZOb2Mf5PAK85TUzDwKMcueQZxD67BDt0p/TxvZRKCg0kNVi1QPdlp4uAmqjH3wamY58t/Lbba+/HDpzfi71wG9hnUoXAJrE7ep9Ot2BxDrYPADd3bHPuxSzHPmv5EPgJcKGI5Ee/V0QuiyrQWNxtPFuwL4dFv34a0OyEDPQMLOMs2HYGcBD4HxH5Mna4vdxx780YM8cY89Wo97VEff074AoRmel8v13O5cb/AlYYY+YDvwD6ugTZ21IHHULmSI+wCPZSF0qlHA0kNSjGmGagvKN6TkSKsAPljW6vs7CX5nb1Uv32TaAR+JVzD2glcLUxZorT0Xsq9v2gnG7v+w32sgZjncfnABuMMZOc9x6DvfRGl1VIjTFPRYXEum7f81HgdBE5x9mfbODH2MHZ4RIR8YvdzPVM4F0ROQZ7jaZfYHdYPwF4CzhNRKY73yvHCZzefo57sEPiNo6cHXWET41z72lF1FuagC5B63gb+JSIFDsBvRJ4vbfPVCpVaSCpo/Fl4HvOZak/A993DrBdOP87/3/YK712334VMB77wH8+8Meo51uwA+4z3d4XxA6LjpU5V2Lfc4q2Bvv+Tr8492MucfZnB3an9HeB/4h62TvO+N4C7jbGHMIOpvUi8gH2WdqDxphq7OKKx5wihbeAWXE+/nfAF3HuHzlLl//CGcPTzjg6/Ab4WUdRQ9T4y4HvYF9K3AC8b4xJ5yUd1Aik3b6VUkqlBD1DUkoplRI0kJRSSqUEDSSllFIpQQNJKaVUStBAUkoplRI0kJRSSqUEDSSllFIp4f8DRr6Y1QlZJyAAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# sns.scatterplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", - "# sns.lmplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", - "from scipy import stats\n", - "def r2(x, y):\n", - " return stats.pearsonr(x, y)[0] ** 2\n", - "\n", - "sns.jointplot(\n", - " x='true_mean_value', y='predicted_mean_value', \n", - " data=turkana, kind=\"reg\", stat_func=r2\n", - ")\n", - "ax = plt.gca()\n", - "ax.set_xlabel(f'{region} - Observation')\n", - "ax.set_ylabel(f'{region} - {model.upper()}');" - ] - }, { "cell_type": "code", "execution_count": 365, @@ -2976,46 +2554,9 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 451, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from typing import List\n", "scale = 1.5\n", @@ -3029,12 +2570,6 @@ " gdf_ = gdf.loc[gdf.region_name == region]\n", " gdf_.plot(color='#57bfd0', ax=ax, alpha=0.9)\n", "\n", - " # https://stackoverflow.com/a/38902492/9940782\n", - " # gdf['coords'] = gdf['geometry'].apply(lambda x: x.representative_point().coords[:])\n", - " # gdf['coords'] = [coords[0] for coords in gdf['coords']]\n", - " # for idx, row in gdf.iterrows():\n", - " # plt.annotate(s=row['region_name'], xy=row['coords'],\n", - " # horizontalalignment='center')\n", " gdf_.apply(\n", " lambda x: ax.annotate(\n", " s=x.region_name, xy=x.geometry.centroid.coords[0], ha='center'\n", @@ -3054,21 +2589,105 @@ "\n", "# highlight_selected_regions(regions=['KITUI'])\n", "# highlight_selected_regions(['BUSIA', 'KIAMBU', 'HOMA BAY'])\n", - "highlight_selected_regions(['BUSIA'])\n", - "highlight_selected_regions(['KIAMBU'])\n", - "highlight_selected_regions(['HOMA BAY'])" + "# highlight_selected_regions(['BUSIA'])\n", + "# highlight_selected_regions(['KIAMBU'])\n", + "# highlight_selected_regions(['HOMA BAY'])" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 425, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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AWqxe5C1YEvBW4Pgur7+T9j1wvoQlHzcAS7BVJIuBFbVq5ak+/q0Dy3wC0RCE0buwX4xkw5O1auUUlwcMwuj9wJ+6PKYA1iX03dgOn/n4wEtqgjCajF0Efx81cGt4ENvM72YsoWhuI38YSySuxWr00q7T24vdTE8CXlWrVr6Z8uv/SFY7Ubay2ncAcoxumXQ/Pgm8EViWwLHLbBL2s31lEEbvctgxVHKsPrT+JuAPgcTn/3PmdNrvEjoeq5v4ifTCOUajiPWTPpMHyMkIRH0ToUeABb5jkR85UKtWnM+PBmG0DLiR8g6hJu1Z4G3Af2k0opzqDaB+GZsaXuo5HOnPrcAltWrlgM8gsrwKo9m5KHnImslBGJ3j+qC1auUB4PdcH1d+ZBbweeDrWa/wFreCMBoThNFPA7cD/4aSh7w6CLzOd/IAOUgggjD6M2yuqdn9wDWAhmL9Sqpx0XewimhJziuxbcLfXu/+KQUWhNGlWIHylwHnib+k6o9GrsbwJfMJBPALwCewyuCPYpWsy2vVyjqg4jMwGZXYOVGrVrZgS5okWbOx2ojrgzDSypeCCsJoCvBFbFWA5NtVWBfQTMh0EWW99mFVh10ev5tmPDJKkpucJVGkKa2djyUR/wf4aBaGRsWpN2AdFyXfngdeX6tWjvgOpCHTCUS9yGtU8lDvsrcEW8pyhHxu5FIETyZ47K9iezxIOsYBfwa8MQijX3PZ30P8qU9Pvdd3HOLEO2vVylbfQTTLdALRShBGrwS+zrHrcsWPJBMI7cLqxxnA5iCM/gRrpqPW4vn286hYsgj+C/ic7yBGykMNxI/UO6W9FtsnQ/w6CmxJ8PgPADcleHxpbwLwIeCmIIzW+A5G+lOfAn6f7zhkYNuAt2dx2XWuEohatfI88E7gM1g3sK9jvcLv8BlXST1aq1aOJnXwWrVyGPhdrHJc/FgBXBOE0V8EYaSalPx5GXCe7yBkYG+oVSu7fQfRSq4SiLrjsU1I5taqlZ8E1mBL0vZ5jap8Ei9grVUrPwT+KenXkY7GYyugtgRhFNY3WpJ8UO1D/kW1auX7voNoJxedKHsRhNH7gA/7jqMkDgGLatVKkjUQANTn4v8w6deRnh0F3lKrVj7jOxBpr97k7U7fcchA7gTW1KqVg74DaSePIxAt1aqVj2AdDIeAA8BfYlX8P4caTrl2XUrJwyuwvh+SHWOBahBGaW8gJPG8x3cAMpCDwK9kOXmAAo1ANARh9EvAylq18gdN31sGXA2c6C2wYnG+E+dI9X79dwNnJvk60rdHgMuztqxMIAijk7Gbpom+Y5G+vadWrXzUdxDdFGYEosntWA+BH6nvr/AO4GkvERXP7CCMkt7s6jSscYpk0yLg6vreCpItb0TJQ559D/i47yB6UcQE4jHghpHfrFUrX8S2rH058Nm0gyqYiST43gnC6GPAN7ECWcmu+cCXgzD6TBBGk30HIxCE0XJASV1+PQO8MckVbi4VbgqjF0EYTcTqJNSMqj+P1aqVhUkdPAij+7CGRpIfNwOvrFUrO5J6gSCMfh54M/C2WrXyeFKvk1dBGJ0BXAk8gZZv5tVratXKf/sOoldFHIHoxZkoeRjEUwkf/6GEjy/unQ98tZ6cJ2UvtmT7Y+0eUN+yunSjIfWi1h8Ac9G5La/+OU/JA+SwlbUjau06mDlJHbi+c+DZSR1fEnUh8IkgjD4PBMDlwMnYaN+zwFZgD7AbeBGrcdmNLQt+ButseqC5414QRguB1wO/wnBB7auCMHoJcA0wFRjT1Gjn5Vj/gx9L6h+ZNUEYLQV+CCRa2CyJehj4bd9BxFXWKYwKtsxT+ndprVrZ7PqgQRidjXUXlfzaCGzo87n7sWLnfdgGX8t6eM6T2BTKjcDFwE8AP1mrVr7eZwy5EYTREuznvaDp27cBq/1EJH04CqxP4nyatLJOYTznO4AC+HYQRtUgjFxvE7zC8fEkfRvofx+TKcBCYDm9JQ8A84BXA3+CJQ9gIyGFPr8FYbQIm7ZY0O2xkml/msfkAcqbQGg55+CmY0PFPwjCaCZAEEZTHRz3gINjiH/LgXs9vv4i4NYgjD4YhNHFRUsmgjBagE1bLG7x16qByI+bgA/4DqJfhfpQxTDNdwAFcja24dJq4MZGMjGA+Q5iEv+mYQV9Se7Y2s1K4P9gtRKPB2H0D0EY/fIgG4MFYXSc72QkCKP5WPKwxGccMrAXsG6Th3wH0q+yFlHO8x1AwZwFTMKan1wOfGWAY41zEZBkwvFYS95t+E8M5wFvqX8dCsJoE/Bl4PO1auWYEckgjH4S63Xyvfq35mN39VOA/wD+MwijP/SxvXIQRvOw5KFTIbhGIPKhUm9ymFtlTSA0Z+jWf9eqleuDMNoC/NKAx/pn7K5RbceLYS62LHcvNu2VBROAK+pfHw/CaDNwLZYgzMZqOBorGr4LXMJw87Rx2PvzjUEY/S3w7Vq1cmsaQQdhNBereTg9jdeTRH0d+HvfQQyqdKswgjBajFVrJ7YUsYS+DLwOm/f+mVq1MtDumUEYfYvhYjgphhuBcyneTctObOTta7Vq5bZWDwjCaAzwIWBjrVr5335eJAijS4F/pXXNw0h3omLkLNsBrEiy6VpaivZhbqm+b8P7sJ0634aSB9d+BisGmofdsQ1qkoNjSLasATYD63wH4tgcrAju/wZh9ClgBnAP1lL/EWyUYyG2ouSefl4gCKNpwDfqx5b8+/UiJA9QkgSiVq3sCcLoGaDqO5YCO6v+5x0OjvV14CUOjiPZsg7YBKz3HUgCJgC/2ebv7sESiLlBGL0bm8o5gu02eyU2xTMW20DuIuDNtWrlcNPzX0O85EE1ENn1qSL1JylFAlH3l9jdgIbGk/V9B8f4d9Toq6jWADWsU2VZHMLOtSP7WpwN/GKLx38aSywa3pJMWJKyB7Cl74VRmmWc9YrpG33HUXAH6b+BULNngV0OjiPZMwWYhXWPlNZ+rvEf9d014077aAQiew5jSzb3+Q7EpdIkEEEYncrgKwSks2dHDL32pVatHAA+irV4leKZg+2JUZamYRNiPv419b4q0N/ogxKI7PmjWrXi4uYqU0qTQAA/S++tcaU/JwVhdJyLA9WqlQ8BX3RxLMmkM4DbfQeRkrOwpkG9mot10dwBVJIJSVK0GfiI7yCSUKYE4lnfAZRAo9mOK487PJZkz4VYUWUZPNrHc/rthaIRiOx4Hvi1WrVyxHcgSShTAnENNmwqyRq0lXWzMxweS7JpPeVIInZ3f4gU0Ltq1crDvoNISmkSiFq18hDwCsoz7+rLhYMeIAijCUEYXQw4mQ6RzLsUuAprsFNUae53MDHF15L2/hNr/lVYZexE+Ung7b7jKLCD2IXgb4BqrVqJXQgZhNEXaapEl9K4Gksmiugq4LIUX+9ebCXTuWjzQB8eAVbXqpVCT52XZgSiyQ98B1Bwk7C9Rj4MfCEIo35qIt4F3O80KsmDIt/NpD2athxLxoaw5OW+lF+/zI5iSzYLnTxAOROIb2CFLZK8nwc+GPdJtWrlSeB8rKe/lIfL+pmsOY10pzEapmMjH2diScRV2MZmkpwP1aqVzb6DSEPpEohatfIC8G3fcZTIbwZhdFrcJ9UbrlyMFb9KOaykuEnjDGzHT5/OxJKJMVgica/fcArpWvq4acqr0iUQdU/4DqBEJgJ/EIRR7PdaPYl4KRp+LZMiFzlnpRZhGpZILEejEi49j01dDNxMLy+UQEga3gzcG4TR2+MmErVq5SDwt8mEJRm0BttcqoiyuMts86jEJuAZv+HkWqGXbLZSps20mimBSN8y4JPAbwRhtBG4Hvg8tqnS47VqpVNdyndSiE+y40lgqe8gEpDlG7ZpWE+Obdid9EK/4eTOlyj4ks1WsvyGTtIDvgMosRXYKot/xea7Pwos6fKcg0kHJZmyFtjpO4gEZGUKo5P59T+1mV3vdgBvq2/YWCplTSBKNcyUYWcAPwY81uVxT2D7YnwCbbBVBhOBu30HkYA8JBBgow87iLd/R5m9tVatPO07CB/KOoVxGBuqm9/tgZK4O2rVSsd511q1cgj4BYAgjB4F/jyNwMSrlcB+3O6t4lteEgiwAsubsEZU4zzHkmWfrlUrX/UdhC+lHIGoX7BOQ8s5s+B/Yj7+r9GqjDI4HruAFUnepuIuwP/S0yy7G3iP7yB8Kl0r62ZBGL0auAL7kPws8BqUbaftaWBBfbVFT4IwWgjcQbEbD4m1A15IcXaX3Is1dsqbjcAG30FkzJ3AFWWdumgodQIxUhBGnwHe6DuOElpQq1Zibd0dhNEvA/+RUDySHTdgRZVF8Cwwy3cQfSryPiVx3Qa8vFatFLHQN5ZSTmF08AFgu+8gSmh/H8/5EsXevVHMZN8BOJTnu7VLgBt9B5EBN2MjD6VPHkAJxDHqTUBe5TuOEuqnuOxFijdHLqOtpDgtl33sheHKWOAc4B7fgXh0PfCyWrWy23cgWaEEYrRHfAdQMlGtWnk07pPqa67VYKocirKrYbflyllfojwFmAts9RyHD9cAP1aGHTbjUAIx2lTfAZTM6QM8Vx1Fy+FCbNl1Xu3BagjO6/K4PJyPT8CW/5dpCP8q4Cdq1coe34FkTR7esGnL01rtIhikYdBmir35kpix5Hd/jKuxqYtLKc5qklOxBGKf70BS8EPgFV1a7ZeWEojR9EZJ1w0DPHcCKnoti/OwO/k82YwlDrN9B5KAM4H7saZ8RfVd4NX1XYGlBSUQI9SqlW3AF3zHURLfBb7c75PrtROvQS13y2A6tnwuL64BLvYdRMLOY7AbgCz7FvBTtWpF55YOlEC09p++AyiJgfckqVUrNwHvRiNHZTDPdwBdHMZGHe7Elj2W4fx6CXCl7yAc+zLws7VqRdOjXaiRVAtBGL0O+DffcZTEf2Itfl/AuoB+HrimVq0cCMJoUq8dKoMweie22ZYU2+3AKt9BNDmEFXgeAJ7DCj7L6E7sZ7DGdyAD+gLwq/X9d6QLJRAtBGF0BfA933GU2BGsx8MPa9XK+3t9UhBGvwp8ChXCFtn1ZOci/Wz9a7HnOLLkDuyG4HzyNwLzr8Cba9VKkes6nMrbLzgtN/sOoOTGYReJWK1za9XK57DGQxuTCEoyYS1Q8x0EljiMRcnDSCuxUYgngU1Yw7c8+EfgTUoe4lEC0UK9WcinyN/ueUVzaRBGsea9a9XKFuClwJ8mE5J4NoZstDC/C5jhO4gMmw+sxzbLu4r+2tWn5W+At9WqlSO+A8kbTWF0EITR8Vgi8Yu+YymxzwBvqVUrsbr0BWE0A/gKsAW7G1oNnIXdMe4EHgCWAKe4DFZScbD+5fMCrs2l4tmN1UmcTrY+cxHw3npnW4lJCUQXQRitBm71HUfJPYcNMX6wVq08N8iBgjCa0CiQCsJoApYgvnnwECVlVwGXpfyaNwMnYt1qT0AjuP0YAq4FjgeWe47lz4HfU/LQPyUQPQjC6LvAy7B5z68Ab/AbUWntxaqk/6lWrVzj4oBBGI3H1ny/zMXxJDU1IEj5NW8k/6sMsmQX/ppsKXlwQBl0D2rVysuxn9UJ2N3qJajQ0ofp2M//f4MwOt/FAetFU3/l4liSqoD0mxiNT/n1iu5JT6/7YZQ8OKEPRI+a3mxDwLVBGP0x8DV/EZXaNOBfgLMdHW+9o+NIuk5I+fUmpvx6Redjb5CPAb+v5MENjUD0qVatfB3rB68+6X6cFYSRqznUCxwdR9KV9ijEhBRfqwx8NGvaqOTBHSUQA6hVK/cDX/IdR4n9RRBGLu5ibnFwDPEjzbtY3Sy4pX0mck4JxOA+4zuAEnslboof73dwDPFjDXBPSq+lBMKts0m/jiXWcnDpTAnE4K5Bb0qf/szBMZ5xcAzxJ60Luz7nbs3E9s9Ik6YvHFICMaD6jm27fMdRYmc6mMbIUmMbie8CbEOrpOni455+pjmmBMIN/Rz9mQasG/AYGprOtzEkvz/GnWi1jmsPAhen/JpKWBzShW9AQRgF+GuGIubfgzDqK4kIwujHgb9zHI+kbzXJ7rewGz/LDovsELoG5Zp+eYNb4DsAYTbwWJ/P3Y6W5xXBTGwL+CRsB85L6NhldhbpbxOgEQiHlEAMqFat/BD4e8eHfQa745He3H3Dqi4AACAASURBVFSrVh7t54m1auV2rEW55N9pQBI7Kt4PHJfAccX2w0jzoq4EwiElEG58wvHx7sDe6Hc6Pm5R9d0hMAijWcAsh7GIP/OB6xM47pIEjilmOrbHiOSQEggHatXKnbidR5+CDcsvAHY4PG5RLR1gJcZzwCMugxGvTsbtXeYtwEKHx5PR0mwRrhEIh5RAuPMu4H8cHGeI4W1uZwH3OThm0Z1Inzuk1tva3uY2HPFoKXBdjMd3m/Lw0W65bFZiiXwalEA4pATCkfqujm8Adg54qFs5dr5VKzx687dBGH0hCKMpfTxXJ5ViOYXeayHGdfi7R4G1g4cjXYwlvW6i4pASCIdq1cpe4CP1/x2iv+1qD4/4/7PRh6sXU4DXAB/v47lpNCGS9CwCrnVwnEfR0s20TE7pdXSz4JASCPci4LPYVt8X9fH8ZS2+p1bLvXtLEEbvDcKo053lSIsSi0Z8WQq8OMDzrwcucRSLdHcO6aw8UwLhkBIIx2rVylHgTcBr60sLt8R5Oq1XBJzB6JEJaa8K/EEvD6wXX74i2XDEg3nEq4V4EtgMXIVNQ16Izo9pmgA8TjLLcCUh430HUET1wrzGVrU3YuvTR9qEfWiaW7m2u2OaU3+8Wun27hXAB3p43Bg0TF1U5wB7saWCnWwENmBJh/jTKKacmeBraATCIWXYybulzffnYcnD5qbvLaX9jn/qVRDPRUEYren2oPqI0TbgKeBm4IGkA5PUnID9Trvpp/BWkpH0iiglEA4pgUjePwM/zegpiMZowwpsdGETNuTa7nfyfBLBFVyv6/f3YP0Dzmd45EiK4QK6r4xSl8nsOBdd5HNDCUTCatXKjlq18lXgWyP+qrHxzwxsamI9NozaTruRCWmv19UrzWv9V6NVGUUyje7vg+X0t2JK3JuB1aEkRcmJQ0og0vN3HPvmjTvvHmdVgZiuBVn11Rqnj/j2g8mEI55cjG2I1clDaQQiPVmELvS5oAQiPQ8z2Nr0U9EoRFwdW1QHYfRa4AnsLrWZWhcXywS617ZMTSMQ6ckibDo3iS6gSkwcUgKRgiCMTsJqHC7CKr6PAgdjHmYBGmaNa0W7vwjC6FTg08BJLf76NLSRWdFcSOdRiNVYIa1kw8XAXfRWBBuHEgiHtIwzYUEYzQQ+z3BL6g3YB+PEmIfainYFjOsdwK/Dj/o9jAHWYNt3/wudu98N2pJcsmUSNk0xt83fj8X2nTk5tYikm3Prfz6Cmr1lkhKI5K0GLh/xvXP6OM4MbE5ftRC9+6UgjG7D3udvwIZFVwIB3RO4VdhKmTR3CpRkrcOmMlp1e4XhTewkW1yuQNMIhENKIJLnqq/AbOwC2E977LKaxrF7YzzPsY27OjkBq1np9fGSD53aJZ+AXWDUWCxbdjk8lhIIh1QDkbztuMug49ZNyLHiJsw62RTPWtrXOozHimolW9ZgNWSSMUogElZva32Xo8Np+mIwF2GbJN3b4+MvQBuZFc1Y2o8K7sK2ApdsmYr1ydno4Fi6KXBICUQ6XFX0NzLxJJY3lcWF2Fz3zcAdXR47sYfHSP5cROuRhn1o+iLLNhBvc8JWlEA4pAQiHa6WIk3CMvE4uwxKa+djBZV30Pn3c3w64UiKJmCrmkZaiEacsm4S1qlyE3BrH89XLx2HlECkw3Vnw8twvz66rFZiycTVHf7+0fTCkZRcwujP0AMoYcy6+dj5bz22zHMjVhvW67JrJRAOKYFIR69z7nFoAyC3OtWXPJxaFJKm+QzvSQPd211L9mzARiVm0NveN0ogHFICkY6ngKcdH3MZmp935Tk694XYgKrAi2gucGPT/2tb7/yaiPV36VawrgTCISUQKaivxLg/gUM/m8Axy2gmrVtaN7uM1vPmkm+LGL6oLAMOe4xFBjOR7kWSKqJ0SAlEegatHm5lfgLHLKOD2BBoJ2NQj4AiWgRcU//vmaiFed4tp3PzPo1AOKQEIj03dn9IbEtx26WtrK7v8XEXoYLKIjoH2Fv/7x0+A5GBjcc6irb7nCqBcEgJRHpuSei4uqD17xC2+qLX5kFj6bJFuOTSLIZXZKgPRP7NwX6nreqWlEA4pL0w0nN3Qsfdk9Bxi24Xdrd5acznxd1FVfLhHCyh1E1VMczAlnrehdWKTQJeqP8pjujDkpJatfIctl2wa9p+uHc7sQ2yNmMFV/3svriEY5f+STHMxt4bU30HIk6dg90krMFWU6nPh0NKINL1rQSOeSbJJCZF8xBwANtdcx3999GYhJp4FdU5aIqq6F70HUCRKIFI1+aEjqvCr+62Aac6Opb6BRTTCegCU3T6/TqkBCJdNyR03MUJHbco7gJWOTyeegUU18uBx3wHIYlRAuGQEoh0PY51PXRtIRp67WQXtsbflfMcHkuy5UlsuksXmmLS79UhJRApqnekvCmhw29N6LhF4Pp9Ph6rp5DieAHrBzIXuBzVuRSVEgiHlECk79qEjuvyDrtoXL/Px2AXHCmGG7ALy4UMv1cuRlNVRaTfqUNKINJ3ZULHXYaWF7ayDesg6dJurOBO8u1e4EFgLdZ4aCSNQhTPEd8BFIkaSaXvyYSOOxW7k1qb0PHz6iHc7xmyF+u3f7h+7CWOjy/Jegqb8ruwy+O08VLxKIFwSAlE+p5P8Nialx9tWgLHXFj/Ahv12YR1vZNsO4jVOayhe/IAliAeRufJIlEC4ZCmMNI3O8Fjqz/BaP02jOrVFCx5uBrbl+RZbIRiL7biRkldNlyHdSJdT++fk0uxUb2DSQUlqdNeJw4ps07ffdi+GGf7DqQEdpLeluft9tQYAm7DEorZWOdQncTS8yCwj/7rYC7BRi16GbGQ7JvgO4Ai0QhEymrVygHg50hmEyyNQBxrFzDOcwxjgNVYgrEca1J0h9eIyuEZ4Cpsy/vVAx7rQnrf8l2ybaLvAIpECYQHtWrlAeDtbf56kDm6XQM8t4hOByb7DmKEhag4L0lHsJqUscBluDvHnYYVzkq+aQTCISUQntSqlf/AlpGNNMgd81hsS2Ixh4GjvoNoYRVWM6GmNm7diq2uWI/7vignYvUs6v+Rb0ogHFIC4UkQRrOw3g0uXYYVfanS2DxNdt/jl2JFlzXfgRTAY9j7/lxsyiIpK7EE5eEEX0OSpQTCoayeXMvgpSQzP78OzdeCFS3u9B1EFwHWwGgr2Rwpybp9wEbgZNLrf3IWVgyb1M66kizfNVGFogTCn1cmeOxLsAKyMrsdtztwJmUOtpuqkr54NmMJxAbSL4ybgSXqV6f8uiKZogTCgyCMxgKvTvhlLsNOcHsTfp2sGiJfxYqr0Px6L+6pf60DTvIcy5moz4eUmBIIP5Zgw65JuxTr9VHGC9Mq8tVvYSrWL0Ja24GNOpxV/8qCOcD9voOQWPJ0Tsg8JRB+LOz+EGcmU867pDwuudPncbQXsTqHadioQ9ZMRZvYSUnphOVHq53/knIEuDPF18uKc4BrfAcR07lYK2wxNwDbsTqHJPY0ceF0LE6R0lEC4UeaS4nGYSfgjSm+Zhbsx5KIPJmEulQCbAFuwVZWpDla16/TfAcgPdM1zyH9MP2Y6uE1N2BFlVcD15JMK+0seQi7IOfNTMpZswI2XbEJWASc5zmWOBZgvSgk+7SM0yFtpuWHr9UBzRs+HcSGXoewGolp2HLCOemHlYj52ChE3pKIVVhL8huxbad9JJu+3EV+t0XfiiUSkm265jmkEQg/srA98CRsiPhCbHTiAix5uNZnUA49TLq1Ji7Nxn4nd/kOJGXP+w5gAOto3ZpeskUjEA4pgfAjyysELsbiuwl4znMs/dpG/9s3Z8la7PdQFnlN+MDOpVnde0WGaQTCIf0w/cj6nVbzHh03YsWIedkq/FlsrXdR1nufhNUGFH0b4kPAGb6DGNAKrH363VivlzwUgJaNrnkOaQTCjzzNa6/BhtKf9h1Ijx4DTvEdhEMLKc60Uif3k72t1/sxB5t+OhErCN3uNxyR5CiB8OMR3wHEtAa7A/4h2d+COuujO/24EHjcdxAJ2+U7AMemYAWhR9CeGVJQSiBSFoTRAuD7vuPow0xs86LdvgPpYA+2kVjRTAae8B1EwvIyRRbXfGz101Xkt6ZIpCUlEOn7PfK1xr3ZXKzBT1YVeS3+WqwepaiWdX9Irl2GJRB5mQosqqLURmWCEogUBWF0CfAO33EM4AC2DXkWu1puovjNseaSjSXArj1Evldg9GohNlWT9WlAkZ4ogUhJEEbjgE+S7wz4SP3Pxfjds2E7xxanPYDd4V3sJ5zULACu8x1EAoo+PdPsTMpRFCsloAQiPb8IrPQdhCOL8NefYBuWMGxp+t6T5Dsxi+MiirXt9xDFrX9oZwO2NbmkryzniVRoTWzCgjBagXV5/IjvWBxoXh55BZZEXJDSax9meIOl+VjrYLC6gA0pxZAFk7DeEDvJf9vxPVgymNZ7KEsuwgorz8I6j4rkjkYgEhSE0eewuflPY+vC8+wxYGnT/4/B5q33p/DaR7BdKteOiAfg+BReP2tOweoG8qyGTYOVMXkAa6l8GbbsOG/LukUAjUAkIgijMcC7gV/xHUsHQ8QbznuY0ZsFBdiS1CtcBdXG/YxeubIcGwZel/BrZ9WF2FTGat+B9OE6bDovTw3VklDDpuSW+A6kRDSF4ZASiGScBUS+g+gizgfpCWyXyFZegrXuPXvgiNo70uJ7c8j/EP6gpmN7L+RlJPEoNmxfpimnkbZiIw6nYgl44DUakQEogUhGkS5sjdUOM9v8/Vis0dFhkns/TUvouHkXYBfky3wH0oNnscLXMiYPO4D7sGnM5dgqJpHcy8udS95M8h2AQ4/TfW+JpSRbVf4Y1oTnUIKvkVdnkE4dyiDuB/aS3wZq/XoauBVLHNZjyYNIYSiBSEaRRnaWdn8IYC2kt3R9VH8CbBRiK8VvFhXXScANDo/3KPCCw+Ntxu64T3V4zLyYA8xD8+5Zot+FQ0W60HkXhNFpwEexZjFFsJHeh5wnYHtlJGF+/c/TsYvldOAZrBD00oReM0/OxaYIXHRzfAT7ub7AYHfMh7BiyTxMryRlDDb6Mtd3ICJJUALhQBBGE4A/At5HsX6m7eoe2lmBLVtdn0AsDWtH/H+cJKeoZtD/z/0IdrF/CEvKlgEnYzUtG+vHjHvXth3bdK3MyUPDab4DEElKkS52Pr0f+APfQSSgn30XzsMuIGnddW0A7sXmmy/GRkLK6CJstczIepXGct2dWILwJDZ1OQHrADkDSxRHrqIZj/1sb8N+l73+Pm/DlvueFftfUEwLyO9y2yLSFIZDSiDc+BLwJ76DcGwX1msgrulY4Viaw7bL61+3YsP5ZTQR+51NwpKGOcBTWFJxKlbINwebBopjNTY90stFcCM26qDaqmO5rCmRwQz5DqBI9EF3oFat3In7DXJ8v9HvHeC5lwFXOoqjV0dQgeUKrOHXFqzF9wQsoRq0C+osbBVMO3uB67ERC51TRjsPvTelgDQC4UAQRovp7269E99DbTMGfP5S3BX2dfMcNjxf9loISL819BYsaXD9/i+SyVhCp5oQKRTdLThQq1a2Ah/yHYdjuwZ8fmPuN2lHsQRicQqvVWatzhXXYQWXi9MNJZe0YZYUjhIIdz5A+sP2SdmCm6ZNl2N1CUl5AbuILUzwNcQ0nyuOYKs+LkJdQnt1Frb3hfjle2q4UJRAOFKrVo4Avwq86DuWPh3C5rFvxZaeHefouLOBA46ONdI2rOfGI7TeL0PcGVf/cydwF8ku1S2qJ3wHkBJdpEtCNRBu7cCq4bNuC3bxHcIK78Zgy/ua57GPOnqthcA3gFc5Ol6z07F/wzSsj8GyBF5DzAQscZhD+43VpLMVWKJe1KXG+7AEczI2tSUFpwTCrWlYA52Hscr0k7CkIkvFfV/DdtBsNLh5HqsQH9l1cBWt+wr04wrgHtz3Brga+5lPxl3CI609BfwYOmcM4nhstdbFvgNxbC92HpkKLPIci6RIJwO3PoCtXji/6XtPA7fX//skrDnTVmz6KM1h4MPAd4GfHPH942g9XXEUd3cRk7FRjiMMD4W7MBNbfXEulkxIcuaj84ULRdpoby82PTkN2/MjDzS94pBOCI4EYbQU+A1GXyBbJQmL63+m1fhoN7ZJ0itiPs9ljcxy3LedXsHwsKn2xEhWP11JZbTzsOnD+d0emGH7samYqVjjOCkpJRAx1fe9OInhPQOOAkuANxD/7nopcB/Jbr61Ffs9x22l2xiSdPkeuRib3lni6Hh3YNMiWgmQvMO+AyiQGvlMIA5h74PJWBt0KTklED0KwujlwB9ijXomOzrsDNov7XoKa8I0yJDnzVihYT9Nofbj/v0xEUtMXDmI3sNp0SoXd5YxvEdJHgxhv/8J5L8AVFMYDmkZZw+CMJoN/BU2TO4qeWg4leEaiRuAbwLfq7/OTdh6+34uuhux4dJ+O0oGDN5MqpWV2L/Jhf3YCMtdjo4n7R2PkghX5gG3+A4ihjEoUZcW9KboIAij44HXYiMPSS1LOqn+dT+jt6qejl1wd2MJwbl0Twga/Rxc1BrsIZkOeucBP8AS2MbXEeLHvAQ7GY/HWgWvcRijHOsctHW6Sy4atYl4pQSihfqIwzuBX8PuxNNwRovvrWL4pL0Bq3rehPVWWNzi8duxUQNXBYXPOjrOSNOBl7b4/ibirUxZUP/zKKOXoYp7G7BRspGJrsR3AVb8O8d3ICL90hRGa3+MFUWmlTx0chG2ggLswrseSx5uxooIG27FijjPdvjaxzs8Vi/WMTydE8ch8tsBNG/OBB73HUQBjAfu9h1ECakGwiElEK0tw5YHZmGYcRI2EnDziO+fj01v3FX/crFtc7NHSX+TpHFYdfqTMZ83CWtUJcmbgY2EKWEb3Nlk4xwj0hdNYQBBGI0FIqxYaBu2NPBUbF59GdawyKeVWOZ8FzYX3Wzk/7swhO0v4WOTqjnAvcAJxFuBckIy4UgLZwJXoe2pBzUH2IyNvInkjhIIsx747RbfX4PVFGzEmha5uEg1lkTF/dk3Ojmm4Rr8XhyWoxNr1l1G8j1MykDbfEtulX4KIwijacB/dXjIbGwEwFXHtWfpP3FbhY1CXEOyc3lZWJ++DkvcevVcUoFIWy57epTVmcCdvoMoES1Fdqj0CQQ2B9ntgn4AW9LowgsDPv8c4BLs7q+XIqx+Oghmpa/9OnpfL68TQ/o0f+/GPt8BlIg23XNICYQVCs7q8ph5WAtmF3f9rvpJLMdqNa7D+j4caPO4OKMdu7CllK5aTQ9qPFZU2UvVfxZGTcpGSZsba7GdbyV5es86pASi9+1n1wA/dPB6LutOxmDLPC/EujLGXb0w0p2ku0NoL07G1svv7/K4NeiOOG26m3NjLPCg7yBKQu9Zh5RAwHtiPHYd1jEyi55k8KmHXpOptK3GlrHei+0R0spO9H5Om8ut2ctOq4jSoQTCIZ1w4bQYj52E7VGRVIfGfh0FnnFwnCzPxV6KTds80ubvH0AXtLTlfWMl3/Ziq41uYni7e0mWGkk5VOoEor7XRdxuk4vor1tikp7DzT4Qedii91zsRNu8AuAQfnpWlN1E3wHk1IPA1dh05jqsrfV4rFX4Zo9xicRS6gQCu+j2c9e6Adsx04dWqziOB67ElnjeXP/aHfO424GlA0WWjgnYz38iNm0BVkgaZyRJ3HC9M23RPYm1nz+d9jv7qhhYcqPsCcRPDfDcRp+C7cAON+GMcgRbGfEQdpd9Ozbs+SDDy0r3AN/HplfOwVpcn0/8teVziZ90+DQJm7bZjDoi+qIEojeHsXPFNKynTCcrUE8TyYnSJhBBGK0G3jLAIaZgd8JzsSZTrqqoD2KNoh7FlmbOxkYGxmKNpE7C7mDACgqvBq5g9DbLY+rH6HXZ0jby15n0EdSt0qdpvgPIiRuwz+eMHh57HNmbIhVpKW8XDCeCMBoDfJ14ey10spX+VjBcDUzF7lD2YyeZ+7FGUSONnGqZga1KeEmbYzeWYx4CnsYSnU62kL87+ZdiPSL2YD0xJF2uurMW2UZGJ/fdnIttVqYaE/c0ReRQKRMIrH3sfIfHm0hvd2M7sOmIqfXHr2b4JHwY26DoGboPczZc2MNjtmIdK0+k8916p+VNR8jmCoex2KZn27COlWegu+I0TcXeN6UdyexiG/GLtMFGIa4FLnYbjohbpUsg6qMPru+0F2Kd5E5p8/eHsW6R67ApCLBkornx0fh6XK6HL0+vf91bf80XsKVMz2N37kexrLxdJ0vqjzvecVwuza9/PYZN2ywf4FhbsN/ladi01DpK+DmJYS+9Dc2XyaPYTcUgNylTHcUix9IIhEOlOjEGYTQFG1J0seTxCMMX5ZXYxWZkAnEEWyGwkNF3/yfRenjzVAextbKrHscU7A5npANY4eWKFn/Xz3bmPu5MFwD/S/8JxCFspOXS+v+fAtyGjRRJa0ogRnuY+NMWI63CRjBcjpSKOFWqBAJ4LW6Sh2uxoclzmr53RtN/PwvcihU/dpo2mISNCDTfbczGpjKmYqspXDmCJQ/tLuqTab+7Yj+JgI9M/ymGR3jiehab6hn5+1J77M66tRgvmyH6m7ZopYYSCMmw0iQQQRhNxC5qV2IXy4t6fGpjFAFsk6karfeLmIWNKMzARiTaFTc2uwhLNM4d8f3LcN+VbgMWe6eT22yHr+cjgXgISxDvxIrQhmjfeW4Iex8sxOpO5tI62VuDJRfdNlwrkyGsa+l03O1SWxSbGHz0oSHL04Z5pSkMh0qRQARh9FLgSxw71HoXdiI8B3tTXYsNX+/H7riP1B9/OlZ0ORsblm9X5zCZ/k4c52L1ESMLIpN4o3e7m87zUPStDK9eaTUN00m35OAuhqc14tqFXWhdrfjJgpuxvRtux1a/tHr/ltHVuEsewHYKPkxJztOSP4V+YwZhtAR4FfAaRje9aUw/3IrdRZ1D9zvwpOb0k6p7GKnTfhnP43YEIk0vkuxmRBdihXG9tss+gI1a7MZGfLZjCeGCRKJL19XAedgU22nYaE9a798se474iWs3M7BGaep14o5GIBwqZAIRhNFU7K5xSdO3r8VO7GM59i5h5PRBkvZiF6J5WD3CRKxp1CySn+t8kc5LHO+kdf+Jhu107yXhy7W4vfMbaQLWb2JkAvEcwwWme7FVIE9jRZxzGf55LcSmVzZi+x40/x62YS25j5Lue7Ef1zB6JMb1RTOvbiOZ96C6fUpmFTKBwKrml4z4XmNN9R5s6sJVJtpLj4RnsITmMmzI9zHsjv9APa5Wz29VYDmIfVhldzuHuzw/q8nD4/RezzKIVcCN2MX/OGy555nAfdjox0IscWi3AmRp/etu7D04CXsPrKwfew+2K+MFif0L4tmEjbw0WoZvpXOCWXaDLB3u5Hxs1KffKTQ5lkYgHCpqAtGuTuEH2AXZ5QWnlwZLd3Js4WUvQ9kXYkPgrhKIMXReWpnXOfonSGcIfRrDK3gewkYeTq5/xXF2m+/PwEYgfC8b3YfVOFyGJTSnYKtbzvMYU9ZtIdnpqWXYKNWcBF9DJLaiJhBb23x/HOncrY50oofXvAkbHRnb9DVE+wvBGvJVsDWEzQ/7uDNbiq3mcW0c/peN3sdwsrsG25tFSwnb24SNEkxI8DVOAu5BCYRkTF4uFj0Lwmge8Ltt/jrNYq9dWL3DUMqv23CAeBfXO+k8xeFy2mdQQ7Sej09TUgW1a7AEeHFCx+/kAKOT3byOTLm2E5tmOg1rm74Pex9eRDp7VpxFf/tqyLGycg4rhEIlEPXiyUdp/+9KY836YWzO8nIGW9XwIoNtVrQSm2Nv1XVypM3YMGknWfngHcX6cviuTG/XX8KFpN6n+7F6hlOwi9E4rJj3AFbHsYDeV5o07MTe51l5fyThaWyqbBWW3K3Cz94wG7CRr8s9vLbIKIVKILCTWPO/qbnA8Qh2Yj5EssONNzDYB7xxdz2JwTpRxlkCdgQ/0yy92ou1DX8Bu8j5Lua7DzcdTdtZiRXaupxX34l9NsZho02D3snWsJU5a+vH63UDuDx6huHRucUe4wA7t2gkQjKhEAlEEEaTsbuq94z4q+a7hNtJ50PXy53pHmx0YD5WsHYSdrG4Drubc3V3va5+zG51H0kmVIN6DCtYTPKCHccQVlR4ZsKvMx0bGRh0Gd9hbJ+W/QzXv8Qt/Gx2M5aon8dwV9PnBjhe1l1P9pKjlSR/I1RURR4pS11uE4j6dMWnsAZQ87CTYrs3xzbSqSK/C+tc2cnV2AlgLNa/YCVW4X+EZAo8z8LuoNq1xd2V0Ou6sp1sNWBy3W2wneOxPVEG3Tn2WgfHeBEbWZtH61Gx5RRjW+8h4H6spmEv1gxsKTbNkyXHY6OUvkfipORymUAEYXQh8BE6n8gbe0kMYXdySVeS34AlKc0/0+uxD/tS7MIzHVueOQGbYpjX9Nik5lRn0HnIcwqWRGS1wnsVtpw1yU6Tvboa91vBd9Joqd7Pe2MfVg90RrcHdrAbuANL0jsVrM6h9Z4uWXY7lhg1Ep9p2Ocx6ZElV85Du3WKZ7lKIIIwmgW8FUseehmKugirJbgqybiwk9Be7Od5EJsffgY7+S/A1on7nLO8BLugtOpEORWLN6sJxESs5iALd1tpn6zXYcsEA2waZxeWEDdaYx9huEFaw0Hsor+E/psbbal/XUDv9Tz7+nwtH3ZgiXOnVUdZNxn7d8zFT0FnXmkKw6FcJRBACPx+j4/dgA3fXoxd4JPyAHYHcxE24rAWmzZoHuruNq2RtBcYbrncyt60AunTi74DwN5DB7D6lTQ3HVvPcH+ORgK4qP7n81iNy0Hs99uYF++3XuTe+jHXYMsV4zib/kdL0nQAe793W3WUB+eivTLEo7wlED8d8/GNf19SWedhhreEvovhHQlvwGoybsNOWIewC9AQdkfdaIc8GxsBuKn+vXPqz2nUa7jqvbCFzsPLrrpd0WjczgAAIABJREFUJqXTHh5pGcvwHf1uhvsCHMDeB2Oxu9oZWFGsy62Y231Oj2Pw+pWtwCNYr5JB2jEfjxVYDrJyKA3XU6wVDOvQqgzxJDcJRBBG0zm2ZqAX++t/rsf9+unt2D4Mjb0Lmodwl2Htjns9mTaGobdhbYwfw07qh3ETc7e+Avu7/L1P28jO/hANJ9C9JuMgtlrjGey9cQhLMiZhowWz8TdttA1bmTEPq5FY7Oi4WX4fgU0HFfFCuwG7aVnrOxApl9wkENhFttdCuiPY0F7z3dmFuN1RssbwHPVyhkcfwHbXPBe7M2jUYfSiMce+oP61scNj4+jWkMrl3bJrD5HPQrFJ2MhUp8ZMh7EkYzeWZBxseu507PdyCm5GoZ7GOiieiL03k/iZriA77dBfxKZ3xmPJ2xiyvdpoUKdj54tzSXeKLW9UA+FQFj7oveq0lG8zljSMwbLw6xh9p/E4VoQ2aAKxEStqu5TOQ4eNbcM3cexGWnEM0omy2cidSUc6k8HiBFvyNmuA57eyh+wPiQ9iPHYhb3cxP4QlFv2+D3ZjU2vjsZGtH+/zOL2aif8dRTdi54ADDPZ+zpvjsfPN/VjylNWiaCmQPCUQ7S5OzW2N99M6eQArDht5B3IrNoTbaw3AD7G7wxp2p9VLm+jl2Ic67nK6e3HXu6KXC9AlDFYg6Dp5APv9FHHIuVeH6S952IS9N1eR/kXUd8HrCqwWJWu9G9JyBnYe3ITdUM3BRifydK6XnMjFmyoIo19meIOsjVhx4QnY/HLzBWYK7S84T2DDt1uxJKBxh9I8irARqz5vHu1o7CfRqGlovsAuorsTsaHpg8TbmGg7gxW1NRylt81+xmMFnFm5azuIFZWW2S3Er7B/Hnuf+io8XYElEWlsMNXKCVjy7eKzk1dTOPZzvBt4uP79IdpvKV8GSa7IK53MJxBBGI0DPoe98a/Cpg/izt9uAV6FZeQjp0LWYgVI47AP3QGs4HIuNj99MjZ/vJb+dyY8FfgB8NIYzzkPW+d9Up+v2XCQ3u/GAtr3i0jbDaTbtCmL+rkIP038JZguHYf/gr6dHl87i0YW/ZZt1cYQtvpmAvnvlpopmU8gsIt2Y2153AtKo5iy0131FI492U3BlmYeZvhD5qI73XnE66g4E3vTD5pATMbWvfcyFH4KcDfZuEPJw3szaf00Z8rC9tuHPL9+3NVaZdOozbqU4l9Qb8I+E0UuoPUmD2+e/cAXBnhuPysMzsMupi7NwnYtjONCBl+JMQYb0u2Vy7u3QbalHnQTqSKYiCWycbgqvB3EKmwkz5cAS9alvfXYzcKNJLs1vU8bsYLeFU3fK+q/1YvMJxC1amUI+ESfT5+OrXG/tf7Vq+vIxt4LYAVQRwY8xhp6P6EP2klwBzbfugn7+cdNmhrOxVoyl9klWDfVOGZiGy35NJ14n7ck3O/59fNgBXZueAr7vF6NTT894TMoR9pN0yiBcCjzCUTdTfR/ET0Ouxg12r72UiW+CPtAZaG//ylYQjOI++g9MTgTW2XSr3HYstH12OhHpxba3TwzwHOLop8RtEvwP40waNI7KJ8jIHkzF/u8XopN556MXYB9v4fiOowl3DXa13gogXAoLwmEiznNI1gFbi/D6ouwD9QDuBsKjVPMONISbD+Lfu2h9w/OHKwI7xbijx48jXVYbHiBzo2Uusn6vgppOId4U1ANT7oOJKbV+E3AB60dKrNx2AW4hvXPybLt2A3Wtdj77WJsCktSkPkEor4K46MMfjHZjhVhxmmwci62LO62AV8bbHiw3wY7p2Bzlf1aG/P5Y7E6kBXYz61XI7u8TWO4u2I/lECYuD+H23HXcbVfvqcxziLee1dGW44tW7+GbN25D2EjJFux9/lFWOLQy2hnlv4duZfpBCIIo3nAvwI/2eYhcdb0PtdnGIsYrBiwYSKD/bzXMNjc5DriDyvvo7dmWQ3Pj/j/bQy2KiDrm3ylpdf3zQ3YNN08/PVhaDYDG8XzYQw2dSeDmYFNiW3FNkvz7QDDOx0v9huKZDaBqG+edSPw2g4Pa47/WuyO52HspHV7/c/92HB8qy21e7mgXoub5krLGexufCqDFzfF7RJ4N/F6Qjw94v8fjfl6zWrYXaTYnHQ3e4CVWOKQleH7lZ5fP29z+Fm2BGtQ9r8eY3gcG0EYpD+MRiAcyvJa+/fTvmHUd7EMtLHM7SaGd7RsZTWWRIycQuhlaHiQIsBmc7BW2C8Z4BgXMFgTmO103xejWdzRg5En7H3Y8Odehvd9eKH+/Rexn/847PfzHHYRXIglLYuxBLLT77Us9mB7WuzHRoQuoPWmQJOx6a6jZOfmwOfmRT4bahXVjzH4eaxfW7CmfINQAuFQJhOIIIwmAG9u89fXAC/HVkmcgI0sdGsSMpbOBV0vYl3KRp7sbsTtroVxLt7trMFGWeIe6yDxf9+9VrI/i20PPfKO82UxXms69rNuJEjjsd/rJizBKOsOg3uwkbWLGS5QfQL7eR+H7X0wDZsumoH9DDcTvwV2ES3FWtAv9R1IwVxG+pum3cmxOx5LBmTlLuVHgjAai009tCoCe47hqv712D4T3e6SG414AtpPIUyk9Z3SfkY3lBqkl/pirLvkIKZitQZxM+kanXc0bWVk7ccDWFK1EbuoNZpO3YYlNnHqJdppvmscg/2eH3Zw3Ly6BXg1x65uOQVLss7D3g9bOLZvyenYzrNZ4PscM8g0mrQ2HpuSdVFc3otD2PvfRZdVjUA45PvD3cof07o45m7spNg8hNXL3HDjrvsE4r8BWx1/kJ/ZQwy2HLNhJXZnHsezfbzOco5NmLZjicIGbIXKHKywyuWdyFOM/pBn8X2ahiN0T/rGYElX83v1JOCxpIKKyfdKmiwUkxbRNGyJ8UaS7deyE2so57ozsDiQqRNzEEaLgN9r89e7GGxOs587f5fLwI5iIxqu5g4vwj68vRZmXgR8H6tg7nV9/qlY0gM2ktNqCuR83LVP3sjwcHyzLDT08uFO+h9+X038JDMJM0nvTrUVF/vYSGvjsZuJ6dh5pZ/z5YvY+7SxWucFbNPEa+tfQ9g5xhWNQDiUqQQCO1lOaPN3g97JNKYorsbm73rRywhHJ9uxu8jngO/gdnvqSdiH9zrsA9et6dM44Ir683pdWbEFW761Cft3XNJPoDFswObwp2MjTg1l/dCPXBYb1wW4S4L77Sx5PJbMbMFWRqVtNv6WkpbFBKyL5WTid81trHJbhv2edmI1FhfXv050F6a4lrUiytltvn+EzjtE9lJ1PgbbpnsRvVfyvoCNXMyktzuZxq6Xt2AX7FOAe7DlR6/o8TXjaqzIeBQrrGu1XLXZfiyB2o9drNuN6jyIDZ+nUcl+G3bimIKdNMZiF89nsT0NyrgSYxuD/+ynYomYi6ZSgybwpzHcACjtraS3YxcoSdYsbKRzJ3bj0fgcX4CNNDyLnX/HYOfVg1ji0ZDG76isNyOJyFoC0a7fwjjsTTmrzd/3MpIyD7u4Po5Nh/RyUl1dP/ZOrJCn3ehIwyNYseaKpseeiJtGVJ3sx5KiXn4OzT/j7djywMnYz3gfdhHfW/+7bsmIKwH2s262gHKuJngQS1xn4G7VztUce6JuOEK6NQpj6nFswkaz0jr/6KKRrjkc2/F3L3aOWcLwlgLaXrsAMjOFEYTR8XS+02x3EW613XGrE0bjYjgdSwgeYHiYvN3KisbPZ0798e06212PjW5Mqn81JxrbSL6xzz3097uciyVTAfbhPgebRjqZ9O4Sd9G+hmIdg28klid3YInuKtwkDw2rab2nS5zkwdXmWOOwJHbQ1Ui9ehAr+BV/pjO8D9A4/N64Kpl0KDMJBJYg3N3m747QvidBqzfjyCWZI980U7DhssYJdCx219dpueDZ2FbVL2DDsJuxk+AD2Prkyzl2E5cX639/MsnfyQ/SpXLkz+9F7O538ojv97oRWVw7uvx9nOH3pEd6ktaYAnNtOvZev3qAY7geqVhLOr+vA5S3h4iMpgTCoSxNYZwNvL7F96/DToCDVOI2Eoqj2DTILGzfgLnYvNx92BTFGQyvNngEWwo3VH/+WOxktJ/ud+d7saKxtBqfLMdi20S8ttutYhxL6z0oxpLMcPfOLn+/GPv99FKDci/2e2w1XJ91T2Lzw0mZif1cniYbhWkTsPdf0hd3l43gRKSJtwQiCKPTa9XKg0EYja/H0a7CfyXuNlVqHnFZi11wxzDcW31X/WsnltD0e0LfQvr7AEzGkoeNWPFmL6MeDzG6UK/TeyLOvhi96vYebLRv7qYxEnSU9LvkDeJx7P02m/iNvvrxMDblNRGbh24k10N0bjvdSw1QXM+TfB2GRh+kmUYgHPI2hVGrVh6s/+da7IL7yRYPu5Fkd2Rcz7Ebs8zG7nYHnX/2OTW0ge7L/xp3/UnEeR82utNr46puS2Vvovtd5D0MN+gai01Pbenx9X17CEtW00gewD5vG7B6o+b+DK2Sh+b6ItfJA1iSl2SNyz4G6xwrIh1koQbidtrP+/a6F4NL0xlOWvotHBu5K2XaVmHD+e1swebDk/j9P4VdpO7p8fGdOsw9Rfdq7euwXTubV3HM4NhmVIfIXjOq/Vj/jjNI5uLci24bxaUxQnkEN91ZWxlCnSjlWBqBcMh7AlGrVvYB/4BdLEZa2OJ7LnRKDJrfYP0Mre7DLgppGrkSZRyd28vuw+bDk9hRbxV2Vz0du7hf2eZxd2BtsEcWaza7n+4X1/G0vstcgiURG7GalFu7HCcNjTiuwopeL8NNj4aRer3rXkj7lUXNNmLTfTuwtfs7aF2QuQObkoljPTbSmITp6IIhkpgxQ0PZ+HwFYdSYv294HOttsB872T6OXSz66QvQbX634VlshUa/m7Y8hhVfZqGI7zA2VTHyAnUHluC42JgGWjfx2l7//ilYh8wVLZ63ldZ7njS7jdH9IZrnzHdh/56ldE82G+vP077bfxGb0jmCTcUEnR/uxTXY72o2o+tN7sFGeFq5EeszAccW8D6AFSr3unx5K9axstuISD8a5xERgPW1auUq30EURZZWYdyAJQuN9cIPY0Obs7ALRGNPgE4ntHZ6SR7A1oyv6fqo0R7D4p1IMu2ee02Amo3H7vCPwzYSW4IVQe7GXfLQiG2kuVhnzD1Y8vAAtsrgoqbXPoXu/65zsNGSadhuotuweoH7sQvzefQ+ijIOa5q1qsfHu3I72UgoO2l+zz6A/awan7e9HZ63DKtRmT7iGMuw5HUT9vsa4tjGQiMtxj7/a+ME3aOHUQIhw7Jxx1wQ3qcwGmrVygHgj5q+9QJ2Ihp5F+Niy+h2mqc2NgI/xIZqW0157MXu3K7DLtbjsLn2JH6mcZMHsKmDV2HFcguwi/DN2Am9274ZcbSb5jmp6e+WYYV7NzNcm7Ab+3l18hB20b8OS0o2YBeidVjiEPeOdSz2e92KJatJ2oL1AVnA4Hta9Krd1EWck+Yy7Od0HfA9Ol/UZ2KFkGcy+mZkDjYiMbv+dWWX120kmq6piFIkIVkagQD4S2z54Sps46dWFmBD23uwE+MJtB4ij2sLtj7+eeyO6hyG9+Z4Ghv5GMKG1G/HTrInY3PCD9E62Wmn09K1r2AX+UGGuh/EGluBDdk3LrSNXhqTsQvzIezfG6d3RK/uYvRSysZd6g3YiEi3ArcdHLtKZlCnYT+L57GfUVJLbbdhF9DpWKL5AMn8jEdql7zGTUCX1L9c1Y2MwT5Pd2CfoRWMjnUKNhJxLd33PjnMcLvvbk6kvxE8KaZWnYulT5mpgWgIwugtwF9jJ5u7gTd1ecpt2JRG88VoPzaE/hR2Ymo3LdEYFp+GJS1HsTuvqR2e0/ACNgd8GcMnwxo2L99oujQZu4Dswy4mB+pxnkXroe1bsba7z9f/ezyWbEzGhux7rf94gHgb01yFjeyMrDfo1Qscu9z2RawOYtAi2GtwMyV0CFuVkkZvjqNYstnYeXU3wwlnWu3BXV0w95BMH4XnsYS91XTSDiz56jSS19iQ6y7svTepzbEaetlkTsrholq1klYb9cLL2ggE2DD3jwNvYHT//iPYiaX55Lia4SVxY7Fk4CysUPAMbO79Zo7tZDlUf/x6Rt/pr6G33hNTGX1BCFocr50D2MjFEFbn8TzD9R/H0fqO9Sl622J8Wf3YS7s9sK5xl383nXc9beUWLO7GZjlgSdigd9yHcTd3fSdWL5G0AwwnlQ0nYNMth7GagJW03xTOFRfJQ6/vtX4ch+358Ryjp6FOwuoW2vViuZfhrqTnNH1/E/Z534Yl6/sZTiqeoL8EYjd2jrwVG71qJPNJrJyRdGhKy6HM1EA01KqVW7GT8CrgbdjF/8PYBfHd2JTBSFOwk/Y6LKFoHo2Yh11Ir8RGNWrY0rV2FziXjauerH9tx5ZV7sFGI56vx7gUSziew6ZLurVrfjTGa8ddTncEqw2I+xywVtqND+a1uBmuH4ebNfzbSD55eBa7gD1D+ymX8djPZQ/HNnBKS9yhxvsTiWLYNOyzcD02ovBi0989wui6o00Md45tldisx5KP87AOsufUH383dkOxBTt39HoBOYS9BydhNwoLsCmWx1EhXp4pgXAoiyMQYL/kEDsx/xXwQeD3sYvt+4h/ZzoLqwl4EDu5uFjKN4SdTNp1ENyIndTa3Q02X2QX01vPiZFFhzuwhGdkI64Hib/S4lr4f+y9d5hcd3m3f69Wu+qyZMuSJVnNHluWLVuS5d5kG+IESAgkAUJJIIQEkjck4ZDhTYBQAgTIgeElJIGQBPKDQCgJSSAU09xkyUWWJbmo+FjN6r3ualdbfn98Zryj3elz+jz3dc0l7c7MOc9OOd/n+5TPw91otz4T7QKrpXEeZKgL4lL0NzeaBhlOG/4Iic1GTkSQMxE2U7vTNDd/uw8tdkG0LhZTkKCuJyrRhZxCv+lDjsFR5FQvZUhIbAtK9w2gz9IPUfRmOnLCb6f631C4v/DZL7wnx9E1YxA5LWuLHjseff+Ku0T2oU3GnSXOcR3ajJS6z4g/5kD4SOxqIIrJZHOfA+7zXOc7mWzuOuA1yLFoNETbk781ktcdAF6JFs0vAV9BEZG7Szx2H8GEOX+IFpx+dDG8EYVnzzB0wf85utgWO0mltBqGMzzNU66YbR/aLR7LnzMIXYU+hrpa/IhCrM3/O4Bev5lUn3o5gFoRjyPHtdJnbieN1XvsQjvjMAos66HeoWy18CxarMegz2+1TUAX+oxVUir1k43IIT+Lvj/VHPCH8LfA1wiHZZ7rRBEBTCWxikBksrk2z3WKPRoX2J3J5goCNz9GocmXN3iKMShkWs/FsR9FQP6n6IP3mry9XynznAlo3Pd8/N35tjFU8FmgkCvuQnnfUg5NNefhEUZO5ZyFLuDD8/U70M5wHME4D90ognIU/4oOh6cwdqLFbPjrchBFXsaj13U6quKv5rA2WtNwcf72U/SexmFKJuj99ZN96PUcV+2BRYxHqZ6wHIhF1Bd1uQ19x28mhqlgoyzx3TEnkNhEIDLZ3BjgY+hi/xHPde4ruu8uFHm4juYvstUEawoh3x7kcPyx5zqfK2HvTWiXXo1HqD7PoV5WUlmcqJ4JhwOoWKyU0E+pLohGhLzqodrf5heFv20Q/U39lO7SGEQLxQwqF+I1q3i4G6VCSjmAYdGNojWNqL1WotA10QgbCH+ybT1sZeREWyO+LPFcZ0PURqSF2EQgPNfpAf6sRBQC1JHxMp9OdRUK+ZeawXACXaxGoXbMXwd+UOY4wztEylHvoKA+lJaoFBKfQuWLcj0zPEahi+A25DwVOwy3MDKVEeToZQivX38m8CPklFbqPGlDDk2l4WSgz1Mzof/Z+dt3kZM8m+BmwZRiHfpc+e08PErt3UClGEttKbioOA99Z59H9RWjUHqsMAm0A11nR6Oo2iIUiQn6e2QYgRMbB6JACecBFH04g7oymqUN+F9UnV2sfPk48FbPdXYAZLK5TmCt5zqlhnzhuc6WTDY3F/gr4C1VzlcPo9Hf+jS6CHWgC9F0hhaUxajI6wCq56g0kKoWiiMyj6IFtVAjUFy4eYrKksR+ELRCZIEFaP7CQWr7mxZRWV9jWv6+ZjUYJqO6izn5f7cjZ3UApfHm4l99zUr02dmD6nuCYBbNRWYuJ971BgWxuVoH6D2IPiPF+jGGkUhik8KoRiabWwr8LUMXkg2oo6JaFfsAWiR+hBbkd3mu05s/5g0ovfDbwDuBZz3XOV6nXe1oB19ut1hv+PZhSu8Cyw2lgtrU+2qlHzkwE/I/FxdXBlFcN5z1hDuvotYUU6F4tFJUoAsVfTbjmD+PijczqPtgcYnHFKZenmTIWWljqMJ8IucWxJbiaZSKGkWw7+sRmq+pOIYW3anNmxMb4uwUpRlLYfhIYjzgfAHjPShqcCvwbqoXZa1FO7qZnuu8BfijgvOQP+ZjwL+gnd7Gep2H/DH60cV6bYm7T1K7zPYLyHkoF+5djHbApeZYlNLGaJTVDDkPw48dRnphJtVnZPjFC1RfaEF1M31UTynsoDnn4Vn0/t+IPjuXUbrOpqB3sAIt/HegxWhF/rYcRdiezj++jyFFzEeQU7uYoe9/IcrlN2vwpyBzCkN/S1q4HYl17UEbkKPRmtMymKS5jyTGgchkc7PyA7c+6bnOKs91fgp8vsrT5gGzCmmR4vRIJpsrXOjHoNTI6UZt81znEPDXJe56ktouoOtRWPpWyoen21A4dwLagRZTrSWxHoa3TV6AdkuPE05x43S0EPvpFJVjJ7V1koyhtjD8webM4XDR/3fmz3sz5465r5WrGHI6H0WfwyUo2jI8InYzeo/9pB9/u0puI3hxq7CZgVI8l6DrTy1F2YYRGxKTwgDIZHOjgOsLWub5tMZ70e7k1ygd+t4FfAv4uuc6TwRoWyfa0RYP1Kq1QrveEPLjKM0wBtUvbEepnFpDvJW6NMqlUMKmmcr9WthEdeXPAoMohTGzyuOaee2Ga5QUxmgXnMNVqODTD12MUhxG9Sd+yId3o0iZ3+O5n6Z0SidN7EAbHyMYlnqusz5qI9JCohyISmSyuRVI3KlcmPmvPdd5X8A2/C2qpQCFb4dPoyzHo4zUYaiVzSgyUWtobiD/2HKPr3cQV1AE3c5Zb3vg42iBX87I1NlGFIJeTv0KoAVK1WIMdyyfQgt8ULUAO1HUoB69hlIEmd+Pi4MbFAWp87iJi6UFcyB8JDEpjBp4gsotk2/MRwmC5EvA+1ER3IQqjy2mnhTE8Fz1Qqo7Dz0oTfIAWpg3owtxMYP5+6J2HrrQTjNI5+Ex6tcWuB7ZNIgcvpXofd6Ndoy30LjzAKVrJ4bvRK9GC0w9M1HqYS56barxEPoseSj0vhfVEYGcniCLAy9H9SFpZTJyHrZHbIdhVCV2bZxN8Akqh6Tnonz+Xr9OmMnmpqAc5lXAf+QLPddlsrnZ+d/VqmxXj1plPU7fYbQYL6N0eudhlM5oyx83jBqHavQQbJi6n3PTTPUynnOjRYdpfgDbfkoP/JrHyEjWPBTtqNSV0wy3UXmS60FGOggFZ/kowe+cLyT49FYc2IOKR4Oe3NpqWBGlj6QpAvETyjsHe4D3eK7jm/OQ50/Rju1b5MPPmWyuDS0GtV5IVxLMReJn+eOuoPzsj7NoZ12YZBoHpqKdfVCsRhLjfnFB9YdUZRPlv4ulLnhTUeRpVY3Hr6fDoh05ReWmuW6q8Nyw2ixvRcJnaWY6KvCt9T02jNBJUwTi56hVbXih2zHg1fmWzZLkF/25aKd+yHOdlTWe8yvAK5A+wLcy2dwrgT+mtnqGARQKDmondQHV1e7uDOjczbKN2gWr6hVu8nNcu1+Um+gKqqvYzkinpxOlTWrZjde7UbgBpUqaFcUKioKq44JqD0wwmfy/N6EIVakR5oYRKYl1IDLZXGexpgMKfX8S+BxD4lJdwOvKOQ+ZbG4+amF7O0UX4Uw292VUz7AM2OW5zn+Ver7nOlsz2VwXeh0vprQWRDkeJNgFfCn+CkyFSTfaAZ+ieqdEvQtcpcU6CmrpLNhJ+ajJCvRZug1/I4rdSKWyuG7oCLXpZoTBtQQzZyZujEL1JV2k22EyEkhiuzAy2dyNKD/8DuALaLfUjuR+D6B0xrs91/lWmef/Bko91LIA7Uc5506Ugz6Bwv/zUX/9IEplzKN2meEwFvd6OzTiwmmUV+9FkZpmpbqLqTZMLWxqaeE9jWo3Ko2hX40ckUk+2HQIiU+N4dy0xE7kKMcl9fkCirTFMarkN6eRExGXia1JxcZ5+0giIxCZbO5NwDfR4nJ1Xg0SYCAvEPUk8GHPdf63zPPb0HyNWhfWGVQOIbahtMXD1O5A9FZ/SNOMRamdl4RwLj8pFOV1oqhOH9oRF6JEx6kuYV6KPQQzHrrRUH83tcl2T6B6quJmFCF4DKXxmom0PIt29gc414E4RrgDvqoxB/gxUqhNOxNQe6c5EM2RtM1UrInLTqJm8p0PH0Mh7j9CUYhiPoP62CvVMcwimF3olcB9qPBpC9ohPYguvMMJWq7ZQ7vRG1AEJamMRl0IS9Fr+Rj62xphFlpct/hj2os0elFaQ+2O0ALkqBTTP+zn89H7fR76/D9M/Z+z7QzJiQ9XUa1b6j0Ebqfxz0PS6IvaAMMoJjERiEw2Nw/lXz/H0C7yA4zsHngrMDisPmI4e1CKo5qyYCkqCTFNBe4a9rs5KCIyDtm9DfWxL0K761Lte/VSmPDXicK5Y9GOpbAAPENyi7AKeg3ncW6ov9EBUG2EE/2phXoEm+YiMavri35Xrkh2MkMtufW0PK7JP7egBTI83RPHEdTjkBZHptoDU8Bc9NkNWs/GMGoidg5EJpubDLwPeG9RagJ0YfsI2j1OA96GnIBz2s0816k6Q8FzncFMNverKFpQj+ATNBa1WVb0/yWognwtWgzqCasXxLLaUIvmEWR/tYX0JtJcngPUAAAgAElEQVSn4DeDxlIHo1CaaR/+jcVuhK3UX5DYyMCrFSgaMZ3KImGP5e0pdhJuQIqdY1Br5/UlnhcHVgD3E9+uIr9YgE3xNGJE5EWU+XqEX0Je9auBl6M83z+i0dvdRY8dhRaMBZ7reJls7puojXIrciR+1XOds4XHeq4zkP//aM91RoT/MtncLwMfJzx9/cOoGHM5Q8Vute4Q+1H0otGd1hm0UysnEJREdtJ4Tj5KMaIH0c653gV5HUrlNMoP0OfncobqSE6gCNkdlHfGwhjj3iybUbQv7QWVrdB5EiTXeq7zZNRGpIVIHYhMNjcGheQ2UHoR/33Pdf6pzHPfjqZxFl/0dqKCwSnAa4H/m//9o0hB78PDWzoz2dw04G9RncCt6CL0fP7f4sWp2Z74LWgnN1yeePhCthUVr7Wj16QQ5vZjNsQ6FAFp5u94Ar1ncWgP3UXjw59WI7XQSp0N5eihsmx1tc/Kc2hUd700mnYDOQnLkCO6F71uh6iut/E0Eq2qZWpp1HwP+JWojQiYh1Das97IqSGWe65TT7u9UYFIiyjz6YbxwAeBb3DuCOdB4JJMNveLeb2GF8lkc7+FWjeHX6TnAv8FvBt1WbweLZgzUGTjzfmIR7ENh1B4/41Ic6AwVrugAlcY893oorsZVYpfQukpe4XjvoBy3LPRDuN6VKW/Lv9vI+Hr4SylsdHQxXSjlEscBtI838Rzb0avbSMUnIdyRW3Dixvrvb8chSLGRgpwx6L3bBRDTlc152EQzWlJgvMACu2nXaHyduQMGkbkxKEGogv4gec638lkcy8FfhXt0H7ouc5zZZ7zlgrHW8xQNONNnBtJ+EOgJ5PNuQVZ60w293+BP2PkxXRm/lbP2Odi7kMOw8L8rRxz8o+dzciQ9vko1dGBfyHkq1DYupGddzcqapyMUiLHiFarv1l9iGZbEst9fyp9r0rlsGstjJuInJZGFvRFKHr0NLXP0HiMxqfERsEU5ISnXXDpTNQGGAbEwIHwXGeQ/BfCc52fAj8tvj+TzU0EuocVVNba+vayEr/bCBzKZHPnAe9BzkOli3e9cxmeRUWSo1HUoRoL0AJSrsDN791fM8OI1jC0+C1ENR0PoohNFBX6zVben/DFivooJfRUa1X9KBp7nftQCq3eos2wZlv4yZ3ADkpH+9LCzcRXZtxoIZKgA5EBFmWyueLiqEY1FM6gvPm3UcrgvVS/eNeSazyOogi7kRbErdQepu7Fvx1TrQUtt1O7FsIgKvzcxci8/wUoMrINvZ5hM47mUjtH/TKkRlbR3PCtWYwcw17MXtTdsw05yk+g2pn96HNZD48T/Wj3Rugg2GFscWAC+ixF4QAbxotE3oVRK5ls7tvAd9HcihtpLHrSSAvUMyjsX4p+FDG5gZG7tXoq5vvQ31P4NwzWU5sKYnEFfqVdz7P5++ZTn75BM/SjGpVG0jHgnw5HNQaQs+5X50epHfaDKOLVaFHpcJLQeVGJuEmWB0HS36MouM5znSeiNiItRJ7CqEQmm7sV7ZzmoNqI32jykI0IsFzFyDqI+9FOpw34xTLPq7VKup+h96HR96ORcOYSqi9owy9Qlc5R2OEeRc5JGK1m7QwVMnZRfwvfIs512o6gPPpxVF/hlyPkd6RvFkPvzVnUtXMT/goMNeqUxYXZKOLo5xyVuHE56dN3MRJErB0IdGH8LiMldRuhmd3fXoYciFXoYl3twnSWoZ1nJQqdKM3QaC70CirPlWgkPDUVdb30E1xdxDG0OExB4fkz6DWo93Uch5zDhSjUfzt6P6ai928zcgSr7eofQ47ITVR+vyu1ftZDB3J+tqGJpbUWRdbDyQCOGSaziVbrIwwuQmlTw4iEWNdA5LswXkd9Y7KHswft1pq5kFyMLqjPoQt3JedhH1pQrqS2dqvxSJOg0da+Rii0rm6lfCvjMzQ+unkBcrSCYgq6eI5F78es/M+N1EMcRI5qIbVVWOQ7kGPRCdzLyHzzGeR0bEWh8puRE7MWpcpKOV83oc/i6RL3NcIxgnEeQOm3pId6byKa2pwwWY4+h+tRh41hhEasHYg8R6ktV1+O52g+TzgG7TAvQ4tEud3ZWWTvDfnz1vr6dlH/br0eh2MAiXU9gHbc01DYs1DNXYpu1DbYKBfjj3ZFrbRxbmForQWSS6i8oE9HaapB5CysQmqAZ5GwV6HTpjAf5VrkjKxGtQrDuQPVizRL0FMZJ6E6i50BnydIxiCHPu3chj7HV1H+c2cYvhPbFEZe8OmDwDtpLhTuh7TtPoY0A6aghaRUO94jDO1k61EabCRPW+012Y+iCKBd6jVlHlfq74D6WyRPoV15QU9jAereCGqHXIopSHX0POTk1SIVPRm9n9U4L3+r1JpbnHO/Jf/z8DqSYzQnR118rqAHpE1DTmecRnjXy/Wo/fi6qA0JgTa0KdgQtSExxlpffSS2DgRagD7YxPO7UCtaI9GHXhTan4gW0uEX/FKLyCEal3du5H3oQ1GOi1CL5Zn8ca5GdSMvA+6u4Til8vtbqK+F7/78489nSHK7XIX4vrzdC8qcuxkuYmhA1iC1D8zyq1Zj+HHGotdgPaqtWIYiO37IEK+j9kLVRjUDHiIdNQQXoohRUhQ1m2UQ04kwQiDOKYw+Givi60G7ph508av3S3Q/kki+AdUxrKR6dfthtEg06pDVO176CFrkF6GCv6vRTmtZ/lgzqL2DYAYKexboov4F7k6UBhhAqZGVDDkP+1Ha5DRqeT0fRWlO1XmOemlD9Q3VHzhq1IXto0f70VNfboFagj5PHUjddBVD9THHyzynGvV8dxtdSPx28KJiHud+xtPOEpJfv2IkgDg7EIU2yXp4DuVsV9CYit4WtLgtKvrdFVR3ZPrRl7aenP8gQ3UM89DCXQv7GBKsKsV4lIevZ4G+HjlOfQzN46iXy9BFq42hoV+PoF34AuRkvZQhZ2x/A+eol5oc0M6xYwYW3rx8/Pwli/bQ1hZG3cYKNBV1NSrybYQwdpcHQjhHWCxFn8FWYQHpev+MGBJnB6LeAr4HkYhRI1MOCxxnZBh6FtVb2qajfPEaRqpkllvE2vLn6kHV0+tR/v7J/L/Dn9eLQsoDVK8rGEd9g6JGoyjCozQXsr4dOQ396P24CdUNjGFkHn0FcloaVRWthUkoWlORgf7+vr6zZ3smT7tg1vyrr9g3uqPjWB3n6Kn+EGDk+zkZpbwW0diFvtGpnPUU36Zp5sJk/CleTQoX0BoFpEaExLkG4ijapVYrFDuAWrX8UGSbXuJ3G/P/rkc79Pmo/34qihoUi7jcgAoXpzFkd7Wd4gBaSIZHTI4AHip+XIN29cUqmtV0FqZQfx7UD0GapagKvJb3407k6IyifJFnoxQmSY7QEHn+U+9m4pXLmfHyNwDQ29095943vWJw4twFp1/y2S/NWjCm8/jzTz59cve3/2liW29Xz5zfdk6d7emdBnDk4Xs58dQjtI+byGB/P1NvfumYSYuGxCwHB/rZ/vkPMfnqm7jgjlcU/37gyMP3tp/evJ62DgVhJi5cwtSbXkrv4f1b9333K9Pn/k72xccfefheRnV2MuX6u8oddwz63M+p83Wpp95jDvXXw8SZW2l8lHoSiXLQXVyxuhAfiWUEIpPNjQV+CYW8y+2CBlCufZDG9QqKGaT0F+4Q2iXeDtyFQoN3o3qDxWinXcxVKALwECqYq8Y4SldNn4/+rgFKdxNUWwgWo3RE2IJAY6ltiFiBpdSevqmHNsr0xbd1dNJ7aC8DZxX86Nq+pa19/ISevr6BcQDjJk8675LFl43pO7x3oI3BsRcvmHn+/GsW7Zk49bznAKYsv4M5b343F736dzj4k/9gsH9oU9+1fQudU6dzavN6imXij6z8YXv/qeNc/JY/Y86b383s1/+fF5/XNqp9LlTWlH/xuBvXnh0cHHwI1ekErXFwCeHPCwmSUfinwZEE/OhAM4yyxNKBAG71XOeLnus8TflCuDaUcvCjla3gjJRSZKxUjHgeSidsGvb7ycjhOINEpapxNaUdpXZ0EShWMKw1ZA6KiBxBu644s5RgitzKdmCMX7CIrq2KaJ/a9CQTMov3AaOO7t2/A+DAmlWds2+9q/3iFb/AnpU/GzX5wgtmLVi2+LLxk8YfHd0+6gjQ3zn1QkaN7qT/zJD/c2rTk5x37e2MnjyFnr1qxx8428uJDY8y51W/te3iKxd60xfM2dIxfuKJ82/Nq6CPaps22N93BolVrWdkW+mBE+tXHZh41XUbR0+5YHTP3h23o/TQLb68SuU5TeVR9ElkKbV9J9PAaKyY0giQWDoQnuv8DCCTzRVCqAV60RfiCRT6vofmvyCDKE1RbshWtQ6MqSgken+Z+27IH39NhWOcj6IFtVCvHPI8hmR9txCuuFOtjEVpnJU+H/cKytRATMgs9k5seOTIwNnelb0H9zL24kv6AV549rl5x/cfemHX/T/m4jt/gYtX3MOu+38CQFtbG5MunDb1wgXzzr/mJbe1z5wxuXfstOndk2fO3D5mwrjdDPSf7t7xHOMvvZJJVyzj1MYnmXLRhRvHDJ7ZNnbqBT2XXLds1rQ5szIXXTLv8rmLF3ZNmzNrs6xpGwVtbcjxXAIMDPSe2TvQd/YwsHLgbO/Enn27pk+6cvmiSVcsazu1sRaBU194mnSGwf2Qxk8CkwlecMxoYWLpQBTwXOcFtIA/gIrzjqOw/nKUQuhAF9xaF99SrKb8tE2oXUfgTuBnlC4KXITsrCRYNJfaFvd6IhAFxqOixcsZkmCOI347N22MjA4BMHbm3EzfyWOdpzatu23srPm72mjrGBzo7wF4/tHH5xzb6vVdcOUSJl08l7b2dk5sf/7F53r//Q1+8rbX8PCfv6Nz6TveNS5z/dL5C29aPntqR8/46UuX9y2++7azC1/5a3vPbN84cPHCSxfNuuKyBR3jxo3pGDtmDMCOH3+Pxz/wzos2fORPFs6/fG7PjPmzd7cNDvQy9L5kRnWOnTlqdOcFwG1dWzeOHzf3UkZ1dDLh8ms45T3F4EBDL9UB5OiupbrU+DPoO5ZGMjR3zUgKJ1AdWZCFykYLE2sHIo+LivIupLQ3PRpVpDfSx3+K6kU11aYSFueuX4JmTPQxNCWyQAeVc9bzUF67Gs0OZGojvhMKg5gtX67r4IGJVyybePiB7zF56S0XD/Sd3d02qn0MwKnN6+g/0z36+294ed+9b34VXfv3suuBn7z4xMyrfpNf+Odvc/1ffIwnPv1h+nvl0+1+6GdtR55ZN/pnv/fajrUfeffMvq5Tow49tZYJM+fQdXAfZ7uUfp93z69w99//G6MnTKS9c/SYixYtmjfY3zeBIQEuBs50MWqc5DhObXqS7h3PseOLH2XXVz/DQHcX3S949b4Om1AE707U5ltcQN2Dvj/F9QGH8He6Z9wIa+R8lEwhfSmoZglqwF9LEucuDAA81/ke8L1MNncp8A1KS9JejHb3a1A6oVRl+n1okS4u8BtF5XbRXqovtsMdkDtRAWWplMgKFEkppSAYxuTA59AuP46yvmsIZgT4SE2LwcEBYMWkK5evH9XZecWYC2fu7T91fP5Az5kjwPmnNj7JzN/4PcbOmj96/HmTt00c2zZ+3d+8/8KFb3jbIEUXoNm33sXOn36fnT/9PhevuIfDz6znF7/yP4zulI+348ffY9f9P2b6shuY/4uvZP0/fIplf/zntHeOYbC/n4E+bQxHjxtP+4RJA107trSPn3f5Nf3dp/d3bd8047zltzPQc4buXduY//a/pG20vq4nnnqMUxufZPy8upojTnDuSPrr0OdhCur2mYM+Gw+g70m5lF5aWIyKl/3u/okbY1C0KQ2Kon5gDoSPxN6BKOC5zvOZbO5uIIdaBIdfPS/J37ZTWsJ4DIombEGLSjvKj1fSVDhS4ji1cDtKZ7ykxH0zOXdmAvjjPFRr6ywnLR0HPJRG8mvcdTGXIOGtgibEAG1tlwDbOqZcsGTKdXcCzG9rH01bR2fP2eNH6Dt5lDEz5wHQdfzEgq7j0N/WzhPf/CajDh85NmHahRPIq05e8YbfZc0nP0Bb+2guXLL8RecBYObNd/D0v/wd/b29XPnmP+DZr/wjP3vHG+QwjBnDvJe8gs5JU/p7TnedmfGKN7Yf+Ml/dhy+/3tTBvvOnp568z10TJnGiacfY/zczIvOA8CEzGIOP/i/DPb1nfP7EpxGqqKDjPwcj2KonbE4srebyim9NNEKof0x1D/XJs1cjaLEhg+0DVbuHosdmWxuEko9/AHw92Uetg7VS3SiCME4zp3oeRjleKstqNWGQZ1C9QWlUkG9wOYyz/85agV9ADlxtxBsf3Lce/l70cXcjxkRw9mLumXGc+7r8AQNtv+2tbX1Lbr1+sHRYzqbnq2wf+uOzfu3vVAqzHwMRQS2oM9XLyrIrTWt8BxKQ1yMWjFr2WlvRG3KcU1xBcEmzo3MpJG1SJsmyUPR/OI0cK3nOluqPtKoSuIciAKZbG42GiLVKD1U3/GWS0XUikdp778H1UMcBm5s4vi1cAg5KXGvpl9FMG2JWxlKWxVHhU6j97+hKNyUGRdunrt4oS/55e6Tp054azZ0Dg4MVFu4tyBH6xQqzC1Xn/MAei3rdXBW0/hAuKRSLqWYJs6i9zauEciwWQfc5LlOIwXpRhGJSWEUyI/5fgvNq8nVEi5vtsg0Q+kL1DEU3VhIY1Pzan3OLrTYJGGHNQPtuP0u7D2AHAiPcyMOE2giB35s/8GFozs7Nk2bM2t+57ixTe3Ye7q6j+ftu6vKQ4ujSIWppwWeQNGJScgJqNd56EfFla3GjSjtOT9aMwKlg2AKlJPKUuBvgD+J2pCkk7gIRCabey/wsZBOt5FzB2s1goecle0oDD0HLWgF5+042ll2oYuZX+Hj4/ljNjozIQqCiEI8hFJYyxhZI1KYojqHIYe0Wi3JOc5be0fHsRkL5hyeMuPCeaM7O+p2yA/t3O3teW5bIUq1CqUQan3PVqHd5W3IUWrmvT6BZkWkfTdeiuHOWBpphb+xXn7Vc53vRm1EkkmUA5HJ5pagYVNh6ZkXxmzX2852EDkO3eiifgW12bwZpRr8UNd8Hk18TBI7UWSgC+Xwz0OLe6kZJbXyTP54V1PeOetDufB2an+vzqGRlMaRPfu379rkzWNwsPh8p5HjWk+nzJMoktJshXkXSq81Msk2yZxFzmQjBdNJ4XFKS+K3MkeApXm9IaMBkqADUcxLCHcYSidyBKpxBO1070dOwIUojHw3imDUanMhpeHH1MAkji6eixaw2ei1W45ez2a4Cl04KxVNjUZtfYeo7b0aoS1xbP/BhScOHa5rNPfx/Qf7hjkPIAdqGvWFnEtFVxphPEqttRodNP85izsLqG9CbytwPvC1TDaXuFR+XEiaA7E4gnMeKvG7Y0hP/0G0MBVmX9xJ88ItF6HIQaOtRutRaPuGJu2Iilmc+7m8lcoKnrVSy4juWocPFRbrcxyJHU9tvqDr+MkjPV3dp3dv8jZ1nzx1YnBgYHDbumeeO3Pq9MmBvv6Bzauf2H1k975tA/39g7S1lXMS5qOFPIrx0616Mb2edA0OG840GhPbSzu3A38ZtRFJJfYpjEw2txx5zp3AvwCvD9mEDcAFqB2wBy1wC+o8RrW8ejnuQ/oQ1Ry97flbO+kUAPIj/FpLu14vanmbDFzZyEna2trOAqMGBwfb29raesdOmrCn+8Sp+Z3jxu6bdMHU44d37V0I0N7RcWjS+VP2Hdt/sJxTfAb93WG/nztQPUUrhrvDEHOLkvUolZe0jWPQDAIv8VznvqgNSRqxdSAy2dx4tBv6LMrNfhT4KqXFmYJiA4oGBKFPUCuPojB8OcXMh/P3x71Ns1nW0lyXwED+GLXWFtyPIkq1cILqkueN8BCKRpRSVg2KbcgRbUXNgOPomhPl9z1orJiyNLuByzzX6Y7akCQRZ0/0negC+nXg+2gyYJh5ysdQOiLqi8mNSFlz+7Df70Ovz3LS7zxA87Uvo6jv834nSlGV87CL0xenGrSpGrejAtIHCC/8vJPKzkMcp7n6xXmkf/x1mDVkSWI28LtRG5E04uxAfNtznSWe6/wEVUlPBf4wxPPPIBhp5UbIoIKfJ1Fx5Crk2NxO66gGLqPySPRqDFK/pO8dyJE8WOK+duQ4PEew1ftjUFj9ZP4WNXG+ZvjB5Qx1X6WRJaTbCWyGv85kc8227bcUsb0YeK5TXDj3c+BtaDRtWBwI8Vy1MBk5EWeQVsKkaM2JhPNpfH7BHupPM/ShCNBZSncnTET6EZW+R+WmgdbLBfhTTFqNVh82dBFSbUwrE1EqzxjJJOB/MtlcK0R0fSG2NRClyGRzk4G/AN5F8NGBp1ALZlyq0o+jFE5Suyv8Yj16LZZTX3ppAEUhmlkgn0WphLDFlgotqEHPM3kBXUTjfgHdiqJCV1N750w9bCfdypTP0mCRcIvwI+CXPdfxy/lPLYlyIApksrl5wCeB1wV8Kr+rshuRrX6SoQlyaa4Qr5XCxe846s5ZjHbn1SglKX6W+iWf/fxMdKPFqhM5Jn15e5YWPeYU+ltHjiX3lz1IxKpZifigeRi19oKciBdQaqcNOT9d6HWcgGo5ahUh60F//778MZYSn81DEByl9QTD6uGTnuv8edRGxJ1EOhAFMtncrcBn8LflbAfa1QygnU7Uw4UOocjDXMKtxo8rj3LuALJCu+OlqMW2FH1oLsj8Js99AO3O61EmHURpjOGL0WrUETLcgelBLaeF6bGNOCzb0OLakb+NRnLexbeHUTV+ISKTlKFS9Q78ehhFKyegv3U6Q/Llk9Dn4jRKCxanok6S7jRh2ltW/eA3Pdf5ZtRGxJlEOxAAmWxuFPAm4OOUX0AqcQg5DZ3IcSjIP69HMyvGUv8u1S8eQIWSsa1ViYAHKT1VsA8tgnM5t4vgLIpU+OFk3k/trZ0FdqLFqjjyVG0RHER/Sy+NXeRrHVG9FkU2OlAkZPjI517ql3EPms00L9ZWC/tIt7R1K4wxb5Zu4BbPdUzBswyJdyAKZLK5CcB78rdSnQk9qEWrD+3AQBfqcjUFx1GYbyfhj8EdRBfKC5AstjFEtZ3TAOp1vwktfs2MZB8+HXQQRUDq2amfYeTnsRZNi/78uRtpu9tO7dGWY2huynK0E38GOQ4T0AV0HrWnT3agyEc9czzqpZuh72+QbCfddRDQuMBdK7EDuN5znVKdWC1PahyIAvn6iE8AvznsrkYEVB5DDke1CZF9+JMvXYfyr4ULcNx2f3GgOAdeiY1oEZyKv6FoP4R4wkgXrERtq37sol9A6ZtTqB7n/GH396BanYKCZ1BiRbsJvhakwDrOrUVJI+Wieca5/By4x4oqR5I6B6LAsPqIRi9oJ5H2wPWUV4IcvkttlMdRaDYIRcM08QTaLdfCY/jftfJjFFGYT+NqjWFduDehoki/d5k78rfJqL5gDyMVYp9GUbylKLJRz0TVzch53oMcoJOoyLSN8KS9h9fapBWrhaiND3uu86GojYgbqXUg4MX6iDei+Rkva+JQ9RZu1csWtFsOa3eVZOpJSfwcTfX0k8LiP4A6Quod8NaFFsZ6Ra0aZRXVI2jNUkutRDmnaQOqPTqUP047is5EHVoP43WLA7tR7ZgpVFZmEPjFvLChkSfVDkSBTDY3kaH6iEb1I+4D7vLNqCGS0nsfB9ZQ3+jqeoZwDU9DrUI77IKD8CzK77ejaFajO7ewZxFsRMVyUS8QPag7ZBZyNgpOR1yVVJupnUkataYFW52DwFLPdfZEbUhcaAkHokAmm5sLfAT47QaefhqFxP12Iloh1+oHG5CQUq0LziHkADRaR1K4qK5EzsUVDNUTHEf1AKUiRl3I0SkVbj9NNLNV4prrPsLIeoq40Eqh/UOoONXaxKvzEHC35zp9URsSB1rKgSiQyeZuAj5N/SHKk6gWwq/dXB9acKzuoTJb0OJdz+vUyKJ5Cjl041GxYKX23bNod380/7izqGtmFEMqf4+geo2O/LGfIJpFabi2hFGdVnIgQEWwy6I2IiF83HOd90ZtRBxoSQcCXqyPeC3q2JhXx1O3In0IPziGdqRR6UwkgR3oNZpWx3MGkY5HPZGdA9RX6FcrK1HbYa2Fn0ExiESTbJdZG62UwgDVQoxGQwSN6rzCc50fRG1E1LSsQJHnOgOe63wD7Rbfj8LSteBnP/AUwPPxeGljH7qo1eM8gKIP9TgPDyG9j0oMAHvrtAMUzWjGefCrdayNkSPhjfJEXTMSNrOxz0c9fDWTzbW8M96yEYjhZLK5Gag+4q1ULtLzO5+8nfQL1jTC0fytkWhPLxJHOpT/eRK6QJYS5fKj1fMkKoYdPqDoaRR9uHTEM6KhBznAF0dtSAJoxcLCuNbKxJXVwArPdRqdEJx40jwspi4819kP/H4mm/sHNKjrnjIPbUQuuxynCWaaYNI5jXb7jU4M7ESTVIvpQ50UhSjCdOAq/JnquhZ1a/w0f9z9SIFyPvFxHkB/61bMgaiFoKf9xpGW31HXyc1ohMKfRW1IVFgEogSZbK4N+GUgx8h+/QFUENds4eMaVEBpHv+5dKG0zjUhnOte4BeLfh4u7VuLwmg/avlMSr68Dzk4pjlSmaepX+MjyZxA0TKrx6qfV3mu8z9RGxEF5kBUIJPNjQXeDnyAc9vN6lFDLEWrVXjXyhmkQhhWt8ALKNrR6FChB1EUo5Zx4tXwSw69FuzzV53niVf0KAw2EI7jnjaOAdd6rrMtakPCpmWLKGvBc50znut8Fl1IPosu8qBFx/CXPrTrC7PVcA5qv9xe5/MGUeHlHfjjPICchwGfjlWNpag11ihPOen6NFNrIblxLlOAb2WyuZZLe5kDUQOe6xzzXOdP0YX3B/gzBtcGswwxiFI6QU5xLMfVyJFYWcdzgkpZjCIcJ+I8VMuzD+leGCOZzG3h0IYAACAASURBVNCGoVVodLaLoWuXG7URYWMpjAbIZHO3A+/j3Px5vexF1fuX+2JUsglb3rkcTyBFvqnIqRlEueEZnFsL04/65tNwwe1GLawLmzhG4SKSptbHXvR3tdKuMuiZP63Aaz3X+XbURoSFORANki+0fB3wNzRevdyHdt5Bj3aOM0loHRtAKYsFqPiwHXgOLTJXRWiXX2ymOQcijfQhR7GVHIhtSFTPItONcxLVQ7SEvo85EE2SyebGAQ7wFzQ252A/yqG10oWqQBKL+f4XtWcuJl2V+ruw9s5i+pET0Wrfy7XAtVEbkXDWATd7rnMmakOCxjzNJvFcp9tznY8BlwFfYiicWyszUOi81XiQ5DkPoAjEYnSROEx63ruWqyCvQqteG09GbUAKWAr8v6iNCAOLQPhMJptbhvQj7qzxKQ+hMHhcpxIGQZJV/o6hiFEXqh24nGAXm4GAjw+qx3mB5hU500Zh5HgrcRwV2RrN80bPdb4etRFB0qpedmB4rvMkcDfwatRLXokXUPVuKzkPj5HcQq2tyHl4GLV/XgbchwotgyLo76iHih/NeTBAcueGP3wxk8350bEXWywCESB5Iar3I6nTUrnUjYyUXE4z69Hfm9Rd3SkktjN8DHxcukhqoRBBGUDOQzeNaW/0o3RdmuXwWzEC0Yd0bk4ifZSltKYmhl88DdzouU5X1IYEgUUgAiQvRPV+VOH+7yUeciRkk6Kmg2RfkCcy0nko/D4JrAPGIsf1MEq/NCrc1U66nYdWpTAz5iLkFK+J1pzEsxj4u6iNCAqLQIRIJpu7CfgMQ22bO0mHlkCtDKL2xzRpX3iMnJfiJ6fRwn8hQ6/bBuQAFFIP9Qxk81Dbcat1FzRCK0YghtODohHTojYk4fyO5zr/GrURfmMRiBDxXOcRtIN9Pap6DzJ3HkfakPphmtgd4LF7kcN1K3IeNqE2u8uBu1ChbifqaFkPHKjhmBngkQBsTSOpDDvXyRhUq2U0xz9ksrm0tHy/iEUgIiKTzY0G3gl8GJgUsTlhcgoNzUrLjmYTqly/0efj7kEaIcvqeM4D+cfvpnJtTS9qP01qMWtYbEPiYa1OEvVa4sgm4HrPdU5FbYhfmAMRMZls7iLgE8Cbo7YlRJJUdFgrfk8y3IiGuNUbQt+H8tebkZNWatjXIPAT1D5sY73LY9MpxVYknmYR6+b5OvAmz3VSsfDaByJiPNfZ57nOW1BqIy2iRJUYRBejtHEcfwdhLUJORL27lYvy/y5EO569+Z/3oVTHKbQg3INaUQ82bWl6aZWpuydQVLAcl6ABcqlY9CLmDWgEQiowByImeK6zGoXBfweFr9PKStIpmXwLqk/wkyU051TeimooQOH4O5CNhVqJ+ajNzChNq0zjnIy6cypxG3JAjeZJTRG5ORAxwnOd/nyl7uXAh0hfEZeH/7UCcaEdiYI94PNxr0BaDY0ybti/d3Bu7cOtqBvIGEkYo9WTxHWY0JQftEdtgF+YAxFDPNc57bnOh5Ej8ZWo7fGR3aS/Le42/N3Vz0DqnY1yPZJLn1rm/k5q695oRdI0ntwPJqBNgNEcqdFPMQcixnius9tznTcTTHg8ClLzxalAOypePOrjMS+huXD67WhMczkWYcO0SpF2Z7cRWq313E/OolqkZiKKscIciASQr4+4AXgHEhBKKh1RGxASF6FCRb+Yg+ZvBMUEWue9qQeLQBiVKDgEW9AGbxWqE3kA1Xo9hqKRO5Dj1YFEub4ahbFBYG2cCSOTzU0F3oc0JJK2QzqANC/GVXtgSvCrf34AXZyCbH0dRKmOOwI8R1LYghaG+bSWUmwtPAEsj9qIgOhGXUnHUAdOL0N1MO1IVGs8uoZNpf6ppY8Ar/ZcJzVieuZAJJRMNncJ8NckpyXoNPAkKuBLTRFRFbqBXWhqZ608jHYp49DFqx1FIMIQNNqK0i+TQzhXnHkQc6TKkTRtjGP523GGnAJQ9H0Mir5NRnopEwK04yngljSJSIE5EIknP1/j05Qe8hQnBlBL4cKoDQmZF9COZUoNj92K6h2iJI0iX/XyCEPzaoxzibsq5VlgNUojXko8Niv9wFLPdVLXMm01EAknP1/jNuA3gOcjNqcSz1C5kC+tzEFTVx9EKYLh7EHpCZDzUOi1j6qFMMhdWFJITZ9+ANQjrR4mJ5G66j4UPbqceDgPAP8vjc4DWAQiVWSyuU7gj4APUH9+LmgeRpoDrczj6AJc6EbpR/n2y1ARVjswC5gZ0PkHqL5piEMUJA5swRyJUsQtOnMY1WVcSzzn6/wNasXv8lwndZ1O5kCkkEw2Nw0JUb2DeHjhR1HucUbUhkTMaZRD7kbOw2TOFdY6S7TdEP3AIex9AquDKMdatFhHzW4k9X4j8R1G+DngT4DzPNc5FrUxQWAORIrJZHNXAi7w8ohN2YciIq3SfVGOfcD5xLt7Zg1SHGx17HUozTpgaYTnfx4pp96CiiDjyn8Ar03L0KxymAPRAmSyuXuAHJq+GAWbUEtcNb39tBP3AjRQxfpB6uscSSNdyNFrBfGzeoiqyPYZVEt0K/Gv3fv/gN/zXOds1IYETdzfCMMHPNf5Mdo1/CHRTF+8AuX/W504pJOqMQX1uO+I2pCIGY9C5Ea0PAE8ijY/txP/NesY8IlWcB4g/m+G4ROe6/R5rvN5tLP8JEP90GFxG7A95HPGjTEkY8LjNFRw2erDpI5EbUAM6Q/pPI8A65FoVVIG8B0C7gZmZLK5C6I2JgwshdGiZLK5BcAngNeGeNqngKtDPF8cWUX8NTtAzt4JkiUa5DcPoV2vMcQJVMsURLFvP9JwmE44HTA9+FdH8RDwI9RO+p+e6+zx6bixxiIQLYrnOts813kdyik2M+2xVrYDs0M4T9xJQhoDVLNyvMbHpjVca9fHkUzG/3k8Z1DXy14UqQzDefg+GgngF+OAbwNfaxXnASwCYQCZbG4UksT+BMFp/1v0QfMmniM5+gLbkSPRqqxG0uvGuRyl/Hj4ejiB2kKvAi704Xi1cAj4IvAd4F+BxVUefwRtsH6pwmMeAV7uuY6fE3gTgXnYBp7rDHiu8++o2PF9SK/Ab04GcMyk0YZ2W0lhHqXVM1uFpESLwqbZ+qmDqCMJ4E7Ccx72A29HqYsfU9152Ifs+yPUWbGzxGMOAX/Ris4DWATCKEEmm5uNohFv8vGwjwPX+3i8JLMa6UH0oHzvRdGaU5HdtG7qKc2TJ5thE9ps1Mt2NFzuBoLRQumtcNx+4ONI3+MrVB8Y9yPgd1CUpCd/3O9wbiTiAPB6z3V+3oTNicYiEMYIPNfZ7bnOb6FivzU+HTasXUbU1FKlfjMaKnYNel3WBmpRc7RyO2daazuapd5prY+i4uF5qMbBL+fhAeA9SN0V4DP5f0t1D30J+DzwZarbvxF4K5Kf7vJcpx+4B/gC0nEpRGA+Q2tH6EwkxSiP5zqrM9ncjcCbgY+iOQ2N0u2PVbGn3rB3OwqlxlU6uZUX0bjNk4kLtXZgPJ5/bFBtmCvQ9+cNSLdjAkNpiVcMe+wylMI4Ten6jadREee9qHj4dcBni+6/D20OLkBpyFcAP/dcp6VbnS0CYVQkXx/xZaQf8V6g0Xn2jT6vFehE3TAnojakBEEV1cadx4FFURsRUzZVuK8PDc7zUMoyaNnr29B79SpgAfAaFDUbXqcxMOzfAs8hR+Qa4BWe63waORLfouj991znhOc6p/PP/3Nge6s7D2A1EEad5OsjPgX8Zp1PTYKMc9Q8jGoi4iYj3YrdCE9TvciuVSmlZdKFuhUup7lIZbP8N5BFEYnzUeQA4CPA1xjp/LzGc53/GH6QTDY3EWjzXOfksN8vBzo911ntt+FJxBwIoyHyX6S/QcprtbAR29HVyj5U3X0KtX7ehDo4omIzqtloFeIycTKunEGdFHNQuH8d2sH70drZKEfRAKtnUNHjNcD/Ad4NfBCNqJ+OHMMCfw18qJLsdCabuwLY5rlOTyabmwxc18pFk8MxB8JomEw21wb8CopIVNo1mwZEczyNLs5RdUOcQhfllpDnJb71KHHiZ6i+YTmqPYgTJ9DUzuXIzmuAS1Er+b8DL0HdILd4rtNV60Ez2dxMz3X2+m9ucjEHwmiaTDbXibz9D6BhTMM5CUwK1aj0cQJ4FkUjoqBV0hhHkapgq0+OrcYG4itz/iPgI57rrMpkc7OAJ4HfBX7guc5AJpt7bf7/pwAy2dwUVDC713OdsGcEJRorojSaxnOdXs91PoOiEH/PyFZGuxg3z2TkPKxE+eawmR/BOaPgKezzWgvzojagDOuA/2Go/XgfKoo8Uih69FznWwXnIc+nkEbFlzPZ3MJMNjczRHsTjUUgDN/JZHNXAp9GoitrUQTCCij94yCKRlyC8tBhUEmkJ01sQ9X8RnX2AnFcbPeizfFLPNd5JpPNTfdc58DwB2Wyufmo++lvUdHlB1Hq6uXAbEtXVMccCCMwMtncLwFvA349altSzDrkoN1CsNLLB1ARWpp5EukFGLXxGFKVjCsf8VznA4UfMtncDWj65nI0hfhmhuqz3uu5zscz2dzrgJOe6/wgCoOThqUwjMDwXOdHwOuBd+L/BD9DLEUjp4NWxNsX8PHjwPioDUgYtU5rjYoXU32ZbG4CkEODtFwkS/0W1Kq7GviT/ENPIS0LowYsAmGEQr5Q6b3oi9oKofCwGUCh28MEU9yW9k4am9VSP/cBd0VtRAXe67nOxws/ZLK5S4EfAB8Dvo7Sf68GtgD/CNzsuU6pgVlGGUzK2ggFz3WOAe/JZHNfQIO6XhOxSWljFGrznIbaEK9GrZ8nUPphLs05blcjJyKD2kpPo0mFaWCQ1mlR9ZO4p7SGi11dkb+1528rgC/kWzlbdWBcU1gEwoiETDZ3KwopxjmHmmQGUG1EYZ5DoQ30ahrv21+LCgynojDvo/mfo1Qe9INWaVH1m17kuMZ1I/qs5zpXlbszk80tATZ5rtMTok2pwhwIIzIy2dwoJIn9CcLrJmh1HgSuw798/8Ookj2p9AN7sM9fo3goKhUnziDl1rWe6wyPQhg+YkWURmTkB3V9Hckkvw8buBU0m9BkRD+LBeOmQlgvqzHnoRlGtEcGyHB9mXL8FdJ2uDxAWwwsAmHEiEw2dxEaevO7RDv7IY0cQqO5g+jbT2qBZS9SnpwRtSEJJswheWdQoXAlnY49aBT3o6ho+/Oe6xzIi0N1oxbNWh0RowrmQBixI5+b/DTSrDf8Icj5DkmdtGozL5rnURTVCotvIQfieuRQPAl8E/gh8FYUxcyhGqADwMeBrch5mAB8x2oe/MMcCCOW5Ad1vQz1bF8ZsTlpIMhF/nFUV5GkqNFptABZ90VzbCG8VMEx4P3AfwJvQjoU16CJmxNRN81s4B4UbbsGXTsuBb4E3OS5Tq3Tg40aMAfCiDWZbG40UrP8K+DCiM1JMk8gBb6gWIlGYCdFjCmpUZO4Eeao96dQimILSk+cRs7B86gt80cMRS3PoJbNlcDF+d/9tuc6Xw3J1pbAHAgjEWSyufOAvwD+FMnRGtXpQ+2bT6FQfdARgqSIMZ3I/zs5UivSQVgRiCPAG4Dn0OTf96Opqeeh9MTG/M+Fa8NZNNjv5yh1caPnOu8Kwc6WwrowjETguc5xz3X+HO0qvhG1PTHnNJK23oImS64gnPTCQjToK+48SWs6D2cDOGZYO9Dz0ee4AylJTvVc54jnOtvQ524K0IM2GBcjR+InwL/lb98Kyc6WwiIQRiLJZHM3o2Kpm6K2JYb0AxuIZjDUOpSrXoIEp+LGEbS4JL39tF7OIiGxHvwVb9uEnPowOQN82HOdT8CLRdffB37Bc52NhQdlsrlpwK8AqzzX2RyyjS2BORBGYskXWr4O+CSSajaGOIVa3i6L6PzHkBMzlXi1eLZq7cMqJO18DC3AF/l03GeJpsh5M7AI1T6MAcZ7rpOE6FeqMAfCSDyZbG4c8C5UIzExYnPiRGGCpl+LRSOcANajiaFR8yRa7Fqthma407QBTaH0I4X9DFBWLjpABlDb5pUorfEhz3VOVH6K4TdWA2EkHs91uj3X+Wu02/5nwsvLxp2L0DyMKBU+J6N2uoGIzr8dLaC70Y611ZyHhxkZcbmG4Me/B80olDr5TbR5+NVozWlNzIEwUoPnOvs81/k91E74QNT2xITLUDFllOp756Fcedh0oZz/CqQPMDYCG6JkHeVFnm5H3TnN0smQcxi2434PSl12Ay+EfG4DS2EYKSVfH/FqJER1ScTmxIGoh17tRx0ai0M63y7UjRKWRkHc2IpGu1fqNtmHnKopPp53IH8bZMihGCi67UPvzQXos9Bsd9Bu4FWe66xp8jhGA5gDYaSaTDY3Bvhj4C+BSRGbEzVRSzf3opHg41EY3S8GgDVopsVxNN/iSlpXeOwQirzMruGxj+FvV0Y9HEKRqTHImRhX5/OfAl5ixZPRYQ6E0RJksrkZSM3ybbR26m41cHPENhQ6AvzkIeJRqBk13ajuY1Edz1kJ3BaINbVzBhXbdiPbaxlw9krPdb4XqFVGRcyBMFqKfM/4Z4C7orYlIs6iXV+UrZWHCWYGxRo0k6NVGURqoPVGFE6j9yQurdCDwNMM2XQ+sBNFl0Cfnf3Ay2wwVrSYA2G0HPn6iFcCnwIyEZsTBcdQd8acCG3YTW0h9no4hHLqrTogq5kU1bOoXqTdP3MC4wByHtZGbUirYw6E0bJksrlO4A+BDxBP1cQg2YGK586L6PzrUYeI38O3gh4aFlf8qG+Ju8jWIJpv8Zee6xyL2hjDHAjDIJPNTQH+BHBorRkJG1C+uSOi8z9CMFLkUReLho1fdS0DKBIRVqdMPRwFXu+5zr1RG2IMYQ6EYeTJZHNTgSxyJFpFcCjKospelHLw24HpRYWEYUyJjJr1yAns9Ol4L6BoXFiKrr+P2q1fVuExx4E7PddZF45JRq2YA2EYw8hkcwuATwCvrfCwQcKZcBkGUYaug0o5bAem43+KJE7UovXQCGFqhvwrciDfWOExv+K5zv+GY45RD+ZAGEYZMtncLahjI6o++TCJSmhqP9JrCKK1NmrxrCDZj9RFZwV0/KDSS9uB/wLuR7NJdnuuM5DJ5hYDvw68myG9ltPAOz3X+XIAdhg+YA6EYVQgk82NAl4PfJxouxaCpg/VRFwb8nkH0MAtP9UQiwlCcyJqTgF7CDZF4+fUzkHgB8A/APd6rlNWVj0/gnsFkuD+W891dvlwfiMgzIEwjBrIT/z8U+C9pHfi50kkNRz2CPDHgesDOvZp1N45L6Djh02Yjt56pBjaTKrua8BHPdeJYhaKETDmQBhGHbSAouVWYD7h/m0DaJGfHtDxNwGXEl23iZ+EnZZptD5mJZD1XOcRn+0xYoQ5EIbRAJls7hrg08BLo7YlAKKoHQi69TINrZ1RFLueBbZRe7qkC/gz4B8914lqhLsREuZAGEaD5BUtX4EULdM09XEL4bdAbgKuCPgcSRaZinJexVakGlqttXkT8Gue62wM3iQjDpgDYRhNksnmOoA/QIqWaZFRjmLHfj9wZ4DHP4zSJUmb0rkG1TxEmTKr9nn4DvBWz3WOV3iMkTLMgTAMn8hkc+cB70FCVGMjNscPmolEdFP/eOaDaHBSkPMY1gFLAzy+32xEBaBx0LNYS+nizW8Cv+25Tm/I9hgRYw6EYfhMJpubB/wNlYWoksBDaNjYzDqesx2pGXYgRchbgNF1PD+MNENS6iFeQE7YtKgNybMfpTGKW26/DvyW1Tu0JuZAGEZA5IWocqinPan0oQ6Jgh5AOQXOAeBRJKtcvMBsRjLLC2o8X5AtnQX6kV1XBnyeZjiC2mrj1H7ahdoyfy//8yNIYtpGarcoaWxDM4xY4LnOKjRn4vXAzojNaZTRaDErUMp5eBxN97yZkYJQC4EZqAiwFq5FUYwgaUdTSE8GfJ5GOYOEouLkPIAGbf0D8BXkTPyWOQ+tjUUgDCMEEi5EdZTS486fRW1+S2o8zmOo06La7Iaw2hWDkmtuhgFUNBlH+fQe1HW0G7jCc53/jtgeI2LMgTCMEMkLUX0E+F2SEwG8n3O7I14AdtHYFM/dKKoxo8JjelARZlDy1sXEbV5GlO2a1dgI/JLnOkmNphk+k5QLmGGkAs919nuu8/vAMuBnUdtTI2fRQvsoKkC8iMZHgM8G9lZ5zBgk1xwG1yKhpDjwAPF1HgCeovp7Z7QQ5kAYRgR4rrMB+AXgl1FBX5wZh3bpN6LuhWYloZdSuSaij/BaLcchBynqFsSVRDdSvVZuA66K2ggjPpgDYRgR4bnOoOc63weuBt6JhI7iyMUBHPNGykcZTqEJnWFxOYquRMVjJGNi6CxUx2MYgDkQhhE5nuuc9Vzn79DAp0+iGoC4cAwN1/KbDtRlsK/EfVOQfHKY3I66ScLmaTTxMinX4rike4wYkJQPrWGkHs91jnuu8+eo9fFrUduTZ3uAxz6P8o5CMyOkGyVDaYcmKLai6E6SVEufiNoAIz6YA2EYMcNznR2e67wJtfI9FKEpAyidECS3oOK84dyG2kTDZCpSWwyjNW0fchzC6DTxi8eAH0dthBEfzIEwjJjiuc7jqLDu14DnIjBhDeF0BYxB4knFtBFNKmcJwTttJ5CI1ayAz+Mn+1D9g0lWGy9iOhCGkQDyEz/fDnyQ8GYjnKC66JNfrAUWI9nrYlbTeMtoowyg6MfiAI7di8ZeXxPAsYNkJ/BDz3XeEbUhRnywCIRhJICiQsvLUKFlV8CnDNN5AOkxPIMksYt3NVHs0kehqaB+j6YeBJ4kec4D6H34XtRGGPHCHAjDSBCe6xzLF1rOB74Q4Kn2B3jscixDnRkPFv1uHhJYCptZKFLgJytJ7mC10dQ3VdVoAcyBMIwE4rnOQc91/gAJPJUqQmyWYwEcs1ZWoNRF8c9rI7DjRqTA6QcPoFbRJBOlVoYRQ8yBMIwEk5/4uRx4H/4WHQ4vagybmzi3mPEY6gg5GLIdS9Dcj2Z4mPirTNbCKzPZ3IuD4DLZ3NRMNjchSoOMaLEiSsNICZls7nLgHzl38FWjPIhkq6PkEEojjANOI52GWaidsAcVky4KwY6nkYRzI9oUa1Bqpt1Xi6LhZcC9wF3AeOAe4POe62yM1CojMsyBMIwUkcnm2pAs9idpTqDoUeKfr+9Gi/ssNKQrSBoZMb4R1XCM99+cQBigclT6laiw9p+B3wTu9Vwn6kiVESHmQBhGCslkcxl0oW80dP4scKV/FgXOWaSSeJOPx9yEIh+nkCMwCpibv+8BYBLqHinFLuTAhdVyGwZfBV4DfN1znd+N2hgjesyBMIyUksnmRgFvAz6FFrt6OETyFr9+1OnQjnbKR9F8kVlowudwjQnQrvsR1LZZcBbG5B9/M0Ophz3AOjR46wBS0HwGOQmXDjvmsfy5F/jzZ8WK9wCf8lzHFg7DHAjDSDuZbO5iNCjqohqf0kVywu610gM8j+oYZqPOlfGovuKKOo5zhnNTQ31I22EAuACYjmZchDWOPGxuzRfuGoZ1YRhG2vFcZxe1T5osLIhpYwxKyfQhJ+JWVNxYj/MAI+tKRgPXo3qRDKodSavzsBIJfRkGYA6EYbQKtWpFHEWLa1q5mvrTOfUwPcBjR803PdfZHbURRnwwB8IwWoNnanxcX6BWpJse6o9oJIkkSnAbAWIOhGG0BrU6EGcDtSLdbEKpkrSSxqJQownMgTCM1mAztY1itghE40Qp/x0khUr7v43UCiN2mANhGC1AXvBne5m7e9CYaTAHohmmRm1AQLQB3/dcx6ZxGudg09UMo3X4MZJ+bgM6UBvjZKT3cBztoI8grQOjPs4Qjqx2FOwB3h61EUb8MAfCMFqHbsorU04CLg7RlrSxEbWFppEPWfeFUQpzIAyjddgctQEp5kRE5x1AypibkUZF3OeXGCnCaiAMo3XYFLUBKeb8kM/XjeZx7EcKoyvQXI7VAZzrFQEc00gBFoEwjNbBIhDB0E149Q/HgLVIEGt4OqqDYHQoeqs/xGhFLAJhGK3DfqILtaeZjQS/GfOQlHQncDdwYZnHTUWTQP0kSOVOI8GYA2EYLUJ+guKWqO1IIScDOm4/mhS6Hs3ZuI3qQ87O4n865Zs+H89ICeZAGEZrYWkM/ykXDaiXQqfDIVTfcBC4CVhSxzE6UJTpBeA+mlcW/SLwtSaPYaQUG+dtGC1AJptrA14LfAS4LGJz0sRJVJw6iCIGA/nbIEMKjiDtjcKtHW3e2vO30cAE1E0xgKZ7dvhk3xbgFCqwLMVeVFMxvFDyceA9nuvc75MdRgqxIkrDaA0mA9+I2ogU8iz+tU5e4tNxiimIgt2HCi+nFd33ceRQfrHod/3A3wFZz3VsLopREXMgDCPlZLK5DmySYlAkpUPhLpQauQ+4E1gFfBc5GD8A3oSUSt/huc62iGw0EobVQBhGislkc5OBh4EHo7YlpSRpQuU05EhsA/4DRRu2ojqL1wC/ZM6DUQ9WA2EYKSWTzU0B/he4NWpbUspOYG7URjTIUeBjaJDaM57r3BexPUYCsQiEYaSQTDY3Efgh5jwEyY6oDWiCqcCngMPmPBiNYg6EYaSMTDY3BvgvFJo2gmNs1AY0yUlU92AYDWEOhGGkj68CL43aiJTTR3Tju/3qjvh3z3UO+3QsowUxB8Iw0sdi4EzURqScZ4GJEZ3bD42IXuCTPhzHaGHMgTCM9HEVUke8N2pDUszRqA1okq95rrM1aiOMZGMOhGGkjPzMi9PY9ztIpkdtQBP0oQJKw2gKu8AYRjr5v8Av5P9/H/B8hLakjSMEMzY7LNZ6rvNs1EYYycccCMNIJ5OAfwN+BRVULkXjoI3m2YxmWiSV70ZtgJEOTEjKMFqITDY3CfhL4B3IyTDq52GSra8xx3OdXVEbYSQfcyAMowXJZHMO8Omo7Ugo+4EZURtRgbOU79RY5blOkp0fX11SPAAACsRJREFUI0bYMC3DaE0sndEYz6ER2JtL3FfYjbUN+//o/M9hLdzPAVeWue9zIdlgtADmQBhGa7IGOIHGfBu1swdY0cDz9gHrUC1KkHRTfkLoNuDbAZ/faCGsiNIwWhDPdQaAtVHbkUAmNPi8i5DzELTA1zjkFH4C+Odh933Wc53+gM9vtBDmQBhG6/LDqA1IGH2UTw3UwiDhXHOnA9cC7wY+mv/dVuDvQzi30UKYA2EYrcuX8W+uQpp4GngQOQzFPAuMb+K4PfljBM1E4DFgAXBX/v9v81xn+N9jGE1hDoRhtCie6xwE/iNqO2JGP6oNuwN4AXiy6L5m5avHAsebPEatvB/VXNwK3JC/GYavmANhGK3NZ4BTURsRIx5kSGVyAbAMeBw5E9OiMqoEAzU+ri9/s359w3fMgTCMFsZznceBJcCqqG2JAadQ7cBwrke6D36M7260CHM4tV67R+dvF/t0XsN4EXMgDKPFyU9lXIEUKls5Tz4RtTqWmlLZiT/Xy6giAfdFdF4jxZgDYRgGnuv0ea7zUeAWYEvU9kTIUmAuSmUEkdqpNfXgJ/uwjhsjAMyBMAzjRfIpjWuBL0RtS4QUiihPo7kXfnIj8ARyUMLiB57rBK0/YbQgNgvDMIySZLK5VwBfQroCrcwDNKY+WYkNwDU+H7McN3mu82hI5zJaCItAGIZREs91vg9cjY1/nhnAMY81+fxaUyEnMMVRIyDMgTAMoyye6xwAXgX8PtAVsTlRsAG43Odj9iDHrBlqvXZ/z3MdEwszAsEcCMMwKuK5zqDnOv+ECgxbLRQehNM0CtgVwHFLYUJhRmCYA2EYRk14rvMccBvwIaTYmHb2IQ0Iv+lAmhJPAA/R+ICtagVsZ4HVDR7bMKpiRZSGYdRNJpu7Efg3IBO1LQESRPFkKVYDNwFtPh/3857r/KHPxzSMF7EIhGEYdZOv6l8G/FPUtgSEH3UKtXIzsAPY5OMxB4HP+ng8wxiBRSAMw2iKTDb3SuBfiNesiGZ5GA2iCpNDwEH8kcz+muc6b/LhOIZRFotAGIbRFJ7rfBft1n8QtS0+ckEE55yWP++RJo9zBvhg8+YYRmXMgTAMo2k819kH/DLwB0B3xOY0y9MMTeQMm+lAL4pEVKJSEev3PNd53j+TDKM05kAYhuEL+XbPL6DaiDVR29MEJyM+/0XIiSnHA/l/DwDfLnH/V323yDBKYA6EYRi+4rnOZjSU66NEMzyqGQ4QTOtmvUzh3DbNQ6iwEzQSfBSKVoxDqaPHkOPzr8D3Q7PSaGmsiNIwjMDIZHO3oHbPBVHbUoWDwEZUh3BlxLYUeBQN3zqINB0+gBRBxwMeUggtZjNwm+c6h8I00mhdzIEwDCNQMtncJNRS+DtR2zKMHuBxoBNYDrRHa84IHgJmoZqIDPB+FJXoRY7O+4se2wPc7bnOqrCNNFoXcyAMwwiFTDb3a8AXiabDoZhnUKfDNcB5EdtSiZPAJOAwQ6/ZPuRU3AA8UvTYP/Zc53Phmme0OlYDYRhGKHiu8x3U7nlvBKffDtwP7ASuAm4n3s7DWeAo8DHOVai8CFiIIibF7AnJLsN4EXMgDMMIDc919gIvA95J4zMgauUQ8CDwLDAfuBOYG/A5/aIDaTl8FDk7Awy1bt6NaiMezP/8Q+A7YRtoGJbCMAwjEjLZ3JXA19CUT784DawHxqB20iRvkp4E1qHCyQloMugk4F2o/uHDwJ8Ciz3XCWu6p2G8SJK/XIZhJBjPdZ5FO+lPUH2yZCX6UDHkanRNuwWF+JN8fetHUYhbgeuAN6PUzyYUWXkEFU5eZs6DERUWgTAMI3Iy2dwdwFeAeXU87WlUJ3AVcH4QdkVIL/r71gKfRsJc/cDk/P2PAL+WTwkZRiSYA2EYRizIZHPnAZ8DfqvCw7YCL6C2xtlh2BUBA5wbPbkfOUrLUUHlHFQMeoXnOkmXDTcSjDkQhmHEikw291rgC8DU/K8KIk8zUAdCq7EORR+W5/+/FHij5zpfj9Qqo+VJco7QMIwU4rnOt1C751dRbcP5wB20pvMAchgKbZsnUfThG9GZYxjCHAjDMGKH5zq7gbcgGey+aK2JFcuAd3muk7QZI0YKsRSGYRixJpPNXYUcCT/bPZPKeuBacyCMOGARCMMwYo3nOs8ANwGfpLl2z6QzALzDnAcjLlgEwjCMxJDJ5lagds+kKEr6yZc913lr1EYYRgGLQBiGkRg813kAWIIULFuNH0ZtgGEUYxEIwzASSSabez3weeI9FMsvzgJTPdc5HbUhhlHAIhCGYSQSz3X+HbV73he1LQFyMv/vBnMejLhhDoRhGInFc50XgJcCf4bkn9NGYZT3hkitMIwSWArDMIxUkMnmrkHtnldHbUsALPNcZ13URhhGMRaBMAwjFXiuswG4AchFbYvP/NScByOOmANhGEZq8FznjOc67wZeAqRlzPVnojbAMEphDoRhGKnDc52fA9cA/x61LU2yD/hx1EYYRimsBsIwjFST8HbPf/Fc521RG2EYpbAIhGEYqSbf7nkNyWz3/GLUBhhGOcyBMAwj9Xius5PktXtu9lznsaiNMIxymANhGEZL4LnOgOc6nwauB54K+fT1jCTfBPwq8GBAthiGL5gDYfz/7d07iFxVHMfxX4IKWgiBrRRBZMCQIGipFopWhhQ2Ci4WVgoiFgemsVWwuDA2xsZKkAVJF0llE1DsTBWMyGkUEXzgCwQfyFrMXRjErPtnZ2cc9vOBhZn7mHu6/XJmzr1wrKxpuedNhWNPJ7me5OMjGgsshYAAjp3/8XLP3SSfJzmb5OKaxwL7sgoDONYm09mpJBeSPLPusWQeM/ckOdmH9vu6BwP7ERAASSbT2XaSt7K+5Z7fJXmsD+3amq4PJb7CAEjSh7aT+XM0rqxpCDPxwCYREACj8emejydpSVbxFcKXSd5O8m2SnRVcD5ZGQAAsGJd7vpHkgSRXj/BSu0ne70N7Pslr470qYGMICIB/0Yd2PcmDSV7P/J/9YSye/1mSN5Ps9KG9NP6I89whPx9WTkAA3EAf2h99aK8keSTJFwc87c8kv46v/0pyLfNbUn8/brs3yaU+tGfHeLia5L3ljRpWQ0AA/Ic+tA8zf57GOwc85cUkryZ5tA/tviRnkmyN+06M79OH9mOST+KJm2wgAQFwAH1ov/ShPZfk6SQ/7HPozUm2k1zoQ/toMp2dTHL7P445u/D6qT60r5c6WFgBAQFQ0Id2MfPlnjeaNZgm2e5D+2Z8f1vmqy0WnZtMZyfGz3MzHjaSgAAoGmcMnkjycpLfFnZdzvx+DoszFFvj31dJ9mYa7kzy8AqGCkfGnSgBDmEynZ1J8m7myz7P96FdHrefSvLT3gzDOOOwleT+JHcl+WC87wRsJDMQAIfQh/ZpkocyX0lx98Ku0+P2veN2kzyZ5IUkkyR3rG6UsHxmIACWYDKd3ZLk1j60n9c9FlgFAQEAlPkKAwAoExAAQJmAAADKBAQAUCYgAIAyAQEAlAkIAKBMQAAAZQICACgTEABAmYAAAMoEBABQJiAAgDIBAQCUCQgAoExAAABlAgIAKBMQAECZgAAAygQEAFAmIACAMgEBAJQJCACgTEAAAGUCAgAoExAAQJmAAADKBAQAUCYgAIAyAQEAlAkIAKBMQAAAZQICACgTEABAmYAAAMr+Bi5cc9TrPVOnAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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eU/OcQqHAzTffzN69e9m3bx8f+chHuO2223j44Yd5/etfzxVXXEEqlWLHjh28+93v5vnPfz779+/nkUce4cYbb+TCCy/kX//1X1dk+01LaIPBYGgxH7rzCb792AS/+NsX43Yav8JgaDd+dGyaD9/1JF976zV4XGvgGL3jnTB5cGVfc9M+eOkHF3zI0aNH+fKXv8x9992H2+3mj//4j/nP//xPPvCBD9Df30+hUOCGG27g8ccf5/LLLy8979FHH2VsbIxDhw4BEA6H6e3t5dZbb+VDH/oQ+/eXm9Rt3bqV+++/n7e//e3cfPPN3HfffaTTafbs2cNb3vKWZb9NI4wNBoOhxfzidJh4Js/h8ShXbO1t9eYYDIYqvn94koNjESYjabYNBFq9OW3L3XffzYEDB7jqqqsASKVSbNiwga985St84hOfIJ/PMzExwZEjRyqE8QUXXMAzzzzD2972Nl7+8pfzkpe8pOHf+LVf+zUA9u3bRzwep6uri66uLnw+X0lQLwcjjA0Gg6GFpHMFjk/HAXjoxJwRxgZDG3JwLALAZHSNCONFnN3zhZSSm266if/5P/9n6bYTJ07w4he/mIceeoi+vj5uvvlm0ul0xfP6+vp47LHH+P73v8/HPvYxvvKVr/DpT3+67t/wer0AOByO0u/W//P5/LLfwxqYDzAYDIbO5dhkjEJRAvDgybkWb43BYKgmky/w5FQMgIlIqsVb097ccMMN3HbbbUxPTwMwNzfH6dOnCQaD9PT0MDU1xR133FHzvJmZGYrFIq997Wt53/vexyOPPAJAV1cXsVhsVd+DcYwNBoOhhRzSTtTzLxjg4ZNzFIsSh0O0eKsMBoPFk5NxcgU1eJ2Kphd59Prmsssu4/3vfz8veclLKBaLuN1uPvaxj/HsZz+bPXv2cMEFF3DttdfWPG9sbIw3vvGNFItFgJLjfPPNN/OWt7wFv9/P/fffvyrvQUgpV+UPLcT+/fvlQnXsDAZDmzF1GIQDNuxu9Zased75tcf578OTvPtlu/mL2x7nrrdfz66NXa3eLIPBoPnig6d51+0HEQJuvmYH73nlnlZvUl2OHj3K7t3mnFxNvc9FCHFASrm/3uNNlMJgMCyd7/25+mdYNgfHIuwb6eHqHf0APHDCxCkqmDwIH38+pMKt3hLDOuXgWIQun4udA0HjGK8DjDA2GAxLJxWG+FSrt2LNY2UX9wz3sH0gwFCXl4dMzriSicdg+gjMn2z1lhjWA9/6Ezj89YqbDo9F2Dvcw+ZeHxMRI4w7HSOMDQbD0sklIDHT6q1Y81jZxX0jPQghuHpHPw8Zx7iSbFL9zKzuAhzDOuXgbXD8rtJ/c4UiRydj7NvSw8ZuH1NGGHc8RhgbDIalk01Aag4Kyy+Ns545NK4W3u0d6Qbgqh19jEfSjM4nW7lZ7UUuoX5m463dDkPnUyyq/c0W2zk+FSebL7JnuJvNPT6mY5lSFZl2pB3WjbUT5/J5GGFsMBiWjuXipYy7uRys7OK2flUX9aqdKmds4hQ2sloYG8fYcL7J61JsqfnSTVbVmH0jPWzq9pEvSmbjmVZs3aL4fD5mZ2eNONZIKZmdncXn8y3peaZcm8FgWBrFIuS0ME7MQGhDa7dnDXNIZxeFUOXZLt3UTZfXxYMn5nn1s7e0eOvahFKUItra7TB0PtYgLF12jA+NRwh5XewYCPL0WXX/ZDTNhu6lia3VYMuWLYyOjnL27NlWb0rb4PP52LJlaedSI4wNBsPSyKcA7UgkzAn4XMkVihybiHHztTtKtzkdgv07+talY/zYmTBBr4uLNoQq78gZx9iwSljC2OYYHxyLcNlwNw6HYJMWwxORNJe34bjV7Xazc+fOVm/GmsdEKQwGw9LI2vKvSbMA71x5cipGtlBk70hPxe1X7eznqel4207Xni/e8dXHeP93j9TeUXKMTcbYcJ4pCWPlGOcLRY5ORNk7rI7RTT1KGJuSbZ2NEcYGg2Fp2BdBJWZbtx1rnMNjKhqwd7i74narnvFDJ+drntPJTEbTnJxJ1N6RM1UpDKuEta/lU5BL8/TZBOlckX1b1DE6EPTgdgpTsq3DMcLYYDAsjZzNMTZRinPm4Fg5u2hn35YePC7HuopTpHMFYuk8o/Mp8oVi5Z1m8Z1htcjaBmbpcGnhneUYOxyCDV2mZFunY4SxwWBYGvaLh4lSnDOHxsvZRTtel5MrtvauK2E8m8gCkC/KWjfOGohljTA2nGfs57bUPAfHIvjdTi4YKufeN/WYJh+djhHGBoNhadgvHsYxPies7OK+qnyxxdU7+jk8HiWRWR91omdi5Tz16bmqGs7GMTasFvbZsFSYw3rw6rQNXjd1+0zGuMMxwthgMCwN6+Lh6TIZ43PkqbNx0rliqbFHNVft7KdQlDxyen3kjGdsCw1PzRphbGgRtvUTheQch8drB6+WY2xqBXcuRhgbDIalYQmVvu0mSnGOHNIL7xo5xldu68UhWDftoSuE8VzVAjyz+M6wWtgq7sycnSSZLbCnanHspm4fqVyBaHp9zOasR4wwNhjqUCxKbv7Mg9x1ZKrVm9J+WMK4d7uJUpwjh8YiBDxOdg6G6t7f5XOzZ7iHB9dJzngmrjLGI71+Ttc4xqZcm2HlKdZr62yLiU1Pq3P/vi21jjHApMkZdyxGGBsMdTg1l+THT5zlJ09Ot3pT2g+7Y5yah4JxTpbKobEIl22uzC5Wc9WOfn5xOkw2X2z4mE7hbCxDl9fFro2hyiiFlKbBh2HF+dET0zzn/XdxpjrPnkuA0wPCQXh2Cq/LwUVDlYPXkjA2OeOOxQhjg6EOj4+qAu9j86kWb0kbYk1t925XP1Prw9VcKQpFyeHxaE1jj2qu3tlHJl/k4Fh4wcd1AmfjGQa7vGzvD3B6LlnOb+YzIItKrGRjqh15K/jO2+GpH7TmbxtWnONTMeaTOT505xOVd2QT4AmBr4dEZJbdm7txOStlktX9bjJirg2dihHGBkMdrPqV42HjClRTzCQoCDffOaFFiolTLIlnzsZJ5QqLCuP9utHHgyc6fwHeTCzDYMjDtoEg8UyeOV2+rTQIC23U/6/TAOR8IyU8/Bk4boRxpxBNqVmubz46XjrXAyq24wki/X0UE3N1F8duLAnj9dWZcj1hhLHBUIfHR9XJciycql19fOp+uPt9Ldiq1jMeTnHno08TLXr5wkElUt77pZ/w5YdOE0vnWrx1a4ND42rfarTwzmIw5OWCoeC6qGc8E88wGFKOMagoE1CO7YQ2qJ+tiFPkkoA0dZQ7iFg6R8DjpC/g5oN3HCvfkY2DJ0jW1U2gGK97jHpcDgZDHiajxjEuET4D/zACk4davSUrghHGBkMVRT3V7XYK4pl85erjYhG++6dwz4egWGjdRraA/z40wUv/zz2kElG8/hC3/uFLAHCmZvnLrx3kqg/8gLd/+VF+/owp4daQp3/EE6cm8LkdXDgUXPThV+/o5+GTc/UXCnUQM/GsEsYDShifqRHGm9TPVghjaxuyLXCrDeeFaDpPf9DD//jlXdz71Aw/fVLPeuWS4A4QIUSviLNnuP7gdWO3zyy+szN/Qg0qpo+0ektWBCOMDYYqTswmiGfyXHfRIFCVMz7+/fLBv04WA6WyBd51+0He8oVH2D4Q4CUXdREI9TC4YQSAv37REF//42t47ZVb+MHRKX77Ez/nm4+OtXir25B0FD7/ai45/sm62cV6XLWjn2g6zxNTnbuvZfNFIqkcQ11etlqOsbUAz4pOdOkoRUuEsa6GYapidAzRVI5un5vfe942tvT5+eAdx9TgU0cpZvJ+ekSCizd21X3+ZtP9rhJr0JjojPKdRhgbDFVYmbNf3atcqvGwFsZSwj0fLj8wE13tTVt1joxHeeWt9/Klh07zlhdeyG1vuYagyIAnAP4+QCCSszx7Wx8fePU+HvqrX+HKbb38zTcOme5Q1aTDgGR3/OfsbeBEVfOc7X0AHByNLPLItctsQmU1B0NefG4nG7u9ZWFslWprpWNsCWLjGHcMsXSebr8Lr8vJn994CUcmonzzsbFSlGIs42PAkcTjqi+RNprud5VYx0ayM2YLjTA2GKp4fDSCz+3g+ouHAJUzBuDUfTD6IOy8Xv0/3dnC+Mxckl//+H1EUzm+8AfP5Z0vvVRdKHJJcAfB4YTAQMXiO5/byT/95hVkC0X+4rbHTXcoO3p/uVSc4uqB5i6qfQEPALEObg09E1ML7QZD6r1u7w9y2mryYS2+a6ljbEUpOte1X29E0zm6fG4AXnn5MHtHuvnQ95+kmE0iPUFOJDyEZLxhFZTNPT7mkznSufUVp2uINavSIQ2fjDBeAvlCkVfdei8/PGaaPnQyB8ci7N7czcYuHx6Xo+wY3/NPEByC5/2x+n+HO8ZPTsXI5ot8/PVXcq2OlQAlVwWA4GDNyXDnYJB3vXQ3P3nyLF966MwqbnGbY9tfnpN7pKmn+DzqFN3JF+CzcTVIGOzyArBtIGBzjE3G2LDyWFEKAIdD8M5f3c1YOEUqESFR9DKV8+Gg2HAwZFWmMK6xxjjG65dwKsdjoxEeO9O505rrnWJRcngswuUjPTgcguEeH6PhFIz/Ap7+oRLF1gr5DneMIylVZWIw5K28I5tUUQpQA4VE7cnwDc/bzjUXDvD+7xypLaK/XtGirigFm6bvaeopHqcDh+hsYWw5xkN6P9veH2A6liGVLdQ6xtkW5HwtcWQyxh2DFaWwuG7XIC/YNUgxk2A8KYigm3qk6pdK3NzjB0z3uxLWsVHnWrAWMcJ4CUS1UIh38LTmeueZmQSJbLnG7EifXznG93wYvD1w1R+on9DxjnE4qfb33oC78o5souwYV0UpLBwOwT++7lkIIfizrz7W8VUVmkIPpI649+A48WMoLF7eTgiB3+1UIrFDORsvZ4xBOcYAp+eStoyxFaVowTFnHOOOolCUxDL5UpTC4p2/egl+meYnJ5PES8K4fnOdTT1qXzXd7zSlKIURxuuOmC7bFU8bYdypWF3GLt/SC8Bwjx/X3HE4+m24+hbw9YBPF31Pd/bMQVgPBKsvIOQSKmMMdaMUFiO9fv72lZfx4Ik5Pn3fifO5qWsCqfeXpzfeqATemQeaep7f4yTVyY5xPEPQ48TvcQKwfUDtW6dmE+ULrq8XnN7WRilyidZ13jOsGJax1e1zVdy+Z6Mflygyn3MT6lPrSxo5xpuMY1xJKUphMsbrjqhuYBDPGmHcqRwcjVbUmB3p8/O69O1Ilw+e+1b1IK8Wxh3uGKscngunQ1TeUR2lSM1Dof4x8brnbOFXdm/gf3//CZ6aXt+LlyamlbPu3PNr4HDD8Tubep7X1enCOMtQVzmuYzX5OD2X1FEKAW4/eLtaVJXC9jdb0XnPsKJYM7/d/jozYUDG4WfL8GZ1W7q+Yxzyugh5XaZkm0VJGM91RH1/I4yXgNVG0jjGncvBsTB7hntKNWYv8oZ5tfNeYpf9DoS0i+D2gdPT8RnjcDJLT3WMIp+FYq4ySgENp9CEEPzDa/YR9Dj5s688Rr6wfh23k+MT5KST6561G7Y/v+kWw36Ps8MzxpmKHHtvwE2Xz1WOUrgDIAR4Q63J+dojFCZnvOaxDK5qx9j6nt/0oj38/i8/W93WwDEG2NjtLS+++9ot8MR/r/i2rhlK2X/ZMH6yljDCeAmUHGOTMe5ICrrjnb0N6JWjXwDgyYveWPlgb3fHO8aRVI5ev6fyRssxs0cpYMEptA1dPt7/6/t4bDTCv9+7PiMVUkomp8+ScQboDXrhohfD9GGIjC78xPg0n0q8jW3R5qpYrEWsdtAWQgi29evKFDlbnn2lHONCbmmRCPuCP5MzXvNYkcju6oiY/m5HNg7SP6AXWC8g8jb3+JVjnE3Cwa/CiZ+cl+1dE9iPiw6IUxhhvARiljA2jnFH8szZOMlsoSyMEzNsevrLfKNwLSeyfZUP9nWvjGOcz8Dnfg1GDyz/tVaYcCpXf+Ed2Mq1aRe9zgI8Oy+/fDN7hru576m1f9I8Fw6PR9VAyorh7FLttDl+18JP/Nk/s71wim3Jzmi1Wo+ZeIbBrsoB2PaBQNkxtmI73u6VEcb/9kK495+af7z9om9qGa95ogutnQA16Hf7weVbxDHWTa3O/z8AACAASURBVD7iunzrOumEWpdsAoRaI1A9e/iB7x7hb75xqAUbde4YYbwESlEK4xh3JAd1x7t9W7Qw/vm/IPIZ/rXwSsbDVVmylXKMw2eU03D6/uW/1goTSebq5PB0lYBSlEI7xk20At3Y7WMukV3BLVw73HFogm6RxBdSizoZugR6tsJTC8Qp4mfhoU8BEMzPrcJWrgLFAhz7nuoiCeQKReaTuZqSgNv6g4zOJ5FZ20JPT2j5wrSQUy3dZ59u/jnGMV67/PiDcOSbFTdFLcfYXx2lqDq3+fsWFMabe3xMxzIUopP6+es4ZpNNQM8W9bvtWjCfyPK5n53i8z8/xVPTa+fzMcJ4CZgoRWfz+GgEv9vJhUMhNdX60CcRu19BNHQBY+GqWrwr5Rhb005tGMtQUYpGropt8R00VaanL+AplYBbT0gp+d7BSYZ9eVwBLYyFgF0vhmd+rHLb9bj//0IuRcoRpCu/9nN7ADx1N3zpd2DiMQBm41bXu0phvH0gQK4gySRjNsd4BaIU8SlANnydup0aM/GyG2YyxmuLA5+Fw9+ouClWyhg3mg3T+5uvt+HiO4CNPT5V+m1Gx6HWyb5R9xjJxqF3m/rddi341mPjZAtFXA7BJ3/6zCpt4fIxwngJ2OsYm1a3ncehsQh7hrtVFYbYhCrHduENjPT6z59jbI2u22whn5SyuSiFvw+EY9EoBUBfwL0uHeMnpmKcmEmwyZstRylA5Yyz8fqzBYlZePDfYe9rmfTuoLvQ2LlaU1j7SUo54DNVNYwtrMoU2XS8PAhbCWEcnVA/6xy73318gv3v/wHJ6qpD2US5qc96dgXXIoVszXdtzfyGqhffWYN+j65h7O9bOGOsu9/FZ8fUDetg33jfd47whk89WKt/snHo265+t2WMbzswyp7hbn7n6m18/Rdja6ZToBHGS8CagikUJenc+l1d34mUFt5ZMYp5vUisbwcjvX7GrLbQFr6eFXKM9ei6zRzjeCZPoSjpWSxK4XCAv7+pKEVf0EMqV+joCgv1+N7BSYSAHkdKiTuLnder6ib1yrbdf6sqVXb9n5N099NT7BBhbDlwWuBazT2GqjLGVpOPQjq+sovvYpYwrhUxj42GmU1keWKy6m9kE+UGI+tA/KwGf3nb4/zv/z52/v9QPluzz0TTOQIeJ25nlfzJVs2G+XsXFMabepQwzsw33qc6jUNjEe59aoYHT1RFu7IJVaHI01XqfndsMsrBsQive84WbnnBTvLF4pqpZ2+E8RKwpmAAYpn1NyXcyTx9Nk4qZ1t4N39S/ezbwUifEsYVo2Rv18qIWWt03WbNQqx20DVVKSxhYIkVUHGKJlYi9wXUa80n15drfMfBCa7e0Y8zGys3hwFVfmz7NbU54+QcPPgJ2PPrsOFSUp5++mmv/eOcsfZzLVZmYloYh3wVD9vc48ftFOVybaCOuXy6qY6BDSkJ41qBPa4Hv09OVQvjGHRt0r+bjPFymYln+OqBMxw4tQqDvUK2xsCIpXO1MQpYcsbYEsbljHHnL76zonCfvMcWiyjk1XHpCUGgv2T23PbwKG6n4NeuGGH7QJCX7tvMf/38dCmS2s4YYbwErCkYgERmfblenc7jo+qCffkWmzAWTujZwnCPj2y+yEzcJuisFfLL7YSV1CPvNnOMrRNgTR3jnL54WGIFVMm2Jhzj/qB6rflE+58YV4rjUzGOT8d52d5NuipFV+UDdr0Ezh6D8OnybT//uBqAXP8XAGS8A/TKaEcUzi85cJYwtjLGVY6x0yHY2hfAkU9WOsa2554T0fGGr2EJ42N1HWMdpVhLrmB0Aqbar5rJHQcnKErO/8yRlFDI1DrGqTxd1TEKqB30L5Ix7g94cDsFzoRVlWIN7RvnSDiVxeUQ/ODodHkxXc4Wr9OdUHOFIt94dIwbLt1If1Ad22+5/kJimTxffOB0g1dvH4wwXgLRdK70JZuSbZ3FobEIAY+TnYM6XzZ/Uq2ydboZ6VMicNwep/B1A3L5U6ttmjG2HONFoxSgptCaEMa969AxvuOQcpN+9dJeKOYrM8ZQW7YtNQ8P/Btc9irYeBkAOd8gTiHJxzug1F21YxzPEPA4CXhqhcrW/gDuQuqchHGhKOuvgo9NNnwNax1BrWOcUNEpl6/tohTpXIE3fOoBDo3VmVH40fvhK7+/+hu1CN9+XLn2572bozWzUJ0xTteptgNq0C+cKt4EyjHOxhvOUDgcgo3dPrxpnZvv8NkEKSXzyRyvumIEr8vBp+7VrrF93UlgAJKz/PiJs8zEs7xu/5bS8/dt6eHaiwb49H0nyOTbe5BvhPESiKZybNbTJyZK0Vk8Phpm73BPuf3x/Eno2wHAcK/6zityxivVFrpNq1KUohQ1i+8aRCmaWHxnDSrXkzD+3sEJ9m/vY6NHv2dflTAeuAh6t5eF8c//Ve0L2i0GyPtVSbxsZGo1Nvn8YjlwWiBXN/ews73fj1emkdbshLUoqglh/LUDo9z40Z8yXb3YJ6Yd41yiwoHPFYpMx9RjKzLGxYISTJ4utc+3mTA+PZfknuMz/PyZOlVhknMLOp7nnWwC7vzrCsE4GUnz0Ek1S3b+hbE+5qpm9mLpfG3XO1Db6QmpijGgMsawcM6420cwpz/7fErFCjqUdK5INl/kwg1BXvucLXztkTG1eDZrW7QYGITELF99+AyDIS8vvHio4jXefP2FTEUzfPPR8Ra8g+YxwrhJ8oUiiWyB4V4/YBzjTiJfKHJkIspeW8c7uzDe0tvIMWb5Tq+1+K7NHGMrSlHb+S4JCOWeWQQH1QV4keynJbLnO6UyRWRUNWhpwDNn4xybjPHSfZvLYq7aMRZCucYnfgLxafj5v8Clr4BNe0sPKQQsYTy54m9h1alyjM/GMgyGPHUfurPXhVNIUmjhbDnGTYjTA6fmKRQlJ2aqXLyY7TO0vc5UNE1Rwq4NIWbi2VK1jAo3zBNqO1fQ2s66g81sHHKp2ttXizMPwM/+L5z4aemm7x6cQEp47s5+UtnzvIDdEsZVM3vRdK62uQdoYWyLiPl1U6eFahl3u+kuRsqDtjYbOK0k1j7WF/DwB9ftJFco8h/3n6o0SwL9yOQsPzw2zWuuHMFVtcDxBbsG2b25m0/89BmKxfat7GWEcZNYtYuHtWNsahl3Dk+djZPOFdm3xXKB48oB1cK42+8i6HEyOn8eHONEe1alCKfUSbA2SlHlqoCtLfTCTSjKi+86YLalWISPXwMP/XvDh5RiFHs3QUYLwmphDKqecS4Jt71JPe6Ff1lxtwyqfGsh2gGOcU3GuLFjvLNH7WNzWe3ulY65xR3jwxPq8z4zXyUMoxN1nWcrRvFLl6rP+knLNa4Wxm2WI7XKH9Y9pjJxtV+1qrRoTrv14TOlm7792DiXbe5mz3DP+c8YF2yDBdt3HUvna5t7gD632WbCSo5xY2F8QSCNkyKy/wL9Gu21f6wkZbPEzYVDIX5l90Y+f/9JMgn92eqMscincBdTvPbKLTWvIYTgLS+8gKem4/zw2PQqbv3SMMK4SayFd5ZjnDDCuGM4qBfe7RvRJ8LwKfVTC2MhBCN9/irHWLvLK+UYF7LlC0kbEEnl8Lgc+Nx1ShrZXRWwdb9bOE7hdjro8ro6o5ZxPq1ErO2iX80dhya4YmsvI73+8n5SvfgOYMcLwOmFk/fAJS+DzZdX3q+bqBTi7XshaZqajHGWwa76wnhblxJ0ZzOWMLYyxgsfc9l8sRSHGJ23NebJxFTlgIGLKrYBYCKiju0XXaI+6yesnLEldLxdqopImwkfq0FKuK5jnABZrBSIq0leny8jarHVmbkkj54J88pnDeP3OEjlCue3H4B9Nkd/11JKoqkGVSlyycpFxT7tGC8QR9nhVa+b69mp/0577R8ribWPWWtF/uj6C5hP5rjvqL5eeoKla8G1m+GSTXXOdcDL9m1mpNfPv/10Cd0nVxkjjJvEKjGyWQvjmBHGHcPBsQhBj5MLBrVbYCvVZjFcXct4iY7xscko3/jFWOWNuZTKOnaPLOm1VoNIUnW9E3ZnGGovHmBzjJurZdwRGeO8HsQ0cJNOzyY5NBbl5fs2qxssEVadMQY10Nhxnfr9hX9Rc7c70EtGulSL6LWOrY5xvlBkPpllqIFjPBJQU+2TKX2Z8lpO78Li4/h0jFxBCa4zc7Zj1opRDF5c8zrWsX3F1l76Au7yAjz7NHEbZoxndZSi7mDTcrtzydr7VgNLmOrB43f0ortXXL4Zv9tJoShL39N5wR7t0ufWVK5AvigXiFKEyv9vwjEecamBXjSom1u02f6xkoSr1p3s397HFVt7ufewrk3sCXE6rWbUX32Jr+5rgDJIbnnBTh46Oc+BU+3Z6t4I4yaxut4NhlSJFpMx7hwOjkXYM9KDw77wDiqEsep+Vy9j3Fx92Vt/+BTvvP3xSofEquTQp92GNsoZh5O52hgF1F48oNwWupkmHwF3Z0QpFhHGdxxSIuBX9+r6t9agp16UAuBF74KX/iMMP7vmLr/HxQw9kFjjjnE+WxZpmRhziSxS0tAx9kr1GY+ndDvmJqtSHB5Xn/VgyFvpGFs1jIcsYVw+3sbDKXoDbgIeFxdv7CqXbGv3jHHCcozrHFNWXd1W5YytvxtRwvjbj41zxdZetvYH8LnVd3peF+AV7I6x+q5j+rrdOEpRL2Pc2DHeINT5/6xnq/47nVvL2J4xBjWT+ocvuIBEXB9HnhB3nlTf5wu3iLqvYfFbV22lN+DmX3/Snm2ijTBuEqvrXY/fTdDrqs0YP/NjuPt9q79hhmWRLxQ5Mh4tN/YAmDuhohKB/tJNw71+5pO5crvYJTrGj49GSOeKJLO2C4EVo+i3puHap4lDpF47aFgkStGkY9wpUQpoKIy/d2iSy7f0sFW3Ni4vvqs/vcjWq+C5f1T3Lp/HyazsxtmEI9/W2AeRmVi5612DxXdWacDRmL7INlmV4rAuvXjdRQOV6wKsdtAlx9gWpQinGe5Rs4GXburiycmYGsRarrIn1JYZ44aOsZQ2x7hFwthyjCOjPH02zpGJKK981jAAfo8SxpnzKYztUQptOlgGV8MohT1jbMXlFnCM+4rK8RwVemaokx3jZG2lohv3bGQkoL7DrDPAt4+rzzxUWPi6GPC4+P3nbeeuI1P1yyq2GCOMm8SKUnT73ITqCeMj31SF+Q1riuPTcTL5YrmxB1RUpLDY0qcumiXX2O0Hh6splzeczHJ6Tl3kS6vdoRw9KAnj9nEbwqkcPdUVKaB2gQooZ0U4mopS9Ac6JEqRayyMR+eTPHYmzEv3bi7fmF7EMV4Av9vJjOzBlVrjUQpLGPv7IBMpN/doEKWw3OWTMT3L4nCCO9iUY3zZ5m629QeYiKTIFXT1g1hjYTwWTpXWj1y8qYtEtqBEddYmjNs6Y5yrnI0qZFXdbGhhlEKfK+NT3PGLkwhBKVrkXxXH2B6lUN+1dR2v3+AjofYvC4cTvD0LZoxDuTmiMsBoVj+vzQZO50ydYyyczOJzO0puP4DL6eC6beq4+ciPRzmRUr83Y5L8/jU7ePm+zVSn9doBI4ybpDTS9GthXB2lyMTUyLxVK4AN54S18K5RqTYL66JZcqCE0N3vFhfGVlc9oLJ7nlXFwVrR3EZRikgyWz9KUS9j7HDoJh+LC7feQIc5xnUumnceVtUjXmrFKEDtJ+4AOOtckBfBEsaedJ1atWsJ67Pq2aocY11juKEw1o7naMJRrmDg7Vqw9W6hKDkyEWXPcDdb+gMUpaqdCyhh7O22tXcui5jxcKpUr/ySjcrVf3IqVhWl0BnjNjrHz+pjKVuomo2yRz5a7RgDDz72OFft6C+1UV4dYVwbpYiWohSNZsOqB/29CzrGzsQUs6KP0aQWi202cDonohPwv3bCyXsrbg4nc7XlO4G9Q04yuPmXe0/j7+pDOlxNmSSDIS8fe/2VXDgUWvSxq40Rxk1iHVAhr4suXx3HOB0F5IJ1TQ3tx9HJKH63k50D+oRYLKqqFFXCeKTXcoxtlSN83U2J2cdHy+Jp1u4YW6NqSxi30+K7hlGKeO3FA3Rh9+baQieyhbbvfLQo1nGemq8RSs/MxOkNuNkxaPucMtFzcotBTTvP0IMnM9tWomzJWMK4dxvIIuGoGjA2yhhbTmcKb2nGBW/Xgo7xydkEyWyBPSM9pVmeM9Zzo+NKFHsqs8rxTJ5oOl/hGINuDV2qSqGjFMV866o81GEmniGoYwkVcQr7Z9Qqx9gmyAvzp0sxClDxIIBU9nwK49rPoxylaCJjDFoYL9AkJT5NzNXPmbi2PTtCGI9DMQezlVUjwg2uCZ5CioJLfW6vvnIrQne/W8sYYdwk0VSOLq8Lp0PUzxhbJ6J8CwuqG5bM8ak4F20IlRfexSbUCbVKGG/o8uJ0CMbCtovMEhzjkFediGftF6/kjGpB2qMXbrSJY5zNq2Y2vXVdlWR9YRwcbOpkaJX6qbtYaC1hHefFfM3FcDaerXVB09H6FSmawOdSjrFT5lvbyWy5WAKjR9U3jYfn8LkdJWFXg84YJ6WXU7PNCWOrNfKe4W626lbupVme2CR0bVauvTtQOnYndDzKEsbdPjfDPb5Kx9gdtGWc20P8ZPNFYuk8F25Q21VxTFU4xi0qA2kzibaKmYoZlFVxjPO2c226yjGuzhgX8sphdteJiS3gGBOfJOUd4nRUqjhZm+wbyyKn952qheXhZLbhuhNvoJuX79vM7z9/e6n73VrGCOMmUUXB1U5RN2OcafEKYMM5cXw6xq6NtqmcOhUpQGWpNnX7Kh1jb7OOcYTrLlIL1Coc4+SsWuBnLfJoE8fYagfdU+8kWC9KAUoYr6e20PaZoaoL52wiW3qfJTKxxgvvFsHncTAjtaheyyXbrAutHggmY/MMdXlrSwJa6AFHEi+nZvXF2rvwArgj41E8Tge7NnSxuceH0yE4Y1WmiE0oYQx6IZ06Z1ul2qzmTaBqsD4xGVOPcfmUmLbKxbWJK2g5xBdpYTxnP6YqhHHrMsYyMEABB88dSFYMFi1hfF6bfBRq6xjH0uVIZAU5W2TGzkLCWEqITZEPDDEZy6iZiDbZN5ZF1qocU3k9CidzpYoUlY+P4/SG+Njrr1SDy0D/+naMhRBvF0IcFkIcEkJ8UQjhE0L0CyHuEkIc1z/7VmpjW4lqI6lcvy5fvYyx3omMMF4zRFI5pqIZLt5oEywNhDGoOMXYfFXJtkXE7HQ0zWQ0zf4dfXT5XJUZ48SMGl07nOpC3SaOcUkYV188ikW9crtOJqzJKIXlOKz5Jh952wCpaqp1Nl6nzfEyohQep4M59OBpLZdsS1c6xulEpHG+GCCXRCJwewO2KEX3go7x4fEoF28K4XE5SoPZ0fmU2ndjk9CthbG3qySwJ3QG2XKMQcUpnj4bp5CJl/d3SzS1ifixFvJeVHKM7cLYHqVoXcY46wwwJXu5orvyM/OXohTnsS20tfjO4S5V/Imm8ridAq+runGR3r+qoxS+3sazNJkY5FOIrk1q8aMn2BmOsbV/V12P5pMLVSqyDSiCg01ljNuZcxbGQogR4E+A/VLKvYAT+G3gncDdUspdwN36/2ueaCrXnGOcb5/uZYuSTcKdf9NW1RBWk+O6iP+uDVWOsXCU4w02RvrqNPlYRBhbC++etbWXwZC3KkoxW26O4e1um3JtkVRlh6MSuQYXD1C1jNPhypXgdbCc1DUfpbBPT9dxjAeCKxelEEIQc2l/YS13v0tHVIe/kGq7nF1MGGeTCE+QbQPBpqIUUkoOjUfYs7m8kHZrv1/VMk7Oqtxk1+aa1xkPp3AIFZeyuHRTF7mCJBGLlC/6Vja5TWoZW+eSi/TipYpFre3gGOdSRHMuxuUQW0WlUFqdKIV2jIODFY5xt69O46LSIsuqQb/lGNfL9sfVIltXj9qncq7gggtD1wy5WsdYSkkkla29JkDtuhOTMcYF+IUQLiAAjAOvAj6n7/8c8OvL/BttQTSdLwX2Q143yWyBQlEfLFKuzSjF0z+En/0znLyv1VvSEo7r+ok1jnHPFnDWjoxHev1MRtPkrfJPTSy+e3wsgkOozONA0FM/StHka60WlmitcYxLect6wnhA/VzkhGhNxXWWY1wWxvlCkXAyt6JRCoCEW+8nTcRV2pZUWMWG9OdQSIUXcYwT4A6wfSBQXkDn7Wo4GB2PpAknc+wdKQ9AtvQFVPc7q1RbHWE8Fk6xqduHy1m+HFrnhEQsXOsYt4mRYJ1LLhgKIQTMNcwYt+aaJPMZZjOCfNcIrthoxX2r0+BDn2MCgxUZ47oVKXINzm3+Xr2OoM5gSAvjQL9aVJhxBDrEMbYyxuXjLJEtkCvIButOEpXntsCgOicW1m4TtHMWxlLKMeBDwGlgAohIKe8ENkopJ/RjJoANK7GhrcYaaQIEveqgLrnG+YxyI2BtCeOzR9XPNsm2rjZPTsXwu52lihNA3VJtFsO9fgpFyXRMi1trWneBSgGPj4bZtaGLgMfFQMhTqjsKlKMUpddqj+/BilLUnARzDVwVaLrJhzUVt+ZLtjXIGFs5z/pRih7OlYy7lyKOtS2M0xElNGwd7Bo29wC90DPA1v4AZ+aTyojwhBqWTLMW3l02XP6ct/T5mYqlyYV1O/Y6wnginK6IUQBcOBTC6RBkk7FytriUMW4Tx1ifSzZ0e+nxuyujFJnWRyni8Rixgou+4QsgOgbFsgj2uZX0SK9GVYrgQEVVioY1jKF+xhjq54x1i/HuIRUNSgl/28RslkW2dvGdtW81VanImgVNtWe752ZYTpSiD+UO7wSGgaAQ4veW8Pw/EkI8LIR4+OzZ9j/Z26MU1oGVsIRxG5yEzolpLYybbGvcaTw1XVWRAmD+RENhPKLLP5XiFL5ukIWGF0opJQdHI+zTzUMGQl5mE1pQFQvqZBsYKL9WmznGNSfBRjk8sLWFXvhY9rqcBD3Otd8W2l59Jm0vx6cuIAN2J7RYUBePZTjGPo+bmLNnjUcpLMdYObpBUo1LtYFe6Blke3+QXEEq19jbpRy8OpG1w+NRHAJ2by5/zlv7AkgJkWnVlrgiY6ynvccjKTZXCWOf28mOgQD5dMwWpWizjHEig8fpoMvroi/gqZyFaYMoRSadICPdDIxcpL4zLSRhlRxja/AaGLS1hM7V73pXOrdVCWNfr/pZL2esHeP+jSp2F8ffNoOmZVGKUtiFsXVNaKLpkzULuobjFMuJUvwKcEJKeVZKmQNuB64BpoRQ/RH1z7pncinlJ6SU+6WU+4eGhpaxGeefYlESy1RGKcDmGNudvrVUrm36mPq5ToXxk1NVFSkycSXsGglj3QCg1P1ukbbQY+EUs4ksz9LCeDCoLl6FotQOhKzKGLeJME5Z3aEaRCkalWuDpk6GfcEO6H5nXXSdnkrHWIuTiiiFNXA+x4wxqMVKEUff2neMfWXHOERqkYyxqit7zYVq8HjHockKt7maw2MRLhgKEfCUHUGrlnFi5jQgILRR3aEd42JRasfYV/N6l27qRmQTtihFe2WM5+JZBkIehBD0Btx1yrUJNUvRIrOmkE2TEV56Nuk67ZFynMLtdOB2itXpfGfLGKsoRR3HeKGqFFDfMY5PgdNDqHcIv9tJouhtm5jNsqgTpSgJ42YaozQ5e9jOLEcYnwaeJ4QICJVkvwE4CnwLuEk/5ibgm8vbxNYTz+aRsiwUQlogx9Jr2DEu5GDmSfV7mwiy1cSqSLFrg83FC59SPxeIUoCtLqoldBo4vdbCu8u3KNdhIOSlKHWpMuukYTnG3q62cYyjqRzdPlWzu4JSDq9Bgw9o6mTY1wltofNpJYr9/RUXTatSQEWUwjq+zrEqBahaxmFH75pxjN91++O86/aDlTdaGWOnm4LTR0g0IYzdAXYMBrlqRx+3HTiDLNUSriOMx6PsHa78jLf2q9mNXHhczWpYawe0MJ5NZMkWipVxKs3FG7vwFJPkdfOCtssYJ5QwBtVqvcYxtrr1tcgxlrkUDrcXd/92dUPkTMX9PrfzPDf4yABCHaO5JBTyuh9BA3EH9TPGUL/JR2xKDbSEIORzkRC+tplNWBbWZ2HTBdb5uq967USxUFupKNDcepN2ZjkZ4weA24BHgIP6tT4BfBB4sRDiOPBi/f81TbkdtOUYV2WM16IwnnumnIteh47xU9PqO7u4bg3jnXWfE/C46Au4bY7xwvWHHx+N4HYKLtVTu9ZFbDaeLZ807FGKVg1Qjv8AjpTHr6qQe4MpM6gfpfD3qWoeTTiafcEOaAudS6v6tlV1TktRCntVCuv8sKwohZNZetZMubaDYxG+8Yuxyjq1VsYYtYK/ixRDi0Up9AX3N56zhafPJngmpi9ZVeJ0Jp5hMppmz3Bljntjtw+XQyBiE+VW0KBet5BlYlYJns09tcL4kk0hAqQJ5/Wx4ParfbwVjnEuXW4hr5mNZ0r7WW/AU1uuzRNU29yia5LIZ3B5g6XyfIRPV9zvdzvPcx3jrBq8+soze7FGjvFCVSmgsWOsK6yEvC5i0t95i+90lj/ccN1JnQhKafZwfTrGSCnfI6W8VEq5V0r5BillRko5K6W8QUq5S/9cuwlsTayqW44VpaibMW5lubaltKOePqJ+CkfbOJWryZNT6gRW4RgvUMPYoqJk26KOcZhLN3XjdamBlHURm41nyieNUpSiR+07+RYIxvtvhR//r9J/w6lcbUUKsOXw6iy+czh0mZ4m2kIH3B2QMbaEcWXL2LlEFqdDVH5+1v6xnCiF28Gc7FENPtZAW+hMrkgqV+DBE/r0L6WOUijhmnYEtWO80OK7covel18+jN/t5Ecn9fm1ShgfHlef8Z4qx9jpEAz3+vGmpqG73JLYcu/PzqoBar0oxSWbugmS5mxWf5dClBf/rTY//Uf41IsrbpqJZxnQDl5/sOqYsiIg7kDLhLGzmMbn86tFi/6+GsfY73Ge/853Lm9pQJpNRknldeK8HAAAIABJREFUCg0yxg0G/YsKYzXYCnldxApe5VIvUrKy7bHErm39TFgbGTVNn+rF6/xWxnjtSj/T+a4Jyo5xZZSi1OTD7vS1qmZkdBz+YQRO3tvc46ePKVE8tHtdRimOT8Xxu52lDCKghLG3p3wyrMNwj79OxrjWcS8WJQfHygvvoDy9PpNo4BhDa76LfKZiBXEk1aCQe6OSRhbBoSabfHSAY5zP2Bxj2+K7RIa+gKdyQecKRCn8bidnZbdaw9AmGdeFSOeV4PnhMe1wZ+PqQqsXM6VEgG6RKrVKr4uty2LI6+Klezdx19PWwqBqYWy1gq6t/LG1309X9mylY6zF0qwWxvWiFNt6XHhFnsmUbRtbJYxjkxAuC0spJbOJTGkWqjfgIZUrlB1YK0rh9rfkmhRJ5vDIHL6AHkT3bK3YflD79HmPUjg9peMuGVXfdd2qFNZn5KraD9wB1SCk3uK72GTJMQ56nUSKenDVJlGbc8Z+ftHnrnAqR8DjLJk8NY+1myUuj7qOrtOM8bqhur+6dTKP1Y1StMgxjoyqaMTTP2ru8dNHVGQgNLQuoxTHp2N1KlKchL7tyhlqwEif6n4npVzQMT45myCWzpcW3gGlPOVsPFPuJV/KGFuv1YLvIp+ucEQiyUaO8QKL70C9lyZOhv1BD7FMnlzhPHa9Ot/k08qNqopSzMSzdUq1WVGK5S2+myrq56+BOEU6p77bHz0xrY4Va/CgHeM4fvqd6cbtoEGXayvva7/xnC1MZ/R+WSVOD49F2dLnr9vGfHu3ix4ZgS67Y6yEcTg8i9/trLu/O/NKLI0mbZfJVnU3y6eV0NOzgslsgXSuWKp+YtUHL2X3rY59LYpSnJpL4CVLMKC/v95tFYvvQGeMVyNKob/rVFydW+vWMc4m1NoJR5UkEqJ+W+h8VpkJXZZj7CZc0Mf9Ws8Z24WxvrbNJ7P120Fb57bqa0KwudnDdsUI4yaIllbpK0Ec1O0saxxjh6t1jrF1MI493Nzjzx6DDbvVhWpdRililR3vYMEaxhYjvX4S2QLRVH7BqhQHxyoX3oFqmOF0CJ0xnlHPd+mMZasd43y6FJVYPErRQBg32Qq0z6plvJYX4OXT4K7NGM8lsrXNPazBzjKiFD63k4mCfn68/StTpHMFAh4np2aTnJhJlD8DnTGOSh/djgVMBClLDT4snnfBAKFuPZtTdZwcHo+wt45bDHBJSO23uYCtpL6uSRyPzjHc66sv0LUAPhkTlc9rhWNvRfT0ubqcZS9HKcDWOCcbV9vq9rekUtKpmThekae7S0fVeraqKIUtBnTeM8b5rHIv9XGXjqvjtGGUot7aCaiJSwHlwamuchLyOpmzsuhrPWesyyQCpeNscbOk6lraTPe78Bn4/l/B7NPL3OCVxwjjJoilK6MULqdDlWfJ2hxja8qmVRljawcd+wUUK524yUi63DkKlBCafVoJ4zYqE7ZalCpS2DveFYswf6opYQwwGtZuVoOM9mNnIvjcjgrx7XAI+oMeVcvY3vUObCK7BdNwBZ1NT83p1p8NohTZuGrp63DW3gc6StHc4jtY422hrYyxr1cJOJ0Nn41nKmsYw4osvvO7nUzk9L60BhzjTL7IL12qhOgPj02Xp6K1YzyX9xMSCwi2fAZksUKsOByCFz97FwDRcDn6E03nODmbrMkXW+z0quPzrBgo36i/i3g0UtPco4Q+p06mXOXoT6uiFNb6EX2unklY1U/Ki+/AdkxVRClWXxiPz2gR2q33+d6t6nOzDSLrZozHfwH/+0KITix/I0qOsdovstoxbtjgo9GAv55jrGsYl4Sxz8V8Xh/3neAYW/W+9YB2PpmlL7gUYTxYnhVtxNgBtb6lDfWHEcZNYEUp7AdUyOeqLNfm7WrpQodyiZUIzJVHYFJK3vTZh/ijzx8oP3bmuMr7lRzj9RWlsCpSVDjG8UklEBcRxtZFdDycVtNsDVrUPj4aZs9wT0WbWVAOz0w8W9n1DhZdyHdesS66yTnimTyFoqTXX2faLJdsfPEA3Xo1sujik45oC13KGFc2AJi1LYgqkYmCcDbOZjeBz+1ksuQYt7cwLhYl2XyRi4ZC7NoQ4kdPTNtcc/V5zeW9BOQCs2ul8lmV+9uv77+QghQ8eaYsnI7qhXd7R+o7xiMu9d2MFsqzN5ZYyiTCDNepSGHfhgRenpiypoxbJYytRYfqvc6VGslYjnFVlKIkjFtzTRo7qz5zj1fv81ZlCtsCvLoZ4yfvVLNOVRUszolCVg3k9XedT6ptqt8SOlm/DCWofbY6YxzTwrjLcozdzGQ7KErRVSmMw6lc/WuC9V6rrwvNOMbTR/U6p0uXucErjxHGTRDVwXO3TeR0eV2V5dq8XWpqtdXCGNRITPPAiTmOTEQ5NhktOd+ljndDWhjnkmt/Je0SOK4rUlxsd4znTqifiznGVve7eX1R99ZGUfKFIofHo+yrc6EeDHnLVSkCdgerxVEKgNRcyXFqGKVYSBgHm6tf2Vdyt9awMM6lyovvAFLzZPIFYpl8rTBOR9X5YaE87SL43U5msTLG7Z3dy+TVjJXP7eSXL93AgyfmSMf0PuHroVCUzOQ8+IqJxhU2Sg0XKgcT2waDpBxBTo1PqewycKhBRQqLIV0Y6WTWdr92jGU6toBjrMRwQvp5YtKWpWxJxthyjNV2WB00B0qOcVWr9aw9Y7z68b6peS0kXXpBWo/qDmdfgOdzO0tZ9BJWFHAltjmf0QvB1HedTy+UMY4vzzH2OokUOiRKYRfGtihF/VnEButOrIzxQhV0pg9D/wVqH20zjDBugmidNpJBr4u4JTQtYezytz5K4fTAaDln/Ol7leCTEg7qhhOcPary0AMX2RZ9td90xvniyak4PrejtiIFLCqMB4IevC4H4xH9PdepP/zU2TipXIFnba0VxgMhD7OJrCplE7Q7xvqxLXaMIzpPX28R04IXD2i6LXRfKQ+5hgdj+Ux58R1Aar7kgNeNUiwjXwyqjnEeF0VfX9tHKTK6IoXX5eBFl2wgV5CcGB1Xd/p7mU9miUk/TllofL5cIM8ufF3ITIwDp5RYOTweYajLy4bu2pJrAF3ZGbLSxdNx24BFT/2GSNYt1aa2QZ1THd5Q2TFuk4zxTFXGuLz4LqdO9tnWLr6bmdfnMUsY925TP+2OscdRmTGWsnztWonrqBWlcPtBOJEptU31oxTJRTLGVbOqljAOlusYx9HvdS07xoW8mjktRSmiSCmVY7wUYRwYVJ//Qp/F1BHYcNnKbPcKY4RxE0RT+ZqDKVTjGHe3bHQOlHfQLVeVHOMzc0nuOjrF7z5XnZR+cUaP4qePKlHs8pQFWZ2SY51Kw4oUwlF2NhoghGCkV1WmANT3XiVmrY53+0Z6q5/OQNDLTCytoxS1mceWOMa2jHFJGDecblwgDtBk97uaFfRrEXsdY4DUfHlBVE1Vimi5Gcw54nerXHfBP9j2UQrLBfS5nezf0UeXz8XYuI4+eLuZiWeIoweljTL1C3RZ9Id66XGk+OrDqsrBkfFoQ7cYQMQmmHX0MzpvE1ueIBJBUKQbO8ba+ds4NGBzjFsUpShY1SbKi++CHic+vV+4nQ66vC41OMundT7bilIkV7X2dTpXIBbXn5dbi8XAgDKObJUp/NVVKeZPlMtGrsR11BLGQmgDI4YQEPI0KNdWrz47qMFvJqK6vFnEJlW9Xpc61oNeFwlp7dNrWBhbx11wSMW/MlFiOl5XtypFKUpRZ/EdNL4WZJOqyZgRxmuXWCZXM/0S8rmIZ/SBkonaohStcozj6iKyZT9MHoR8hs/97CQOIXjbL1/EzsEgj9qF8Ybd6vdWZltbxPGpOBdvqFoINX8SureUTnQLMdxb1eQjUy2Mw3R5XVwwWHtRHwh5kNmkEqN2Yex0q4vYaue9pSy7M8n5UpSioTvQjGO8SJTC53bidzuXV8s4OQcPfrJ1zS7sVSkAUmE1EwB1MsaxZS28g7IwzvkHm1rg2EosF9DnduB2Orh+1xAzs9NIbzc4nMzElGOsHtzgvFNyjGsHYg5vF9tDku8enGA+keX4dHxBYUxsgqh7iNF5m9gSgpwrRBepBaIU6qI/smGIJydjKrrhCSkRVTyP1RTqka9sbKJqGFfOTPQG3SqelLGJFWuaehVnMk/PJfGhj23LMRZCLcCzZYctYWxFYhi1rYNZCZfbEsYA3i5ENkrI66o0RCyy8caDfusYt5+b49MVdbG7fC4SJcd4Ddcxts/U+LohHSGcWChel1B1nquvm6Xudw2uBTNPABI2GmG8Zomm8nRXOcYqY1wVpbBG560gp6eCRp4DxRzJM4/y5YfP8LJ9m9nc4+eKrb08eiaMzCaUCBzSwriV9XNbQCSVYzKa5qKNVSNcq4ZxE4z0+hmdT5IvFOtW9Tg4GmHvSE/dE/BgyEO/0I+3RymgNRVC7Nlym2Ncf6HFYsLYcowXF279QQ9zy3GMj3wTvvcOmH3q3F9jOZQc43KUYjZemfsskY4sO0rh96hTddY70PaOsT1jDPCiS4Zw56Lk3OozqHSMG+zv1nm03oIobxfD/hzxTJ7/c/dxCkXZsFQbALEJsv4NnJmvFFsZZ4AQKTb3LByl2LZ5A7FMnolIurz/r3acwoo72cq1Vc9M9Ac8KkphuXjeUFnsrWKc4tRsEi/6vOKyfbY9WyqiFD6PEynL+4vKF+tz5kpsr9X5DsDbgzMbr1+qDRZeP+ErzwqViE+W8sWgHOMMborCtcYdY1t3Uz0bGk6p83R9x7jBNSGwyHqTKd15d8OeZW7w+cEI4yaIpmsdY5Uxrlp85/K1NmPsCSphDBx84G5i6TxvvHYHAFds7eVsLMPMiYOAtDnGVpRifTjGT03rhXf1HONF8sUWz7uwn5l4lj/8j4fJukMVrlc2X+ToRIzLt9S/UA8EvQygHx+oEsa+2ljGece+vybnSifBc4pS+HrV9FsTi8P6gu7llWuz9tfo2Lm/xnKwqlJ4ewDRRJRimRljLTJT3uaaqPz/7L15kCTXfR74ZVZedVcfc/QcmBkAMzgJgDhIgiRIUSC1kiiJK1leaS1ZlhSx1q4daym04ZDt2A1bjtj9w2vL3tXGOixZFrW7liWZUki2pZUocyWSIAiAJADiGIAYYG5MTx/VXV1VWZV37h/vvbwqsyqrKrMOoL9/GuiursnOevne9773/b7fPMEUY1kgy8t33XMUNfRw4JKxs9PR0aX/nWilSGrRCwByFWX0ccdqCf/3c9cAxHe889C5Dae6gT3VgMrsbwB6KGJV0L17O3gNZK64+yQ5CfnO7Y6Xfzx7YhxOpdjt6l6LeYZGSSL2pKDvkynGMxRsrjVVKFxEMQYGut+xUxDPZ3zzm8DxB8l/Z6IY6+QkDgDkKkSrG194B4yOawMixHg7RIxJ0y8Otlhebo8xu3ax5J2G7g89RezGW1BGWSm2LxJrzeq5DC46exwS4xRo981Bj7ESl0ox57g2qQLUTsKtHMfB28/j4dMNPHoHeagfOU12vbcuvUhe/z61UlyiRTShRApDJQVNKYnxD3/wFP7nH34QX7m0iz94vQNXb3tH+m/ebsOwnVBjjyDWqzJWOEoGglYKYD6KMVOiAKIY90xIAg9FjJkaRinGPE+73yUoxrdeBja/DYCoD1PFtTFClUXe6SRgqRQ8T4tz9tFUDYgFDtVom+MMrBQeMZZWid9xXpatFPCtFOSaj1RlnJB13DYISdrt6tB41kAgyWPMFOM4YlwBp3fwo4+dgu24qCoCTq8m2CG0NmB0IdRJ17ubAdW44xaxKg4Zg3ROvXCMkO43b3d8EjBr8hPJMW6qgx0WV8uMGAcitOakGK9IVAUWA8S4cZokFdDjekaM+6ZN/r7brwBnnyKvzaz4zm+gJFrd+MI7xxm+6ffqCKgV0XVJ8V01SowBs1BabsU4aGGiiUssPaiR5DGWhxDjRMX4deDIPcmZ+HPGITEeAdd10dGsgSOYiizAtF3oep88xHJtznFtNDGA47BbfxB3Gd/Bz1K1GADu3ahCKvDo3XyNTBYrdKf2PrNSxCdSENVpnN3rT3z4DD7/M09gUxPBORZeuXobgF94l6wYS1gDJQPlCDGeh2JsB4gxTaVoFMX4TmCj4toA2v0uZjJ864vAb3wG+FefAH77x/AQf3m6uDZGqDq3Jn+PSWFbJAecqWE057RJVbzQvXNd8plOa6WgJEIVaFOYBfYZa56Vwl9ejkka3tVk7KkGdro6xPKIhjbD2o/LNUDv4kcePQmOIzFtia2lO+S5LK+Totqgz7jlKKjzQ+ZrOqfWSyLWyhKu7/XmQ4yDdQBaG47jYl8dtFI0SiL21YCVQqrORzHe6+FkhX4eIcWYJlPQU54i7SDbN2zg9muEyJ7+MPGsZhLXZvjeV7kKxenFWymsPgA3vWLc3yfXGlSMKeE2CsuuGAcadlDFeKK6E7lK/N1JnVC331jYwjvgkBiPRN+0YTnuwBEM23mqB/RhkWtzjmvzSctfdE/jLn4T33+3T/5koYD7T9Qg770FrF8ACnTnPM/83DkgMZECSK0YMzx1/gh+4pMfAAD87X/zF/h/X93EKzdbWCmJYeIdwFpFWmDFmBTfxdooWATUqCYVpZij/re+CPzuT5BTik/9j8CN5/F3r/23+GX1HwPvvjjZdc9TMWbPOPMv0pzTZgxZgaUDjplZ8V1HoIv0Ake26Z6VwleDalDRdkv48lvb2O0aUCpUhZuIGFcBo4NTdQW/8PQF/PRHzyZfDN04NY4RUhbsANo0ZVS5IfO17scTbjQUbB70/euZpSroWCRlAgD0DtqaCctxB6wUqyUJXd2C2Q8qxowYz1IxVrHBPjYhohgDXgGeElSMWX7xqcdpulOGcW0AINdQdFTUiglRbcBojzFr8hHJMAaItRIADL643MTYS4Mpec2/PGKcVHwXd984Lrn7XW+PeLQXtPAOOCTGI9HuE7tEnGIMAP0ufVjkqh/XNo9KeUMFxBIubXXwRzukWla8/VLoJY+cbuC4fgVOsNNMQSC7w/eJYpyYSAH4KvoYOHqE5Fg+coTHf/dvX8SfvHobD51qJCpYJUnAMaELmxMGfadz8RhTYlw+4hXfxSoDtkFU0pGKcaQtdJAU/9QfAZ/8u8DPv4KvnflbeMh9C/j1TwG//WOkFew4YBuIzhyJMSMdAWK8Gtf1DpjaY8zUtU6BEuPucinGotmBIdbw/725g92OjnKVEeNhxXdcmFgxsE2G0cXPf/o8vvfBjeSLoRun+tE7oIi8Z6VoayYO7BTd96hCvFEvYrOlzcdjHBRb9LafYRxVjOnY66t0Lg9ZKWajGFu2g3f3+zjO9s9RjzHgFeCFPMY3vwlUjgO1k9nFngatFHIVZSQoxknd2xiKkeI7egoRTKUo0wi4PldccitFYENKi+/2ewaqsjDQxZW8PsFjDCR3v9t6nXw9VIyXF23axCO60yzHEmOF7Ozn0UWODtDffPYq3uTPk+9F1LgnNgSc4HaxU4wQwJgs3qWEbYVyMqNoa0mJFFfIPWBHZuOAEp5/+kPn8IMPn0BXt/Dw6Xh/McOG0EWn0BjshDYXxZguutXjQL+Fdk9DPSmRAkhppaCK8aU/90nxX/9D//4qNbx9z8/hKf1fQP34PwBuPA/8xveMp/56ivEcrBRJinFXx/pAIgX9PJXpcoyZutbi6dhaYMVYiyrGtgnOVLG2fhRf/s42tjsaGtUqIS1J452dgMVtMMexM9CNE1fbwKmVkkeMb7X66KII2RlGjP1F/0Rdwa2D/nysFFbAcqR3/PSTiGK8Qje0/S4jxpWZK8a3Whosx8URdmAW9BhXN0hxLi3A860UDlGMTz1OPu+sitgtv/jOkWuQYGFFionZG+ZnB8h7SBXfY8xSYQKKcYHnUJIKhBgvs2IcnOeplaLd0+MbPrHXJ60JrPtdFNs0keLYYiZSAIfEeCTaNL6qGtlpsgIbg+3OWfEdMJ/INkOFzhfxBy/exKcfOU/sEoHW0ADwaIkcAb1hnwr/rlJ/bzT4eO0LwK8+Ro5qYuC1go5NpDgzWcte6h2VrS7+9x9/BP/6px7Hf/PUcOX5SEFFm4tREOXa7Ntzs8YB1Q0ALuxeKzmvEkinGGsHwJt/AvzOXwOO3EtIcWk19LKVsoQuSth86G8BP/yvyHUM2dQMwPMYz0Mxpio7U8OKDaDfwp5qxGQYM8U4GyvFPseI8eIqxix+S2aKMT2NOn1iA23Nwm7XwHqVtuod1uAjiah4zXBS5MV2NkkRkVTG6ZUiblCP8a1WHx0UIZjd5BM+I2ilKKKjWYGs2lkS4wBJ1Np+XnZMXBsA6CobcxVi7wNmRoyvNsk8sS5TAioELGUFAaid8BRjhW6crO4uafZAE5UyiT11XWJhoptXvUA+x7W4YsugrzYJwbbQXaoYB4gxQE6RVSy5YmwGbCVyDYCLnnoQH9UGDCfGwxTj4srA/VskHBLjEehozEoxmEoBAEYvQIzZQjkPn7HZwxtNG5rp4Gc+fpZMMu9+KzTpH9dIe+jnukfDv0uDvJcendvk3u98J/bHLJHifGyG8dnJ/s1AxzqO4/Dp+48NbKKiWOPaaLoxREkZUZCUBzzFmBxH89pevJVilKrCwHzTv/uThBT/1B8NkGLAV7f2VHOyyEB2j7pb5KRglmAkI6AYu1oLfcPEalxUGzC1lUIscCjwHLq2SIqqFthKoUdSKZjSdtfpEyhQb/96RR5OjIe16JXHeE46m96Rd1gx1tB1i+DgJtsiDNWzTrCs49t9+jfNkvywZ7S4AujtQF52tPiO/L/R75AunoIyc8X4GvVwr0h03REiJyj1094GmGVzK9svk595xDiDRllsw089xn2agrJSiLkPw6IBGYqNgMd4mxD+yGa3IgvousqSN/ig90IoevOypR7Erwns9YlWigSP8fYbJL94EiFqRjgkxiPgWyniPcaWR4xr81OMHRswe/jmLR1P3rmGe4/XyCSjbocC1bmdN6FzCv7idsS3p9TfG1YKtoAkNH24tE0SKU6vBCZAxyGpFBMT4/Hj7upuGzt2zGQyj4QQdkxbI3FWinmQUGQxwofHwLrfHXsgkRQDflj8nmpMVgCq08XfdWZvK/AUY99jzLkOquhjPXK87ZG3KRVjjuOgCDwpVKocWQorBVME2Xgu1tbx+Blip1mvyF6b3liYvfjmHoDv800zXtqbQI1s+k6tFHHQN9HWTNxq9cmxNzC8AJCOd9Yd72av4P9sVgjWAegd0lIevkLMwPztdp/GynHczOParjdVyAKPMm8SYh4lPw0/y5htnKq7LwPggBMfJK/JIvY0QoxV2lCmwccQbnNE8R1ACvCCHuPqsYG/raII6LjKcivGtFYJPO8JNXZ/Pz6qzXFGK8b6QfgE1HUJMV7gwjvgkBiPBLNSJBXf2f3AUSnzU806Y5Q+2Lc1AT/1JO3edvJR8jVop9i+iP3ynXhrp4eOFhis8/C25gGPGF+K/fFbWzGJFN3bJLJsUmKsjE/qqvYBbltlOE7kCHeC95oaQY8xgAbXjfeTjarcZrjzk8Anf2koKQaIlQIAiWybJEtb7/if2ayTKeI8xgDqXHcwlcLzGE+nGAPEk9k3bUKQFrj7nW454DmicgMANEoolDq++15yWkUU4yHE2OgOUYzZKU0aj/FtoEo2fadXyfvd3OvjVqsPoVj3/63YP6QbKL4jc/tmmxK+WaqCbLyVjwJwoXYOsFISB4qhmKpnB6571nFtV5s9nFkrgbP1QbUYIIpx+13Atjx7UH3vFXK6xJ4RQaERalOAbfjpNbAW5LHxfGyTk7QRAyJWii1SKBhBRRbQdmRi4Qim/SwTgkSXChau1o4XS8weSMxdgmLM4kiDdorWdfLsLHDhHXBIjEeiTa0UcQ0+ADJoAFArBetLP+MsY/pga5yCpy4wxe4DZLccIsZvAkfvg+uStsUe3itWCrYh2U1QjLe6OJ+YSHF2sn9TqgLg0pM624Rid7Dr1LzTCA8TqM9Tw/MYE/Kwgm5y1ztg+OIBkNOHT/2DoaQY8NWuvZ4RsqOkguMQMrN+D/n/WXe/Y893MMcYQB1qbqkUAFHYNMMeTP5YMGimDVko+MksbG5RGvjRx07hpz96Fh+8o0GtFCOK7+KQ1mPsOGTj61kpyPx8Y7+HWwca5MoQCw+LJ6SL/rGaAo4Dbh1o5HtzUYxJp8xeZ3+w7TjI+CiKBbiBmDlvjM5MMe7hjtUyeUaC/mKG+imSbtPZpMV3LtYPXgNOPea/RixmoBjTe0aL7zq002IFw6wUw4hxI1B8twVUjg68pCwLaNn0c1lW1TjY6IRaKXij41nfQhh131hn12B8Jyu8OyTGy412n3UCC3doKYoF8BzI7ocrkId5DpmRALwBur666inZECTg+EN+MgXNDqzf8RAA4KUbLf/3mZViHjFzWYIRlhjFmCVSxPqLgYmi2gCQI6dhC3wUtDBwD1UvdsnDXD3GTDHuJHc4AkYrxilRlAqQBZ5kZLLNRdq/m13LkQvk66wL8BhRYSdEVDFucOpgKkVGVgqAzDmaZZNFeaGJsRPunMgIhVLHWkXGP/qhB8h8OrT4bpiVIuVz0tslGcDUJsQsVDf3iWJcrq4kv4+lh+IJxQKPo1UZmy2aZTwPjzElY1p3f3ADRrFalsCZAdWP5wlBnYFi7Louru2pOLNWIiJFnGLc8CPbFKGAs9xtKNYBcPJx/zWZEGNmpSDX0HLI13JcPF8qj3FAMe5shaLaGKqygJZFP5dlTaYIeobpc1Zxe6gPXROGxLUBYcXYI8b3ZXCx+eGQGI9AO6brHUA8fxVZAMfavXJcgBjP1krRpfE85zaOhH9w8jGSD2tbwM6bAIDiyQdxbr2Ml4PEWK7R45/FbTObCuy+710ZKMhiiRQDinHzbbKxYRmbk2CcuDsaX7PnVr0imtD7APOxUpS2k/ecAAAgAElEQVSPwOEKWOESFONgq9CMsFqmbaHZ5iLtPWREZuUc6ZI168g2z0oRIcaIs1IcEAWmMLwgMw2KUoF0CSsfJRusWRcdpoRm2mEhgSnGxUiM4bDP3FCTx5oXmTaCGLNxwTZ9JRFlqYDrTRW3DzTU6kOIccyiv1EvYvNAow1G5qEYE2Js9g4G2kEzNEoiCqYa3ohlQTRTYLujQzMdnF0rkWdEjFOMafe71g3wPIcnhMvk/09lTIwjVoo9izyrJcQQ4zSnYUqDqNC9PeKbTVCM998TxDisGNe43mSKMT3hCEW2bV0kYyADa1meOCTGI9DWzPhuOSCeIt7s+oRmDu03AeCNq0QxO386sos9+Ri5lp03Qzu1R0438PKNFlymECtzKPrKA0wxdkygdS30o7e3yeJ3IaoYb10E1u72W4dOAmUMjzY9VtpDzYtd8t+HHu3O0krBFhBRgSHWsYJucocjYLSVYgyslCS/LfQ4qjsjMkqdkJ5ZK8ZmvMd4XVBRkiJzBds4ZwBFZB7jdQBucrvVOUO3HMhCYGnRWsTWFW3WwRTjuJOq4JFuFIJEM5BHEGOvEQNRjDmOw6mVEl660YLluGisUEUrTv1lxEb254sTDZZlXJ6tx9gOWyns/sFAhjHDalmCYEdsKFkUs6XAtSZZ9+5YKxNiHOsxplGhtCj80cI7MHgFOBJQEIXi9HZETzGm6TeUGCt2zIbG6JLxVIhf5wH4Gey7b5GvcR5jRcCuSdeR94SVgvCCGnrJ7aCB4cV3QDg+dfviwhfeAYfEeCTafTO+Ww7IgyCagYXP8xjPVnn9znWyANx9KpILyHbh736L+IvlGlA7gUdON7DT0YlfDgi0vFzyAjxLJ0kFwEAyxVtbJJHi1Epksd1+ffoHdZziRXqsNFwxnmUqBR0DBRmaUEed6ybEtaXMMR4DK2WRKMbAePfQsyfUSMzc3BRjlkpBnp8NKabgRm9n4i8GiJWibzq+WrWgBXixirES19CmmlyoNMxjzH53JDEOK8YAcHq1iNfeJc/X2hr1wccqxoPjnXW/c+fmMSYngrzeGTyZoGiUJEh2P0KMZ2OluEYzjM+sUsU4zmMslYj3lBLjh7m3cUO5J0xKM/UYUyuFAWiuiELchmZYNCADO+3YfoN8jcngrcgCDmyWc72kkW1BK4WgwOFFVLlegr1uRP5zkT5fzGNsGWRjseD+YuCQGI9EW7MGCu8YKrIA0VJ9xXVOivE7t8gCKRUjC/DqnURVe/dbNDvwPoDj8AjtzPZtZqeYR0xYHjD7wBrt+rcb9hm/tdXBXUcqXo4qALIgtq6TTMVpME4rZ0qM91Eb9BgLVFWbR/GdIEMt1LCCbnwOs9Gj2ajxStUkIIoxLUAc5x4Gm2bUTszPY8zuhSBD5xQcFWOee62d2bGhIvK0+I4S4wWNbNMsB3KQGPdb8Z3/krzCrju8wQdAlNxUijEXIjGnVkpgYTBH1+lRb9yGTI+zUijomzbMwoybOATsTgBQ4fqxxXcAsFoSobhRxXg2VoprzR4KPIeTK8VkjzFAVOPWDcDScd69iityxG8qFsm85MR0qUsLFhFGFeN234LKlZI3QcOaewC+Yswy8qvxxNhrALOsinHQSsFxMIUKquhNFuFZEMh9Yx7j5tvE839IjJcfHc0cyDBmqCgiJDvg55qDx3i7raF9QAludNfLcX6jj+2LJBIHwH0bNUgC7/uMlTkolXnA0khmaXF1oADv0lYXF45FjrTZ7n8OijFXXEFTjVHKZh2dZ2nEp8sX0OGrWCt0w5sHBrZ4ZBjKvlKSSCoFMJmVghHj9uZsC0ejqRQA2lwF63wMMc7QSlFkVgqmGKsLaqUw7YiV4mDQXwwke+otneRTD1Px5Opo8tG+Re5VQI1kyRQAsLHWIBaPlB5jlmXcQ3E+inGFEOMqelhPKL5rlCQUXQ2OGCB6WXSSS4Frez2cbBQhFvhkjzFACvAObgC3X4UIC2+J94R/nkURe2Tz2tFN0uQjbo4ZtQkDAsSY1OrEWSnKrPMdsOQeY5/o6oUKqlw/vvNdmjSPUqAttNcK+pAYLz3a/fjiOwCoyAUoTi9gpWCd72aXSvHsO02UOErE43a9Jx8Dtl4D+nveTk0SeDxwooaXr/vV4gCW30ph9slnsH4+FNm2edDH7baGB05ElLusomPGUTvVXUBpoF4poRlVjMd9ryxgGd7icYAqVrmECT3N4jEmVsoSDvombMcdr4AxSIyrG+TaZrqZiCjGAFpuGSt8DFnK0koRzDEGFtdKYTkRK0WSYpwQu5amRe+wDGSGzqbX0ZGBWakqskDm9SRLRowaxrKMO448nxzj0hpccEMV45ViASXo0LiAn3tGivH1Jk2kAJI9xgApvmrdAG5+EwDwJn8h/PMsLImRVIp234LGD1OMR8VQ0o3dznfIyRkrLAvA63wHLK9iHEmD6fEV1KDGi4OjUikA2v2OEuOt1wFe8E91FxiHxHgERhXfFR11kBjPMK7tmbd3sSbRY6O4hzsYg3P0Xu8/HzndwKvvHsCynfeOlcLSyGewdj6kGL9whZj/P3LnWvj1WxfJJNA4M92/O5ZivAuU17FWkbAb9RiP+15ZILCA7bkV1N2ECX1YSsCEWCmJcF3goG8O74IWhUeMK14U10ybfLBxRtVz13Wx55RQQ8y90zuZEWNFLJCucnKVLPgLaqXQTRtKVDFW4hTjBGLM/OxDrRQpThg6tweI8elVQrpONBT/feLUPUbO5UHFuOXI5OezOqUIeNotoYIaeoke43XFBs+56HEBtXZGxXesuQeAZI8xQBRjqw9c+jPs8Wt4141knmdhSYwU37U1E3qhEr/5HuVnB3zFuHOLbEz5wsBLKiHFeAk9xq47sEnocSU0ClrCKeJggeoASmt+8d32RWD9wnSF7jPCITEeAs20YVjOEMVYRMnt+xM8T/vTz4gYu66LZ9/exYUVjvo/lcEXsQ54QEgZfeR0A33Txne2Or6as+zd70x6fLd2Fwlhp5Pgc5f3UJUF3LcRoxgfvY98btNAqZGJOI2FptcESmtYq8iLoRjbuqeq7NolyNDjx2+axWNMsCzW/Z4xWfGdVPWJT2eGBXgR/2RXt7DvVFBxYghWhh7jIiPGHEcsAt3FzDIeKL5L9BgnNHZJEw0oVUYfV7dvee2gGZhivFEv+tcwtPjOX/TXKzIEnsO+KRGv5Ky6m1k6AA4oiNAFcrS9lmClWBNJhJ+nXAIkbztnK8VBz8RB38SZVTpHmJqf8x0Fi8a8/GVcVe4jEYRBZGFJjFopNAuWmOBLN7qj5za5SmI9gdioNoAU45sQ4PDibK02WcHsg3Sy85+7Dkqocwl8xlCJAlwYQnTLESvFgucXMxwS4yFgnclqCcV3VRkocTocafaZkQDZod860HCuyhHlM87/WTlKjq6Kq/4RLIAPniY74JdvtMikwBWW30rBlLx1elRDkyleuNLE42dXwrte1yVHO1n4ncbJH1abQGkdRyrygijGfuvWbYsuDsF4HQajm2lUGwCv0nlfpcTY0vz4uGHQ2zQbWPCJz8wVY18Na3YNtNwyinbkc3NsohxlmEph2i5M26Hd7xZUMQ7GtbnuEI/xKMV4ilQKSyf2sYhiXC+KWK9IOLdO31tKeB9v8+VfQ4HncKymYNegQsmsyE/ghKLPlVDl+olizZpI1qyOEyArYjH3pKRre+Re3OEpxnq8UAP4kW2ujRul+8lmL4hMFGNWfEfuQ7tvwhYTThmGRQMycJw/hmP8xQCxVgKAVSgtp5UiJs/5wC2ixiV8DkxdHlZ3UlojYpDWpoXui+8vBg6J8VB0aDvopOK7lQIhNqYQOErIIoMxJb72NtmJnSw7w3e8D/1XwIM/EhrAp1eLWC1LxGfMcTRs/z1gpRCLvoep+TZ2Ojre2VHxoXMRG0V3i/qup0ykAMZr5dxrAqVVrJUltDULhuWEfz5zj7Gvfm6adHHoxxBjMwfFmLWFVo3xuv4FC9rmoRgHNhMA0FQNtFCBZEaeH++oMaPiO4ksvBorwFsGxdjokg5y46RSpFGMRxFjllQSIcYA8Ls/9yR+4dPnA+8Td7yuErEgQu5ONBRsaVQomdVxeaAOoMuVsFrQwMcdbQOoC2RNatsBf+8Miu+u0gzjs2t0jrD6ycS4cYf3n5uVB4hvPgivVmcajzGLa5Pgui46mkUErNjPOuXcxuxAMYkUADlBBgBDKC9n8V2Mr37fLsZ3C2SvH5XmUVonpys3XiD/fyyD9XYGOCTGQ9DuM8U4nhg3KDHW+MAELs7OSvHsO7s4UVdQ5fXhD/bT/xPw2X8W+hbHcXj4VD2QTFF/D1gp+mQBWT1HrCW7l/CNq4TkffjOiI9t63XyNQvFOG2qh+sSYlxe94pn9qJNPuQZfw500XVdF7d0qtTEKsYpsj7HBMtLbvXM8TKcjW44Caa4MmPFOLzoN7s62m4ZBTtiQ2EbnIysFCwCzSvAW9C20KGW0GyzPdRjHBnvaTqRsRMGpgxG4TX3GCTGdx2p+LmsSekWCSksG/UibvUF/zWzQGDz2nGLqPPJhLHOkzVpzwoS4/xPMa/TDOM7VkuA4xBrWRIxLq7QE04ezdr9g8SYqbfTkPmAlUK3HBi2k9xQJk3xHbtuIDbDGADKVDE2kor8Fh0xG9I9S0HR7cVH56W5b6xI8cqXyddDxXj50fYU43grBZugBgsd8o9rcxwXz77TxMfuXgeX9sGO4JHTK3h7p4uORoufllkxdmzSLEAokkWkcQZoXsLzl5soigV84GREsfISKWaoGGsH5BpL617xzICdQqkR4jdNhuc4sDSgIKOrW2g6dAzFKcaGmrmVgnmM93qGT5LSqOXRCLTqidk2+bD0kH+SKcYAiJ+Wwctbzs5KAQCa4fjE2HFG/NZs4boudMuGLFDFuB9JvglCVOLj0jx/74gcYyCZgLDxUBskxuH3SfIYd2Ln1I2Ggls9umzO6rg8cELRcoqoJh1tA5AdQoD3zICYI9KGGzmOlWvNHo5WZXKqwZTeJI8xx5ECvCP3gS9WYzzGrIh9GsXYzzFmAhdfrJEYwOCGJk1mNsMIK0WZdr3U+OKSKsaDvvodtsFKOlUZxTtY97urXyXvy/zlC45DYjwE7IGKbXgAeKZ0lQsMDkGZiZXi4mYbrZ6Jj929Th7sSYjxHQ24LvDau22iVC6zx5gpImxSXbsb2H0bz1/Zw2NnVki2ZhBbF8nOvxyxWEwCJaXHmAWdl9awTonxQFvoJBUtL9hEMW71TOy79N+OU4wnHGPDUJIKkAo8Kb5LuId/8uomvnk1cj1RYlzbmLGVQgupYXsq8RgDAPr7/uuCsXIZwCPGFrVSuHb431sAmLYLx8WgYhznMQbiiWmafNQkfzIDi9UKHNvHv09SQZYaW21/ol5Ei9kUZkV+AuNt31ZQSTraBsBRf/auEekkB+S6Ll1r9gI2CpaikUCMAeDpfwh85h+jKBagWw4cJ6DiZqEYBzrfMYGLj5tjbIMc9Y+lGMcX3/E8h4osoM8tq8c4nAZj2Q52TPoZxqZ5pGiMwojx5rezKXSfEZbjKucEz2OclEpBiXHXDSrGsym+Y/7ij961lv4oKIK7j5JBfWVXXX4rhXd0Rj+L9fNw997BW1sH+NC51cHXb7+e3bFOWsWYEePyOtbKZHFNbAs9q00KPaY96JsB1TNBMc7YSsFxHFbKol98B4RISt+w8Yu/9zJ+9vPfwI29wCIZjUBjTT5mhUgqxW5Xhy5SRTRIVD0rRYxaOgGKEpmu+0Ygy3jBCvA0i6h/nsdYG6IYA/HEOJWVYgQxvvE88TOO2pTINUIYbSv8/YQ5daOuoMe6m82MGPuKcdOUoDhDLByUkO3oEcUYyHVduranBgrvUhDje78fOP/p8GaPIROPsV98x4roxTLdnAXHTJpNGAMjxtV4xRggdooelCVVjJmVgtyLg76Jjks/01jFOEWaByPGrrM0NgrgkBgPhZdKkWClKNEJqhOKxpkRMX6nifNHKzhaUyYmxhs1BZLA42pTXX4rhTWoGHNmD8fcfXw4SowdmyhKWRUCjK0Yr3pWioHItrTvlRUs4gU86JswIMIWSmE7AEDul6WNVgcmwEpJwn7P9P/uwIbgq5d2oJkOVMPG3/mdl0gaA0CbZkSsFOpOst80a8SkUnBMEQ0pxoHW1RlACXqMmWq1YE0+dJN8Rl4qxTCPMUCLfqNxbSmsFNIQK4Vjk+YRpz88+oLZZxMtpNPjC4tONIroesR4tqkUfcNG0ypCdI3k9BZ6TVt6jGKcUwFe37Cx1dZxZjVCwIcRYwpWUBqyU2RB5C2dnBgUBO/kVyrRMRgcb+MQYzaGExRjgDX5mHHL8KwQuRetvok26GcRJ9ToKYhxsBHKkhTeAYfEOB67l4BvfR7tvgmB57xdbRQlkImmZc+WGOuWjReuEH8xgHRHGjHgeQ5nVku4yhTjpbZSRFQKGtl2j3gbD5+OLMp7l8liM2vFmHUAKq2jIguQBB670bbQc1KMWz2yeDjKyqCVwlPwslWMAUqMQ4qx/3d/8eIWaoqAf/pXH8JL11v4lT9/i74mxkoB1y+4yhuRVIo91QBfppsvLX+PMSm+Y22hF6sAj0VvsULBoR5jIL6DndkDwA0nVuyexilz2xcJ0R2HGA/YOeKJ8UZdQW/W3c1o9FlT1dFlDSSSlHJ6PzZ7gTUrixbLQ3CdnuacYRF47PQuyWMcQGizx+B5jKe43kA+Ozv5VSpMMQ7MrePMbccfBGonyUY8ARVZIELZMirGEStFqxdQjONEszS8Qyz5z/GhYrzkePH/Av7jz6PX66JWFMEl5PQpNnmoDpyAlWIGcW0vXW9BM50wMZ6QtJxdLxPFmOXnLlgxT2pYEZWCRrY9tbIfbjYAZJtIAZAuSFIlhWJMiXF5HRzHYb0sDVGMZ1TVbBtAgVgpAACl1UErRRoFb0KsliW/wQfg3UPLdvClN7bw9H3H8MMfPIUff+I0/uVfvoOvfGc7vvgO8CO68kYklWK3q0Oq0CPDWCtFdi2hAUALWSkWixjrA1YKphgPs1LENPgYlY86zIt/43ny9fSHRl9wkvKccAq3WpZgCvT7M/UYk4ZAHWbbS0pvMVTYKGCnl7Fndwiu0UQKTzGOzsVD4FkpgsRYyIDI26afYUxPfkvVGGKcpq0xw/2fA37x4lDCX1EE2jK8O7vOiBPilZst/OlrATEhqhj3DHS8jdiEHmOOI5FtwCExXnqwxa27jWpCcw8AkG0VjsuhZQX9XPnHtT379i54LhBBNqGVAgDOrpVwrdmDI1cBuMvZyhLwFWOqjnSldXRdBY+Wdgdfu32RHLMduXfwZ5MiTWOOXpMsFnShWotr8iHPuAshU4z7hKDz5dVBxTimWjkrNEoisVIIErk3lEx+89o+9nsmvud+Eo30D3/wAVw4VsHf/70XaLFM4Fq8Jh8zKsCLSaWoVBsk9zZafMcVMlPaFSGgrhVXyHsvmJVCo1YKryW01iLPRkwLXQAJHuMUG/1hHuMbL5DC2jSt3ocqxoNzKsdxWK1V4YCfHTGm0WdNVUdn2NE2ABhdGEIZ+33TL2jLWTG+RjOMzwSbewCpiLGnGBsBQaYgALw4ncBk6V7r4XafKMblGt28hjzGKTKzx0BZEtB25Nl2RpwQv/aVy/gffu9l36IW8RiHFePIeHPddB5jgBS4Z1XoPiMcEuM40ONQobedWHgHAAWziy6K6ET9UTnHtX3tnSYeOtUg12ab5NhoQtJydr0M3XLQZlX1y2qniBR8fPPaPq64x3GWi1ERt14HVu/0F4wskKYxB+16x5Sw9coQxXhWfm+aY3zQMyEJPAqltWTFOAcrxWpZQqtnkEU8oB5+8fUtSAKPT1wgymhRKuD/+GuPehu3ULdJqhhbB7fwOy9cx/f+i6/gt5+/nvm1egikBDiOi33VwGpFJskLUY+xXB2ufI4Bz49p2qS6ewG73zHFOGSlSPIXA/FWijSZ2V5cWww5vfE8UYvT3HfvpCLyPoaa6A3faJTQ54qz9RgXJOx2jRRWChV2oQTH9S0EuSvGeyrqRdHPhh7HYxxnpQDoOpqNYtzRiCVSrsScxo3jMU6BiiJg35pxasmEUHULqmHjlZt0rTG65J4VCOfZ7xn+Rix6QuG1j05x3858HLj3B7K78BngkBjHgfri5P52YuEdAEDvoMeV0NUCFc05x7V1NBMv32jhY3fT3deUDzaL2Nky6KS2rAV4VlgxfuHKHq64J1DvXRt87fbF7I91UinGu6Fd81pFTk6lmLFifNA30SiKxEqR5DHOOK4NIG2hHZced8pkc+G6Lr548TaeunsdZdl//i4cq+LvfzdpJ/ulK/4zpkt12LyE3/3S8/h7f/Aq3rzdwYvXc4wxC6RStDUTluOShi3FlUiOcXbtoAFfXWOqLCpHFq773aBifDA8lSMplWLURj/JAtHZAvavpvMXs38fCD9vjjP0FG6joUB15dl7jLsG2sNSAgDA6MKhRHivRzfdOSvGN/b6pLFH8HqBVB5jL2llgBhPefJq6yErRa0ogour30jTfnwMVGQB+zZdSxe8yYdKBb3nLtOi8Ehr7IO+CYsT4QZO8jyMwzu+938BfuBXsrjkmeGQGMeBKsZFfWeoYgy9TYixHiDGYokco+RUIf/ClT3YjouP3UV9O+Z0R0FnacHEu336dy5rZJunUhDC8vyVPai1c+APboQnWKMH7F3JvkI2jWLca/rxNQDWKhJ2VQNu0IvGmh7MQrl3Xa9IpdUzUS+KhNxprbDXPGNVJYjVMhl3XltovYM3Nju4ud/H9zww2GHqsxcIIfr3r7bwzKVdfP5rV/DJ//XLeNeq47TQwm/97Idwbr0c9ixmCdcNpVLsUsV/vSJRYhzxGGfkLwZi/JjlowunGLNrC8W1JWUYA4SY2nr42Nnojj6d8Hz9EfJxk7aePf2RdBcc1yjE7GGYGnaiXkTbVeDM2GO8p+qwhBGNTfSu9zfte8Q437i2/Z7hpeyQ62Vz8egTOd9KESXGUxaxBwpk232LWCLjxoyR7aa/IgtoMpFpwRXjnkF4y7PvULuhEd6Q7vcM1NmGIiqYjePNXkIcEuM4UNWnbOyOIMYd6IUS1BAxzqCidgiefacJWeDx6BmaqTil/5NFtl1X6d+59FaKIvqGjVdutlDauBeAS1IoGHbeJN+bh2Ks7vqFCADWyzIMywlvrNK+Vxaw6cJJPcaNkggUV0nmZDBdIUcrBTt+3e+ZnpXiixdvg+OAp+8bJMYctVIolQZ+8jeexz/6jxdxx1oJ9WNn8NRxE5+8cASywEO3cioitU0Arrfospbeq+UYYqy3M1WMxQKHAs/5JKK8Tuw5CwR232UxrWIcY2VI2348ruD1+nMkjWDjoXQXHOcxHjGnEsVYgdGbld3JV4zFMr2XiR5jFRy97hYjxszSkJOVwttUB68XCCW3JCG2+A6YvojdNj1LQEcz/XVcroZtARlv+suygPasU0smRE8n9/ybV/eJBcrohp67Vs/ESkmigsUUivES4pAYx4ES45q1N7T4jhDjsu/lAmZwbNXDufWyr8h4O7fJBiiLbHu7HckdXTYEOt+9dH0fpu3ixF0fIN/bveS/jrWCzloxjstjjaK3N6AYAwlZxrPYoHibCRkHfQv1okSsFECY4OVopVhlxJhFtmlt/NnrW3j8zArWKzELK11sfuGzj+FHPngSv/M3P4Lf+7knUT96BziaSqGIhfwU40jFPbPCrJXlBGKcTYYxQAq/imLBP3aWyrmRnUnhKcZCWo8xI6aBecfspTvalquDqtyNF4ATH0xFygD45Df4PiPUsBP1IlRXgdmfrWK8qxqQyzHJCkEYKgoKuad7Kj219NakfGpfPBsWgzcXj1aMQ775IKZVjANxbW3N8i2RUU+7mS3BqyoCVEaMF1wxVg0L6xUZuuXgpeutAStFq2eiXhK9eTmEQ2L8PoNteQU+6+4easXhirFZKIcVP3Z8lJPPWDUsVAK+yywG6Jm1Mi4d0KGwrFaKQOe756/sgeeAex54hHyvGSDGWxfJZ7RyNtt/P25XHb0+ozPgMQaAZlyW8Sw+B8tXlA7osRmKlBgHfcZTbr6GYcVTjA1AqcPqH+CNzTa+5/6E7lJ0Ubvz5HH8yo89go/cSe8n637nulBE3ms0kTki/sldNWClUBphpT1jKwVASL9HIqYtUMoBnsc4GNc2ymMMDCq2aRTjqD/Z1IDNl9PFtDHEHq8PH+8bDQUqFDjaDDykjuOnUnR11KsVQvgSiXEHYjGiGOdYfOc4LtpaDorxtEXskeK7qhxQjKMNPriC99ppUZaE0QWSC4KebuOTF46A54Cvv9MciF9r9Q2qGMd0xWXpVYdWivcJAorpUa6F2gjF2BIrEY8xO7bKZ3eu6jZKIWI8vZp3br2Ei0zoWlbFOND57vkrTdx/ooZabYUkFjTf8V+3/Tpw5J7k+KhJIdeJspPUkSrQ3INhrUwm490FUIxbfZNYKTzFOEiM81OMV8p+BTTkGpw++bvj/MUAkptm1E6QMdAnudWhFrNZIpJ+skc/uxVmpdAOSOc1YDBvOQMoIk9yjAGqqvUWKi/VS6UQeEJOTHW0xxgY9Pimse1EifHmtwmJTFt4xxC1ZDCxQU6wUtSLUKHMJpXC9klms2uQOWPY/GCoEIo1CDzn2XwIQeVy2UR1NAuuC9RLU3qMY4vvpiDykbg2TzFWIopxmszsMVBRBPRclkoxo9SSCeC6LlTDwkZdwYMn6wFi7D93+yo9CYjrijviGVl2HBLjKKji44glHOFaIxVjW6xGPMb5RuOouoWyFCB1TN2Yoqr2zFoZHUuAW5CXlxjTjYgOES9db+HD56iSuH532EqxdTGf1pSjWjl77aB9xZhZBQasFDP2GFuciJ5hk0mwSL3rcVaKHDzGFVmAwBFd+tgAACAASURBVHOex1iwVdx3rIwzawnjmS1qUcJZpVnGnU0oQo5WikiHxaaqo14UIRZ4/96xZyhjjzGAsJVCUAC4vld8ARBSjEc19wASFONeuk2YXA37OMdp7DHwPoF/Xx9upagpAgy+iII5g6Nyqr66goymqpNTprgkDwZDBSeV0WCt1gFC+sRSLmsSawwUUoxNf8M9CrLAg+Pgb/YYxKK/CZ0EIStF1GMcafCR4Ya/IgcU4wW2UuiWA8cFSnIBT961hpdu7MOJJLEc9E1SA3JopTgE8xdrjfNY59qoJZ2wODZgdOBKlbDHmBU6TPNQD0HPsEMRVlkMUBbZZooxXaiWBVYf4EW8cqsL3XLwoXNU+Vw7T6wUrktUW3U7nw48XhRQwsYi0PWOYbXMPMYRK8Ws2nPTMao6ZNGoBxXjqJVCULJX2UF8sytl0ha6x5fBw8Vn7xmisuodEv4fXXRrtPtdexOyyPuRZlnDihLjQEV+cFNhaoSwZmylKEoB0p/zJnwSeC2hBT7QDnqIYsxIMyN6rktU5tTEOEAQbzwPrJwDKkfHu+gowR5hpeA4DpCrEO0Z2FgoMdZcEabtEstO0sbZsb2ou5WS6FspgOk9uwlgjYHCVgqa851ChR3wzTMIxenGNS2+s2wHPcNG1SPGUY9xytOJlKjIAjlNABa6+I6JeWVJwJN3rsG0XZj9jiewsaLwRklMsFLk1/RpEXBIjKPQiFLWqd4FAFhzE/JQ2eQpV6FbDgxWBZ+3YmxEFeMMiPE6uWatUFluxVgs4oUrhNB96CwleOvnyd+k7mbfCjqIkYoxJZoBxVgSeNSLIprqnBRjuuiqNpkG6kWRWEI4ftBKkaMysFoibaEv7hFLwGfuGrJQMXtCdNH1FONb+SrGka5eza7uWWI8y0B/P6Bs5+kxzrfQdxJolg1J4MHz3JiKMR3vlkZSUVJbKejvuS4pvLsjZUzbwPukT6UAAEGpQHY13zaTF+hGrGOROX+tIg3aARgCx9srZcm3UgC5+dGZYtwoRYlxyuJHIJ4Yi8Xp7Ig0ro2JVqHiu6jHOEvFWBFgQYDNSwvdRbZHFfqSVMATZ1ch8Bwc3U+DYZ/rCiu+M3vhCNoc604WAYfEOAqqcuyXCDFuOHvxr6MTE0cJkWenyN1jbIU9xub0O7eNehFSgUcXpeWOaxMUPHe5iXuOVYnnEwDW7iZfm5f8RIqjOVgp4sLjg4jxGANkodsZUIzpwufkpHoyUJLXpYtuoySRjmrFlYhirGYWgB+HRknEvmriW7fJZH2hMeTv1jvxvjZGjNubxIebeyqFb4NZK1MS4CnGrWQv9JQgJCK6CV8cYqybDlGLAU9kGMtjPI6fnRXNuS5p6qFuj2+jYNcwRvEdAEglSvbz9pFGntG1shx/tB28FqlMFeMAkRGnVGATEGulCOR8p4EiFsItoYEMUilI8V1bI9fnWSmUGlkz2YYma2JM12azUF5sxZhmGJdlAWVZwMOnGxBsXwBhpw11VnwHDG4eOT5Vd8NlxCExjoJ6K7eVswBIZFss6CApFMmg8QrwclysDMuBabuDqRS84BUaTIICz+GOtRJaTnGJrRQaXFHBt67t48N3rvrfZ8R49xJRjEtr4x+1psFIxXiXTCQRkrBeTup+5+avONDCno5JFl1vcSuuhhXjtEfbE2K1LOHWQR/f2CTPEDesmjupm5wgkU1H5xYtvstmU/HHr2zi6X/2l94C66dSkIV/L8lK4RHjbIvvimIhXHwHLJSVQrfscCIFMFwxFhQyfzGi53UiS6kYuzYhYp6/eMzCO/Y+scQ4WWwolskY1PPOMqaKcYs+o6vlIVaKgNK9Wpb8zndAflaKXoLHeBzFWIo54ZmWyNPOd0wx9mJXoycUORFjo1BaaI+xqvuKMQB8/FwNIizoHCG6raBizNa2aLa9VMmsaHHRcEiMo6Af/i3xDgBAWU/oLEUnUqFIBo1HjD2PcfaTEOtUU4paKTJ4sM+uldC0lCW2UvShu6SIzPMXA0DjDlKE0XzbbwWdx8M8SjHeeh2onRzw6a5VpPgc42HvlRUoyTswyTTgZZFG20KnbbgwIRolCTf3+2T8AcNjjoZlA9c2qMe4AMNy4DjTpzW8ebuNd3ZU/JtnrpBvBJI8bMfFXs8IWCkCxJh9djl4jBfaSmE6UFhzjzQeY+rXHVSMUxJjgPzujefJM3jk3vEvWq6GN6GGSuK7hogN5Sr5m5p7ObYeBwLPKJmz1r3iuzhi7EdoNUoSWr1AV81ZFt9ZWqoMY4ZEj7FjkvjUSUCtFG16fV4RvddQht6rjD3GJakAjgN0vrjQinEvoBgDwEdPk8/rWpeMM7bhaRSl+LUt46LFRcP7mhi7rgvTjihL/RYglnALa3BcDnJ/J/6X6cTEOhH5inF+YerdgGHeg9HNxAB/dq2M27oEd4mtFF1aRPbE2QAx5gvA6p3A7lvA9pv5JFIAgeOmmPvXbwFv/2fgvh8c+NFaRYrxGEdUjbxASV6bEeNSgmJsqLkkUjCwttDe3z1sczYsAq16girG5O/JovsdU7J+46tXcNAzQ6kU+z0DruvnUXtjIKQYZ+0x5heaGOuWDVkYQzEGwsTYU4zTFN8FSM6NF4BTj09WIMr+fUYi9dGLfrVO/qbmXs6dB+kzuq8HFGNmtYrG9EWsFKbtQg1F+2U/Ttp9E7LA+6cE7JrH9RjHpVIAkwtMSVYKb45hinEv0wIyjuNQkQT0udJCe4yjivHDx8n9ubRP5kzWTrwRVIyjkYaHxPi9h1bPwGf++Vfw7164Hv6BRjo1tXVgj6uBU7fi34BO5KwTUVeLEuPsd+fMMF+O5hhnMEDPrJex75TgLrFi3HNEVBUBR6uRSXn9buDqM2TRzSORAoiPnWJ4849JQsGDPzrwo7WyjP2eASu4QRulPmcFmrm8b5BpwKvcLq0CvWBcm5pr9TFr8vHI3eSUZuiGYBgxpoox67qWhc+4b9oQCxw6uoVf/+rlUCoFK27yrBQFEZCqZA5JipWbEkqslWJxiHFIMdZaRHkdpR4GkwLGUozpmGzfIicyk9goADK2Hcv/bA2VfI5D0GiQzXfrYDaK8VbPRU0RIAk8uV+uM+hvDlgpVoIdJYFcrRShwjtgfI+xlFB8B0wuMFErRTtqpVAiinGkDXIWKMsC+tyMcq4nhKcYU5FNcck4e32HfA4HvUBRZdx6lGLzuMx43xLjRklCWRbw+a9dDR+59ltAsYF238Qetwp0hhPjYoUQ445npWA73fwU45IcsVJkoOadWyuj4xbBW/1w9emywNLRsQScXSuTOKUg1u72/V55KcYFkXwOcRuL134faJwBTj468KP1ikRqh4KFMsPU5yzB/IsGj5oioMDT+1ZcGVSMc7RSsEX8ow+eI98YZqUwukOI8Umgt4sSTyb3LJp8aKaDIxUZn31oA7/5tStQe3SxExTsUm84i90D4LeF9qwUI9TSMVEMNi9Z0Lg2RYh0vRtlXQp6ZsdpP87GweW/AOBOVngXfJ8QWRr+76+tENtMu9Ua+rqpQesAvnatiyfvook2SSdKgaLBUEdJIFcrRT2a9W9qfhF6ChTjimWnEZgch2x0ClI6K0XGBK+i0Mi2BbZSsJMEj0vQsXOp5aDVM7DfMyDwHPFMx61HKTaPy4z3LTEGgJ/92Flc3lXxlUsBu4R2QBRjzUSrsAZ0NuN/mRHjKpkgvVQKniee1jwUY3r8MVB8l4Gad2athA7oQruMdgqrjwOrgDNrMQRu7bz/35N4ENMirihG3QUu/yXw4F+JJQixbaGjk3deoIvunk4TKRiKK2T8MrUm57i27773KP7O0+fxiQfOkgLFYeNvqJWCJFM0HHK8nUWWsWaSYrJfePo8eqaN5966SX5AO5EBfqMWAKS4MhTXln3xnWlTC9gCKsa65UAOeoyH+YsZQh7jcawU9N6+/Z/JuDn5+PgXDAw+bymIsUJPCtVuzsSYbl43VeCzD9Gs7qQaBEbEaFwbAD+yLccc4wFizHKMUyLeYzxFPwDW8EYgxXccB1TlmOI7hxZuZpy4U5YFdN3iQhff9aK2THpSo7oynru853VC5TjOJ8ZB0efQY/zexfc9uIGjVRm/+bWr/jf7+1QxttCV1oDucMW4VKHFd1qkLXQOHmM1tvgumwF6olFEj6MEW18+O4VrajgwE4jxOiXGK2fzbWEZ16r14h+SyvkH/0rsr6x5TT4CPmNv4cu74p0Q49s9Wn3MEG0LbfZyjWtbKUv4xc9cgCwKyYVFACnEMXvJvt0aIcZ1k0TjZWGl0EwHsljA+WNVfO7hE3j1Ki3GFYu+lSKkGDNifEBOjwpDOmdOgKIUsIksg2I8LKqNIY4YpzmhYIrV5rdJBOOkhY4DirE6ep6gc26/O5tnFAUJT99L03SSNs4RjzHgF1HlRYwP+hbqxUiR4rjEWIrzGE8xtlkb7YKMtmaiIgkkVxsI3Lv2eGNtDFRlAW1HXgrFuMi84fRe2IUSnrvcRKsX2PBEfdns9YfE+L0JSeDxkx85gy+/tYN3duggpipHWzPRk44A6k58iLveAaQKygpRizrRttA5LFZqXPFdRkdBBZ6DTG0hy5hMYRs99FwxvpUwi2zLI784iDhS99ofAOv3JFo4mGK8241TjGeTSvGNGz08fDpAYIqB7neum4sPLxHykK5/xggVtkoUtapJNrPZEGMbRaqA/vynL0BwDTjgAV5As6uD42LU9n6L/A0ZJ1IA8Iqc+qade5fNScAUdvI/rXRWkuBz47UfH0MxBia3UQA+CQ4S41GncPR39F6+pzoOFVieuHvDry3x5ofIPB2JawOCVopiLklJ7TgrxZjEWIlt8DFFPwBmBSxIaPct30YBhEleTm2Ny3IBbUch81W0QHJB0NMtlKSCv2GgRa93njiCZ9/ZRatnenYczyZ4WHz3/sF//aE7IBV4/NazV8k3NOIx7mgWdOUIKXJQY5IpaGwUT3043Whb6BwWKzW2+C47/2elQT1sS2ilcIw+dFfy2luHUFoFzn0SuOf78r2IaPD+wbvAtWeBD/xoos9ynRZu7XYjmaPBbNe8EIiC+vjdgcYjnmK8T17jOrObBJO6egGj7QlUMS5r5HnNKpWCEb1z62U8eFSC5orY6ujYVQ2sliTfmw34HuNhlo8pwBQezVhMKwVR2Fnx3cHkVopx4tqAyQvvgu/DrkHvjB7vlLjbWr7E+Po2ObX51IOn/W8mFfoaHWLjK4ioKSJ4Llh8VyIWg0njzxIQUhYZxvYYx+UYT6EYe90pJXQ00y+8A8jnyvHk3o2zCRsDFVlEy5bJvLlAz2YQqmGjJEV4BIAHzp7EW1tdvLPTDRdVKvWIlSLfgux5431PjI9UZfzgwyfwhW/dRFvtEXWsuIJ234RZpkdXcT5jzc9TrciC7zEGcju28nxBctRKkc0AXVkl5MjVcvbN5QFLgwYJZ+OsFADwN/4D8Ohfz/calIjH+OIfAnCBB34k8VdqigiB57AX9Bhz3GzaQts6bE4AzxfwEVbYA/iKcX9vPM9nFhhmpRhFjJUGIBRRotnjmSjGwYYVAB47UYIGEf/nX7yNvW6guQeDR4zbmUe1ARHFuCACvLhQVgrdcvy4tn5axbhGhATLoH8Ll05xFIsAR/+tqRRj+jkxT2iaRb8gwORl8KY6aAPIEG+9S2xBT913yv9mksc4oOLxPId6UfSLeqeNP4uBaTtQDTshlWI8Yuz55hmy8BjTuDYvqg0I5Ga3c2trXJEL2LfovLCgPuOeYUV4BJlDHr6LnLpttfXwSVhwPfJOEQ8V4/c0fuZjZ9EzbPyH50jLYEeuo6NbcMvHyQvikikCilBZLvg5xkBuxFjVSSGB5wty3UyPNI6sEWLcbiV0+1tg8LYOi5dxJBrVNktEFePXfh/YeJjExSWA5zmslhOafMxAMdYh4pHTjfDiUQpYKcx8jhsTIdeSrTyjiDHHAbUNKH1mpchCMQ7EjwGoChYKUhH/7oUbeON2O5xIARBy7phA53YuVoqiRK7FzzIuLZQqpZs2uV+uO57HGCCLLSv0TNOEh+OIpaF8lNQPTIoJu6HZQhkVaLh1kM/9tx0XV26TubhUDFxPktUqQuhXgt3vcjhdaMc19wAmslIAkY3sNB1kg8S4b6FWFMI/l+tkLhknGnAMVBQBexZdh/IuoJ4Qqh5RjOk8f98dx71CxUbwc1UC87Klk7qZQ2L83saDJ+t44uwK/uQbbwIAtAKdKKvHyNfu7cFfChDjiiKGPcZCMTcrRVkS/Dgy2yCxNBkN0OPHyEZgf283k/ebGRwbgmuiWIqJapsllLq/WO1dAd79VmLRXRBrFTlspQBmohjrWg99RwjbKICIYpzP4pGINFaKYTFB1ROQKDHWM4hr6xv2QPOCcqkMFy6uNXt+cw8G1v2udT0XK8UAiZi2dW7G8BR2o0sWz7QeY4CMd3PM+MnSOnDmyem6WUoBj7FtEVU1zSmcVEGJ07DZysfj/cKVPdhGHw4nhhuXSBUA3OBzondCRYMrtPsdgFwKNVnb4JBi7NhkXRqHGEuBUxAGz2M8ATH2rBQy9lQj7DEGyHgLeYyztQSUZQFdh84Li6wYRzvogoMgl7zOsSvliGKsBTaOwKGV4v2An/7oOfQOSMyTSomxWCeexWTFmOzcq7KArhbIoc1pseoZ1mA7aCCzY+5Tx8lGoHuQczenrEE3IaXSnHewco187rZJ1GJgqI2CYb0ihePaAOrpypcYb++3oUPEU+cjxFhUyELam4eVYsiGwOsmN4Rw1jYgqmQjm4WVQrcGibEgl/DjT5BmJOtRxZgRY71NlKmMURQjJEJUFkYxth0Xpu1CFvhA17sUinGw6cK40YA//m+B7/sn419sEMySoXf8E5IU6TW8XMlVMf7jV2+hxNvgxMjmi+d9chdEROleKUnYUyNWigzHykE0IxjwSemYHmOA+uYZplKMyXXtai5utzV84GTkOWSWN6/LYvapFF3Qv39Bm3yoho1SXKMwjvPysutRxdg7UWEnd4fE+D2P/+KBYzhXJrvrDkcml0qpBJQSsowDxLgiCxErRT5xbV3dHiy8AzJTjE+sVtB1FfQ7OXdzyhi2QSbPamXOgePBBf61PwBOfwRonB7+OyANIvYG2kLnrxg3D9owIYUTKRiKq8QrO3MrBV3w46q502QDVzdQULcAuNlZKYQgMdYBQcbf/tTdKEuFwRQURoxHXeeE8OLajMWzUjCFXhELxF8MjKkYd8a3hh29D6geH/NKI/B8p10/YivFNQjFKkrIRzG2bAd/+tpt3LlSABenvgYLFhkGiLGYq2LMuqOFCFSgM2RaDGz2gr8/iSeaxrW9sUW+fuTOtfDPPY/xGM1kxkBFEaC6dCOyoJFt/QHF2PcMf/LCEfAccHo1sGEICjU5pXksEg6JMYVQ4PH958nD+O1dcixXKwpA5Xh8lnHIYyx4vcfJm+WkGOtRw3y2A7TAc+jxZZjqchXf7eyT663Xsvd0jgXm/bvxArD9eiobBUDaQs/DY9zqdCFICsRCzDRQWgkrxrO0UjhmvBUpDTGunQRn61hBJ7O4tqDHGGYfEBQcryt45pe+Gz/15JnwLwQ9tXl4jAcU43zqGSYB24goQcV4HI+xNoGVIiuwttRjHBPzcgWNgo7NHBTjF67sYbdr4M6GAAgxdRNyLT6uLXDdq2UpHNcG5KIYN6YlxtQ3H/YYT3G91GP86u0eVkoi7jkWmS+8zzqf4ruyFFSMl8Vj3POeu/PHqnjml74bnwieJAZrPw6J8fsLHztBBsqvf4MUPNQUkfiMOxGPset6cW0A6cPeiVopcmoJHRexkqXXxxSqcJcsx/jWDlG4V+pzJsaMCH3rN0kk0P2fS/VraxUJXd0KLwxxC1+GuNZU4Rga5GICCSmuhlMpZuUnG9b1z/MYD7kWGtl2nNufWjE2bQeW4/rFrgBVjMmit1KWIEQ3FSHFeBbEePEUY1kskNhLIH0qBRCwUsyDGFciSQUpxrtcQbWg49ZB9nP9f3p1EyWpgONlLp4Yx3nxjU7ouhslCZrpkNSMaawJCTiIK75j78+IbQoocYoxXwAK0oQeY0KMX97s48Pn1vysXgZ2KjVO+/ExsAyKcWwqRWDsnGgUw/U6So0o8ZY+3jOypDgkxgGUHNovvE3IJyHGG4PE2FABuKG4tq5uwWXHv2JxOiuFoQK/9inS0SmAnmGH20Gb2at5tlQDb3T8v2UJcLtJFuG1xoIoxpe+CJx9yi/eHAGWZdxUI93v9PwC4p95excSTJRLCWOntEpTKVjW56wafCREUQFkkZGqxGOZBNrk4wS/D23K4ju2UYl6jIeqYTlbKWRGIozFK77zFGNxTI9xqPgu3y6LQ69hXBVRIh7jzVa2GxPLdvBnr93G0/cdg+Do8eMthcd4tUwI617PCCiwGRbf9YZ4jOPIfAJirRTA5Kch1ErxbtvGR+5cHfy5EjkdENKT+DSoyAJUTzFeTGI8mGM8ookTq5fIsTHKIuGQGAehteAIJZigxLgoAJVjgLoNOAH1KXKkW1EEOG70eHOKCejgXeDWi8D150LfVpOK7zIcoHyxjorbxXZHH/3iBcFOixDjlXlbKZhi7DqpbRQAsVIAQDPa/c51cptYn7m0i6pgQ0mtGM+wwQcQr5YHTmkSQRXjU0JraitFiOgxWNrwRV8sEaULyNVKoS2klYJuJIRpPcbzUIyrNC5ujPEuVVCEhs2MFePnr+yhqRr47AeOe572weuNqUGIEGOWQ7uvGrlZKSqyELZiMU/wGGRzwDfPIEzYrY9aKXQIePKu9cGfy1VCnvv75HkdttGeACFivICKsWk7MCwn7DEOWCli4c3Lh8T4/Yd+C3xpBU9Ss35FFkhhh2MBvUBSQ4QYs4I4rwBPKBKf5KRdhpgNo7sd+raqW+F20Dkcc0vlBqro4+ruYlbTxqG5TxYIXsp25z82mNrJi8B9P5j611aZYtyNKMZALj5j23Hx7DtNrMoAV0ggeV6jinx8eIkYZaUYRYwrxwBwOMlPb6VIVIyHHRNznK+S5qAYiwUOBZ7z/7ZJyUMOCN0vTzFOQYzFUiAVYsQCnRc8xVj1/38UpDJku4eubmYSDcjwn14hNorvuudo8glFtPjOtshrA9cdagudR/FdbDvoBVCMqZWiVCzh/NGYtZHNMZ3NXOa1iizARgEWryykx7hHNyClgQ66Q+4Fe461g0MrxfsOWgtQGvjlzz2AX/6hB4h/sBKTZewRYz+uDYDfFnraLkMsoDzSiro3kEqRPWkp1VZR5Xq42lweYrx3QBfhjI/ExgabPO5+2m+SkQLrTDEOWimSQvwzwKvvHpBFTbKTF7DSKlGsO5uEtBSk+NdljWAhVhRpiHFBBOqncA93HfrUinEcMU5Q8IJgdooc4to4jkNRLCxk8R1rwU3i2lpkDAfzd5PgpUJ0BryOM4NUIf++52NPMafKFfCwIcPMpP04wNIoNvHp+46RcZc03qLFuTFrwQpTjHtmTopxXDvo8T3G2VspyDz64On1QX8xECDGW7lswiq0BbVRKC2kYtwzaAfd6OnzsDHvWdwODhXj9x36+0CxgQvHqvgbHz1LvldlWcZBYhzOU61EFWNvEprwiI0pxgFi7Lou1IQ2jlk+3KXqCmroLY1i7LouDtp08hkjOzMXFFeIUvzR/36sX1vzFOOIlQLIRTF+5hIZV+XCEGLMmnwc3CSkYVaNU5QhG4I0xBgA7v0snnRenLp40bdSjOExBnxinIOVgl3PIhbfsY2EzBTjNP5iBmYNMOdlpYimUqSzUgBAGVomCSgA8PXLTez3THz2Ibru2Eke4zoRXmhmb9x1r9DGG/uq4YsGGVspslCMvQYfUSvFhMR4n64Hj5w7Gv8CNod0bueyCSuKBfAcYPDFhcwxZgla4ynGUSsFN5+TnRnhkBgH0W8NTuasgGoYMVYiijGbyCY9toohxprpwHGRkEqRrcdY5Gy8u7McbaF3Ojo4e/yIoFzAF4Af+3+Asx8f69dKUgGKyA8W3wG5KMZfvbSL+zdqKAzrUFUKEuMZToBDi+9SEuMHfxQSTNzffmaqS9G8XN5gXNsYxDgHKwVA4q20aPHdAhTLhjzZ/VY6GwWDXCXznevMz0phdNMlnzDQ15Q4DXoGmdkA8MevbKIsFfDJC0fINxI9xgFfNhBrq6sXRXAcSEZ6QSQnPxkS41YvjhhP4DGOawnN3mOCdKdrO8Tf/uidCcXPStBKkf1Y4zgOZVmAxpcWsvguVjEeZWEKzst6d7ZiyRxwSIyD0FqDuZsVGh4fa6UYoRhPGtnGdt0Bj7FKB3MlpBh3gYJMJr2sQBez3eZytIW+2uxB4SihnDcxnhAcx2GtLGM3VjHONrJN1S28eH2fdLuztGSLRFAxniVRmdZjDACnHsdW4Tg+1PnSVJfCFCwvrs11kxW8INgckkNcG7uekJXCdXz71RzhxbUJTDEekxgz8WEeR7RsXHVvE0KWxgJCr7MCLROPse24+NPXb+Mz9x/zTymSTiiUyPxgDBJ6ocCjptAmHxyX+enCQd8Mt4MG/FPSMRRjscBD4LkEK8X44tLNXUKM7zqeYGdjn7Vj5jbWKrKAHldMbm8/R3iKMRPZHIfc52GbQfYss0jD97CNAjgkxmH0W+G4JYAczyv1cFvotMR40kmIEWPVJ6cqfe8BxTjrAUofgPb+zlJEtl1rqlAQCbFfQqxVpPjiu4wn1heu7MG0XXz8/DohU6MUY/1gtpNgQSAL+DRWCo7D10vfhQf0l4DuzujXJ2DAY5z2mLi4StS5nO6bEiXGwELYKfSgYmyOmUccJMZzUYwpKejcTv+50d8pQcuky+JB30SrZ4Y7UVp6/OY1UTEOX/tqWcJeL9AWOvfiO83/t8ZAUSygb0Tu4QQdZF3Xxe0m2SxwSc9pcMOaUzRgRRbQkVFPqQAAIABJREFUg7LYijET2bw852GKcaD2Iw/esWA4JMYMtkn8bXG+uOpGuC10TFwbkAMxNlVvwmO7vJDHeNQubxLQSUM0u9hZgsi2a80eShyd+JdUMQaAtWhb6JyK7756aReSwOOJs6vDo8eCG8RZT4LBLksMkaY6o/Bi9WkU4AAX/3Diy9CsSFyblbKw6LGfBn7oV3M7alTEQjjHGFgIYqwFW0KnKVIMQq76yT/zimsDyDwvp5xT6dxb4fqZeIwNawxPe3R+SCDGjVBb6OwKNTXThm454Qxjdr3AeJ89iM94UDEujU3kb+z1oekaHK6QrPoHiXFOc1tZFtB1i5MV36lN4NbL2V8Ue3sjohinyarnCyRDnhXfHRLj9wlY7mZcC9PKsXBbaL1N80rJpMAU444WiGsDJk+lCFowqM/Y3+WNEco9CahiXON6uNpcjMYBw3C1qeJIMdBYZUmxVpHDxXdSmaiOGRffPfP2Dj50dpW07bWN5AVMaZDufexaZonYrl7hpjqj0Czfjcv8GeDVfz/xZXjFZMKYivGRC8AHf2Lif3cUimLBI+15xHBNCv9+8emKFIOQqwDYczwPKwXznY5RkMU8xtAzUYyZHUMK5QKn9BgzAhZ5PlZLgQ33BEQzCV476KiVwiPG4yvGgx5jZWw74tcv70KCNTxFJ1gUm9MmrKoI6LjyZIrx138V+PwP5FY30NMjinHa+DWlFrBSvHej2oBDYuzDa2EapxgfH7RSBCYgWeAhFrjsFOOgX5AeBXdnZqWgEXRLkkxxrdkjxJgX0/kCFxRrFQm7quHbV7wIq+yI8XZbw1tbXWKjGEXyeN5/FmZ9tB33d0dOaUa+hcjji/xTwI3ngdb1iS6DLdSsAYG/6M/3ZKIoFsLFd8BCKMZ6MMXDSuHFDiL4uc7VY7yd/t9nHmOun4nHmCnGMjuhcN0hHuNAJzIgMbqzUZK8DnVZKsax7aCBiTzGALNSxCnG413vc5f3UBMdcMIQYizIPnHOieCVJQFtR5lMMe7uEM94TjaMAcXYSGGlAPyTvEPFeDg4jmtwHPcFjuPe5DjuDY7jnuQ4bpXjuD/nOO4S/boy+p0WAP198jVOMa4eJ0UZjLREiDGrQlUzs1LEKcZkMFfGiViZBHTCrfP9hc8ydl0XV5sq1mVn7mRlWqyXZRiW42+ugMGs0inxzNvEs/7xu9e9tqlIavAB+D7juVgpkohxuoI2RSzgT9wnyf+89vsTXcaAx9hcEGIsReLagIUgxpplo8BzpBPauIpxsFBvHlYKjyC56ckSXQOy8hizLGRPMXYsUlg5hZVitSxGFONsxgkj241ihICyz31MG1G8lWI8Iu+6Lp673MSpWiG5cREDu385bforioADmyrG4yq/TKRT8ymA73kiG1OMU6ZbKXU/ru2QGA/F/wbgT13XvRfAwwDeAPD3AHzJdd3zAL5E/3/x0R+iGFeOExWXkeeYIqCKLMTEtU3pMQZIO2oEi++iodz5eIzvKJkLT4xbPRMdzcKK5Mw/w3hKsC5VoQI8uZ6pYvzMpV2sliXcv1FLZwsozokYsyO7IIzxFGNFKOCydQQ49QTw6hcmugwvfkxgHuPFIMbxxXeLYKVwAvdqAo8xw1ysFBMo1oFUiiw8xl6DlDTFnp6VIqoYh9eDlbKEvmmT68uw+C5RMR53Q0RRFPl4YjxGB9lrzR42DzRslPnRY4/dv5w2YRVZQMuWALjj33NWXxHstpshVMOGJPB+K2+TrvOjnjsm1OTBOxYMExNjjuNqAD4B4DcAwHVdw3XdFoDPAfgt+rLfAvBfTnuRM4E2xGMczTJOIMYdTzGmD9tUcW10x00VY1WP8xir2e94qbd1QzFwc3/+KtQwMOLeEK35d72bEl6TDzWwKcpQMXZdF8+8vYuP3rVGukGlIcZMMZ65lSLGYzymlUIReUIGPvBXga3XgO03xr4MzbQh8BzpgAlM1LwgD4SsFMKU0ZAZQrfsAKmbxGNMMc/iOyD9oi8ocLkCSpzmFR5OgwGPsTfeYu6jqBA7QNBKERMz53e/MzK1UrCCvuyIcYzHeMwOss9dJkTyaJkfHWHKfMY5EbyKLGDfpGr6uHYKRowjnW+zQs+wIl3vmJViBDH2rBSHcW3DcCeAHQC/yXHcSxzH/WuO48oAjrmuuwkA9GtC+5kFg1d8F+P8iGYZ652BI92qElCMxWkVY41MCnLd8xgzX1C4810ORxocByg1rAkabh/Mf7Edhmu0OLBSsJdeMV6v0LbQ3UgyxZTd2xiu7KrY7uj42N3r5BvDFl0GTzGesTow1EqRlhgXYDkurHs/R4oIJ1CN+6btZxgD6VMpcoYSVNcWUTG2TcC1JyfG81aM06ZScBwglVFGNg0+BjzGoxIeWBttIHEtYMR4TzVyKb6rx+UYTzAXF6UYj/GYJ69fv9zEkaqMimAPt4gBM7FSdFz6bI7rFfaIcT5WClW3J2sUFiy+S/uMLCmmIcYCgEcB/EvXdT8IQMUYtgmO4/4mx3Hf5Djumzs7+eyMxoJXfBcTSl+lxNhTjAdjo8qy4DXhmLr9JjuGLK+HUikEngtXLOd1pCHXsFroY6erw7Sz6eiUB642VXAcUOLNuR9vTwtfMY5kGWfU4KNFF7LjdXqf2KI7rHqbbRJnreApNXK8FzxCnUAxBgBNWQfOfQJ47Qtje/000/EVUGChFGPLccmzuUDFd5pp08K7CQqw5q0YF0R/DhlHbJAqpCV0JopxxGM8khjXwh7jGLLC2kK3emaminG7b4LjgGrwBJNd8wRzccgexDCGf575iz9y5xo42xytGHtWivzi2lTQ+zBuFr1npcjJY2xYkdhXZqVIUXzX3yfe90PFOBE3Adx0Xfd5+v9fACHKWxzHbQAA/bod98uu6/6a67qPu677+JEjR6a4jIzQbxGSGfdADRDjER7jgkBSEqaJaxMUoHI0YKWwUZIK4FhRg+uSAZ3HAFVqqKEP18VCZxlfa/Zwol5EwZ5sMl4k+B7jwP2unQDam4CTwaJLFS2ZeUDtFIpxiRLjeVgpAN9XDIxdfMci1jw7xf5V4N0Xx7oM3bTD7aAXxGPMUjKIb3Rx4tp0y4Ek8OlOI6LwPldufvfXI0tjiA1yBWWuP1h8ZxnAl/8JsPOd1G9lDORmj9iIBa1WenyEFptXfMU4IytF30Tt/2fvzYMkSe/rsJd31tl399zX7ixAYBfALnEStGiSAdAkQIlhGDQtHggephUKK+R/rCto0zpDskJhRdi0w6YYFBwWTRIkw6RAEiRIUSJh88C12F1cO7uzc+3MdE/f3XXk7T++/PL48susrKqs6syqehGIwvZ019Rk5/G+973fe7pCbFlRjEGMk1aK/Irxnb0uto8NvP/Gaj5/Oz3fJkTwWpqMU4ygGNO8dmByirE5qmK8RIZBgYXHOA2e5z0GcF8QhLf4X/puAF8D8FsAPuF/7RMAfnOsTzgt9A/5g3cAOWHUFsky9jxyM2KIcUuPeIyB8W5CNF82ohh3DDueSGH3yUk6CXVFX0YD5GJ5fFxeO8WdvQ6urtVH3r4rEzRZQkuTsRu1UqxcJ8MnRw/Gfv+wrncIv+yZWSkiLUsU9GGR87MEirHlAG/9KFHGh8w07ttOvGyhJKkU9DP16EAVMDuKsdqcWDHKUJ8hJwS1iZZgxOPabBP4tR8H/ugfD5WIEirGOeMBo178FN/nsm+lOAw8xsVZKRIZxsBYHmNuXBuQS2D609eJv/gDN9bI83OglWIKirFHFeMhiLF5GpLPCQ3fdQ1GMc7rMY7lPy8U4yz8DQD/RhCElwC8C8A/AfBPAXxIEIRbAD7k/3f50TvgD95RtLaIYmz1iH+OIcZ1VQ5iUAD4dZZjKMaSBjQiirFpo84O3gETs1LoDrmYy+wzvrfXxdW1BrlxVnz4DvBroaNWitXr5PXgjbHfO/AvDlNWEcS1nYGVAognUxgn5JrIyieNvoVCVVWXXNc3Pwx89TeGUt97JusxLgcxpp+pb0atFGd/nRqWSxYk4yjGZ2GjCD7DCGRJbaAlRjzGlBR/49Pkv4d4BgSL17yKMWul4BJjQl73OxZ5JnkO8YCPCW4dNDC6x9gvrfGidqchPMZ/dnsPmy0N19cbPjHOOXw3KY9x1EoxjGIctc5NUDGuKUxRmKwP7gHQopGKC2KcCs/zXvTtEO/wPO8HPM878Dxvz/O87/Y876b/ul/Uh50oehmKMeDXQj9O9Tqqsggz6seVxyHG1GO8AXT3AcdGx3CYSVJ+oHsh0NtQ7HIT4+O+hb2OiWtrdXK8Kq4YA6T9bj+aSrHiE+P98YlxEAU1jGLc9NNYeL77SYKSpD5DjHP6iwHGSgEAz36M7Pjc+Vzu9+hTokcxCuGbAKiVomc5hACIcimsFH3bIcd9HMV42radKFT/MwwzWKS10IBBzrMoKf7ef06eJ0OkhZipHuM0xThShJPSRqZIIlq67KdSFGe7OeymEGO7N5pirEpwXA+WEyHGOT3GnufhT6m/WBByWilGsM0MgSathAaG8xhHifHUPMbdfNddTDFeWCnmA/3DbMW4uUVSKVK8jposwnI8uC6tNa2P4TH2W6OaGwA8oLvnn8zRVV7O7Y9RoC9BNI6hyiK2S2qluOcnUlxda5Ab5ywoxg01nkrRvkAsAAUoxsE2LesxztpyvPx+4OOfBK5++9h//1AIygsYj/EQxJgS2mCL+5n/hNzMh7BTJKwUQSpFORTjWMlHCawUoWI8grKuNgAIZ6tEjUKW1AYaQg+W2Y+T4vf99NDWBYNNpaANqHk8xhmD2KsNNYxrAwo5V47TFONhGw996Ow5DeT2GN/e7eDJiYEPPLVGvpBn+K51HhAkfgpVAWjqMrrjKMbNc0BnQjnGiVSKbr5zXl8oxvOH3gBiTGuhaXwW85CmClWgGiv66NubUcUYADo7OE2LWJlEtJHWhmCc4HxLxaOSKsY0w/jqWt33tZ1tUkARWGtqcY+xKAHLVwtRjNOtFBkPMVEE3v4D5HWaSLNSDEWMI1YKgGzRv/UjwNd/K/dWct9yw+MFhMdskH9xwqDEqRethS6JYhzUQQPDLSAEgSyIzlIxHslK0UQLXfzIg78fJ8WA/3uZpGLse4w9LzNbdqWuhsN3QDGKcZaVYkSPMYD4AF7OPoBX3iTP5Beu+CTXMQZfo89+DPhrnwMaa0N/1jxoaFLESjFEURYlxmtPTVYxZnef81iYtIXHeP6QNXwHEGJs94CjN8l/M4oxVeICr9k4Kg4leg0/ArrzBF3TRlOblpViCYCHay2vtMN3dwPFmA7fzYZivN8xwl0HAFi9UZCVIm34Lp9nd6oIrBSRbUVOdngWdN6D9vJ7yXt287m7+pYT2BYAkOtSlEnqzBkiQSIKjOEaB33LgR6zUgxJkLRWSTzGwynGbe8Ez3c+FyfFANnFGsJKYfiV2slCmQwrhecQopsS1waQyLYgrg0Y+1zxPC97+G6kHGNmsQdEPMbZRL5jkJ8JPo9tDhZKJAXYetvQnzMvWpoCFyIsUR/NSrF6w/+9FrvgdV0PXdOJzystrBQJLIgxQC4kqzvASuFHtu3dIq8JxZjZupX10a0Ujkl+nirGp0/I9gd3+G4yHmMAuNa0SmuluLPbwWZLIyr6iL62smGtqcL1wsxhAGQA7+CNoTN4WSSsFCUZJONCL85KEYvRoh7SnFubhOhFbpFWvxSWnVhcG1BoccM4MGyXqNmj5j03N4D6ZBS8XKDEcph7qv95f3Hpr8dJMTC0km/abjynfpBXm14nnV3yzEhTjBusYjweMe6YDhzXS7FSjKcY93iK8QDVnf5MYHvKM3w3YeiKCFEATKk+mpVi9QZ5LVg1pscqrhjnjH3V5ocYn630URYE5R4DUikAYPc18ppKjKliXANOHo32eew+8ZY2/JayzhN0jKXkyQxMhhj7F8CluoVHR0QhEM4qQikFd/e7uLbWAFyX3AhnQTEO2u+MIH8UK9fJjbWz63vOR4PJDt9R/2JWwcdZQdaJMjuOlYIdvgNC4jMMMWZTKUpg2UmQCFkvRSV0Mq5tSIL0sV842+t4FMX4PT+Fn315DS/hafw4+2dDWimChQXFIOsOJSo0Xz/lc6/UqcfY//MxF1GpddDAWDnGQJrHOPvz9vxirSBBJo+VYsIQBAFNTUZfrKMxTFwb9YyvPUVeO0+A5SuFfS5aQpYQ2doXBv+w2gQgAPAWVoq5QO+AvGYZ8ROKcYqVIkqMx0ql0ImlQVLhnu6gZznx4TtrkooxMdlf0CyYtku24UqGuzTDuMzK55BYb3Da7wqKbEtu05b4uFG/6RipFPRBG1yPQHit5HxQcVMpSnC8yjh853leWAk9qmK89lS+B/SkcOm9wOX3hTGFeaC38Wbj7fxKaFkfWjHW5CEU44AYPySvGcN3XdOBIfjvM+a5EtRB15hFteuMLFKEEYRRK4X/PgMWfT2L3NsUyRdv8gzfTQFNTUZPqA2pGB+S67l1nvx3wQN4XYOjGFvdfDxCFCcec1cWLIgxQAbvgMEeYwDYfZW8Mn4uOqQTt1KMOnznK1OCADQ24JyQ8sDGKG01o8A/+bdU8vnLNoDXNW1sHxu4tt4oN8EbEqFizJR8AGP7jA2LfeiWo944FXq7ICtF5EE7hJXC8zz0LDbHuHfmiRQAoNO4thIN39GhY02RQuJVtWvyxncAP/n7Q5MqTRH5ldDKsB5jN7Q6AYPvbZSkHPs7kynPAuq9PbH9f9eY50pIjJnjNMY9JRZBSCGKRPkdqBi7qCmRVtg8cW1TAEmmqA1X8NE/IsIU3S0u2EoRKMYsl8hLdLUlMvA/7YHsKWO2/3V5Qa0UWR5jrUVOnv6RXzQQv/DoFphpR4fvRrwB2WZ4M2xswPWJcV3jWCkmsXLzg7zXFHKjK5vP+N4+Oa5XViNKWQkIy7gIaqFjWcZXAQgFKMbsQ9cgNoqSWWQCRDNabYNsj46SShElLJQ45CDGYXQWk0pRArJXxuG7frRyvCR5z9OCLkt8xXjI3wtRjNkUFCGdqNPrYZBiTNvvbJ8MjasY+zuIieG7gMiPrhj3ErXQg49hLzok6zpkIPGMrRQALfmoxavtB4ES4zq1URZLjLv+YjrRfJdXYNPbM2+jABbEmIAqxllWCkEICw84D2hNYq0U48S19cO0gMZG0H4Xq4Q2TwkpHtRWMwp8K8WKSAho2ZIp7uySz3VtrTHWzbhsWKkrEATEI9tkDWhfHFsxTm7TloPkpUJbCq0UVHEZquCDM3xHd3lyKDiU6JTRY6xIIiRRYKwUZ6sYG9EBqFEKPioMXRHjOxMUQ5Y8GbbDDN/512ja4lVjFOOUVApaC31gUmI8KcV49N974DFO1ELnIMamHfEX09mJs7dSNDQZp542mmKstYhwUbRibDCK8YCovwS0BTGeH+QZvgNC3w+PGCssMa4TlWuICloA5ER1IqSluQmhS4hxIpR7Uj4ff4uuhS4EoXxWinv7RC2/sjZbirEsiVipq9g7NeJ/QJMpxoBBW8koHKOcg3cUeqTulr4OQYwFQYAmiwFhAxBRjAfnilKlOeYxLkkqBUAUtp4ZnWc422uUqxiXQLWbBnRFinvZKZT60FaKxPBdFskMFGM6fMcnLMFOlOlf/2MqxodpxDi4F4+gGLNJKxR5FWNKjEtkEWvpMk5cffgcY32JLIbq68V7jFnF2DGJwp6XS7TPA83NQj9TGbFIpQAiHuMB1betDMWYFnzQGyQltnZ/uBUW23bUWIfc2wPgjRaxMgpkDZB1SOYJ1psatktGjO/sdbHaUMmNeY/eCMtBWMbFGo1WimLlGvDq7431vlwrRakV44iVIqWGfRB0RRrZY0yVqxqrGE+7HjsFuiKFNpESWCkMm1GMS5D3PC1ocopirAyrGHPi2rKu0ZxWipUGIbC7hv/eBQzfKZKAusrsVo7jMU6zUuTIgu5ZbuC7D8p7SrDob6gyjlxt+Li2taf9N1ibmGIczCsFs0o5k1i+938Mf88zjIViDBDFWG0NvpHTZApO0YDK5hiPGqZObwJUbWlsQnRNtNFlKqFPJ5slqLWB/hHOL+mls1IEiRRAmBVdAoWgCKw1mVpogCjGnZ3htuQY8K0UZ//wSEU0lWJkYizGrRSSTIhGjsD9fpToUZRoMVFTxXCCnw7fjZl1PQ76UetJiY7TNKArEmzXg+0wqrFSB1wLcOxc72PaLsfTnnFfEyXyDBg0fOenR+z3XEBUCrFSLNWUZIRncC8eXqQIrRTsMRw8WNo3HdSjUW1AKYhxU5dxYPvEmLNz/OTEgMWeM1QxBnzFeDIe42BRExDjnIpxYx1YuljoZyojFsQYIHFtWYN3FJmKMdt8NyoxZlbdfsnHmnDMGOYnqBgDwVb2VlvH45Ipxnf3umTwDgi3kGcgxxgA1hoadjvMipwmUxzcGfl9DV4UVJnJix6pux1HMWbTAtRGPitFQPSix6xXmgVYTZEiHuMa2Q7NWXU9CcSsJyXxYk8LQQIKa6cIdg3zPQP4ivGA46i1w/dPEUpUWURLk/0s4/rYtpujroV2Wh00MNLvXhIFqLKYMnw3OK4tGL4rkZWiqcnYsf1nNN2V9nHQMfEd//yP8G/+7G74Rc8ju2SUGDfWJ5ZKEYhsdNExB77hYbAgxgA5aQf5i4FMjzFVjGlsUd4MxgTYiW6/1GENR3GPsdWdbH2qvgTsv4GLbbl0ivFJ38aKP1ASqhQlJnlDIFUxBsbyGSc9xmYpVJVUaO2w7jYgxvkroQGSFpDY4labubY26c/pbEpASRZgcWJMF4lnN4BnBB5jqhiX4zhNA0FmNo/UAbnFEdN2hvMYA/Ga3gyf6HJDwUHHLCTa76hnYTmt3AMY+RqpsdYn+l4DPm83NnxHrRRnP3zX1GTsez5X6Ma9wp/56mN0TQe3dyOLdKsLuDajGBefYywKkaInei9UFsQ4igUxBoiVIo9inJVKITM3x+CmOORNKEUxXheOGStFZ7JWiud+EHj0In7i7t+G0ztKTgufIXrRRrIZVIyPelboVQciWca3R35fbkZqmRcT9BrrH480fAf4+bJsjJbazKUYBzWzavlSKQBCxmI5xsCZtt8FC4k5VIyDBBRWMR6SGBu2G6QbAch3jdJrYkC27GpdxUHXKsSPTq0UCYyZRlKLntMUOfoASBEPa6U4+/OvocnYB58Yf/ol4guPRaHSOuhAMV4jUW8FDtZ2TBsNVQ5tMCZVjGe7sGNYLIgx4CvGOYZqaMmHnlSukpXQtM5yWMWYubkExPiIGb4bImJlFLz/rwF/+X/GpcPP41PqP8CTh6OTsiLhuB5M241MIc9OwQdAFGMAZNuTorYM1FbHimxLeozNcpMXej0ax6GqMayVgqcYa81cHmODpxhb5VlMxAYL5REX4QWizw7fleQ4TQNBZnZicCwygJ0DJjeVYhAx9p9FKVFtFMtBLfT40X6HPTOIgIthzOjMmipxrBSDPy+xUtCq+/IM37V0GQccxfjJiYE/fZ389/ZxxDbHEuN68SUfXcPh9yEsrBQxLIgx4CvGGRnGFNRKwbFdBFaKaFwbMIZi7N8Q/YtjSzoO63yByXuMAeCFH8PXv/MXcEl4gnO/8hHg0UuT/ftywGBjtGaMGK/7xJhrpxjLSsEO9pRc1aMP/P4xIbKCOHQ8IWkkG00x5nuMy0P4Eh5j4EyTKQw2rq3M51bBoLuFXBsAkPsZkPAYOzmOI10sDngWrDYoMS5AMe6mKMZjeIwBfxckcQwH9wH0TCe0GQbPz7Mnxg2Vb6X4zFcfw/WAt19o48lJBjFuFF/yQRXjABYtClsQ4ygWxBgginEeK0VtGfih/xt4/kcTfySLAkQhohgPqRYEYKdqJRkdaQlbEuOLnGSOcQT6t3wIHzd/Fo4H4Be/F7j1BxP/O7MQxGhR9XyGcowBYLXh10LzBvDGUIwNi1ceUGLyQh/4xnFYBz1kS5+uSEnfp9rIF9dmMeeZ65CEgbIQY1UKbSLBIvzsiPF8K8bMbiFFQIyHUYyHTEGhu5cDiPFKXcVBZ3wrheN6ODFs/vDd2B5jTuydUs/8vK7rxa11JbJSNHUZB/CV/Agx/vRXHuLpzSb+o5sb2Dnpw6NpMtNQjM2FYpwHC2Js9ckAV57hOwB46/cR7w8DUiggceLahlWMkwroibSCTeEo/B7XJSu9SXqMfZxr6/iGdwWfev6ThJz90g8CX/zXE/970xB4PxNWihnxGGcpxkcPRk4eMB1mm9YxSvHwSAV94AfEeLjBO4CTYwz4+cgjDN+VrM1N5yrGZ2iloAq7LJV/N6JgpCrGwQB2Xo8xu3jNmUoBhBndKVipKzg1bLjyeMN3J30Lnofs4bsRF0Xc61XWM48fXYwkh+/OXjFuajL60GBLtYAYbx/38Rd39vHRd5zHVluD5XjE+w1kKMbFDeB1DDtZFAYsiDGDBTGmrXd5FOMBUGUxYqUYTi0IwImbORKXsC4ch98zxYiVhiajpcu4bbSBn/hd4KnvBP7t3wS2vzbxv5uHPkuMrd5MlQms+4rxLtt+t3KdpDQc3hvpfQ2rapXQUSvF8dD+YgDQZd7wXT7FuM9WQtPrsiRDnjVFiuQYl0Ax9q9LLRi+K/G5VTACxZg914awuNiOC9fD8NeollMx9tvvTHG40hEWqXXQwNjEuMa1UtRJUkOKIBDs7ATWuvJYKZr+sLyhrgTE+HdefgTPAz76jgvYapPjFAzgpRHjghXj2KyStVCMeVgQ417OOugc0GQxYqUYTi0IwHqMAewLy1hFJAdxytsf59o6Hh31CDn50D8gX3zy9an83SwoYYlVgM6IWgwA7ZoMWRSwx7bfjRnZxm++O/uHRyoCxfiE/G+E3RF+jrEf1zagDCMgejLrZS+HElpTxXJ5jO359RinDt8N8Xuhxy+RHDNI+RzCSgEABtSxzpPDbgYxHtdjrHKk5lyHAAAgAElEQVRSKYIhdv5nptdAoILS5tgSKMY0RaqnLAfE+NMvPcJbz7Xw9GYTmy1ynBLEmC529GUi+hTsMa6z6VaCVIrjVSYsiHGBirGmRIhxUQUfAPawhCU3YqWwhqxxHBPnlnQ8ptOzS5fJ6+H9qfzdLEKFgBLj8pQuFAFBELDWVLHPWimCyLbhibHnecRKwWbyllnVo+d21GM8JHRFTKp4WtNXoEz+D/noWw40WYQo+r5mq1x52TW/bc1y3IHkYRow/OMlCMIcKsZ+VGdawUeO34sZXVhQ5FKM6fBd9rOA1kL3oI1lpaCK8XI9RTGW9aFnAShIjvFwqjsl0mEldHmIcUsnBLQrLQHdPTw87OGLdw/w/e+8AACBYrxDB/D6R+T40etZEIB6sbXQXYNRjM0uWVSN+DubVSyIcaAY50ilGABVKsJKkVx177ptNLxO+F7D1jiOiXNtHY+P/BuT3iYJHiNu6Y+L4EZIt86sfmm2t4vCakNLDt+1zhFlfIT2O4P30HWMUjw8UiFKxDfZH4cYE8XYi6rDAeHOtlP0owM9AHcn5ywRVOhaTikKPmLHa84U4yDHmGcDAHINYIeK8ZDJMTnj2qhi3PWyFeO+5eDUSK+wHmilGOP6SLVSAKk7r8EwNmt5KsH5p8kiZFHAiU+Mf/slUt39kedIutWGrxjvRBVjNja24JKPjsl6jCcc+1pRLIhxkYpxdPhOUsg2yLAPK7rijdxgHjs08sVfOU7bSrGk48mJAZu2+i1dBo7ORjFOeIztXmnISlFYb6rYZRVjQQBWro2kGCeIseuS86zsx82vJR+HGHtepI0SCImxmZ1lTEoDmG1toDTHLNi+N53SWClitpOSHKdpIN1KkV8xps+Noa/RnFaKVd9jfOqq5JmUYiX6e7/xMn7kX/156vscTpIY86wUA1T3xA5iiYbvBEFAQ5NxLLSA7j4+/dJDPHuxjWvr5HelKxKWakqYZcwjxo3iFGPP84jHOJpKYU0n3apqWBBjqhjnyTEegJiVAiAK39CV0P73Ry7sgBif7pBXOjw0RSuF6yEka8tXzk4xZmO0rP7MRLVRrDXUpGIMjJxlnHjoBouvs394ZEJrjZVKESp5UWLsE4gBWcZ9m1WMS+YxDsiYW5rhu5hiPGPXZBZS49rk/AsWk/UYB9doMTnG1Ppw6igAvFBZZfClewd48f4h9tkZBx/HPjHmxrWNeS+mSSuxHZ4B53biecDGnZ4xmpqMA5AF/tce7OGj77gQ+/Ottoadk0GKcTHE2LBdOK7HKMZT6EOoIBbEmCrGeZrvBkCVGGKs6IXEtb1p+Tc/eoFMOWLlnO+FekTtFJQYDxhgmgSSinF/pobvAGCtqSXj2gDiMz64M/RxD/2LFWsL1Npk4WqejqwYA4hnGWv5rBQ90wlVKGDsjNaiQYlAz3LC3alhB30LRKCwe97cKcZhXBtDjCUZEJVcv5fErk7ea1Tzn1sD4to0WUJDlXBs+6SI81zqWw7u7pOvf/7OPvd9jnoWdEWMLxopxty9q/G82oOG71grRYk8xgAhxrTkYwUngY2CYqutxxVjVgBorBemGHf9YxX3GC+IMQ8LYtw7ICejyLnQh4SmSMxFXRvBY2wCEMjDDoTUPHb8h3mHKsa0rWY6WyCJWJnlK+TG2uXfPCeJZCrF7GWmrjVVdE0nua24ep0c99Ptod4veOgmIo1Kftz0NnBCfHnjEOO4Yuy/z4DItj6vbAEozTGrRT3GAFkcnnHBhyZL+ZXOGYIkClAkIZmAAuQu1EikUuQ935YuApffB1z61oF/x0pDDYkxZyfztZ3TYM3957f59/bDronlWgrpHHOgl0auxe57gzzGFvFDB4qxXTJirMvYdcnz+wPngcur8Wf2Rksb7DHuH4X/rjHQ8b3jsVQKq7sgxhwsiHHvsJCoNoCs9s2ElWLYVAqf6PlToj3Twa7nXyydJ+R1ylaK80vkZvf4KEKMAeDw7lT+/igSnjKrVxoVryis+X7AhJ2CRrbt3x7q/WgyQ1AeUKJ2qExoLeDozfD/Dwm6xR0jLIGVIsfwXXRYsWSpFMHwXZBlPF5xw7gwqGJcld2IgqHLnHIKYAhiTO1OQ+7qKDXgJ38fuJiDGNdVHFhUMU5+pls7xHd/rq3jz9/gD3wd9VLqoOl7jukxBhAfwBvkMTbZgg+TqPRiOahNQ5Px1UNyvD58LZm1v9XW8eTUgOt6xDbG8xgDsea8UREqxoyVYuExTqAcZ89Zon8I1Ma3UQBktW9EH8Kj1G8yE92npo0edNKec0qJ8XSH71YbKlRJxCO6sqWRbWcwgEeJwCwP+qzRWuiCItvo8FlSMS75cdPa4cJypIIPzlBUTiuFUfJUCkoi+tEs4zNWjEkddLmU9WkhsVtIIeu55kwSHuMJHMeVhop9K91K8er2KRRJwMe+9SK+9ugYx/1IqcbBXeCfXMLS0TfSifGY3nKd3QUBIh5j/jFMDt+ZpVGLAaClybjTI8LNt51P/vlmy2+/6xjpijFQiJ2iY1LFmBPXtkAMC2JcsGIcy00diRjHiV7X3/4wtLVQMba6AISpKaWCIGBrScN2QjGe/gAeN1921hTjZopivHyFhLEPOYBHPbahGlWedqhM6BG/3YiV0ABrpaCpFNnDdz0rxWNcEmJM1fCw5KN+5pXQmiyWTlmfFjRZzFCMB/9e0j3GBRLjuoJdI7LTxuDVxye4vt7AB59eh+cBX4j6jN/8ImCe4HznG1jiZRgDhXmM41YKqhjzj2GfHb4rWXFRQ5NwEPEYs6A2xSeHR4TUJxRjWgs9PjHuGjzFeBHXxsOCGPcPC0mkAAjxiEVDjUKMHTN2M+z4Nwm7FiHG1DA/xVBu0n7n36xry4SonEHJR99ywpsgUP6iihGw3qS10IxiLCnA0qWhFePkQ7dc6mcqtMhDYhwrRZSwjB3XVg4lNEEizlgxNmyHeLKrcm4VDG6ZDJB7zoQqxvoEd3VW6ip2+zT/naMY75zgma0WXriyAkUS4j7j/dcBAC1zJ1sxLsBK0ecpximqe890Ao83gNIpxk1NwSF84smZydlqk/vJ/p7/bE9VjMe3UgSKcawSehHXxsOCGPcOC8kwBqhiHPVHjRjXFvF+UsO8W9uIe4ynvMoj07ORf8sZRbYllbzZyzEOFGNeMsUIkW2JwZ6SRRqlIkqGBxQY8MDNl5U1oroPimtLWClKlkpB/212VDEe8l5TIAzLJdaVki0gpgVdSfEY53wGBNeoxHqMi1SMVeyZfMW4a9q4v9/DM1st6IqEd15axp+/ESXG5J6zbGcQ4zHLlhIDpUDEY8xXjLt+eowgRIlxec69taYKiApcbYlLbjdb5N93tO8rwpNUjH1iTKuq4TrkPJvSrFKVsCDG/YKtFGPHtcVX3ZQYe431pGI8RZxf0vH4uB9mTJ4ZMXbjhGUGc4zrqgxdEbHPyzJeuT68x7iqcW0xK8XwinGQYxy9JgWBkOxRm+9K8tClFbihYjzCvaZAkOMlzrFinOIxzmmlMNnkGKf447jaUEglNJD4TK/tkOvhmS1Ckt53YxUvv3kUPH+wRxTjDXcPy6mK8XgJQYmBUiBCjNM9xrHr1DFLZaX4sQ9cxW/+1x+EmBK7RtvvOsc+aWaJcW0FEMRiPMaBlcI/XlNu0K0S5psYWz1yMReoGJuOG5LHkeLaDMZKQW5MYmuLrBpd90yI8VZbR99yg0rQoP1uylnGMcLiuuQBMmM5xgAZwEtVjHv7ZFAjJxIFH3ZVCj7GI8apjWRqK4dizC7AekRhL8m0e439t525lcIlC685VYyzPcZ5FGPys0FyzASG75brKvqef80z58qr24QY39wi19n7rq/BcT188e4B+QbfSnFO2M/wGI+XKc9NpRBFQo4zPMZ11lpXop2wlq7g7ReWgPoaVzHWFQnLdQXdY1+dZ4mxKAG11UIV4yCujR7ThZUigXLc5c8KtPWuIMVYlUV4HmA5PlkcKa6NIcb+Kk9qbgCeQ3KXzQ6gTJcYn6ORbdEsY+M4LEiZEvqWE+Rdhtvbs6dOrTdV7PLap0ZIpkhmpFZEMY6S4QEFBtwfp41kCWLcyPQYO64H02E9xuVagCmSCFkUSjR8t1CMuTnGGaQuioRiPIFrdLWhRhTj+HPp1vYJVEnEVT9n94WrK5BEAX/xxj7QPwY6T+AJEs4L+xke4/EU48Rij0JJt6MkinhK5jEOkEKMAZJMYZz6CxBe0VhBJR+USwTHK1CMF1YKFvNNjCmpK0wxps09Y6g4zM2FrvKUpS3yhc7OmVkpgGiWsR/ZNuUBvJ4ZrZ6lD4/yEJaiQNrvUmqhgaF8xiY7fBeUMJScvFArhVInLWLD/jgvlQIYaKWg12/CY1wyFbSmSEGO61kqxrbjwnY9P66tIouugqErYvI8AzJJXRShx3iCcW11FT1QxThO1l/dPsGNjQZk/+9vajKevbhE8ox9tbiz/hzaQherMue+5DrkvlKEx5gtNpLT7ShdywlsRQBKToz5pSlbbR12N6OBt74OdIrIMbZRUyRINNFpYaVIxXwT44IVY7raD0o+6E3R5dww0+DEPcan/ipPbVNi/OTMrBQAr+Rjuj7jvu3EW++A0hGWIrDWUFNqoa+R16EUY99KwR63Mj5AoqBWihFsFEBKjjHgK8bpVgpKcGIFHyXMy9YUKa4YDzvoWxD60YXXvBJjWYpn2FPkXLCYtgtJFAJiOonjuNJQ0Ee6leIt5+LX2fuvr+Ir949gPnkNALC7/l4AwJrLIWkFEPnQSsE8LzPsKH0zsoMIEJtYGZ8H9VWiGHOsh5stHej51jiuYrxWUI6xg0Ysw3i6fQhVwnwT40AxLiauja72jSgxBoZ7YDEeqa5ho65KEFub5AunVDGe7vbHZkuHIEStFFfJ65RLPnpmRCGgN/eSJAUUidWmir2OEfrVKbQW0NgYSjFONN9VZbubPiRGJMaKJEAUkByKUluZzXc9NhsVINdwySw7NTXia825ZT8JUKvKfBd8pCjGsp67+S64PoHIsGdxi9eVugoPImxRi50rp4aNNw9JIkUU772+CtNx8fj21wAAby6Tdr0V+0nyzQvYvQuGZXlWirTmOzalqMyKsd3nXqObbQ2ieQxPUvn35Pp6QTnGNurRDGPLJ8ZTtmVWAfNNjHsFWykUhhjLoxDjuDJFVnky0PCJcWeXnNBT3v5QZRFrDS1UjGsr5IKatmJMY6GAmVan1hukEemEToVHMWQyhem4EASEWZ9VKfighHhEYiwIAj9GS2tmEuO+xbNSGKUje7Xov02pA64NOFb2D00A/WgG7wxfk1nQUiuh62QXcMCuoWm7ob8YmMhx1BUJNUWCKWgxonlrm/jtb27GxZZ3X1uFIACnj74JtM7jkXQJANAyt5NvXsDunSAI8XOaQkmf1elZTpzsOeUavguQEbu21dLQ9DrwtDa/m6CxTgauHc6zYAh0TGZQ0fRJ+kIxTmC+iXG/4OE7P4MytFJkZzBykRi+s0m8Sm2F5K+ekccYAM4taaFiLAhnEtlGCj5oSH25smWLRHaW8Y2hh+80WQyzPqtCXmSNxKONSIyBlKEotZHpMaYP5iDeDiBEomTHqxazUvjXwBmoxrHjNaeKsa5IKQUf/jkzQBwxbJevGBd8HFcbKocY06i2+HW2VFPwtvNtyAe3gdWn8NAlO6u1HocYF7R7V1OleCoFkKm6x2ZOAN9KUUJiXF8jr5wBvK22jrbQgaWk3OdoyUeP71HOi65phxnGwMJjnIH5Jsa9jEnQEUC3goxo6D4wXGQbk2PcNf3tD1EkK8eTx2cWyn2uXQsVY4AM4E2ZGMe2zuzZrZ9d89vvUgfwjt8MH54DYFhOnOTR4bsyKiss9PZIddDBj8ucLW51kGLMtJABpWxY1BUp3nwHnMkAnhE9XjN8TWZBV0hUp+sy1qfgGZD9e0kqxgYgKiSuq0As132fceTzvLp9Ak0WcXk1SZDee30V6+YDOCs3cGAAu94SpJOHyTcuaN5Dl8Xk8J1Sz7ZSqJHjVmYrBcAdwNtsa2ijC0NKIcYN/2fHtFN0DEYxXlgpUjHnxPiQ1M4WdPNJWimoWjDEw4rpeu8YDpp0ldfYAA7ukv9/1ooxMHXF2PO8eKB7VZTPEbDWIOdAohYa8CPbvPBcGADDdsOoNiBsV5xipfjIOP9OYOvZkX+ca6VQm+QYpGxN0u+vJVIpynWe1VTGSgFMhhjvvwHsvpb6x/3ocOecKsZhIhGzCMv5DOAqxhM431YbKnpeXDF+decUT282w7SCCD54UcGqcIJH0nkc9SzsiuvAcRYxHk8x1nmKsZKtGCc9xiU89zIU482WjrbQRVdMeaYHtdDjEeOuaaOh8hTjBTFmMd/EuH8I1IpRi4FwuCm0Ugz5sPI8jsfYRp1OkjY2gIM78feeIs61dRx2rfBhvHSZHMP+8VT+fsN24XkR72dgpSgXYSkCgZWC1343ZGSb6VspApR1cpuHH/l14Dv/7sg/rikSP64NSFWN+R7jksa1JawUEyDGv/PfAr/1N1L/ODhetOCjKouuAkF3F7j+WGDg7yUoSKGY0Pm2UlfR8ZSY5ebW9gnessVXK9+zROyGL/XXcdS1sC9vkN0qFlYxijHfY1znLiyoUFKLeYxNQErJWT5L1FfJK4cYb7Q0tNDFCVIIakG10B3DCbkEEHqMFwUfCcw3Me4VVwcNhHFYoZWCeoxzPqxcG4DH8RhHFGN6UzoLK8USuclvR0s+gKklU9At22Rc2+x5jFd9xXifpxi3zpPXU47XjwMjQYzLR/ImBV0RkzFa9NpJiWwLrRRsKkW5zrOaKuGk76vekyTGp49D2xkHRrScooSWk2kgyMxmz7XcxNhhdnUmcxxX6gpO3dBKcdSz8OioHzTesVjqkh3BP9lt46hn4UTd5BNju5h5j9hijyLFY0zPu1rCY1zCe5u2RGaEUtrvlsQuDr0UghooxuNlGScV41NCikvS5lkmzPcR6R8WFtUGRDzGFpNKkfdhFeTLxpvvguzB5iYA38N2FlYKP8v4UZBl7Ee2TclOkYjRCgY+Zu9BrMkSWrqMPV77HfXE51TqyUOX2W6cE/Ki89IC6LWTohj3AsWYJSrleuA+vdnEo6M+DjrmZIfveoehH5EDg1WMS3acpgFdYe79FDmTiZK7OhNSjBsqThwFnn+evLZDEime2UoRWvZIucfvPaphr2Oiq2+ROnp2eLUgW1tNlVI8xsnj1zWp5SnqMS5pKoUoZrbftdHFvp1y7KjaPK5ibDKKsdVdqMUpmG9i3DssLKoNCCt3TYfNMc5LjJP5sh0zkj1It1SAM/IYk88VKsbTbb9LEJYZVowBYL2pYZc3fKc2AQjkAZUDXMW4jA+PCYDbSEZTLlKSKbge4xKmUrzrMrl3vfjgcLIe4+5+uO3KQWxYcU4VY2qDSCrG+ZKJuHMAE1GMVfShwvF/n6+mJFIE2H8dvdo57Jsy3tjtwKj7u1Wsz7ggYqwrEqfgg5/Rzc0bL+vwHeATYw65tfrQYGLHSnmOSQoR8MbwGFuOC9N244px50loK1sghvkmxv2CrRSsYjyslYIZXPE8D91oW01jI/zeMyTGgWLc2CA3wsN8Q2DjIkFYZrj5DshovxNFktRg5FWMWWI8P+SFP3yXrRgH8WOJHONyHbN3XFqGIAAv3jucnGJsG0Qtznjf2PEqYRHKNBB6jDmtbcDAZCIz4TGOD2EXhRV/+M4LiPEJaoqEi8sppGz/NqT1p8KP1aTEmLFTFDTvkZpj7DmJjG6qLAeWJ8cGPLe8z4O0Wmj/Pr5tZvy+xyz5oOp6kErR3QdufRZ46rtHfs9ZxvwSY88jvrkCFeNwMnnESXGG6Bm2C8f1wuxBWvIBnAkxbmoympocRrYJAhnAm5LHuMcORc1wjjFAfMbc4TuA2ClyWylYNWoyD90ygp9jnD18Z9i8uLbypVI0NRnPbLbw4v0IMS66Fpp6i61uaklFcLxksZSWk2mAlg4ZCX9svl1Dw3Y4VorJeIx7kbi2W9unuLnVhMhJpAAA7L0OdfMmbqz7z5v2BfI6IcW4pnCsFDJ/0UcJdLCjGsRQlnD4DghroVn4O38P+2oy7o+isT6Wx7hrklmEgEu8+Evkd/aenxz5PWcZc0yMXeC9Pw1c/fbC3lINcozZuLacDytGMe74rWeNklgpAKIab59RZFufVQjsHhloKOuNcEys1FUcdFOazPR2fisFm2NcQpI3KWRaKVKG73qmA0GIVGg7FlGsSnjM3nV5GV95cAgvhTyMjejQXcp7x1I85ujcikILhu/SFOMBOcYOs6vjTGaIbKWuogcNok/UX90+SbdR9A5IqcTqDbz3OvG5ykuk/W5ixJgb18ZX3XvsDqJDa7RLujBL8xj79/EDt479LmeHkP7sGIpxx4goxq4LfOEXgCsfALbePvJ7zjLmlxiLEvA9/xh45sOFvaXGEuNAMc75sGJuLontj2ZUMT4bb9C5th5aKQCfGE9HMabKXy2qGM+oWgwATV0OFkcJDGGlMB2mPKDMPryCwa3qpYtK44T7M32/RCbRFFhCi8C7rizjsGvh3omvNBXtMY5u/aYSYz+VQp5nj/GYcW3WlDzGDeIxlpw+Djt97JwYGYN3t8nr6lN43w1CjFvNhp+O9CD+vYV6jNOOYfz8C4bvaMGH7ZPKsu6GUSsFu/PiE+Njr46d45QdwsY68QSPiEAxVmXg9h8B+7eB9/zUyO8365hfYjwB0JtjkGMsKYAg5m++YxrJTn1SFBR81M9eMd5qs4rxZTIUkKK+FYme6cfzqBHFeIYfwg1NRtd0+Ntr+lJYaT4AhsWbeJ/d4xaFpojJpIBBcW02WzObHIotC+gA3pcf+9fkJBXjlONl2A5kUYAsiXOcSuErxryoMSBnjvHkU1BW637BB4DXHhL1Mi2qDfs+MV57Ct/11i189B3n8Z7rK8ROwSrGBeYYm76FMECKTSjpMS55o2d9jew8GcxOHyXGaGD7JIUr1NeJep9iZxqEQDHWJODzv0De71u+f6T3mgcsiHGBEAQBqiSGirEgEH/U0B5jqhgTYlynxFjRwzzEM7r4zy/p2DkxwhtXENk2edW4F42FAmZenWr6Q5cdk6Ma6+2hPMbJgo+SPjwKhi5LMB32Qevv5KQO37nEL0tBr98SEr5ntlqoqxK+fL9D7gtFK8a9fIpxaG+a7WsyDTrbekpBz7UBHmNzSqkUNVWC7VsN3nhEFMisRApAAFauY6mm4H/5qy9gs6UD7Yt8K4Wsj13sQtXf2AJjaI9x+a5TAJGiDsZOEVOMU4hxY53YPzPyxLNAucSyuQO8+rvACz9WyvtZWbAgxgVDk5lCAaU2clzbqb/Ka0azBxvrRPE6o2aprSUdjuuFMWJLfmTbFAbwAmJMt86sXim3t4sCHZSgq/0YhrFS2PPsMWYGYgGS6qE2U+PaepYDXeUpxuWz7UiigOcuLuHFB0epea9jIaYYpxBj2wkHFa3eXD5wg/OMVYxz7hoaiWt0ckOMor/beH97F01NxoWllHvB3uvA0qXkPbZ9ATjiWCkKuKdQm1zMTpFiR0l6jCswfAckfcaBYpxhpRizFrrjq+vnXvtlEjzw7h8f6X3mBQtiXDA0RQytFAC5qPM+rJjhu65vpahHswebm2fabU5LPoJkCtp+N4XINoMX11ZCslIUqIXmlOczpqkUXsoUcwQJxdgxy6uqFIzU4gW1mZ5KYTnhrgRQ+ljAd11ZxtceHcNTasVbKWIe4xQrhRWJGptTxTj0GDPnWY5dQ9tx4XqYimIMALJGVOwHTw7w9GYz9NKz2H89rJ+Pon2R2Lii1pqCcr7pAiOWTJEyfBcWfETOPaC01ynqa+SVR4xFGXqtmW6laPg/O+IAXtewocDG0td/CXjme8Ln9gJcLIhxwYhZKQCfGOcdvmNSKfwLPxbK3b4YrjzPABst8tkCxbi5RWwd07BSsJ6yWVeMVaoYp1gpPGegt9vzvJTygJI+PApGalWv2si2UrCtd0BpCd/zl5dhOR5MQZ2AlSKfYqxFS3fm5NyKItVjDAzcNQwqtVmP8YTscopOiPH23j7ekmajAIhivPpU8uvti+T1+FH4Ndso5F5M50f6XMWYb6UIdhDLbqXIIsZaG5vtGrYnqBh/j/h5SN0ni6G7HJAHf8sCw0BTpDgxlvUh4triylQQ1xa1Unz4H6U+0KeB9Sa5WQfEWBTJdtsUItt6FhnyUaToQ7icZKUIhFYKDjHW2uTVOM5sL7IcoignPcaze9yiSC1e0Jrpw3cWO3xX7urx56+QWvuup0IrfPhuHxAVwLVSF/gxhX1OFWNFEiGJQtJjDAzcNaQ7jNNSjFWd3C/63Q5upiVSdPeJKrzGI8Y0y/hNYP1p8v/tXiG7dzSBqRNTjKlPOzl8J8ZiFctupcggxvoSNpsadk4yUimAkRXjnmnjR+Q/gLd8FcKi1GMgFopxwdBkEabNXNR5H1ZOXJnqsKHcANA+D6zfLOKjjoT1JlWMI3mLy1em4jHuW268pnfGifFAKwUwMMuYemuTHuP5Gb4DOEreAI9x4jwDSnuubbV1nF/ScewoE1CMD0MilLqQcOdeMQbIvT9VMc54BoSKMdvgNpnzTasRMlwTzIzBuzCqLYEoMaYoyBPd0gmpPe1H7nlBskf8GPYsB3VVjsQqltxKodTJvyWNGLf09OG7NFKdE7XDW3i/+HUI7/4JImYtkInFESoYqsxaKfThPcb+FlrXICvimNp3xtAVCU1NDhVjgAzgTUkxjg1FWbNdP9sYlEoBDEymCB66lLi4LlH/SkryikbqFrfaBMz0HGN+XFtJH7ggsW0H5gRSKbr7ZEcISFeMbV8xdh3/3Jpd338WuC2LwMBdQ5O1UkzY0643CBmuwUgnxnuvk1euYkytFBFibPUKyZRv6UQMOO5Hio0yCikzW+IAACAASURBVD5i1ymtjC6rYiwIxBLB1kIbx4C+hK22hicnBj+eU9bILuGIivGzDz8FAwrw/I+O9PPzhvIwrhmBJjO5qWPEtZ0aNhqanD4ccUZYa6rYiynGV4HT7eIn4hkQwhLdbixm+66sCBVjXiqFrxgPSKagxDjcbowvvmYdWpqVQm3kU0CBSFxbec+1d11exqGlwDImkGNMifEgT3YFFhCThC5zWhaBHIoxub4DK8WEPe1KmxRFvUt9gK12yu+KRrXROM7YG+hEwYxGthWsGJ9wiTGjGJtOWO4BlL/5DvBroRly6yvGW20dtuult9811kfzGBuneOf+Z/DvxA+GQ3wLZGJBjAuG5uemBhgprs1PpTDt+OBdSbDe1OKKMZ1wZSN8Ckaf3eKeecU4a/gun5XCZBXjktsCikbq8J2WbqUwUgs+yvvAfdflZfSgwugVPH/Q2ydJOIKUPnxHK8fn7NxiobPzJRQDPMaJ4bsJK8a1tUv4Y+c5/JD4hxBczqIb8KPaLqffX9mSj4JECqoYn/CsFByPcdzyRJvvynudcmuhAysF+dzbqXaK9dEU45d/Fbrbxe/q3zf8z84pFsS4YKi8HONhrBSSGmQUd0yHNNWUDGsNVjH2s4wnHNmW9H7OtmJcVyUIQkYqBTC8x7jstakFg3qME/myaitVMU4+cMtP+J67tAQDKux+gQ2UVo/822urRGFPtVIsFGOA3Pu5HmM5XyqFmiDGkznfVuoqPul8GGvuHvDN3+Z/0/5tYO1G+pu0LwFHxXuMm6oMQQCOexHFOIi8S3qMa1HhqOzDd0A2MfajUDMH8IYlxp4HfP4XcFd5Cnfrbx/hA88nFsS4YCSsFMPGtUVuhh3DDuugS4T1loa9Dk8xnuwAXs90oLFK3gw/hAVBQEOV+cN30VSKDNBzUZXmVTHOslKccnOg+zYb1+YfsxLvTtRVmQxVFekxpl7I+ioZHBqU4jFn5xYLXZFShu/0zN+LyQ7fTXiBsVJX8Ufu8zjRzwN/8fPJb/A8P8OY4y+maF9gPMb9QjzGoiigqck47jP3PI7ARISSqlkpGGJsm4Qf+B5jANkDeMNaKR5+Cdh+BZ+pfV98iH+BTCyIccFQZTFupRg2ri1yM+waThBfUyasN1Tsd8ywZrd1HhDliQ/g9e1IKoXnkeNVwM24zGhoUnxCm0KpkRitQVYKh7FSlD3rs2CkDt9pTQBeguxZfn00v+Cj3ISv3W5Dcnv84Z1RQDOMayuAmp6uExLj+VaMdUVMFskAAxsJkx7jyZ5vbznXwg+//zrJs73zJ8DO1+Pf0N0n9xXe4B1F+wKx2VDCX2AaSVtX4lYKwCfGTPMdu7MTDN+VeDesvkaOLf2sVNjQl4KOgNQs48Y6IdU5Sp0CvPxrgKTiD4QPxovCFsjEghgXjKRi7D9Q8pzMTjxf9rTEirHrAQd0SECUyKTypIlx9EZYEbIyLhqazE+lEARipxiUSmGxalS5W9yKRnoqhd8eyRDjoDQg4TEWyv3ABbC6tATNM3F7tyA7Rc9XjGurgNJI9RgHzYrULjDj12QaiMc4LZUij2LMDt9N5nxTZRH/8AeeRev9P04WyKxqvO8nUqxmWSloMoXvMy6whbSly/FUCoA7q0OsFLxZgBJfp7Sciy46qbChL0GTJazUFeyktd/V1wHXJvnSeeA6wCu/Dtz8MJ7YerwPYYFMLIhxwdBk5uZIt1/tlFVgFHY/9vDtmnYpV3lrDab9DiB2igm33/WiqRRUPZhxxbipyfxUCoDYKQamUrBqFPUYzwd5CawU7FCU6sdUMUkLvaBNKzrk6dfdliwdhsXG2gpUwcFX7j4p5g1jinGDWwlNmxW1hWLs5xinDd8N0XznTDaVIkBjDXj2Y8BLvxJfYNOotiwrxRIT2Va4YswQY066U89k49oqYKWgRR3UThEhxgDJJM9UjAGgkzPL+I0/JmlRz32czCuVkEuUFQtiXDBUWQwUAADhKjqPz5j1GJtOKVd5tP1ujy35mLBiHFMI5kQxbmoyf/gOIDfTvKkUiW3aEqsqBSK14IO2BTLEmCrsOlvPWwGyt7pEfOdfu7ddzBtGPcZqnasYU1JHhu/m45pMQ2qOMSXGKbuG0/YYx/De/5JcA1/55fBr+7cBQQRWrqX/XFQxdh2y21mQSNHS5VxWir7FWA3LnmMMhEUddIiOIcYbLS3DYzxkLfTLnyLiyTPfg65ho1FCW2ZZsSDGBUNLFHz4N4s8PmPmAdwxyhnXttZMUYxPHoWK5AQQK16Yk4dwI5MY57BSpBLj2T5uFKIoQJU4Sh61UjCRbXwrRTUaFkWVVOd+88FOMW8YVYxTGjzp8SJxbVNSOksKXU4ZvpN1AF7qruG0UyliuPgCcPFbgc//fEjc9/2otqzFc+s8eT1+s3B7VrumcKwUyQHGZEpRPNWplGAb7DiKcXoqBUOqs2D1gK/9FvAt3w9X0tG1HNRLaMssKxbEuGBosgTb9cLBtCCcPMe0eGQ7ynU9dM1ynswbvFropcsAPOB4clnGMWJslT8poAgQK0UKMR7CShGkeQTDd/OhGANk8DDpMaZWCtZjTBVQhhhX4TxTCDF+c3sPPTPFfjMMevtkx0uppRai8BXj8qvrk4CuiCk5xuT3kuYzNoNIxekUfCTw3p8Gdl8F3vgP5L/3Xs8evAPIDkJthUS2BZ93kopxPXb8PM9LEmPHKv99bSAx1rCT1n5HFePTx4P/nld/jzR7Pvdx9G0HnoeFYjwEFsS4YNBVf2CnGIoYh4ox9TqW8WRu12QoksAv+ZiQz9h2XFiOFxm+K38bWRFoaFKGYrycI8d4vuPaAI7vH4gM38Vroel1l8gxrsLx8u81smfilYfZ50Uu9A4I+QFS49oChX2hGEPLimsDUpMp0hXjKS0w3vYDhLD9ha8a79/OHryjaF8iVopg3qOY3zslxl7UeiLHFWPDduF5zCyAY5SfGNf84TtqU2KI8WZLh+N62Otwdl7bF8hz9gv/mthXsvDyp4DmFnD9L6Hjz6iUUWQrKxbEuGDQVX/wIJaHsVKED2BKhsqYPSgIAtYaGva4xHgyPmM6PFWbM8WYWClSboI5rBTJ5rsKtEMVDF3hWCmoxzjVSlE9jzFVJmsw8OK9nJPrWegehFP0KQUf9LhqUcV4xq/JNNBKaI/1Eg+YM0lPpZjScVR04IVPAN/8HeDhl8kuVNbgHQXNMi54sd3WFTj+jmn4GeORd3RHpB5TjM3yX6eySnb6ooqxIAIquR8FWca8ZApRAr77Z4Htl8nAZBp6B8Ct3yeDlaKErp9qVEaRraxYEOOCQQmIkVCMcwzfOWaw4u34F34Zh+8AYK2pxq0U7QvkAp8QMaY3wkAhmBPFuKnKMB03PtBJobWJ4pmhHky7braM4MZoqXT4Lkdcm1WRhkX/XnO5Bbx4vwBizCrGVhdw4+chPa4LxTi0KyXsFAPmTAzbhSgAcmJXZ4rX6Lt/grz+/n9HXgdZKYCJEeOWTobnYnYKRY89Q4OdnVhcm1nuwTuKaMlH/4jcx31f9EbLb79LS6Z49mPAhReAP/yHqfGJ+Pq/JVziuf8MAELFuITzSmXFghgXDLplnbRSjKYYl/VkXmsyirGkjJZlvPsacDJ4ij7csmVVldkmeHTHgF8LTbbfsnzGtAo5sFLMWcEHkKIYq/xUin7UM0tRFcXYJ+9v21AKIsb7ITFW+T7ZmCd7DhddUeiDiHHKM8B03DCRAgiP4zSv0eXLwFu+D7j7OfLfeRTjpYuE4FE7QGHEmNzzYpFtSj22sKBqciKurQr3tWiDnV8HTZGpGAOEQH/4HwEnD4E/+1/53/Pyp8jv78ILABAqxiUV2cqIBTEuGKFqQK0U1F+WN66NXBiUCJWx4AMgkW0xxRggxPjk4XBv9Mt/Ffjsfz/w2/qsQjBHOcYA+AN4ul8LnWGnMBwXqixCoJPac0heuGkBkkyuTZYY8x64FfMYv2VVwpuHvfSHa17EFGPqyY7fx2LWkzn0r0cR2OjYc23ArqFhOaG/GPDtTsL01c/3/BR5FaTQGpcFGtm2f5u8FmShadfIvztWCy3rsaKsPm8WoArDd0BcMTaOY8R4YPsdAFz7IPCWjwCf+5fAKZNZfvwQeONPgOc+HqjQdPe5rCJbGbEgxgUj9BgzivGQcW3d4GQu5ypvvalh99SI++mam8DpEFFRnkcU5oM7A781MRQ1Jw/hQDHmtd9pPjHOVIzd0EYBzOV2t542FKU2kh5jO4UYV8E3699rbiyT3/dX7o8xgOd5ZEAo8Bj7irHFt54EcW2CSOrh5xBhyyKjGA+YMyGKcfQa7Z9NocyN/xhYuwmsXM2Xc96+QF4pMS5YMY5Ftik1wHODrGK+lcKoRj57fS0+fBchxrT9bjsty5jiQ3+fLBT+wz+Nf/2V3wDgEWLso2ssFONhsSDGBUNNI8ZDFnycVkAxNmw3rmQ2t0jTTl4YJ2Rr9uTRwG/tsUrenCjG9GaWaaXISKYgdb2c2tQqePEKAtdKARA7BasYVzjHmA7fnfMviTvjVEObHcC1IlYKvmKciGurQEPgpKAH8yWsYpy9a2hYLqMYn5F1RxCAj/8i8FdStuhZUMWYNuUVNnxHrRRRj3H8OdrjCUeOWRErxWrcYxwhxsCALGOK9ZvAu38c+MIvAk9eDb/+8q8CF54H1p8OvhTMKy0U49xYEOOCEW6n+Q/ilAcKF5EcY+oLKmvECq2FjrXfNbfI9mvekg+qLp88Tm2FouixhGVOFOPQSsFRPPNYKWwnrkY5xtyRFy2tkUxrJYbvemZ1m+8oeagLJlq6jPsHnHvO/m3g0UuD36vnK1o0XopaKaw0K4VEPLRVOE4TQtiyyHqMqdqePnzHVYzPAueeA65+IN/3Bopx0cSYDt8xijEQ3PcTzwPAJ8YVWPDX18h1ZHZ9Yrwc++PNtp7efhfFd/wdcm79wf9A/vvJq8CjrwDP/WDs2wIuUdLd5zJiQYwLBlXnTIcSYxoLdZLyEz4cG/CcyPBdeXOMAWC9xWm/a26S184Tzk9wQNVlxwhbtlJAHzaJuLYZJ8aZw3fUSpGhGJuJh25FBlQKhC5L4UI1CrWRuC77tgNFEsKEAKByqRSwuri8Usf9fQ4x/szfA379pwa/V7T1DgitFGyKRzT1pCrK+oRAE4kSizB6TFIKPgzbhcru6lRhgaE2CKnbK9ZjTFMpjntRjzFfMU4031XhuDX8oo7evk+M27E/3mxp2R5jiuYG8O3/DfDN3wbufI4M3Qki8Ox/Gvu2gEuUVGQrIxbEuGAkBjBEiZDjgcSYbnH7cW1lT6VokM8ZG8CjxDivnSL6fQPsFIl8WbtPbgJVUAjGQPbwna80ZHmMbXabdv5UPZ3XfAf4VoqkZ1aXmcVoVR64kkquCauHSys13D/gELH914HDuwN3aAIPZDSuDUgoxvQ+pylSdY7ThBB6jNOG79KIsVMexXhYtC+GvvOCPrOuiJBFga8YW3HFOOYxrtLwHUCef+ZpwkpxYbmGnZM+/57F4v1/nfwOfv9nCDG+/peA1rnYt3RNG6KA+Dm2QCbGPlKCIEiCIHxZEIRP+/+9KgjCZwVBuOW/roz/MauDxPAd4D+ABxBjZiiqYzpQJTFOakqEjSzFOO8AXvT7BhDjxI3Q7hMVYcYtAdlxbXmsFKxiXIEQ/IKROXyX8Bi7YX02QAhkVYiKIPh5wz1cXq3jwUE3PhzrusDBXfLvoR7HNFDFOFrwASQWElyP8ZyCLqgSuxMDiLGZWLxWaIFB7RRAYb97QRDQrikpHmNyDMOCj4hwVIXmOyAkxvtvkFeGGN/cbML1gDfyzAiodeC7foYUsxy8ERu6o+gYDhqqHCYTLTAQRbCuvwng65H//jsA/tDzvJsA/tD/77lBYKWIEmOtNVgxZmK0OoaNeomnSFd9xTjhMQZGVIyz+98T8TxWrxpJAWOCDt+d9jnEWFIIEeqnZ9aatpPMSK3KQ7cg6IoYbPnHoLW4zXexDGPHBOBV51xTaoDdw+WVGvqWG9/ROd0Od6aOBlS3s1YKJcVKYTkQBD8nu0qEbgIYbKUYxmNckeO4dDH8/wUuilq6nEylAAI7SuAxVplrtQrHbRAx3iL2y1s78XtTKt7xnxNvuKQB3/L9iT/umuXmEmXEWMRYEIRLAD4C4F9FvvxXAHzS//+fBPAD4/wdVUMilQIg9bMDiXG8sKJj2qWeIlUkEct1Ja4YNzbI6zCKMb1JHOdTjGPDd1XwfY4JTZagSiJOeXFtAPEZD7BSaCzRm0OPseN6sBxOyQcnlaLGJlIA1VFClVqgGAOID+BFYxGPHmS/T4+xUqj84TtK6gRBmJtrMg2pw3eCQI5LRiV0fEDWrM75RpMpIBRKSlu6HFeM5aRiLAqR4iKgWs13QBhzxxDj6+sNiALw2vYAzkAhSsAP/p/AD/9q4r0AsvtcZi5RRoyrGP9LAH8LQPROsOV53iMA8F83x/w7KoXQShFRDTjKVAIMMe4aTulzB9caKvY6EWIsa+RBOoxivHSZTL4P8hibNC/VP2WtXjXUgQLQ0CS+lQIgdoosK4XlMg+PCqlRBSHV+0mtFBG7AVGMOfF2VTlmfnVzQIz304jxm9nv0zskSRT0352hGIeL1flWjOlOA9e2o+gZqRQV3tWhVoqCk27aupLiMQ4V45oixe0BVWm+05fILEAKMdZkCdfWGvkVYwBYvUFyqDnolnz3uYwYmRgLgvBRADue531xxJ//aUEQviAIwheePMmZYlABUHUubqVocxXjlx4c4le/4G9pMspUx7RLO3hHsd7UsHvCRLMNk2V8uk2+v31hsJXCduM3QtuY+QxjioYmB5PFCehL2akUDqMYR7Ky5wUhYWGUPK0JuHZYk+1/T8xKQX2hVVFCZT0YvgOAB9EBvIM7II1q2mArRbTcAyBETRC5cW3BsOKce4y1tEpowFeMUzzGiYKPCl2jATEulpC2dDmeSsEjxuzzsSrDd6JEBKQUYgwAT282hyPGGagClygbxlGMPwjgLwuCcAfALwP4LkEQ/i8A24IgnAcA/5W7r+553v/hed67Pc9798bGxhgfo1yg6lxi+I5DjD/5/93F3/q1l/Arn78XPpyl0GNc1nIPivWmht0OEyszTPvd6Q75/ta5gVXSPdNhWo561Xl4jImmJvNTKYAcVgpWjapIO1SB0FIVYxqlGD6AejOhGPdQV2WsNdSkYty+CCxfzmGlOABqkXxVQSAKcqISOrLwmnPFmJJbvmJcS49rSxR8VEkxvkReCxYpWmmKsX8M+6aDmsrQlyrd2+rrQMd/TmrtxB/f3Grizm4nLrCNiK7plDb2tawYmRh7nvd3Pc+75HneNQA/BODfeZ73IwB+C8An/G/7BIDfHPtTVgiyJEIShaSVgpNKcWqQC/9n/p9X8I0HvmoeqYQueyD3elPFLtvQk1cxdh2Sd9zc8olxtmLcs5x46YLVnzPFeHQrBbfgY46gB0peCjGO+IyTVooqeowJeb20Wo8rxod3gZVrwNKlfB7j2mr8a2ojUQlt2AvFmIJ4rSNRnVEotVQrRbUV4/PkdQKKcdxjTNsD41aKAJ5XrfkJ6jMGuIrxzc0WbNfD3b0x2it9kEH+cotsZcMkssD+KYAPCYJwC8CH/P+eK2iyyE+lYLJDO4aDm5tNXF6p4+c++wr5YqQSuuyK8VpTw3Hfjv9bm1v5FOPuPik0aW4BrfOETLvpuY19y4E+p4pxNjHOtlIkc4wrEmlUIHQ5xUoRRJCFxNiwXT4xrlIqhU/ALq/UksN3K9eIync8yGN8EA7eUah1rmKsLxRjACRmTJNTElCU9OG7SivGWgvQlgq3GrV1BSeGDcf1n5lBjjYhxl2TIcauDcCrzr0tsCkJXMX46c0hkykysFCMh0chxNjzvH/ved5H/f+/53ned3ued9N/3S/i76gSVFlMplK4diKup2PaOLek4+c/8W6ILrFS9DxChrumU3rD/HqT3Lz3O0zJh9UZPGxIVeXmJiHGnptJqBNpAXNUP9vUpJGtFNzmuzlZUFBoaYqxlrRS9NmdicopxvWAgF1erePhYY+QC6tHBlypYnzyOLu6nfUYA8RKwfEYB1adOVqspkFXJL5iLOupcW1EMWbtThU6jksXJ6IYA5FiI1kDIMQUY77lqSrE2FeMtTYgJmnYUxtNCAJwa3t8YtwxFh7jYVHO9oiKQ5PFeMg7XREyZLFjkEi2pzaa+K++jXi1/tln34DresGflRlrTdp+Fy35yJllTP+8dY4QYyAzmSJ5I5wjK4WaNXzXJsfCNhJ/5HnewmOMLMW4RV7NuMc47mWPF++UHko45HV5pQ7L8fD4uA8c3iN/TokxvHRfv+dlKMbJgo+FxziEJovJ8wyI/V6isB0XjutVVzEGgCvvB7aeLfQt234tdOAzFoSYT7tvMVbDYEanIvc2Sow5NgqAFFldXqnj1k7OyLYUeJ5XCVtm2VBu5lVRqLII02GsFABR9prhoGHHCFXht22QC/oPXjtC47PfhGG7pe82p4pxavvd2lPpPxxVjOnNLMNn3DOd+Kp3jvyM2VYKf0CqHz+3AMB2PbgeOA/d+ThuFJlxbUC2xzhIpajIMYsS41WycLy/38VF+w7585WrIbk9ekCIMgvjmNicWI+xUk8MEfcth7RgVqkhcILQFSlZ8AGkEmP6nAh2darmlQWAj/5Phb9lu0bu9cc9G6Drs8gx7JkOaiuzS4wB0oD32phWCtNxYbte6blE2bBQjCcATZbi27bB9Hv8odIxIz5if5vtw89dwc/90esAUPpV3nqgGI/Qfkf/vLEZRv5kKMbEy8gQljlRjJuajI5px+t9KYLdiKSdgnq/E+UBVXroFoCQGHPi2oCAKHqeR84z1noCVIfwRYfvViJZxjTDOFCMkT6Ax7beUahJK0XQ2ubaxA5VleM0IehySv24zE+loDuLweK1aikoE0KLVYwBP/KOPCe7JrOApcS4KsetsU5eM4jx01tN3H7Sgc0WEw2Brr/TWHYuUTYsiPEEkLRSJLdsAd9KQYmxf2H/7e9/J771KnkglX2VRxXjPa6VYsAA3ukOWTBoTdKYJ4gDiDFT1TtH6lRDk+F6YftfDLpPjDkDeAaPGFdtm7YApBYvMHFtwfHiplJU5JgpdcC1AMfGhWUdguBnGR/cJX/W2AjbyiLE2HJc/G///nV0TZv4iwGOx5hjpaAKe9WO04SgKyI/x1jRByjGkWQPYG7ubWmgHuNYMoVSC1JRkg2Vs6gYt2A6Lu7t84c282DPn/+h1pQF8mFBjCeAdCtFqBibtgvL8cJpUf+GqGl1/O8/+q34yHPn8d7rzIOpZKirEnRFjFspaquAIOVTjKntQpQIoR7gMQ5uhHO2bdv07TbcATx6Y+USY78tkB431yHK3pyRl0AxTo1rI9clJc7cSuiq7E5E8l41WcK5tk6SKWgihSAQr3B9LUaM/9/XdvHPPvMN/PGruxmKcT05fGf7qRRU6azKcZoQtDTFWKlz49oWijEflMgdRxXjxnoguPQSHmP/uFWGGPvPdj2ZSEFxs4Bkiq/cPwQAPHsxnYAvkMSCGE8AqYpxhBhTz2igCkduiOtNDT/3wy/gqY3mND7uyBAEAetNDXtRK4UoElVqIDHeCdVlYGCWcT86FBU8hOeDGNNzhDuAl2GlCB660nw/dGnObsJKIWuAKAcqKP1zfo5xRY4Z0xB2eaWOB/u9kBhTMFnGX31Izp9Tw44QY04qRSKuzc8xrtpxmhA0JWX4Tta5VgrTYaruF4oxgBTFePUGsH8bnuclc4xn0GP8lE+Mx/EZf/HeAVqaHJDsBfJhQYwngITHmEeMTZ8YqxFiLMpEPa0Q1poanpyyJR852u+iijEAtC4AxzlTKegDpio1vWMiJMY8xZhaKTgeY7pNSy0oTsX8sgVBS7NSCALxzfpWCvrnMcuOcQJAqM4xo9dEUPJRw/39DiHGy1fD71uKt9+98ibZcTjtW4MVY9/rTjzZDjm+VfNiTwi6kqEYuzapLY6gv1CMueB6jFeuAyePYPRO4Xlgcu2px3h2iHFTk3FxuYZb26MnU3zp7gHedWUZoiiM/B7ziAUxngCSOcY8xZjcPGOKcQUfKhtNNa4YA/na7063OYoxnxgHQ1GUGFsVK10YE3RAc2grhcX6Fyu23VgQMhvJ1FaoGNuUGEceuHuvActXAKkiHj2OYmyd7BBvZlQxbl+MlXy88tAnxkbEY8wbvoMXvDdNPVkoxiF0ReLX+NJ7FeMzTqRSLBRjAOQZqisijmOK8XUAgLFzGwBSFOOKnH9aC/jIvwDe+V9kftvTm82RrRSnho1Xt0/w/JWVwd+8QAwLYjwBJJrvlDoZLosQ49PAShGtU63IRR3BWkOLe4yBwe13Vp8QuZhifJ7U0HLyeOkiozbnivFpn0OM1RYAgW+l8IleUo2ar4duZiOZ2gg8xj2T4zF+8k1g4y3T+JjFgGkIu7xaxyX4dfOslcI4BvpHOOpauL9Pvv+EWim0NiAxw7+KH2/nq9Ghwi4tCJ0PkmOcUvABJIhxusd4vo8jQFTjmGK8egMA4OyS1KY4Ma7gov89PxWQ/TTQyLagAXAIfOX+IVwPwTD/AvmxIMYTALFSRB7CguArU+HKr2syHmOnmorxWlPFfseEG71wm5tAZwdwU2JmOj5pjirG7fSSD0pYgi1ua77UKaoYU/tNDKJI1AeelYJNpZjjbdrULW6tGbFSMNYT1wF2bwHrz0zrY44PRjG+tFLDFcG/3lhiDABHD/DVh+FuQ8ewyQKVVYsBYqUAEp7suJVi/s6tKHQlrRLaP3Z2mmLsk7zA7lQhgjchtHSZqxi7+75iXGUrRU7c3GrCsF28eZD0pw/Cl+4SS9S7Li8X/bFmHgtiPAEkrBQAIS+84buox7hKq10f600NtuvhqBdZzBttzgAAIABJREFU2Te3iJ+uf8j/oVMOMW6dI6+cAbwemxZQtaSAMZFppQCInSJPXNscb3en5suqzXQrxeFdQlQ23jqtjzk+OIrxZUqMl6+E37d0mbwePQhsFG1dJrsSvNa72HsTxZjuSMStFNVb3BcJXU6phA6sFPFkCvq9CytFEm1dwXH0uVJbAWorEPezrBTVe4Zm4elNYsMcpQHvi/cOcHOziaVaRWxgJcKCGE8AmizGh+8AX5kKVb3QYxy1UlTvZkhrofc6vPa7FJ9xtPWOIqMWOiDGTLRdFY/XKKDnSGr7ndbOZ6Womg+vQOhpaQFqM9jJoSSFpljgyTfJa6WsFPHhu3NtHdekHZwqa6HiCwBLYZbxK28e4+JyDZdW6qHHmM0wBiJNgdRKEVGM52wXJw2k+Y6XShH/vVAkPcYL5Z2ipcvxVAoAWL0B6egOAEYxntF729MjRra5rocv3zvECwt/8UhYEOMJQFPE5ACG1gq2bIFIKkUwfGdW8ma44Zd8PDkZov0uIMZRxZgS46RiHPMyAqFPb04UY7qrcMqLawNIMkWmYswuKKp3no2LTCuFT4wTCzBKjCtspZBEAU/Lu9iWzsW/r7lFUnB8xfjtF9poanIY15alGJvxFA9toRgH0GQRjuvBYtvKgnxpVjFmPcaL40jRZj3GALB6A9rxXQBpivFsqaNLNQVbbQ23tocjxrd3OzjqWQt/8YhYEOMJQJOIlSJW4ZuwUpCHSqwSuoKEZY2238UU4wHtd6c7AASSd0xRWyGr/eOHiW9PEOM5e3iIooC6KqUrxrmtFPOrRmlpSl4sro3mGPvHa/dVoHkOqFXIo6cklcnLwg7ueZvx7xMloH0B1sE9vLHbwbMXl9DUKTHeT2YYA6HiHFgpIsdrjs+tKML6cWYRxixYKJLNd4vjSNGuMR5jgBDjzkOosBiP8ewet5ubLbw2pJXiS/eIv/iFqxW6d5UIC2I8AdCmsVj7ndpMeIxFgSEtFbyo130rxe7JkFaK+lp8dS8IqSUfPZNJpaAPlzkhxgDZWRjeSsEMk83ww2MQ9LS0gKjHOGGl+AawUSG1GEgqk7aJVWcXt8z15PcuXUbvyV14HvDsRaIYd3om0DtMUYyplYIcr1iKx5wtVtNAF1WJGZMUYkztOwvFOIlEKgUArFyHABeXhCdz4TEGwsi2mNA2AF++d4C2LuPG+qLYYxQsiPEEQMluzE6htWOpFKeGjYYmQxD84O2KeoyX6ypEIexkB0DUcbmWQYyZ1juK1nmuxzhR1TtnzXcAwm1uHvQ2N5UiGOyR2In3+TluFLoiJckKQM5Vuwc4drz5zvOAJ68C6xXyFwOJATkc3YcIF9801pILq6VLEI5JycezF5fI/cg4AuCleIzj701JS0tXFjFjPrQ0xVhOsVIsdnVS0dJk9C03bkvxI9uuCNspHuPZI8Y3t5romg4eHiUrxdPwxbsHeP7KyqLYY0QsiPEEQFf/iZKPiGLcNe0wkQIgF3YFL2pJFLDKZhkLQnb7Hdt6R9HmE+Me20g2ZznGABnAG2ilYBSFRPPdnBZ8AOTc4Rd8UBX0NDjPNFkk56F5Uq3BO4D8bgUxVCYP7gAA7nmbePOQiXxqX0S9v4NzTRmbLR0tXYZs+pacTMWYEmNyPrZ0eaF0+qAENzHoGaRSMMN39sJjnIZ2jbbfMbXQAK4J23HFOIhrm70FxU2aTJGzAe+4b+HWzuli8G4MLIjxBKBxibFvpfDJS8dwwkQKoLKKMUDsFLvDtN+xrXcUrfOZcW3z2nwHkAG8TtrwndYGPCfx0A0Ge6RFeYCWFdcGAGYHhuVAk0WislQxkQIgi1K5liDG970N3N+Pnx9YugQJDr7tHDlPmpqMuu3vPHBzjGnBB7FSHPuKcTumGM8eMRkG6R5jqrYnFWNRAGSq7Nmzma4wClo6EY5ikW2NdZhSA1eF7XhDJVWMRaaUZgZw00+meC1nMsWL9w7hLYo9xsKCGE8AdJDCTNRCe4E/r2Pa4eAdUNlKaIBkGSfb71IUY8/zrRQcxbh1jthNjPjK2EjEtc2fYjzQSgEkBvAM24UiCeF22hyTl/S4tlAx7ltO+LANEikqRowB4meli6SDO/AkFdtYSRBjo0Ei296zQh64TU3GsuA/fHnDd7JG1GhGMW5SxVhUyFDfHIOePwnbDr23cwo+VFmMW+pEhRT3zDlaOkcxFgQc6hdxXXgc2k8AYhOTNLIwnDGsNFSsN9XcyRRfuncAQQDeeXlpwp9sdrG4+iaA0EoRUQ00sh1CSV/HsFFXWWJczS3utaaKvbyKsXFMbv5cxfgCeT2O2yn4irEwc9E8WWhoMr/5DiBWCiDhMzZtN5x2ByIe43kkxlJQ4BEDvS59K0WYSPFNclx5C7iyQ6mHyuThXWD5KnRFwX2mPeu2RSbW39Yg96SmJmMZlBhz1CZBIHYKKyTGDVWCJAqVXtgXiWC3MGcqBdmlYNIVFscRACmcAZAYwNtVL+KquBMuJoDKxp3mBRnAy2el+OLdA7xlqxUsLBYYHgtiPAGEN8doKkWcGJ8aTphhDFT6hpiqGHf3AIeZKua13lEE7XcMMfZTKfSoD0+pzaQ6kIbsVAqfGDPJFIbtxFUV6l+cw23a1Bxjqhgbp+hbbuhbfPIqabyr4jnGKMbCyjVcWqklFOOvHJMt2msKiXZq6hHFmDd8B5ABPH/X66RvhQ/fisZNFo3ASsEuwkSJ+L85cW2Ja3RxHAGEivExQ4x3lIu4JDwBnMj90DFnWii5udnKlUzhuh5evH+I5xf+4rGwIMYTQGClcFgrBchAD/zhu4THuJo3xLWmiq7poBtVNKnS1nkS/2bqIeZaKfglH33bgSqJkKUIMa7oImJUNDVpJCuFGnvoGpg3pZ2CxLW5yQdL4DFmrRTfqFaxRxQK4zGmxJhRjF/ccXGCGtoGud6amowV4RQehHAXIvHe9ZhiTH2gVV7YFwm648C17cg1bsFH4hpdHEcAEY8xk2W8LV2AAhvwE1UAhFaKGcXNrSZO+jZ2TozM73vtySlO+vbCXzwmFsR4AlB5ijHHShEoxq4LuFZlb4jrtOTjNEf7Ha/1jiJVMXbCZAWAbBPPSesdRcOPLrLZRi0gYqVIEmMt8dCdTR/eIGhp3s9gwdpB33bJ93X3ge5u9QbvKCh57R2Qc2LlKi6v1vHgIK4Yv/LwCIfKFoSjNwGQc2wJp7DVdrpXWG2EirFhRYhxr7IL+yJBM7ANnm0nquT7MBaKcSq4qRQA3hT858T+G+EXHWumF/xBNfQAn/GX7vrFHlcWxR7jYEGMJwCN6zH2lamAGDtoqEy+bEVjtIKSj6idIq39LrBScBRjrUkSFhhi3LccJpqnV9lFxKigg5odk+eT9RVjg/UY8/yL8/nQDYaiWCUvsFKcoG86xK5T5cE7gKS1WL0gkQIr13B5pY6Tvo2jLtmWNmwH33x8AqNxATi6D4AodCvCKUwlY2hHiVop7IiVYqF0AmE0IlcxVvRkKoXlQpVnI52oaNB7XiyVAsD9gBjfDr844/e2ILJtgM/4S/cOsFJXcH29MY2PNbNYEOMJQOUWfFDF+BSO66FnRTzGFc+u5CvGKe13p9tk6po33AP47XfJ4btYmLs1fw+PgBjz7BQZVoqY0u7ML3kJtrhZJS8S19a3/fPsyTfI1yqtGDPEeJXssNz3VeNb26ewHA/yymXgmCjGdPiuL2cQYzW0UpzGrBQLpRMIFWOun11OKsZJj/FsE7xhIIkCmpqcUIwfOcswocaJsWPOtJVivaliua7g1oDINlrsIczhrmCRWBDjCYCfY0xVvZMgXSCIa6t4jNaaT4xjinEjjRj7rXdpFy6nFpqrGM9RhjGAYBHF9RkrdZLfyaRSGJYbZhgD5Dyb4YdHFlIJC82XpR5jWQJ2XyVfX7o85U9ZEJQauUYO7pL/Xr6KS/9/e/ceJtl913f+/as6Vae6bnPp7pnpuUgjjQQzIwn5Ftu6OMuamzEklg0m9jqs94ENj8kNngQSHB7yZDew5iEhG8JuAs4SYBMCBGzALKwdWzG2sY2xLVuWrNFtJFkaaUYzo7n0te6//PE759S9uqf7nO6qrs/reebpnq7qml+dqXPO93zP9/f97XPvM5yA9+iL7iJqz8Fb3CTZ2mo0+W7VK4147ULUrm1RNcZ92n2MB2WMB9UYN7trjKf44nWQUs7r60qx2rBczBzuKaXY3ZPvjDHcfqDI0yNKKa6t1jh7aUVlFDFQYJyAdj1jx0k4ykwtsRos1BC1a5v0wLjgSim6loXO5Fzta18pxZBV70KlwwPatbWibQoEJ+HpqjEujgqMjXEXXr2lFM2ejPEUZ6OGBiyplNs3g64UuUxQSjF72+T2kg0n3119DvKzkCtzbH8QGAcZ40dfuk7J99hz6Bb3O4svUsi6jPFyqjz8tbP5aIEPdaXoN7CMLpSZ6SulGJwxnsySuiSUc5m+rhRrtSavZA/D1Y7AeAqObbcdKPHkxaWhnSm+8sI1AF6jiXdbNqFH/vEWZum6Sik835UQVJei4CbqSjHhK5LlMmlKvsel3hmzg3oZhxnjYcJSio6dv1JrMtM1+W56M8bDl4UuDyilUI1xqN0tYMjqd1Ef4yBjPH9ym0cYo3Dy3dXnYO/NAOyZyVDOebxwxXWmePTFRe44Uia1N8iKX3+BdMqw16ywZEZkjLMuY1xrtKg2WpQ6y8GmbELsIKmUIZsespiMlxu4OmX/5LvpOraN4jLG3ce8tXqTq/5RlzFuBdt5l0++A7cC3rXVencCqsNXvnGVlIG7jypjvFUKjBMQZum6SimMcXXG1aWorVkh21tjPLlBy1zJ799hiwc3kTFecB06Vq9EP6o0eksppu/kEV5EDQ+M96xfStGc5sB4RO1nthCVUpRTVTcZbX5CW7VBEICtRa3aQkf35Xnh6iqNZosz5xe58/Ae2HPUPXj9HDQb7DErXGedUor6anR7u7uUYjo/W738TGrw52xAKYXLGOvidZhBgXGl3uT6zDFXLrQclN3t8nZt4Fq2wfDOFA89f42Th8rd6yPIpigwTsDAGmNwXReqyx0Z4+ADHK7zPsE79mwhy+W+jPEBWH6ZJ19e4n3/8cssr1VdG6ywLdsgUcu2l6IfrdU6+suCO+lPWWDcLqUYcMKFjZdSTPBnbCvak+8GZPL8ItRWqNZbHG4EvVEntSMFuIxxs+YC/I7A+Nj+Gc5dXePspRWqjRZ3HtkD5cOAgesvRnccrtoRM9qDBT6W1sLAuLOUYrr2yWFymfSIUoqele8aPTXG2o5dyjP9pRSrtSbL+ZvcX8IJeM36rr+g+OaDJYyBf/pHj/K7X3y+6+Kr2bJ85fmrvOZmZYvjoMA4AWGWrj8wLrvJd0FwU+zrSjG5O/Zc0eeVlf5SCrt8kZ/8vYf56Ncv8NjTz4Btjc4Yl4NloTsm4K11Tr6zFmrLU3fbdv1Sij39pRQDb9NO7mdsK/xR3QKyRWx1iVqzxaF6MGFtUjtSQHvfaDW6A+N9rpfxI8HEuzuPlN3t59IhlzFec3dprtjiiNfOA5blFVdnrIxxv1wm1d8WEAYGxrVhvcYF6M8YW+s6Oq2WwsA4qDNuVHd9KcWBco5ffverSacM//hDj3DPBx7kFz76OOevr/Hky0us1Jpa2CMmyrknwBhD1kv1Zw38ElQXo1KKfFRjPNnt2sCtfveXz/WWUhzA1JZ58tzLQI6XXwqCjvVqjKGrZVul3iIXtmt76SG3mt7RvxLf4CfAyMl3MLiUYlCNcX42qSGOtdGlFEVawYXYwcpzrsPH/lu3cXQx67xo7MoY56nUW/zZExeZyaS5ZS4IgPccddnlNbc4wOVGfvhrB32fV5ddcK2McT/fS/e3BYRg5bvejHHvynfajp1KuQxLlTrWWowxVBstrIVG8bDbT6OM8XTcDfvebznM99y1wF88c4Vf/+yz/MqnzvKrn36G2+bdvvwaLQUdCwXGCfG9AVmDbBFWL0fBTTtjHASUE5wpmCv6XF2t0Wi2oqWbr6f3swd4y/E0Hz/vcf1icJt6VGBcDAPjdsY4aqMF8PDvuAPgHQ8k8C7Gl++lSKfM8IzxgFKKgUtCT/BnbCtyg+r+Q34RLru6vdm152D/icnOPmU6AtueUgqATz5+kdOHy6RTQcvEPUfh/Neiuv6LowLj4LXXVtxnTRnjfrnMkMl34cIrHZQxHq2cy1BvWir1FjPZdHRhm/N9N7G0s5RikvfZG2CM4Z4Ts9xzYpYXrqzy/37+OX7niy9wdN8MN+0fse/KhqmUIiG+l6LWu3xvOPkuatfWmzGe3APiXDGLtXBltZ01/o+PupPAP7pvL7fOF1i9GtQNjyql8LKQn4NF99zw1tlMNuUuIB75fTj5Pe1lkKeEMYZCNj26lKK6CK12pqrvpDvFPVLbK98Nn3wHsHf12cmeeAftjLFJQ/lI9ONjQS/jlVqTOw93tGQrH3GLfASlFBfqI8qUsu41KqtuBa5yLuPKm5TpjOS89JDJd0Htd8c+OvjiVdsxFF54hZM914LtOpNJu7s6YWA8pRcUx/bn+envOc1f/pNv50/+3pu0sEdMFBgnxPfS/RnjIDCOJt/tkj7G0L/63SefuMifPOPe/0J6kRPzRZqLQRa4MCIwBteZIsgY15uWZsu6A+HTH3cn77vfncybGHNF3xs++S7XXkAGoNFs0WjZ/lKKCV12fKtGLryQLWFqK2SpU1p5frJbtUE7MN57DNLtm4JH9rUD3juOdFxY7jnmAtvLTwFwvjYqY+xKKapBYFzKebvi+BUnN/luSLs2iBIhjWaLZuc+2myAbU5FScBGhYHxYlBnvFoLAuNsEBhffc5dmDXrU73dZrJp9uSnI2O+HRQYJ2R4xniZ1VqDfDZNKryVuStqjNur363VmvzMHz5Kfv+Ce3D5ZW6dK+BXLmP9UpR1GqpjWeiwVi+XScPDvw2FeTjx5sTexzgr+N7oUgqIyinCz56yUU6YOR/Wrs3UV7jFnMfQmuyOFNAOjDvKKMAtKDRXdBdGdx7uDIyDlm0XHqFFigvVzNBFBMJ9t77mJt8Vc96uOH7FyfdGtGuDqJyibx/dBXcO41aeccFe2JlirdZxPth/izverb4S1BgrMJR4KDBOSNZL9d+29UtQX2GlUmuvege7o11bcMJ9ZbnGv/lvT3Hu6ho/8cB9YFKwfJETB4rMm2vUcvPrv1h5oR0YBwfCsl2GJz4Kd/1AVxZsmhR8L1pOvE9YWhJ0pggXl1H9opNJuxrtgZOi/CIGy12pYIb7xJdSBBeePYExuF7G2XQq6okKdAXG1UyZessMznhClDGuV5aYyaTJpFPKGPfIZYaVUvQExr376Mol93VGE6hC5aiUwh33wu2aDzPGAK+cdedQff4kJtMZYWwD30sNaNfmGuc31xYp+j0LVsBE79hhKcXnzl7mww+9yPe95ij33H7A1Qsvv8ytpwtcM9dZ8vaz7rssLbiFQZqNqKbs9kv/1S38cfe7kn0jY8yVUoxY+Q6izhThZ6+rj/EUL/ABkPOGTIoKlmu/25zFYjCzt2/zyGI2JGMMcP9tcxzZO+MC2tCeYPW75QvU8m6lvOVqo7t3eCjoStGsrnRMvFPGuJOfGXDsh/Yy9sH2Cp8TZYyvBV179t2c9BAnRtj1ZGCNcTEIjC8/4b4qYywxUWCcEN9Ldy8JDdEJuFVdIp/tmPwy4UtCg7uyz6ZT/JcvnWNvPsNPf88p90Cw+t3x2QIvco0r5ghz671Y6RBgYeUilbq7mDj+4kfgwB1w6K4k38ZYK/hpLi5VBj/YU0oR1rdHK9+1mq6v7QTfldiqoZm8MDBOnaVWOoq/XqnPuCsddpndAS0Nf+K7BpSJ5Pe7Y0+jQsN32crlSiO62O0SbJtWV2A8+cevOLnP2ZA+xhAtC93OGAcXINeed1/3KjAOlYPAeHGtu8Y4l0nD3pvcHclLYWA8vcc2iZdKKRIytI8xYCuL7VZt4E4sJjXRJQLGmKic4p989yn2F4JJXsHqd7lMmgOp67zU2EA3iVJQm7x4nrV6k1vMefZdedhli6d41m3Rz0SLw/TpLaVouuf5YdZPt7uHByy+C4xPmeep75vwbDFAYRbefw6O37+x5xsTlVO0cm7lrKF3JoJSCltb6e5hDAqMA/6gMjpw7doA6mHG2D0nyhhf/UZfJ5Fp19uVIrywncmm3bGsfBQuPe6ePMXHNomXAuOEDC6lcFk9U1um0FtKsQtOKrcdKHLviVm+/7VH2z8MMsbU1yixynPVEcvNhsLAeOk8a7Umb09/BmtScNc7kxn4hCj66dELfEBUShEGgL4m9kT8TGpwjXFQHpAxTVqzE15fHErd4KE9CIxtUN869HMWZtPrq8oYD5HLjFjgA6KMcd8+eu152HNkohMkcctn06RTJqoxDiffRa1O998CF4PAWKUUEhPtgQnxM6n+UoogM2Vqy+R7M8a7IGD5tfe6W7dRtw2IMsZh+7UnV/K0Wrb7Ob06AuNKuc470n/O0uH7KZcXkhr6RAi7UoSrQHWJSilcxrjaO7FHGWNyXnpIH+NS+/tJXgp6K4LA2OT3A66UYiAvBxhMfTW6za2Lrm45Lx21mUx3Hucy3TXGfV0prn1DZRQ9jDGUcl67K0VnjTG4CXjPfsp9r1IKiYkyxgnJpodPvkvXlyl2daXYHW20sl6quz0YuIxxqw6XnwTgpUaZC4tD6mRDhTl3S3HpAvmXvsBRc5mlb/7+hEY9OQq+R6Nlh0zsybqMVCUMjHtu0zaDwHiKTx5DVyTz2x0aUgcmvIfxZpVdYJzOr5MxNgayBdINZYyHaa+y2HMR1tOVojooY6zAuE8p57UzxvWOGmPoXrp9Snu0S/wUGCfE99JDa4y9+jJ5f0oWXghXubvwNQAu2b2cvbQ8+ndS6aiX8cHn/pBlm6Nx+1sTHuj4C+vSR3amCEop+ib2KGM8YvJdu7wne+jUNo5ojAQZ40zRTY1dGvYZA8jk8boCY2WMO7V7ZvdchIUXDj19jH0v5eqOl867CWXSpeRn2l0pak2M6biY2H9L+4neLj2HyrZTYJyQgaUUwez3THOlZ/Ld7qgxHqh40H298AgAF+1enrm0sv7vlQ7BlWc48uLH+NPmG8gVSuv/zi5XCD4zIxf5qAwppQhWxNu1n7MNGFr7GeyXL9u9ZAp7t3lUYyIIjLOlWWDEZwyw2TxZW9HkuyHaqyz2ZoyD+uxGmDEOJsh6abh+zj2mVm19yjNe1JVirdZkJpNul5J1ZYx1YSbxUGCckFGlFAW71r3Axy6pMR6oIzC2JkXN379+xhhcnfHznyfTXOHDrTeR8wb0VJ0yYe/rkRPwqj19jMPA+KmPA2ZgC69pMbSUIgiMn+Vof+32tDj6OrjjHWRPvImUGVFjDDTTefJUlTEeIgyM+47/PV0pujLG155zjylj3KeUy3TVGEcT76C7V7cm30lMFBgnZGCT93QG681QNGs9C3zs5sA4KKW48gwmP8fx+dLGM8bAkn+IL7ROksvqo9rOGA9r2TailOLrfwA33welg4mPc1zlvCGlFGmPtVSRZ1JTnK3zS/DOX8eUF0YvJAM0vRlmqCpjPMTQ5cfDjHFPjXHWS6mH8Qi9NcZdC89kC+3J2rv1HCrbTtFGQnwvTbNlaTS7g+NWpkCRShTkAEFgvEtPKrk97VtcxYOcmC9uPGMMPDr33RiTai9UMcVurJQi7GOcgotn3OpQdzywLeMcV/6wPsbAr978i/yn7A9s84jG03qBcT09Q95UB0y+U2ACI0op0hk3qbjRW2Ocdj2MU5l2kCeRcmfGOCil6LIvqDPerfN0ZNsp2khI2A2g1hMYNzJFiqa3lKKye08qxrTLKYoHuHW+wPnrlZE1jIBrm5XO8pV9byHXWVM2xdaffLenb+U730u5bDEGTv317Rjm2MplBiy6E3gq801UslNaX9yjmPNGllLUzMyQUopdenF/g8Jl2IeuflfvrjGOMsZ7j914/+kpUM65C7VWy7JWb7rFPTqFdcYKjCUm2gsTEt5Oq/YcHBtekSJr3ZPvmrXdPXEgLKcIMsYAz15ep5zi5PfCP3icF9NH+jMEU2rdjHFHKUVYxpNNGxcYH79/qssowGXyevfHULXeVB17YL2McTXlu1IKPyylUMa4U7vGeNDqdzODu1Koh/FQpVwGa2Gl1hicMQ47U+jzJzFRYJyQYRnjmpd3GeO+le928U4dBcYHuDUIjNctpzAGCrP9NWVTLOx9PTRo8fe427SNWlRjnL3yhOshffpt2zXMsZXz0tSaLZot2/eY+5zpcAjuAmxUu7YKuZ5SiqCrju7qACPatYHrNR5k2LtqjK9+QxPvhijPhMtCN6gMyhjf9EY3gbY43Rf+Eh+dCRISTnrqzVBVU4X+jPFurjGGrozxzbN5UgbObmQCHm779R0Ip1S4jPjwyXfBstDVRaqNJl7K4J35IzCpqS+jgPbCC2FP1E4Vfc4ipZw3stRplSBj3FljvJsv7G/Q+hljtyR0rdkiZcBrrMLqZbVqGyKc5LlYqbM6KGN8/H54/zkIVm0U2SoFxgmJSil6Do6VVJ4iawMm3+3i+qiOGuNcJs3RfXme2cgEPJTJ6+SlU/heipXaiFIKgMp1qo0WWc/AY3849d0oQnce2YMx8I5/9zkeffF612MVlVJEiv7oGuNV61OgQsnvyRgLMGLyHbiWbUG7NrePpjDXX3CPqZRioPACbKnScDXGg+4g6m6FxEgRR0KyUWDcnTFeM3kKpkIh29uubRefWDoyxgAn5gsbzhgPrCmbYiPrP/12YFxrtLgjfc6VUUx5N4rQfbfN8Vs//AZWqg3e/m8/y69+6iytoKyiopKdSNHPjKwxXrY+KWPJUnM/UMa4S27IsR8ISimCGuNGy91ZVKu2kcKM8VKlPriUQiRmCowT4g8nEGOvAAAgAElEQVQ5OK6aGUpMUVcKgIVXufrXuW8C4Nb5Is9eXo6CklEqDQUsnQr+iNvcPaUUbzFfUBlFj3tvm+OjP/ZXefPJA3zg/3+cH/wPX+DC9QqVeivqJjDtin6alVpj6P653ArubtVcSYAyxt38kRnjjq4UjWa7vhhUYzxEOcgYL64NmXwnEjOdCRIS1Rj3lFIsk8c3dbIEwY210NzlGeOjr4P3Px/dzj8xX6RSb/HS9bV1f3WtpsC4U3FkYBxmjBep1pt8u/2cK6MIM/YCwL5Cll/5m6/l599xFw994xpv+aVPc3m5qhNuoJjzsBZWBwV2wPVm0I2iHtz1Uca4S27U5LvMTFcpRdSRwstpPx2iM2M8sF2bSMwUGCck6krRkzFetkEAXAtqbJvB7cgp6sF463wBYEMr4FWG1ZRNqY2WUsyvPs3N9kW44+3bN7gJYozhXa+/iT/5+/dzbF+eaqPVvdTsFCsGbdiG1RlfbyhjPIqXTuGlzOCMsZeLJt+FNcauVdtNqpMdIqwxvrRco2VRokQSp8A4IcNKKRbDwDhYiGEam+Of2GjLNhg+2WJKFfz0hrpS3L34ZzRRGcV6bp0v8qEfvZefe/udvOcNqvEElzEGWK72d+8AuNboyRjXFRj3ymXSg2uMM/nomN9VY6z64qFymTRZL8XFRbfddD6QpCkwTkjYSaH34Hi9GQbGS+7rFDbHnytmKeW8DWaMW+pK0WFkjbFfcl8r13ntyqf4evYuKM5v3+AmVNZL8Z433MzxucJOD2UsFIO2gMtDLsCu1IPAuCtjPD3Hr43wvdSIrhRhjXFLPYw3qJzzuLjkzpW6syNJU8SRkGza7by9pRTXmsEJpBpkS6cwMDbGcGK+yDOXN5YxzulAGCmOWnwhlYZsCb7xOQ43zvGXM//D9g5OdoX1Simu1IKJw/UwMN7lcyQ2IZdJr7skdK3RZG9qDSrX1MN4HaVchotLQcZY5wNJmALjhPiZwX2Mr0SBcW/GeLpOLLfOFzh7cXTGuNmy1Bot3TrrMDJjDK6c4rnP0CTFw6X7t29gsmuEiw8NK6V4JQyMa+HkO5VS9PIzKSqDFvgI27VZS7XR4igX3c9VSjFSOefx8qI7V6rGWJKmwDgh/pDJd6/Uw8C4t8Z4ejLG4OqMLyxWRvZLDS8qdCBsK/geq7Xm8FZ3QWeKr6XvoubPbuPIZLdoB8b9gV2j2WqXUihjPFTOS/etegq4UgqARpVao8WCDQNjlVKMUspluLzsAmMlSiRpCowTMmyBj1fq4YzusCtFkDFOT1tg7Oo5nx1RZ7xWcydmHQjbwvrPoavfBZ0p/lv6XrJayU02IZp8N2Dp7OVqg1UbHKu6MsbTdfxaj59JDVkSOu++1lepNlocbL3s/r7v+LaNbRKVghaCoBpjSZ4C44Rk00Fg3JM1uFQLAuMpnnwH7c4Uo+qM1+oKjHuFS4mP7ExhUjzI66O7FiI3ohBNvuu/+FqqNFilNzBWxrhXzksPb9cG0KhQa7Q40LwI2SLM7NveAU6YctDLGHQHUZKnM2dCwl6WtWb3wfFSWJ8XTb6bvnZtADfN5kkZOHtxeGAcTl7R5Lu29m3uIRnjOx6A+36cl5slBcayKb7n2mMNmuS5VGlQIYvFdJRSKGPcK5dJDWnXNuO+1teoNprMNS64+mL1MB4p7GUMmnwnyfPWf4psVtZLdWWMa40WtaahlsuTnfKMse+lObY/z9nLw0spwoxLTgFepJANM8ZDAuNX/U8AVD/zsWj1RZEbNWyFxaVKHTC0vBnStVVoNaFVn7oL+/W4rhRDloQGqK9Ra7SYTV2Ahdu3d3ATqNSRMdYdREmaIo4E+V531iA80dS9Qsfku+kMjMGVU4zKGEelFMoQRNqlFCM6U+AmLmZ1QSGbVPS9ge3aloKftby8W+Bjio9fo7g+xgMyxl4QGDcqVBtN9tVeUqu2DSjPdGSMFRhLwnTmTJDvpbu6UoQTpppesT35bkrbtQHcOlfg2csrQzssaPJdv3VLKYBWy1JvWpVSyKYNW3p8KWzhli24BT6mtBRsPetnjFfJNZbwW6vqSLEBXRljJUokYTpzJijrdc9MDidMtbLFjsl309muDeDEgSLVRosXr60NfDwqpVBgHCms15UCqDXdxZivFQNlk4YGxkHG2GTzrsZ4io9fowxfEtoFxs3qKodt0JFCPYzXFdYYG4Mu+CVx+oQlqLeUIjzR2GypHRg3a+7rlLVrA5cxBnhmSJ3xmgLjPqN6zIbCuvawM4rIjSrmRgfGKb/gulIoYzzQ0CWhg+3UqK1yzFxyP1PGeF1hV4qZTBqjiYqSMJ05E+RnUl2lFKthls8vDehKMX2B8YkDrmXbsDrjimqM+4Q9ZkfVGFeDTii+Lihkk4bVGC9W6mS9FKlsIcgYq8Z4ED/IGFvbUyYWZIwb1VWOKjDesDBjrLI62Q4KjBOUTQ+efGf80oBSiunLuMwWspRzHmcvDQuMg3ZtunUWmcmkSZl1AuNgu+mWo2zWqIxxOeepxngduczgBZ46SymOmUtUvRLM7N3u4U2cKGOsJIlsA505E+R76YE1xqmZUkdXirCUItP767ueMYa7ju7hy9+4OvBxdaXoZ4yhkB0ctITCk7ECY9msUTXGpVzGreBWW25njDMKjDvlglaJfctCBxcQzSBjvJo/ut1Dm0hhVwpljGU76MyZoKyXGtiVwpvZ404q1gbN8XNT2+D93hNzPH5hicvL1b7Hwq4UOfXj7VIY0mM2VFNgLFtU9D0q9Rb1Zndgt1Spuzr3vsl3Cow7hRNfK73LQgdLQrdqaxwzl1grKjDeiHBuhZIksh105kzQsMl3mXwZWg13UmlUp7o+777b5gD4/NlX+h6rBL14U6npvGgYpuCnhy8JDdFdCi3wIZtVHNIv22WMPciEpRSqMR4kvJjvm4Dn+YChVXMZ45oC4w3x0iny2bQmYsu2UGCcIL+nZc9qtUnKgDdTdj+oLkGzOtXZljsPlyn5Hp87e7nvsUqtqVtnAwy7zR1SKYVs1bB+2UuVuguMs8ECH/Wg1eIUH8MGCQO4vkU+jIHMDKnFc8yYGrXSsR0Y3WQq5zI6H8i20JkzQdl0dynFcrVBwfcwfkdg3KhOZau2kJdO8YZbZ/ns0/0Z47W6AuNBChsMjLXynWxW2P2kPzDuqDG2rfZcCQXGXdqT7wa3bPOvPQlAs6zAeKMO7ckxX5rec6VsH2/9p8hm+ZnuBT5Waw0KWQ9816bMBcaVqb8Ned9ts3zizMu8cGWVY/vz0c8r9VZ0gpG2gu9xZWV16OPtGmNdVMjmRBnjypBSimxwDFu94r5O+TGsl+8NyRgDZGaYuXYWgNYetWrbqA/+4Gt1sS/bYtOfMmPMMWPMJ40xZ4wxXzfG/Fjw8/3GmI8bY54Kvu6Lb7iTxfdSXbOSV6pNt3KZX3I/CDPGU55tGVZnvFZvqqZsgPVLKcI+xjqJyOaEGeOljs9Zs2VZrgYZ42xwAbsWBsbTfQzrFV7QD1sWOt10JShGPYw37EA5x958dqeHIVNgK2fOBvAPrbWngDcCf8cYcxr4KeBBa+3twIPB36dS1ktRbXaXUrgZ3UG2JWx35E33zn77gSJzRZ/P9tQZV+pNzUIewE2+W7+PsVa+k80aNPkuvBgr57you4IyxoO1a4wHlVK4XsaXbRlvprSdwxKRDdj0mdNae95a+1Dw/RJwBjgCvA34zeBpvwk8sNVBTirfS1PrWP1otdYgn/Wgt8Z4yrMtxhjuPTHL586+0rVS1Jom3w3k2rUN70pRCy7GlDGWzRpUSrFUqQPBKmRZt5w7a0EP8ik/hvUausAHRD2fz9k5TZAVGUOx7JXGmOPAq4EvAAettefBBc/AgTj+jUkUHvTCg+NytUnB9zpKKRZVYxy477ZZLi1VeapjeehKQ6UUgxSzHrVmq2tiZ6dqXe3aZGsGTb5bCoLkaPIdwOorYFKQ0nSVTv6wdm0QrX53zh5QzazIGNryXmmMKQIfAn7cWrt4A7/3I8aYLxljvnTp0qWtDmMshYFxmMFbrTWCGuNw8t2ya9c2xV0pQveecHXGn326XU6hjPFghSE9ZkNq1yZbVciOCow7Msarr0z1AkXDtBf4GHDx6oWB8bwuXkXG0JbOnMaYDC4o/i1r7YeDH79sjFkIHl8ALg76XWvtB621r7PWvm5+fn4rwxhbUcY4qPlcCdq1kcm7LEtUSqHA+Nj+PDftz/O5jgl4riuFThy9hvWYDaldm2xVOmXIZ9NDSiky3TXGKqPoEx63qiMyxi/Yee2jImNoK10pDPBrwBlr7b/qeOgjwHuD798L/NHmhzfZwmxAmDFeqTYpZNMuu+KXOtq16cQCrpziL555hUawvSr1ptq1DRBljGuDA+Nao+UWktGKgbIFvd1PujPGYVeKqzp+DRCufLdaG1VKMa+7OiJjaCt75X3ADwJvNsZ8NfjzVuDnge8wxjwFfEfw96mUjTLGTZoty1q9GQU1ZEtBV4ra1HelCN17Yo6lSoNHX3IVOVrgY7CC77bJ8FKKJr6Xxuj2tmxBMed1tWsLv4+WhAawTd3xGiDrpThY9nnu8kr/g8GFxDnmdfEqMoY2PWPCWvvnwLC9+ts2+7q7SefkuzC7F94GdxnjRWWMO9xzYhZwdcZ3H93jAmO1a+tTiiZGDe5MUW20dItWtqzoe10XX2EpRTmXAdteiEfHr8FOLZQ5c2Gp/4GgDOVS+oAuXkXGkM6eCQonYNQaLVaDICaf7QyMVWPcaa7oc/JQic+dvUyt2cJaVGM8wHqT72qNlm7RypYVfa+nxrhBJm3cZyuYQAbo+DXEyUNlnr641N895q7v4xOH3wdpXVCIjCOdPROUTQcTMBqtqFYvvA2OX1SN8QD3npjjS89d5fqqy04pMO43X3SByEvX1gY+Xm201MNYtqy/xrhOKZdxWc5Uql1OoePXQKcWStSblmcuL3c/cOS1PDj3N/F1bBMZSzp7JsiPmrw3WQ1KKQqdGeO1q4BVu7YO9902S7XRilbBU41xv9miz4GSz2PnB3dHrDaaWvVOtmzQ5LuwjAdoT8BTxnigUwtuIaczA/ZT7aMi40t7ZoKiPsZdGeOOwHgl6NmrE0vk9bfsJ50yPHjGdflTV4rBTh8u89hLgwNjV0qhCwrZmmJuncA4bNmmjPFAt84VyKZTPH6+v864prs6ImNLe2aCsp2T74Ia42JnV4pqENjoxBIp5TJ8y9E9fOpJt+iLMsaDnV4o8/TFZaqN/gl4KqWQOIQ1xuEy7UuVOiU/035CuMiHLuwH8tIpbj9YHHhnp9poKWMsMqa0ZyYozNp1llLkoxrjUvuJatfW5b6gbRtATl0pBjp9uEyjZXnq5eW+x6p1Tb6TrSvmPBotGy0Yo4zxjTt5qMzjAzpTuItXHdtExpHOngkaVErR1a4tpBNLl3tvm42+V8Z4sHXrF1VKIVvUu8KiC4w7M8aqMV7PqYUSl5aqXF6udv281mjiK2MsMpa0Zyaos5Si3a6toytFSCeWLq+5aV90UaGuFIMdny0wk0kPvU2rjLFsVRQYB3dvFiv1noxxUEqRmen9VQmEF7C9dcYqdxIZX9ozExQt8FHvmHwXdaUot5+orhRdcpk0f+X4fkAZ42HSKcPJhdLACXjqYyxx6MwYt1qW5WqDsrpS3JCTh9ydwccvdO+nNdUYi4wt7ZkJCmuMa80WK9UG+WyaVLgEaFcphU4svcJyirxqjIc6vVDmsfOL0eSokFa+kzh0BsYrtQbWurrjiGqM1zWstaIyxiLjS3tmgjJpFwRX601Was32qncA2c5SCp1Yev3P9xznF995N8f259d/8pQ6tVBmqdLgxZ6FPqpq1yYxCIPg5UojmgzbXWOsrhQbcWqh3FdKoZaKIuNLgXGCjHHLp7p2bQ2KfseBUJPvRir6Ht/32qM7PYyxdvqwK8fpLaeoNpoqpZAt68wYtwPjzot7rXy3EScXSjx9cZl6s700tBb4EBlf2jMTlg0C49VaoztjrHZtskUnD5UwhsG3aRUYyxaFGeOlaoOliluivStjrFKKDTm9UKbWbPHMpZXoZ1rgQ2R8ac9MmO+lqQbt2qJWbaCMsWxZPutxy1yhq2WbtVaT7yQW4fFqZd2MsUopRjl5qL+1ohb4EBlf2jMT5kopmqxUm+3FPUCT7yQWp4IJeKFacLtWiwfIVs1k0qSMqzFeDDLGZU2+u2G3zruloc90dKZQxlhkfGnPTJjvpag1WqzUGhQ6M8aeD+mghELt2mSTTi+UeeHKGtfXXOASrlKmjLFslTHGLQtd1eS7rcikU9x2oMiZYAJes2VptCzZtC5eRcaRzp4Jy3ZOvuusMYZ2ZwqdWGSTwgl4jwdZ42rdBcZq1yZx6A+MlTHejJMLpWgfrYUXr8oYi4wl7ZkJ8zPpaOW7rlIKaJdT6MQim3RHz9LQUSmFAmOJQTHnBe3a6qRTpnvBndwe9zXMHMtQpxfKXFyq8spylWrDrYKqGmOR8aQ9M2F+OhX0Me6ZfAft1e/S6kohmzNf8pktZKM642rdnXTVI1XiEGaMl6sNSjkPY0z7wZvugXf8e/dVRgon4D1+YUkZY5Expz0zYX4mxfW1Oi1Ld7s2AL/oguKU/htkc4wxnD7cnoAX1hirlELiUMxlgnZtje4yCnDHrW/5AUjpImw9pxbc3cEz5xfb+6gyxiJjSXtmwnwvxdXVGkD3Ah/gSilURiFbdHqhzJMX3AICNU2+kxgV/XTQrq1Oyc+s/wsy0GzRZ77kc+b8UnuCrDrHiIwlnT0TlvVSXF1xHQMKfaUUJU28ky07fbi9gEC7K4VOurJ1Rd8L2rUNyBjLDTm1UA4yxqoxFhln2jMT5nvpaEJUXynF0dfDTW/cgVHJbnIqmID32Pnr0UlX9YsSh6KfibpSdLVqkxt26pBbGnq1pn1UZJxpz0xY5y3tvsl3b3wf/I3/tM0jkt3m1rkCWS/FYy8tttu1KRslMSj6aVZqDRbX6t2Le8gNOxUsDR22bfO1j4qMJe2ZCeucBNXXrk0kBl46xclDJR47v9ix8p12bdm6Ys7DWri4VFEpxRadDCbgffWF64D2UZFxpT0zYSMzxiIxOb1Q5sz5JSpq1yYxKgYT7upNq1KKLToxXySTNjx87hqAVr4TGVMKjBPWGaD0Tb4Ticnpw2WurNR4/soqoHZtEo9iR5ZYGeOtcUtDlzh7aRlQxlhkXGnPTFhngFLIKkMgyQgn4H31BZeNUrs2iUNni0lljLfu1EIJa933mgcgMp60ZyasM0Dp60ohEpOTh8L6RQXGEp9iR+9iZYy37lSwAh4oYywyrrRnJiwMULLplG5vS2JKuQw3z+a5tup6ZuuzJnHonBehwHjrwgl4oIyxyLjSnpmwbFBjXFBHCknY6YV2NkonXYlDqavGWKUUW3VqoTNjrHOCyDjS2TNhYcZYE+8kaeFJ1/dSGGN2eDSyG3Qet9THeOvmij5zRbfaqS5eRcaT9syEhXVkBdUXS8JOdwTGInEoaPJd7E4tlDAGMmldvIqMI51BExZmBVRKIUk7fdgFxln1MJaY+F46qlcvKmMci9fdvJ+DpZzu6oiMKR3pEhbWkamUQpK2sCfH3nxGGWOJVdH3uNasqd1kTH70W0/w3ntv3ulhiMgQOoMmLMoYq5RCEmaM4fRCmZzaQEmMir5H0feU4YxJ1kuxN5/d6WGIyBCK1hIW1hjnVUoh2+Anv+ububpa2+lhyC5S9D2aLbvTwxAR2RYKjBMW3tYuqpRCtsGrb9q300OQXaaY82hZBcYiMh0UrSVM7dpEZJK95Y5DrNWbOz0MEZFtoWgtYX64wIcmrojIBPqh+2/Z6SGIiGwbzdJJWC7oSqFSChEREZHxpmgtYfMlnw+84y6+8/TBnR6KiIiIiIygwHgbvPv1N+30EERERERkHSqlEBERERFBgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIigAJjERERERFAgbGIiIiICKDAWEREREQESDAwNsa8xRjzhDHmaWPMTyX174iIiIiIxCGRwNgYkwb+b+C7gdPAu40xp5P4t0RERERE4pBUxvj1wNPW2mestTXgd4C3JfRviYiIiIhsWVKB8RHghY6/nwt+JiIiIiIylryEXtcM+JnteoIxPwL8SPDXZWPMEz3P3wNcj2k8c8DlmF4L4h1bnK8V9+vFud3G+X3GPTZttxunfXRzpmW7aR/d+deC8d1u4/x/MC37aNyvl/Rn7eahz7bWxv4HuAf4WMff3w+8/wZf44MxjudLMb+/OMcW22uN83Yb8/cZ99i03XZwm43z+9R22/nXinu7jfnnYyq225j/H0zFPjrO2+1Gx5VUKcUXgduNMbcYY7LAu4CP3OBr/HH8w4pNnGOL+32O63Yb5/c5rtsMtN02a5zfp7bbzr5W3Mb58zEt222c/w/ipu12425oXCaIpmNnjHkr8K+BNPAfrLU/l8g/tLGxfMla+7qd+vcnlbbb5mi73Thts83RdtscbbfN0Xa7cdpmm7OT2y2pGmOstX8K/GlSr3+DPrjTA5hQ2m6bo+1247TNNkfbbXO03TZH2+3GaZttzo5tt8QyxiIiIiIik0RLQouIiIiIMKGBsTHmmDHmk8aYM8aYrxtjfiz4+X5jzMeNMU8FX/cFP58Nnr9sjPm/el7r54wxLxhjlnfivWynuLabMSZvjPkTY8zjwev8/E69p+0Q8+fto8aYh4PX+ZVglchdJ85t1vGaHzHGPLqd72O7xfxZ+zNjzBPGmK8Gfw7sxHvaDjFvt6wx5oPGmCeDY9z37cR72g4xnhNKHZ+zrxpjLhtj/vVOva8kxfxZe7cx5hFjzNeCc8PcTryn7RDzdvsbwTb7ujHmF+Ie60QGxkAD+IfW2lPAG4G/Y9yS0z8FPGitvR14MPg7QAX4GeAnBrzWH+NW6psGcW63f2mtPQm8GrjPGPPdiY9+58S53X7AWns3cCcwD7wz6cHvkDi3GcaYdwC7/uKVmLcb8B5r7auCPxcTHvtOinO7/TRw0Vr7TcBp4FNJD34HxbLdrLVLHZ+zVwHfAD68XW9im8WyzYwxHvBLwP9orf0W4GvA392et7Aj4tpus8C/AL7NWnsHcNAY821xDnQiA2Nr7Xlr7UPB90vAGdzKem8DfjN42m8CDwTPWbHW/jluQ/e+1l9Ya89vy8B3WFzbzVq7aq39ZPB9DXgIOLotb2IHxPx5Wwy+9YAsPQvf7BZxbjNjTBH4B8DPbsPQd1Sc222axLzdfgj4QPC8lrU2zsUZxkoSnzdjzO3AAeAzCQ59x8S4zUzwp2CMMUAZeCn5d7AzYtxutwJPWmsvBX//BBDrXZ2JDIw7GWOO47KWXwAOhkFu8HXX3jrcqri2mzFmL/DXcFd6u14c280Y8zHgIrAE/H4iAx0jMWyzfw78IrCa0BDHUkz76K8Ht7Z/Jjj57npb2W7B8QzgnxtjHjLG/J4x5mCCwx0bMZ5L3w38rp2Cmf1b2WbW2jrwo8AjuID4NPBrCQ53bGzxs/Y0cNIYczzIuj8AHItzfBMdGAeZpA8BP96RiZN1xLXdgg/lbwP/xlr7TFzjG1dxbTdr7XcBC4APvDmm4Y2lrW4zY8yrgNustX8Q++DGWEyftfdYa+8C3hT8+cG4xjeuYthuHu7u12etta8BPg/8yxiHOJZiPpe+C3de2NViOLZlcIHxq4HDuFKK98c6yDG01e1mrb2K226/i7sr8RyuTCM2ExsYBx+qDwG/Za0Na5leNsYsBI8v4LJy0iHm7fZB4Clr7a6cZNEp7s+btbaCWw3ybXGPdVzEtM3uAV5rjHkO+HPgm4wxf5bMiMdDXJ81a+2Lwdcl4D+zy+dSxLTdXsHdmQgvxH4PeE0Cwx0bcR7bjDF3A5619suJDHZMxLTNXgVgrT0bZNf/C3BvQkMeCzEe2/7YWvsGa+09wBPAU3GOcyID4+CW4K8BZ6y1/6rjoY8A7w2+fy/wR9s9tnEW53YzxvwssAf48bjHOW7i2m7GmGLHAcAD3go8Hv+Id15c28xa+++stYettceB+3G1Zd8a/4jHQ4yfNS+c4R6cjL4X2LUdPWL8vFnchOxvDX70bcBjsQ52jCRwLn03uzxbHOM2exE4bYyZD/7+Hbi6210p5vjjQPB1H/C3gf8n1sFaayfuD+4EaXG3Hr4a/HkrMIurdX0q+Lq/43eeA67gZrafA04HP/+F4O+t4Os/2+n3N+7bDXer0eJ24vB1/tedfn8TsN0OAl8MXufrwC/jsis7/h7HdZv1vOZx4NGdfm+TsN2AAvDljs/aLwHpnX5/477dgp/fDHw6eK0HgZt2+v1NwnYLHnsGOLnT72tSthnwPtx59Gu4C7LZnX5/E7Ldfht3wfoY8K64x6qV70REREREmNBSChERERGRuCkwFhERERFBgbGIiIiICKDAWEREREQEUGAsIiIiIgIoMBYR2XbGmH9mjPmJEY8/YIw5vYHX6XqeMeZ/N8Z8e1zjFBGZNgqMRUTGzwO4fsQ39Dxr7T+11n4isVGJiOxyCoxFRLaBMeanjTFPGGM+AXxz8LO/ZYz5ojHmYWPMh4wxeWPMvcBfB/6FMearxpgTwZ+PGmO+bIz5jDHm5JDn/YYx5vuD174X2SIAAAH5SURBVH7OGPN/GGM+b4z5kjHmNcaYjxljzhpj3tcxrp8MxvA1Y8z/tgObRkRkbHg7PQARkd3OGPNa4F3Aq3HH3YdwK9N92Fr774Pn/Czww9baXzbGfAT4/6y1vx889iDwPmvtU8aYNwD/1lr75gHP6/2nX7DW3mOM+T+B3wDuA3K41fB+xRjzncDtwOsBA3zEGPNXrbWfTmxjiIiMMQXGIiLJexPwB9baVYAgoAW4MwiI9wJF4GO9v2iMKQL3Ar/XEfj6G/x3w3/nEaBorV0ClowxFWPMXuA7gz9fCZ5XxAXKCoxFZCopMBYR2R52wM9+A3jAWvuwMeZ/Ab51wHNSwDVr7as28W9Wg6+tju/Dv3u4LPEHrLW/uonXFhHZdVRjLCKSvE8DbzfGzBhjSsBfC35eAs4bYzLAezqevxQ8hrV2EXjWGPNOAOPc3fu8TfoY8ENBVhpjzBFjzIEtvJ6IyERTYCwikjBr7UPA7wJfBT4EfCZ46GeALwAfBx7v+JXfAX7SGPMVY8wJXND8w8aYh3H1wW8b8rwbHdd/Bf4z8HljzCPA77O1QFtEZKIZawfd3RMRERERmS7KGIuIiIiIoMBYRERERARQYCwiIiIiAigwFhEREREBFBiLiIiIiAAKjEVEREREAAXGIiIiIiKAAmMREREREQD+O+ENb0OxlaUiAAAAAElFTkSuQmCC\n", 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" ] @@ -3099,27 +2718,10 @@ "needs_background": "light" }, "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(12, 8))\n", - "plot_region_time_series(region='BUSIA', ax=ax, model=['ealstm']);\n", - "\n", - "fig, ax = plt.subplots(figsize=(12, 8))\n", - "plot_region_time_series(region='KIAMBU', ax=ax, model=['ealstm']);\n", - "\n", - "fig, ax = plt.subplots(figsize=(12, 8))\n", - "plot_region_time_series(region='HOMA BAY', ax=ax, model=['ealstm']);" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -3152,20 +2766,56 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "fig, ax = plot_region_performance(model=model, region='BUSIA');\n", - "fig, ax = plot_region_performance(model=model, region='KIAMBU');\n", - "fig, ax = plot_region_performance(model=model, region='HOMA BAY');" + "# region = 'MURANGA'\n", + "\n", + "for region in bottom_5:\n", + " fig, ax = plt.subplots(figsize=(12,8))\n", + " plot_region_time_series(region=region, ax=ax);\n", + " fig, ax = plot_region_performance(model='ealstm', region=region);\n", + " highlight_selected_regions([region])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 449, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# fig, ax = plt.subplots(figsize=(12, 8))\n", + "# plot_region_time_series(region='BUSIA', ax=ax, model=['ealstm']);\n", + "\n", + "# fig, ax = plt.subplots(figsize=(12, 8))\n", + "# plot_region_time_series(region='KIAMBU', ax=ax, model=['ealstm']);\n", + "\n", + "# fig, ax = plt.subplots(figsize=(12, 8))\n", + "# plot_region_time_series(region='HOMA BAY', ax=ax, model=['ealstm']);" + ] + }, + { + "cell_type": "code", + "execution_count": 450, + "metadata": {}, + "outputs": [], + "source": [ + "# fig, ax = plot_region_performance(model=model, region='BUSIA');\n", + "# fig, ax = plot_region_performance(model=model, region='KIAMBU');\n", + "# fig, ax = plot_region_performance(model=model, region='HOMA BAY');" + ] }, { "cell_type": "markdown", @@ -3473,12 +3123,73 @@ " result = result.rename(new_variable_name)\n", " return result\n", "\n", + "def calculate_vci_classes():\n", + " \n", + " return\n", + "\n", "mask = get_ds_mask(ds.VCI)\n", "true_qs = calculate_quintiles(y_test.VCI).where(~mask)\n", "pred_qs = calculate_quintiles(ealstm_pred.where(ealstm_pred > 0, 0).load()).where(~mask)\n", "bline_qs = calculate_quintiles(bline_pred.load()).where(~mask)" ] }, + { + "cell_type": "code", + "execution_count": 410, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array(1) \n", + "array(5)\n" + ] + } + ], + "source": [ + "from src.analysis import VegetationDeficitIndex\n", + "\n", + "v = VegetationDeficitIndex(data_dir / 'interim/VCI_preprocessed/data_kenya.nc')\n", + "vdi_true = v.vegetation_index_classify(y_test.VCI, 'vdi')\n", + "vdi_pred = v.vegetation_index_classify(ealstm_pred, 'vdi')\n", + "vdi_bline = v.vegetation_index_classify(bline_pred, 'vdi')\n", + "\n", + "print(vdi_true.min(), vdi_true.max())" + ] + }, + { + "cell_type": "code", + "execution_count": 457, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array(12.35537, dtype=float32)\n", + "\n", + "array(20.161993, dtype=float32)\n", + "\n", + "array(30.18433, dtype=float32)\n", + "\n", + "array(41.598095, dtype=float32)\n" + ] + } + ], + "source": [ + "test_da = y_test.VCI\n", + "test_da = ealstm_pred\n", + "\n", + "# has it selected the right values? YES\n", + "print(test_da.where(vdi_true == 1).mean())\n", + "print(test_da.where(vdi_true == 2).mean())\n", + "print(test_da.where(vdi_true == 3).mean())\n", + "print(test_da.where(vdi_true == 4).mean())" + ] + }, { "cell_type": "code", "execution_count": 301, @@ -3678,6 +3389,132 @@ " **{'vmin': 0.05, 'vmax': 0.35})\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot the Vegetation Deficit Index (VDI) from Klisch & Atzberger 2016" + ] + }, + { + "cell_type": "code", + "execution_count": 428, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Normalized confusion matrix\n", + "[[0.13 0.18 0.24 0.15 0.3 ]\n", + " [0.09 0.16 0.25 0.16 0.33]\n", + " [0.05 0.11 0.25 0.21 0.38]\n", + " [0.04 0.08 0.23 0.24 0.42]\n", + " [0.04 0.08 0.21 0.23 0.44]]\n", + "Normalized confusion matrix\n", + "[[0.15 0.17 0.21 0.15 0.32]\n", + " [0.11 0.16 0.22 0.15 0.36]\n", + " [0.08 0.12 0.22 0.18 0.41]\n", + " [0.06 0.1 0.2 0.2 0.45]\n", + " [0.06 0.09 0.19 0.2 0.46]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 428, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "true_np = vdi_true.stack(pixel=['lat', 'lon']).values.flatten()\n", + "preds_np = vdi_pred.stack(pixel=['lat', 'lon']).values.flatten().clip(min=1, max=5)\n", + "bline_np = vdi_bline.stack(pixel=['lat', 'lon']).values.flatten()\n", + "\n", + "\n", + "plot_confusion_matrix(true_np, preds_np.clip(min=1, max=5), classes=None, normalize=True,\n", + " title='EALSTM Normalized confusion matrix',\n", + " **{'vmin': 0.05, 'vmax': 0.45})\n", + "plot_confusion_matrix(true_np, bline_np, classes=None, normalize=True,\n", + " title='BASELINE Normalized confusion matrix',\n", + " **{'vmin': 0.05, 'vmax': 0.45})" + ] + }, + { + "cell_type": "code", + "execution_count": 430, + "metadata": {}, + "outputs": [], + "source": [ + "# https://stackoverflow.com/questions/45332410/sklearn-roc-for-multiclass-classification\n", + "# https://scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html#multiclass-settings\n", + "from sklearn.metrics import roc_auc_score\n", + "from sklearn.preprocessing import label_binarize\n", + "from sklearn.metrics import roc_curve, auc\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import label_binarize\n", + "from sklearn.multiclass import OneVsRestClassifier\n", + "from scipy import interp\n" + ] + }, + { + "cell_type": "code", + "execution_count": 429, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "multiclass format is not supported", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mroc_auc_score\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrue_np\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpreds_np\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/miniconda3/envs/crop/lib/python3.7/site-packages/sklearn/metrics/ranking.py\u001b[0m in \u001b[0;36mroc_auc_score\u001b[0;34m(y_true, y_score, average, sample_weight, max_fpr)\u001b[0m\n\u001b[1;32m 353\u001b[0m return _average_binary_score(\n\u001b[1;32m 354\u001b[0m \u001b[0m_binary_roc_auc_score\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_true\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_score\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maverage\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 355\u001b[0;31m sample_weight=sample_weight)\n\u001b[0m\u001b[1;32m 356\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 357\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniconda3/envs/crop/lib/python3.7/site-packages/sklearn/metrics/base.py\u001b[0m in \u001b[0;36m_average_binary_score\u001b[0;34m(binary_metric, y_true, y_score, average, sample_weight)\u001b[0m\n\u001b[1;32m 71\u001b[0m \u001b[0my_type\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtype_of_target\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_true\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 72\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0my_type\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\"binary\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"multilabel-indicator\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 73\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"{0} format is not supported\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_type\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 74\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 75\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0my_type\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"binary\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: multiclass format is not supported" + ] + } + ], + "source": [ + "# roc_auc_score(true_np, preds_np)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -3694,56 +3531,31 @@ }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 358, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", - "Dimensions: ()\n", + "Dimensions: ()\n", "Data variables:\n", - " no data_one_hot float64 0.0\n", - " cropland rainfed_one_hot float64 162.0\n", - " herbaceous cover_one_hot float64 77.0\n", - " tree or shrub cover_one_hot float64 2.0\n", - " cropland irrigated or postflooding_one_hot float64 7.0\n", - " mosaic cropland natural vegetation tree shrub herbaceous cover_one_hot float64 41.0\n", - " mosaic natural vegetation tree shrub herbaceous cover cropland_one_hot float64 35.0\n", - " tree cover broadleaved evergreen closed to open_one_hot float64 20.0\n", - " tree cover broadleaved deciduous closed to open_one_hot float64 3.0\n", - " tree cover broadleaved deciduous closed_one_hot float64 0.0\n", - " tree cover broadleaved deciduous open_one_hot float64 73.0\n", - " tree cover needleleaved evergreen closed to open_one_hot float64 0.0\n", - " tree cover needleleaved evergreen closed_one_hot float64 0.0\n", - " tree cover needleleaved evergreen open_one_hot float64 0.0\n", - " tree cover needleleaved deciduous closed to open_one_hot float64 0.0\n", - " tree cover needleleaved deciduous closed_one_hot float64 0.0\n", - " tree cover needleleaved deciduous open_one_hot float64 0.0\n", - " tree cover mixed leaf type broadleaved and needleleaved_one_hot float64 8.0\n", - " mosaic tree and shrub herbaceous cover_one_hot float64 110.0\n", - " mosaic herbaceous cover tree and shrub_one_hot float64 75.0\n", - " shrubland_one_hot float64 580.0\n", - " shrubland evergreen_one_hot float64 0.0\n", - " shrubland deciduous_one_hot float64 0.0\n", - " grassland_one_hot float64 153.0\n", - " lichens and mosses_one_hot float64 0.0\n", - " sparse vegetation tree shrub herbaceous cover_one_hot float64 8.0\n", - " sparse tree_one_hot float64 0.0\n", - " sparse shrub_one_hot float64 1.0\n", - " sparse herbaceous cover_one_hot float64 0.0\n", - " tree cover flooded fresh or brakish water_one_hot float64 0.0\n", - " tree cover flooded saline water_one_hot float64 1.0\n", - " shrub or herbaceous cover flooded freshsalinebrakish water_one_hot float64 28.0\n", - " urban areas_one_hot float64 0.0\n", - " bare areas_one_hot float64 15.0\n", - " consolidated bare areas_one_hot float64 12.0\n", - " unconsolidated bare areas_one_hot float64 0.0\n", - " water bodies_one_hot float64 164.0\n", - " permanent snow and ice_one_hot float64 0.0" + " no_data_one_hot float64 0.0\n", + " cropland_rainfed_one_hot float64 202.0\n", + " herbaceous_cover_one_hot float64 151.0\n", + " tree_or_shrub_cover_one_hot float64 156.0\n", + " cropland_irrigated_or_postflooding_one_hot float64 7.0\n", + " tree_cover_one_hot float64 105.0\n", + " shrubland_one_hot float64 609.0\n", + " grassland_one_hot float64 152.0\n", + " lichens_and_mosses_one_hot float64 0.0\n", + " urban_areas_one_hot float64 0.0\n", + " bare_areas_one_hot float64 29.0\n", + " water_bodies_one_hot float64 164.0\n", + " permanent_snow_and_ice_one_hot float64 0.0" ] }, - "execution_count": 164, + "execution_count": 358, "metadata": {}, "output_type": "execute_result" } @@ -3755,155 +3567,39 @@ }, { "cell_type": "code", - "execution_count": 339, - "metadata": {}, - "outputs": [], - "source": [ - "ll = xr.open_dataset('/Volumes/Lees_Extend/data/ecmwf_sowc/data/raw/esa_cci_landcover/ESACCI-LC-L4-LCCS-Map-300m-P1Y-1992-v2.0.7b.nc')" - ] - }, - { - "cell_type": "code", - "execution_count": 344, + "execution_count": 391, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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Unnamed: 0codelabellabel_textRGBgroup_labelgroup_value
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1110Cropland, rainfedcropland rainfed255255100cropland_rainfed1
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3312Tree or shrub covertree or shrub cover2552550tree_or_shrub_cover3
4420Cropland, irrigated or post-floodingcropland irrigated or postflooding170240240cropland_irrigated_or_postflooding4
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" - ], "text/plain": [ - " Unnamed: 0 code label \\\n", - "0 0 0 No data \n", - "1 1 10 Cropland, rainfed \n", - "2 2 11 Herbaceous cover \n", - "3 3 12 Tree or shrub cover \n", - "4 4 20 Cropland, irrigated or post-flooding \n", - "\n", - " label_text R G B \\\n", - "0 no data 0 0 0 \n", - "1 cropland rainfed 255 255 100 \n", - "2 herbaceous cover 255 255 100 \n", - "3 tree or shrub cover 255 255 0 \n", - "4 cropland irrigated or postflooding 170 240 240 \n", - "\n", - " group_label group_value \n", - "0 no_data 0 \n", - "1 cropland_rainfed 1 \n", - "2 herbaceous_cover 2 \n", - "3 tree_or_shrub_cover 3 \n", - "4 cropland_irrigated_or_postflooding 4 " + "" ] }, - "execution_count": 344, + "execution_count": 391, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "df['group_label'] = df.label.map(map_)\n", - "\n", - "keys = df['group_label'].unique()\n", - "values = [i for i in range(len(keys))]\n", - "df['group_value'] = df.group_label.map(dict(zip(keys, values)))\n", - "df.head()" + "lc_data.water_bodies_one_hot.plot()" ] }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 348, "metadata": {}, "outputs": [ { @@ -3919,10 +3615,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 110, + "execution_count": 348, "metadata": {}, "output_type": "execute_result" } @@ -3935,7 +3631,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 349, "metadata": {}, "outputs": [ { @@ -3983,7 +3679,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 353, "metadata": {}, "outputs": [ { @@ -4017,78 +3713,71 @@ " \n", " \n", " \n", - " 4134\n", + " 1413\n", " landcover\n", " linear_network\n", " 2011-01-31\n", - " tree_cover_broadleaved_deciduous_open_one_hot\n", - " 34.802994\n", - " 34.217547\n", + " tree_or_shrub_cover_one_hot\n", + " 35.998959\n", + " 23.967833\n", " \n", " \n", - " 4133\n", + " 1414\n", " landcover\n", " linear_network\n", " 2011-01-31\n", - " mosaic_natural_vegetation_tree_shrub_herbaceou...\n", - " 34.309162\n", - " 32.256657\n", + " herbaceous_cover_one_hot\n", + " 35.824753\n", + " 28.334503\n", " \n", " \n", - " 4132\n", + " 1415\n", " landcover\n", " linear_network\n", " 2011-01-31\n", - " tree_cover_broadleaved_deciduous_closed_to_ope...\n", - " 31.334814\n", - " 69.627665\n", + " cropland_rainfed_one_hot\n", + " 34.258991\n", + " 36.280078\n", " \n", " \n", - " 4131\n", + " 1416\n", " landcover\n", " linear_network\n", " 2011-01-31\n", - " tree_cover_broadleaved_evergreen_closed_to_ope...\n", - " 32.248837\n", - " 64.297349\n", + " shrubland_one_hot\n", + " 35.970039\n", + " 21.133236\n", " \n", " \n", - " 4130\n", + " 6408\n", " landcover\n", - " linear_network\n", + " rnn\n", " 2011-01-31\n", - " mosaic_cropland_natural_vegetation_tree_shrub_...\n", - " 35.394863\n", - " 38.188487\n", + " shrubland_one_hot\n", + " 23.622034\n", + " 21.133236\n", " \n", " \n", "\n", "" ], "text/plain": [ - " admin_level_name model datetime \\\n", - "4134 landcover linear_network 2011-01-31 \n", - "4133 landcover linear_network 2011-01-31 \n", - "4132 landcover linear_network 2011-01-31 \n", - "4131 landcover linear_network 2011-01-31 \n", - "4130 landcover linear_network 2011-01-31 \n", + " admin_level_name model datetime region_name \\\n", + "1413 landcover linear_network 2011-01-31 tree_or_shrub_cover_one_hot \n", + "1414 landcover linear_network 2011-01-31 herbaceous_cover_one_hot \n", + "1415 landcover linear_network 2011-01-31 cropland_rainfed_one_hot \n", + "1416 landcover linear_network 2011-01-31 shrubland_one_hot \n", + "6408 landcover rnn 2011-01-31 shrubland_one_hot \n", "\n", - " region_name predicted_mean_value \\\n", - "4134 tree_cover_broadleaved_deciduous_open_one_hot 34.802994 \n", - "4133 mosaic_natural_vegetation_tree_shrub_herbaceou... 34.309162 \n", - "4132 tree_cover_broadleaved_deciduous_closed_to_ope... 31.334814 \n", - "4131 tree_cover_broadleaved_evergreen_closed_to_ope... 32.248837 \n", - "4130 mosaic_cropland_natural_vegetation_tree_shrub_... 35.394863 \n", - "\n", - " true_mean_value \n", - "4134 34.217547 \n", - "4133 32.256657 \n", - "4132 69.627665 \n", - "4131 64.297349 \n", - "4130 38.188487 " + " predicted_mean_value true_mean_value \n", + "1413 35.998959 23.967833 \n", + "1414 35.824753 28.334503 \n", + "1415 34.258991 36.280078 \n", + "1416 35.970039 21.133236 \n", + "6408 23.622034 21.133236 " ] }, - "execution_count": 117, + "execution_count": 353, "metadata": {}, "output_type": "execute_result" } @@ -4102,7 +3791,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 355, "metadata": {}, "outputs": [ { @@ -4136,78 +3825,78 @@ " \n", " \n", " \n", - " 9\n", - " ealstm\n", + " 97\n", + " ealstm_ERA5_128\n", " landcover\n", - " tree_cover_broadleaved_deciduous_open_one_hot\n", - " 4.492413\n", - " 3.454352\n", - " 0.798034\n", + " cropland_irrigated_or_postflooding_one_hot\n", + " 7.992926\n", + " 6.632444\n", + " -0.153204\n", " \n", " \n", - " 10\n", - " ealstm\n", + " 98\n", + " ealstm_ERA5_128\n", " landcover\n", - " mosaic_natural_vegetation_tree_shrub_herbaceou...\n", - " 4.909244\n", - " 3.784969\n", - " 0.834397\n", + " tree_cover_one_hot\n", + " 4.610211\n", + " 3.900741\n", + " 0.551921\n", " \n", " \n", - " 11\n", - " ealstm\n", + " 100\n", + " ealstm_ERA5_128\n", " landcover\n", - " tree_cover_broadleaved_deciduous_closed_to_ope...\n", - " 13.105686\n", - " 11.021871\n", - " 0.228971\n", + " grassland_one_hot\n", + " 5.399314\n", + " 3.942459\n", + " 0.828863\n", " \n", " \n", - " 12\n", - " ealstm\n", + " 102\n", + " ealstm_ERA5_128\n", " landcover\n", - " tree_cover_broadleaved_evergreen_closed_to_ope...\n", - " 7.729405\n", - " 5.979969\n", - " 0.517063\n", + " bare_areas_one_hot\n", + " 7.785954\n", + " 5.077477\n", + " 0.520455\n", " \n", " \n", - " 13\n", - " ealstm\n", + " 103\n", + " ealstm_ERA5_128\n", " landcover\n", - " mosaic_cropland_natural_vegetation_tree_shrub_...\n", - " 4.854813\n", - " 3.667097\n", - " 0.747440\n", + " water_bodies_one_hot\n", + " 12.801527\n", + " 10.645884\n", + " -0.757927\n", " \n", " \n", "\n", "" ], "text/plain": [ - " model admin_level_name \\\n", - "9 ealstm landcover \n", - "10 ealstm landcover \n", - "11 ealstm landcover \n", - "12 ealstm landcover \n", - "13 ealstm landcover \n", + " model admin_level_name \\\n", + "97 ealstm_ERA5_128 landcover \n", + "98 ealstm_ERA5_128 landcover \n", + "100 ealstm_ERA5_128 landcover \n", + "102 ealstm_ERA5_128 landcover \n", + "103 ealstm_ERA5_128 landcover \n", "\n", - " region_name rmse mae \\\n", - "9 tree_cover_broadleaved_deciduous_open_one_hot 4.492413 3.454352 \n", - "10 mosaic_natural_vegetation_tree_shrub_herbaceou... 4.909244 3.784969 \n", - "11 tree_cover_broadleaved_deciduous_closed_to_ope... 13.105686 11.021871 \n", - "12 tree_cover_broadleaved_evergreen_closed_to_ope... 7.729405 5.979969 \n", - "13 mosaic_cropland_natural_vegetation_tree_shrub_... 4.854813 3.667097 \n", + " region_name rmse mae \\\n", + "97 cropland_irrigated_or_postflooding_one_hot 7.992926 6.632444 \n", + "98 tree_cover_one_hot 4.610211 3.900741 \n", + "100 grassland_one_hot 5.399314 3.942459 \n", + "102 bare_areas_one_hot 7.785954 5.077477 \n", + "103 water_bodies_one_hot 12.801527 10.645884 \n", "\n", - " r2 \n", - "9 0.798034 \n", - "10 0.834397 \n", - "11 0.228971 \n", - "12 0.517063 \n", - "13 0.747440 " + " r2 \n", + "97 -0.153204 \n", + "98 0.551921 \n", + "100 0.828863 \n", + "102 0.520455 \n", + "103 -0.757927 " ] }, - "execution_count": 120, + "execution_count": 355, "metadata": {}, "output_type": "execute_result" } @@ -4219,7 +3908,7 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 357, "metadata": {}, "outputs": [ { @@ -4227,19 +3916,19 @@ "output_type": "stream", "text": [ "\n", - " order region_name rmse\n", - "16 0 herbaceous_cover_one_hot 4.290968\n", - "56 1 mosaic_tree_and_shrub_herbaceous_cover_one_hot 4.390117\n", - "24 2 shrubland_one_hot 4.650572\n", - "64 3 shrub_or_herbaceous_cover_flooded_freshsalineb... 4.739306\n", - "72 4 mosaic_herbaceous_cover_tree_and_shrub_one_hot 4.816780\n", + " order region_name rmse\n", + "40 0 tree_or_shrub_cover_one_hot 4.101414\n", + "48 1 grassland_one_hot 4.518698\n", + "56 2 shrubland_one_hot 5.253674\n", + "80 3 herbaceous_cover_one_hot 6.102727\n", + "24 4 bare_areas_one_hot 10.086426\n", "\n", - " order region_name rmse\n", - "208 15 mosaic_tree_and_shrub_herbaceous_cover_one_hot 24.302593\n", - "200 16 mosaic_natural_vegetation_tree_shrub_herbaceou... 25.615878\n", - "104 17 bare_areas_one_hot 42.645622\n", - "112 18 tree_cover_mixed_leaf_type_broadleaved_and_nee... 50.739560\n", - "88 19 tree_cover_broadleaved_evergreen_closed_to_ope... 57.149626\n" + " order region_name rmse\n", + "24 4 bare_areas_one_hot 10.086426\n", + "16 5 cropland_rainfed_one_hot 10.999974\n", + "64 6 water_bodies_one_hot 15.676533\n", + "72 7 tree_cover_one_hot 27.422578\n", + "32 8 cropland_irrigated_or_postflooding_one_hot 38.940088\n" ] } ], @@ -4256,7 +3945,7 @@ "print()\n", "pprint(order_df.head())\n", "print()\n", - "pprint(order_df.drop(columns='geometry').dropna().tail())" + "pprint(order_df.dropna().tail())" ] }, { diff --git a/notebooks/draft/26_quick_test_of_pipeline.ipynb b/notebooks/draft/26_quick_test_of_pipeline.ipynb new file mode 100644 index 000000000..ac05b5df1 --- /dev/null +++ b/notebooks/draft/26_quick_test_of_pipeline.ipynb @@ -0,0 +1,483 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "import sys\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "os.chdir('/Users/tommylees/github/ml_drought')" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "from src.exporters import ERA5Exporter, VHIExporter\n", + "from src.preprocess import ERA5MonthlyMeanPreprocessor, VHIPreprocessor\n", + "from src.engineer import Engineer\n", + "from src.models import LinearRegression, RecurrentNetwork" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exporters" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = Path('data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data2')\n", + "assert data_dir.exists()\n", + "\n", + "e_exporter = ERA5Exporter(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "years = [2010, 2011]\n", + "\n", + "for variable in ['2m_temperature', 'total_precipitation', 'evaporation']:\n", + " e_exporter.export(variable=variable, granularity=\"monthly\", selection_request={'year': years}, show_api_request=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "raw_data = xr.open_dataset(data_dir / 'raw' / 'reanalysis-era5-single-levels-monthly-means/2m_temperature/2010_2011' / '01_12.nc')\n", + "raw_data.mean(dim='time').t2m.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Preprocessors" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading data from /Volumes/Lees_Extend/data/ecmwf_sowc/data2/raw. Writing to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/interim/reanalysis-era5-single-levels-monthly-means_interim\n", + "Processing 01_12.nc\n", + "selecting region: kenya from ds\n", + "Saving to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/interim/reanalysis-era5-single-levels-monthly-means_interim/2010_01_12_2m_temperature_kenya.nc\n", + "Done for ERA5 01_12.nc\n", + "Processing 01_12.nc\n", + "selecting region: kenya from ds\n", + "Saving to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/interim/reanalysis-era5-single-levels-monthly-means_interim/2010_2011_01_12_2m_temperature_kenya.nc\n", + "Done for ERA5 01_12.nc\n", + "Processing 01_12.nc\n", + "selecting region: kenya from ds\n", + "Saving to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/interim/reanalysis-era5-single-levels-monthly-means_interim/2010_01_12_evaporation_kenya.nc\n", + "Done for ERA5 01_12.nc\n", + "Processing 01_12.nc\n", + "selecting region: kenya from ds\n", + "Saving to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/interim/reanalysis-era5-single-levels-monthly-means_interim/2010_2011_01_12_evaporation_kenya.nc\n", + "Done for ERA5 01_12.nc\n", + "Processing 01_12.nc\n", + "selecting region: kenya from ds\n", + "Saving to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/interim/reanalysis-era5-single-levels-monthly-means_interim/2010_01_12_total_precipitation_kenya.nc\n", + "Done for ERA5 01_12.nc\n", + "Processing 01_12.nc\n", + "selecting region: kenya from ds\n", + "Saving to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/interim/reanalysis-era5-single-levels-monthly-means_interim/2010_2011_01_12_total_precipitation_kenya.nc\n", + "Done for ERA5 01_12.nc\n", + "\n", + "**** /Volumes/Lees_Extend/data/ecmwf_sowc/data2/interim/reanalysis-era5-single-levels-monthly-means_preprocessed/data_kenya.nc Created! ****\n", + "\n", + "[]\n" + ] + } + ], + "source": [ + "e = ERA5MonthlyMeanPreprocessor(data_dir)\n", + "e.preprocess()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35, time: 24)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2010-01-31 2010-02-28 ... 2011-12-31\n", + " * lon (lon) float32 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float32 6.0 5.75 5.5 5.25 5.0 ... -4.0 -4.25 -4.5 -4.75 -5.0\n", + "Data variables:\n", + " e (time, lat, lon) float32 ...\n", + " t2m (time, lat, lon) float32 ...\n", + " tp (time, lat, lon) float32 ..." + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "processed_data = xr.open_dataset(data_dir / 'interim/reanalysis-era5-single-levels-monthly-means_preprocessed/data_kenya.nc')\n", + "processed_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Engineer" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing /Volumes/Lees_Extend/data/ecmwf_sowc/data2/interim/reanalysis-era5-single-levels-monthly-means_preprocessed/data_kenya.nc\n", + "Generating data for year: 2011, target month: 1\n", + "Max date: 2011-01-31, max input date: 2010-12-31, min input date: 2010-09-30\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_1/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_1/y.nc\n", + "Generating data for year: 2011, target month: 2\n", + "Max date: 2011-02-28, max input date: 2011-01-31, min input date: 2010-10-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_2/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_2/y.nc\n", + "Generating data for year: 2011, target month: 3\n", + "Max date: 2011-03-31, max input date: 2011-02-28, min input date: 2010-11-30\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_3/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_3/y.nc\n", + "Generating data for year: 2011, target month: 4\n", + "Max date: 2011-04-30, max input date: 2011-03-31, min input date: 2010-12-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_4/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_4/y.nc\n", + "Generating data for year: 2011, target month: 5\n", + "Max date: 2011-05-31, max input date: 2011-04-30, min input date: 2011-01-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_5/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_5/y.nc\n", + "Generating data for year: 2011, target month: 6\n", + "Max date: 2011-06-30, max input date: 2011-05-31, min input date: 2011-02-28\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_6/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_6/y.nc\n", + "Generating data for year: 2011, target month: 7\n", + "Max date: 2011-07-31, max input date: 2011-06-30, min input date: 2011-03-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_7/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_7/y.nc\n", + "Generating data for year: 2011, target month: 8\n", + "Max date: 2011-08-31, max input date: 2011-07-31, min input date: 2011-04-30\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_8/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_8/y.nc\n", + "Generating data for year: 2011, target month: 9\n", + "Max date: 2011-09-30, max input date: 2011-08-31, min input date: 2011-05-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_9/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_9/y.nc\n", + "Generating data for year: 2011, target month: 10\n", + "Max date: 2011-10-31, max input date: 2011-09-30, min input date: 2011-06-30\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_10/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_10/y.nc\n", + "Generating data for year: 2011, target month: 11\n", + "Max date: 2011-11-30, max input date: 2011-10-31, min input date: 2011-07-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_11/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_11/y.nc\n", + "Generating data for year: 2011, target month: 12\n", + "Max date: 2011-12-31, max input date: 2011-11-30, min input date: 2011-08-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_12/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/test/2011_12/y.nc\n", + "Generating data for year: 2010, target month: 12\n", + "Max date: 2010-12-31, max input date: 2010-11-30, min input date: 2010-08-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_12/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_12/y.nc\n", + "Generating data for year: 2010, target month: 11\n", + "Max date: 2010-11-30, max input date: 2010-10-31, min input date: 2010-07-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_11/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_11/y.nc\n", + "Generating data for year: 2010, target month: 10\n", + "Max date: 2010-10-31, max input date: 2010-09-30, min input date: 2010-06-30\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_10/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_10/y.nc\n", + "Generating data for year: 2010, target month: 9\n", + "Max date: 2010-09-30, max input date: 2010-08-31, min input date: 2010-05-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_9/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_9/y.nc\n", + "Generating data for year: 2010, target month: 8\n", + "Max date: 2010-08-31, max input date: 2010-07-31, min input date: 2010-04-30\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_8/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_8/y.nc\n", + "Generating data for year: 2010, target month: 7\n", + "Max date: 2010-07-31, max input date: 2010-06-30, min input date: 2010-03-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_7/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_7/y.nc\n", + "Generating data for year: 2010, target month: 6\n", + "Max date: 2010-06-30, max input date: 2010-05-31, min input date: 2010-02-28\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_6/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_6/y.nc\n", + "Generating data for year: 2010, target month: 5\n", + "Max date: 2010-05-31, max input date: 2010-04-30, min input date: 2010-01-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_5/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_5/y.nc\n", + "Generating data for year: 2010, target month: 4\n", + "Max date: 2010-04-30, max input date: 2010-03-31, min input date: 2009-12-31\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_4/x.nc\n", + "Saving data to /Volumes/Lees_Extend/data/ecmwf_sowc/data2/features/one_month_forecast/train/2010_4/y.nc\n", + "Generating data for year: 2010, target month: 3\n", + "Max date: 2010-03-31, max input date: 2010-02-28, min input date: 2009-11-30\n", + "Wrong number of x values! Got 2 Returning None\n", + "Generating data for year: 2010, target month: 2\n", + "Max date: 2010-02-28, max input date: 2010-01-31, min input date: 2009-10-31\n", + "Wrong number of x values! Got 1 Returning None\n", + "Generating data for year: 2010, target month: 1\n", + "Max date: 2010-01-31, max input date: 2009-12-31, min input date: 2009-09-30\n", + "Wrong number of x values! Got 0 Returning None\n" + ] + } + ], + "source": [ + "engineer = Engineer(data_dir, process_static=False)\n", + "engineer.engineer(test_year=2011, target_variable='e', pred_months=3, expected_length=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "['2011_1', '2011_10', '2011_11', '2011_12', '2011_2', '2011_3', '2011_4', '2011_5', '2011_6', '2011_7', '2011_8', '2011_9']" + ], + "text/plain": [ + "['2011_1',\n", + " '2011_10',\n", + " '2011_11',\n", + " '2011_12',\n", + " '2011_2',\n", + " '2011_3',\n", + " '2011_4',\n", + " '2011_5',\n", + " '2011_6',\n", + " '2011_7',\n", + " '2011_8',\n", + " '2011_9']" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[f.name for f in (data_dir / 'features' / 'one_month_forecast' / 'test').iterdir()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Models" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "rnn = RecurrentNetwork(data_dir, include_static=False)\n", + "lr = LinearRegression(data_dir, include_static=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training linear_regression for experiment one_month_forecast\n", + "8.435938941991433e-06\n", + "4.252922811054797e-06\n", + "4.77262839760287e-06\n", + "2.945667235162429e-06\n", + "2.2924270936802816e-06\n", + "4.737922992210149e-06\n", + "9.497308063034223e-06\n", + "7.164324284080522e-06\n", + "1.3638623711269807e-05\n", + "7.786606944227144e-06\n", + "8.29728857393483e-06\n", + "5.579561050800995e-06\n", + "2.6481699876071494e-06\n", + "5.977620212763001e-06\n", + "2.3583773955333233e-06\n", + "7.184274600172735e-06\n", + "5.455164630401247e-06\n", + "2.667688316833873e-06\n", + "1.1527970110698009e-05\n", + "8.036898688782692e-06\n", + "9.951159549929426e-06\n", + "8.202316165158158e-06\n", + "1.2764464487702143e-05\n", + "7.519289703100486e-06\n", + "2.725911836886895e-06\n", + "8.165320769050065e-06\n", + "3.4959158247321686e-06\n", + "1.5552037473619564e-05\n", + "2.7701409779225136e-06\n", + "5.696215782850286e-06\n", + "6.070142394870923e-06\n", + "4.595166225539463e-06\n", + "2.5835622846973395e-06\n", + "7.470239608353309e-06\n", + "4.812949374558225e-06\n", + "2.9038617674114668e-06\n", + "6.733855365388954e-06\n", + "3.1601725364471806e-06\n", + "4.571700000430468e-06\n", + "1.8366088658886002e-06\n", + "1.2864827545122854e-05\n", + "2.4017165014164703e-06\n", + "3.881282876798894e-06\n", + "2.769697666888398e-06\n", + "4.80225517739834e-06\n", + "5.7928660444718246e-06\n", + "2.7311043244708233e-06\n", + "3.93549424043451e-06\n", + "5.728815700167251e-06\n", + "1.5650489024693268e-06\n", + "1.938296522182813e-06\n", + "1.02055237491288e-06\n", + "1.1322361052897672e-05\n", + "7.55261495930787e-06\n", + "Epoch 1, train RMSE: 0.00\n", + "RMSE: 0.00243049513988297\n" + ] + } + ], + "source": [ + "lr.train()\n", + "lr.evaluate()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 704eb5d375fd3e5969f463627b355e0b218fac96 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 5 Dec 2019 11:16:52 +0000 Subject: [PATCH 026/209] notebook --- notebooks/draft/25_tl_CHG_presentatio.ipynb | 341 +++++++++++++++++++- 1 file changed, 330 insertions(+), 11 deletions(-) diff --git a/notebooks/draft/25_tl_CHG_presentatio.ipynb b/notebooks/draft/25_tl_CHG_presentatio.ipynb index f165a167e..10a511095 100644 --- a/notebooks/draft/25_tl_CHG_presentatio.ipynb +++ b/notebooks/draft/25_tl_CHG_presentatio.ipynb @@ -2817,6 +2817,215 @@ "# fig, ax = plot_region_performance(model=model, region='HOMA BAY');" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What happens if we take one timestep from the predictions?" + ] + }, + { + "cell_type": "code", + "execution_count": 518, + "metadata": {}, + "outputs": [], + "source": [ + "y_test\n", + "\n", + "bline_shift = bline_pred.shift(time=-1)\n", + "lr_shift = lr_pred.shift(time=-1)\n", + "ln_shift = ln_pred.shift(time=-1)\n", + "rnn_shift = rnn_pred.shift(time=-1)\n", + "ealstm_shift = ealstm_pred.shift(time=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 539, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* Running the Analyzer *\n", + "\t Admin Level: district_l2\n", + "\t Calculating statistics per region.\n", + "* Calculating DataFrame of values per Region *\n", + "* Joining DataFrame and GeoDataFrame *\n", + "* Joined to GeoDataFrame and saved to `self.gdf`*\n" + ] + } + ], + "source": [ + "obs_gdf = grouper.analyze(\n", + " y_test.VCI,\n", + " selection='level_2'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 535, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Grouper files already run!\n", + "dict_keys(['bline_gdf', 'ealstm_gdf', 'ln_gdf', 'lr_gdf', 'rnn_gdf'])\n" + ] + } + ], + "source": [ + "output_directory = data_dir / 'analysis' / 'region_analysis' / 'shift_1_metrics'\n", + "\n", + "if all(np.isin(\n", + " ['bline_gdf.pkl', 'ealstm_gdf.pkl', 'ln_gdf.pkl', 'lr_gdf.pkl', 'rnn_gdf.pkl', 'obs_gdf.pkl'],\n", + " [v.name for v in output_directory.iterdir()],\n", + ")):\n", + " print('Grouper files already run!')\n", + " shifted_gdf_dict = {}\n", + " for fname in ['bline_gdf.pkl', 'ealstm_gdf.pkl', 'ln_gdf.pkl', 'lr_gdf.pkl', 'rnn_gdf.pkl']:\n", + " shifted_gdf_dict[fname[:-4]] = pickle.load(open(output_directory / fname, 'rb'))\n", + "\n", + "else:\n", + " from src.analysis.region_analysis import KenyaGroupbyRegion\n", + " # initialise the Grouper Object\n", + " grouper = KenyaGroupbyRegion(data_dir)\n", + " # create a dictionary with the grouped `gdf` data as values for each model preds\n", + " shifted_gdf_dict['bline_gdf'] = grouper.analyze(\n", + " bline_shift,\n", + " selection='level_2'\n", + " )\n", + " shifted_gdf_dict['lr_gdf'] = grouper.analyze(\n", + " lr_shift,\n", + " selection='level_2'\n", + " )\n", + " shifted_gdf_dict['ln_gdf'] = grouper.analyze(\n", + " ln_shift,\n", + " selection='level_2'\n", + " )\n", + " shifted_gdf_dict['rnn_gdf'] = grouper.analyze(\n", + " rnn_shift,\n", + " selection='level_2'\n", + " )\n", + " shifted_gdf_dict['ealstm_gdf'] = grouper.analyze(\n", + " ealstm_shift,\n", + " selection='level_2'\n", + " )\n", + " \n", + " if not output_directory.exists():\n", + " output_directory.mkdir(exist_ok=True, parents=True)\n", + " assert output_directory.exists()\n", + " \n", + " # save each model geodataframe separately\n", + " for model, gdf in zip([k[:-4] for k in shifted_gdf_dict.keys()], shifted_gdf_dict.values()):\n", + " out_filep = output_directory / f'{model}_gdf.pkl'\n", + "\n", + " pickle.dump(gdf, open(out_filep, 'wb'))\n", + "\n", + "print(shifted_gdf_dict.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 542, + "metadata": {}, + "outputs": [], + "source": [ + "models = ['bline', 'lr', 'ln', 'rnn', 'ealstm']" + ] + }, + { + "cell_type": "code", + "execution_count": 557, + "metadata": {}, + "outputs": [], + "source": [ + "list_of_series = []\n", + "model = 'lr'\n", + "\n", + "for model in models:\n", + " g = shifted_gdf_dict[f'{model}_gdf']\n", + " g = g.rename(columns={'mean_value': f'{model}_pred'})\n", + " list_of_series.append(g[f'{model}_pred'])\n", + "\n", + " df = pd.concat(list_of_series, axis=1)\n", + "\n", + "df = shifted_gdf_dict['obs_gdf'].join(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 566, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 100)" + ] + }, + "execution_count": 566, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "df.loc[df.region_name == 'TURKANA'].set_index('datetime')[['mean_value', 'ealstm_pred']].plot(ax=ax)\n", + "ax.set_ylim([0, 100])\n", + "\n", + "fig, ax = plt.subplots()\n", + "df.loc[df.region_name == 'HOMA BAY'].set_index('datetime')[['mean_value', 'ealstm_pred']].plot(ax=ax)\n", + "ax.set_ylim([0, 100])" + ] + }, + { + "cell_type": "code", + "execution_count": 547, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "module 'pandas' has no attribute 'auto_combine'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_combine\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m: module 'pandas' has no attribute 'auto_combine'" + ] + } + ], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -3957,20 +4166,22 @@ }, { "cell_type": "code", - "execution_count": 279, + "execution_count": 494, "metadata": {}, "outputs": [], "source": [ - "from src.models import load_model" + "from src.models import load_model\n", + "%autoreload 2" ] }, { "cell_type": "code", - "execution_count": 392, + "execution_count": 506, "metadata": {}, "outputs": [], "source": [ "model_path = data_dir / 'models' / 'one_month_forecast' / 'ealstm' / 'model.pt'\n", + "model_path = data_dir / 'models' / 'one_month_forecast_VCI_YESstatic' / 'ealstm' / 'model.pt'\n", "assert model_path.exists()\n", "\n", "ealstm = load_model(model_path)\n", @@ -3983,23 +4194,60 @@ }, { "cell_type": "code", - "execution_count": 393, + "execution_count": 507, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m \u001b[0mealstm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexplain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTensor\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_names\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msave_explanations\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbackground_size\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart_idx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_inputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'shap'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m\n", + "Expain the outputs of a trained model.\n", + "\n", + "Arguments\n", + "----------\n", + "x: The values to explain. If None, samples are randomly drawn from\n", + " the test data\n", + "var_names: The variable names of the historical inputs. If x is None, this\n", + " will be calculated. Only necessary if the arrays are going to be saved\n", + "background_size: the size of the background to use\n", + "save_shap_values: Whether or not to save the shap values\n", + "\n", + "Returns\n", + "----------\n", + "shap_dict: A dictionary of shap values for each of the model's input arrays\n", + "\u001b[0;31mFile:\u001b[0m ~/github/ml_drought/src/models/neural_networks/base.py\n", + "\u001b[0;31mType:\u001b[0m method\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "?ealstm.explain" + ] + }, + { + "cell_type": "code", + "execution_count": 508, "metadata": {}, "outputs": [ { "ename": "RuntimeError", - "evalue": "size mismatch, m1: [1334 x 18], m2: [22 x 128] at ../aten/src/TH/generic/THTensorMath.cpp:197", + "evalue": "size mismatch, m1: [1423 x 18], m2: [22 x 128] at ../aten/src/TH/generic/THTensorMath.cpp:197", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtest_dl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0moutputs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mealstm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_morris_gradient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - 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m1: [1334 x 18], m2: [22 x 128] at ../aten/src/TH/generic/THTensorMath.cpp:197" + "\u001b[0;31mRuntimeError\u001b[0m: size mismatch, m1: [1423 x 18], m2: [22 x 128] at ../aten/src/TH/generic/THTensorMath.cpp:197" ] } ], @@ -4007,14 +4255,85 @@ "outputs = []\n", "\n", "for key, val in test_dl.items():\n", - " outputs.append(ealstm.get_morris_gradient(val.x))" + "# outputs.append(ealstm.get_morris_gradient(val.x))\n", + " ealstm.explain(\n", + " x=val.x,\n", + " var_names=val.x_vars,\n", + " method='morris'\n", + " )\n", + " " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 505, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "((tensor([[[ 0.1477, 0.1804, 0.7271, ..., -0.3344, -0.1107, -0.2013],\n", + " [-0.0222, 0.2091, 1.8240, ..., -0.4286, -0.1934, -0.3278],\n", + " [-0.5992, 0.6013, 1.8550, ..., -0.4429, -0.2865, -0.3859]],\n", + " \n", + " [[-0.0247, 0.3681, -0.1739, ..., -0.3344, -0.1107, -0.2013],\n", + " [-0.2867, 0.4539, 1.1483, ..., -0.4286, -0.1934, -0.3278],\n", + " [-0.8493, 1.0697, 2.0945, ..., -0.4429, -0.2865, -0.3859]],\n", + " \n", + " [[-0.1532, 0.3870, 1.0985, ..., -0.3344, -0.1107, -0.2013],\n", + " [-0.5492, 0.6562, 1.9830, ..., -0.4286, -0.1934, -0.3278],\n", + " [-0.8928, 1.0035, 1.5940, ..., -0.4429, -0.2865, -0.3859]],\n", + " \n", + " ...,\n", + " \n", + " [[ 1.0964, -1.6386, 0.2190, ..., -0.3344, -0.1107, -0.2013],\n", + " [ 0.8028, -1.6275, 1.4631, ..., -0.4286, -0.1934, -0.3278],\n", + " [ 0.5044, -1.1962, 1.2653, ..., -0.4429, -0.2865, -0.3859]],\n", + " \n", + " [[ 0.8364, -0.9573, 0.8985, ..., -0.3344, -0.1107, -0.2013],\n", + " [ 0.5499, -0.9478, 1.7816, ..., -0.4286, -0.1934, -0.3278],\n", + " [ 0.2874, -0.5698, 0.6847, ..., -0.4429, -0.2865, -0.3859]],\n", + " \n", + " [[ 0.6496, -0.5567, 0.3732, ..., -0.3344, -0.1107, -0.2013],\n", + " [ 0.3525, -0.5598, 1.3799, ..., -0.4286, -0.1934, -0.3278],\n", + " [ 0.0118, -0.2156, 1.0785, ..., -0.4429, -0.2865, -0.3859]]]),\n", + " tensor([10., 10., 10., ..., 10., 10., 10.]),\n", + " tensor([[ 6.0000, 33.7500],\n", + " [ 6.0000, 34.0000],\n", + " [ 6.0000, 34.2500],\n", + " ...,\n", + " [-5.0000, 38.5000],\n", + " [-5.0000, 38.7500],\n", + " [-5.0000, 39.0000]]),\n", + " None,\n", + " tensor([[ 0.1386, -0.4115, -0.2814, ..., -0.4020, -0.1969, -0.3050],\n", + " [ 0.1386, -0.4115, -0.2814, ..., -0.4020, -0.1969, -0.3050],\n", + " [ 0.1386, -0.4115, -0.2814, ..., -0.4020, -0.1969, -0.3050],\n", + " ...,\n", + " [ 0.1386, -0.4115, -0.2814, ..., -0.4020, -0.1969, -0.3050],\n", + " [ 0.1386, -0.4115, -0.2814, ..., -0.4020, -0.1969, -0.3050],\n", + " [ 0.1386, -0.4115, -0.2814, ..., -0.4020, -0.1969, -0.3050]]),\n", + " tensor([[ 1.4884, -0.7407],\n", + " [ 1.4884, -0.7048],\n", + " [ 1.4884, -0.6443],\n", + " ...,\n", + " [ 1.4884, -0.7538],\n", + " [ 1.4884, -1.1478],\n", + " [ 1.4884, -1.2639]])),\n", + " tensor([[ 95.1450],\n", + " [100.0000],\n", + " [ 69.4775],\n", + " ...,\n", + " [ 62.7825],\n", + " [ 28.3100],\n", + " [ 41.6825]]))" + ] + }, + "execution_count": 505, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [] }, { From aa0e93acb3d0f37e082a2d1150a50a64ff1bfbf1 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 5 Dec 2019 12:46:32 +0000 Subject: [PATCH 027/209] assert to catch errors --- src/analysis/region_analysis/groupby_region.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/src/analysis/region_analysis/groupby_region.py b/src/analysis/region_analysis/groupby_region.py index f17753e41..220115560 100644 --- a/src/analysis/region_analysis/groupby_region.py +++ b/src/analysis/region_analysis/groupby_region.py @@ -125,6 +125,10 @@ def analyze( """ # initialise attributes self.da = da + assert type(self.da) == xr.DataArray, 'This method only works' \ + 'with `xr.DataArray` not `xr.Dataset`. Make sure you select' \ + 'one variable for your ' + self.selection = selection self.admin_bound = self.get_admin_level(self.selection) From f03541c958b1878fda950c8413fc5e8e0e35c0c5 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 5 Dec 2019 16:38:13 +0000 Subject: [PATCH 028/209] update notebook --- notebooks/draft/27_tl_wet_dry_years.ipynb | 425 ++++++++++++++++++++++ 1 file changed, 425 insertions(+) create mode 100644 notebooks/draft/27_tl_wet_dry_years.ipynb diff --git a/notebooks/draft/27_tl_wet_dry_years.ipynb b/notebooks/draft/27_tl_wet_dry_years.ipynb new file mode 100644 index 000000000..3ec1d90a0 --- /dev/null +++ b/notebooks/draft/27_tl_wet_dry_years.ipynb @@ -0,0 +1,425 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explore the train/test split" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n", + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data/')\n", + "\n", + "assert data_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from src.utils import drop_nans_and_flatten\n", + "\n", + "from src.analysis import read_train_data, read_test_data, read_pred_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the data" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, y_train = read_train_data(data_dir)\n", + "X_test, y_test = read_test_data(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35)\n", + "Coordinates:\n", + " * lon (lon) float32 33.75 34.0 34.25 34.5 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float32 6.0 5.75 5.5 5.25 5.0 ... -4.25 -4.5 -4.75 -5.0\n", + "Data variables:\n", + " slt (lat, lon) float32 ...\n", + " topography (lat, lon) float32 ..." + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# load static data from one of the \n", + "from src.models import load_model\n", + "\n", + "e = load_model(data_dir / 'models' / 'one_month_forecast_VCI_YESstatic' / 'ealstm' / 'model.pt')\n", + "dl = e.get_dataloader('train')\n", + "static = dl.static\n", + "static" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35, time: 449)\n", + "Coordinates:\n", + " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.25 5.5 5.75 6.0\n", + " * time (time) datetime64[ns] 1981-08-31 1981-09-30 ... 2018-12-31\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 ... 41.5 41.75 42.0 42.25\n", + "Data variables:\n", + " VCI (time, lat, lon) float64 39.36 18.57 19.15 ... 21.15 60.27 22.19\n", + " p84.162 (time, lat, lon) float64 9.101e-06 -2.29e-05 ... nan nan\n", + " pev (time, lat, lon) float64 -0.006845 -0.006982 ... nan nan\n", + " sp (time, lat, lon) float64 8.878e+04 8.945e+04 ... nan nan\n", + " t2m (time, lat, lon) float64 296.8 297.3 296.2 294.4 ... nan nan nan\n", + " tp (time, lat, lon) float64 1.283e-05 1.466e-05 ... nan nan\n", + " precip (time, lat, lon) float64 2.911e-08 2.504e-08 0.2845 ... nan nan\n", + " ndvi (time, lat, lon) float64 0.1729 0.1605 0.1713 ... nan nan nan\n", + " E (time, lat, lon) float64 14.84 10.96 10.96 7.992 ... nan nan nan\n", + " Eb (time, lat, lon) float64 0.001614 0.0007328 ... nan nan\n", + " SMroot (time, lat, lon) float64 0.2158 0.2149 0.2149 ... nan nan nan\n", + " SMsurf (time, lat, lon) float64 0.2084 0.2109 0.2109 ... nan nan nan\n", + " slt (lat, lon) float32 ...\n", + " topography (lat, lon) float32 ..." + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')\n", + "d_ = xr.merge([X_train, X_test]).sortby('time').sortby('lat')\n", + "ds = xr.merge([ds, d_, static])\n", + "ds" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from src.utils import get_ds_mask\n", + "mask = get_ds_mask(X_train.VCI)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "bline_pred = read_pred_data('previous_month', data_dir)[-1].where(~mask)\n", + "lr_pred = read_pred_data('linear_regression', data_dir)[-1].where(~mask)\n", + "ln_pred = read_pred_data('linear_network', data_dir)[-1].where(~mask)\n", + "rnn_pred = read_pred_data('rnn', data_dir)[-1].where(~mask)\n", + "ealstm_pred = read_pred_data('ealstm', data_dir)[-1].where(~mask)\n", + "# ealstm_pred = read_pred_data('ealstm', data_dir)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Define training periods by extremes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Count of VCI Values < 20" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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yearVCIbottom_5top_5bottom_10top_10
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" + ], + "text/plain": [ + " year VCI bottom_5 top_5 bottom_10 top_10\n", + "0 1981 1194 1 0 1 0\n", + "1 1982 4922 0 0 0 0\n", + "2 1983 5577 0 0 0 1\n", + "3 1984 7119 0 1 0 1\n", + "4 1985 3842 0 0 0 0" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = (ds.VCI < 20).groupby('time.year').sum().to_dataframe().reset_index()\n", + "\n", + "# bottom_5\n", + "df.sort_values('VCI').head(5)\n", + "# top_5\n", + "df.sort_values('VCI').tail(5)\n", + "\n", + "# bottom_10\n", + "df.sort_values('VCI').head(10)\n", + "# top_10\n", + "\n", + "def create_top_bottom_columns(df: pd.DataFrame, variable: str = 'VCI') -> pd.DataFrame:\n", + " df['bottom_5'] = np.isin(df.year, df.sort_values(variable).head(5).year).astype(int)\n", + " df['top_5'] = np.isin(df.year, df.sort_values(variable).tail(5).year).astype(int)\n", + " df['bottom_10'] = np.isin(df.year, df.sort_values(variable).head(10).year).astype(int)\n", + " df['top_10'] = np.isin(df.year, df.sort_values(variable).tail(10).year).astype(int)\n", + " \n", + " return df\n", + "\n", + "df = create_top_bottom_columns(df, 'VCI')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "hue = 'bottom_5'\n", + "\n", + "def plot_year_subsets(hue: str):\n", + " fig, ax = plt.subplots(figsize=(12, 8))\n", + " sns.barplot(x='year', y='VCI', data=df, hue=hue)\n", + " plt.xticks(rotation=90);\n", + " ax.set_title(f'Count of Pixels where VCI < 20 {hue}')\n", + " \n", + "plot_year_subsets(hue='bottom_5')\n", + "plot_year_subsets(hue='bottom_10')\n", + "plot_year_subsets(hue='top_5')\n", + "plot_year_subsets(hue='top_10')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From dbe7807276b0b5296b322000b0fc7150f9e32f99 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 5 Dec 2019 17:02:35 +0000 Subject: [PATCH 029/209] notebook --- notebooks/draft/25_tl_CHG_presentatio.ipynb | 1024 +++++++++++++++++-- 1 file changed, 965 insertions(+), 59 deletions(-) diff --git a/notebooks/draft/25_tl_CHG_presentatio.ipynb b/notebooks/draft/25_tl_CHG_presentatio.ipynb index 10a511095..4374f2152 100644 --- a/notebooks/draft/25_tl_CHG_presentatio.ipynb +++ b/notebooks/draft/25_tl_CHG_presentatio.ipynb @@ -1462,16 +1462,7 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "from src.analysis import AdministrativeRegionAnalysis" - ] - }, - { - "cell_type": "code", - "execution_count": 38, + "execution_count": 570, "metadata": {}, "outputs": [ { @@ -1481,48 +1472,26 @@ "Initialised the Region Analysis for experiment: one_month_forecast\n", "Models: ['ealstm', 'ealstm_ERA5_128', 'linear_network', 'linear_network_10stopping', 'linear_regression', 'previous_month', 'rnn', 'rnn_10stopping']\n", "Regions: ['district_l2_kenya.nc']\n", - "Region Type: administrative_boundaries\n", - "* Analyzing for district_l2_kenya *\n", - "\n", - "** Analyzing for ealstm-district_l2_kenya **\n", - "** Written ealstm csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm/ealstm_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for ealstm_ERA5_128-district_l2_kenya **\n", - "** Written ealstm_ERA5_128 csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm_ERA5_128/ealstm_ERA5_128_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for linear_network-district_l2_kenya **\n", - "** Written linear_network csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network/linear_network_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for linear_network_10stopping-district_l2_kenya **\n", - "** Written linear_network_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network_10stopping/linear_network_10stopping_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for linear_regression-district_l2_kenya **\n", - "** Written linear_regression csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_regression/linear_regression_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for previous_month-district_l2_kenya **\n", - "** Written previous_month csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/previous_month/previous_month_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for rnn-district_l2_kenya **\n", - "** Written rnn csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn/rnn_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for rnn_10stopping-district_l2_kenya **\n", - "** Written rnn_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn_10stopping/rnn_10stopping_district_l2_kenya.csv **\n", - "* Assigned all region dfs to `self.df` *\n", - "\n", - "* Assigned Global Error Metrics to `self.global_mean_metrics` *\n", - "* Written csv to data/analysis/region_analysis/global_error_metrics_one_month_forecast_admin.csv *\n", - "\n", - "* Assigned Regional Error Metrics to `self.regional_mean_metrics` *\n", - "* Written csv to data/analysis/region_analysis/regional_error_metrics_one_month_forecast_admin.csv *\n" + "Region Type: administrative_boundaries\n" ] } ], + "source": [ + "from src.analysis import AdministrativeRegionAnalysis\n", + "# analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 573, + "metadata": {}, + "outputs": [], "source": [ "import pickle\n", "warnings.filterwarnings('ignore')\n", "\n", "if (data_dir / 'analysis/admin_region_analyzer.pkl').exists():\n", - " analyzer = pickle.load(data_dir / 'analysis/admin_region_analyzer.pkl')\n", + " analyzer = pickle.load(open(data_dir / 'analysis/admin_region_analyzer.pkl', 'rb'))\n", "else:\n", " analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", " analyzer.analyze()\n", @@ -1533,7 +1502,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 574, "metadata": {}, "outputs": [ { @@ -1560,7 +1529,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 575, "metadata": {}, "outputs": [ { @@ -1684,7 +1653,7 @@ "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 40, + "execution_count": 575, "metadata": {}, "output_type": "execute_result" } @@ -1821,6 +1790,949 @@ "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" ] }, + { + "cell_type": "code", + "execution_count": 583, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "region_name\n", + "BARINGO 12.941138\n", + "BOMET 18.970308\n", + "BONDO 23.765867\n", + "BUNGOMA 20.385403\n", + "BURET 14.889077\n", + "Name: true_mean_value, dtype: float64" + ] + }, + "execution_count": 583, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# gdf.head()\n", + "variances = all_gdf.groupby('region_name').true_mean_value.std()\n", + "variances.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 584, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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modeladmin_level_nameregion_namermsemaer2DISTNAMEgeometry
0ealstmdistrict_l2_kenyaNAIROBI16.11489212.9697790.334930NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1linear_networkdistrict_l2_kenyaNAIROBI20.03075415.007817-0.027560NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2linear_regressiondistrict_l2_kenyaNAIROBI57.85080354.371387-7.570995NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3rnndistrict_l2_kenyaNAIROBI16.68119213.2335860.287366NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4rnn_10stoppingdistrict_l2_kenyaNAIROBI17.19969013.3566020.242376NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
5linear_network_10stoppingdistrict_l2_kenyaNAIROBI35.18208121.369534-2.169972NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
6previous_monthdistrict_l2_kenyaNAIROBI17.71659613.5304190.196154NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
7ealstm_ERA5_128district_l2_kenyaNAIROBI18.35566515.6002340.022147NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
8ealstmdistrict_l2_kenyaMERU CENTRAL8.6785646.9449200.608226MERU CENTRALPOLYGON ((37.59595473150635 0.2689489371060185...
9linear_networkdistrict_l2_kenyaMERU CENTRAL10.6935998.4279800.405178MERU CENTRALPOLYGON ((37.59595473150635 0.2689489371060185...
10linear_regressiondistrict_l2_kenyaMERU CENTRAL58.28575456.612561-16.671136MERU CENTRALPOLYGON ((37.59595473150635 0.2689489371060185...
11rnndistrict_l2_kenyaMERU CENTRAL8.6462437.0377490.611139MERU CENTRALPOLYGON ((37.59595473150635 0.2689489371060185...
12rnn_10stoppingdistrict_l2_kenyaMERU CENTRAL8.8022046.9896750.596984MERU CENTRALPOLYGON ((37.59595473150635 0.2689489371060185...
13linear_network_10stoppingdistrict_l2_kenyaMERU CENTRAL28.55344315.111502-3.240886MERU CENTRALPOLYGON ((37.59595473150635 0.2689489371060185...
14previous_monthdistrict_l2_kenyaMERU CENTRAL10.4119488.2521650.436098MERU CENTRALPOLYGON ((37.59595473150635 0.2689489371060185...
15ealstm_ERA5_128district_l2_kenyaMERU CENTRAL8.3755266.7717260.401466MERU CENTRALPOLYGON ((37.59595473150635 0.2689489371060185...
16ealstmdistrict_l2_kenyaMBEERE12.1336749.2758560.280501MBEEREPOLYGON ((37.88775473150635 -0.344651062893981...
17linear_networkdistrict_l2_kenyaMBEERE17.42916213.730354-0.484563MBEEREPOLYGON ((37.88775473150635 -0.344651062893981...
18linear_regressiondistrict_l2_kenyaMBEERE59.86213158.127892-16.512578MBEEREPOLYGON ((37.88775473150635 -0.344651062893981...
19rnndistrict_l2_kenyaMBEERE12.8327909.7582700.195200MBEEREPOLYGON ((37.88775473150635 -0.344651062893981...
20rnn_10stoppingdistrict_l2_kenyaMBEERE12.8005269.9009050.199242MBEEREPOLYGON ((37.88775473150635 -0.344651062893981...
21linear_network_10stoppingdistrict_l2_kenyaMBEERE33.06396319.721397-4.342636MBEEREPOLYGON ((37.88775473150635 -0.344651062893981...
22previous_monthdistrict_l2_kenyaMBEERE12.2441369.7336960.267341MBEEREPOLYGON ((37.88775473150635 -0.344651062893981...
23ealstm_ERA5_128district_l2_kenyaMBEERE11.6131659.1891480.403979MBEEREPOLYGON ((37.88775473150635 -0.344651062893981...
24ealstmdistrict_l2_kenyaMARSABIT5.2619703.5548480.850599MARSABITPOLYGON ((36.64075473150635 4.448348937106019,...
25linear_networkdistrict_l2_kenyaMARSABIT10.7756278.8459800.373468MARSABITPOLYGON ((36.64075473150635 4.448348937106019,...
26linear_regressiondistrict_l2_kenyaMARSABIT38.60123736.121011-7.040082MARSABITPOLYGON ((36.64075473150635 4.448348937106019,...
27rnndistrict_l2_kenyaMARSABIT5.2089043.4939190.853597MARSABITPOLYGON ((36.64075473150635 4.448348937106019,...
28rnn_10stoppingdistrict_l2_kenyaMARSABIT5.0214113.5846320.863947MARSABITPOLYGON ((36.64075473150635 4.448348937106019,...
29linear_network_10stoppingdistrict_l2_kenyaMARSABIT22.98085810.847601-1.849644MARSABITPOLYGON ((36.64075473150635 4.448348937106019,...
...........................
522linear_regressiondistrict_l2_kenyaTRANS MARA58.18947055.474355-9.971815TRANS MARAPOLYGON ((35.15025473150634 -0.959251062893981...
523rnndistrict_l2_kenyaTRANS MARA11.1971429.0567690.593740TRANS MARAPOLYGON ((35.15025473150634 -0.959251062893981...
524rnn_10stoppingdistrict_l2_kenyaTRANS MARA11.6778088.9843860.558112TRANS MARAPOLYGON ((35.15025473150634 -0.959251062893981...
525linear_network_10stoppingdistrict_l2_kenyaTRANS MARA32.16312818.100919-2.352017TRANS MARAPOLYGON ((35.15025473150634 -0.959251062893981...
526previous_monthdistrict_l2_kenyaTRANS MARA14.28377211.6128390.338887TRANS MARAPOLYGON ((35.15025473150634 -0.959251062893981...
527ealstm_ERA5_128district_l2_kenyaTRANS MARA9.3413308.1979020.461082TRANS MARAPOLYGON ((35.15025473150634 -0.959251062893981...
528ealstmdistrict_l2_kenyaTRANS NZOIA8.5718926.6831510.680483TRANS NZOIAPOLYGON ((34.90625473150634 1.281648937106018,...
529linear_networkdistrict_l2_kenyaTRANS NZOIA10.1808678.1443120.549277TRANS NZOIAPOLYGON ((34.90625473150634 1.281648937106018,...
530linear_regressiondistrict_l2_kenyaTRANS NZOIA63.62707561.793536-16.604519TRANS NZOIAPOLYGON ((34.90625473150634 1.281648937106018,...
531rnndistrict_l2_kenyaTRANS NZOIA8.5650386.6255990.680994TRANS NZOIAPOLYGON ((34.90625473150634 1.281648937106018,...
532rnn_10stoppingdistrict_l2_kenyaTRANS NZOIA8.9476757.2395010.651855TRANS NZOIAPOLYGON ((34.90625473150634 1.281648937106018,...
533linear_network_10stoppingdistrict_l2_kenyaTRANS NZOIA27.82899614.110717-2.367715TRANS NZOIAPOLYGON ((34.90625473150634 1.281648937106018,...
534previous_monthdistrict_l2_kenyaTRANS NZOIA11.1143368.8207800.462836TRANS NZOIAPOLYGON ((34.90625473150634 1.281648937106018,...
535ealstm_ERA5_128district_l2_kenyaTRANS NZOIA8.2188296.5296960.802133TRANS NZOIAPOLYGON ((34.90625473150634 1.281648937106018,...
536ealstmdistrict_l2_kenyaTURKANA7.2179755.7975030.685974TURKANAPOLYGON ((35.65415473150635 5.432148937106019,...
537linear_networkdistrict_l2_kenyaTURKANA9.1207027.1435550.498592TURKANAPOLYGON ((35.65415473150635 5.432148937106019,...
538linear_regressiondistrict_l2_kenyaTURKANA48.14656446.391644-12.972212TURKANAPOLYGON ((35.65415473150635 5.432148937106019,...
539rnndistrict_l2_kenyaTURKANA7.0442035.3975570.700912TURKANAPOLYGON ((35.65415473150635 5.432148937106019,...
540rnn_10stoppingdistrict_l2_kenyaTURKANA6.1122134.9201580.774819TURKANAPOLYGON ((35.65415473150635 5.432148937106019,...
541linear_network_10stoppingdistrict_l2_kenyaTURKANA24.48045511.845488-2.612215TURKANAPOLYGON ((35.65415473150635 5.432148937106019,...
542previous_monthdistrict_l2_kenyaTURKANA8.2783756.6521840.586929TURKANAPOLYGON ((35.65415473150635 5.432148937106019,...
543ealstm_ERA5_128district_l2_kenyaTURKANA7.3545995.6630820.416382TURKANAPOLYGON ((35.65415473150635 5.432148937106019,...
544ealstmdistrict_l2_kenyaRACHUONYONaNNaNNaNRACHUONYOPOLYGON ((34.75995473150635 -0.307151062893981...
545linear_networkdistrict_l2_kenyaRACHUONYONaNNaNNaNRACHUONYOPOLYGON ((34.75995473150635 -0.307151062893981...
546linear_regressiondistrict_l2_kenyaRACHUONYONaNNaNNaNRACHUONYOPOLYGON ((34.75995473150635 -0.307151062893981...
547rnndistrict_l2_kenyaRACHUONYONaNNaNNaNRACHUONYOPOLYGON ((34.75995473150635 -0.307151062893981...
548rnn_10stoppingdistrict_l2_kenyaRACHUONYONaNNaNNaNRACHUONYOPOLYGON ((34.75995473150635 -0.307151062893981...
549linear_network_10stoppingdistrict_l2_kenyaRACHUONYONaNNaNNaNRACHUONYOPOLYGON ((34.75995473150635 -0.307151062893981...
550previous_monthdistrict_l2_kenyaRACHUONYONaNNaNNaNRACHUONYOPOLYGON ((34.75995473150635 -0.307151062893981...
551ealstm_ERA5_128district_l2_kenyaRACHUONYONaNNaNNaNRACHUONYOPOLYGON ((34.75995473150635 -0.307151062893981...
\n", + "

552 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " model admin_level_name region_name rmse \\\n", + "0 ealstm district_l2_kenya NAIROBI 16.114892 \n", + "1 linear_network district_l2_kenya NAIROBI 20.030754 \n", + "2 linear_regression district_l2_kenya NAIROBI 57.850803 \n", + "3 rnn district_l2_kenya NAIROBI 16.681192 \n", + "4 rnn_10stopping district_l2_kenya NAIROBI 17.199690 \n", + "5 linear_network_10stopping district_l2_kenya NAIROBI 35.182081 \n", + "6 previous_month district_l2_kenya NAIROBI 17.716596 \n", + "7 ealstm_ERA5_128 district_l2_kenya NAIROBI 18.355665 \n", + "8 ealstm district_l2_kenya MERU CENTRAL 8.678564 \n", + "9 linear_network district_l2_kenya MERU CENTRAL 10.693599 \n", + "10 linear_regression district_l2_kenya MERU CENTRAL 58.285754 \n", + "11 rnn district_l2_kenya MERU CENTRAL 8.646243 \n", + "12 rnn_10stopping district_l2_kenya MERU CENTRAL 8.802204 \n", + "13 linear_network_10stopping district_l2_kenya MERU CENTRAL 28.553443 \n", + "14 previous_month district_l2_kenya MERU CENTRAL 10.411948 \n", + "15 ealstm_ERA5_128 district_l2_kenya MERU CENTRAL 8.375526 \n", + "16 ealstm district_l2_kenya MBEERE 12.133674 \n", + "17 linear_network district_l2_kenya MBEERE 17.429162 \n", + "18 linear_regression district_l2_kenya MBEERE 59.862131 \n", + "19 rnn district_l2_kenya MBEERE 12.832790 \n", + "20 rnn_10stopping district_l2_kenya MBEERE 12.800526 \n", + "21 linear_network_10stopping district_l2_kenya MBEERE 33.063963 \n", + "22 previous_month district_l2_kenya MBEERE 12.244136 \n", + "23 ealstm_ERA5_128 district_l2_kenya MBEERE 11.613165 \n", + "24 ealstm district_l2_kenya MARSABIT 5.261970 \n", + "25 linear_network district_l2_kenya MARSABIT 10.775627 \n", + "26 linear_regression district_l2_kenya MARSABIT 38.601237 \n", + "27 rnn district_l2_kenya MARSABIT 5.208904 \n", + "28 rnn_10stopping district_l2_kenya MARSABIT 5.021411 \n", + "29 linear_network_10stopping district_l2_kenya MARSABIT 22.980858 \n", + ".. ... ... ... ... \n", + "522 linear_regression district_l2_kenya TRANS MARA 58.189470 \n", + "523 rnn district_l2_kenya TRANS MARA 11.197142 \n", + "524 rnn_10stopping district_l2_kenya TRANS MARA 11.677808 \n", + "525 linear_network_10stopping district_l2_kenya TRANS MARA 32.163128 \n", + "526 previous_month district_l2_kenya TRANS MARA 14.283772 \n", + "527 ealstm_ERA5_128 district_l2_kenya TRANS MARA 9.341330 \n", + "528 ealstm district_l2_kenya TRANS NZOIA 8.571892 \n", + "529 linear_network district_l2_kenya TRANS NZOIA 10.180867 \n", + "530 linear_regression district_l2_kenya TRANS NZOIA 63.627075 \n", + "531 rnn district_l2_kenya TRANS NZOIA 8.565038 \n", + "532 rnn_10stopping district_l2_kenya TRANS NZOIA 8.947675 \n", + "533 linear_network_10stopping district_l2_kenya TRANS NZOIA 27.828996 \n", + "534 previous_month district_l2_kenya TRANS NZOIA 11.114336 \n", + "535 ealstm_ERA5_128 district_l2_kenya TRANS NZOIA 8.218829 \n", + "536 ealstm district_l2_kenya TURKANA 7.217975 \n", + "537 linear_network district_l2_kenya TURKANA 9.120702 \n", + "538 linear_regression district_l2_kenya TURKANA 48.146564 \n", + "539 rnn district_l2_kenya TURKANA 7.044203 \n", + "540 rnn_10stopping district_l2_kenya TURKANA 6.112213 \n", + "541 linear_network_10stopping district_l2_kenya TURKANA 24.480455 \n", + "542 previous_month district_l2_kenya TURKANA 8.278375 \n", + "543 ealstm_ERA5_128 district_l2_kenya TURKANA 7.354599 \n", + "544 ealstm district_l2_kenya RACHUONYO NaN \n", + "545 linear_network district_l2_kenya RACHUONYO NaN \n", + "546 linear_regression district_l2_kenya RACHUONYO NaN \n", + "547 rnn district_l2_kenya RACHUONYO NaN \n", + "548 rnn_10stopping district_l2_kenya RACHUONYO NaN \n", + "549 linear_network_10stopping district_l2_kenya RACHUONYO NaN \n", + "550 previous_month district_l2_kenya RACHUONYO NaN \n", + "551 ealstm_ERA5_128 district_l2_kenya RACHUONYO NaN \n", + "\n", + " mae r2 DISTNAME \\\n", + "0 12.969779 0.334930 NAIROBI \n", + "1 15.007817 -0.027560 NAIROBI \n", + "2 54.371387 -7.570995 NAIROBI \n", + "3 13.233586 0.287366 NAIROBI \n", + "4 13.356602 0.242376 NAIROBI \n", + "5 21.369534 -2.169972 NAIROBI \n", + "6 13.530419 0.196154 NAIROBI \n", + "7 15.600234 0.022147 NAIROBI \n", + "8 6.944920 0.608226 MERU CENTRAL \n", + "9 8.427980 0.405178 MERU CENTRAL \n", + "10 56.612561 -16.671136 MERU CENTRAL \n", + "11 7.037749 0.611139 MERU CENTRAL \n", + "12 6.989675 0.596984 MERU CENTRAL \n", + "13 15.111502 -3.240886 MERU CENTRAL \n", + "14 8.252165 0.436098 MERU CENTRAL \n", + "15 6.771726 0.401466 MERU CENTRAL \n", + "16 9.275856 0.280501 MBEERE \n", + "17 13.730354 -0.484563 MBEERE \n", + "18 58.127892 -16.512578 MBEERE \n", + "19 9.758270 0.195200 MBEERE \n", + "20 9.900905 0.199242 MBEERE \n", + "21 19.721397 -4.342636 MBEERE \n", + "22 9.733696 0.267341 MBEERE \n", + "23 9.189148 0.403979 MBEERE \n", + "24 3.554848 0.850599 MARSABIT \n", + "25 8.845980 0.373468 MARSABIT \n", + "26 36.121011 -7.040082 MARSABIT \n", + "27 3.493919 0.853597 MARSABIT \n", + "28 3.584632 0.863947 MARSABIT \n", + "29 10.847601 -1.849644 MARSABIT \n", + ".. ... ... ... \n", + "522 55.474355 -9.971815 TRANS MARA \n", + "523 9.056769 0.593740 TRANS MARA \n", + "524 8.984386 0.558112 TRANS MARA \n", + "525 18.100919 -2.352017 TRANS MARA \n", + "526 11.612839 0.338887 TRANS MARA \n", + "527 8.197902 0.461082 TRANS MARA \n", + "528 6.683151 0.680483 TRANS NZOIA \n", + "529 8.144312 0.549277 TRANS NZOIA \n", + "530 61.793536 -16.604519 TRANS NZOIA \n", + "531 6.625599 0.680994 TRANS NZOIA \n", + "532 7.239501 0.651855 TRANS NZOIA \n", + "533 14.110717 -2.367715 TRANS NZOIA \n", + "534 8.820780 0.462836 TRANS NZOIA \n", + "535 6.529696 0.802133 TRANS NZOIA \n", + "536 5.797503 0.685974 TURKANA \n", + "537 7.143555 0.498592 TURKANA \n", + "538 46.391644 -12.972212 TURKANA \n", + "539 5.397557 0.700912 TURKANA \n", + "540 4.920158 0.774819 TURKANA \n", + "541 11.845488 -2.612215 TURKANA \n", + "542 6.652184 0.586929 TURKANA \n", + "543 5.663082 0.416382 TURKANA \n", + "544 NaN NaN RACHUONYO \n", + "545 NaN NaN RACHUONYO \n", + "546 NaN NaN RACHUONYO \n", + "547 NaN NaN RACHUONYO \n", + "548 NaN NaN RACHUONYO \n", + "549 NaN NaN RACHUONYO \n", + "550 NaN NaN RACHUONYO \n", + "551 NaN NaN RACHUONYO \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "5 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "6 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "7 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "8 POLYGON ((37.59595473150635 0.2689489371060185... \n", + "9 POLYGON ((37.59595473150635 0.2689489371060185... \n", + "10 POLYGON ((37.59595473150635 0.2689489371060185... \n", + "11 POLYGON ((37.59595473150635 0.2689489371060185... \n", + "12 POLYGON ((37.59595473150635 0.2689489371060185... \n", + "13 POLYGON ((37.59595473150635 0.2689489371060185... \n", + "14 POLYGON ((37.59595473150635 0.2689489371060185... \n", + "15 POLYGON ((37.59595473150635 0.2689489371060185... \n", + "16 POLYGON ((37.88775473150635 -0.344651062893981... \n", + "17 POLYGON ((37.88775473150635 -0.344651062893981... \n", + "18 POLYGON ((37.88775473150635 -0.344651062893981... \n", + "19 POLYGON ((37.88775473150635 -0.344651062893981... \n", + "20 POLYGON ((37.88775473150635 -0.344651062893981... \n", + "21 POLYGON ((37.88775473150635 -0.344651062893981... \n", + "22 POLYGON ((37.88775473150635 -0.344651062893981... \n", + "23 POLYGON ((37.88775473150635 -0.344651062893981... \n", + "24 POLYGON ((36.64075473150635 4.448348937106019,... \n", + "25 POLYGON ((36.64075473150635 4.448348937106019,... \n", + "26 POLYGON ((36.64075473150635 4.448348937106019,... \n", + "27 POLYGON ((36.64075473150635 4.448348937106019,... \n", + "28 POLYGON ((36.64075473150635 4.448348937106019,... \n", + "29 POLYGON ((36.64075473150635 4.448348937106019,... \n", + ".. ... \n", + "522 POLYGON ((35.15025473150634 -0.959251062893981... \n", + "523 POLYGON ((35.15025473150634 -0.959251062893981... \n", + "524 POLYGON ((35.15025473150634 -0.959251062893981... \n", + "525 POLYGON ((35.15025473150634 -0.959251062893981... \n", + "526 POLYGON ((35.15025473150634 -0.959251062893981... \n", + "527 POLYGON ((35.15025473150634 -0.959251062893981... \n", + "528 POLYGON ((34.90625473150634 1.281648937106018,... \n", + "529 POLYGON ((34.90625473150634 1.281648937106018,... \n", + "530 POLYGON ((34.90625473150634 1.281648937106018,... \n", + "531 POLYGON ((34.90625473150634 1.281648937106018,... \n", + "532 POLYGON ((34.90625473150634 1.281648937106018,... \n", + "533 POLYGON ((34.90625473150634 1.281648937106018,... \n", + "534 POLYGON ((34.90625473150634 1.281648937106018,... \n", + "535 POLYGON ((34.90625473150634 1.281648937106018,... \n", + "536 POLYGON ((35.65415473150635 5.432148937106019,... \n", + "537 POLYGON ((35.65415473150635 5.432148937106019,... \n", + "538 POLYGON ((35.65415473150635 5.432148937106019,... \n", + "539 POLYGON ((35.65415473150635 5.432148937106019,... \n", + "540 POLYGON ((35.65415473150635 5.432148937106019,... \n", + "541 POLYGON ((35.65415473150635 5.432148937106019,... \n", + "542 POLYGON ((35.65415473150635 5.432148937106019,... \n", + "543 POLYGON ((35.65415473150635 5.432148937106019,... \n", + "544 POLYGON ((34.75995473150635 -0.307151062893981... \n", + "545 POLYGON ((34.75995473150635 -0.307151062893981... \n", + "546 POLYGON ((34.75995473150635 -0.307151062893981... \n", + "547 POLYGON ((34.75995473150635 -0.307151062893981... \n", + "548 POLYGON ((34.75995473150635 -0.307151062893981... \n", + "549 POLYGON ((34.75995473150635 -0.307151062893981... \n", + "550 POLYGON ((34.75995473150635 -0.307151062893981... \n", + "551 POLYGON ((34.75995473150635 -0.307151062893981... \n", + "\n", + "[552 rows x 8 columns]" + ] + }, + "execution_count": 584, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# gdf[['rmse', 'mae', 'r2']] = gdf[['rmse', 'mae', 'r2']] \n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -4230,24 +5142,18 @@ }, { "cell_type": "code", - "execution_count": 508, + "execution_count": 586, "metadata": {}, "outputs": [ { - "ename": "RuntimeError", - "evalue": "size mismatch, m1: [1423 x 18], m2: [22 x 128] at ../aten/src/TH/generic/THTensorMath.cpp:197", + "ename": "TypeError", + "evalue": "explain() got an unexpected keyword argument 'method'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mvar_names\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mx_vars\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'morris'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m )\n\u001b[1;32m 10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/github/ml_drought/src/models/neural_networks/base.py\u001b[0m in \u001b[0;36mexplain\u001b[0;34m(self, x, var_names, save_explanations, background_size, start_idx, num_inputs, method)\u001b[0m\n\u001b[1;32m 313\u001b[0m )\n\u001b[1;32m 314\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"morris\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 315\u001b[0;31m \u001b[0mexplanations\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_morris_explanations\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 316\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 317\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msave_explanations\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/github/ml_drought/src/models/neural_networks/base.py\u001b[0m in \u001b[0;36m_get_morris_explanations\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 388\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurrent\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 389\u001b[0m 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b/notebooks/draft/25_tl_CHG_presentatio.ipynb index 4374f2152..c159bc3f9 100644 --- a/notebooks/draft/25_tl_CHG_presentatio.ipynb +++ b/notebooks/draft/25_tl_CHG_presentatio.ipynb @@ -41,9 +41,21 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'Path' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mdata_dir\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'data/'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0;31m# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mdata_dir\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/Volumes/Lees_Extend/data/ecmwf_sowc/data/'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'Path' is not defined" + ] + } + ], "source": [ "import xarray as xr\n", "import pandas as pd\n", @@ -1145,7 +1157,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -1158,20 +1170,19 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 2, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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"## Plot the Vegetation Deficit Index (VDI) from Klisch & Atzberger 2016" + "## Plot the Vegetation Deficit Index (VDI) from Klisch & Atzberger 2016\n", + "\n", + "- ≥50\tWet\t\n", + "- 35 to 50\tNo Drought/Normal\t\n", + "- 21 to 34\tModerate Drought\t\n", + "- 10 to 20\tSevere Drought\t\n", + "- <10\tExtreme Drought" ] }, { diff --git a/notebooks/draft/28_best_performing_model.ipynb b/notebooks/draft/28_best_performing_model.ipynb new file mode 100644 index 000000000..2d031a09c --- /dev/null +++ b/notebooks/draft/28_best_performing_model.ipynb @@ -0,0 +1,2140 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Best performing model tested on 2011-2018" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data/')\n", + "\n", + "assert data_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from src.utils import drop_nans_and_flatten\n", + "\n", + "from src.analysis import read_train_data, read_test_data, read_pred_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, y_train = read_train_data(data_dir)\n", + "X_test, y_test = read_test_data(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')\n", + "d_ = xr.merge([X_train, X_test]).sortby('time').sortby('lat')\n", + "ds = xr.merge([ds, d_])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from src.utils import get_ds_mask\n", + "mask = get_ds_mask(X_train.VCI)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "bline_pred = read_pred_data('previous_month', data_dir)[-1].where(~mask)\n", + "lr_pred = read_pred_data('linear_regression', data_dir)[-1].where(~mask)\n", + "ln_pred = read_pred_data('linear_network', data_dir)[-1].where(~mask)\n", + "rnn_pred = read_pred_data('rnn', data_dir)[-1].where(~mask)\n", + "ealstm_pred = read_pred_data('ealstm', data_dir)[-1].where(~mask)\n", + "ealstm_best_pred = read_pred_data('ealstm_omf_static_embedding', data_dir)[-1].where(~mask)\n", + "\n", + "# ealstm_pred = read_pred_data('ealstm', data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explore how perform in each month" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import annual_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ealstmealstm_omf_static_embeddinglinear_networklinear_regressionmonthprevious_monthrnnyearmetrictime
013.40210616.22547722.49041832.4867781.09.79577011.8539162011.0rmse2011-01-01
17.8427517.8013129.92445431.9870632.08.3401777.6781802011.0rmse2011-02-01
28.9386188.32061210.10367031.2588963.09.2692509.1923222011.0rmse2011-03-01
310.50692210.06630812.40929832.8208604.011.36183911.7421792011.0rmse2011-04-01
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" + ], + "text/plain": [ + " ealstm ealstm_omf_static_embedding linear_network linear_regression \\\n", + "0 13.402106 16.225477 22.490418 32.486778 \n", + "1 7.842751 7.801312 9.924454 31.987063 \n", + "2 8.938618 8.320612 10.103670 31.258896 \n", + "3 10.506922 10.066308 12.409298 32.820860 \n", + "4 11.106353 11.656133 16.207203 31.041736 \n", + "\n", + " month previous_month rnn year metric time \n", + "0 1.0 9.795770 11.853916 2011.0 rmse 2011-01-01 \n", + "1 2.0 8.340177 7.678180 2011.0 rmse 2011-02-01 \n", + "2 3.0 9.269250 9.192322 2011.0 rmse 2011-03-01 \n", + "3 4.0 11.361839 11.742179 2011.0 rmse 2011-04-01 \n", + "4 5.0 13.613427 11.188204 2011.0 rmse 2011-05-01 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# load the monthly scores dictionary\n", + "experiment = 'one_month_forecast'\n", + "monthly_scores = annual_scores(\n", + " data_path=data_dir,\n", + " models=['previous_month', 'rnn', 'linear_regression', 'linear_network', 'ealstm', 'ealstm_omf_static_embedding'],\n", + " metrics=['rmse', 'r2'],\n", + " pred_years=[y for y in range(2011, 2019)],\n", + " experiment=experiment,\n", + " true_data_experiment=experiment,\n", + " target_var='VCI',\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")\n", + "monthly_scores['time'] = monthly_scores.apply(lambda row: pd.to_datetime(f\"{int(row.month)}-{int(row.year)}\"), axis=1)\n", + "monthly_scores.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "for model in ['previous_month', 'ealstm', 'ealstm_omf_static_embedding']: # \n", + " (\n", + " monthly_scores\n", + " .where(monthly_scores.metric == 'rmse')\n", + " .groupby('month').mean().reset_index()\n", + " .plot(x='month', y=model, label=model, ax=ax)\n", + " )\n", + "plt.legend()\n", + "ax.set_title('Seasonality of Model Performance')\n", + "ax.set_ylabel('RMSE');\n", + "\n", + "# (\n", + "# monthly_scores\n", + "# .where(monthly_scores.metric == 'rmse')\n", + "# .groupby('month').mean().reset_index()\n", + "# .plot(x='month', y=model, label=model, ax=ax)\n", + "# )" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "for model in ['previous_month', 'ealstm_omf_static_embedding']: # \n", + " (\n", + " monthly_scores\n", + " .where(monthly_scores.metric == 'rmse')\n", + " .set_index('time')\n", + " .plot(y=model, label=model, ax=ax)\n", + " )\n", + "plt.legend()\n", + "ax.set_title('Model Performance over time')\n", + "ax.set_ylabel('RMSE');\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "sns.distplot(drop_nans_and_flatten(y_test.VCI), ax=ax, label='test [2011-2018]')\n", + "# sns.distplot(drop_nans_and_flatten(y_train.VCI), ax=ax, label='train [1982-2010]')\n", + "# sns.distplot(drop_nans_and_flatten(ealstm_pred), ax=ax, label='Previous EALSTM')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_best_pred), ax=ax, label='BEST EALSTM')\n", + "\n", + "ax.set_xlim([0, 100])\n", + "plt.legend()\n", + "ax.set_xlabel('VCI Observed/Predicted');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model Performance Comparisons" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import spatial_rmse, spatial_r2\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "ealstm_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " ealstm_best_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "bline_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " bline_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "ealstm_base_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " ealstm_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "\n", + "# calculate mean performance scores\n", + "ealstm_mean = ealstm_rmse.mean().values\n", + "bline_mean = bline_rmse.mean().values\n", + "ealstm_base_mean = ealstm_base_rmse.mean().values" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "rmses = [bline_rmse, ealstm_rmse]\n", + "means = [bline_mean, ealstm_mean]\n", + "labels = ['Basline', 'EALSTM']\n", + "colors = sns.color_palette()[:len(means)]\n", + "\n", + "assert (len(rmses) == len(means)) & (len(labels) == len(colors))\n", + "assert (len(rmses) == len(labels))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "for i in range(len(rmses)):\n", + " rmse = rmses[i]\n", + " mean = means[i]\n", + " label = labels[i]\n", + " color = colors[i]\n", + " sns.distplot(\n", + " drop_nans_and_flatten(rmse), ax=ax,\n", + " label=label, color=color\n", + " )\n", + " ax.axvline(mean, ls='--', color=color) # , label=f'{label}_mean'\n", + "\n", + "plt.legend()\n", + "ax.set_xlabel('RMSE');\n", + "ax.set_title('Model Performance Comparison (RMSE)');\n", + "# ax.set_ylabel('Density')" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Baseline EALSTM RMSE: 12.48606477255771\n", + "Best performing EALSTM RMSE: 12.141921257161474\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ealstm_rmse.plot(vmin=5, vmax=20, ax=ax)\n", + "ax.set_title('EALSTM Static Embedding')\n", + "\n", + "fig, ax = plt.subplots()\n", + "ealstm_base_rmse.plot(vmin=5, vmax=20, ax=ax)\n", + "ax.set_title('EALSTM')\n", + "\n", + "fig, ax = plt.subplots()\n", + "(ealstm_base_rmse - ealstm_rmse).plot(ax=ax)\n", + "ax.set_title('Difference in EALSTM RMSEs')\n", + "\n", + "\n", + "print(\"Baseline EALSTM RMSE: \", ealstm_base_rmse.mean().values)\n", + "print(\"Best performing EALSTM RMSE: \", ealstm_rmse.mean().values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Regional Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'ealstm_ERA5_128', 'ealstm_omf_static_embedding', 'linear_network', 'linear_network_10stopping', 'linear_regression', 'previous_month', 'rnn', 'rnn_10stopping']\n", + "Regions: ['district_l2_kenya.nc']\n", + "Region Type: administrative_boundaries\n", + "The RegionGeoPlotter requires `geopandas` to be installed.\n", + "GroupbyRegion requires geopandas to be installed\n" + ] + } + ], + "source": [ + "from src.analysis.region_analysis import RegionGeoPlotter, AdministrativeRegionAnalysis\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", + "\n", + "r = RegionGeoPlotter(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "region_path = analyzer.region_data_paths[0]\n", + "admin_level_name = region_path.name.replace('.nc', '')\n", + "region_da, region_lookup, region_group_name = analyzer.load_region_data(region_path)\n", + "valid_region_ids = [k for k in region_lookup.keys()]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "region_da.plot(ax=ax)\n", + "ax.set_axis_off()\n", + "\n", + "# region_da.where(region_da == dict(zip(region_lookup.values(), region_lookup.keys()))['NAIROBI'])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "def get_region_mask(region: str):\n", + " lookup = dict(zip(region_lookup.values(), region_lookup.keys()))\n", + " region_id = lookup[region]\n", + " \n", + " return ~region_da.where(region_da == region_id).isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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TnuuAeQmv5wKnx1jnOuB551zjmQPOuUbnXMQ5FwW+R6w95DWcc//unNvgnNtQVlY2xrIiIiIiMpFuu+023vjGN3LdddfxjW98g46OjqSue9e73sUvf/lLnn76adavX09GRkaa7zQ5yYTnHcAyM1sUn0F+L3DPGOvcxIiWDTOrTHj5dmDfGMcUERERkUnuwx/+MDU1Nbz73e/mscceY9OmTQwODp73uve85z388pe/5Gc/+xk33XSTB3eanPOGZ+dcGPgE8ABQA/zCObffzD5mZh8DMLMKM6sDPg18yczqzCw/fi6b2Eod/3fE0P9kZnvNbA9wFXBbyj6ViIiIiEwas2fP5s///M+5++67CQQC7Nt3/jnTiooKgsEgDz74IFu3bvXgLpOT1CYpzrltwLYRx76b8HMDsXaO0a7tA0pGOf6BMd2piIiIiEw5999/P1u3biUYDNLQ0EBraytz5sxJ6tqvfOUrNDU14ff703yXydMOgyIiIiKSEn19fa96OPDTn/40dXV1fPKTnyQzMxOAr33ta1RUVCQ13pYtW9Jyn+Nhzo1p4YwJtWHDBrdz586Jvg0RGYW25xYRmVg1NTWsXLlyom9jShrtz87MdjnnNox8b1Lbc4uIiIiIiMKziIiIiEjSFJ5FRERERJKk8CwiIiIyTUylZ9kmi7H+mSk8i4iIiEwDmZmZtLa2KkCPgXOO1tbWV1YCSYaWqhMRERGZBubOnUtdXR3Nzc0TfStTSmZm5quW1zsfhWcRERGRaSAYDLJo0aKJvo1pT20bIiIiIiJJUngWEREREUmSwrOIiIiISJIUnkVEREREkqTwLCIiIiKSJIVnEREREZEkKTyLiIiIiCRJ4VlEREREJEkKzyIiIiIiSVJ4FhERERFJksKziIiIiEiSFJ5FRERERJKk8CwiIiIikiSFZxERERGRJCk8i4iIiIgkSeFZRERERCRJCs8iIiIiIklSeBYRERERSZLCs4iIiIhIkhSeRURERESSpPAsIiIiIpIkhWcRERERkSQpPIuIiIiIJEnhWUREREQkSQrPIiIiIiJJUngWEREREUmSwrOIiIiISJIUnkVEREREkqTwLCIiIiKSJIVnEREREZEkKTyLiIiIiCRJ4VlEREREJEkKzyIiIiIiSVJ4FhERERFJksKziIiIiEiSFJ5FRERERJKk8CwiIiIikiSFZxERERGRJCk8i4iIiIgkKTDRNyAicj5LTvzy7Cf9xekpuuHD6RlXRESmNM08i4iIiIgkKanwbGZvMrMDZnbYzD43yvkqM9tuZoNmdvuIc8fMbK+Z7TaznQnHi83sQTM7FP9eNP6PIyIiIiKSPucNz2bmB74NXAesAm4ys1Uj3tYG3ArccZZhrnLOVTvnNiQc+xzwsHNuGfBw/LWIiIiIyKSVzMzzpcBh59zLzrkh4C7gxsQ3OOeanHM7gOEx1L4R+FH85x8BbxvDtSIiIiIinksmPM8BTia8rosfS5YDfm9mu8zsloTjs5xz9QDx7+VjGFNERERExHPJrLZhoxxzY6hxuXPutJmVAw+aWa1z7olkL44H7lsA5s+fP4ayIiIiIiKplczMcx0wL+H1XOB0sgWcc6fj35uA3xBrAwFoNLNKgPj3prNc/+/OuQ3OuQ1lZWXJlhURERERSblkwvMOYJmZLTKzEPBe4J5kBjezHDPLO/MzcA2wL376HuCD8Z8/CNw9lhsXEREREfHaeds2nHNhM/sE8ADgB37gnNtvZh+Ln/+umVUAO4F8IGpmnyK2Mkcp8BszO1Prp865++ND/yPwCzP7CHACeHdqP5qIiIiISGoltcOgc24bsG3Ese8m/NxArJ1jpC5g3VnGbAW2Jn2nIiIiIiITTDsMioiIiIgkSeFZRERERCRJCs8iIiIiIklSeBYRERERSZLCs4iIiIhIkhSeRURERESSpPAsIiIiIpIkhWcRERERkSQpPIuIiIiIJEnhWUREREQkSQrPIiIiIiJJUngWEREREUmSwrOIiIiISJIUnkVEREREkqTwLCIiIiKSpMBE34CIyHh1DhkHuwKc6PWzIj/MysIwfpvouxIRkelI4VlEppThqLGjI5dj/Zmc6Mug8aUsTvf7X/We/GCUS0uH2VQ2xKayYYVpERFJGYVnEZkyjvVl8K2jlZwcyMRvjjmZg1xaNsyK/H6qCsLMzYnwUkeA7c0hnmkO8lB9HhAL03+xvI+/XNFHSM1qIiIyDgrPIjLpRRzc01DML+vLyA+E+cySOqoLeggYXLao+FXvXZYf4cb5gwDU9/l4tiXItrpMvr4/l9+ezOR/X9LFJSXhifgYIiIyDSg8i8ik1tozyA8PzOdgbzabi7r4yPwG8gLRpK6tzI7ytvmDvG3+II/Uh/jS83m869EiPrCkn8+s7iUv6NJ89yIiMt0oPIvIpOSc47ljbWzbW0+IDG5ddIrLi7sveLw3Vg7x4LVt3LEvhx8ezuL3pzP4ysXdXDN7KIV3LSIi053Cs4ikl3MU9BxibuOjmIvSl1lBb1YFfZkV9GVVEPFnjXrZA/sbeOJQC8vKc/n0rN0Uh8bfapETcHy5uocb5w/wuV353PJ0IR9a2seX1/VgeqBQRESSoPAsIqnnHIXdB5jf8HvmNzxIfu8xHLF0ary6VaK5sJoXqj5NS9HFrxx76XQnTxxqYePCIt5WPYfikztTenvVxWF+u7WN/7UnlzsPZxMw+OJaBWgRETk/hWcRSamizho27/k8hT1HiJqfxuKN1C78AHWz3shQsICsgUZy+uvJHmggt6+OpSd/xTXP3MzJWVvZvfyTHLc5/Or5OuYUZnH92tlYmhJt0Af/c10PDvj+oWxCPsdnVvcqQIuIyDkpPItIyiw6dQ8b932FwVAhz67+MnXlb2Qw49WrYfRmz6U3e+4rr2sWf4iqo//Jqpd/wFuaHuO/7U8o5h3cdOkGgv70ritnBl9e18NQ1PjXAzmE/I5PrepLa00REZnaFJ5FZPzCQ2zY/1WWn7iLhuJLear6nxjMKEnq0og/i/1Lb+HwvHeS88zXuaF3G1dn7ORx9wO6WHze65892jbeu+eGwjZOl1TwLy8V0tjZx9sq2jgSOXHOa9532fxx1xURkalH2wWIyPh01cOPrmf5ibt4adGHeHTjvyUdnBNtb/Txsbab+LvKfyXgg63PfpiC7kNpuOHX8hn85YIGLi/u5GenyrmvsciTuiIiMvVo5llkKtp558TU3fDhV79uPQJ3XgeDPTxZ/TVOVL7pgoZt6Bzg7t2nWFSaw4p1q3mo7062PvdRtj775zxy6fdTcOPn5zP4+MJ6wlHjx3WzeHtpGxtHbMAiIiKimWcRuTCD3XDX+yAyDB996IKD8+BwhJ8+d5zMgJ/3bpyH32d05y7iocvuJOLPYOtzHyG7vz7FNz86v8Gti0+zLr+H3+45TWPXgCd1RURk6lB4FpGxcw7++39Ay0F4950wa9UFD3X//gZae4b400vnkZcZfOV4T858HrrshwwHclh57D/J6T+Vijs/r4DB/7OwnlDAx6921RGJahdCERH5I4VnERm7P3wdan4LV/89LL7ygofp6Bti57F2Ni4qZnFp7mvO92bP5aHL7iTsz6Lq2E8IDXVe+D2PQWEwwo3VczjV0c9jB5o8qSkiIlODwrOIjM2hB+GRf4A174bNHx/XUI8dbAbgyuVlZ31PX9Zsahe8HyPCklP/DS46rprJWjOngHVzC3j0QBOn2vs9qSkiIpOfwrOIJK/1CPz6IzBrNdzwTcazo0hH3xC7jrVzyYIiCrND53zvYEYxxyveRH7fcSpbn7ngmmP11nVzyM0I8ItdJxmOeBPaRURkclN4FpHkhAfhrveD+eC9/wWh7HEN93h81vkNK84+65youbCatrwq5jY94tkDhFkhP+9YP5fm7kEefKnRk5oiIjK5KTyLSHIO3g/NtfCuO6Fo4biG6uwfZufxdtYvKKLoPLPOrzDj6OzrCfuzWXrqN1h0eFz3kKzls/K4dFExTx1u4eWWHk9qiojI5KXwLCLn19MIRx+Hi/8Mllw17uEeP9iEc44rk5x1PiMcyObInBvJGmxhfuPD476PZF23uoKinBC/3lXH4HDEs7oiIjL5KDyLyLk5B/t/A/4QbP3yuIfr7B9mR7zXOelZ5wRduUuoL76MirbnKOg+PO77SUZGwM+7L5lLR98wv9vf4ElNERGZnBSeReTcmvbH2jWWvwlyxzZTPJrHDzbHZp2Xl1/wGCdnbaUvo5zFp+/GH/FmI5MFJTlsWlLCjqNtNHcPelJTREQmH4VnETm7yHBs1jl3Fix83biHi806t7F+fhFFOWOfdT7D+QIcmfNWQuFeKlueHvd9JeuqFeUE/T4ertXDgyIiM5XCs4ic3dHHoK8VLnoH+PzjHu6JM7POKy581vmMvqzZtBSspqL1GYLD3eMeLxm5GQG2LClhT10nNfVdntQUEZHJReFZREbX3xHbEGXWGihbMe7huhJmnYvHMeucqK78Kowoc5qfSMl4yXjdsjIygz6+8eBBz2qKiMjkofAsIqOr/W1sN79VN6ZkuD8caiaaolnnMwZDRTQVXUJ5+/NkDrambNxzyQr5uWJpKb9/qZE9dR2e1BQRkclD4VlEXqvtKJzaBUveCDml4x4uHIny/IkOLppdkLJZ5zNOlb2OqC/A3KZHUjruuWxZUkpRdpCv/16zzyIiM43Cs4i81sH7ISMPlmxNyXAHGrvpH46wfn5RSsZLFA7kUl+ymZKuGnL6TqV8/NFkBv187A1LePxgMzuOtXlSU0REJgeFZxF5tY6T0HIAFl0JgYyUDPnCiQ5yMwIsLc9NyXgj1ZdsZtifzbymh2PrUnvg5s0LKc3N4I4HDuA8qikiIhNP4VlEXu3IwxDIhAWXp2S4vsEwBxq6WTe3AL/PUjLmSFF/BqfKXk9B7zEKeo+kpcZIWSE/n7hqCc8ebePpI970W4uIyMRTeBaRP+pphvoXYeEVEMxMyZB7TnUScY6L09Cykaip6BIGgoXMa3zEs9nnmy6bz+yCTO74vWafRURmCoVnEfmjIw+DLwCL3pCyIV840c6s/AwqC1ITxs/G+fzUlV9FzkADRd0H0lrrjIyAn7/auowXTnTw6IEmT2qKiMjEUngWkZj+DqjbAfMuiz0smAItPYOcbO/n4nlFmKWnZSNRa8FFDAYLqGh9Nu21znjXJXOZX5zNPz94ULPPIiIzQFLh2czeZGYHzOywmX1ulPNVZrbdzAbN7PaE4/PM7FEzqzGz/Wb2yYRzf2tmp8xsd/zrzan5SCJyQY4+DjhYclXKhnzhRAcGrJtXmLIxz8l8NBZvJL/vOFkD3myhHfT7+B9XLmHfqS52HW/3pKaIiEyc84ZnM/MD3wauA1YBN5nZqhFvawNuBe4YcTwM/LVzbiWwCfj4iGu/4Zyrjn9tu9APISLjNNQHx5+GyoshuyQlQ0adY/fJdpaU51KQFUzJmMloKrqYiAU9nX2+sXo2eRkB/uuZ457VFBGRiZHMzPOlwGHn3MvOuSHgLuBVW44555qcczuA4RHH651zz8d/7gZqgDkpuXMRSZ3jT0JkEJamZl1ngOOtfbT3DXOxV7POcRF/Fi2Faynt3Esg3OtJzexQgHesn8O2vQ209gx6UlNERCZGMuF5DnAy4XUdFxCAzWwhcDGQOB30CTPbY2Y/MLP0PoovIqOLDMHRJ6B8FeTPTtmwu0+2E/L7WDU7P2VjJqux+FJ8LkJ5+/Oe1Xz/pgUMRaL8aledZzVFRMR7yYTn0Z7yGdNTMWaWC/wa+JRzrit++DvAEqAaqAe+fpZrbzGznWa2s7m5eSxlRSQZJ5+FoZ6U7SYIMByJsvdUJxfNzicj4E/ZuMnqzyyjM2cxs9p2Yi7iSc3ls/K4dGExP33uBNGoHhwUEZmukgnPdcC8hNdzgdPJFjCzILHg/BPn3P89c9w51+icizjnosD3iLWHvIZz7t+dcxuccxvKysqSLSsiyXAOjv0BCudDyZKUDVvb0M3AcDTtazufS0PJpYTC3RR11XhW8/2b5nO8tY8/HG7xrKaIiHgrmfC8A1hmZovMLAS8F7gnmcEttjbVfwA1zrl/HnGuMuHl24F9yd2yiEsD5YUAACAASURBVKRM28vQ05Sy3QTPeOFEO/mZARaX5aR03LHoyF1Gf6jY0wcH37S6gpKckB4cFBGZxs4bnp1zYeATwAPEHvj7hXNuv5l9zMw+BmBmFWZWB3wa+JKZ1ZlZPnA58AHgjaMsSfdPZrbXzPYAVwG3pf7jicg5nXg6thX37ItTNmTPYJiDjd1UzyvE58HazmdlRmPxpeT1nyKn75QnJTMCft6zcR4P1zRyuqPfk5oiIuKtQDJvii8jt23Ese8m/NxArJ1jpCcZvWca59wHkr9NEUm5od7YVtzzN4M/lLJh99R1EHVQPYEtG2e0FK5jXtMjVLQ9y5Hsd3hS832Xzue7jx/hrudO8OlrVnhSU0REvKMdBkVmqrrnIBqOhecUevFkB5UFmVTkp3c77mRE/Bk0FV5McedLBIe7Pak5rzibK5eXcdeOkwxHop7UFBER7yg8i8xEzsHx7VC0MKXL03UPDHOyvZ/VcwpSNuZ4NRZvxEeUso7dntX8s00LaOoe5MGXvNnlUEREvKPwLDITtR2B3iaYvyWlwx5sjM3urpiVl9Jxx2Mwo5iu7PmUduyJ/dLggStXlDOnMEsPDoqITEMKzyIz0fEzDwpWp3TY2oZu8jMDVBZMfMtGopbCtWQNtZLTn/Qqm+Pi9xnvu2w+Tx9p5Uhzjyc1RUTEG0k9MCgi08hQDzS8GJt1TuGDguFolMNNPaydW4BN5Cobo2jLX8XC+t9R2rmH3uwxb5A6qp8+e+Kc5wM+w2fwP/97H29Zm5rWmPddNj8l44iIyIXTzLPITHNyB0QjsCC1LRvHW/sYDEdZMcv77bjPJ+LPpD2vipLOfVjUmx0H8zKDXDS7gF0n2vXgoIjINKKZZ5GZxLnY2s5FiyCv8vzvH2nnnWc91XAwQMAKuXrw92SemHzbU7cUrqGkaz8FPYfpyPdmCbkNC4rYe6qTQ43drJo9eR6iFBGRC6eZZ5GZpPUw9DbDgtQuTwfwQmcOq/L6yPRPvuAM0Jm7hGF/DmWdezyrubgsl+yQnxfrOj2rKSIi6aXwLDKTnNgOwWyoTO2Dgsd7/JwezGB9QW9Kx00lZ35aClZT2H0Qf8Sb3f/8PmP1nAJqG7oYCqt1Q0RkOlB4FpkphgegYS/MXp/SBwUBHqmPjXdxweReWaKlcC0+F6Gk8yXPaq6dW8BwxFHb0OVZTRERSR+FZ5GZouFFiA7D3A0pH/qRhhCzMwapyBhO+dip1JdZQV9GGaUdL3pWc2FJDvmZAfaodUNEZFpQeBaZKU7tguxSKFyQ0mF7w8azzSEunsQtG68wo6VwLXn9dWQMtnlS0mfGmjkFHGjsZmDYm5U+REQkfRSeRWaC/g5oOQRzLoEUr8H8VFOQoaixfpK3bJzRWrAGB5R6+ODgmrmFRKKOl+rVuiEiMtUpPIvMBKefBxzMSX3LxqP1GeQGolTl9qV87HQYCubTlbPI0+265xVlUZgdZE9dhyf1REQkfRSeRWaCUztj7Rq5ZSkd1jl4tCHE62YNEZhC/zVpKVxH5nAHuX0nPalnZqydU8jhph56B8Oe1BQRkfSYQv+7E5EL0nU69pWGWeeXOgM09Pu5qnIo5WOnU1teFRELUtq5z7Oaa+cWEHWw/7RaN0REpjKFZ5Hp7tQuMB/MvjjlQz8aX6LuyoqpFZ6j/hCdeUsp6q71rHWjsiCT0twQe06pdUNEZCpTeBaZzlw0Fp7LqiAjN+XDP1KfwdqiYcozp94GIG15VYTCPeT213lSz8xYO7eQo829dA1M7iX9RETk7BSeRaaz1iMw0JGWlo22QeOFtgBXTbFZ5zM68pYRNR/FXTWe1VwzpwAH7DulNZ9FRKYqhWeR6ezULvBnQMXqlA/9eEMIh/HGysGUj+2FiD+TrpzFFHV517oxKz+TivxMbZgiIjKFKTyLTFeRYajfDZVrU74dN8AjDRmUZkRYUzR1V49oy19J5nAH2QONntVcO7eAE219dPRNzRl7EZGZTuFZZLpq3A/hgbS0bEQcPNEQ4sqKIXyp3XPFU+15y3EYRd3etm4A7FXrhojIlKTwLDJdndoJGflQuizlQ9d0BOgc9nHFrKk9exoO5NCdPZ/irlrPapbkZjC3KEutGyIiU5TCs8h0NNwHTTWx5eks9f+ab28OArC5bOqvGtGWv5LswWYyB1s8q7l2TgGnOvpp7Zma/eIiIjOZwrPIdNS4D1wkLWs7A2xvCrE4N8ysrKm3RN1I7flVAJ7OPq+aHWvdqG3o9qymiIikhsKzyHR0ejdkFcW25E6xcBSeawmyqXzqzzoDDAXz6cmaE1t1wyPFOSHK8zKoqddugyIiU43Cs8h0M9wHzQegshos9U/z7esI0BP2sblsavc7J2rLryJ34DShIe92/1tZmc+x1l76hyKe1RQRkfFTeBaZbhriLRuV1WkZfntTbNm7TdMpPOetBKC427vZ56qKPKIODjapdUNEZCpReBaZburPtGzMT8vwzzQHWZYfpizTm41FvDCYUUxvxixPWzfmFWeTHfJTq9YNEZEpReFZZDoZ6oPmWqi8OC0tG8NR2NESnFYtG2e051eR13eC4HCPJ/V8ZlRV5HGwsYdIdPr8IiIiMt0pPItMJ417wUVhdnpaNva0B+iL+KbFEnUjteVXYUBR9wHPalZV5NM/HOF4W69nNUVEZHwUnkWmk9O7IasYCualZfhn4v3Ol03Dmef+jHIGQkWehudl5bn4fUZtvfqeRUSmCoVnkeliqBdaDsRmndPQsgGwvTlEVUGY4oxp2GZgRnvucvJ7j+GLejOznhH0s7g0h9oG9T2LiEwVCs8i00VDvGWjMj0bowxGYGdrcFqtsjFSR95SfC5Mfu9Rz2pWVeTR0jNES7d2GxQRmQoUnkWmi/rdkF0CBXPTMvyLbUEGIjYtHxY8ozt7ARFfkMLuQ57VrKrMB6BGs88iIlOCwrPIdDDUCy0H07YxCsD25iCGY9M0fFjwDOcL0JmzmMKeQ+C8aU0pyg5RkZ+prbpFRKYIhWeR6aAhvatsQKzfeVVhmILQNOx3TtCRt4yM4S4Kejycfa7I47h2GxQRmRIUnkWmg/oXILsU8tPTsjEQgedbg9NyibqROnKXATCn6QnPalZV5hN1cKBRs88iIpOdwrPIVDfUCy2HoHJd2lo2nm8NMhSd3v3OZwwH8+jNrGB28x88qzm3KIucjIBW3RARmQIUnkWmusZ98VU21qWtxDPNIXw4Ns6AmWeIzT6Xtu8mNNTpST2fGVWz8jjY2K3dBkVEJjmFZ5GprmEPZBWlbWMUgO1NQdYUhckPzoxg15G3DB9RKlue8qzmyso8BoajHGvVboMiIpOZwrPIVBYegOYDULE2bS0b/WHY3Ta913ceqSdrNgPBImY3e9f3vLQ8j4DPqK1X64aIyGSm8CwylTXVQDQcC89psqs1yLCzab1E3WuYj/qyK6hsfgpz3qyAEQr4WFyWQ01DN86jZfJERGTsFJ5FprL6FyGUC8WL0lZie3MIvzk2ls6g8AycKn89mcMdlHTs9axmVUU+bb1DNGu3QRGRSUvhWWSqigxD00tQsQYsff8qb28KsbYoTO4M6Xc+o750C1Hze9q6UVWRB8BBLVknIjJpKTyLTFUtByAylNZVNnrDxp72wIxYom6k4WA+zYXVnq73XJgdoiw3g0NNPZ7VFBGRsVF4Fpmq6vdAMAtKlqatxO7WAGFnXDaT+p0TnC5/PUXdB8jqb/Cs5rJZuRxt6WU4EvWspoiIJE/hWWQqikZi6zuXXwS+QNrK7GgN4sOxvmSGhuey1wMwu+VJz2ouK88jHHUca9GSdSIik5HCs8hU1HoYhvugMn2rbADsbAlRVRgmb4b1O5/RmbuEnqzZzPawdWNRaQ5+n6l1Q0RkklJ4FpmKGvaAPwRlVWkrEY7C860BNs7QWWcAzKgvvYKK1mfxRb35cwgFfCwsyeZQkx4aFBGZjJIKz2b2JjM7YGaHzexzo5yvMrPtZjZoZrcnc62ZFZvZg2Z2KP69aPwfR2QGiEahYS+Ur4wF6DR5qSNAX8THhhm2RN1I9WVbCEb6KOl40bOay8rzaOwapLN/Zv/Zi4hMRucNz2bmB74NXAesAm4ys1Uj3tYG3ArcMYZrPwc87JxbBjwcfy0i51P3HAx2pXVjFIj1OwNsmMkzz0Bj8aVEzU9ly9Oe1Vw2KxeAw5p9FhGZdJKZeb4UOOyce9k5NwTcBdyY+AbnXJNzbgcw8v+y57r2RuBH8Z9/BLztAj+DyMxS81vw+WMPC6bRzpYgc7MjVGbP7FUfhoN5tBSuo7L5Kc9qVuRnkpcZ4GCj+p5FRCabZMLzHOBkwuu6+LFknOvaWc65eoD49/LRBjCzW8xsp5ntbG5uTrKsyDTlHNTcA6UrIJiZ1jI7WoIzblfBs6kv3UJxVw0Zg22e1DMzlpXncriph6i26hYRmVSSCc82yrFk/2s+nmtjb3bu351zG5xzG8rKysZyqcj007AHOk6kvWXjeK+flkE/G0tn3uYoo2ko3YLhqGh9xrOaS8vz6B+OcLqj37OaIiJyfsmE5zpgXsLrucDpJMc/17WNZlYJEP/elOSYIjNXzb2xrbhnrU5rmR0tsX5nzTzHtBWsYjBYQGWLd60bS8tzMVDrhojIJJNMeN4BLDOzRWYWAt4L3JPk+Oe69h7gg/GfPwjcnfxti8xQtffB/M2QkZvWMjtbghSGoizJi6S1zlThzE9D6WYqWrbHelo8kJsRYHZhlpasExGZZM4bnp1zYeATwANADfAL59x+M/uYmX0MwMwqzKwO+DTwJTOrM7P8s10bH/ofgavN7BBwdfy1iJxN28vQtB+qrk97qR2tQTaUDOMbrfFqhqov2UL2YDOF3Qc9q7msPJeTbX0MDOuXGBGRySKpfX2dc9uAbSOOfTfh5wZiLRlJXRs/3gpsHcvNisxoNffGvle9BY48krYyrYPGy90B3rNwIG01pqL60s0AVLRspyN/hSc1l83K47GDzbzc3MOq2QWe1BQRkXPTDoMiU0XtfVCxBooWpLXMK/3OJXpYMFF/VgUduUs97XueV5xFKODjoLbqFhGZNBSeRaaCniY4+SxU3ZD2UjtbQoR8jtVF4bTXmmoaSjdT3v48/og3K2AEfD6WlOZwqLEbpyXrREQmBYVnkamg9j7AwUoP+p1bglQXD5PhT3upKae+9HL80SHK23Z6VnPZrDza+4Zp7dXfBIiITAYKzyJTQe29ULQQyled963j0ReG/R2BGb8l99k0FV9C2Jfh7Vbd5bGVVQ6pdUNEZFJQeBaZ7Aa64OXHY6tsWHqXv9jdFiTsTOs7n0XEn0lz8SVUNnsXnktyMyjOCXGoUUvWiYhMBgrPIpPdod9DdBhWetHvHMRwrNfM81nVl26hoPdlsvsbPKu5rDyXl1t6GQpHPaspIiKjU3gWmexq74Wccpi7Me2ldrQGWVEQpiCkh9POpr50CwAVnrZu5DEUjrLreLtnNUVEZHQKzyKTWXgQDj0IK64DX3qf4AtH4fnWoFo2zqMzdyl9GeWeLlm3pCwHn8GTh5s9qykiIqNTeBaZzF5+HIZ6PGnZqO0M0Bv26WHB8zGjvnQzFa3PYM6bnf8ygn7mFWXz5OFWT+qJiMjZKTyLTGa1v4VQHix6fdpLvbI5imaez6uhdDMZw10Ud77kWc0l5bnsreugs1//fEREJpLCs8hkFY3Agd/BsqshkJH2cjtbg8zJjjA7Ww+lnU9DySYAZrU+41nNJWW5RB0887Jmn0VEJpLCs8hkdfI56G32ZGMU52Izz2rZSM5gRgnteSuobNnuWc15xVlkh/w8dbjFs5oiIvJaCs8ik1XtveAPwdKr017qZK+PpgE/G9SykbT60s2Utr+AP9znSb2Az8dli4p5UuFZRGRCKTyLTEbOxcLzojdAZn7ay+1sDQGwoURbQCeroWQzfhemvH2XZzUvX1rKy8291Hf2e1ZTREReTeFZZDJqegnaj3nSsgGxlo28YJTlBd6sHjEdNBevJ+ILedq6ccWyUgCe0qobIiITRuFZZDKquRcwWPFmT8rtag2yvngYf3p3/55WIv5MmosupsLD8LxiVh6luSH1PYuITCCFZ5HJqPZemHcZ5JanvVTnkHGwK6B+5wtQX7KZwp7DZA54s3mJmbFlSSlPHm7BOe0CKSIyERSeRSab9uPQsAeq3uJJuedbY+s7X6KVNsasoXQzABUeLll3xdJSmrsHOdTU41lNERH5I4VnkcnmwLbYd4/C887WIH5zVBcrPI9Ve34VA8EiT/ueL4/3PT95SK0bIiITQeFZZLKpvQ/KV0HJEk/K7WwJclFhmOyAJ+WmF/PRWHpZbLMUj9oo5hRmsbAkm6ePKDyLiEwEhWeRyaS3FY4/5dms83AUXmwPqmVjHOpLNpM92ExBz2HPal6+tJRnXm5jOKLdIEVEvKa5JpHJ5OD94KJQNb4l6p492pbU+w73ZjIQMQqi7Tx7tHtcNWeqV/qeW7bTmbfMk5pXLC3lJ8+eYE9dB5csKPakpoiIxGjmWWQyqb0XCuZB5TpPyh3oyQJgRY423bhQfVmVdOUspLLVu77nzUtKMIMnD2m9ZxERryk8i0wWQ71w5JFYy4Z5s+DygZ4sykJDFIfCntSbrhpKNlHetgtfxJsdGguzQ6yZU6D1nkVEJoDCs8hkcfhhCA941u/sHBzoyWZFrmadx6u+dDOBSD+lHS96VnPLklJeONlO76B+8RER8ZLCs8hkUXsfZBXB/C2elGsaCtIRDig8p0BT8Uai5qfCw9aNK5aWMhxxPHcsuf52ERFJDYVnkckgMhx7WHD5deD35jle9TunznAwj9aCNZ6u97xhYRGhgI+ntN6ziIinFJ5FJoPjT8FAh2ctGxALz1m+CPOyBj2rOZ01lG6muHM/oaFOT+plBv1sXFjEk+p7FhHxlMKzyGRQcy8EsmDJGz0reaAni+W5/fi8eTZx2qsv3YzhmNX6rGc1L19aSm1DNy09+gVIRMQrCs8iEy0ajfU7L90KoWxPSvaGfdQNZKjfOYVaC1YzFMj1tO/58iWxrbqfPqIl60REvKLwLDLRTr8A3adh5Q2elTzYm4XD1O+cQs4XpLF4Y6zv2aOtulfPKSA/M8CTh5o9qSciIgrPIhOv9rfgC8Dyaz0reaAnCx+OpQrPKdVQupnc/lPk9p30pJ7fZ2xeUsJTh1txHgV2EZGZTuFZZCI5BzW/hYVXxJap88iBniwWZg+Q6VfgSqWG0tgygxUerrpxxdJSTnX0c6Ktz7OaIiIzmcKzyERqPgCth6Hqes9Khh0c7s1Sv3MadGfPpydrNpWtT3tWc8vSWN/zU4fV9ywi4gWFZ5GJVPvb2HcPl6g71pfJkPOp3zkdzGgo2cys1uewqDc7/y0uzaEiP1NbdYuIeEThWWQi1dwLczZA/mzPSr6yOYpmntOivnQzoXAPJZ37PKlnZmxZWsLTR1qIRtWGIyKSbgrPIhOl4yTU74aV3rVsQCw8l4WGKA55MzM60zSWXIbDPO97bu8bpqahy7OaIiIzlcKzyESpvS/2vcq7Jeqciy1Tp1nn9BkKFdJWsMrb9Z5f6XtW64aISLopPItMlNp7oawKSpd6VrJ5KEj7cFDhOc3qS7dQ2rGHwHCPJ/Vm5WeypCxHDw2KiHhA4VlkIvS2wvGnPN0YBRL6nfWwYFo1lGzG5yLManvOs5pXLC3luaNtDIWjntUUEZmJFJ5FJsLB34GLerpEHUBNTzY5/gjzsgY9rTvTtBSuI+zPiu026JEtS0vpH47wwol2z2qKiMxEgYm+AZEpbeedF3bdc9+LbYpy6vnY9tweqemJ9Tv7zLOSU9aSE78c1/XdWXOY1/Ag7XnLx3TdkfnvvqB6mxaX4DN46kgrly0uuaAxRETk/DTzLOK18AC0HICKNWDepdjOYT+nBzKoytVOdF7oyl1M1lAroaEOT+oVZAVZM7eQp/XQoIhIWik8i3itqRaiYahY62nZ2ni/80qFZ0905iwGoKD3Zc9qXr6khN0nO+gZ1DKEIiLpovAs4rWGPRDKgaJFnpat7ckmZFEWZw94Wnem6s8oYyiQR0GPh+F5aSnhqOO5o1p1Q0QkXRSeRbwUCUPTfpi1Bnx+T0vX9mSxNKefgP6t94YZnbmLye89Gns41AOXLCgiFPBpyToRkTTS/0ZFvNRyAMKDUOlty0Z/xMfRvkxW5mmJOi915iwmGOknZ6Dek3qZQT8bFxZpsxQRkTRSeBbxUsOLEMiE0rGtwDBeB3qycJgeFvRYZ+5iHFDQc8SzmluWlFLb0E1Lj5YjFBFJB4VnEa9EI9CwD2ZdBD5vV4ms7cnCh2O5NkfxVDiQQ2/mbAo9DM9ntup++ohaN0RE0iGp8GxmbzKzA2Z22Mw+N8p5M7Nvxs/vMbP18eMrzGx3wleXmX0qfu5vzexUwrk3p/ajiUwybUdguA8q1nleurYnm0XZA2T6nee1Z7rO3MXk9tXhj3jzoOaaOQXkZQa0ZJ2ISJqcNzybmR/4NnAdsAq4ycxWjXjbdcCy+NctwHcAnHMHnHPVzrlq4BKgD/hNwnXfOHPeObdt3J9GZDKrfxH8ISiv8rTscNQ43JvJyjy1bEyEjtylGC724KAH/D5j8+ISnlR4FhFJi2Rmni8FDjvnXnbODQF3ATeOeM+NwI9dzDNAoZlVjnjPVuCIc+74uO9aZKpxUWjYC2UrYwHaQ0f6Mhl2Pqpy1bIxEXqy5xL2ZVDYfdizmpcvLaWuvZ8TrfqFSUQk1ZIJz3OAkwmv6+LHxvqe9wI/G3HsE/E2jx+YWVES9yIyNbUfg8Euz1fZAKjpjm2OoocFJ4j56MpdTEHvEXDetM2c6Xt+6ohmn0VEUi2Z8Dza/sEj/w9wzveYWQh4K/DLhPPfAZYA1UA98PVRi5vdYmY7zWxnc3NzErcrMgk17Imt61x+keela3uymZs5SF7Am7WG5bU6cpaQMdxF1qA3YXZJWQ4V+Zlq3RARSYNkwnMdMC/h9Vzg9Bjfcx3wvHOu8cwB51yjcy7inIsC3yPWHvIazrl/d85tcM5tKCsrS+J2RSYZ52L9zqUrIJjpaemoiy1Tpy25J1Zn7hIACnq8ad0wM7YsLeHpwy1Eo3pIVEQklZIJzzuAZWa2KD6D/F7gnhHvuQe4Ob7qxiag0zmXuCvATYxo2RjRE/12YN+Y715kKuiqg/52qPC+ZeN4fwb9UT9V2hxlQg2FCujLKPN0vefXLSulvW+Y/ae7PKspIjITnHexWedc2Mw+ATwA+IEfOOf2m9nH4ue/C2wD3gwcJraixofPXG9m2cDVwF+OGPqfzKyaWHvHsVHOi0wP9XvAfFCxxvPStT3ZgPqdJ4PO3MXMatuJLzpM1BdMe70zfc9PHm5hzdyCtNcTEZkpktqpIb6M3LYRx76b8LMDPn6Wa/uAklGOf2BMdyoyFZ1p2ShZCqEcz8vXdGdRFhqiNBT2vLa8WmfuUipbnyWv9xidecvSXq88L5OqijyePNzM/7hySdrriYjMFNphUCSdehqht2lCWjaci808a4m6yaErewERC3i62+AVS0vZcaydgeGIZzVFRKY7hWeRdKp/EbAJadmoHwzSGQ7oYcFJwvkCdOcs8LTv+YplpQyFozx3tM2zmiIi053Cs0g61b8IRQsh0/ue05p4v/NKPSw4aXTkLiVrqJWMoXZP6l26qJiQ36cl60REUkjhWSRdepqg+zRUrpuQ8rXd2RQEwlRmDE1IfXmtPy5Z583sc3YowPoFhfzhkMKziEiqKDyLpEv97tj3yuoJKV/bk8WK3H5stC2MZEIMhEoYDBZ4vGRdGTX1XTR3D3pWU0RkOlN4FkmX+t1QtAiyCj0v3ToUoGkopCXqJhszOnKXUtB7FIt68xDfFfEl657WVt0iIimh8CySDj3N0DWBLRs9WQCszFN4nmw6c5fgjw6R23/Sk3qr5xRQkBXkSbVuiIikhMKzSDpMcMvG/u4csv0RFmTpr+onm86cRUTNR2H3IU/q+X3G5UtLePJwC7El+UVEZDwUnkXSoX53bJWNCWjZANjXlc2q3D786needKL+DLqzF1DU4014BrhiaRn1nQMcae71rKaIyHSl8CySar3N0HVqwmadT/b6aBwKsTpfLRuTVXvecrIGWzxbsu5M3/OTh5o9qSciMp0pPIuk2istGxPT7/x0UwiA1XmaZZysOnJj23N71boxvySb+cXZWu9ZRCQFFJ5FUu30i1D4/7d33+FxVmfex79nqtqod9uyLVvuDWNs01soJiFAEkJZWjoJSUjdZDebDZvdN71ssqkkBEihJdTQAiGhg8G9F1mWJcvqvWvKef94xsaAsWV7RjOSfp/r0jXS6JlzbjMacevMfe4zGVJzEjL9S00+sj0hJqaov3OyGvTn0u/LI7t7x4jNeVpFPq9WtREMR0ZsThGRsUjJs0gs9bZA114oTUzJhrXwcpOXuZm96u+c5DoCFWT27cEVHpk/ck6fnk/PYIj1tR0jMp+IyFil5FkklhLcZWNnl5uWQTfz1aIu6XUEKnDZMFm9VSMy3ynT8nEZdNqgiMhxUvIsEkv16xJesgGqdx4NutPKCLn8I1b3nJXmZf7EbNU9i4gcJyXPIrHS2wKdexO26gxO8jw5PUSBP5SwGGR4rHHTmTGN7J6dTr3NCDh9ej7rajvoGgiOyHwiImORkmeRWElwl41QBFY2ezmlUInRaNERqMAX6iFtoH5E5jt1ej7hiOXVXa0jMp+IyFik5FkkVurXQXYZpOUmZPqN7R66Qy5OLVSXjdGiI2M6FsgZodKNxZOzSfW6VbohInIclDyLxEJPk1OyUbo4YSHs7+98spLnUSPkSacndcKI1T37PW6Wl+dq06CIyHHwJDoAkTFh3xrAQOkJCQvhpSYfs7KC5PktlQmLQo5WR2AGk5r+iTfY2wI/swAAIABJREFUQ9Cbcdhr71pZc9zzpfs97G7p5Wf/qCQ33Tesx1y9rOy45xURGSu08ixyvKx1kue8aZCSlZAQBsKwqtXLqap3HnU6AtHTBntGZvV5RlEAgB2N3SMyn4jIWKPkWeR4ddU5ZRsJLNlY3eJlKGJU7zwK9fmLGPRkjljpRl66j9x0n5JnEZFjpORZ5HjtWwPGlbAuG+CUbHiMZWm+Vp5HHWPoCFSQ1bsLE4l/i0FjDBWFGVQ19xLSUd0iIkdNybPI8bAR2LcWCmaBLz1hYbzU5GNhbpAM78j0C5bY6ghU4I4EyezbMyLzzSwKMBSOUN2qkyhFRI6WkmeR49FeDf3tCS3Z6BwybGz3qN55FOtKn0rYeMju3jEi800tSMftMuxU6YaIyFFT8ixyPPatBZcXiuclLITXWrxEMJyieudRK+Ly0pkxjdyubc67GXHm97iZkpfGjiYlzyIiR0vJs8ixCoec5LloLnhSEhbGS00+UtyWE3K18jyatWfOwhfqJq9z04jMN6MoQGPXIJ39+rkRETkaSp5FjlX18zDUk9DezuAcjnJSXhC/O6FhyHFqz5iBxTCx8ZkRmU8t60REjo2SZ5FjtfF+Z8W5cE7CQmgacLGjy6OSjTEg7EmlK30Kkxr/4fQOj7PCgJ+sVK+SZxGRo6TkWeRYhAZh61+heD64vQkL45UmZ271dx4b2jJnkdlbTWZPVdzn2t+yrrKph3BEXVpERIZLybPIsdj5NAx2JrTLBsALjT6yvBHm5sS/P7DEX3tgJgCTRrB0YzAUoaZNLetERIZLybPIsdh0P6TlQ/6MhIUQsfDPBj9nFg/hNgkLQ2Io6M2kJWvBiNU9Ty/MwGVQyzoRkaOg5FnkaA10wfYnYO6l4ErcLr11bR5aB12cWzKYsBgk9mqLziGvawtp/fVxnyvF66YsVy3rRESOhpJnkaO19REI9cOCKxMaxj/q/biN5cxi1TuPJXuLzwVgYuM/RmS+GUUB9nUM0D2glnUiIsOh5FnkaK27G/Kmw8QlCQ3jmXofJ+YFyfZps9dY0p0+hY6MaUxq/PuIzLe/Zd3Opp4RmU9EZLRT8ixyNNr3wJ4XYeGVYBJXaLyvz8XWTi/nlmjVeSzaW3QOBW1r8A+2xX2u4qwUMvwetawTERkmJc8iR2PDvc7tgisSGsY/6n0Aqnceo2qL3oWLCBOanov7XK6DWtZFRqC/tIjIaKfkWWS4rIX1d8OU0yG7LKGhPFPvZ3J6iGmBcELjkPhoz5xNT2rpyLWsKw7QNxSmrr1/ROYTERnNlDyLDFfta9BWBQuvSmgYfSF4qcnHOSVDiawckXgyhr2F51Dc+gqeUG/cp6soyMCgo7pFRIZDybPIcK2/G7xpMOe9CQ3j5SYfQxGjko0xbm/RObgjQ5Q0vxj3udL8HibmpCp5FhEZBiXPIsMRHIDND8Dsi8EfSGgoz9T7yfBEWFqg1mJjWXPuYgZ8uZQ1PD0i880oCrC3vZ+eQZ1WKSJyOEqeRYZjxxMw0Ol02Ugga53NgmcUDeHTq3dMs8ZNTfF5TGh+Hnco/sdnzy7JxALbG7T6LCJyOPrfr8hwrL8HAqUw9cyEhrG5w0PjgJtz1KJuXNhTciGecD8TR6DrRklWClmpXrY1dMV9LhGR0UzJs8iR9DTBzqdhwQcTehw3OAejGCxnFaveeTxozllMn7+Qsvon4j6XMYaZxQF2NvYQDEfiPp+IyGil5FnkSDb+BWw44SUb4BzJvSg3RH6K+vGOC8ZFTcn5lDa/iDcY/xXh2cWZDIUj7G6Jf4cPEZHRSsmzyJGsvxtKFkHh7ISG0TTgYn27l3epy8a4sqdkBW4bZGLjP+I+V3lBOj63i631Kt0QEXknSp5FDqd+AzRsgEVXJzoSno2eKniOkudxpTVrPj2pE5hc/2Tc5/K6XUwvzGBbQzdWpw2KiBySkmeRw1l9O3hSnHrnBHum3kdpaphZWTpVcFwxhj0lF1Lc+ir+ofa4Tze7JEBnf5D6zoG4zyUiMhopeRZ5J4M9sOHPMPcySM1JaCgDYXih0cc5JYM6VXAc2lOyApcNM2kEej7PLM7EAFvVdUNE5JCGlTwbYy40xmw3xlQaY756iO8bY8xPo9/fYIxZfND3qo0xG40x64wxqw66P9cY87QxZmf0NrHZichbbX4AhrrhxBsSHQkrm330hV2cqxZ141JHYAad6VNGpHQjw+9hUm4a2+rV71lE5FCOmDwbY9zAz4EVwBzgKmPMnLdctgKoiH58HPjlW75/trV2kbV2yUH3fRV4xlpbATwT/Vokeay+AwpmwaRliY6EZ+p9pLotJxcqeR6XjKGmZAWFbatIGWiO+3SzigPUdfTT1a9TLEVE3mo4K89LgUprbZW1dgi4B7jkLddcAvzeOl4Fso0xJUcY9xLgzujndwKXHkXcIvFVvwHqVjurzgmukwhbeKLOzxlFg6Qkts20JNCekgsxWMoanor7XLNKMgHYptMGRUTeZjjJ8wSg9qCv90bvG+41FnjKGLPaGPPxg64pstbWA0RvC48mcJG4Wn1HdKPgFYmOhFeavDQPuLm0TF02xrOujHLaAzOZPAIHphQF/OSk6bRBEZFDGU7yfKhlt7f2MDrcNadaaxfjlHbcZIw54yjiwxjzcWPMKmPMqubm+L9dKcJQL2y4D+ZcCmm5iY6Gh2tTCHginK0WdePenpILKehYT3pfXVznMcYwqySTyqYehkI6bVBE5GDDSZ73ApMO+noisG+411hr9982AQ/ilIEANO4v7YjeNh1qcmvtrdbaJdbaJQUFBcMIV+Q4bUqejYIDYXhyr58LJqhkQ2BPyQUAlDX8Le5zzS7OJBSx7GruiftcIiKjyXCS59eBCmPMVGOMD7gSeOQt1zwCXBfturEc6LTW1htj0o0xAQBjTDpwPrDpoMdcH/38euDh4/y3iMTG6jsgfyaULU90JDzb4Kc75OKSMvXcFehNm0RL1nym7Hss7nNNyU/D79FpgyIib3XE5NlaGwI+DfwN2ArcZ63dbIy50RhzY/Syx4EqoBL4DfCp6P1FwIvGmPXAa8Bj1tr9vZa+A5xnjNkJnBf9WiSxGjZC3SpY8qGEbxQEeLjGT74/zMkF6nogjt0TLianewfZXdviOo/H5WJGUYBtDd1EIjptUERkP89wLrLWPo6TIB98368O+twCNx3icVXAwncYsxU492iCFYm71XeA258UGwW7goZn6v1cXd6PR8cZSdSekhUs3vo9yuseZk3mrLjONbskwMa6TjbUdbJoUnZc5xIRGS2GlTyLjAv7NwrOTY6Ngn+r8zMUMVwySSUb48m0mj8f8ZrOjOlMq32ArrTJWBObYvhdZZe/7b4ZRQFcBv6+pVHJs4hIlNazRPZbfzcMdsGSDyc6EgAeqUmhLD3MotxQokORJNOcvRBvuI+snl1xnSfN56EsN52/b22M6zwiIqOJkmcRgEgEXv0llJ6QFCcKNg24eKnJyyWTBpKh9FqSTGdgOkF3Gvkd6+M+1+wSp+65prUv7nOJiIwGSp5FACqfhtZKWH5TUmwUfLTWTwSjLhtySNa4ac2aR073Dtyh/rjONa80C4AnNtXHdR4RkdFCybMIwCs/h0CpU++cBB6uSWFudpDpmeFEhyJJqjl7IS4bJq9rc1znyUn3sWBiFo9vaojrPCIio4WSZ5GGTbD7OVj6MXB7Ex0N1T1u1rd7tVFQDqsvpZg+fyEFI1C6sWJeCetrO9jbrtINERElzyKv/hK8aUlxoiDAIzV+DJaLJ+k4bjkMY2jOXkBGfx0pgy1xneqi+cUAPKnVZxERJc8yzvU0wcb7YOFVSdGezlp4qDaFpflBStIiiQ5Hklxr1nwsJu4bByfnpTO3NJPHN6ruWUREybOMb6//FsJDsPyTiY4EgM0dHqq6PdooKMMS9AbozCgnv2Oj85dXHF00v4Q1NR3Ud8Z3g6KISLJT8izjV3AAXr8NZlwI+RWJjgaAR2r9eI1lxQSVbMjwNGcvxB/qIrN3d1znWTHPKd14YqNKN0RkfFPyLOPXxvugrwWWfyrRkQAwFIEHa1I4s3iIHH98VxFl7GgPzCTk8pPfsSGu85QXZDCrOKCWdSIy7il5lvHJWnjlF1A0D6aekehoAHhir5/mATfXTNPb4jJ81uWlNWsuuV1bcIfjW+5z0fwSVu1pp7FLZUUiMn4peZbxadcz0LzVWXVOgkNRAG6vTKM8I8QZRUOJDkVGmaacxbhtyKl9jqOL5hdjLfxts0o3RGT8UvIs44+18Nz3IHMCzP9AoqMBYF2bh3VtXq6b3o8rOXJ5GUX6UkvpTSmhsH11XDcOTi8MUFGYwWMbVLohIuOXkmcZf6qehdqVcNrnweNPdDQA3FmZRoYnwvsn6+1wOTZNOYtJG2wivb8urvOsmF/Ca9VtNHdrU6uIjE9KnmV8sRae+65zFPfi6xIdDQBNAy4erfXzgSkDBLzaKCjHpiVrHmGXl8L2NXGd593zS1S6ISLjmpJnGV92Pw81ryTVqvNdVSkEreE6bRSU4xBx+2nNmk9e56a4bhycUZRBeUG6um6IyLil5FnGD2vh2e9AoCRpVp2HIvCnqlTOKh6kPBBOdDgyyu3fOJjXGb+Ng8YYLppXwiu7WmntUemGiIw/Sp5l/Kh+AWpedladvSmJjgZ4oz3d9Vp1lhjoTSmhN6WYwrY1cd04uGJ+MRELT21pjNscIiLJSsmzjB/PfhcyimHx9YmO5IA7KtOYmhHizGK1p5MYMIamnMWkDzaS3r8vbtPMKclkSl4aj29U6YaIjD9KnmV8qH4R9rwIp30uaVad17V5WNvm5Xq1p5MYas2aH/eNg8YYVswv4eVdrbT36g8/ERlflDzL+PDsdyCjCE68IdGRHHBnZRrpak8nMRZ2+2nNnBfdOBi/muT3LCghHLE8qtVnERlnlDzL2LfnZafe+dSbwZua6GiAN9rTXa72dBIHTbmLcdtgXDcOzinJZGZRgAfX7I3bHCIiyUjJs4xtkQg89XWn1vnEDyU6mgPuVns6iaPelFJn42B7/DYOGmO4bPEE1tR0sLulNy5ziIgkIyXPMrZtfgDqVsG5/wm+tERHA0B/CP5YlcqZRWpPJ3FiDE05J5I+0EBGf/xWhi9ZVIox8ODa+J5qKCKSTJQ8y9gV7Ie/3wLFC2DhVYmO5oA7d6XRPODmU7P6Eh2KjGEtWfMJufwUtb4WtzlKslI5dVo+D62tw8axNZ6ISDJR8ixj16u/gM5auOD/gSs5ftQ7hwy/2JbG2cWDLCsIJjocGcMibh/NOSeQ27UVb7A7bvNcdsIEatr6WL2nPW5ziIgkk+TIKERiracJXvgRzHw3TD0j0dEc8OvtaXQFXXxpnmpEJf4ac0/CEKGwfVXc5rhwXjGpXjf3r1HphoiMD0qeZWz6x/9AaADO+2aiIzmgqd/F7ZVpvHfSAHOzQ4kOR8aBQV8OHRkVFLWtwUTi8zOX7vdwwdwiHtuwj4GgavhFZOxT8ixjT8MmWPsHWPpxyJ+e6GgO+L9taQQj8IW5WnWWkdOYtxRvuJfcri1xm+OyxRPpGgjxz21NcZtDRCRZKHmWscVaeOpr4M+EM76c6GgO2NPj5u6qVK6Y2s+UDK3OycjpTC+n35dHcVv8Ng6eOi2PwoCfB9R1Q0TGASXPMrbsfAqqnoWzvgppuYmO5oAfb0nH44LPzlaHDRlhxtCYu5SM/n2k98WnbZ3H7eKSRaU8u72JNh3XLSJjnJJnGTuG+uCJf4W86bDkI4mO5oCtHW4ervHzoel9FKVGEh2OjEPN2QsIu3wUt70etzkuO2EiwbDl0Q374jaHiEgyUPIsY8ez34b2arj4J+DxJTqaA36wOYOA13LjTK06S2JE3H6asxeR27UZb7AnLnPMKc1kVnGAB9R1Q0TGOCXPMjbUr4dXfg6Lr4MppyU6mgNeb/HyTL2fG2f2keXTIRKSOI25J+GyEQrbV8dtjvctnsC62g6qmuOToIuIJAMlzzL6hUPwyGcgLS+pWtNZC9/bmE5hSpgPTdeqsyTWgD+PjoxpFLavxkTis2n1kkUTcBl4SBsHRWQM8yQ6AJHjtvKXzsrz5XdAak6iozngL3tSeL3Vx0fLGthQ25HocERoyF3GrJq7yOvaREv2wpiPX5SZwqnT83lgbR2fe9cMXC4T8zlERBJNybPE3qrbR26uvlZ47rswYwXMuXTk5j2Chn4X31yfwayMPs7NV+IsyaEzYxp9/kJKWl6hJWsBmNgnt5edMIEv3Lee16rbWF6eF/PxRUQSTWUbMnpZCxvvAwy8+wdxSQSOhbXwtTUBhsKGGyfXo8U3SRrGUJ9/MmmDTWT17orLFCvmlRBI8XDXypq4jC8ikmhKnmX0qlsNzdth1nsga2KiozngoRo/z9T7+fK8HkpSgokOR+RNWjPnMeQJUNLySlzGT/W5ef/iiTyxqZ6WnsG4zCEikkhKnmV06m+HzfdD9mSYcmqiozmgqd/FLesCnJg3xIcq+hMdjsjbWJebhrylZPXuJq2/Pi5zXLO8jGDYct+q2riMLyKSSEqeZfSxEVh3F0TCcMI1YJLjx9ha+I+1AQbChu8t6catcg1JUk05JxJ2+ShpfTUu408vDLC8PJe7VtYQjqhFo4iMLcmRdYgcjapnoXUnzH0fpBckOpoD/rrXz1P7/Hxxbg/TAvFpBSYSC2F3Ck05i8nr3IQv2BmXOa5ZPpm97f08v6M5LuOLiCSKkmcZXTr3wrbHoHgBTFqW6GgOaB4wfGNtgEW5QT4yQ+Uakvwacp3XT3HryriMf/6cYvIz/Pzx1T1xGV9EJFGUPMvoER6CtX8AXwYsuCJpumsAfGNtgN6Q4QdLulSuIaPCkC+L1qx5FLavwR0eiPn4Po+LK0+axD+2N7G3XYcEicjYoeRZRo8tj0BPIyy6GnzpiY7mgD9VpfB4XQqfm9PL9EyVa8joUZ+3HHdkKG5Hdl+1rAwD3P2a2taJyNih5FlGh8bNsOdFKD8LCmYmOpoDXm7y8o21Ac4uHuQTM7W6JqNLX2oJnelTKW59DVck9m0VJ2SncvbMQu59vZahUCTm44uIJIKSZ0l+/R2w/m4IlMLM9yQ6mgP2tPbyqVezmJIR5qfLVK4ho1N9/sn4Qt1MqftrXMa/ZvlkWnqG+NvmhriMLyIy0pQ8S3KLhGHNnU6984nXgzs5TpTvHgjy0TtXAfDbUzsJeNWOS0anzvRp9KSUMrfqt5hIKObjnzGjgIk5qdo4KCJjhpJnSW7b/grtu2HhlZBRlOhoAAhHLDffs46qll5+sbyTKRmqc5ZRzBj2FZxOoK+WyfVPxHx4t8tw9bIyVu5uY2djd8zHFxEZacNKno0xFxpjthtjKo0xXz3E940x5qfR728wxiyO3j/JGPNPY8xWY8xmY8zNBz3mFmNMnTFmXfTjotj9s2RMqF/v9HSecjqULk50NAd878lt/GNbE7e8dy6nFOr4bRn92gMzaA9UMHfXb5xDiGLsg0sm4XUb/rRSGwdFZPQ7YvJsjHEDPwdWAHOAq4wxc95y2QqgIvrxceCX0ftDwBettbOB5cBNb3nsj621i6Ifjx/fP0XGlJ5mWH+Xc/z2nEsSHc0Bf1m9l18/X8U1y8u4dvnkRIcjEhvGsHnax8nq3c2khqdjPnx+hp8V80q4f81e+oZiXxoiIjKShrPyvBSotNZWWWuHgHuAt2YzlwC/t45XgWxjTIm1tt5auwbAWtsNbAUmxDB+GYvCQ7D6djAeOPEGcCVHnfPLlS38+wMbObk8j29cPDfR4YjEVG3xeXSmT2Herlvjsvp8zfLJdA+EeHBtXczHFhEZScNJnicAtQd9vZe3J8BHvMYYMwU4ATj4OKtPR8s8fmeMyTnU5MaYjxtjVhljVjU365jXMc9a2PgX6K6HE66B1EP+WIy453Y086E7XmdKfhq/+JfFeN3aLiBjizVutkz7GDndO5jQ9FzMxz9pSg7zJ2Txm+erCEe0wVZERq/hZACHasD11t98h73GGJMB3A98zlrbFb37l8A0YBFQD/zwUJNba2+11i6x1i4pKCgYRrgyqu15Cfa+BhXnQ+HsREcDwDNbG/nYnasoL8jg7o8tJyfdl+iQROKiuuQielInMG/Xr50/ZGPIGMMnz5pGdWsfT2yqj+nYIiIjaTjvh+8FJh309URg33CvMcZ4cRLnP1lrH9h/gbW2cf/nxpjfAI8eVeQyaq3c3XbI+wO9e5hV/QCdGRXs8C6Fd7juUHaFD78R6eplZUcV435PbmrgM3evYXZJJr//8FKy05Q4y9hlXR42T/soyzb9FyUtL1NfcCoAd8Voo1/EWvIzfHzrsa109gUx5p2box/ra1ZEJN6Gkzy/DlQYY6YCdcCVwNVvueYRnBKMe4BlQKe1tt44vxlvA7Zaa3908AP210RHv7wM2HQc/w4Z5XzBTipq/8ygL4ddEy+Dw/xP9VCm1fz58Be4c486pkdr/dz8WiYLckLceWIlmVt2HvUYIqPN7gmXMK/yV8zd9Wvq80856tfi4biM4YyKAh5YW0dlUw8VRYGYjS0iMlKOWLZhrQ0Bnwb+hrPh7z5r7WZjzI3GmBujlz0OVAGVwG+AT0XvPxW4FjjnEC3pvmeM2WiM2QCcDXw+Zv8qGVVMJEhFzX24bIgdZVcQdqckOiQe3OPnsyszWZwb5A+nd5CpQ1BknIi4vGwt/zCF7Wspanst5uMvmpRNZoqHZ3doD4uIjE7DamMQbSP3+Fvu+9VBn1vgpkM87kUOXQ+Ntfbao4pUxiZrKd/3KBkD9Wwvu4IBf36iw+GOylS+uT6D5QVBbju1g7TkaPYhMmIqJ76fObtuY+GOn/LU8j/GdPXZ43Zx2vR8Ht/UQE1bH2W5aTEbW0RkJKhlgCRUcdtK8js3UltwFh2BmQmNZSAMX3w9wH+tD/Cu0iF+p8RZxqmI28/G6TeS37EhTp03ckn1unleq88iMgopeZaEyezZRVnD07QFZrGv4PSExlLb6+L9/8zhwZoUvjCnh1+f3EmqEmcZx6omXkp3WhkLdv405n2f/V43J0/LY0t9F41dAzEdW0Qk3pQ8S0KkDLZSUXs//f4Cdk24JKZvCx+tlxq9vPeZXGp63dx2aiefndOHK3HhiCQF6/KyoeLT5HTvZMq+2B8Ae3J5Hl634YWdWn0WkdFFybOMOHe4nxk192CNi+1lVxJx+xMSh7Vw6/ZUrn0hm/yUCI+c0845JUMJiUUkGe0puYD2wEzm7/w5JhKM6djpfg8nTcllXW0HHX163YnI6KHkWUZWJMz02vvxB9vZOelyhnzZCQmjqd/Fx17O4lsbA1w4YZCHzmlnaiCckFhEkpZxsX7GZwn072Xa3gdjPvxp050Nwi9UtsR8bBGReFHyLCNry8Nk91ZRXfJuutMnj/j01jpt6M57KpcXGn38x4Jufr68i3SPWtGJHMq+gtNpyjmBeZW/wh2ObX1ydpqPRZNyWFXdRu9gKKZji4jEi5JnGTl7Xobq56nPW0ZzzgkjPn1jdLX5869nMT0zxOPntfHRGf2JLLcWSX7GsH7GZ0kbbGbGnrtjPvwZFfkEw5YXtfosIqOEkmcZGa2VsOkvUDCLmqLzRnRqa+Ev1SlvWm2+76wOpqlMQ2RYmnOXsC//VOZU3YY32B3TsQszU1gwMYuXd7XQ2R/bumoRkXhQ8izx19MMq34H6QWw+DowI/djt7ffx7cqJ/KlVZnMzAzxZHS12a3VZpGjsn7GzfiDncypui3mY18wp5iIhae3NMZ8bBGRWFPyLPE11Auv3woYOOlj4B2Z08R6Qi5urynky1umUtmbyi2Lurn3rA5tChQ5Ru1Zs9ldejGzdv+e9L7amI6dk+7jlPI81ta0U9/ZH9OxRURiTcmzxE8kDKvvgP42OOkjkB7/o7fDFv7WlM3Nm6bxt+Yczs3v4Cdzq7hher96N4scp3UzP0fE5WHxth/EfOyzZhaS4nXz5KaGmI8tIhJLOkNN4sNa2PhnaN0Ji66G3PK4T7ehO43f1xaxd8DP3EAv109sYnLaYFznFRlP+lMK2Tzt4yza8ROKWl6hMf/kmI2d6nNz9qxCHt9Yz47G2NZVi4jEklaeJT52Pwu1r8L082Di0rhOVdmbwv/snMS3dpYxFDF8sXwvX6+oVeIsEgfbplxLd+pETtz6XUwktu3llk/NJTfdx5ObGghH1D5SRJKTkmeJvYZNsOURKFkIM1fEbZq9/T5+sGsCX9s2hZp+P9dPbORHc3ezNKdH7edE4iTi9rN29pfI7tlFRc29MR3b43Zx/pwiGroGuH/N3piOLSISKyrbkNiqWw1r7oSsSbDoX+LSWaN50MOf6/N5vjWLFFeED5Y2c1FhO6nuSMznEpG321t4DvV5y1mw8+fsKb2IQV9OzMaePyGLlypb+OFT27l4QSmpPnfMxhYRiQUlzxI77XvgrivBH4ClHwO3L6bDdwTdPFCfzzMtWRjg3UVtXFLcRqbnyB00Vu5ui2ksIuOaMayZ/RVWvPQB5u/8Oavm/kcMhzasmFfCrS9U8dsXqvjMuRUxGzvhVt2emHmXfCgx84qMUUqeJTb6O+CuD0J4EJZ90kmgY6Q75OKRhjyebMohZA1n53fyvpIW8n06zlckUToD09lZdgUVe+6hctLldGTOjNnYU/LTuWBuEb96bhdXLi2jIOCP2dgiIsdLNc9y/EJDcN+10LoLrvgjBIpjMmxf2MWf9+XxmY3T+GtjLktzuvnx3Co+PrlBibNIEthQ8SmGvJmctPm/MTa2PdS/cuEsBkMRfvjU9piOKyJyvJQ8y/GxFv56M+x+Hi75GUw947iHDEYMjzXm8NmN5fylvoD5mX18f85uPjO1nuIUHd8rkiyC3izWzP4KBR3rmVH9p5iOXV6QwYdPm8o9r9fy4s6WmI4tInI8lDxko1WfAAAbpElEQVTL8Xn227D+Ljjr32Hhlcc1VMTC862ZfH5zOb/fW8TUtEG+NauaL06rY1LqUIwCFpFYqi59N3UFZ7Jwx/+R0VsT07G/cN4MygvS+cr9G+ge0B/OIpIclDzLsXv9Nnjuu7DoGjjzX495GGthbWc6X9k6hZ9Xl5LhCfO1ihq+NqOWaekDMQxYRGLOGF6b93UiLi/LNv4n2Nh1vUnxuvn+BxZS39nPt5/YFrNxRUSOh5JnOTZbHobHvggzLoSLf8KxNlbe3efnmzsm8Z3KSQxGXNw8tY5vzapmQWZfjAMWkXjpTylizewvU9S+moqa+2I69omTc/jo6eXctbJG5RsikhSUPMvR2/0C3P9RmHgSfOB2cB9905aOoJtfVRfzb1unUDvg58OTGvjRnCpOye3GpQNOREadqgmXsi//VBZt/xHpfXUxHfvg8o2eQW0WFpHEUvIsR6dhI9xzNeRMhavvBV/aUT18IAwPNeRy86Zynm/L4t1Fbfx0XhUXFHbg0U+jyOhlDK/N+wbgYummW5x6rBjZX76xr7Ofbz2+NWbjiogcC6UrMnzt1fDH9zs9nK99ANJyh/1Qa+GJvX7OeyqPu+sKmRfo44dzqrh2YjNpOhlQZEzoSy1h7awvUNL6KtP23h/TsU+cnMNHT5uq8g0RSTglzzI8nXXw+0sgNAjX3A9ZE4f90F3dbq59IZtPvppFmtvytYoavjy9jhK1nRMZcyonfYCGvGWcuPV7ZHXvjOnYXzx/JuX5Kt8QkcRS8ixH1t0Av38v9LbCNQ9A4exhPaw/BD/YlM6FT+Wyvt3Dfy3q5rF3tWkzoMhYZly8vPA7BD3pnL72C3iCPTEbOsXr5vuXL2BfZz///dctMRtXRORoKHmWw+ttcVacu+rhmr/AxBOH9bC/7/Nx3lN5/GxbOhdPGuAfF7Ry/fR+1TWLjAMD/nxeXPR9MvpqWb7xP2Na/3zi5Fw+eeY07l1Vyx9eqY7ZuCIiw6VURt5ZX5uTOLfvcTYHli0/4kP2tvfx0Zey+OjL2aR6LPec2c6PlnZTkBK7/3mKSPJrzl3Cupmfp6zxaWZV/z6mY3/x/JmcO6uQW/66hZcqVf8sIiNLybMcWn8H/OFSaNkJV90FU08/7OXBcIRbn9/FeT96npeafPzb/B4ef1cbywtU1ywyXm2bch01Re9i0fYfU9C2Ombjul2G/71yEdMK0vnUn9awu6U3ZmOLiByJkmd5u95WJ3Fu3AJX/BGmnXPYy9fWtPPen73Etx7fxqnT8/j7Ba18YmYfXv10iYxvxrBy/jfpSZ3Iqeu+TMpg7FaJAylefnvdSbgMfOTO1+ns1x/qIjIylN7Im3XWwe0roonzH2DG+e94addAkP98eBPv++XLtPcO8atrTuQ31y1hQppaz4mII+gN8MLiH+ELdnPa2i/iDg/EbOyyvDR+ec2J1LT28Zm71xIK63ePiMSfkmd5Q0sl/O4C6K53+jjPXHHIy6y1PLahnnf98Dn++OoebjhlCn//4plcOK8Yc4zHdIvI2NUZmMGrC/6bgva1nLb2S5hI7FaJl5fn8T+XzuP5Hc186/FtMRtXROSdHP25yjI27VvnHIACcMOjULLwkJftae3lPx/ezHM7mplbmslvr1/CgonZIxioiIxGNSUX4gt2sXTzf3Pyhq/xysJvY407JmNfubSM7Y3d/O6l3VQUZXDV0rKYjCsicihKngWqX4S7roTUbLj2Icif/rZLBkNhbn2uip/9sxKv28U3Lp7Dtcsn43HrzQuRsWBazZ/jPofFUFN0LlPqnyBtoJHdJe9m1+QPxmTsr100m13NvXztwY24jeGDJ02KybgSe3etrEl0CCPm6mX6Q24sUvI83q2+Ex77IuSWw7UPQtaEt13y8q4W/uOhTVQ19/Lu+SV8/T1zKM5KSUCwIjLa1eefijs8yISWFwm5/OwquxxiUO7lcbv41TWLufGPa/jX+zfQNRDko6eXxyDiJGIjMNQLwQFwucC4wbjA5Qa3F9y+REcoMi4oeR6vQkPw5Fdh1W1ON4333wZpuW+6pL6zn+88sY2H1+2jLDeNOz50EmfNLExQwCIyVuwtPBt3ZJDS1leYV/krNk2/MSYJdJrPw2+vW8Ln713H/zy2lY6+IF88f8bo2osRGnT2nXTVORu4+1pgsNv5GOoFDtMz35vu/B5PzYW0HEjNg+yJTrLt1YKHSKwoeR6Peprgvuug5hU49WY49xvOykXUQDDMrc9X8ctndxG2ls+cM52bzp5Oijc29YkiMs4Zw57iC3FHhlhQ+QtSB5tZNeffsC7vcQ/t87j46VUnEEjx8LN/VtI1EOSWi+ficiVpAt3fAa07oHkHdNRAbzMHEmRvKqQXQloe5EwBf8D58KSCDTsr0ZGw83l4CPrbncOteuqhaQvs35j5yi+gZAFMWAITT4KpZ0CgKFH/YpFRT8nzeFO3Gu65xvkl+/7bYP4HDnzLWsvjGxv41uNbqevo56L5xfzbitlMyk1LYMAiMiYZQ1Xpe2nKXcLcqtvI7K3mhRN+xJDv+Dcgu12Gb79vPlmpXn79fBVd/UG+f/lCvMmwRyMcgpYd0LzNue1pcO73pUPOVJiwGDInOB+pOce+Im8tDHQ6CXlKJuxdBWv/AK/92vl+6QlQcb7zUbrYKQMRkWFR8jxehEPw8k/h2W9DRjF85ClnJSJqU10n33x0C6/tbmN2SSY//OBClpfnJTBgERnzjGH9zM/RmTGNZZtu4YKXr+L5E/+PzsDbNy0f/dCGr66YRWaql+//bTud/UF+fMUistMSUBc82AOVT8OaO50V4dAguLyQNw0mLYX8GZBZ6tQvx4oxzibw1GxY8iHnvnAIGjdB5d9h51Pw/Pfhue9CWr7TmnTe+2DKGeBWaiByOHqFjAfN2+GhTzqrzrPfC+/5X0h3EuMdjd38+OkdPLGpgdx0H9+6bD5XnDQJd7K+xSkiY071hIvpTp/MGWtu5vxXruGlRd8DrjnucY0x3HT2dLJSvdzyyGYu+N/n+cHlCzm9ouD4gz6SwR7Y8SRsuh8qn4HwoLO6XHKCs3CRV+Fs8htJbg+ULnI+zviSU+JR+YwT5+YHnZXptDzn/xNzL4Mpp72ppE9EHEqex7JIGF79BTzz3+BLgw/8Dua+z3m7tLmHnzyzk0fW7yPd5+Gz51bwkdOmkpU6wr/MRUSA1uwFPHny3Zy55rOctfomsK/Bu25520bmY3HN8sksnJjN5+5dy7W3vcYNp0zhKxfOItUX48QwOOCsMG+6H7Y/CaF+CJQ4K7+zL3YWMmK5uny80nJhweXOR7DfWZHe9ABsuBdW3+68Sznv/bDgg07v/wRvvAxFIgwEIwwGwwwEIwTDEUIRSygcIRi9DUUs4YglYi3WQsRaItFbe2Cv5ds3XbqMwRiDAVzG+cPL5TJ4oh9ul8HjcuFxO1/7PW78Xhd+jwu/x43XbUbXxlQ5Lkqex6q6NU43jdqVMPPd8J4fQ6CI2rY+fvrMTh5YW4fP7eITZ0zjE2eUk5OuFkciklj9qcU8vfxOFuz4GbPX/hG2/hXO+y9YdM1x1+TOn5jFY589ne88sY07Xq7mhZ3N/O8VJzB/YtbxBR0agqp/Oknn9sdhsMtZvV10tZN4lp38RuwtO49vrnjypjoJ/uyLYagPdv4NNv4FXrsVXv25U1qy4IMw/3Jn82KMhMIROvqCtPcN0T0QonswRM9AkO7BEN0DIXoGQgwEwwyEwgTDh+k0kmAGSPG6Sfe7Sfd7yIh+NHYNkB/wMzE7lYk5qUzISSXNp9RrtDPWJu8P41stWbLErlq1KtFhJLe2KmelefMDzi/wC76NnX85K6vbueOlap7a0oDH7eKaZZP55FnTKAj4Yx/DqtsP++2Vu9tiP6eIjEq7yi4/5P1XT+l2etDXvAITl8K7f/imfRrH48WdLXzpz+tp6RnkM+dU8Ikzy4+um1BoCKqfh00Pwra/OhvzUrJg1nuchHnqmYeuGz7C78a42V/zfCz62mDLw7DhPqh52blv0jIniZ5zKWQcuQQmGI6wp7WPnY3d7Gru4Z/bm2nrHaKtd4iu/uDb1oF9HhcBv4dAipOApvrcpHjc+L1uUrwuUrzO116PsxrsdRs8bhfe6Aqx22Vwmf0f0VXk6O1+By8SW+tsmLe8sUJtLYSts4p98Ip2KGIJhiMMhSIMBMMMhiLRjzADwTA9g2F6B0P0DIboHQzRNxR+23+PvHQfE3NSmZiTRnlBOtMLM5hW4HzE/N0QOS7GmNXW2iVvu1/J8xjR0wzPfw9W/c5plH/yTQwsvYlHtvZw+8vVbK3vIjvNy5UnlXHDKVPie8iJkmcRGaZ3TJ6XlTkZzPq74amvQ38bzLgQlnwYpp173CvRnX1Bvv7wJh5Zv4+CgJ8bz5zGvywre+ckuq/NKWvY/rhTJzzYBf5MmHmRs9Gu/GzwHOEdvNGYPB+so8YpSdn4F2fjoXHDtLNh3gdg5oXYlGzqOvrZsq+LbQ3d7GjsZmdjD1UtPW9aNQ6keMhN85Gb7iMnPXqb5iMzxUNGige/Z+wkkJcvmUhrzxB1Hf3sbe9jb3t/9KOP2rY+atv7CUec/zbGwITsVCoKM5hZnMmc0kzmlGQyNT9d+5ASRMnzWNW8A17/Laz7EwT7sYuvo3L2Tdy/M8y9r9fQ3hdkVnGAG06ZwiWLJozMX7VKnkVkmA6bPO/X3w4v/x+s+b3TBzm7DE78EJxw7bBWPg/nlV2t/OSZHbxa1UZ+hp8bzyznX5ZNJtUEnU3We16GqmedFXAbhowimHGBkzSXn310h4+M9uT5IOGGzXS+djf+bQ+Q3ldHCDevMp+/Bk/i6fCJtJHJpNxUZhQGqCgKMKMogxlFAcoL0nlo7b6Yx5OsjnQ892AoHF2V76GyqYfK5p4DK/T7/+BI8bqcZLokk7mlmcybkMWs4oDOXhgBSp7HknDI2R392q2w+zlw++gufw8PBK7iD5V+Kpt6cBk4b04RN5wyleXluSO7kUHJs4gM07CS5/1CQ06ZxKrbofoFp93bhBOhbLnzMWnZsW0wDA2xYcMannnxRTxNGznVs52FphK3DQIGiubBzAthxgqnP/KxrnqP0uQ5FI5Q2dzDxr2dbN7Xxca6Trbs66I/GAYsSzy7uSqwlrPCr5A3tA9rXEQmnYJ75vkw/TwonP2mOom7VtYc5z9o9DhS8vxOhkIRdjX3sGVfF1vquw7cdvY7B994XIaKogDzSjOZPzGLuaVZzC4JqJ46xpQ8j3aRCOx9HbY/Bhvvh669DKWXsqbgMv63/WRebXRhDJw0JZeLF5ayYl4x+RlxqGceDiXPIjJMR5U8H6x5u/OOW/VLUL/+jdP08mdAbrmz5yMtN3qbBxgY6nFayA11O7fd9c5BJW27nVVlwBo3u7wV/L1vOqvsbFyTl3P2ohlcMLeY3OPdWD0Kkue+oRBb67ujCVvngRKMwVAEgDSfm7mlmcwtzWL+hCzmTchiWkE6HrfLKbNp2OjUSG9/3OlpDZA5EaafC9PfBZNP5a5NvfH4VyalY02eD8Vay972fjbVdbJpXycb67rYVNdJW+8Q4HQJKS/IYF70+Zk7IZO5JVlkpamL1rFS8jwaDfVC9Yuw7VHs9icxvU1EjIctKSfwm/4zeXRgIWHcnFCWzcULSrlofkl8a5mHS8mziAzTMSfPBwv2Ox2Gal+F2tehq86pUe5rgdDA2693+8CXARmFTrKdPwMKZkJ+hfO5L51tDV08tqGeRzfUs7ulF7fLcMq0PN6zoIRTpuUzMSf16N/RS6LkeSgUYXdLb7QuuZsdjT3saOpmd0vvgZZuWale5kbrbudFE+Wjqr/trHPqxCufhqrnnDpxoDO9nObcE2jOWUxTzgn0pk5MeBu8eIll8nwo1lrqOwfYVOe8K7B5Xyeb6rpo6Hrj5744M4WZxQFmFQeYURRgZnGA6YUZKvsYhuNKno0xFwI/AdzAb62133nL9030+xcBfcAN1to1h3usMSYXuBeYAlQDH7TWth8ujjGdPFvrdMrY+zrhmpUMVa/E37YNlw3Tb9J43i7i0aHFPBtZRG5ePieX53HytDxOLs+jMDMJEuaDKXkWkWGKSfJ8OEN9ThJtLfgDTtJ8pI19B7HWsqX+jUS6pq0PcDomLJqU7XyUZbNgYvaR++SPcPIcjMDeXjd7Si9kT2sfe1r7qGnrZXdLL3ta+whFN6q5DEzJS6eiKINZxU5d7dwJWZRmpcSu5C8crSGveYW69f+goH0tvlA3AEOeAO2Zs2gPzKQ9cyYdgZl0ZUwh7E6NzdwJFO/k+Z209AyyeV8XW+u72N7QzbaGbnY19TAUdt5BcBmYkJPKlLx0yvPTmZqfztSCDKbkpVGSlYrPk0T9yBPomJNnY4wb2AGcB+wFXgeustZuOeiai4DP4CTPy4CfWGuXHe6xxpjvAW3W2u8YY74K5Fhrv3K4WEZ98hwOQW8TtruB3oad9NZtI9y8A2/HLjJ79+CPOL+Ue2wq6yLlrLEVrDWz6ShYRkVpLkunOgnzhOwk/4Wi5FlEhinuyXMMWWvZ1tDN6j3trK3pYF1tO7ua3yhBKM5MibYgS2VSbtqBdmQFAT+BFA+BLfeS7rHHvMhqLQyEoTPoonPI0DnkoiNo6Bh00TjgorHfRUO/+8DnLQMuIrwxWYrXxZS8dMpy05he6Gzg27+JbyRXIe9aWQM2QlbPLgra15LTtZ2c7m1kd+/EE+4/cF2fv5Du9DK608roSZtEb2oJ/f5C+lMK6fcXEPKkjVjMxyqZfo5D4QjVrb3RTig9VLc4f0jtbumlZzB04DpjoCDDT2l2KhOyUynJSqEkO5WCgJ/8dB/5AT956T6y03xjvgvIOyXPw6ksXwpUWmurogPdA1wCbDnomkuA31snE3/VGJNtjCnBWVV+p8deApwVffydwLPAYZPnhAgOOG81hYM0d3QzNDRAKDhIaGiQ8FAfkcF+IsE+woN9hAd7sP1dmMF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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "region = 'TURKANA'\n", + "msk = get_region_mask(region)\n", + "sns.distplot(drop_nans_and_flatten(bline_rmse.where(msk)), label='Baseline')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_rmse.where(msk)), label='EALSTM')\n", + "# sns.distplot(drop_nans_and_flatten(ealstm_rmse.where(msk)), label='EALSTM Best')\n", + "ax.set_title(f'{region} RMSE Comparison')\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Make region dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import AdministrativeRegionAnalysis\n", + "# analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'ealstm_ERA5_128', 'ealstm_omf_static_embedding', 'linear_network', 'linear_network_10stopping', 'linear_regression', 'previous_month', 'rnn', 'rnn_10stopping']\n", + "Regions: ['district_l2_kenya.nc']\n", + "Region Type: administrative_boundaries\n", + "* Analyzing for district_l2_kenya *\n", + "\n", + "** Analyzing for ealstm-district_l2_kenya **\n", + "** Written ealstm csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm/ealstm_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for ealstm_ERA5_128-district_l2_kenya **\n", + "** Written ealstm_ERA5_128 csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm_ERA5_128/ealstm_ERA5_128_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for ealstm_omf_static_embedding-district_l2_kenya **\n", + "** Written ealstm_omf_static_embedding csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm_omf_static_embedding/ealstm_omf_static_embedding_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for linear_network-district_l2_kenya **\n", + "** Written linear_network csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network/linear_network_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for linear_network_10stopping-district_l2_kenya **\n", + "** Written linear_network_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network_10stopping/linear_network_10stopping_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for linear_regression-district_l2_kenya **\n", + "** Written linear_regression csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_regression/linear_regression_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for previous_month-district_l2_kenya **\n", + "** Written previous_month csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/previous_month/previous_month_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for rnn-district_l2_kenya **\n", + "** Written rnn csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn/rnn_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for rnn_10stopping-district_l2_kenya **\n", + "** Written rnn_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn_10stopping/rnn_10stopping_district_l2_kenya.csv **\n", + "* Assigned all region dfs to `self.df` *\n", + "\n", + "* Assigned Global Error Metrics to `self.global_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/global_error_metrics_one_month_forecast_admin.csv *\n", + "\n", + "* Assigned Regional Error Metrics to `self.regional_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/regional_error_metrics_one_month_forecast_admin.csv *\n" + ] + } + ], + "source": [ + "import pickle\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if (data_dir / 'analysis/admin_region_analyzer_BEST.pkl').exists():\n", + " analyzer = pickle.load(open(data_dir / 'analysis/admin_region_analyzer_BEST.pkl', 'rb'))\n", + "else:\n", + " analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", + " analyzer.analyze()\n", + " \n", + " with open(data_dir / 'analysis/admin_region_analyzer_BEST.pkl', 'wb') as f:\n", + " pickle.dump(analyzer, f)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroupbyRegion requires geopandas to be installed\n", + "Reading file: KEN_admin2_2002_DEPHA.shp\n", + "Reading file: Ken_Districts.shp\n", + "Reading file: Ken_Divisions.shp\n", + "Reading file: Kenya wards.shp\n", + "Reading file: Ken_Locations.shp\n", + "Reading file: Ken_Sublocations.shp\n", + "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs` *\n", + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + } + ], + "source": [ + "region_plotter = analyzer.create_model_performance_by_region_geodataframe()\n", + "df = analyzer.df\n", + "gdf = region_plotter.gdf" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, + { + "data": { + "text/html": [ + "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2011-01-31NAIROBI34.20586456.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyarnn2011-01-31NAIROBI57.91199156.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2district_l2_kenyaealstm_omf_static_embedding2011-01-31NAIROBI60.31848956.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3district_l2_kenyarnn_10stopping2011-01-31NAIROBI67.41130856.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4district_l2_kenyaprevious_month2011-01-31NAIROBI54.38749856.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
\n", + "
" + ], + "text/plain": [ + " admin_level_name model datetime region_name \\\n", + "0 district_l2_kenya ealstm 2011-01-31 NAIROBI \n", + "1 district_l2_kenya rnn 2011-01-31 NAIROBI \n", + "2 district_l2_kenya ealstm_omf_static_embedding 2011-01-31 NAIROBI \n", + "3 district_l2_kenya rnn_10stopping 2011-01-31 NAIROBI \n", + "4 district_l2_kenya previous_month 2011-01-31 NAIROBI \n", + "\n", + " predicted_mean_value true_mean_value DISTNAME \\\n", + "0 34.205864 56.869999 NAIROBI \n", + "1 57.911991 56.869999 NAIROBI \n", + "2 60.318489 56.869999 NAIROBI \n", + "3 67.411308 56.869999 NAIROBI \n", + "4 54.387498 56.869999 NAIROBI \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... " + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# join true/preds into a GeoDataFrame\n", + "all_gdf = region_plotter.merge_all_model_performances_gdfs(analyzer.df)\n", + "# all_gdf['predicted_mean_value'] = all_gdf.predicted_mean_value * 10\n", + "# all_gdf['true_mean_value'] = all_gdf.true_mean_value * 10\n", + "all_gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['ealstm', 'ealstm_ERA5_128', 'ealstm_omf_static_embedding',\n", + " 'linear_network', 'linear_network_10stopping', 'linear_regression',\n", + " 'previous_month', 'rnn', 'rnn_10stopping'], dtype=object)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(all_gdf.model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Spatial Patterns" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%autoreload 2\n", + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf.where(gdf.model == 'ealstm').dropna(),\n", + " **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "# plt.gcf().suptitle('RNN Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%autoreload 2\n", + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf.where(gdf.model == 'ealstm_omf_static_embedding').dropna(),\n", + " **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "# plt.gcf().suptitle('RNN Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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fmXRcAtS5HYSm2cK0eGSpcGVoHGoD4Q+5HUsCE4A/xGfXNM23BGCk8Z8bXJs1qmusuRFY7db9LfLSrJqmDUtslG/82VEbnA/8GXfXd6aiH3g0/xsl6X9DCVeGCsn8/p3pGgv0uh2Epo2M9/fBcqVbV9dYcx2w1o17p+lTbgegadrwddQG56GK50xxO5YUPtxRG/RyB1DTtCTis0K/Qa3j9rIiQGfnaJrDMj5DU9dYczXwk0zfd5g2uh2Apo2ERIyK4hWJdNQGTwf+ijfTAgd6umhV/SG3g9C0kcn+9VWJxDtX9wJ/53YsFvQCf3M7CE0bKbdS/6zKaAerrrHmM8CP8Oaaq0Sq3A5A00bKzPLiFYl01AargL8AM9yOxSLd1mjZYZSlJMfTAn+DPzpXoJ775gKNbgeiacMlELqD1aeuseaLwB2Zup9NehK9uLRhSQFwMzAReCf+sqqIDREgyrvLeGcDZcCTwHFgKlAAlAK7gXvWLVzfdw1Ns1VfmfbRpKM2eC5qzdU0t2NJQ8K2BqB58bKrgDOAQ6i2xYif39femPHXZwGnAXuBnaj2aRwwHTWo9Qtg27wNa0fxKhnNURJEFhewGChe0OL3wPvcjiVNCdubFaXLzwM+gmpjDsd/7Vuv1cm7bc0kVFszDlU8aAxq24kJqGecR4CHV7euGbJd07SR8voarIx0sOoaa24BvpOJe9nsx4leXLdwfdfShiX/B7yB9dm4Tw/x+neXNizZAtwGPLZu4fpY2lFq2hAkYlQVueioDb4HeBhvF7RIJGFbE/cosAS4coT3+Cqwu3nxsv8E7p23Ye3hEV5P0wYbJSmC4crQJOCPwMVux5Kmx0JN4V1DvNeM6lilMxi+LMFrXwC6VpQu/ynwX6tb17yVZoyaloL3Z7Acja6usUbUNdb8J/7sXL26smrjniTv70ON5NjhUlQ609NLG5b8bGnDklybrqtpo6ZMe0dt8L2onyO/da5AzbglNG/DWjvbmpnAOqCpefGyPzYvXlZh03U1TRkFGw2HK0NTUes7/da5giRtzerWNUdRM1V2KABuBF5fUbp844rS5dfbdF1NU2XapWH5cINjd61rrDGA7wHfdOoeDmtJ8f7/AHZ3hBYC1wKtSxuWnGbztbVRSEpGxUbDHbXBjwB/QqWs+NGbQ73RvHjZh4CP2ny/ElQq0MvNi5ddb/O1tdFKkvUbDYcrQ6WotLgFbscyTC1DvbGidPkY4Ls23y+A2hPsxytKl/92Rely//7jax4iRudGw3WNNWOAemC5E9fPkMIU729y8N7TgPuWNiz5sIP30LSs0FEbXAY8iBox9atksTcBbQ7dNxe4o3nxsuXNi5fpvbg0LYlwZWgB8AxqTaRfJXu2iQBbHbqvAXwS+OGK0uWzHLqHpnmG7R2susaaEuAx4BN2XzvDklYfW7dw/b2ofGWnLAD+tLRhyY+WNizx02L9rGC2lU8028pXmW3lm8y28kVmW7lP0zYFZhqHn3TUBgMdtcHvAXfi0p5+NhqyvZm3Ye1bwM8dvPd44PvAk82Ll13o4H20BCLtFfmR9ooPR9ormiPtFZ+NtFeMdTumEZHC2uEz4crQR4HN+Kcy6VCGjH916xoJfNvh+38WeGlF6fIbVpQu93u77SstwWrREqwubwlWb24JVv+gJVg90+2YRsJI4z934rNRXWPNfOBp4AI7r+uSpKPh8XVSEzMQxw3AjqUNS25c2rBEN0YOM9vKF5ht5WFUJbZvAJejBgzuMdvKM/HvbStJdqYIdtQGxwK/A77kdiw2STX7lomNkhcCTzcvXvaj5sXL/LiOzVci7RXTI+0VtwDbUemtc4G7ga2R9gq/pp+pOnNWDh8JV4ZuBu4H/N35VbzQ1kxGbdnz9IrS5edm4H6jWkuwOq8lWP3PqP3PtqPW/d8EvNESrL7G1eCGqa9M+6jpYKGqzwy5lsBnjqd4fzzwdiYCQS3aXws8urRhyZwM3XPUMNvKx5ht5debbeVbgeeBzzM4jeJqYHHGg7NBDMPy4SO9wA58v1z+hFTtzZGMRKHcADQ2L15m97qvUS/SXiEi7RWLIu0Vv0Jt0/EdVLnr/uYD/53x4GxhcfbKfzNYb6G2ScgGqdqaXOBAJgIBzgeeW1G6/N9WlC73c4q3J7UEq2e3BKtXoZ5V7wUWDTglB1jXEqwuzXhwNhhVRS5WVm18G7UfxHN2XtclU+saa4b8FFi3cH0HEMpgPADvBV5e2rDkC0sblmR0k+hsZLaVV5pt5d8HWoGfAu9J8SW3mG3lnzPbysc7H509JAJTWj/8omhVfU/RqvqvAre6HYtNpiZ7c96GtV8hcwM6oIpgPNC8eNmG5sXLksampRZpr5gcaa9YDryGmhH/FMmLJL0/0l5xa6S9wl9VHiVIU1g6/CTUFL4fuILsGNBJ+vO8unXN/ag98zIlAHwL1dE6P4P3zUotwepAS7D671uC1Q8Bu1CZONOTfMk44K6WYPUHMhKgjayXuHCnvbG9W7eyamMUlV7ld8cg5S5mbmwuWAj8L/DC0oYl73fh/r5mtpXnmm3lQbOt/K+oneyXY72s90zgh8CfzbbySqditFuWzmD12e12ADZJuiFn8+JllajNyTPtGmBn8+JlX2levMyn6xDdE2mvWBhpr/gRahDn+0A67cZtwHOR9gp/zSRm5wwWQAeqCITfdSd7M74u6ooMxdLfmcCzK0qX/3RF6fJTXLi/r7UEq4tbgtXfRO3P+nvUvolWf9A+CjzSEqyuawlW+6LYkRitVQRRG33atW+LW26JdxaT+UxGIklsPvCXpQ1L1i1tWJINeeGOMtvKS8228ttQKay/YWQfINXAI2ZbebUdsTlJAqY0LB8+tA2VvuNn9xatqk81638t7hXymAisRhXB8NeMigsi7RUFkfaKayPtFU+jsjluIHVV2qGMAx6ItFd80bYAnZaFa7DiDgBPuB3ECO0Hbk9xzkLgrAzEMpTrgVdXlC7/Jxdj8IV40YrLWoLVv0JlOPwnMJIKjSuA37QEq32x3cmom8ECWFm1cS3OlfrMhF3Ab5OdsLRhST5QlpFokgsBzy9tWKKrfw1gtpULs638crOt/HeojtWtgF0jYzOBP5pt5R6vwiOIpXH4TdGq+gZgjdtxjFCqBx6AcsejSO184IXmxcuWNS9e5r9vFodF2itOjbRX1KFmq34G2Nkmr4m0V3h/Mboka2ewQk3hCJlfFmC3O0NN4aMpzvFCWzMZ+L8Vpct/vqJ0ue+KSzmtJVg9piVYvRR4GXic1CnH6fh74EctwepUGVzukqNsDVafusaapagqJX717yurNsZSnHMW3tl3pxx4cmnDkm/FqxuOemZb+RXARtR+ZZ8gdbrncBQBm8y2cssziGZbeSD+qzDbyo34caZ/y8C7q6M2OB+VY+5X9xetqn/RwnleGUApRJXF/0Pz4mV+L1dti0h7xWmR9oq7UCnHK1Dtgt0E8JNIe8XAReqpYgsM+LUs0l4x2YH4sl64MiSADW7HMQJHUGmqqXilrQFYAmxbUbr8vW4H4gUtwerClmD1l1BtzV2otEon/DOwqiVYbXkkpK9D1u/XiS3B6tMdis8XhJTOrNmsa6z5GvDvQL4jN3BW5cqqjduTnbC0YcnHUGVbveZ54Jp1C9c3uR2IG8y28veg9vHI5Pq0ZtQHwfPAxbxbTbMEtWXBa8CpQDHwaVQVp4nAO0AeqrLPDlRn8DuolKL1RsmOpN+DVsycP1He/OuLLZ//9TMfbpBS+mqhcUdt8FLgl4wsNcIt3yhaVf9fyU5oXrxsCmqzYa8VmzgI3DRvw9pfuR2IGyLtFcXAN1GzGplat9CDWjf6Q+Bc1Kj1blSbUxN/P4aqTFgBfAhoR7VFT6Daln3Aq8DXgdlAfmHx9vV2BHf+3DHymTpry8wCn3jBd21NuDI0Cagns58vdnkm1BROWshpRenyHFSBC6+l50nU2vNbVreuyYZ1cGlpCVbnopakfIvM7sN2D/BVVPtWjtrwfifqOWcu8Er89VLgC6hnnXmoZUL/hHrO2YlqJ1tRs2P/Ula/dcQdj3HGVHlWwccsn7818pOMtzeOVaJbWbXxu3WNNR9D/UP4SVeqzlWcV8uln4dKGVwJ3LVu4fpsqHqUktlWfhbwH4D1nzj7zAOeQnWqyvpCQo06Wx0BKo8fnwNutaNz1cePqX/pKFpVv6WjNngH/ixtbWX2qhi1FsdrJgO/bF687Epg+bwNaw+6HVAmxGeAvorq6IzJ8O3zUCPXtahOU9/Md5ShP8+r4r/29Xymx49ngGeBS+wLz5/pf1aFmsKHwpWhEOqh0W+stDUS9eDsNQK4GXjfitLl165uXfOC2wFlQnw26CpUwRs3njmvR3WUjqDaG0je1vQtmbix32uVqCU3EeB8OzpXiipz4WWOJSbWNdacReqy116UX9dYU5L6NL6Hdxe89qXx/GVpw5Iyl2NxlNlWPtdsK/8F8BLudK76CE5ek2dgvXPV32bUDJwtpBTZXuSCjtrgJOAf3I5jmAbugTTIvA1rXwP+NQOxDNcS4OXmxcs+4nYgToq0V4yLtFfUoqp0fYPMd676m8XJay6GM1h6DPhUYfH2XntCIl5VR1g7fChcGQqgHjr9KGVbs7p1TQyVHuZV81GbE9+6onS5L6rdDUe8eMXHUc8163F3QH8M73auYPgTM18uq9/6mg3xnDAqi1zEvR814nABauNWvxBYWFsVnxn6ufPhjMj7gMalDUu+sbRhibcXLA6D2VY+C5XqcjXD68x4TSfwaaNkR6r1f2mJScPyYYUQ4stCiFeFEK8IIX4lhHB7LeIiVCrDP6BSnmz9/+cwqw/pP3M0ipErBf7YvHjZb5sXL0u254ovRdorBGpN57dRaS/ZYEVh8fbXbb+qtHhY4MG2pgxVrv1GVKrWo65Gkx5Lbc3q1jU78e7gMaiBhduAl1eULvfzWv9kVgD34dwaq0x7GJXWbBuBvR0sIcSHhRDbhRA7hRC3JHh/ohDiQSHES/E26dOprulYB2tl1cbvx6sJngd83Kn7OCTVTud9XnY0CnsUAKuAZ5c2LDnD7WBs9hUyt/YhE5YbJTt22XlBCZgIy0cqQohS1MDJ+VLK+ajiIZ+yM+Z0Fa2q/33RqvowqkzttwD7RuSdZ7WtOYA/9hf8JLC9efGyq7Ks0uBl+C/dPZk/YPMDTx+7Nhr2YlsTagrvCjWFv4cqdvFN/LXu02pbA/54tikHNq8oXb5mRelyN2eTbdUSrM5HPdtkiwPAZ+xLDXyXSOO/pNcRIoDK+roSOAO4Sggx8Hn5JuA1KeU5wHuB1UKIpM+fjuYE1TXW5KMW2s7FPxuCHkcVH7DiOeBJB2Ox0wLU5sT/urRhyXD3ZPEMs628CLVeKVv8Dvip/ZcVts9goVIECoUQOahR0T32xz0spcBFqLVwfvGGlZPmbVhrAnc4HItdJqGKjtzfvHhZyrQkn/i62wHYaB9wQ2HxdmfW59pbpt3Lbc1ZqKyDpJuEe4iltibuZ8AhpwKx2c2o2awPuB2ITZZg33YyXvDZsvqt9g8OCjCEsHykcCGwU0r5upSyB7iXwUtOJDBeCCFQa6I7SLHfr6MdrJVVG7uB21ZWbaxAVTg6Fn8r6U7iLvvtyqqNlj541i1c34v30wT7y0NVdmxe2rDkareDGaGlQLZssLwXCBklO7xQkGSqEOK5fsdJ6b1SylagDrW5717gsJTyz24EmsBfUCkVZ6IW74O3H372AVvSON+BDrij/h7Y0bx42Z1+ns2KtFecCWTT+rLPFBZv3+d2EPi7rWkG/i7UFF6I+kwF9QCW9IHLZUn39uxvdeuaraiKcH5xOvDIitLlm1aULvftoE5LsNpApQdmix+V1W/1SrXtZO1NKSoDps/u+Gv9/QBVMGgPaoZ3uZQy6Zbpjq9qX1m18Wj819dQ02r/BExA5bN7keXy5ksbluShymr7TSnwk6UNSz7sdiDDcXTPaXmokqDZ4tNGyY79TlxYAqYUlg9gv5Ty/H7HSWlEQojJqJGd2ag1CGOFEIudiD1dRavqO4tW1ZtFq+pjwAeBW1Cj3l90N7IhvVW0qj6dtJ06xyJxTh6wDFjdvHiZP9eBxrjZ7YN703MAACAASURBVBBstK6wePsfHbt6ekUufNvWhJrCZqgp3Bn/4ypUVcci4Bwg1Ua+brH8bLOidPkn8WdK7OXAfStKl3ttSwtLeqKBGt6t9ul3u4AvO3Vxkcb6q/garGTtTaIBwIED3jWoSpwzUFtk/EAIMSFZjJkuG/YS8PuVVRt7UJu/BlHlH70knU0Y70vzfC/JBx5a2rDku+kUwDDbys8w28pdHY2OYd5C9kyhrzFKdjg62BDDsHxY8AHgDSnlO1LKXlRqo+c+iItW1R8G/jfe2boTlTqYzmxRJljekLZ58bKb8N7eNOn4MvBY8+Jlln9uzS1Vp5pbqsY7GFNKPXcvulDsLTjXzRhstB3HR8ctpgdaSxH0RVsTagpLYE2oKXwo1BR+DTWD/j8uh5WIpfZmRenyhXgzfqsWAK+tKF1uea+y2+fcNPb2OTeVORdSamvKb5zwUuusa92MwUYx4Jqy+q2dKc8cASONI4XdnLyeciaD05E/DfxOKjtRKbdJO8OO7YOVyMqqjb39fh+pa6y5D+/tjG5p/dXShiUGqoCHnwngqyDzzLbyMGr68zgqdekYaiTugFGyo9tsK89BbVr538DXzLbyv8Rfv9Ao2fFMpgI+tGfWClQhg2zwKqrcs2MkJ2am7PIWUC2EGIPa1+L9qLWIntM3O1S0ql4CWztqg60uhzRQOmla8/F/QZdLgb8c/sl7/358eXsl6vOnHTXI1ola83HUuLRRmluq5qN+No6bW6puRLVVs+LvW10jOyI9dy9aCGzEFM2ZuJ/DosA1hcXb05kxHR77SrD7pq0JNYWP9/v92+HKUMY+E9Ng9edmChZKunvcNOBPX5t584en5Me6UWXG96M2R++MH+98fded8vY5N01FFU/56u1zbpoP9Hx9153dt8+56cKv77ozI/+Oa8pvHA/8qbM73wvLBOzwH2X1W592+iY27oP1LDBPCDEbtSHyp1DVqft7C9UGbRZCFKPqSyStwprRDlYCY7FQEj3DltQ11mxcWbXxpRTnzeTkvQF8TCy///CshR+f+HbCkqdmW/kR1CBA32anfwCk2VbeBEwz28oXOz0LA3Boz6wvodKkkua9+kQPcI1RssPxXelNGyeqpZRPCyHqgedRD20v4FA1Mgd4LW3kvI7a4NXAr+KdwGQuzERAGXDGgadPv3fc3PaFInHt3C5zS9VxTh5t/yxqDc4R4G+cvImlI3ruXrQAeASYZLWkuMd9q7B4e4PTN5FSHfZcS7c1NvuXcGWoNtQUPpzivAsyEo3zcmOSX8dMegJGwoyX2O1zbjqEykLq+5A8Ahy7fc5NjcD02+fcVPH1XXd2ORnkmvIbxwEPoWZnvVwe36qt2LiX51AEWCleYYmUMiqE+AJq6VIA+ImU8lUhxNL4++uA/wDuEUK8HL/916WUSZd2uN3B8mKxi/nAk3WNNdcBu1ZWbRxqx/BJGYzJcX/uPOWi4pzIcxeN3X9+grcT5ZkK1IwXwB/MtvIngAeBPwGNiQo2mG3l042SHcNaXH1oz6wvojZ37ru3333TKNmRqhM/YlJCzN4ZLKSUtwK32nrRzHD0g3IY8oBfAPM7aoN/K1pV/0iSc7OmvYkdKzi/9f7zNpd+4vnLEnw+FpB40O2U+FFhbqm6gnfbms3GpY2DyvKbW6qmG5c2Dqut6bl70Tmogil96d9+72JtAb6bsbvZ2N7otsZWy4Dzw5Wh24H74qmNifh12UMCYsqBnsDrU/NjBw0x6O8VQM3WDTQW6HsOar19zk0PodqaP319150HB558+5ybxgHm13fdmfbs8JryG8eiBqzjg9u+f7Q5Biwuq9+akWIvdq5xklI+hOro9n9tXb/f70FlcVnmdgfLq9PQY1DT6ckeat5EpdC5ukbAPiKw/tDpZxXl9LxWkX8k3f2yclCbvS5CzTBtN9vKH0K1Fh9B5f7PAE4328rvBuqMkh0n0hU695w2ZdyMNw8MdfFDe2Z9Af+UqLbib2Qwx93mFEFf6qgNCrzd3qT6QHoZVSkrK3Tvm3hZ+1/O2FTywdcWDePLK+LHSuCguaXq96hUww8BLai25gxzS9WDwA+MSxuf6vvC2F/n58XemFyQd8PmhGt/452rR+k/g+bv7tVRYElh8fbMbb5tX4qgn5W5HcAQpgI7gWKgbYhz/LAHVhrE6Qe6A69NzY+NFSLtNOsiYHH8iN0+56ZHUWmqC1Cds0Oodrnz9jk3fQ/Y8PVdd57IsPmfeTdO/UrzXQlnOeIzV79HPTdli5vL6rfaupdnMsKmGSynuNbBqmus+We8vZZmLaqs6d8Svblu4frDSxuWtJI9FV8AkX/H/sriW4tfap2e0z2wRGU6+h6A+pT3+/3XgOVmW/kDqJzWbgkVh/bMWot6lOmbMcyZNOPt/Yf2zLoW+N+BgY4gNrcdBq4zSnZkQ5qjL3TUBqtQI/jz3Y5lCEtQsSVsa+JeY/C+HL52bFfxooNTO5+cvOCtkRQumAxc3+/PC/r9/mrganNL1SbU/7922Z03G9PY3nP3oudRAz/tQFHe5za19ty9qBiV3uK1tPWRuKmweHuL20GMFuHKUD6qquAyt2MZwumorWWuZugOlp/Ks1siEWd09AS2FuXFqkfwTB5ADeIMNYvxM+C22+fc9BjwBsiSfIPCNeU33otab9uEmoVvWb7jLgncD7zv5Dh97T78t5WIo9ycwXoUtZmXV51B6tSEjWRVBwskYsp/7Tvrte+UPD8l3zCdetDIB/4RQEopY5gR4B8GnPNd1OaeSx2KwS1LjZIdb6c+zR6qyEWmi4V6ThPeTrErQj3oJ7MRhwuiuKHj6dPPLZxxaEdB8ZHy1GcPW9/sOua+cU8B1w14f2fP3YvKgWtJ3Lny63PPr8l0ESkJchTPmIeawt3hylAr3u6kz0ENLgzlOVQxiCxKFYSYFNVHo8amCbmmkzNGs+MHAcFWIahGVZ/rb/6a8ht7UQUTTiZ9O3jcBny+rH5rxtpKQebLoKfLzfj8MC06KN92gDtR1Y2ySpcMnPGdffNfNDPwoyKEEAKxLcFbNxzaM+t/UOW1B5F2raTOrF8YJTsyPqgQQ1g+stQk4Gy3g0ghVVuzFe+VmbeBGNN6/3njo515GakMaEzqStRwzAXWMdTeer5samgFbiws3p7h6C3ugZXdaYRef7Y5EmoKD5kyurp1jURVC846XTFxeSQqnk195sjFJPOlTFiQ6y6ya8kDwPVl9Vsd2cszGSGE5cMNbnawvLb/VSJJ941Yt3B9M1nYwQLYFyusvutAxaZM3CuAkajYyRQc3KTOBW/hwubIw9hoOBtFUFUbvSxpWzNvw9puko86+5cUp7x1b3WH2Ws43paKMT3Th3jr88CpQ7znxy7WdYXF2ztcubN9+2D5VaoqfW4rCleGUv0DJBr0zAJCHI0a83tMGjNwr3Go/ZUGugy1aW22+EFZ/VbHq0gnYuM+WI7F54qVVRsfQeWsetltdY01nxnqzaUNS+4my6bR+3u1e9KiXx867XGn7xMQIu1U1eOy5/GYNN9wIh4HmMBio2THoczfWqUIWj2yUdGq+i5UqW8vu7KjNvg/HbXBsYnebF687CoGp9FmDRkNVLz5i4t2OH6jvFjaW2uI7eMLxe6CBqRvOlr/XVi8/VG3bi6lsHRksWWo4iJeVQD8LlwZSljMakXp8pnAmsyGlEmi8FBPYFbMZG8GbjZk8a5EOrsLTn9174zNvbGAl79/+nsFta4+41SZduuHG9x+ovqNy/dP5Qzgx3WNNUPtrn0b4PxDgYuejxSNS33WyOQQKCXNUeIY5uXHZPfso2ZkW7fsfVJK6cWS/32+bZTs2OzWzU2E5SOL/RlvP/RMQs3YDrVmph74XebCyTyzK7ciFslNlSo5IiIgxyFkWlWuRI9xjvH8pIXGH4r3iIaJm4gYwyr/niHPA//i2t0lajjJypGlQk3hTlRZby/7OLA5XBkatF/X6tY1u4FaUlc29TExrssUjg/QmmlmaklEyc53ii976NWzAo81V2zZ3znuNQ+vhugGriqr3+pSFpdI6z83uN3BGmqPKa/5dl1jzaC86nUL17cC78Wbe17Y4oiZd97r3eMc7UQGhFGGKnufNglnd8voxUdlV+SY2f14TJqJpuTd9DTw727dvG8fLKtHtipaVR+BTKSFjNjHO2qDX+yoDZ5UTnjehrW9wOdQxYGylCh45/Fyx1OTxJieYbURQopSo7VwkfHItCnGI1OfYU++1z6/IsDVhcXb3U2H1SmC4I9nmyLgznBlaFDF4NWta35NdqXoD3IsakxzuvMSM8W04X2lGHM4MubSJ16fd8YfXzl7x6t7Z2yJmcJrae5fK6vf+opbNxdpzF6N1hmsfcCgTSI9aCbwWF1jzQt1jTXfqmusOavvjXUL17cBjm8Y66ZfHJqdicWLI52BmhSf1ZoclbFXbYlo5I4DS4ySHVk8EugrGaveOEJ3AG901AZ/1FEbvLLvxXkb1ppAss2Ife/YG9POMnsNZwesAiN7qhKIgIjkXBh4bvIC8dzEjKxTteirhcXbs3Odnv/4pa35J2BHuDL053Bl6IsD3vuzGwFljpjXbYrnnbyDJO19twaJyUD5zneKL93YOH971BReGcz/C/ADt4PwOlc7WCurNkbxV+fkXFRa4MBUo2vJ4vSdvdHCCw9E84baM8MWwr5iIWOPy55TYtIc1oyYzVYaJTua3Q5itK/B6sfRD1ObzQBu4OQ95ADWAzdmPpxMEUUHG8qcrfIVsC8/zdhTuEg0jfNCdcdHUHs3uk6awtKR5ZrwTwGsMcAHGbzG8w1Uho47xVIyoLPXcDoBr9CuC/XGcs766/YztpmJKxNm0mHg02X1W92OA5HG4QYvPFF9AvgP/PPwIxnw77Vu4fodQAhocSMg54mcXx2a7fTIqJ0/A0XHZLdhSpnxsqH9/ABV+tlVah+sUV9FEICiVfWrgFtQnRRfmrdh7R4gjNosNCsd2jZrlsOpO7Z+o4sdYy8Sbxc8Z+c107QNuCbzJdkTsJoemOVtTagp3IAaeP134JjL4QzL6tY1vatb12zC+wWChs1ELOw12engLWz9Ro/05l24ZVf5Ey6uyzoOfKKsfqsnlmIYQlg+XInPlbv2s7Jq4+6VVRu/BXyKNCuuuMRAjS6fZN3C9fvJ0r0jAF7rnrggYgY6nbq+tP97cVan7NovpXTjw+37wM1GyQ73H3jQRS76K1pVfztq48e/uR2LRbMGvjBvw1pJFm46fIJplB1tOsW5WSybH+4FIiBemHgG+/PcWOP3AvC+wuLtGdlHzApdRVAJNYXrQ03hW4Fvuh2LRYPaGoDVrWvuQ60lzkpHewOpNnkfCdtneQ4eH3vZ82+f5kZq8jHgyrL6rZ747OzbaFiXabdgZdXGZvwxi2Uy9B4RXkgVcYiY8Psjsxz594nKWCNwigOXruyUXU1Sykyugfou8BWvdK70PliDFa2qj+H9CqZ9Ev7MxWeyXs9wLBlzYOucfCeuK6PioOzMS1gKfyQEYozx5OTpHA28Zfe1k3gWeH9h8XZvDUzqjYYH+j+3A7Ao2ed71j7bRCUXxiQOVAaVMpBmxVKrdh8qWtTUXvKEE9cewlHgQ2X1Wx3fticdQlg/3OCZDlac1+JJZD8w1EzOLrxdCnpEthybPidmc/7vcbN703HZUwkMKhdrBwkLj8nup2Vm5tRXAbd4pXPVR6/BSsgvf9mWJO/5oVLZsJjduWdH9kyydUbIPJr3Uqx5qiAaWGjndfsIxBTjsanQZWQiNXkr8MHC4u2OlrUfFp0iOJBuazxN5B7tNWyefZaH8w3ZlGMwqPq0Xba3l1S/fXByg1PX7+cw8MGy+q1PZuBeadFVBNPze7cDsOA+gLrGmkH/ZOsWrj+GylfOyqpxJqL0qePTbFlrEJPmm51m1xNRzEU4vAbRRF5yXPZsks72sm4D/sVrnSvSmL0aLTNYcX5oa/YCT3fUBof6h/ky4IlceCfs3zLPlsX1MiaOx/aOf9zcPXEuiEl2XHMoQopTjUen7qdHpLX/TZo2AzWFxdsPO3iPYZHS+jFahJrCewA31+hZdV+4MiTClaFE7c29wG8zHVCm9JhivpT2VLQOCPl0viHbhaDKjusNTQSef/u0qn1HxztZKv0g8IGy+q2eTBHVRS7S4+UNHPuEUKXl99Q11vyyrrHmpCpf6xau/zVqv5rjbgTntAePzModyddHZey1I2bk5WOye7KJvMSuuFKJYS46KrveiG9KbPfWALcYJTv+zXOdK/r2/dRrsBI4gPe3Oz0F6AE6O2qDf+6oDZ5U5WvehrVvAx8GsrI0d0/H2POjx/OGnf4mo+JQdFfRU7EdUw/KQ4WXg7A9NTARETMqjYenYzw7aRMRw+61UX8Friws3u5kB25kdIpgIn54tnkCtV1KQ7gydHv/N1a3rokB16M6WllITDkeE88M/+slucLclG+YTbmGfI8Qg6q/OkSMeeqNufMf3V711P7OcXavAX0HuKKsfqsnBwcEegYrXZvw/g7oAAGgBLgK+OjAN9ctXH8PcDbqG9Rzo4wjcdTMXbCze1zTcL/+uOzJA84CJtgXlWWnxzclfqfL7H1cSmlHGd0vGSU7bk99muYl8Y2Hb8f7pZQN3i2j/OWBs1nzNqx9FVgAPEzWlVMW+fsfLx/26KzZNv4lenIuAjFoI1WnCcQEsbdgkfHItAnGE5Mf51ig1YbLPgz8v8Li7b6sSjfKrUOVPfe6XFR7siJcGTqpmNfq1jWdq1vXXAV8CbUUwg97mFp2LGqUDHdmVcD2gMEiIai0NyprOrsLLnri9XlVD782v2Hv4Ykv2TBD3Aa8t6x+q5+2UfIcT3WwVlZtbAP+HyoX2C8PC9+pa6z5TV1jzcX9X1y3cP0uVCdscvzXscDAjfx86XeHT0t7VNaUZusRM7ILmOtASOma0UP08qOyqzdi9oykGs8XjJIda2yLyiE6RTCxolX1taiS58dQM0VedwnQ0FEbvKqjNljQ9+K8DWsjwN/N27B2CjARtZ7xXFR6h68de3NqpYyJWLpfF9055Rl5NN+RtVbpEIh8cSD/cuPRqTOMv0x9ml4x3M7RH4GPFxZv9/iAgLUKgqOhimB/oabwg6gZIPDHs00AeCFcGfrXgR0t1EboE1HPNKXAJPxTlTUJMafHFGkP6OQIc3OeISc6EVG6uqO5C5958/Rz/vjKOTveOTrutWFeZi+wqKx+63C/PmN0FcE0razaaKIewkuAL7gcjhW5QBB4oq6xJtj/jXUL15vrFq6X6xaub1+3cP1x4B6yIHWwpXfsBR3RvHRLmxrAHCfiGYEJvcRmD/NrbzZKdtxpazQO0FUEU/oKahDkHPyxX80C4JfAj/u/OG/DWjP+65F5G9YemLdh7UuApyo+DYsUxQdfOG1r2l8XFRNAjHMgomERCCGO57yHY4G9w/jyjcA/FBZv77Y7LkfoIhcJhZrCjwP5wGzgUZfDsWI6ah+v58KVoRNrF1e3rpHxo3d165o9q1vXHAZ+5lqUNjraa6Q9gCHAFIISJ+IZrpg0yt/smDqc9OR3UDNXO+yOyXZpVBDUVQT7WVm1MbayamPvyqqNd6L2FPKLb9Q11gSSvF+ASvfxOVFw76GydNMEPbc+KW7sMMu419seiUN0B2toRavqZdGq+t6iVfVNwEfcjicN/9RRG0yV5z8lI5E47NDzp83ImqIIkWHtJfigfzpXIE1h6RiNQk3hnlBT+AiqrWlzOx6LTkHtHZhMVrQ1JuKCXjM7tr/oiuYO54dsmy86V+g1WHa5z+0A0nAe8Ikk7x/A+2s+LHmle9LC42bA8kJrE+nVtWhTumTvcMqP+uKRT6KrCKZhM/7Y7BwgB7g1xTmZ3JPJMdI0Zh95dUZ6Vayks9UCh8t4cWKyAbiheL0Yy8n0DFZKoaZwDyrt0y++Fa4MFSR5PyvaGoAjvYG0Or5CeLM61IFj4y6P9Oamu2WEr9oaXUVw5PzWIflkXWNNzhDvlQF5GYzFQWLcg0dmvmj17B4Z9WwVpVyRM5xNjn3RwQJdRdCqolX1EuhyO440XNFRG0y4f1zz4mUFwGkZjscxHc+dnuzh7iRmZ94rQLGD4QybnNY9nPU3vmlrAL0Gyzo/PdtMAt6f5P2KTAXitJjkgpjEYsdEIshUxcD0BIxYU35Ob1GaX+artkbPYI2cxRE/mfZCaIdcztD/X8/A8t/H+7Ycmz7bysbDUsqjUcwFmYhpOLpl73DWRfiD1CmCVnXUBnMBC+2IZ9qaUxj6wz2GWq+VFcyu3HMieydaSks228Yfcy/rPjmxt2C2vx5h0iQtlmgfpSmCA1h4/pJemlF4b5L3zs5UEM4TuZ29xqtWzgwInvTa+qs+MdMoP3h8bLPbcThFoItcjNjKqo1bgT+kOu/aCa27DeSbGQgplcjKqo1DVSTzaprcsMQwZv21syRl6k63jL6IO2XZLYlhVkjpmYdmzSVFq+p7gX9LdV7e2e1PGUXHt2QgJCsSpunO27C2lywoqNPfvr9VHkp1juw12ug1LshEPMMhpDiVd/Kc3BhU84/bgaRr8gQ05Aeiz2YonlSSLQnIqmebblOca8rk/zYAOUJ69rkGhLG9vSTdYmSajTzfwYpbDLw91Ju5mI1TA72nzc876oUO1ty6xppv1TXWJBqi80J8tnrwyKySZLNYUkp6iA4nBS+TiqOYlkas+vHFOLSuIpi2n6KqfQ5BmnmnH5xdeNlbp4EnSi/UddQGhxpBbclkIE6LHhlT3dU+PumIrNk2fjsIT3+uGc1j000T9ML3mWVSWjtGu1BT+C3gmmTn5BhmJM8wLwDphcIDoXBl6LIh3mvJZCDOExOP9hoNSc9ANgnB/ExFNBz7O8fPSfNnzVc/mbqKoA1WVm08DHweVTJ0kPK8Y/sALik8eA5IL+xn82/AvyZ4fai1Wb4VxZj98NHSpxK9J6U82iV7N+GNva+S6pa9R9P8Et80RLqDZV18HdYtwP8CgzdZzDUbjQk9pYGJ3bNEYfT5TMeXQA1wb0dtMFFRh9xMB+O09kfmJ5zFkhJpHsl/UXbmeT8t8kDeGUTTWuvnm7ZGotdgpelB1L5SdyV6M8+IVapfTS/MRJQCD4QrQ+cleC/r2ppuUywwJQnbG4F8K8+Qnq/sKRGlew5PeiGtL/ERvQbLJiurNj68smrjrcR3QzeQrbNyIo8DFAV6cwEKDXPiFKP3ORfD7O/f6hprBu6xFF907qm86hH709HS2b1SnNSx7TS7thyVXWN7iS1yK650mMhLTJnWh5gvGiJdRTB9Ravq24tW1d9Mv71qcucdeBxkVBRET3TE889uH055fycsAj6T4PXTsq2tiXYWXHD8raKTUuzMjsKtsaZpx83WieeC8HDKjiIQU0XT+HTSvnzR1pyg12BZFmoKy1BTeDlqbzsADMwtIHeC7BFq03DyjNg5IC1X7XXQJGBNgtezrq0BMeFIrzFgkE0eyDfMtvyAPFUIznEnrvRsa52Zzum+aWvSqSCoqwhadx0gA8jOT45ru7i64OCW2bnHS/veLDRiXnnoAU7+AczBPJiDeVCoctBZw0TM+O3hkzcDFeoH1VffXxHZu93tGJxgdURZjyoP8j3geYD8M/fNKbzsrW0F57adqAIqxvRarmyXAYM+7AvGRnbljene6UYwTmp/9AzzpLSXgJkLYqxrAQ2DeGPMaf55lEmD1DNYw/QsaiaLgCHNMTnRnDzDfIb4A68QTMA7D7+D2pqysd17547rjoHMmnLtAD2mqI7Jk/YrmwT4qq3pieUu6Dg2xgsppvZKY/ZKz2BZtLJq4+ZczD9ICAQEORcXHrp0aqD3RDnisSLmlUYIeLfU5xefv8YQgmuEYHIAOXBmy/c2H5t+RrdpnEh7yRU5Xnr4tCSGeW5MmlY/ILz0fZaULtM+PEWr6ncbE7t+BCBNEcudfei83NmHTqTHGIW9XvqgPams8O4br68RhqwMBMxyj6zfsI3ZnXv2sdennUh7EeO754Mczga+rhFSnCqaxlkdaPNNWwPofbCGIdQU7s4RsTtAHkEiA0KW5QdilwpxUtVhrxSSOKmtCVeGZucZ8gOGIHdcjpkVm/S+S+Qf6Qn0W/cpAhLSXa/tuufemn3YlFYq5PqrrfF6FUHfrQky28qvXzaJK5/qmryVBGt7xhlRL3Uaz6lrrHl2b/fEEsi9BvgqgBCcipTbQGRNaVOJmHrv4bJN101+fRFALoEFXfTuA6a7HFo6JhyT3bKQvBdzReDcFOf6oiGS8TLtWvqiTfPmjPsY/9nTXPSsyDFnDXxfFEbHuxHXEM7pqA0KaTIucnjcIuDXQCFAIDe6N9ab68m9WoZr32OV+WNPf0ctYDbIpyD6LF25l7odVzqM5nGXyaM5m8wLD6VKo/ZFW6Po2anh+OVZnxaFOfwwJmOHTWmMG+K0dNcJO6U0XBmahtozsBT4GXAhwNT86Omd0azZiQaAXsl7oia7cwxmAkSlyM0TPvqRBCK9eRc89MrZOz4yf9tcQyTtb/jmLybw6mYc7/JSZ8SqDwQEOZcWHkz4YXpKTvdQjZMbVgN7c0VsA/Dt/m8YJF486WdPH5+6IGIGOgGEEDkGwo/pSRN7ZNQLue6a+84FivLmdVxgjOsdVKlPFESLQA5n41gnvB/YLU3jAdTC+cK+N3LzolXZtj5C9uaccbTxlGf6/mxM7PLdYCEA+/JPw7Q0sqxlt3zgsoBgVq5hLkx0goH0yjNDHvAy8DrwIvHOFUCeIU81kNvcCswZIu9wb+BEBWhTco6U/umI9InJQPnhyJhdbscxmvixg5V0D5Epgd4pIA9mKpgU8oHJk3OPTSw0ul/qPzhgIL1S8dBGYsJvD596orSp9OmmyjHMyyNmz6YUp/mmgdVrsIYtaVsjAjJX5MeG3D7CBTNEwDwzt6B7G63jtQAAIABJREFUC8jevheFIacj8ELFQ1sd2Dp3zIm1WKbwZQdSmKLMeHh6I2bSDdt909YAusjFMFz98k+7gKQDkgHDU3s1FqMKcDwN7Ov/xsS8mFc6graJSS6ImeyJ/zGdCqCe8vjO8pLDkcI3kpziq7bG6ymCfuxgJR0dmRLoPXXx+D2HQEYyFVAqASHPmp5/9JyZBR0v5xs9jQBCMBGy76HnyePTzj4Sy+kb1ffVD2t/vcQu6jS7nuiW0adk4o0kfPJAp6sIjkAzKT5MxwVfO5PcmGdy8oVgWm5h76WFk44dUB0tJSevN8sGc8DsyZl/5LUZaqNz4d9vXhE15ht/mfa88cykTcRI9O/kk7aGeJELvQ/WMA3eFqKfgkDs8hwRSzXwl2mXowo/bAaOARTlRbNx8DjvUG+gJf4HPz43x4nxj+8s5/Gd5Zs7u/N3J/g59E9bg94HywmvpTphek7P7Fk5XV7Z/fyEgJBn5RvREylFAeQEkMfcjMl+YvKdBypfA5DIyW5HMwJ5JvKSbtl70VHZdSQqBz1E++YRQc9gDU9OZbMJNCU7RwRkTuFlb3ppZBkAISgJ5EVPVDzMyY0uAJl1VTL3bymfbUaNbtmV6+sHOtEVOF+0FSwy/licI56bOPAh2j9tDbqK4Ag0pjqhIBC7GOS+VOdlWB5wNtALEBBMHBswE+6N6WcxKS7ujomXBOwRwr8VoUxpzD54fOxlj26vmvGn1856ORoz+k9G+KatEYAhpOXDDX7sYL2FhSnaCwoOF2UglrR1xXJPFH0wBGcI8Mq+XbZ5u3fMhfui+a0GYn/qs31hwnHZY0h50joWX4z0SPRGwyOUtIMFkFN69GyQnvteN2OBEx+cQlCYP6bblym7SUkxveOZ2c+IsT1j3A7FDgJhiD0Fl3M00D/11BdtzQm6iuBwpWxrhCDXEJ4cKGlHzWQBMKOw93KBTJaK5ktHeg3TlJwuZcKZZp8RRm8s56xX987oPxnhq7ZG74NlM6Nkh0mKNEGAWTmRSq9NU3ebOZt7ZO68/q8FkOeB93cET4/ICx8of1MgvLQn2UhVdcruBlOa++Ipg/4Y6UkjZUen7SSUNG0H4ikI43o8tXhYmrzSG8k7qcqqETDnIsysG9A5vG1WlSmFP4tcJCAQwnhsqqAtX33v+WpBvUCa1g5tkJRtDUCOML02ULKfAUW7hEBMzou1uhSPYyRiQbdpvIh3SuaPWEvH1Ite2j3zcVNi+q14h94Hyxkp0/8CgpyxIuZ6NRspkd1mzpZ93eO3tXVPumzg+0IwHsiqfWoA9kYLL9zdO7Y39Zn+IZEXdMruKUdlV+cRM1KY+iu8Qe+DNSKWUo1zyw55YjBHmmzrieQ9ETk8tlKaRunA9wM5seNuxOUsMfXA06e3pT7PP4QUMwPPTD7HeKD4sPFgsW/aGr3R8IjsxMKDe65hzvNIVdB2YBMQo18lwT4TcmKnDfqKLHC01whImU0fliK3pWPa5Q++fO6xB14+N9/taKwS6CIXTrG00PPc/COuP/REpfFMW/ekSyNm/pB7XgnwSqlnG4mcezrO9FLJfLsEgHHE8821rPckpC6jnX/mO+eAu1W+pORw5MjYsmhX3iWQeEYnJzc2I9NxZUJny7SLYz2BrGtHBWKiQOi2ZhS4+uWfxlDFIpIyBNOExdkuh70JLEJVFBwkLyBngXwrsyE5TyLO6YwaKWsB+I8YD8Jz64n9zK8drBesnDQ//2il24lPnbGClN+wAumbUQPrZNdRMy+2ubP0CbcjcYjrnXcr0ll0rkeVB8upbI5gYfG5yI9NEPmxpGXdnSZN0YgUE5KdIwwzK0eVgeZ92057OUvTXH3R1pyg12CNhKVnmxzDdHvT4YSzVgPlCLxWkMMObx7pDeRETdrdDsQB/mlr0qggqKsIpmcXKu83qbGGWZSHTPlw5BQpiXaZuVMtnOqF6X7bCOTWfCN6OD8Qu2Tz8VlW/v5+5JP1ZbpMuw0sVcTKmXnE1f1fzFjAylrOLJsNkbuEMLcZhjw/GslfFO3Kzbp1H/imrVH0YM6IWGprcg3zVKcDSWE7Fmb2pXv1BZxwRMAWA2YKIS7ujAa8WGxkpHzU1kiMNA43+LKDZZTskGBt9GBWbuQdh8MZkkQ095i55anOM6AiB/NNkD6fdpbb84zoKwWBaLUhVNpAL8aMw7G8bBzF8s1Uui5yMWKW1vfkzu1ImCqTKb2RvAoLp+Xlj420GYHY444H5Ch5CORmIeRsITiRfh3ZP+FNN6NyiG/aGlCrg6wcWkKW2pqAkGUg96Q80Tn7UenySZ06prt0en7v0z7fjkaiOlZRQ3CpEOrv3RUz8rLwM9NXbY3XZ7D8XHnpBeDMVCdNMKKujaBEpWGpdLMQTAGm5EgZkcgm1A90t4k4LKEMhMfTeuSBHGE25gjzksH7Q4jxdxxYeHjl1GeOFBqxpOlLPhPAJzOPerR4xCytdzDG9kxKfZYzpOSgNMW0VOcJQY4QsiSvsLtEmmKXlKIHkLFoYH8smjMOKc7LQLgjIE1gixDybCEYVDTocMu0C3IKep4fM+2ox/8eafFa1bihSXT638i0AgeAKRbOPQy4taZyrJWTcg1KJuXFSsbmxNp6TfEWQJdpHDrSGzB7THEeCK8XcNlmQIEQXDrwjZgU1fu7cx6fVhC93I3AHOKbtkbtg+V2FMn5cgYr7iZUY5RUjzTcfAhO65tVCAoNQaUhqDIE5+YIuSgHmQPSo4u3ZdTA3FRgRHNzDfPSoTbfMzFm/vjgOa9m2WhPrtsBWCHTqOqlO2KJ5VQ2/xb4WarzZG8gkuocBxWAsNzeCAFGQM4J5JhVgRzzjLyC3ssLxkbOQ8jnnQxyZOSLQsjXDUNeLgRDdGZF7oGm0tIsK3jhi7YGQKLbmpG4+uWf7gNusHh6XupTvCHXoGRMjqwakyOrivJiF5WN7blkcm7My1tG7BXwlAFnC8GQWUg9pnH5sahhqdKsT/imrQF0iqCDjgEFqU5635gD1YUi9mIG4hmky8wdcT6rEJTmIHtQM1seIhvyjeju/EBskRCknJk6ECu86M6OBU9FzJwjmYguA3zTEOk1WLZImToRmNw1O3fugccyEMtgcuRbPQgBBWMj5xhGbLO3krjk20KYTwshzxWCuanPF8V7npl7pPtwYbaskfBNWwN6DZYNLKVpFQaiPSDdKHZxhCEqB6ZjWkH0snj6oJe2jugSsMmAyYbgIiupZYd6AvMP9wS2ZMkAsq/aGq+nCPq5g3UBFqbRc4Us+MzEt+eNE9GMjpZIyZFDvWMW2HEtISjJQVaC9MBmprIlV0SfLTCiCw1BWTpfeSA25qJ1Hedmy0OPb+g1WCMTbZongCutnFt48e735p7esQlkl8NhnaQnkm9L9SchCOSP7b7MCMRSlot2njwOcpMQslgI3pPWh6Q0yvZtO21GrDeQNRuC+oauIjhSH7FyUo4hqwoD0RaQmd4D7mVgph0XmpQXe8/Mwh6vrJt8yoAOQ7BIiNSD9+8ShZ3RwKXHosZW50LTBtL7YDnLcuclX/x/9t48OI4sv+/8/l4edeMGARA8QLAJ3lfz7OaBnpmenhnNrEajlWTL0kieXcmSwx7FarSyZMXaa4dlK7SOXUsKSzHW6gh7QyOtRhpbK83omJbVAK9uHs2jeTcJkiBxEmcBdeXxfvtH4igAdWQVsoAqAp+IChJVmS8fCpWv3u/6/jj0E9XPjwDsRmXLE4hQpZIc9XA8EPDcq/EKh6cUkl1+YW1SBR8r1iMQlfrrL8zwx97ObZ11SkoTgBa3BwdOP+8UEcOV3LJXeN1AWPNZrn/f0sAXiHhKCO4kKjYViiITj5tWJXthnXWWgeu9jSp4v0/YT0o5mQxUA97lXAUU3g3wahpZDwVwS3EiVkXXtEVNpZp5lXLR1ilLKtnAihRysCDQ28HRmyupZiPIWy+2Al4FsQtmAp/3CyulC7uTaLnCKKT812iHZ4bnKlIx9856DdayKWitAYDg2z1tEPLpiqXakbff60KRHQA/8nRQV/A9InlHCD5FtPw0pPjLqqPSphVzrJWIillrwABLcvVYJysFrTeakCcF+CLAKyWx7YeH8utEQEiVK20kAsDYjOz6jnQl0mJh0O64Lcq5rswNlbPWACBi14/VoJJVBAv+IBzwTR3fr09hVGrPnpuBgV7Ln+oxg7sY5Lm8MjPiFotaL8ckwjaF5S0bVAPQivTBIOCSX7GWKOgshzHbf2Dc9g3UKqlV9pIvi4pQ25ktOl9nWRS81oiI0RL5kY8AQ4maL6oe2sOhuPmsuhaGur8UE5S24vla7gslw0bc9wGzOOH12JnhKSLeSeTllzyFpl7Un6/eOuLpGrbCVMRaM8v6erNsCvr8E4GCqvkmAGkx3ZBMMYsFSxal+syPez1gi99882WKuydNdcUU+Qh4KjKoAy6HKVNBSC2j8tXCqai1ptytwXKfXy6K6m9FBDQo5tbD/ujJL4aHO3+i+rnYrU91AexKUt0tcalfsVnx3HAThAPKCqoKKiRLsFpQ8HfGDgz2GpEyE+4oiIpxTnABj3UyUvRaQz67St8+fjTwxouzkR+8u9t3cPACdOsjLyfHjAdWUnvDyzEBQAhu9oWS+1awxuOht8aVQ7S3YddUf+0HLCurx0saFbPWAFhfbJZPwevNTCG/0AQf8inyVEi1TgcU85Yged7jucXgpAh6iiDoTX7rrE94Pt9sSALc9A0sCJvp2FhK6bIZlapiWjFrDREgiF0/VoNKNrA8CYdHhN34udBI549V9U3rZN/yYkxmJMaMcN4eXcUiCIcAdtXxfbkoJEvSZyPO+uHfnziw6zdGX39/0tZdNY0uMyrDTbsu0+4Fnqw1pLDqOzh0KvI/3ntNbJh+z4sxAcBM6CMAlWQtJ0JI85lPSzF2BqZLMyw1TDxuPvHi4s7exGjYkzV+hamgG3N9rVkO39j/FYJH640q+EBItU7rwroIsFdRp4+A7LLly6U1YOwGeCWEaR4QuevlVSgJW+kcTGjqeErpqkDhqIq6MamAx2pQkQaWHOyoA/AfvByzQTHbtqqJ516of9kQdyVEgxfzyoYKbge4RBuSWXiMgPZSXmHcDpz8tdGj6sepWk+9+uuk4XEIi4hqiOhPiOg+Ed0jIs+jJ2VG3h5YhUCaDOi7X1YxY9mbfWaYlqGVJO1wFkWzTq5Efywi9jSlegksto3c3bR/9MHGrpJeZw3D8FamfQ2uNV8G8EkvB9SFfAOAFwp3FlxKyBeLKlBfq3nj6M5DUVkJ7qGquGNoXZeMFav7X2sIcv/IBxF9logeENEjIvrFLMe8RUQ3iOgOEeX9HqlIAwvArwDw/MvYBEUUFBeiZkaSGX3M6OlL1noiz54LIjQJoKSbHgIerUz/AKr/w8ndzZO2PrwSV1trlCCC9esA/oqZdwE4COBeySa/ylj3d3wWwPd5PS6BFLaFjxlmMeczowcAklOBXjDl7UO3HIgAXyBZV1rpeTZRgpSdpRDFh6s7p/trPij9tdYg3otcrJm15hv7v1IF4N97PS4RCMBRAMWm5PfM/HsBwJueTCoHDT7rNIFL+ncmwFfK8WeRoMMvk+rNlbjWWoPgncgFESkAfhNOO5Y9AH6YiPYsOqYGwG8B+F5m3gvgB/PNsaIMLDnYsUUOdvwq3Hc6L4iXll5PwFuF3twWi6v9qdpRBk2OmOHxUqXrLEaAzwJcItUavq8Lq7U0Y2e4GqjxP46+PvkoVXN7pa65TCoqlO4VRFQF4CyA3wUAZjaYeWJ1Z+U91v0dmnV/x1cBfL0U45u91RMA7WRJBfWbYsZQcsp/xzbV57YlzrGtbC/F/BYjFG5T9VL1EuQoEd8gWplNDwCMP27eP/Fkw7kKSeFZX2vw6q41APCN/V/5DIBvAtjg9dg20zOAGuFEnwqJQEkA5wAkAPTCMdJK/lkkAm0NGZESNlHuJqeP6opgsXhzKKFekFyqFGhPWZNrDYDjAB4xcw8zGwD+CMAXFx3zDwB8i5l7AYCZ8wYEKsbAkoMdCoBvA/hnKIHSyZClPzJAu4mgKpBUiOTpy1SkxmKldcioUuO274jXc8sGEaCCW7z2LBP4gl9Y2wRhxQwsAg+1atMDCnHFfCYrBY8bDbfDSa/4fSK6TkS/Q0QlyWVfZf4VgN8A4HlrBLbJMnrqnHuL6QwzXPeFs031vrTUvUZc32fE/Du8nlsuVN08DbDHqbzcQ8RjRCu34QE4pfrNW4rP1MDe1Lusk4Z3jYbXxFrzjf1fOQXg/wPwTinGT9nK05n/7oVjMLnlEYAzM+clgdLULGVCF7ypSrO97iWYIOCSQjhbCjGdbBD4jk9hmxkr2nx+LeBho+FWLOwz+2LmuXQ6ANQS0XtEdI2IfizfoBWjGAKnN8S+UgycYpr65nRTaDbyRIRdCnOXDep0c74gNsAMQ2olK/7MBhFaidHFgKu55oYtheRFjeTZlUkNBMLC+PBz4R7a5Rs9JDzoe7POQmZrIgqggYjSIxW/zcy/nfazCuB1AF9l5g+I6NcB/CKAf7HsyZYXJUuFmfrznR/AFqecn0hjW5hQJM+k8riAE2BRv9LRFyJAD6QUI+H3aET+gIj3larYPMP1Bqq2jvRENo4dEKo8uTLXXHsUsN6srzUOR4Bim2nnxpDiss0ifW/wBoBncOc4SgEYAdCAEgpbZGODz3ojaiovANrkwXC9AkgRYcVq+AKK3RXR7HZNoGSCZ2ubgvtb5VpvMi1aiwdX4dyrnwIQAHCJiN5n5ofZLlgRBpYc7GgE8AulGv9uKnybsbB4lsBvAPwUoLZ85zf5onvittZlSE2dtAInAFrR91UBH7aACYBqsh1D4G4GGgHanfkIHtaFPaQQr1gfCgDwk5Xc4x8teV73moXh1ls8ywgzH83x+gsAL5h5toblT+Bsel4JrPs7VDgpyCWpB5IxbUSOBRaJUtAeltRNSv57T9WtTkW1bppJPWab6maWYnMp5pkNRZV7iGSe3lh8RyhyTNrKmSyvSwDniLhzpRw5MwQjraNHhcIrloq49iiolnNNrzUA8I39XzkNF7UcxWLYymLnvQ/ABNwZWPsBRAFchLOhLHlteTqCoDXoVu+IoeUwsJhrNPvchKkcBihbg+YrAthJhJLWqi7Gr3BYE1jR9XktQSg4BS/XevMCWPC32gSgP8MxI8wcAxAjom44daGVa2DJwQ4B4CqAkjXWfWIFlhSaE0FXWUYtCLhJSw0qZmdQMVGlJu6Mm6H4tO1fsZQXIlQJRrcEzgJsA7hBQByAJLCPgAZyQv3SBroYOOv4o2fhW35htRChpGpkmRixA0cSUo0GhLWii58HVEyuspeRDmYeJKLnRLSTmR/A8ebc9e4Kq87/CeBnSjW4PRrsB+jAkheYjjJzH7lIyyWBg3rQALMxYhtqlxH3LbqfS4seSDWl4v4UQD6AH5DgURLSFEJqQpFVQpHtRNhrGcoVM6W3A1Q/fzaPEPELIi8i7oVC1dMDtRerNo1VmkOnYtYauE81zj/UK77WfGP/Vz4J4G9LNT4zJAPbMrx0EE6qYBYHyAKq4ETzJRyRi+0Amj2bZB5qdfvNUUO9x6DdAPerhD5dyLhfYUUX0h9Q5FZN4GyNbr/ojenPJCg9y4nJqbdaaUcOACBqKkaw8poOV85aA3jZ3+oKgB1EtA1AH4C/D6fmKp0/A/AfiUiFE3E+gTxq5mVvYInmh1IOdjxGiQwsZmDA8mVahECEA4L5PQl6y+14BN6tkH3Rswm6RCE+S8zXAUQEIVsdmKKCO02mh5gJ+QvILl3Yp4lWq4M3+c7FNl1+J/LUzWJfTlRGeTxQipl+FcAfEJEOR2HqK55fYfV4VMrBU3casxTpU5BtcQOKbHW7GSBCg1DtAFb4S1Eo3KYHUrcBCKHIPdnmq+r2MWnbXbalzhhTfJeI64hwaMUmu4ipF/WBqk0V1wO0YtaaIlKS8/EqrzWuay+LwWa6A1A2p+leAMNwL6oh4Hj1V7SOiAjYFko1xmxxNazKXQohY19OXfCm1qCReB6fC05PEPBYrIojx8FmHLUZ4wp5r3hdQipmrQG8++JjZouI/imAv4aj8fB7zHyHiH565vWvM/M9IvorALfgOBx+h5lzirKVvYE1wx8A+ESJxp5CDmUdAX5dgocAylsfxAw5YQUvRa3gaU9n6BJBrkP4foDjGsmbqpCrtgDNcjXZ3PhO5OlqT+MVxfumnsx8A46i1KvItwH8MuB9OgmDbVAuWXZ6E0wXQHzKzXjSpveT0eDJ1XA6Kqp0VQ87/9njc0R8kghaCaeVF2mqh82E1qcFzBUT8FlzuJdgz8srvtYMAPg7lGhvQ0LGcmgG1sHpjeXWwBqEkyboucphPlSBhmoh8/YVlUypmf/eF0CEsjuaVwjSpkzloxrdXtGyi7UCkacRLDDzdwB8Z9FzX1/0879HAa0UKkWx7fcAPIFjNS5X9cmGEw7sA9BNBEXJocJHhCoV0q1X2wwKQ1JJ+8V4wphPWAOq04Bw1TFZ2fXCjGTNY/WQ1MxjnXUyou76uAfA78w0Xl72fczE91nwbanxxcRmOWg3mjmdWixpFzPchlhIqHa5N+iWRPKCEHxmtY2rWSafbihplHIGG1hvMLpOdv7BR79vAfiXAODNnoGHAqHYFUWxHp36dPett7/3u415TjgJ4JLLwacBPFje/EqLZBgALghgm5tU65UgbomWFRIjmoazP16njKiUCNYWAENw1Gyuw1EUnIZTdBkuYJxROGkGs/VRrQAQEdbYmMwu4kOEU4LlJQmRzyAZidk+VSPrucHaikooF4KPrCZBaFnteaTz3emtg1+pvV0qpSITjmHuQ+U4FbyjooL+q4u8tItIiBZI9EGgl/2sgWFC5XqohSlpmWH5rtHIn0KaOiBtmXrBN+tznEX1bIvzpMq8UXDbVFMkuMzXcCYichWRWykSI5EdzChAtbEgJAADzjrzykmKu8HriPmrzObqsX2qIu8SOPwyFh5kJlUINqLJQEEql/5A4spnfuA77brPnKv9tm1hOu1mcoputcERssgXsR9FCdrjeAkDtgBOrUa9VTYYtMOQdNen8J78RxdFCs6aU8g++JWhQBXBFacsv5zlYIcKp4BsJxyj6gtwvC2A03hwFreFmoBTWxFAhgZzKRZ5JVIF+DUJngSoOsdh/oTUN1useCErWjKIys/T0WtWHTRZpDSSXit82QC0mYeXlPedPQuvb3jyIS/t6oAjB90MYA9J+mHnBbRS3HnvGNzPNTIFF81wGRw3Gvi2VcVvL3kxqudIEZyFTrOkqyRyKqyBmVTb0FY5DSY3RCzKr5kvbYy/rLoW2hD1+r2TcPI1vdKxn6Xs3sGsrK83OfngrS/Uw9nLtAOo0VV8DUANAGwIT28BAGawZYtbcdO3VAwnAw3Nw92d3/N3p4VY2EPSSOnTAOWr/2kBcB5APoeODWeNLFsUgl5OxtUsk6YyukHxvN2ehLMueL1fqpy1BuXvLS87A0sOdvjhhM3/uYvDD8Mxsiw4X2oJAHuwVOXmyszzGT2KIWEnY3but4IIjSrLizZEPRxtjF0Zah8mq9T4izEz3ARQWaTDZKEHS5uorTJUfTnecvFUqM9rha+y9rqtCBW1ZK4c8tIuAvBpAP8NjvMlKwTaiClxDgrbsEg3G+xxxcZmkgsVARncl9woE9KP4xnHaUzmvM7cOJJaQXx/5seNmSSGhZAmKfZTtpU2N2OuBopmh61U+d2C0WeNZmhD1Othy/37fgXwvubzVeGDt76wFcCfArlrg4hATeEpdTJpnQtohh2qmk68TIYi4yO1JxbuK9jadfDu+/uPfZSxxscfSNYCPKP2mZPTcKTY6+BkB2XaGzCAm3Ac32WJX5FtAA8AVFbZOaakw5IRF4Sgh8Ou+bWG4G0NVikoqz+SHOz4FBxlHTfGFeCERc/AKRJ9A06UogGOnOh9OFZ+F5yoVdZ0DY04eyloGkR4UyW5UyW5S4C7M7zeHlZSh+F9tMRTbBYnmMsvn/pCvHVNhrlLDxXwWBtMGu1NTPxtOKpBrowesukMGeItkvSm9lI5EN8sdySb7dtS40sMliz4emKL9Es/Xss6iM92aW1QC9vKLuchepiXlqurPqtTCB53N97qoKjydaHYXas9j8VYSe2olVJfrvY8XkWYydVjLXHz85/4l3D2Nq6ipkLwntpg/Ixfs96yE77PHjt5rfp7/t6fj27c8qIL4AkQD59+p/ve/mMf5Ys8JVxO8U0Au+AYWL0ZXj8FJ/W1bFEI1S1+c9RJiywnKDxtKh+u9ixeRcp9Z1MWEayZlMAfBvBDAB7DkQMthtNwDKq3Zn4eA3LLdFqM1JClFxzNEeDTDL7BoAWSw0SIEHiKsze9KwNIt1kEFMgpIpTNPBOsHXhuRh5u1qZWvGv8K015O3lWnEmj/R0AJ5Nb7Hr/MyVOoII9i8S0OfyR9tH0fnN7YrMMwsIYFBzOt5LLy42Thc+YDrEU3aTIJZ5qUmQily5hOaD6zDNGXNwE6OBqz2UeUiceN91t2NO36iqqrxxrzHjKReyXWnYCOLR1l/bjDz/c95xZtBc+CtHjSwc3vPbmjeFT75zvNE01TmC/qtk5Ff0G+prvALS3wItVAXgJR6BlsVM6bynFahNU5b4q1e6OWmpZKfdNWaI5otkr2K1wLcDrESyX/BiA/wKn1qoTjpGUj0zbCpo5/z04C0RdvkE+TFVdtSCye5yzQAShQG4B+EWGSZRdjdNSaAuAslMg+/ZU+/Bqz8El5X1np8MFPF5xJo32LQC+BeBfWw3yeHy3NeTitIyeW7Jpf+iudksk8Awq6vIZVxxXovxxTXEbeqazLGlJfz0Cl/1aQwSh6lbZKasmRiN7WVKZm6cAKujOZAZYunusEf4TgD/SfGb7npPX20jkVSTOEiWipseXDkZHm4DeAAAgAElEQVTGnjdd1TQrqGp23jq/9757ttjP9nZk3huUy34xJw0+qwx7atJrSZturPYsXFAxaw3BEblw+1gNyuWGWaywsh1ALk/vrHBBJghOBCsKoBtAlsaeQFyKsevJqhr301x0IUKdChkFeEEYXhdWX7FjrjBlFkoHhqzQ8WlbG13tebjAVVrpqsNwPMpuH68+m5HmmZUBbpMqX89zTta0PmHQyeBdrSXwQO0WMcrZONT+4+35rpMTlnSYGXcXXF+VlfE5JPa6GNsDqGHqRd3l1Z6FCyrjbzzDeorgAub2NkQQtRtG8u0Nsq41zKLt6dV9R2995/S1lz2tH+Qa5OnjLdeTSd/uAueazkkA/33Rc/lk38sCRx2Up1Z7HouZNNWyTrGcoaLWGgF2/Vid+ZUHn1708yZg4UZiEW7qGFrgiGBk/R3vGaH7BkShIfQFEGGPCnmbMN/RWRC7zXteVRjlF19lpv7riaarqz0PF6wdH+yrxcK1hkDxXWYLg0dynJNzvSGQrk6Ls0qcsvav4qQyzY+qlpm2QgG2RTVLujD/FJfLGp4TIva8cfNyYUZ0eqgmmqm+rcxYX2sqkNgvtRzEIqOkZdvzTlU3ruQ4Le/exkr5jrx8sinnZ/bSuRPsQtwiH29hPhsIAIKonAhHmTlpWTJDSIlyd76vrzUesupfznKwI4SlESzAEa0otjh69kMyAieCNZjpoEmpeZIeQoRjCmQDQV6TjIdxWy+jWoOclI0b0ZTig8Fk5PazeF3b7788/I7FlKnQdp0iYHb/WAMskT5nH5qT2+yeokbj+S8kqbIqEvQi/bk5prRReJKBT60s6YS0RRczUmbc17T8MUsPEZdNTyhm9JiGejEV9wdio9WfS4xGLuQ/ax23rEew5liy1hABrx28+xrA/YUPx5hdpbVAMmnE/H3SEhmbWRuG5kVttYBjZN0HMAzgHspoz5ALAuKrPQcHjvkV2dXkt8aaA9ZRItdN5NfJBzn3k9vHalAOIhd/H9nncQpOp/FGIIcyl+NhuTIzDgPYD6fvVRyOofYUTs3WJqQtEKaHizwRmgVzX2+ytiZPY7+ygRnKai+XzDDHjNCHU5bvxOyfhgG6HGt98mb4xZbVnd0rwtownPIyabRvhqM4ugSrTh6PC/OWr0+ZUpIid2NcG+chyel5xNgKwlMQzOB9vYNAm+K7jFtWleyAktYPyRQeRklIBfMbqZjvQ2krBTUkXTWoPBphSlt0G0n9BEBzYgMjD1tbN9ffL1Xj4TXGmjGechL7pRYFwI9mek3V7NqO128nX/Y1d40PNeasyRTCvqMp9ggRK0QcICCUMrW4PRHe+KT7SGtow2hX877H+1WfOVdv7jjLPN2DHAHwHQDf4+GYJUUQkvYqf+8R+EGjz6pSxQKhtX3M6CFCEWIn66RTCTLt5WAI/EqO11Q4BtLjRc/fAjAOoBpOKuA1LL3592O+CdsOOHKlF+EYbQBgD1i+dHlmxjK9M4JwpC0w+qAvVRtNSS2rQUhgDpA5GWe96Povj1hVOXlmTExZvltTln9J6tQfje498EbohUFU/spFZc/6hmeW/w3I3ovEruEDchTvKWlyDFLngdRG+yErHLMj/Al/r3JZG1QPUHoDT8YWZjYIpANA8L5+wKqy343vNjshoAGw5IPqAWDuS3XZaw1AuuazDlug921TOZlrOFLsUbaV+uVdb9mEHGkDWpWsCWbYYPrQSOpnF79XqWhwu22o11WfdXg15vaqsW5gAXBSkd/K9qLuN1pqGkcnxofmMwiFasWadj39MFAVi4Xrx9+c7G98OHK/bRq2smAcn2amaKbheWy4vvPJuaprW07cnvBF4u0ALMPQElIq29JO8WC9wffAqWk/gJnGyJmQjCkCfKv9vU1gc3WDbfykwWfpqsCinlxEAPcB6waWF1CZe49XLUVQDnaQHOz4beQunHwEJwf46czPfXC6jh+AoxaYBNAEYC+AxUWNi/OPA3BkRm/PjJPcoiU9r5USxDs3+0fra5X4w0yvK5DWL2w49+DnNlz0h4SxyuFiWtVFcNQIPRwzwhnrUqakr3bYCq73jvAAYvePV5VJo/2H4UTLszEOoCu1yWIAYOJkcovVHdtn+qx62WnXcC0UBJLb7E4oyKAcuvBeUqZEJxwlrvsALLFnvMnrJEwi+DS/eVIPJ/8m2zGRzSNd9bv66wMN0SUKhCvJTIrG9Gpdn5neTyX8x7JtuiaeNlVE3WzZU4iozitK7Jda2gD8evYjmEUoebmmo39MDyUGAEbd1oGrB77Y/XzjvidnajYPn1Z1M1TfNnC0qnmEgIV9OmeNq1mkqR2RfvUx1eEe1SGub7Ckqpn34T1nbUZWJbyUTXeGU5pvxNCWJebjBYJWs3kFj7f4rc2awLYsBxxkLvfmGpWBIPeP1WA1I1ifh2PF34fT4O4jONGoXjgpfxJOX6vX4BhYN+AYUuk9q7bNHL8VTr1WPgnkvUjzYEeElf77e/Yn2KZN3vpS+FGdyeKyhPNlwgD7hRXUya5ViHcBwDuRRx/818k9q9SHhfsBqMwYJ0Jt3sM9xma6OW35cjZd7J7aKn+w7t5KTalQKmOHsEbk13MxabTvBvA/wHGuvAnHceODI4n8HM7fsgNAJ/uA2B7jovRjDwjpxv8xOA3MT8X2GdXhm3nqxxkaWQDr2AUAiJgNcNY0BV5+dkjeDW8a28m2cgU895dmEuwjYj8p3AkAwYZoXWIk4uml3cIMZinuw3GIrXiUiBnjZkrfmOuYyecNB+o7+so1TbAc55QRp0qoYqbrOdbXfUF9o/gpmVIHrLFgMwgGqXKcJQWVoPFE+E1Jmh0hhY8DwK63L19TdDMpFJ6r1yJCmFVcgsUnWw593Dk10PAxS2VHrusmxyL+UPPUbgBQVEDV7B7LnEtQ8eQPwozUuKG2SKYrmPlWIQKYIRjwM7Dd6bHJxy2JPlWg4P6iXpCw6b5fSGnI1YkfhFV5hwg5GkBTFcAfAnh9xSblnoq5eakC+mCtuIElBztOAPif4Rg7G+AYUNcx/8XbkOG0tkU/G3Akxn1wDCy3tTo+OF/yfgDos3zpniELHrwfArLnuH/glEJQA3mO3ecfPviX0R3RJGtVs51BCLhPJEcI2MmgjyXTmwAJAn/EwH5vPv/cq5BU4LyvK96fhhnmQKJ6A0A5FZPem9q67wdq762nCS6LV9tbnItJo70BwM/BiXi3wRHTeQrHyTK74d6++DwZwJuLhwIQwXxbg7yrOoFANhmzNg/3hV4AtC/tEA/WG5aBDVFVCGyFsLfmnI/Cu3w1sSupifAxdkQ4BDP12abyWFrKFhL8XPMZe0igXkp6SuAwiYxrcWEzZJhGQv8QLE4A/Gy54xWDbaq3WYqcvXGkpYTtlHZN9Zs5nT7r5GetGliPvnT6pwINO95p2PekTQSN3XrQsMAYIoFZpeIlBocWMBZ83pjn1po6OBHfCFxkGlkJfW4tYQZSCd+m9Jfhwd4mKcX7FouFDuGMKyHRhKk+bfBZrcyQRBA2YzpqKrcmTVWTjJqNAYP8Cr8mGYmUpGcBxXE6L5fRlHp+wlTeBBAB2FrpengBvlalyRzG1RxlIsJR2ZR7iuBqRLD+CYAvwzGSPoBjYBXi1bwHp5cNwzGYjs08X+3i3EGkLXJTUk2vQfLkvTgV6I8q5G4sItT8k4bLN64lWgbOxbYeBRAiSuubAW4iJ9KUIMJ+ZpyzWSmyiR73KSR7JJNPEO8jmovkrXjxucXiQ4uVE/mOi0u96tz0lq6zkd5VivKtU+GcAfCLM/9/f+bftgLHeAzHgTOFmQi59HETgwcI1JLrRKnzfOH5y8Di9LjlO3N81nnFZ7mWfg9vHN/or411D9/e0gSgHqBWzKyHLKnNSPgmAPTAcXwN68GURuRqXV0AMwwzqb2vaHa1ldLCAM3c65TTCCwFzJiyTNXV90v/h+3Vm994kFqcgrXOOvl49KXTCoDfSozUiKEPd3zcfPz+C6HwDhBct4FhiS7Y6AQwBmDHbL2iHk70p6LhJY6gdAL1U3M9lsyUNs2M9LYIy15rmPFs0lTecHu8xXTsZUp7P2lT1JB0AMAGgOYcV30J3cR89sDmJr95PazKoqLb44ZyUTLJhC04Ne9IWZXoWUSTbnuLnmTGAyLsLOmE1llVVtTAkoMdzZhXA9ThpOW4hQHchNNAOFMDvVyGwjM4GyQJp2ZLZQb85PpmcDM9Puh7eWmzNrXY+52TkGIeOhIc2Hw+vjVjEToR0lNbTgP8GKCci236nOCoJ0YVkiNEOKOsUkhVMh4xKJm0tdGXqXBulbY0fn/kYOeBwNC1GjVVbp7lynHTlreTpyRMGu06gONpTxXa5LEHQD8cqWUN6Q4cBX4QzEzvK4Mxfdh4n1UOQWBOQp0ihqebdlKtS4ENk67vIwAgQqsWNFpJkR+xrWSITlEN5gvYw1ZK69L8pmvnBjNSAEwrpV1jqXRaKTftCr2HGYMA4izFCzOlbXVr2KWiodfGnzSdq2sfKtKJVTIqaq3htdlJpxNOpEhXA8a0UNi1scCMEQBPIbFx5k9dl/66optZ39GmI0+6q7cP15HgOYOCiAURoszeNAZmxosRQ1MLq9km3WaclEzdADVneF2D4ygHAAwnNX8olHItp80MyUDCkNQ3ZmgF7bm8hZmA+wphPKhKEVKlS1VXUgH2MSNKhHLqEVg5aw3WVQQX82NwVAEB4GPkUKPJQDey11g9gdOnIZty31Y4CoJzN+KwrT8atH0efJFysl5JXtmjj0YKNa5muZFofpA+t2wQgRTIMZvF9tz3AacUkjcBhGciYg1YlHopIHuPBgae3kpuqE2ytr+YebvFZrrxPF67r7hwPeGfvXh7/69v+eu7AWFl6pe2Tj7Kew0qFVsxH72aBNIk0/NzB8BOpCs9zbyHZGHS91y9CZ6LnC+AQPD1K5RstxbcU/aftHui4keKfU0NpuJ6TfwUUeEiRVZKHWJbtLk5VtriEEuMkkDWuTMDVkrrklIEwXQMTlbBonWaY3ooeY0Ec2oqWNJoNDNSRsLHzKIdRSh1jT5sPaMFjK5Iy/h61Lwo1p5M+0z06tfgOI0RqI9Ouj2XGQwLSYCOpj03x2Rv8weJsepNmc4FgNG7rXtqdw2AaP77/d0/7bzCTMv+/DLjSVKK3ilT2SVBRfXbsxiu+nExaPekqbxfo9s5DZSYJW6NpLSkxdjl1DItddL7hH11a2TaeDhZXXLDK6zKCy5TAjNAbQA/ZEakTGs/yxsCaK0bWDONhP81gE/CSQUchSOZnkJuBcF0HsORWk/BmfMdOIvZGJxaik1AVsWWWfbDaTzcAABPzMAgcvfWcoVO8u5nQk+LNtReWsFn3bGtriN5RDhGjLucuTkzAB5WSAqiBd77OXxk3f5E6Gns9cDgcUHYohCfuxTPun4XDDNsBj1gwDSlMmmz4HEj+NpycqFNVvT/MnIg8VMb1kUFi6K81yDPmDTaCcCPA/gK5tOOn8CJRn3K5TBJOPnxKmzERIpGAx9rzyEBkaTtAFQC5UzL04fUE0aLfUkG+A0A4Gl1ArbwpKdbsHliKylcVG0USzJf3t38AiCX0WCqtozsUSxmwEjol7G4LmP+iMFA3dSD6o1jh4Uqz9qG8nLo7hb2su0jM3oAxJkpypIs21KrmcWyGr0P3918ONw8/pLImwjAWmOtGFiPvnR6L4D/A06N5yYi2aeFE6ORzS/fcj0I4zxAZ2xTxMDCHvl4y43oiw3VAFRpi4hTu5gdK6E3DF1re7/56NO5NWFkoN4T0aqYLXqnLbVoQy1lUzecNG1XjBpqc42euV0gMzBmqOcnnJYUGfYSnKrSzCt7ayc2VunWUQDoiUZuWyz2LT22WHiEgEECkqrguCaYImqxxtUs1AHwJcwHHlabirl5Casog+6SkhpYcrBjJ4BvY2EheQyOkpbbDccggAE46X0fATgEZ0ErlAgcJcIzAHDQN7X3Sqrg8oIlGCz2WkwplbioFKA/i+7sZVBBBpogGWRQF8AgICSZBABTEJsAji8VhWCuVZIffC7yONCuTyzYfJwM9u29FG+18wlOuCVm6+dHUhHPvb/vxzYd+WTy6bkd/rFySd+pjIVoVjb5FWfSaBcAvgXgi2lP2wBewn30ygbjfZFSVGWC3vU/VTrAaCVQwcaRr1f1J3Y6SrwUtmoQsG4hoRazbi3AivseaZFkUQZWfCRyTZpKRsdLNqQtjptJrQsApCSfokiThAxIKeLSUvYAtGQ8Ivkw3Dw+FG6cPEFpTTYV3W4UirwpbWVZBtAszPgoFffvAKiQ6GRepKlWDd5s+7D54NP6YqKEJaBibuC1oiL46EunfxLAbyFtD6Vq1pPwhnHX+wBmXBvr3aD132/vUpNqDQGbkMd5k4nx+y0nm448nSJyokXte55O3Lu2/NIen2Cl2L4KzDAtxtHCnCnU1hvT39cVTlnSqT+r1a0qU1JizFAbGJTBmOGJpkDyxu6ayd0+ZaGxszEYH+uNeVViztEGnz2hC/bQYJujgxm9RK73xOvMsNYjWD+ApSpdW+AYSs+QPy1uDE7Uyca8TPKLmedr4ESj7gGYgPMldBROv6tszIWrh229D1i+PLkA9yvgfNGzrPxE3fUzJov4hO1/OW77x0etYHzEDprjtl9M2T5fnLUqi0U9g+a8qURoI3Db7M/Z6qp8ZN3Z7x8efSP4Yme1YmQMvYeEWRcS5ocxqS9bMtSU4vJIKlyy1JpfGTh1+j9s/psPq9VUOcqbli1lvgZ5xS4sNK4Ax5GTAFyrUJ4ni+oVQ9mvRvFtaDwE4kkmVINQB8YkLOqBJAmJTZSjFtKukgv78iWVnDLhbhE+c0Ox54Y2RE8GG6OWbahDVlIbt5J61ErohpXUYBuaZptKmG1RB6cgfUYAiALSVubuadvKZm9wvy+SeBRumtigh5K7iDLX1wbqp6Kx4eX3V2fGoJHwNXhtXM0yPVj3+kRN/Fxt23C5OHQqhlfdwHr0pdME4H/Fov2TZapbjImQyoxhIuS8T5lx3Uoorz04f2RakOwL6qk4QM8ZGGemOgA+VbE/BMCKkCEiZI06a6HUANF8Q9uRgTpP/gAWU+ZwkguIoAUV1gAek8CoZEwwU0oCNjNUBgLs7OEaAZrbl5ksTppplfGDyUxLN8dDqnWjLRJTW4LxQwplbujcFont7I2FPImYV2vyni44rzBXcVA9wFPMiBEhVJpruJ/MKl+/ANZl2g/N/MsALsMpFk8AOAVHsCIXd+AYVgrmc/pPwPFIp29sZr3C48htXAGYV2zZoib3+cm+lWQlm1dZwkUEcpc+1keUNz0xJxrJYKMa39qoxrfCl7n3sM1kRaVveMwKjH13un1qzA5mDClrsB/s8o/2nQo+39qgJlwpGB32D8bPx4tzniRt9VzU9EdMqdRZrBwq5f3JIPr5F2/v+0eNH3YdCQ68SQQt/1nrrJEUwUNp/38ApyZTBXASzprzDE5dViamANxUEgqEqewHAKsZn+cAd2ljabVWhDB0bgUYiItbuSZjVcsFEWFxbPiuvNyUyzudd70hxb6m6PayxF6IoKo+q0X1WS2oztxblxmQpjJipbTRxFh4ODZUm8XI4GE9lLoX3jAR9FXFjy4S5MlIuHFyd2y4Ws4qpBUCM+5apjphm+peIgazyKniuFxG7reeSUUD15r2P9uaXuOyTg741Tew4OwzZhwIHNV044Ztq7U+f7JOpvSNVsx/TgsnsxpYLNEdHaoN3373DR2gVptF61RSuR7UU4fSTQHLVmfuO6tbVbIrh4Rbx58C8wbWm5+90vJnv/e5GEDZNut51xpmJKbMrHsjV8z8LnUKUKcQkO2LiJmnJfCSGRMpSZsBynCvcSqg2Dc2h2PJzaH466rgvPVVAdVu0gTfMh0VwwLhqZAirwdVuQ2A1ARKZFzNQm0A9zHjMVFRGVprDsIajmDJwY79cGqjumae6oSj5KXDucH/DMA34fSl+UE40aV2OEXSs/0fJBbKKlfBUfbKtEDchWO4ZcNCmgFGBLwdHMVfxLKugy42ADyyzzeSsdjdaxRitVZJbqxVkhv/eoo+yHTM0UB/92cjPWeBwqQ/jwf795+Pby6qZ4QgFnHbdyj/kd5gsqL/5vCxzoAwp/b4X975Yu3DWIs2tVUl9q6QLA+SMXY1thHvrNQF18nJpNHuh1NjdQHO2vA6nJpNwLmPvwvgL+BI944C+BqAu2B8AkC/SCpDwhTbkdaEHADsKpxQpvFYGIui8IwJILf8Miu8wPgXn3t+Ql7ZMAjOpKg1N8+c+GpjKyLLRwQout2g6HaDMRUYzXSMUO3rTXufHcrnqV+MotkNQrWvS8uddPoimm1T3QGQxkzLz+/OC2Gqv/7I9GCtqYeTjxt29vXp4USV6rNWbL1jhm1M+431RoDlg+5P/rhtqjeFak+oqlVHhLMqW7P9GvtJkX8Ax6HcDeB3AXyXGd/HTCPRobond949vo8IcYDSHMJ02LDULp9mLckAUYTMKRSh+M0FasiNG0dfa2geOz8yWJ+tPijvWmMyXZFFpCsWAxHCChBmJzMpg1HI8q2WoWmfIgs2cjYG45PPpotJE6SIrnCVJuaVDksPtQLcyowBOCJwKoCTK5mmzIzxlbrWWqCUEaxjcLzH6cx+T/yuaH74v88+KQc7vjHz2tsA/hRp3pgM7AJwDkuLJ48DuD/zeiYEgCFgXjq5TU0eIHA/g4pK3wmR2aMSF1TT4AVJztzDuFqkivp7BoVVHRHG1SnpO5r/6IVoZO92PFMr67VMSC1yLb7x0LX4RtQoiZf/pvW9m2HF9KS2IxvMMLqmtr7/B6P73rCg4J1CmgysU0qq4IhbZDJAHgP40Wq9Z07Za9Jo/08AdCWmdgspDiKbQA6R39zAL30vFhlYhBoocz1rMiIMStm+ee8aaeyjtqmH/KQqm4GVB04qfsOTZpyFYBuqmel5EjJVrPJVsH5qenqo8OxsItQJRd6S9vI864XCUmipaHB735Ud2wHmjUcfdQXrp06Ry36HxWJM+y71XXutzUr49L1fK+WVvOTVVxFUVfvvqaq94Lsmre75h/0/O9U9+7z1dd9m9adTyTs/cuK3Rp+1/CSz2AwAzAul2AHAksphna3Jxb3nTEvVNdUys2VsGJOB4OLnDp+5FfnuNz9RxG/nkLDFiveCYyAB0JL3BQB0IYtSYd0Wmd79bDpUVMQ8ZonJgFJ0lmSREODsf2f2wHyFGW2lFtxhxmMA0wB5IpCyUogyT88ppWX8TTje5Ez8kBzs+Loc7AgDgGh+yKL5YWpmPm56U2V6V2fTD7Mh4KQOzUEEhIX9ItsJNcK89IXQy1sK+Emm12OsHU5KZcUt/s9FHmW86y/GNxWdv/t6YDDXe5cVItTpwn5c7HW9YMIONH6197MH/13/qft/MbHj/Ljlv+r1NSym3q+/PHL7P48ePGtBqajURGL3j0qkWu8ZBvC3WV7eDuCbk0b7vrTjk1pUV4QUeYuBWM3SsFKXJxk8ku08fUBdsumh9mj2CJRiP/Qf7L+gtkS7Mx9AfnMqcC3ffL2mesvImwAvyVu2DXWPlVL7ihkz1Di5F+CiehAqqp05h3rFIOq/uqPzyXv7xkcebLwYH4l0MyOjEVoszIhNDdR2PTu/5w0r4StpGmRJkOTuUbn8UY7Xfrf/y4d/dPYH9adTSQAYedoaYBZ5DHKqkkxDi5+VLPYy0+VsZ0V76w8yI5r+XO2GiQ0ARzOfwamQZnTV++NXso0ZUuwV/wMJQiuBLyx9hcTjaOR8MWP6FNmgCZmvHCUjpqSi6129g44BqGLGFWZ0z0S3PIUZVwDUAnQQFVZQQMSuH6tBKQ2sHcge1qgGcAROOuD8ZJof/jmcyNSzPGNni/keBlDQJuTHIv3HjvsnMtzUQGdgPLJNSxywka0RHGmT0jdYyPW8YKdv5JBG9v3Fz5sslmzq3HIs0H8A4EKbsQIAQmrqebHX9Q7Cx6n6XX86vvv0155/+uhfTmw/x4xiRZAAADZT3/mpzV2/OvDmvX/09AtbLsda08U1KmchYnL/qEAmjfYAnHTkbHwCi9aaYMP9cTj1m3+ea2xKIrPzgOCDyveynmdQCIwFQhfKJwZOqf/4zmMQv1x8vLohNug/OHiKDSXrmmwbqoeN0d1BgrVA3fRHGV4KsRRFrReKKuuEat8o5lyh2K766pQaO6U3jj9pfrPv6o6zfZd3PJI2ZXTCuYUZRnws3D300dYrj989qAze3NaZ9vVZOWsNnBosN48KZkeO117DUmEvAPifAPxs7mH5iciS6m5aattMI+8lkMKGNJUF38FVtdMtP/q1P+Zw9XQmw2yoIZDoRI7UM2WVag59Cmc0apK2KDqUtCkUn8p/1FIY2CmddPBVhnyOoUVnAYSY8f5yR2TGVWZcYMbwzNizkcOKWWuInEbDbh+rQUkMLDnYcQbAX2OhgTUA4EMA1+EIWPwr0fwwU37/uIt55Xq36oHMCxEy9I4SBKoRVkYlqpCwwymmaQB1AE8DbANsC3AvwHGARyLC8KSBaCEIAlWJ1AJP7qdCA91frb9W9KfIL+zq44H+om7coFJuJQKEPx7fe+Z/6f2MEbX1oppnTdn6jZ9//rb2uyOHO+8nG3ZzJYnrpMMFPiqMSaM9BKfWIf3eZgBX4Ajp3ATwm9V6zxLHS7DhfhTZo+wOufLfNT7F4LuZXlKnxC7YGRxFLfF2MJY4QkTQZACQMT0IsAlwzLk+981GkFS/ueJpOwCgRxILrqtFEr3NJx/+nRYwihb3adjR3wJw7vc+M3udtbd8SIxHdj9+99DWqf7avyvmfGZE+6++9rDvcsfZaF/9MbaVkigjrgTMr7aB1f/lw/8WTg3nHIah3TZS+g0jpV83TfVaKqn/m8XndV74FgN561sCWOQImoVBrTK1rEgAACAASURBVFKKjN/PbCnB6LP6JdF0f9CoVlV7iVOGnBp3mLYycx/xTPo0jwM8ADBbTCvuOAYAkaE5+Ke29P7lntrJotU8t0emjhcXxSKRsEXG9X31oCqATjLjJjNcN7ROhxldAI4CdAoohyhdsbiPXq1WBMvzHHI52BGE03xv1gNyBU7q3nY4xeezfC+cHlmLOQPkLSzM9W61wRHWyFQfkfG8aanMGGQ806OL/PXCuFAjzBMMMv9hVf9AmOwWBjjGykBE2FseGYHrfxlvPHwusan7k8FnEY04n4KhZ0imsZ+p/xh+kk9vJ2ueXU/WVh8LjGk1Cg1Oc2Z5ZDc0q7GifgeV5G7H+PSml5ZXRKWv7heef0r7tS1/89AnbNfvCzPi/9fgyfC4Hci1+FSOOVI5My2Gn4fTngEA3oPj1KkHkC4+0zRptP9ctd6zwAsaH9nVCie6lRX24SgLjJPM0NKBIOCXfk6KFIEybYyWvvOWSM2re/EYQHVQ5CPf3qE2AAh/7kGjCJk2iEOcVIdJs2sBKJPfODSSmghGhM/sUXR7ySakdDBC24bHa48+eWmMhx5MPW3U1GDK8LdO7DR6GkwwFZUuq/qsVgAmCnTyEcEvFHlV2krB9aIlhUkM3tr2CaFbXaGGqYJaVUSfN9yIj1blEhSoqDuYK2q27un/8uEjAH4BAGxLeRadjAwrikxYpnoCC+//N+AI7izmRzM8lwY1W7ZyUVPtjAp5pq2cFkLeJVrqKAZl/oykUtrMvHh0Rg58stqXnASAiJ7aVe1LTghCjWTEmMlSBLf0T4cvMNOeoGJfitvKijbAbQzGrp7e/Lw1ZSnDjyZq4wPTodqW8HTnRCx037S1pb+3CxQBvyZk3JSFxxMSNhmhUmttFwUdBPgGM/Ys7XuaHWbcAnA2R818Rd29a1Gm/ZcwL27xHpC5RwGQVX3qky6vk0B2WfZOOKmCiyWNx+F8qS8QtahXzBAAHPFFPzzmjx7tt3y3NqvJNwRBAKxGyA4AAAEUIbsVABoVIwkwj9qBs9NSf1KrpJYl1V4IVUL/yEd2JwAcCoy3HQo4jjFmwRqUGybsolSuNLKL+jwQodYvrNtJqZWiCd+ySLIW+bnnn5b/dMOV7p3+0WNESz8zzDDgbPRSKVae/8n47omnRk3GvmHpp5VkwiWgzNegopk02k8A+BczP96E08Yh05oQhJNWvNjjdwRZ03/nGGcNUUpl6Zkn0A6Vz7GF05TWb4VnPx4ME+nF6YIJxEPkt15Uff/tgzLqewpNBpSw0QoASsSYcy5RwNoAACzxDKqcgqXsM6cCXUr99IoZWKTbj/SG2OcAwFcXa/TVxeZe01omu83+muUojaWAwlstKKo1Le2y8uXM0X/1tc76jv5ztW1D20hkTludSV0OsaTHyclQ//C9zdnU3uZO8X6mpaNSo1O56P/y4QCAPwSgMCMxOV4tATpmyYyfwyV7m65T3+9H/r6fYFCOtFtSDEv16+pSIQzVZxEzxogWimeEIvFYYjqIzZFoUDK9tKQY8av2GwCgCp4TThCEEIhDAMd8ijVtSqU2rNo18RW9zxinNz9vEYRNAc3etL9xBPsbncBcTSgWeBmtTixUXnSPKC5aDkMW3mR+5aBDAN9mhkWEjHs+ZkwTIcyMfjhZZBvz9AWrqLWm3GXaS5Ei+H1p/2/LcdxDOdjxc3KwY7HnNwqn19ViEnC8Qv8djoGU70Z7HcBFAOm58R0zP/emH7hRTU18Njhy/bh/8oRGHNiqJQ+I3NKYg9WKbb3pn7ikw/6oWqRW8ia0dSgZI3xERCHSG5Bb7CMru/2jh79cc+uuAtlT6LlhNZVRzrkciEm9+lcHT5395y8+OfY4WdM9YfmuMcNghmUz9f3n0QM3vvb80+M/0/sZ8x8/+/yuv4225zOu1ikPPo/5NWwC2deEfgCfmTTaF0cxgwBuZzqBiW9IIc+pw9wvUtidcxY6n4FP3mbiuRQeAiF807cBjOdgJOeeF/wscPbJo8j33t1BCqtKbbJt1rjKOA9GDEm1N7x5pBbgHi2c9KRhsVuU6kRWIQsRNM9S0MhUn+WKpr29KdVnXCz0PKHIMk5rIYw+bD3z+N1DTVP9tV1mXP+AGePMSDAjHh+JdD/+7kH12fk9Lx5/9/BrfZc7zoILVzhbZ8XZhZnaK8tUewDK5VCVtz/79g8teo4APMp0MDOeWVKcJ5J/qavWW7kmwSzaDVObsGyxQAznRdfOTjPme8g8v3diRmJDTdRqCU09EYSAKrjRr9q51zLg6ZbqsZ2asC8nbJFVxKcUNAbjdwUh416KCNuqg7GsQh/5eKPp5fG28PS5wsV1qN2SWJV0SXfQPoAOMeMyMy4y4xGzs/+biVZJZvTAMayOAFR5ojkVjKcRLDnYEcFCyeNcXxxfhdOf5jsA0ovFfxbAtwD8CZw0wyk4tVunZh5dQP6GlnAWNN+i+QDzvbK+A8d7benER3bo8UKKp6cBnDnin0K7NnxOUkZ5aM/RoNyMkK+BiLJ6sIloUxi+7mlOFeVZ3qpH9/xMw5Wx3xw9ctdg1XVI3q6ATcKQFW795YGzrQCgwjYlSDColUFZN7g5KG/XSTqVM9NCSZdKzuWVawPwfwM4NWm0V1XrPbPqWn8M4K8A/A2AYwyWIHxkhcwmEA5B4q4ad5mWIrAHjNiCpwxqqvrAD7PBes+qs1UwWJ2iDWLrRK5+fQsZ9V/F45pORbcRbh+6DEtdmbYQQo5rLZO9yNPQU2uZrDJ6GhLgwj3LimbXN+56cXKsp7krNRV0n1aXZrCWKyyFNnhrWycAkJAmS9JAkGCnt5AZy+wkyzZcSSZZEiq3vioPc2sN588J+EMAP337s29v2fdX7/YCQOeFbyW6Tn3/YQD/DjNphsx4nDC1UcNWjwJo2BBJDbuZCIO2CuJF6seEx//tyEnFb4yoWybPMxOmR6uUWF/9J/UcTYoXjfygJhDfCwDba19Wv9e3ecVEdU5tet61IRh7Pdcxumqd0VXztmEVnikjCNrOmuiZGp9x48Zo7V7AbWpzNiXGcoNmvhcYACxm2MBcg+V8WRrpVMxaQ8iaGVs2eJ0iuBnzRZoXkL0nFeB4m78AICQHO7428//fnPm3FcAlOItaAE7KnwRwFZlrq7KxDU4UK9MmoQOO4o+N+f45JvKnrFgz8wMAVAlf2wQvDBj5oH5gwNrJQF4Z6AKww+QTRPmNAY2Us2H4uqY5VVAtwCwhYdYdCQzeuRR317uXGdFxM1h0EepqUGlS68uivNeg5TCr1vUQWNpXJg3/zONdAJ+fNNq/D8BvoAqHARwShrjOgkNMHILibKREjM4FHymFfKYFVL7JFt6gRQ27RQqsj4rTKHytAaa1uQi/osnjtsUfAzSvYqbaz0m1Rzmpe9r8VqmJ3yKF864fRNiqbxt5YvQ0tOVJPcl2vqjZ8nLv0J2trs8xDb3snTnpsBTO35lXrmHoavKKGljbAUBKiiZjgXytAgIAfgeOkRUDkHo83HwPCH5WkExpwr5kSqVZMrUBtB3gR81VE7WKYNdlBpatVGlkPSPCghsnPhUcevn+xtmUU077l5EnY0nQfDsGnyprm4LxrqF4KG0NYJzseHT+/Yc78qW0FkSVnnraFIq5WWtEdTC2cyIWvm/aalE9AZsCyUMq8W2LyZWRpgu+oQqsSMNlbyCgtP1ty4jVUwd0iyd/CDnY4YdjTPy/cDYQCQCHkLEr9wIEnIhS98x53wunjiITUcwXs7ulbma897CwFuxjzEutpkefFm94rs+Mkb6IPQawc/aHJJtPkCbKoULcCZHeFoT+dJzjXm16jDoKPiGi/W5PUCHO1lBgZJpTgxZkwR6fT4Senno/3vqSQW4a3MUcdZs1RXnf2TNUcn+rbEwa7X4Avw5g78xT48i+bqTTBEeWvQWOrPs/BACpL/Xw+oZFVUF9dAkEnc9A8IcwlDlPLAt+AZVno+NZ1xpmTCCp3KOAvbCofMI3t7awRC/S5eiFHNEap4YguMMcVPpgK8VEYhfBUBunu8hvut5EkcA2fftITE77rlpDVQU7dRTNbtCCyfNm3O/qmsyZldZeYSrmDp5VEXxV6P/yYT+AL8LJuEEq6bttWZqbDbcG4JcBtBiW8mdw9jkNkgVS9kI7R1etfkXwa4XMS7LYnzK1cZ9m9tJMWp0taSRu+IYxvy5S2r8L/iiKsLttqSz4PVRhz/VzYwZGE4E0qXbGpw9+1LV7U3+nZLpw+ePX3Efhc7A5MnntaMuAa8OSCFpNaLqdgbsj0ZqiRC92106mPhpz10+XKuje84jK+X1pjdRgieaHSTh1U7OSlnfgGFf5+lkBjme5Gs4CkGuTdKvI6SkA9gGYLR59iewCG5nmNgLH0JplQa1RCtaCfhER8ttE1CSIDkXI11VLRTcHNVWIh2HyddVRcIyIduY/ZR5yaAiQPkmY78ejQ71cTf4r1RS4IUC9ABJ+0s4LLJRlFQTxTrjHbQPhNeIxqVBesT5Y1XpPEk5k2oYTUd4Lp87KTV+m2Rz0A1mPYAwqUTqY9fVcqHidwTecYRiy2noJgpuxNAyGiMd9781NI6FcREqZy5lnS3mSXuStVCXukMJHiVClNUz3ai0T10i3Pi580gwo9oBSE+vWWiduiYDZSQWmPRMhJEKpzaRbc/WbHDEHjR95dtH4yZ479uHxiwBg75m8LLfEltRt1bUP7gPYVb8ayietv86qwpJcPSqBjf/P9SSA+5ipC08l/WBGymXD1xYAkCzqgOx9pap8iSJ7TlGtLcXT2Z+mEsG7sZQ7J4Ug5oCWujhfk8S9PtWcM/KmTe2pxWLWUENzzeTDXa39rwPA0e09LT/4/7P33uFtnue9//d+3oFFAlziEEUNSqK2rS1bskbiLCdpndUkTUc6fqfNSeKk6a9Xmrqnp+3pidv69GrTpk2dpj3ndNv9pWmdJnFSt46pZS1by1qURA1SJMUNgljveO7fHw9AgiAAggOSKOtzXbgkAu8AQL73+9zre+88cuDtG97MMxS9MIZwR5ZVDB19+5Jrh7Y2dG/MFuaYCiKYBKzxmsmjmUm6Zcuut65bd+HMihVXDwAMny/eXlvbeyhb17LBF9/i1Zy8Q5YfMD8g3PtzsOZsYSzq21zZ0/J5qBK/XgCdUKV0mdmiQpyBylBdhirf06EyYVcA3IKSPp0NB6GcrVGo5vhiWAPgAFSp434oCfkJWTkDWpdBWp8JPUSASTRW9wqT9L0A4GPjkAWn0QUvLeakBOoPkHnOo/afsew6AOgkdoXgizFwKsKJoJ+MRUS0EACC8PYA6CWix7zQBx3I/XG2613IFgDY7OvZ+kp06UWbtYLpeCIs0Ej2uyzuynDCu8S9HTrJZP6806IJme1/HbaafxLAAihHaxPUNVpMBmUUam5WG1SwRZXySlzRRnHVvK0tJlD9TN4Xg5FosXtYx35thFiP83oqot6fCAFeOtKM43UVXB89jKbR9bCFA2T0NmpSFz77Na084QcjDo3HbCIZ8lEA0EKxA27EGy2+ZJAd8tpnjdrRTRh3PmcECTQbTUMSQIfTE+xPvvd2BJX2HgBwdw4k3a1D5+GR28FgGjQPi/NB0k5XqPetywpvKNqaCJdN+fsTmhyUudXb7lfm1RV8P2WwAGDh35483fVTm/6IGX92Y7Aqdm2omoKexNDGhq6irpeRuM/rMZM3WQrDcozUPnxdF27Xwqp+y7HNfTN9b5ateyybDmqai7hlcrG9Rbar7zU1582AmWiLWl4AqNQEj30ev27XLqruf3Pf+gsRQ3P0Mm9yKRHKAUDXZHND5XDzguBIe89wxbELHY3buMjyYK9m97y7uT2hCS6m4iAvRKCgL76j3BsfTNrGWd1r6cHg6F4A0PU41q+/cEEI2USE5tra/gvhcLC3s3PhI8zCQwSsrxwOnOivtqf6vmxJZbN5n/OQeWVr7vUM1pxmHkR9W4/safl/Afw8lHNFUAugU1DCFLVQkeZRjDsOI1AZr1EAx6BS6V0ArmO83HApgLNQkUtf6rgxYKw29j+gHB+GKgPKnqR+DhPl33ugHLeVqe2z4dS5NKjvaEHq0YeJjfUoF941yOjJmnQg5otE5BJTspi/XQJGK8kXs+FKZr5ARFOp/kx9TCI/ARuD8B4iol0Zz9dn/L/KgLZHh7jlQh4YZWuVRlz7+epji/6wf8ctCTH2GTXI/S6oHMBD6dlXAS15ecTxvZUcrHkTRb/HbdBs+CUAz0Fd7wQ1++oilKLgI1C25TrGs1UMZYv6oUp/VwIwoXo7ocVowC3ndU6Cr7lB9wAA0mJU7pRx2OwTq4VNtXalPOIEZVQPi0oQXGNIZM7bgvTghlMt3wMAbgiwXIyIBM55uwWRpJwlLcywiWAgobWD6RF0l+3E7UAc4AljJvTKmEuGzFuaw4woO5okjZPF/sr1quhrpLsV0tL+XZjuu4rcLS+k1Feb9IZwTaLaGi/lI3jgkWtT/yeutna6j/W7cu3IIe1YlV9cLdtUubR3b3+bftCOj0fhSXOPEiClK1YCVAMAQncN2G+dFkrMI1tzH4tcfP3V8+v2DkXLHgJgDif8a1+/tehKfXmka2F5+DEALJkuC+IaIpWtEpp71WMmO0NMMhiIuh7D3iGlOG+72oiUYsRrWg2Oqw1bln2QwGzZRtDQnVHH1fzJpHeT0NzYip1vnOi5tCzkKYtFB240bpSuNmFIucqO0UrpCJR5EpZkuhm1PB2SxVbknM3HKaeCBzThLhaEYMgbAyubOEYwNHrlQw9dzJ/lB9AfKe8K+WJs6M6o5RhTioQ1lkVef3hBb/PtaOD1hrLRBqLZl/oSocpr2ntDlYMTMlKaJtdk/r+qanhNMBg5FQ4HRzo7F+6p9lprN1QOnzg7VDnWdkLgG2W6e33U0ZYyaAkASKBFMhKCMG+Hf0+TeWRr3mIOVor/DSUekYAqTXsCqh8rCXURL4Rq8H4VyllagsnZqYXIrRR4G6pET089jqSOtQ/jn+UIJjtY2ZGm+tTjh1BOVLZj8EMosQ4t671l9yPFUcC5AoBhjpdLcFENmQa0s2Xk0YhorQl9MZTTuR+YmyZLIppSFYiIGnVojUF4vh9npxLC2bTeM3D+TLKmDsA1HbLbIHcPEeAynWNQ0mWKBI2EjDjeyww0Zw4cJsi2hd5wRDLJXqtcd1nbNBef5R5g/hiie9sGzYZLAP4CwC9CBWd2YFxYpwcqoPMQVDlh+gaZS6lqKwC4ZeqLsmvlIij7dRXKrvickDxDDpnSx6tAqHMqXIDh6sOUIKaxm69IYgkYHaBUX6aGoAxgXaxZ9vnbtGsg1BFhbJHEjJs4W23x+gGBi1XjvQiSfJOEETUuGE2VUfN1dzhQTAYPELJHr4hdEaa7GwAI2ABbHIIu1yNrxs6MMLgNYorSSILG1dYu5509F/Sq6v10obylvLnfHLzUMAxHGJrhvu6vGN1CAgHpUo9jGcdZkmNFPTqRe5pZLAUo472yDFSOvqabdiAe8YetmHdGIj/3IPPK1tyPDtbCvz3pDq361G9DBXSuAlgQsbzbIwPeFdeHKodcFh7JYnWZmbi6oa7ramUwkjBMZy+A5bWe4bHjaJpcq2Wo+pnCgWk4AMnLAYIDYIERiF3zN/YfFprrNTz2niWblciydLRDAzcbJwRYCOjmVIUQEUyNeHHQm1gcSXhfcVlsBGjiXCwzeTJmmZrXsF1B2J7aD5S1BvL5Y9kzAyeQsIwz/3To0SL7NJnX1/QfWFw+8jARQtXe5PssR28zNJeF4Gm1PuQ5vu3xWVOOytF1d2NV1ZBMRn0/iEQDCxuY114eKbuScI0VppBHGv2JsnLD3csMHrb0EwCoN2EmEy6ifp3XZ0ucG8Ld79XccpcpHnP0h8cHyM9r5o+teauIXGQi6tss2dPye1BDPB2ozJEn4wGoBtB9UGWBuUpx+qAGFi9O/ZtesPuRO+OUiQnllOip85chv9jGUijD0gu1GBuBWrRtA1COqf/YbqPwrC8EyLxqs7yRhL2GoYaVEjBsQGt3IBdI8FgTu4+MYUGUqVxWBuVcnYKS2pzNgNEwihMCOAJACBKPB8g0/GwM/HRFx+PfGNKP37QDm4nGyz014nUAQyfAI1wEy3sgmeIu0+iI471qST1WY46uN4QqOSw3EsOXR+uuceEZIvOFe/vKfgsQMtudsNX8d1AlgkcA/APG7UmmXdmJ/IGKJIA/xXgwKH2NvI7xkQ5gEy1sZv3KCZq1wH3FDcBkDcJzW1QmG9whAJMWHlq7/zyOV+zF2sEDKLd3AwA7dA5XQxbixiacqHPAlN8eEw8BXNBeC58dZDd+iBNGHdt6qp+CLTLdKwC7bBljIjnCdG4J0534Ppl2wRa3ofGb0HhWTeyJ1YmpJZ4l3RAJvQuMpbw+sobXRUYN4KHqC/2Hkv+8bIPQeOz3JTSuN31WPQB4AkmUYwTMsJlp1I6bVxNR36AvGK01vfYuADD9SQx1VR9wkua8UjfNwwNbc29wAcCzAI4C+G+AclBsqY8pJoxa3uVnehd63lFzLp8E738C+DZUUOenAECY1tHqde07MorscrYF6N7koCuplZm8gthgIMJqnZXN+TJP4u22q52M2d6Ug8WXdOHeMjT37UFv3CHKv/YTmjuiaW7BvzmPYTc9uqrt4OBowHfpVuPYeyg3k9crPYnem5HgtgxVUVpcPrKNKHNOIbXYruYIya/omrtrNtksw7SParpb0Nljhh0ZqDjiOlrIa9jv9lYMgxkDP76gzz7cvvyGKfBI+t0SgSo9zlYAqPQ46f0BIOYwdSVd7ZZGrHk1d2f6exTA8VFH31i8/Ps9ywNbM4fM9RwsH5Tj9DKUwMWfTXGO4Yz/J6Dm0QDAJ0R9W1T2tGwF8BtZ2yQwOZPEGA/3boLqt9oIwI/8HAeQXnDcgHKwrkA5V2kKiYCczdg/Lybpe0wCTNb2J9nx+ciAAK0nos0uy+NhjpelHS+LHV2HSBBRdjp6I1RJ5H9gYrauWEagbg5TDdAdhIr4j31vRFQNAD9ZcdP3u/2rjcLjhgBB7BPEvmozNkl9UCeuaA70jd6MVR93mfwEOAwIInZdFiuAeVXvPD8M0X2oIpgmbDXvgyr/fQHA1zF55l0m2Vntg1DO1dMhs/1Y2GoWAH4u4/VNyD/iQSJlG6wGXgeVRV8Sb3Zzn5nhmK+HNjHBpbbKdby59zYR6nBywTJIoa61Qs4VGKIy5hIVEOYAQBpv1EMJcDBxy+ktO6+VJfvJdNcQYS0zrjvD/jOcNB4CAGnrjczoIsquFKA6uFQHl/dLw1klSEwV0JqEU+nsdxbahR0bBouE3kdM4xUChDIA0NYM79SqE0M8XHjNRQSDiA1PIPmwJ5DMfg2VCwd2DndX73csPT0uQwBwWVIVQNOZQ3W3mTdXMOP+zGD96apPrQBQ9tlLz33nT1d96mcAvDffttGkd5Hjiou6JtPZ9CtQveWvNj1//FkA6Pj4tj9Jby8tY/vghWWHq9deK2hrFiy79bhtmcd6ry7ZIQt/x8NEsAzN3SQc+Zpk8ahXtwc8uv12ACjkXAHAoiUdp33+RMGqGSJUblvR/hgAOLZ+1HQ0a0lwpCGlhrjUbzgHLg5Wp2wAIeboZwKGkxXgJV0yvd1yqM3Q7JgQNG3VZSJ5vqJ2YEoFxngkcMSxjQk2iQjVGnF1c83AwVtD1QXnRKScL79BvMIQzqTzeXV3m8t0MOFqPqggP0H97nRG7tLwe5R5Y2toHqgIznUPVhzASwAge1quQ5W4pfuosgdR3oQaIPwygE8A+JKob/u27GmpEPVt6YGdZwF8HkqSGVCO1XlMdrA6oByvZOqxG2oOVwXGJUuz2QxluF6DWkw5yFDbK4Jp1eQapO0xSJuwYNNIbPOwfiQB5xEASMB51AvjNQ2US9DDD1UK8AyAHwEQhVrYBaD6SRJQWbdMQxGBMux+TO1cAeq7zRkJ8gv3oZ2+gcOH4zUFB49OhUe4i1aW9U6K7kUd80JHvJIlxHwyRvODe9sGzZiQ2f5q+v9hq/l1qN7PXLYmDOA0lGzyT0EFV74IwB8y24dTx5Jhq/nDUPaoAuqayadK+AZUFn4YSlSjDcre5M76EPT4R7u9FNGP+V6sexSWOM6GjENSkcOfCFC2tKgeRyI0GgtGb0KKPRnPLdXLE6/ZyVSA1RX1bsR7RA8m8gxtpz2JTYmvc5nbLMJaUBvUY1pYM0Rc1IDggKGRO7E/1FqS3O9WOVGnznliyvfoiNeJKefYDSL4zI9fPZV8bm0xA+Xzn4OgVS4cmLRQdGzt1mh/qNWKe+6XEsJ7ivvRwfrspeeuZPx4BEA11D03ex3gAjhzY6DmG8tre7dCBSyfhBolkVkR8z+h1iZvB4jcpJEzkBG+XX2g/8bCKs1wrCUbL6xcuOraDm8g/uqt8yu2uI6er+9pK5STZRqa4yYdg3XNrSl2Sp3rankiRbl5z+bTq663NRuZJXLNoeGH24Yqk5KFBwD2dzZtes/SazLVo5kFtXiCse81/Rf7QHLQ2B1v18PxGxqSfaKSXTJJwJYJLIXq+wYAGJXyaMXDsRHt2vA7aIp5GsxAIurLu/5ZGBpa0xOuGHGlNqtRMwHDeSxgTEzcM8ONOfrBuKttyVSAfcDc8JZysDIR9W0J2dPyCSin4PNIzZxJ8RkAf57x88tQix6I+rbhjGMkZU/LV6FS5p+BcsqyRR8OQ/VYpdPqCSinaReUAmA+0mWHlVCO1puYuvwwk2VQ0fN8Dlw2DjLmZQGAZD6Tdq7SUOE63utQGayfA/AdTO7/cqE+uwW1AFwC5UgeKuL9xTCF2uO7y3qaTyQqYxZrhTKDMyKgW2taym7bLov+G7HqKxbrxTiEDyiGe9sGzRV/BZWVWgOV0Urz71DR5vTi5l8ABEJmu4UsBypktp8IW80fgcoUJSU51AAAIABJREFUA5N7N69D9YCmHQPGuGPVCBX0yH39EkwR1tX5Rs0oXIoCtLTYD8eWdoM8btHbQ5Kd+SMzpD0YmHB9ky7zytqzxhfcevvnAKyVZfKPnUZ7UsReDGmXPG3eHrfS0dwqt8KtcfZA9cJNCdkiWeh1UWU9KlqGT8m2ijkdoAwAuuE2huoHG1lSODpUfjo+4t8OTKoaeMAMuR8drCzakSoPhLrfpgMfCah7bt++V77LHR/fRgAeaXr+eFf2AZqeP97b8fFtH4BqSWjwhKKdyMiyM4N7rzUd6Glbul2qrAjiI2XXV+85Xl7d1LMvMlBxeOhWfb5gpwkVkGnWhPQT8XGN5PY8205isK+6LlAWjU8s6ctPPOq7DkzMPl0drjgleTzA49WcPqJ8/erMdUtubcR+61tlH2q6Udbi/C9klcq4URruedHXKgxm3xLXH9psbeGkHBq9gT5w4bE7ybj3GEB5Pz8RqlfWde+/2L1ozgcKE0ELGM5jPt2JOFK8OWIbQYCm7Bd7QHHc6z1YpZ4sH4MqTfsNqNK79KylPwTwa6K+jVOPo6K+LWe/k6hvYwBfS/14DZNr1IKYWBrkhYoanQFyznKJY2IkqQbKIG3EeIN8MehQkfFiOYwsB4uAlR7oR6GybjChvU65xT0AtZhrgeojYSgD/0bWNmlRjr1QmbK0QVsP5ZzmQ0JF+As6mIJQ/9FgR8nmRwiCYQhZszzQt8Mr7IOlOs9bjfSw4WIe85WUw3QZwDehbM2LqZfeBSVag5DZziGz/XbIbG/PfRQAwCtQGak3kTFQPMUNTOx5ICjnqg3qWpy8smSMjm0c1pW9vVKxD9dC+4r7ZKnDRM31zIgVtzFuIKu0kQhCD8XPQcheACDdbRceO2+gxF6S7IMK0vwkVAT+q9nbyEp3VXxHdK/VknzMrXHSw8y3Qzm6me9nAmRpB5Ene5WJ+eSNcgieVjS9WIgAoXGovGZkT1lV5CTABR2+BxSLUhEs5jFf+eyl5ywAnams1mNQAWRArT0uIBXsbXr+ODc9f/y1fMdpev54BMDfAMxli25PCBwzU0fXheV70s4VACRGA0vPv7oj0Xl++eF4uDxX7/poxv+HAMDU3M0hb3x7sdkrAIjHfKscRz9XzLbMQG9X/aTgRFNwJFjljV8AGKZwh1oqh67k2h8ANN05bXqthQA+Z3+r4w8BfBBqnTa+TYArGj8R29vwY/F9Fdut7aRDFwGxwLvHO2ldkzn1yrH1q7Fw2ZSZ8HJP4rGAmcj7HmeLIJSbmlxfYVouwIXuPw+YBkRc9ONuUFIHK+U8JUV9WyeAboxHdz1QC58pkT0te6Aiw+8Fcqpb5TI0ASgnK73ISEI5OGehsjznoBYBh1Bk2U0OHBQ/mysMTFbUIiJfmfDsqCK/rCT/yXLh3UJE+d7PSYxH1J8S9W1dUI7UvxVx/hCyZFihFoQXoQQ0zqPIz9Jiju6s1RLFDJCeMUSgpf7+RzRyT5XyPA+4vwiZ7YmQ2S5DZvsJTMwk7UQR13nYal4BJXKxBWr2Xjb57GULVFmycliSdNY4EXzN+891vb4XGlgMGAfFLU+rcTo446ysCCWuZqoPFsSl28Dkni7hcfaatZFaozZ8Xq8eDZLGOZ0cBlvWyni63+tTAETIbP8clCx+MXeqTUgNZgUAsrQDImrcElHjlIgZJ8gWOymnhPREyODlxjtuFZN9nxX+iuijpj95BODpBMwekAu+vwYN5+Ozl55LpP69BLUWSFOFfKXCGSSfLfcnny3/MIDf1H3JrwjdmaD251pGb679rJivse9a087EaCAteNUFoBUq+GOk/t+Kma9rUL1g4LBhOFMGQABgeKDyELOYFJj2aHLjowu71jyxrL3rbYtv9DWWj+Ytx61q6EsHjh4CsNvceuxFqEByT7590hgr9a2iUhxO/+w6omeop2Z06Hb1qaHbVa+P9FeUA5RPcGQMIoiW+q5oqcs9dMHLygx7COBrJT3RWwBC8c7VfelgTThRfdstjJePnATwkSJ3DUM1sP8yVJYpTRKqFroYQxKHGiy6AUqZbwPUoms2Slk6VMlQMZxBbucQgHK0BNFU8uWJjP//hOxpqRH1baNQ0Z5J0eUcbIYyvID6PtZBZew2QmW4ioIIxicrrveV2hAJgr6qrHejQU5RJUcPKABP43H/8K+pf+MA3hYy2/sKbZxiEEq19LcBvDvrtQPILXgxCeNkcNS4UP6oiOm1ZItyz0sLdnpfqdlLchYKU66IT70RAMbtQuUwAEACa9OzenIeIiDfYA+nhSHqAPwYAITM9j8G8AFkRZdzEEAqgg4A5AovgRoJtJGYtlLm8OQp0Lb0b0TAzg4OzTkV9UN7A5Wjb5b6PPc7aZGL+zmDlYPvYdzJ+h8A/qaIfZIANtduvvhM1ZrrnyQx3q4hXdHW9tqmYvsP26ECrUugAte7M36eEbGYr7rYbYcGKisLvS4IC3XBOVURFRypqu/NXPt8DgDMrcdOQAW7zhc6PhEh8KR/IzRcBQAr7r0KUBlLsZGltgWgguWDmRiafLguGM6bcZwrvJrcUmla5oOAziwhVSJY7ONuUHIHa9tLT1due+nptdteeroWwMeh5l+9X9S3FXXTFPVtp6FklN+R9VI/ihNuAFTTenZp21x89mqohVeh8jtg9rMFRjBxfo8XwP8DAKK+zYUqUfgMCjt8NlKliFClljOWRQ1qztbN3uGjM91/OiwP9G0m8NU7ca5pcl+tEO4HLn7sqcDFjz1Vc/FjT20D8NcA/hLAB0Jme6FezDFCZvsg1A3+R3O8XIvcJceTsLeMlDN4LKpNXLxDkQ8Z8TwiR80TzFPamuIcsQIkW+LZ2a/Ppf8TMtu/DeBtULL3eREJvTPDcZ+xYh8Rgp6PX70w0/2nQ6BydJfpS7ROveUd54GtuQe5/OTupstP7t4GJbL1XwD8LwC/9dlLz005osDzxYgL4MtQAeIJ2auRvqpuK+Yr0sHiXQBfzHhi1rYmHvWvunx+5QgzOpgxkvfMDICnzkQXwhuInRIaZ/Z6fTD6dMNiADC3HrsJVYL5v5FfcAjoj1zQjEQEAOykOauS4sVV/UsFydGpt5wdmuDGoGHnqpK42zywNXNISR2sbS89vRJKVfDLx594phcqi/OlVHlb0Yj6tu8AeBzApwH8GsYVCAtGN6B6Mg5DLQZ2QMmlziVBqNK/IFSK/nKe7XZgegqF2ZzCZLWiz8ieFjWDQZVifg0qE/UTmLzIcqCaceuhSiSHMEt+tPxWgw6ZmHrL2SEIuk+z7kVDND+YRv/VfO7Buvixp2oA/HeoLG009XglZLb/e8EdswiZ7dehHKyfhRKTOQ+VcS/spDH6IXEUkg4IqZmy3prj0jbycFJ/SA76F7hhbxtbWm5HgLAU4CMzPQuDe5xFVvYw5u1hq3lMYjlkth+FEtvZCWWbJr4FWxyDSw9BOYMjmJ540CREXWK3WBo5PZtjFIu3PD4rJbEHqIV3MY/5yuUnd9PlJ3f/GNQaZNVnLz3nQpXEfvmzl54r+pN5vhiJQZXdfgxK3fTbAK5rHuswqPA3pGnO6x5P4mBl1dDhhsYed26/URJSasErF1aGblxd2n/rRuNp5sn1DURA1YKBnKWMxbKgqbsi6ykBtc4DAJhbjw2ZW4/9PFQ/7Nez9+eodQvnbod0rxUBGK47OyVAIjSsqO25I1Uzaj4oD9yJc92v3OslgnOmIrjtpacJSj78QwAOH3/imb+Akkv+MwBl2156+lngI38E4A3gaR2A7/gTzxTtdIj6tlegGtAhe1q+CeA3oZyFbE5BRZsZSpUnUzmrFyqLM6uoSxbpC7oCypHLpcTnhRpOOBNZ4KvILXyxCMq5ez39REre/h9kT8sJqLLB1VDO1QDGh6y+giLmd02FRlj8geCtl7850vTO2R5rKiqNWCDmzuWv7C3GPF7M5OLix54iKDGF3VAlrj8HZctOQQ3yfKr7p973TQAvdOMpDapkbXT1C18tKpMcMtsvQDWrI2w1/yOUpPtTUD0B4z2fjLiw9A5IqgKgEWjMCXEeHVkq/q36AjkiW/V0FpCpDq61yCiVaWaeZJXG9XCnH4hkcMxaHb8CytnX+iNQNgyAEgwB8FrYat5HjvgdFvx+gDWytevC0fYAgIgbXQA6aQ7mwJgfuaYl/mCDxDTKC2eCJ5DYpAQvZheZfyszxYymecflJ3cvAvBOqFLZz0JVgIxCCcB85PKTu8vfvRp/AUBcfnJ3OYDYyhcPFJVJ8XwxMgTgn1I//p373YYPVUL+1iLj1sHO1kUT5jaFKsL7KyqH10lJCdN0JgwYDgRirdFoYE7HDkipBZMJLZhMeMGSLpLGk3qtQlXDjwz2VV9hFlPOosrG9MUPB0KRXGXXPwLgSxO23XrsunVi+3/lofhrYP5VmJofkWQ/zvYsBtBohqIrBjvqf8BSZJd2T5uQL/aY17CuJGxz2p9pOhBB14jbXM45lucBRfBWkmnXoRbxnwCweNtLT//r8SeeObPtpacXAPh+6vWPAOgE8AcAXtj20tPNx594pjslZPF5KOfkawD+StS32dknkD0tDVAZml+HcmjehGpG74SSW++Fcp7ypddXQDkYb8/1ost88Zbrhhfr+o5crxdBoejJOmQMDZwGncjvmOWTUU2rLablQNMNsQyluDhpCPBMeMgT3vWyqLsZlmZJZUfL9eQ6gDuLaVZ9QA7ubRs0U1ZAOT06lCjFMQDfhVLDXAolzvCvULbnlwH83sWPPfV/G/72uyGouXotUA7Z/wyZ7ZMypGGr2QfgPQB+C6r52gWjh1zRSo5YzLq8ycQgKXJfmxpMe3cYxg8rZL6eIzduvC68diXR2PVZPJJqmTFINLG8KMUSgE8DNElYpyACPVZLIuccPOSxNSGzPTwaXX0TSiFVx7jNAYEuY2ZBpUmQKdfru3tecQ405LTdcwURoHvso07SnHPJ5rcEfF/KtFdCZZgeAfAEgBdWvnjgpctP7v4GUqX6UFnvPqiM7aLLT+7+0MnrzQLAr0BdAyaA3/jo6b8+nH1w97sNBKV8+jmo9Q0APqDr9pEFdX3l0tWS/X3VsrJqcLOmcVmuN1jXcHvntavL2pkppy0ZSXj3+wzLY2hyRmsbyzYHvNpkoU0iUHnFSNfIUMU0nRGWjStu1OdRN8xpa8ytxzj5TMVlqHVWIzL6zOLDZW8mR/1FCadNBRHM1fW3+k51LCupgwUAft0xIrZZ6tPclxAAEvf24mbOHKzjTzxjA/iVbS89/avHn3jGTfVcAcrpSp9nWerxGABaaI5+Uva0jAD4PaghuQDwJ1A1t7l4ASpqnaYJqvQubTQKNFOOsRPKaZm0WB+QsrdPyt2a4xxYqGmriIpvkCzi/F5Mv741iQLiGFAG5iAAyJ4WA0oJcBgqg5crcv4aimzULwYi+H8idPPm14ZWlNTBEsTecj15JeJ4HzhY04Qwv0v/crH6ha8ygL+/+LGnnocKWtSk/m2Gcq7SfABKYpwg5I/X/fnLfVADPtOOxyNQc7L+JcdpPgU1TiKNIEdcFI7+OACQLZbl2GcCXO2s4SrnAA0auye9xjjNjrbFjdM5zWedJZpuVpl0MF0H8WQHSw3enHYvgltjdwB5nb0lYauZUpkrjA6tXgfVgzoItYDMvpcMYnxe2Jyg77q91jlSG4M993P4MimrilQNd1e5ABXVc/eAcRj3nYAFVr544OzlJ3c/DkCsfPGAe/nJ3el1QWZf+HvS/2FGpGOgZh+ATwL46YxtbkG1LGSzBBnZYQCoWdtPni57rMe8rDxa8D0Swait6x2+3TO5GpcZcijuXz8U98u6spH9Ht3ZPdVw3mxikYD0enNPMhA0fUlIIr7h8cfz2dDK6NMNwcAz3SMAkHymoh6qRLALqlUkez4hBq42JVR4ZG4wdffRSv/oqaFY2ZzP4ZtwHiE3AHwDKHbo/APGIIag2coblJY5L7dIOVc6gNptLz39j1DNn9mQl5z4t9Z+/0tQJYSZE8kN5LiAUmT3XIVQOGuUCy/UhTqGZL5y2rIGO133EQDUI+Xui44TiUk53T4KHyaq/WVSBjVUcDrcwETlxGx+X/a0rJc9LRpU/XYrVAT/ZeRwIDFRTnZOaDASjy03RouamTEbFnmH9t1jsu3zZxVxn6oIrn7hq27K2fIB+F1MHF6ehgBgwe/v9wu/82+YPC4h340t29YQJvdBTom9K7yBM+rsmWG7MeNNd9SjSoldsc4d9bRIW7QyYzjvgXLByD+7iabf85lYHysUsf0wgE+ODq2m0aHVT0Fl/1qhRl+8P8f2Hcg3dHmGkEC9+cEbJZvDl8b0Wet9wVjJ5eGnwfyxNbg/VQRXvniAU85VPYB3XX5y9zeR+x6L3pHQmYHR4H9gonMF5Lc1HVA9o2MIjadta8rKo5t1w57Qfxm1zNbrw1Uxl0WVy6KmK1KxZzDuf00yLuY7Ti4cR88bjC8LjeYZIJyf0IKBjgJOXgWAv4g+3eBPPlOxGarX7VWoeYP/A1nrVmbAtfViguvTYvmC2+WE0szhS0MET8i07HtIUXBeXZj3eg9WqerZXajSmo8jh7MU0pLDf7/m5dNEebMzH81+Qva0LIEqfctmWoINzCwdZp/LfDL9XJ+U3Q5QxSqNDwCIMS+/4Di7HObpNFdbULLy+aQ+e6GMhQ1VTnAQalkroVQO04Ic6YVWPQoLczRCLSyvIyOCdqf58dBNjUrctkwELPYNlhO4HeD8ikIPmEgJRC6ISCOik0T0ndK++aLZB9UnlUNVlBH85Jv7tbpovsztJFsTtppDUJnxieExmkGAQucRWeWML3oYb7KrrQcoIwtDHpkw97KtTSeAkJBhX4uMGrki4gBxhVvpHIi8b9COvH/QsZuSrzB4BABY8JXkyvgBu8FqZcFj9sW85i2s1sn4Uwa/CFVlMFX1QxAocjDyNBDLR3bSgvj1uT5uNmXVI3tIuCcBHiz1ue435trBusfsTRWU+t+HkeMaiMS9F7qGqlqQe6G6+58e/uSE9VCqPLAJWWsbMqbvYDFjpCwUHs38eSAWWMksJpQVhhP+nbfCFT7motWN7eGhinVXLq7IKchgepLNRPJCfUPPSMPCbllZNfjG+DBdHvJ4Eq1l5ZGDmuaOBUdGh0N+WXj0xMeEN/kMgBPIH3AHoNYGJGRnkZ+laITg5Yur+w5OveXsMASv8Ah5SrVBPGA6zKWDRUTvIaJLRHSFiL5UYLttROQS0ZSjpuayByuTZVCL/5z8QsO504s80UK1+bczf5A9LQuhLrRctbndmGLmAzP3Jpgv9kupDUi53gU2LNf1VyuIwMyRTted1HfgI2pPMjd0u260KRW8YWYmKpiG9kApZnVDRVw2YWKJ31qoSJUB1Qe1AErxz4aqwQbUoq4bKlqzEiqLVSiy3Ig8kbQc7IFSOswlxDFjPEKufkfg9oGXo/WTSqHmEp/mLF9T3oOYa7Rdj1WvKHXD+wPy8nkoEYi7rrh28WNPmVClaDmvS602divwjhuF+mlu53jub6Ga2ifAgqe2l4wEEuIMXfNH6VJZMw0bS1iTUfhVTEAmjcmWnrgXAMukvpkM1yaCAQDM4AJRXi+YvJzUV7EuX4XhhkhgfJ4M4WG30n4ZmjpWYlP07dgYBSWoj728AoQVACQcJL1nA616h7lZv2UGkhsK+kQeqPLuYlgGleGa08Z7IhieH786kPiTdUtLGWwlAhYs7d0kXYoM3Ky9mGuY6gPuGPeMvYESjso5Q44ZaO+tJ4Dy9TiHgUlZ55+BaomYcOGRzktU7LXw37gr6fxgONjT2VtXMzAcWs+gdyyr7O8iwsKkq592pDbhnkyQUUOTfZarL3VZnNBJbk2990K2xmApDFcKDA9WtJqeJPkD8TGbSgTULerqEVJbAwA+X3Kzd2EPpKRhIdhPhL0AZDA4KmJR34nh4VCDYxl1VsLs9gYSeftPiTivXc+mds017fa5uW+Zqi0f2dw1XNVnu/qc9K3no9y095YxeMQ2Wm2pzanNfMDUEJEGVU33TqgWouNE9G1mPp9ju98H8INijlsqB2s3ckSTg5o18nvLXju1uawv1/yqGJQiXhCqWT2TLyH/QOFcHYJ9UI6JBwD1StnX6bpvm7CB69aEiJIjzG8gxyKgnKhnla7HCFhkM5+0maMdrluzyjCKudGmy/qOYrw/DKnPcA0THUIfJjqOAsppaoRyvCqghgnWIPcNJu+cihxkv585Y7e/f93BWM1InPWS3wR9wm4R4DMS9FCpz3VfMJcCvkSLALwPKor7y3N35BnjhRK7yIJR9pG2g2Xvv5rvBn4AKsDxzcwnw1bz26BUrHIdclLEl8GQptMKwZUAfBjVO8znmyYKMbjUzIzrABx2xLpJxyVOaH4rAUYHgBBLjMiEoQufLTCV4ieLajnq3Ude6zAFMnSBCIAEQ2XVzfRz7OPMhYKADl9iU3QvHora0LAMaih6A3IJ4UjqINCUvWcpHBTvjE0LKnO2aA8PHndPV2+beuvZITQu95TFexORwAMHqxgY4Om35OTlHrQ3nwEwqQcwEveev9ZXZ0sWk4RldMN+c9MjrzvJpOfo6m+cGcuIut9tqMe4Wl72MWNQbQUTvkzdHz/mCY56QOxjptj3f/D4omTCO0GlM+EYV7y63TAQDUxSAyWCW1sWuUXgLo3kWlfSyUjSO6IJiXJPcsqF/e2u+r2a5gwvX33FIhpfe/n98ap4pGyICJWp80DTOFOCXQCAPxDf6vPHbQCGTHhapccqE7rM3esuuGDmKpP+K4tLUmJHhPKWuq4z57oWl9TBSp2LArrTNGyJByqmRUCYUxXB7QCuMKvMKxE9D9W/nd0q8BSAf8Z4QqQgpXKwJn3qx4Jdp59tfq1WI84XTT6BcSnx7bKn5TBUiVwbgOegyoByLTa6oSKlXijn4RCUAzPWYF0jRFunO7GUdoR5/SXHaYsx51wE9Eq500/UGmeO3JZyTEazy3X3NwixiYjKc+2XRa5+rHDq/e6BcqDSRipXuMqAUkhLQH0/ud7rdLI4DchccM0hRKj6eKhj//8ZXlZy9S0iYKF3mDsTuQTUHjCJuS3e/ApUOV4xf/93Ag2qJHlMkEBUJPpqfufgTa0imW+B34mU0A6AtWGreSHUdUFQyqR/DuC/TtpLsCUNpxUMIkfbCMGd0nTioIwATbmzkiusDho2M4brkscd9dRAcF/OG6cUi2XcOCtMJ+bGzYcBMgDAjdFlzW+1F6MyyI5WwWxPiEKTQwxVkrwOytbnUx1FKtNVBdU3dRq5HCzi6fzOdaiswxzK1I9jvKez1j1b6UCKUt3DxiivHnkkEfH3A5QvyPeADOa4v+peszcTrCkz5PW+2gPDscDufBUVj+w7ZFTXDq5nRiLx5coWqOBvk7HR2wngdwB8A9n9nRJhb134LCeFYY/6mphFwBOKXNS81m4idc8nMFavvtx6+tSGCY5RdyS4x6s755OuMWk8gmQRvBWu2NwYGj7VGa4ctaW2KXWsuEe3D5ma3DXlF8CkM1MnEY/bJYJpW/pVw3T8AJYRTbA1E9Y26Qy9HfPttWPekWBjb4wE5xKuKazskYG3PBqPJkujxhfwWLvKPfGLkaSv5EEWXXCzRnzIZZry9/CWh3guVQQboXoh03QiKxlBRI0APgilQl6UgzXnJVbbXnraAxUFHasn/Xzj6Vf/oPnwBo0KRiTSN8rrAL4H1a90EUph8AJURuy3MHmIbiVUBmoHlHjFLmSVJ2pELS26vp+UQzNGlLmFMxZm2Vx33b2ZzhUAdLvunl4pZyO2EIAq6bsAlX1qhYpW5bor2VDZKy/U53QxXkrQC9WvNZ1Ix2KoWT4lYZkR3VmnJa6X6viZlOnJNUj1lDygMNPswaohohMZj18YOw7R+wH0MvPr+c51F6iHKukDAOhLhy/W/vF/klaR3FJgn06MX28fhVL3ugU1FN2CilJ/FCq4Mw4hwLrcy4bcI722JU1nJQiTzmN/pHOUg3aW9DuVQeZXHmRX2+DGPXvSzhUAQIqVbszUmYvoZSJ2s0t8tIgWhCpJGoCym4dTnzMfN6BszGYwusCp7DgjTrY4LhLGZQb3TflexpnVENJCkMZLjHfdyt1/NtfnEjA1w803RP4BGaRVBIvswcpra4B7z95cfnJ3AzJsDTPcsx1LTg/HyvbmL1fnaKgyrIItrkhACV2FAZy0TyU2ae/r/juoxdq3J+wmuF73WI8YgcReX+1Qvb9uwKP7rL1p5yrNsmU3Ni1e3JEl/EJIOJOdq7F3BPJ1hisftaW2KOu5XVJSdsR+ElIKP9FEuXgiXl65vNNvxc0ldtK8ZSWM88x4PdXnNWltw4w+ZvQBFEyMBF4fv5czQ8g2zZc8gGmICgVqhqqL3XYmrKzrtu+UCpRXcx+olxaJIC76gcL2Jtf6O/sX/hUAv8pcvPBJKaJ/FoDTZcI6s8w3cu1dlR3GE5U3VhDhMpTUZi4OYFx+fRBKajkdjvgilGPws6K+7bdlT8vXocp60h5+ZlQxPf9q0pdVLsSejYbRHmbuuOE4m91ZRMQ6XXd3lRCvG0SFFnHAxP6rPihnKQH12dzUe98L1XfVBtUPIlOv21BR5DVQM34iUGU3HijHbBuUHHs+rkN9l5sznjuE8e9tziGC/rHQze4/GWxZWqpzjJ1L/e0O4+7V5c8ftZ3p3Rf6mTmfvPYuAD9KRO+FuvkFiejvmPknZ/kOZ8NF6O5FvTZ22LP5tvTtutVEAueQv/fnGFQ5QJr0jdmEyhafAPDekNn+/4Wt5m8D+O8Ank5tswPATQCLQXlLlgGT19g/cTNMPZ4D2pHqBaJ7FpFPKRazpR0gj1u4v9HW1jNjmAgVADvwuUcoKQgSOyDGst9poY8+KHtjQwWYJFR2awtUCXO30WsOuQHeDcGHwLSOQPkjdg4iRq8taiVHAAAgAElEQVQ4a9fLHRBjAaue1PFKhrZp4CH7PxeWXLYdAITm2q5d8mRZPuaPrcG0MliFbA1w79mbHgDHhG6f8lZGwv6qcGhTUx9OHNzuAJTjj4NvP/4j/27rhqscGR5zwjypxw8TX678We+vD/2j+92GD0BV6XwfgElEQW2RaHVvyL1E8CNHWSIAECG4ZevpbavXtB291r7UvXx5+SzGsBA6whW1Syqn0g0jkUx4Lnt9yVoASMQ9h1xHd6sWDNcGm3rPjHTUbQaEx4prADgpNPe00DhBJAGC5jqaJl1tORi6bjr7HUf0w3RcTXMPQ3ADEVqQZ+QNMxDprTrhKYvVegKJxenn+q8snnOF5Ex0TW6oDkReH4gGS2rTAEAQewDO8zdVcuaVraHpybQXsjedUGIzaRYhS20cqiru+ZQMQw2A9xKRw8z/mu+Ec/4LPP7EMwwAxy/v/PyW8v4vYlym/TqUUl76Rt0GYDmUQ5b5wSYNGIZSI6yRPS3vE/VtPbKn5RehyljSiwMbqpyuIAQsJKBjNs4VAOjAkFbcsN41UBHkKJS4RHqp2wjl/ByCisAvB/IbFagF4VUoR7MfqtG2EAmocsByqExZb+q5OZcyzaZGs3bUaImb/a63pLOxiCBqzNGb/VZ5Sc9TgPkhsDGH8uvM/GsAfg0AiGgfgF+5y84VVr/wVe74m/d+Pfjxi0NQA4S9UNfXq1Bz4TxQGZwkVAAmjvHfHUNlhjNZAeBQ2GreEzLbL4at5t+EkiF/KLVvvjEMEyGEOOj4adiYZe0+g/RimlqIIKkNmlwLnd9wayyTdY6TRYPs5cegMuXVUEGutMBOLlYAWOE9b1y36+U5e/FkAaBsfG8a50WSdoKdw2STIw2OO42yAiXq90xDhArj7V377R80lbwsuXxBePlgx4LYRPXHO8b8sDUp5ByVCN5r9mbliwf48pO72xduvfA5ocm/BNDirwkjGjl36OLZtU0sxWIA0HTnouvoq02P1VUWjG7KOER2RsYD4O8TX64s8/760DcA/ND9bsOzAP4bgGn91n2+xKJIpCynyt908Bn2NeTvdx8jMlIOjzeZlFK0d9+q9/krR0a1/spI1aLeRzXDeSPcUSelrTcDVCVdfbvME/N3LGNPpHNh62BX/bXlO09P6RwO3mw4NHB90S5PIHYo1NDXNTpQkTTMpJSO/rap9p0tS6r7jYFo6eO5Hk1uGrVxhtU9504zb2zNHPdgHQewkoiWQVV5fBzAJzI3YOaxChQi+r8AvlPIuQJK+GVuW3n4iqhv+wWoXqObUFmpbVA3+lYoh+gy1DyVpRm7Zi9g0i7qOwD8AQCI+rZzUFLBh6GMwZTOFQB0uu6pq44za4WWaiHOC6JiFvYeqHIACypCvAvA26C+95rUz8ugMniFYKioswFgFKo08BAml+AMQ323b6bOXQ3l5O3B+JDnkkIE8eHgrZulPg8AhIz40rs4PyJ7xsk9y1zLtN9rNP3094ZDZvtfQN2QnocKHO2DmtHUChWcEJisapetIJi2NQsA/EvYai4Lme0OVGPreSh7VVyQYsg4bP710i0U12dbujICwY9OvRkASUl43TcQsvbE1lpb4mvst7GX01n9vQDWQ5UBFgxRm9eMg2AsMrrFBt8Z47BxUzsgRujCBEedIfVu8Zr3rH6IkiojaHbqO43b2h72cboftuRomwZaoMlcQbk5RTfcRhKybeotS8JPnvvwF+bHwofvzzlYaVa+eCDp+7XwAaiWhc8AQMv6tl3v/NEfeBqabrUua7m6/90f+l7Tqg3nD+1596vZjkpmWV3a1hCAryW+XJm+xn+XmdudTveQe00WtVZhRv/3vvvO8p6eulkvyKv80aL+zmzL9Lmudv7y+VVrapZ2ucs2XtpTtah3GwD4qkc212+8vLVuYxsLwy44t851xRXX1Zpd29zcfuShY90Xml8duV31hutoo5nbxcJlF2++sebAwI2FTQCQjPp39V5Z8kh8uLwuPhTaN8OPOy10TT4U8kXP3olzeTR3ejMR5469X1n56aV36dzTI9WDVeyjEMzsAPgslDrgBQD/xMzniOhTRPSpmb7FO2G0l2BiDH1v6rEMKhMz1eIh8z1+Wva0tMielkVQi6c4Jvdk5WRIytZeKXOpF06bPik3MRfVizAMlXEKQH3WXHO8BFR5ZCuU85QLgsqCXYWSWN8D5ZzVpPaLpP4dgvpus9OgbbgD2as0jXp8e1DYJeu/SOMR7iIoB/Zu8AcfPPSZkk55v5dh5leZOdeA2buJDxPLZrdCXQ/boTLF2QuWbMnkTFuzGsAvhq3mMqjI8xmoAMfU9ddxcdr4VuNktcAZQUFIOjL1dgA0qcOQFQBg3tKPQuac27UCKuB1Pd9hrGV2uRuSBwkUEnHaaXZru30XjDX+141zlEC33iuO+98wznpu6o9qMbGLMHF0hVvBU4pyzBUkUK/vun30TpzL8Dh3y9Y8DuBX79K57wnuQXtjIeOe6gvE67bvObr3oW2n9xiGE1j90MVdgfJoU9Y+mf3SmbZGB/Ds0OeXacP/FlwTfc37LacDXuaph4UzY+jggUf6bNuck9TKUNxfVH+J1xcfjUYCYQDou94Ix9YmXRua4VbXrLm2WDOtY8gzJ1PT3IrKRT3nAU46Sc/2SG/1vp6LyzdfPbRJRvoqT1oxb8e1oxuOdJ5avSgRKdsNFhMC27ru3C4gLz/nLKvpzT/cfQ4xhbxbCl4hAP/wlZWfLippcT/BzN9j5hZmXs7MX0499xwzP5dj259h5m9OPspESupgyZ6WtVBNoQXnVGVRluO5Lqhs1WGoRvQOqNkRj0OVF7aiQCEUMyfb5yBzlUYC/k7XvdLnuq9GpSw0iM4LpXJYDrX4Wwr1GXKxF6psMJfDeAjqsy6BklpPI1L7xTCeDcvFKgDFLdLmACKYHyy/Na1J8TNFJ5lrjtGdwATwwgcPfSbX3+u9BU/jMU8JW80E4AUohZ9iacLkYbgRqHERr0JlKQeholofh5pjdwEqm5wX7XCNTUkt3xD1aePGjaXSEa/KpFZw6CW7IgZTPgQAnm79sbITng6KU65s8sNQtuRcjte6ASyLbYnvSy61JpyPXFrnO20sMK9pTeTQJDnqNEan1pHvtVKgP9LbBCrtoHMA0D3W3Ww+/51zH/7CLPpr7gyM+zuDlcGvQ83nmg4Tgo7MkCzpgpMwW5MD5aZMGn0ATjgDnl9J9FduifdVuCypoKDW8HDoXH9/zZwpdUaS3i1Ry3y1Pxo4zJxfEGd4sKKyu7NhGQBYcd+2My/vQs/Vpkn2Sfc4dXUPX9nuqw7vz3WcyuWdHQtWdrx76Y6zfRNFqyjYfX7Fpusn1pOd8D4CUM77rG0b65jzBqbnHFN3twY8iZIL3mjENQAXlTwoAY8C+O27dO5pMZeDhktByZroZE9LBSYKLBTLMqjFjQFlr5ugFgMLC+yzF6o5vQUZogfM3BtjvnTDdRuBqaWOp0NvSl1QA0YeNoxBIsoVcfBi4lBfguq3egO5v5vFqdcYKmPFUBH59N1IhypfuoSJgiF1RbzlaXUDzpbl5ugWPznhGOtzttDMxQIzgu5kxdQbloYWAH8KNSzynmW+lv4VS9hqroDqx5zuNS6gbE0lVES6GipzVaiReT2UE3IRmb2QDBtR7bR2pJpEW1mhxv3pw6JRxs1GACBDvkZ5SgZ5xPs418baSKjIOjEtM3u0/cnFzgJokyTaCSoDfhjjPawGlMO5FwCSy6xdeq9+SIuJXeM7kQ6VDcyLPiCW2U3uMAh35MIknZdoW/uPuMcXzEmFQj78oejDseGyMEAltWl50AD847kPf2Hjun/+o6lUCO4qfEfvNHeW5LPlJtR9eNrXuHRFnF3tELvCceMevxPzrAKLNcg3yoBFRbyvYoOnMrJfM50JfYa2rZ/r6qrvP31q/fac+84Y0m6PBvcBABEOV/ujjbm2si3PBqjAdip4TqH+mw1GZUNfl8efmLRWq1jWtUfz2AeEkBrprm5HvQnNY+u6L9kIAKY/sWjBipuH+64smRhEYFqUfays91uD/OupktBcc7v/7K0lK6fecuZogusF8RHJVFKbVoAvfWXlp3/4S5e/9vJdOn9R3C3HqVhK4mDJnpbHoVQ4npjmrkkopb19MzjtVqgSuiEAS5LMxy7a9kpnXJ2wJLhAsF/K/Qs0LV+j9WKklccUdanHfozP/UodCjamNhTNAE4ie4E3NSVV2cmGCIH3l3e1/tPI4pJOJa8w4lu6k6EIUNRcslLwyQ8e+sw//MuuP/v3u3T+qbm3bdCsCFvNy6D6MxdC/Y1PZxjKfgDvncFpG6BKKV4D8Cgcate/Xzcqbgbm1rHKgRs3GjS/JbPlmhUExI0eBOyx0iWzV99j9Gtt0YeT1WyOKSYylCOVtkW5IVDsofhS/5veQ9qoVrT6KOucQHEiQHOGsbe70j1eg1KKYAmNyzXDOezaxt3KJC0G8AxyzWi7Z7gvslM5ST5brgP4CFTQdFolXG7CvBTvqn4YoGn2ZJKWHAruMcpiB3R/4lEA8WvtS06ePr1+T6kF38IJ785KX7RNUN72ggmfxYr7dpx7dXu8efP5UxX1/Znl86NEKAs29o2vxXJYh9DCvk1WzNca7lqwCaDplDzeUSVhr2Hv8BrWzYRtllRgy6e5FHXuWuslAfjLr6z8dMsvXf7aHSmLnDaEuZyDVRJK9dt7FWra8XR/MSOYnbTvcmbWLtn2+Tdte7szWSGsJHS47g6X8zZAO5iokphmD1Tk5XrqZ0bxcx82QTnH0/nruuNX6nrPyAaT3KKHBc4EIgi/Zp0s5TmK4K8+eOgzxWQR7zzTKQ+8t21VPm6GzPZvQJXtTTeIMBv74AfwKJ0J/cD4xrJmcTNwZxSfpFgqHfHDvAVxpjtpmDBJagmc9Dh6nziR+h27UH2hU8J+boxujW9jwUULPLCPB0Glq47IBZlylbZuqGBD/VxQVhUp6nsrIZ869+Ev/Mhdfg/5YaUiWMxjvuH5YsSBKkN+CdOY0QQAdsTXM33nKmP/Uf/uoe6aV777nXfh9OkNJXeuFISeSHnYkZRvDl+OnkTytb+xdt21k2taXUdL71fUdyU06atbdX1voHp4GvdzdqECXncMIojmBbevl/o8Xs19GOCS97IXYDGAP/vKyk/fkxcrgUEki37cDUqy6Bb1ba6obxsV9W2fhGowP1TkrgsAFOwzKITNfKpbyuujzHmH7JUCBjxRtsMJTh51WWYP6ruB/NZwc+o1B4WziW9CpeMPQAlhdEN9VxOOy+AYgy8x+CyD32CMLYrOYOLsnxnD4JMS8paEPMzg1tTjIIOvpM7bn9ruNIjPLzdGL83FeQuxwBy9o9HyHCwC8M0PHvpMaUbJzwKa5mO+ETLb3dS/X4MScPhzFF8OO/Osrk1t1G8e0g9Vv4vu8GKRk4ZHxswr0tIOM2eKbrCElrs5mkB1vnZzqzZKF1DA1lCcejzt5sHAUd8hbUhcAANlh/1vkqRJUWxmXGGJ8yxxkiXeAADWOJJsduemQZuR9BwsazdO+d/QOo1W0au3ij69FS7aYNObcHEFACBxkyLikFEfmc4Q5Blh+pMbAO4s9Xmm4O/PffgLM5+tVkLu9x4szxcjrueLkWMANkJlEvuL2q86/AjAM5JRZ0YsaRknD5/Yss22zTtaqTFqeVe8dGOJdfx2bWvSFYNZL+dR7yRjqLt27/XTq46lnshpb1iSO3ij4XDHyVX7+9sXHQSAvitN+6MDlTmqXrgH4AsAnyGSJwAeBgDDsA8TFRcsmgoh3P2a5rQJ4e4nkq1EshXgUwBfBPh06n3EAD4S8CStuThnIYjgNYS8I73sBfh53MMZ87lSESwVJY8yivq247KnZTeAHwPwLMYFLyyMD9f9FlRjeTuAr8/kPMzcc962FzvTTN3PFQ4jaRAes2ADjJMmDI9GYhGmzgsMQpXpZP8u4lDCGCehMlZp0o3puaI27Qxen/GzBPAqg+M03omzgbKmzjM4QsWX2I2k3k8j5/5oNqtm1YcBwC+cY7k2mksCurUG4JtAUdL5peIxqDlM954xmp+ZqWkTMtv7AHw6bDV/DcAfAnhnxss3oezNJSgp93aoJvVlwDR7hRisHagJaxeDJRvaPcX5vSBawba+gm2tkwz3OhnuY1rTyEESyFeqDAYPs5igZJYmAcALF9Gy1/xMoMcAwH/SF5YBeVBYIucsLB72VYBpTIqaDeekrLN6aFQE2cdR6NwAmlhGBEYSgFZUhkvihojoLSICoHty7ILBgMHDsKmJQIuduH64uCFlM4cIwvRZV624Z4rekJJSDuDFcx/+wo51//xHd0vOOS/z1XmaDqls1nPJZ8ufh5pb9TmMj4sZhlI5HoRaz1wlgSZhOL8tbWPaNmNkNPDGkTMPTzmPrhRoxJUArJ5YYG/PTX+8xpvYv6W292FDyMtQwlp58Qbi+URh4gB8N19fezg5Gvj/2Xvz+LjO+t7//T1nZjSj0eLdlmXJsh3bcWI7tmMlzmI7acNWuG1poAQDpbSE5hca1YELl14upJS6DQ00wblAGmhMoaSBGwKUlgJ2S7zFTuzYidd4jSQv8ipZ62znnO/vjyM5staZ0WyyzzuveSXWnPM8j+I5zzzf7fNdDhC5VE5nc9nmWHt4QEew3584UlQUv5xi6DhyNhot2mSatqrKYcAGGaCWTTtBkjLADMOZKcI00MGaHLcBxSIsUyWrmTk9hEx7XMLJp7YOAF9/YvaD+1Yf+eaAQiX55JqsweqLMeWwAj9yzsz5OfAp3OaBHzWmHP5x32udM3P+H/B2kk1hUb34pm03XHKcG5UBDw85IQG9c3MWx0nYAfX9pynmcNKyNbiHvb5Rt57h+j5dQ8k/zxNkk6I9hyxD0bug+zDi0qboMUHacRuyNiq6GDdCNhcYJ8gVpxlFz+MqN8YVHc4Q6ymWB6DcTGTd0wMwKdB+8ly8LJ8GFsAD7936yR0/ueMbz+R5HVdQ4HtQxikPHN/XGp/5DuDdwNdwmwh+pDxw/Ir/E63xmd/HrdFMrs8UYBwq2WhumbBYYmbt8FdnjV7PoEzThG+awiZfsTWocQUgyBijS3Y7Ya2AK0Qv3BQegzC9vNKClJud5qAHOymP1uulYDmI+7wnfIuNkz6C3fEdFbW0zD5iVcdO25MTExHsoq2l45xx1unEDZFyDCrp631WOnA4Ix3mGekybIZoLyEIJOSycWyYTk4iyCXj26Y3n5xwBmRIsY8sMwf43v57H/69G3/8eEE94deCgdVD0WfbLwH/M/b3pf8IPIZb4rCo6LPtV0SrYn9fegzT2U1iaKOkN9FYYOfO/TdM6oyE8uPIgZ4GDOeBSpDQhWhoxa8bq0+9a3qDz5Ch+4+2N49x3MhTv+ekZ++54oMSay8ZtF4+kfDP9Pmso6bpXAdgGDq5uDh6OS2/O2X6lOMY9Y5j+IFppmnXi2i1Zfn2A3MHFqfRk7hZRgGGES4ReavWS4SwiJNQNbIqZ+43nOsMcV5x1MiwmElK+IDnn5j94KLVR755Oo/ruBLxDKwrMKYcjgBrnDNznqF/k8+ea/7VOTOnCxiyQzKAqkaOWNaZdtWcKcgMhKCRcF9PLZjCgMqCPezDNZYO4UajznFlD58ekpbqFMRU9Dbc/7eD1QSVAYt7GVyzABTtCcu/gqsuZig6EXdznUaaReshsXOS/DqhqPP2C/GS/Q5GhvoPpc03uo2snDQk9BiYbmPq31vjM38NlPc1rrqv2dcan/k+3M/8gGpZvTGOhjf6/mtyVkVbkkI4w5UqohhjooO6OVX0GMpkTBrUxzhc73q/L+xAg/8lQZIWcBBDlxJKbNFIYEAjTFR80uqbHdjrm02vp8HoMit9J4vQgNMSXdl2CoOAf1/ovNHsqxRLQpIwrsNN90wNQ3NiYPkCVk2wNLIx2l6cTwML4H8Anwa+mud1XPMUfbb9CPD7sb8vndrXuOp+3+54YG4drhjPHww3XiLh27N196LrLduX1zYgHQlzP91nhB4M0TIZ9HyhrWJos6oUhSs6xCjXo05rf0dEIlLUFOsoXpD8SqQyGg2+Gg4PXA7WbQhWmqZTaZqXjxxTAfx+a5oqWJZvCzBNRBtN014ItItQhXu+SRnTcDos28hqnb8IwTJ/YvyleMDCVXDNFxOB556Y/eBvrT7yzZwKpo1m8iJRYkw53GRMOTzUwfvfgMeHGycKu9tV83qgFtS6zscBU5jf5y1bkIHy5C/gRouqcBUPl+FG6w7iqpptBI7iGjavALemth7xC3KK1AVGerhF0ZmK1nSvq4YRGOLFhpUzF8P04uZCqIEKAv/vvVs/mS9Vw/5c3SIXQ1IeOB7vTh0c7P3TwAeHHUjpNNdPHjJClBNEN4v0a5iMMb5rwP3UDjubI3MTsY6lMTqWxObYY52FuOnZG3HrXS8Au41241hRfSB1oZagNR/TqU/5PkDixtjQ+jFzQr8aU+M7VVRrRMypkkj/wCKiKQkPjITS8a3LEM16P5wkeHT/vQ/nLcLRn+QELkajyEUyFH22fVAP//inDimwCreGekgOHJ+RyLdxFbGNYw1doUqQK56rqeHOfTJAiq/ht/ZPv/PIwaX3b6pa8rEtJTPuOrSCIsolpBsJ6BZjkrNPSnSTnTAvnd533bFU2x2oGjfHYoG0avRFwO+37vT7rRqfz14hwphu4yptfIYzmPhHRvEZOstvDNlvNVcsB/4634voTaHXYOVNA3IoulMKtw13neR9/aozfezwS3/lQxNjF+5BpjdHgDO4fWbKcevFErgRo5W4yoIrcb23u0lTmEKQJYJkvfYpGYqNpBrDZ4SgkbhO0KM5m3Bw5gL/+N6tnyyMU8Q1bGAlyU6GF7zwIeTuwzwgug231u9KfHazBOyJqm+Jeyhqx6YltnTNjy+3y50bMCnBuKxlcifKSpQ7gQlmi2mHd4QmiSOz+o09DCKMkdLopYL48BhanKupxKAoEIoVQrqMCfxw/70PTxj2yhygmvzrWmT8U4diuPXmQ2IaTl67icVsOXW8o7gEpE99qjK9tN1WvbJBe3hS2+abPrR96uQFp5aJoT5fkVUGWEaIBeYkXWlO0TuNEPMplSVvbl90KtYRTqumLJHw1zqOJCUskm38ppWzBsfFPivf0fIe/vKJ2Q+m09ok44wGFcF8hhyHY/NQb6qqFVHNoz6/UmOypUgG7rNl49TaxEG5YGC8aWJ0+MQso78Mfe8c3q24fydduHVoI2E2bhQrb3VpAEHJ6ZlU1DVWC4EP4kYJ0hJtyRh67dVgpUp54HikNT5zB0PVYlnyJk5KfecyjO5AqBUZQOzRMscl9lSMQzQqocQRozza7MzoiMUr7b57yOX9PlDv3xo47Q+oSZfRJXNSELnphxgsUr/9OgnfTemOkSFyZmABOJaZ9+rzbiqB7++/9+F33/jjx/Pe5ledwvArFTCbgEFrs1Vp64gU56OZNQAJR84e7QjbIAOkTQtbmqbeCarFPuv4xFDk9KzxLbGb/8drt5oBu2/EzQdgRX2Xjr6w6IThsyOOZfocyxxBSYcUxWJFL4dC0bxnE/jM7Lag6Y3tGO25misJvt9dj3Uir6u4hvtgjRhjyuEzuM10B6TFcbYet6w81UMo0002FRtJNTGe4ODUJrDujmuiQ3VA390FXCn1O3BTAu8e6QoFmVIIUayg2Dkz4kVAXAWnQuHr7936ycXDX5ZlvAhWMrw46DsJOez/9ozrB7JtcoPuQrhpoLScKy+ToHYFFthNZSudnZMriA3wpaxo8e7gpqI3A7caMaPW7DJWCjLiPjISTlgF8AEqzWVsxPDZeY5oXsE7gc/lexFwdcu0Z4gXh3pzy67Fba3tpYOKu2QTy5GLR9rDkeEVeUW6LP/MhvayO/+7vrr2xKkJpwa66tKRiTsOP3ez48R9C6yuolucuG/E9fK2bS5yHMlnfygA/KadMwe/IZrv/nu9GQf88InZD2ZV4CMZRDTpVz4oWAOrm+8P9kaZYYwrFjmWy8X0MM1kY3gIOeTBsHFWRom/aqm9y1Z7j63Owe63DgMZb1QqyHJB9jCSfj8jxCdObhuOojnJi06SItx6rLx5I8GNYCX7uoZ5HleuvD8+HecsbB02ZTk76D6EeSKkVF8ocXNB4LvT28zd5S/JydB+41h4NzYJictFs8VcKhkumBZDb5axkUuYTl72ZAAR/Ag5e/4NI+/Bor58ef+9D+dVhEW5ehsNZ5CdDOE8njfzzWMiziA9prKHrbQdbg9fUKQmtTul7Jmn3nXd8/+6YuPhN6bt3benZndba/F5gLOvVvsYWuwrDaSsq6t4YiwWGDLLKdv4DDtn5ypDtF8D+TxzG/B3+V4Ehib/ysfy8jJrkhhTDv8tcA/QT5HNJ7Lgep9vgjlgN/HsMcXQTWVG/yLzFFiawFoSx1oYJzEvorGdqurHTRvIOIIsBF7OxtjJzZ9bt3+5P1IQ+dm9mAX8U17rsbwI1rCUB47vwq2d+9d+bwoT7Dsv3mbf2JrjiLAeRqgWIa0vV1Gp9L08/vbAv1fc6F8/eXHgn2Y0+Y+EdkWvj+0f/u405hPGSEksrWaqo5HisR2pKx1mFwN4bv+9D6cuVpIpvBqsYekWu1iM266mXx3PhLGXVt52056c7jWOEjncVtKgyNzhrx4IMfe8Nmvlv6x724If/eDuxV/92z8M/vLZO35Rfc8bJYgOK+qRxnySSPhvUU1bzCsDS8jdVKboDNBDuZsxKT79xOwHfy9/0xd+DVZBG1gAxpTD/4W7GX0CV8r8Mg6cFXJXeD7R0C3jzNQjV0NhIEVApapmpVZK0Tj5rbXLqWExzt9Zk8v5kuRe4M/zvQiPoSkPHG8sDxxfBdxOX6eEEpMOX85U6kDrEcb17r0yUsShuuisMb9oTzihAxzsMoJKTvreDePkor8AACAASURBVLGAnM1k+uxKpCBEdXozBfjB/nsfLpT6MI8BGP/Uoej4pw49ilsr/R36fHAjsaKcRUccJXGkPXzAQVKQTR8OKQ23+ksO/nRRp+NItqLKJ1Uln7VJOTvbiEDAcM7kar4U+O4Tsx+cke9FFCoFb2ABGFMO28aUw9/Gba74dbpT3pod54zl5oNmnSB6fIJB0j1ikkXRcVHiJVHit6pqxtJrFN2n6HZFX2dwqfdcnEZy+hnzGc6YIiPxkinO67mcNwm+9t6tn8xLs0AvRTA1ygPHt+EaWR/DVf2EmHHIaAhnPI13YBQERyTzgi2JxrFdifrxtzsdgWGVzJJFlQtqyzaNmRu1rWgwdbDcfLpy6M4RgUAwftofjGUl+2AE/DbwhXxN7tVgJc/4pw6dGf/Uoftxm9y+BKCKfeDYrJy1nznZFXrJUqOfEvJIefXMlIqfHpm96L8bpmc03VHE2WYY9pbi4q6wYWjeRK2E3H6IfYZTFDDsTaA5E9dIgjHAj56Y/WDuxdTEk2nPKMaUw63GlMOrcRv0/uyS4+TEuAKIuX2rmjM9rroKUGWCnBJJTibZUntfpxPbFHUSm9ud6CtRJ7HZUe3b62emolOA2iGGyvoGYYjm1JNqipbNCl+4vSrUXGg5y37gR+/d+smsNibsRyrpgZ6BdZnywHGnPHD8u7ge5r+RpmAOi6oFIAsS4ILG/NcBGMXxpGR/VWnTmLlZE8ZmjZmbNWZuUofjV4wqTCBhJrSzaOUQW0pODiMi5DQXZExF84oxFc0rQPOrqNWfL+6/9+F7cj/ttd0HK13GP3VoF24LhvfbjrEtFg/kzHAo9SeyIqDQHA3NBmH22Jazyd2hFBVFNxYVRTcGg5EXi4s7X/L5ErsHMCiCoVDkTsPQvEqX51o4odhnLysLJFb4DSdjzrEMsRR4LNeTCp7IRVYwphw+bEw5/Pttqg8B+3IxpyL+DiUrtQvu+DrRVmdYT6iqdnZpfIqNsyKOtVzRW+JYyzs0anU40S22OkcBBCl2VE+q6sCF+znCn8Pmn70JGYnrQJPc2HPGdOC7Oa/H8gystCkPHO8oDxz/gv8/K/6YgeqzsoVmNzJvnStt6903a1Di5l5UlmMby1FZjsoK4maNxswtmjDean4ZsK7HcPrVyuYaMe2cq4iKgK8oUZ/reYdBgGf33/vw1FxOqng1WOky/qlDOv6pQ8//1/Zlvw38LyAnkYoxfutm0Kyln+05P/E625H64a7z+xPb/H5rpd9vrfT57LsMQ28PBmOLi4u73giFujaBOgCqxmLLMn+ZrfUmS8Bn51yIBCBo9pPDLwQeemL2g+/P9aReBCuL1FbXv4hbn/XnQFaLqwW1wsIAfSEyRiBOYp6qDmkwiki4SPxHBnirwkHv7NRYuaom2p3Iri6Nj4loIq/eDh9OLhX0Lueti2BMDzW39GzKBcTvAjnrFyR4KYKZILR6/anQ6vWrcJuBZ/+ZEvpGpDOK0xas1S7/lmEvDNjzQNuu/KEYqNyJLcvUltc1Zm4hYR6iyJpMnlU8jYCdq5qMK2p/x1Q0LynAeqyJwJ/lelIvRXBkrNq7Lr5q77q/xxXd+edsz9dpmfuBrAmjdCYCldtOT20ZTpAikfDf5jiyo+/PDUNvNk1nRTAY3eL3x7eHQl2bfD77HmB3ttacDEW+nNpXl/ebgOEs8Rt2oaUlQ67TkkXBcJJ/5YFRbWAB1FbXW7XV9d8ArgP+gSxJkpcb7DKEbKtGTYwRH6+qLUNdFMC8FXhzsDE6NfaywhJgvoPebqtzOOMrTRKBiTkMjVwh5hH2xa830EHlcPNISpLbI8aLYGWM0Or1m4FbgI/SU5+VcTQGLMvO2D0IiVNjVqhlDGksijAOQ3cN8q6PhGGjXIfKchEmEbD7HZByiRFI5Ko+4YrUZ8PQcDAcGbAXUJ7J+V7jpQhmhlV7151atXfdHwM3A8M7Q9LkdCTY6cZhs8fJ9rLFb1wcP4wyohCLFQ2a2m+a9kK/PyGm6azo7gmY1zKAgC+RS/Gwy/uNCIR91jB9yvJCbvcaCj9FMJ/qchmltrr+EvDpHY013wGeAN6eyfHjSmkmxxsMhYoE1s4A/qWDXSMiRhG+0zG1BlRvcdDeheYS0UQ8TMASyWzvm2SwkEYDpjt9DiS5QkRjuTEctN1AL/nFbg8aVlfYiMfKzKg9xhfRsb4u33hfV2Cs2VVSbMYPnY6XHxx+vMwhXj5ORgmtXu8A34s88baf4nrt6sjsl0sRrvGW5RoDId4wbkZg5oUzIkPM5XcWEJMEyACNJeXKxqGmswxx6lGjJsOLHRZVWtQyc19s3Y2YTo4clhoHLoqh7YbP7jR8dsQXsCwzGFd/MGH4gvGAPxgv9hUlLNsyn8/NmnqtrtByBkY5q/au2/Xsgo+tAFYBX4HMZtL4DSeesLP/0X39/MTllaXt28qK4rcNdo1t++ar8poIi/q+J8IYEe0t2HU9bnubjCo7J4Mqsbjlz1ujcclRXyxVFDc7rK1beTbiKHEFx1ERB3yOSkihBPi/uVhTb/KV+pcsV42B1UNtdf1B4B07GmveAXwVmJ+JcUPCkFGlTGLjLLXV2WSKccXGYam9J6LxCOBX+m9AQzDfwtnhxxxK8CIrfO3CvAkOkjfJ4MzJ+GvXtEDrrin+Nnu8r9Oc4OsMjPN1lYz1RcrLzOj4gGGXwrBG+D7gQ8tmHCqkZsgeaRJavb4N+Ezkibd9C/hb4AMZGroJyE3tom2Ms5rKX/NVtE4SeSujQZUIcXM3ShEwGWR8MsOJUKQB+ySx3BtYkTNjDiTaiu/I9bw9iGQuLGMGErtCYzrafcGE+ItjrsEUipf6ihLjDZ9dJkIFUDHEEBawLPDAi4VWEO+RBqv2rlPgB88u+NhPgIeBz+EeakeEKsQdo3ik4ySHsKG+5sbfn3O40RCuiMAUFUV/Y5p2sYiWDmRcDcE83M96Ts+yccu35+DpqpH0Qx0pJqhNBs5WqjRYSr2jggP+HoPJUcYqjAOZAMMq2j7ySP2TOTewCp2rzsDqoba6/lc7Gms24Eot/w0jzDEeb4x8M0uFOInlphq7/fhuAjo6NbbHh2kp3JXOeAm1I/482DnzitoO7YqOy7lh10ORYXVZ9kh+b21ZVHxq9x+Of+2mEjM+mAR1MjQDn6yqbMqtceWl/mWd0Or1x4H7Ik+87QncNOVBPbRJIRwRyZ1X1ukoWpRoGNfor26OisEcjRubMLUU5XqQ1MU2DE1KDTXTBMo7iZ4Zk4+pAfAH4yOcXB1/ceylKfMbxgfLu5YMf/2QfB54bYRjpIwrcuGl/2WLVXvXdQFrnl3wse8AXwLuZwSlHnHHaLRUFmdqfcPPZ5b925HZ1rLKU5umhLtW+HyJHYbhRE3TDhuGptPGZCJwENfQyhkBnzXHNU+zm1o5GIbbnug8IzjXqnIg6khL3JHbQKaPYDm/BP5xBPenR08NVgFz1RpYALXV9TbwnR2NNT/E9fh8Gjf9JiVMtNnMUCQsBcRSe24U6zWgBrgzPoLyMp8YeYki3RRsieyK5kxNvx8R25+WLLqgZ24vffPg743dVxs0rN8a4TLacVNWB6llyS6eeEVuCK1evz3yxNvuAP4QN5Un3S+tXArDAKBxX7XTGfiV4beDICtGJHauNIJW5LjHOGYoMdM94ufngB/rDKbZxkPjRWVd26fMb5geCMdG4sTp4X8BjwUeeDEPT75XX5ULVu1ddxZ44NkFH/sG8DXgbemM0xz314PktJ4navvGXYwFdNakc4eARSIMkHqcNG1kOGUyGUQoLwtF3miLFF+f67kBHJXTINPSu5fdUVushEptBvbKF4H3wtACJtmgR6a9kBn1IhfJUFtd315bXf95XFWe51K934Zxdn68gcdwxSpGbKHE1V5iqb1n5KtKjUp/V843v94Yoik9+CZOw9vL39j01ek/G/eB8a/dHTSskUYuFbi/qrLp1arKpvzsBp7IRc4IrV6vodXrf4hbH/C/cfPWU6Vt+Esyj/icpZk4bInBrQSsjZlYU0rzChVmMNGQ63l7MFKuwdKO4vFtL85Yvr+l+tbDKwLh2Ei8yD18F1ibH+MKSFKi3SsLzQyr9q7bC7wDeA+QsqDTuECiJh/KnzPGtZgizB2hcQVQBjSShz1zUtmlvLWBEdGUe5c5yisdlrG33TIXJ9TIhHHVCHzwkfono4/UP5mXJ9qTaS8gaqvrG2qr6z+Im8KzLfk7hU4lV/K/lzFEFuAaWZkgFFMr5z2xfOjMfJ7cS33RpL48AmId/oOxr2/72vSfVr1n7IEVfnGSES1I5u/mMSCvymqeTHvuCa1eHw2tXv93uOqmT0MKMSElp72LLk8b8Weup6CpNyL9mp9nHV84lsOG0FcSLI0MKDrUH20umdK8ceZde+3KJcfu8gUTyaT5JLPX7MEVeIont47Mo3gqgrlm1d51umrvuv8AFpJiy5qA4VQL5PyZeflEVSYbKc/HTRPMKSVF0bxlgAmMBR1WHVoV21a2dljG0XbLvMVWWZDE8O3AhWGu6cD9rKXjQMwMgifTXojUVtdvB+7ALUpPwuOplAiTsrys/rO6br6MyQ4rLHU0ew0FB0IEMdGsSOcngylDe5XDRuz1j0zY8epj1f82567yY7cZktQzEQfW0n9z+TluPnIP64EvVFU2HU9p0ZnGi2DljdDq9WdDq9f/GW7vs18ndZNwMquLGgS1jYydekWYgM/OfYsEQ/Om7GUYztBeZdHT5VXnN8+6e0+oYkHDStNvJ5sK+mPg9T4/a8BV7epxmrUA7ws88OLrgQdezGthghfByg+r9q5LrNq7rqdlzVeBYRs1RR3juCI12V1Zf+K2GVTNaEudkUbCUkYMzdv5WQTkrWe/H6pELYfNHZZxpsMy77BVkm0xdAjXIdh7L3OAR7myLcnDwL8/Uv9k/gwskpdo92Tac0xtdb0CP9rRWPNz3NqsvwQGUdMRLLQl10VMIoJPqXRgu4P6cfthjARD0c5c1iioYncr+eXlsyYMtAmqM8HXuf0D43ePmRs6P1zT3x1AFa5R1ZM+9TjwPqB3Mf9TuHLds3ENr4XAfVWVTXnzJgPgRaYKgtDq9fsiT7ztnbipPI9z5WfnSpSifJQR2S3FKzRhvmIEExGjODFyhSwZUSXX6GOQdCcx7IPjZp5pGTv93K1iDBmdbMItXC/D3WsM3P5HncAf9bpuP3APcAnX0/w54N7AAy8O1IA+53giF/ll1d51l4DPPLvgY0/jiu68Z7BriwxnWqbU6FKhJVJc84tDcw9OLulovrny1I0ijFSdJkdKiAVFP2eSKhctZW/ENhYosnyIe2O4Z5sKYAbuXhPDPcd8jbeCL124Z51f4ZbJfBn4CfBMvtICe+PJtBc4tdX1EeBvdjTWfBf3w/PHA10n+TIQRMabMN5QsNyQ8JyRjGepc9oUI2cqX2es4DYLIxOF22kRMq1e0ukarwpceuXDE3ZOqwi0357kEDcBTwKbga/jChc04W5KDu7h5pe4dXJ+4DBudKuxqrIpzaL3DFPYe9A1Q2j1egV+Hnnibb8GPgl8kYEFLfIUhRGcjuAtTkcQ34T2jSM2skynLEMLSwpVzsUulORMEa0vIloEehZkMoDht16fOOdkorSiZWmSWmMVwKu4B5i3A7+Le8DpqcF9Hjdq1VNXGseNVLwWeODF32TsFxkhjrffFASr9q47AvyPZxd87O24n5N+6WEKcZCcKiT30NReNq+pvYzTbWWHf/eGgyM1sGbhRnHTErVKh4bzk/La6NgU7bS6nRmqnI47cjTqyFKQu5K4vQiYiuvsmwA8CIzHPS0YuOeYz+CmJpc8Uv+k86Wah37c/f7zj9Q/mX/nWU+KYAFzzRtYPdRW158EPrajseabuHUzlw8Xgsb9MDNvi+NyNGuywg4H7erug5Wy2lgCe3pRDv/aX2irzks9SQ/FZvw6A+fNuaFzjR8cv2veGF80VWMvgLv5zMfdcP4E2Ii7CX2zqrLpsZ4LT5yqKMY9HJ+uqmzKW7G9R2ETWr0+BvxD5Im3/Qtuo+L/j96NuAsgAGBdKFkuocTrRpHVZpREJ4uRumNHhMVqOEdxjGTTU0ZEvLlkP2rcnYu5BkIEny9gHcHQhsk3NJQUj+8YLjo+EO/BPfj8GjezwgE+ChwAPhF44MUWgPhTdwkQwpWp/o+M/AIeVyWr9q779bMLPrYE97vry/BWuUNbwn8QyFsbFYBznSVzXth345tV5a1N1024wNhQNFnnZ2/8uDWIOelNZdnGvubO0lT6dWWcoGkXtSeM4zFHmmKOLANJ9aw1Ezdz6+e47Yz+FNfwSgB/+kj9k1t6LvxSzUPFuP+Pf1MQxtUowTOw+lBbXb9jR2PN3bjSk4/hfggdkWEbrWUdESkXqDUQVLXJQhtwU9FSocpSe7dPzKx7ejsd87VzdjCvm5AhGvpflRtOVPg7RrLxhoBlwF/h1lXFgRuBN0+cqrgbN01nf68eV5kSJhkxgpciWKiEVq8/BzwUeeJt38T1MP9O91u5aTI8JGJoJHCTHQlgXwpZvokdG41QGhEtv32aWPYNLFUSXafHJlPAnVUmzT1RFJ7SOtID62LgBdy95g9wv4sCQGn8qbuWA/8ReOBFGze6VT/CuTKKV19VmKzau84Cnn52wceewz1UfwoIxG3JufDVQDRHimc0R4pnvH6mgusnnnvljukNs0VSjkbNzsriBuB0y7hLuZprMAKGfXObFYiBMRLn/1TcrJydwDtxs3XWA699qeahPwJ+/kj9ky2P1D+Zc6XJZPBk2kchtdX1Wltd/wJwA/DZSpOcSw4Ph4hU+JAFBvIK8ArJJ4KJrZox4Yyh2NQ5qSA274t2OBMelwBuoee3gNO4zomHcBvs1eIKphQmyVadeyejvBBavf5gaPX6dwPvBP0pb9X6FQjis86XrkycKTviRH2bVFOQRBbNSW2EE/O9qpaZdyeYE/NPycQwuApdAnwDN+3pnbjF5zfjHpALFk9FsHBZtXdd26q96/4SuN5y+JeL8UDOxbuG443zk275wWuL9I3zEzbZjryZwq1TSULYY6So0nqqZfxI6+FHjGFgCJKJTJla4P3AZ3GzoqbiGlofAh76Us1DmdjTsoCCkcIrD3gG1hDUVtfHaqvrHysz+CPcg3VBhUZFREyRW/xi3GIg23GLnpO5L+uKOwmVYy9HJtya7XmS4XSiPBM55iFgTlVlU4S30gUP4tZmbeNK9cCCwpNpHx2EVq//lRi8X4RHcMUOCgqN+2Zb58pWWGfLzqgjyUq6Z13kRRXtqJ9YEAdFxzKrUjJAB8YEpuDWXvmANbjpT28AJ4F1Ixw/q3i+nMJn1d51b/7R/nUfUeTj5LmNyEBELf+4LfUzVnxv15LKC53FW4a/A3DlxbN+pj3fVv66o0Ze66968BsZaYUxHpj2SP2TEdx09WrcGqwDuGIWOVWeThaRwu+D5aUIJkG4ouEc8GBn0/Rv4KYNvivPS+qHKXKboZxx4CUBv43auGlt/YirVRxXa58P42LQ8GclZ/mX7VMvKJIzMY2haEqU1mRoqIruOqvdVZVNHzlxqmJGVWXTzzM0dnbw5NdHFcG6DRbwrejae57FjVQ8jBs9LRg07puTODkmbpTEXkbFkKJEl1kSH3gfEeYSjG8DDKL+BSAZj2jZUf82O1KUTt1GFhBwpB5TU03dHojrcA+/HwFKgc8HHngxJ9kHI8EznkYPaxrXbvl8dd0y4IO4GRrT8rykK7DVCPz0wI13VpVf2lsejHaYorqk8tQ009CBovylwEu4URg/IxQEGwhVLhw7NyWvNWu9CZq2E0+1v/nA9KRx//0j9U92fqnmoRmP1D+ZSvQwP3giF1cP4YqG/cDvdDZNfwduzcT8PC/pCkRkiul6PnFUN6obcRvo6VsAYOEkHNULhkhGU2tijnFwZ3RcQUSvACIamKDKhRTr6CyufD7OAz8ExlZVNp0CqKpsKvwNCJDC3oM8BiBYt6EV+Fx07T3/iHvw+cM8L6kPEnA6grcCiGUcNMLxloFqJkQYj3AbgPqcrVjmHZlchSpWx5uTCiql0k74Wn1mSplKDt3lkt1/VlxHXlF3T6uu7lfB09No2GP0sKZxrQP84PPVdT/Bdeh8DsiLsuBgnGgds+BEK/gMO7KwoumYaQwqtNrjaMlKVK7p0tiDjhpDyZ/nlJBpl7YlUk5IsuktquTWe9YDPFL/ZGf3v0fH2abA0268FME0CFc0/Aq3EPnPgLN5Xk4/VPWCumo6w/39+i3sQ5me/9/ap0UKQgqtF1H1pdq8tRX4Pq5i4L3AXwD/DXzyxKmK+0+cqiisX3AovEbDo5Zg3YY3g3UbPoB7cNie7/UMhG9ih5VUQbrPzngkzu4q2ubE/IXldY/6U32SDNxazsO4iqWfAL4LLIk/ddcX40/dlffaslTwtprRyZrGtV1rGteuwRWL+DYFVhIBsKzqxI4in52MY3sxQzTiTQdVTtdfmDRgVlC+KDKddFSa1wP/BXwPuA/4JhD5Us1Df/Klmofekcn1ZRXxarCuWsIVDVa4ouFp3M1oDRl+mNNFVXHcL+qkiKs921YnY0ZWl2Pu2RcrX5Kp8TKFpUaqtSA/AH6GK14RB/4ZN2VrLDCtqrLJOyN45Ixg3YZtuEbWfUCBtABQ8NmnEE3OwBGW4rc2Z2x2Jdbx5sScKYclizpGqt+r23GbBy8DNuGK57wONAJLcBsNe3jkhDWNa8+saVz7CdxWMOvzvZ4e/KbVMbWsrSjJy33AXtxMlIxwsnn8cVUj6/XrqWCkLiLUgZtG+SHcSOXv4P4dO7jNzAujd+dVgmdgjZBwRUN7uKLh/wBzgWfzuRZV7bDQJgdNpR5hUlQTnbY6RzKxhp+0VZHL6JXCTs1OIX0tcENVZdNZ3E3ot4HluIW0j2dhvqzhiVxcHQTrNmiwbsMPgetxvxzb87ke35S2rYGprZXJyimLIPicBZj2jkzEMKyO4HYn4cuZwpUqJ1STd16lQA2uYm0I16BaB5ThNk79SuCBFyNZmDM7qNtoOJmXR2GzpnHtXuAduN9/B/O5lvmTz2z7o8W7jbJgLJXSg1pgK4xYdAZHaTxxceJtIx0nWVSxHU0qzTHVJ6kE96w6HzftuBS3wfl/AD96pP7JghM8GRLDSf6VB7warAwRrmhoBD7U2TT967gH8JwXXYtIiaEccNAppGDlKCyJaAJRdhZLYI6IlKU6tyqJJiv08uF4WaqNfNNG4TUHWSToNnGNn2EuT4nbgGUnTlU0AP9cVdn0cvfPP5vyQvOJ4lWdX2UE6zZEga9E196zDvhr4H7y4Cyzzpdc55/a2iRCRbL3iDCGIrtW1T5FzNeGY8xLZ2515HBH/cSc1cCqckltsYEApnaJMJTnONUHbgquetcZ4EzggRef6P75t9NYal5RBC2w9HCP9FnTuFaB//x8dd163NTVv8ZVncsp+85Ovm3epHPby4OxVFP0VuJGbTYBK9KZW5XmY2crzimSs1pPS2Wb5Ri3BU17vwg3DrW8NIb/EK6oxbeAP36k/sk23FKXV9IYK390qwgWMl4EK8OEKxpeAe7EVeVpzPX8psgtBiQra3oFCkvjau9J9T5LpeEfLl7f/I8ts3NpXB13kJkgPkWW6zCbw1mrNNLp+F/tcvy7uhz/qxHHtyvumPvcjMpBEeBvcHvPjFq8CNbVSbBuw7lg3YYHcFN5/ivnC7DNydbZsk7V1CNpIlQSsDpTPR+oEu9oGL+j5fXqOWqZOTnoqZJQRxpBakBq1JHdQ11vx31hxzJedSxj1+V/27I7Cfn2j+P2oxnVeBGsq481jWutNY1rv4l7MP8HMph6lxzCC/vmL4lZZrLtIXpTAizFjQinRGtX8aZtR+eWnGsbszSNedPCdmSj5Zh3gpgx2xwz1L4hEDDFebXXa6chuht0uLPnLNzSlnEZXXyuKfDDjajn3c4anU3TQ7gd0/8SCOdybkudTZqex8YxkC3FRmDYe1ts/yv18ZLIrzoqFkXUV57GXGmhcMFBYiCVvX56yUBjApNTGSsoiZYbgmcPzC06Z5YZsfki/dST/ryqsukbGVh2XigZW6WL7v6LpK/f+pPPvKqqOfsy8cgM0bX3CPAe4Gu4daE5Q0Lx13wTOuaLpJ4Rocp+ov4JqAz53KojRxPtwVORM+UVdlcw4/LLQ+HY8hIqvTISFDF1m3SrIyaPWv5wdE+gvKvTDCZmilDZ54L/BN4beODF2EjXnC+myiz9uPm3SV37Zfs+b68ZpXy+um42rpLy7+Zy3qAv0fLBm15vMw2dnsbtZ3Cd3rcMdZEqXW2R4p0XO0oDTZfGLstlyYOjbI/Z5hVzmuJsD5hOSpE7VYg5xtHWuP9Up2VOUKRvFKwZWDpa1AIH4uYqQ7d9Kpj09UWfiuR8v/FSBLNIuKIhAqzpbJq+Dtdb8FFy9LSayHIL3YGbh5wKhoOuUNVWERnSaCo1rIn/0V5ZkcBI/lM+QhQiDnIepE9qkYxR2C1oSgZWVP1jd0Wm3bErMg0DJz4rcHHn9EBL5zmrJHDOKrl4d8nRb1dl8hfIMYIXmboWCNZtUODn0bX3/Ar4c+CLuP1gso5GAouctuBWszyasgS7CDeq6WzFMod+bkVnRM+VxXNtXKnDRlRW9lkManMjpp4WIQUVL/ElOkNLEp0hQDGLEocCZV1nHNs07UigGEM/O/avfjpqjSvokWnP9yo8ss2axrVHgN/7fHXdb+OWRCzIxbxRyz/2J/tvbL93/r4B20IMwxTgxHAXiVBsOYY2XRqXU8VAVfbGbHNx3yOircYyR52thpD0/ioCQdO5LhiKXQdgOXK2NeE7bKtoyLTDPtHv3n/wO6PWuAK8FEEPl3BFw+lwRcPHcMPUv8zFnCIiPmQ+kJZCYJcmDgx3jU90xkfHHs9ZciwGxAAAIABJREFUUaSbWSL7+htXPe/LYnVzrdPCwQgciU9cuqFjzso90albz1hlfzi/uj4bAhq5QzW1l8eoJli3IR6s2/APuCkgj5MjdVO7tfgOJ+JP79nz2zNBLwx1iQhm6ayzJRhOzhT1VNmiTl/j6vKKytSR86rpqnUIdiwwN3J+zMpYc6lYkaL3jf2rn6aT/lRwDCXN3vvlMfpZ07j2v3Al0T9OjkoiLkVD1b8+MvukalriVktJokfWuHDHirHh9pTLJdJFlfqobU4DGVAlMWabN6mSaquZy/gMnTy+KLF8UjB+Y6nf/uL9B7/zf9NfbQHhybR79BCuaNgVrmh4F27h5avZnk9EQj5kHHA61XsVvc1RPTXcdVX+ruW1oQsvD3ddJlDYqsiQETkHWaaQiiJiJ/AloPcB72/XLHzhM2sWvjB61Ls8PHoRrNtwMVi34VO4NRPfy8Wc1vmSFZowUu7VJUIFfntYh44YVJfNaXo9F8dzVXaqLbcPmXCgchOakkPHwVWa/U2vn+0C3j7xsedGtzfZ45plTeNae03j2n8C5gD/E7eHZFY50TpmwSsnp6VzhhLczK0hZeVEkHlTT070GVbWfxdVLsRs0wcyREROSuKOcWmYmvG+HAW+wlu/axR424f3PvOLtBfrkRKegZUHwhUNm3DzgD9KGsZPKojIRB8SIQ2p0rhaR5O57t0lp+eNM2PDGmMjQWGjkkwHdQk4bn/v4VJtfga8HRizZuELfwVMxVXX+Qjwf0a22sKiwOtAPbJIsG7DqWDdho/iem7Tju4mh5BoKl+itqTu+fU5k5IJofpCiduDk1u3prW8JFHloNpyA8iw34/qyB2qvDHMZftxm9KPm/jYcx/CbflwO/AZ4O6Jjz3XNeJFFxCeyMW1yZrGtbE1jWu/huvU+b+Anc359p6puO3IhfEb07h1MTDseUWEipum1x/KpkNHla64bV5QZNhego4a8x2V4foIXgIeBWZ/eO8zsz+895nPAdW4e03th/c+M6RAz6jDSOGVBzyRizzT2TQ9jOv1+SwMKf07ImzVbQ6aah+HlrAESkRk2OZ6UcfY/5ULN17vIGaaSxwUhZcchvEm90FwNhkDi3y8DDy4ZuELuzK2wAKmdMw0XbwieZGLzT//rFd4fpXSLYTx+8BjuCmE2cFwLvorL/lFSKndg8bM3djm4mGvU7ra3ph6zo4GatJe4+Bjn1BbQiATUrirXkydLEKozxvncQ8235/42HP5acSSYypkln5UkhO5+Ip6IhdXM5+vrpuHu9e8O3uzKB+86fWd4UAi1c/RZoZv7QLA6ZZxm988Pzmpa1NBFTvhGLttNVJYu9pB0z4kwg193nCArwNf/vDeZ1JWSxyN3Dzd0Jc/l3zfZ/+D8ZzvN14EK8+EKxo6wxUNX8INr3+PLLlLDFhG6vVYY+NqJ5X+FzScGz9Q3pCWPPxQKOx2kFtS1QZRZIW66Te9+TvgjmvFuOrBi2B5wOVGxT8BbiSbqTyOMV4j/tQ9pX47KelnEYrL5jTFEE2kPMcQqNLi9rpKxbgCkBr6NwXdBCyc+Nhz/3ytGFfQLXKR5Mvj6mZN49qDaxrXvgc3UyRL9YXCb47PDKumLBs/H9cBMiwVY5pvKQlGUik7SApLZVtqxhV0S7eXqNI76n0O+O0P733mU9eKcXUZSeGVBzwDq0AIVzScClc0fBRYAvx3pscXETERmwEOVapcaraDLznKmb7vJbCrko1yzg20rbg+0PrayFfbvS444iDXgaShdik4SKW6IXOAujULX/jfaxa+kNW0hYKjR9bLy9vx6CZYtyEWrNvwNWAm8ARZ6GljXShZoc7AtZBO3NztJMx++4QY1GI4SR1kxNS5pbPObhvpOntQJaqOnHJ7XaVxvyMrVNnZ/cdfAO+c+Nhz/fbTawFP5MKjN2sa167H7dX3J9D/jDFSzrSXzWu8NGbrwIIzehR0G2hfm34sMGzdJ4AIRQumNfgMcTJWk/1Wr6vUUaTaUulxEp8BVn547zMvZmpto4oCTxH0DKwCI1zR8BpwD25/icOZHNsQucGA13v+rIqetYq3/NOl+V3rLs2//Vsti4pb7KK+RerTLZykvNEiyAfKGyrCkhixF0WhyUFKQUrTH0Um4eYjP7Vm4QtPjnRNo5ZkTzzeqeeaIli3oTlYt+Fh3IjWzzI7ukiiqfyKZ9exjANtB6a+1vzyrMXN22cuipwu39RPCcxvJ30A85dGVwTGte8c/sqhUUXVkddRmZ/+KILaskGVl4EPTHzsuWtWIMeLYHn0pVsIYx1uj74vAxl9PtYfnb0y4Ri9aiH1ghjOZtNnV/v89m2G6RyAfqJds0myTswwdMaCqoaMCJM5yta4YwyiTpoclmPYqvwCeP+H9z4zXA3o1YngGVgeqROuaNBwRcPPccPYf0EaHcgHw0H8qkTaHf/OH7TOO/YvrTfc2eoEpwJE1Vf2zKX5y16PTryiGD6uVtIebkOY/Gfjjh4dyWldodVBukCmpD2Ii+NgPAfUjXCcUY2XIugxFMG6DYeDdRt+H/gtIGMRaByjVB0a1KGx49jE7c3bZt0Qv1iyyH1T6Dw2eUXrnqo3VXsJ8Bi6BDTp1MVw9cWZht86O6J1KltQuXVEYwAgp4DlEx97rmPkY41OFK8jhMfgrGlc27Gmce0XgbnAv2Ry7M544Cxol4iz0fTZIdN0losQADAMnW/67FLQ3gI8U4FXkh2/JBi9s2JMc8oqqb1R5dW+jYTTQ2yF3//w3mcyXpYxqjAk+Vc+lpeXWT2SIlzRkAhXNKzFVeXJSCrPJTtkP9G8xP90y01Lz9rh6/pfIWzorF5xyQ5crr1SGLA3w2CUm4nad5WcTkuxTCHqII0gmSjCt4Gpaxa+kNFaDQ+Pq5Fg3Ybf4KoNZiSVRx1xLm69ruriS7Mro6fHDniosNpCc7vqJ/SuzwgBST+vIowrm3u6Kd0juzpsVCcZddKkmDzpq895e42HxzCsaVx7Yk3j2o8AtwIZUQVtixeVmD47YPqclSKE+74vQpnpsyeA9nZYp1QyMGPi2RuC/nhaismqHIja5jwyIwQ2IWb7PDdFgeMZWKOAcEVDc7ii4WHgBuCFkYx1IlFiOxjD1DQJ37t04wJbpafr+VRVTWkjujV0cVmVrzOlFEe3Ckj2gGSqK3wAmJihsUYvGWw0LCJVIvIbETkoIvtFJHmJQo+CJ1i3wQ7WbehJ5fkSkLaEuDryJhgGOvSBInJy3O2JtuBmABEMDE2pdYXhdxaFp19I2aEzdCPhtBhWavlaIFMpgt5ec/WzpnHtK7hqfu/D7duUNlPLW2eKMOTZRoSphukc7/WjlM41IpTdVP3mJSG185AqDVHbnAKSKaXo6WRZBr/QEXEbaST7Gn48eaeIHBKRoyLyuQHe/5CI7Ol+vSQiNw03pmdgjSLCFQ1HwhUN9+JuSEmHtnuwVRq2RaZcn8y1CcziDZ3VPV7sCXG1UyooFyHwx2OPBwJiJ31AU7eR8C2pzDMMe4AXMzjeqCTDKYIW8GlVnYerTPlJEekrGesxygnWbegI1m34K1xD6xnSyPmNNoeTjua07Z+6QLW72XfAiqc6XWBs552+0kjSSmXdjYRvy6C8VBT4x0wNNprJYLmnt9dcA6xpXKtrGtf+GLcWdDVplERMLmnfHPJb45K51jD0ZtCeVL/F0L3vJInPdG68furJpFPzuhsJmyBJrS9Jnrj/4NNeBCtDKYIiYgLfAN6FG8j44AB7zZvASlVdiFtH+PSwy0vrl/LIK+GKhi24XzgfBI4le1+TVdzY7gQmJ3v9vtjE2lciUzar0pLAvl5Vh2veewU+0Zo/GXMsKYEMTbqRcEr4gGu2HgJITeAiie1aVZtUdVf3f7cDB4HKLKzcowAI1m04Hazb8Ke4KmD/mex9qpy1uoI3J3295RvT+npVi9pyVAyWYmpKtWAimKWzzo4V0x62oboqB9SWGzOUqtODCX0EO65BMinT7u011xZrGtfG1zSu/Tpuj76vkoIQxi3TG8enMpfps29y1QUpI0k1wd6MDXesGF/SNuwepUpH3DYvJtNIOEW8VGQhkzVYtwBHVfW4qsaB54Df632Bqr6kejm9dDtJZCx4BtYopVsI4zlgHvCXuB7UIbloB1MWb9rcNW35D9vmnlXFF9FE314vw1Lhj96xLHR+yMJQhS0OGU3V6eHYowufv6YFqwQQ1aRfwAQR2dnr9YlBxxapwfUAJtUrzWP0EqzbsCdYt+F3gHcAx4e7HpWkesz0xmoPzb64fdY0xzL2EbAqQFMyWESoLJvTtH8oT4Eq9WpLBUjfpsAjxYdrAFzzpGBgeXuNRz/WNK5tWdO49jO4Z5t/T+aeMaHIpFTmECHk89u3iTgbQZfTS105yftlbsWpCp9pXRrsGlUSCcc44iBzUxk7SUaUTnl1kIJx5RpYQ+03lcCJXn8+ydDOnD8lCYdjGv2FPAqJcEVDAni0s2n688C3gbsGu/a8FUpJrKKHU1bp9S+0z947xojJBTt8eH5R65nFoeYpAdE5ydz/zpKmeQdi5WfbBoieKexwkNuz1Aluxuf2vO/tuCId//nowucz3u9nVJCaiXkhmW7nIlIC/BhYrarDRg08rg6CdRt+HV17zwLc+qxPM8iD69hGe1oTOEawZWdNRbCi9Y3EpWCJL2h3FU1oV18ocXsyt5tB67bgpLaXoufK+12vyjm1xQ8yNq21DY0At519eNUE4NXJjz+bdGbB1UYKeUveXuMxKGsa1zZ8vrrud4H346ZvDdIAXGPF/kSKzcFdTJ+z0rHlJVATkT3qSIuq3AQyZrh7RZi8sKp++676WQML+DjGTluN29JZVxLM+fa8T3wYOHj/waczIh8/KkmmuOothtpvBvoeG3ArE5G7cQ2sYfuYeQbWVUK4ouFoZ9P03wYeAL4ClPS95rwdLEt3/PpE+WXhiZNWeM6vOit0ur/z4PvKGmOAFot9k8hbEVFHOWMjHXE1OnZHx7YvDTW3/Xfn5JkC5xTuBDEVDjrI/FSfkhSYCrz70YXPX9PF0ZJhTWQR8eMeeH6gqiMSXfEYfQTrNnQBn4muvecF4J9wPc1X4FhG2ulymvCNjzSOvwPAaoPouTLEZ18sm3PmkJiO3/Dbc0W4vJepch4lAtixiyUnjEAirjjHcIxTCItFKFWlU21pITve5B4+DXxi8uPPpqUydjXQkyKYKby95tpmTeNaBX70+eq6F4GvA/f1vcYQbRKhJt05DFO7nTEKhqJKxLGNTaoSBsZf2Xxc23GFf9oRzhQHYzp1bPPm4mBUm9tLxzZ3lC0AsBzZZKmxIt01JcF9wGevbeOKTMqvnwSqev15GtBPbElEFgLfAd6lqheHG9QzsK4iwhUNDvDNzqbpB4Df9H5PlbbzVqgiU3MpIvWJknlfvXjD5Z9U+iJHbiy6dOZ4vHTM0URpPyVAARVhHsoe0PM2xk1ZSNXpTTGu5+vaJcMNhEVEcA/VB1X1HzI3ssdoI1i3YVt07T2LgQbgiui0HQmkFS0fDLXM8a0HKi8fhMTQjuKq5letjqJQrLnk5l5KhTN6bgFmoTSqslcVBbkjk2sagF9dy8aVi6IZ2nC8vcajhzWNa88BH/x8dV0XbhuJy5QHo02QvoHVFxFCps+5bBypklBHdgCIobNFmIy7310HcF3FaRVBpo5tTkTige315yddaLw44T2ZWs8gnLv/4NP/keU5ChwBI2O++R3AbBGZAZzCNWBXXTGbSDWuivdHVDUphWyvBuvqpJ9X47wd3N+l/mykxnQjnLKKZ/+6c+rygYwrcPOWu/+9ECgGSSusnwLtjy58PiWpeI9huQP4CPBbIvJa9+t38r0oj/wQrNsQA/b2/pkqnfH20LLszSqoY5R0NkxYGbtYessgMvA9rs1qVRZlppHwsFy73uTs4O01Hn3Z2fcHS6tOZEr6fEBE8Bum3m6YertI/7Yvvc41/uKi+DLLMSZnqeShN95ek0FU1QL+HPgVbi3tj1R1v4g8ICIPdF/2RWA88M3uvajfZ7EvXgTrKiRc0dDe2TS9Eaju+ZkiBdUzwUFyUQ914nN73iePLnz+GpYzTa6/VdKjqW4hB98eHqOK/cA9vf5caLWOb4AsyfIcceBclucYFWQqRdDbazwGYH/fHxhGhnPgR4AqzrnW8qRa4YyQE8Nfcg2QuQgWqvoL4Bd9fvZUr//+OPDxVMb0DKyrlFcjE37R5fgXtDhFQVUoNqyC+rt2kKrhrxoRFvAn17Zx5ZJkfysPj7SItQV3obLZscwixzLC/nDsPEOI7eSB9AQ3UuOvJz/+7JEczFPweNuNR7aYMe7ioXAgvqk0GPOPCUbCJy6NuTShuDMpsa1cYDvGG5bjy3avtpe51ksfINM1WFmhoA7dHpljfWd1HDfFouBQ5Rwp5kwL6txY1PTK3KJz1m86Z09rtsPD3R8DDqW5xKuLwnHweVyFxFpKGnGbnwNgRwN5XM0AaOqpyL5Q7I3gxPZzVlfAjF4oS2Yf3ZPGyq46Mi1y4eHRm3dcf/gcsBAYAzB93KAq6XmhpbMk5fYUoBdwI3MC3JFEf74D9x98utCyBPJARmuwsoJnYF29FLJxcQwkqb4VfqzOpaETr84PNk03RZcBvKPkje3/2npzzTC3hoEgSfQHu6pREO/E45FdCnavUaUDSDJlRwmURV4NTW5Vw+8sBa73hWOx6IVSJwml03EjXOpVgyYbMvf8Ph4pUvXcDj1xX+0hIBc1lSlzumVsP/XmwdF6XIGgW0RYCaDKDqB2mBu9vQa6I1iegeWRHwo2XcUZsB5MMVDLxIkVGXZHQKzIncXHGyt8bYtFuELutMSITfmt8OGNmztn3ZzAHGxD+96jC58vLPdWvvAiWB7Z5QzQwQCtIQqAN0AG6H2iimjU8Dmt6kgwOLF9T9GYzulicHOfC/0l1Re3dJ0tn+bE/DMHmeMwsD7D6x61eP4cjyxzhAI0sFSxzrWV92tZ0e1JiOM6e+PAm4ApwhL6Z/Io6HZgwN5auBLx6zK26NGOZ2B55IkClbVV/mjMzhK/2CcELRK3CXAACIrgA3yqGN1SqDUDjWCK1swpOl9zXeD86c1ds/YcjE25HfgWrqjHAuChRxc+/285+oUKH8++8sguX6IwjSvCU1ta/WXRRtw9JoC73xR17zUhIKRKpK8TpwcRDH9JbEVZ+Fw80R78TeepcbehchD4CfC/ga8CfzP58WdjufmNChsvRdAjm5y4r/YWBuiFVQhcbC85YDtGGWjPXtNzrrn8Z1W6RAaPUIlwC4Aqr4BWgEzBlaX/NvDfwJ/df/Dpk1n/ZUYBiqCegeWRS76w973FwPeB+fley0CMMSINQcNaNNQ1IiTVG8sQpq4MH5t6S6jh1Ra7+Ol/a19wC/DBRxc+n4uidg+Pa55zn77vU8DD+V7HYPhLozUib6mpDkQy+40IgUBZ9G5/6elTdiTwzfb6CV0gN01+/FmvDYSHRw44cV/tUuBHFOi59UTzhJbuFjSDIkJSkvIi3KJKFPS7QD3IffcffPpnGVimRw4pyA+qR3p8Ye97i4CfcaVkckExt+hcAzA9k2OGDOvmoLQ9/ujC5+/O5LhXC+KlCHpkgXOfvm818LV8r2MwxGedFYNZGR1TqPQVx58ac33TlKI/e/FCJse+WshUo2EPjx5O3Fe7CNgAlOd7LYNxsaM0qbryZBEhCNyvyrb7Dz7tpQX2RQBjOD2Q/OIZWFcXDwK/le9FDEVNoDmp6FSqiPB0Nsa9KvAMLI8Mc+7T990AfDnf6xiKQHnkKDA5C0O/4BlXg+OlCHpkgW9TwMZV3PK12I6Rjf5XLSL8OAvjXgUUvopgYa/OIyW+vOAnj0PhGhoGjhWWeDZ6RBzDTR3w6EtPUUSyLw+PJJj0tecOAPfmex1DESiLZOv77W+zNO6oR3EjWMn84+GRAiuAi/lexGCcbhn7Bkg2mjI9+fED327Lwrijnx4VwWRfecAzsK4ivrD3vSauUs0KXIMjkd8VXck0/6X9IoSzMPS/1kxrGkCZ0ENQRJN/eXikwCzg/cD/Ac7meS19UDUC9gCKXiNmf+D+ja9lYdyrBs+X45EFFuGmI78b2JfntfTjdMvYbH2kf5Clca8CpOANLC9F8Criywt+YvNWwfnmL+x97zuAX+ZxSVdQ428+7yiN4voeFNfAdwC/CBUpDBXHVeXpwduEhsIznDyywKSvPfetnv8+9+n7ngDqgZSb+mYDM5g4CJSo0uP9le5XXITB5NYHI4rbUw+8vWZYNFk/vrcteSRJ1XM7tgHbAE7cV/tL4J+BD+d1Ud2oQiReFBa0kbe01Q0goTARJBWncu+9ZsfHD3zbE9EZAvVqsP7/9u49OM7qvOP49+yuriubgI2ILyJmU8rFq5hwsYEGSCehdWg7m5T+Ydo0bZmYCb1kSkiyoW0mSVVaLlGn0zQXQi4toXQJnVFDyrIkm4AgEIy4bHAwlzgO+IJB2BhbsnXZy+kf76YIIlnvat99d/W+v4/nHbHS+57zeMY67LPnnOdIE/0QmMIpTdx0Y8RWbS2e8CsVvdop7Tmlbf8LEeO6+MUEztkzSeDuNav3PuNlnIGjBEsarHcwc3j06k3DtMiywVh7+ZXSgfgsy5FtJXbMxEMmas932VQZ2A4kcN483eRZkAHkrEjWeCON05cZqVSTrJZIsCrlyM/PXr1z1srILx5a+uOdry07r4bmXsL58HglLXvUTosw2oMlTTTQP1SkqQdgWnoik88AxCi/FsHOugl0mtiqItEXa2j4GOAW4BGc5Uki0nzZZnYeiZV+BrYEEG0vzbEh3kQqU221NBsFXgS+Alzbvnn41TrDFJH65YFSszqvVMxopWJGAaan2/fMdV9vfHwt2FrOyFsCfBa4D+0rX/SUYAXfv9CkgWh5bGzLqV17T0127dqyqv3Ak8bMfjQ5wISNTdfY/A3AOYDOvDoaFbkQ/9wO7GpKz6ZyoPPYI8u7jx/bFeucfgRj5yymY4uRWpcx/hbwMZylyTIPDTXSaH2ZkZeBppUuHx/v2TF2aEn3kSNd9xeLbXMuAYxFK0sNvFJD08twCpW1f3jbzfo1mU+L78FSghVwA/1DPwA2AL4vozOAtezrjJQ2HN82duHR7o1RWUgFngqgCjvzUJEL8UPvYOYwsA7I+N23idhxLHuM4aSOpZPrjXnDHs03itiJBXZzYIHPhYjbGoIaa6RuHwE+irNvyTfWUomYShGIF6fbL7Q2ctZc91YsZYu7w4Xf5LWFRxgSxjjnYLm9mkAJVggM9A89DpwF/Juf/b5SWrqhcOTE9rFyx/3z3buzdMwpUzb6cI1dfH/N6r0tVr2sBVnr/hKpQ+9g5kDvYOYy4I+Ag371a8vRviP7liSnxzsenFHYYvZ7i9H+8mRsuMYupkDn0cynlglzkXr0ZUYqfZmRL+C8t/GtsqcxRHqWHL4g3nP4WbDPHu3eiCH668tHd4Gt9X2Kium4YE3E9dUMSrBCYqB/6MhA/9BfAe/D2UjpizLRpa+Vu+ctplIkegLMvYRwDkMLiypMakiulGCJR3oHM7cB7wBqTWTqYChOtK2Fo8xeOfdFqJiaNmIB97ZvHtYMlgsVrKtLxAt9mZFtOKt0rsfH2pSxWPlUY+z4fPct6Zg8EXhLDU0XgbsWHFhoaAZLWsxA/1AO6MfH5GRF22uuTmA/WOmYLltTy1LG/11gSOFhUYIlTdE7mNkJvAf4JD6dydfeM/UTY/6/zPGcbCl6rC2bLTU0fWcdYYWKNe4uEa/0ZUam+zIjnwLeDez0o89yOfL80ZYH/lLE2LYlHVNbYP5krGr4w9tu9m32f9EyKMGS1jPQP7QPp5zy5YDbX/oFWRKZeDpm7Fo39+4tL7lgW3H5apdLBYfWrN5bS+XB8FKRC2mS3sFMuXcwcyOwHniqsb3ZSqyz+Guu7ixFTysd7N5Qnog9YC3zHVJ+CC3ZceWXZdo1gyXN0JcZuR9n5vxbje5r4kiXq0QuGrE9a0/Ye+FpvS/tNFg3RYC+WGdoIWGwkYjrqxmUYIXUQP+QHegf+ibOpvSHGtVPX8f+mpbVVIj0PFNctmGyEp0vps8uPCoR8VPvYKYAnI1T1bQhYp3FR41hVS3PVCY6LqhMtD8yT5I12L55WMV0RBaBvszIwb7MyIeATTSoWIS1jJfL0TNreeaYzsnT163YHZ1nP9YTaLY8MJRghdxA/9AO4CKc86Q8LefeZkr7ukzxnNqfNOa50rKzrGXmmTOfAD5V/e/71qze+6QHIYaCqghKK+gdzEz2DmauAi7GOVvKU+09U/PsvZpdZbLtPN64XPAunBjHcCqU3exBeKGhKoLSCvoyI7fjbIf4gddtT052Pg6mp9bnOttKK9ccu/8XM751EPhNnHO9AL6g8uw10BJBaXUD/UOlgf6ha4HzgOfqbS9K5dDKtgMPrO3a/bIx1LqZHACL6dhf6dpqLTfgVAn62prVe68HenAKdYhb2oMlLaR3MJPHeeNzR/2tWRvtKD7Wddz4gyZiz1hoK6XDnSusZQtwKvDx9s3DeZwzad7avnl4b/1xhodWI0ur6MuM7Ob1c+xqOfB3VuVyZMfh8e7h6al2V9seZnNCz9j6qCk/gfPB9sYPb7v5PmAjcCzw7/XGGBrGYCNR11dTQrR6UyUzfHrrB+LAjcCVtTxnsOVjY+NPrGg7ON1pime62Wjuos1dUSoX/E5i6wv1thVWx3SusOe/7U9c35977vrHrLVnNzAkEQBGr95kgA/iHB+xtJZnI7Hy9rb41J5oe+kUY3hr/dHYQ8Bfx9N3N+3w0iBYatbYDdHPuLo3X75cY434Ztemc/qBW3H2aLlWqZhXp6Y6fjo91b4MzIITqxnK5Yq5Y933vn+ZB22F1llrl9gHb3c/fHT13+f7eDNv+WwJl4H+ocMxOw1mAAAJpklEQVTAn3966wfuAr4B9M59t2VJZPKple0H9vdEpk43Bk//8VpMoUR0vg3oclSamZLW1DuYscC3Rq/e9ABwC3DB0e43kcretvjUc7HO4kpjOBlwVdDCHfMq8HPv2gsvjTbSivoyI1t3bTpnPfAPwMePdq+1TExPtRempjpi1pozwVzoYSjRaMT+2MP2QslWZ7BamZYIyqwG+ofuwlnG8ysbLrvM9PNv73h5+Mzu53ee0vXS2iXRqQuNYXkDwjgZWPedHWesbEDb4aElgtLCegczz+PsQ7iGN+8DNfZQW3zyR93Lx37SvXx8RVtX8aJqcuW1pcBvH77+Eo01daoY6+oS8VtfZmSqLzPyCZzjI3bP/Jm1VKan2x4bO9Tz0KGDSyuTk13nWRs5B4zX7+JLwKU/3fjeVT/d+N4F7RsV0DlYsqgN9A+NAu8HrmgzpZ197fvvf2f380+v7d6z5tjYkYsihhMbHMKpOJ82fa/B/QSbEixpcdVy7tcBG8A+Geuc3tK1bGxL9/Kxrvb49LtMxK5rcAjHAR8BHjx8/SWnNrivwFKZdlkM+jIjPwTeYS2ZUin6zPhY/P5DB5cemDjSfValEj0fTLyB3ceAC4HvAlc1sJ/Aa/U9WEqw5Kiq5dxvXte96z0ntB3qiBp7ms8hnAGs/M6OM7p97jcYLFCx7i+RJuodzDwe7x07t2Pp5CORqN2w0CI5C3QcsAY4ycc+A8e6vESaqS8zcuDE20cuOzzeM1Aux9aBWeZzCO8E3u5zn8FhNIMlAZFKFLYD78I5f8rvfVFfTiUKR3zuU0SaIJ7OTsTT2Y/iVAt9yefun+T1kskiEnDJXP42nMIXwz53bWnguYDSfEqwxLVUolBKJQqfA34D2O5j1w0/lT24LNiK+0ukRcTT2RzOPtAhH7vNxNPZoo/9BY6WCMpik8zld+Lsy/ok4Nfv/6PJXH6bT30FkpYISuCkEoUtONPbfhzAuQd41od+gkt7sGSRiqez+4BLgcuB8QZ3VwLub3AfgaY9WLJYJXP5cjKXvxFYDzzV4O401tTLGIjE3F9NoARLFiSVKIynEoUrgBTwSgO7+noqUdD/jRdKe7BkkYunszaezn4TWAc81MCutjW4/VDQQcOymCVz+QJwNo1dvhcFbmpg+yGgPVgScKlE4U6cZTx3NaiLrzWo3fDQDJYEQDyd3QFcBPwdby7n7o2vx9NZ/RLUxbr+I9Kqkrn8ZDKXvwq4GGcVjdeGk7n8zxrQbogYbCTm+moGJVhSt1Si8DLwezhljr0sRjGcShR2edheOCnBkoCIp7OleDp7LXAe3i4drgD/5WF7oaQlghIkyVw+j1MA49seN32rx+2Fj0EzWBI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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf.where(gdf.model == 'previous_month').dropna(),\n", + " **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "# plt.gcf().suptitle('RNN Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Normalise by variance\n", + "- explore the patterns independent of how variable the VCI values are over time\n", + "- Controlling for how much the VCI changes, how do our spatial patterns of variability look?" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "region_name\n", + "BARINGO 12.947034\n", + "BOMET 18.968375\n", + "BONDO 23.772285\n", + "BUNGOMA 20.388922\n", + "BURET 14.889038\n", + "Name: true_mean_value, dtype: float64" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# gdf.head()\n", + "variances = all_gdf.groupby('region_name').true_mean_value.std()\n", + "variances.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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modeladmin_level_nameregion_namermse_mae_r2_DISTNAMEgeometryrmser2mae
0ealstmdistrict_l2_kenyaNAIROBI16.11489212.9697790.334930NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...14.8280720.30818511.934106
1ealstm_omf_static_embeddingdistrict_l2_kenyaNAIROBI15.20624711.8176550.407816NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...13.9919850.37525110.873982
2rnndistrict_l2_kenyaNAIROBI16.68119213.2335860.287366NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...15.3491520.26441912.176847
3previous_monthdistrict_l2_kenyaNAIROBI17.71659613.5304190.196154NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...16.3018760.18049012.449977
4linear_network_10stoppingdistrict_l2_kenyaNAIROBI35.18208121.369534-2.169972NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...32.372693-1.99669419.663117
\n", + "
" + ], + "text/plain": [ + " model admin_level_name region_name rmse_ \\\n", + "0 ealstm district_l2_kenya NAIROBI 16.114892 \n", + "1 ealstm_omf_static_embedding district_l2_kenya NAIROBI 15.206247 \n", + "2 rnn district_l2_kenya NAIROBI 16.681192 \n", + "3 previous_month district_l2_kenya NAIROBI 17.716596 \n", + "4 linear_network_10stopping district_l2_kenya NAIROBI 35.182081 \n", + "\n", + " mae_ r2_ DISTNAME \\\n", + "0 12.969779 0.334930 NAIROBI \n", + "1 11.817655 0.407816 NAIROBI \n", + "2 13.233586 0.287366 NAIROBI \n", + "3 13.530419 0.196154 NAIROBI \n", + "4 21.369534 -2.169972 NAIROBI \n", + "\n", + " geometry rmse r2 \\\n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... 14.828072 0.308185 \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... 13.991985 0.375251 \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... 15.349152 0.264419 \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... 16.301876 0.180490 \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... 32.372693 -1.996694 \n", + "\n", + " mae \n", + "0 11.934106 \n", + "1 10.873982 \n", + "2 12.176847 \n", + "3 12.449977 \n", + "4 19.663117 " + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # \n", + "# gdf = gdf.drop(columns=['norm_rmse', 'norm_r2', 'norm_mae'])\n", + "gdf_norm = gdf.copy()\n", + "gdf_norm = gdf.rename(columns={'rmse': 'rmse_', 'r2': 'r2_', 'mae': 'mae_'})\n", + "gdf_norm['rmse'] = (gdf_norm.rmse_ / variances.loc[gdf.region_name].values) * gdf_norm.rmse_.mean()\n", + "gdf_norm['r2'] = (gdf_norm.r2_ / variances.loc[gdf.region_name].values) * gdf_norm.rmse_.mean()\n", + "gdf_norm['mae'] = (gdf_norm.mae_ / variances.loc[gdf.region_name].values) * gdf_norm.rmse_.mean()\n", + "gdf_norm.head()\n", + "\n", + "# variances.loc[gdf.region_name].values" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%autoreload 2\n", + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf_norm.where(gdf_norm.model == 'ealstm_omf_static_embedding').dropna(),\n", + "# **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "# plt.gcf().suptitle('RNN Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explore Time series" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ealstm_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm_omf_static_embedding')].predicted_mean_value\n", + "ealstm_bline_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].predicted_mean_value\n", + "\n", + "fig, ax = plt.subplots()\n", + "ealstm_ts.reset_index().drop(columns='index').plot(ax=ax)\n", + "ealstm_bline_ts.reset_index().drop(columns='index').plot(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import List\n", + "\n", + "def plot_region_time_series(region: str, ax=None, model: List[str] = ['ealstm']):\n", + " times = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].datetime \n", + " obs_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].true_mean_value\n", + " rnn_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].predicted_mean_value\n", + " ealstm_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm_omf_static_embedding')].predicted_mean_value\n", + " ealstm_bline_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].predicted_mean_value\n", + " lr_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'linear_regression')].predicted_mean_value\n", + " ln_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'linear_network')].predicted_mean_value\n", + " bline_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'previous_month')].predicted_mean_value\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " df_dict = {'obs' : obs_ts.values}\n", + " \n", + " if 'lstm' in model:\n", + " df_dict['lstm'] = rnn_ts.values\n", + " if 'ealstm' in model:\n", + " df_dict['ealstm'] = ealstm_ts.values\n", + " if 'ealstm_bline' in model:\n", + " df_dict['ealstm_bline'] = ealstm_bline_ts.values\n", + " if 'lr' in model:\n", + " df_dict['lr'] = lr_ts.values\n", + " if 'ln' in model:\n", + " df_dict['ln'] = ln_ts.values\n", + " if 'baseline' in model:\n", + " df_dict['baseline'] = bline_ts.values\n", + "\n", + " pd.DataFrame(df_dict, index=times).iloc[1:].plot(ax=ax)\n", + "\n", + " ax.set_ylim(0, 100)\n", + " ax.set_title(f'{region} Predicted vs. Modelled');\n", + " \n", + " return fig, ax\n", + "\n", + "\n", + "def plot_region_seasonality(region, ax=None):\n", + " ts = (\n", + " all_df\n", + " .loc[:, ['datetime', region]\n", + " ].set_index('datetime')\n", + " )\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " ts.groupby(ts.index.month).mean().plot(ax=ax)\n", + " ax.set_title(f'Seasonal Cycle')\n", + " ax.set_xlabel('Month')\n", + " ax.set_ylabel('Mean NDVI');\n", + " \n", + " return fig, ax\n", + "\n", + "\n", + "def plot_region_vs_observed_seasonality(region, model, ax=None):\n", + " ts = (\n", + " all_gdf.loc[\n", + " (all_gdf.model == model) & (all_gdf.region_name == region), \n", + " ['datetime', 'true_mean_value', 'predicted_mean_value']\n", + " ].set_index('datetime')\n", + " ).rename(\n", + " columns={'true_mean_value': 'Observed', 'predicted_mean_value': f'Predicted ({model.upper()})'}\n", + " )\n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " \n", + " ts.groupby(ts.index.month).mean().plot(ax=ax)\n", + " ax.set_title(f'Seasonal Cycle for {region} District')\n", + " ax.set_xlabel('Month')\n", + " ax.set_ylabel('Mean VCI');\n", + "\n", + " return fig, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import r2_score\n", + "from typing import Dict\n", + "\n", + "from scipy import stats\n", + "def r2(x, y):\n", + " return stats.pearsonr(x, y)[0] ** 2\n", + "\n", + "def rolling_average(district_csv: pd.DataFrame) -> Dict[str, float]:\n", + " \"\"\"Over three months\"\"\"\n", + " relevant_districts = ['Mandera', 'Marsabit', 'Turkana', 'Wajir']\n", + "\n", + " district_csv['month'] = pd.to_datetime(district_csv.datetime).dt.month\n", + "\n", + " output_dict: Dict[str: float] = {}\n", + "\n", + " for district in relevant_districts:\n", + " district_df = district_csv[district_csv.region_name == district.upper()]\n", + " true, predicted = [], []\n", + " for i in range(1, 12 - 1):\n", + " min_month = i\n", + " max_month = i + 3\n", + " submonth = district_df[(district_df.month >= min_month) & (district_df.month < max_month)]\n", + " predicted.append(submonth.predicted_mean_value.mean())\n", + " true.append(submonth.true_mean_value.mean())\n", + " district_score = r2(true, predicted)\n", + " print(f'For {district}, r2 score: {district_score}')\n", + " output_dict[district] = district_score\n", + " \n", + " return output_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performance for EALSTM Baseline\n", + "For Mandera, r2 score: 0.9285030987864911\n", + "For Marsabit, r2 score: 0.9790304574600829\n", + "For Turkana, r2 score: 0.8505720902917523\n", + "For Wajir, r2 score: 0.9494434497738151\n", + "\n", + "Performance for EALSTM\n", + "For Mandera, r2 score: 0.9471435474345994\n", + "For Marsabit, r2 score: 0.9763230985574209\n", + "For Turkana, r2 score: 0.8753685423304132\n", + "For Wajir, r2 score: 0.9799848426193318\n", + "\n", + "Performance for Persistence\n", + "For Mandera, r2 score: 0.7418834628995075\n", + "For Marsabit, r2 score: 0.8156893342781715\n", + "For Turkana, r2 score: 0.6829170118607626\n", + "For Wajir, r2 score: 0.7708332053175011\n", + "\n", + "Performance for RNN\n", + "For Mandera, r2 score: 0.8826001126667086\n", + "For Marsabit, r2 score: 0.9754361813286556\n", + "For Turkana, r2 score: 0.8224845706127023\n", + "For Wajir, r2 score: 0.9205917636033555\n", + "\n" + ] + } + ], + "source": [ + "print('Performance for EALSTM Baseline')\n", + "rolling_average(all_gdf[all_gdf.model == 'ealstm']);\n", + "print()\n", + "\n", + "print('Performance for EALSTM')\n", + "rolling_average(all_gdf[all_gdf.model == 'ealstm_omf_static_embedding']);\n", + "print()\n", + "\n", + "print('Performance for Persistence')\n", + "rolling_average(all_gdf[all_gdf.model == 'previous_month']);\n", + "print()\n", + "\n", + "print('Performance for RNN')\n", + "rolling_average(all_gdf[all_gdf.model == 'rnn']);\n", + "print()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy import stats\n", + "def r2(x, y):\n", + " return stats.pearsonr(x, y)[0] ** 2\n", + "\n", + "\n", + "model = 'ealstm'\n", + "region = 'TURKANA'\n", + "\n", + "# TURKANA explore\n", + "\n", + "def plot_region_performance(model: str, region: str, kind='reg'):\n", + " df = pd.DataFrame(\n", + " all_gdf.loc[\n", + " (all_gdf.model == model) & (all_gdf.region_name == region),\n", + " ['datetime', 'predicted_mean_value', 'true_mean_value']\n", + " ].set_index('datetime')\n", + " )\n", + "\n", + " # sns.scatterplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + " # sns.lmplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + "\n", + " sns.jointplot(\n", + " x='true_mean_value', y='predicted_mean_value', \n", + " data=df, kind=kind, stat_func=r2\n", + " )\n", + " \n", + " ax = plt.gca()\n", + " ax.set_xlabel(f'{region} - Observation')\n", + " ax.set_ylabel(f'{region} - {model.upper()}');\n", + " ax.set_xlim([0, 100])\n", + " ax.set_ylim([0, 100])\n", + " fig = plt.gcf()\n", + " # fig.set_size_inches(11.7, 8.27)\n", + " fig.set_size_inches(8.27, 8.27)\n", + "\n", + " return fig, ax\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "def highlight_selected_regions(regions: List[str], scale=1):\n", + " fig, ax = plt.subplots(figsize=(12*scale, 8*scale))\n", + " gdf = all_gdf.loc[(all_gdf.model=='ealstm') & (all_gdf.datetime == '2011-01-31')]\n", + " gdf.plot(ax=ax, color='#23748d')\n", + " for region in regions:\n", + "\n", + " gdf_ = gdf.loc[gdf.region_name == region]\n", + " gdf_.plot(color='#57bfd0', ax=ax, alpha=0.9)\n", + "\n", + " gdf_.apply(\n", + " lambda x: ax.annotate(\n", + " s=x.region_name, xy=x.geometry.centroid.coords[0], ha='center'\n", + " ), \n", + " axis=1\n", + " );\n", + "\n", + "\n", + " ax.set_axis_off()\n", + "# fig.savefig(f'/Users/tommylees/Downloads/{region}_maps.png', transparent=True)\n", + "# plt.close()\n", + "\n", + "\n", + "\n", + "regions = ['MARSABIT', 'TURKANA', 'WAJIR', 'MANDERA', 'SAMBURU', 'ISIOLO', 'LAIKIPIA', 'MOYALE', 'KAJIADO']\n", + "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for region in regions[:2]:\n", + " fig, ax = plt.subplots(figsize=(12,8))\n", + " plot_region_time_series(region=region, ax=ax, model=['ealstm', 'ealstm_bline']);\n", + " fig, ax = plot_region_performance(model='ealstm', region=region);\n", + " highlight_selected_regions([region])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Event Hits/Misses" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import confusion_matrix\n", + "from sklearn.utils.multiclass import unique_labels\n", + "\n", + "def plot_confusion_matrix(y_true, y_pred, classes=None,\n", + " normalize=False,\n", + " title=None,\n", + " cmap=plt.cm.Blues,\n", + " **imshow_kwargs):\n", + " \"\"\"\n", + " This function prints and plots the confusion matrix.\n", + " Normalization can be applied by setting `normalize=True`.\n", + " \"\"\"\n", + " if not title:\n", + " if normalize:\n", + " title = 'Normalized confusion matrix'\n", + " else:\n", + " title = 'Confusion matrix, without normalization'\n", + "\n", + " # Compute confusion matrix\n", + " cm = confusion_matrix(y_true, y_pred)\n", + " # Only use the labels that appear in the data\n", + "# classes = classes[unique_labels(y_true, y_pred)]\n", + " if normalize:\n", + " cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", + " print(\"Normalized confusion matrix\")\n", + " else:\n", + " print('Confusion matrix, without normalization')\n", + "\n", + " print(cm)\n", + " \n", + " fig, ax = plt.subplots(figsize=(12, 8))\n", + " im = ax.imshow(cm, interpolation='nearest', cmap=cmap, **imshow_kwargs)\n", + " ax.figure.colorbar(im, ax=ax)\n", + " # We want to show all ticks...\n", + " ax.set(xticks=np.arange(cm.shape[1]),\n", + " yticks=np.arange(cm.shape[0]),\n", + " # ... and label them with the respective list entries\n", + "# xticklabels=classes, yticklabels=classes,\n", + " title=title,\n", + " ylabel='True label',\n", + " xlabel='Predicted label')\n", + "\n", + " # Rotate the tick labels and set their alignment.\n", + " plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\",\n", + " rotation_mode=\"anchor\")\n", + "\n", + " # Loop over data dimensions and create text annotations.\n", + " fmt = '.2f' if normalize else 'd'\n", + " thresh = cm.max() / 2.\n", + " for i in range(cm.shape[0]):\n", + " for j in range(cm.shape[1]):\n", + " ax.text(j, i, format(cm[i, j], fmt),\n", + " ha=\"center\", va=\"center\",\n", + " color=\"white\" if cm[i, j] > thresh else \"black\")\n", + " fig.tight_layout()\n", + " return ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Quintiles of Vegetation Condition Index" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_quintiles(da: xr.DataArray, new_variable_name: str = 'quintiles'):\n", + " bins = [0.0, 20.0, 40.0, 60.0, 80.0]\n", + " result = xr.apply_ufunc(np.digitize, da, bins)\n", + " result = result.rename(new_variable_name)\n", + " return result\n", + "\n", + "mask = get_ds_mask(ds.VCI)\n", + "true_qs = calculate_quintiles(y_test.VCI).where(~mask)\n", + "pred_qs = calculate_quintiles(ealstm_pred.where(ealstm_pred > 0, 0).load()).where(~mask)\n", + "bline_qs = calculate_quintiles(bline_pred.load()).where(~mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array(12.35537, dtype=float32)\n", + "\n", + "array(20.161993, dtype=float32)\n", + "\n", + "array(30.18433, dtype=float32)\n", + "\n", + "array(41.598095, dtype=float32)\n" + ] + } + ], + "source": [ + "test_da = y_test.VCI\n", + "test_da = ealstm_pred\n", + "\n", + "# has it selected the right values? YES\n", + "print(test_da.where(vdi_true == 1).mean())\n", + "print(test_da.where(vdi_true == 2).mean())\n", + "print(test_da.where(vdi_true == 3).mean())\n", + "print(test_da.where(vdi_true == 4).mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'How often do we predict the correct Quintiles?')" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "(pred_qs == true_qs).mean(dim='time').where(~mask).plot(ax=ax)\n", + "ax.set_title('How often do we predict the correct Quintiles?')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "times = true_qs.time.values\n", + "true_np = true_qs.stack(pixel=['lat', 'lon']).values.flatten()\n", + "preds_np = pred_qs.stack(pixel=['lat', 'lon']).values.flatten()\n", + "bline_np = bline_qs.stack(pixel=['lat', 'lon']).values.flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [], + "source": [ + "# np.set_printoptions(precision=2)\n", + "\n", + "# plot_confusion_matrix(true_np, preds_np, classes=None, normalize=True,\n", + "# title='EALSTM Normalized confusion matrix',\n", + "# **{'vmin': 0.05, 'vmax': 0.35})\n", + "# plot_confusion_matrix(true_np, bline_np, classes=None, normalize=True,\n", + "# title='BASELINE Normalized confusion matrix',\n", + "# **{'vmin': 0.05, 'vmax': 0.35})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### test vegetation deficit index" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array(1) \n", + "array(5)\n" + ] + } + ], + "source": [ + "from src.analysis import VegetationDeficitIndex\n", + "\n", + "v = VegetationDeficitIndex(data_dir / 'interim/VCI_preprocessed/data_kenya.nc')\n", + "vdi_true = v.vegetation_index_classify(y_test.VCI, 'vdi')\n", + "vdi_e1_pred = v.vegetation_index_classify(ealstm_pred.load(), 'vdi')\n", + "vdi_e2_pred = v.vegetation_index_classify(ealstm_best_pred.load(), 'vdi')\n", + "vdi_bline = v.vegetation_index_classify(bline_pred.load(), 'vdi')\n", + "\n", + "print(vdi_true.min(), vdi_true.max())" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(45, 35)" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ealstm_base_rmse.load().shape" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array(80.003748)" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# ds.VCI.where(ds.VCI < 80).isnull().mean()\n", + "# y_test.VCI.where(y_test.VCI < 80).isnull().mean()\n", + "y_test.VCI.where(true_qs == 5).min() #.max() .median()\n", + "y_test.VCI.where(true_qs == 5).min()" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "(vdi_e1_pred == vdi_true).mean(dim='time').where(~mask).plot(ax=ax)\n", + "ax.set_title('How often do we predict the correct Vegetation Deficit Index?');\n", + "\n", + "fig, ax = plt.subplots()\n", + "(vdi_e2_pred == vdi_true).mean(dim='time').where(~mask).plot(ax=ax)\n", + "ax.set_title('How often do we predict the correct Vegetation Deficit Index?');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot the Vegetation Deficit Index (VDI) from Klisch & Atzberger 2016" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Normalized confusion matrix\n", + "[[0.13 0.18 0.24 0.15 0.3 ]\n", + " [0.09 0.16 0.25 0.16 0.33]\n", + " [0.05 0.11 0.25 0.21 0.38]\n", + " [0.04 0.08 0.23 0.24 0.42]\n", + " [0.04 0.08 0.21 0.23 0.44]]\n", + "Normalized confusion matrix\n", + "[[0.14 0.18 0.24 0.15 0.29]\n", + " [0.1 0.18 0.25 0.16 0.32]\n", + " [0.07 0.13 0.26 0.19 0.35]\n", + " [0.05 0.1 0.24 0.22 0.39]\n", + " [0.05 0.1 0.22 0.23 0.41]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "true_np = vdi_true.stack(pixel=['lat', 'lon']).values.flatten().clip(min=1, max=5)\n", + "preds_e1_np = vdi_e1_pred.stack(pixel=['lat', 'lon']).values.flatten().clip(min=1, max=5)\n", + "preds_e2_np = vdi_e2_pred.stack(pixel=['lat', 'lon']).values.flatten().clip(min=1, max=5)\n", + "bline_np = vdi_bline.stack(pixel=['lat', 'lon']).values.flatten()\n", + "\n", + "\n", + "plot_confusion_matrix(true_np, preds_e1_np.clip(min=1, max=5), classes=None, normalize=True,\n", + " title='EALSTM Baseline Normalized confusion matrix',\n", + " **{'vmin': 0.05, 'vmax': 0.45})\n", + "\n", + "plot_confusion_matrix(true_np, preds_e2_np.clip(min=1, max=5), classes=None, normalize=True,\n", + " title='EALSTM Static Embedding Normalized confusion matrix',\n", + " **{'vmin': 0.05, 'vmax': 0.45})" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Normalized confusion matrix\n", + "[[0.15 0.17 0.21 0.15 0.32]\n", + " [0.11 0.16 0.22 0.15 0.36]\n", + " [0.08 0.12 0.22 0.18 0.41]\n", + " [0.06 0.1 0.2 0.2 0.45]\n", + " [0.06 0.09 0.19 0.2 0.46]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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wjZrW3Un/OqajGteuqXx3vTY9W89/nZWgrUB1EdcOoZn1l/SApGRJj7n7HfFcX7yFQiHdffNVeuCJcWqSlqGzh/TRgX0GqHW7PQrq1K3fQJf/4w5Nfv+tYpfx0NMTVL9ho8oKudoLhUIades1uv3Rl9U4LUN/G3a49j70CLXcrX1BnTr16mvEtbfryw/fLtS2Weu2GvXqRwXLObVPF+132JGVGn91lB8K6eV7R+qi+55S/dQ03X3uMeq0f1+lt25XUKdRenNd+tALqlWnnn6a8rFe+M/1umLMOEnS3gOG6qDjTtMzt12ZqE2odrYcu/77ZPjYdeZxfXTgYUWPXX+/6Q59Mqn4Y9eoZzh27UhJJl0zoL0ufOZbLfljk545p5c+mb1Mvy3fUFDn699W6ZNfvpYktWtSW3cM7aQhD3+lUL7rvvd+1azF61SrZrKePXcvTZm3slBbbC+eZbzDmFmypFGSBkjqKOkkM+sYr/VVhp++/0bNWrZRZotWqlGzpvoOPE6ffjCxUJ2GjVLVsUsPpaTUSFCUwfLLD9OV0aK10pu3Uo0aNXXwgGM15cPCWaX6jVLVvnN3paSU/PfPjCmTld68lZpmNI93yNXegp+/U2pmSzXOaKGUGjXV47BB+uGzSYXqtOncU7Xq1JMktdqzu1YvW1xQ1rZbb9WqW79SY67ufvqu8LGr38DjNPl9jl2J1CmzrrJWbdCi1X8qL9/17sylOqR9aqE6GzeHCt7vUjNZ8vD75etyNWvxOknShtyQflu+Xk3q7lRpsaN6imf3t7ekOe4+z91zJb0gaXAc1xd3yxbnqGl6ZsF0alqGli3JKXd7M9NlZx6nM485RONfeCIOEQbP8qWLlZq2dZ80bpquFUvLv0+2+OTt8Tr4yON2ZGiBtXrZYtVvkl4wXT81XWuWLymx/pdvvqQOex9cGaEF1rIlOWoSdexqsg3HrkvPOE6nD+bYtaOk1tlJi9dsKphe+scmNalTtFN3aPvGevXCvfXASV31zwk/FylPr7ez2qfV0Y9Zf8Q13kDaci/CeL2qmHieMs6UtDBqOkvS3rGVzOw8SedJUtOMZnEMZ0fwInOsAjt19AvvKLVpulauWKbLzjhWLdu0U/fe++/IAIPHi+6Tiv7QNm/O1Vcfv6szL7thBwWFWKbi98kv07/UlLde0mWjXqrkiILFt/N3MubFrceuS0/n2LUjFPfpezH/x3w0e7k+mr1cPVrU1wWHtNEFz8woKNulRrLuPr6T7nn3V63PDRVpC1REPDOExX/fY2e4j3H3Xu7eq0HDxnEMZ/ulpmVoSc6igulli7PVuEla+ds3DWdNGjZK1UH9Bunn76fv8BiDpnHTdC1bvHWfLF+So0ap5d8nkjTt0w+0W4fOatC4yY4OL5Dqp6ZpdVSWdvWyHNUt5rNdNOdnPX/ndTr39kdUu16DygwxcJqkZWhp1LFr6eJspW7jsevgfoP0E8eu7bZ07Sal1duaEWxSdyctW5tbYv3pv69Wswa7qP4u4VP6KUmmu0/opIk/LtGHs5bFPd7AMYXHEMbzVcXEM6IsSdEDsppJyo7j+uKuQ+ceypo/V9kLF2hzbq7ef+s1HXDYgHK13bhhvdavW1vw/uvPPlSb3TvEM9xA2L1Td2X/Pk+LsxZo8+ZcffL2OO1z6BEVWsbHE8fpEE4X7zAt9uiiZVnztSJ7ofI252r6B2+q8wF9C9VZuWSR/nfjhTr1xnvUpEWbBEUaHB269NDCBVuPXZPeek0Hbs+xqx3Hru01c9FaNW9YSxn1d1ZKkumIPZvok1+WF6rTvMEuBe/3SNtVNZKTtHrjZknSTUftod+WbdCzUxYK2BHiecp4qqR2ZtZa0iJJJ0oaHsf1xV1KSor+PvI/uvysIQqFQho09GS1addB454bK0k6dvhZWrFsic46to/Wr1urpCTTi0+M1nNvf6nVq1bquotOkSSF8kLqd9QQ7XNQ39JWh3JITknRBdffoRvPH6ZQKKTDjx2ulm330FsvPiFJGjjsDK1cvkSXDjtcG9atVVJSksY/M0aPvP6Zau9aR39u3KBvv/xEl468O7EbUo0kp6Ro6OU36+ErTld+fr72GXi80lvvrs/GPytJOuCYk/XO4w9q/ZpVevnemyRJScnJuuqxNyRJT9x8qeZ8+5XWrVmlfxy3n44862/ad9CwhG1PdZCSkqIrR/5HfztziPJDIQ06/mS12b2DXoscu46LHLvOOGbrseuFx0frhXfCx65rLtx67Dr86CHa92COXdsr5K473/5Fo07upiQzvTEjW/OWrdeQnhmSpFe/yVafDqka1CVNefmuTXn5uvbVHyVJ3ZrX06Cu6fp1yTo9f95ekqSHPpynz+esSNj2VD/Bu8rYih1bsqMWbnakpPsVvu3MWHe/rbT6HTp3d+7NV7Ws2bQ50SEgxq+r1iU6BMTonc4p76rogmc5tV2VzHrkAm1YNLvqXU1RjKT6LX2nA6+J6zr+fPOib9y9V1xXUgFxvQ+hu0+UNLHMigAAAFVJFbwSOJ6ClQ8FAABAETy6DgAAIFbAxhAGa2sBAABQBB1CAACAWAl+UomZ9Tez2WY2x8yuLaXeXmYWMrOhFW0bjQ4hAABAFWJmyZJGSRogqaOkk8ysYwn17pT0bkXbxqJDCAAAEM0s0U8q6S1pjrvPc/dcSS9IGlxMvUskvSpp6Ta0LYQOIQAAQNWSKSn6MTRZkXkFzCxT0rGSRle0bXG4yhgAACBW/O9D2NjMpkVNj3H3MVvWXkz92CeJ3C/pGncPWeFYy9O2CDqEAAAAlW95KU8qyZLUPGq6maTsmDq9JL0Q6Qw2lnSkmeWVs20RdAgBAABiWGKfVDJVUjszay1pkaQTJQ2PruDurbe8N7MnJL3p7uPNLKWstsWhQwgAAFCFuHuemV2s8NXDyZLGuvtMMxsRKY8dN1hm27LWSYcQAAAgiinhGUK5+0RJE2PmFdsRdPczympbFq4yBgAACDgyhAAAANFMxV+rW42RIQQAAAg4MoQAAACFWMLHEFY2MoQAAAABR4YQAAAgBhlCAAAABAoZQgAAgBhkCAEAABAoZAgBAABikCEEAABAoJAhBAAAiMaTSgAAABA0ZAgBAACiGE8qAQAAQNCQIQQAAIhBhhAAAACBQoYQAAAgBhlCAAAABAoZQgAAgBhkCAEAABAoZAgBAACi8aQSAAAABA0ZQgAAgBiMIQQAAECgkCEEAACIwrOMAQAAEDhkCAEAAGKQIQQAAECgkCEEAACIFawEIRlCAACAoCNDCAAAEM2CN4awSnUIU5JMjevUTHQYiLIpFEp0CIixYXN+okNAjM0hT3QIKMbyZesSHQKi5G3m/5OqrEp1CAEAAKqCoGUIGUMIAAAQcGQIAQAAYpAhBAAAQKCQIQQAAIjCs4wBAAAQOGQIAQAAYgUrQUiGEAAAIOjIEAIAAEQL4JNKyBACAAAEHBlCAACAGGQIAQAAEChkCAEAAGIELUNIhxAAACBWsPqDnDIGAAAIOjKEAAAAMYJ2ypgMIQAAQMCRIQQAAIhiZmQIAQAAECxkCAEAAGKQIQQAAECgkCEEAACIQYYQAAAACWVm/c1stpnNMbNriykfbGbfm9kMM5tmZgdElc03sx+2lJVnfWQIAQAAYiUwQWhmyZJGSeonKUvSVDN7w91/iqr2gaQ33N3NrIuklyTtEVV+qLsvL+86yRACAABULb0lzXH3ee6eK+kFSYOjK7j7Onf3yGRtSa7tQIcQAAAgxpZ7EcbrJalx5FTvltd5UavPlLQwajorMi82xmPNbJaktySdFVXkkt4zs29illsiThkDAABUvuXu3quEsuJOWBfJALr7OEnjzOwgSbdI6hsp2t/ds82siaRJZjbL3SeXFgwZQgAAgGhWKRnC0mRJah413UxSdkmVI5293cyscWQ6O/LvUknjFD4FXSo6hAAAAFXLVEntzKy1mdWUdKKkN6IrmFlbi/QszayHpJqSVphZbTOrE5lfW9Lhkn4sa4WcMgYAAIhikhJ5G0J3zzOziyW9KylZ0lh3n2lmIyLloyUNkXSamW2WtFHSsMgVx00VPo0shft5z7n7O2Wtkw4hAABAFePuEyVNjJk3Our9nZLuLKbdPEldK7o+OoQAAACFlGucX7XCGEIAAICAI0MIAAAQI2AJQjKEAAAAQUeGEAAAIAZjCAEAABAoZAgBAACiGWMIAQAAEDBkCAEAAKKYpKSkYKUIyRACAAAEHBlCAACAGIwhBAAAQKCQIQQAAIjBfQgBAAAQKGQIAQAAonEfQpRl8ofv6Yj9u6nvPp31yIN3Fymf++tsnTDwUO3ZooH+9/D9hcquu2yE9tmzpQYe3Kuywg2Erz/9QKf131snH76XnhvzQJHy3+f9qouG9dfhnTP04v8eKlS27o81GnnpmTptwD46/ch9NfPbqZUVdrU2++tPdPdp/XTXKX308XOji5R/+/7ruv+cgbr/nIF6+OLjlT33Z0nS6qXZGvP3k3XPGUfo3jP767NXn6jkyKuvrya/r+FH9NaJ/XrqmTH3FylfMPcXjRh2uPp0StPz/3uwUNnxfbrq9KP215mDD9I5x/WprJCrvYM7pOqjG/to8k2H6cJ+bYuU9+ucpnevPURvX3Ow3rzqIO3VpmFBWd1dUjT6rF768MZD9cENh6pHqwaVGTqqobhlCM1srKRBkpa6e6d4racyhUIh/fO6v+vxlyYoLT1TQ/ofqMMOH6i27TsU1Klfv4FuvPVuvf/OhCLtjxt2ik4563xdfcm5lRl2tRYKhfTAv67RXWNfUWrTDI04vp/269Nfrdq2L6hTp159XXLj7frs/beLtH/wtuvV+8A++ud/H9fm3Fxt+nNjZYZfLeWHQnr9gZt19l1Pql5qmh664Dh12O8wNW3VrqBOw7TmOu++51SrTj3N/uoTjbvnRl308KtKSk7RwBHXKXP3Ttq0YZ0eHHGM2vXcv1BbVFwoFNK9/7pa9z3+mlKbZujcoYdp/z791brtHgV16tZvoL/dcIc+/WBisct44Mk3VL9ho8oKudpLMunW47vo5FFfKmf1Rk246iBN+mGxfl28rqDO57OXadIPiyVJe2TU1cNn9VSfWz+SJN08pLM+/nmpRoydphrJpl1qJidkO6orE2MId6QnJPWP4/Ir3fffTlPL1m3UomVr1axZUwOPGar3332zUJ1GqU3UpXtPpaTUKNJ+r30PUL36DYvMx7ab9f10ZbRorYzmrVSjZk31OfJYff5B4Y5fg0ap2qNzD6WkFP77Z/26tfp+2pc6cugpkqQaNWtq17r1Ki326mrhrO/UKLOlGmW0UEqNmuraZ6B++uL9QnVaduqhWnXCn3Xzjt20Zln4P726jZooc/fw34871dpVqS120x/Ll1TuBlRDP3//jTJbbv2dHDbwOH1WzO+kQ5eivxPER7eWDTR/+Xr9vmKDNodcE75ZpMM7pxWqsyE3VPC+Vs1kuYff77pzinq3bagXvvxdkrQ55PpjY16lxY7qKW6/fHefbGat4rX8RFiSk620jGYF02npmfpu+rQERoTlS3LUJD2jYDo1LUM/f/dNudrmLJyv+g0b6c7rLtHc2TO1+55ddPH1t2uXWrXjFW4g/LF8ieo1SS+Yrtc4TQt//q7E+tMmvqzd9z6oyPyVi7OUPecnNe/QNS5xBsmyJTlqkpZZMJ3aNEM/f1++34kkmUx/P3uIzEyDh52uo4edEYcogyWt/s7KXrX1jETO6j/VrZjTvkd0SdM1R3dQ41130hmjv5IktWhUSyvX5eqeU7qpQ0Y9/bBwtW5+9UdtjOpAYnsZGcLKZmbnmdk0M5u2cuXyRIdTKt/y51mUoH1hqhrXtu+TUF6efvnpex190pl6dNxH2nmX2nr+0f/u6BADp7jfSUmjs+d++6Wmvv2yBpx7daH5mzau17MjL9JRF96onWvXiUeYwVKBfVKch59/W2PHfay7H31Jrz37P82Y+sUODC6Yivv0i/vtvPv9YvW59SOd8+jXunJQ+BR/SpKpU7N6evrT+TryP59oY26o2DGIQEUkvEPo7mPcvZe792rYsHGiwylVWkamFmdnFUwvzlmkJmlppbRAvKU2zdDSnOyC6WWLs8Xcf6kAACAASURBVNWoSfn2SWpahlKbZqhj156SpIOPOEq//FRyJgvlUy81TWuW5hRMr1m+WHUbNylSL2fuLL169/U67ZbRql1va2YklLdZz4y8SN36Hq1OBx1RKTFXd6lpGVq6eFHB9LIl2Wpczt+JJDVuGs74NmiUqoP6DaxQdhHFy1n9pzIa7FIwnV5/Zy1d82eJ9b+eu1ItGtdSg9o1lbP6T+Ws/lMzFqyWJE2cka1OzevHPeagMYvvq6pJeIfwr6Rzt56aP2+uFi6Yr9zcXL01/hUddvjARIcVaHt07q5FC+YpJ2uBNufm6sOJ47Rfn/INXW2Y2lRN0jP1+7xfJUnTv5ysVru1L6MVytJsjy5asWiBVuYsVN7mXH334VvquO9hheqsXpKtZ0ZeqGHX3aPU5q0L5ru7XrnrOjVp0VYHHn92ZYdebe3RuYey5s9T9sLw7+SDt17TAeX8nWzcsF4b1q0teD/184/Upl2HMlqhLN/9vlqtU2ureaNaqpFsOqpnpib9UHi8bMvGW4evdGpWTzWTk7Rqfa6Wrd2knNUb1aZJuHz/3VP1a87aSo0f1Q+jhysgJSVFN91+j84+abBCoZCGnnSa2u3RUc8/+Zgk6aTTz9GypYt13BEHat3atUpKStITj47S25O/0a516uryEafr6y8+1aqVK3Rg93a69Kobdfzw0xO8VX9tySkpuvQfd+jqs49Xfn6+BgwZrtbt9tAbLzwuSTr6xDO1ctkSnT+0rzasWytLStIrTz2iJ976QrV3raNLb/y3brtqhPI2b1Z685a65vYHy1gjypKcnKKjLxmpsdecqfxQSL0GHK+mrXfXlDeekyTtc/Rwvf/0g1r/x2qNf2CkJCkpOVmXjB6vBT9+o28njVdam/Z64NyjJElHnH2F9tjnkERtTrWQkpKiy2/6j644Z6jyQyENHHKyWrfroPHPh38nx5x0plYsW6Jzh/TR+nXhY9fLT47W0xO/1JpVK3X9RadKkkKhPPUbNFR7H9Q3kZtTLYTyXf94+Qc9feE+SjbTi1N+1y+L1+qU/VtKkp75fIGO7JauIb2baXPI9efmkC56fGtm9qaXf9B/T++pGslJ+n3Fel35zIxEbUq1FbQhYVbseJ8dsWCz5yUdIqmxpCWSRrr7/0pr07lrD3/tvc/iEg+2zaLV3Ialqvkqe3WiQ0CM/TO5e0BVNPzBTxMdAqIsfvHvyl065y/Ry6qV0d7bn/9/cV3HjJsP+8bdq8yNieN5lfFJ8Vo2AABA3FTRcX7xxBhCAACAgGMMIQAAQBSeVAIAAIDAIUMIAAAQI2AJQjKEAAAAQUeGEAAAIAZjCAEAABAoZAgBAABiBCxBSIYQAAAg6MgQAgAARDPGEAIAACBgyBACAABECT+pJNFRVC4yhAAAAAFHhhAAAKAQYwwhAAAAgoUMIQAAQIyAJQjJEAIAAAQdGUIAAIAYjCEEAABAoJAhBAAAiGaMIQQAAEDAkCEEAACIEn5SSbBShGQIAQAAAo4MIQAAQAwyhAAAAAgUMoQAAAAxApYgJEMIAAAQdGQIAQAAYjCGEAAAAIFChxAAACBa5Ekl8XyVGYJZfzObbWZzzOzaYsoHm9n3ZjbDzKaZ2QHlbVscOoQAAABViJklSxolaYCkjpJOMrOOMdU+kNTV3btJOkvSYxVoWwRjCAEAAKKYLNFjCHtLmuPu8yTJzF6QNFjST1squPu6qPq1JXl52xaHDCEAAEDlaxw51bvldV5UWaakhVHTWZF5hZjZsWY2S9JbCmcJy902FhlCAACAGJWQIFzu7r1KWn0x87zIDPdxksaZ2UGSbpHUt7xtY5EhBAAAqFqyJDWPmm4mKbukyu4+WdJuZta4om23IEMIAAAQIymxYwinSmpnZq0lLZJ0oqTh0RXMrK2kue7uZtZDUk1JKyStLqttcegQAgAAVCHunmdmF0t6V1KypLHuPtPMRkTKR0saIuk0M9ssaaOkYe7ukoptW9Y66RACAADESPSDStx9oqSJMfNGR72/U9Kd5W1bFsYQAgAABBwZQgAAgCjhp4kE61nGdAgBAABiJAWrP8gpYwAAgKAjQwgAABAjaKeMyRACAAAEXJXKECYnm+rXqpHoMBBlc6jMp92gkiUHbWDLX8DiDRsTHQKKsWz+okSHgCh5uZsTHUKFBCxBSIYQAAAg6KpUhhAAACDRTJIpWClCMoQAAAABR4YQAAAgRtCGa5MhBAAACDgyhAAAANHMuA8hAAAAgoUMIQAAQIyAJQjJEAIAAAQdGUIAAIAoJikpYClCMoQAAAABR4YQAAAgRsAShGQIAQAAgo4MIQAAQAzuQwgAAIBAIUMIAAAQxYwxhAAAAAgYMoQAAAAxuA8hAAAAAoUMIQAAQIxg5QfJEAIAAAQeGUIAAIAY3IcQAAAAgUKGEAAAIIpJSgpWgpAMIQAAQNCRIQQAAIhmxhhCAAAABEuJGUIzq1taQ3f/Y8eHAwAAkHgBSxCWesp4piRX4Xszbpl2SS3iGBcAAAAqSYkdQndvXpmBAAAAVBWMISyGmZ1oZtdH3jczs57xDQsAAACVpcwOoZk9JOlQSadGZm2QNDqeQQEAACTKlvsQxvNV1ZTntjP7uXsPM/tWktx9pZnVjHNcAAAAqCTl6RBuNrMkhS8kkZk1kpQf16gAAAASiDGERY2S9KqkVDP7p6TPJN0Z16gAAABQacrMELr7U2b2jaS+kVnHu/uP8Q0LAAAgcYKVHyz/o+uSJW1W+LQxTzcBAACoRspzlfENkp6XlCGpmaTnzOy6eAcGAACQCGZSkllcX1VNeTKEp0jq6e4bJMnMbpP0jaR/xzMwAAAAVI7ydAgXxNRLkTQvPuEAAAAkXhVM4sVViR1CM7tP4TGDGyTNNLN3I9OHK3ylMQAAAKqB0jKEW64kninpraj5U+IXDgAAQOIF7T6EJXYI3f1/lRkIAAAAEqPMMYRmtpuk2yR1lLTzlvnuvnsc4wIAAEiYgCUIy3VPwSckPa7wPRoHSHpJ0gtxjAkAAACVqDwdwlru/q4kuftcd79R0qHxDQsAACAxTPG9B2FVvA9heTqEmyw8snKumY0ws6MkNYlzXFXWh5Pe1b499lTvrh3033v/U6Tc3XX9VZerd9cOOnjfHvp+xrcFZaMfekAH9u6qg/bupvPPPEV//vlnZYZebX360SQNPLC7+u/fRY8+dE+R8nlzZmv4UX3UrXVDPT76gYL5OYuydMbQATrq4B46+tBeevqxUZUZdrU266tP9J9T++qO4Yfqw2dHFymfPul13XPWkbrnrCP10EVDlT3nZ0nS6qXZGn3ZcN112uG6+4z++vSVxys79Grr288/0qXHHKiLj95f48Y+VKR80W9zdP1pR+mk3q31xlOF99mbz4zR5UMO1d+H9tH9116o3E0cu3aEfj2a67v/O0k/PjJcVw7tXmK9nu1StW78+Tp2vzYF80ZfeogWPH2Gpj00rBIiRRCUp0N4uaRdJV0qaX9J50o6q6xGZtbczD4ys5/NbKaZ/W37Qk28UCika674m55/dYI+m/qdXnvlRc2e9VOhOh+8947mzZ2jr2b8pHse+D9dffnFkqSc7EV67JFReu+TKZr81QyF8kMa/+pLidiMaiUUCum2G/6u0c+8pjc+mqaJ41/WnF9+LlSnXv0Guu6Wu3Tm+ZcWmp+SkqKrR/5bEz6ZrucnfKTnn3i0SFtUXH4opHEP3Kyz7xyrK598VzM+nKAl838tVKdhejNd8MDzumLsRPU97WK9cs8NkqSk5BQNuvB6XfXUe7r44Vf0xfhnirRFxYVCIf3vjht0w0PP6L5XP9Ln74zXwrm/FKqza736OuuaW3TUaecXmr9iaY4mPj9Wdzw7Ufe+8qHy80P6/N3XKzP8aikpyXT/iAM1+OY31f2iF3T8QW21R/MGxda79fR9NenbhYXmP/3BbA2++c3KCjd4LDyGMJ6vMkMw629ms81sjpldW0z5yWb2feT1hZl1jSqbb2Y/mNkMM5tWnk0us0Po7l+5+1p3/93dT3X3o93983IsO0/SFe7eQdI+ki4ys47lCaqqmj5tqlq32U2tWrdRzZo1deyQE/TOWxMK1Xl74gSdcNLJMjP16r231qxZrSWLcyRJeXl5+nPjRuXl5Wnjho1qmpaeiM2oVn74dpqat2qj5i1bq2bNmjpy8FB99O5bheo0atxEnbv1VEqNGoXmpzZNU8fO3SRJtXetozbt2mtpZF9h2/0+6zs1zmypRhktlFKjprr1GaSZn79fqE6rTj1Vq049SVKLjt21ZtliSVLdRk3UbPdOkqSda+2qJi3bas3yJZW7AdXQnB+/VVrzVmrarKVq1Kip/Y8YrGkfv1uoTr2GjdV2z25KSalRpH1+KE+5m/5UKC9Pm/7cqIapaZUVerW1V7smmpuzRvOXrNXmvHy9PHmOBu3dqki9Cwd11vgv5mrZmo2F5n8+M0cr126qpGhR2cwsWdIoha/d6CjppGL6UL9JOtjdu0i6RdKYmPJD3b2bu/cqzzpL7BCa2Tgze62kV1kLdvccd58eeb9W0s+SMssTVFW1OGeRMps1K5hOz8hUTnZ24TrZ2cpo1rxgOiOzmXKys5WekakLL7lc3ffcTZ3btVCdunV16GH9Ki326mrJ4mylZ2zdJ03TM7VkcXYpLYq3aOEC/fzjd+rSvVy/G5Tij2VLVD916x879VLTtGZZyZ26r996SXv0PrjI/JU5Wcr+daZadOhaTCtUxMqli9WoaUbBdMOm6VoR6YSXpVGTdB112ghdMKC3zu3XXbV2rauu+xbdX6iYjEa1lbV8fcH0ohXrldmoduE6DWvr6H1b69F3foptjkpgZnF9laG3pDnuPs/dcxW+mHdwdAV3/8LdV0Ump0hqpu1QWobwIYV7pyW9ys3MWknqLumrYsrOM7NpZjZtxfLlFVlspXP3IvNid2pJdVavWqV3Jk7QtB9+0fe/LNCGDev18gvPxi3WwCjHPinL+vXrdNm5J+vaf96pXevU3VGRBZaruH1SfN05336pqRNf1pHnX11o/qYN6/XUyAt19MX/0M6168QjzIApZp+ofL+TdX+s1tSP39WoN6dozHvTtWnjBk1+69UdHWDgFPebiD2c3XXu/rrxiSnKzy+6/1AtNN7S/4m8zosqy5QUPU4gS6Un1c6W9HbUtEt6z8y+iVluiUq7MfUH5VlAWcxsV0mvSrrM3f8oZj1jFElzduvRs0p/69MzmmlRVlbBdE72IqWlFz7tm56Zqeysrfswe1GW0tLTNfnjD9SiZSs1bpwqSRp41DGa+tUUHX/iyZUTfDXVND1TOdlb98mSnEVq0rT8p+I3b96sy849WQOPHaZ+Rw4uuwHKVC81TauXbT31vmbZYtVt3LRIvey5s/TyXdfrnDvHqna9rWOnQnmb9dTIi9S972B1PuiISom5umvYJF0rlmzNnK9ckqOGqUX3SXF++OpTNclooXoNG0mS9u4zQLO/m6aDBg6JS6xBsWj5ejVrvDUjmNmotrJXri9Up0e7VD11VV9JUqO6u+iIni2Vl5+vCVPmV2aogVWeiyy20/JSTucW9xdbsX0kMztU4Q7hAVGz93f3bDNrImmSmc1y98mlBRPX7TWzGgp3Bp919zJPM1d13Xv20rx5c7Rg/m/Kzc3VuFdf0hFHDipUp/+AQXrp+Wfl7pr29VeqW7eemqalK7NZC30z9Stt2LBB7q5PP/lIu7ffI0FbUn106tZTv/82V1m/z1dubq4mvv6KDj38yHK1dXfddMWFatO2vc44/5I4Rxoczdt30fKs+VqZs1B5m3M148M31XG/wwrVWbUkW0/94wKddP3dSm3eumC+u+ul/1yrJi1208EnnF3ZoVdbbffsppzff9OSRb9r8+Zcff7u6+p1yOHlats4LVO//jBdmzZulLvrh68/U7PW7eIccfU37delaptRXy2b1lGNlCQdf1BbvfX1/EJ1OpzzrPaIvMZ9MVeX/d9kOoPBkSWpedR0M0lFxkOZWRdJj0ka7O4rtsx39+zIv0sljVP4FHSpynxSybaK3Krmf5J+dvd747WeypSSkqI77rpfw44dqFAoX8NPPV17dNhTT/wvPI7zjLPPU98jBuj9995R764dVKvWLnrg4cckST336q1Bg49T3wN7KyUlRZ26dNOpZ56TyM2pFlJSUnTDrffovOHHKD8/pGOHnaq27TvqxafCn/uw087RsqVLNGzAgVq3bq2SkpL09KOj9MbH0zT75x/1xqvPa/cOe+q4fvtKki679mYddBhZqe2RnJKiY/42Uo9edYby8/PVe8BQpbXeXV++/pwkad/Bw/X+kw9qwx+r9dp9I8NtkpP1tzGva/4P32j6e+OV1qa97j07/MfWgHOvUId9uPXp9khOSdHZ19yq2y4crvz8fB06eJia79Ze7738lCTp8ONP06rlS3XtyQO0cf06mSXprWcf1X2vfqx2nXton74DdfXwI5ScnKJWe+ypvkM4s7G9Qvmuy0d/qgn/HKTkJNOT78/Sz7+v0jn9w9cNPFbGuMEnr+yrAztnqHHdnTXn8VN1y3NT9eSkWZUReiCYEv4s46mS2plZa0mLJJ0oaXh0BTNrIek1Sae6+y9R82tLSnL3tZH3h0v6V1krtOLGvBVb0Wwndy/3JU1mdoCkTyX9ICk/Mvt6d59YUptuPXr6pE+mlHcVqATL1uYmOgTEmPgrV91WNa3q7Vx2JVS6U//B7XGqkk2f3qH81Quq3h2Zi9G0bScfdvcrcV3Hg8d2+Ka0K4DN7EhJ90tKljTW3W8zsxGS5O6jzewxSUMkLYg0yXP3XmbWRuGsoBRO/D3n7reVFU95nmXcW+FMXz1JLSL3uTnH3Us9x+bun6n4c+AAAABVWlKCezCRBNrEmHmjo96fI6nIqUZ3nyepwrdnKM8Ywv9KGiRpRWRF34lH1wEAAFQb5RlDmOTuC2LOpYfiFA8AAEDCJTpDWNnK0yFcGDlt7JE7Z18i6Zcy2gAAAOAvojwdwgsUPm3cQtISSe9H5gEAAFQ74ecNBytFWGaHMHIPmxMrIRYAAAAkQHmuMn5Uxdwd293L9SgUAACAvxrGEBb1ftT7nSUdq8LP1wMAAMBfWHlOGb8YPW1mT0uaFLeIAAAAEixgQwi36VnGrSW13NGBAAAAIDHKM4ZwlbaOIUyStFLStfEMCgAAIFFMUlLAUoSldggtfM11V4UfrCxJ+V7ehx8DAADgL6HUDqG7u5mNc/eelRUQAABAom3LmLq/svJs79dm1iPukQAAACAhSswQmlmKu+dJOkDSuWY2V9J6hU+tu7vTSQQAANVSwIYQlnrK+GtJPSQdU0mxAAAAIAFK6xCaJLn73EqKBQAAIOHMjKuMo6Sa2d9LKnT3e+MQDwAAACpZaR3CZEm7KpIpBAAACIqAJQhL7RDmuPu/Ki0SAAAAJESZYwgBAACCJilgvaDSOoSHVVoUAAAAVUQQH11X4o2p3X1lZQYCAACAxCj10XUAAABBFLAEYeAe1QcAAIAYZAgBAACiWfAuKiFDCAAAEHBkCAEAAGJYwO6+R4YQAAAg4MgQAgAARAnfhzDRUVQuMoQAAAABR4YQAAAgBhlCAAAABAoZQgAAgBgWsEeVkCEEAAAIODKEAAAAUbjKGAAAAIFDhhAAACCaSQEbQkiGEAAAIOjIEAIAAMRICliKkAwhAABAwJEhBAAAiMJVxgAAAAgcMoQAAAAxAjaEkAwhAABA0FWpDGGSmWrtVKVCCrxam0KJDgExmtSukegQEOOP3M2JDgHFyZqZ6AgQLXdjoiOoAFOSgpUiJEMIAAAQcKTjAAAAopgYQwgAAICAIUMIAAAQzbgPIQAAAAKGDCEAAEAMnmUMAACAQCFDCAAAEIWrjAEAABA4dAgBAABiJJnF9VUWM+tvZrPNbI6ZXVtM+clm9n3k9YWZdS1v22K3t0KfDgAAAOLKzJIljZI0QFJHSSeZWceYar9JOtjdu0i6RdKYCrQtgg4hAABADLP4vsrQW9Icd5/n7rmSXpA0OLqCu3/h7qsik1MkNStv2+LQIQQAAKhaMiUtjJrOiswrydmS3t7GtpK4yhgAAKAQU6VkzBqb2bSo6THuPiYqhFhe3ELM7FCFO4QHVLRtNDqEAAAAlW+5u/cqoSxLUvOo6WaSsmMrmVkXSY9JGuDuKyrSNhYdQgAAgGgmWWJvRDhVUjszay1pkaQTJQ2PrmBmLSS9JulUd/+lIm2LQ4cQAACgCnH3PDO7WNK7kpIljXX3mWY2IlI+WtJNkhpJejjSec1z914ltS1rnXQIAQAAYiT6QSXuPlHSxJh5o6PenyPpnPK2LQtXGQMAAAQcGUIAAIAoJpXraSLVCRlCAACAgCNDCAAAECNY+UEyhAAAAIFHhhAAACBGwIYQkiEEAAAIOjKEAAAAhViin1RS6cgQAgAABBwZQgAAgCim4GXMgra9AAAAiEGGEAAAIAZjCAEAABAoZAgBAABiBCs/SIYQAAAg8MgQAgAARDPGEAIAACBgyBACAABE4T6EAAAACBwyhAAAADEYQwgAAIBAIUMIAAAQI1j5QTKEAAAAgUeGEAAAIEbAhhCSIQQAAAg6MoQAAABRwvchDFaKkAwhAABAwJEhBAAAiMEYQpRq0rvvqHunPdSlQzvdc9cdRcrdXVdefqm6dGinvXt21YxvpxeUrV69WiefeLy6d+6gHl066qspX1Zm6NXWJx+8pz77dNEhe+2p/3vgriLlc3+dreMGHKz2mfU0ZtR9FWqLbfP9Fx/rmiGH6KpjD9SbT4wqUv7F2+N0w0mH64aTDtctZx2r33/5qdxtsW1++PJjXX98H1035GBNfPLhIuVT3hmvkSf318iT++v2c47Twqh9UlZbbJt++3XQd+P+oR9fH6krz+xXYr2eHVto3bT/6ti+3QrmzXrrn5r60vWa8sK1+uzZqysjXFRzccsQmtnOkiZL2imynlfcfWS81lcZQqGQ/v63i/XGxPeU2ayZDtqvt44cdLQ6dOhYUOe9d97W3Dlz9N1Pv2jq11/psksu1MefTZEkXX3FZep3+BF69oWXlZubqw0bNiRqU6qNUCikm669TE+//JbSMjI1+PAD1Lf/ILVr36GgTr36DTTy9nv03sQJFW6LissPhfTUf27U1Q89q4ZN03Xz6Uep+0H9lNlm94I6qRnNdf0jL6l23fr67vOP9Pjt12rkE2+Uqy0qLj8U0rN33aQrHnxGDZqk6ZYzjla3A/spo027gjqNM5rr6v97UbXr1tMPX3ykJ++4TjeOfb1cbVFxSUmm+689QQMveEiLlqzWZ89epTc/+UGz5i0uUu/Wvw3WpC9/LrKM/uc9oBWr11dWyAFjMsYQ7jCbJPVx966Suknqb2b7xHF9cTdt6tdqs1tbtW7TRjVr1tTQE4bprQmvF6rz5oTXddIpp8rM1HvvfbRm9WotzsnRH3/8oc8/nazTzzxbklSzZk3Vr18/EZtRrXw3fapattpNLVq1Vs2aNXXUMcdr0ttvFqrTOLWJunbvpRo1alS4LSpu3swZatq8lZo0a6mUGjW1d7+jNP2T9wrVade1l2rXDX//23burpVLc8rdFhU376cZatKspVIzWyilRk317neUvp1c+HNt26WnatetJ0lq06mHVi1dXO62qLi9OrXS3IXLNX/RCm3OC+nld6dr0CFditS78MSDNf6D77Rs5doERIkgiVuH0MPWRSZrRF4er/VVhuzsRWrWvFnBdGZmM2UvWlSoTk52tpo1a14wnZHZTNnZizT/t3lqnJqqEeeepf1699BFI87R+vX8Zbe9FudkKz1z6z5Jy8jU4pxFpbTYMW1RslXLFqth04yC6YZN07Vq2ZIS63/y+ovqst+h29QW5bN66ZJCn2uDJulaXcrn+ukbL6rzvodsU1uUT0aTespasqpgetGSVcpMrVe4Tmo9Hd2nqx595dMi7d1dEx6+WJ8/e7XOOm7/uMcbRGbxfVU1cR1DaGbJZjZD0lJJk9z9q2LqnGdm08xs2vLly+IZznZzL9qfjX34dUl18vLyNOPb6TrnvBH64uvpqlWrdrFjEFEx5dkn8WiLklXkc/152hea/MaLGnbxdRVui/Lz4v4WL+FznTXtC3024UUNvfjaCrdF+RV3OjL2k77rqiG68YHXlZ9fdB/0OfM+7Tf8Th1z8cM6f9iB2r/HbnGKFEER16uM3T0kqZuZ1Zc0zsw6ufuPMXXGSBojST169qrSGcTMzGbKWphVML1oUZbSMzIK1cnIzFRW1sKC6exFWUpPz5CZKbNZM/1/e3ceZ2VZ/3/89WEGEpTNhW1wwRVHE0TUTDMtF1RccjfRNJX4ppmVCz5+mmmWkeZWGq655YIVCW6IpqmJCiIuhCgCCjOsAipqIjPX74854pnDNiPMnHHu19PHeXDOua/rXNfhluHifV/3de28y64AHHb4kVx5+ZDG6Xgz1rVbGbMqvjgnsysr6Nyl2ypqrJ26Wrn1O3VlwZzKZa8XzJlFhw07LVfu3bcmccul53L2NXewXoeO9aqr+unYqUut39eFc1f8+zrjrUnc9tvBnHX1bazXvmO96qp+KuYuonvnjstel3XuSOW892uV6VO+CXf87mQANuiwHvvvsR1Ll1Yz8qlXmZUrO2/hYkb861V23m4z/jP+7cb7As2c6xA2kJTSIuApoF9jtNdQduq7M29PeYvp06axZMkS/jbsPg7sf0itMgf1P4R77rqTlBIvvvA87dq3p0vXrnTu0oWy7hvz5uTJADz15BP03NabF9bUDjv2Zfq0Kcx4ZzpLlixh5D/vZ59+BzV4Xa1cj/JezHl3GvMq3mXpZ0t4YfRIdtyz9h2U782u4I/nDuRHF19Nl003r1dd1V+PbXsxZ8Z05lXOYOlnS3hx9Eh6r+CcXD94EKf+6iq6bLJ5veqq6kJDqwAAGjpJREFU/sZNfIctN9mITbttQMvSEo7avw8PPfVqrTLb9v8VPQ+6iJ4HXcTwx1/mrMvuY+RTr9JmnVas1+ZrALRZpxX77NaTiW9XrqgZqc4a8i7jjYDPUkqLIqI1sA/wlY7ESktL+cPVf+Sw/v2oqqrihJNOprx8O26+cSgApw4cxP4HHMioRx9mh223onWbNgy96dZl9f9w1bWcctIAlixZQo8em/PnvGP6ckpLS7n4sqs48eiDqa6u4qjjfsDWPcv56203AXD8Sacxb85sDtl3dxZ/+CHRogV/ueFPPPafl2nbtt0K62rNlJSWcsK5v+byM0+guqqKPQ85hu5bbMO//n4nAN854gT+efM1LH5/IXcMuQCAFqUlXHzHQyutqzVTUlrK8WdfwlVnnkh1dRV7HHw0ZZtvzVP/uAuAvQ4fwMhbrmXx+wu56/e5c1JSyi9vH7nSulozVVXV/GzIMEZefzolLYLbH3ieSVNnc+qRewBw89+eXWndThu05b4rTwOgtKSE+x4Zx+jnlr8LWWugic7za0ixojk7a+WDI3YAbgdKqEkih6WULllVnT479U3PjBnbIP3RlzPvg0+L3QUVeHp6055rm0VLq6uL3QWtwOk/cm3RpuTTycOo/njuV2KYtfX2vdMfh41u0Db6bdfppZRS3wZtpB4aLCFMKb0K7NhQny9JktRQspYQulOJJElSxrmXsSRJUoGs7VTigFCSJClPAC2yNR70krEkSVLWmRBKkiQVyNolYxNCSZKkjDMhlCRJKuCyM5IkScoUE0JJkqQCziGUJElSppgQSpIk5XEdQkmSJGWOCaEkSVIt4RxCSZIkZYsJoSRJUr5wHUJJkiRljAmhJElSgYwFhCaEkiRJTU1E9IuIyRExJSIGr+B4z4gYExGfRsTZBcemR8RrETEhIsbVpT0TQkmSpDw16xAWLyOMiBLgOmBfYCYwNiJGpJT+m1dsAXAmcNhKPmbvlNL8urZpQihJktS07AJMSSlNTSktAe4FDs0vkFKam1IaC3y2Nhp0QChJklQgGvgBbBgR4/IeA/OaLwNm5L2emXuvrhLwWES8VPC5K+UlY0mSpMY3P6XUdyXHVnS9OtXjs3dPKVVGRCdgdES8kVJ6elUVTAglSZIKNUJEuAozgY3zXncHKuva9ZRSZe7XucBwai5Br5IDQkmSpKZlLLBVRPSIiFbAscCIulSMiHUjou3nz4H9gNdXV89LxpIkSQWKuZdxSmlpRJwBjAJKgFtTShMjYlDu+NCI6AKMA9oB1RFxFlAObAgMj5q7pEuBu1NKj66uTQeEkiRJTUxK6WHg4YL3huY9n03NpeRCHwC96tueA0JJkqQC7mUsSZKkTDEhlCRJKpCxgNCEUJIkKetMCCVJkgplLCI0IZQkSco4E0JJkqQ8NZuJZCsiNCGUJEnKOBNCSZKkfOE6hJIkScoYE0JJkqQCGQsITQglSZKyzoRQkiSpUMYiQhNCSZKkjDMhlCRJqiVch1CSJEnZYkIoSZJUwHUIJUmSlCkmhJIkSXmCzN1k3PQGhCmlYndBeVq0yNofiaavRdauY3wFhOdE0ldckxsQSpIkFV3G/p3nHEJJkqSMMyGUJEkq4DqEkiRJyhQTQkmSpAJZu1fMhFCSJCnjTAglSZIKZCwgNCGUJEnKOhNCSZKkfBncqsSEUJIkKeNMCCVJkgq4DqEkSZIyxYRQkiQpT+A6hJIkScoYE0JJkqQCGQsITQglSZKyzoRQkiSpUMYiQhNCSZKkjDMhlCRJKuA6hJIkScoUE0JJkqQCrkMoSZKkTDEhlCRJKpCxgNCEUJIkKetMCCVJkgplLCI0IZQkSco4E0JJkqQ8gesQSpIkKWNMCCVJkvKF6xBKkiQpY0wIJUmSCmQsIDQhlCRJyjoTQkmSpEIZiwhNCCVJkjLOAaEkSVIt0eD/rbYHEf0iYnJETImIwSs43jMixkTEpxFxdn3qrogDQkmSpCYkIkqA64ADgHLguIgoLyi2ADgTuOJL1F2OA0JJkqQCEQ37WI1dgCkppakppSXAvcCh+QVSSnNTSmOBz+pbd0UcEEqSJOWJRngAG0bEuLzHwLwulAEz8l7PzL1XF1+qrncZS5IkNb75KaW+Kzm2ogwx1fFzv1RdB4SSJEmFirvszExg47zX3YHKhqzrJWNJkqSmZSywVUT0iIhWwLHAiIasa0IoSZJUoC5LwzSUlNLSiDgDGAWUALemlCZGxKDc8aER0QUYB7QDqiPiLKA8pfTBiuqurk0HhJIkSU1MSulh4OGC94bmPZ9NzeXgOtVdHQeEkiRJBeqwNEyz4hxCSZKkjHNAWE+jH3uUHb++Lb3Kt+YPlw9Z7nhKiXN+/lN6lW/NN/r2ZsLL45cdW7RoEQOOO4o+O5SzU6/teOH5MY3Z9WbrqSceY+9dvs6efcu5/urLlzueUuKiwT9nz77l7P+tvrz2ysvLjt16w5/Yd/c+7PPNHbll6B8bs9vN2qvPPck5h3+bXxy2ByNvu26545XTp3DxyYdy8m5b8NCdQ2sdG3XPLQw++rsMPvq7PHr3zY3V5WbvtTFPcf6RezP48D156Pbrlzs+5tHh/PL7+/PL7+/Pb075Hu+++d8619WXs+83t+WV4Rfy+gMXcfbJ+6603E7lm7B43LV8b5/ey95rv15r7r78FCb84wJe/vsF7LpDj8bocqY0wjqETUqDDwgjoiQiXo6IBxu6rYZWVVXFL376E/7xwEOMnfA6fxt2L29M+m+tMo+NeoS3p7zFhImTufa6ofzszNOXHTv3F2exz777M/7V/zJm7Mts03Pbxv4KzU5VVRUXnvtTbh/2AI8/N4ER/xjGm29MqlXmycdHMW3qFP49diKXXXkdF5x9JgCTJ03knjtuZcToZ3n06bE8Mephpr09pRhfo1mprqri9iEXcM61dzDk/n8xZtQDVEx9s1aZddt14ISzL+bAAQNrvT9jyhs8OfxuLr7jQX5z9ygmPPsEs9+d1pjdb5aqq6q46/cX8rNrbufS+x7nhVEjljsnG3XbmPOGDuOSu0dx8Clncvtl59e5ruqvRYvg6sFHc+gZ17PjEZdyVL+d6Ll5lxWWu/SnhzJ6TO2fa1eceySPPfdfeh9+KbsccxlvTJ3dWF1XM9UYCeFPgUmrLfUVMG7si2y+xRb02HxzWrVqxRFHHcODI2vfyf3QyBEcd/wJRAS77PoNFi1axOxZs/jggw947tln+MHJpwDQqlUrOnToUIyv0axMGD+WzXpswSab1ZyTg793FKMfGVmrzOhHRnLEMccTEfTZeVc+eH8Rc2bPYsqbb7Bj311o3aYNpaWl7Lr7txj10ANF+ibNx9sTJ9B5483o1H1TSlu24hv7HcJL/36sVpn262/I5tv1pqS0Za33K6dPYcuv9+Fr67SmpLSUnn12ZdyTjzZm95ulqRMn0Kn7ZnQq24TSlq3Ydb+DmfD06FplttyhL+u2aw/AFtv3YeHcWXWuq/rbefvNeHvGfKZXvMdnS6u4f9R4+u+1w3Llfnzst/nnE68wb8GHy95ru+467NFnC24bXnOV6bOlVby/+JNG63smNPC2dU1xfmKDDggjojtwENAsrvvMqqygrPsXaz2WlZUxq7KiVpnK5cp0p7KygunTprLhRhsx6LQfsvuuO3H6oNP46KOPGq3vzdXsWZV0LfviJquu3cqYPatyuTLd8sp06VbGnFmVbN1zO14c8ywLF7zHJx9/zJOjR1FZMbPR+t5cLZw7m/U7d1v2ev1OXVk4t27pRfcttmHyyy/w4aKFfPq/T3jlP0+yYE5d12LVyiyaN5v1O3dd9rpjp64snLfyc/LMiHv5+m57fam6qptundozc87CZa8r5iykbKP2tcts1J5DvtOLm/72TK33e5RtwPyFi7nx4gGMuec8rv/l92mzTqtG6bear4ZOCK8GzgWqG7idRpHS8ju/RMEwf2Vlli5dyoSXx3PqwEH854WXWHfddblyBXMQVU9rcE622qYng878BccfcRAnHn0w5dt/ndJSb7xfU2kFOyQVnpOVKeuxFQed+GOGnP59Lv/JADbZqpwWJSVru4uZs4I/AitdY23SuOd4ZsR9HHXG+fWuq7pb0e9h4W/15eccwQXXPEB1de0jpaUl9O65MTfd/wy7HTeEjz/5lLN/uPI5iPqysjWLsMH+9ouI/sDclNJLEbHXKsoNBAYCbLzxJg3VnbWiW1l3KmZ+sV90RUUFXbp2q1WmbLkyM+natRsRQVlZd3beZVcADv3eEVx5hQPCNdWlWxmz8lK9WZUVdO7StVaZrt3KaiV/sysr6JQrc+yAkzl2wMkA/P7XF9Kl2wqXdFI9rN+pa61Ub8HcWXTYqHOd6+912LHsddixAAy77nes36nrampodTp26sKCObOWvV64knMy461J3Pab8/jZ1bezXoeO9aqr+qmYu4junTsue13WuSOV896vVaZP+Sbc8buan08bdFiP/ffYjqVLq3nxtWlUzF3E2NffAWD44xP4xSpuSpHqoiETwt2BQyJiOnAv8J2IuKuwUErpxpRS35RS3w032qgBu7Pmduq7M29PmcL0adNYsmQJf7//Pg7qf3CtMgf2P5h7/nonKSVefOF52rdvT5euXencpQtl3TfmzTcnA/DvJ/9Fz23Li/E1mpVeO/Zl2tQpvPtOzTkZOfx+9j2gf60y+/Trz9/v+yspJcaPfYG27dovGzTOnzcXgIqZ7/Logw9w6BFHN/p3aG42L+/F7BnTmVvxLks/W8Lzj42gz551/8vq/QXzAZg/u4Jx/3qU3fY/tKG6mhk9ynsxZ8Y05uXOyQuPjaT3t2qfk/dmV3DdeT/itIuvosumm9errupv3MR32HKTjdi02wa0LC3hqP378NBTr9Yqs23/X9HzoIvoedBFDH/8Zc667D5GPvUqc977kJmzF7LVpp0A2GuXbbypZC0LsjeHsMESwpTS+cD5ALmE8OyU0oCGaq8xlJaWcsXV13LYwQdQXVXFCT84mW3Lt+OWm2qWzTjltEHs3+9AHnv0EXqVb03rNm348423LKt/xVXXcOpJJ7BkyRI269GDP994a7G+SrNRWlrKJUOu5sSjDqaqqoqjv/8Dtu5Zzl1/uQmAASefxnf27ceTox9lz77ltG7dhiv+eOOy+oNOOpaFCxbQsmVLLvn91bTv0HFlTamOSkpLOfGcX3P5TwZQXVXFnoccQ/cttuGJv90JwHePPIFF8+fyyxMP4pOPFtMiWjDqnlsYMuxftF6vLdeeO5DF7y+ipLSUH5x3Keu28+arNVVSWsqAcy7hyjNPpLq6ij0OPpqyLbbmyb/X/Bt97yMGMOLma1j8/kLuHHIhAC1KSrjojgdXWldrpqqqmp8NGcbI60+npEVw+wPPM2nqbE49cg8Abv7bs6us//Mh9/OX355Eq9ISplfMZ+BFy+UtUr3EiuZXrfVGvhgQ9l9VuT479U1PP/dig/dHdbfgo8+K3QUVeHravGJ3QQU+q24W06SbnR8P/H2xu6A8n04eRvXHc5tgNra8XjvulB55smHXCi7r+LWXUkp9G7SRemiUGfQppaeApxqjLUmSJNWPt1RKkiQVaIrz/BqSW9dJkiRlnAmhJElSgaytt2lCKEmSlHEmhJIkSYWyFRCaEEqSJGWdCaEkSVKBjAWEJoSSJElZZ0IoSZKUp6nuN9yQTAglSZIyzoRQkiSpgOsQSpIkKVNMCCVJkgplKyA0IZQkSco6E0JJkqQCGQsITQglSZKyzoRQkiSpgOsQSpIkKVNMCCVJkmoJ1yGUJElStpgQSpIk5QmcQyhJkqSMcUAoSZKUcQ4IJUmSMs45hJIkSQWcQyhJkqRMMSGUJEkq4DqEkiRJyhQTQkmSpHzhHEJJkiRljAmhJElSnsg9ssSEUJIkKeNMCCVJkgplLCI0IZQkSco4E0JJkqQCrkMoSZKkTDEhlCRJKuA6hJIkScoUE0JJkqQCGQsITQglSZKyzoRQkiSpUMYiQhNCSZKkjHNAKEmSVCAa+L/Vth/RLyImR8SUiBi8guMREdfmjr8aEX3yjk2PiNciYkJEjKvL9/WSsSRJUhMSESXAdcC+wExgbESMSCn9N6/YAcBWuceuwJ9zv35u75TS/Lq2aUIoSZKUJ6hZh7AhH6uxCzAlpTQ1pbQEuBc4tKDMocAdqcbzQIeI6Pplv3OTSghfHv/S/LbrlLxT7H6sBRsCdR6Vq1F4Tpoez0nT5HlpeprLOdm02B2oq/HjXxrVumVs2MDNrFNwOffGlNKNuedlwIy8YzOpnf6trEwZMAtIwGMRkYAb8j53pZrUgDCltFGx+7A2RMS4lFLfYvdDX/CcND2ek6bJ89L0eE4aX0qpX5G7sKIMMdWjzO4ppcqI6ASMjog3UkpPr6pBLxlLkiQ1LTOBjfNedwcq61ompfT5r3OB4dRcgl4lB4SSJElNy1hgq4joERGtgGOBEQVlRgAn5u42/gbwfkppVkSsGxFtASJiXWA/4PXVNdikLhk3I6u9Vq9G5zlpejwnTZPnpenxnGRMSmlpRJwBjAJKgFtTShMjYlDu+FDgYeBAYArwMXByrnpnYHjU3LlSCtydUnp0dW1GSoWXpCVJkpQlXjKWJEnKOAeEkiRJGeeAUJKkJiyiDssYS2vIAeFaFBHbRMRuEdEyt+2MmgjPR9MREVtGRN+I+Fqx+6IvRMR2EfHtiNig2H0RRMQeEXECQEopOShUQ/Mu47UkIg4HfgtU5B7jIuK2lNIHxe1ZtkXE1imlN1NKVRFRklKqKnafsiwi+lPz5+Q9YHZEXJRSerPI3cq8iDgAGAJMBVpGxCkppdlF7lYmRUQLoA1wQ83LWDelNDQ3KGyRUqouchfVTJkQrgUR0RI4BjglpfRd4AFqFos8NyLaFbVzGZYbfEyIiLsBPh8UFrlbmRUR3wSuAH6QUtobWAgMLm6vFBF7AdcAp6aUDgOWANsXtVMZllKqTiktBm4HbgG+GRE/+/xYUTunZs0B4drTDtgq93w48CDQCvi+UX/jyy3GeQZwFrAkIu4CB4VNwO9SSi/nnl8ErO+l46KbA/wopfRiRHShZr/UMyLihog40p9fRbOUmmDhdmCXiLgyIi7LLULs391a6/yfai1IKX0GXAkcHhHfyv0r7llgArBHUTuXUSmlj4AfAncDZ1OzifiyQWEx+5ZhLwD/gGVzOr9GzWb37XLvOXetCFJKk1JKT+ZengJcn0sKnweOAjYsWuey7QFgdkrpCWAcMAhol2qYFGqtc0C49jwDPAacEBF7ppSqUkp3A92AXsXtWjallCpTSotTSvOBHwGtPx8URkSfiOhZ3B5mS+7PxOdzagNYBCxIKc2LiOOBSyOidfF6qJTSb1JKl+ae/wVoS+29UtV4PgG2iYjTqBkM/g7YJCJ+VNxuqbnyppK1JKX0v4j4K5CA83ODjU+p2UJmVlE7J1JK7+V+kF4eEW9QsxXQ3kXuVmallJYCiyNiRkRcRs1emyellD4pctcyKyIi5W1dFRFHUPPzq7J4vcqulFJlRMwALgROTymNjIi9qdmmTFrr3LpuLcttQr07NYnU/4Br8uZMqchyk7PPA/ZNKb1W7P5kVW5eWktgUu7X76aU3ipurwSQm9M5APg5cExK6fUidymzImJjoFNK6aXca+8yVoNxQNhAcnOknOvRhERER2AY8IuU0qvF7o8gIk4CxqaUJha7L6qRWzVhX+DtlNLkYvdHy6e3UkNwQKhMiYh1Ukr/K3Y/VMO/6CSpaXBAKEmSlHHeZSxJkpRxDgglSZIyzgGhJElSxjkglCRJyjgHhFJGRERVREyIiNcj4v6IaLMGn7VXRDyYe35IRAxeRdkOEfHjL9HGryLi7Lq+X1Dmtog4sh5tbRYRrrcnKbMcEErZ8UlKqXdKaXtgCTXbYS0TNer9MyGlNCKl9LtVFOkA1HtAKElqPA4IpWx6Btgyl4xNiojrgfHAxhGxX0SMiYjxuSRxPYCI6BcRb0TEs8Dhn39QRJwUEX/KPe8cEcMj4pXc45vU7MG6RS6dvDxX7pyIGBsRr0bExXmf9f8iYnJEPA5ss7ovERGn5T7nlYj4e0HquU9EPBMRb0ZE/1z5koi4PK9t94WVJBwQSpkTEaXAAcDnW/dtA9yRUtoR+Ai4ANgnpdQHGAf8PCLWAW4CDga+BXRZycdfC/w7pdQL6ANMBAZTs+tF75TSORGxH7AVsAvQG9gpIvaMiJ2AY4EdqRlw7lyHr/OPlNLOufYmAafkHdsM+DZwEDA09x1OAd5PKe2c+/zTIqJHHdqRpGattNgdkNRoWkfEhNzzZ4BbgG7AOyml53PvfwMoB/5Ts90wrYAxQE9g2uf7DUfEXcDAFbTxHeBEgJRSFfB+bsvAfPvlHp/v8b0eNQPEtsDwlNLHuTZG1OE7bR8Rl1JzWXo9YFTesWG5rSPfioipue+wH7BD3vzC9rm236xDW5LUbDkglLLjk5RS7/w3coO+j/LfAkanlI4rKNcbWFvbGgVwWUrphoI2zvoSbdwGHJZSeiW3L/JeeccKPyvl2v5JSil/4EhEbFbPdiWpWfGSsaR8zwO7R8SWABHRJiK2Bt4AekTEFrlyx62k/hPA/+XqlkREO+BDatK/z40Cfpg3N7EsIjoBTwPfi4jWEdGWmsvTq9MWmBURLYHjC44dFREtcn3eHJica/v/cuWJiK0jYt06tCNJzZoJoaRlUkrzcknbPRHxtdzbF6SU3oyIgcBDETEfeBbYfgUf8VPgxog4BagC/i+lNCYi/pNb1uWR3DzCbYExuYRyMTAgpTQ+Iu4DJgDvUHNZe3UuBF7IlX+N2gPPycC/gc7AoJTS/yLiZmrmFo6PmsbnAYfV7XdHkpqvSGltXQWSJEnSV5GXjCVJkjLOAaEkSVLGOSCUJEnKOAeEkiRJGeeAUJIkKeMcEEqSJGWcA0JJkqSM+/90akxAFSV7XwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_confusion_matrix(true_np, bline_np, classes=None, normalize=True,\n", + " title='BASELINE Normalized confusion matrix',\n", + " **{'vmin': 0.05, 'vmax': 0.45})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What about if we fix the timeshift error?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From e62f4e4e02bbb41c62930daccace2a1adbe180c3 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 18 Dec 2019 16:04:26 +0000 Subject: [PATCH 031/209] initial changes (INCOMPLETE) --- src/models/data.py | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) diff --git a/src/models/data.py b/src/models/data.py index dbdf427ae..ff636a4cb 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -145,6 +145,9 @@ class DataLoader: (and optionally current) arrays static: bool = True Whether to include static data + self.model_derivative: bool = False + Whether to model the CHANGE in the target variable relative to the previous timestep + rather than the target variable itself. """ def __init__( @@ -155,6 +158,7 @@ def __init__( shuffle_data: bool = True, clear_nans: bool = True, normalize: bool = True, + model_derivative: bool = False, experiment: str = "one_month_forecast", mask: Optional[List[bool]] = None, pred_months: Optional[List[int]] = None, @@ -179,6 +183,7 @@ def __init__( mask=mask, pred_months=pred_months, ) + self.model_derivative = model_derivative self.normalizing_dict = None if normalize: @@ -440,11 +445,37 @@ def _calculate_static(self, num_instances: int) -> np.ndarray: self.static_array = static_np return self.static_array + def _calculate_change(self, x: xr.Dataset, y: xr.Dataset, order: int = 1) -> xr.Dataset: + """Rather than predicting the raw VCI value, calculate the change + in the VCI relative to the previous timestep (if order == 1). + + Arguments: + --------- + x: xr.Dataset + the predictor timestep variables (including target variable) + y: xr.Dataset + the predicted timestep target variable + order: int = 1 + the number of timesteps before the predicted timestep to calculate + the derivative. 1 means that we are calculating the change + from the previous timestep. + """ + # get the last (#order) timestep from the X data + y_var = [v for v in y.data_vars][0] + prev_ts = x[y_var].isel(time=-order) + + # calculate the derivative + return (prev_ts - y[y_var]).to_dataset(y_var) + def ds_folder_to_np( self, folder: Path, clear_nans: bool = True, to_tensor: bool = False ) -> ModelArrays: x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") + + if self.model_derivative: + y = self._calculate_change(x, y) + assert len(list(y.data_vars)) == 1, ( f"Expect only 1 target variable! " f"Got {len(list(y.data_vars))}" ) From 03074eb541d3941fe508594262edb90e3a8bd169 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 18 Dec 2019 18:33:16 +0000 Subject: [PATCH 032/209] update all models for calculating derivatives --- src/models/base.py | 25 +++++++++- src/models/data.py | 13 ++++-- src/models/gbdt.py | 2 + src/models/neural_networks/base.py | 32 +++++++------ src/models/neural_networks/ealstm.py | 8 ++-- src/models/neural_networks/linear_network.py | 2 + src/models/neural_networks/rnn.py | 2 + src/models/regression.py | 2 + tests/models/neural_networks/test_ealstm.py | 17 +++++-- .../neural_networks/test_linear_network.py | 16 +++++-- tests/models/neural_networks/test_rnn.py | 8 +++- tests/models/test_data.py | 46 +++++++++++++++---- tests/models/test_regression.py | 1 + 13 files changed, 132 insertions(+), 42 deletions(-) diff --git a/src/models/base.py b/src/models/base.py index f56bcdf55..d3799e95f 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -2,6 +2,7 @@ import numpy as np import json import pandas as pd +import xarray as xr from sklearn.metrics import mean_squared_error from .data import TrainData, DataLoader @@ -33,6 +34,9 @@ class ModelBase: training data include_static: bool = True Whether to include static data + model_derivative: bool = False + Whether to model the CHANGE in target variable rather than the + raw values """ model_name: str # to be added by the model classes @@ -50,6 +54,7 @@ def __init__( surrounding_pixels: Optional[int] = None, ignore_vars: Optional[List[str]] = None, static: Optional[str] = "embedding", + model_derivative: bool = False, ) -> None: self.batch_size = batch_size @@ -64,6 +69,7 @@ def __init__( self.surrounding_pixels = surrounding_pixels self.ignore_vars = ignore_vars self.static = static + self.model_derivative = model_derivative # needs to be set by the train function self.num_locations: Optional[int] = None @@ -87,6 +93,18 @@ def __init__( # by default, models which don't care will run on the CPU self.device = "cpu" + def _convert_change_to_raw_values( + self, x: xr.Dataset, y: xr.Dataset, order: int = 1 + ) -> xr.Dataset: + """When calculating the derivative we need to convert the change + to the raw value for our prediction. + """ + y_var = [v for v in y.data_vars][0] + prev_ts = x[y_var].isel(time=-order) + + # calculate the raw values + return (prev_ts + y[y_var]).to_dataset(y_var) + def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarray]]: # This method should return the test arrays as loaded by # the test array dataloader, and the corresponding predictions @@ -186,7 +204,11 @@ def _concatenate_data( if type(x) is tuple: x_his, x_pm, x_latlons, x_cur, x_ym, x_static = x # type: ignore elif type(x) == TrainData: - x_his, x_pm, x_latlons = x.historical, x.pred_months, x.latlons # type: ignore + x_his, x_pm, x_latlons = ( + x.historical, + x.pred_months, + x.latlons, + ) # type: ignore x_cur, x_ym = x.current, x.yearly_aggs # type: ignore x_static = x.static # type: ignore @@ -243,6 +265,7 @@ def get_dataloader( "device": self.device, "clear_nans": True, "normalize": True, + "model_derivative": self.model_derivative, } for key, val in kwargs.items(): diff --git a/src/models/data.py b/src/models/data.py index ff636a4cb..5abe687f5 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -63,7 +63,7 @@ def concatenate(self, x: ModelArrays) -> None: if type(self.y) is np.ndarray: self.y = np.concatenate((self.y, x.y), axis=0) else: - self.y = torch.cat((self.y, x.y,), dim=0) + self.y = torch.cat((self.y, x.y), dim=0) if self.latlons is not None: self.latlons = np.concatenate((self.latlons, x.latlons), axis=0) @@ -295,6 +295,7 @@ def __init__(self, loader: DataLoader) -> None: self.experiment = loader.experiment self.ignore_vars = loader.ignore_vars self.device = loader.device + self.model_derivative = loader.model_derivative self.static = loader.static self.static_normalizing_dict = loader.static_normalizing_dict @@ -445,7 +446,9 @@ def _calculate_static(self, num_instances: int) -> np.ndarray: self.static_array = static_np return self.static_array - def _calculate_change(self, x: xr.Dataset, y: xr.Dataset, order: int = 1) -> xr.Dataset: + def _calculate_change( + self, x: xr.Dataset, y: xr.Dataset, order: int = 1 + ) -> xr.Dataset: """Rather than predicting the raw VCI value, calculate the change in the VCI relative to the previous timestep (if order == 1). @@ -465,7 +468,7 @@ def _calculate_change(self, x: xr.Dataset, y: xr.Dataset, order: int = 1) -> xr. prev_ts = x[y_var].isel(time=-order) # calculate the derivative - return (prev_ts - y[y_var]).to_dataset(y_var) + return (y[y_var] - prev_ts).to_dataset(y_var) def ds_folder_to_np( self, folder: Path, clear_nans: bool = True, to_tensor: bool = False @@ -560,7 +563,9 @@ def ds_folder_to_np( train_data.current = train_data.current[notnan_indices] # type: ignore train_data.historical = train_data.historical[notnan_indices] - train_data.pred_months = train_data.pred_months[notnan_indices] # type: ignore + train_data.pred_months = train_data.pred_months[ + notnan_indices + ] # type: ignore train_data.latlons = train_data.latlons[notnan_indices] train_data.yearly_aggs = train_data.yearly_aggs[notnan_indices] if train_data.static is not None: diff --git a/src/models/gbdt.py b/src/models/gbdt.py index 07da99d36..9c2b2c2ee 100644 --- a/src/models/gbdt.py +++ b/src/models/gbdt.py @@ -33,6 +33,7 @@ def __init__( surrounding_pixels: Optional[int] = None, ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", + model_derivative: bool = False, ) -> None: super().__init__( data_folder, @@ -46,6 +47,7 @@ def __init__( surrounding_pixels, ignore_vars, static, + model_derivative=model_derivative, ) self.early_stopping = False diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index 636e45c99..a0e42d5d4 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -31,19 +31,21 @@ def __init__( ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", device: str = "cuda:0", + model_derivative: bool = False, ) -> None: super().__init__( - data_folder, - batch_size, - experiment, - pred_months, - include_pred_month, - include_latlons, - include_monthly_aggs, - include_yearly_aggs, - surrounding_pixels, - ignore_vars, - static, + data_folder=data_folder, + batch_size=batch_size, + experiment=experiment, + pred_months=pred_months, + include_pred_month=include_pred_month, + include_latlons=include_latlons, + include_monthly_aggs=include_monthly_aggs, + include_yearly_aggs=include_yearly_aggs, + surrounding_pixels=surrounding_pixels, + ignore_vars=ignore_vars, + static=static, + model_derivative=model_derivative, ) # for reproducibility @@ -274,7 +276,9 @@ def _input_to_tuple( x.latlons, # type: ignore x.current, # type: ignore x.yearly_aggs, # type: ignore - self._one_hot(x.static, self.num_locations) if self.static == "embeddings" else x.static, # type: ignore + self._one_hot(x.static, self.num_locations) + if self.static == "embeddings" + else x.static, # type: ignore ) else: return ( @@ -283,7 +287,9 @@ def _input_to_tuple( x[2], # type: ignore x[3], # type: ignore x[4], # type: ignore - self._one_hot(x[5], self.num_locations) if self.static == "embeddings" else x[5], # type: ignore + self._one_hot(x[5], self.num_locations) + if self.static == "embeddings" + else x[5], # type: ignore ) def explain( diff --git a/src/models/neural_networks/ealstm.py b/src/models/neural_networks/ealstm.py index 9d1c81698..5770e683e 100644 --- a/src/models/neural_networks/ealstm.py +++ b/src/models/neural_networks/ealstm.py @@ -31,6 +31,7 @@ def __init__( static: Optional[str] = "features", static_embedding_size: Optional[int] = None, device: str = "cuda:0", + model_derivative: bool = False, ) -> None: super().__init__( data_folder, @@ -45,6 +46,7 @@ def __init__( ignore_vars, static, device, + model_derivative=model_derivative, ) # to initialize and save the model @@ -474,17 +476,17 @@ def __init__( # create tensors of learnable parameters self.weight_ih = nn.Parameter( # type: ignore torch.FloatTensor( # type: ignore - input_size_dyn, 3 * hidden_size, + input_size_dyn, 3 * hidden_size ) ) # type: ignore self.weight_hh = nn.Parameter( # type: ignore torch.FloatTensor( # type: ignore - hidden_size, 3 * hidden_size, + hidden_size, 3 * hidden_size ) ) # type: ignore self.weight_sh = nn.Parameter( # type: ignore torch.FloatTensor( # type: ignore - input_size_stat, hidden_size, + input_size_stat, hidden_size ) ) # type: ignore self.bias = nn.Parameter(torch.FloatTensor(3 * hidden_size)) # type: ignore diff --git a/src/models/neural_networks/linear_network.py b/src/models/neural_networks/linear_network.py index 295ac950d..8d3d75ce7 100644 --- a/src/models/neural_networks/linear_network.py +++ b/src/models/neural_networks/linear_network.py @@ -28,6 +28,7 @@ def __init__( ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", device: str = "cuda:0", + model_derivative: bool = False, ) -> None: super().__init__( data_folder, @@ -42,6 +43,7 @@ def __init__( ignore_vars, static, device, + model_derivative=model_derivative, ) self.input_layer_sizes = copy(layer_sizes) diff --git a/src/models/neural_networks/rnn.py b/src/models/neural_networks/rnn.py index 99d87ac7f..b02d705de 100644 --- a/src/models/neural_networks/rnn.py +++ b/src/models/neural_networks/rnn.py @@ -31,6 +31,7 @@ def __init__( ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", device: str = "cuda:0", + model_derivative: bool = False, ) -> None: super().__init__( data_folder, @@ -45,6 +46,7 @@ def __init__( ignore_vars, static, device, + model_derivative=model_derivative, ) # to initialize and save the model diff --git a/src/models/regression.py b/src/models/regression.py index 878e4bb45..abfc43d1b 100644 --- a/src/models/regression.py +++ b/src/models/regression.py @@ -30,6 +30,7 @@ def __init__( surrounding_pixels: Optional[int] = None, ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", + model_derivative: bool = False, ) -> None: super().__init__( data_folder, @@ -43,6 +44,7 @@ def __init__( surrounding_pixels, ignore_vars, static, + model_derivative=model_derivative, ) self.explainer: Optional[shap.LinearExplainer] = None diff --git a/tests/models/neural_networks/test_ealstm.py b/tests/models/neural_networks/test_ealstm.py index d6487a70c..09a826200 100644 --- a/tests/models/neural_networks/test_ealstm.py +++ b/tests/models/neural_networks/test_ealstm.py @@ -121,8 +121,11 @@ def test_train(self, tmp_path, capsys, use_pred_months, use_static_embedding): assert type(model.model) == EALSTM, f"Model attribute not an EALSTM!" - @pytest.mark.parametrize("use_pred_months", [True, False]) - def test_predict_and_explain(self, tmp_path, use_pred_months): + @pytest.mark.parametrize( + "use_pred_months,model_derivative", + [(True, True), (False, True), (True, False), (False, False)], + ) + def test_predict_and_explain(self, tmp_path, use_pred_months, model_derivative): x, _, _ = _make_dataset(size=(5, 5), const=True) y = x.isel(time=[-1]) @@ -163,6 +166,7 @@ def test_predict_and_explain(self, tmp_path, use_pred_months): dense_features=dense_features, rnn_dropout=rnn_dropout, data_folder=tmp_path, + model_derivative=model_derivative, ) model.train() test_arrays_dict, pred_dict = model.predict() @@ -171,8 +175,13 @@ def test_predict_and_explain(self, tmp_path, use_pred_months): assert ("hello" in test_arrays_dict.keys()) and (len(test_arrays_dict) == 1) assert ("hello" in pred_dict.keys()) and (len(pred_dict) == 1) - # _make_dataset with const=True returns all ones - assert (test_arrays_dict["hello"]["y"] == 1).all() + if not model_derivative: + # _make_dataset with const=True returns all ones + assert (test_arrays_dict["hello"]["y"] == 1).all() + else: + # _make_dataset with const=True & model_derivative + # returns a change of 0 + assert (test_arrays_dict["hello"]["y"] == 0).all() # test the Morris explanation works test_dl = next( diff --git a/tests/models/neural_networks/test_linear_network.py b/tests/models/neural_networks/test_linear_network.py index 7f19844b2..2233f0437 100644 --- a/tests/models/neural_networks/test_linear_network.py +++ b/tests/models/neural_networks/test_linear_network.py @@ -73,12 +73,16 @@ def mocktrain(self): assert model_dict["ignore_vars"] == ignore_vars @pytest.mark.parametrize( - "use_pred_months,use_latlons,experiment,monthly_agg,static", + "use_pred_months,use_latlons,experiment,monthly_agg,static,model_derivative", [ - (True, False, "one_month_forecast", True, False), - (False, True, "one_month_forecast", False, True), - (False, True, "nowcast", True, False), - (True, False, "nowcast", False, True), + (True, False, "one_month_forecast", True, False, True), + (False, True, "one_month_forecast", False, True, True), + (False, True, "nowcast", True, False, True), + (True, False, "nowcast", False, True, True), + (True, False, "one_month_forecast", True, False, False), + (False, True, "one_month_forecast", False, True, False), + (False, True, "nowcast", True, False, False), + (True, False, "nowcast", False, True, False), ], ) def test_train( @@ -90,6 +94,7 @@ def test_train( experiment, monthly_agg, static, + model_derivative, ): # make the x, y data (5*5 latlons, 36 timesteps, 3 features) x, _, _ = _make_dataset(size=(5, 5), const=True) @@ -137,6 +142,7 @@ def test_train( include_latlons=use_latlons, include_monthly_aggs=monthly_agg, static="embeddings", + model_derivative=model_derivative, ) model.train() diff --git a/tests/models/neural_networks/test_rnn.py b/tests/models/neural_networks/test_rnn.py index 6b0a01a8a..923e1045d 100644 --- a/tests/models/neural_networks/test_rnn.py +++ b/tests/models/neural_networks/test_rnn.py @@ -70,8 +70,11 @@ def mocktrain(self): assert model_dict["ignore_vars"] == ignore_vars assert model_dict["include_latlons"] == include_latlons - @pytest.mark.parametrize("use_pred_months", [True, False]) - def test_train(self, tmp_path, capsys, use_pred_months): + @pytest.mark.parametrize( + "use_pred_months,model_derivative", + [(True, True), (False, True), (True, False), (False, False)], + ) + def test_train(self, tmp_path, capsys, use_pred_months, model_derivative): x, _, _ = _make_dataset(size=(5, 5), const=True) y = x.isel(time=[-1]) @@ -107,6 +110,7 @@ def test_train(self, tmp_path, capsys, use_pred_months): rnn_dropout=rnn_dropout, data_folder=tmp_path, include_monthly_aggs=True, + model_derivative=model_derivative, ) model.train() diff --git a/tests/models/test_data.py b/tests/models/test_data.py index 1400f5acb..ddf2c0512 100644 --- a/tests/models/test_data.py +++ b/tests/models/test_data.py @@ -69,20 +69,34 @@ def test_pred_months(self, tmp_path): ), f"{month} not in {pred_months}, got {return_file}" @pytest.mark.parametrize( - "normalize,to_tensor,experiment,surrounding_pixels", + "normalize,to_tensor,experiment,surrounding_pixels,model_derivative", [ - (True, True, "one_month_forecast", 1), - (True, False, "one_month_forecast", None), - (False, True, "one_month_forecast", 1), - (False, False, "one_month_forecast", None), - (True, True, "nowcast", 1), - (True, False, "nowcast", None), - (False, True, "nowcast", 1), - (False, False, "nowcast", None), + (True, True, "one_month_forecast", 1, True), + (True, False, "one_month_forecast", None, True), + (False, True, "one_month_forecast", 1, True), + (False, False, "one_month_forecast", None, True), + (True, True, "nowcast", 1, True), + (True, False, "nowcast", None, True), + (False, True, "nowcast", 1, True), + (False, False, "nowcast", None, True), + (True, True, "one_month_forecast", 1, False), + (True, False, "one_month_forecast", None, False), + (False, True, "one_month_forecast", 1, False), + (False, False, "one_month_forecast", None, False), + (True, True, "nowcast", 1, False), + (True, False, "nowcast", None, False), + (False, True, "nowcast", 1, False), + (False, False, "nowcast", None, False), ], ) def test_ds_to_np( - self, tmp_path, normalize, to_tensor, experiment, surrounding_pixels + self, + tmp_path, + normalize, + to_tensor, + experiment, + surrounding_pixels, + model_derivative, ): x_pred, _, _ = _make_dataset(size=(5, 5)) @@ -122,6 +136,7 @@ def __init__(self): self.to_tensor = None self.experiment = experiment self.surrounding_pixels = surrounding_pixels + self.model_derivative = model_derivative self.ignore_vars = ["precip"] self.monthly_aggs = False self.device = torch.device("cpu") @@ -251,6 +266,17 @@ def __init__(self): mean_temp = x_coeff3.temp.mean(dim=["time", "lat", "lon"]).values assert (mean_temp == x_train_data.yearly_aggs).any() + if model_derivative: + # is this true? with randomly generated data no guarantee ... + assert (y_np < 0).any(), ( + "If calculating the derivatives" + "we expect at least one of the target variables to be" + "negative." + ) + assert base_iterator.model_derivative, ( + "should have set model_" "derivative to True" + ) + @pytest.mark.parametrize( "surrounding_pixels,monthly_agg", [(1, True), (1, False), (None, True), (None, False)], diff --git a/tests/models/test_regression.py b/tests/models/test_regression.py index 9f9958afc..3120ac2a8 100644 --- a/tests/models/test_regression.py +++ b/tests/models/test_regression.py @@ -193,6 +193,7 @@ def do_nothing( monthly_aggs, static, device, + model_derivative, ): pass From 331107c4120b2256afed8033005bc2626749fa60 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 27 Dec 2019 00:51:22 +0000 Subject: [PATCH 033/209] change to name predict delta --- scripts/experiments/01_different_variables.py | 2 +- scripts/models.py | 3 +- src/models/base.py | 35 +++++++++++++--- src/models/data.py | 42 ++++++++++++++++--- src/models/gbdt.py | 4 +- src/models/neural_networks/base.py | 4 +- src/models/neural_networks/ealstm.py | 4 +- src/models/neural_networks/linear_network.py | 4 +- src/models/neural_networks/rnn.py | 4 +- src/models/regression.py | 4 +- src/models/utils.py | 7 ++++ tests/models/neural_networks/test_ealstm.py | 10 ++--- .../neural_networks/test_linear_network.py | 6 +-- tests/models/neural_networks/test_rnn.py | 6 +-- tests/models/test_data.py | 10 ++--- tests/models/test_regression.py | 4 +- 16 files changed, 107 insertions(+), 42 deletions(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 9526bc3f4..5140bd943 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -81,7 +81,7 @@ def run_all_models_as_experiments( additional_vars = ["precip", "t2m", "pev", "E", "SMsurf", "SMroot"] # create ALL combinations of features (VCI + ...) - expts_to_run = [["VCI"]] + expts_to_run = [] for n_combinations in range(len(additional_vars)): expts_to_run.extend( [["VCI"] + list(c) for c in combinations(additional_vars, n_combinations)] diff --git a/scripts/models.py b/scripts/models.py index 6b9ac269e..0837905ae 100644 --- a/scripts/models.py +++ b/scripts/models.py @@ -1,3 +1,4 @@ +from pathlib import Path import sys sys.path.append("..") @@ -25,7 +26,7 @@ def regression( experiment="one_month_forecast", include_pred_month=True, surrounding_pixels=1 ): predictor = LinearRegression( - get_data_path(), + Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data'), #get_data_path(), experiment=experiment, include_pred_month=include_pred_month, surrounding_pixels=surrounding_pixels, diff --git a/src/models/base.py b/src/models/base.py index d3799e95f..518bb0bf6 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -6,6 +6,7 @@ from sklearn.metrics import mean_squared_error from .data import TrainData, DataLoader +from .utils import _datetime_to_folder_time_str from typing import cast, Any, Dict, List, Optional, Union, Tuple @@ -34,7 +35,7 @@ class ModelBase: training data include_static: bool = True Whether to include static data - model_derivative: bool = False + predict_delta: bool = False Whether to model the CHANGE in target variable rather than the raw values """ @@ -54,7 +55,7 @@ def __init__( surrounding_pixels: Optional[int] = None, ignore_vars: Optional[List[str]] = None, static: Optional[str] = "embedding", - model_derivative: bool = False, + predict_delta: bool = False, ) -> None: self.batch_size = batch_size @@ -69,7 +70,7 @@ def __init__( self.surrounding_pixels = surrounding_pixels self.ignore_vars = ignore_vars self.static = static - self.model_derivative = model_derivative + self.predict_delta = predict_delta # needs to be set by the train function self.num_locations: Optional[int] = None @@ -93,12 +94,13 @@ def __init__( # by default, models which don't care will run on the CPU self.device = "cpu" - def _convert_change_to_raw_values( + def _convert_delta_to_raw_values( self, x: xr.Dataset, y: xr.Dataset, order: int = 1 ) -> xr.Dataset: - """When calculating the derivative we need to convert the change + """When calculating the derivative we need to convert the change/delta to the raw value for our prediction. """ + # x.shape == (pixels, featurespreds) y_var = [v for v in y.data_vars][0] prev_ts = x[y_var].isel(time=-order) @@ -168,6 +170,7 @@ def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: json.dump(output_dict, outfile) if save_preds: + # convert from test_arrays_dict to xarray object for key, val in test_arrays_dict.items(): latlons = cast(np.ndarray, val["latlons"]) preds = preds_dict[key] @@ -192,6 +195,26 @@ def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: .to_xarray() ) + # if self.predict_delta: + # get the NON-NORMALIZED data (ModelArrays) + dl = self.get_dataloader( + mode="test", shuffle_data=False, normalize=False + ) + date_key = _datetime_to_folder_time_str(preds_xr.time.values) + date_key = 'hello' + test_data = [v for v in dl][0][date_key] + + assert pd.to_datetime(preds_xr.time.values) == test_data.target_time, 'Expecting' \ + 'to have collected the ModelArrays for the target_timestep: ' \ + f'{preds_xr.time.values}. Got: {test_data.target_time}' + + # convert to xarray object + x_ds = test_data.to_xarray() + # convert delta to raw target_variable + preds_xr = self._convert_delta_to_raw_values(x=x_ds, y=preds_xr) + + assert False + preds_xr.to_netcdf(self.model_dir / f"preds_{key}.nc") def _concatenate_data( @@ -265,7 +288,7 @@ def get_dataloader( "device": self.device, "clear_nans": True, "normalize": True, - "model_derivative": self.model_derivative, + "predict_delta": self.predict_delta, } for key, val in kwargs.items(): diff --git a/src/models/data.py b/src/models/data.py index 5abe687f5..ec398e823 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -51,6 +51,7 @@ class ModelArrays: y_var: str latlons: Optional[np.ndarray] = None target_time: Optional[Timestamp] = None + historical_times: Optional[List[Timestamp]] = None def to_tensor(self, device) -> None: self.x.to_tensor(device) @@ -68,6 +69,32 @@ def concatenate(self, x: ModelArrays) -> None: if self.latlons is not None: self.latlons = np.concatenate((self.latlons, x.latlons), axis=0) + def to_xarray(self) -> xr.Dataset: + assert self.latlons.shape[0] == self.x.historical.shape[0], 'first dim is # pixels' + assert self.latlons.shape[0] == self.x.historical.shape[1], 'second dim is # timesteps' + assert len(self.x_vars) == self.x.historical.shape[2], 'final dim is # variables' + variables = self.x_vars + + ds = xr.Dataset( + { + variables[i]: + (['lat', 'lon', 'time'], + test_data.x.historical[:, :, i].reshape( + len(self.latlons[:, 0]), + len(self.latlons[:, 1]), + len(self.historical_times) + ) for i in range(len(variables))) + } + coords={ + "lon": self.latlons[:, 0], + "lat": self.latlons[:, 1], + "time": self.historical_times, + }, + + ) + + return ds + # The dict below maps the indices of the arrays returned # by the training iterator to their name. It should be updated @@ -145,7 +172,7 @@ class DataLoader: (and optionally current) arrays static: bool = True Whether to include static data - self.model_derivative: bool = False + self.predict_delta: bool = False Whether to model the CHANGE in the target variable relative to the previous timestep rather than the target variable itself. """ @@ -158,7 +185,7 @@ def __init__( shuffle_data: bool = True, clear_nans: bool = True, normalize: bool = True, - model_derivative: bool = False, + predict_delta: bool = False, experiment: str = "one_month_forecast", mask: Optional[List[bool]] = None, pred_months: Optional[List[int]] = None, @@ -183,7 +210,7 @@ def __init__( mask=mask, pred_months=pred_months, ) - self.model_derivative = model_derivative + self.predict_delta = predict_delta self.normalizing_dict = None if normalize: @@ -295,7 +322,7 @@ def __init__(self, loader: DataLoader) -> None: self.experiment = loader.experiment self.ignore_vars = loader.ignore_vars self.device = loader.device - self.model_derivative = loader.model_derivative + self.predict_delta = loader.predict_delta self.static = loader.static self.static_normalizing_dict = loader.static_normalizing_dict @@ -476,7 +503,7 @@ def ds_folder_to_np( x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") - if self.model_derivative: + if self.predict_delta: y = self._calculate_change(x, y) assert len(list(y.data_vars)) == 1, ( @@ -486,9 +513,13 @@ def ds_folder_to_np( x = x.drop(self.ignore_vars) target_time = pd.to_datetime(y.time.values[0]) + x_datetimes = [pd.to_datetime(time) for time in x.time.values] + yearly_agg = self._calculate_aggs( x ) # before to avoid aggs from surrounding pixels + + # calculate normalized values in these functions x_np, y_np = self._calculate_historical(x, y) x_months = self._calculate_target_months(y, x_np.shape[0]) yearly_agg = np.vstack([yearly_agg] * x_np.shape[0]) @@ -582,6 +613,7 @@ def ds_folder_to_np( y_var=list(y.data_vars)[0], latlons=latlons, target_time=target_time, + historical_times=x_datetimes, ) if to_tensor: diff --git a/src/models/gbdt.py b/src/models/gbdt.py index 9c2b2c2ee..17171706a 100644 --- a/src/models/gbdt.py +++ b/src/models/gbdt.py @@ -33,7 +33,7 @@ def __init__( surrounding_pixels: Optional[int] = None, ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", - model_derivative: bool = False, + predict_delta: bool = False, ) -> None: super().__init__( data_folder, @@ -47,7 +47,7 @@ def __init__( surrounding_pixels, ignore_vars, static, - model_derivative=model_derivative, + predict_delta=predict_delta, ) self.early_stopping = False diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index a0e42d5d4..d1c7f2ee0 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -31,7 +31,7 @@ def __init__( ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", device: str = "cuda:0", - model_derivative: bool = False, + predict_delta: bool = False, ) -> None: super().__init__( data_folder=data_folder, @@ -45,7 +45,7 @@ def __init__( surrounding_pixels=surrounding_pixels, ignore_vars=ignore_vars, static=static, - model_derivative=model_derivative, + predict_delta=predict_delta, ) # for reproducibility diff --git a/src/models/neural_networks/ealstm.py b/src/models/neural_networks/ealstm.py index 5770e683e..9e471418d 100644 --- a/src/models/neural_networks/ealstm.py +++ b/src/models/neural_networks/ealstm.py @@ -31,7 +31,7 @@ def __init__( static: Optional[str] = "features", static_embedding_size: Optional[int] = None, device: str = "cuda:0", - model_derivative: bool = False, + predict_delta: bool = False, ) -> None: super().__init__( data_folder, @@ -46,7 +46,7 @@ def __init__( ignore_vars, static, device, - model_derivative=model_derivative, + predict_delta=predict_delta, ) # to initialize and save the model diff --git a/src/models/neural_networks/linear_network.py b/src/models/neural_networks/linear_network.py index 8d3d75ce7..e3ed89dc1 100644 --- a/src/models/neural_networks/linear_network.py +++ b/src/models/neural_networks/linear_network.py @@ -28,7 +28,7 @@ def __init__( ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", device: str = "cuda:0", - model_derivative: bool = False, + predict_delta: bool = False, ) -> None: super().__init__( data_folder, @@ -43,7 +43,7 @@ def __init__( ignore_vars, static, device, - model_derivative=model_derivative, + predict_delta=predict_delta, ) self.input_layer_sizes = copy(layer_sizes) diff --git a/src/models/neural_networks/rnn.py b/src/models/neural_networks/rnn.py index b02d705de..897769b4b 100644 --- a/src/models/neural_networks/rnn.py +++ b/src/models/neural_networks/rnn.py @@ -31,7 +31,7 @@ def __init__( ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", device: str = "cuda:0", - model_derivative: bool = False, + predict_delta: bool = False, ) -> None: super().__init__( data_folder, @@ -46,7 +46,7 @@ def __init__( ignore_vars, static, device, - model_derivative=model_derivative, + predict_delta=predict_delta, ) # to initialize and save the model diff --git a/src/models/regression.py b/src/models/regression.py index abfc43d1b..041800cd4 100644 --- a/src/models/regression.py +++ b/src/models/regression.py @@ -30,7 +30,7 @@ def __init__( surrounding_pixels: Optional[int] = None, ignore_vars: Optional[List[str]] = None, static: Optional[str] = "features", - model_derivative: bool = False, + predict_delta: bool = False, ) -> None: super().__init__( data_folder, @@ -44,7 +44,7 @@ def __init__( surrounding_pixels, ignore_vars, static, - model_derivative=model_derivative, + predict_delta=predict_delta, ) self.explainer: Optional[shap.LinearExplainer] = None diff --git a/src/models/utils.py b/src/models/utils.py index 512bdd7fa..b07f0cc58 100644 --- a/src/models/utils.py +++ b/src/models/utils.py @@ -1,5 +1,6 @@ import torch import numpy as np +import pandas as pd from random import shuffle as shuffle_list from typing import cast, Iterable, Union, Tuple, Optional @@ -87,3 +88,9 @@ def _chunk_tensor( if shuffle: shuffle_list(return_arrays) return [(chunk[:-1], chunk[-1]) for chunk in return_arrays] # type: ignore + + +def _datetime_to_folder_time_str(date: np.datetime64) -> str: + date = pd.to_datetime(date) + return f'{date.year}_{date.month}' + diff --git a/tests/models/neural_networks/test_ealstm.py b/tests/models/neural_networks/test_ealstm.py index 09a826200..e203c0058 100644 --- a/tests/models/neural_networks/test_ealstm.py +++ b/tests/models/neural_networks/test_ealstm.py @@ -122,10 +122,10 @@ def test_train(self, tmp_path, capsys, use_pred_months, use_static_embedding): assert type(model.model) == EALSTM, f"Model attribute not an EALSTM!" @pytest.mark.parametrize( - "use_pred_months,model_derivative", + "use_pred_months,predict_delta", [(True, True), (False, True), (True, False), (False, False)], ) - def test_predict_and_explain(self, tmp_path, use_pred_months, model_derivative): + def test_predict_and_explain(self, tmp_path, use_pred_months, predict_delta): x, _, _ = _make_dataset(size=(5, 5), const=True) y = x.isel(time=[-1]) @@ -166,7 +166,7 @@ def test_predict_and_explain(self, tmp_path, use_pred_months, model_derivative): dense_features=dense_features, rnn_dropout=rnn_dropout, data_folder=tmp_path, - model_derivative=model_derivative, + predict_delta=predict_delta, ) model.train() test_arrays_dict, pred_dict = model.predict() @@ -175,11 +175,11 @@ def test_predict_and_explain(self, tmp_path, use_pred_months, model_derivative): assert ("hello" in test_arrays_dict.keys()) and (len(test_arrays_dict) == 1) assert ("hello" in pred_dict.keys()) and (len(pred_dict) == 1) - if not model_derivative: + if not predict_delta: # _make_dataset with const=True returns all ones assert (test_arrays_dict["hello"]["y"] == 1).all() else: - # _make_dataset with const=True & model_derivative + # _make_dataset with const=True & predict_delta # returns a change of 0 assert (test_arrays_dict["hello"]["y"] == 0).all() diff --git a/tests/models/neural_networks/test_linear_network.py b/tests/models/neural_networks/test_linear_network.py index 2233f0437..b0dbe0c03 100644 --- a/tests/models/neural_networks/test_linear_network.py +++ b/tests/models/neural_networks/test_linear_network.py @@ -73,7 +73,7 @@ def mocktrain(self): assert model_dict["ignore_vars"] == ignore_vars @pytest.mark.parametrize( - "use_pred_months,use_latlons,experiment,monthly_agg,static,model_derivative", + "use_pred_months,use_latlons,experiment,monthly_agg,static,predict_delta", [ (True, False, "one_month_forecast", True, False, True), (False, True, "one_month_forecast", False, True, True), @@ -94,7 +94,7 @@ def test_train( experiment, monthly_agg, static, - model_derivative, + predict_delta, ): # make the x, y data (5*5 latlons, 36 timesteps, 3 features) x, _, _ = _make_dataset(size=(5, 5), const=True) @@ -142,7 +142,7 @@ def test_train( include_latlons=use_latlons, include_monthly_aggs=monthly_agg, static="embeddings", - model_derivative=model_derivative, + predict_delta=predict_delta, ) model.train() diff --git a/tests/models/neural_networks/test_rnn.py b/tests/models/neural_networks/test_rnn.py index 923e1045d..e8bff58bd 100644 --- a/tests/models/neural_networks/test_rnn.py +++ b/tests/models/neural_networks/test_rnn.py @@ -71,10 +71,10 @@ def mocktrain(self): assert model_dict["include_latlons"] == include_latlons @pytest.mark.parametrize( - "use_pred_months,model_derivative", + "use_pred_months,predict_delta", [(True, True), (False, True), (True, False), (False, False)], ) - def test_train(self, tmp_path, capsys, use_pred_months, model_derivative): + def test_train(self, tmp_path, capsys, use_pred_months, predict_delta): x, _, _ = _make_dataset(size=(5, 5), const=True) y = x.isel(time=[-1]) @@ -110,7 +110,7 @@ def test_train(self, tmp_path, capsys, use_pred_months, model_derivative): rnn_dropout=rnn_dropout, data_folder=tmp_path, include_monthly_aggs=True, - model_derivative=model_derivative, + predict_delta=predict_delta, ) model.train() diff --git a/tests/models/test_data.py b/tests/models/test_data.py index ddf2c0512..2c82d469e 100644 --- a/tests/models/test_data.py +++ b/tests/models/test_data.py @@ -69,7 +69,7 @@ def test_pred_months(self, tmp_path): ), f"{month} not in {pred_months}, got {return_file}" @pytest.mark.parametrize( - "normalize,to_tensor,experiment,surrounding_pixels,model_derivative", + "normalize,to_tensor,experiment,surrounding_pixels,predict_delta", [ (True, True, "one_month_forecast", 1, True), (True, False, "one_month_forecast", None, True), @@ -96,7 +96,7 @@ def test_ds_to_np( to_tensor, experiment, surrounding_pixels, - model_derivative, + predict_delta, ): x_pred, _, _ = _make_dataset(size=(5, 5)) @@ -136,7 +136,7 @@ def __init__(self): self.to_tensor = None self.experiment = experiment self.surrounding_pixels = surrounding_pixels - self.model_derivative = model_derivative + self.predict_delta = predict_delta self.ignore_vars = ["precip"] self.monthly_aggs = False self.device = torch.device("cpu") @@ -266,14 +266,14 @@ def __init__(self): mean_temp = x_coeff3.temp.mean(dim=["time", "lat", "lon"]).values assert (mean_temp == x_train_data.yearly_aggs).any() - if model_derivative: + if predict_delta: # is this true? with randomly generated data no guarantee ... assert (y_np < 0).any(), ( "If calculating the derivatives" "we expect at least one of the target variables to be" "negative." ) - assert base_iterator.model_derivative, ( + assert base_iterator.predict_delta, ( "should have set model_" "derivative to True" ) diff --git a/tests/models/test_regression.py b/tests/models/test_regression.py index 3120ac2a8..742abb3b3 100644 --- a/tests/models/test_regression.py +++ b/tests/models/test_regression.py @@ -67,7 +67,9 @@ def test_train(self, tmp_path, capsys, use_pred_months, experiment, monthly_agg) y = x.isel(time=[-1]) x_add1, _, _ = _make_dataset(size=(5, 5), const=True, variable_name="precip") + x_add1 = x_add1 * 2 x_add2, _, _ = _make_dataset(size=(5, 5), const=True, variable_name="temp") + x_add2 = x_add2 * 3 x = xr.merge([x, x_add1, x_add2]) norm_dict = { @@ -193,7 +195,7 @@ def do_nothing( monthly_aggs, static, device, - model_derivative, + predict_delta, ): pass From c0e72274f452b5021b0eda1585284d7a5900dfbc Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 28 Dec 2019 20:10:33 +0000 Subject: [PATCH 034/209] get evaluate working for predict_delta --- scripts/experiments/01_different_variables.py | 65 ++++++++++ scripts/utils.py | 2 +- src/models/base.py | 54 +++++---- src/models/data.py | 114 +++++++++++++++--- src/models/neural_networks/base.py | 4 +- tests/models/test_regression.py | 19 ++- 6 files changed, 206 insertions(+), 52 deletions(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 5140bd943..18a347b1a 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -6,6 +6,71 @@ # NOTE: p84.162 == 'vertical integral of moisture flux' +Experiment ['VCI', 'E'] Static: False + +Training rnn for experiment one_month_forecast +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/1985_3 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/2004_6 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/1995_3 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/1994_11 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/1994_12 returns no values. Skipping +../../data/features/one_month_forecast/train/1985_1 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/1995_2 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/1985_2 returns no values. Skipping +../../data/features/one_month_forecast/train/1994_10 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/1985_5 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/1985_4 returns no values. Skipping +../../data/features/one_month_forecast/train/2004_4 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/2004_8 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/1995_1 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/2004_5 returns no values. Skipping +/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice + return np.nanmean(a, axis=axis, dtype=dtype) +../../data/features/one_month_forecast/train/2004_7 returns no values. Skipping +Traceback (most recent call last): + File "01_different_variables.py", line 113, in + vars_to_include, ignore_vars, static=static, run_regression=False + File "01_different_variables.py", line 54, in run_all_models_as_experiments + rnn(ignore_vars=ignore_vars, static=None) + File "/data/ml_drought/scripts/experiments/_base_models.py", line 94, in rnn + predictor.train(num_epochs=num_epochs, early_stopping=early_stopping) + File "../../src/models/neural_networks/base.py", line 125, in train + *self._input_to_tuple(cast(Tuple[torch.Tensor, ...], x_batch)) + File "/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/torch/nn/modules/module.py", line 493, in __call__ + result = self.forward(*input, **kwargs) + File "../../src/models/neural_networks/rnn.py", line 276, in forward + x = dense_layer(x) + File "/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/torch/nn/modules/module.py", line 493, in __call__ + result = self.forward(*input, **kwargs) + File "/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/torch/nn/modules/linear.py", line 92, in forward + return F.linear(input, self.weight, self.bias) + File "/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/torch/nn/functional.py", line 1406, in linear + ret = torch.addmm(bias, input, weight.t()) +RuntimeError: invalid argument 13: ldc should be at least max(1, m=0), but have 0 at /opt/conda/conda-bld/pytorch-cpu_1556653114183/work/aten/src/TH/generic/THBlas.cpp:367 """ from itertools import combinations from pathlib import Path diff --git a/scripts/utils.py b/scripts/utils.py index e9ffd6593..73fb5f4f1 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -15,4 +15,4 @@ def get_data_path() -> Path: def _rename_directory(from_path: Path, to_path: Path) -> None: shutil.move(from_path, to_path) - print(f"MOVED {from_path} to {to_path}") + print(f"MOVED {from_path} to {to_path}") \ No newline at end of file diff --git a/src/models/base.py b/src/models/base.py index 518bb0bf6..6cb5193fd 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -95,17 +95,16 @@ def __init__( self.device = "cpu" def _convert_delta_to_raw_values( - self, x: xr.Dataset, y: xr.Dataset, order: int = 1 + self, x: xr.Dataset, y: xr.Dataset, y_var: str, order: int = 1 ) -> xr.Dataset: """When calculating the derivative we need to convert the change/delta to the raw value for our prediction. """ # x.shape == (pixels, featurespreds) - y_var = [v for v in y.data_vars][0] prev_ts = x[y_var].isel(time=-order) # calculate the raw values - return (prev_ts + y[y_var]).to_dataset(y_var) + return prev_ts + y["preds"] # .to_dataset(name_of_preds_var) def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarray]]: # This method should return the test arrays as loaded by @@ -195,25 +194,34 @@ def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: .to_xarray() ) - # if self.predict_delta: - # get the NON-NORMALIZED data (ModelArrays) - dl = self.get_dataloader( - mode="test", shuffle_data=False, normalize=False - ) - date_key = _datetime_to_folder_time_str(preds_xr.time.values) - date_key = 'hello' - test_data = [v for v in dl][0][date_key] - - assert pd.to_datetime(preds_xr.time.values) == test_data.target_time, 'Expecting' \ - 'to have collected the ModelArrays for the target_timestep: ' \ - f'{preds_xr.time.values}. Got: {test_data.target_time}' + if self.predict_delta: + # get the NON-NORMALIZED data (ModelArrays) + dl = self.get_dataloader( + mode="test", shuffle_data=False, normalize=False + ) + date_key = _datetime_to_folder_time_str(preds_xr.time.values) + date_key = "hello" + test_data = [v for v in dl][0][date_key] + + assert ( + pd.to_datetime(preds_xr.time.values) == test_data.target_time + ), ( + "Expecting" + "to have collected the ModelArrays for the target_timestep: " + f"{preds_xr.time.values}. Got: {test_data.target_time}" + ) - # convert to xarray object - x_ds = test_data.to_xarray() - # convert delta to raw target_variable - preds_xr = self._convert_delta_to_raw_values(x=x_ds, y=preds_xr) + # convert to xarray object + historical_ds, target_ds, _ = test_data.to_xarray() + # convert delta to raw target_variable + y_var = [v for v in target_ds.data_vars][0] + cast(str, y_var) + preds_xr = self._convert_delta_to_raw_values( + x=historical_ds, y=preds_xr, y_var=y_var + ) - assert False + if not isinstance(preds_xr, xr.Dataset): + preds_xr = preds_xr.to_dataset("preds") preds_xr.to_netcdf(self.model_dir / f"preds_{key}.nc") @@ -228,9 +236,9 @@ def _concatenate_data( x_his, x_pm, x_latlons, x_cur, x_ym, x_static = x # type: ignore elif type(x) == TrainData: x_his, x_pm, x_latlons = ( - x.historical, - x.pred_months, - x.latlons, + x.historical, # type: ignore + x.pred_months, # type: ignore + x.latlons, # type: ignore ) # type: ignore x_cur, x_ym = x.current, x.yearly_aggs # type: ignore x_static = x.static # type: ignore diff --git a/src/models/data.py b/src/models/data.py index ec398e823..3adbc5463 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -69,31 +69,98 @@ def concatenate(self, x: ModelArrays) -> None: if self.latlons is not None: self.latlons = np.concatenate((self.latlons, x.latlons), axis=0) - def to_xarray(self) -> xr.Dataset: - assert self.latlons.shape[0] == self.x.historical.shape[0], 'first dim is # pixels' - assert self.latlons.shape[0] == self.x.historical.shape[1], 'second dim is # timesteps' - assert len(self.x_vars) == self.x.historical.shape[2], 'final dim is # variables' + def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: + assert ( + self.latlons.shape[0] == self.x.historical.shape[0] + ), "first dim is # pixels" # type: ignore + assert ( + len(self.x_vars) == self.x.historical.shape[2] + ), "final dim is # variables" + + # if experiment == 'nowcast' + if self.x.current is not None: + # NOTE: historical times is one less for nowcast? + assert ( + len(self.historical_times) == self.x.historical.shape[1] + ), "second dim is # timesteps" # type: ignore + else: + assert ( + len(self.historical_times) == self.x.historical.shape[1] + ), "second dim is # timesteps" # type: ignore + variables = self.x_vars + latitudes = np.unique(self.latlons[:, 0]) # type: ignore + longitudes = np.unique(self.latlons[:, 1]) # type: ignore + times = self.historical_times + + ds_list = [] + for i, variable in enumerate(variables): + # for each variable create the indexed Dataset + # from the x.historical array + data_np = self.x.historical[:, :, i] + ds_list.append( + xr.Dataset( + { + variable: ( + ["lat", "lon", "time"], + # unflatten the (pixel, time) array -> (lat, lon, time) + data_np.reshape( + len(latitudes), + len(longitudes), + len(times), # type: ignore + ), + ) + }, + coords={"lat": latitudes, "lon": longitudes, "time": times}, + ) + ) - ds = xr.Dataset( + # TODO: create the static Dataset too! + historical_ds = xr.auto_combine(ds_list) + + # create the target_ds + target_ds = xr.Dataset( { - variables[i]: - (['lat', 'lon', 'time'], - test_data.x.historical[:, :, i].reshape( - len(self.latlons[:, 0]), - len(self.latlons[:, 1]), - len(self.historical_times) - ) for i in range(len(variables))) - } - coords={ - "lon": self.latlons[:, 0], - "lat": self.latlons[:, 1], - "time": self.historical_times, + self.y_var: ( + ["lat", "lon", "time"], + self.y.reshape(len(latitudes), len(longitudes), 1), + ) }, - + coords={"lat": latitudes, "lon": longitudes, "time": [self.target_time]}, ) - return ds + # if experiment == 'nowcast' + if self.x.current is not None: + # get the current variables only + current_vars = [ + (i - 1, v) + for i, v in enumerate(self.x_vars) + if (not v == self.y_var) & ("mean" not in v) + ] + current_ds_list = [] + for i, current_var in current_vars: + current_ds_list.append( + xr.Dataset( + { + current_var: ( + ["lat", "lon", "time"], + self.x.current[:, i].reshape( + len(latitudes), len(longitudes), 1 + ), + ) + }, + coords={ + "lat": latitudes, + "lon": longitudes, + "time": [self.target_time], + }, + ) + ) + current_ds = xr.auto_combine(current_ds_list) + else: # one_month_forecast + current_ds = None + + return historical_ds, target_ds, current_ds # The dict below maps the indices of the arrays returned @@ -513,7 +580,14 @@ def ds_folder_to_np( x = x.drop(self.ignore_vars) target_time = pd.to_datetime(y.time.values[0]) - x_datetimes = [pd.to_datetime(time) for time in x.time.values] + if self.experiment == "nowcast": + x_datetimes = [ + pd.to_datetime(time) + for time in x.time.values + if pd.to_datetime(time) != target_time + ] + else: + x_datetimes = [pd.to_datetime(time) for time in x.time.values] yearly_agg = self._calculate_aggs( x diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index d1c7f2ee0..868a7dc0d 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -276,7 +276,7 @@ def _input_to_tuple( x.latlons, # type: ignore x.current, # type: ignore x.yearly_aggs, # type: ignore - self._one_hot(x.static, self.num_locations) + self._one_hot(x.static, self.num_locations) # type: ignore if self.static == "embeddings" else x.static, # type: ignore ) @@ -287,7 +287,7 @@ def _input_to_tuple( x[2], # type: ignore x[3], # type: ignore x[4], # type: ignore - self._one_hot(x[5], self.num_locations) + self._one_hot(x[5], self.num_locations) # type: ignore if self.static == "embeddings" else x[5], # type: ignore ) diff --git a/tests/models/test_regression.py b/tests/models/test_regression.py index 742abb3b3..a663a1547 100644 --- a/tests/models/test_regression.py +++ b/tests/models/test_regression.py @@ -53,15 +53,21 @@ def intercept_(self): ), "Different experiment saved!" @pytest.mark.parametrize( - "use_pred_months,experiment,monthly_agg", + "use_pred_months,experiment,monthly_agg,predict_delta", [ - (True, "one_month_forecast", True), - (True, "nowcast", False), - (False, "one_month_forecast", False), - (False, "nowcast", True), + (True, "one_month_forecast", True, True), + (True, "nowcast", False, True), + (False, "one_month_forecast", False, True), + (False, "nowcast", True, True), + (True, "one_month_forecast", True, False), + (True, "nowcast", False, False), + (False, "one_month_forecast", False, False), + (False, "nowcast", True, False), ], ) - def test_train(self, tmp_path, capsys, use_pred_months, experiment, monthly_agg): + def test_train( + self, tmp_path, capsys, use_pred_months, experiment, monthly_agg, predict_delta + ): x, _, _ = _make_dataset(size=(5, 5), const=True) x_static, _, _ = _make_dataset(size=(5, 5), add_times=False) y = x.isel(time=[-1]) @@ -104,6 +110,7 @@ def test_train(self, tmp_path, capsys, use_pred_months, experiment, monthly_agg) include_pred_month=use_pred_months, experiment=experiment, include_monthly_aggs=monthly_agg, + predict_delta=predict_delta, ) model.train() From 73aa5fa8e75ee0df4746dfa41d1bbfbd1b5001e8 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 28 Dec 2019 20:17:05 +0000 Subject: [PATCH 035/209] remove blank line from end of file --- src/models/utils.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/models/utils.py b/src/models/utils.py index b07f0cc58..3f06b5106 100644 --- a/src/models/utils.py +++ b/src/models/utils.py @@ -93,4 +93,3 @@ def _chunk_tensor( def _datetime_to_folder_time_str(date: np.datetime64) -> str: date = pd.to_datetime(date) return f'{date.year}_{date.month}' - From 9cdb234b72a7d43114dd4cefddb860a238c6d7e8 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 28 Dec 2019 21:39:28 +0000 Subject: [PATCH 036/209] add predict_delta scripts --- scripts/experiments/05_predict_delta.py | 39 +++++++++++++++++++++++++ scripts/experiments/_base_models.py | 9 ++++++ 2 files changed, 48 insertions(+) create mode 100644 scripts/experiments/05_predict_delta.py diff --git a/scripts/experiments/05_predict_delta.py b/scripts/experiments/05_predict_delta.py new file mode 100644 index 000000000..c18f8c3ac --- /dev/null +++ b/scripts/experiments/05_predict_delta.py @@ -0,0 +1,39 @@ +from _base_models import parsimonious, regression, linear_nn, rnn, earnn +from scripts.utils import _rename_directory, get_data_path +import sys + +sys.path.append("../..") + + +if __name__ == "__main__": + important_vars = ["VCI", "precip", "t2m", "pev", "E", "SMsurf", "SMroot"] + always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] + + + # parsimonious() + # regression(ignore_vars=always_ignore_vars, predict_delta=True) + # gbdt(ignore_vars=always_ignore_vars, predict_delta=True) + # linear_nn(ignore_vars=always_ignore_vars, predict_delta=True) + # rnn(ignore_vars=always_ignore_vars, predict_delta=True) + earnn( + experiment="one_month_forecast", + include_pred_month=True, + surrounding_pixels=None, + pretrained=False, + explain=False, + static="features", + ignore_vars=always_ignore_vars, + num_epochs=50, + early_stopping=5, + hidden_size=256, + static_embedding_size=64, + predict_delta=True + ) + + # rename the output file + data_path = get_data_path() + + _rename_directory( + from_path=data_path / "models" / "one_month_forecast", + to_path=data_path / "models" / "one_month_forecast_BASE", + ) diff --git a/scripts/experiments/_base_models.py b/scripts/experiments/_base_models.py index 40c5318e5..4ff42b648 100644 --- a/scripts/experiments/_base_models.py +++ b/scripts/experiments/_base_models.py @@ -26,6 +26,7 @@ def regression( explain=False, static="features", ignore_vars=None, + predict_delta=False ): predictor = LinearRegression( get_data_path(), @@ -34,6 +35,7 @@ def regression( surrounding_pixels=surrounding_pixels, static=static, ignore_vars=ignore_vars, + predict_delta=predict_delta, ) predictor.train() predictor.evaluate(save_preds=True) @@ -53,6 +55,7 @@ def linear_nn( num_epochs=50, early_stopping=5, layer_sizes=[100], + predict_delta=False, ): predictor = LinearNetwork( layer_sizes=layer_sizes, @@ -62,6 +65,7 @@ def linear_nn( surrounding_pixels=surrounding_pixels, static=static, ignore_vars=ignore_vars, + predict_delta=predict_delta, ) predictor.train(num_epochs=num_epochs, early_stopping=early_stopping) predictor.evaluate(save_preds=True) @@ -81,6 +85,7 @@ def rnn( num_epochs=50, early_stopping=5, hidden_size=128, + predict_delta=False, ): predictor = RecurrentNetwork( hidden_size=hidden_size, @@ -90,6 +95,7 @@ def rnn( surrounding_pixels=surrounding_pixels, static=static, ignore_vars=ignore_vars, + predict_delta=predict_delta, ) predictor.train(num_epochs=num_epochs, early_stopping=early_stopping) predictor.evaluate(save_preds=True) @@ -111,6 +117,7 @@ def earnn( early_stopping=5, static_embedding_size=10, hidden_size=128, + predict_delta=False, ): data_path = get_data_path() @@ -124,6 +131,7 @@ def earnn( static=static, static_embedding_size=static_embedding_size, ignore_vars=ignore_vars, + predict_delta=predict_delta, ) predictor.train(num_epochs=num_epochs, early_stopping=early_stopping) predictor.evaluate(save_preds=True) @@ -145,6 +153,7 @@ def gbdt( explain=False, static="features", ignore_vars=None, + # predict_delta=False, ): data_path = get_data_path() From e3bc721b2f714ddfe0657b9d21f0e48b7fff8d53 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 28 Dec 2019 21:41:07 +0000 Subject: [PATCH 037/209] update path to models --- scripts/experiments/_base_models.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/scripts/experiments/_base_models.py b/scripts/experiments/_base_models.py index 4ff42b648..54e24462e 100644 --- a/scripts/experiments/_base_models.py +++ b/scripts/experiments/_base_models.py @@ -1,3 +1,6 @@ +import sys + +sys.path.append("../..") from src.models import ( Persistence, LinearRegression, @@ -9,9 +12,6 @@ ) from src.analysis import all_explanations_for_file from scripts.utils import get_data_path -import sys - -sys.path.append("../..") def parsimonious(experiment="one_month_forecast",): From 1fc570d1bd3312dc3992de606ee4b97357b98841 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 28 Dec 2019 21:42:43 +0000 Subject: [PATCH 038/209] reduce number of warnings from data --- src/models/data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/models/data.py b/src/models/data.py index 3adbc5463..231d2fe28 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -562,7 +562,7 @@ def _calculate_change( prev_ts = x[y_var].isel(time=-order) # calculate the derivative - return (y[y_var] - prev_ts).to_dataset(y_var) + return (y[y_var] - prev_ts).to_dataset(name=y_var) def ds_folder_to_np( self, folder: Path, clear_nans: bool = True, to_tensor: bool = False From 421e7eaa04b8987b681ffea92b95d8e9be2a5eb3 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 28 Dec 2019 21:51:00 +0000 Subject: [PATCH 039/209] fix black and mypy errors --- scripts/experiments/05_predict_delta.py | 3 +-- scripts/experiments/_base_models.py | 2 +- scripts/models.py | 2 +- src/models/data.py | 14 +++++++------- src/models/utils.py | 2 +- 5 files changed, 11 insertions(+), 12 deletions(-) diff --git a/scripts/experiments/05_predict_delta.py b/scripts/experiments/05_predict_delta.py index c18f8c3ac..622e9617d 100644 --- a/scripts/experiments/05_predict_delta.py +++ b/scripts/experiments/05_predict_delta.py @@ -9,7 +9,6 @@ important_vars = ["VCI", "precip", "t2m", "pev", "E", "SMsurf", "SMroot"] always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] - # parsimonious() # regression(ignore_vars=always_ignore_vars, predict_delta=True) # gbdt(ignore_vars=always_ignore_vars, predict_delta=True) @@ -27,7 +26,7 @@ early_stopping=5, hidden_size=256, static_embedding_size=64, - predict_delta=True + predict_delta=True, ) # rename the output file diff --git a/scripts/experiments/_base_models.py b/scripts/experiments/_base_models.py index 54e24462e..20f52b3a4 100644 --- a/scripts/experiments/_base_models.py +++ b/scripts/experiments/_base_models.py @@ -26,7 +26,7 @@ def regression( explain=False, static="features", ignore_vars=None, - predict_delta=False + predict_delta=False, ): predictor = LinearRegression( get_data_path(), diff --git a/scripts/models.py b/scripts/models.py index 0837905ae..e1ef70893 100644 --- a/scripts/models.py +++ b/scripts/models.py @@ -26,7 +26,7 @@ def regression( experiment="one_month_forecast", include_pred_month=True, surrounding_pixels=1 ): predictor = LinearRegression( - Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data'), #get_data_path(), + Path("/Volumes/Lees_Extend/data/ecmwf_sowc/data"), # get_data_path(), experiment=experiment, include_pred_month=include_pred_month, surrounding_pixels=surrounding_pixels, diff --git a/src/models/data.py b/src/models/data.py index 231d2fe28..55b1c45c0 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -71,8 +71,8 @@ def concatenate(self, x: ModelArrays) -> None: def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: assert ( - self.latlons.shape[0] == self.x.historical.shape[0] - ), "first dim is # pixels" # type: ignore + self.latlons.shape[0] == self.x.historical.shape[0] # type: ignore + ), "first dim is # pixels" assert ( len(self.x_vars) == self.x.historical.shape[2] ), "final dim is # variables" @@ -81,13 +81,12 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: if self.x.current is not None: # NOTE: historical times is one less for nowcast? assert ( - len(self.historical_times) == self.x.historical.shape[1] - ), "second dim is # timesteps" # type: ignore + len(self.historical_times) == self.x.historical.shape[1] # type: ignore + ), "second dim is # timesteps" else: assert ( - len(self.historical_times) == self.x.historical.shape[1] - ), "second dim is # timesteps" # type: ignore - + len(self.historical_times) == self.x.historical.shape[1] # type: ignore + ), "second dim is # timesteps" variables = self.x_vars latitudes = np.unique(self.latlons[:, 0]) # type: ignore longitudes = np.unique(self.latlons[:, 1]) # type: ignore @@ -571,6 +570,7 @@ def ds_folder_to_np( x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") if self.predict_delta: + # TODO: do this ONCE not at each read-in of the data y = self._calculate_change(x, y) assert len(list(y.data_vars)) == 1, ( diff --git a/src/models/utils.py b/src/models/utils.py index 3f06b5106..e6d11a756 100644 --- a/src/models/utils.py +++ b/src/models/utils.py @@ -92,4 +92,4 @@ def _chunk_tensor( def _datetime_to_folder_time_str(date: np.datetime64) -> str: date = pd.to_datetime(date) - return f'{date.year}_{date.month}' + return f"{date.year}_{date.month}" From ae83f2744217814f641ac5f57d57983a8b03a32f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 28 Dec 2019 22:04:38 +0000 Subject: [PATCH 040/209] fix black errors --- scripts/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/utils.py b/scripts/utils.py index 73fb5f4f1..e9ffd6593 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -15,4 +15,4 @@ def get_data_path() -> Path: def _rename_directory(from_path: Path, to_path: Path) -> None: shutil.move(from_path, to_path) - print(f"MOVED {from_path} to {to_path}") \ No newline at end of file + print(f"MOVED {from_path} to {to_path}") From 3f9fb287bb6286c1614ebdc86f2c9583de466811 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 28 Dec 2019 23:02:01 +0000 Subject: [PATCH 041/209] remove 'hello' from tests --- src/models/base.py | 1 - src/models/utils.py | 2 +- tests/models/test_regression.py | 10 +++++----- 3 files changed, 6 insertions(+), 7 deletions(-) diff --git a/src/models/base.py b/src/models/base.py index 6cb5193fd..53f04c84c 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -200,7 +200,6 @@ def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: mode="test", shuffle_data=False, normalize=False ) date_key = _datetime_to_folder_time_str(preds_xr.time.values) - date_key = "hello" test_data = [v for v in dl][0][date_key] assert ( diff --git a/src/models/utils.py b/src/models/utils.py index e6d11a756..9d0754697 100644 --- a/src/models/utils.py +++ b/src/models/utils.py @@ -92,4 +92,4 @@ def _chunk_tensor( def _datetime_to_folder_time_str(date: np.datetime64) -> str: date = pd.to_datetime(date) - return f"{date.year}_{date.month}" + return f"{str(date.year[0])}_{str(date.month[0])}" diff --git a/tests/models/test_regression.py b/tests/models/test_regression.py index a663a1547..d73e6a749 100644 --- a/tests/models/test_regression.py +++ b/tests/models/test_regression.py @@ -86,9 +86,9 @@ def test_train( static_norm_dict = {"VHI": {"mean": 0.0, "std": 1.0}} - test_features = tmp_path / f"features/{experiment}/train/hello" + test_features = tmp_path / f"features/{experiment}/train/2001_12" test_features.mkdir(parents=True) - pred_features = tmp_path / f"features/{experiment}/test/hello" + pred_features = tmp_path / f"features/{experiment}/test/2001_12" pred_features.mkdir(parents=True) static_features = tmp_path / f"features/static" static_features.mkdir(parents=True) @@ -141,17 +141,17 @@ def test_train( test_arrays_dict, preds_dict = model.predict() assert ( - test_arrays_dict["hello"]["y"].size == preds_dict["hello"].shape[0] + test_arrays_dict["2001_12"]["y"].size == preds_dict["2001_12"].shape[0] ), "Expected length of test arrays to be the same as the predictions" # test saving the model outputs model.evaluate(save_preds=True) save_path = model.data_path / "models" / experiment / "linear_regression" - assert (save_path / "preds_hello.nc").exists() + assert (save_path / "preds_2001_12.nc").exists() assert (save_path / "results.json").exists() - pred_ds = xr.open_dataset(save_path / "preds_hello.nc") + pred_ds = xr.open_dataset(save_path / "preds_2001_12.nc") assert np.isin(["lat", "lon", "time"], [c for c in pred_ds.coords]).all() assert y.time == pred_ds.time From 6d2d6671b078e9b3c3936c8b30e42ee175fb2a7e Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 3 Jan 2020 18:35:27 +0100 Subject: [PATCH 042/209] add comments to update where failing --- src/models/data.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/models/data.py b/src/models/data.py index 55b1c45c0..1a1463978 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -88,6 +88,7 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: len(self.historical_times) == self.x.historical.shape[1] # type: ignore ), "second dim is # timesteps" variables = self.x_vars + # TODO: HOW TO CATCH ERRORS OF MISSING DATA? latitudes = np.unique(self.latlons[:, 0]) # type: ignore longitudes = np.unique(self.latlons[:, 1]) # type: ignore times = self.historical_times From 038f8c0c86136427e9fe19831400416e338a8901 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 09:41:57 +0000 Subject: [PATCH 043/209] update script to test quickly --- scripts/experiments/05_predict_delta.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scripts/experiments/05_predict_delta.py b/scripts/experiments/05_predict_delta.py index 622e9617d..d1e1a621e 100644 --- a/scripts/experiments/05_predict_delta.py +++ b/scripts/experiments/05_predict_delta.py @@ -22,8 +22,8 @@ explain=False, static="features", ignore_vars=always_ignore_vars, - num_epochs=50, - early_stopping=5, + num_epochs=1, # 50 + early_stopping=1, # 5 hidden_size=256, static_embedding_size=64, predict_delta=True, From 00580c2b80d6f1ca423a70e1f6897d6ebba4de34 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 09:45:26 +0000 Subject: [PATCH 044/209] model base work without new dataloader --- src/models/base.py | 30 ++++++++++++++---------------- 1 file changed, 14 insertions(+), 16 deletions(-) diff --git a/src/models/base.py b/src/models/base.py index 53f04c84c..51a3bfc06 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -195,23 +195,21 @@ def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: ) if self.predict_delta: - # get the NON-NORMALIZED data (ModelArrays) - dl = self.get_dataloader( - mode="test", shuffle_data=False, normalize=False - ) + # get the NON-NORMALIZED data (from ModelArrays.historical_target) date_key = _datetime_to_folder_time_str(preds_xr.time.values) - test_data = [v for v in dl][0][date_key] - - assert ( - pd.to_datetime(preds_xr.time.values) == test_data.target_time - ), ( - "Expecting" - "to have collected the ModelArrays for the target_timestep: " - f"{preds_xr.time.values}. Got: {test_data.target_time}" - ) - - # convert to xarray object - historical_ds, target_ds, _ = test_data.to_xarray() + historical_ds = preds_dict['historical_target'] + # test_data = [v for v in dl][0][date_key] + + # assert ( + # pd.to_datetime(preds_xr.time.values) == test_data.target_time + # ), ( + # "Expecting" + # "to have collected the ModelArrays for the target_timestep: " + # f"{preds_xr.time.values}. Got: {test_data.target_time}" + # ) + + # convert ..data.TestData object to xarray + # historical_ds, target_ds, _ = test_data.to_xarray() # convert delta to raw target_variable y_var = [v for v in target_ds.data_vars][0] cast(str, y_var) From e4254bd2a85995ca4a9aad0946200955b73f92bb Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 09:45:58 +0000 Subject: [PATCH 045/209] new attributes to data.py & update tests --- src/models/data.py | 10 +++++++++- tests/models/neural_networks/test_rnn.py | 13 +++++++++---- tests/models/test_base.py | 11 ++++++++--- 3 files changed, 26 insertions(+), 8 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index 1a1463978..332a12fe9 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -52,6 +52,8 @@ class ModelArrays: latlons: Optional[np.ndarray] = None target_time: Optional[Timestamp] = None historical_times: Optional[List[Timestamp]] = None + predict_delta: bool = False + historical_target: Optional[xr.DataArray] = None def to_tensor(self, device) -> None: self.x.to_tensor(device) @@ -681,11 +683,12 @@ def ds_folder_to_np( latlons = latlons[notnan_indices] + y_var = list(y.data_vars)[0] model_arrays = ModelArrays( x=train_data, y=y_np, x_vars=list(x.data_vars), - y_var=list(y.data_vars)[0], + y_var=y_var, latlons=latlons, target_time=target_time, historical_times=x_datetimes, @@ -694,6 +697,11 @@ def ds_folder_to_np( if to_tensor: model_arrays.to_tensor(self.device) + if self.predict_delta: + # NOTE: only the numpy data is normalized + model_arrays.predict_delta = True + model_arrays.historical_target = x[y_var] + return model_arrays @staticmethod diff --git a/tests/models/neural_networks/test_rnn.py b/tests/models/neural_networks/test_rnn.py index e8bff58bd..5de336328 100644 --- a/tests/models/neural_networks/test_rnn.py +++ b/tests/models/neural_networks/test_rnn.py @@ -120,8 +120,11 @@ def test_train(self, tmp_path, capsys, use_pred_months, predict_delta): assert type(model.model) == RNN, f"Model attribute not an RNN!" - @pytest.mark.parametrize("use_pred_months", [True, False]) - def test_predict(self, tmp_path, use_pred_months): + @pytest.mark.parametrize( + "use_pred_months,predict_delta", + [(True, True), (False, True), (True, False), (False, False)], + ) + def test_predict(self, tmp_path, use_pred_months, predict_delta): x, _, _ = _make_dataset(size=(5, 5), const=True) y = x.isel(time=[-1]) @@ -162,6 +165,7 @@ def test_predict(self, tmp_path, use_pred_months): dense_features=dense_features, rnn_dropout=rnn_dropout, data_folder=tmp_path, + predict_delta=predict_delta ) model.train() test_arrays_dict, pred_dict = model.predict() @@ -170,8 +174,9 @@ def test_predict(self, tmp_path, use_pred_months): assert ("hello" in test_arrays_dict.keys()) and (len(test_arrays_dict) == 1) assert ("hello" in pred_dict.keys()) and (len(pred_dict) == 1) - # _make_dataset with const=True returns all ones - assert (test_arrays_dict["hello"]["y"] == 1).all() + if not predict_delta: + # _make_dataset with const=True returns all ones + assert (test_arrays_dict["hello"]["y"] == 1).all() class TestUnrolledRNN: diff --git a/tests/models/test_base.py b/tests/models/test_base.py index ee05368fa..c2b683b8d 100644 --- a/tests/models/test_base.py +++ b/tests/models/test_base.py @@ -1,4 +1,5 @@ import numpy as np +import pytest from src.models.base import ModelBase @@ -8,7 +9,11 @@ def test_init(self, tmp_path): ModelBase(tmp_path) assert (tmp_path / "models").exists(), f"Models dir not made!" - def test_evaluate(self, tmp_path, monkeypatch, capsys): + @pytest.mark.parametrize( + "save_preds,predict_delta", + [(True, True), (False, True), (True, False), (False, False)] + ) + def test_evaluate(self, tmp_path, monkeypatch, capsys, save_preds, predict_delta): def mockreturn(self): y = np.array([1, 1, 1, 1, 1]) @@ -20,8 +25,8 @@ def mockreturn(self): monkeypatch.setattr(ModelBase, "predict", mockreturn) - base = ModelBase(tmp_path) - base.evaluate(save_results=False, save_preds=False) + base = ModelBase(tmp_path, predict_delta=predict_delta) + base.evaluate(save_results=False, save_preds=save_preds) captured = capsys.readouterr() expected_stdout = "RMSE: 0.0" From 2fbd75f7b9ed6c435991775b5c322b42749d4d0f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 09:46:07 +0000 Subject: [PATCH 046/209] comments to base.py --- src/models/neural_networks/base.py | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index 868a7dc0d..95ae12031 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -267,6 +267,17 @@ def _one_hot(self, indices: torch.Tensor, num_vals: int) -> torch.Tensor: def _input_to_tuple( self, x: Union[Tuple[torch.Tensor, ...], TrainData] ) -> Tuple[torch.Tensor, ...]: + """ + Returns: + -------- + Tuple: + [0] historical data + [1] months (one hot encoded) + [2] latlons + [3] current data + [4] yearly aggregations + [5] static data + """ # mypy totally fails to handle what's going on here if type(x) is TrainData: # type: ignore From 8ab75214b44fad7b17a7022e0b0f87843ec7f201 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 11:46:33 +0000 Subject: [PATCH 047/209] update test base to test evaluate --- tests/models/test_base.py | 25 ++++++++++++++++++++++--- 1 file changed, 22 insertions(+), 3 deletions(-) diff --git a/tests/models/test_base.py b/tests/models/test_base.py index c2b683b8d..6681de9f4 100644 --- a/tests/models/test_base.py +++ b/tests/models/test_base.py @@ -1,4 +1,5 @@ import numpy as np +import pandas as pd import pytest from src.models.base import ModelBase @@ -11,14 +12,28 @@ def test_init(self, tmp_path): @pytest.mark.parametrize( "save_preds,predict_delta", - [(True, True), (False, True), (True, False), (False, False)] + [(True, True), (False, True), (True, False), (False, False)], ) def test_evaluate(self, tmp_path, monkeypatch, capsys, save_preds, predict_delta): def mockreturn(self): y = np.array([1, 1, 1, 1, 1]) - - test_arrays = {"hello": {"y": y}} + latlons = [[0, 1], [0, 2], [0, 3], [0, 4], [0, 5]] + latlons = np.array([np.array(xi) for xi in latlons]) + y_var = 'VCI' + time = pd.to_datetime("2011-01-01") + if predict_delta: + test_arrays = { + "hello": { + "y": y, + "historical_target": y, + "latlons": latlons, + "time": time, + "y_var": y_var + } + } + else: + test_arrays = {"hello": {"y": y, "latlons": latlons, "time": time, "y_var": y_var}} preds_arrays = {"hello": y} return test_arrays, preds_arrays @@ -26,6 +41,10 @@ def mockreturn(self): monkeypatch.setattr(ModelBase, "predict", mockreturn) base = ModelBase(tmp_path, predict_delta=predict_delta) + model_dir = tmp_path / 'models' / 'base' + if not model_dir.exists(): + model_dir.mkdir(exist_ok=True, parents=True) + base.model_dir = model_dir base.evaluate(save_results=False, save_preds=save_preds) captured = capsys.readouterr() From 8e4566e0f35f322697b67d86520933ec55d1c867 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 11:49:00 +0000 Subject: [PATCH 048/209] update models to calculate predict_delta --- src/models/base.py | 31 +++++++++++++++--------------- src/models/data.py | 19 ++++++++++++++---- src/models/gbdt.py | 6 ++++++ src/models/neural_networks/base.py | 6 ++++++ src/models/regression.py | 7 +++++++ 5 files changed, 50 insertions(+), 19 deletions(-) diff --git a/src/models/base.py b/src/models/base.py index 51a3bfc06..1406ca28a 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -197,22 +197,23 @@ def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: if self.predict_delta: # get the NON-NORMALIZED data (from ModelArrays.historical_target) date_key = _datetime_to_folder_time_str(preds_xr.time.values) - historical_ds = preds_dict['historical_target'] - # test_data = [v for v in dl][0][date_key] - - # assert ( - # pd.to_datetime(preds_xr.time.values) == test_data.target_time - # ), ( - # "Expecting" - # "to have collected the ModelArrays for the target_timestep: " - # f"{preds_xr.time.values}. Got: {test_data.target_time}" - # ) - - # convert ..data.TestData object to xarray - # historical_ds, target_ds, _ = test_data.to_xarray() - # convert delta to raw target_variable - y_var = [v for v in target_ds.data_vars][0] + historical_y = val['historical_target'] + y_var = val['y_var'] cast(str, y_var) + historical_ds = ( + pd.DataFrame( + data={ + y_var: historical_y, + "lat": latlons[:, 0], + "lon": latlons[:, 1], + "time": times, + } + ) + .set_index(["lat", "lon", "time"]) + .to_xarray() + ) + + # convert delta to raw target_variable preds_xr = self._convert_delta_to_raw_values( x=historical_ds, y=preds_xr, y_var=y_var ) diff --git a/src/models/data.py b/src/models/data.py index 332a12fe9..1cec3a717 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -90,7 +90,6 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: len(self.historical_times) == self.x.historical.shape[1] # type: ignore ), "second dim is # timesteps" variables = self.x_vars - # TODO: HOW TO CATCH ERRORS OF MISSING DATA? latitudes = np.unique(self.latlons[:, 0]) # type: ignore longitudes = np.unique(self.latlons[:, 1]) # type: ignore times = self.historical_times @@ -542,6 +541,19 @@ def _calculate_static(self, num_instances: int) -> np.ndarray: self.static_array = static_np return self.static_array + def _calculate_historical_target(self, x: xr.Dataset, y_var: str) -> np.ndarray: + """Calculate the previous timestep for the target_variable + (used in predict_delta experiment). + """ + # get teh previous timestep + # NOTE: hardcoding order=1 for predict_delta + order = 1 + x_np = x[y_var].isel(time=-order).values + x_np = x_np.reshape(x_np.shape[0] * x_np.shape[1], 1) + # x_np = np.moveaxis(np.moveaxis(x_np, 0, 1), -1, 0) + return x_np + + def _calculate_change( self, x: xr.Dataset, y: xr.Dataset, order: int = 1 ) -> xr.Dataset: @@ -698,10 +710,9 @@ def ds_folder_to_np( model_arrays.to_tensor(self.device) if self.predict_delta: - # NOTE: only the numpy data is normalized + # NOTE: data is not normalised in this function model_arrays.predict_delta = True - model_arrays.historical_target = x[y_var] - + model_arrays.historical_target = self._calculate_historical_target(x, y_var) return model_arrays @staticmethod diff --git a/src/models/gbdt.py b/src/models/gbdt.py index 17171706a..92e70fcfc 100644 --- a/src/models/gbdt.py +++ b/src/models/gbdt.py @@ -196,5 +196,11 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "latlons": val.latlons, "time": val.target_time, } + if self.predict_delta: + assert val.historical_target.shape == val.y.shape, 'Expect' \ + f'the shape of the y ({val.y.shape})' \ + f' and historical_target ({val.historical_target.shape})' \ + ' to be the same!' + test_arrays_dict[key]['historical_target'] = val.historical_target return test_arrays_dict, preds_dict diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index 95ae12031..39d5689d4 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -189,6 +189,12 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "latlons": val.latlons, "time": val.target_time, } + if self.predict_delta: + assert val.historical_target.shape == val.y.shape, 'Expect' \ + f'the shape of the y ({val.y.shape})' \ + f' and historical_target ({val.historical_target.shape})' \ + ' to be the same!' + test_arrays_dict[key]['historical_target'] = val.historical_target return test_arrays_dict, preds_dict diff --git a/src/models/regression.py b/src/models/regression.py index 041800cd4..7df3659f2 100644 --- a/src/models/regression.py +++ b/src/models/regression.py @@ -201,6 +201,13 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "latlons": val.latlons, "time": val.target_time, } + if self.predict_delta: + assert val.historical_target.shape == val.y.shape, 'Expect' \ + f'the shape of the y ({val.y.shape})' \ + f' and historical_target ({val.historical_target.shape})' \ + ' to be the same!' + test_arrays_dict[key]['historical_target'] = val.historical_target + return test_arrays_dict, preds_dict From 831b8afdd9d93351d718614efbae21d511254d10 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 11:49:50 +0000 Subject: [PATCH 049/209] black the code --- src/models/base.py | 4 ++-- src/models/data.py | 1 - src/models/gbdt.py | 12 +++++++----- src/models/neural_networks/base.py | 14 +++++++++----- src/models/regression.py | 13 +++++++------ tests/models/neural_networks/test_rnn.py | 2 +- tests/models/test_base.py | 10 ++++++---- 7 files changed, 32 insertions(+), 24 deletions(-) diff --git a/src/models/base.py b/src/models/base.py index 1406ca28a..4fc9125a4 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -197,8 +197,8 @@ def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: if self.predict_delta: # get the NON-NORMALIZED data (from ModelArrays.historical_target) date_key = _datetime_to_folder_time_str(preds_xr.time.values) - historical_y = val['historical_target'] - y_var = val['y_var'] + historical_y = val["historical_target"] + y_var = val["y_var"] cast(str, y_var) historical_ds = ( pd.DataFrame( diff --git a/src/models/data.py b/src/models/data.py index 1cec3a717..852d2e69f 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -553,7 +553,6 @@ def _calculate_historical_target(self, x: xr.Dataset, y_var: str) -> np.ndarray: # x_np = np.moveaxis(np.moveaxis(x_np, 0, 1), -1, 0) return x_np - def _calculate_change( self, x: xr.Dataset, y: xr.Dataset, order: int = 1 ) -> xr.Dataset: diff --git a/src/models/gbdt.py b/src/models/gbdt.py index 92e70fcfc..a157307a9 100644 --- a/src/models/gbdt.py +++ b/src/models/gbdt.py @@ -197,10 +197,12 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "time": val.target_time, } if self.predict_delta: - assert val.historical_target.shape == val.y.shape, 'Expect' \ - f'the shape of the y ({val.y.shape})' \ - f' and historical_target ({val.historical_target.shape})' \ - ' to be the same!' - test_arrays_dict[key]['historical_target'] = val.historical_target + assert val.historical_target.shape == val.y.shape, ( + "Expect" + f"the shape of the y ({val.y.shape})" + f" and historical_target ({val.historical_target.shape})" + " to be the same!" + ) + test_arrays_dict[key]["historical_target"] = val.historical_target return test_arrays_dict, preds_dict diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index 39d5689d4..8ef149ba3 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -190,11 +190,15 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "time": val.target_time, } if self.predict_delta: - assert val.historical_target.shape == val.y.shape, 'Expect' \ - f'the shape of the y ({val.y.shape})' \ - f' and historical_target ({val.historical_target.shape})' \ - ' to be the same!' - test_arrays_dict[key]['historical_target'] = val.historical_target + assert val.historical_target.shape == val.y.shape, ( + "Expect" + f"the shape of the y ({val.y.shape})" + f" and historical_target ({val.historical_target.shape})" + " to be the same!" + ) + test_arrays_dict[key][ + "historical_target" + ] = val.historical_target return test_arrays_dict, preds_dict diff --git a/src/models/regression.py b/src/models/regression.py index 7df3659f2..7c311c112 100644 --- a/src/models/regression.py +++ b/src/models/regression.py @@ -202,12 +202,13 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "time": val.target_time, } if self.predict_delta: - assert val.historical_target.shape == val.y.shape, 'Expect' \ - f'the shape of the y ({val.y.shape})' \ - f' and historical_target ({val.historical_target.shape})' \ - ' to be the same!' - test_arrays_dict[key]['historical_target'] = val.historical_target - + assert val.historical_target.shape == val.y.shape, ( + "Expect" + f"the shape of the y ({val.y.shape})" + f" and historical_target ({val.historical_target.shape})" + " to be the same!" + ) + test_arrays_dict[key]["historical_target"] = val.historical_target return test_arrays_dict, preds_dict diff --git a/tests/models/neural_networks/test_rnn.py b/tests/models/neural_networks/test_rnn.py index 5de336328..e779c96e8 100644 --- a/tests/models/neural_networks/test_rnn.py +++ b/tests/models/neural_networks/test_rnn.py @@ -165,7 +165,7 @@ def test_predict(self, tmp_path, use_pred_months, predict_delta): dense_features=dense_features, rnn_dropout=rnn_dropout, data_folder=tmp_path, - predict_delta=predict_delta + predict_delta=predict_delta, ) model.train() test_arrays_dict, pred_dict = model.predict() diff --git a/tests/models/test_base.py b/tests/models/test_base.py index 6681de9f4..f879136b3 100644 --- a/tests/models/test_base.py +++ b/tests/models/test_base.py @@ -20,7 +20,7 @@ def mockreturn(self): y = np.array([1, 1, 1, 1, 1]) latlons = [[0, 1], [0, 2], [0, 3], [0, 4], [0, 5]] latlons = np.array([np.array(xi) for xi in latlons]) - y_var = 'VCI' + y_var = "VCI" time = pd.to_datetime("2011-01-01") if predict_delta: test_arrays = { @@ -29,11 +29,13 @@ def mockreturn(self): "historical_target": y, "latlons": latlons, "time": time, - "y_var": y_var + "y_var": y_var, } } else: - test_arrays = {"hello": {"y": y, "latlons": latlons, "time": time, "y_var": y_var}} + test_arrays = { + "hello": {"y": y, "latlons": latlons, "time": time, "y_var": y_var} + } preds_arrays = {"hello": y} return test_arrays, preds_arrays @@ -41,7 +43,7 @@ def mockreturn(self): monkeypatch.setattr(ModelBase, "predict", mockreturn) base = ModelBase(tmp_path, predict_delta=predict_delta) - model_dir = tmp_path / 'models' / 'base' + model_dir = tmp_path / "models" / "base" if not model_dir.exists(): model_dir.mkdir(exist_ok=True, parents=True) base.model_dir = model_dir From 40cdc491a49b1aa9605fcf095f7a8f9d7dbe65c5 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 12:01:35 +0000 Subject: [PATCH 050/209] remove nan indices from the numpy data --- src/models/data.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/models/data.py b/src/models/data.py index 852d2e69f..05d066eec 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -711,7 +711,9 @@ def ds_folder_to_np( if self.predict_delta: # NOTE: data is not normalised in this function model_arrays.predict_delta = True - model_arrays.historical_target = self._calculate_historical_target(x, y_var) + historical_target_np = self._calculate_historical_target(x, y_var) + historical_target_np = historical_target_np[notnan_indices] + model_arrays.historical_target = historical_target_np return model_arrays @staticmethod From 93348d8b6a6b735afa16f3267c8df6bd2e117990 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 12:06:07 +0000 Subject: [PATCH 051/209] add y_var to the test_arrays_dict --- src/models/neural_networks/base.py | 1 + src/models/parsimonious.py | 1 + src/models/regression.py | 1 + 3 files changed, 3 insertions(+) diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index 8ef149ba3..f4cf14605 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -188,6 +188,7 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "y": val.y.cpu().numpy(), "latlons": val.latlons, "time": val.target_time, + "y_var": val.y_var, } if self.predict_delta: assert val.historical_target.shape == val.y.shape, ( diff --git a/src/models/parsimonious.py b/src/models/parsimonious.py index a61d67fe5..b617aa66d 100644 --- a/src/models/parsimonious.py +++ b/src/models/parsimonious.py @@ -42,6 +42,7 @@ def predict( "y": val.y, "latlons": val.latlons, "time": val.target_time, + "y_var": val.y_var, } return test_arrays_dict, preds_dict diff --git a/src/models/regression.py b/src/models/regression.py index 7c311c112..372c449bf 100644 --- a/src/models/regression.py +++ b/src/models/regression.py @@ -200,6 +200,7 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "y": val.y, "latlons": val.latlons, "time": val.target_time, + "y_var": val.y_var, } if self.predict_delta: assert val.historical_target.shape == val.y.shape, ( From 8b97d75a32bb610c9efdaf77bf41f17d778b8393 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 12:11:45 +0000 Subject: [PATCH 052/209] flatten historcial_arrays shape --- src/models/data.py | 2 +- src/models/gbdt.py | 1 + 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/src/models/data.py b/src/models/data.py index 05d066eec..2381aaffd 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -712,7 +712,7 @@ def ds_folder_to_np( # NOTE: data is not normalised in this function model_arrays.predict_delta = True historical_target_np = self._calculate_historical_target(x, y_var) - historical_target_np = historical_target_np[notnan_indices] + historical_target_np = historical_target_np[notnan_indices].flatten() model_arrays.historical_target = historical_target_np return model_arrays diff --git a/src/models/gbdt.py b/src/models/gbdt.py index a157307a9..18a26d8cd 100644 --- a/src/models/gbdt.py +++ b/src/models/gbdt.py @@ -195,6 +195,7 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "y": val.y, "latlons": val.latlons, "time": val.target_time, + "y_var": val.y_var, } if self.predict_delta: assert val.historical_target.shape == val.y.shape, ( From 99d315d472ce3d7027446faa6d16a1ed3f820a04 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 12:15:56 +0000 Subject: [PATCH 053/209] update the assert statement --- src/models/gbdt.py | 2 +- src/models/neural_networks/base.py | 2 +- src/models/regression.py | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/src/models/gbdt.py b/src/models/gbdt.py index 18a26d8cd..c841ece2d 100644 --- a/src/models/gbdt.py +++ b/src/models/gbdt.py @@ -198,7 +198,7 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "y_var": val.y_var, } if self.predict_delta: - assert val.historical_target.shape == val.y.shape, ( + assert val.historical_target.shape[0] == val.y.shape[0], ( "Expect" f"the shape of the y ({val.y.shape})" f" and historical_target ({val.historical_target.shape})" diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index f4cf14605..9dceebbeb 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -191,7 +191,7 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "y_var": val.y_var, } if self.predict_delta: - assert val.historical_target.shape == val.y.shape, ( + assert val.historical_target.shape[0] == val.y.shape[0], ( "Expect" f"the shape of the y ({val.y.shape})" f" and historical_target ({val.historical_target.shape})" diff --git a/src/models/regression.py b/src/models/regression.py index 372c449bf..f123e8852 100644 --- a/src/models/regression.py +++ b/src/models/regression.py @@ -203,7 +203,7 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra "y_var": val.y_var, } if self.predict_delta: - assert val.historical_target.shape == val.y.shape, ( + assert val.historical_target.shape[0] == val.y.shape[0], ( "Expect" f"the shape of the y ({val.y.shape})" f" and historical_target ({val.historical_target.shape})" From 68f77e7ff6a79555c5c59b52e5cf3210d5cd5915 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 12:23:25 +0000 Subject: [PATCH 054/209] update flake errors --- src/models/base.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/models/base.py b/src/models/base.py index 4fc9125a4..6a439dd1b 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -196,7 +196,6 @@ def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: if self.predict_delta: # get the NON-NORMALIZED data (from ModelArrays.historical_target) - date_key = _datetime_to_folder_time_str(preds_xr.time.values) historical_y = val["historical_target"] y_var = val["y_var"] cast(str, y_var) From 7364adf30e71e260bdd1c21cdfbd26d2656243bf Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 12:25:05 +0000 Subject: [PATCH 055/209] update shutil to capture shutil error --- scripts/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/utils.py b/scripts/utils.py index e9ffd6593..1116f5676 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -14,5 +14,5 @@ def get_data_path() -> Path: def _rename_directory(from_path: Path, to_path: Path) -> None: - shutil.move(from_path, to_path) + shutil.move(from_path.as_posix(), to_path.as_posix()) print(f"MOVED {from_path} to {to_path}") From ec2eca1d88191406c86c62e22a0044ff271341a7 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 12:34:54 +0000 Subject: [PATCH 056/209] quick error to test the pred_delta is working --- scripts/experiments/05_predict_delta.py | 6 +++--- src/models/neural_networks/base.py | 1 + 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/scripts/experiments/05_predict_delta.py b/scripts/experiments/05_predict_delta.py index d1e1a621e..3466c95e9 100644 --- a/scripts/experiments/05_predict_delta.py +++ b/scripts/experiments/05_predict_delta.py @@ -22,8 +22,8 @@ explain=False, static="features", ignore_vars=always_ignore_vars, - num_epochs=1, # 50 - early_stopping=1, # 5 + num_epochs=50, # 50 + early_stopping=5, # 5 hidden_size=256, static_embedding_size=64, predict_delta=True, @@ -34,5 +34,5 @@ _rename_directory( from_path=data_path / "models" / "one_month_forecast", - to_path=data_path / "models" / "one_month_forecast_BASE", + to_path=data_path / "models" / "one_month_forecast_predict_delta", ) diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index 9dceebbeb..dad73d73e 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -122,6 +122,7 @@ def train( self.model.train() for x, y in train_dataloader: for x_batch, y_batch in chunk_array(x, y, batch_size, shuffle=True): + assert False optimizer.zero_grad() pred = self.model( *self._input_to_tuple(cast(Tuple[torch.Tensor, ...], x_batch)) From b438967f6b38cbc5a069618729264e16ab7ff280 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 12:40:45 +0000 Subject: [PATCH 057/209] remove assert False --- src/models/neural_networks/base.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index dad73d73e..9dceebbeb 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -122,7 +122,6 @@ def train( self.model.train() for x, y in train_dataloader: for x_batch, y_batch in chunk_array(x, y, batch_size, shuffle=True): - assert False optimizer.zero_grad() pred = self.model( *self._input_to_tuple(cast(Tuple[torch.Tensor, ...], x_batch)) From 9ce61d9db85941bddba509fd169e56b3aee395f8 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 13:28:27 +0000 Subject: [PATCH 058/209] add time to the rename directory function --- scripts/utils.py | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/scripts/utils.py b/scripts/utils.py index 1116f5676..ff11cd91b 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -1,5 +1,6 @@ import shutil from pathlib import Path +import time def get_data_path() -> Path: @@ -13,6 +14,12 @@ def get_data_path() -> Path: return data_path -def _rename_directory(from_path: Path, to_path: Path) -> None: +def _rename_directory(from_path: Path, to_path: Path, with_datetime: bool = False) -> None: + if with_datetime: + dt = time.gmtime() + dt_str = f"{dt.tm_year}_{dt.tm_mon:02}_{dt.tm_mday:02}:{dt.tm_hour:02}{dt.tm_min:02}{dt.tm_sec:02}" + name = '/' + dt_str + '_' + to_path.as_posix().split('/')[-1] + to_path = '/'.join(to_path.as_posix().split('/')[:-1]) + name + to_path = Path(to_path) shutil.move(from_path.as_posix(), to_path.as_posix()) print(f"MOVED {from_path} to {to_path}") From d73146a2f458e9e3e4231e07984c78b77ca3f81d Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 13:28:35 +0000 Subject: [PATCH 059/209] add datetime argument --- scripts/experiments/05_predict_delta.py | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/experiments/05_predict_delta.py b/scripts/experiments/05_predict_delta.py index 3466c95e9..2f7a67e1b 100644 --- a/scripts/experiments/05_predict_delta.py +++ b/scripts/experiments/05_predict_delta.py @@ -35,4 +35,5 @@ _rename_directory( from_path=data_path / "models" / "one_month_forecast", to_path=data_path / "models" / "one_month_forecast_predict_delta", + with_datetime=False ) From 96e1799044032d4f148658c4fc228a37896bb2c0 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 13:31:02 +0000 Subject: [PATCH 060/209] remove unnecessary import --- src/models/base.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/models/base.py b/src/models/base.py index 6a439dd1b..78b41601a 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -6,7 +6,6 @@ from sklearn.metrics import mean_squared_error from .data import TrainData, DataLoader -from .utils import _datetime_to_folder_time_str from typing import cast, Any, Dict, List, Optional, Union, Tuple From cf1fe7bcbc0dc2b7608a9dd0a74f92362811b81c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 13:56:44 +0000 Subject: [PATCH 061/209] fix different variables experiment --- scripts/experiments/01_different_variables.py | 44 ++++++++++++++++--- 1 file changed, 37 insertions(+), 7 deletions(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 18a347b1a..9e453cda2 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -94,7 +94,7 @@ def rename_model_experiment_file( else: to_path = data_dir / "models" / f"one_month_forecast_{vars_joined}_NOstatic" - _rename_directory(from_path, to_path) + _rename_directory(from_path, to_path, with_datetime=True) def run_all_models_as_experiments( @@ -111,13 +111,40 @@ def run_all_models_as_experiments( if static: # 'embeddings' or 'features' - linear_nn(ignore_vars=ignore_vars, static="embeddings") - rnn(ignore_vars=ignore_vars, static="embeddings") - earnn(pretrained=False, ignore_vars=ignore_vars, static="embeddings") + try: + linear_nn(ignore_vars=ignore_vars, static="embeddings") + except RuntimeError: + print(f"\n{'*'*10}\n FAILED: LinearNN for vars={vars_to_include} static={static}\n{'*'*10}\n") + + try: + rnn(ignore_vars=ignore_vars, static="embeddings") + except RuntimeError: + print(f"\n{'*'*10}\n FAILED: RNN for vars={vars_to_include} static={static}\n{'*'*10}\n") + + try: + earnn(pretrained=False, ignore_vars=ignore_vars, static="embeddings") + except RuntimeError: + print(f"\n{'*'*10}\n FAILED: EALSTM for vars={vars_to_include} static={static}\n{'*'*10}\n") + else: - linear_nn(ignore_vars=ignore_vars, static=None) - rnn(ignore_vars=ignore_vars, static=None) - earnn(pretrained=False, ignore_vars=ignore_vars, static=None) + try: + linear_nn(ignore_vars=ignore_vars, static=None) + except RuntimeError: + print( + f"\n{'*'*10}\n FAILED: LinearNN for vars={vars_to_include} static={static}\n{'*'*10}\n") + + try: + rnn(ignore_vars=ignore_vars, static=None) + except RuntimeError: + print( + f"\n{'*'*10}\n FAILED: RNN for vars={vars_to_include} static={static}\n{'*'*10}\n") + + try: + earnn(pretrained=False, ignore_vars=ignore_vars, static=None) + except RuntimeError: + print( + f"\n{'*'*10}\n FAILED: EALSTM for vars={vars_to_include} static={static}\n{'*'*10}\n") + # RENAME DIRECTORY data_dir = get_data_path() @@ -167,6 +194,9 @@ def run_all_models_as_experiments( # run experiments for static in [True, False]: + try: run_all_models_as_experiments( vars_to_include, ignore_vars, static=static, run_regression=False ) + except: + print(f'\n{"-" * 10}\Experiment FAILED: {vars_to_include} static:{static}\n{"-" * 10}') From 6938d987c3f94163ae05b4e23cece501bb9c8454 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 14:01:00 +0000 Subject: [PATCH 062/209] run only from where it broke --- scripts/experiments/01_different_variables.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 9e453cda2..5719a6dfe 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -94,6 +94,7 @@ def rename_model_experiment_file( else: to_path = data_dir / "models" / f"one_month_forecast_{vars_joined}_NOstatic" + # with_datetime ensures that unique _rename_directory(from_path, to_path, with_datetime=True) @@ -185,7 +186,7 @@ def run_all_models_as_experiments( # if vars_to_include == []: # continue - for vars_to_include in expts_to_run: + for vars_to_include in expts_to_run[4:]: print(f'\n{"-" * 10}\nRunning experiment with: {vars_to_include}\n{"-" * 10}') vars_to_exclude = [v for v in important_vars if v not in vars_to_include] From d821142ea3659d8a461dc41b310faf8176753ee5 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 14:08:50 +0000 Subject: [PATCH 063/209] black the scripts --- scripts/experiments/01_different_variables.py | 44 ++++++++++++------- scripts/experiments/05_predict_delta.py | 2 +- scripts/utils.py | 8 ++-- 3 files changed, 33 insertions(+), 21 deletions(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 5719a6dfe..43d26a34a 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -113,39 +113,47 @@ def run_all_models_as_experiments( if static: # 'embeddings' or 'features' try: - linear_nn(ignore_vars=ignore_vars, static="embeddings") + linear_nn(ignore_vars=ignore_vars, static="embeddings") except RuntimeError: - print(f"\n{'*'*10}\n FAILED: LinearNN for vars={vars_to_include} static={static}\n{'*'*10}\n") + print( + f"\n{'*'*10}\n FAILED: LinearNN for vars={vars_to_include} static={static}\n{'*'*10}\n" + ) try: rnn(ignore_vars=ignore_vars, static="embeddings") except RuntimeError: - print(f"\n{'*'*10}\n FAILED: RNN for vars={vars_to_include} static={static}\n{'*'*10}\n") + print( + f"\n{'*'*10}\n FAILED: RNN for vars={vars_to_include} static={static}\n{'*'*10}\n" + ) try: - earnn(pretrained=False, ignore_vars=ignore_vars, static="embeddings") + earnn(pretrained=False, ignore_vars=ignore_vars, static="embeddings") except RuntimeError: - print(f"\n{'*'*10}\n FAILED: EALSTM for vars={vars_to_include} static={static}\n{'*'*10}\n") + print( + f"\n{'*'*10}\n FAILED: EALSTM for vars={vars_to_include} static={static}\n{'*'*10}\n" + ) else: try: - linear_nn(ignore_vars=ignore_vars, static=None) + linear_nn(ignore_vars=ignore_vars, static=None) except RuntimeError: print( - f"\n{'*'*10}\n FAILED: LinearNN for vars={vars_to_include} static={static}\n{'*'*10}\n") + f"\n{'*'*10}\n FAILED: LinearNN for vars={vars_to_include} static={static}\n{'*'*10}\n" + ) try: rnn(ignore_vars=ignore_vars, static=None) except RuntimeError: print( - f"\n{'*'*10}\n FAILED: RNN for vars={vars_to_include} static={static}\n{'*'*10}\n") + f"\n{'*'*10}\n FAILED: RNN for vars={vars_to_include} static={static}\n{'*'*10}\n" + ) try: - earnn(pretrained=False, ignore_vars=ignore_vars, static=None) + earnn(pretrained=False, ignore_vars=ignore_vars, static=None) except RuntimeError: print( - f"\n{'*'*10}\n FAILED: EALSTM for vars={vars_to_include} static={static}\n{'*'*10}\n") - + f"\n{'*'*10}\n FAILED: EALSTM for vars={vars_to_include} static={static}\n{'*'*10}\n" + ) # RENAME DIRECTORY data_dir = get_data_path() @@ -195,9 +203,11 @@ def run_all_models_as_experiments( # run experiments for static in [True, False]: - try: - run_all_models_as_experiments( - vars_to_include, ignore_vars, static=static, run_regression=False - ) - except: - print(f'\n{"-" * 10}\Experiment FAILED: {vars_to_include} static:{static}\n{"-" * 10}') + try: + run_all_models_as_experiments( + vars_to_include, ignore_vars, static=static, run_regression=False + ) + except: + print( + f'\n{"-" * 10}\Experiment FAILED: {vars_to_include} static:{static}\n{"-" * 10}' + ) diff --git a/scripts/experiments/05_predict_delta.py b/scripts/experiments/05_predict_delta.py index 2f7a67e1b..82004b14a 100644 --- a/scripts/experiments/05_predict_delta.py +++ b/scripts/experiments/05_predict_delta.py @@ -35,5 +35,5 @@ _rename_directory( from_path=data_path / "models" / "one_month_forecast", to_path=data_path / "models" / "one_month_forecast_predict_delta", - with_datetime=False + with_datetime=False, ) diff --git a/scripts/utils.py b/scripts/utils.py index ff11cd91b..7e6c18738 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -14,12 +14,14 @@ def get_data_path() -> Path: return data_path -def _rename_directory(from_path: Path, to_path: Path, with_datetime: bool = False) -> None: +def _rename_directory( + from_path: Path, to_path: Path, with_datetime: bool = False +) -> None: if with_datetime: dt = time.gmtime() dt_str = f"{dt.tm_year}_{dt.tm_mon:02}_{dt.tm_mday:02}:{dt.tm_hour:02}{dt.tm_min:02}{dt.tm_sec:02}" - name = '/' + dt_str + '_' + to_path.as_posix().split('/')[-1] - to_path = '/'.join(to_path.as_posix().split('/')[:-1]) + name + name = "/" + dt_str + "_" + to_path.as_posix().split("/")[-1] + to_path = "/".join(to_path.as_posix().split("/")[:-1]) + name to_path = Path(to_path) shutil.move(from_path.as_posix(), to_path.as_posix()) print(f"MOVED {from_path} to {to_path}") From 53b189114bc13d8cb7302b6b3723f0e25c78166f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 15:33:57 +0000 Subject: [PATCH 064/209] update the tests to work --- src/analysis/evaluation.py | 103 ++++++++++++++++++------------ tests/analysis/test_evaluation.py | 15 ++--- tests/utils.py | 11 +++- 3 files changed, 76 insertions(+), 53 deletions(-) diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index 2d7e45619..cf0f6ddb8 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -19,10 +19,12 @@ def spatial_rmse(true_da: xr.DataArray, pred_da: xr.DataArray) -> xr.DataArray: true_da_shape = (true_da.lat.shape[0], true_da.lon.shape[0]) pred_da_shape = (pred_da.lat.shape[0], pred_da.lon.shape[0]) assert true_da_shape == pred_da_shape - assert tuple(true_da.dims) == tuple(pred_da.dims), f'Expect' \ - 'the dimensions to be the same. Currently: ' \ - f'True: {tuple(true_da.dims)} Preds: {tuple(pred_da.dims)}. ' \ - 'Have you tried da.transpose("time", "lat", "lon")' + assert tuple(true_da.dims) == tuple(pred_da.dims), ( + f"Expect" + "the dimensions to be the same. Currently: " + f"True: {tuple(true_da.dims)} Preds: {tuple(pred_da.dims)}. " + 'Have you tried da.transpose("time", "lat", "lon")' + ) # sort the lat/lons correctly just to be sure pred_da = _sort_lat_lons(pred_da) @@ -119,13 +121,15 @@ def annual_scores( for k in out_dict.keys(): out_df = pd.concat([out_df, out_dict[k]]) - out_df['time'] = out_df.apply( - lambda row: pd.to_datetime(f"{int(row.month)}-{int(row.year)}"), axis=1) + out_df["time"] = out_df.apply( + lambda row: pd.to_datetime(f"{int(row.month)}-{int(row.year)}"), axis=1 + ) return out_df else: return out_dict + def annual_scores_to_dataframe(monthly_scores: Dict) -> pd.DataFrame: """Convert the dictionary from annual_scores to a pd.DataFrame """ @@ -145,8 +149,8 @@ def annual_scores_to_dataframe(monthly_scores: Dict) -> pd.DataFrame: def _read_multi_data_paths(train_data_paths: List[Path]) -> xr.Dataset: - train_ds = xr.open_mfdataset(train_data_paths).sortby('time').compute() - train_ds = train_ds.transpose('time', 'lat', 'lon') + train_ds = xr.open_mfdataset(train_data_paths).sortby("time").compute() + train_ds = train_ds.transpose("time", "lat", "lon") return train_ds @@ -224,11 +228,14 @@ def monthly_score( model_files[model] = xr.open_dataset(pred_path).isel(time=0) if true_data_experiment is None: - true_data_path = data_path / \ - f"features/{experiment}/test" f"/{pred_year}_{month}/y.nc" + true_data_path = ( + data_path / f"features/{experiment}/test" f"/{pred_year}_{month}/y.nc" + ) else: - true_data_path = data_path / \ - f"features/{true_data_experiment}/test" f"/{pred_year}_{month}/y.nc" + true_data_path = ( + data_path / f"features/{true_data_experiment}/test" + f"/{pred_year}_{month}/y.nc" + ) true_data = xr.open_dataset(true_data_path).isel(time=0) output_score: Dict[str, Dict[str, float]] = {} @@ -253,16 +260,23 @@ def monthly_score( return output_score -def plot_predictions(pred_month: int, model: str, - target_var: str = 'VCI', - pred_year: int = 2018, - data_path: Path = Path('data'), - experiment: str = 'one_month_forecast', - **spatial_plot_kwargs): +def plot_predictions( + pred_month: int, + model: str, + target_var: str = "VCI", + pred_year: int = 2018, + data_path: Path = Path("data"), + experiment: str = "one_month_forecast", + **spatial_plot_kwargs, +): - true = xr.open_dataset(data_path / f'features/{experiment}/test' - f'/{pred_year}_{pred_month}/y.nc').\ - rename({target_var: 'preds'}).isel(time=0) + true = ( + xr.open_dataset( + data_path / f"features/{experiment}/test" f"/{pred_year}_{pred_month}/y.nc" + ) + .rename({target_var: "preds"}) + .isel(time=0) + ) model_ds = xr.open_dataset( data_path / f"models/{experiment}/{model}/preds" f"_{pred_year}_{pred_month}.nc" @@ -284,12 +298,12 @@ def plot_predictions(pred_month: int, model: str, plt.clf() - if 'vmin' not in spatial_plot_kwargs: - print('You have not provided a **kwargs dict with vmin / vmax') - print('Are you sure?') + if "vmin" not in spatial_plot_kwargs: + print("You have not provided a **kwargs dict with vmin / vmax") + print("Are you sure?") fig, ax = plt.subplots(1, 2, figsize=(7, 3)) true.preds.plot(ax=ax[0], add_colorbar=False, **spatial_plot_kwargs) - ax[0].set_title('True') + ax[0].set_title("True") ax[0].set_axis_off() model_ds.preds.plot(ax=ax[1], add_colorbar=False, **spatial_plot_kwargs) ax[1].set_title(model) @@ -297,35 +311,41 @@ def plot_predictions(pred_month: int, model: str, plt.show() -def _read_data(data_dir: Path = Path('data'), - train_or_test: str = 'test', - remove_duplicates: bool = True) -> Tuple[xr.Dataset, xr.Dataset]: +def _read_data( + data_dir: Path = Path("data"), + train_or_test: str = "test", + remove_duplicates: bool = True, +) -> Tuple[xr.Dataset, xr.Dataset]: # LOAD the y files y_data_paths = [ - f for f in ( - data_dir / 'features' / 'one_month_forecast' / train_or_test - ).glob('*/y.nc') + f + for f in (data_dir / "features" / "one_month_forecast" / train_or_test).glob( + "*/y.nc" + ) ] y_ds = _read_multi_data_paths(y_data_paths) # LOAD the X files X_data_paths = [ - f for f in ( - data_dir / 'features' / 'one_month_forecast' / train_or_test - ).glob('*/X.nc') + f + for f in (data_dir / "features" / "one_month_forecast" / train_or_test).glob( + "*/X.nc" + ) ] X_ds = _read_multi_data_paths(X_data_paths) if remove_duplicates: # remove duplicate times from the X ds # https://stackoverflow.com/a/51077784/9940782 - _, index = np.unique(X_ds['time'], return_index=True) + _, index = np.unique(X_ds["time"], return_index=True) X_ds = X_ds.isel(time=index) return X_ds, y_ds -def read_train_data(data_dir: Path = Path('data'), - remove_duplicates: bool = True) -> Tuple[xr.Dataset, xr.Dataset]: + +def read_train_data( + data_dir: Path = Path("data"), remove_duplicates: bool = True +) -> Tuple[xr.Dataset, xr.Dataset]: """Read the training data from the data directory and return the joined DataArray. (Joined on the `time` dimension). @@ -336,13 +356,14 @@ def read_train_data(data_dir: Path = Path('data'), y_train: xr.Dataset """ train_X_ds, train_y_ds = _read_data( - data_dir, train_or_test='train', remove_duplicates=remove_duplicates + data_dir, train_or_test="train", remove_duplicates=remove_duplicates ) return train_X_ds, train_y_ds -def read_test_data(data_dir: Path = Path('data'), - remove_duplicates: bool = True) -> Tuple[xr.Dataset, xr.Dataset]: +def read_test_data( + data_dir: Path = Path("data"), remove_duplicates: bool = True +) -> Tuple[xr.Dataset, xr.Dataset]: """Read the test data from the data directory and return the joined DataArray. (Joined on the `time` dimension). @@ -353,7 +374,7 @@ def read_test_data(data_dir: Path = Path('data'), y_test: xr.Dataset """ test_X_ds, test_y_ds = _read_data( - data_dir, train_or_test='test', remove_duplicates=remove_duplicates + data_dir, train_or_test="test", remove_duplicates=remove_duplicates ) return test_X_ds, test_y_ds diff --git a/tests/analysis/test_evaluation.py b/tests/analysis/test_evaluation.py index 140bf9e4b..48dc5795b 100644 --- a/tests/analysis/test_evaluation.py +++ b/tests/analysis/test_evaluation.py @@ -1,6 +1,5 @@ import xarray as xr -# import numpy as np -# from pandas._libs.tslibs.timestamps import Timestamp +import numpy as np from src.analysis.evaluation import ( # spatial_rmse, @@ -17,7 +16,6 @@ ) from ..utils import ( - _create_dummy_precip_data, _create_features_dir, ) @@ -28,15 +26,14 @@ def test_read_train_data(self, tmp_path): X, y = read_train_data(tmp_path) assert isinstance(X, xr.Dataset) - assert isinstance(y, xr.DataArray) + assert isinstance(y, xr.Dataset) + + assert X.time.shape[0] == y.time.shape[0] == 36 + assert all(np.isin(['vci', 'precip'], [v for v in X.data_vars])) def test_read_test_data(self, tmp_path): - _create_features_dir(tmp_path, train=True) _create_features_dir(tmp_path, train=False) X, y = read_test_data(tmp_path) assert isinstance(X, xr.Dataset) - assert isinstance(y, xr.DataArray) - - def test_spatial_r2(self, tmp_path): - _create_dummy_precip_data(tmp_path) + assert isinstance(y, xr.Dataset) diff --git a/tests/utils.py b/tests/utils.py index 421c5667b..7cf90a888 100644 --- a/tests/utils.py +++ b/tests/utils.py @@ -108,8 +108,9 @@ def _create_features_dir(tmp_path, for date in dates: # get the previous time prev_dt = pd.to_datetime(date) - pd.DateOffset(months=1) - dir_name = f'{prev_dt.year}_{prev_dt.month}' - prev_date = f'{prev_dt.year}-{prev_dt.month}-{prev_dt.day}' + prev_dt = pd.Series([0], index=[prev_dt]).resample('M').mean().index + dir_name = f'{prev_dt.year[0]}_{prev_dt.month[0]}' + prev_date = f'{prev_dt.year[0]}-{prev_dt.month[0]:02}-{prev_dt.day[0]:02}' # make the directory (features_dir / dir_name).mkdir(exist_ok=True, parents=True) @@ -123,5 +124,9 @@ def _create_features_dir(tmp_path, (30, 30), variable_name='precip', start_date=prev_date, end_date=prev_date ) - ds = xr.merge([vci, precip]) + ds = xr.auto_combine([vci, precip]) + # if dir_name != '1998_12': + # assert False + ds.to_netcdf(features_dir / dir_name / 'X.nc') + From af00731e8ff66afb9b4e5b7b70b96b7e645046a5 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 15:34:42 +0000 Subject: [PATCH 065/209] blackify the code --- src/analysis/__init__.py | 6 +- src/analysis/event_detector.py | 2 +- src/analysis/indices/anomaly_index.py | 7 +- src/analysis/indices/decile_index.py | 2 +- src/analysis/indices/utils.py | 2 +- .../region_analysis/groupby_region.py | 10 ++- .../region_analysis/region_geo_plotter.py | 76 +++++++++---------- tests/analysis/test_evaluation.py | 8 +- 8 files changed, 52 insertions(+), 61 deletions(-) diff --git a/src/analysis/__init__.py b/src/analysis/__init__.py index 8206eb035..3be39f686 100644 --- a/src/analysis/__init__.py +++ b/src/analysis/__init__.py @@ -8,7 +8,7 @@ read_pred_data, read_true_data, read_train_data, - read_test_data + read_test_data, ) from .plot_shap import plot_shap_values, all_shap_for_file from .indices import ( @@ -47,6 +47,6 @@ "plot_predictions", "read_pred_data", "read_true_data", - 'read_train_data', - 'read_test_data', + "read_train_data", + "read_test_data", ] diff --git a/src/analysis/event_detector.py b/src/analysis/event_detector.py index 2f5d91a8b..875dab1e9 100644 --- a/src/analysis/event_detector.py +++ b/src/analysis/event_detector.py @@ -127,7 +127,7 @@ def calculate_threshold( values = np.ones(ds[variable].shape) * value thresh = xr.Dataset( {variable: (["time", "lat", "lon"], values)}, - coords={"lat": ds.lat, "lon": ds.lon, "time": ds.time,}, + coords={"lat": ds.lat, "lon": ds.lon, "time": ds.time}, ) thresh = thresh.groupby(f"time.{time_period}").first() diff --git a/src/analysis/indices/anomaly_index.py b/src/analysis/indices/anomaly_index.py index a9732741d..b2305a6bf 100644 --- a/src/analysis/indices/anomaly_index.py +++ b/src/analysis/indices/anomaly_index.py @@ -2,10 +2,7 @@ import numpy as np from .base import BaseIndices -from .utils import ( - rolling_cumsum, - apply_over_period, -) +from .utils import rolling_cumsum, apply_over_period class AnomalyIndex(BaseIndices): @@ -83,7 +80,7 @@ def assign_magnitudes( rai[variable] = (["time", "lat", "lon"], rai_array) return rai - def RAI(self, da: xr.DataArray, variable: str, dim: str = "time",) -> xr.DataArray: + def RAI(self, da: xr.DataArray, variable: str, dim: str = "time") -> xr.DataArray: """ Rainfall Anomaly Index """ # calculations y = da.copy() diff --git a/src/analysis/indices/decile_index.py b/src/analysis/indices/decile_index.py index f9236f31d..1a286ff31 100644 --- a/src/analysis/indices/decile_index.py +++ b/src/analysis/indices/decile_index.py @@ -80,7 +80,7 @@ def rank_norm(ds, dim="time"): return (ds.rank(dim=dim) - 1) / (ds.sizes[dim] - 1) * 100 def fit( - self, variable: str, time_period: str = "month", rolling_window: int = 3, + self, variable: str, time_period: str = "month", rolling_window: int = 3 ) -> None: print("Fitting Decile Index") # 1. calculate a cumsum over `rolling_window` timesteps diff --git a/src/analysis/indices/utils.py b/src/analysis/indices/utils.py index d397f2f55..1fd5e1e62 100644 --- a/src/analysis/indices/utils.py +++ b/src/analysis/indices/utils.py @@ -79,7 +79,7 @@ def create_shape_aligned_climatology( # copy that forward in time new_clim = xr.Dataset( {variable: (["time", "lat", "lon"], new_clim_vals)}, - coords={"lat": clim.lat, "lon": clim.lon, "time": ds.time,}, + coords={"lat": clim.lat, "lon": clim.lon, "time": ds.time}, ) return new_clim diff --git a/src/analysis/region_analysis/groupby_region.py b/src/analysis/region_analysis/groupby_region.py index 220115560..a52c6c628 100644 --- a/src/analysis/region_analysis/groupby_region.py +++ b/src/analysis/region_analysis/groupby_region.py @@ -125,9 +125,11 @@ def analyze( """ # initialise attributes self.da = da - assert type(self.da) == xr.DataArray, 'This method only works' \ - 'with `xr.DataArray` not `xr.Dataset`. Make sure you select' \ - 'one variable for your ' + assert type(self.da) == xr.DataArray, ( + "This method only works" + "with `xr.DataArray` not `xr.Dataset`. Make sure you select" + "one variable for your " + ) self.selection = selection self.admin_bound = self.get_admin_level(self.selection) @@ -302,7 +304,7 @@ def join_dataframe_geodataframe( class KenyaGroupbyRegion(GroupbyRegion): - def __init__(self, data_dir: Path = Path("data"),) -> None: + def __init__(self, data_dir: Path = Path("data")) -> None: super().__init__(data_dir=data_dir, country="kenya") def get_admin_level(self, selection: str) -> AdminBoundaries: diff --git a/src/analysis/region_analysis/region_geo_plotter.py b/src/analysis/region_analysis/region_geo_plotter.py index f5f151e83..3383c6a36 100644 --- a/src/analysis/region_analysis/region_geo_plotter.py +++ b/src/analysis/region_analysis/region_geo_plotter.py @@ -53,9 +53,7 @@ def __init__( def get_groupby_region(self, country_str: str) -> GroupbyRegion: # if need a new country boundaries add example here - country_lookup = { - "kenya": KenyaGroupbyRegion, - } + country_lookup = {"kenya": KenyaGroupbyRegion} keys = [k for k in country_lookup.keys()] assert country_str in keys, ( "Expect " f"the `country_str` argument to be one of: {keys}" @@ -93,7 +91,7 @@ def read_shapefiles(self): gdf = gpd.read_file(path) key = f"{admin_boundary.var_name}_{self.country}" region_gdfs[key] = AdminLevelGeoDF( - gdf=gdf, gdf_colname=admin_boundary.lookup_colname, admin_name=key, + gdf=gdf, gdf_colname=admin_boundary.lookup_colname, admin_name=key ) self.region_gdfs = region_gdfs @@ -177,33 +175,22 @@ def merge_all_model_performances_gdfs( @staticmethod def get_metric(selection: str, gdf: GeoDataFrame, **kwargs) -> PlotMetric: - rmse_vmin = kwargs['rmse_vmin'] if 'rmse_vmin' in kwargs else None - rmse_vmax = kwargs['rmse_vmax'] if 'rmse_vmax' in kwargs else np.nanpercentile(gdf.rmse, q=85) - rmse = PlotMetric( - metric='rmse', - cmap='viridis', - vmin=rmse_vmin, - vmax=rmse_vmax + rmse_vmin = kwargs["rmse_vmin"] if "rmse_vmin" in kwargs else None + rmse_vmax = ( + kwargs["rmse_vmax"] + if "rmse_vmax" in kwargs + else np.nanpercentile(gdf.rmse, q=85) ) - mae_vmin = kwargs['mae_vmin'] if 'mae_vmin' in kwargs else None - mae_vmax = kwargs['mae_vmax'] if 'mae_vmax' in kwargs else np.nanpercentile(gdf.mae, q=85) - mae = PlotMetric( - metric='mae', - cmap='plasma', - vmin=mae_vmin, - vmax=mae_vmax + rmse = PlotMetric(metric="rmse", cmap="viridis", vmin=rmse_vmin, vmax=rmse_vmax) + mae_vmin = kwargs["mae_vmin"] if "mae_vmin" in kwargs else None + mae_vmax = ( + kwargs["mae_vmax"] + if "mae_vmax" in kwargs + else np.nanpercentile(gdf.mae, q=85) ) - r2 = PlotMetric( - metric='r2', - cmap='inferno_r', - vmin=0, - vmax=1.0, - ) - lookup = { - "rmse": rmse, - "mae": mae, - "r2": r2, - } + mae = PlotMetric(metric="mae", cmap="plasma", vmin=mae_vmin, vmax=mae_vmax) + r2 = PlotMetric(metric="r2", cmap="inferno_r", vmin=0, vmax=1.0) + lookup = {"rmse": rmse, "mae": mae, "r2": r2} assert selection in [k for k in lookup.keys()], ( "selection should be one of:" f"{[k for k in lookup.keys()]}" @@ -231,17 +218,20 @@ def plot_metric( ax.set_title(f"{metric.metric.upper()}") return ax - def plot_all_regional_error_metrics(self, gdf: GeoDataFrame, # type: ignore - title: str = '', - **kwargs: Dict) -> Tuple[Figure, List[Axes]]: + def plot_all_regional_error_metrics( + self, + gdf: GeoDataFrame, # type: ignore + title: str = "", + **kwargs: Dict, + ) -> Tuple[Figure, List[Axes]]: """Plot area-based maps of the scores""" assert np.isin(["rmse", "mae", "r2"], gdf.columns).all() # type: ignore gdf = gdf.dropna(subset=["rmse", "mae", "r2"]) # type: ignore # get the PlotMetric objects - rmse = self.get_metric('rmse', gdf, **kwargs) - mae = self.get_metric('mae', gdf, **kwargs) - r2 = self.get_metric('r2', gdf, **kwargs) + rmse = self.get_metric("rmse", gdf, **kwargs) + mae = self.get_metric("mae", gdf, **kwargs) + r2 = self.get_metric("r2", gdf, **kwargs) # build multi-axis plot fig, axs = plt.subplots(1, 3, figsize=(12, 8)) @@ -253,12 +243,16 @@ def plot_all_regional_error_metrics(self, gdf: GeoDataFrame, # type: ignore fig.suptitle(title) return fig, axs - def plot_regional_error_metric(self, gdf: GeoDataFrame, # type: ignore - selection: str, - **kwargs: Dict) -> Tuple[Figure, Axes]: - valid_metrics = ['rmse', 'mae', 'r2'] - assert selection in valid_metrics, 'Expecting selection' \ - f' to be one of: {valid_metrics}' + def plot_regional_error_metric( + self, + gdf: GeoDataFrame, # type: ignore + selection: str, + **kwargs: Dict, + ) -> Tuple[Figure, Axes]: + valid_metrics = ["rmse", "mae", "r2"] + assert selection in valid_metrics, ( + "Expecting selection" f" to be one of: {valid_metrics}" + ) gdf = gdf.dropna(subset=valid_metrics) # type: ignore metric = self.get_metric(selection, gdf, **kwargs) fig, ax = plt.subplots() diff --git a/tests/analysis/test_evaluation.py b/tests/analysis/test_evaluation.py index 48dc5795b..eb7d8a570 100644 --- a/tests/analysis/test_evaluation.py +++ b/tests/analysis/test_evaluation.py @@ -12,12 +12,10 @@ # monthly_score, # plot_predictions, read_train_data, - read_test_data + read_test_data, ) -from ..utils import ( - _create_features_dir, -) +from ..utils import _create_features_dir class TestEvaluation: @@ -29,7 +27,7 @@ def test_read_train_data(self, tmp_path): assert isinstance(y, xr.Dataset) assert X.time.shape[0] == y.time.shape[0] == 36 - assert all(np.isin(['vci', 'precip'], [v for v in X.data_vars])) + assert all(np.isin(["vci", "precip"], [v for v in X.data_vars])) def test_read_test_data(self, tmp_path): _create_features_dir(tmp_path, train=False) From 7aafb916c4ab72a901a748dd144d9a0925b1d824 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 16:00:53 +0000 Subject: [PATCH 066/209] update pytest failures --- src/exporters/esa_cci.py | 5 ++-- tests/analysis/test_exploration.py | 6 ++-- tests/utils.py | 47 +++++++++++++----------------- 3 files changed, 27 insertions(+), 31 deletions(-) diff --git a/src/exporters/esa_cci.py b/src/exporters/esa_cci.py index 38bef65af..084e55677 100644 --- a/src/exporters/esa_cci.py +++ b/src/exporters/esa_cci.py @@ -2,6 +2,7 @@ import string import pandas as pd from pathlib import Path +import zipfile from .base import BaseExporter @@ -67,9 +68,9 @@ def unzip(self, python_only: bool = True) -> None: assert fname.exists() print(f"Unzipping {fname.name}") if python_only: - with zipfile.ZipFile(fname, 'r') as zip_ref: + with zipfile.ZipFile(fname, "r") as zip_ref: zip_ref.extractall(fname.parents[0]) - else: # ECMWF machine doesn't have the bash `unzip` utility + else: # ECMWF machine doesn't have the bash `unzip` utility os.system( f"unzip {fname.as_posix()} -d {self.landcover_folder.resolve().as_posix()}" ) diff --git a/tests/analysis/test_exploration.py b/tests/analysis/test_exploration.py index ad62224aa..f1077733b 100644 --- a/tests/analysis/test_exploration.py +++ b/tests/analysis/test_exploration.py @@ -15,7 +15,7 @@ class TestExploration: def test_seasonal_anomalies(self, tmp_path): _create_dummy_precip_data(tmp_path) ds = xr.open_dataset( - tmp_path / "data" / "interim" / "chirps_preprocessed" / "chirps_kenya.nc" + tmp_path / "data" / "interim" / "chirps_preprocessed" / "data_kenya.nc" ) da = calculate_seasonal_anomalies(ds, "precip") @@ -26,7 +26,7 @@ def test_seasonal_anomalies(self, tmp_path): def test_calculate_seasonal_anomalies_spatial(self, tmp_path): _create_dummy_precip_data(tmp_path) ds = xr.open_dataset( - tmp_path / "data" / "interim" / "chirps_preprocessed" / "chirps_kenya.nc" + tmp_path / "data" / "interim" / "chirps_preprocessed" / "data_kenya.nc" ) da = calculate_seasonal_anomalies_spatial(ds, "precip") assert da.name == "anomaly" @@ -37,7 +37,7 @@ def test_calculate_seasonal_anomalies_spatial(self, tmp_path): def test_create_anomaly_df(self, tmp_path): _create_dummy_precip_data(tmp_path) ds = xr.open_dataset( - tmp_path / "data" / "interim" / "chirps_preprocessed" / "chirps_kenya.nc" + tmp_path / "data" / "interim" / "chirps_preprocessed" / "data_kenya.nc" ) da = calculate_seasonal_anomalies(ds, "precip") df = create_anomaly_df(da) diff --git a/tests/utils.py b/tests/utils.py index 7cf90a888..f88a416cb 100644 --- a/tests/utils.py +++ b/tests/utils.py @@ -51,7 +51,7 @@ def _create_dummy_precip_data(tmp_path, start_date="1999-01-01", end_date="2001- precip, _, _ = _make_dataset( (30, 30), variable_name="precip", start_date=start_date, end_date=end_date ) - precip.to_netcdf(data_dir / 'data_kenya.nc') + precip.to_netcdf(data_dir / "data_kenya.nc") return data_dir @@ -69,64 +69,59 @@ def __init__(self): @staticmethod def create_demo_shapefile(filepath): - df = pd.DataFrame({"PROVID": [10, 20], "PROVINCE": ["NAIROBI", "KIAMBU"],}) + df = pd.DataFrame({"PROVID": [10, 20], "PROVINCE": ["NAIROBI", "KIAMBU"]}) p1 = Point((34.27795473150634, 0.3094489371060183)) p2 = Point((35.45785473150634, 0.0118489371060182)) gdf = gpd.GeoDataFrame(df, geometry=[p1, p2]) - gdf['geometry'] = gdf.buffer(0.2) - gdf.to_file(driver='ESRI Shapefile', filename=filepath) + gdf["geometry"] = gdf.buffer(0.2) + gdf.to_file(driver="ESRI Shapefile", filename=filepath) -def _create_features_dir(tmp_path, - train=False, - start_date='1999-01-01', - end_date='2001-12-31'): +def _create_features_dir( + tmp_path, train=False, start_date="1999-01-01", end_date="2001-12-31" +): if train: - features_dir = tmp_path / 'features' / 'one_month_forecast' / 'train' + features_dir = tmp_path / "features" / "one_month_forecast" / "train" else: - features_dir = tmp_path / 'features' / 'one_month_forecast' / 'test' + features_dir = tmp_path / "features" / "one_month_forecast" / "test" if not features_dir.exists(): features_dir.mkdir(parents=True, exist_ok=True) - daterange = pd.date_range(start=start_date, end=end_date, freq='M') - dates = [f'{d.year}-{d.month}-{d.day}' for d in daterange] - dir_names = [f'{d.year}_{d.month}' for d in daterange] + daterange = pd.date_range(start=start_date, end=end_date, freq="M") + dates = [f"{d.year}-{d.month}-{d.day}" for d in daterange] + dir_names = [f"{d.year}_{d.month}" for d in daterange] # TARGET variable target time for date, dir_name in zip(dates, dir_names): (features_dir / dir_name).mkdir(exist_ok=True, parents=True) vci, _, _ = _make_dataset( - (30, 30), variable_name='vci', - start_date=date, end_date=date + (30, 30), variable_name="vci", start_date=date, end_date=date ) - vci.to_netcdf(features_dir / dir_name / 'y.nc') + vci.to_netcdf(features_dir / dir_name / "y.nc") # INPUT variables (previous time) for date in dates: # get the previous time prev_dt = pd.to_datetime(date) - pd.DateOffset(months=1) - prev_dt = pd.Series([0], index=[prev_dt]).resample('M').mean().index - dir_name = f'{prev_dt.year[0]}_{prev_dt.month[0]}' - prev_date = f'{prev_dt.year[0]}-{prev_dt.month[0]:02}-{prev_dt.day[0]:02}' + prev_dt = pd.Series([0], index=[prev_dt]).resample("M").mean().index + dir_name = f"{prev_dt.year[0]}_{prev_dt.month[0]}" + prev_date = f"{prev_dt.year[0]}-{prev_dt.month[0]:02}-{prev_dt.day[0]:02}" # make the directory (features_dir / dir_name).mkdir(exist_ok=True, parents=True) # create input data (autoregressive + other) vci, _, _ = _make_dataset( - (30, 30), variable_name='vci', - start_date=prev_date, end_date=prev_date + (30, 30), variable_name="vci", start_date=prev_date, end_date=prev_date ) precip, _, _ = _make_dataset( - (30, 30), variable_name='precip', - start_date=prev_date, end_date=prev_date + (30, 30), variable_name="precip", start_date=prev_date, end_date=prev_date ) ds = xr.auto_combine([vci, precip]) # if dir_name != '1998_12': - # assert False - - ds.to_netcdf(features_dir / dir_name / 'X.nc') + # assert False + ds.to_netcdf(features_dir / dir_name / "X.nc") From f608620d59a11a06a3c4e18584825080d676b4cd Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 16:15:12 +0000 Subject: [PATCH 067/209] blackify --- scripts/models.py | 26 +++++++++++++------------- src/preprocess/esa_cci.py | 2 +- src/utils.py | 7 +++---- 3 files changed, 17 insertions(+), 18 deletions(-) diff --git a/scripts/models.py b/scripts/models.py index 699dfd08b..7361b1ae9 100644 --- a/scripts/models.py +++ b/scripts/models.py @@ -23,10 +23,10 @@ def parsimonious(experiment="one_month_forecast",): def regression( - experiment='one_month_forecast', + experiment="one_month_forecast", include_pred_month=True, surrounding_pixels=None, - ignore_vars=None + ignore_vars=None, ): predictor = LinearRegression( Path("/Volumes/Lees_Extend/data/ecmwf_sowc/data"), # get_data_path(), @@ -44,11 +44,11 @@ def regression( def linear_nn( -experiment = 'one_month_forecast', -include_pred_month = True, -surrounding_pixels = None, -ignore_vars = None, -pretrained = False + experiment="one_month_forecast", + include_pred_month=True, + surrounding_pixels=None, + ignore_vars=None, + pretrained=False, ): predictor = LinearNetwork( layer_sizes=[100], @@ -56,7 +56,7 @@ def linear_nn( experiment=experiment, include_pred_month=include_pred_month, surrounding_pixels=surrounding_pixels, - ignore_vars = ignore_vars, + ignore_vars=ignore_vars, ) predictor.train(num_epochs=50, early_stopping=5) predictor.evaluate(save_preds=True) @@ -66,11 +66,11 @@ def linear_nn( def rnn( - experiment='one_month_forecast', + experiment="one_month_forecast", include_pred_month=True, surrounding_pixels=None, ignore_vars=None, - pretrained=True + pretrained=True, ): predictor = RecurrentNetwork( hidden_size=128, @@ -92,7 +92,7 @@ def earnn( include_pred_month=True, surrounding_pixels=None, pretrained=True, - ignore_vars=None + ignore_vars=None, ): data_path = get_data_path() @@ -116,9 +116,9 @@ def earnn( all_explanations_for_file(test_file, predictor, batch_size=100) -if __name__ == '__main__': +if __name__ == "__main__": ignore_vars = None - ignore_vars = ['VCI', 'p84.162', 'sp', 'tp'] + ignore_vars = ["VCI", "p84.162", "sp", "tp"] # parsimonious(ignore_vars=ignore_vars) # regression(ignore_vars=ignore_vars) diff --git a/src/preprocess/esa_cci.py b/src/preprocess/esa_cci.py index c2e28d511..834a590cd 100644 --- a/src/preprocess/esa_cci.py +++ b/src/preprocess/esa_cci.py @@ -153,7 +153,7 @@ class from the whole data range (1993-2019). nc_files = self.get_filepaths() if years is not None: - nc_files = [f for f in nc_files if int(str(f).split('-')[-2]) in years] + nc_files = [f for f in nc_files if int(str(f).split("-")[-2]) in years] if regrid is not None: regrid = self.load_reference_grid(regrid) diff --git a/src/utils.py b/src/utils.py index f9e1c3c76..e9c0d2126 100644 --- a/src/utils.py +++ b/src/utils.py @@ -41,8 +41,7 @@ def get_east_africa() -> Region: def get_africa() -> Region: - return Region(name='africa', lonmin=-31.6, lonmax=51.8, - latmin=-35.8, latmax=37.2) + return Region(name="africa", lonmin=-31.6, lonmax=51.8, latmin=-35.8, latmax=37.2) def minus_months( @@ -137,7 +136,7 @@ def create_shape_aligned_climatology( # copy that forward in time new_clim = xr.Dataset( {variable: (["time", "lat", "lon"], new_clim_vals)}, - coords={"lat": clim.lat, "lon": clim.lon, "time": ds.time,}, + coords={"lat": clim.lat, "lon": clim.lon, "time": ds.time}, ) return new_clim @@ -188,7 +187,7 @@ def drop_nans_and_flatten(dataArray: xr.DataArray) -> np.ndarray: def _sort_lat_lons(da: xr.DataArray) -> xr.DataArray: - return da.sortby(['time', 'lat', 'lon']) + return da.sortby(["time", "lat", "lon"]) # dictionary lookup of regions From 84765f1679eafbf77e28ecc91bc7421d9a6660cf Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 16:30:39 +0000 Subject: [PATCH 068/209] mypy fix --- src/analysis/region_analysis/region_geo_plotter.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/analysis/region_analysis/region_geo_plotter.py b/src/analysis/region_analysis/region_geo_plotter.py index 3383c6a36..47fec3c76 100644 --- a/src/analysis/region_analysis/region_geo_plotter.py +++ b/src/analysis/region_analysis/region_geo_plotter.py @@ -174,19 +174,19 @@ def merge_all_model_performances_gdfs( return self.gdf @staticmethod - def get_metric(selection: str, gdf: GeoDataFrame, **kwargs) -> PlotMetric: + def get_metric(selection: str, gdf: GeoDataFrame, **kwargs) -> PlotMetric: # type: ignore rmse_vmin = kwargs["rmse_vmin"] if "rmse_vmin" in kwargs else None rmse_vmax = ( kwargs["rmse_vmax"] if "rmse_vmax" in kwargs - else np.nanpercentile(gdf.rmse, q=85) + else np.nanpercentile(gdf.rmse, q=85) # type: ignore ) rmse = PlotMetric(metric="rmse", cmap="viridis", vmin=rmse_vmin, vmax=rmse_vmax) mae_vmin = kwargs["mae_vmin"] if "mae_vmin" in kwargs else None mae_vmax = ( kwargs["mae_vmax"] if "mae_vmax" in kwargs - else np.nanpercentile(gdf.mae, q=85) + else np.nanpercentile(gdf.mae, q=85) # type: ignore ) mae = PlotMetric(metric="mae", cmap="plasma", vmin=mae_vmin, vmax=mae_vmax) r2 = PlotMetric(metric="r2", cmap="inferno_r", vmin=0, vmax=1.0) From fb82947c56409bcaa15d9325a8265d053f53d2d7 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 6 Jan 2020 16:59:59 +0000 Subject: [PATCH 069/209] start the training period experiment --- .../02_different_training_periods.py | 236 +++++++++--------- 1 file changed, 114 insertions(+), 122 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index e5fad43c3..aa3a8865d 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -1,147 +1,139 @@ -import sys +import numpy as np +import pandas as pd +import xarray as xr +from typing import List, Union, Tuple +import sys sys.path.append("../..") +from _base_models import parsimonious, regression, linear_nn, rnn, earnn from scripts.utils import get_data_path from src.analysis import all_explanations_for_file -from src.models import ( - Persistence, - LinearRegression, - LinearNetwork, - RecurrentNetwork, - EARecurrentNetwork, - load_model, - GBDT, -) - - -def get_training_years(): - return +from src.analysis import read_train_data, read_test_data +from src.engineer import Engineer -def parsimonious(experiment="one_month_forecast",): - predictor = Persistence(get_data_path(), experiment=experiment) - predictor.evaluate(save_preds=True) +def sort_by_median_target_variable(target_data: Union[xr.Dataset, xr.DataArray]) -> Tuple[np.array, pd.DataFrame]: + target_variable = [v for v in target_data.data_vars][0] + median_data = target_data.resample( + time='Y').median().median(dim=['lat', 'lon']) + median_data = median_data.to_dataframe() + median_data["year"] = median_data.index.year -def regression( - experiment="one_month_forecast", - include_pred_month=True, - surrounding_pixels=1, - explain=False, -): - predictor = LinearRegression( - get_data_path(), - experiment=experiment, - include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels, - static="embeddings", - ) - predictor.train() - predictor.evaluate(save_preds=True) + # sorted low to high + sorted_df = median_data.sort_values(target_variable) + sorted_years = sorted_df.year - # mostly to test it works - if explain: - predictor.explain(save_shap_values=True) + return sorted_years.values, sorted_df -def linear_nn( - experiment="one_month_forecast", - include_pred_month=True, - surrounding_pixels=1, - explain=False, -): - predictor = LinearNetwork( - layer_sizes=[100], - data_folder=get_data_path(), - experiment=experiment, - include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels, - ) - predictor.train(num_epochs=50, early_stopping=5) - predictor.evaluate(save_preds=True) - predictor.save_model() +def get_experiment_years(sorted_years: np.array, train_length: int, hilo: str, test_length: int = 5): + test_length = max(1, test_length) + assert train_length >= 1 + assert hilo in ['high', 'low', 'middle'] - if explain: - _ = predictor.explain(save_shap_values=True) + # split into three groups + np.array_split(sorted_years, 3) + return -def rnn( - experiment="one_month_forecast", - include_pred_month=True, - surrounding_pixels=1, - explain=False, -): - predictor = RecurrentNetwork( - hidden_size=128, - data_folder=get_data_path(), - experiment=experiment, - include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels, - ) - predictor.train(num_epochs=50, early_stopping=5) - predictor.evaluate(save_preds=True) - predictor.save_model() +def rename_model_experiment_file( + data_dir: Path, + test_years: List[int], + train_years: List[int], + static: bool +) -> None: + from_path = data_dir / "models" / "one_month_forecast" + to_path = data_dir / "models" / \ + f"one_month_forecast_{'_'.join(test_years)}_{'_'.join(train_years}" - if explain: - _ = predictor.explain(save_shap_values=True) + # with_datetime ensures that unique + _rename_directory(from_path, to_path, with_datetime=True) -def earnn( - experiment="one_month_forecast", - include_pred_month=True, - surrounding_pixels=None, - pretrained=True, - explain=False, +def run_all_models_as_experiments( + test_years: List[int], + train_years: List[int], + static: bool, + run_regression: bool = True, ): - data_path = get_data_path() - - if not pretrained: - predictor = EARecurrentNetwork( - hidden_size=128, - data_folder=data_path, - experiment=experiment, - include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels, - ) - predictor.train(num_epochs=50, early_stopping=5) - predictor.evaluate(save_preds=True) - predictor.save_model() - else: - predictor = load_model(data_path / f"models/{experiment}/ealstm/model.pt") + print(f"Experiment Static: {static}") + + # RUN EXPERIMENTS + if run_regression: + regression(ignore_vars=ignore_vars, include_static=static) + + if static: + # 'embeddings' or 'features' + try: + linear_nn(ignore_vars=ignore_vars, static="embeddings") + except RuntimeError: + print( + f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n" + ) + + try: + rnn(ignore_vars=ignore_vars, static="embeddings") + except RuntimeError: + print( + f"\n{'*'*10}\n FAILED: RNN \n{'*'*10}\n" + ) + try: + + earnn(pretrained=False, ignore_vars=ignore_vars, static="embeddings") + except RuntimeError: + print( + f"\n{'*'*10}\n FAILED: EALSTM \n{'*'*10}\n" + ) - if explain: - test_file = data_path / f"features/{experiment}/test/2018_3" - assert test_file.exists() - all_explanations_for_file(test_file, predictor, batch_size=100) + else: + try: + linear_nn(ignore_vars=ignore_vars, static=None) + except RuntimeError: + print( + f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n" + ) + + try: + rnn(ignore_vars=ignore_vars, static=None) + except RuntimeError: + print( + f"\n{'*'*10}\n FAILED: RNN \n{'*'*10}\n" + ) + + try: + earnn(pretrained=False, ignore_vars=ignore_vars, static=None) + except RuntimeError: + print( + f"\n{'*'*10}\n FAILED: EALSTM \n{'*'*10}\n" + ) + + # RENAME DIRECTORY + data_dir = get_data_path() + rename_model_experiment_file(data_dir) + print(f"Experiment finished") + + +def run_training_period_experiments(): + data_dir = get_data_path() + target_data = xr.open_dataset( + data_dir / 'interim' / 'VCI_preprocessed' / 'data_kenya.nc' + ) + sorted_years, _ = sort_by_median_target_variable( + target_data + ) + for train_years, test_years in zip(): + engineer = Engineer( + get_data_path(), + experiment='one_month_forecast', + process_static=True, + test_year=test_years + ) -def gbdt( - experiment="one_month_forecast", - include_pred_month=True, - surrounding_pixels=None, - pretrained=True, - explain=False, -): - data_path = get_data_path() - - # initialise, train and save GBDT model - predictor = GBDT( - data_folder=data_path, - experiment=experiment, - include_pred_month=include_pred_month, - surrounding_pixels=surrounding_pixels, - static="embedding", - ) - predictor.train(early_stopping=5) - predictor.evaluate(save_preds=True) - predictor.save_model() + pass if __name__ == "__main__": - parsimonious() - regression() - linear_nn() - rnn() - earnn() - # gbdt() + run_training_period_experiments() From 8c8f95531338c2c7f194e73c22571393d8bf7874 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 8 Jan 2020 20:31:05 +0000 Subject: [PATCH 070/209] update training period experiments --- .../02_different_training_periods.py | 238 +++++++++++++++--- 1 file changed, 197 insertions(+), 41 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index aa3a8865d..a6c89f6e6 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -1,9 +1,10 @@ import numpy as np import pandas as pd import xarray as xr -from typing import List, Union, Tuple +from typing import List, Union, Tuple, Dict import sys + sys.path.append("../..") from _base_models import parsimonious, regression, linear_nn, rnn, earnn @@ -13,10 +14,11 @@ from src.engineer import Engineer -def sort_by_median_target_variable(target_data: Union[xr.Dataset, xr.DataArray]) -> Tuple[np.array, pd.DataFrame]: +def sort_by_median_target_variable( + target_data: Union[xr.Dataset, xr.DataArray] +) -> Tuple[np.array, pd.DataFrame]: target_variable = [v for v in target_data.data_vars][0] - median_data = target_data.resample( - time='Y').median().median(dim=['lat', 'lon']) + median_data = target_data.resample(time="Y").median().median(dim=["lat", "lon"]) median_data = median_data.to_dataframe() median_data["year"] = median_data.index.year @@ -28,25 +30,130 @@ def sort_by_median_target_variable(target_data: Union[xr.Dataset, xr.DataArray]) return sorted_years.values, sorted_df -def get_experiment_years(sorted_years: np.array, train_length: int, hilo: str, test_length: int = 5): +def _calculate_hilo_dict(sorted_years: np.array) -> Dict[str, np.array]: + # split into three groups + low, med, high = tuple(np.array_split(sorted_years, 3)) + hilo_dict = {"low": low, "med": med, "high": high} + + return hilo_dict + + +def get_experiment_years( + sorted_years: np.array, + train_length: int, + test_hilo: str, + train_hilo: str, + test_length: int = 3, +) -> Tuple[np.array, np.array]: test_length = max(1, test_length) - assert train_length >= 1 - assert hilo in ['high', 'low', 'middle'] + assert train_length >= 1, "Must have at least one year for training" + assert ( + train_length <= len(sorted_years) - test_length + ), "Cannot have more test_years than total - test_length" \ + f"{train_length} > {len(sorted_years) - test_length}" + assert train_hilo in [ + "high", + "low", + "med", + ], "hilo must be one of ['high', 'low', 'med']" + assert test_hilo in [ + "high", + "low", + "med", + ], "hilo must be one of ['high', 'low', 'med']" - # split into three groups - np.array_split(sorted_years, 3) - return + # 1. split into low, med, high groups + test_dict = _calculate_hilo_dict(sorted_years) + + # 2. select randomly the TEST years from these groups + test_years = np.random.choice(test_dict[test_hilo], test_length, + replace=False) + # test_indexes = np.array( + # [np.where(test_dict[test_hilo] == i) for i in test_years] + # ).flatten() + + # 3. remove test_years from array to choose train_years + # NOTE: do we reshuffle or take from the already prescribed groups? + reshuffle = True + if reshuffle: + sorted_years_for_training = np.array( + [yr for yr in sorted_years if yr not in test_years] + ) + train_dict = _calculate_hilo_dict(sorted_years_for_training) + + else: + train_dict = test_dict.copy() + train_dict[train_hilo] = np.array( + [yr for yr in train_dict[train_hilo] if yr not in test_years] + ) + + # 4. Choose the train_years + # NOTE: do we sample with replacement? + replacement = False + # get the n training years from the group + if train_length > len(train_dict[train_hilo]): + # if the number of training years is more than the group + # we need to 'steal' some years from other groups + train_years = train_dict[train_hilo] + + leftover_years = [ + i for i in sorted_years if (i not in train_years) & (i not in test_years) + ] + + # iteratively split the array into low, med, high and keep selecting + # test_years from the correct group until they're all used up + while len(train_years) < train_length: + # a. no more years left to select + if len(leftover_years) == 0: + print("No more years left for training") + break + + # calculate a new lo,med,hi dictionary + train_dict = _calculate_hilo_dict(leftover_years) + + # if we run out of years in our chosen group + # e.g. {low=[1991], med=[1992], high=[]} + # and we want high training years, select from other groups + if len(train_dict[train_hilo]) == 0: + print("not enough {train_hilo} years left! Selecting from other groups") + train_years = np.append( + train_years, np.random.choice(leftover_years, 1) + ) + leftover_years = [ + i + for i in sorted_years + if (i not in train_years) & (i not in test_years) + ] + assert False, "need to select the leftovers in a neater way?" + continue + train_years = np.append(train_years, train_dict[train_hilo]) + leftover_years = [ + i + for i in sorted_years + if (i not in train_years) & (i not in test_years) + ] + + else: + train_years = np.random.choice( + train_dict[train_hilo], train_length, replace=replacement + ) + + # train_indexes = np.array( + # [np.where(sorted_years == i) for i in train_years] + # ).flatten() + + return test_years, train_years def rename_model_experiment_file( - data_dir: Path, - test_years: List[int], - train_years: List[int], - static: bool + data_dir: Path, test_years: List[int], train_years: List[int], static: bool ) -> None: from_path = data_dir / "models" / "one_month_forecast" - to_path = data_dir / "models" / \ - f"one_month_forecast_{'_'.join(test_years)}_{'_'.join(train_years}" + str_test_years = "_".join(test_years) + str_train_years = "_".join(train_years) + to_path = ( + data_dir / "models" / f"one_month_forecast_{str_test_years}_{str_train_years}" + ) # with_datetime ensures that unique _rename_directory(from_path, to_path, with_datetime=True) @@ -69,45 +176,33 @@ def run_all_models_as_experiments( try: linear_nn(ignore_vars=ignore_vars, static="embeddings") except RuntimeError: - print( - f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n" - ) + print(f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n") try: rnn(ignore_vars=ignore_vars, static="embeddings") except RuntimeError: - print( - f"\n{'*'*10}\n FAILED: RNN \n{'*'*10}\n" - ) + print(f"\n{'*'*10}\n FAILED: RNN \n{'*'*10}\n") try: earnn(pretrained=False, ignore_vars=ignore_vars, static="embeddings") except RuntimeError: - print( - f"\n{'*'*10}\n FAILED: EALSTM \n{'*'*10}\n" - ) + print(f"\n{'*'*10}\n FAILED: EALSTM \n{'*'*10}\n") else: try: linear_nn(ignore_vars=ignore_vars, static=None) except RuntimeError: - print( - f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n" - ) + print(f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n") try: rnn(ignore_vars=ignore_vars, static=None) except RuntimeError: - print( - f"\n{'*'*10}\n FAILED: RNN \n{'*'*10}\n" - ) + print(f"\n{'*'*10}\n FAILED: RNN \n{'*'*10}\n") try: earnn(pretrained=False, ignore_vars=ignore_vars, static=None) except RuntimeError: - print( - f"\n{'*'*10}\n FAILED: EALSTM \n{'*'*10}\n" - ) + print(f"\n{'*'*10}\n FAILED: EALSTM \n{'*'*10}\n") # RENAME DIRECTORY data_dir = get_data_path() @@ -115,21 +210,82 @@ def run_all_models_as_experiments( print(f"Experiment finished") +class Experiment: + """ + train_length: int + the length of the training period (# years) + test_length: int = 3 + the length of the testing period (# years) + train_hilo: str + selecting the training years from which tercile? + one of ['high', 'med', 'low'] + test_hilo: str + selecting the training years from which tercile? + one of ['high', 'med', 'low'] + + @dataclass + train_length: int + test_length: int = 3 + train_hilo: str + test_hilo: str + """ + def __init__(self, train_length: int, + train_hilo: str, + test_hilo: str, + test_length: int = 3, + ): + self.train_length = train_length + self.train_hilo = train_hilo + self.test_hilo = test_hilo + self.test_length = test_length + + assert train_hilo in ['high', 'med', 'low'] + assert test_hilo in ['high', 'med', 'low'] + + def run_training_period_experiments(): data_dir = get_data_path() target_data = xr.open_dataset( - data_dir / 'interim' / 'VCI_preprocessed' / 'data_kenya.nc' - ) - sorted_years, _ = sort_by_median_target_variable( - target_data + data_dir / "interim" / "VCI_preprocessed" / "data_kenya.nc" ) + sorted_years, _ = sort_by_median_target_variable(target_data) + + # get all experiments + hilos = ['high', 'med', 'low'] + train_lengths = [5, 10, 20] + experiments = [ + Experiment( + train_length=train_length, + train_hilo=train_hilo, + test_hilo=test_hilo + ) for train_hilo, test_hilo, train_length + in itertools.product(hilos, hilos, train_lengths) + ] + + + for experiment in experiments: + test_years, train_years = get_experiment_years( + sorted_years, + experiment.train_length, + experiment.test_hilo, + experiment.train_hilo, + test_length=3 + ) + + debug = False + if debug: + print(experiment.train_length, + experiment.test_hilo, + experiment.train_hilo, + "train_years:\n", train_years, "\n", + "test_years:\n", test_years, "\n",) - for train_years, test_years in zip(): engineer = Engineer( get_data_path(), - experiment='one_month_forecast', + experiment="one_month_forecast", process_static=True, - test_year=test_years + test_year=test_years, + train_years=train_years ) pass From fdd5ee1487802864571c49970cd63d2f29e6da78 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 9 Jan 2020 12:24:12 +0000 Subject: [PATCH 071/209] initial commit to experiment trying to include train_years --- .../02_different_training_periods.py | 29 ++-- src/engineer/base.py | 35 +++-- src/engineer/different_training_periods.py | 137 ++++++++++++++++++ tests/engineer/test_nowcast.py | 2 +- tests/engineer/test_one_month_forecast.py | 92 +++++++++--- 5 files changed, 250 insertions(+), 45 deletions(-) create mode 100644 src/engineer/different_training_periods.py diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 3a3af5346..f226eea11 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -1,6 +1,3 @@ -from src.engineer import Engineer -from src.analysis import read_train_data, read_test_data -from src.analysis import all_explanations_for_file from scripts.utils import get_data_path from _base_models import parsimonious, regression, linear_nn, rnn, earnn import numpy as np @@ -12,6 +9,10 @@ sys.path.append("../..") +from src.engineer import Engineer +from src.analysis import read_train_data, read_test_data +from src.analysis import all_explanations_for_file + def sort_by_median_target_variable( target_data: Union[xr.Dataset, xr.DataArray] @@ -268,24 +269,26 @@ def run_training_period_experiments(): test_length=3, ) - debug = False + debug = True if debug: print( - experiment.train_length, - experiment.test_hilo, - experiment.train_hilo, - "train_years:\n", - train_years, - "\n", - "test_years:\n", - test_years, - "\n", + '\n' + '-' * 10 + '\n', + "train_length: " + str(experiment.train_length), + "test_hilo: " + experiment.test_hilo, + "train_hilo: " + experiment.train_hilo, + "train_years:\n", train_years, "\n", + "test_years:\n", test_years, + '\n' + '-' * 10 + '\n', ) + # have to recreate each engineer for the experiment + # TODO: definite inefficiency engineer = Engineer( get_data_path(), experiment="one_month_forecast", process_static=True, + ) + engineer.engineer( test_year=test_years, train_years=train_years, ) diff --git a/src/engineer/base.py b/src/engineer/base.py index f228e37c7..0c930e684 100644 --- a/src/engineer/base.py +++ b/src/engineer/base.py @@ -43,9 +43,15 @@ def engineer( target_variable: str = "VHI", pred_months: int = 12, expected_length: Optional[int] = 12, + train_years: Optional[List[int]] = None, ) -> None: - self._process_dynamic(test_year, target_variable, pred_months, expected_length) + self._process_dynamic( + test_year, + target_variable, + pred_months, + expected_length, + train_years) if self.process_static: self._process_static() @@ -84,12 +90,12 @@ def _process_static(self): with savepath.open("wb") as f: pickle.dump(normalization_values, f) - def _process_dynamic( - self, + def _process_dynamic(self, test_year: Union[int, List[int]], target_variable: str = "VHI", pred_months: int = 12, expected_length: Optional[int] = 12, + train_years: Optional[List[int]] = None ) -> None: if expected_length is None: warnings.warn( @@ -107,11 +113,20 @@ def _process_dynamic( # save test data (x, y) and return the train_ds (subset of `data`) train_ds = self._train_test_split( ds=data, - years=cast(List, test_year), + test_years=cast(List, test_year), target_variable=target_variable, pred_months=pred_months, expected_length=expected_length, ) + assert train_ds.time.shape[0] > 0, 'Expect the train_ds to have' \ + f'`time` dimension. \n{train_ds}' + + if train_years is not None: + # select only the TRAINING years in train_years + ds_years = train_ds['time.year'].values + bool_train_years = [y in train_years for y in ds_years] + train_ds.sel(time=bool_train_years) + assert False normalization_values = self._calculate_normalization_values(train_ds) @@ -208,19 +223,19 @@ def _stratify_training_data( def _train_test_split( self, ds: xr.Dataset, - years: List[int], + test_years: List[int], target_variable: str, pred_months: int, expected_length: Optional[int], ) -> xr.Dataset: """save the test data and return the training dataset""" - years.sort() + test_years.sort() # for the first `year` Jan calculate the xy_test dictionary and min date xy_test, min_test_date = self._stratify_xy( ds=ds, - year=years[0], + year=test_years[0], target_variable=target_variable, target_month=1, pred_months=pred_months, @@ -233,12 +248,12 @@ def _train_test_split( # save the xy_test dictionary if xy_test is not None: - self._save(xy_test, year=years[0], month=1, dataset_type="test") + self._save(xy_test, year=test_years[0], month=1, dataset_type="test") # each month in test_year produce an x,y pair for testing - for year in years: + for year in test_years: for month in range(1, 13): - if year > years[0] or month > 1: + if year > test_years[0] or month > 1: # prevents the initial test set from being recalculated xy_test, _ = self._stratify_xy( ds=ds, diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py new file mode 100644 index 000000000..2d089c3ad --- /dev/null +++ b/src/engineer/different_training_periods.py @@ -0,0 +1,137 @@ +import numpy as np +import calendar +from datetime import date +import xarray as xr +import warnings + +from typing import cast, Dict, Optional, Tuple, List + +from ..utils import minus_months +from .base import _EngineerBase + + +class _DifferentTrainingPeriodsEngineer(_EngineerBase): + name = "one_month_forecast" + + def _train_test_split( + self, + ds: xr.Dataset, + test_years: List[int], + target_variable: str, + pred_months: int, + expected_length: Optional[int], + ) -> xr.Dataset: + """save the test data and return the training dataset""" + + test_years.sort() + + months = ds['time.month'].values + + if ds['time.year'].min() == test_years[0]: + # if we have the FIRST year in our dataset as a test year + # then minimum target month should be `pred_months + 1` + # e.g. x = 1984 Jan/Feb/Mar, y = 1984 April + init_target_month = pred_months + months[0] + else: + init_target_month = 1 + + # for the first `year` calculate the xy_test dictionary and min date + xy_test, min_test_date = self._stratify_xy( + ds=ds, + year=test_years[0], + target_variable=target_variable, + target_month=init_target_month, + pred_months=pred_months, + expected_length=expected_length, + ) + + # the train_ds MUST BE from before minimum test date + train_dates = ds.time.values <= np.datetime64(str(min_test_date)) + train_ds = ds.isel(time=train_dates) + + # save the xy_test dictionary + if xy_test is not None: + self._save( + xy_test, year=test_years[0], month=1, dataset_type="test") + + # each month in test_year produce an x,y pair for testing + for year in test_years: + for month in range(init_target_month, 13): + if year > test_years[0] or month > init_target_month: + # prevents the initial test set from being recalculated + xy_test, _ = self._stratify_xy( + ds=ds, + year=year, + target_variable=target_variable, + target_month=month, + pred_months=pred_months, + expected_length=expected_length, + ) + if xy_test is not None: + self._save(xy_test, year=year, month=month, + dataset_type="test") + return train_ds + + @staticmethod + def _stratify_xy( + ds: xr.Dataset, + year: int, + target_variable: str, + target_month: int, + pred_months: int = 11, + expected_length: Optional[int] = 11, + ) -> Tuple[Optional[Dict[str, xr.Dataset]], date]: + """ + Note: expected_length should be the same as pred_months when the timesteps + are monthly, but should be more if the timesteps are at shorter resolution + than monthly. + """ + + print(f"Generating data for year: {year}, target month: {target_month}") + + max_date = date(year, target_month, calendar.monthrange(year, target_month)[-1]) + mx_year, mx_month, max_train_date = minus_months( + year, target_month, diff_months=1 + ) + _, _, min_date = minus_months(mx_year, mx_month, diff_months=pred_months) + + # `max_date` is the date to be predicted; + # `max_train_date` is one timestep before; + min_date_np = np.datetime64(str(min_date)) + max_date_np = np.datetime64(str(max_date)) + max_train_date_np = np.datetime64(str(max_train_date)) + + print( + f"Max date: {str(max_date)}, max input date: {str(max_train_date)}, " + f"min input date: {str(min_date)}" + ) + + # boolean array indexing the timestamps to filter `ds` + x = (ds.time.values > min_date_np) & (ds.time.values <= max_train_date_np) + y = (ds.time.values > max_train_date_np) & (ds.time.values <= max_date_np) + + # only expect ONE y timestamp + if sum(y) != 1: + print(f"Wrong number of y values! Expected 1, got {sum(y)}; returning None") + return None, cast(date, max_train_date) + + if expected_length is not None: + if sum(x) != expected_length: + print(f"Wrong number of x values! Got {sum(x)} Returning None") + + return None, cast(date, max_train_date) + + # filter the dataset + x_dataset = ds.isel(time=x) + y_dataset = ds.isel(time=y)[target_variable].to_dataset(name=target_variable) + + if x_dataset.time.size != expected_length: + # catch the errors as we get closer to the MINIMUM year + warnings.warn( + "For the `nowcast` experiment we expect the\ + number of timesteps to be: {pred_months}.\ + Currently: {x_dataset.time.size}" + ) + return None, cast(date, max_train_date) + + return {"x": x_dataset, "y": y_dataset}, cast(date, max_train_date) diff --git a/tests/engineer/test_nowcast.py b/tests/engineer/test_nowcast.py index 6f3f93a11..11c443ade 100644 --- a/tests/engineer/test_nowcast.py +++ b/tests/engineer/test_nowcast.py @@ -53,7 +53,7 @@ def test_yearsplit(self, tmp_path): engineer = NowcastEngineer(tmp_path) train = engineer._train_test_split( dataset, - years=[2001], + test_years=[2001], target_variable="VHI", expected_length=11, pred_months=11, diff --git a/tests/engineer/test_one_month_forecast.py b/tests/engineer/test_one_month_forecast.py index f205fd424..e45cc5c72 100644 --- a/tests/engineer/test_one_month_forecast.py +++ b/tests/engineer/test_one_month_forecast.py @@ -5,7 +5,7 @@ import datetime as dt from src.engineer import _OneMonthForecastEngineer as OneMonthForecastEngineer - +from src.engineer.different_training_periods import _DifferentTrainingPeriodsEngineer from ..utils import _make_dataset from .test_base import _setup @@ -53,7 +53,7 @@ def test_yearsplit(self, tmp_path): engineer = OneMonthForecastEngineer(tmp_path) train = engineer._train_test_split( dataset, - years=[2001], + test_years=[2001], target_variable="VHI", pred_months=11, expected_length=11, @@ -63,6 +63,21 @@ def test_yearsplit(self, tmp_path): train.time.values < np.datetime64("2001-01-01") ).all(), "Got years greater than the test year in the training set!" + @staticmethod + def _check_folder(folder_path, expected_length): + y = xr.open_dataset(folder_path / "y.nc") + assert "b" not in set(y.variables), "Got unexpected variables in test set" + + x = xr.open_dataset(folder_path / "x.nc") + for expected_var in {"a", "b"}: + assert expected_var in set( + x.variables + ), "Missing variables in testing input dataset" + assert ( + len(x.time.values) == expected_length + ), "Wrong number of months in the test x dataset" + assert len(y.time.values) == 1, "Wrong number of months in test y dataset" + def test_engineer(self, tmp_path): _setup(tmp_path) @@ -77,24 +92,16 @@ def test_engineer(self, tmp_path): expected_length=expected_length, ) - def check_folder(folder_path): - y = xr.open_dataset(folder_path / "y.nc") - assert "b" not in set(y.variables), "Got unexpected variables in test set" - - x = xr.open_dataset(folder_path / "x.nc") - for expected_var in {"a", "b"}: - assert expected_var in set( - x.variables - ), "Missing variables in testing input dataset" - assert ( - len(x.time.values) == expected_length - ), "Wrong number of months in the test x dataset" - assert len(y.time.values) == 1, "Wrong number of months in test y dataset" - - # check_folder(tmp_path / 'features/one_month_forecast/train/1999_12') + # _check_folder(tmp_path / 'features/one_month_forecast/train/1999_12') for month in range(1, 13): - check_folder(tmp_path / f"features/one_month_forecast/test/2001_{month}") - check_folder(tmp_path / f"features/one_month_forecast/train/2000_{month}") + self._check_folder( + tmp_path / f"features/one_month_forecast/test/2001_{month}", + expected_length=expected_length + ) + self._check_folder( + tmp_path / f"features/one_month_forecast/train/2000_{month}", + expected_length=expected_length + ) assert ( len(list((tmp_path / "features/one_month_forecast/train").glob("2001_*"))) @@ -117,8 +124,12 @@ def check_folder(folder_path): def test_stratify(self, tmp_path): _setup(tmp_path) engineer = OneMonthForecastEngineer(tmp_path) - ds_target, _, _ = _make_dataset(size=(20, 20)) - ds_predictor, _, _ = _make_dataset(size=(20, 20)) + ds_target, _, _ = _make_dataset( + size=(20, 20), start_date="1999-01-01", end_date="2001-12-31", + ) + ds_predictor, _, _ = _make_dataset( + size=(20, 20), start_date="1999-01-01", end_date="2001-12-31", + ) ds_predictor = ds_predictor.rename({"VHI": "predictor"}) ds = ds_predictor.merge(ds_target) @@ -141,3 +152,42 @@ def test_stratify(self, tmp_path): ), f"\ the max_train_date should be one month before the `target_month`,\ `year`" + + def test_stratify_with_non_sequential_test_train_years(self, tmp_path): + _setup(tmp_path) + engineer = _DifferentTrainingPeriodsEngineer(tmp_path) + ds_target, _, _ = _make_dataset(size=(20, 20)) + ds_predictor, _, _ = _make_dataset(size=(20, 20)) + ds_predictor = ds_predictor.rename({"VHI": "predictor"}) + ds = ds_predictor.merge(ds_target) + + expected_length = 3 + + engineer._process_dynamic( + test_year=[1999], + target_variable='a', + pred_months=3, + expected_length=3, + train_years=[2000] + ) + + for month in range(1, 13): + self._check_folder( + tmp_path / f"features/one_month_forecast/test/1999_{month}", + expected_length=expected_length + ) + self._check_folder( + tmp_path / f"features/one_month_forecast/train/2001_{month}", + expected_length=expected_length + ) + + xy_dict, max_train_date = engineer._stratify_xy( + ds=ds, + year=1999, + target_variable="VHI", + target_month=4, + pred_months=3, + expected_length=3, + ) + + assert False From 685e25e7184f1cb8f2250a89864e9c3e019115b9 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 14:59:11 +0000 Subject: [PATCH 072/209] get experiment working --- src/engineer/base.py | 26 +-- src/engineer/different_training_periods.py | 184 +++++++++++------- ...est_different_training_periods_engineer.py | 98 ++++++++++ tests/engineer/test_one_month_forecast.py | 48 +---- 4 files changed, 218 insertions(+), 138 deletions(-) create mode 100644 tests/engineer/test_different_training_periods_engineer.py diff --git a/src/engineer/base.py b/src/engineer/base.py index 0c930e684..a97023b47 100644 --- a/src/engineer/base.py +++ b/src/engineer/base.py @@ -43,15 +43,9 @@ def engineer( target_variable: str = "VHI", pred_months: int = 12, expected_length: Optional[int] = 12, - train_years: Optional[List[int]] = None, ) -> None: - self._process_dynamic( - test_year, - target_variable, - pred_months, - expected_length, - train_years) + self._process_dynamic(test_year, target_variable, pred_months, expected_length) if self.process_static: self._process_static() @@ -90,12 +84,12 @@ def _process_static(self): with savepath.open("wb") as f: pickle.dump(normalization_values, f) - def _process_dynamic(self, + def _process_dynamic( + self, test_year: Union[int, List[int]], target_variable: str = "VHI", pred_months: int = 12, expected_length: Optional[int] = 12, - train_years: Optional[List[int]] = None ) -> None: if expected_length is None: warnings.warn( @@ -118,15 +112,9 @@ def _process_dynamic(self, pred_months=pred_months, expected_length=expected_length, ) - assert train_ds.time.shape[0] > 0, 'Expect the train_ds to have' \ - f'`time` dimension. \n{train_ds}' - - if train_years is not None: - # select only the TRAINING years in train_years - ds_years = train_ds['time.year'].values - bool_train_years = [y in train_years for y in ds_years] - train_ds.sel(time=bool_train_years) - assert False + assert train_ds.time.shape[0] > 0, ( + "Expect the train_ds to have" f"`time` dimension. \n{train_ds}" + ) normalization_values = self._calculate_normalization_values(train_ds) @@ -313,7 +301,7 @@ def _calculate_normalization_values( @staticmethod def _make_fill_value_dataset( - ds: Union[xr.Dataset, xr.DataArray], fill_value: Union[int, float] = -9999.0, + ds: Union[xr.Dataset, xr.DataArray], fill_value: Union[int, float] = -9999.0 ) -> Union[xr.Dataset, xr.DataArray]: nan_ds = xr.full_like(ds, fill_value) return nan_ds diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 2d089c3ad..f0ac028af 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -1,18 +1,100 @@ import numpy as np +import pandas as pd import calendar from datetime import date import xarray as xr import warnings +import pickle -from typing import cast, Dict, Optional, Tuple, List +from typing import cast, Dict, Optional, Tuple, List, Union from ..utils import minus_months -from .base import _EngineerBase +from .one_month_forecast import _OneMonthForecastEngineer -class _DifferentTrainingPeriodsEngineer(_EngineerBase): +class _DifferentTrainingPeriodsEngineer(_OneMonthForecastEngineer): name = "one_month_forecast" + @staticmethod + def check_data_leakage( + train_ds: xr.Dataset, xy_test: Dict[str, xr.Dataset] + ) -> None: + # CHECK DATA LEAKAGE + train_dts = [pd.to_datetime(t) for t in train_ds.time.values] + test_dt = pd.to_datetime(xy_test["y"].time.values) + assert test_dt not in train_dts, ( + "Data Leakage!" f"{test_dt} found in train_ds datetimes: \n {train_ds}" + ) + + def engineer( + self, + test_year: Union[int, List[int]], + target_variable: str = "VHI", + pred_months: int = 12, + expected_length: Optional[int] = 12, + train_years: Optional[List[int]] = None, + ) -> None: + + self._process_dynamic( + test_year, target_variable, pred_months, expected_length, train_years + ) + if self.process_static: + self._process_static() + + def _process_dynamic( + self, + test_year: Union[int, List[int]], + target_variable: str = "VHI", + pred_months: int = 12, + expected_length: Optional[int] = 12, + train_years: Optional[List[int]] = None, + ) -> None: + if expected_length is None: + warnings.warn( + "** `expected_length` is None. This means that \ + missing data will not be skipped. Are you sure? **" + ) + + # read in all the data from interim/{var}_preprocessed + data = self._make_dataset(static=False) + + # ensure test_year is List[int] + if type(test_year) is int: + test_year = [cast(int, test_year)] + + # save test data (x, y) and return the train_ds (subset of `data`) + train_ds = self._train_test_split( + ds=data, + test_years=cast(List, test_year), + target_variable=target_variable, + pred_months=pred_months, + expected_length=expected_length, + train_years=train_years, + ) + assert train_ds.time.shape[0] > 0, ( + "Expect the train_ds to have" f"`time` dimension. \n{train_ds}" + ) + + if train_years is not None: + # select only the TRAINING years in train_years + ds_years = train_ds["time.year"].values + bool_train_years = [y in train_years for y in ds_years] + train_ds = train_ds.sel(time=bool_train_years) + + normalization_values = self._calculate_normalization_values(train_ds) + + # split train_ds into x, y for each year-month before `test_year` & save + self._stratify_training_data( + train_ds=train_ds, + target_variable=target_variable, + pred_months=pred_months, + expected_length=expected_length, + ) + + savepath = self.output_folder / "normalizing_dict.pkl" + with savepath.open("wb") as f: + pickle.dump(normalization_values, f) + def _train_test_split( self, ds: xr.Dataset, @@ -20,14 +102,15 @@ def _train_test_split( target_variable: str, pred_months: int, expected_length: Optional[int], + train_years: Optional[List[int]] = None, ) -> xr.Dataset: """save the test data and return the training dataset""" test_years.sort() - months = ds['time.month'].values + months = ds["time.month"].values - if ds['time.year'].min() == test_years[0]: + if ds["time.year"].min() == test_years[0]: # if we have the FIRST year in our dataset as a test year # then minimum target month should be `pred_months + 1` # e.g. x = 1984 Jan/Feb/Mar, y = 1984 April @@ -35,6 +118,7 @@ def _train_test_split( else: init_target_month = 1 + # NOTE: the test year is # for the first `year` calculate the xy_test dictionary and min date xy_test, min_test_date = self._stratify_xy( ds=ds, @@ -45,19 +129,31 @@ def _train_test_split( expected_length=expected_length, ) - # the train_ds MUST BE from before minimum test date - train_dates = ds.time.values <= np.datetime64(str(min_test_date)) + # NOTE: relax assumption that train_ds MUST BEFORE before test date + if train_years is None: + # get the years BEFORE the test_year + train_dates = ds.time.values <= np.datetime64(str(min_test_date)) + else: + # train on the years defined + train_dates = [y in train_years for y in ds["time.year"]] train_ds = ds.isel(time=train_dates) # save the xy_test dictionary if xy_test is not None: self._save( - xy_test, year=test_years[0], month=1, dataset_type="test") + xy_test, + year=test_years[0], + month=init_target_month, + dataset_type="test", + ) + + # check for data leakage + self.check_data_leakage(train_ds, xy_test) # each month in test_year produce an x,y pair for testing for year in test_years: for month in range(init_target_month, 13): - if year > test_years[0] or month > init_target_month: + if month > init_target_month: # prevents the initial test set from being recalculated xy_test, _ = self._stratify_xy( ds=ds, @@ -68,70 +164,8 @@ def _train_test_split( expected_length=expected_length, ) if xy_test is not None: - self._save(xy_test, year=year, month=month, - dataset_type="test") - return train_ds - - @staticmethod - def _stratify_xy( - ds: xr.Dataset, - year: int, - target_variable: str, - target_month: int, - pred_months: int = 11, - expected_length: Optional[int] = 11, - ) -> Tuple[Optional[Dict[str, xr.Dataset]], date]: - """ - Note: expected_length should be the same as pred_months when the timesteps - are monthly, but should be more if the timesteps are at shorter resolution - than monthly. - """ - - print(f"Generating data for year: {year}, target month: {target_month}") - - max_date = date(year, target_month, calendar.monthrange(year, target_month)[-1]) - mx_year, mx_month, max_train_date = minus_months( - year, target_month, diff_months=1 - ) - _, _, min_date = minus_months(mx_year, mx_month, diff_months=pred_months) - - # `max_date` is the date to be predicted; - # `max_train_date` is one timestep before; - min_date_np = np.datetime64(str(min_date)) - max_date_np = np.datetime64(str(max_date)) - max_train_date_np = np.datetime64(str(max_train_date)) + # check for data leakage + self.check_data_leakage(train_ds, xy_test) - print( - f"Max date: {str(max_date)}, max input date: {str(max_train_date)}, " - f"min input date: {str(min_date)}" - ) - - # boolean array indexing the timestamps to filter `ds` - x = (ds.time.values > min_date_np) & (ds.time.values <= max_train_date_np) - y = (ds.time.values > max_train_date_np) & (ds.time.values <= max_date_np) - - # only expect ONE y timestamp - if sum(y) != 1: - print(f"Wrong number of y values! Expected 1, got {sum(y)}; returning None") - return None, cast(date, max_train_date) - - if expected_length is not None: - if sum(x) != expected_length: - print(f"Wrong number of x values! Got {sum(x)} Returning None") - - return None, cast(date, max_train_date) - - # filter the dataset - x_dataset = ds.isel(time=x) - y_dataset = ds.isel(time=y)[target_variable].to_dataset(name=target_variable) - - if x_dataset.time.size != expected_length: - # catch the errors as we get closer to the MINIMUM year - warnings.warn( - "For the `nowcast` experiment we expect the\ - number of timesteps to be: {pred_months}.\ - Currently: {x_dataset.time.size}" - ) - return None, cast(date, max_train_date) - - return {"x": x_dataset, "y": y_dataset}, cast(date, max_train_date) + self._save(xy_test, year=year, month=month, dataset_type="test") + return train_ds diff --git a/tests/engineer/test_different_training_periods_engineer.py b/tests/engineer/test_different_training_periods_engineer.py new file mode 100644 index 000000000..7cc3f4ed5 --- /dev/null +++ b/tests/engineer/test_different_training_periods_engineer.py @@ -0,0 +1,98 @@ +import xarray as xr +from src.engineer.different_training_periods import _DifferentTrainingPeriodsEngineer +from .test_base import _setup + + +class TestDifferentTrainingPeriodsEngineer: + @staticmethod + def _check_folder(folder_path, expected_length): + y = xr.open_dataset(folder_path / "y.nc") + assert "b" not in set(y.variables), "Got unexpected variables in test set" + + x = xr.open_dataset(folder_path / "x.nc") + for expected_var in {"a", "b"}: + assert expected_var in set( + x.variables + ), "Missing variables in testing input dataset" + assert ( + len(x.time.values) == expected_length + ), "Wrong number of months in the test x dataset" + assert len(y.time.values) == 1, "Wrong number of months in test y dataset" + + def test_stratify_with_non_sequential_test_train_years(self, tmp_path): + _setup(tmp_path) + engineer = _DifferentTrainingPeriodsEngineer(tmp_path) + + expected_length = 3 + + # ------------------------------- + # test a first test/train option + # ------------------------------- + engineer._process_dynamic( + test_year=[1999], + target_variable="a", + pred_months=3, + expected_length=3, + train_years=[2000, 2001], + ) + + for month in range(4, 13): + # TEST DATA + # because our first year is 1999 (test_year) we can only test from + # the 4th month because we don't have any data from before that date + # so should X dates = {1999-01, 1999-02, 1999-03}, y dates = 1999-04 + self._check_folder( + tmp_path / f"features/one_month_forecast/test/1999_{month}", + expected_length=expected_length, + ) + + # TRAIN DATA + # because of data leakage we should not have 1999-10, 1999-11, 1999-12 in + # train data. Therefore, to predict with 3 month lead times we need + # to train from y = 2000-04, X = {2000-01, 2000-02, 2000-03} + self._check_folder( + tmp_path / f"features/one_month_forecast/train/2000_{month}", + expected_length=expected_length, + ) + + for month in range(1, 13): + # TRAIN DATA + # for 2001 we should have all 12 of the months + self._check_folder( + tmp_path / f"features/one_month_forecast/train/2001_{month}", + expected_length=expected_length, + ) + + # ------------------------------- + # test a second test/train option + # ------------------------------- + engineer._process_dynamic( + test_year=[2000], + target_variable="a", + pred_months=3, + expected_length=3, + train_years=[1999, 2001], + ) + + for month in range(4, 13): + # TEST DATA + # because our first year is 2000 (test_year) we can only test from + # the 4th month because we don't have any data from before that date + # so should X dates = {2000-01, 2000-02, 2000-03}, y dates = 2000-04 + self._check_folder( + tmp_path / f"features/one_month_forecast/test/2000_{month}", + expected_length=expected_length, + ) + + # TRAIN DATA + # because of data leakage we should not have 2000-10, 2000-11, 2000-12 in + # train data. Therefore, to predict with 3 month lead times we need + # to train from y = 2001-04, X = {2001-01, 2001-02, 2001-03} + self._check_folder( + tmp_path / f"features/one_month_forecast/train/2001_{month}", + expected_length=expected_length, + ) + self._check_folder( + tmp_path / f"features/one_month_forecast/train/2000_{month}", + expected_length=expected_length, + ) diff --git a/tests/engineer/test_one_month_forecast.py b/tests/engineer/test_one_month_forecast.py index e45cc5c72..bf37387dd 100644 --- a/tests/engineer/test_one_month_forecast.py +++ b/tests/engineer/test_one_month_forecast.py @@ -5,7 +5,6 @@ import datetime as dt from src.engineer import _OneMonthForecastEngineer as OneMonthForecastEngineer -from src.engineer.different_training_periods import _DifferentTrainingPeriodsEngineer from ..utils import _make_dataset from .test_base import _setup @@ -96,11 +95,11 @@ def test_engineer(self, tmp_path): for month in range(1, 13): self._check_folder( tmp_path / f"features/one_month_forecast/test/2001_{month}", - expected_length=expected_length + expected_length=expected_length, ) self._check_folder( tmp_path / f"features/one_month_forecast/train/2000_{month}", - expected_length=expected_length + expected_length=expected_length, ) assert ( @@ -125,10 +124,10 @@ def test_stratify(self, tmp_path): _setup(tmp_path) engineer = OneMonthForecastEngineer(tmp_path) ds_target, _, _ = _make_dataset( - size=(20, 20), start_date="1999-01-01", end_date="2001-12-31", + size=(20, 20), start_date="1999-01-01", end_date="2001-12-31" ) ds_predictor, _, _ = _make_dataset( - size=(20, 20), start_date="1999-01-01", end_date="2001-12-31", + size=(20, 20), start_date="1999-01-01", end_date="2001-12-31" ) ds_predictor = ds_predictor.rename({"VHI": "predictor"}) ds = ds_predictor.merge(ds_target) @@ -152,42 +151,3 @@ def test_stratify(self, tmp_path): ), f"\ the max_train_date should be one month before the `target_month`,\ `year`" - - def test_stratify_with_non_sequential_test_train_years(self, tmp_path): - _setup(tmp_path) - engineer = _DifferentTrainingPeriodsEngineer(tmp_path) - ds_target, _, _ = _make_dataset(size=(20, 20)) - ds_predictor, _, _ = _make_dataset(size=(20, 20)) - ds_predictor = ds_predictor.rename({"VHI": "predictor"}) - ds = ds_predictor.merge(ds_target) - - expected_length = 3 - - engineer._process_dynamic( - test_year=[1999], - target_variable='a', - pred_months=3, - expected_length=3, - train_years=[2000] - ) - - for month in range(1, 13): - self._check_folder( - tmp_path / f"features/one_month_forecast/test/1999_{month}", - expected_length=expected_length - ) - self._check_folder( - tmp_path / f"features/one_month_forecast/train/2001_{month}", - expected_length=expected_length - ) - - xy_dict, max_train_date = engineer._stratify_xy( - ds=ds, - year=1999, - target_variable="VHI", - target_month=4, - pred_months=3, - expected_length=3, - ) - - assert False From c4d4918c02fc216d91c87069a96bb37a57c244d6 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 15:22:29 +0000 Subject: [PATCH 073/209] update engineer --- .../experiments/02_different_training_periods.py | 2 ++ src/engineer/__init__.py | 7 ++++++- .../test_different_training_periods_engineer.py | 13 +++++++++---- tests/exporters/test_vhi.py | 6 +----- tests/preprocess/test_srtm.py | 2 +- tests/preprocess/test_vhi.py | 4 ++-- tests/utils.py | 2 +- 7 files changed, 22 insertions(+), 14 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index f226eea11..bafa4b61b 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -12,6 +12,7 @@ from src.engineer import Engineer from src.analysis import read_train_data, read_test_data from src.analysis import all_explanations_for_file +from src.engineer import Engineer def sort_by_median_target_variable( @@ -287,6 +288,7 @@ def run_training_period_experiments(): get_data_path(), experiment="one_month_forecast", process_static=True, + different_training_periods = True ) engineer.engineer( test_year=test_years, diff --git a/src/engineer/__init__.py b/src/engineer/__init__.py index 8596e09cc..14432c5fd 100644 --- a/src/engineer/__init__.py +++ b/src/engineer/__init__.py @@ -4,6 +4,7 @@ from .nowcast import _NowcastEngineer from .one_month_forecast import _OneMonthForecastEngineer +from .different_training_periods import _DifferentTrainingPeriodsEngineer from .base import _EngineerBase @@ -25,6 +26,7 @@ def __init__( data_folder: Path = Path("data_path"), process_static: bool = True, experiment: str = "one_month_forecast", + different_training_periods: bool = False, ) -> None: assert experiment in { @@ -34,7 +36,10 @@ def __init__( engineer: _EngineerBase if experiment == "one_month_forecast": - engineer = _OneMonthForecastEngineer(data_folder, process_static) + if different_training_periods: + engineer = _DifferentTrainingPeriodsEngineer(data_folder, process_static) + else: + engineer = _OneMonthForecastEngineer(data_folder, process_static) elif experiment == "nowcast": engineer = _NowcastEngineer(data_folder, process_static) self.engineer_class = engineer diff --git a/tests/engineer/test_different_training_periods_engineer.py b/tests/engineer/test_different_training_periods_engineer.py index 7cc3f4ed5..f86056319 100644 --- a/tests/engineer/test_different_training_periods_engineer.py +++ b/tests/engineer/test_different_training_periods_engineer.py @@ -1,5 +1,5 @@ import xarray as xr -from src.engineer.different_training_periods import _DifferentTrainingPeriodsEngineer +from src.engineer import Engineer from .test_base import _setup @@ -21,14 +21,19 @@ def _check_folder(folder_path, expected_length): def test_stratify_with_non_sequential_test_train_years(self, tmp_path): _setup(tmp_path) - engineer = _DifferentTrainingPeriodsEngineer(tmp_path) + engineer = Engineer( + tmp_path, + experiment="one_month_forecast", + process_static=True, + different_training_periods=True, + ) expected_length = 3 # ------------------------------- # test a first test/train option # ------------------------------- - engineer._process_dynamic( + engineer.engineer_class._process_dynamic( test_year=[1999], target_variable="a", pred_months=3, @@ -66,7 +71,7 @@ def test_stratify_with_non_sequential_test_train_years(self, tmp_path): # ------------------------------- # test a second test/train option # ------------------------------- - engineer._process_dynamic( + engineer.engineer_class._process_dynamic( test_year=[2000], target_variable="a", pred_months=3, diff --git a/tests/exporters/test_vhi.py b/tests/exporters/test_vhi.py index 0763ba512..5434614b8 100644 --- a/tests/exporters/test_vhi.py +++ b/tests/exporters/test_vhi.py @@ -3,11 +3,7 @@ import pytest import re -from src.exporters.vhi import ( - VHIExporter, - _parse_time_from_filename, - make_filename, -) +from src.exporters.vhi import VHIExporter, _parse_time_from_filename, make_filename class TestVHIExporter: diff --git a/tests/preprocess/test_srtm.py b/tests/preprocess/test_srtm.py index ffa43763b..118e7c70c 100644 --- a/tests/preprocess/test_srtm.py +++ b/tests/preprocess/test_srtm.py @@ -21,7 +21,7 @@ def _make_srtm_dataset( Band1 = np.random.randint(10, size=size) # make datast with correct attrs - ds = xr.Dataset({"crs": (dims, crs), "Band1": (dims, Band1),}, coords=coords) + ds = xr.Dataset({"crs": (dims, crs), "Band1": (dims, Band1)}, coords=coords) return ds def test_init(self, tmp_path): diff --git a/tests/preprocess/test_vhi.py b/tests/preprocess/test_vhi.py index be39447f5..30081715c 100644 --- a/tests/preprocess/test_vhi.py +++ b/tests/preprocess/test_vhi.py @@ -80,7 +80,7 @@ def test_preprocessor_output(self, tmp_path): raw_ds.to_netcdf(netcdf_filepath) # run the preprocessing steps - out = v._preprocess(netcdf_filepath.as_posix(), v.interim.as_posix(),) + out = v._preprocess(netcdf_filepath.as_posix(), v.interim.as_posix()) expected = "STAR_VHP.G04.C07.NC_1981_8_31_kenya_VH.nc" assert out.name == expected, f"Expected: {expected} Got: {out.name}" @@ -101,7 +101,7 @@ def test_make_filename(): subset_name = "kenya" t = pd.to_datetime("1981-08-31") - out_fname = VHIPreprocessor.create_filename(t, netcdf_filepath, subset_name,) + out_fname = VHIPreprocessor.create_filename(t, netcdf_filepath, subset_name) expected = "STAR_VHP.G04.C07.NC_1981_8_31_kenya_VH.nc" assert out_fname == expected, f"Expected: {expected}, got: {out_fname}" diff --git a/tests/utils.py b/tests/utils.py index cc3acfeab..81e0156b3 100644 --- a/tests/utils.py +++ b/tests/utils.py @@ -69,7 +69,7 @@ def __init__(self): @staticmethod def create_demo_shapefile(filepath): - df = pd.DataFrame({"PROVID": [10, 20], "PROVINCE": ["NAIROBI", "KIAMBU"],}) + df = pd.DataFrame({"PROVID": [10, 20], "PROVINCE": ["NAIROBI", "KIAMBU"]}) p1 = Point((34.27795473150634, 0.3094489371060183)) p2 = Point((35.45785473150634, 0.0118489371060182)) From 040771523f82fd901bf7f5895724e3af72671da7 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 15:38:46 +0000 Subject: [PATCH 074/209] update script for test --- .../02_different_training_periods.py | 18 +++++++++++++----- 1 file changed, 13 insertions(+), 5 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index bafa4b61b..7191ad250 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -242,14 +242,18 @@ def __init__( assert test_hilo in ["high", "med", "low"] -def run_training_period_experiments(): +def run_training_period_experiments(pred_months: int = 3): + expected_length = pred_months + + # Read the target data data_dir = get_data_path() target_data = xr.open_dataset( data_dir / "interim" / "VCI_preprocessed" / "data_kenya.nc" ) + # sort by the annual median (across pixels/time) sorted_years, _ = sort_by_median_target_variable(target_data) - # get all experiments + # create all experiments hilos = ["high", "med", "low"] train_lengths = [5, 10, 20] experiments = [ @@ -283,7 +287,7 @@ def run_training_period_experiments(): ) # have to recreate each engineer for the experiment - # TODO: definite inefficiency + # TODO: definite inefficiency should this be in DataLoader? engineer = Engineer( get_data_path(), experiment="one_month_forecast", @@ -293,10 +297,14 @@ def run_training_period_experiments(): engineer.engineer( test_year=test_years, train_years=train_years, + pred_months=pred_months, + expected_length=expected_length, ) - pass + break + if __name__ == "__main__": - run_training_period_experiments() + pred_months = 3 + run_training_period_experiments(pred_months=3) From e2a32fba94b7a9c61e85ace9c8e8b60c3e027c1f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 15:41:03 +0000 Subject: [PATCH 075/209] update script for test --- scripts/experiments/02_different_training_periods.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 7191ad250..5ac1c32f0 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -1,5 +1,3 @@ -from scripts.utils import get_data_path -from _base_models import parsimonious, regression, linear_nn, rnn, earnn import numpy as np import pandas as pd import xarray as xr @@ -13,6 +11,8 @@ from src.analysis import read_train_data, read_test_data from src.analysis import all_explanations_for_file from src.engineer import Engineer +from scripts.utils import get_data_path +from _base_models import parsimonious, regression, linear_nn, rnn, earnn def sort_by_median_target_variable( From 21cff4bb7ccb4eddae2c9465b9d84ed3ca1484f1 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 15:44:25 +0000 Subject: [PATCH 076/209] update script for test --- scripts/experiments/02_different_training_periods.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 5ac1c32f0..9a91e4cd3 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -246,14 +246,18 @@ def run_training_period_experiments(pred_months: int = 3): expected_length = pred_months # Read the target data + print('** Reading the target data **') data_dir = get_data_path() target_data = xr.open_dataset( data_dir / "interim" / "VCI_preprocessed" / "data_kenya.nc" ) # sort by the annual median (across pixels/time) + print('** Sorting the target data **') sorted_years, _ = sort_by_median_target_variable(target_data) + print(f'** sorted_years: {sorted_years} **') # create all experiments + print('** Creating all experiments **') hilos = ["high", "med", "low"] train_lengths = [5, 10, 20] experiments = [ @@ -265,6 +269,7 @@ def run_training_period_experiments(pred_months: int = 3): ) ] + print('** Running all experiments **') for experiment in experiments: test_years, train_years = get_experiment_years( sorted_years, From 8956bd42bb8e918e16326933b21f0d8cfefe1a50 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 15:58:59 +0000 Subject: [PATCH 077/209] black 02 scripts file --- .../02_different_training_periods.py | 24 ++++++++++--------- 1 file changed, 13 insertions(+), 11 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 9a91e4cd3..e98663972 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -246,18 +246,18 @@ def run_training_period_experiments(pred_months: int = 3): expected_length = pred_months # Read the target data - print('** Reading the target data **') + print("** Reading the target data **") data_dir = get_data_path() target_data = xr.open_dataset( data_dir / "interim" / "VCI_preprocessed" / "data_kenya.nc" ) # sort by the annual median (across pixels/time) - print('** Sorting the target data **') + print("** Sorting the target data **") sorted_years, _ = sort_by_median_target_variable(target_data) - print(f'** sorted_years: {sorted_years} **') + print(f"** sorted_years: {sorted_years} **") # create all experiments - print('** Creating all experiments **') + print("** Creating all experiments **") hilos = ["high", "med", "low"] train_lengths = [5, 10, 20] experiments = [ @@ -269,7 +269,7 @@ def run_training_period_experiments(pred_months: int = 3): ) ] - print('** Running all experiments **') + print("** Running all experiments **") for experiment in experiments: test_years, train_years = get_experiment_years( sorted_years, @@ -282,13 +282,16 @@ def run_training_period_experiments(pred_months: int = 3): debug = True if debug: print( - '\n' + '-' * 10 + '\n', + "\n" + "-" * 10 + "\n", "train_length: " + str(experiment.train_length), "test_hilo: " + experiment.test_hilo, "train_hilo: " + experiment.train_hilo, - "train_years:\n", train_years, "\n", - "test_years:\n", test_years, - '\n' + '-' * 10 + '\n', + "train_years:\n", + train_years, + "\n", + "test_years:\n", + test_years, + "\n" + "-" * 10 + "\n", ) # have to recreate each engineer for the experiment @@ -297,7 +300,7 @@ def run_training_period_experiments(pred_months: int = 3): get_data_path(), experiment="one_month_forecast", process_static=True, - different_training_periods = True + different_training_periods=True, ) engineer.engineer( test_year=test_years, @@ -309,7 +312,6 @@ def run_training_period_experiments(pred_months: int = 3): break - if __name__ == "__main__": pred_months = 3 run_training_period_experiments(pred_months=3) From 299eba96292907d05f156a679a97cfbd4287a459 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 16:01:07 +0000 Subject: [PATCH 078/209] fix 02 script imports --- scripts/experiments/02_different_training_periods.py | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index e98663972..86b4993b3 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -1,6 +1,7 @@ import numpy as np import pandas as pd import xarray as xr +from pathlib import Path from typing import List, Union, Tuple, Dict import sys From 818743e41a1c65638a868ba234e5f1e183f98343 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 16:01:37 +0000 Subject: [PATCH 079/209] fix 02 script imports --- scripts/experiments/02_different_training_periods.py | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 86b4993b3..8752d0831 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -2,6 +2,7 @@ import pandas as pd import xarray as xr from pathlib import Path +import itertools from typing import List, Union, Tuple, Dict import sys From 4c568f51bc9091142ba8987c9070c9ee174e0851 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 16:04:02 +0000 Subject: [PATCH 080/209] fix 02 script imports --- scripts/experiments/02_different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 8752d0831..b8a487ac5 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -304,7 +304,7 @@ def run_training_period_experiments(pred_months: int = 3): process_static=True, different_training_periods=True, ) - engineer.engineer( + engineer.engineer_class.engineer( test_year=test_years, train_years=train_years, pred_months=pred_months, From e9fe938322a741861dd675633b45e0f896a840d6 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 16:04:44 +0000 Subject: [PATCH 081/209] fix 02 script imports --- scripts/experiments/02_different_training_periods.py | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index b8a487ac5..9b0c1aaee 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -309,6 +309,7 @@ def run_training_period_experiments(pred_months: int = 3): train_years=train_years, pred_months=pred_months, expected_length=expected_length, + target_variable='VCI' ) break From 5167fbedbc0992fd167791124d27b5e100a7861f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 16:24:20 +0000 Subject: [PATCH 082/209] fix 02 script imports --- src/engineer/different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index f0ac028af..4c00618fa 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -135,7 +135,7 @@ def _train_test_split( train_dates = ds.time.values <= np.datetime64(str(min_test_date)) else: # train on the years defined - train_dates = [y in train_years for y in ds["time.year"]] + train_dates = [y in train_years.values for y in ds["time.year"]] train_ds = ds.isel(time=train_dates) # save the xy_test dictionary From 4b125fe1c2e8cd1a060026e498f431d5743a888c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 16:25:32 +0000 Subject: [PATCH 083/209] fix 02 script imports --- src/engineer/different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 4c00618fa..2ea989dd8 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -135,7 +135,7 @@ def _train_test_split( train_dates = ds.time.values <= np.datetime64(str(min_test_date)) else: # train on the years defined - train_dates = [y in train_years.values for y in ds["time.year"]] + train_dates = [y.values[0] in train_years for y in ds["time.year"]] train_ds = ds.isel(time=train_dates) # save the xy_test dictionary From 27c339978fcd4d72d79fa560ace8c5d77fceff16 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 16:47:03 +0000 Subject: [PATCH 084/209] update 01 to not rerun already run experiments --- scripts/experiments/01_different_variables.py | 14 ++++++++++++++ .../experiments/02_different_training_periods.py | 2 +- 2 files changed, 15 insertions(+), 1 deletion(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 6562c7eaf..2f8e9cd92 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -203,6 +203,20 @@ def run_all_models_as_experiments( # run experiments for static in [True, False]: + vars_joined = "_".join(vars_to_include) + already_run = [ + m + for m in (data_dir / "models").glob( + f"*{vars_joined}_{'YES' if static else 'NO'}static" + ) + ] + # CHECK if experiment has already been run + if already_run != []: + print( + f'\n{"-" * 10}\Experiment ALREADY RUN: {vars_to_include} static:{static}\n{"-" * 10}' + ) + continue + try: run_all_models_as_experiments( vars_to_include, ignore_vars, static=static, run_regression=False diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 9b0c1aaee..f76d08392 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -309,7 +309,7 @@ def run_training_period_experiments(pred_months: int = 3): train_years=train_years, pred_months=pred_months, expected_length=expected_length, - target_variable='VCI' + target_variable="VCI", ) break From 3e20dbd0a3944409b0de4f8fe2113015c1c3d487 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 16:57:48 +0000 Subject: [PATCH 085/209] update and fix engineer --- src/engineer/different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 2ea989dd8..129f42e3c 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -135,7 +135,7 @@ def _train_test_split( train_dates = ds.time.values <= np.datetime64(str(min_test_date)) else: # train on the years defined - train_dates = [y.values[0] in train_years for y in ds["time.year"]] + train_dates = [int(y.values) in train_years for y in ds["time.year"]] train_ds = ds.isel(time=train_dates) # save the xy_test dictionary From 47e245b4bb634732d4bf18286cb9d7afb9a27012 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:00:35 +0000 Subject: [PATCH 086/209] update and fix engineer --- src/engineer/different_training_periods.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 129f42e3c..d5fba9ed2 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -135,7 +135,8 @@ def _train_test_split( train_dates = ds.time.values <= np.datetime64(str(min_test_date)) else: # train on the years defined - train_dates = [int(y.values) in train_years for y in ds["time.year"]] + train_dates = [ + int(y.values) in train_years for y in ds["time.year"]] train_ds = ds.isel(time=train_dates) # save the xy_test dictionary @@ -147,8 +148,8 @@ def _train_test_split( dataset_type="test", ) - # check for data leakage - self.check_data_leakage(train_ds, xy_test) + # check for data leakage + self.check_data_leakage(train_ds, xy_test) # each month in test_year produce an x,y pair for testing for year in test_years: From 5aaa70ddde6a0846f4c02be30421ae690cc2a067 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:01:33 +0000 Subject: [PATCH 087/209] update and fix engineer --- scripts/experiments/01_different_variables.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 2f8e9cd92..73587925d 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -204,8 +204,7 @@ def run_all_models_as_experiments( # run experiments for static in [True, False]: vars_joined = "_".join(vars_to_include) - already_run = [ - m + already_run = [m for m in (data_dir / "models").glob( f"*{vars_joined}_{'YES' if static else 'NO'}static" ) @@ -213,7 +212,9 @@ def run_all_models_as_experiments( # CHECK if experiment has already been run if already_run != []: print( - f'\n{"-" * 10}\Experiment ALREADY RUN: {vars_to_include} static:{static}\n{"-" * 10}' + f'\n{"-" * 10}\Experiment ALREADY RUN: {vars_to_include} static:{static}\n{"-" * 10}', + 'Skipping to next experiment ...' + ) continue From 952f1fd3b34720d6a1b710785e4a1c8f5be5f112 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:30:27 +0000 Subject: [PATCH 088/209] try to get experiment to work --- scripts/experiments/02_different_training_periods.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index f76d08392..710ccb3dc 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -257,6 +257,7 @@ def run_training_period_experiments(pred_months: int = 3): print("** Sorting the target data **") sorted_years, _ = sort_by_median_target_variable(target_data) print(f"** sorted_years: {sorted_years} **") + print(f"** min_year: {min(sorted_years)} max_year: {max(sorted_years)} **") # create all experiments print("** Creating all experiments **") @@ -317,4 +318,5 @@ def run_training_period_experiments(pred_months: int = 3): if __name__ == "__main__": pred_months = 3 - run_training_period_experiments(pred_months=3) + + run_training_period_experiments(pred_months=pred_months) From 18ef005250caa7ed74ffd4acc70d40443fcf61fb Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:31:28 +0000 Subject: [PATCH 089/209] try to get experiment to work --- scripts/experiments/02_different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 710ccb3dc..7353e3e0b 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -289,7 +289,7 @@ def run_training_period_experiments(pred_months: int = 3): "train_length: " + str(experiment.train_length), "test_hilo: " + experiment.test_hilo, "train_hilo: " + experiment.train_hilo, - "train_years:\n", + "\ntrain_years:\n", train_years, "\n", "test_years:\n", From be440ab975263cb0f461049d2ba02a919c096043 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:37:11 +0000 Subject: [PATCH 090/209] try to get experiment to work --- scripts/experiments/02_different_training_periods.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 7353e3e0b..ae90ad028 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -306,10 +306,10 @@ def run_training_period_experiments(pred_months: int = 3): different_training_periods=True, ) engineer.engineer_class.engineer( - test_year=test_years, - train_years=train_years, - pred_months=pred_months, - expected_length=expected_length, + test_year=test_years, # defined by experiment + train_years=train_years, # defined by experiment + pred_months=pred_months, # 3 by default + expected_length=None, # == pred_month by default target_variable="VCI", ) From c380b8619c34aec078aae3a296bbb110c53785ed Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:39:47 +0000 Subject: [PATCH 091/209] try to get experiment to work --- src/engineer/one_month_forecast.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/one_month_forecast.py b/src/engineer/one_month_forecast.py index cd02b464d..d17fdd726 100644 --- a/src/engineer/one_month_forecast.py +++ b/src/engineer/one_month_forecast.py @@ -66,7 +66,7 @@ def _stratify_xy( x_dataset = ds.isel(time=x) y_dataset = ds.isel(time=y)[target_variable].to_dataset(name=target_variable) - if x_dataset.time.size != expected_length: + if (expected_length is not None) & (x_dataset.time.size != expected_length): # catch the errors as we get closer to the MINIMUM year warnings.warn( "For the `nowcast` experiment we expect the\ From 0161b06bcba79e94ddb832788a6cae953094218e Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:43:54 +0000 Subject: [PATCH 092/209] try to get experiment to work --- src/engineer/one_month_forecast.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/engineer/one_month_forecast.py b/src/engineer/one_month_forecast.py index d17fdd726..91baa2e9d 100644 --- a/src/engineer/one_month_forecast.py +++ b/src/engineer/one_month_forecast.py @@ -66,9 +66,9 @@ def _stratify_xy( x_dataset = ds.isel(time=x) y_dataset = ds.isel(time=y)[target_variable].to_dataset(name=target_variable) - if (expected_length is not None) & (x_dataset.time.size != expected_length): + if (x_dataset.time.size != expected_length): # catch the errors as we get closer to the MINIMUM year - warnings.warn( + print( "For the `nowcast` experiment we expect the\ number of timesteps to be: {pred_months}.\ Currently: {x_dataset.time.size}" From cb29a7a4f949b3e54f082f9e7d08d50a0de0431e Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:44:38 +0000 Subject: [PATCH 093/209] try to get experiment to work --- src/engineer/one_month_forecast.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/src/engineer/one_month_forecast.py b/src/engineer/one_month_forecast.py index 91baa2e9d..096dfc01d 100644 --- a/src/engineer/one_month_forecast.py +++ b/src/engineer/one_month_forecast.py @@ -69,9 +69,11 @@ def _stratify_xy( if (x_dataset.time.size != expected_length): # catch the errors as we get closer to the MINIMUM year print( - "For the `nowcast` experiment we expect the\ + f"For the `nowcast` experiment we expect the\ number of timesteps to be: {pred_months}.\ - Currently: {x_dataset.time.size}" + Currently: {x_dataset.time.size}\ + You provided the argument expected_length: {expected_length} + " ) return None, cast(date, max_train_date) From 5af0bfec298159958a41f5aae4698dee62574284 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:45:37 +0000 Subject: [PATCH 094/209] try to get experiment to work --- src/engineer/one_month_forecast.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/one_month_forecast.py b/src/engineer/one_month_forecast.py index 096dfc01d..1f8987800 100644 --- a/src/engineer/one_month_forecast.py +++ b/src/engineer/one_month_forecast.py @@ -72,7 +72,7 @@ def _stratify_xy( f"For the `nowcast` experiment we expect the\ number of timesteps to be: {pred_months}.\ Currently: {x_dataset.time.size}\ - You provided the argument expected_length: {expected_length} + You provided the argument expected_length: {expected_length}\ " ) return None, cast(date, max_train_date) From b1a9e05e83a26ae596ea597d0794264fc1e20609 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:46:37 +0000 Subject: [PATCH 095/209] try to get experiment to work --- src/engineer/one_month_forecast.py | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/src/engineer/one_month_forecast.py b/src/engineer/one_month_forecast.py index 1f8987800..dc31d35fc 100644 --- a/src/engineer/one_month_forecast.py +++ b/src/engineer/one_month_forecast.py @@ -69,11 +69,10 @@ def _stratify_xy( if (x_dataset.time.size != expected_length): # catch the errors as we get closer to the MINIMUM year print( - f"For the `nowcast` experiment we expect the\ - number of timesteps to be: {pred_months}.\ - Currently: {x_dataset.time.size}\ - You provided the argument expected_length: {expected_length}\ - " + "For the `nowcast` experiment we expect the"\ + f"number of timesteps to be: {pred_months}."\ + f"Currently: {x_dataset.time.size}"\ + f"You provided the argument expected_length: {expected_length}" ) return None, cast(date, max_train_date) From af897759020cc797db624fc71ca87fb05f80b8d6 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 17:47:51 +0000 Subject: [PATCH 096/209] try to get experiment to work --- scripts/experiments/02_different_training_periods.py | 2 +- src/engineer/one_month_forecast.py | 6 +++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index ae90ad028..5826831be 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -309,7 +309,7 @@ def run_training_period_experiments(pred_months: int = 3): test_year=test_years, # defined by experiment train_years=train_years, # defined by experiment pred_months=pred_months, # 3 by default - expected_length=None, # == pred_month by default + expected_length=expected_length, # == pred_month by default target_variable="VCI", ) diff --git a/src/engineer/one_month_forecast.py b/src/engineer/one_month_forecast.py index dc31d35fc..4b3728fae 100644 --- a/src/engineer/one_month_forecast.py +++ b/src/engineer/one_month_forecast.py @@ -69,9 +69,9 @@ def _stratify_xy( if (x_dataset.time.size != expected_length): # catch the errors as we get closer to the MINIMUM year print( - "For the `nowcast` experiment we expect the"\ - f"number of timesteps to be: {pred_months}."\ - f"Currently: {x_dataset.time.size}"\ + "For the `nowcast` experiment we expect the "\ + f"number of timesteps to be: {pred_months}. "\ + f"Currently: {x_dataset.time.size} "\ f"You provided the argument expected_length: {expected_length}" ) return None, cast(date, max_train_date) From 16c02d9b618404a0a39dd070832225b50b8bb8ab Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 18:36:47 +0000 Subject: [PATCH 097/209] try to get experiment to work --- scripts/experiments/02_different_training_periods.py | 7 +++++++ src/engineer/different_training_periods.py | 1 + 2 files changed, 8 insertions(+) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 5826831be..38b9ddb45 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -282,6 +282,13 @@ def run_training_period_experiments(pred_months: int = 3): test_length=3, ) + # TODO: DELETE this + test_years = [1998, 2000, 2002] + train_years = [1981, 1982, 1997, 2001, 2006] + + # 1981 = max, 1982 = 12, 1997 = 1-9, 2001 = 1-9, 2006 = 12, + # + debug = True if debug: print( diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index d5fba9ed2..75722723a 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -115,6 +115,7 @@ def _train_test_split( # then minimum target month should be `pred_months + 1` # e.g. x = 1984 Jan/Feb/Mar, y = 1984 April init_target_month = pred_months + months[0] + print("\n* *\n") else: init_target_month = 1 From 9c0725b6a6ec6922fd5c12cc57eb0ba5d719c73c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 18:55:29 +0000 Subject: [PATCH 098/209] try to get experiment to work --- scripts/experiments/02_different_training_periods.py | 7 ++++++- src/engineer/different_training_periods.py | 1 + 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 38b9ddb45..09b2ff653 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -287,7 +287,9 @@ def run_training_period_experiments(pred_months: int = 3): train_years = [1981, 1982, 1997, 2001, 2006] # 1981 = max, 1982 = 12, 1997 = 1-9, 2001 = 1-9, 2006 = 12, - # + # test missing: 2000_1, 2002_1 + # train missing: 1997_1, 1997_2, 1997_3, 2001_1, + # 2001_2, 2001_3, 2006_1, 2006_2, 2006_3 debug = True if debug: @@ -320,6 +322,9 @@ def run_training_period_experiments(pred_months: int = 3): target_variable="VCI", ) + # add extra years if selected the first year in timeseries (often not 12months) + # e.g. 1981_11 is the first valid month in our dataset5 + break diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 75722723a..904c17789 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -80,6 +80,7 @@ def _process_dynamic( ds_years = train_ds["time.year"].values bool_train_years = [y in train_years for y in ds_years] train_ds = train_ds.sel(time=bool_train_years) + assert False normalization_values = self._calculate_normalization_values(train_ds) From 8169c897602d4a8d6ac6ef95dbe6b300fea17acf Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 19:03:28 +0000 Subject: [PATCH 099/209] try to get experiment to work --- src/engineer/different_training_periods.py | 44 +++++++++++++++++++++- 1 file changed, 43 insertions(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 904c17789..9078e488a 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -139,7 +139,8 @@ def _train_test_split( # train on the years defined train_dates = [ int(y.values) in train_years for y in ds["time.year"]] - train_ds = ds.isel(time=train_dates) + # train_ds = ds.isel(time=train_dates) + train_ds = ds # save the xy_test dictionary if xy_test is not None: @@ -172,3 +173,44 @@ def _train_test_split( self._save(xy_test, year=year, month=month, dataset_type="test") return train_ds + + def _stratify_training_data( + self, + train_ds: xr.Dataset, + target_variable: str, + pred_months: int, + expected_length: Optional[int], + train_years: Optional[List[int]] = None, + ) -> None: + """split `train_ds` into x, y and save the outputs to + self.output_folder (data/features) """ + + min_date = self._get_datetime(train_ds.time.values.min()) + max_date = self._get_datetime(train_ds.time.values.max()) + + cur_pred_year, cur_pred_month = max_date.year, max_date.month + + # for every month-year create & save the x, y datasets for training + cur_min_date = max_date + while cur_min_date >= min_date: + + # each iteration count down one month (02 -> 01 -> 12 ...) + arrays, cur_min_date = self._stratify_xy( + ds=train_ds, + year=cur_pred_year, + target_variable=target_variable, + target_month=cur_pred_month, + pred_months=pred_months, + expected_length=expected_length, + ) + + # only save if that year is in train_years + if cur_pred_year in train_years: + if arrays is not None: + self._save( + arrays, + year=cur_pred_year, + month=cur_pred_month, + dataset_type="train", + ) + cur_pred_year, cur_pred_month = cur_min_date.year, cur_min_date.month From fac1144978a2522014ff838b01499bc13e2bcac1 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 10 Jan 2020 19:04:44 +0000 Subject: [PATCH 100/209] try to get experiment to work --- src/engineer/different_training_periods.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 9078e488a..0b267bbd7 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -79,8 +79,7 @@ def _process_dynamic( # select only the TRAINING years in train_years ds_years = train_ds["time.year"].values bool_train_years = [y in train_years for y in ds_years] - train_ds = train_ds.sel(time=bool_train_years) - assert False + # train_ds = train_ds.sel(time=bool_train_years) normalization_values = self._calculate_normalization_values(train_ds) From 589decc7a1f4701c6cea5cb4f3fb3b0e93d994f5 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:26:20 +0000 Subject: [PATCH 101/209] tests --- src/engineer/different_training_periods.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 0b267bbd7..f2ea0f85a 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -136,8 +136,8 @@ def _train_test_split( train_dates = ds.time.values <= np.datetime64(str(min_test_date)) else: # train on the years defined - train_dates = [ - int(y.values) in train_years for y in ds["time.year"]] + # train_dates = [int(y.values) in train_years for y in ds["time.year"]] + pass # train_ds = ds.isel(time=train_dates) train_ds = ds @@ -151,7 +151,7 @@ def _train_test_split( ) # check for data leakage - self.check_data_leakage(train_ds, xy_test) + # self.check_data_leakage(train_ds, xy_test) # each month in test_year produce an x,y pair for testing for year in test_years: @@ -168,7 +168,7 @@ def _train_test_split( ) if xy_test is not None: # check for data leakage - self.check_data_leakage(train_ds, xy_test) + # self.check_data_leakage(train_ds, xy_test) self._save(xy_test, year=year, month=month, dataset_type="test") return train_ds @@ -205,6 +205,7 @@ def _stratify_training_data( # only save if that year is in train_years if cur_pred_year in train_years: + assert False if arrays is not None: self._save( arrays, From 0c1378a7ad57f968bb489e0314a5e62eb2cfda4b Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:28:35 +0000 Subject: [PATCH 102/209] tests --- src/engineer/different_training_periods.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index f2ea0f85a..2db97a52f 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -201,6 +201,7 @@ def _stratify_training_data( target_month=cur_pred_month, pred_months=pred_months, expected_length=expected_length, + train_years=train_years ) # only save if that year is in train_years From 065a9d1994ee07cc21074aa54d29209a4fb4d27d Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:29:49 +0000 Subject: [PATCH 103/209] tests --- src/engineer/different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 2db97a52f..08596ba9f 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -89,6 +89,7 @@ def _process_dynamic( target_variable=target_variable, pred_months=pred_months, expected_length=expected_length, + train_years=train_years ) savepath = self.output_folder / "normalizing_dict.pkl" @@ -201,7 +202,6 @@ def _stratify_training_data( target_month=cur_pred_month, pred_months=pred_months, expected_length=expected_length, - train_years=train_years ) # only save if that year is in train_years From 27997b8d7f91f46eed2b7686e5fa66cc29051ef7 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:34:12 +0000 Subject: [PATCH 104/209] tests --- src/engineer/different_training_periods.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 08596ba9f..49c3fa97a 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -206,7 +206,6 @@ def _stratify_training_data( # only save if that year is in train_years if cur_pred_year in train_years: - assert False if arrays is not None: self._save( arrays, @@ -215,3 +214,5 @@ def _stratify_training_data( dataset_type="train", ) cur_pred_year, cur_pred_month = cur_min_date.year, cur_min_date.month + else: + continue From 6606432bddec567735db4f9e7486907870943f27 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:35:14 +0000 Subject: [PATCH 105/209] tests --- src/engineer/different_training_periods.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 49c3fa97a..189928fe3 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -213,6 +213,4 @@ def _stratify_training_data( month=cur_pred_month, dataset_type="train", ) - cur_pred_year, cur_pred_month = cur_min_date.year, cur_min_date.month - else: - continue + cur_pred_year, cur_pred_month = cur_min_date.year, cur_min_date.month From c28464d5f74018a60cbe22e00edf23ca68c1d195 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:37:01 +0000 Subject: [PATCH 106/209] tests --- src/engineer/different_training_periods.py | 24 +++++++++++----------- 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 189928fe3..0de3da5ce 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -194,18 +194,18 @@ def _stratify_training_data( cur_min_date = max_date while cur_min_date >= min_date: - # each iteration count down one month (02 -> 01 -> 12 ...) - arrays, cur_min_date = self._stratify_xy( - ds=train_ds, - year=cur_pred_year, - target_variable=target_variable, - target_month=cur_pred_month, - pred_months=pred_months, - expected_length=expected_length, - ) - - # only save if that year is in train_years if cur_pred_year in train_years: + # each iteration count down one month (02 -> 01 -> 12 ...) + arrays, cur_min_date = self._stratify_xy( + ds=train_ds, + year=cur_pred_year, + target_variable=target_variable, + target_month=cur_pred_month, + pred_months=pred_months, + expected_length=expected_length, + ) + + # only save if that year is in train_years if arrays is not None: self._save( arrays, @@ -213,4 +213,4 @@ def _stratify_training_data( month=cur_pred_month, dataset_type="train", ) - cur_pred_year, cur_pred_month = cur_min_date.year, cur_min_date.month + cur_pred_year, cur_pred_month = cur_min_date.year, cur_min_date.month From b8bab79e99e0a636289dab2ae96d108c07efc608 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:38:40 +0000 Subject: [PATCH 107/209] tests --- src/engineer/different_training_periods.py | 24 +++++++++++----------- 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 0de3da5ce..189928fe3 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -194,18 +194,18 @@ def _stratify_training_data( cur_min_date = max_date while cur_min_date >= min_date: + # each iteration count down one month (02 -> 01 -> 12 ...) + arrays, cur_min_date = self._stratify_xy( + ds=train_ds, + year=cur_pred_year, + target_variable=target_variable, + target_month=cur_pred_month, + pred_months=pred_months, + expected_length=expected_length, + ) + + # only save if that year is in train_years if cur_pred_year in train_years: - # each iteration count down one month (02 -> 01 -> 12 ...) - arrays, cur_min_date = self._stratify_xy( - ds=train_ds, - year=cur_pred_year, - target_variable=target_variable, - target_month=cur_pred_month, - pred_months=pred_months, - expected_length=expected_length, - ) - - # only save if that year is in train_years if arrays is not None: self._save( arrays, @@ -213,4 +213,4 @@ def _stratify_training_data( month=cur_pred_month, dataset_type="train", ) - cur_pred_year, cur_pred_month = cur_min_date.year, cur_min_date.month + cur_pred_year, cur_pred_month = cur_min_date.year, cur_min_date.month From a80b212e31537eb2e0e90be32927d6e91876ab7b Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:42:31 +0000 Subject: [PATCH 108/209] tests --- scripts/experiments/02_different_training_periods.py | 2 -- src/engineer/different_training_periods.py | 8 ++++++-- 2 files changed, 6 insertions(+), 4 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 09b2ff653..acb3c2ff1 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -288,8 +288,6 @@ def run_training_period_experiments(pred_months: int = 3): # 1981 = max, 1982 = 12, 1997 = 1-9, 2001 = 1-9, 2006 = 12, # test missing: 2000_1, 2002_1 - # train missing: 1997_1, 1997_2, 1997_3, 2001_1, - # 2001_2, 2001_3, 2006_1, 2006_2, 2006_3 debug = True if debug: diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 189928fe3..24c2302ff 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -74,6 +74,7 @@ def _process_dynamic( assert train_ds.time.shape[0] > 0, ( "Expect the train_ds to have" f"`time` dimension. \n{train_ds}" ) + test_dts = if train_years is not None: # select only the TRAINING years in train_years @@ -86,6 +87,7 @@ def _process_dynamic( # split train_ds into x, y for each year-month before `test_year` & save self._stratify_training_data( train_ds=train_ds, + test_dts=test_dts, target_variable=target_variable, pred_months=pred_months, expected_length=expected_length, @@ -104,7 +106,7 @@ def _train_test_split( pred_months: int, expected_length: Optional[int], train_years: Optional[List[int]] = None, - ) -> xr.Dataset: + ) -> Tuple[xr.Dataset, List[date]]: """save the test data and return the training dataset""" test_years.sort() @@ -143,6 +145,7 @@ def _train_test_split( train_ds = ds # save the xy_test dictionary + assert False if xy_test is not None: self._save( xy_test, @@ -172,11 +175,12 @@ def _train_test_split( # self.check_data_leakage(train_ds, xy_test) self._save(xy_test, year=year, month=month, dataset_type="test") - return train_ds + return train_ds, test_dts def _stratify_training_data( self, train_ds: xr.Dataset, + test_dts: List[date], target_variable: str, pred_months: int, expected_length: Optional[int], From d17f4282ce6e59187dce1b97d5dd9e52e9ffa502 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:43:22 +0000 Subject: [PATCH 109/209] tests --- src/engineer/different_training_periods.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 24c2302ff..6987c1e56 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -63,7 +63,7 @@ def _process_dynamic( test_year = [cast(int, test_year)] # save test data (x, y) and return the train_ds (subset of `data`) - train_ds = self._train_test_split( + train_ds, test_dts = self._train_test_split( ds=data, test_years=cast(List, test_year), target_variable=target_variable, @@ -74,7 +74,6 @@ def _process_dynamic( assert train_ds.time.shape[0] > 0, ( "Expect the train_ds to have" f"`time` dimension. \n{train_ds}" ) - test_dts = if train_years is not None: # select only the TRAINING years in train_years From df5bfadc5a4c9b209f466aef2997f57efd9315c0 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:54:08 +0000 Subject: [PATCH 110/209] tests --- src/engineer/different_training_periods.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 6987c1e56..c2a1c1d9c 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -109,6 +109,7 @@ def _train_test_split( """save the test data and return the training dataset""" test_years.sort() + test_dts = [] months = ds["time.month"].values @@ -144,8 +145,8 @@ def _train_test_split( train_ds = ds # save the xy_test dictionary - assert False if xy_test is not None: + test_dts.append(self._get_datetime(xy_test['y'].time.values[0])) self._save( xy_test, year=test_years[0], @@ -172,7 +173,8 @@ def _train_test_split( if xy_test is not None: # check for data leakage # self.check_data_leakage(train_ds, xy_test) - + test_dts.append(self._get_datetime( + xy_test['y'].time.values[0])) self._save(xy_test, year=year, month=month, dataset_type="test") return train_ds, test_dts @@ -208,7 +210,8 @@ def _stratify_training_data( ) # only save if that year is in train_years - if cur_pred_year in train_years: + assert False + if (cur_pred_year in train_years) and (cur_pred_year not in test_dts): if arrays is not None: self._save( arrays, From 320dd27805af122a2b10b640134c061b9bbd7b9d Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:56:16 +0000 Subject: [PATCH 111/209] tests --- src/engineer/different_training_periods.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index c2a1c1d9c..4e293022e 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -209,9 +209,10 @@ def _stratify_training_data( expected_length=expected_length, ) + # Preventing data leakage: # only save if that year is in train_years - assert False - if (cur_pred_year in train_years) and (cur_pred_year not in test_dts): + # and that month is not in test_dts + if (cur_pred_year in train_years) and (self._get_datetime(arrays['y'].time.values[0]) not in test_dts): if arrays is not None: self._save( arrays, From b632634bd4f103d2d9e65a9c3a756f5df7e539c6 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 13:59:48 +0000 Subject: [PATCH 112/209] tests --- src/engineer/different_training_periods.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 4e293022e..64025ce42 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -212,8 +212,8 @@ def _stratify_training_data( # Preventing data leakage: # only save if that year is in train_years # and that month is not in test_dts - if (cur_pred_year in train_years) and (self._get_datetime(arrays['y'].time.values[0]) not in test_dts): - if arrays is not None: + if arrays is not None: + if (cur_pred_year in train_years) and (self._get_datetime(arrays['y'].time.values[0]) not in test_dts): self._save( arrays, year=cur_pred_year, From 6661b42b236777a445e019ac221b06cb86de1429 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 14:02:42 +0000 Subject: [PATCH 113/209] tests --- scripts/experiments/02_different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index acb3c2ff1..687e0df4f 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -283,7 +283,7 @@ def run_training_period_experiments(pred_months: int = 3): ) # TODO: DELETE this - test_years = [1998, 2000, 2002] + test_years = [1998, 2010, 2002] train_years = [1981, 1982, 1997, 2001, 2006] # 1981 = max, 1982 = 12, 1997 = 1-9, 2001 = 1-9, 2006 = 12, From 7a0930ce7ab8d4498a9ce2740713957bf2f75592 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 15:28:25 +0000 Subject: [PATCH 114/209] tests --- scripts/experiments/01_different_variables.py | 19 ++++++++++++------- .../02_different_training_periods.py | 2 +- src/engineer/different_training_periods.py | 3 ++- 3 files changed, 15 insertions(+), 9 deletions(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 73587925d..0f362eabc 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -161,6 +161,16 @@ def run_all_models_as_experiments( print(f"Experiment {vars_to_include} finished") +def get_already_run(data_dir: Path, vars_joined: str, static: bool): + already_run = [m + for m in (data_dir / "models").glob( + f"*{vars_joined}_{'YES' if static else 'NO'}static" + ) + ] + + return already_run + + if __name__ == "__main__": ignore_vars = None always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] @@ -204,17 +214,12 @@ def run_all_models_as_experiments( # run experiments for static in [True, False]: vars_joined = "_".join(vars_to_include) - already_run = [m - for m in (data_dir / "models").glob( - f"*{vars_joined}_{'YES' if static else 'NO'}static" - ) - ] + already_run = get_already_run(data_dir, vars_joined, static) # CHECK if experiment has already been run if already_run != []: print( f'\n{"-" * 10}\Experiment ALREADY RUN: {vars_to_include} static:{static}\n{"-" * 10}', 'Skipping to next experiment ...' - ) continue @@ -225,4 +230,4 @@ def run_all_models_as_experiments( except: print( f'\n{"-" * 10}\Experiment FAILED: {vars_to_include} static:{static}\n{"-" * 10}' - ) + ) \ No newline at end of file diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 687e0df4f..c0a957016 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -283,7 +283,7 @@ def run_training_period_experiments(pred_months: int = 3): ) # TODO: DELETE this - test_years = [1998, 2010, 2002] + test_years = [1998, 2001, 2002] train_years = [1981, 1982, 1997, 2001, 2006] # 1981 = max, 1982 = 12, 1997 = 1-9, 2001 = 1-9, 2006 = 12, diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 64025ce42..b3f3e4da2 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -118,12 +118,13 @@ def _train_test_split( # then minimum target month should be `pred_months + 1` # e.g. x = 1984 Jan/Feb/Mar, y = 1984 April init_target_month = pred_months + months[0] - print("\n* *\n") + print(f"\n* init_target_month = {init_target_month} *\n") else: init_target_month = 1 # NOTE: the test year is # for the first `year` calculate the xy_test dictionary and min date + assert False xy_test, min_test_date = self._stratify_xy( ds=ds, year=test_years[0], From e5b470e7c4d2d4243660a07fff48296f2ab709ec Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 15:41:40 +0000 Subject: [PATCH 115/209] tests --- src/engineer/different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index b3f3e4da2..e717bcbbf 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -124,7 +124,6 @@ def _train_test_split( # NOTE: the test year is # for the first `year` calculate the xy_test dictionary and min date - assert False xy_test, min_test_date = self._stratify_xy( ds=ds, year=test_years[0], @@ -133,6 +132,7 @@ def _train_test_split( pred_months=pred_months, expected_length=expected_length, ) + assert False # NOTE: relax assumption that train_ds MUST BEFORE before test date if train_years is None: From b746254f95440a71ea4ed02457ebedbc107dec9c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 15:45:01 +0000 Subject: [PATCH 116/209] tests --- src/engineer/different_training_periods.py | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index e717bcbbf..e6931368f 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -132,7 +132,14 @@ def _train_test_split( pred_months=pred_months, expected_length=expected_length, ) - assert False + if self._get_datetime(xy_test['y'].time.values[0]) == date(2000, 1, 31): + assert False + if self._get_datetime(xy_test['y'].time.values[0]) == date(2001, 1, 31): + assert False + if self._get_datetime(xy_test['y'].time.values[0]) == date(2000, 2, 29): + assert False + if self._get_datetime(xy_test['y'].time.values[0]) == date(2001, 2, 28): + assert False # NOTE: relax assumption that train_ds MUST BEFORE before test date if train_years is None: From c7ee395f14ff1e8aadae0d1eb0e98949217da7ac Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 15:50:49 +0000 Subject: [PATCH 117/209] tests --- src/engineer/different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index e6931368f..bc280c1b4 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -167,7 +167,7 @@ def _train_test_split( # each month in test_year produce an x,y pair for testing for year in test_years: - for month in range(init_target_month, 13): + for month in range(1, 13): if month > init_target_month: # prevents the initial test set from being recalculated xy_test, _ = self._stratify_xy( From 6e0c039566e3322b790930e74a9094afed09ea82 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 15:55:11 +0000 Subject: [PATCH 118/209] tests --- src/engineer/different_training_periods.py | 21 ++++++++++++--------- 1 file changed, 12 insertions(+), 9 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index bc280c1b4..1cb74d066 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -132,14 +132,6 @@ def _train_test_split( pred_months=pred_months, expected_length=expected_length, ) - if self._get_datetime(xy_test['y'].time.values[0]) == date(2000, 1, 31): - assert False - if self._get_datetime(xy_test['y'].time.values[0]) == date(2001, 1, 31): - assert False - if self._get_datetime(xy_test['y'].time.values[0]) == date(2000, 2, 29): - assert False - if self._get_datetime(xy_test['y'].time.values[0]) == date(2001, 2, 28): - assert False # NOTE: relax assumption that train_ds MUST BEFORE before test date if train_years is None: @@ -167,7 +159,7 @@ def _train_test_split( # each month in test_year produce an x,y pair for testing for year in test_years: - for month in range(1, 13): + for month in range(init_target_month, 13): if month > init_target_month: # prevents the initial test set from being recalculated xy_test, _ = self._stratify_xy( @@ -178,6 +170,17 @@ def _train_test_split( pred_months=pred_months, expected_length=expected_length, ) + if _ == date(1999, 12, 31): + assert False + if self._get_datetime(xy_test['y'].time.values[0]) == date(2000, 1, 31): + assert False + if self._get_datetime(xy_test['y'].time.values[0]) == date(2001, 1, 31): + assert False + if self._get_datetime(xy_test['y'].time.values[0]) == date(2000, 2, 29): + assert False + if self._get_datetime(xy_test['y'].time.values[0]) == date(2001, 2, 28): + assert False + if xy_test is not None: # check for data leakage # self.check_data_leakage(train_ds, xy_test) From 636774ab4d5b5953c97818711742d2c09001f1ef Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 15:58:50 +0000 Subject: [PATCH 119/209] tests --- src/engineer/different_training_periods.py | 12 +----------- 1 file changed, 1 insertion(+), 11 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 1cb74d066..681ff47f4 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -160,7 +160,7 @@ def _train_test_split( # each month in test_year produce an x,y pair for testing for year in test_years: for month in range(init_target_month, 13): - if month > init_target_month: + if (month > init_target_month) & (year == test_years[0]): # prevents the initial test set from being recalculated xy_test, _ = self._stratify_xy( ds=ds, @@ -170,16 +170,6 @@ def _train_test_split( pred_months=pred_months, expected_length=expected_length, ) - if _ == date(1999, 12, 31): - assert False - if self._get_datetime(xy_test['y'].time.values[0]) == date(2000, 1, 31): - assert False - if self._get_datetime(xy_test['y'].time.values[0]) == date(2001, 1, 31): - assert False - if self._get_datetime(xy_test['y'].time.values[0]) == date(2000, 2, 29): - assert False - if self._get_datetime(xy_test['y'].time.values[0]) == date(2001, 2, 28): - assert False if xy_test is not None: # check for data leakage From 928a9feff2155cf18d554ffa722a8b355455c33c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 16:00:10 +0000 Subject: [PATCH 120/209] tests --- src/engineer/different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 681ff47f4..86b1c987f 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -160,7 +160,7 @@ def _train_test_split( # each month in test_year produce an x,y pair for testing for year in test_years: for month in range(init_target_month, 13): - if (month > init_target_month) & (year == test_years[0]): + if (month > init_target_month) & (year != test_years[0]): # prevents the initial test set from being recalculated xy_test, _ = self._stratify_xy( ds=ds, From e52332689a31ff9771153a855e3d051d666dfa8c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 16:01:12 +0000 Subject: [PATCH 121/209] tests --- src/engineer/different_training_periods.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 86b1c987f..1fc2f471d 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -160,6 +160,8 @@ def _train_test_split( # each month in test_year produce an x,y pair for testing for year in test_years: for month in range(init_target_month, 13): + if (month == 1) & (year != test_years[0]): + assert False if (month > init_target_month) & (year != test_years[0]): # prevents the initial test set from being recalculated xy_test, _ = self._stratify_xy( From 332adb35c5fdcc34c9fde9c2b9a0dab6fb886ad5 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 16:02:45 +0000 Subject: [PATCH 122/209] tests --- src/engineer/different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 1fc2f471d..093cb9c88 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -162,7 +162,7 @@ def _train_test_split( for month in range(init_target_month, 13): if (month == 1) & (year != test_years[0]): assert False - if (month > init_target_month) & (year != test_years[0]): + if (month > init_target_month) | (year != test_years[0]): # prevents the initial test set from being recalculated xy_test, _ = self._stratify_xy( ds=ds, From d604d4e56b2ac1ea3ffc06412c1a9a9c75c1598d Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 16:03:03 +0000 Subject: [PATCH 123/209] tests --- src/engineer/different_training_periods.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 093cb9c88..eb69ef951 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -160,8 +160,6 @@ def _train_test_split( # each month in test_year produce an x,y pair for testing for year in test_years: for month in range(init_target_month, 13): - if (month == 1) & (year != test_years[0]): - assert False if (month > init_target_month) | (year != test_years[0]): # prevents the initial test set from being recalculated xy_test, _ = self._stratify_xy( From 36787016f5f5349fc20667538f9fcda3ab81db6a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 16:18:56 +0000 Subject: [PATCH 124/209] fixing black errors --- scripts/experiments/01_different_variables.py | 15 ++++++++------- src/engineer/__init__.py | 4 +++- src/engineer/different_training_periods.py | 13 +++++++------ src/engineer/one_month_forecast.py | 9 ++++----- 4 files changed, 22 insertions(+), 19 deletions(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 0f362eabc..fe72b2fa0 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -162,11 +162,12 @@ def run_all_models_as_experiments( def get_already_run(data_dir: Path, vars_joined: str, static: bool): - already_run = [m - for m in (data_dir / "models").glob( - f"*{vars_joined}_{'YES' if static else 'NO'}static" - ) - ] + already_run = [ + m + for m in (data_dir / "models").glob( + f"*{vars_joined}_{'YES' if static else 'NO'}static" + ) + ] return already_run @@ -219,7 +220,7 @@ def get_already_run(data_dir: Path, vars_joined: str, static: bool): if already_run != []: print( f'\n{"-" * 10}\Experiment ALREADY RUN: {vars_to_include} static:{static}\n{"-" * 10}', - 'Skipping to next experiment ...' + "Skipping to next experiment ...", ) continue @@ -230,4 +231,4 @@ def get_already_run(data_dir: Path, vars_joined: str, static: bool): except: print( f'\n{"-" * 10}\Experiment FAILED: {vars_to_include} static:{static}\n{"-" * 10}' - ) \ No newline at end of file + ) diff --git a/src/engineer/__init__.py b/src/engineer/__init__.py index 14432c5fd..021fcfe73 100644 --- a/src/engineer/__init__.py +++ b/src/engineer/__init__.py @@ -37,7 +37,9 @@ def __init__( engineer: _EngineerBase if experiment == "one_month_forecast": if different_training_periods: - engineer = _DifferentTrainingPeriodsEngineer(data_folder, process_static) + engineer = _DifferentTrainingPeriodsEngineer( + data_folder, process_static + ) else: engineer = _OneMonthForecastEngineer(data_folder, process_static) elif experiment == "nowcast": diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index eb69ef951..3546f0731 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -90,7 +90,7 @@ def _process_dynamic( target_variable=target_variable, pred_months=pred_months, expected_length=expected_length, - train_years=train_years + train_years=train_years, ) savepath = self.output_folder / "normalizing_dict.pkl" @@ -146,7 +146,7 @@ def _train_test_split( # save the xy_test dictionary if xy_test is not None: - test_dts.append(self._get_datetime(xy_test['y'].time.values[0])) + test_dts.append(self._get_datetime(xy_test["y"].time.values[0])) self._save( xy_test, year=test_years[0], @@ -174,12 +174,11 @@ def _train_test_split( if xy_test is not None: # check for data leakage # self.check_data_leakage(train_ds, xy_test) - test_dts.append(self._get_datetime( - xy_test['y'].time.values[0])) + test_dts.append(self._get_datetime(xy_test["y"].time.values[0])) self._save(xy_test, year=year, month=month, dataset_type="test") return train_ds, test_dts - def _stratify_training_data( + def _stratify_training_data( # type: ignore self, train_ds: xr.Dataset, test_dts: List[date], @@ -214,7 +213,9 @@ def _stratify_training_data( # only save if that year is in train_years # and that month is not in test_dts if arrays is not None: - if (cur_pred_year in train_years) and (self._get_datetime(arrays['y'].time.values[0]) not in test_dts): + if (cur_pred_year in train_years) and ( + self._get_datetime(arrays["y"].time.values[0]) not in test_dts + ): self._save( arrays, year=cur_pred_year, diff --git a/src/engineer/one_month_forecast.py b/src/engineer/one_month_forecast.py index 4b3728fae..f4ee1a5c7 100644 --- a/src/engineer/one_month_forecast.py +++ b/src/engineer/one_month_forecast.py @@ -2,7 +2,6 @@ import calendar from datetime import date import xarray as xr -import warnings from typing import cast, Dict, Optional, Tuple @@ -66,12 +65,12 @@ def _stratify_xy( x_dataset = ds.isel(time=x) y_dataset = ds.isel(time=y)[target_variable].to_dataset(name=target_variable) - if (x_dataset.time.size != expected_length): + if x_dataset.time.size != expected_length: # catch the errors as we get closer to the MINIMUM year print( - "For the `nowcast` experiment we expect the "\ - f"number of timesteps to be: {pred_months}. "\ - f"Currently: {x_dataset.time.size} "\ + "For the `nowcast` experiment we expect the " + f"number of timesteps to be: {pred_months}. " + f"Currently: {x_dataset.time.size} " f"You provided the argument expected_length: {expected_length}" ) return None, cast(date, max_train_date) From ed35cc54f2b367ba715c87c2e83f9c499b4baef5 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:00:01 +0000 Subject: [PATCH 125/209] rename experiment features dir --- .../02_different_training_periods.py | 26 ++++++++++++------- 1 file changed, 16 insertions(+), 10 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index c0a957016..1f223881f 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -147,14 +147,13 @@ def get_experiment_years( return test_years, train_years -def rename_model_experiment_file( - data_dir: Path, test_years: List[int], train_years: List[int], static: bool +def rename_experiment_dir( + data_dir: Path, train_hilo: str, test_hilo: str, train_length: int, dir_: str = 'models' ) -> None: - from_path = data_dir / "models" / "one_month_forecast" - str_test_years = "_".join(test_years) - str_train_years = "_".join(train_years) + from_path = data_dir / dir_ / "one_month_forecast" + to_path = ( - data_dir / "models" / f"one_month_forecast_{str_test_years}_{str_train_years}" + data_dir / dir_ / f"one_month_forecast_TR{train_hilo}_TE{test_hilo}_LEN{train_length}" ) # with_datetime ensures that unique @@ -164,6 +163,7 @@ def rename_model_experiment_file( def run_all_models_as_experiments( test_years: List[int], train_years: List[int], + ignore_vars: List[str], static: bool, run_regression: bool = True, ): @@ -208,7 +208,7 @@ def run_all_models_as_experiments( # RENAME DIRECTORY data_dir = get_data_path() - rename_model_experiment_file(data_dir) + rename_experiment_dir(data_dir, train_hilo=train_hilo, test_hilo=test_hilo, train_length=train_length) print(f"Experiment finished") @@ -283,8 +283,8 @@ def run_training_period_experiments(pred_months: int = 3): ) # TODO: DELETE this - test_years = [1998, 2001, 2002] - train_years = [1981, 1982, 1997, 2001, 2006] + # test_years = [1998, 2001, 2002] + # train_years = [1981, 1982, 1997, 2001, 2006] # 1981 = max, 1982 = 12, 1997 = 1-9, 2001 = 1-9, 2006 = 12, # test missing: 2000_1, 2002_1 @@ -321,7 +321,13 @@ def run_training_period_experiments(pred_months: int = 3): ) # add extra years if selected the first year in timeseries (often not 12months) - # e.g. 1981_11 is the first valid month in our dataset5 + # e.g. 1981_11 is the first valid month in our dataset + + + rename_experiment_dir( + data_dir, train_hilo=train_hilo, test_hilo=test_hilo, train_length=train_length, + dir_='features' + ) break From 00c81179c48cf26ef022c33014da276e73e9ec59 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:01:06 +0000 Subject: [PATCH 126/209] rename experiment features dir --- scripts/experiments/02_different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 1f223881f..88f585bd4 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -13,7 +13,7 @@ from src.analysis import read_train_data, read_test_data from src.analysis import all_explanations_for_file from src.engineer import Engineer -from scripts.utils import get_data_path +from scripts.utils import get_data_path, _rename_directory from _base_models import parsimonious, regression, linear_nn, rnn, earnn From cf86da021ed5f190382028c6e04c933d1085427f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:02:35 +0000 Subject: [PATCH 127/209] rename experiment features dir --- scripts/experiments/02_different_training_periods.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 88f585bd4..482ffb8b4 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -1,3 +1,4 @@ +from scripts.utils import get_data_path, _rename_directory import numpy as np import pandas as pd import xarray as xr @@ -13,7 +14,6 @@ from src.analysis import read_train_data, read_test_data from src.analysis import all_explanations_for_file from src.engineer import Engineer -from scripts.utils import get_data_path, _rename_directory from _base_models import parsimonious, regression, linear_nn, rnn, earnn @@ -320,12 +320,15 @@ def run_training_period_experiments(pred_months: int = 3): target_variable="VCI", ) + # TODO: # add extra years if selected the first year in timeseries (often not 12months) # e.g. 1981_11 is the first valid month in our dataset + # rename the features/one_month_forecast directory rename_experiment_dir( - data_dir, train_hilo=train_hilo, test_hilo=test_hilo, train_length=train_length, + data_dir, train_hilo=experiment.train_hilo, + test_hilo=experiment.test_hilo, train_length=train_length, dir_='features' ) From fe097e18d3854b13ac768edf21f48c7d133fb1d8 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:02:57 +0000 Subject: [PATCH 128/209] rename experiment features dir --- scripts/experiments/02_different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 482ffb8b4..e0ed499b3 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -1,4 +1,3 @@ -from scripts.utils import get_data_path, _rename_directory import numpy as np import pandas as pd import xarray as xr @@ -10,6 +9,7 @@ sys.path.append("../..") +from scripts.utils import get_data_path, _rename_directory from src.engineer import Engineer from src.analysis import read_train_data, read_test_data from src.analysis import all_explanations_for_file From 055a92ef7b5c3d8422b7ef8de9df9ab37b1e3d7a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:03:30 +0000 Subject: [PATCH 129/209] rename experiment features dir --- scripts/experiments/02_different_training_periods.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index e0ed499b3..fa7aac105 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -324,11 +324,13 @@ def run_training_period_experiments(pred_months: int = 3): # add extra years if selected the first year in timeseries (often not 12months) # e.g. 1981_11 is the first valid month in our dataset + # + # rename the features/one_month_forecast directory rename_experiment_dir( data_dir, train_hilo=experiment.train_hilo, - test_hilo=experiment.test_hilo, train_length=train_length, + test_hilo=experiment.test_hilo, train_length=len(train_years), dir_='features' ) From 969402bf3963bb3d92f7b4a74fcc2986545b176e Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:25:46 +0000 Subject: [PATCH 130/209] add model run --- .../02_different_training_periods.py | 82 +++++++++++-------- src/engineer/different_training_periods.py | 17 ---- 2 files changed, 47 insertions(+), 52 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index fa7aac105..d22f0c8f5 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -148,12 +148,18 @@ def get_experiment_years( def rename_experiment_dir( - data_dir: Path, train_hilo: str, test_hilo: str, train_length: int, dir_: str = 'models' + data_dir: Path, + train_hilo: str, + test_hilo: str, + train_length: int, + dir_: str = "models", ) -> None: from_path = data_dir / dir_ / "one_month_forecast" to_path = ( - data_dir / dir_ / f"one_month_forecast_TR{train_hilo}_TE{test_hilo}_LEN{train_length}" + data_dir + / dir_ + / f"one_month_forecast_TR{train_hilo}_TE{test_hilo}_LEN{train_length}" ) # with_datetime ensures that unique @@ -161,11 +167,13 @@ def rename_experiment_dir( def run_all_models_as_experiments( - test_years: List[int], - train_years: List[int], - ignore_vars: List[str], + train_hilo: str, + test_hilo: str, + train_length: int, + ignore_vars: Optional[List[str]] = None, static: bool, run_regression: bool = True, + all_models: bool = False, ): print(f"Experiment Static: {static}") @@ -176,39 +184,38 @@ def run_all_models_as_experiments( if static: # 'embeddings' or 'features' try: - linear_nn(ignore_vars=ignore_vars, static="embeddings") - except RuntimeError: - print(f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n") - - try: - rnn(ignore_vars=ignore_vars, static="embeddings") - except RuntimeError: - print(f"\n{'*'*10}\n FAILED: RNN \n{'*'*10}\n") - try: - earnn(pretrained=False, ignore_vars=ignore_vars, static="embeddings") except RuntimeError: print(f"\n{'*'*10}\n FAILED: EALSTM \n{'*'*10}\n") - else: - try: - linear_nn(ignore_vars=ignore_vars, static=None) - except RuntimeError: - print(f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n") + if all_models: # run all other models ? + try: + linear_nn(ignore_vars=ignore_vars, static="embeddings") + except RuntimeError: + print(f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n") + + try: + rnn(ignore_vars=ignore_vars, static="embeddings") + except RuntimeError: + print(f"\n{'*'*10}\n FAILED: RNN \n{'*'*10}\n") + else: # NO STATIC data try: rnn(ignore_vars=ignore_vars, static=None) except RuntimeError: print(f"\n{'*'*10}\n FAILED: RNN \n{'*'*10}\n") - try: - earnn(pretrained=False, ignore_vars=ignore_vars, static=None) - except RuntimeError: - print(f"\n{'*'*10}\n FAILED: EALSTM \n{'*'*10}\n") + if all_models: # run all other models ? + try: + linear_nn(ignore_vars=ignore_vars, static=None) + except RuntimeError: + print(f"\n{'*'*10}\n FAILED: LinearNN \n{'*'*10}\n") # RENAME DIRECTORY data_dir = get_data_path() - rename_experiment_dir(data_dir, train_hilo=train_hilo, test_hilo=test_hilo, train_length=train_length) + rename_experiment_dir( + data_dir, train_hilo=train_hilo, test_hilo=test_hilo, train_length=train_length + ) print(f"Experiment finished") @@ -283,11 +290,8 @@ def run_training_period_experiments(pred_months: int = 3): ) # TODO: DELETE this - # test_years = [1998, 2001, 2002] - # train_years = [1981, 1982, 1997, 2001, 2006] - - # 1981 = max, 1982 = 12, 1997 = 1-9, 2001 = 1-9, 2006 = 12, - # test missing: 2000_1, 2002_1 + test_years = [1998, 2001, 2002] + train_years = [1981, 1982, 1997, 2001, 2006] debug = True if debug: @@ -324,14 +328,22 @@ def run_training_period_experiments(pred_months: int = 3): # add extra years if selected the first year in timeseries (often not 12months) # e.g. 1981_11 is the first valid month in our dataset - # - + # Run the models + run_all_models_as_experiments(train_hilo=experiment.train_hilo, + test_hilo=experiment.test_hilo, + train_length=len(train_years), + ignore_vars=ignore_vars, + run_regression=False, + all_models=False + ) # rename the features/one_month_forecast directory rename_experiment_dir( - data_dir, train_hilo=experiment.train_hilo, - test_hilo=experiment.test_hilo, train_length=len(train_years), - dir_='features' + data_dir, + train_hilo=experiment.train_hilo, + test_hilo=experiment.test_hilo, + train_length=len(train_years), + dir_="features", ) break diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 3546f0731..e3939cab9 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -1,6 +1,5 @@ import numpy as np import pandas as pd -import calendar from datetime import date import xarray as xr import warnings @@ -8,7 +7,6 @@ from typing import cast, Dict, Optional, Tuple, List, Union -from ..utils import minus_months from .one_month_forecast import _OneMonthForecastEngineer @@ -75,12 +73,6 @@ def _process_dynamic( "Expect the train_ds to have" f"`time` dimension. \n{train_ds}" ) - if train_years is not None: - # select only the TRAINING years in train_years - ds_years = train_ds["time.year"].values - bool_train_years = [y in train_years for y in ds_years] - # train_ds = train_ds.sel(time=bool_train_years) - normalization_values = self._calculate_normalization_values(train_ds) # split train_ds into x, y for each year-month before `test_year` & save @@ -133,15 +125,6 @@ def _train_test_split( expected_length=expected_length, ) - # NOTE: relax assumption that train_ds MUST BEFORE before test date - if train_years is None: - # get the years BEFORE the test_year - train_dates = ds.time.values <= np.datetime64(str(min_test_date)) - else: - # train on the years defined - # train_dates = [int(y.values) in train_years for y in ds["time.year"]] - pass - # train_ds = ds.isel(time=train_dates) train_ds = ds # save the xy_test dictionary From ca177be6c472f28f38b43127fcdfbd27666858b2 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:27:09 +0000 Subject: [PATCH 131/209] add model run --- scripts/experiments/02_different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index d22f0c8f5..a6abcc9ee 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -170,8 +170,8 @@ def run_all_models_as_experiments( train_hilo: str, test_hilo: str, train_length: int, - ignore_vars: Optional[List[str]] = None, static: bool, + ignore_vars: Opstional[List[str]] = None, run_regression: bool = True, all_models: bool = False, ): From b911489d11f583816849283eb5239f111638f8a1 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:27:35 +0000 Subject: [PATCH 132/209] add model run --- scripts/experiments/02_different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index a6abcc9ee..0cfc978d8 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -171,7 +171,7 @@ def run_all_models_as_experiments( test_hilo: str, train_length: int, static: bool, - ignore_vars: Opstional[List[str]] = None, + ignore_vars: Optional[List[str]] = None, run_regression: bool = True, all_models: bool = False, ): From 257cc0b61ef22a70a02afca181712a3b9a0a0513 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:28:08 +0000 Subject: [PATCH 133/209] add model run --- scripts/experiments/02_different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 0cfc978d8..ce7417ed5 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -3,7 +3,7 @@ import xarray as xr from pathlib import Path import itertools -from typing import List, Union, Tuple, Dict +from typing import List, Union, Tuple, Dict, Optional import sys From 61af241a7e0213472b9b5438476e5798d624192f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:29:37 +0000 Subject: [PATCH 134/209] add model run --- scripts/experiments/02_different_training_periods.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index ce7417ed5..51a27c1c6 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -30,7 +30,7 @@ def sort_by_median_target_variable( sorted_df = median_data.sort_values(target_variable) sorted_years = sorted_df.year - return sorted_years.values, sorted_df + return sorted_years.values, sorted_dfrun_training_period_experiments def _calculate_hilo_dict(sorted_years: np.array) -> Dict[str, np.array]: @@ -328,7 +328,9 @@ def run_training_period_experiments(pred_months: int = 3): # add extra years if selected the first year in timeseries (often not 12months) # e.g. 1981_11 is the first valid month in our dataset - # Run the models + # Run the models\ + always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] + ignore_vars = always_ignore_vars run_all_models_as_experiments(train_hilo=experiment.train_hilo, test_hilo=experiment.test_hilo, train_length=len(train_years), From 85434b0921f60b0655d5937d73db0c3656bd3f7c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:30:07 +0000 Subject: [PATCH 135/209] add model run --- scripts/experiments/02_different_training_periods.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 51a27c1c6..9978a7c7f 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -30,7 +30,7 @@ def sort_by_median_target_variable( sorted_df = median_data.sort_values(target_variable) sorted_years = sorted_df.year - return sorted_years.values, sorted_dfrun_training_period_experiments + return sorted_years.values, sorted_df def _calculate_hilo_dict(sorted_years: np.array) -> Dict[str, np.array]: From 26bea1f9d313a3d403bc468c79f69cf6b6c19b61 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:30:53 +0000 Subject: [PATCH 136/209] add model run --- scripts/experiments/02_different_training_periods.py | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 9978a7c7f..0423a43bc 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -345,6 +345,7 @@ def run_training_period_experiments(pred_months: int = 3): train_hilo=experiment.train_hilo, test_hilo=experiment.test_hilo, train_length=len(train_years), + static=True, dir_="features", ) From 2ae00f59a67d0bd2887c178847e255c0ca6154e8 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:31:35 +0000 Subject: [PATCH 137/209] add model run --- scripts/experiments/02_different_training_periods.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 0423a43bc..6173093d6 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -336,7 +336,8 @@ def run_training_period_experiments(pred_months: int = 3): train_length=len(train_years), ignore_vars=ignore_vars, run_regression=False, - all_models=False + all_models=False, + static=True, ) # rename the features/one_month_forecast directory @@ -345,7 +346,6 @@ def run_training_period_experiments(pred_months: int = 3): train_hilo=experiment.train_hilo, test_hilo=experiment.test_hilo, train_length=len(train_years), - static=True, dir_="features", ) From 07acd5eb88e338f68a189af70fe7f57409e8907a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:48:41 +0000 Subject: [PATCH 138/209] get all experiments working --- scripts/experiments/02_different_training_periods.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 6173093d6..00f30ae47 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -349,8 +349,6 @@ def run_training_period_experiments(pred_months: int = 3): dir_="features", ) - break - if __name__ == "__main__": pred_months = 3 From 81ad80607075a320e4a98863999123a1b14a11d9 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:50:44 +0000 Subject: [PATCH 139/209] get all experiments working --- scripts/experiments/02_different_training_periods.py | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 00f30ae47..b88fd46bc 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -175,7 +175,8 @@ def run_all_models_as_experiments( run_regression: bool = True, all_models: bool = False, ): - print(f"Experiment Static: {static}") + # run baseline model + parsimonious() # RUN EXPERIMENTS if run_regression: @@ -289,10 +290,6 @@ def run_training_period_experiments(pred_months: int = 3): test_length=3, ) - # TODO: DELETE this - test_years = [1998, 2001, 2002] - train_years = [1981, 1982, 1997, 2001, 2006] - debug = True if debug: print( From 48e49ea6fd2f017930b0876649a8cf34aad9e610 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sat, 11 Jan 2020 17:57:19 +0000 Subject: [PATCH 140/209] black --- .../02_different_training_periods.py | 21 +++++++++++-------- 1 file changed, 12 insertions(+), 9 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index b88fd46bc..baa3045dd 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -176,7 +176,9 @@ def run_all_models_as_experiments( all_models: bool = False, ): # run baseline model + print("\n\nBASELINE MODEL:") parsimonious() + print("\n\n") # RUN EXPERIMENTS if run_regression: @@ -325,17 +327,18 @@ def run_training_period_experiments(pred_months: int = 3): # add extra years if selected the first year in timeseries (often not 12months) # e.g. 1981_11 is the first valid month in our dataset - # Run the models\ + # Run the models always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] ignore_vars = always_ignore_vars - run_all_models_as_experiments(train_hilo=experiment.train_hilo, - test_hilo=experiment.test_hilo, - train_length=len(train_years), - ignore_vars=ignore_vars, - run_regression=False, - all_models=False, - static=True, - ) + run_all_models_as_experiments( + train_hilo=experiment.train_hilo, + test_hilo=experiment.test_hilo, + train_length=len(train_years), + ignore_vars=ignore_vars, + run_regression=False, + all_models=False, + static=True, + ) # rename the features/one_month_forecast directory rename_experiment_dir( From a55ebe1f89388b2c82a47f97a8f4ab98073cfd44 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 12:48:37 +0000 Subject: [PATCH 141/209] update train_val_mask to prevent ALL being True / False --- .../02_different_training_periods.py | 7 +++--- scripts/utils.py | 24 +++++++++++++++++++ src/models/data.py | 9 +++++-- 3 files changed, 35 insertions(+), 5 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index baa3045dd..2a2c23082 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -166,7 +166,7 @@ def rename_experiment_dir( _rename_directory(from_path, to_path, with_datetime=True) -def run_all_models_as_experiments( +def run_experiments( train_hilo: str, test_hilo: str, train_length: int, @@ -270,6 +270,7 @@ def run_training_period_experiments(pred_months: int = 3): print(f"** min_year: {min(sorted_years)} max_year: {max(sorted_years)} **") # create all experiments + # train_hilo(9), test_hilo(3), train_length(1) print("** Creating all experiments **") hilos = ["high", "med", "low"] train_lengths = [5, 10, 20] @@ -283,7 +284,7 @@ def run_training_period_experiments(pred_months: int = 3): ] print("** Running all experiments **") - for experiment in experiments: + for experiment in experiments[4:]: test_years, train_years = get_experiment_years( sorted_years, experiment.train_length, @@ -330,7 +331,7 @@ def run_training_period_experiments(pred_months: int = 3): # Run the models always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] ignore_vars = always_ignore_vars - run_all_models_as_experiments( + run_experiments( train_hilo=experiment.train_hilo, test_hilo=experiment.test_hilo, train_length=len(train_years), diff --git a/scripts/utils.py b/scripts/utils.py index 7e6c18738..babca0293 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -1,6 +1,7 @@ import shutil from pathlib import Path import time +import json def get_data_path() -> Path: @@ -25,3 +26,26 @@ def _rename_directory( to_path = Path(to_path) shutil.move(from_path.as_posix(), to_path.as_posix()) print(f"MOVED {from_path} to {to_path}") + + +def get_results(dir_: Path): + """ Get the results from the results.json """ + + regex = r'\d{4}_\d{2}_\d{2}:\d{6}_' + + result_paths = [p for p in dir_.glob('*/*/results.json')] + experiments = [ + + ] + models = [p.parents[0].name for p in result_paths] + result_dicts = [json.load(p) for p in result_paths] + total_rmse = [d['total'] for d in result_dicts] + + for i, experiment in enumerate(experiments): + print( + f"Experiment: {experiment}\n" + f"Model: {models[i]}\n" + f"Persistence RMSE: {}\n" + f"RMSE: {}\n" + ) + diff --git a/src/models/data.py b/src/models/data.py index 2381aaffd..5dd533d56 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -193,8 +193,13 @@ def train_val_mask( The train mask and the val mask, both as lists """ assert val_ratio < 1, f"Val ratio must be smaller than 1" - train_mask = np.random.rand(mask_len) < 1 - val_ratio - val_mask = ~train_mask + train_mask = np.ones(mask_len).astype('bool') + val_mask = np.zeros(mask_len).astype('bool') + + # We don't want ALL values in train and none in val + while all(np.array(train_mask)) and all(~np.array(val_mask)): + train_mask = np.random.rand(mask_len) < 1 - val_ratio + val_mask = ~train_mask return train_mask.tolist(), val_mask.tolist() From 7ef39bf07bd08b58c9febd69667c76990baceda0 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 13:24:37 +0000 Subject: [PATCH 142/209] fix utils to include a get_results function --- scripts/utils.py | 51 +++++++++++++++++++++++++++++++++++------------- 1 file changed, 37 insertions(+), 14 deletions(-) diff --git a/scripts/utils.py b/scripts/utils.py index babca0293..7be6fae15 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -2,6 +2,7 @@ from pathlib import Path import time import json +import pandas as pd def get_data_path() -> Path: @@ -28,24 +29,46 @@ def _rename_directory( print(f"MOVED {from_path} to {to_path}") -def get_results(dir_: Path): - """ Get the results from the results.json """ +def get_results(dir_: Path, print: bool = True) -> pd.DataFrame: + """ Display the results from the results.json """ - regex = r'\d{4}_\d{2}_\d{2}:\d{6}_' + def _get_persistence_for_group(x): + return x.loc[x.model == 'previous_month'].total_rmse + # create a dataframe for the results in results.json result_paths = [p for p in dir_.glob('*/*/results.json')] experiments = [ + re.sub(date_regex, '', p.parents[1].name) + for p in result_paths + ] + df = pd.DataFrame({'experiment': experiments}) + # match the date_str if in the experiment name + date_regex = r'\d{4}_\d{2}_\d{2}:\d{6}_' + df['time'] = [ + re.match(date_regex, p.parents[1].name) + for p in result_paths ] - models = [p.parents[0].name for p in result_paths] - result_dicts = [json.load(p) for p in result_paths] - total_rmse = [d['total'] for d in result_dicts] - - for i, experiment in enumerate(experiments): - print( - f"Experiment: {experiment}\n" - f"Model: {models[i]}\n" - f"Persistence RMSE: {}\n" - f"RMSE: {}\n" - ) + df['model'] = [p.parents[0].name for p in result_paths] + result_dicts = [json.load(open(p, 'rb')) for p in result_paths] + df['total_rmse'] = [d['total'] for d in result_dicts] + + persistence_rmses = df.groupby( + 'experiment' + ).apply(_get_persistence_for_group).reset_index() + + if print: + for i, row in df.iterrows(): + persistence_score = persistence_rmses[ + 'total_rmse' + ].loc[persistence_rmses.experiment == row.experiment].values + + print( + f"Experiment: {row.experiment}\n" + f"Model: {row.model}\n" + f"Persistence RMSE: {persistence_score}\n" + f"RMSE: {row.total_rmse}\n" + ) + + return df From 69d6267825f6b84fe60c0d05a0d92071889d2b28 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 14:35:55 +0000 Subject: [PATCH 143/209] add print status for the _stratify_xy function --- src/engineer/different_training_periods.py | 1 + src/engineer/one_month_forecast.py | 14 ++++++++------ 2 files changed, 9 insertions(+), 6 deletions(-) diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index e3939cab9..2cca3a199 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -190,6 +190,7 @@ def _stratify_training_data( # type: ignore target_month=cur_pred_month, pred_months=pred_months, expected_length=expected_length, + print_status=False ) # Preventing data leakage: diff --git a/src/engineer/one_month_forecast.py b/src/engineer/one_month_forecast.py index f4ee1a5c7..75c5d6cc4 100644 --- a/src/engineer/one_month_forecast.py +++ b/src/engineer/one_month_forecast.py @@ -20,14 +20,15 @@ def _stratify_xy( target_month: int, pred_months: int = 11, expected_length: Optional[int] = 11, + print_status: bool = False, ) -> Tuple[Optional[Dict[str, xr.Dataset]], date]: """ Note: expected_length should be the same as pred_months when the timesteps are monthly, but should be more if the timesteps are at shorter resolution than monthly. """ - - print(f"Generating data for year: {year}, target month: {target_month}") + if print_status: + print(f"Generating data for year: {year}, target month: {target_month}") max_date = date(year, target_month, calendar.monthrange(year, target_month)[-1]) mx_year, mx_month, max_train_date = minus_months( @@ -41,10 +42,11 @@ def _stratify_xy( max_date_np = np.datetime64(str(max_date)) max_train_date_np = np.datetime64(str(max_train_date)) - print( - f"Max date: {str(max_date)}, max input date: {str(max_train_date)}, " - f"min input date: {str(min_date)}" - ) + if print_status: + print( + f"Max date: {str(max_date)}, max input date: {str(max_train_date)}, " + f"min input date: {str(min_date)}" + ) # boolean array indexing the timestamps to filter `ds` x = (ds.time.values > min_date_np) & (ds.time.values <= max_train_date_np) From 5a3c21b7a192a6eaa98b37fb445682a545ee00cb Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 15:25:20 +0000 Subject: [PATCH 144/209] minimum year can't be in test years --- .../02_different_training_periods.py | 22 ++++++++++++++++--- 1 file changed, 19 insertions(+), 3 deletions(-) diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 2a2c23082..873c59964 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -65,11 +65,17 @@ def get_experiment_years( "med", ], "hilo must be one of ['high', 'low', 'med']" + minimum_year = min(sorted_years) + # 1. split into low, med, high groups test_dict = _calculate_hilo_dict(sorted_years) # 2. select randomly the TEST years from these groups - test_years = np.random.choice(test_dict[test_hilo], test_length, replace=False) + # DON'T ALLOW the minimum year to be in test set because limits number of test + # months + test_years = [minimum_year, minimum_year, minimum_year] + while minimum_year in test_years: + test_years = np.random.choice(test_dict[test_hilo], test_length, replace=False) # test_indexes = np.array( # [np.where(test_dict[test_hilo] == i) for i in test_years] # ).flatten() @@ -219,7 +225,14 @@ def run_experiments( rename_experiment_dir( data_dir, train_hilo=train_hilo, test_hilo=test_hilo, train_length=train_length ) - print(f"Experiment finished") + print( + f"\n**Experiment finished**\n", + "train_length: " + str(train_length), + "test_hilo: " + test_hilo, + "train_hilo: " + train_hilo, + "\ntrain_years:\n", train_years, "\n", + "test_years:\n", test_years, + ) class Experiment: @@ -240,6 +253,8 @@ class Experiment: test_length: int = 3 train_hilo: str test_hilo: str + + TODO: put the get_experiment_years function inside this class! """ def __init__( @@ -254,6 +269,7 @@ def __init__( assert test_hilo in ["high", "med", "low"] + def run_training_period_experiments(pred_months: int = 3): expected_length = pred_months @@ -284,7 +300,7 @@ def run_training_period_experiments(pred_months: int = 3): ] print("** Running all experiments **") - for experiment in experiments[4:]: + for experiment in experiments[7:]: test_years, train_years = get_experiment_years( sorted_years, experiment.train_length, From 43a500e418e84e2a0da69b0da513c7e1ef54d095 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 15:25:38 +0000 Subject: [PATCH 145/209] clean up get_results --- scripts/utils.py | 39 +++++++++++++++++---------------------- 1 file changed, 17 insertions(+), 22 deletions(-) diff --git a/scripts/utils.py b/scripts/utils.py index 7be6fae15..d4822390b 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -33,35 +33,31 @@ def get_results(dir_: Path, print: bool = True) -> pd.DataFrame: """ Display the results from the results.json """ def _get_persistence_for_group(x): - return x.loc[x.model == 'previous_month'].total_rmse + return x.loc[x.model == "previous_month"].total_rmse # create a dataframe for the results in results.json - result_paths = [p for p in dir_.glob('*/*/results.json')] - experiments = [ - re.sub(date_regex, '', p.parents[1].name) - for p in result_paths - ] - df = pd.DataFrame({'experiment': experiments}) + result_paths = [p for p in dir_.glob("*/*/results.json")] + experiments = [re.sub(date_regex, "", p.parents[1].name) for p in result_paths] + df = pd.DataFrame({"experiment": experiments}) # match the date_str if in the experiment name - date_regex = r'\d{4}_\d{2}_\d{2}:\d{6}_' - df['time'] = [ - re.match(date_regex, p.parents[1].name) - for p in result_paths - ] - df['model'] = [p.parents[0].name for p in result_paths] - result_dicts = [json.load(open(p, 'rb')) for p in result_paths] - df['total_rmse'] = [d['total'] for d in result_dicts] + date_regex = r"\d{4}_\d{2}_\d{2}:\d{6}_" + df["time"] = [re.match(date_regex, p.parents[1].name) for p in result_paths] + df["model"] = [p.parents[0].name for p in result_paths] + result_dicts = [json.load(open(p, "rb")) for p in result_paths] + df["total_rmse"] = [d["total"] for d in result_dicts] - persistence_rmses = df.groupby( - 'experiment' - ).apply(_get_persistence_for_group).reset_index() + persistence_rmses = ( + df.groupby("experiment").apply(_get_persistence_for_group).reset_index() + ) if print: for i, row in df.iterrows(): - persistence_score = persistence_rmses[ - 'total_rmse' - ].loc[persistence_rmses.experiment == row.experiment].values + persistence_score = ( + persistence_rmses["total_rmse"] + .loc[persistence_rmses.experiment == row.experiment] + .values + ) print( f"Experiment: {row.experiment}\n" @@ -71,4 +67,3 @@ def _get_persistence_for_group(x): ) return df - From 107250ce5d7dfcd7826579caab536eb34236593c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 15:25:57 +0000 Subject: [PATCH 146/209] add models_experiment directory to admin regions --- .../region_analysis/administrative_region_analysis.py | 6 +++++- src/analysis/region_analysis/base.py | 7 ++++++- 2 files changed, 11 insertions(+), 2 deletions(-) diff --git a/src/analysis/region_analysis/administrative_region_analysis.py b/src/analysis/region_analysis/administrative_region_analysis.py index fdf41c84e..30f1280cf 100644 --- a/src/analysis/region_analysis/administrative_region_analysis.py +++ b/src/analysis/region_analysis/administrative_region_analysis.py @@ -13,12 +13,16 @@ class AdministrativeRegionAnalysis(RegionAnalysis): admin_boundaries = True def __init__( - self, data_dir: Path = Path("data"), experiment: str = "one_month_forecast" + self, + data_dir: Path = Path("data"), + experiment: str = "one_month_forecast", + models_experiment_dir: Optional[str] = None, ): super().__init__( data_dir=data_dir, experiment=experiment, admin_boundaries=self.admin_boundaries, + models_experiment_dir=models_experiment_dir, ) @staticmethod diff --git a/src/analysis/region_analysis/base.py b/src/analysis/region_analysis/base.py index 99e44e339..f6a4d9a8a 100644 --- a/src/analysis/region_analysis/base.py +++ b/src/analysis/region_analysis/base.py @@ -46,6 +46,7 @@ def __init__( experiment: str = "one_month_forecast", models: Union[List[str], None] = None, admin_boundaries: bool = True, + models_experiment_dir: Optional[str] = None, ): """Base RegionAnalysis class. @@ -65,7 +66,11 @@ def __init__( self.true_variable: Optional[str] = None self.data_dir: Path = data_dir - self.models_dir: Path = data_dir / "models" / experiment + + if models_experiment_dir is None: + models_experiment_dir = experiment + + self.models_dir: Path = data_dir / "models" / models_experiment_dir self.features_dir: Path = data_dir / "features" / experiment / "test" assert self.models_dir.exists(), ( "Require {data_path}/models to have been" "created by the pipeline." From 9985ec1a41844564a11fc307af5a6d8f4781e7ca Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 15:26:34 +0000 Subject: [PATCH 147/209] black --- src/analysis/region_analysis/region_geo_plotter.py | 4 +++- src/engineer/different_training_periods.py | 3 +-- src/models/data.py | 4 ++-- 3 files changed, 6 insertions(+), 5 deletions(-) diff --git a/src/analysis/region_analysis/region_geo_plotter.py b/src/analysis/region_analysis/region_geo_plotter.py index 47fec3c76..4ad75c73f 100644 --- a/src/analysis/region_analysis/region_geo_plotter.py +++ b/src/analysis/region_analysis/region_geo_plotter.py @@ -174,7 +174,9 @@ def merge_all_model_performances_gdfs( return self.gdf @staticmethod - def get_metric(selection: str, gdf: GeoDataFrame, **kwargs) -> PlotMetric: # type: ignore + def get_metric( + selection: str, gdf: GeoDataFrame, **kwargs + ) -> PlotMetric: # type: ignore rmse_vmin = kwargs["rmse_vmin"] if "rmse_vmin" in kwargs else None rmse_vmax = ( kwargs["rmse_vmax"] diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 2cca3a199..5405c3467 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -1,4 +1,3 @@ -import numpy as np import pandas as pd from datetime import date import xarray as xr @@ -190,7 +189,7 @@ def _stratify_training_data( # type: ignore target_month=cur_pred_month, pred_months=pred_months, expected_length=expected_length, - print_status=False + print_status=False, ) # Preventing data leakage: diff --git a/src/models/data.py b/src/models/data.py index 5dd533d56..4a91c2072 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -193,8 +193,8 @@ def train_val_mask( The train mask and the val mask, both as lists """ assert val_ratio < 1, f"Val ratio must be smaller than 1" - train_mask = np.ones(mask_len).astype('bool') - val_mask = np.zeros(mask_len).astype('bool') + train_mask = np.ones(mask_len).astype("bool") + val_mask = np.zeros(mask_len).astype("bool") # We don't want ALL values in train and none in val while all(np.array(train_mask)) and all(~np.array(val_mask)): From fdc4077c9de59549539cd17d8d50f638feff5689 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 15:26:57 +0000 Subject: [PATCH 148/209] test to predict with NON VCI components --- scripts/experiments/06_non_vci_predictors.py | 38 ++++++++++++++++++++ 1 file changed, 38 insertions(+) create mode 100644 scripts/experiments/06_non_vci_predictors.py diff --git a/scripts/experiments/06_non_vci_predictors.py b/scripts/experiments/06_non_vci_predictors.py new file mode 100644 index 000000000..5593e6094 --- /dev/null +++ b/scripts/experiments/06_non_vci_predictors.py @@ -0,0 +1,38 @@ +import sys +sys.path.append("../..") + +from _base_models import parsimonious, regression, linear_nn, rnn, earnn +from scripts.utils import _rename_directory, get_data_path + +if __name__ == "__main__": + # important_vars = ["VCI", "precip", "t2m", "pev", "p0005", "SMsurf", "SMroot"] + # always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "E", "p0001"] + important_vars = ["precip", "t2m", "pev", "E", "SMsurf", "SMroot"] + always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "VCI"] + + # parsimonious() + # regression(ignore_vars=always_ignore_vars) + # gbdt(ignore_vars=always_ignore_vars) + # linear_nn(ignore_vars=always_ignore_vars) + # rnn(ignore_vars=always_ignore_vars) + earnn( + experiment="one_month_forecast", + include_pred_month=True, + surrounding_pixels=None, + pretrained=False, + explain=False, + static="features", + ignore_vars=always_ignore_vars, + num_epochs=50, + early_stopping=5, + hidden_size=256, + static_embedding_size=64, + ) + + # rename the output file + data_path = get_data_path() + + _rename_directory( + from_path=data_path / "models" / "one_month_forecast", + to_path=data_path / "models" / "one_month_forecast_BASE", + ) From 39da554740aeabe617c1e2393c8b6de4ec0a3a8b Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 18:07:49 +0000 Subject: [PATCH 149/209] black preprocessors --- src/preprocess/base.py | 2 +- src/preprocess/seas5/s5.py | 2 +- src/preprocess/srtm.py | 2 +- src/preprocess/utils.py | 4 +++- src/preprocess/vhi.py | 2 +- 5 files changed, 7 insertions(+), 5 deletions(-) diff --git a/src/preprocess/base.py b/src/preprocess/base.py index b4379fb6a..e2f15ad0e 100644 --- a/src/preprocess/base.py +++ b/src/preprocess/base.py @@ -149,7 +149,7 @@ def regrid( savedir = self.preprocessed_folder / filename regridder = xesmf.Regridder( # type: ignore - ds, ds_out, method, filename=str(savedir), reuse_weights=False, + ds, ds_out, method, filename=str(savedir), reuse_weights=False ) variables = [v for v in ds.data_vars] diff --git a/src/preprocess/seas5/s5.py b/src/preprocess/seas5/s5.py index f8728ec71..1099e4842 100644 --- a/src/preprocess/seas5/s5.py +++ b/src/preprocess/seas5/s5.py @@ -24,7 +24,7 @@ def __init__( self.parallel = parallel def get_filepaths( # type: ignore - self, target_folder: Path, variable: str, grib: bool = True, + self, target_folder: Path, variable: str, grib: bool = True ) -> List[Path]: # if target_folder.name == 'raw': # target_folder = self.raw_folder diff --git a/src/preprocess/srtm.py b/src/preprocess/srtm.py index 707286417..c400b557e 100644 --- a/src/preprocess/srtm.py +++ b/src/preprocess/srtm.py @@ -13,7 +13,7 @@ class SRTMPreprocessor(BasePreProcessor): static = True def regrid( # type: ignore - self, ds: xr.Dataset, regrid: Path, method: str = "remapbil", + self, ds: xr.Dataset, regrid: Path, method: str = "remapbil" ) -> xr.Dataset: acceptable_methods = { diff --git a/src/preprocess/utils.py b/src/preprocess/utils.py index f53a43d76..e6307207c 100644 --- a/src/preprocess/utils.py +++ b/src/preprocess/utils.py @@ -99,7 +99,9 @@ def __init__(self): from shapely.geometry import Polygon @staticmethod - def transform_from_latlon(lat: xr.DataArray, lon: xr.DataArray) -> Affine: # type: ignore + def transform_from_latlon( + lat: xr.DataArray, lon: xr.DataArray + ) -> Affine: # type: ignore """ input 1D array of lat / lon and output an Affine transformation """ lat = np.asarray(lat) diff --git a/src/preprocess/vhi.py b/src/preprocess/vhi.py index ad82b2ae7..942482322 100644 --- a/src/preprocess/vhi.py +++ b/src/preprocess/vhi.py @@ -71,7 +71,7 @@ def _preprocess( # 3. create the filepath filename = self.create_filename( - timestamp, netcdf_filepath, subset_name=subset_str, + timestamp, netcdf_filepath, subset_name=subset_str ) # test if the file already exists From 0d18c781efa7800a9238d35768165a1559b38244 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 18:16:47 +0000 Subject: [PATCH 150/209] update get_results function --- scripts/utils.py | 23 ++++++++++++++++++++--- 1 file changed, 20 insertions(+), 3 deletions(-) diff --git a/scripts/utils.py b/scripts/utils.py index d4822390b..0b0e74317 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -3,6 +3,8 @@ import time import json import pandas as pd +import re +from datetime import datetime def get_data_path() -> Path: @@ -29,20 +31,35 @@ def _rename_directory( print(f"MOVED {from_path} to {to_path}") -def get_results(dir_: Path, print: bool = True) -> pd.DataFrame: +def get_results(model_dir: Path, print: bool = True) -> pd.DataFrame: """ Display the results from the results.json """ def _get_persistence_for_group(x): return x.loc[x.model == "previous_month"].total_rmse # create a dataframe for the results in results.json - result_paths = [p for p in dir_.glob("*/*/results.json")] + result_paths = [p for p in model_dir.glob("*/*/results.json")] experiments = [re.sub(date_regex, "", p.parents[1].name) for p in result_paths] df = pd.DataFrame({"experiment": experiments}) # match the date_str if in the experiment name date_regex = r"\d{4}_\d{2}_\d{2}:\d{6}_" - df["time"] = [re.match(date_regex, p.parents[1].name) for p in result_paths] + date_matches = [ + re.match(date_regex, p.parents[1].name) + for p in result_paths + ] + + datetimes = [] + for dt in date_matches: + if dt is None: + datetimes.append(None) + else: + datetimes.append( + pd.to_datetime(datetime.strptime(dt.group(), "%Y_%m_%d:%H%M%S_")) + ) + + df["time"] = datetimes + df["model"] = [p.parents[0].name for p in result_paths] result_dicts = [json.load(open(p, "rb")) for p in result_paths] df["total_rmse"] = [d["total"] for d in result_dicts] From 2070f967397ded455188558f007b46e0d4e1ecea Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 18:17:55 +0000 Subject: [PATCH 151/209] fix get_results --- scripts/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/utils.py b/scripts/utils.py index 0b0e74317..ef88a1195 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -39,11 +39,11 @@ def _get_persistence_for_group(x): # create a dataframe for the results in results.json result_paths = [p for p in model_dir.glob("*/*/results.json")] + date_regex = r"\d{4}_\d{2}_\d{2}:\d{6}_" experiments = [re.sub(date_regex, "", p.parents[1].name) for p in result_paths] df = pd.DataFrame({"experiment": experiments}) # match the date_str if in the experiment name - date_regex = r"\d{4}_\d{2}_\d{2}:\d{6}_" date_matches = [ re.match(date_regex, p.parents[1].name) for p in result_paths From 9909cbae030dc247b09ad453e592772e896ea0f9 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 18:20:13 +0000 Subject: [PATCH 152/209] dont overwrite print you mug --- scripts/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scripts/utils.py b/scripts/utils.py index ef88a1195..70eb40c05 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -31,7 +31,7 @@ def _rename_directory( print(f"MOVED {from_path} to {to_path}") -def get_results(model_dir: Path, print: bool = True) -> pd.DataFrame: +def get_results(model_dir: Path, print_output: bool = True) -> pd.DataFrame: """ Display the results from the results.json """ def _get_persistence_for_group(x): @@ -68,7 +68,7 @@ def _get_persistence_for_group(x): df.groupby("experiment").apply(_get_persistence_for_group).reset_index() ) - if print: + if print_output: for i, row in df.iterrows(): persistence_score = ( persistence_rmses["total_rmse"] From caf051252194fb0a5b249e01bf856e8c39184aa6 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 18:27:06 +0000 Subject: [PATCH 153/209] update utils function --- scripts/utils.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/scripts/utils.py b/scripts/utils.py index 70eb40c05..e24aa18b0 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -44,10 +44,7 @@ def _get_persistence_for_group(x): df = pd.DataFrame({"experiment": experiments}) # match the date_str if in the experiment name - date_matches = [ - re.match(date_regex, p.parents[1].name) - for p in result_paths - ] + date_matches = [re.match(date_regex, p.parents[1].name) for p in result_paths] datetimes = [] for dt in date_matches: @@ -68,6 +65,11 @@ def _get_persistence_for_group(x): df.groupby("experiment").apply(_get_persistence_for_group).reset_index() ) + # merge values for that experiment + df = df.merge(persistence_rmses.drop(columns="level_1"), on="experiment").rename( + columns=dict(total_rmse_y="previous_month_score") + ) + if print_output: for i, row in df.iterrows(): persistence_score = ( From 80a4eb6d08a6cc8cc925d2f25a2ab9f172b5de5e Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 18:39:14 +0000 Subject: [PATCH 154/209] update experiment scripts --- .../02_different_training_periods.py | 68 ++++++++++++++++++- scripts/experiments/06_non_vci_predictors.py | 1 + scripts/experiments/07_nowcast.py | 41 +++++++++++ 3 files changed, 107 insertions(+), 3 deletions(-) create mode 100644 scripts/experiments/07_nowcast.py diff --git a/scripts/experiments/02_different_training_periods.py b/scripts/experiments/02_different_training_periods.py index 873c59964..821a1f827 100644 --- a/scripts/experiments/02_different_training_periods.py +++ b/scripts/experiments/02_different_training_periods.py @@ -1,8 +1,56 @@ +""" + +RERUN: +======== +chose 8 test years? +test_hilo: high / train_hilo: high / train_length: 5 +_one_month_forecast_TRhigh_TEhigh_LEN5/test + +chose 5 test years +test_hilo: med / train_hilo: high / train_length: 10 +one_month_forecast_TRhigh_TEmed_LEN10/test + +chose 2 test years +test_hilo: low / train_hilo: high / train_length: 20 +one_month_forecast_TRhigh_TElow_LEN20/ + +chose 5 test years +test_hilo: med / train_hilo: high / train_length: 10 +one_month_forecast_TRhigh_TEmed_LEN10/ + +DIDN'T RUN +test_hilo: med / train_hilo: high / train_length: 5 +one_month_forecast_TRhigh_TEmed_LEN5/ + + + + +chose 1981 as a test year +test_hilo: high / train_hilo: med / train_length: 20 +one_month_forecast_TRmed_TEhigh_LEN20/test + +ealstm failed +test_hilo: low / train_hilo: med / train_length: 10 +*one_month_forecast_TRmed_TElow_LEN10/ealstm + +only chose 2 test years +test_hilo: low / train_hilo: med / train_length: 20 +one_month_forecast_TRmed_TElow_LEN20 + + + +chose 1981 as a test year +test_hilo: high / train_hilo: low / train_length: 5 +one_month_forecast_TRlow_TEhigh_LEN5 + + +""" import numpy as np import pandas as pd import xarray as xr from pathlib import Path import itertools +import json from typing import List, Union, Tuple, Dict, Optional import sys @@ -230,8 +278,11 @@ def run_experiments( "train_length: " + str(train_length), "test_hilo: " + test_hilo, "train_hilo: " + train_hilo, - "\ntrain_years:\n", train_years, "\n", - "test_years:\n", test_years, + "\ntrain_years:\n", + train_years, + "\n", + "test_years:\n", + test_years, ) @@ -269,7 +320,6 @@ def __init__( assert test_hilo in ["high", "med", "low"] - def run_training_period_experiments(pred_months: int = 3): expected_length = pred_months @@ -357,6 +407,18 @@ def run_training_period_experiments(pred_months: int = 3): static=True, ) + # save some key facts about the experiment to an experiment.json file + expt_dict = dict( + train_hilo=experiment.train_hilo, + test_hilo=experiment.test_hilo, + train_length=len(train_years), + ignore_vars=ignore_vars, + train_years=train_years, + test_years=test_years, + ) + with open(data_dir / "models/one_month_forecast/experiment.json", "wb") as fp: + json.dump(expt_dict, fp, sort_keys=True, indent=4) + # rename the features/one_month_forecast directory rename_experiment_dir( data_dir, diff --git a/scripts/experiments/06_non_vci_predictors.py b/scripts/experiments/06_non_vci_predictors.py index 5593e6094..a185dbf70 100644 --- a/scripts/experiments/06_non_vci_predictors.py +++ b/scripts/experiments/06_non_vci_predictors.py @@ -1,4 +1,5 @@ import sys + sys.path.append("../..") from _base_models import parsimonious, regression, linear_nn, rnn, earnn diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py new file mode 100644 index 000000000..7c7248c64 --- /dev/null +++ b/scripts/experiments/07_nowcast.py @@ -0,0 +1,41 @@ +import sys + +sys.path.append("../..") + +from scripts.utils import _rename_directory, get_data_path +from _base_models import parsimonious, regression, linear_nn, rnn, earnn + +if __name__ == "__main__": + # NOTE: why have we downloaded 2 variables for ERA5 evaporaton + # important_vars = ["VCI", "precip", "t2m", "pev", "p0005", "SMsurf", "SMroot"] + # always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "E", "p0001"] + important_vars = ["VCI", "precip", "t2m", "pev", "E", "SMsurf", "SMroot"] + always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] + + # parsimonious() + # regression(ignore_vars=always_ignore_vars) + # gbdt(ignore_vars=always_ignore_vars) + # linear_nn(ignore_vars=always_ignore_vars) + # rnn(ignore_vars=always_ignore_vars) + earnn( + experiment="nowcast", + include_pred_month=True, + surrounding_pixels=None, + pretrained=False, + explain=False, + static="features", + ignore_vars=always_ignore_vars, + num_epochs=50, + early_stopping=5, + hidden_size=256, + static_embedding_size=64, + ) + + # rename the output file + data_path = get_data_path() + + _rename_directory( + from_path=data_path / "models" / "nowcast", + to_path=data_path / "models" / "nowcast_tommy", + with_datetime=True + ) From 8c313b97cda244e0f8157ae580759b492789b3d6 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 18:40:15 +0000 Subject: [PATCH 155/209] update nowcast expt --- scripts/experiments/07_nowcast.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 7c7248c64..19068b171 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -12,7 +12,7 @@ important_vars = ["VCI", "precip", "t2m", "pev", "E", "SMsurf", "SMroot"] always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] - # parsimonious() + parsimonious() # regression(ignore_vars=always_ignore_vars) # gbdt(ignore_vars=always_ignore_vars) # linear_nn(ignore_vars=always_ignore_vars) From ca532c1f13f35b798cd381ee50ec247a4bb90d97 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 18:41:08 +0000 Subject: [PATCH 156/209] fix nowcast --- scripts/experiments/07_nowcast.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 19068b171..e63ac03c2 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -12,7 +12,7 @@ important_vars = ["VCI", "precip", "t2m", "pev", "E", "SMsurf", "SMroot"] always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] - parsimonious() + parsimonious(experiment="nowcast") # regression(ignore_vars=always_ignore_vars) # gbdt(ignore_vars=always_ignore_vars) # linear_nn(ignore_vars=always_ignore_vars) From 7e844795250f4f70d7966e3d07742277c0a66a86 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 12 Jan 2020 19:08:56 +0000 Subject: [PATCH 157/209] mypy and notebooks --- .../draft/28_best_performing_model.ipynb | 6 +- notebooks/draft/29_tl_predict_delta.ipynb | 2097 +++++++++++++++++ scripts/experiments/07_nowcast.py | 2 +- scripts/utils.py | 3 + .../region_analysis/region_geo_plotter.py | 4 +- src/engineer/different_training_periods.py | 2 +- 6 files changed, 2107 insertions(+), 7 deletions(-) create mode 100644 notebooks/draft/29_tl_predict_delta.ipynb diff --git a/notebooks/draft/28_best_performing_model.ipynb b/notebooks/draft/28_best_performing_model.ipynb index 2d031a09c..d46cf094f 100644 --- a/notebooks/draft/28_best_performing_model.ipynb +++ b/notebooks/draft/28_best_performing_model.ipynb @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ diff --git a/notebooks/draft/29_tl_predict_delta.ipynb b/notebooks/draft/29_tl_predict_delta.ipynb new file mode 100644 index 000000000..6f074faf4 --- /dev/null +++ b/notebooks/draft/29_tl_predict_delta.ipynb @@ -0,0 +1,2097 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Predict Delta" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data/')\n", + "\n", + "assert data_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from src.utils import drop_nans_and_flatten\n", + "\n", + "from src.analysis import read_train_data, read_test_data, read_pred_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, y_train = read_train_data(data_dir)\n", + "X_test, y_test = read_test_data(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')\n", + "d_ = xr.merge([X_train, X_test]).sortby('time').sortby('lat')\n", + "ds = xr.merge([ds, d_])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from src.utils import get_ds_mask\n", + "mask = get_ds_mask(X_train.VCI)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "['ealstm', 'linear_network', 'rnn']" + ], + "text/plain": [ + "['ealstm', 'linear_network', 'rnn']" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[d.name for d in (data_dir / 'models' / 'one_month_forecast_predict_delta').iterdir()]" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# Standard Experiments\n", + "bline_pred = read_pred_data('previous_month', data_dir)[-1].where(~mask)\n", + "orig_ln_pred = read_pred_data('linear_network', data_dir,)[-1].where(~mask)\n", + "orig_rnn_pred = read_pred_data('rnn', data_dir,)[-1].where(~mask)\n", + "orig_ealstm_pred = read_pred_data('ealstm', data_dir)[-1].where(~mask)\n", + "\n", + "# Predict Delta Experiments \n", + "ln_pred = read_pred_data('linear_network', data_dir, experiment='one_month_forecast_predict_delta')[-1].where(~mask)\n", + "ealstm_pred = read_pred_data('ealstm', data_dir, experiment='one_month_forecast_predict_delta')[-1].where(~mask)\n", + "\n", + "# ealstm_pred = read_pred_data('ealstm', data_dir)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explore how perform in each month" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import annual_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + }, + { + "data": { + "text/html": [ + "[]" + ], + "text/plain": [ + "[]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print((data_dir / 'models/one_month_forecast_predict_delta/rnn/').exists())\n", + "[d.name for d in (data_dir / 'models/one_month_forecast_predict_delta/rnn/').iterdir()]" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ealstmlinear_networkmonthyearmetrictimeprevious_monthorig_linear_networkorig_ealstmorig_rnn
09.51823520.3160861.02011.0rmse2011-01-019.7957722.49041813.40210611.853916
19.51823520.3160861.02011.0rmse2011-01-019.79577-0.3549950.5188410.623585
29.51823520.3160861.02011.0rmse2011-01-019.7957722.49041813.40210611.853916
39.51823520.3160861.02011.0rmse2011-01-019.79577-0.3549950.5188410.623585
49.51823520.3160861.02011.0rmse2011-01-019.7957722.49041813.40210611.853916
\n", + "
" + ], + "text/plain": [ + " ealstm linear_network month year metric time previous_month \\\n", + "0 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "1 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "2 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "3 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "4 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "\n", + " orig_linear_network orig_ealstm orig_rnn \n", + "0 22.490418 13.402106 11.853916 \n", + "1 -0.354995 0.518841 0.623585 \n", + "2 22.490418 13.402106 11.853916 \n", + "3 -0.354995 0.518841 0.623585 \n", + "4 22.490418 13.402106 11.853916 " + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# load the monthly scores dictionary\n", + "experiment = 'one_month_forecast_predict_delta'\n", + "monthly_scores = annual_scores(\n", + " data_path=data_dir,\n", + " models=['linear_network', 'ealstm'],\n", + " metrics=['rmse', 'r2'],\n", + " pred_years=[y for y in range(2011, 2019)],\n", + " experiment=experiment,\n", + " true_data_experiment='one_month_forecast',\n", + " target_var='VCI',\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")\n", + "monthly_scores['time'] = monthly_scores.apply(lambda row: pd.to_datetime(f\"{int(row.month)}-{int(row.year)}\"), axis=1)\n", + "\n", + "monthly_scores2 = annual_scores(\n", + " data_path=data_dir,\n", + " models=['linear_network', 'ealstm', 'rnn', 'previous_month'],\n", + " metrics=['rmse', 'r2'],\n", + " pred_years=[y for y in range(2011, 2019)],\n", + " experiment='one_month_forecast',\n", + " true_data_experiment='one_month_forecast',\n", + " target_var='VCI',\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")\n", + "monthly_scores2['time'] = monthly_scores.apply(lambda row: pd.to_datetime(f\"{int(row.month)}-{int(row.year)}\"), axis=1)\n", + "\n", + "# rename columns and to merge dataframes\n", + "monthly_scores2 = monthly_scores2.join(\n", + " monthly_scores2[['linear_network', 'ealstm', 'rnn']].add_prefix('orig_')\n", + ").drop(columns=['linear_network', 'ealstm', 'rnn'])\n", + "\n", + "# merge\n", + "monthly_scores = pd.merge(monthly_scores, monthly_scores2)\n", + "monthly_scores.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "for model in ['linear_network', 'ealstm', 'orig_ealstm', 'previous_month']: # \n", + " (\n", + " monthly_scores\n", + " .where(monthly_scores.metric == 'rmse')\n", + " .groupby('month').mean().reset_index()\n", + " .plot(x='month', y=model, label=model, ax=ax)\n", + " )\n", + "plt.legend()\n", + "ax.set_title('Seasonality of Model Performance')\n", + "ax.set_ylabel('RMSE');" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "sns.distplot(drop_nans_and_flatten(y_test.VCI), ax=ax, label='test [2011-2018]')\n", + "# sns.distplot(drop_nans_and_flatten(y_train.VCI), ax=ax, label='train [1982-2010]')\n", + "sns.distplot(drop_nans_and_flatten(orig_ealstm_pred), ax=ax, label='Previous EALSTM')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_pred), ax=ax, label='Delta EALSTM')\n", + "\n", + "ax.set_xlim([0, 100])\n", + "plt.legend()\n", + "ax.set_xlabel('VCI Observed/Predicted');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model Performance Comparisons" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import spatial_rmse, spatial_r2\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "ealstm_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " ealstm_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "bline_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " bline_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "# --------\n", + "ealstm_base_rmse = spatial_rmse(\n", + " y_test.VCI.transpose(\"time\", \"lat\", \"lon\"), \n", + " orig_ealstm_pred.transpose(\"time\", \"lat\", \"lon\")\n", + ")\n", + "\n", + "\n", + "# calculate mean performance scores\n", + "ealstm_mean = ealstm_rmse.mean().values\n", + "bline_mean = bline_rmse.mean().values\n", + "ealstm_base_mean = ealstm_base_rmse.mean().values" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "rmses = [bline_rmse, ealstm_rmse, ealstm_base_rmse]\n", + "means = [bline_mean, ealstm_mean, ealstm_base_mean]\n", + "labels = ['Basline', 'EALSTM', 'Original EALSTM']\n", + "\n", + "colors = sns.color_palette()[:len(means)]\n", + "\n", + "assert (len(rmses) == len(means)) & (len(labels) == len(colors))\n", + "assert (len(rmses) == len(labels))" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "for i in range(len(rmses)):\n", + " rmse = rmses[i]\n", + " mean = means[i]\n", + " label = labels[i]\n", + " color = colors[i]\n", + " sns.distplot(\n", + " drop_nans_and_flatten(rmse), ax=ax,\n", + " label=label, color=color\n", + " )\n", + " ax.axvline(mean, ls='--', color=color) # , label=f'{label}_mean'\n", + "\n", + "plt.legend()\n", + "ax.set_xlabel('RMSE');\n", + "ax.set_title('Model Performance Comparison (RMSE)');\n", + "# ax.set_ylabel('Density')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Baseline EALSTM RMSE: 12.48606477255771\n", + "Best performing EALSTM RMSE: 12.754261017040395\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ealstm_rmse.plot(vmin=5, vmax=20, ax=ax)\n", + "ax.set_title('EALSTM Predict Delta')\n", + "\n", + "fig, ax = plt.subplots()\n", + "ealstm_base_rmse.plot(vmin=5, vmax=20, ax=ax)\n", + "ax.set_title('EALSTM')\n", + "\n", + "fig, ax = plt.subplots()\n", + "(ealstm_rmse - ealstm_base_rmse).plot(ax=ax)\n", + "ax.set_title('Difference in EALSTM RMSEs \\n[ealstm_rmse - ealstm_base_rmse]')\n", + "\n", + "\n", + "print(\"Baseline EALSTM RMSE: \", ealstm_base_rmse.mean().values)\n", + "print(\"Best performing EALSTM RMSE: \", ealstm_rmse.mean().values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Regional Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'linear_network', 'rnn']\n", + "Regions: ['district_l2_kenya.nc']\n", + "Region Type: administrative_boundaries\n", + "GroupbyRegion requires geopandas to be installed\n" + ] + } + ], + "source": [ + "%autoreload 2\n", + "from src.analysis.region_analysis import RegionGeoPlotter, AdministrativeRegionAnalysis\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "analyzer = AdministrativeRegionAnalysis(\n", + " data_dir=data_dir, experiment='one_month_forecast', \n", + " models_experiment_dir='one_month_forecast_predict_delta'\n", + ")\n", + "\n", + "r = RegionGeoPlotter(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "region_path = analyzer.region_data_paths[0]\n", + "admin_level_name = region_path.name.replace('.nc', '')\n", + "region_da, region_lookup, region_group_name = analyzer.load_region_data(region_path)\n", + "valid_region_ids = [k for k in region_lookup.keys()]" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "region_da.plot(ax=ax)\n", + "ax.set_axis_off()\n", + "\n", + "# region_da.where(region_da == dict(zip(region_lookup.values(), region_lookup.keys()))['NAIROBI'])" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "def get_region_mask(region: str):\n", + " lookup = dict(zip(region_lookup.values(), region_lookup.keys()))\n", + " region_id = lookup[region]\n", + " \n", + " return ~region_da.where(region_da == region_id).isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "region = 'TURKANA'\n", + "msk = get_region_mask(region)\n", + "sns.distplot(drop_nans_and_flatten(bline_rmse.where(msk)), label='Baseline')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_rmse.where(msk)), label='EALSTM Predict Delta')\n", + "sns.distplot(drop_nans_and_flatten(ealstm_base_rmse.where(msk)), label='EALSTM')\n", + "ax.set_title(f'{region} RMSE Comparison')\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Make region dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import AdministrativeRegionAnalysis\n", + "# analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'linear_network', 'rnn']\n", + "Regions: ['district_l2_kenya.nc']\n", + "Region Type: administrative_boundaries\n", + "* Analyzing for district_l2_kenya *\n", + "\n", + "** Analyzing for ealstm-district_l2_kenya **\n", + "** Written ealstm csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm/ealstm_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for linear_network-district_l2_kenya **\n", + "** Written linear_network csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network/linear_network_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for rnn-district_l2_kenya **\n", + "No matching time data found for rnn\n", + "Contents of rnn dir:\n", + "\t[]\n", + "* Assigned all region dfs to `self.df` *\n", + "\n", + "* Assigned Global Error Metrics to `self.global_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/global_error_metrics_one_month_forecast_admin.csv *\n", + "\n", + "* Assigned Regional Error Metrics to `self.regional_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/regional_error_metrics_one_month_forecast_admin.csv *\n" + ] + }, + { + "ename": "PicklingError", + "evalue": "Can't pickle : it's not the same object as src.analysis.region_analysis.administrative_region_analysis.AdministrativeRegionAnalysis", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mPicklingError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_dir\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m'analysis/admin_region_analyzer_predict_delta.pkl'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'wb'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0manalyzer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mPicklingError\u001b[0m: Can't pickle : it's not the same object as src.analysis.region_analysis.administrative_region_analysis.AdministrativeRegionAnalysis" + ] + } + ], + "source": [ + "import pickle\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if (data_dir / 'analysis/admin_region_analyzer_predict_delta.pkl').exists():\n", + " analyzer = pickle.load(open(data_dir / 'analysis/admin_region_analyzer_predict_delta.pkl', 'rb'))\n", + "else:\n", + " analyzer = AdministrativeRegionAnalysis(\n", + " data_dir=data_dir, experiment='one_month_forecast', \n", + " models_experiment_dir='one_month_forecast_predict_delta'\n", + " )\n", + " analyzer.analyze()\n", + " \n", + " with open(data_dir / 'analysis/admin_region_analyzer_predict_delta.pkl', 'wb') as f:\n", + " pickle.dump(analyzer, f)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The RegionGeoPlotter requires `geopandas` to be installed.\n", + "GroupbyRegion requires geopandas to be installed\n", + "Reading file: KEN_admin2_2002_DEPHA.shp\n", + "Reading file: Ken_Districts.shp\n", + "Reading file: Ken_Divisions.shp\n", + "Reading file: Kenya wards.shp\n", + "Reading file: Ken_Locations.shp\n", + "Reading file: Ken_Sublocations.shp\n", + "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs` *\n", + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + } + ], + "source": [ + "region_plotter = analyzer.create_model_performance_by_region_geodataframe()\n", + "df = analyzer.df\n", + "gdf = region_plotter.gdf" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroupbyRegion requires geopandas to be installed\n", + "Reading file: KEN_admin2_2002_DEPHA.shp\n", + "Reading file: Ken_Districts.shp\n", + "Reading file: Ken_Divisions.shp\n", + "Reading file: Kenya wards.shp\n", + "Reading file: Ken_Locations.shp\n", + "Reading file: Ken_Sublocations.shp\n", + "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs` *\n", + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n", + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, + { + "data": { + "text/html": [ + "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2011-01-31NAIROBI34.20586456.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyarnn2011-01-31NAIROBI57.91199156.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
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" + ], + "text/plain": [ + " admin_level_name model datetime region_name predicted_mean_value \\\n", + "0 district_l2_kenya ealstm 2011-01-31 NAIROBI 34.205864 \n", + "1 district_l2_kenya rnn 2011-01-31 NAIROBI 57.911991 \n", + "\n", + " true_mean_value DISTNAME geometry \n", + "0 56.869999 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 56.869999 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... " + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "orig_analyzer = pickle.load(open(data_dir / 'analysis/admin_region_analyzer_BEST.pkl', 'rb'))\n", + "\n", + "orig_region_plotter = orig_analyzer.create_model_performance_by_region_geodataframe()\n", + "orig_df = orig_analyzer.df\n", + "orig_gdf = orig_region_plotter.gdf\n", + "orig_all_gdf = orig_region_plotter.merge_all_model_performances_gdfs(orig_analyzer.df)\n", + "orig_all_gdf.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, + { + "data": { + "text/html": [ + "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2011-01-31NAIROBI50.47274956.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyalinear_network2011-01-31NAIROBI20.21978256.869999NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
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" + ], + "text/plain": [ + " admin_level_name model datetime region_name \\\n", + "0 district_l2_kenya ealstm 2011-01-31 NAIROBI \n", + "1 district_l2_kenya linear_network 2011-01-31 NAIROBI \n", + "\n", + " predicted_mean_value true_mean_value DISTNAME \\\n", + "0 50.472749 56.869999 NAIROBI \n", + "1 20.219782 56.869999 NAIROBI \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... " + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# join true/preds into a GeoDataFrame\n", + "all_gdf = region_plotter.merge_all_model_performances_gdfs(analyzer.df)\n", + "# all_gdf['predicted_mean_value'] = all_gdf.predicted_mean_value * 10\n", + "# all_gdf['true_mean_value'] = all_gdf.true_mean_value * 10\n", + "all_gdf.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [], + "source": [ + "# orig_all_gdf.join(all_gdf, lsuffix='_orig')" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['ealstm', 'linear_network'], dtype=object)" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(all_gdf.model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Spatial Patterns" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%autoreload 2\n", + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf.where(gdf.model == 'ealstm').dropna(),\n", + " **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%autoreload 2\n", + "orig_region_plotter.plot_all_regional_error_metrics(\n", + " orig_gdf.where(orig_gdf.model == 'ealstm').dropna(),\n", + " **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%autoreload 2\n", + "orig_region_plotter.plot_all_regional_error_metrics(\n", + " orig_gdf.where(orig_gdf.model == 'previous_month').dropna(),\n", + " **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Normalise by variance\n", + "- explore the patterns independent of how variable the VCI values are over time\n", + "- Controlling for how much the VCI changes, how do our spatial patterns of variability look?" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "region_name\n", + "BARINGO 13.022800\n", + "BOMET 19.003933\n", + "BONDO 23.879618\n", + "BUNGOMA 20.467308\n", + "BURET 14.927562\n", + "Name: true_mean_value, dtype: float64" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# gdf.head()\n", + "variances = all_gdf.groupby('region_name').true_mean_value.std()\n", + "variances.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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modeladmin_level_nameregion_namermse_mae_r2_DISTNAMEgeometryrmser2mae
0ealstmdistrict_l2_kenyaNAIROBI16.41622112.8311530.309826NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...10.1752540.1920397.953124
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" + ], + "text/plain": [ + " model admin_level_name region_name rmse_ mae_ r2_ \\\n", + "0 ealstm district_l2_kenya NAIROBI 16.416221 12.831153 0.309826 \n", + "\n", + " DISTNAME geometry rmse \\\n", + "0 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... 10.175254 \n", + "\n", + " r2 mae \n", + "0 0.192039 7.953124 " + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # \n", + "# gdf = gdf.drop(columns=['norm_rmse', 'norm_r2', 'norm_mae'])\n", + "gdf_norm = gdf.copy()\n", + "gdf_norm = gdf.rename(columns={'rmse': 'rmse_', 'r2': 'r2_', 'mae': 'mae_'})\n", + "gdf_norm['rmse'] = (gdf_norm.rmse_ / variances.loc[gdf.region_name].values) * gdf_norm.rmse_.mean()\n", + "gdf_norm['r2'] = (gdf_norm.r2_ / variances.loc[gdf.region_name].values) * gdf_norm.rmse_.mean()\n", + "gdf_norm['mae'] = (gdf_norm.mae_ / variances.loc[gdf.region_name].values) * gdf_norm.rmse_.mean()\n", + "gdf_norm.head(1)\n", + "\n", + "# variances.loc[gdf.region_name].values" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%autoreload 2\n", + "region_plotter.plot_all_regional_error_metrics(\n", + " gdf_norm.where(gdf_norm.model == 'ealstm').dropna(),\n", + "# **dict(rmse_vmax=10, mae_vmax=10, mae_vmin=0, rmse_vmin=0)\n", + ");\n", + "# plt.gcf().suptitle('RNN Regional Errors')\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explore Time series" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ealstm_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].predicted_mean_value.rename('ealstm')\n", + "ealstm_bline_ts = orig_all_gdf.loc[(orig_all_gdf.region_name == region) & (orig_all_gdf.model == 'ealstm')].predicted_mean_value.rename('ealstm original')\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "ealstm_ts.reset_index().drop(columns='index').plot(ax=ax)\n", + "ealstm_bline_ts.reset_index().drop(columns='index').plot(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import List\n", + "\n", + "def plot_region_time_series(region: str, ax=None, model: List[str] = ['ealstm']):\n", + " times = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].datetime \n", + " obs_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].true_mean_value\n", + "# rnn_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'rnn')].predicted_mean_value\n", + " ealstm_ts = all_gdf.loc[(all_gdf.region_name == region) & (all_gdf.model == 'ealstm')].predicted_mean_value\n", + " \n", + " # NON-predict delta functions\n", + " ealstm_bline_ts = orig_all_gdf.loc[(orig_all_gdf.region_name == region) & (orig_all_gdf.model == 'ealstm')].predicted_mean_value\n", + " rnn_ts = orig_all_gdf.loc[(orig_all_gdf.region_name == region) & (orig_all_gdf.model == 'rnn')].predicted_mean_value\n", + " lr_ts = orig_all_gdf.loc[(orig_all_gdf.region_name == region) & (orig_all_gdf.model == 'linear_regression')].predicted_mean_value\n", + " ln_ts = orig_all_gdf.loc[(orig_all_gdf.region_name == region) & (orig_all_gdf.model == 'linear_network')].predicted_mean_value\n", + " bline_ts = orig_all_gdf.loc[(orig_all_gdf.region_name == region) & (orig_all_gdf.model == 'previous_month')].predicted_mean_value\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " df_dict = {'obs' : obs_ts.values}\n", + " \n", + " if 'lstm' in model:\n", + " df_dict['lstm'] = rnn_ts.values\n", + " if 'ealstm' in model:\n", + " df_dict['ealstm'] = ealstm_ts.values\n", + " if 'ealstm_bline' in model:\n", + " df_dict['ealstm_bline'] = ealstm_bline_ts.values\n", + " if 'lr' in model:\n", + " df_dict['lr'] = lr_ts.values\n", + " if 'ln' in model:\n", + " df_dict['ln'] = ln_ts.values\n", + " if 'baseline' in model:\n", + " df_dict['baseline'] = bline_ts.values\n", + "\n", + " pd.DataFrame(df_dict, index=times).iloc[1:].plot(ax=ax)\n", + "\n", + " ax.set_ylim(0, 100)\n", + " ax.set_title(f'{region} Predicted vs. Modelled');\n", + " \n", + " return fig, ax\n", + "\n", + "\n", + "def plot_region_seasonality(region, ax=None):\n", + " ts = (\n", + " all_df\n", + " .loc[:, ['datetime', region]\n", + " ].set_index('datetime')\n", + " )\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " ts.groupby(ts.index.month).mean().plot(ax=ax)\n", + " ax.set_title(f'Seasonal Cycle')\n", + " ax.set_xlabel('Month')\n", + " ax.set_ylabel('Mean NDVI');\n", + " \n", + " return fig, ax\n", + "\n", + "\n", + "def plot_region_vs_observed_seasonality(region, model, ax=None):\n", + " ts = (\n", + " all_gdf.loc[\n", + " (all_gdf.model == model) & (all_gdf.region_name == region), \n", + " ['datetime', 'true_mean_value', 'predicted_mean_value']\n", + " ].set_index('datetime')\n", + " ).rename(\n", + " columns={'true_mean_value': 'Observed', 'predicted_mean_value': f'Predicted ({model.upper()})'}\n", + " )\n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " else:\n", + " fig = plt.gcf()\n", + " \n", + " ts.groupby(ts.index.month).mean().plot(ax=ax)\n", + " ax.set_title(f'Seasonal Cycle for {region} District')\n", + " ax.set_xlabel('Month')\n", + " ax.set_ylabel('Mean VCI');\n", + "\n", + " return fig, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import r2_score\n", + "from typing import Dict\n", + "\n", + "from scipy import stats\n", + "def r2(x, y):\n", + " return stats.pearsonr(x, y)[0] ** 2\n", + "\n", + "def rolling_average(district_csv: pd.DataFrame) -> Dict[str, float]:\n", + " \"\"\"Over three months\"\"\"\n", + " relevant_districts = ['Mandera', 'Marsabit', 'Turkana', 'Wajir']\n", + "\n", + " district_csv['month'] = pd.to_datetime(district_csv.datetime).dt.month\n", + "\n", + " output_dict: Dict[str: float] = {}\n", + "\n", + " for district in relevant_districts:\n", + " district_df = district_csv[district_csv.region_name == district.upper()]\n", + " true, predicted = [], []\n", + " for i in range(1, 12 - 1):\n", + " min_month = i\n", + " max_month = i + 3\n", + " submonth = district_df[(district_df.month >= min_month) & (district_df.month < max_month)]\n", + " predicted.append(submonth.predicted_mean_value.mean())\n", + " true.append(submonth.true_mean_value.mean())\n", + " district_score = r2(true, predicted)\n", + " print(f'For {district}, r2 score: {district_score}')\n", + " output_dict[district] = district_score\n", + " \n", + " return output_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performance for EALSTM Predict Delta\n", + "For Mandera, r2 score: 0.9285030987864911\n", + "For Marsabit, r2 score: 0.9790304574600829\n", + "For Turkana, r2 score: 0.8505720902917523\n", + "For Wajir, r2 score: 0.9494434497738151\n", + "\n", + "Performance for EALSTM Baseline\n", + "For Mandera, r2 score: 0.9190735851350883\n", + "For Marsabit, r2 score: 0.9195482293407499\n", + "For Turkana, r2 score: 0.5585825765387414\n", + "For Wajir, r2 score: 0.9681868729270298\n", + "\n", + "Performance for Persistence\n", + "For Mandera, r2 score: 0.7418834628995075\n", + "For Marsabit, r2 score: 0.8156893342781715\n", + "For Turkana, r2 score: 0.6829170118607626\n", + "For Wajir, r2 score: 0.7708332053175011\n", + "\n", + "Performance for RNN\n", + "For Mandera, r2 score: 0.8826001126667086\n", + "For Marsabit, r2 score: 0.9754361813286556\n", + "For Turkana, r2 score: 0.8224845706127023\n", + "For Wajir, r2 score: 0.9205917636033555\n", + "\n" + ] + } + ], + "source": [ + "print('Performance for EALSTM Predict Delta')\n", + "rolling_average(orig_all_gdf[orig_all_gdf.model == 'ealstm']);\n", + "print()\n", + "\n", + "print('Performance for EALSTM Baseline')\n", + "rolling_average(all_gdf[all_gdf.model == 'ealstm']);\n", + "print()\n", + "\n", + "print('Performance for Persistence')\n", + "rolling_average(orig_all_gdf[orig_all_gdf.model == 'previous_month']);\n", + "print()\n", + "\n", + "print('Performance for RNN')\n", + "rolling_average(orig_all_gdf[orig_all_gdf.model == 'rnn']);\n", + "print()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy import stats\n", + "def r2(x, y):\n", + " return stats.pearsonr(x, y)[0] ** 2\n", + "\n", + "\n", + "model = 'ealstm'\n", + "region = 'TURKANA'\n", + "\n", + "# TURKANA explore\n", + "\n", + "def plot_region_performance(model: str, region: str, kind='reg'):\n", + " df = pd.DataFrame(\n", + " all_gdf.loc[\n", + " (all_gdf.model == model) & (all_gdf.region_name == region),\n", + " ['datetime', 'predicted_mean_value', 'true_mean_value']\n", + " ].set_index('datetime')\n", + " )\n", + "\n", + " # sns.scatterplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + " # sns.lmplot(x='true_mean_value', y='predicted_mean_value', data=turkana)\n", + "\n", + " sns.jointplot(\n", + " x='true_mean_value', y='predicted_mean_value', \n", + " data=df, kind=kind, stat_func=r2\n", + " )\n", + " \n", + " ax = plt.gca()\n", + " ax.set_xlabel(f'{region} - Observation')\n", + " ax.set_ylabel(f'{region} - {model.upper()}');\n", + " ax.set_xlim([0, 100])\n", + " ax.set_ylim([0, 100])\n", + " fig = plt.gcf()\n", + " # fig.set_size_inches(11.7, 8.27)\n", + " fig.set_size_inches(8.27, 8.27)\n", + "\n", + " return fig, ax\n" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [], + "source": [ + "def highlight_selected_regions(regions: List[str], scale=1):\n", + " fig, ax = plt.subplots(figsize=(12*scale, 8*scale))\n", + " gdf = all_gdf.loc[(all_gdf.model=='ealstm') & (all_gdf.datetime == '2011-01-31')]\n", + " gdf.plot(ax=ax, color='#23748d')\n", + " for region in regions:\n", + "\n", + " gdf_ = gdf.loc[gdf.region_name == region]\n", + " gdf_.plot(color='#57bfd0', ax=ax, alpha=0.9)\n", + "\n", + " gdf_.apply(\n", + " lambda x: ax.annotate(\n", + " s=x.region_name, xy=x.geometry.centroid.coords[0], ha='center'\n", + " ), \n", + " axis=1\n", + " );\n", + "\n", + "\n", + " ax.set_axis_off()\n", + "# fig.savefig(f'/Users/tommylees/Downloads/{region}_maps.png', transparent=True)\n", + "# plt.close()\n", + "\n", + "\n", + "\n", + "regions = ['MARSABIT', 'TURKANA', 'WAJIR', 'MANDERA', 'SAMBURU', 'ISIOLO', 'LAIKIPIA', 'MOYALE', 'KAJIADO']\n", + "regions = ['TURKANA', 'MANDERA', 'SAMBURU', 'GARISSA', 'MARSABIT', 'WAJIR', 'TANA RIVER', 'WEST POKOT','ISIOLO', 'KITUI', 'MOYALE']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for region in regions[:2]:\n", + " fig, ax = plt.subplots(figsize=(12,8))\n", + "# plot_region_time_series(region=region, ax=ax, model=['ealstm', 'ealstm_bline']);\n", + " plot_region_time_series(region=region, ax=ax, model=['ealstm']);\n", + "# fig, ax = plot_region_performance(model='ealstm', region=region);\n", + "# highlight_selected_regions([region])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Event Hits/Misses" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import confusion_matrix\n", + "from sklearn.utils.multiclass import unique_labels\n", + "\n", + "def plot_confusion_matrix(y_true, y_pred, classes=None,\n", + " normalize=False,\n", + " title=None,\n", + " cmap=plt.cm.Blues,\n", + " **imshow_kwargs):\n", + " \"\"\"\n", + " This function prints and plots the confusion matrix.\n", + " Normalization can be applied by setting `normalize=True`.\n", + " \"\"\"\n", + " if not title:\n", + " if normalize:\n", + " title = 'Normalized confusion matrix'\n", + " else:\n", + " title = 'Confusion matrix, without normalization'\n", + "\n", + " # Compute confusion matrix\n", + " cm = confusion_matrix(y_true, y_pred)\n", + " # Only use the labels that appear in the data\n", + "# classes = classes[unique_labels(y_true, y_pred)]\n", + " if normalize:\n", + " cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", + " print(\"Normalized confusion matrix\")\n", + " else:\n", + " print('Confusion matrix, without normalization')\n", + "\n", + " print(cm)\n", + " \n", + " fig, ax = plt.subplots(figsize=(12, 8))\n", + " im = ax.imshow(cm, interpolation='nearest', cmap=cmap, **imshow_kwargs)\n", + " ax.figure.colorbar(im, ax=ax)\n", + " # We want to show all ticks...\n", + " ax.set(xticks=np.arange(cm.shape[1]),\n", + " yticks=np.arange(cm.shape[0]),\n", + " # ... and label them with the respective list entries\n", + "# xticklabels=classes, yticklabels=classes,\n", + " title=title,\n", + " ylabel='True label',\n", + " xlabel='Predicted label')\n", + "\n", + " # Rotate the tick labels and set their alignment.\n", + " plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\",\n", + " rotation_mode=\"anchor\")\n", + "\n", + " # Loop over data dimensions and create text annotations.\n", + " fmt = '.2f' if normalize else 'd'\n", + " thresh = cm.max() / 2.\n", + " for i in range(cm.shape[0]):\n", + " for j in range(cm.shape[1]):\n", + " ax.text(j, i, format(cm[i, j], fmt),\n", + " ha=\"center\", va=\"center\",\n", + " color=\"white\" if cm[i, j] > thresh else \"black\")\n", + " fig.tight_layout()\n", + " return ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Quintiles of Vegetation Condition Index" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_quintiles(da: xr.DataArray, new_variable_name: str = 'quintiles'):\n", + " bins = [0.0, 20.0, 40.0, 60.0, 80.0]\n", + " result = xr.apply_ufunc(np.digitize, da, bins)\n", + " result = result.rename(new_variable_name)\n", + " return result\n", + "\n", + "mask = get_ds_mask(ds.VCI)\n", + "true_qs = calculate_quintiles(y_test.VCI).where(~mask)\n", + "pred_qs = calculate_quintiles(ealstm_pred.where(ealstm_pred > 0, 0).load()).where(~mask)\n", + "bline_qs = calculate_quintiles(bline_pred.load()).where(~mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'How often do we predict the correct Quintiles?')" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "(pred_qs == true_qs).mean(dim='time').where(~mask).plot(ax=ax)\n", + "ax.set_title('How often do we predict the correct Quintiles?')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [], + "source": [ + "times = true_qs.time.values\n", + "true_np = true_qs.stack(pixel=['lat', 'lon']).values.flatten()\n", + "preds_np = pred_qs.stack(pixel=['lat', 'lon']).values.flatten()\n", + "bline_np = bline_qs.stack(pixel=['lat', 'lon']).values.flatten()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### test vegetation deficit index" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array(1) \n", + "array(5)\n" + ] + } + ], + "source": [ + "from src.analysis import VegetationDeficitIndex\n", + "\n", + "v = VegetationDeficitIndex(data_dir / 'interim/VCI_preprocessed/data_kenya.nc')\n", + "vdi_true = v.vegetation_index_classify(y_test.VCI, 'vdi')\n", + "vdi_ealstm_pred = v.vegetation_index_classify(ealstm_pred.load(), 'vdi')\n", + "vdi_ealstm_orig_pred = v.vegetation_index_classify(orig_ealstm_pred.load(), 'vdi')\n", + "vdi_bline = v.vegetation_index_classify(bline_pred.load(), 'vdi')\n", + "\n", + "print(vdi_true.min(), vdi_true.max())" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "VDI 1 mean: 15.25\n", + "VDI 2 mean: 23.35\n", + "VDI 3 mean: 33.51\n", + "VDI 4 mean: 44.65\n" + ] + } + ], + "source": [ + "test_da = y_test.VCI\n", + "test_da = ealstm_pred\n", + "\n", + "# has it selected the right values? YES\n", + "print(f\"VDI 1 mean: {test_da.where(vdi_true == 1).mean().values:.2f}\")\n", + "print(f\"VDI 2 mean: {test_da.where(vdi_true == 2).mean().values:.2f}\")\n", + "print(f\"VDI 3 mean: {test_da.where(vdi_true == 3).mean().values:.2f}\")\n", + "print(f\"VDI 4 mean: {test_da.where(vdi_true == 4).mean().values:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [], + "source": [ + "# np.set_printoptions(precision=2)\n", + "\n", + "# plot_confusion_matrix(true_np, preds_np, classes=None, normalize=True,\n", + "# title='EALSTM Normalized confusion matrix',\n", + "# **{'vmin': 0.05, 'vmax': 0.35})\n", + "# plot_confusion_matrix(true_np, bline_np, classes=None, normalize=True,\n", + "# title='BASELINE Normalized confusion matrix',\n", + "# **{'vmin': 0.05, 'vmax': 0.35})" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(45, 35)" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ealstm_base_rmse.load().shape" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array(80.003748)" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# ds.VCI.where(ds.VCI < 80).isnull().mean()\n", + "# y_test.VCI.where(y_test.VCI < 80).isnull().mean()\n", + "y_test.VCI.where(true_qs == 5).min() #.max() .median()\n", + "y_test.VCI.where(true_qs == 5).min()" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "(vdi_ealstm_pred == vdi_true).mean(dim='time').where(~mask).plot(ax=ax)\n", + "ax.set_title('How often do we predict the correct Vegetation Deficit Index?\\nEALSTM Predict Delta');\n", + "\n", + "fig, ax = plt.subplots()\n", + "(vdi_ealstm_orig_pred == vdi_true).mean(dim='time').where(~mask).plot(ax=ax)\n", + "ax.set_title('How often do we predict the correct Vegetation Deficit Index?\\nEALSTM');\n", + "\n", + "# fig, ax = plt.subplots()\n", + "# (vdi_bline == vdi_true).mean(dim='time').where(~mask).plot(ax=ax)\n", + "# ax.set_title('How often do we predict the correct Vegetation Deficit Index?\\nPersistence');" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Red colours show that the Predictions are better than persistence. Blue show that persistence outperforms our models\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "kwargs = {'vmin': -0.3, 'vmax':0.3, 'cmap': 'RdBu_r'}\n", + "# kwargs = {}\n", + "\n", + "print('Red colours show that the Predictions are better than persistence. Blue show that persistence outperforms our models')\n", + "\n", + "# how different from persistence?\n", + "fig, ax = plt.subplots()\n", + "((vdi_ealstm_pred == vdi_true).mean(dim='time') - (vdi_bline == vdi_true).mean(dim='time')).where(~mask).plot(ax=ax, **kwargs)\n", + "ax.set_title('How different from Persistence?\\nEALSTM Predict Delta');\n", + "\n", + "fig, ax = plt.subplots()\n", + "((vdi_ealstm_orig_pred == vdi_true).mean(dim='time') - (vdi_bline == vdi_true).mean(dim='time')).where(~mask).plot(ax=ax, **kwargs)\n", + "ax.set_title('How different from Persistence?\\nEALSTM');\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot the Vegetation Deficit Index (VDI) from Klisch & Atzberger 2016" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Normalized confusion matrix\n", + "[[0.08066759 0.16324757 0.24956537 0.17863352 0.32788595]\n", + " [0.05922643 0.13807989 0.26424542 0.17860021 0.35984805]\n", + " [0.03451673 0.09007406 0.23796205 0.22362775 0.41381941]\n", + " [0.02293152 0.06538581 0.20073684 0.24222704 0.4687188 ]\n", + " [0.02653035 0.06842889 0.19035525 0.22916397 0.48552155]]\n", + "Normalized confusion matrix\n", + "[[0.12986787 0.17837274 0.2367872 0.15429416 0.30067803]\n", + " [0.09439392 0.16265684 0.25100725 0.16173593 0.33020606]\n", + " [0.05485809 0.11194101 0.25140641 0.20573372 0.37606077]\n", + " [0.03708295 0.08239507 0.22635403 0.23668354 0.41748442]\n", + " [0.0414294 0.08303675 0.21064126 0.22683448 0.43805811]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "true_np = vdi_true.stack(pixel=['lat', 'lon']).values.flatten().clip(min=1, max=5)\n", + "preds_ealstm_np = vdi_ealstm_pred.stack(pixel=['lat', 'lon']).values.flatten().clip(min=1, max=5)\n", + "preds_ealstm_orig_np = vdi_ealstm_orig_pred.stack(pixel=['lat', 'lon']).values.flatten().clip(min=1, max=5)\n", + "bline_np = vdi_bline.stack(pixel=['lat', 'lon']).values.flatten()\n", + "\n", + "\n", + "plot_confusion_matrix(true_np, preds_ealstm_np.clip(min=1, max=5), classes=None, normalize=True,\n", + " title='EALSTM Predict Delta Normalized confusion matrix',\n", + " **{'vmin': 0.05, 'vmax': 0.45})\n", + "\n", + "plot_confusion_matrix(true_np, preds_ealstm_orig_np.clip(min=1, max=5), classes=None, normalize=True,\n", + " title='EALSTM Baseline Embedding Normalized confusion matrix',\n", + " **{'vmin': 0.05, 'vmax': 0.45})" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index e63ac03c2..479fbea26 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -37,5 +37,5 @@ _rename_directory( from_path=data_path / "models" / "nowcast", to_path=data_path / "models" / "nowcast_tommy", - with_datetime=True + with_datetime=True, ) diff --git a/scripts/utils.py b/scripts/utils.py index e24aa18b0..4b4e9b48f 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -70,6 +70,9 @@ def _get_persistence_for_group(x): columns=dict(total_rmse_y="previous_month_score") ) + # + df["outperform_baseline"] = df.total_rmse_x < df.previous_month_score + if print_output: for i, row in df.iterrows(): persistence_score = ( diff --git a/src/analysis/region_analysis/region_geo_plotter.py b/src/analysis/region_analysis/region_geo_plotter.py index 4ad75c73f..e5dc55498 100644 --- a/src/analysis/region_analysis/region_geo_plotter.py +++ b/src/analysis/region_analysis/region_geo_plotter.py @@ -175,8 +175,8 @@ def merge_all_model_performances_gdfs( @staticmethod def get_metric( - selection: str, gdf: GeoDataFrame, **kwargs - ) -> PlotMetric: # type: ignore + selection: str, gdf: GeoDataFrame, **kwargs # type: ignore + ) -> PlotMetric: rmse_vmin = kwargs["rmse_vmin"] if "rmse_vmin" in kwargs else None rmse_vmax = ( kwargs["rmse_vmax"] diff --git a/src/engineer/different_training_periods.py b/src/engineer/different_training_periods.py index 5405c3467..47553e42c 100644 --- a/src/engineer/different_training_periods.py +++ b/src/engineer/different_training_periods.py @@ -196,7 +196,7 @@ def _stratify_training_data( # type: ignore # only save if that year is in train_years # and that month is not in test_dts if arrays is not None: - if (cur_pred_year in train_years) and ( + if (cur_pred_year in train_years) and ( # type: ignore self._get_datetime(arrays["y"].time.values[0]) not in test_dts ): self._save( From 26038e48a061b0dd812e9ffddcb05d5321417692 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 09:12:59 +0000 Subject: [PATCH 158/209] test nowcast expt --- notebooks/draft/29_tl_predict_delta.ipynb | 30 +++++++++++++++++++++-- scripts/experiments/07_nowcast.py | 10 ++++++-- src/models/data.py | 7 ++++++ 3 files changed, 43 insertions(+), 4 deletions(-) diff --git a/notebooks/draft/29_tl_predict_delta.ipynb b/notebooks/draft/29_tl_predict_delta.ipynb index 6f074faf4..55c3bc0b5 100644 --- a/notebooks/draft/29_tl_predict_delta.ipynb +++ b/notebooks/draft/29_tl_predict_delta.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Predict Delta" + "# Predict Delta Experiment" ] }, { @@ -1995,7 +1995,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Plot the Vegetation Deficit Index (VDI) from Klisch & Atzberger 2016" + "## Plot the Vegetation Deficit Index (VDI) from Klisch & Atzberger 2016\n", + "\n", + "```python\n", + "dict(zip([0, 1, 2, 3, 4],[(0, 10) (10, 20) (20, 35) (35, 50) (50, 100)])\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'tuple' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m35\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m35\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m50\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m: 'tuple' object is not callable" + ] + } + ], + "source": [ + "dict(zip([0, 1, 2, 3, 4],[(0, 10) (10, 20) (20, 35) (35, 50) (50, 100)]))" ] }, { diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 479fbea26..184cbd0a5 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -10,7 +10,13 @@ # important_vars = ["VCI", "precip", "t2m", "pev", "p0005", "SMsurf", "SMroot"] # always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "E", "p0001"] important_vars = ["VCI", "precip", "t2m", "pev", "E", "SMsurf", "SMroot"] - always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb"] + + # IGNORE the forecast precip too (to begin with)! + always_ignore_vars = [ + "ndvi", "p84.162", "sp", "tp", "Eb", + "tprate_std_1", "tprate_mean_1", "tprate_std_2", "tprate_mean_2", + "tprate_std_3", "tprate_mean_3", + ] parsimonious(experiment="nowcast") # regression(ignore_vars=always_ignore_vars) @@ -25,7 +31,7 @@ explain=False, static="features", ignore_vars=always_ignore_vars, - num_epochs=50, + num_epochs=1, # 50, early_stopping=5, hidden_size=256, static_embedding_size=64, diff --git a/src/models/data.py b/src/models/data.py index 4a91c2072..f95b8287a 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -588,6 +588,13 @@ def ds_folder_to_np( x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") + if self.experiment == "nowcast": + target_var = [v for v in y.data_vars][0] + # set all -9999 values to np.nan + x = x.where(x[target_var] != -9999.) + # TODO: test this tests/models/test_data.py:test_ds_to_np + # assert x.isel(time=-1)[target_var].isnull().mean() == 1 + if self.predict_delta: # TODO: do this ONCE not at each read-in of the data y = self._calculate_change(x, y) From 3dd756fb5f93797b53b42db571e4bff8388e57d8 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 09:29:18 +0000 Subject: [PATCH 159/209] clean 01 expt --- scripts/experiments/01_different_variables.py | 64 ------------------- 1 file changed, 64 deletions(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index fe72b2fa0..b67919a06 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -7,70 +7,6 @@ # NOTE: p84.162 == 'vertical integral of moisture flux' Experiment ['VCI', 'E'] Static: False - -Training rnn for experiment one_month_forecast -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/1985_3 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/2004_6 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/1995_3 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/1994_11 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/1994_12 returns no values. Skipping -../../data/features/one_month_forecast/train/1985_1 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/1995_2 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/1985_2 returns no values. Skipping -../../data/features/one_month_forecast/train/1994_10 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/1985_5 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/1985_4 returns no values. Skipping -../../data/features/one_month_forecast/train/2004_4 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/2004_8 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/1995_1 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/2004_5 returns no values. Skipping -/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/xarray/core/nanops.py:159: RuntimeWarning: Mean of empty slice - return np.nanmean(a, axis=axis, dtype=dtype) -../../data/features/one_month_forecast/train/2004_7 returns no values. Skipping -Traceback (most recent call last): - File "01_different_variables.py", line 113, in - vars_to_include, ignore_vars, static=static, run_regression=False - File "01_different_variables.py", line 54, in run_all_models_as_experiments - rnn(ignore_vars=ignore_vars, static=None) - File "/data/ml_drought/scripts/experiments/_base_models.py", line 94, in rnn - predictor.train(num_epochs=num_epochs, early_stopping=early_stopping) - File "../../src/models/neural_networks/base.py", line 125, in train - *self._input_to_tuple(cast(Tuple[torch.Tensor, ...], x_batch)) - File "/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/torch/nn/modules/module.py", line 493, in __call__ - result = self.forward(*input, **kwargs) - File "../../src/models/neural_networks/rnn.py", line 276, in forward - x = dense_layer(x) - File "/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/torch/nn/modules/module.py", line 493, in __call__ - result = self.forward(*input, **kwargs) - File "/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/torch/nn/modules/linear.py", line 92, in forward - return F.linear(input, self.weight, self.bias) - File "/home/cdsuser/miniconda3/envs/esowc-drought/lib/python3.7/site-packages/torch/nn/functional.py", line 1406, in linear - ret = torch.addmm(bias, input, weight.t()) -RuntimeError: invalid argument 13: ldc should be at least max(1, m=0), but have 0 at /opt/conda/conda-bld/pytorch-cpu_1556653114183/work/aten/src/TH/generic/THBlas.cpp:367 """ from itertools import combinations from pathlib import Path From 0795524920c1d6e59e4e43f16108a181d80bec4a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 09:29:36 +0000 Subject: [PATCH 160/209] update data file --- src/models/data.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/models/data.py b/src/models/data.py index f95b8287a..3b40140e7 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -795,6 +795,7 @@ def __next__( arrays = self.ds_folder_to_np( subfolder, clear_nans=self.clear_nans, to_tensor=False ) + assert False if arrays.x.historical.shape[0] == 0: print(f"{subfolder} returns no values. Skipping") From cd80b466ad3810f3f6637e11c61b054fad8b4e18 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 09:31:06 +0000 Subject: [PATCH 161/209] update data --- src/models/data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/models/data.py b/src/models/data.py index 3b40140e7..188ae192c 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -795,8 +795,8 @@ def __next__( arrays = self.ds_folder_to_np( subfolder, clear_nans=self.clear_nans, to_tensor=False ) - assert False if arrays.x.historical.shape[0] == 0: + assert False print(f"{subfolder} returns no values. Skipping") # remove the empty element from the list From 3a15c7063509570b775f27c10ceb6db8ab3e103a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 09:34:27 +0000 Subject: [PATCH 162/209] test nowcast --- src/models/data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/models/data.py b/src/models/data.py index 188ae192c..68ea43cc4 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -796,7 +796,6 @@ def __next__( subfolder, clear_nans=self.clear_nans, to_tensor=False ) if arrays.x.historical.shape[0] == 0: - assert False print(f"{subfolder} returns no values. Skipping") # remove the empty element from the list @@ -847,6 +846,7 @@ def __next__(self) -> Dict[str, ModelArrays]: subfolder, clear_nans=self.clear_nans, to_tensor=self.to_tensor ) if arrays.x.historical.shape[0] == 0: + assert False print(f"{subfolder} returns no values. Skipping") # remove the empty element from the list self.data_files.pop(self.idx) From e7d2a6dbbcd68a8d0d8f641d7467581413efc04a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 09:45:23 +0000 Subject: [PATCH 163/209] remove assert False statements --- src/models/data.py | 2 +- tests/utils.py | 2 -- 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index 68ea43cc4..a2a18f08e 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -591,6 +591,7 @@ def ds_folder_to_np( if self.experiment == "nowcast": target_var = [v for v in y.data_vars][0] # set all -9999 values to np.nan + # (BUT then all pixels are declared to have missing) x = x.where(x[target_var] != -9999.) # TODO: test this tests/models/test_data.py:test_ds_to_np # assert x.isel(time=-1)[target_var].isnull().mean() == 1 @@ -846,7 +847,6 @@ def __next__(self) -> Dict[str, ModelArrays]: subfolder, clear_nans=self.clear_nans, to_tensor=self.to_tensor ) if arrays.x.historical.shape[0] == 0: - assert False print(f"{subfolder} returns no values. Skipping") # remove the empty element from the list self.data_files.pop(self.idx) diff --git a/tests/utils.py b/tests/utils.py index f88a416cb..e7c9d48e9 100644 --- a/tests/utils.py +++ b/tests/utils.py @@ -121,7 +121,5 @@ def _create_features_dir( (30, 30), variable_name="precip", start_date=prev_date, end_date=prev_date ) ds = xr.auto_combine([vci, precip]) - # if dir_name != '1998_12': - # assert False ds.to_netcdf(features_dir / dir_name / "X.nc") From 98f062031e9831f72c62ac57abc6c4690b4ae24a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 09:47:17 +0000 Subject: [PATCH 164/209] update notebook --- notebooks/draft/29_tl_predict_delta.ipynb | 28 ++++------------------- 1 file changed, 5 insertions(+), 23 deletions(-) diff --git a/notebooks/draft/29_tl_predict_delta.ipynb b/notebooks/draft/29_tl_predict_delta.ipynb index 55c3bc0b5..965093432 100644 --- a/notebooks/draft/29_tl_predict_delta.ipynb +++ b/notebooks/draft/29_tl_predict_delta.ipynb @@ -1998,30 +1998,12 @@ "## Plot the Vegetation Deficit Index (VDI) from Klisch & Atzberger 2016\n", "\n", "```python\n", - "dict(zip([0, 1, 2, 3, 4],[(0, 10) (10, 20) (20, 35) (35, 50) (50, 100)])\n", + "dict(zip([0, 1, 2, 3, 4],[[0, 10], [10, 20], [20, 35], [35, 50], [50, 100]]))\n", "\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 174, - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "'tuple' object is not callable", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m35\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m35\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m50\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m: 'tuple' object is not callable" - ] - } - ], - "source": [ - "dict(zip([0, 1, 2, 3, 4],[(0, 10) (10, 20) (20, 35) (35, 50) (50, 100)]))" + "```\n", + "\n", + "`{0: [0, 10], 1: [10, 20], 2: [20, 35], 3: [35, 50], 4: [50, 100]}\n", + "`" ] }, { From 840f3f233e25440ec42035cb2e818d4d97ab3c1b Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 10:15:49 +0000 Subject: [PATCH 165/209] try to calculate aggregations only with x data --- scripts/experiments/07_nowcast.py | 25 ++++++++++++++++++++----- src/models/data.py | 25 ++++++++++++++----------- 2 files changed, 34 insertions(+), 16 deletions(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 184cbd0a5..8a9d687fd 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -4,18 +4,33 @@ from scripts.utils import _rename_directory, get_data_path from _base_models import parsimonious, regression, linear_nn, rnn, earnn +from srcipts.engineer import engineer + + +def run_engineer() -> None: + engineer(pred_months=12, experiment="nowcast") + if __name__ == "__main__": # NOTE: why have we downloaded 2 variables for ERA5 evaporaton # important_vars = ["VCI", "precip", "t2m", "pev", "p0005", "SMsurf", "SMroot"] # always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "E", "p0001"] - important_vars = ["VCI", "precip", "t2m", "pev", "E", "SMsurf", "SMroot"] + important_vars = ["precip", "t2m", "pev", "E", "SMsurf", "SMroot"] # IGNORE the forecast precip too (to begin with)! always_ignore_vars = [ - "ndvi", "p84.162", "sp", "tp", "Eb", - "tprate_std_1", "tprate_mean_1", "tprate_std_2", "tprate_mean_2", - "tprate_std_3", "tprate_mean_3", + "VCI", + "ndvi", + "p84.162", + "sp", + "tp", + "Eb", + "tprate_std_1", + "tprate_mean_1", + "tprate_std_2", + "tprate_mean_2", + "tprate_std_3", + "tprate_mean_3", ] parsimonious(experiment="nowcast") @@ -31,7 +46,7 @@ explain=False, static="features", ignore_vars=always_ignore_vars, - num_epochs=1, # 50, + num_epochs=1, #  50, early_stopping=5, hidden_size=256, static_embedding_size=64, diff --git a/src/models/data.py b/src/models/data.py index a2a18f08e..0ec145d0b 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -462,8 +462,8 @@ def calculate_normalizing_array( ) return normalizing_array - def _calculate_aggs(self, x: xr.Dataset) -> np.ndarray: - yearly_mean = x.mean(dim=["time", "lat", "lon"]) + def _calculate_aggs(self, x: xr.Dataset, x_datetimes: List[pd.Timestamp]) -> np.ndarray: + yearly_mean = x.sel(time=x_datetimes).mean(dim=["time", "lat", "lon"]) yearly_agg = yearly_mean.to_array().values if (self.normalizing_dict is not None) and (self.normalizing_array is None): @@ -588,14 +588,6 @@ def ds_folder_to_np( x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") - if self.experiment == "nowcast": - target_var = [v for v in y.data_vars][0] - # set all -9999 values to np.nan - # (BUT then all pixels are declared to have missing) - x = x.where(x[target_var] != -9999.) - # TODO: test this tests/models/test_data.py:test_ds_to_np - # assert x.isel(time=-1)[target_var].isnull().mean() == 1 - if self.predict_delta: # TODO: do this ONCE not at each read-in of the data y = self._calculate_change(x, y) @@ -606,6 +598,17 @@ def ds_folder_to_np( if self.ignore_vars is not None: x = x.drop(self.ignore_vars) + if self.experiment == "nowcast": + target_var = [v for v in y.data_vars][0] + + # only if the target variable is actually in the X data + if target_var in [v for v in x.data_vars]: + # set all -9999 values to np.nan + # (BUT then all pixels are declared to have missing) + x = x.where(x[target_var] != -9999.) + # TODO: test this tests/models/test_data.py:test_ds_to_np + # assert x.isel(time=-1)[target_var].isnull().mean() == 1 + target_time = pd.to_datetime(y.time.values[0]) if self.experiment == "nowcast": x_datetimes = [ @@ -617,7 +620,7 @@ def ds_folder_to_np( x_datetimes = [pd.to_datetime(time) for time in x.time.values] yearly_agg = self._calculate_aggs( - x + x, x_datetimes ) # before to avoid aggs from surrounding pixels # calculate normalized values in these functions From 546b64f2a677ad538fe3a51a40bda98b3fed3ed6 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 10:16:55 +0000 Subject: [PATCH 166/209] update experiment --- scripts/experiments/07_nowcast.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 8a9d687fd..5c77fd1e5 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -17,8 +17,8 @@ def run_engineer() -> None: # always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "E", "p0001"] important_vars = ["precip", "t2m", "pev", "E", "SMsurf", "SMroot"] - # IGNORE the forecast precip too (to begin with)! - always_ignore_vars = [ + # IGNORE the forecast precip & VCI (to begin with)! + ignore_vars = [ "VCI", "ndvi", "p84.162", @@ -34,10 +34,10 @@ def run_engineer() -> None: ] parsimonious(experiment="nowcast") - # regression(ignore_vars=always_ignore_vars) - # gbdt(ignore_vars=always_ignore_vars) - # linear_nn(ignore_vars=always_ignore_vars) - # rnn(ignore_vars=always_ignore_vars) + # regression(ignore_vars=ignore_vars) + # gbdt(ignore_vars=ignore_vars) + # linear_nn(ignore_vars=ignore_vars) + # rnn(ignore_vars=ignore_vars) earnn( experiment="nowcast", include_pred_month=True, @@ -45,7 +45,7 @@ def run_engineer() -> None: pretrained=False, explain=False, static="features", - ignore_vars=always_ignore_vars, + ignore_vars=ignore_vars, num_epochs=1, #  50, early_stopping=5, hidden_size=256, From ffce6cff00a9201f7be95f7c21567b8c028218b4 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 10:18:29 +0000 Subject: [PATCH 167/209] fix import --- scripts/experiments/07_nowcast.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 5c77fd1e5..0dca6e9d8 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -4,7 +4,7 @@ from scripts.utils import _rename_directory, get_data_path from _base_models import parsimonious, regression, linear_nn, rnn, earnn -from srcipts.engineer import engineer +from scripts.engineer import engineer def run_engineer() -> None: From a708e0cd644bd41983be614374071a4e42060d03 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 10:22:00 +0000 Subject: [PATCH 168/209] update nowcast engineer --- scripts/engineer.py | 9 +++++++-- scripts/experiments/07_nowcast.py | 6 +++++- 2 files changed, 12 insertions(+), 3 deletions(-) diff --git a/scripts/engineer.py b/scripts/engineer.py index 08e8ecd51..6568c03f6 100644 --- a/scripts/engineer.py +++ b/scripts/engineer.py @@ -6,13 +6,18 @@ from scripts.utils import get_data_path -def engineer(experiment="one_month_forecast", process_static=True, pred_months=12): +def engineer( + experiment="one_month_forecast", + process_static=True, + pred_months=12, + test_years=[y for y in range(2011, 2019)] +): engineer = Engineer( get_data_path(), experiment=experiment, process_static=process_static ) engineer.engineer( - test_year=2018, + test_year=test_years, target_variable="VCI", pred_months=pred_months, expected_length=pred_months, diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 0dca6e9d8..632e16d95 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -8,7 +8,11 @@ def run_engineer() -> None: - engineer(pred_months=12, experiment="nowcast") + engineer( + pred_months=12, + experiment="nowcast", + test_years=[y for y in range(2011, 2019)] + ) if __name__ == "__main__": From 242d3b771f2a6138de7f4e94044023baf3445198 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 10:33:04 +0000 Subject: [PATCH 169/209] run engineer --- scripts/experiments/07_nowcast.py | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 632e16d95..57f624889 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -16,6 +16,7 @@ def run_engineer() -> None: if __name__ == "__main__": + # NOTE: why have we downloaded 2 variables for ERA5 evaporaton # important_vars = ["VCI", "precip", "t2m", "pev", "p0005", "SMsurf", "SMroot"] # always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "E", "p0001"] From 277228dc8ea4faba6666ac237d9f2dc5de7c6a47 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 10:36:50 +0000 Subject: [PATCH 170/209] run engineer --- src/models/data.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/models/data.py b/src/models/data.py index 0ec145d0b..caf2227cc 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -623,6 +623,8 @@ def ds_folder_to_np( x, x_datetimes ) # before to avoid aggs from surrounding pixels + assert False + # calculate normalized values in these functions x_np, y_np = self._calculate_historical(x, y) x_months = self._calculate_target_months(y, x_np.shape[0]) From 0e30cd201b4f2b5aca51c0ad2fd3a6878cc43ec3 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 10:38:48 +0000 Subject: [PATCH 171/209] stop removing all values --- src/models/data.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/models/data.py b/src/models/data.py index caf2227cc..3501ba788 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -605,7 +605,8 @@ def ds_folder_to_np( if target_var in [v for v in x.data_vars]: # set all -9999 values to np.nan # (BUT then all pixels are declared to have missing) - x = x.where(x[target_var] != -9999.) + pass + # x = x.where(x[target_var] != -9999.) # TODO: test this tests/models/test_data.py:test_ds_to_np # assert x.isel(time=-1)[target_var].isnull().mean() == 1 From 38d36d3fb9c5ad99754d9e97672ff997bc944cbf Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 10:57:10 +0000 Subject: [PATCH 172/209] remove vscode from git --- .gitignore | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 6219ce78e..ce7ce6bde 100644 --- a/.gitignore +++ b/.gitignore @@ -39,6 +39,7 @@ switch_data_dirs.sh .coverage* # vscode settings -.vscode +.vscode/* +.vscode/settings.json # vscode options settings.json From 4a8af9b817ffbea38e17d4134a30dad944a100ca Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 11:01:02 +0000 Subject: [PATCH 173/209] nowcast changes (sorry Gabi) --- src/models/data.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index 3501ba788..8bd92802f 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -600,7 +600,9 @@ def ds_folder_to_np( if self.experiment == "nowcast": target_var = [v for v in y.data_vars][0] - + # get the CURRENT / HISTORICAL data + x = x.drop(target_var) + target_x = x[target_var].isel(time=slice(0, -1)) # only if the target variable is actually in the X data if target_var in [v for v in x.data_vars]: # set all -9999 values to np.nan @@ -624,8 +626,6 @@ def ds_folder_to_np( x, x_datetimes ) # before to avoid aggs from surrounding pixels - assert False - # calculate normalized values in these functions x_np, y_np = self._calculate_historical(x, y) x_months = self._calculate_target_months(y, x_np.shape[0]) From 56047626a18cf15732c58362cf7214be8a018768 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 12:08:11 +0000 Subject: [PATCH 174/209] try to get nowcast working --- src/models/data.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index 8bd92802f..a0edb6e5d 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -600,15 +600,16 @@ def ds_folder_to_np( if self.experiment == "nowcast": target_var = [v for v in y.data_vars][0] - # get the CURRENT / HISTORICAL data - x = x.drop(target_var) - target_x = x[target_var].isel(time=slice(0, -1)) # only if the target variable is actually in the X data if target_var in [v for v in x.data_vars]: + # get the CURRENT / HISTORICAL data + target_x = x[target_var].isel(time=slice(0, -1)) + x = x.drop(target_var) + # set all -9999 values to np.nan # (BUT then all pixels are declared to have missing) pass - # x = x.where(x[target_var] != -9999.) + x = x.where(x[target_var] != -9999.) # TODO: test this tests/models/test_data.py:test_ds_to_np # assert x.isel(time=-1)[target_var].isnull().mean() == 1 From 4ddc03bf87ee1263f0ffcb9be32f0a3208e00775 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 12:11:22 +0000 Subject: [PATCH 175/209] try to get nowcast working --- src/models/data.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index a0edb6e5d..93e8f9a89 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -603,13 +603,13 @@ def ds_folder_to_np( # only if the target variable is actually in the X data if target_var in [v for v in x.data_vars]: # get the CURRENT / HISTORICAL data - target_x = x[target_var].isel(time=slice(0, -1)) - x = x.drop(target_var) + # target_x = x[target_var].isel(time=slice(0, -1)) + # x = x.drop(target_var) # set all -9999 values to np.nan # (BUT then all pixels are declared to have missing) pass - x = x.where(x[target_var] != -9999.) + # x = x.where(x[target_var] != -9999.) # TODO: test this tests/models/test_data.py:test_ds_to_np # assert x.isel(time=-1)[target_var].isnull().mean() == 1 From 2aecd5bb480b0f77eda2c303a84ef05d7c25ce7e Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 12:12:34 +0000 Subject: [PATCH 176/209] try to get nowcast working --- scripts/experiments/07_nowcast.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 57f624889..465b57469 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -30,12 +30,12 @@ def run_engineer() -> None: "sp", "tp", "Eb", - "tprate_std_1", - "tprate_mean_1", - "tprate_std_2", - "tprate_mean_2", - "tprate_std_3", - "tprate_mean_3", + # "tprate_std_1", + # "tprate_mean_1", + # "tprate_std_2", + # "tprate_mean_2", + # "tprate_std_3", + # "tprate_mean_3", ] parsimonious(experiment="nowcast") From 4bebbb8e46a17ba2482cd691b7c3a6b909104d2b Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 12:13:29 +0000 Subject: [PATCH 177/209] try to get nowcast working --- scripts/experiments/07_nowcast.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 465b57469..9f67bf461 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -51,7 +51,7 @@ def run_engineer() -> None: explain=False, static="features", ignore_vars=ignore_vars, - num_epochs=1, #  50, + num_epochs=50, #  50, early_stopping=5, hidden_size=256, static_embedding_size=64, From dcb994967f36f9ad1829a4509e37471b1efb5ef2 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 13:05:58 +0000 Subject: [PATCH 178/209] try to get nowcast working with engineering --- scripts/experiments/07_nowcast.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 9f67bf461..ce899d974 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -9,14 +9,14 @@ def run_engineer() -> None: engineer( - pred_months=12, + pred_months=3, experiment="nowcast", test_years=[y for y in range(2011, 2019)] ) if __name__ == "__main__": - + run_engineer() # NOTE: why have we downloaded 2 variables for ERA5 evaporaton # important_vars = ["VCI", "precip", "t2m", "pev", "p0005", "SMsurf", "SMroot"] # always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "E", "p0001"] From 37a2c843cbb55a93dc332c5183649023d3bf4e03 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 13:07:39 +0000 Subject: [PATCH 179/209] prettier printing in base_nmodels --- scripts/experiments/_base_models.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/scripts/experiments/_base_models.py b/scripts/experiments/_base_models.py index 20f52b3a4..477f2672d 100644 --- a/scripts/experiments/_base_models.py +++ b/scripts/experiments/_base_models.py @@ -15,8 +15,10 @@ def parsimonious(experiment="one_month_forecast",): + print('\n\n** Baseline **') predictor = Persistence(get_data_path(), experiment=experiment) predictor.evaluate(save_preds=True) + print('\n\n') def regression( From 0d3ca28cda1ed40173e0b19c8fa86c116c3f75da Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 13:09:55 +0000 Subject: [PATCH 180/209] prettier printing in base_nmodels --- scripts/experiments/_base_models.py | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/scripts/experiments/_base_models.py b/scripts/experiments/_base_models.py index 477f2672d..7ebba1ef7 100644 --- a/scripts/experiments/_base_models.py +++ b/scripts/experiments/_base_models.py @@ -30,6 +30,7 @@ def regression( ignore_vars=None, predict_delta=False, ): + print('\n\n** Regression **') predictor = LinearRegression( get_data_path(), experiment=experiment, @@ -45,6 +46,7 @@ def regression( # mostly to test it works if explain: predictor.explain(save_shap_values=True) + print('\n\n') def linear_nn( @@ -59,6 +61,7 @@ def linear_nn( layer_sizes=[100], predict_delta=False, ): + print('\n\n** Linear Network **') predictor = LinearNetwork( layer_sizes=layer_sizes, data_folder=get_data_path(), @@ -75,7 +78,7 @@ def linear_nn( if explain: _ = predictor.explain(save_shap_values=True) - + print('\n\n') def rnn( experiment="one_month_forecast", @@ -89,6 +92,7 @@ def rnn( hidden_size=128, predict_delta=False, ): + print('\n\n** RNN **') predictor = RecurrentNetwork( hidden_size=hidden_size, data_folder=get_data_path(), @@ -105,6 +109,7 @@ def rnn( if explain: _ = predictor.explain(save_shap_values=True) + print('\n\n') def earnn( @@ -121,6 +126,7 @@ def earnn( hidden_size=128, predict_delta=False, ): + print('\n\n** EALSTM **') data_path = get_data_path() if not pretrained: @@ -145,6 +151,7 @@ def earnn( test_file = data_path / f"features/{experiment}/test/2018_3" assert test_file.exists() all_explanations_for_file(test_file, predictor, batch_size=100) + print('\n\n') def gbdt( @@ -157,6 +164,7 @@ def gbdt( ignore_vars=None, # predict_delta=False, ): + print('\n\n** GBDT **') data_path = get_data_path() # initialise, train and save GBDT model @@ -171,3 +179,4 @@ def gbdt( predictor.train(early_stopping=5) predictor.evaluate(save_preds=True) predictor.save_model() + print('\n\n') \ No newline at end of file From c560e06351ca1fc8a85c8727bbd333b2d7ada24d Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 13:13:23 +0000 Subject: [PATCH 181/209] nowcast update --- scripts/experiments/07_nowcast.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index ce899d974..fae48c06f 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -16,7 +16,8 @@ def run_engineer() -> None: if __name__ == "__main__": - run_engineer() + # run_engineer() + # NOTE: why have we downloaded 2 variables for ERA5 evaporaton # important_vars = ["VCI", "precip", "t2m", "pev", "p0005", "SMsurf", "SMroot"] # always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "E", "p0001"] From a562df0d3b0f8add71c2d261ac10b87c6e05075e Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 13:31:52 +0000 Subject: [PATCH 182/209] run engineer --- scripts/experiments/07_nowcast.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index fae48c06f..ddcc28dde 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -16,7 +16,7 @@ def run_engineer() -> None: if __name__ == "__main__": - # run_engineer() + run_engineer() # NOTE: why have we downloaded 2 variables for ERA5 evaporaton # important_vars = ["VCI", "precip", "t2m", "pev", "p0005", "SMsurf", "SMroot"] From 166f6493d65d1cf78fa7f745070b77184cd97785 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 14:24:08 +0000 Subject: [PATCH 183/209] add flexibility to ignore_vars --- scripts/experiments/03_best_performance.py | 1 + scripts/experiments/07_nowcast.py | 2 +- src/models/data.py | 8 ++++++-- 3 files changed, 8 insertions(+), 3 deletions(-) diff --git a/scripts/experiments/03_best_performance.py b/scripts/experiments/03_best_performance.py index 3e4908d64..e8e702959 100644 --- a/scripts/experiments/03_best_performance.py +++ b/scripts/experiments/03_best_performance.py @@ -38,4 +38,5 @@ _rename_directory( from_path=data_path / "models" / "one_month_forecast", to_path=data_path / "models" / "one_month_forecast_BASE", + with_datetime=True, ) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index ddcc28dde..fae48c06f 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -16,7 +16,7 @@ def run_engineer() -> None: if __name__ == "__main__": - run_engineer() + # run_engineer() # NOTE: why have we downloaded 2 variables for ERA5 evaporaton # important_vars = ["VCI", "precip", "t2m", "pev", "p0005", "SMsurf", "SMroot"] diff --git a/src/models/data.py b/src/models/data.py index 93e8f9a89..b2eda1dc8 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -595,8 +595,12 @@ def ds_folder_to_np( assert len(list(y.data_vars)) == 1, ( f"Expect only 1 target variable! " f"Got {len(list(y.data_vars))}" ) - if self.ignore_vars is not None: - x = x.drop(self.ignore_vars) + + if any(np.isin(self.ignore_vars, [v for v in x.data_vars])): + _ignore_vars = self.ignore_vars[ + np.isin(self.ignore_vars, [v for v in x.data_vars]) + ] + x = x.drop(_ignore_vars) if self.experiment == "nowcast": target_var = [v for v in y.data_vars][0] From 0e1cebf2f878495b87d5b58bc8e14d5dc22714b2 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 14:33:22 +0000 Subject: [PATCH 184/209] fix ignore_vars --- src/models/data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/models/data.py b/src/models/data.py index b2eda1dc8..3e5899b9d 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -597,7 +597,7 @@ def ds_folder_to_np( ) if any(np.isin(self.ignore_vars, [v for v in x.data_vars])): - _ignore_vars = self.ignore_vars[ + _ignore_vars = np.array(self.ignore_vars)[ np.isin(self.ignore_vars, [v for v in x.data_vars]) ] x = x.drop(_ignore_vars) From 65cb37d44b612533c597aff889bac5db7b38c5b2 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 14:49:13 +0000 Subject: [PATCH 185/209] new notebook --- .../draft/30_tl_feature_exploration.ipynb | 46 +++++++++++++++++++ 1 file changed, 46 insertions(+) create mode 100644 notebooks/draft/30_tl_feature_exploration.ipynb diff --git a/notebooks/draft/30_tl_feature_exploration.ipynb b/notebooks/draft/30_tl_feature_exploration.ipynb new file mode 100644 index 000000000..d71d649d2 --- /dev/null +++ b/notebooks/draft/30_tl_feature_exploration.ipynb @@ -0,0 +1,46 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Feature Exploration" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 218365ca2ec13516d893b2829162a85130f08555 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 15:19:02 +0000 Subject: [PATCH 186/209] test one epoch w/bigger learning rate --- scripts/experiments/07_nowcast.py | 3 ++- scripts/experiments/_base_models.py | 20 ++++++++++++++++---- src/models/data.py | 16 +++++++++++----- 3 files changed, 29 insertions(+), 10 deletions(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index fae48c06f..8377997d0 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -52,10 +52,11 @@ def run_engineer() -> None: explain=False, static="features", ignore_vars=ignore_vars, - num_epochs=50, #  50, + num_epochs=1, #  50, early_stopping=5, hidden_size=256, static_embedding_size=64, + learning_rate=1e-2, ) # rename the output file diff --git a/scripts/experiments/_base_models.py b/scripts/experiments/_base_models.py index 7ebba1ef7..908a83fd1 100644 --- a/scripts/experiments/_base_models.py +++ b/scripts/experiments/_base_models.py @@ -60,6 +60,7 @@ def linear_nn( early_stopping=5, layer_sizes=[100], predict_delta=False, + learning_rate=1e-3, ): print('\n\n** Linear Network **') predictor = LinearNetwork( @@ -72,7 +73,10 @@ def linear_nn( ignore_vars=ignore_vars, predict_delta=predict_delta, ) - predictor.train(num_epochs=num_epochs, early_stopping=early_stopping) + predictor.train( + num_epochs=num_epochs, early_stopping=early_stopping + learning_rate=learning_rate, + ) predictor.evaluate(save_preds=True) predictor.save_model() @@ -91,6 +95,7 @@ def rnn( early_stopping=5, hidden_size=128, predict_delta=False, + learning_rate=1e-3, ): print('\n\n** RNN **') predictor = RecurrentNetwork( @@ -103,7 +108,10 @@ def rnn( ignore_vars=ignore_vars, predict_delta=predict_delta, ) - predictor.train(num_epochs=num_epochs, early_stopping=early_stopping) + predictor.train( + num_epochs=num_epochs, early_stopping=early_stopping, + learning_rate=learning_rate, + ) predictor.evaluate(save_preds=True) predictor.save_model() @@ -125,6 +133,7 @@ def earnn( static_embedding_size=10, hidden_size=128, predict_delta=False, + learning_rate=1e-3, ): print('\n\n** EALSTM **') data_path = get_data_path() @@ -141,7 +150,10 @@ def earnn( ignore_vars=ignore_vars, predict_delta=predict_delta, ) - predictor.train(num_epochs=num_epochs, early_stopping=early_stopping) + predictor.train( + num_epochs=num_epochs, early_stopping=early_stopping, + learning_rate=learning_rate + ) predictor.evaluate(save_preds=True) predictor.save_model() else: @@ -179,4 +191,4 @@ def gbdt( predictor.train(early_stopping=5) predictor.evaluate(save_preds=True) predictor.save_model() - print('\n\n') \ No newline at end of file + print('\n\n') diff --git a/src/models/data.py b/src/models/data.py index 3e5899b9d..6d8d09f4e 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -462,8 +462,11 @@ def calculate_normalizing_array( ) return normalizing_array - def _calculate_aggs(self, x: xr.Dataset, x_datetimes: List[pd.Timestamp]) -> np.ndarray: - yearly_mean = x.sel(time=x_datetimes).mean(dim=["time", "lat", "lon"]) + def _calculate_aggs(self, x: xr.Dataset) -> np.ndarray: + # SET -9999 to np.nan + x = x.where(x[target_var] != -9999.) + + yearly_mean = x.mean(dim=["time", "lat", "lon"]) yearly_agg = yearly_mean.to_array().values if (self.normalizing_dict is not None) and (self.normalizing_array is None): @@ -480,10 +483,13 @@ def _calculate_aggs(self, x: xr.Dataset, x_datetimes: List[pd.Timestamp]) -> np. def _calculate_historical( self, x: xr.Dataset, y: xr.Dataset ) -> Tuple[np.ndarray, np.ndarray]: - x = self._add_extra_dims(x, self.surrounding_pixels, self.monthly_aggs) - + # NOTE: for nowcast need to set these to nan so not calculating aggs + # set all -9999 values to np.nan + x = x.where(x[target_var] != -9999.) x_np, y_np = x.to_array().values, y.to_array().values + x = self._add_extra_dims(x, self.surrounding_pixels, self.monthly_aggs) + # first, x x_np = x_np.reshape(x_np.shape[0], x_np.shape[1], x_np.shape[2] * x_np.shape[3]) x_np = np.moveaxis(np.moveaxis(x_np, 0, 1), -1, 0) @@ -628,7 +634,7 @@ def ds_folder_to_np( x_datetimes = [pd.to_datetime(time) for time in x.time.values] yearly_agg = self._calculate_aggs( - x, x_datetimes + x ) # before to avoid aggs from surrounding pixels # calculate normalized values in these functions From 6b4610b3144edd4cd79a06475c0a0b57bf11b469 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 15:21:07 +0000 Subject: [PATCH 187/209] update nowcast script --- scripts/experiments/07_nowcast.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 8377997d0..9ada21655 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -52,7 +52,7 @@ def run_engineer() -> None: explain=False, static="features", ignore_vars=ignore_vars, - num_epochs=1, #  50, + num_epochs=1, #   50, early_stopping=5, hidden_size=256, static_embedding_size=64, From e367eb8d6fb78f9bbf808e41953a629e33d03376 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 15:42:24 +0000 Subject: [PATCH 188/209] black and fix scripts --- .../draft/30_tl_feature_exploration.ipynb | 149 ++++++++++++++++++ scripts/engineer.py | 2 +- scripts/experiments/07_nowcast.py | 4 +- scripts/experiments/_base_models.py | 36 +++-- 4 files changed, 171 insertions(+), 20 deletions(-) diff --git a/notebooks/draft/30_tl_feature_exploration.ipynb b/notebooks/draft/30_tl_feature_exploration.ipynb index d71d649d2..8e01ccac0 100644 --- a/notebooks/draft/30_tl_feature_exploration.ipynb +++ b/notebooks/draft/30_tl_feature_exploration.ipynb @@ -7,6 +7,110 @@ "# Feature Exploration" ] }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data/')\n", + "\n", + "assert data_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from src.utils import drop_nans_and_flatten\n", + "\n", + "from src.analysis import read_train_data, read_test_data, read_pred_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the data\n", + "\n", + "Get all dataloaders from the train/test data\n", + "```python\n", + "next(iter(dataloader))\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, y_train = read_train_data(data_dir)\n", + "X_test, y_test = read_test_data(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')\n", + "d_ = xr.merge([X_train, X_test]).sortby('time').sortby('lat')\n", + "ds = xr.merge([ds, d_])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from src.utils import get_ds_mask\n", + "mask = get_ds_mask(X_train.VCI)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -14,6 +118,51 @@ "outputs": [], "source": [] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What data do we have?" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 45, lon: 35, time: 449)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1981-08-31 1981-09-30 ... 2018-12-31\n", + " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0\n", + "Data variables:\n", + " VCI (time, lat, lon) float64 39.36 18.57 19.15 ... 21.15 60.27 22.19\n", + " p84.162 (time, lat, lon) float64 9.101e-06 -2.29e-05 5.122e-06 ... nan nan\n", + " pev (time, lat, lon) float64 -0.006845 -0.006982 -0.006779 ... nan nan\n", + " sp (time, lat, lon) float64 8.878e+04 8.945e+04 8.825e+04 ... nan nan\n", + " t2m (time, lat, lon) float64 296.8 297.3 296.2 294.4 ... nan nan nan\n", + " tp (time, lat, lon) float64 1.283e-05 1.466e-05 5.499e-06 ... nan nan\n", + " precip (time, lat, lon) float64 2.911e-08 2.504e-08 0.2845 ... nan nan nan\n", + " ndvi (time, lat, lon) float64 0.1729 0.1605 0.1713 ... nan nan nan\n", + " E (time, lat, lon) float64 14.84 10.96 10.96 7.992 ... nan nan nan\n", + " Eb (time, lat, lon) float64 0.001614 0.0007328 0.0007328 ... nan nan\n", + " SMroot (time, lat, lon) float64 0.2158 0.2149 0.2149 ... nan nan nan\n", + " SMsurf (time, lat, lon) float64 0.2084 0.2109 0.2109 ... nan nan nan" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/scripts/engineer.py b/scripts/engineer.py index 6568c03f6..cad72b2e3 100644 --- a/scripts/engineer.py +++ b/scripts/engineer.py @@ -10,7 +10,7 @@ def engineer( experiment="one_month_forecast", process_static=True, pred_months=12, - test_years=[y for y in range(2011, 2019)] + test_years=[y for y in range(2011, 2019)], ): engineer = Engineer( diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index 9ada21655..caf7aa9ba 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -9,9 +9,7 @@ def run_engineer() -> None: engineer( - pred_months=3, - experiment="nowcast", - test_years=[y for y in range(2011, 2019)] + pred_months=3, experiment="nowcast", test_years=[y for y in range(2011, 2019)] ) diff --git a/scripts/experiments/_base_models.py b/scripts/experiments/_base_models.py index 908a83fd1..456a082a0 100644 --- a/scripts/experiments/_base_models.py +++ b/scripts/experiments/_base_models.py @@ -15,10 +15,10 @@ def parsimonious(experiment="one_month_forecast",): - print('\n\n** Baseline **') + print("\n\n** Baseline **") predictor = Persistence(get_data_path(), experiment=experiment) predictor.evaluate(save_preds=True) - print('\n\n') + print("\n\n") def regression( @@ -30,7 +30,7 @@ def regression( ignore_vars=None, predict_delta=False, ): - print('\n\n** Regression **') + print("\n\n** Regression **") predictor = LinearRegression( get_data_path(), experiment=experiment, @@ -46,7 +46,7 @@ def regression( # mostly to test it works if explain: predictor.explain(save_shap_values=True) - print('\n\n') + print("\n\n") def linear_nn( @@ -62,7 +62,7 @@ def linear_nn( predict_delta=False, learning_rate=1e-3, ): - print('\n\n** Linear Network **') + print("\n\n** Linear Network **") predictor = LinearNetwork( layer_sizes=layer_sizes, data_folder=get_data_path(), @@ -74,7 +74,8 @@ def linear_nn( predict_delta=predict_delta, ) predictor.train( - num_epochs=num_epochs, early_stopping=early_stopping + num_epochs=num_epochs, + early_stopping=early_stopping, learning_rate=learning_rate, ) predictor.evaluate(save_preds=True) @@ -82,7 +83,8 @@ def linear_nn( if explain: _ = predictor.explain(save_shap_values=True) - print('\n\n') + print("\n\n") + def rnn( experiment="one_month_forecast", @@ -97,7 +99,7 @@ def rnn( predict_delta=False, learning_rate=1e-3, ): - print('\n\n** RNN **') + print("\n\n** RNN **") predictor = RecurrentNetwork( hidden_size=hidden_size, data_folder=get_data_path(), @@ -109,7 +111,8 @@ def rnn( predict_delta=predict_delta, ) predictor.train( - num_epochs=num_epochs, early_stopping=early_stopping, + num_epochs=num_epochs, + early_stopping=early_stopping, learning_rate=learning_rate, ) predictor.evaluate(save_preds=True) @@ -117,7 +120,7 @@ def rnn( if explain: _ = predictor.explain(save_shap_values=True) - print('\n\n') + print("\n\n") def earnn( @@ -135,7 +138,7 @@ def earnn( predict_delta=False, learning_rate=1e-3, ): - print('\n\n** EALSTM **') + print("\n\n** EALSTM **") data_path = get_data_path() if not pretrained: @@ -151,8 +154,9 @@ def earnn( predict_delta=predict_delta, ) predictor.train( - num_epochs=num_epochs, early_stopping=early_stopping, - learning_rate=learning_rate + num_epochs=num_epochs, + early_stopping=early_stopping, + learning_rate=learning_rate, ) predictor.evaluate(save_preds=True) predictor.save_model() @@ -163,7 +167,7 @@ def earnn( test_file = data_path / f"features/{experiment}/test/2018_3" assert test_file.exists() all_explanations_for_file(test_file, predictor, batch_size=100) - print('\n\n') + print("\n\n") def gbdt( @@ -176,7 +180,7 @@ def gbdt( ignore_vars=None, # predict_delta=False, ): - print('\n\n** GBDT **') + print("\n\n** GBDT **") data_path = get_data_path() # initialise, train and save GBDT model @@ -191,4 +195,4 @@ def gbdt( predictor.train(early_stopping=5) predictor.evaluate(save_preds=True) predictor.save_model() - print('\n\n') + print("\n\n") From e216bab550e1602d11977cf617154636f01c1fec Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 15:45:49 +0000 Subject: [PATCH 189/209] black and fix scripts --- src/models/data.py | 13 ++++++++----- 1 file changed, 8 insertions(+), 5 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index 6d8d09f4e..8c00fc9b4 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -602,11 +602,14 @@ def ds_folder_to_np( f"Expect only 1 target variable! " f"Got {len(list(y.data_vars))}" ) - if any(np.isin(self.ignore_vars, [v for v in x.data_vars])): - _ignore_vars = np.array(self.ignore_vars)[ - np.isin(self.ignore_vars, [v for v in x.data_vars]) - ] - x = x.drop(_ignore_vars) + if (self.ignore_vars is not None): + if (any(np.isin(self.ignore_vars, [v for v in x.data_vars]))): + _ignore_vars = np.array(self.ignore_vars)[ + np.isin(self.ignore_vars, [v for v in x.data_vars]) + ] + x = x.drop(_ignore_vars) + else: + print(f"{self.ignore_vars} not found in x data") if self.experiment == "nowcast": target_var = [v for v in y.data_vars][0] From a240ecfef1897f7c9680b1b06ed49e35327ad2b5 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 15:49:53 +0000 Subject: [PATCH 190/209] models/data --- src/models/data.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index 8c00fc9b4..9b05c4c1f 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -464,7 +464,7 @@ def calculate_normalizing_array( def _calculate_aggs(self, x: xr.Dataset) -> np.ndarray: # SET -9999 to np.nan - x = x.where(x[target_var] != -9999.) + x = x.where(x[self.target_var] != -9999.) yearly_mean = x.mean(dim=["time", "lat", "lon"]) yearly_agg = yearly_mean.to_array().values @@ -485,7 +485,7 @@ def _calculate_historical( ) -> Tuple[np.ndarray, np.ndarray]: # NOTE: for nowcast need to set these to nan so not calculating aggs # set all -9999 values to np.nan - x = x.where(x[target_var] != -9999.) + x = x.where(x[self.target_var] != -9999.) x_np, y_np = x.to_array().values, y.to_array().values x = self._add_extra_dims(x, self.surrounding_pixels, self.monthly_aggs) @@ -593,6 +593,7 @@ def ds_folder_to_np( ) -> ModelArrays: x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") + self.target_var = [v for v in y.data_vars][0] if self.predict_delta: # TODO: do this ONCE not at each read-in of the data @@ -612,19 +613,18 @@ def ds_folder_to_np( print(f"{self.ignore_vars} not found in x data") if self.experiment == "nowcast": - target_var = [v for v in y.data_vars][0] # only if the target variable is actually in the X data - if target_var in [v for v in x.data_vars]: + if self.target_var in [v for v in x.data_vars]: # get the CURRENT / HISTORICAL data - # target_x = x[target_var].isel(time=slice(0, -1)) - # x = x.drop(target_var) + # target_x = x[self.target_var].isel(time=slice(0, -1)) + # x = x.drop(self.target_var) # set all -9999 values to np.nan # (BUT then all pixels are declared to have missing) pass - # x = x.where(x[target_var] != -9999.) + # x = x.where(x[self.target_var] != -9999.) # TODO: test this tests/models/test_data.py:test_ds_to_np - # assert x.isel(time=-1)[target_var].isnull().mean() == 1 + # assert x.isel(time=-1)[self.target_var].isnull().mean() == 1 target_time = pd.to_datetime(y.time.values[0]) if self.experiment == "nowcast": From ca50aa357be7f5c2ae135136041edc79d3c2186f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 15:51:09 +0000 Subject: [PATCH 191/209] models/data --- src/models/data.py | 15 +++++++-------- 1 file changed, 7 insertions(+), 8 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index 9b05c4c1f..ddab7db48 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -464,7 +464,7 @@ def calculate_normalizing_array( def _calculate_aggs(self, x: xr.Dataset) -> np.ndarray: # SET -9999 to np.nan - x = x.where(x[self.target_var] != -9999.) + # x = x.where(x[target_var] != -9999.) yearly_mean = x.mean(dim=["time", "lat", "lon"]) yearly_agg = yearly_mean.to_array().values @@ -485,7 +485,7 @@ def _calculate_historical( ) -> Tuple[np.ndarray, np.ndarray]: # NOTE: for nowcast need to set these to nan so not calculating aggs # set all -9999 values to np.nan - x = x.where(x[self.target_var] != -9999.) + # x = x.where(x[target_var] != -9999.) x_np, y_np = x.to_array().values, y.to_array().values x = self._add_extra_dims(x, self.surrounding_pixels, self.monthly_aggs) @@ -594,7 +594,6 @@ def ds_folder_to_np( x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") self.target_var = [v for v in y.data_vars][0] - if self.predict_delta: # TODO: do this ONCE not at each read-in of the data y = self._calculate_change(x, y) @@ -614,17 +613,17 @@ def ds_folder_to_np( if self.experiment == "nowcast": # only if the target variable is actually in the X data - if self.target_var in [v for v in x.data_vars]: + if target_var in [v for v in x.data_vars]: # get the CURRENT / HISTORICAL data - # target_x = x[self.target_var].isel(time=slice(0, -1)) - # x = x.drop(self.target_var) + # target_x = x[target_var].isel(time=slice(0, -1)) + # x = x.drop(target_var) # set all -9999 values to np.nan # (BUT then all pixels are declared to have missing) pass - # x = x.where(x[self.target_var] != -9999.) + # x = x.where(x[target_var] != -9999.) # TODO: test this tests/models/test_data.py:test_ds_to_np - # assert x.isel(time=-1)[self.target_var].isnull().mean() == 1 + # assert x.isel(time=-1)[target_var].isnull().mean() == 1 target_time = pd.to_datetime(y.time.values[0]) if self.experiment == "nowcast": From 0d964af765928e47fa0c5fff17fb993cc360fa63 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 15:51:57 +0000 Subject: [PATCH 192/209] models/data --- src/models/data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/models/data.py b/src/models/data.py index ddab7db48..54d2f602d 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -613,7 +613,7 @@ def ds_folder_to_np( if self.experiment == "nowcast": # only if the target variable is actually in the X data - if target_var in [v for v in x.data_vars]: + if self.target_var in [v for v in x.data_vars]: # get the CURRENT / HISTORICAL data # target_x = x[target_var].isel(time=slice(0, -1)) # x = x.drop(target_var) From 2222429c5ea6da8700dedefd68ae8cc93c648d66 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 16:15:01 +0000 Subject: [PATCH 193/209] comment changes --- src/models/data.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index 54d2f602d..b74a24188 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -464,7 +464,7 @@ def calculate_normalizing_array( def _calculate_aggs(self, x: xr.Dataset) -> np.ndarray: # SET -9999 to np.nan - # x = x.where(x[target_var] != -9999.) + # x = x.where(x[self.target_var] != -9999.) yearly_mean = x.mean(dim=["time", "lat", "lon"]) yearly_agg = yearly_mean.to_array().values @@ -485,7 +485,7 @@ def _calculate_historical( ) -> Tuple[np.ndarray, np.ndarray]: # NOTE: for nowcast need to set these to nan so not calculating aggs # set all -9999 values to np.nan - # x = x.where(x[target_var] != -9999.) + # x = x.where(x[self.target_var] != -9999.) x_np, y_np = x.to_array().values, y.to_array().values x = self._add_extra_dims(x, self.surrounding_pixels, self.monthly_aggs) @@ -594,6 +594,7 @@ def ds_folder_to_np( x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") self.target_var = [v for v in y.data_vars][0] + if self.predict_delta: # TODO: do this ONCE not at each read-in of the data y = self._calculate_change(x, y) From e4364e8434312e4e360f38f3b2c6cedc9bb2d96c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 13 Jan 2020 17:11:52 +0000 Subject: [PATCH 194/209] notebook --- notebooks/draft/30_tl_feature_exploration.ipynb | 7 ------- 1 file changed, 7 deletions(-) diff --git a/notebooks/draft/30_tl_feature_exploration.ipynb b/notebooks/draft/30_tl_feature_exploration.ipynb index 8e01ccac0..ff98bb124 100644 --- a/notebooks/draft/30_tl_feature_exploration.ipynb +++ b/notebooks/draft/30_tl_feature_exploration.ipynb @@ -111,13 +111,6 @@ "mask = get_ds_mask(X_train.VCI)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, From d0cd9cdbabb6dc4713b974a75973666a21ca3b26 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Tue, 14 Jan 2020 15:42:50 +0000 Subject: [PATCH 195/209] fix the data.py again --- src/models/data.py | 83 ++++++++++++++++++++++------------------------ 1 file changed, 40 insertions(+), 43 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index b74a24188..ffbabfe60 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -29,7 +29,8 @@ def to_tensor(self, device: torch.device) -> None: for key, val in self.__dict__.items(): if val is not None: if type(val) is np.ndarray: - setattr(self, key, torch.from_numpy(val).to(device).float()) + setattr(self, key, torch.from_numpy( + val).to(device).float()) def concatenate(self, x: TrainData): # Note this function will only concatenate values from x @@ -83,11 +84,13 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: if self.x.current is not None: # NOTE: historical times is one less for nowcast? assert ( - len(self.historical_times) == self.x.historical.shape[1] # type: ignore + # type: ignore + len(self.historical_times) == self.x.historical.shape[1] ), "second dim is # timesteps" else: assert ( - len(self.historical_times) == self.x.historical.shape[1] # type: ignore + # type: ignore + len(self.historical_times) == self.x.historical.shape[1] ), "second dim is # timesteps" variables = self.x_vars latitudes = np.unique(self.latlons[:, 0]) # type: ignore @@ -112,7 +115,8 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: ), ) }, - coords={"lat": latitudes, "lon": longitudes, "time": times}, + coords={"lat": latitudes, + "lon": longitudes, "time": times}, ) ) @@ -127,7 +131,8 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: self.y.reshape(len(latitudes), len(longitudes), 1), ) }, - coords={"lat": latitudes, "lon": longitudes, "time": [self.target_time]}, + coords={"lat": latitudes, "lon": longitudes, + "time": [self.target_time]}, ) # if experiment == 'nowcast' @@ -303,7 +308,8 @@ def __init__( if static is not None: if static == "features": - self.static = xr.open_dataset(data_path / "features/static/data.nc") + self.static = xr.open_dataset( + data_path / "features/static/data.nc") if normalize: static_normalizer_path = ( data_path / "features/static/normalizing_dict.pkl" @@ -374,7 +380,8 @@ def _load_datasets( assert len(output_paths) == len( mask ), f"Output path and mask must be the same length!" - output_paths = [o_p for o_p, include in zip(output_paths, mask) if include] + output_paths = [o_p for o_p, include in zip( + output_paths, mask) if include] if shuffle_data: shuffle(output_paths) return output_paths @@ -436,7 +443,8 @@ def calculate_static_normalizing_array( break normalizing_array = cast( - Dict[str, np.ndarray], {"mean": np.asarray(mean), "std": np.asarray(std)} + Dict[str, np.ndarray], { + "mean": np.asarray(mean), "std": np.asarray(std)} ) return normalizing_array @@ -444,7 +452,8 @@ def calculate_normalizing_array( self, data_vars: List[str] ) -> Dict[str, np.ndarray]: # If we've made it here, normalizing_dict is definitely not None - self.normalizing_dict = cast(Dict[str, Dict[str, float]], self.normalizing_dict) + self.normalizing_dict = cast( + Dict[str, Dict[str, float]], self.normalizing_dict) mean, std = [], [] normalizing_dict_keys = self.normalizing_dict.keys() @@ -463,9 +472,6 @@ def calculate_normalizing_array( return normalizing_array def _calculate_aggs(self, x: xr.Dataset) -> np.ndarray: - # SET -9999 to np.nan - # x = x.where(x[self.target_var] != -9999.) - yearly_mean = x.mean(dim=["time", "lat", "lon"]) yearly_agg = yearly_mean.to_array().values @@ -483,23 +489,23 @@ def _calculate_aggs(self, x: xr.Dataset) -> np.ndarray: def _calculate_historical( self, x: xr.Dataset, y: xr.Dataset ) -> Tuple[np.ndarray, np.ndarray]: - # NOTE: for nowcast need to set these to nan so not calculating aggs - # set all -9999 values to np.nan - # x = x.where(x[self.target_var] != -9999.) - x_np, y_np = x.to_array().values, y.to_array().values - x = self._add_extra_dims(x, self.surrounding_pixels, self.monthly_aggs) + x_np, y_np = x.to_array().values, y.to_array().values + # first, x - x_np = x_np.reshape(x_np.shape[0], x_np.shape[1], x_np.shape[2] * x_np.shape[3]) + x_np = x_np.reshape( + x_np.shape[0], x_np.shape[1], x_np.shape[2] * x_np.shape[3]) x_np = np.moveaxis(np.moveaxis(x_np, 0, 1), -1, 0) # then, y - y_np = y_np.reshape(y_np.shape[0], y_np.shape[1], y_np.shape[2] * y_np.shape[3]) + y_np = y_np.reshape( + y_np.shape[0], y_np.shape[1], y_np.shape[2] * y_np.shape[3]) y_np = np.moveaxis(y_np, -1, 0).reshape(-1, 1) if (self.normalizing_dict is not None) and (self.normalizing_array is None): - self.normalizing_array = self.calculate_normalizing_array(list(x.data_vars)) + self.normalizing_array = self.calculate_normalizing_array( + list(x.data_vars)) x_np = (x_np - self.normalizing_array["mean"]) / ( self.normalizing_array["std"] ) @@ -592,8 +598,8 @@ def ds_folder_to_np( self, folder: Path, clear_nans: bool = True, to_tensor: bool = False ) -> ModelArrays: - x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") - self.target_var = [v for v in y.data_vars][0] + x, y = xr.open_dataset( + folder / "x.nc"), xr.open_dataset(folder / "y.nc") if self.predict_delta: # TODO: do this ONCE not at each read-in of the data @@ -602,7 +608,6 @@ def ds_folder_to_np( assert len(list(y.data_vars)) == 1, ( f"Expect only 1 target variable! " f"Got {len(list(y.data_vars))}" ) - if (self.ignore_vars is not None): if (any(np.isin(self.ignore_vars, [v for v in x.data_vars]))): _ignore_vars = np.array(self.ignore_vars)[ @@ -612,20 +617,6 @@ def ds_folder_to_np( else: print(f"{self.ignore_vars} not found in x data") - if self.experiment == "nowcast": - # only if the target variable is actually in the X data - if self.target_var in [v for v in x.data_vars]: - # get the CURRENT / HISTORICAL data - # target_x = x[target_var].isel(time=slice(0, -1)) - # x = x.drop(target_var) - - # set all -9999 values to np.nan - # (BUT then all pixels are declared to have missing) - pass - # x = x.where(x[target_var] != -9999.) - # TODO: test this tests/models/test_data.py:test_ds_to_np - # assert x.isel(time=-1)[target_var].isnull().mean() == 1 - target_time = pd.to_datetime(y.time.values[0]) if self.experiment == "nowcast": x_datetimes = [ @@ -684,7 +675,8 @@ def ds_folder_to_np( if clear_nans: # remove nans if they are in the x or y data - historical_nans, y_nans = np.isnan(train_data.historical), np.isnan(y_np) + historical_nans, y_nans = np.isnan( + train_data.historical), np.isnan(y_np) if train_data.static is not None: static_nans = np.isnan(train_data.static) static_nans_summed = static_nans.sum(axis=-1) @@ -712,7 +704,8 @@ def ds_folder_to_np( & (current_nans_summed == 0) & (static_nans_summed == 0) )[0] - train_data.current = train_data.current[notnan_indices] # type: ignore + # type: ignore + train_data.current = train_data.current[notnan_indices] train_data.historical = train_data.historical[notnan_indices] train_data.pred_months = train_data.pred_months[ @@ -745,7 +738,8 @@ def ds_folder_to_np( # NOTE: data is not normalised in this function model_arrays.predict_delta = True historical_target_np = self._calculate_historical_target(x, y_var) - historical_target_np = historical_target_np[notnan_indices].flatten() + historical_target_np = historical_target_np[notnan_indices].flatten( + ) model_arrays.historical_target = historical_target_np return model_arrays @@ -764,14 +758,16 @@ def _add_extra_dims( x[f"spatial_mean_{var}"] = mean_dataset[var] if surrounding_pixels is not None: - lat_shifts = lon_shifts = range(-surrounding_pixels, surrounding_pixels + 1) + lat_shifts = lon_shifts = range(-surrounding_pixels, + surrounding_pixels + 1) for var in original_vars: for lat_shift in lat_shifts: for lon_shift in lon_shifts: if lat_shift == lon_shift == 0: continue shifted_varname = f"lat_{lat_shift}_lon_{lon_shift}_{var}" - x[shifted_varname] = x[var].shift(lat=lat_shift, lon=lon_shift) + x[shifted_varname] = x[var].shift( + lat=lat_shift, lon=lon_shift) return x @staticmethod @@ -783,7 +779,8 @@ def get_current_array(x: xr.Dataset, y: xr.Dataset, x_np: np.ndarray) -> np.ndar target_time = y.time x_datetimes = [pd.to_datetime(time) for time in x.time.values] y_datetime = pd.to_datetime(target_time.values[0]) - time_ix = [ix for ix, time in enumerate(x_datetimes) if time == y_datetime][0] + time_ix = [ix for ix, time in enumerate( + x_datetimes) if time == y_datetime][0] # get the X features and X feature indices relevant_indices = [ From 49e275ede8745d05dddd0fef797f03d08085b146 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Tue, 14 Jan 2020 16:50:43 +0000 Subject: [PATCH 196/209] update comment --- scripts/experiments/07_nowcast.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/07_nowcast.py b/scripts/experiments/07_nowcast.py index caf7aa9ba..16543b705 100644 --- a/scripts/experiments/07_nowcast.py +++ b/scripts/experiments/07_nowcast.py @@ -50,7 +50,7 @@ def run_engineer() -> None: explain=False, static="features", ignore_vars=ignore_vars, - num_epochs=1, #   50, + num_epochs=1, # 50, early_stopping=5, hidden_size=256, static_embedding_size=64, From e373821b489c4ddf1625ee06af81efbfede34958 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Tue, 14 Jan 2020 16:53:33 +0000 Subject: [PATCH 197/209] update nonvci predictors expt --- scripts/experiments/06_non_vci_predictors.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/06_non_vci_predictors.py b/scripts/experiments/06_non_vci_predictors.py index a185dbf70..fc49382be 100644 --- a/scripts/experiments/06_non_vci_predictors.py +++ b/scripts/experiments/06_non_vci_predictors.py @@ -35,5 +35,5 @@ _rename_directory( from_path=data_path / "models" / "one_month_forecast", - to_path=data_path / "models" / "one_month_forecast_BASE", + to_path=data_path / "models" / "one_month_forecast_NO_VCI", ) From cb822a8ea09fada2732017dda4fcc4ad79db124d Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Tue, 14 Jan 2020 16:57:43 +0000 Subject: [PATCH 198/209] update non vci predictors --- .../draft/30_tl_feature_exploration.ipynb | 1345 ++++++++++++++++- scripts/experiments/06_non_vci_predictors.py | 2 +- 2 files changed, 1333 insertions(+), 14 deletions(-) diff --git a/notebooks/draft/30_tl_feature_exploration.ipynb b/notebooks/draft/30_tl_feature_exploration.ipynb index ff98bb124..2586a2f3d 100644 --- a/notebooks/draft/30_tl_feature_exploration.ipynb +++ b/notebooks/draft/30_tl_feature_exploration.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -92,18 +92,21 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')\n", "d_ = xr.merge([X_train, X_test]).sortby('time').sortby('lat')\n", - "ds = xr.merge([ds, d_])" + "\n", + "ignore_vars = ['ndvi', 'p84.162', 'sp', 'tp', 'Eb']\n", + "ds = xr.merge([ds, d_])\n", + "ds = ds[[v for v in ds.data_vars if v not in ignore_vars]]" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -129,20 +132,15 @@ "\n", "Dimensions: (lat: 45, lon: 35, time: 449)\n", "Coordinates:\n", + " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0\n", " * time (time) datetime64[ns] 1981-08-31 1981-09-30 ... 2018-12-31\n", " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", - " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0\n", "Data variables:\n", " VCI (time, lat, lon) float64 39.36 18.57 19.15 ... 21.15 60.27 22.19\n", - " p84.162 (time, lat, lon) float64 9.101e-06 -2.29e-05 5.122e-06 ... nan nan\n", " pev (time, lat, lon) float64 -0.006845 -0.006982 -0.006779 ... nan nan\n", - " sp (time, lat, lon) float64 8.878e+04 8.945e+04 8.825e+04 ... nan nan\n", " t2m (time, lat, lon) float64 296.8 297.3 296.2 294.4 ... nan nan nan\n", - " tp (time, lat, lon) float64 1.283e-05 1.466e-05 5.499e-06 ... nan nan\n", " precip (time, lat, lon) float64 2.911e-08 2.504e-08 0.2845 ... nan nan nan\n", - " ndvi (time, lat, lon) float64 0.1729 0.1605 0.1713 ... nan nan nan\n", " E (time, lat, lon) float64 14.84 10.96 10.96 7.992 ... nan nan nan\n", - " Eb (time, lat, lon) float64 0.001614 0.0007328 0.0007328 ... nan nan\n", " SMroot (time, lat, lon) float64 0.2158 0.2149 0.2149 ... nan nan nan\n", " SMsurf (time, lat, lon) float64 0.2084 0.2109 0.2109 ... nan nan nan" ] @@ -156,6 +154,1327 @@ "ds" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Some simple Modelling" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- https://www.ethanrosenthal.com/2019/02/18/time-series-for-scikit-learn-people-part3/\n", + "- https://towardsdatascience.com/time-series-analysis-in-python-an-introduction-70d5a5b1d52a\n", + "- https://towardsdatascience.com/four-ways-to-quantify-synchrony-between-time-series-data-b99136c4a9c9" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "import tsfresh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Join into a pandas dataframe (sometimes useful?)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pixelpixel_indexlatlontimeVCI
0(-5.0, 33.75)1-5.033.751981-08-3139.360001
1(-5.0, 33.75)1-5.033.751981-09-3050.802499
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" + ], + "text/plain": [ + " pixel pixel_index lat lon time VCI\n", + "0 (-5.0, 33.75) 1 -5.0 33.75 1981-08-31 39.360001\n", + "1 (-5.0, 33.75) 1 -5.0 33.75 1981-09-30 50.802499" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "VCI_pixels = ds.VCI.stack(pixel=['lat', 'lon']).transpose()\n", + "df = pd.DataFrame(VCI_pixels.values, columns=VCI_pixels.time, index=[p for p in range(VCI_pixels.shape[0])])\n", + "df['pixel'] = VCI_pixels.pixel.values\n", + "df['lat'] = VCI_pixels.lat.values\n", + "df['lon'] = VCI_pixels.lon.values\n", + "\n", + "# pixel index\n", + "df['pixel_index'] = (~(df.pixel == df.pixel.shift(1))).cumsum()\n", + "pixels = df[['pixel_index', 'pixel', 'lat', 'lon']].drop_duplicates().set_index('pixel_index')\n", + "\n", + "df = df.set_index(['pixel', 'pixel_index', 'lat', 'lon']).stack().reset_index().rename(columns={0: 'VCI'})\n", + "\n", + "df.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pixelpixel_indexlatlontimeVCIpevt2mprecipESMrootSMsurftime_index
0(-5.0, 33.75)1-5.033.751981-08-3139.360001-0.006845296.7601322.911272e-0814.8432190.2158090.2084320
1(-5.0, 33.75)1-5.033.751981-09-3050.802499-0.007329297.8605651.686568e+008.6940200.2080800.2013341
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" + ], + "text/plain": [ + " pixel pixel_index lat lon time VCI pev \\\n", + "0 (-5.0, 33.75) 1 -5.0 33.75 1981-08-31 39.360001 -0.006845 \n", + "1 (-5.0, 33.75) 1 -5.0 33.75 1981-09-30 50.802499 -0.007329 \n", + "\n", + " t2m precip E SMroot SMsurf time_index \n", + "0 296.760132 2.911272e-08 14.843219 0.215809 0.208432 0 \n", + "1 297.860565 1.686568e+00 8.694020 0.208080 0.201334 1 " + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dfs = []\n", + "for var in [v for v in ds.data_vars if v != 'VCI']:\n", + " dfs.append((\n", + " ds[var]\n", + " .stack(pixel=['lat', 'lon'])\n", + " .transpose()\n", + " .drop('pixel')\n", + " .to_dataframe()\n", + " .reset_index()\n", + " .drop(columns=['time', 'pixel'])\n", + " ))\n", + "\n", + "df2 = pd.concat(dfs, axis=1)\n", + "df = df.join(df2)\n", + "\n", + "# time index\n", + "times = pd.unique(df.time.ravel())\n", + "times = pd.Series(np.arange(len(times)), times)\n", + "df['time_index'] = df.time.apply(times.get)\n", + "\n", + "df.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pixel_indexvariable123456789...1566156715681569157015711572157315741575
time
1981-08-31VCI3.936000e+0118.57000019.15000012.16000016.94999921.61999927.0800004.94000020.240000...94.29999575.57000076.41999870.75000062.50000089.88999972.45999962.82999825.76000078.570000
1981-08-31pev-6.845265e-03-0.006431-0.006406-0.006589-0.007383-0.004990-0.005292-0.005276-0.005138...-0.005806-0.004692-0.005874-0.004687-0.004686-0.005157-0.007267-0.007559-0.005315-0.007735
1981-08-31t2m2.967601e+02295.370514299.213684297.705261295.471954294.604675292.292053295.216675294.614624...298.708313296.114563297.417877295.748993297.406097301.145599302.749573303.988708300.094238302.231293
1981-08-31precip2.911272e-080.679439135.37666343.1299671.587394135.2706760.180859130.64167821.988892...55.6904184.0905012.4149131.86083116.654654119.7424471.5002300.9744271.09812810.817854
1981-08-31E1.484322e+01NaNNaNNaNNaNNaNNaNNaNNaN...32.76466011.12975718.18148532.70350019.77457948.5623042.0145490.6551743.44775310.297885
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5 rows × 1430 columns

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" + ], + "text/plain": [ + "pixel_index variable 1 2 3 4 \\\n", + "time \n", + "1981-08-31 VCI 3.936000e+01 18.570000 19.150000 12.160000 \n", + "1981-08-31 pev -6.845265e-03 -0.006431 -0.006406 -0.006589 \n", + "1981-08-31 t2m 2.967601e+02 295.370514 299.213684 297.705261 \n", + "1981-08-31 precip 2.911272e-08 0.679439 135.376663 43.129967 \n", + "1981-08-31 E 1.484322e+01 NaN NaN NaN \n", + "\n", + "pixel_index 5 6 7 8 9 \\\n", + "time \n", + "1981-08-31 16.949999 21.619999 27.080000 4.940000 20.240000 \n", + "1981-08-31 -0.007383 -0.004990 -0.005292 -0.005276 -0.005138 \n", + "1981-08-31 295.471954 294.604675 292.292053 295.216675 294.614624 \n", + "1981-08-31 1.587394 135.270676 0.180859 130.641678 21.988892 \n", + "1981-08-31 NaN NaN NaN NaN NaN \n", + "\n", + "pixel_index ... 1566 1567 1568 1569 \\\n", + "time ... \n", + "1981-08-31 ... 94.299995 75.570000 76.419998 70.750000 \n", + "1981-08-31 ... -0.005806 -0.004692 -0.005874 -0.004687 \n", + "1981-08-31 ... 298.708313 296.114563 297.417877 295.748993 \n", + "1981-08-31 ... 55.690418 4.090501 2.414913 1.860831 \n", + "1981-08-31 ... 32.764660 11.129757 18.181485 32.703500 \n", + "\n", + "pixel_index 1570 1571 1572 1573 1574 \\\n", + "time \n", + "1981-08-31 62.500000 89.889999 72.459999 62.829998 25.760000 \n", + "1981-08-31 -0.004686 -0.005157 -0.007267 -0.007559 -0.005315 \n", + "1981-08-31 297.406097 301.145599 302.749573 303.988708 300.094238 \n", + "1981-08-31 16.654654 119.742447 1.500230 0.974427 1.098128 \n", + "1981-08-31 19.774579 48.562304 2.014549 0.655174 3.447753 \n", + "\n", + "pixel_index 1575 \n", + "time \n", + "1981-08-31 78.570000 \n", + "1981-08-31 -0.007735 \n", + "1981-08-31 302.231293 \n", + "1981-08-31 10.817854 \n", + "1981-08-31 10.297885 \n", + "\n", + "[5 rows x 1430 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(3094, 1430)" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_ts = (\n", + " df.set_index(['time', 'pixel_index'])\n", + " .drop(columns=['pixel', 'time_index', 'lat', 'lon'])\n", + " .stack().unstack(-2)\n", + " .reset_index().set_index('time')\n", + " .rename(columns={'level_1': 'variable'})\n", + ")\n", + "display(df_ts.head())\n", + "df_ts.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Get the times where we have all the data!" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(629094, 13)\n", + "(435821, 13)\n" + ] + } + ], + "source": [ + "print(df.shape)\n", + "df = df.dropna(how='any')\n", + "print(df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3168, 13)" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get a smaller subset to play with\n", + "d = df.loc[np.isin(df.pixel_index, [i for i in range(10)])]\n", + "d.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Alternative format\n", + "\n", + "```python\n", + "pd.DataFrame({\n", + " 'time': df.time.iloc[:20],\n", + " 'variable': np.tile(np.array([v for v in ds.data_vars]), 5)[:20],\n", + " 0: np.random.rand(20),\n", + " 1: np.random.rand(20),\n", + " 2: np.random.rand(20),\n", + "})\n", + "```\n", + "\n", + "```\n", + "time\tvariable\t0\t1\t2\n", + "0\t1981-08-31\tVCI\t0.078587\t0.457228\t0.008751\n", + "1\t1981-09-30\tpev\t0.345580\t0.356264\t0.116740\n", + "2\t1981-10-31\tt2m\t0.876523\t0.509587\t0.885240\n", + "3\t1981-11-30\tprecip\t0.701764\t0.042951\t0.111743\n", + "4\t1981-12-31\tE\t0.507153\t0.244528\t0.055843\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "# pixels\n", + "# df.head(30).set_index(['time'] + [v for v in ds.data_vars]).stack().unstack(-2)\n", + "# df.head(30).melt(id_vars=['time'] + [v for v in ds.data_vars])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What does the data look like?" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UxhaSy30oxBIxE1V2hGfC514oRVOKS71toA3XbOzG2m7/sgm0hw5O4ZK/ewxffeYU3A4btg6ELO939YYuZCUZe0fJFapEPKN8vqeW2RU93xACLSdxHJ+KL/PRvL64/vrr8cgjxh75X/ziF3HnnXfi+PHjeOc734kNGzZg69ateN/73ofp6Wk89dRTePe7392U5yeBViPhuFJG3+UXDpoXADAZOf+TGBvlhVNhAMDEYgpL1QCZWF6Eg3Y2XFqU/2T3GJ4/2XiYTzhoIa9i/K/t9uPsfBKyvPTn2vMn5yBzYP9YBDtWtcPlsF5Kt69QXMVjU9Gyj5fI5HHbl59/Qwu5REbJYjk1QyIDAHKSjC//+iQWEtmy9xMCDXh9hjmXkzvuuAP333+/4bb7778fd9xxB971rnfh4x//OE6ePIkjR47g4x//OGZnZ5v6/CTQaiQcVy5IIgetN+gGYyTQgIJAS+dkLCbPfU4SsbxwzjEtHLQyrse/P3kS33z+TMPPF03l4LAxeJ1KCGdNlx/ZvIyJZXCvd48sYsdgO7avDOEdbyqdmN0TdKPd58Sx6fKi42w4ib2ji/jeS2ebfajnDQnVQTsTTiyL6F4ODk9E8cff2YVMvjjF+pnjs/inR47hX588UfYxIupa63LYcHC8+QLt7x44jCePTjf8ODPRNHZ89lG8MmzuV9+6vPe978UDDzyATEa57p85cwYTExM4fvw4rrrqKtxyyy3afW+44QZs3769qc+/3FWc5x1z6m5GhDiddht6Am5MtUCI82w4gRXtXjjtS6+7Oed48VQYIY8D0XQe44upZW9/QJxbYpk80jkZAHB2vrSDlpVkLcG/EaLpHEJep5bLsbZb6Tl2Zi6JVR2+hh+/WuKZPI5NRfGJGzfi0zdvKntfxhg29wVxfLp84YxwBx87Mo28JMOxDN/h5UaEONM5RXQv5We6XDx+ZBqPHJrG0ckYdpgqfZ9Vi0vue2UEn7hhg5b3bCaSyoEx4OLB9oYEWjSdgyxzQzWyLHN864UzmI6mceOWvrofGwBePB1GJJXDwfEIdq7trPn3P/vLQzg8Ud6JrpVtK0L4m1suKPnzrq4u7Ny5Ew8//DBuvfVW3H///Xj/+9+PQ4cO4dJLz30vxjfeKtAgmoPmL3xZBtq9y+6gpXMS3vbFZ/CtJjgV9XBqNo65eAa37FgBQAlzEq9vZqLKd8HrtONsmRy0vMSxmCofpqmGaCpvKMQRAm14CfLf9OwfXYTMgUuGqktk39wfxPGpWNmwvwhTLSZzePk8chiaiXDQAODUbOvnoS0ksvjzH+3Dm/7mkbpzkEVqwAmLsO4zx2exsTeATF4u60BHUjmEPE6s7fZjooHr0F/+eD+u+cdf41cHJrXbFlM5SDJvSq7n7rMLAAppEecL+jCnCG8uFeSg1Ug4noXdxgwXioGQB6dmlzdvIpZW3IxdZ+fxR1i35M8/vqgsDNdu7MH3Xh5ZdsHaSnDOkZN4yTyl8xVRIHDp6g48d3IOyWwePlfxkpKXmxPyjqZzCHkKj98XcsPrtGN4iS/mu0eUC83Fg9aVm2Y29QURy+QxGUljRbvX8j56h/Hhg1P4jQ3djR/oeUZcJ9BOz8bx5k2tPULv//7sIB5Uxcz4QgoDbdafbTlG5pVz94TJYR2dT+L0XAKfefc2vHAqjB/sGsWnb94Em8VEikgqhzavEx6nHdm8XMcrUTg+HUc8k8ed39uNxz99HTb0BjGnGhLDc4mGe33uHlHyK2frFGjlnK5zyW233YZPf/rT2L17N1KpFC655BLs2bMHTz/99Dl/7tfXFWMJCCcy6PS7DF+U/jbPsguSZFZZ3A6MLU+SqNj9DnX64HLYyEHT8fO9E7js848ZLkCvB8RO+PI1SrhipESYMydxQyJzvURSSohTwBjD6i7fklSQ6tk9sogNvQG0+aprq7O5X5kbeqxMmFO8P5cMtS9Ljk5OkvHqmeV17kSRQMDtwOnzwEEbW0jCr7ZOEaH+WhEOmjkE/swJJdn8uk09eNeF/ZiJZbC3RH+4SCqHdp8TbofNMpetWqYiaa2h8ui8sn7Pqd/xZFZqyPlKZvM4PKmEJ2fj55eDFggEcP311+PDH/6w5p594AMfwAsvvIAHH3xQu9/DDz+MAwcONPW5SaDVyFw8iy5TbtVAmwfxTB6xJWjWWQpx8Z+IpOveoTSCEGhBjwMr2jwYJ4Gm8dSxGUTTeUMlXySVO+8rXWdiyqbk8rWKk3Rmzlqg5SUZmbyMdK6xXtNRNZSjZ31PAKeX2L0+G05gY2+g6vtv6lUE2vGp0gItquYRbewNFg1cXwoeOzyN//GVF/HsieZWodVCIpuH22HD+t4ATs+du8+Uc47/em5YK3Cpl3gmj041F7meczulEz3HTUUk+0YX0R1wYX2PHzdu7oPDxvDoIetEfeGgKQJNrmtdiaZziGfy2KJuJkRO5JyugrQR0bx/LAJJ5vA67Zrzfj5xxx13YN++fbj99tsBAF6vFw888AD+7d/+DRs3bsS2bdvwrW99C729vU19XhJoNRKOZ9BtStbs13qhLd+Jl8wWFohzUclTCSHQfC47VrR7G3LQFpNZ/ProTOU7nifsUVsnHJuKYzGZxad/sBc7PvsoHj44tcxH1hjT0Qx8Lju2qT3ASvW/y6kVeY26aNF0XmuxIdjYF8DZ+WTD4q8WEhkJAXf12SFtPif6Q56yDlo0nUfQ7UBXwIWFRHbJxbv4vt77wvJVkcYzeQTcDgx2eDG+cO42eKdmE/i7Bw7jv54bbuhxklkJnWoucroO50o4zpv7ghhfTBly8BIZCW1qQUybz4mr1nfh0UNTludFVHWW3U47OFcc61qZUq9dm/qC2mMCBQcNQEN5aCIt4M2berSw6fnEb/7mb4Jzji1bCjO3t2zZgocffhgnTpzA4cOHcf/996Ovrw/XX389HnjggaY8Lwm0GgknCmOeBEKwVepXUwrOORYb3DXrv9xPH5/FZ35+sGqR9Mt9E/jU/XuQk+rPX0ioAtHvdmBFg0UT339lBB++99WmhMWWm3A8Ywhj3PPYcfx87wSA8pWP54rZWKZpDutMLIPeoBshjxM2hpJ5Znn1vGo0D83KQdvYGwTnKMoB/c6LZ85ZT7FEJg9/DQINAPraPFoPRStE+LbT70Je5ogtcTh8Tj22J45OY7SK8/KHu0bxJ/ftwecfONzQuqFHvK9+lwOpcyi4j6lO5hNHGmsdkcjk0e0XDlrt74EorHnLVsV1OakrFEjlJEM+51sv6MfpuQROW4gkvYMGoK4wp7hWbNYcNOX8m4tnYLcxuB22hpzq4dkEeoNubOoPIpzIamsCUR4SaDUSjmcNFZwAtMVa72LVwqOHp3HF3z+hVYjWg3hup53hWy+cwbdfPIsnqnShHjk0hZ/vncA/P3q8gefPa1/kFe1eTEfTdS/ck4tpcF5/MmkrIUSCx2nD8ekYnjs5h2s3dsNuY8sSEv/0D/bi0z/Y25THmo6m0Rv0wGZjaPe5sGCxyZBlDtHSqhHBnc5JyORlQw4aoDhogPHitpDI4jO/OITP/vJQ3c9XCs45Etl8TQ4aAHidtrKiQ1xkO9QWB/Vu9uplLp5BwO2AjTH896ujZe+bl2R8/sEjeOTQFL7+3HDTWh8IgeZ12ZGqcy2tBuFknppN1D3LlXOuOmj1hzjFxu2mbUr7Cn0eWioraf3+AGD7ipD6O8bjFSPHjAKt9nVXOGiru3xwO2wFBy2eQZff1fDUjlhaqcDuDbrBuWJ0lCNbZ6i2GsLxjMHQaGVIoNVAOichnskXOWgiUbTeJPAT0zFk8nLJJOtqECfcJUMdsNsY7DZW9cglkQfxladP1e06JDISfC47GGNY0eaBzOsvpxbCrBGBlspKuO3Lz2PfMndm3zOyCIeN4eZt/dg7uojTswlcvb4LAbcDsfTSLxInpuNNG480G8ugN6RsVtp9TixaCLCcXLhYNOISi/dKX8UJKM1qHTZmuLg9f2oOnCvv/ZHJ5vZNSudkyBw1O2gep73sRTyqXmTFBX9+GQTa2m4/NvUFtWTuUrx2dgGRVA5/eM1aAGg4l0ughDjt6nt17hyWY1NRrQr/yTpTKTJ5GXmZN5SDdnY+gZDHgQtXtsFpZwZ3LJmT4NHNbu0NKWk0orWNdr+shLzMVYFm146tWh46MIm7HzyMiUgajAF9IQ9CXmchBy2eRXfA3bhAy+QQ9DjQE1TWi3JrezYv46p/eAI/2FV+o1AvU5F0WTe7lSCBVgNZScatF63AthXGuXs+zUGr74IrhMx0tHEH7e9u246f3/UbGOr0YWy+uhDnbCyDK9cplXh71VyBWklkCq6CaHRY7wVZJJ83kqswEUlh7+iiNt1gudg9soCtAyHsWNWmfUZXretG0LP0Ai2dkzAdS2M6mm5Kp/bZWEZbcNu9TsvPO6/Lh2nEQSuMeTI6aC6HDWu6/TgxHcevj81g3+ginj85h4DbAZfDhu+/PFL3c1ohNmEBd20Dqb0VBJroZSWaO1u5keeScFxJ3Rjq9JbtaQcATxydgdPO8N5LVwFoXl+rREZSHDSnHVlJPmdhsOPTcVy9vgsbegN1CzTxXRYFY/W4VmfDSazp9sNht8HvdiCuWw/SWQleZ+Hy3KOm0ZivEeI71eZ1wq3eP1ODWPzpnnF8/blhHJmMoifghtNuU5qNpwohzu6gItBG5pNVRUXimXyR+xVL5xH0KA4aUFjjrZiLZxBOZPHyaaWquJlOmsw5JM6bFpavhXpeBwm0Ggh5nPjS7Rfjhs3GSo2AmisQz9Rnyxcco/p3oolsoc3F9pVtWNXhrdpBm46msXUgBKedYbrOxTaRzcOn7viEyxGvU4DMNMFBE47icrf7GJ5LYFNfUMvtCHkc2LYihKDHueQhzvHFlJZEPJdo7KIqQn1BVZR3+FyWOWZNE2jq75pz0ABgY28Au0cW8Mfffg2//81X8Oujs7h6fRfeub0fP9sz3tQFXpxXtTpoXqe9bIgzmlYdNJ9w0Jb23JhTi59Wd/kxupAqK+AfPzKNK9d1YXWnDzYGQ1XeielY3eHJQohTuSylG+jpVYpUVsKZcAKb+4O4cFVb3a6QOA/afS4wVp+DdiacwOoupdmyx2EU8KmcMcTpctjQ5Xdh2nSNMAi0EiHOu763G39yn3WO8eiCsiY8dWwGA2qPPr2DFo5n0R1QQpx5mWOsQvHG/a+MYPvfPIKLPvcYfrZnXLtdEWjVOWjC3To2HYPH40E4HG7ad1hSz+ulFmicc4TDYXg8npp+jxrVNgGvKkySdYY4m+KgZSTYGLQv6aoOHx6dqFwlGM/kkcxK6A950Bv0YLrO5H59ZVtACLQ63g/OeUGgNeCgxVtEoKVyEgJuOzar1VFXrOuC3cYQVEdiLSX65O+piJI/Vi/pnAzOAa+r4JoetWgjoQ9xViPQRueT+MT3d+PrH7pcW8yBQtKyuYoTUATaQwen4HbYEEvnsSDncOfG9UhkJPxs7wQyeRkeZ22OVyniWrVybUun22lHKlv6ohBJ5dDmc6LDrwjQ+QYFdC1wztULsRsrO7zI5mXMxDJadbqekzMxnJ5N4ENXrYHDbkN3wI3paAbpnITP/vIQ7ntlFP/7rZvwiRs3Vnzexw9P43MPHMaj//M6eJx2JcTpcmjCJJWtrVq2Gk7OxMG5UjkZjmfrjnoIBy3gdhSJq2qIpXMYnU/h9suHACg5qnpBmspJ2nVF0BN0F4U4xaaozevUmtTqBRrnHL8+NoNkVoKdAf/y/ou0ZrOcc4ypa0JO4hhQw6ghj+KGc84xG8+gJ+DGuh4l13N4Lq5N8DAzF8/g7391RBO+L5yaw20Xr9Reb9Dj1ArqzK/D/DiAMl1hYMVKTE6MN20IeU6SMR3NgAGQF7xooO9uzXg8Hqxataqm3yGB1gRcDhtcdptWyVgrwu5tJJcjkVV2n+LLt6rDi3AiW7HiTDxnb8iNvpC7aIdWLfou8mJRrUegRdN5baGZa8hBUz6LZvZju/vBw9i+sg23XrSy6t9JZSV4nHb0BN247aIVuFVdsIJuR0NjWephVLf7nYykcWFta4UBcWETrmm7z2kZltM7aNVUce4eWcC+sQgOjkdww5aCU4D/DPkAACAASURBVF3OQdugit+PXLsWkgx89ZlTuHZjj9aqJZ2TmibQElqIs3YHrVToKZOXkM7JCHkcCLgdcNpZ1Q7arjPzGOr0aTlK9RBN55GVZHQHXBjqVOZfjswnLQXafz4zDLfDhne+aQCAkrM0E0vj+y+P4L5XRuGy26oe0/TycBgj80lMR9NY3eXX1irxWZ2L1ilH1V6Em/qD2Du6WHdhV1zXVsjttNWcMyc2M1sHlHPXnKOohDiN55h4r/XoHTTxHdGfZ1PRNJJZCeu6/fjZ3gl84saN2KD28IukcoZq4YF2VaB5nRiZTyKWUdbiroAL61RRdno2gRsLnSYAKG7YX/54P4bDCaRyEu5530W463u7DRuyaDqPkEf5bNu8zrKbb/GzbF7GRDSLdWvXlrxvrbx4Kow/+u5Lyr//6sa6pj8sJRTibBJ+t72uyhDOubabqDe8CKjhAd2uflBdaCsJFPHcfUEP+ts8WjVPrcTV/BGg4KDV4xDpw7yNOWjK4tAsB+3YVAz/+ewwvvTEiartdlnmmnvDGMMXdeHxoMehHeNSMTqf1HaM9X7OAnFhE7v8Dp8TyaxUVOKvDyVYFRGYKVUgIhZ7cw4aALxlSy/+9KaNuPP6Dfizt23Go396HdZ2+7ULfT35QaUQqQT+GnPQPGWqOEW+j+h71eFzFVVxfvTbu/Cdl4w9yqajabz3Ky/iyn94Avc8Vn8FtnAsugNurFbXDas8tInFFH6yZwy3Xz6ouZu9QcVBOzwZRU/QjYsG26vuYSbCZXPxLGSZI5FV3GZxTp2LVhsnZ+Nw2W1Y06WcH5m8rIW9aiGZLYS6PQ57za0tROXrtoE2AIrDKgQa5xzJnKSFegW9Fg5a1CoHTXe+n5pRPsfbdw4CUBxQgXj/d6qTQAZUQd7mdSCaymkb5O6AGx1+F9p9TsuQ8JNHp/HE0RkEPU7cfdublCkbXqf2nc3kJWTzMoLqdaEn6K4qxAkUT1hoFH2e7HJHV6qBBFqT8Lkc2uJdC7FMXvtCNdJhOZGV4NNdNFZ1KDuDSj2NxI6sN+RWQpx1hlmT2bx20RIuRz05aGIB8rvsDeWgiXzAaLo5Ex6+97JycTw9m8CRyeoWDfG5mkMVANQctKUPca7t8sNltzXcVFlcPAsOmpI7FTG5ZHm5thw0Ed42OwUiJ6bNQqD53Q786U2b4Hc7YLcxbOwTroSay9TEC31cN46oFrxOO/KydXKyWXx2+l1F0wSePTGHp48ZwzzivHY77LjvlfqLIfQX4hXtXtiY9brxjeeGwTnw0Tev127rVV2dkzNxbOgJYGWHt2rXelTNkZ2LZ5DMFfoo6kOczWY6kkZfmxt2G9POXXEux9I53PPosaryk4RD73c5lPBkjQ7akckoOnxO9KlV0B6HDRn1MXIS17ru6+kLeTAbzxgEpf7csariFP0Bb97WD8DYjkZ8xr9z5ZDyvekVebJKDprojSfCkqUqOfeORhDyOPDTj1+N910+qB1PRN14iHUuqF4XeoPusoUlc/EMXA4bGFOaezcT/fdKzI9uZUigNQm/245kHUUCQpCEPI6GQpxJk4MmBFqlpE7x/L0hxUGLZ/J1hSYTmUKI0+2wwWFjdTlE4ou7dSDUlCIBoPEJD4lMHj/ZPY4bNvfAbmN4YP9EVb8nFn6PxZB0UcVZrRvHOccPd4021B9rZD6JoS4f+trcmIw0tnsUDpo+xAkAC2aBprvYRaqoTCzloImLtbuGgfOFUFkTHbR6iwRcpcN2ZoFmdtBykoxUTioSTeJCvKkvgNlYpm5BI3pSdQVccDlsGGjzWrb8efF0GFet78JK3cD3vpAbc/GsItB6A1jZ7sVUNF1VBaaY9xiOZw3vqybQzoGDNh3NoE/NvRTnrnDDnjk+h3998mRVrYaSOie1UgsVKw5PRrF1IKSlpHicdm0agbZuFAk0NySZI6zLTwwnsnDYGIJuh2Wj2lOzcQTdDqzp8mFluxcn9AJNFcjXb+7F839xI67frAynD3mdyElcKzLTCzSrcU/7RhexY7DdMJ9aH3IVAk1satq85QukwvEM+kJuDHX6cGy6uW1y9N+rSXLQ3jj43fU5aMIp2L6yDQvJXN3DbhNZSVtwAKUs2+2wVeWgeZw2BN0ObTdXj1BUigSU52eMIVBnGwnxflywIoRwIlt3Owi9QGs0D+2JozOIZ/K484YNuHp9Fx7YP1mVsBKLdikHTZJ51RehA+MR/NmP9uPeF8/UcugGRueTGOzwYSDU2KQHoHCBEnkyHSVaq4ixMy6HrUoHLa3+bRRoWUlWd9XVZ/WKC1YzHbR6BZq7jOgwu4NmB018j0bmk4bzTuRqblCdj3r7KOpDnIDSrNT8WNm8jOPTMVywos1wuyg0iWfyWN/jx8oOLySZY6rCGhJN57TzYS6e0TaFQY9D6/91TgRaLI0+NV9PFLgIYStyKKvZGCZ0xSJup72mitO8JOPYVEwbkQYY27CUWjd6gsW90M7MJTDU5YPNxgoOWs7ooK3rDYAxhvW9AZODlkLI40Cb14n+No/23RIREJEnJ64L67r9mIqmDWtrKivh2HRMG7Iu0Ic44+nCZyteV6KMmSF6r23uC1oWHjXCfCIHv8uOoMdBIc43En6Xo64cNLEYvGmlsvCVq24pRzJrLAZgjKmtNsqfhNPRDPpCypdTLFy1CjQhNPSVbUGPo64Q52wsA7fDhrXdfkgyr7sflN4FbPSLuH90EW6HDRcPtuPmbX0YmU9WJXBK7YSBwmJVrYh97LAylmbXmfr61EWSOUTTeQx2ehvKNRSkTA6aEBdFDppaxdkTcFeVgybOf/NFMpuX4bbXtlydkxw0LbRVex80AEhbVHKaCyA6/E7DTl/8PJWTtLATUHhdIum7boEWy4AxaE1yhzqLBdrx6RhyEsf2lcYekOLirRxHUHPXKuWh6TeO+s7ufl0VZ/ochDhnooXmygUHTXkeISiqEmjaaDs7PA5bTZuA4bkEMnkZW3UCTR8mFd+t4hBncQ+x4bmElsBvlYN2ejaB9T3Kzzf0BHBqNq5tescWklqush5RKb13ZNHQPHltt3KendHlJx6aUIag71hVLNDimTzykqy5ZSLE6Xc5ylbPKtMLlHB7I4ViViwms+jwu7Cy3UshzjcSPpe9roogcUG6QAi0eqsoM0YHDQBWdvgwUSGUNRNLa80D6xVo4sumz8sJuJ11zROcUbvTi91ivYUCiUwe3QEl16RhgTYewdaBEBx2Gzao5ebVjIgRC215gVZdGFgItN0jC3U18BTnwcp2HwbaFYHWSG8hc4hTNFiNpKwdtK6AC9FUrqIjWshBM37uOUmGs4bwJnBuctAS2Tw8ThscNYpFTXRYOOT6RG8A6PS5sJjKablGUd05ohdOWZNAq9RgthRziSw6fS7Y1RDVUJcPc/GswfE8NBEBAGw3OWh9uurRDb1KDhpQ2bUWG0fGFMckvgQhTpG+UXDQjAJtsQYHLZnJgzHlc/WUqdC14qVhpQHrjsHCe6kPk5q/WwLzNAFZ5jgTTmhtL8whzngmj8lIGuvVNWtjXwDpnKx9NqMLKS0VRo/YKBwYj2Bdj19z1sTz6PPQRDj4wkHjedHmLRSKRU0Oms9tL9vxYC6eRU/QpYz8avI5MJ/MosPnUudFk4P2hiHgdtSVuzUbVxwjscup10FLZI05aICI9Zc/JmVHqXzxCwKttmPQFhRdkULQ7agrOX8mmkFv0KNVic3FstqFqBYSGQkhrwP9IQ8mGtgpyTLHofEILlylLEBrRLl5FQJNLJTmnTBQWASrqXQdnU/i6FRMm0ZQbZGCHiGigx4HBkIeZCW5oXFCKYsqTqB0Dlp3wA2Zo6xoz+QlRFI5MKZcJPUCMpfncNpra1okQj7NLRKofQ4nUBCLVnlihRw0NVzsd4Hzwu2iyhOAofm0+F70hdwIuh1VDTm3Yi6W0cKbADQ3ZLduqsjB8SiCbofWhkMg3KiAmiIhHLRKmyJxrBt7A5iLZzRnMqDO4gSaL9BEEZZwonymYgTRBqZaB83vUtoa1Vok8PDBSazr8WvCCTAKtFLOu3mawGQ0jUxe1pwtc5HAsJovpjlovYW5tZwrOWaDHVYOmlM7Dv0xru1WxqodGItot+0bi2Blu7eop2Kbuh5EUjntOhDSOWjZvPWkCFnmmE8o56PPaUdOam7X/4WE4qANtHkoxPlGwueu10FLozfkRn+d7pUgqWtzIQhUIZJmYhnNQQu4lT5MtYa/4rrwhPbcnvoEq3D0hED71P178PYvPVOz2yMupCvaPQ3loJ2eSyCRlbBddTj7Qx54nLYiB+2Hu0bxz48eM9wmGpM2GuIU42j+4h1KA6JXz8zX+CqMu/J+tfdPI3lohT5oal6J0w6X3VYUkhZVnN2ByuO/xIVxXbcfKXXurUDkoNWC5qA1NcRZvq9gKcq5QpFUDh6nTbvAmudxGhy0sE6gqRcul8OGoS4fztYp0MKJrGG+8MVD7XDYGHbpzrODExFsWxEyJIIDQJffDRsD1qt5Th6nHV1+V1UOWsDtwPoeIdCMSfdAdVWceUnGX//0gFatWI5pXUshoHDuis9EbC6qce2VoijlOPUJ/pWYT2Tx0ul5vGN7vyGf0q1rVKvloJnWDfM0ASHAhLMlvh8iB01EY0SvL+H+n5yJ4+RMHOmcrIk2Pfp5t+t6Ck1pvS47rlzXhceOTGu3nZiOaVNS9Ag3WBFoJgdNOJcW34WFZBYyV0ZonQuhvpDModPnxMoOLxaSuYammywFJNCaRL05aIpA8qDD54LTzvDS6fmaQ1hi7I65N1OoQqJ+wmT5A8rusuYQp8jLcTeeg7aYzKHD79IEWjiRxenZRMVcOjNiNmhfyNNQ+5KD48puUeQI2mwMa7qKy82/9/IIvv7ssKEEPlVioQUK+RjVvEcj80n4XHZcvb4bK9u92HW2doGmD7eKfkcNCTRTmw3GGNp9zqI2G2L3K3bYZodNjwhrikR0vZORlWQ4awwrFpKmm1skUOsUAaBQJGDl5h2fjhsqI4VAC6tCQYRAHTZmGeJ0O+xa3tjx6ZhBxFWDWXT6XA5csLINrw4rDlpeknFkMqptUvTY1e/Ddt184pVV5L6OziexqsOL7oAb4UQhxBnQhTircT5PzSbw/ZdH8NSxyp3mCy2FzCFO5blFeL5aB004qe4actAeOzwFSeZ4x/YBw+0ehx1ZtSeb2Z3WM9jpwwm1N9jwnCJKhYiy2xicdqY59/o8OQBa7tULp+a0Td+b1cpNPfpeg+u6jQLu5m19OD2bwKlZxYU7G05iTVfxZAErgRbQBJo6u9qiUEBr7RF0FwRaE3MRFxJZtPtcuHCl4hJXU7G7nJBAaxJ+twOZErZtOWZjyigNm43ho9etw8OHpvCx775Wk2OUycuQefH4mYB6TKVChGKXu8JQNu+pWaBpzTt1C4ri3tUu0LJ5GW6HDQG3A3/2ts34zLu3AQD2jdX2RYqrF51Ov6usKKjEgfEI3A4bNvYarf5hXb6PJHMcnYoilZO0RRPQV2MVf80CNeSgpXVz+S4easeB8UiF3ygmpasMEwJtqoEcjFRWAmPGthcdPlexg6bmoAnBXa5NiJaPqV7s9XloubwMV51FAs100BRntvapBKVERyYv4eXhMK7dWLhQirDTWVVoCQdtY1/QUqAJB210Pon3/scL+OufHqjp2KxGYV2+ugN7xxaRyUvYNxZBOidrYX4z9330SvzVO7dq/1cSsCs7aKs6fOgOuLGoczL86iQFu41V5ZyI71u0Cidk2hzidNUf4kxm8lpKhxKerO4ce+zwNAY7vdo5LigUtEhlN3ZXr+/CnpFFxNI5nJ5LwOeyaxEQQBHrIsSZEpXWuuvCey5agWdOzOHHu8ewbSBk2Uk/qHPQ1vcYxddN2/q01zEdzSCVk7C22yJM6jGGOL1Ou7bBEoLRquuB2JR0+d1FRRyNks3LiGXy6PS7cNFQO2wMeK2OaMRSQgKtSYiTqdZxT4upnDZ/78/etgV//OZ1ePzITFVjcQRxXXhAT7DCTExRaaXfvXcF3DXnJlm1Hgh4HHUVCWTysuZ83HXDBvzulavhstuwf6w2UZLIKg5au8+FSCpXV2I9ALx2dgHbVoQMSeFruv0YCSe1xxyeS2gL9KGJQt8esdCK16OnlhBnSjeqqD/kwVys9twxfdikK+CGw8YaDHFK8KkTEgRtPqdFFaci0MRFpFxVrggtCadGf6HM1RHi1Kra6nTQfrFvAv/HJHYSFqkE1VDog2Y8D187s4B0TsY1G7q12wY7fXA5bDihdn2PpvKwMWBLf9CQZyacEpfdhqFOH3ISRzSdx5HJ2npHpXNSUa++y9d2IpuXcWAsgocPTsJpZ4bRW3r6Qh5DXt6Kdi8mFlNlN5kTiymsbPdooVUx5cLnUs4pb4XZpQKRCxqtYqMzHc3A57Jrx2oWAIu6th+VilkSutF2ykSC6s6x/WMR7FzTVdQuplDQIpet/r5mYzfyMsdLp+cxPJfAmi6/MVTqsGnHIl6XfuP825esgiRzHJ+O4y1brT9Pt8MOj9MGG1MKRvSsbFfE5WOHp7Uowtru4jCp2UHTi75yDppYA3qCLq2FT7MctEXVIe3wuxBwO7B1IIRdZ+uril8qSKA1CfGlryXMyTlXhiR7C/kfl61Wxm7UUjIvTvQiB03dxZRyacbUXa6+kqfD4iJbCbOVDig7qGxerqmvG+e8KNfI5bBh60AQ+2q0opULqR2dumTVWjkbTmDv6CJuVneNgrVdfuRlrrkEosINKIxwAQrCwCpUEXA5wFh1DlomJ2sLeFfAjVROqnnIs750325TWqo00mojmZUMO3NAOXeKJwmoIU7VtSgn/mejaU2IAEYHrZ4Qp6fBIoHHD0/jvldGDL9fbw6aViRgOpZnT87BYWO4cn2XdpvdxrC+J6A1FY2mcwh5nRjs9GEymi4aiu1y2LRQ1FCnD+FEVuttVg1Ws0ovW90BAPjVgSn86sAUrtnQbTkH1YreoBvpnFxysxpLKzMgB9q9WnHCC6fC6AsWenFVW8En8rD0hRSlmIqmtZZC4jkA5TPhnCOSzMHnUiY+VGoJk8hImvBR2mzIFaMes7EMZmIZbf6mHr3Dam5ho+fS1R3wOu149sQsTs7EsdbkcLl1EwnM49gApVDg4iElvHdjCcENKOv3YKfPcnN545Ze7BlZwIFxZU1eY+WgqQItmsohlskZBJrfFFrWE9ZNLyh8Ps2ZuLKgzrcVBU2Xre7A3tHFkpv3ekaANRsSaE3Cpy7atVw40zkl/KgfXzPYqY5oWqheoFmFGIHKLs34Qgouu02rDgKAdq8y5qOWk1PftFFQEKzVXxwzWk6N8bS8cFU7Do5HajomEeIU7R/qCXP+dM84GANuMw1HF4viQwen8OujMzg8GYXLbsOW/qClg2YVqrDZGAIuR1VVnPoLqEi218+rq4ZUzjh2aqDN05CDlsrmiy4gnX53kTAQIc4OtY1DOQdtJpZBp9+NTr8LLrvN0HKmnipOp53BxurvgzafUBKW9fmGiWwegTpy0EqNL3r2xCwuWd1RVBm6qS+AE9OF8F3I40Sb1wnOC48higTcDhuuWNuJb/7B5fjsrRcAqG2GYTonF20iugJuvP+yQXzj+WGML6bwjjcNlPjtYkQ4u1SoUIQaB9o82vk8Mp/ELTsKz6Fv3FqO4RoctJlo2hAOdNkVlyiZzSOZlZCVCknzlcKcCV3fSbcWnix/nglnc5spvAnop15IhnQEM26HHVes68R3XzqLsYUUrtYJe3Es4jiS2TzsNlaUGnDX9Rtw09a+ot5lenqCbmzqKxaSAHDVui7IHPjhrjG4HDassAiTepx2uNXm1IqDVrjGFa6VxZ/vTCwDp50h5HE2PcQpNoedalPtS9d0lq2Kf/9XX8RH7t3VlOeuFxJoTUKIo1oEibBcxZgcoJB/UpODJirqTIt80F1BoC2mMNDuMVRmtfuUEv9qcjoEliFOd/U5VgL9BUfPhavakMhKOF1FpRaghMOyeRkBl0ObEVmuetAKzjl+snscV63rMuToAdCSYr/w0FH8wbdexQP7JrGxL4Adq9pxaCKi7aTLVXEChXFPlUgZBJrafqTG/nCFcKvy3va3eSp2ey9HMlvcd2+gzYNwImtwTUWRgNNuq+jOzqoVxYwxZaBy1OiguSx28+UQVYX1OmhiBJK++3q9Ic5CPlzhWJLZPA5NRHHVuq6i+2/sDWB8MYVERukjFfQ4dFWpqkATDprdBpuN4YbNvVp3+uNVdmDnnCOdLw5xAsBnbtmGtd1+2G0MN2/ts/htayqdo2Jj0B/yGNp7/NYlq7R/KyHOGgSabr2aWExZ9riajmbQ31YoiGKMwedyIJmVNMdMCLRK/SiTGUmrWtfyxyrkoWkCbcBKoOlCnKKgp8T5fuOWXsgc+ORbNuIDO4cMP9OHOBNqb0xzOPWmbX34+ocuK6rI1fOl2y/GZ99zgeXPLlndAZfdhhMzcazu9JV8nDavU2uQbQxxls5BU0S0ck1q9kxWIdDENUG4xKWKriYWU4aK1uWABFqT8NcR4hRht3adg+Z3O9Dld2lz6qqhVHdzrVKwZA5a0pB/BkDLh6ulg79VrkOgxk75QGGBM+caXaju9PTuVDn0glHslmrNqzsyGcPIfLLIPQMUF+u3L1mFj715vZYQfcGKEC5YGcJCMqddgNJ5CS67TWsAakYZmF5bkUBXnQ6aeAyxWIs+QPU2q03lpKIdfqH4oHBxEzloTrsN7aYZk2b0+ZhBUw5jNi/DVaODBogKu/ocNJGwLEKNolq6niIBtzr8Wd8df3whBc6NrQwEYnzTyZk4YmnFQRMXbM1By8uKS6g7v3qDbrR5nTg+U91mJpOXwXnBBdLjdzvwrT+4HF/74KWaE10NlRw08f0YaPNq5/O2gZCxs34VIc5IMqeJaL0T/ec/2o/3f/UlQ/8szjmmo2lDxTqghlKzkraBE65RNQ5aoUjAKJxLcXgyihVtHk0g6HHrBHw6J8HtsJUUPr9zxWo89Klr8embNxWJL0WgFSYSWIVJq2FDb6BoYyrwOO24SA2Tir6QVohxT+L8FWjOmIWZoYziUs6fZrfZ2DOyAJc6pQZQciV7gm4cHC++ruQlGdOxTMn3YKkggdYkxG6qliIBUQjQ5jPmdgx2+mpqOlkY3GvOQSvvYo0vpooEmlg8agkJJjJ5ZUC6zkqvVKBgRSkHTXxhw1WKLH3JvnAnaym6AICpqCKQN/YVJ8AyxvDP79uBv3zHFnz+tu0AgDetaseWftW9UMNLqaykJapbUa2DljbloAEwDEyuhlTWKKj627zI5OWa3xeBlYO2QmtSqhNo6mdqtzF0+lxlhbII5QHK4qx3vnJ15KABqNtB47wwZuyUKnaSWQmc1z6HE1DdPIdRdIgcUPN3EFBCnIAiDqOpPEJeR5ELl7WobGWMYVNfwOCglUt4F5uiUi7v6i4/3lKDewYUBFopB00I+N6QGwG3A9ds6MbHrl9vuI/Xaat4YRaV1PrB3IASQh2ZT+IHu0a126KpPDJ52RDiBAoTYETu5MYqQpycc62ND1B9ruMRdUC6FfrHsNr86LHbWMnHcTvs2mdq1by8WQjXd21VAi1vykET18ritU+MHgSKizhSWQlffPx43Q22nzkxi51rOg3v7baBEA5bFNXMxDKQZI6Bdk/Rz5aSlhBojLEzjLEDjLG9jLFd6m2djLHHGGMn1L87lvs4yyF2U7XkoGkCzVss0GoJcRYcNFOIs4xIyuZlzMQy2mgWQamh12WfP1ucOB10iwKFWhw0tSrNJNCEE1ht2FU/NqaQg1bbl1o4VF1+d9n73bClFz+/6zfwPy5dpSWfiufP5CXL/DNBsMpmvum8pO2wu9TXM1dzDprxWBrthZbMSlqVVfFjFtxfMerJaWfo8DvLCsJoupBM7HEUC7RaqzgBUWFndNDuf2UE33x+uOzvRdN57dhFNWW9g9IFiugsHMuERZsbwVCnTw0jxZQiAY/TEAYDFPfL6j3Z1BfEsekYOOe4/5URXH734yXFgxB7njIbiVrp8LlgY+UdtC6/Cx7V0f3uR67Ae3asMNynmhw00WLjwlVthhw0EZn41ydOaI8hmrsWOWhOuyHEuaLdC6/TXlagmdsaFfLHSju16ZyEU7MJy/wz5TEKTWaV71Z9zpfbWQhxmjdlzeTKmgSasUigcK20cNB0LqfPVMW5e2QBX3z8BH7/m69UvfGXZI5fHZjESDiJ49NxXLep2/DzbStCODEdKypmE2sYOWgFbuCcX8Q5v0z9/18CeIJzvhHAE+r/Wxaxm6rFMRKCw2x5D3UqZerVtoYo5KAZv4yBMjlokxElvFLkoHlrd5wSFnNAA5o4rCcHzfhYdhtD0OOouhJTXEgDHgf8LqXD/XyNAk0IOhFyK8eOwXZ4nPZC8mumugWyzevU8hDLkc5K2g7b41TaBNSTg6a/CGvhyGh9vdCsigQGLCYUiCpOh92GDp+r7OcQS+dNDlrh/FfCebUvV+YmorLMcc9jx/Gdl86W/T2xS+8PeTA8l0Bekg3ObD14HEZXaHwhBYdaUWvGYbdhXY8fRydjirPodRoSyQHVQbMQaJv7g4il8xiZT+LbL55FOJEt6ciLxyqV71QPdhtDV8BdUuRMRVKGXDArROixHCdn4rAxpS1LPJPXnMJIKoct/UFMRzN45rjSwLbQA834vD6XHalcvvB997nQHXSVnSaQMLU1Eo5/OUF5NpyEJHNsLJF4by4SqFdY6UOcVi53s7hibSc+f9t23GIS1nravE5MRdNI52RDkYDLboPDxorMjGQ2j1g6r1V8e1zGymfx/ds/FsHdDx6p6jhfGZ7Hnd/bjQ9+42UAMPQbBJSei3mZawU5AjFI3crdXkpaSaCZuRXAveq/7wVw2zIeS0XKxdVLoRUJP3OYfAAAIABJREFUmBy0oU4f8jKv2t3Q2lyYHDSPOn7HSqBpPdBKOGjVOk6LySwOTUQMX0BAJ1hrcND0Sc9mzGGMcsS1uX52rcP9YqK2UF44kYXLbqvpYuw3Jb+mclLZC19vyIPpaKZiHlg6Lxua3XYFXLXnoJnEopWYqgWrxd/rsqPD5zTMuBMulMPG0OFXctCsXm9OUpwDUZ7vMYW4shKvT6A57YZGtQcnIpiJZTBXIcdI5J9dsa4TOYnj7HxSc6rrveiZ86rGFxWhUipHcceqduwZWUAiK5kctEIVp5VAu2FzL5x2hr/48X4tfHO2xHSBdIUQZ710B4oregWTkbS2QSiFx1k5B+3Jo7O4ZKgDXers0lgmj3ROQiYv420X9MPvsuMpTaCpY55C5hCnQ81BE5tlJ9q9rrJrjTliYRbOVog0E/Nar3+9gJqD1oiD5jBWcdYz9aIabDaG371yddn1MeR1Yj6Rhcthw1svKITJGWPwuuxFBXUzplFcIn9XCDkh2Fe2e6vu9Sc2oGfDSfQG3VoLH4Eo2DCHOSfVNazSeXquaRWBxgE8yhh7jTH2UfW2Ps75JACof5du2tIC+MrE1UuxmMzBYWNFC76o5Ky21cZsLAOP02YZpgh4rOdxaj3Q2o09bIIeB2ysOgctkszht/7jBZyZS+KTN24oehygumHgAq3NhsXrEHZ5NZhDUfoO96+dXcDldz9ecVCuMlTXWZSEWw6tAaO6kKRzMjxlLuZ9IQ+yVeSBpU1Cr8vvqj0HzRTi7Am6YbcxTNY5SL6UOzjQ5jU6aFKhSKDT50Je5pYuc9w0r8+cO5aT5KLcxGrwmBy0J44oI26i6XzZHn0i3/GKtUoo58R0HDHVDa7fQbMbmuaOLxTngOq5ZHW79v0JeR264e/K98QqBw1QUiTu2DmEl07PQ2i/UnM6y027aISeYBkHLZqu7KBVCHGeDSdwZDKKt2/vN/TcEsKqO+jG1Ru68fSxWa1AAEDRUG+vyEFL5eB22OBx2hHylnfrzY3Bq5n5qp+FW+r1Akrlt/m7WgvmRrXnykGrBrHZ/9x7LtDycwV+l6PIQTO7nIwx+HQNi8W1dW23v6ppD0AhzP7uCwfwoavXFK3nq7v88Lnshv6VgJJ+EPQ4ioyHpaZVBNpvcM4vAfAOAHcxxq6r9hcZYx9ljO1ijO2ana08j+1cYVfLgmut4mz3FYuAwU611UaVM/XOWHSUFpTKcxIXZvNCabMxpdquCgftHx46grPhJO798M6iPkluhw1OO6utSKCMgxbyVC/QzMPbO/xO7fU8f3IOs7EMHj00VfYx5hNZdFbIPzPjMr1mZaEt/RXrD4kwo/JZKLPtEgaHiXNuaLMBKIUCtfdBMz6G3cbQG3TX5aBxzpHMWS/+K9o9BvGbl2UwpjyfKNhYsHAzRQ6RFuI0XaBFxWKtmHPQnjhaGPRszuNLZPJaWoEIcV62Rkl9HZ5LaK5zvXkp5uar44upIgdbz8VDhbTbkMepCWJxAdZP3TDziRs2wOO04aatfQi4HRgJJyzvdy5CnADQE3Bb5kkKt8pqxJCeSm02HjqofH/fvr1fO2ei6cLIqDavE9dv7sH4YgonZ+KYiaYR8jiKNhU+9TNZTGa187PN6yy7sRT5Sf3qayi02Sh9vFoaSglHS++ONhTidBob1Z4rB60a7tg5iC9/4BK8//LBop/53PaigrrpWLHL6VFD0EDBQVvT7cNMLF1x2gNQMC/+7Y6LcdcNG4p+brcxbOkPFgu0SNqyv9tS0xICjXM+of49A+CnAHYCmGaMDQCA+vdMid/9Guf8Ms75ZT09xYNflxK/xUlXjsVUrqhAAFAuAB0+J144Fa7qcc6EE1jdVdzNGVB2+1ZhxnAig3af0zJE0u4rn8wNKLH9+18dxUeuWYur1hf3cWKMIViDqAJ0o2ssjqkeBy1gcNCU3z2mVlg+cdTydNJQBFrtuyefy4Gk+vxWHdr19LcpC5EQaI8dnsab/+kp/N43XtFETlZS2iDo3dHugKv2IgGLsElvyFOx35MVWUkZ6my1+JsdtJzE4bQpxy6GgFvloYlO8IUQp/ECXX8Vp027cM7GMjg4HtU6qevDnJxzvO2Lz+BfHj+uHKMq0IY6fegOuHBmLoEz4QQcNmaYvFELetGRk2RMR9NYVUbsbegJaI6iVQ5aJi+VLJzoDXnw0zt/A3f/5psw1Okr6aBp/fGaHeIMujAbKw7fi3O93yLvTo8Qs6XC/w8dnMKFq9qwqsOHkFd161N5k0BTgi5PHZs1VAfqEVWci8mc5vhU2gyKAq7BDiHQGnfQ9CHOVLb8ulGO4hDn8jlovSEP3nXhgKVx4FdDy3pmhMup+5zE5wMUQstruvzISbwqE2E2lkGP2luxFNtXtuHQRMSQ8z2xmMKKZa7gBFpAoDHG/IyxoPg3gLcCOAjgFwA+pN7tQwB+vjxHWD0+l6M2By1pLdDsNoa3bx/A40emKybKSjLH6HyqZD+aUkPLw/GsVhFopr2K5PWf7B5DyOPAp27aWPI+gx3emtqFCAfNyhVoUyccVIM5xNnuc2lVqcfU9gMvnQ6XdffqcdAAJQ8toYU4y4cqRLhFLExPHJmB12nHK8PzuOex4+pjFOcIdfndmE9UnheoJ2XhePWUSeQu+1i6sVFmBto9iKRymmOQl2Q4VOdLq6i1KJMXYXghSLxq7hjnHLLMkZd5XVWcbl01qBCjokWAPkdqdD6FsYUUnj0xB0D5fvhddnicdqzp8mM4nMCZuSRWdXgN7WRqweMs9GSbiqQh8+IcUD02G8NFg4qYDHkcWjNZQ4izzHuydSCEnqAbQ52+km584fxqcogz4EZWkotGMAn3qZocNJkXCof0RNM57BtdxE1q+49SDtrKdi/W9/jxwqk5tb9W8XN6nYpQmItnjA5aBYHmd9m1DYe7ijYbYk0wF3IJ3LrP9vUS4iyHz1UcbZqKpOF12g3NYfWbmmQur0wuUDc109HKa9dsPGOYlGPFpas7kDBNFFAEGjloANAH4DnG2D4ArwB4kHP+MIAvALiZMXYCwM3q/1savdqvBiXEaS2SbtkxgGRWwpMVnJ6JxRSykqx1tzcT9Dgth5bPxTMlW0h0+FyWYSg9U9G0Gr8vbaGv7fbj9Kx1aMUK/WxBM22+WkKcSoNY8TidfqWDfTonYXgugZ1rlMTv506UDonPJ0oL2HL43IXcCnNY0Yy4YExFFKfh2ROzuH5zDy5YEdIcNOH+GEOcLsgcJecFHp6IFr1XVjljPcHSidzlKOcGiLCA6IWWlzkcaiJUuQIUc4jT47RBkjlyEtcu0vU6aGnTbELhNuvF6b4xZa7g4YkoUlkJ4URG6zm3usuPM3MJZTh1mbYClY+lIBbHRJFOu7XzLbhEDXNaVnFWmZe3usuHsYWU5ai0TL74/GoGWrNa0/klpjKINI5SaLMpLQamHxhTZt8KJ7RNl4OmF2iAcvHdO7qI6Uhaqw7Uo6zZeZyYiWN9j9IDLeR1IpOXSwqu0fkkBjt9mitTTYgzVSHEyRhT52hKDTWYFVWceUlGJi8va4izHFbXyulYBn0ho9ulTwtIqvNPRQh0uoT7n85J+N8/3Iez4YTmoJVj51pl/vXLw0rEKpWVsJDMkUADAM75ac75DvXPBZzzu9Xbw5zzt3DON6p/W89jaCHMzTUrsZjKlqzquWJtF3qCbvxy30TZxxDVWaVCnMESRQLhRFbr4m1G7ziVYjqaKWr6aGZNtx8TkVTV70mpWZyAsuCmc9UNX0/qunwDijCQZI69o4uQZI4PXDGEoMehuSVmcpKMaDqvCYpa8Ouqk5QGs6UXWpfDhi6/C1PRNE7PJTARSeOajd2GCriUpUAr3Qg0nZPwm//f8/j3J08YbrcSiz1BN8KJrGU7l5xU+gJlNYRZYO6Fpg9NlpvqoE+GB4whH9ER3io3sRJKDlrBUQAK4kD//h0YVy76eZlj/9ii6qAqx7u224eZWAanZuMlN0LV4NVVJo4vWldRm3nPRSvw1m19WNvt194T8RiligTMDHX5kJVkfOnx4/iT+/YYfpa2OL+agXAtzA7tq2cW0BdyVwwTl+siL8T0hSuFuygctHyRQLt4qAMLyRwmIiUcNJfi1MXSeWxWK/y0ooMSjv3IfBJDOoFp7k9nRbKM61x4HLuWg1Z3iNNpV0b1pYUgbFEHze0oKqibjqYN4U3AKORETp2IPMyWcNBePB3Gj14bw0MHpzBThUAbaPNiqNOHV4YViTGh9UCjEOfrCtH0sFoWkzltMTBjtzFcv6mn5JwwwRk1+bdUw8BSRQLzZQRapZmJgDozrUIeydpuPzgvXeJvJltGoIn3qRoXLZWV4HMaBRoAvKjm9F2wIoRVHT6tasiMcHg6S7w/5fDrHLRqyuX7Qh5MR9N4Vm0HcN3GHkMFnFj09Y/TLZrVWoQnD45HkMnL2DcaMdxuFW7tDbrBufWEhs/98jDe99UXLY85pTloxbtzcREUJfN5iWshzqDHUXJguggpBT2FHDRAeQ9Fq476Qpw6B039HnT6XQh6HIY8vn2ji1ijbnJ2jywaUgCEa5bJy2Ubc1ZC76DpB4aXY31PAF/7vcvgcdphtzE47azqEKdgdadyzP/65Ek8uH/C4KRpIc463ttyWDlonHO8OjyPy9d0VqyO9jpLC7T9oxGs7vJpE1hEz0W9gybCZMJlA6zz3vTfCTHmKaR7PDOcKyklRoFWOcSZzCp9CEu1VFEeRzlX0w32QQMKm6BSIdXlxu+yF7WkmrEaxeUs5KqJnDpxbpVav184qWy8D01EsZjMoSdQWWjtXNuJV8/MQ9b1RBvqrP+73ixIoDURXxXNFQWSzBFL5w2D0s30BN1YTObK9sk6G07A7bBpvWPMiBw0/WPkJRkLyWzpEKffhVROKrng5CQZ4US2qKeQmXXdSshADDSuRKZMDlq5RdNMKicZ2luIZrPPnpiFy27Dmm4/ugMuzJZItBeLW2cdDpqShygVjqNCbk9/mwdTkTSeOTGH1V0+DHb60BN0YyGZM7hY+scRDtAJi3mLe0YUd+HQRETLUctJMnISLxJopWYm5iUZD+yfwNGpmOW5V6hIK/6chKgV72FOluFQiwRsNlZS/EfTeTAGBN2FHDRAERBCuNc96ikvqXM0VWHpdBjy7ySZ4+B4BNdu7MG6bj9eO7tgcND0rlkjIU59uCaWzsNlt9XslOgnLNQS4hTI3BhiLrTZaO6FfLDTh4DbgSePFKpmxxZSmIqmtZBSOTS30GI93T+2qM3nBdRG1m4HoukcoillBJPIE9zYG9T6E1qtV/pzWAi0Nm0zaJUakkUqJ2FI9546bAw2Vn4WZzU9yTxOO+LZvOV3tVrE+SAiIC3roLmMDlomL2F8MVXkrBpCnGro1+O0o93nLBniFMV1YkNuFdo2s3NtJxaSOZycjePl4TA8ThvetLKtrtfWTEigNZFa5v5pUwRKOGiAslDkZV7WlRueS2J1l6/kYN3/n703D5PjKq/Gz+19m32TRjOj0WiXLHmTN2xj490QYjDYZgtOCBBIgCzwgQn8HpJA+JGED0KCgYQQ9mATFoPBxmCDMQYbLO9aLEsabSPNvk/vS31/vHWrblfX3q3pHlHnefT0aKarurqWe8897/uetykSRLEklcnvs6k8JImqAY0+FzBWqyaVcmjzlclgZ0w+RnsELWeWg+ZAQdOqRQPtcfh9DE8dn8P67gSCfh+FEQ0S5BWC5iIHLR6mnJZ8sYRCyXqg7WmO4MRMCo8emsJVW6jqrJP325QnA6A8BNXXFsWa1igeH66s8n36xCwASkrmvQqNJmEjgvbU8TnMpvLIFUq6ZCplMqk3hQMI+plSqVkoSmX2GEYN0xczeSRCAeU+FsN5eSUHzZ3NhiQnm6eFjhudTWFF3TkytYRkroidfS04d6ANvx2extRSViGbIikbNEglsHssmTwVPixl84ry4wRhIWSbzdtT0Fa3RLCmNYpdaymfTQztqgpabSfySNCPW3b14cfPjypFMDwasGutNUEzCnFOLGZwaj6Ds/vKJ8/maFCp4hQLr/w+hrPlQgs9xZ9/TmcirDzvoq+aFkoFp6CgMcaUa2uElE63lYpjCfoxIy8aqzGqBdReytp2bI2CeJjEDL4A3D+6iHxRwk4NKYoF/cqCUCS5PU0R3SKB2WQO+0YXEAr4lPvcqkgAUAuHfv7CBB4fnsGute2uFPtao/5HcAbBSZEAT/DWNkoXoTT6NiElx6aTWGuSF6PXMJ2bnBpVKVp1E1ANBc1v/KZIEJ2JsNIzzwpWNhuAPYKmrV7a0J3Az/76pXjrZevwTrkpM1lV6Lv4V0PQaGVYtK1M9DSHsZgtIFco4RWyl5zYbFpPQWOM4eKhDjw+PF1Ryfn08Tml0fYeOa9Kj+QBxnlCDwmqh9hXkyNtUiTAGKOWTvJEUyiVyqoejRqmU0Nw9VngxqmZfFEpEnAb4gRInRU7bnQJeX57ZQ+kHX0tuGVXH7qbwyhKErbK5pqJcABdTWEEfKyq1i9Kv8VCCUuZgivDW7HowaiTgBYBvw+PfuBleN/1mwEAU4vq+U/nqaDGaIFXDW6/ZBCFkoSv/OaoXAQzhaZIQMn1MkPUIGz4nBy6FxU0gMLnvIpTmzbCw5x6ObN8wt+8KqH8rsUkB41XpQ9oihysFud2KirDQb9iA9Tf7u4+4ybffBEUb9AQZywUQKGkFgA9L+cV7tAQb7Hll3gOu5vDmNBZYD8+PA1JAm4SWlBZ5aABRLh3rW3D1x87hhfGFnCRDZV3OeARtBpCTAK2wryioBmTAIWUGOSDlUrUgsYsL4aHBsVKTqURuIGCxn9vVMbMf6915dbDUGfckYIW8DHdPA21UsvaxkQvyXaoK4EP/8E2pSlzZyJcNmmLmK1GQQv5kcoWlEnUyl+K58X0NIeVir1OgTgZteK5eIgk+Rcn1NLw0fk0RuczuHVXP0IBn0LQeCWcUYhT64X2s/3jSv7VmI6RrVXCc3s8pOS15YtqFScAw4bp2obKXNFJ54umBsZWCAsTfSpLYdRI0EchbnmA5/lyva1RXDzUgYfeeyVe/NiNeNW5a5T9rOuMY6A95tpiAxDd4otYyrojaKKBLxUJ2JuAGWPKfVWuoBV1O3fUAoOdcVy3rQefe/gwLvr4Q/jeUydx9ZZu0zwsDn4vaBeJP3ruFGIhP85aU+5M3yxbYyyk82iJlp/XN160Fh+4YYsuueYT/iahRyYvOuBj9Nh8Br+Qq+m5gqbdV0TIddRDMldA1CrEGfApi5dNBj07raDkoDV8iLO8NeKzI/PoiIcqzmtFiFN+ZrqbIooyK+K3R2YQDfrxmvP7lN/ZIWgA8PoLB3ByjnpUX6zj7VkPeASthog4yEHjA4+ZgtYikzcjT7KxhQxyhZJhBSeg3zCdT55GIc5tvc1gjBKn9TC5yA0FrW/8dZ1xHJmyVySQNUl6dqKg6ZmyaqFMVotcRZnHd58cAaCeH7P8QCNQdVJRkeUtQ5xykviNZ61WVIxuIcHayAbhYlmSf1wwM+b5ZxcMtmPrqibsOUnKUNpAzYvInkOigja+kMHwZFIZ4MZ0BkGe39Js0AalIxHCTJIXCZQbzBo1TF/I5Mv2x3MIM2UhTnetngAKB6bk4hHGGLqawljMUO/GmVQOQT9T8t/0PuuOG7fgo686y/Hnlx2LELZ1S9AiWoLmQFXs0iFo2YL7ikE7+PRt5+AfbtqObb3N+MdXn4V/eu1OW9sp3VQEH8UTMync+9wo3njRQEU+V3MkiMVMZYgTIOL9zivX6xYm8Gdis0jQouX5rl96dBhv+eoTmE3mMDy5hFXNkYpzFhUc7/WQzhWVXDgj8H2GAj7TqIgZlBAnLxJoUJuNuKY1IuUVtlRco1jQj3xRknv1FpTirx5ZQdNGEIankljfHcfW1SqBNxIitHjFztXkNxj0YWdf/fPPAI+g1RSxYAC5YknXtkALHgIyS0RvMcmFAKjFEwDT0v8OnTAWbwRtVCTQHAliQ1cCTx2f1f37+EIWfh8z3F7Ehu4Eppaylr0vAZpwjJKenVRx2qmC4g/t1FIWL44v4g1f/C0++L3nIUkSZpM5tESDrggBH4T5StiqSGB7bzPWd8XL2qGIChon/NoJob89hr62KB4fVqt8ucfU5lVN2C67YwMCQdOZiLuEXCwASgXT5Rs74fcxXQXt8OQS2uMhxXhWi/Z4WPn+hZJaxQnAsGE6hTgrFTSRoLkJcSoeVYUiksIKXMnzS+Yws5RDWyxkWll43kAbLt3Q6fjzRSiqQa5ABM1FDhoPcUqSZLtIgKM5GkDI7yu73mQFc/qmgVgogDdfMoiv/MmFeONFaw1bU2mRCAfQEQ+VGex+8VfD8DHgTy8bqnh/b2sEx6aTmE5mdc2/jbC9txl/cukgrtu+SvldOOBHJOhTxhquqvzm8DQePTSNC3TCX4lIEEtZ48V50kaIk1+Hjd0JWyqjHvj9MNvoClqYPwtFJLMFHJpYqghbA+W5iKlsUdmupzmCYkmqqEDnKT8t0SBWNUfQGgvavuciQT/ee91mvPWyIdvbnG54BK2GUPJmTFp+cNixclBy0AxCnEctPNAAtR2J6Og/vZSD38dMB7LzBtrw9PE5SJJU4bc1vpBBVyJsaxC5eislvvPeeWYwa10T9PsQC/lt56DZVdAmFrN4y1eewHw6j1yRkuKnhQo+p+AEgBMUq+PoborgofdeWbbii4b8SIQD5TloOudlx5oWvDiuhjhPzqbR1RRGJOjHmtYoFmSFyIjkAUTQJoRQ9iE5ZLq5p8mwV+fB8SVs6EpU/J6joyzEWVJaPQEwbJi+mC1X0KKKglZSqnvdVnHy/Yitb8QCiWqutxOIKrD7HDSqSjUzdTYCYwwdiVBZDlomX6x5gUCtMNARUyx6TsykcNfvTuA15/XpNlq/bEMnkrkippZyhsquHsIBPz7yyu0V179FLjoAVNPl/3p0GFNLWVyxqbKlYFM4gCWTTidpm1WcQLma5xRKDhovEmhQgqYoaNkC9pycR0mCrmqlELRcsaz/r2JWuyC2lSthZDatFPJsWd1k2fNVi9tfMqjkajYCPIJWQ/Acg1TOOk9qOlkZVtHCKqx3bDpJrS9MbsL2eAjxkL8sVDCdzKI9HjJNDD5vbSvm03l85Id7cfHHH8LhSTXRf0J2fLaDoa4Etq5uxn3Pj1q+N2fS/Bmw34/TTrNhPkE/fXwWI7NpXL6R1JGJxQzGFzK2v58WXEGbrrIai+dIcbKv930GO+M4PpNSFNuRuZRSpi6qr2YFC91NkTJF5dDkEpoilBTf0xypUNAkScLBiSVs6DEmaO3xEBYzVPgg+qABMGyYvpAulOegyRMNVXFyHzTnqoLaQqdY1jya50+OL2Qwm1oegsa7hsyn81jKFpRWZE5AratKSnK1EwUNQJkJMmBPba4X1rbHlHHrE/e/AL+P4a+u2aT73pds6FSqfJ0oaEYQ+3HyQhmeQvDSTZVKqlFLPQ47RQKcKG+yUURhBG2IM96gIc7BTqqs/9KjR/DJnx5APORXcnBF8HM2l8qX9f/lFbliZOik3C2Dh4c/etNZ+MzrzjndX+W0wiNoNYRZexItZpZoUjALq8RCfgT9zLCK8+h0EgPtxhYbAK2a+9tjGJlVCdqUSR9ODv6wfO2xYyiUJHxHzs8CZAXNRoEAxyt2rMKTx2Z1KwJFWFWl2SVoVj0wAbUA4NFDlMPFGyuPL2QxOp9xvPLi4APIlJyD5bYJNW/DpKhfOsR1XUcchZKkrPBHZtPoa6PVo1gBbBniFAa5wxNJbOhOgDGG1S2Rihy0qaUc5tN5UwWNn9u5VA75klRexanTMF2SJCxmyqvvxCq+vFIk4PxcahU0xRNLblQ/sZAp8zw7neDEYS5FBK3JdYizaGpJYwZevcyRyZcaWEGjTiS7j87gx8+P4s+uGNJVzwAiSNxfzSyv1y547998sYSJxSza5H1u723WLY4yMgTnEBcHRuCLkmoUNH6P8eiK2wXi6ca6zjj+5tpN+NFzo3ji6Cw+fvMO3ZQJbhPC03KUKk4ds1pu2s5TfvrbY66LLRoFHkGrIfjDkDJJFuWYTuYsWwkxxkxJydGplC1fpn5hJQqYdxHgWN+VQFOEPK229zbjnqdPKg7kThQ0AHi5bB/x4L5x0/dl8+Y5NbxSywxGpqxaBP0+tMaC2D+6AMYoRAIA4/OkoBlNBFbgYStOetzmgHTKRqqZgrENAg9tH5lOoliScEoweuTVwXOpvGlz866mMFJyVSFAChonX9xEVwTPc9tooaABUNpIBX3lOWhAeXVeMldESYJGQROqOHmRgAsFTbW2KCKZVdWijjiF6MeWkaBxz8PppRwy+VJVRQJuK1u1Clr6NFZxVou17TFIEvAfjwwj6Gd4y2XrTN9/5SZaZNVEQZPH3YnFLNk2nEMVvXrhTYDsjJYMFDRJksrC60bghTHVKGh9bVH0tkQwtZRFNOg/LfYptcI7r1iP157fhz+/cr1yfrXgz+uURhFUuwmo9zIPh1fjVdhoaMwnc4UiJsTLrTCbsiZJgKwa6eSgkcVG0lZvwP62GE7MpJXE7GmTRukcPh/DX7xsAz7yyu1455XrMTqfwWOHp5HMFjCTzFma1IoY6kogGiwPs+qhFgqaE2d0noe2riOukJ19owvIFyX0uiRoPImVJ9ubhZ/NQApaDlmTJG5ur3J0KomJxQzyRUklaDE1PM6NZSOhyv2sUhq2ZzCfzmNyMYv13Qnlb0vZQpmHHs9R29BtTdBmkrmKEKfisSck93LSLeYOqaHJUnVVnBUKGg3wfh9Dd1MYJ2fTmE/nl4WgcYWQ9+F074NWhYLWFMb0Uk6pfstU0ffxdIM/kw/tH8cFg+2WuWU3nLUKq1si2LKq2fR9dsAVtFH5Wl2xuQufuvVsvPXyygIFQM6hVjZBAAAgAElEQVRByxUqqgoBqk4vSdZj0nkDbbh8Y6frsQegRf1LZRLZqAUCHD4fwydvORvvv2GL4Xv4d+DV9vwchgN+tMdDZd0Ejk4nEQ36bdtqrAQ0ZoB6hcKsPYkWM8kczrLRSsKIlEzIHllrbbSeGWiPIp0vKqHNsYUMrrFxE7/jCjJ1zeSLaIoE8P2nTyJXpO92/trKfAEzdCRCZb0P9ZDNmzd/5qX0ZlDUIlsELYRDE5RMyi0neCPmVS6JFScA+0YX0BoLug63dCbCmJd9nYwm0K6mMOIhP45MJTEySxMJD3Gq4bQcMia9M3kvyFNzaeU+ExU0gMIIvEfmoYklJMIB3b6GHB2CgpbXMaoFyhumz+jYmpA7u68qtQjQyUETjDt7miN4YYwI53IQNL+PoSkSUK6VK4JWkYPmbBLuTIRRKEmYT+fRFg8hWyg1LEHj7ZRKEvAyOQXBDP3tMTz2watr8tnNkQDmU3mlSKa3JWp6DE2RICSJbCOaNESS+wZa2Wxcv30VrheqSd3ipZu6cNcTJxo2t9AJuOrPzdVF491uTYHTsWnqqmPV53UlwVPQaghFQbNhVksqlvWk0BoL6fqgqfF2eyFOADgxm8LIbBqZfMlUAdEiEvTj2m09+Nm+MTy0fwKRoA+7Bp0RNG1oRQ/ZYsk0Z4u7hZvBLN9KC25Bwlfc3c0RxVXeqom1Efg9MJPMufYyAlRydHgqaTiBMsawtiOOo9NJJceQGz22CApa2qQStFd+/+h8Gofl8OUGQUED1Co2gPp/rpdz1IygKGhLWWr1JIRZ9Bqmc5K0obs8tMNNWavpJKAoaIViRaL2quaIErJdDoIGEAlVFDQXOWjRkFzFmXefgwaoXmhUxdmY00BXIqw8xy/boh9aPF1oiQaxmC0o18oq5YFfS708tGSW965dHj3k0vWd8LHGLRBwAv688pQRsXVVd3OkzGT72LS9iNJKQmM+mSsURv3jtMgXS1jIFCxz0ABjBe24QcsRPfD3nJhJKbYMGx0mT75ix2osZAr49u4TuHiow9XKXdtSSIus3HbGCM3RIJay+mEEDicErUshaHQuupvCilrjNgdNrMxba+PaGGFIVkZfHFs09ala1xnHsekUTioKGhGupjARoblUXmnno+eCv6olAsaAk3MZHJ5cQijgUwi9nlnosemUcmxGaI2FwBgPcZYraD4fQ2u0vGH6/tEFRIK+io4YkSAZP+ersdmQ79NsvoRktlA2afU0k5oEmPsR1hIt0SBOymTabQ6aJKlEwClBU9p7iQStQRU0xhgG2mPob49ivUlRyulAc5QUsQNji4iH/EpHFiPoGYJz8DEptkxtl1piQewabLdt0NrI4OPwi3LKiKig9TSFlSKBfLGEEzNpU8uplYiVT7EbCEqRgEWI044HGkdLVL81Dg8L2Ym387DXiZmUkjRqluSth8s2dqIpHMBitoCXbnS+mu1qCuEZg84EHLliyTRhuTkSoMkpVzDMR1GqHm3I+/zccQWN59WF/D5b6qYeRIWmmmRVTlbSFhWpg50xPLB3DEenU+hMhJXJlheYzKVzCPh8hiQv6PeR39lcGjPJHIbk8neAFKZo0K9YrJRKkq0CCr+P+nFSiFOqaHLOzWo59p1awOaepgpfvWjQj0yhJNhsuDAODvvhYxQiyRZKZSpGj/A97DyLtUBrNIQ9GVJpXTVLl88BV5IdFwk0lRtXZ/Klhg6F3fHyLWDAsoeteP/OHz8/ioF267BZU8SYoKkK2vKd58++4VyUrM0EGh6xUACrWyJ4YWxB/n95isLkYhbFkoTfHZlBrljCuTpWHSsZHkGrIVRzTXOCxsmVHRLQEqW8q2JJKpvAZpI5hAM+W0pRNESJk8dnUsgXJaxuiTgycwQo1+WabT34/tMnlSRUJ+hMhDGTzFZ8DxHZfAlhixw0gJLKrQianfPyqnPXIB7yK42Jeek2qUrunbz9PoZiScJAFXJ7ezyE5kgAC5mCadh3ULbaePjAhELEOVplcp8IB0wn4d7WKE7NpzEym8ZZvWpepM/HMNQVx/AkhdNnUjkUSpJp/pl4/IqC5iu/pmLDdEmSsH9sATfo5N6EZQVNqeL0O78mAb8PnYmw0g9WG+IUj2k5IFYYulXQALWwwilp7W+LgTHgyFQSkiQhU2jcECdgL/fsdOC8gTac3deCZ0fmbaU7NJmEONUxafmmWzt9klcK1nXGMXqYlLKYRgEvSZQu9LN94wgHfLoedSsZjftkrkDYVdB4myc7IU6eOL2oyb3i1gB2icT23mb8+tA0XhhbdO0N866rNuCOG7dgfZdz4tGZoIdJ2/xYhJWCZrZK5VDCCTZWq2tao/jjS9cp55CbH7oNbwK00uefXY2CxhjDOjmsYxaCunZbD84baMXUUq4iRNgSo/D4XCpvaora2xLF0akUTsyklApOjqGuBIanSEHjlht2LFZUglZexQnQPc1V4bGFDOZSeWzrray8iwZ9yBbUIoGgz91wtbolopBMMcwkEjSjtlW1hlg0UhVBk58Bp0a10ZAf6zrj2HdqAdlCCZLk3qvvTAZjqq2HHYKWCNN11bPaUIoElinEeaZhSJhvxHG9SzGbJoJ2+cbOhu096hYeQashojarOHkbHLs2G0Bluyen3k03n9eHk3Np7B9dwCaH4U2O9V0JvOMK/abDVuDfddqkkjNXsKjitOhNCjjLQdOCK2huCwQ4eJ7TQJX5EDzXy0zhaI2F8N13vgTf//OX4IM3lpercwXt2EzKNB+utzWCk3NplKRK+4yhzrhcWFJU8j3sWKxwlSxfKlXkjrXH1Ybp++SiDLHVFYeSg1YsIehnrj2depojioIm5qBxQt4cCbjKb3ODMgXNpVEtoHYXcUrQADrX+8cWlEKDRs1BqzdevmM1LlrXbqsHq7p4rBybeEPwRre9aFSs61THJK2CBgC/ODCBk3NpXLet+grYRoNH0GoIn48hHPBZhjiVHDRbVZz67Z6cErTrtvUoia5OCwRqAe45ZlbJmS0ULas4AQsFzaTvpBXEEGc1iIX9iIX8SkK2W3BFzCpHiDGGcwfaFMLBwSuAj00nMWiS2C92TdB2CFjfnYAkUdUwN4W0c37aE4KC5tPPQcsXS9g/SgRti445Z1TuO5krVJI8J1jVElF6V4rnkn+P5argBFSzWsBdlR0venAb4gSAbaubcWImrRQKnM5m6SsZQb8Pd//ZJYYmqiLMqjjTJjY3HqzBF6oBHyu73/lC8cu/PgK/j+GqrfUJh59OeE9mjREN+S1DnNNLOTBWPlgbQVHQqiRokaBfGWjq0f7CiqBJkmStoPEcNLOmxA6MarXgRIVbVbhFIhywlVhshXWKguZu5U0Vg2mkckXT8nNutcFYeTgBUAfHwxNJjC1kwJh6Lc3QEQ9hVs5Z01aP7lzTgkJJwtPH5/DE0VkMdcYrvKMArYJWHUHjEElRIhxAIhxYXoImL7hiIb9hLqYZqs1BA4Ctq+n550U7jdrqaSWB31e6RQI5+2kXHirBxyTt+eNFXrOpPP7m2k22xqWVBo/S1xixoN/SZmMmmUNLNKhre6AFb7A8p8ndmrXRKkqLd1y5HrGQH2fp5Pucbijl/QZWG4WShJJkPuE4UdDcDIYDHTF86tazcc22Hsfbinjt+X2uJl8t+MDkVuFoiQbBHUnMFLTeViIwfW3RCuWRH8Pw5BLG5zPoTIRtkaX2eEj5bK2C9pINnfD7GO7fM4rHDk/jzZes1d0HtTUqIVeUXBERDjHXTGt10NcWrVoxdQK+4HKTfwao94LbKk4A2LaaCkGePj4r79MjDtXC72OGDdPTueX1QTvTsKY1iqCfVZy/oN+HwY4YhroSeKdsqn6mwbtjaoxIyG+Zg+ZE/dJrCpsrlLCYLTi2gljTGsUHX77V0Ta1QnM0gJDfZ9hNgCeCm+XUNEXs56C5VQVuPq/P1XYi3nzJYNX7AAQFzeXKW3TmNytY4AqaXgP0WCiA3pYIhqeSmE3lbFVwAuVhQ22RQEs0iHP6W/GNx48hX5RwnYF7ejSkdhJwQ0Q4RAKmJe53vvG8ZW0o3SL3SHWTfwaICpo7HzSAcnfaYkE8NjwNgM6zh+qRCAewlNXLQStWhOc82EfA78PajjhKUqX/5Q/ffRliDd5ztBp4BK3GiIWsFbThqaTtHo2JcACxkB9j86ryxHPYlqvyrBZgjMntnvQVtKyN3oKhAPl5LerkeXCk80WEA/rNxVcaYqEAPv7qHbhwXbur7TlBC/iYadi2Ix5CWyyIHQatxzatasKzI3MI+X2KEa4VxF6vetWXL93YhSePzaI9HjJsGxYJ0LPEiwTcQiSV2ryv5TZArV5BI4I2X0WIkzGGbXJVdyIcOOPc1+uFRCRgmIPWyF5zKwHn9rdiQif64tQuaqXBI2g1RjRorqBNL2Wxf3QB77tuk639McawqjlS1hTWiY9aI8GMoKkKmvlA1hwJmitoZ9hg+IaLBlxv2yqrNQPtMdNwOmMM9/3l5YYh8ys2deHv792HoJ/Z7sFqpqABwOWbOvHpB1/E1Vu6DcPB0ZBfVdCqCXEKClq97w1OmusZ4gSAD964FftHF3DDWat08/88OEdTRD/EmcwWvPyzKvGPr94BCcYdZM5UeJprjREJ+pHSUdDyxRLmUjklrPASG6XbHD3NEYzPVxK0laSgAZRcbmSzkbOhoAHGgyBHOmfuvP/7BO65Zaf9yeqWyvwzjmu2Uk5evmjPpBYot5DRI4dn97XiTy4dxFsvHzLcRyToR0luQF1NkUAsFFAqmOvdn7BWCtpCOo9QwOe6EOWsNS24ZVe/R85qCKMctLGFjC1rGg/GCAV8jtsLngnwFLQaIxbyY2KhXCXKF0t44xd/i0OTS9i1tg1N4QB2GoST9NDTHMbuY7PK/zlBW87qs1qgMxHGnpPzuopItkCk1srXqSkStKzirLdK0ijgVcJmBQJ20N8ew+aeJhwYXyxrj2T62UL+W1BHIfP7GD7yyu2m+xBNWav1KVvVEsFidqnulhKxkB9BP6s6By2ZK6LJJcnzcHrQFAlgVFhIcxybTmFnn/3x3oMHDk9BqzGiQT9S+fJV1Cd/egC/OzqD+XQeP903jouGOmxVcHL0tEQwsZCFJCdJOvFRayRcu60HU0s5fPie55XvwmEnBw0gs9oFEwUtY9G78vcJXU1hRIP+mkwO12wjjyG7SkA44FcIhJN7XQS/jvOpXNUJ1qtaoogF/cve01ELxhi297Zgs0urm2jQj85ECF1NYVP10cPyoykcrDCqLRRLODl35jXx9rA88JZgNUY0FEA6p3apnVrK4j8fGcZtu/rR3x7FJ3/6Ii7d0OFon6uaI8gVS5hN5dEeDylhQjs+ao2E67evwnuu2oB/+/khXL21B9cL1Xt2CVpTJICRmZTh31NeiFNBUySIX99xVU3uk9ec14ffDs8YFhLooT0RwmK24DrBnxckHJ9JVfQZdYrBjhiOTSer2ketcM9fXOp6W7+P4Td3XI2Az31nBQ+nB4lIoKLV06m5DIolCWvbvUIMD87hKWg1RjToL+sk8PzIPCQJuPm8NfizK9bj46/egVt29TvaJ1cteC/E2VQOrTF7PmqNhvdcvRGRoA+Py7l4HHZsNgC5SEAeBA9PLuGtX32iLOTphTjL0R4P1WQiH+pK4DvvfIkj1Za/V9ss3S54f86S5K5Ruoj3XrsZX3vLhVXto1EQOkOqlM80JMIBJHNFFEtqdODYDC0K+k1arXnwYISVN8M3OKIhH1K5ghLCe3ZkDoxRUm7Q78MbLhpwnCDMCRqv5JxO5tDu0KS2URDw+7BjTQuelV3MOezmoDVHAgoh++6TI3hw/wR+8cKE8nevSKBxwKuM9ao47aAzEVb67VUb4myJBbHWs5PwcBrRpNPu6dg0qf1eiNODG3gErcaIhQIoSUCuSIrQ8yPz2NCVQLyKhF5uE8ArOWcdtnlqNJzT34o9pxYU1QxwYLMRDSJXKCGTL+LRQ1MAgEdenFL+nvEUtIYBv0erUb+2yU3Ul6uZuQcPbsH95MTF5/GZFEIBn+3qZw8eRDT8qMcYu4ExdoAxdogxdke9j8cKvMoqnStCkiQ8OzKPnX2tVe2Tt0kaW8ggky/i8OTSiu47dnZ/K3KFEg6MLSq/4+a+dnLQAGBkNoXnT87Dx4BHDk4qiqWXg9Y4aJfNat2GOAE1zFlNJwEPHpYDl23sRDzkx/17RpXfHZ9Oob8t6oWkPbhCQ496jDE/gDsB3AhgG4DXM8a21feozMETsp88NouxhQymlrJVV9GFAj50JkIYX8jic784hPGFrGH/wpWAs2XC+swIrTQlScLXHzuG9njIslE5d47+yZ4xSBJw2wX9mFzMYv8okb10vuj1FmwQVBviBNS+kV6bHA+NjkjQj6u29uCBveMoyBGUYzMpL7TuwTUafdS7EMAhSZKGJUnKAbgLwE11PiZTvHzHamzuacL7v/McvvW7EwBQE5uDnuYIHj4wgS/8chivPneNI6PbRkNfWxSdiRAe2j+OB/eN49MPHsTuY7O444YtlqFgrqB97+mTaAoH8O6rNgIA/v3nB/GTPaNnXCeBlYw2JcTpfpjZ3uuFOD2sHLz8rFWYSebwjceP4VcHJ3F8OokBr0DAg0s0us3GGgAnhP+PALhIfANj7O0A3g4AAwPu2+LUCtGQH3e+8Vz84Wd/jX976CBiIT+2ynk01WB7bzN++OwpvHRTJz78ivo0PK8VGGO4YLAd9+8Zw8MHJgEAFw6247XnWzcqXy33MB2eTOLmc9egtzWK11/Yj7ufOIH794wBgDcgNgjWddJ1qKYl2UB7DF1N4RUd0vfw+4MrN3ejKRzA3927T/ndJpeedx48MK1haCOBMXYLgOslSXqr/P8/AnChJEnv1nv/rl27pN27dy/nIRpifCGDEzMp9DRHalJiLUkSCiXpjFESFjN5vDi+hKCfIeDzYUN3wnYY69DEImKhAFY1R5TcjoVMHkenkuhMhNFrESb1sHwYnU8rpNotppaySIQDXujaw4rAiZkUxheooCvg9+Gs3uYVaYnkYXnAGHtSkqRden9rdAVtBIBoGtYH4FSdjsURepojNe2/xhir2guqkdAUCdpuvK3Fhu7KFWlzJFh1MYaH2qNacgbAU888rCj0t8c83zMPNUGj0/onAGxkjK1jjIUAvA7AD+t8TB48ePDgwYMHD6cVDa2gSZJUYIy9C8ADAPwA/luSpL11PiwPHjx48ODBg4fTiobOQXMKxtgkgGPL/LGdAKYs3/X7C+/8mMM7P+bwzo81vHNkDu/8mMM7P+Y43ednrSRJXXp/OKMIWj3AGNttlODnwTs/VvDOjzm882MN7xyZwzs/5vDOjznqeX4aPQfNgwcPHjx48ODh9w4eQfPgwYMHDx48eGgweAStevxnvQ+gweGdH3N458cc3vmxhneOzOGdH3N458ccdTs/Xg6aBw8ePHjw4MFDg8FT0Dx48ODBgwcPHhoMHkHz4MGDBw8ePHhoMHgEzYMHDx48ePDgocHgETQPHjx48ODBg4cGg0fQPHjw4MGDBw8eGgweQfPgwYMHDx48eGgweATNgwcPHjx48OChweARNA8ePHjw4MGDhwaDR9A8ePDgwYMHDx4aDB5B8+DBgwcPHjx4aDB4BM2DBw8ePHjw4KHBEKj3AdQSnZ2d0uDgYL0Pw4MHDx48ePDgwRJPPvnklCRJXXp/O6MI2uDgIHbv3l3vw/DgwYMHDx48eLAEY+yY0d+8EKcHDx48ePDgwUODoSqCxhhrZ4z9jDF2UH5tM3jfDYyxA4yxQ4yxO+xuzxgbYIwtMcbeV81xevDgwcOKQ2YeyC7V+yg8ePBQJ1SroN0B4CFJkjYCeEj+fxkYY34AdwK4EcA2AK9njG2zuf2nAdxf5TF6WMnY9wPge38GSFK9j8SDh+XF3W8Cvvf2eh+Fh98X/PJfgJ/8bb2PwoOAanPQbgJwpfzzVwE8DOADmvdcCOCQJEnDAMAYu0vebp/Z9oyxVwEYBpCs8hg9rGQMPww8dxdw6XuAnu31PhoPHpYP8yPA/EkglwJCsXofjYczHUd+CcweBW74eL2PBPl8HiMjI8hkMvU+lJohEomgr68PwWDQ9jbVErQeSZJGAUCSpFHGWLfOe9YAOCH8fwTARWbbM8biIKJ2LQDT8CZj7O0A3g4AAwMDVXwVD7oY2Q18723A234BRFuX//MLOXrde09jELQTvwN+9Sng1q8BgVC9j8bDmYzsIlDMAsd+DWy8tt5HUxtMHwZ++v8BN/8nEE7U+2g8iMingIWTQDEP+O2TiNOBkZERNDU1YXBwEIyxuh5LLSBJEqanpzEyMoJ169bZ3s4yxMkYe5Axtkfn3002P0Pv7FrFq/4ewKclSbJMwJAk6T8lSdolSdKuri7dSlUP1WD0GWBmmP7VAwV5BbXvnsYIcx59FHjxfmBib72PxMOZjuwivR78WX2Po5Z47LPAgR8DkwfqfSQetMilAKkEzJ+wfu9pRiaTQUdHxxlBzgCAMYaOjg7HiqClgiZJ0jUmHzrOGFstq1+rAUzovG0EQL/w/z4Ap+Sfjba/CMBrGWP/DKAVQIkxlpEk6bM2vpOHWiKzQK+p6fp8PidoUy8CE/uBnm3m7z/dyKfo9dTTQO+59T0WD2cuinn13j/0YH2PpVbIpYDnv0M/p2er29eXXw5c8KfAWa+p/rg8EPjYNnsMaB+q77EAZww543DzfaotEvghgNvln28H8AOd9zwBYCNjbB1jLATgdfJ2httLknS5JEmDkiQNAvhXAB/3yFmdkJmn1+RUfT6/mAMSPfTz0Ufrcwwi8ml6PfVMfY/Dw5kNrp61rwdmDgPj++p7PLXACz8CsvKCrxqCVshR2HfkydoclwcCH9vmDG25PCwzqiVonwBwLWPsIChf7BMAwBjrZYzdBwCSJBUAvAvAAwD2A/i2JEl7zbb/vcUL99UulJicqk1IkA+oqToRtEIGaFsHBOP1C7OKyMk1K6eeru9xeDizwQna+bcDgSjw2J31PZ5a4Pn/BWId9HM1BC0vP4N8bPJQG4gKmoeGQFUETZKkaUmSrpYkaaP8OiP//pQkSS8X3nefJEmbJElaL0nSP1ptr/mMv5Mk6ZPVHOeKwNIEldU/8OHq9zU/AvzfzcCLD1S/Lx7irJeCVsgCgTBJ7o1A0PggNrEPyLuoMPrdF4HPXljbY/Jw5oETtLZB4Lw/Ap67G1gYreshVY3FUaD3PPq5GoLGveH4OfJQPSRJHds8Ba1h4HUSaBTs/T4gFSnfJFPlynDyAFAqACO/q/64eIizbgpaFghEgPZ1jUHQuIJWKgDjLgoFpg8BUwfckTsPvz/g5CPcBFzyFzQ2PPmVuh5S1cglgUgLEG4GMnPV7QfwCFotUcxRgQDgKWgyjh49ii1btuD222/Hzp078drXvhapVApPPvkkrrjiCpx//vm4/vrrMTo6iv379+PCCy8s23bnzp1VH8MZ1YtzReO5bwPhFiA7T8rXzlvc72vuOL1O7K/+uHgYIemySGBiPyUGX/VhwE3Sp6igHbgfKBUBn9/dsdQC+RTlxC2NA6eeAvrOd7Y9T/xOTQEtfbU/Pg9nBhSC1kwqWkvfylc2cikgFCe7nmoUNE7Qcl6XhZohJ9iN8vmjUXD/HcDY87Xd56odwI3WGVUHDhzAl770JVx66aV4y1vegjvvvBPf//738YMf/ABdXV24++678aEPfQj//d//jVwuh+HhYQwNDeHuu+/GrbfeWvVhegpaI2BmGDi5G7j8r4GmXrKUqAYKQatBYnFGyEFbmgT23+ts+yf+C/jVJ90PyIWMStBKeQrf1hO5FNC5icj05AvOty9k6bVeIWMPKwN8YRRukl+bV75ilEsSQYtUS9C8EGfNwQsEWgaA5ASNcx7Q39+PSy+9FADwpje9CQ888AD27NmDa6+9Fueccw4+9rGPYWSE5qRbb70V3/72twEAd999N2677baqP99T0BoBR39Nr1v+AFg4BTz51eqUIu5jM3tUHRSdYGYY+O8bgLf8pLyK87dfILL1wRF14rDCCTnMmp4FYu3OjgMg6Z0TNH5sbWud76dWyKeAaC/QMUSmm463lwfCeoWMPawMiCFO/lqrpPiJF4DOjcurREsSJfeH4kC0zSNojQY+LnVvBeaPk1rbvbW+x8RhQ+k6XdBaYzQ1NWH79u147LHHKt5722234ZZbbsHNN98Mxhg2btxY9ed7ClojgD8c0XagYwO5h6eryNGYOw4w+dK6UXnG91IIb+x5oYpzWt3Xkp7dnQ5ySTVPy+33KWQoB61jPf2/3nlo+RQQjNF1mnFB0BQFrU6+ch5WBnQJWg0IydIk8PlLKOd1OVHIUI5TMFYDguZVcdYcvEBg7SX0eqZ471WJ48ePK2TsW9/6Fi6++GJMTk4qv8vn89i7l+a49evXw+/346Mf/WhN1DPAI2iNAZ6XFAgTSQOqM4adOw70y9203OSh8c9eOEWrVX+YBkOeB7A0bm8/p56m5GYASFcU6NpDIUufn1hFdgOcoP38H+tjPcD7IravB+ZOqITLLsQctDMJ+++t3nzUg4rsIgBG9jJA7QhaZo6I0uyR6vflBDxkFkrIBK2aIgFBQWuE7iJnAjhBW7UT6LsQeOpr3rkFsHXrVnz1q1/Fzp07MTMzg3e/+934zne+gw984AM4++yzcc455+A3v/mN8v7bbrsN3/jGN2qSfwZ4BK0xwCf5QFgNA7olaIUssDgGDF5OylM1BG36EL22y73DeJKyXYI28oT6c7U5aD6fWslZKlG49Zn/cbavxz9P4eNqkE/SpNmxHoAEzDic6PRy0Ao5ytU79FB1x1YvLJwii5jHv1DvI6ktHrsT+EadnOqzi0TKfPIQLRK0Qw+6V2D5/WdXBa8VOKkKxdQiAbcEgCtoUu9BgDcAACAASURBVEmNPnioDpygBWPAeW+mzi0nflvfY2oA+Hw+fOELX8Bzzz2H7373u4jFYjjnnHPwyCOP4Nlnn8XevXvxtre9TXn/+973PkiShMHBwdp8fk324qE6FDIUkvQFBCNHl4rT/AgAichM12Z3hQIp+bOnXqRXbduPpUl7+znxhKoIuiFopSLZWQQi9P+O9cD4HmByPyl604eJrNnF098gs8xqkEsBwSgpaIDzMKdWQUvNAF+4DPjxe4FH/qW6Y6sXpg7Sq0jI64VSiXKsaoG99wBHHqmPksAJGkcoQb/Lp4Fv3gLs/pK7/RZz9Gp3kVUrcALAc9BK+fLKQSfICtWbKz0P7civgH8/v/w71QOc6IZiwPZX0/327Lfqe0wePIJWU8wdd+chw/OsGFMJmlsFjVdwtvTTv8Ux5/tQCJo88VYQNLshzqeA9S+jn90QNFFZBIChK+n7Pf1N+e9pYOGk/f1lF9SV/Is/dT6RF/M0sYTiVCQAOC8U0OagvfAj8kVr7lu5kw1XWk/udkaY9VDIkTJaLLjbfveXgM9dBPzi49URq0IOGH2WCE01nl1ukV0oJ2jhZiI5SxOkHLl5rgGBoC23giaTsaBM0AD3qnruDCJo43vp+al3bm1OUNDCCaB7m/PowBmGwcFB7Nmzp67H4BG0WuLrrwY+czZw1xtpMrcL7vUFVE/QeAVn6wCZQroZwPhnL8rO5SJBC7fYI2j5NG3ftYW2SblQBMXcPADYdAO9PvFf6numD9rfX2ZBnSh++G7g159xdjxiGCDaRtdqxqGKp1XQDv4UaF4DDF66cicbPrlk5lWy5hYv3Avc805g7/fcbb/3HlKif/lPwJNfdn8c489TsQ5gXzGuJbQKGv+ZP99Jl8dULwVNCXEKBM0t8RWVt5VeKFCQlavFOneJUMa2KL3GOtyN2TWEdIblwLn5Ph5BqxUWx2lyau0nVcSJksYVNIAk5kCkOgWN+WnSDze760qg/WxO0Jr7yOLCzuqb+5W19AMxl1VbfDLhBK2ljwwGi1m1ZcyUTUIgSTTpiRVgTsPISqJzjF7b1wMHfwb88yCZ6NqBmINWzAOHHwY2XusuCfzII8DwL51tczowfQgIyQSi2jAnb4DtNL8QoHN6/DfAZX9N/VsP/6KK49it/rzcZAYwJmhcIXfro1fgBG2ZSaf47ERa6WfXCppI0FboooaDdxRxEgk4LcchE8WgPLbFOtyn2dQAkUgE09PT1ZM0SaL5TKpS2a8SkiRhenoakUjE0XaeD1qtwNsqnf16Wr07ublFBQ2obvWyOArEuwB/QPVOKpXUZGM70BK01gEifV2b6NXOhMUnktZ+92X1ioIm3NSbbqRq0q2vpBw5u4pNPkUVpdklCp/lU84ryZRVplxZ17Feve57vgdsvtF6H6KCdvxxILcIbLiWiI3TyeaBD9Fk9Z6nnG1Xa0wfAtZfCQw/Qt/j3De639dJmaANPwzMnwRa1tjf9sB9NBBv/UNgbE91at7IE5QXKpXIuHO5kV0s/+6coPGFn2sFTV4g5BbdeSS6BSdVoQTgC9LPVYU4GQBp5XcT4OPBwqn6HgdvQK8QtHaZ2EjuOsBUib6+PoyMjGByssqFRD5Fi5l4l6oO1gmRSAR9fc66x3gErVY48VvAHwKGXkYEzQnBKmbLSQh/ONwgl1QH80gzANkg0q6xLEDH7g+pCla0DejZDqy9lPIS7PSg5KGYlmoImjyZ+EPq7866GfjtfwAbr6OOC3ZDnFxJzC2pg7rTY1ImGXkQO/+P6bvNHgOO/NLeYMa/U2aeVDdfEBi6gjzmSvlKsm6G2WPUGmxhFGhe7ey7aPG1VwHnvgnY8Vpn2xXzZIi89Q+J/IrKk1MU85T3tekG4MWfUIPwy//G/vb7f0SLiVU7gM4NwOGfuzd8HtkNDLwEOPZoY4U4FQWtyhAnQEo4r9A+3RAJACcB1RC0RDctFFe6gqYQtHqHONMAWHmqTSFDBGe5SLyAYDCIdetqcG/+8D3AU18FXvYh4Ir3V7+/ZYYX4qwVTjwB9J4LNK2i/zshWLoKWhUELSR4JwHOwpzFPE36nZvU34WbgHf8Crj8vTQwJiet867mTpAC0dwrE7QZ4Phvgcc+Z/9YlCIBgbx2bwU+eBxYdRbQsdF+iJPnqkhF9dw6zYFRwgDySmzgYuCG/x/YfANNFnZMgQsZyskDqEpq3eV0fsPN8nHanHDSs3SdAODYr+1/B919zQHDv3BXVj93nCptOzYAa86nqmG31gcT+yknZ8ctdP9xNc0upg6QhxNjdG8Us+pCwQlyKfIJG7qSFON6KWj8ngDUnzlBy8w5y3PlKGgI2nJBWdzUokggqY6zbgiaJAGPfNJdJ5Bagz8rjRDiDMbUBWa1dk8ApWD8+L20SKoHJInGNcCeqNCA8AhaLVDIkSlr3wXubDLEHDSguhBnLklhBMD5pA+ogyZv8xGMA345JMEYEbRS3prczJ+gvqL+IFltpGeBxz8HPPC3avsoK+gRNBGdG+lz7BAC8RzwCjjHIU6hEk3E0JX0Ovyw+falIp07HrpKz1BJO0CVU9rjNMPsUfXno7+yt40ROIlxM9nxMGLHBlqgSEUKL7oBJ2Rrzqc8JafHk5lXJ/+ODeXH5wSczMfaKTRSbQ6a0+9RKlEIUldBE3Jb3UyeRcFYeTlz63KCzUYwSubTbs1qc0mgSVaM3RQJLI4BP/8oedydjkT4fMZ+4VCjhDhzSTUyAFRfrLY0Cfzvn9TX33H2iJqTXYu+1HWAR9BqgTG54qv/QtlcMkAPfmYeOPWM9fa1VNCyi+pkrxC0BbmC0UYDXP65nKBFmsv/nuimV6vBfe4E5Z8BqnP4+F4AEilpdqDkoIX0/965ifY3ecB6XyIpXJIJWjHrTO3RFglwtA5QIYUVQeOEs0XOQ/AFqP8qoE7ATglaS7/ay9Ut5qohaLIKwQkaQIsVNzj5JJH5tkG6h53kF5VKdI0jsjrZKffBs6uwiuCeVOEmOZRWRYhz7HngEwNk6TJzBLjnz61JQU74fA7+s6i0uAlzloU4l5OgLVGqgj9IC71oWxVj3BLdJ74ghQY/c7azghB+n88eoWruWuPOC2gxagf5RqniTJfnaCkEzU31fRb44bto3om2VVdNXQ34PbHtJhqneEHGCoJH0GoBPuG3rpUHHzmH7PHPA/91jbVipFXQou1yCMOFF5QY4owIBO1brwfu/z/W2ysEbRu9hrUErYderQb3+RNEXABZ1ZDUfDG7ITkrBW2NXMl50kbek7jSFj2knIRZtEUCIvovAkafM9+eE85mWUEbulINJXDV0y4p4QTtnDfQeXXriwUIYTObyqaI+REKjcTaKZwd7wJGbSxKdI/jGBErxugedmJkmluihP6oXCEY76JQshMbFmVf8gQeSsgh/SpCgaeeoeOaHwGOPgo8800iBWbVado+nOLPYjWaG4JWrxCnNpepudd9WC+3RAQ+3ERjyexRyl20vb18fuPd1eVM6u47Rc+TXeWWjwl8EV0v8B7DHG4JWmYe+MofUA7p9R+nPN0Xf0IFP8uNo4/SWLvtD0nZn7KxkG8weAStFjAqUZ4ZppCWlfWAnoIGuMvRKMtBk8lVZoEmKj4Rm4ETtJZ+sk6oUNA4QTMZ3IsFkuxbZAWNkxCA8tKO/YYefCtZn4djjJLmW9fSIHvChrVDWYhTWK06CbNoiwTKjmWA9muWF8QJZ8cGIhDn/7H6N6fh6NmjQKxTDa+6DSsC1YU4U1NAvJNIFWOkorlV0ApZdRUfanLmrs5D7lxBY4yqbKdcEDRFQUvQ/VUNkeE9L/MpdTJ+4UfmNiJ6BI0TeID60gLurDb4MxWML29uXS5ZvrBpGywP0zvdVyhO54eHrpyMlfz6tva7W5SYgfsb2t2vqODXU0UzJGgOVc4XfkyV7a/+D+DCtwHn3U6Lin0/qN2x2sX8CRpru7fT/x//PJHHFVRY4hG0WkAhaLLSE2sHUrPqqsEqpFeRg1ZFgmYuqXpSKUUC8zSY27kx+Yop1k7qAZ/wOHiI00yxWTxFKxYxxMmx6UbqMPAfV1D/RjPwCc1vQNAYo7w/O95b4up0UVD/nBQKiEa1WrT0AZDMSSf/PrEO4H0HySqEw02Is21QLebgbbmcYPYodTTgeU1uBq7kFBFFjt5zqVjCTRufMj/AuLMQJ58QuccWQGqcmxw0xVQ1ASS6SKly68fESUgho44TkRbzvEGFoAmLI59Pfa675GvuKsQpLyBa+5e5SGCpXEFrG6QFo9MoQSEnd/NIlBNYJwSNX9/mNVSUUsiW/71UdN8Rg18Tu7lx4j1fzzw0XiTAEWmhxbTTOYjfuxuupdf2dXTfirmTy4XFMcpVbB+iOeTZb9Fz52bRVid4BK0W4BOv1kNmQTZrtaqOM1LQnD4cklQ+EEaEyi+paJOgyZ8ZbQeu/Xvg0r8s/3u4mR44s/DEnGCxAagEzR8mK4dSAZg/bi17a1s96aH/AnLzt2oeLQ6YS2KIs5YEDapBrx7E76O143BTJNA2SPdKtM0dQbvrjcC971GV1WoUNI7V59CKeex55/vKZ9RrzXPQ7BIjfh2jAkFrH6L7VAzr2YGYgxbvrq7dE2+Xk0+rBK11wJxcaT2pODghaV1L+VeuQpxZAIwmrmrC4k6RS5Urz+3raBxwGuYUybNbgsbvc/7MatWur/wB8OBHnB0XBx+H7IYrCxnVCLyuBC1VnoPm89Nix7GZt06UoXn18quDkiQTtB7yBF19tqpC17lDghN4BK0W4BM3XwnxHDT+wI3sNl8p6lVxAs4JWj4FQFIJWjAOgKkNve0qaKEEqYFbXwmse2n53xmjCcasUwL/3nwA5AStaxOF5HbcAgxerhohGsEqBw0gWwXAOg+tLMQpKGiOVt4pSuzXK1rgZNSUoOkY73I4UdCKBSLBbXLOY+cmWhUujgO/+6J9UpOaJq+wmaPln733+/bPS3K6XEHj1ZNzLuwtChkgwEOcCZrAteqGEbQhTkC975xW+pXloMkh/ee+Tf1bnYKHOAsZUmt8QQpRmoUntYo8ByfxsQ4ixU5CnLyysCgvBhPdajhuOSBWlwO0uACchznFllEiQXNCoK0I2tjzzm0ZJvYTIXAc4sxQ1wugtgRtadIZAc+nK1M33BSr5VMgPzXh3m1a7c7nbfYYsPvLwH3vV7e3UxAG0DxWyqvVvm+4G7j9Xvlvy3jfVwmPoNUCWn+sWDvldxRzQP/FtCIeN8kRKmiNal1YdQDlXkMAhUXCzWqvRLsKmpgzpofWAfN8Nk5Y+XFE5f11b6dB4DX/RWakpbz5QGZHQes9h8qoT/zO/JgzC6rhrThwOQ1x6hUIAGriv5nvltn34fu1E9ZbGCFFlE9ynRtJQXvss8B977OvpuVT9C87T6poIU2TxP/+MfDkV6y3lyRSceId6u+UwhQXuT2ikqwUTdgMleqFOPnPTvOMxBy0RBf9fP/7nasq6TmV6OZTNBkHo5R/aDbx8fEkEC3/PSck0TZnBK1UBP51B/D01ynE6Q/Lk69LHzKA0hPus1F0xJFPliuCrgmafD+ERQWNuQ9xAuX3Ry5JBN2JOjn8MKVsPPAh9Zo4CXFGW2mcriVx+NFfAf9zq/3351KViq0rgqbxUwNktdYBQSuVSMX8zE76Hr/7D1o0HnsMuPNCtR2cGXiUhC+wYu2qKbPbNml1gEfQaoF8miZ/7lgeEyass26mV7M8qUKmfNKOd9H+nMbKjcrzp2WClk9Z53ykZ8snOT1wgmak1GiVomgrrRLXX6W+h4fFzAYAbbN0PYTi9OBZ5Rpl5wVzS27HwJwXCegVCAD0+1iHhYLGJ14dBY3nGNkh0dz2gSeLd26iBcHee+j/dqxdgPKy8x65apfbZti593JLpMiICppYmOIUhbR6brhalLMZdk3rKGj85/QcTaK//jd7++LPUTCursAB57YUIvnIy67sgQgRWrO8NiVlQqugyc8192ezSyJyS3R/zB4lEuwP0j5yi/YVShFTh4D99zrru6ptK9W8htREpwQtK4Q4OYlftcPZc5xdovwqfm3Fbfk1tntupw4B33oDPQczw+6KBAJh+i61bFu1cJIqW+1WT2pDnIA7P069MZKHOO3m9S2MUK7YOW8C3rWbjmNyv+qTOHfUeh98ES4+v5FW2QKrCvPdZYZH0GoBrYdMVFCg+i+iiddowisWKJQjTtqBEG3ntBF2VpD/OSLNak4LYD3h5VPloQg9tK2l/RitWrUEzecH/vIZ4Ozb1PfYCeNyzyajIgGO5jXW4YHMgryakld24RaawB0raAYEDaCQia0cNIOQrd2G6TnNde7cTK/zsqppx3KgVCw3LeW2KjwkZye5nq9E413q74JRGgTd5LNVraCx8sR6TtAyc8DT3wQe+Rd7+8ouyT0jfUR+b/kKcPFf0GTlJKmdn0tATkYXFLRCxvi72VLQnBA0+XMKGVLQAuHqfK6e/jq9OlEitDloPr+cKnHEeBvd/Qj3fryLnsf+i5wraKEmNV9RHAN44YTdwpDn7qZru/E6WrTyc5JP2ev0wMP64YSzqmUrcIJ46EF779cWCQDuWg7qjZFNvTTH2d0Xz9vceStFB7q2UgiZV+xa5RsDAkHrUX/HmEw6PQXt9wuFdPlgKipoLX2k8PAwoxZGVhJDVwLjzzscBDUhTqCyB6fVxJlPGatEHNzfzCjMaSd3jJ8js+9XyFD40m/RMtYOQcsu0oStdFlI0ADtyAdNZxAT0dJvMwfNgHCGE/aIjTaEzE1ZAUpqt+NDxo+lbR2ptavPpv/zwdGOgsYHXLFIgDGZaDpU0CRJJTCAep3sTlqZOVqM+IQhLSqEOFPTdEx2FKPcovr5jFG3h44hAJKzwZ2fS39YVtDkhRxXHI0IlqGCJpPPaDupwYtj9lQJfg7zKRpv/CH3ea7FPFXD8eO3m++ozUED3FltiGPcS94F/OlPaeGVW7Lf+ior+6gpBF40sZYVtFLB3thw4D5g4BIiiamp8jHRjoqcT9N1dur7ZwWuCh76mfV7JUmfWHEFzUkFs95+eJ/gRZs5dpy085Bk9xYyeuZpQnaeQSXEuar897EOewSvQVAVQWOMtTPGfsYYOyi/thm87wbG2AHG2CHG2B12tmeM7WSMPcYY28sYe54xZjLb1xkVLsyyghaI0A3RPmRM0JSG4FqC9jJ6PeJARVMGLzHEqfExsyIAOR2pWwuFoBkUCuTTpKKYESslxGlG0LLmJI+juVeW0E16vmUX5ApUmdSEEmqHA7swC3ECMkE7YRK6qpWCpiForWtp0m0ZIFPG0eesJ26u0lz8TuDdT6k5Qfw+Tc9YqyucXIshToDOs9MQJ1dLxSpOwH6IMzNfGZoXFTSez2lnwZNdqlzY2DVoFjF7hM5NrF3OQZPHCavwvh0FrX2IyNaCyYKAg5/DfEYOcVZB0H7z73QOBi8nImnnfpWkyhw0gO65qYNkom03WqCMcfLzu2qHSsTtPsucgOvlKIoFRFb3yuxRIg2bX66OiaJ6bZWHWcxTLmkgWtsQpySp3+nww9ZVzIUMAEknxNlO95gjw2idBT4PM9otFJgZpvA3zxHs3krXjBuB23mGF8coSlKLwoc6oloF7Q4AD0mStBHAQ/L/y8AY8wO4E8CNALYBeD1jbJvZ9oyxAIBvAHiHJEnbAVwJwEVn4GWCVlnhIc7mXlqBtw8RmdELjxipKr3n0A1m1T5IhDb0BVQazdpR0IwS4TnsKGhWxCpmJwcta55/xtGyhgY6s8kzs0ATnGLiKw/QtQ5x5paM92mloNkdpJUcKflY/AFg843A+W8mm4vcovGCgENU4Vr7VSIvhpyswpycXItFAgDdc05DnHlNfh6/TnYnh/RcpWdfRKOgicdsBu5ULyLOW5w5SB6fOkTPfiAiV3HK4ay4HQWNVd4nYg5a+3r62U7D7zIFLU8pFG4I2vHHgZ9/DNh+M3DOG82/g4hijhSpkGZc6dpM5/rAfWRwagdihS2H0+brXEELRmhhnNHJQQOsjXwP3E+vWwSCll1QF8hWixSxWpc/+8UCcPcfVdfhILdE42H/RXS+rIyjtUbrHMo94qRaWC/E6VBBmzlCaTQ8p7tLbjsIeeFr555bHFNzjkXEO3+vQpw3Afiq/PNXAbxK5z0XAjgkSdKwJEk5AHfJ25ltfx2A5yRJehYAJEmaliTJRB6pM7hMzcEVNL4C6Fiven9pYWS94PMD6y6nFZDtMIIOQeODOl+N2yJoFgpatI3IoyFBS1sTq1CMjskqxGmHoPHzbBbmzC4ScVAImpyD4khBS1VOMiKsvNBqpaBpQ5wAcOvXgJf+HyL2gHWYM6+57ziR55YbgHWY01BBa3Ee4tRWuDoOcc6Xe6ABcj5cUCZos+XHbAaegyaCV3Padd+XJLJqWHUWHQf3QQtGhBCnwbHk5WIJrVde5yYiitF2GlMAe7mCZTloWSIlfBHphKA9+mmy53jlZ4TzYWOy1Eu9AMhl/k9/BnRstF/lx8NT4rVWFDSbBC0nXN9Ii36IE7A28j38c7om7UMqQQPU0Jxliz9hPAjF6b5LTgD7fwgcdGHpwsHHtHVX0OuEhWWIUYcUN4sSPYLGc3/t2n7MHlGtRwC1LzQgV7vazEET8884Yg7taeqMaglajyRJowAgv3brvGcNANF7YET+ndn2mwBIjLEHGGNPMcbeX+Vxnl4UMhoX5laqEuITNjci1FM1zKwXNl5HpM6uJ48o/3NwZYQfA584k1PqClBEPm1OQjjMrDYK2crwjB7inbVR0Jp76dWIGBXzRBrDLSphDTXJIU4nOWg6YRoRbWvp1WjSNMot4gjbbG+kDXGK6NpCA77VClxruqv4sM3TveILWE/+yUl1chERbnIe4lQWKtHy47FdJDBXGeJkjCbgpUlVebFF0BYrQ5zKZGUzxDl/gs5lz3ZVQeNKu1V4v5DRv0d23AK89wApYE2raV9WSimgLtzyaQp3+UNCtxIHRQJje4DBy4jMx2tA0IIRoP9CUsDtTt4LJ+laiOOCKwVNvr4VBG1CXfBZ3SupGXWMT6yixQCgkmerRYpY1R1O0Hniz43bPqWA+n16ttNcMPGC+fuNQuq8a4yTlmB6IU5/gPZlx+dNkmiRyOcrQO5q00Nzav9F9p7hpbHyCk5lXx1yn+vGDciJsCRojLEHGWN7dP7dZLUt34XO76wkoQCAywC8UX59NWPsaoPjeztjbDdjbPfkpAtn7VqAl89z+HzUxHrLK+j/CkHTqVgyMy/dfCMA5kD+F/ybOBSCJq9IuELz849R7oeoICnJojbIlZlZrV3lyyofQGvgawQrBY0PekYhTjsKpSTJbY1MPOK6t9Mgd/xx/b+bXWt+fHaUp3ySJgN/sPJv/iBNemathMRj4URAJCSJVbSCndgHjO8zPj+paZqotUpPpNm5D1qFgsZDnE5y0Foqfx9tLQ/b2gpxLlYqaOEEhf7tqgm8N2rPDiJS+bRqIxKK0+8MFbSM/gKHMbUIgjEKc9pR0Pgzn09RuDEQovsk3GJfQUvPUb4br/ZVCKuNyZsTNKPFjROfrIVTatI5h0jQJvZbP8/i9Y22agjaGC1ymM+amIgLc5+4IJcJmpWCxlXsoJCDxrdxY+zKwUO20Tb6Lrz60fA4+IJPq3w5XJTwfeldZ7vXODlF16d9Xfnve84itbKlz/oZ5l0EEjoKGl8cuelzXQdYEjRJkq6RJOksnX8/ADDOGFsNAPKr3h09AqBf+H8fAD6TGm0/AuCXkiRNSZKUAnAfgPMMju8/JUnaJUnSrq6uLr23nH5wA0oRN92p9lpM9NDgrqugaZKjRSS6qdfkAZsELbskJ+cLTvcRrYK2SHkO+38IQCrPYSlkqU2PmUrEsXon9Vw88kjl3/TOhx5iHearoWKu/LsYIdpGE5rRqpOTnoimSCDWTqHn5BQN7M/eZfwZySkaQNvWGb8nEKLWU8d+o//3QpYGfp9B8US4yV57I6tihXVXUPKyqVu9RkELxujYAMop69gAvPgT4POXyPeKDpJT5RXLyvdwkYOm9YgLRKiC126IMz1XGeIEiLSJz53tIgEdq5lEl301gavePduIBOfT8nPB+/WahFoKaWOVVUTHkL0cNEVBE0KcgDMbhYn99NojN562U4XNkTdQ0DicVKQunFIXZBxcOT38EPC5i63zdsXrG2nR+KBNEAGMdVqrg9rFLA9z8rHWSkUW7/lQgvbHyVU1XQUU0+YWqoCctFDQjBaOXCUVFyVWY5MRQWvutaeS8sWUdpz9g08Bt3xVjrrMmBeEpWdp7jBS0IAVE+asNsT5QwC3yz/fDkCvZf0TADYyxtYxxkIAXidvZ7b9AwB2MsZicsHAFQAslgF1hJXqxAsFZoYrK2qsVJUtr5ANB+1Ua8lmkKKiwZWRtrUAGE2cxx5VB2ZxBW7Wa1KLl7ybpPzvv6NyNWJXQbNK2LSroDFGA4DRoMYnaLGKM5ygSjQAePF+4Cd3APe80zgnjdsB8GpHIwy8hMiR3uqZfx+t4sShtDfK6P+dI2fhVcdzT8xUNG0OGrfHAGhyuvQv6V+03VjB1fbh5IjIVZxOyvO5ghYUjydhL8RZyNJkp6egRVrKV+52iwT0zm+8236D8fHnaZIJNwkhTmHyipsQACMFTYv29XLxkUW4hp/DfEoOccrKq5OKNp7HxBW0QIiIkR3CykNohgRtNXUVsdM5ZeGkmtLAwU2necqGpWn1on4OWqlE1zfRQ+TESi3VVu+3yjqE3Ry0vKBi83PDx7BqCJrYl7Z7G91nZt/FaNz3B+n559d4YRT41FbgmW8Z70svxAnQNbMzh/Eok1ZBaxskshnvAiCZK2D8b3qLRzeFD3VEtQTtEwCuZYwdBHCt/H8wxnoZY/cBgCRJBQDvApGu/QC+LUnSXrPtJUmaBfApELl7BsBTvvotvwAAIABJREFUkiTZlJHqgIINxah9HSkSH+sGjv5a2NYicXzzjfR66CHr49DzGuIhzkSPmoS+9/uk6DEfMC0kghtJ3XoIxYGbPkcD5j6NwmLXHiPWae5JYzcHDZAJmo6C9vQ3gG++lsI5veeo5yeUIO+vtkHg8S9Qmb9UMla/7BK0tZfQfvRaT1l9H7v9OK1y4XrPpRw7PXVT2YfOoByWCU68k77Htf9AeZAHf6q/YtX24RS/h1RUP8MO9BYqPOwzfdj8nOi1eeIQf+cLWK+cizJB1uagAaRo2yVoY3tUtYkXCYgLDrPFiW0FbQMRerO2a4CqQhYycoiTK2gOCNr4Pro/eBgPoPNhJwfNKMeJg1fbWYXAcklSmLQEzecnosWVQqt2a6V8uYLG75/0DN23iVWyWmpHQROen1Y5BzXRQ/eu7Ry0qHo8nJhl590b15YpaHKC/eR+4/eLRFGLRLca4nzgg3SNnvmm/n64+bXe2NQ2KNvdWIQWeSGdWHQhwo4CZtTLFrDXwaaBUBVBk6srr5YkaaP8OiP//pQkSS8X3nefJEmbJElaL0nSP1ptL//tG5IkbZfDqY1dJJBPW694L/kLqlqCRM14OaysFzo30SRj1Qwc0F/5d2ygfKWuLWqO04H7gU3X0YBSpqAZlFsboW8X7VsbuhVb9pgh1k5kg3+uFk4IWkuf/qpz/4/ob+95ml4Vo9pm1YSUqwP+kLHqpBC0tebH0XcBEQE9omelCNolaFYhTn8AGLyUSL3hudUZlEUFjWPT9TSo6rX1SU0bhzgBZ4UCegsVPsl98SrgZyZ9ME0JmqCqta+3Jmh6Ng4ciW57ilEuSc/Eqh30/2BUVq+EhVy8y3hxYldB67BptZHT5KD5BYJmNxdnYh9N9qL6G++yGeLkiwEjgiYTLqsQGM/L0oY4ATUPDTBvb6R0W+FFAnIOGs9bAug6x22Es7UK2qYbgK1/SOQi0mLDZkNU0DQEDSAyNHfcPJynh8wcqKtGi2pRYVYoUDAh0IluUt8O/4IW9s19wLFf6193swiM4rNo0Tkis0BjgNG9YmVRA1QWHImwqqBuMHidBGoB7YOqh4GLqTzdHyr3g7FS0BgD1pyvNog1k6pzS5VhhO4twIfGyG0+3ESJ/UvjwJpdcpNtgaBZJfNq4fMTYdG2a7GroFmtZuzuB1BDnNrBLJ+iCYB7dYkhTgDYJju7DF1J1+iIEUE7IlfOWVznUJyUOT1CY0U4ec6HlSJiFeIEyKdq7jjwtVfph1r0yDgnaGLYcv1VlAv24gPl25eKRK61PnuASoqc5KEpKotwfkJxYPIATTgvPmAcMhVDOlqIv+vcaB3aEBulaxHvlts9WYQU50cASGqyeCCqEiF+/8RM+nEWbIwnAC3eAGsbBcUHLa324gTs56BJEilovF8rR7zTnqKo3GsWCtr0YeDLrwC++9byKAMHV8i1ChpQTtDMKiA5WRWrOEt5GifEBtvxbvOxtlggsis+P6t3Ard9XS7AaLb2WBRVY4WgCcd+6EHgX3dSBMCJ+31mnj7f56NzG2k1LxQwuz5xWUF74UdEam/9GkUI9NIeciYRGJ5TxueKpQkyPdam/BilF3Ao/pkuFTSlevn3QEHzALmXZt7egMoYTfLiKslOQ/C+C0ii3vM94JMbgJ/8rX5CrbYhMQd39A83qY20OzeRujZzWN2X1UCqh7Z1lasi21Wc8sN2/weo+bIWdvcDkDomFSvDJFryLIY4ASJTl/01cNWHgXUvldtr6Ty8s0etw5scXVuBqRcrf2+loPVfRIrk8C/M928V4gSoo8BrvwSceJzCvBX70FE1FAVNUMWirXT/HdNMmIrnns5gyhU0J15oykJFPJ6E6sW2MGKc7MwJqLZrBqCSxWCclBdLBc3keyXk/Be7++DnMxgROiXI36+ln8JBeuE4sZjADLF2UsGtjEj5wquYK3+mYh10H+SEUPTciUpivTROITfFMFRG3G6I0yK3lVfbPXcX5cfuvxf4wZ9Xvo+Pm7oKmkzE115qT0ETQ5wA3UN8YdTaT+QznzQOMxYsxsqIDS/AMoKmyUEDqH8sJODoo8C3/8h8XyLSc0BU/l6MkZJr1p/XbNznYWxO0NecR+OgXuFQ3mSBz8fO2aOkLn/pWuCnH6bCDhF6Fjci4jYUMDMFzR8kwmoWBm8geAStWlg9qFpo+0ZaFQkAFEqUSkRk/CHg8TuBn3+08n05nRY1IsJN6gqycyMRtHxKVfTMHjAjtMsETVQC7FZxdm4E2Yj8CHj885V/F8MxVuD5H1rrD22XB62Cxhhwzd/ROR58Kf3u2KOV+589al7BKaJzI01qWuXKMgctQSreoZ+b798qxMlx1mtoEtVbPed1BjE9BQ2gAhftpMcncT2lie/HKklahN5CJdSEMkeegwZ9BbWESASfgGMdpFBa9ePMmuyLW0tYeY9pfb/Ec8yJ15BcyKHXzFrb29cMvefaIGgCycguqpXRnIjz5PyDDwKf3UUWPCK42sBtFzjiXaQSWbUSslr4BUK0WDv1NBHpC95K95tWDefqkl51XksfKZb9F9J4ZhQW1BJwkaDNDNM43NRLRASgsJ6b7xRptlEkIOxDzEHj32/8efpOL/sQLZDsVOzy7yKG9tecT2k1+Qzw0D9UVrlaEbTcEhG87m00Xm64lqyEtOqvWYpMOEHPz8wR4MfvVY2jtd/JiqDZ6YBhpqABlFe79x5nHoB1gkfQqoW2RY0VtNWGZka1HGvOp9fkBHD5+6j68LDOJG6koHHwG98fpjyJjg30f56HplRbOSBobeuI9IkPjF3lq2sz8MERygPTyz9xoqDxFZq2P2g+WT7wdG+hyaBVJ5dszXl0HbU+ZvkMXTO7ChpvXj6lqSazU5W6/ioamMWegFrYCXFydG2mMKEW+RTdB2Jzcb0cNEC/12nWRGniYU9O4vZ8l1QAM+gWCcj3crSdJgejxs96HTSUY5GVlVibGuY2G9zNctD6dtHEd9frgRfuM9mHhqCJ9x+fvDo3Ue9UveIfuwoaQPfs3HHzEFiZIiZVErTpQ8Cj/wp863V0HbTPolEImXcTsAob26kO56Rk3eW06CvlK8OnC6colKk3Pl33MeCPf0xErVQwDr1qCTj/Tpl5YHqYxjOfjyqhV59N3RP0yJ7Vd7KTg6YX4swtqmFJgIyBd94KgAHP3W2+Pw6tafOa8+l8Hvgx8Kv/Czx2p8FxGIQ4ARpHedFL50Z65rTqqZmBNkDXdfIFCl+f+yY6xhk9gqajhHNwBWzuOKl6ejD7PgBw2V/R8T/xJePPaRB4BK1aOE2sb5ZDnHz1YUdBi7WTisH8wHlvJtO+qYOVYc6sTg6aCD4odWyg/DGFSMhhpJyNgVQLXg4thjntdhIAaGXVJHvkaFdkTnLQWvoBMDWZnyOfLh/Q15wPvP+wvj2EP0h/P/Hb8t/PHQflFNlV0OTcIG2Y007RwwbZj1mPgHPYCXFydG0hglZxbnVIACdW2sT/5t7KXqdmqpUY4iwVgXv/CvjJB82PU09B46pC12Zg47XAscf0J15OiKwUNDsJwmY5aM29wJ89QkT9rtcDD/69/j60HT1Egibammy4mqqHK6x3HCpoADBqoqJp+7vyc8xzub52E/DgR0hZ6NpSGeLkuVTaIgxOqqzsE/JpGrv0jJU5uPnshmvkZxmVuWR6HmgckRbaR3Of/rYcWgLOv1NyihQ07mHGGHD5e4lA7NNxj7JS0MIOFTRt9xf+PQcvo+s0dAX5NNqxrtEqaH276PXhT9Drsd+U51HmU7LxtY4/o6iacosVo844SgTG4Jy0raPc3GKWvk/H+sp9ZBfMFTSAxu5nvkkejXqm4FYKWs92YOP1wCP/DPz7+cbKfAPAI2jVwupm0KJ5Dd2gPGm4kAXAzAcvALjoncAV76dBqGsTPQwLmoFRz2ZDBJ84O2XljOd+8JWQEx80Dv6wioUCdnpximhaJed7aCaGQpbCH3YQCNG5rQhxWjQ416L/IpLzxbwcTvr0VDc9tA3KrZI0vSztKGg9O2jiu/8DwEMfNck1tEvQNtOgV5Gbp3NedtxC4V7tOdfr1KCEOPUImtAsenwPff7Yc5TfZASlqlQnX7BzE3DuH5EKsPvLldvyYzFT0KLt9irAzHLQALq2b/kpsPN1wKOf0u9XqlX0xGsufr8N1xBh0C4InChoq8+mV7MwZy5Zrkrwsab3XOD2e4Eb/gl40/eA1/8P3Xva3CnRtkFEh7DAkyTjimGeZmDk/weohQLrr1LvN22ekJ4Hmhb/j733jJLsKs+Fn105dFdV556e1JM1kmYkUEZgopAQRgRfkWxAGJtwgc8Ylpdxguu74Jpg4LM/mySwJHyvwNgggYSukBB5JJRGYWakkSbPdE+H6lhdOZ3vxz7vqX1OnQpnn9JUa7SftWZVT3XV6X3C3vt5nzfF6bsNSKOVgA9u5+Tx9F6+holG2Dlv4Odsjb8EWq+VvWu46/i2DzXOlLWLQQN0sqmf58Yr+evut3HvQLNYsgO3AT/9m/qizbExPp65ZwEw/nxSLDLQPCRFJGgjrQhaC7GCri3zAhuu0DthWAlaCxcnAFz+34FL38+Nrt98qf73dvGsVlz9Wa7iVcvATz7e2k3fJSiC5hZOSQ1NPLLwWhUvJVz2fuAVn+Q/D+7gr0lBoalWOclpStD0B58UHo/XbOm1Soe3Q0IvgEsKWqXMH/p2lS9AqIMkuFY0jRNZJ8fpG693cRbbbF1FWH8ZH//pvbX3yIVj13zXDl4/txatm3c7CprHwzfLzS8HfvOPwAP/Yv69kT3WRr9UgCsiQH2AfcmGLFLChBXWZxZokSRA5UJSXPUiPNPELWjXZSEgKGiD27jC8/C36mPIinrrK7trSxtVZKBGnO/8mHlcIprFoBH8IeDSP+U/2xVFberiFH7epMc8nhTGUq3qz32bz2wozhVxccO1opCuZQgDtbhOxvgYLv9gTbmlWokiGrk4+8b5dZ97lisaX9xa6zggop0s951vBC7+Y66qUK01K8miIrLNYBgTjRQ0y3Mb7OEN7Z/6EV+LqXQJoLdvWm+fdNAqtOXyDwJXfIS7JX/5efvPlHL8XjBmnkehGFfy111SI5zrLuGvdteX8OR/8vUiPV2vdlKYzIV/yF+P/UoYR5M1klycvWO1TNn4ej5XrclhjXquEiiGd+1F/Bz7N3MSTvGwQHsE7ZL3Add+Ebj8Q7xG49ST5t8bZUOarLWD24Df/wpw7Ze4h+Sxf2/+N7sERdCcQtPM8nA7LkoRVjXCSa0vAm26c0JskZE+7oCgAeZYiVKLGAI7+EN8AydrqmKpCN8OiKClBYJGio+4sbRC30azi7NS0jNsnShol/JXUdVoliXYCIPbbQham50RRs7l6ew7r+NBveIC1KptjhUGQbPEoTlRFm0VtCauQI+XB/gXVrj6EN/AjYpmPWVLuXpDRVQ5AG45Z2Z5gK8Iu/IyBMPF2c+f03f/iM/hn3zC/vPNYtBENFIRgOYETSReoRjfAEWlyK4+XSs0SxQgw02cR83WG+oCIUKsqyXC6+OEZu4QDzwvpnmJDHHDBdojaNtewzdMgN+zQK+ZGGl69fhmvXABTiL8kTYUNIEErL+sRrTFJt2AntTVhKA1mkPBXq7SnPtG4Inv2quLYpiB11dbG0IJ4JV/BbxPcL2RcWGXHU6gIq9atTFBe9Ef8hAZsYh1s3UpOgiA1eLPAK6wx9fbKGgtDHxS0ChBZmALAM28ZrdD0AiX/Ck3VB+92TIOGzW+Eba+Glh/ObDn/23vb55hKILmBCvTwOc3mispO1XQKG7DIGhtbtoiogNcERBVEYrNaWZhGgRtm/CeqKDl9F6eLdytVvRtqrk4rS2E2gFdE1FBo3MjgtEOEhs5saMxOI0PBPgGMLgdOOmWoFEJEyHAuOQg6YExXjfP4+MLPKFZrSE7RAe5e8+qoLXT/YIQ6eeWvq2C1mAxpY3+5AO8K8E5r+eJAo1aadkZKr2j/Pxpc9j8Cm7JH7zT/LlipvGiHhng7pAdet3s8ZcC57+Fb3SVcv3n8ykeRN+KIIX7OGGxK7xZzPDrRfPI10BBA7hCIpKJVgHOdhh7Mb83dokldJ/EmMtm89uuj6pYV8uKwW38Wk48whOPZvYDD33D/JlWrfCsYEy/LgJxLeW48SfWO2v03dhaYO93gM+O8Rg/EcUV870BgHWX1n6uI2gNOpS062246AZOcK3dVgB97bdx6dM6IxorXj8fWzOCJoYQWN3RL34P8LovcDIy/lJugNLa1IxAe/3cHbntKvP71LpQhLHeNjCWRnfz0ABS8ahOICUKlAvcO9AuQQsneJKM1e1bznFl1+NtfQzGeLeepZON16YuQhE0J4gOc0tO7ATghK0DnEAxjzsFDdCDv4XJalTBbkLQdlwLvPyTfKIQxFYnxWz7rjMRfeO12K926rpZYdfqZVaCoFGVf1rYZeq6AdzVJ7oS8ilOROyCaBthcDtfbESXq1MyHunnVqdoYRrFhNu8T4zVEgVEtKNqiMewZh9TnFIjxTbYC0w8xOO9Nr6EdyTQKo3bT1k3K4C7vT78UM3FyhjfKI78wqxiF1YaK2iMcXfIGuGZH9zOlVWrO5zOqx0izpheYqaBgiaORyR7VuIXX2dWioyN36GCBtiraPS82Lk47RCMcRIjxj6KdbWsGNzON9jFY9xFOboLePYe82ecPGuE+DozcaU4rlYEDeDPWt8mHj/1/Xebs6kLK/XPLKnm3mAtyYAQW8uzfu1UQaD1eW36PU5m9t5S/ztrrCE9M3Y9ZQF7VZ5QWOFEkLpXWN3R0QHgsg9wkt23ic83uqat7s8f/1/+XRF2BM1QjhsYj/4Q8JZv1JS0AYsKbcS1OjCER3cBMwfqDWEnzxsJFq16uHYBiqA5gcfD5WETQXNIArw+3uvNpKBJELTB7VwVoaweyrBrRtB6hrl0LloWoTgvQgk4t3QJiQ3cPVnKyykAwV5OOKwKmhjY3Q7EYoiAXF03gF/DzGzt2uaX7SvmNwP1kjOpIw5j6gAz+QWcuzgBvhBalR6n99pav6+Q5sG+jc4nGOPWfijO6yatvYiT3EbZqXaGCrnQRGx7LScQYvZWq+QYK4wYTpvyI/lU+/e6f1N9Fw278fgauDgBTghSk7Vnza4+XSuM7uJGny1BIwVNdHE2Sbwh9aIoqGjWsg0iBrdzlxrA7/HmV3BiLibZWGsRtoP4OrNy5YSgXf1Z4EO/Bd51G9+493yl9ruCTaX6xAa+JveN16uE8QYxbe16ThjjhvHEI/XlOqzZukZ3gwbP3+A2TmbsOlnQOnPFR3iij1XxEkHlUcjrYmcctUL/Zv5ciLXESlkArP01LtzH13iqhdYs8agRRs7n11Eki+22GiSIyS6rDIqgOcXoLt4ImSxMp4VqAb3UBiUJyCpoO/gEoZIBRG7aDWQnhCxJAk5qoBEM5WpCTkEDuIomKmjJg/W9/1rBKFZ7nL/KKmg9I/w8SCXKLzW2ahvBGrelaXJkPLGRKz20gTt1cQJ888kk+QZxz9/yThR2SQLNYHX1FNNciWh0f3a+ATjvLcCHHuCbnNfP1YQj9zVub9TOeDa/nLsvDgkqTbMYNDsMURkUG4LWroIG8E1q6WS9q9Q6nkZJAgAnIsV0rZSFsZ44uDfBHk467QgabXpiNp63DYImujmtWYEijHhWBqy5ENj0Cq4ci4kPMoZfbB1/ZmkOOyFohP5N3DgRS7PYFfNmDLjy/+HuyLpxUIKMpc+vk7VleCd3z9aVAJJQ0Kql+kx1oObe7N/ME32aXSci62L2vtP7Y8RgCgZKO9m6ViQ21MilDEEjxXBajNN1kAUN8OfELut+FUARNKcY3cVVDCPmqkmj2UZICP0rZWLQgFqmE3UBSM9wib6RpdsIootTxtIFamrR0nH7cgntoHdNLYZG0zhBG9rh7Bg9I/w+kDVlFN516LYlFZIWdmtdoXZgjTUsrHAXn9P707eRbypkqTp1cQL8fLQKP8ahn3Fy47T8SGyMN6smw6SQbhx/BvAN7/qbagoEAGx5JSc0dm7Bdg2VYC93mYoFXpvFoNkhFOek1c5idqKg9W3iGb/WchBNXZw2MWhAzc0po6ABPBbn9GP15NdOQWvm4qRzFxMFmj3/5B4a2sG/u/EKvV3ZL2ufkXVxArX5I0PQAD7fxNiiRkHoV3wYuMKmvVSjumpOYo9Jsa2ri2hZ+40uJ40UtAb1FYFaggDVkGsGysw0CJpDlyAgeCsEglbMOD9OOFHbf2QI2tA5/Hmb3l97z0kdQUDPuh9XCtpZAStjl1FpBrdzK6iU49amDEGjSUYNfdMzXD1zYr0AuotTjzkpOiiAKoKUq6WT7XVGsIOooK1M80nrJP4M4O6Jwa21iSZTNgSoqQ3kNi6knBO0QIRvDrTBUPV6axHYVqhTBSVcnKSqpqc5oV+e0DdNJwraWm69U8mRooNsK8KWV/FXOzenk6SF0V087onISLMYtEYY3Gbv4nSkoFkaQBOsBM3YLFi9ehWzlJSQUdAAHoeWma1Xeuxi0NpxcRbadHEGezkBoZIhgSiP6aor4yDh4gRq10WWoIUT5qblrZpxW2FXYgZor/gugRTbulI3FtXY2n7KCur8YkfQlk5xotKqDAnQGQWN4obFmoIyHpiQcH9kCJovwI0Da1y40/kzsE3FoJ0VGN7J5VB6IJy2egL0CavxB0I2Bs2II9BJxMp0e5PTimCMx5AU03KWLqBn2/k5QZO5HnQM6iYgk8FJGNxRc10VZQmajYLmJHCVIMZtkQLmlKCR+3jpOH+VcnHq57N4nJ9LOccXVqcKGiC4I9LNS7rYoX8z32Bta2U5mAe9a/i8oYXdaQwawBf1uWfrFScnammjUhvW8dBmYef+MZQi/brKKmhkOM4cML9fsMvibEbQ9HNv18UJAO+7B7hK6A287mLehseIq5NR0CwFZzumoDl8bgMR/jettdBK+fbdeaE4zz62GgRWo8QgaA3WmnCCz2U7pWf5FL9mdpm2dcfp4+SSyJWMFyeUMB8D0ImeQ0MpFK/dH5kkAUAPOxIImsz5DG7lsXCNerh2CYqgOYUvyIkDPRAUO9POxCCIQcpUrNApDJlaJxHpGTmCJjYLLrXo5dkIHi/faEwKmgRBK+f4OFwRtO3cmixm5TojAJ1xcQI81pBc0DlJgmZtAk8uK0cuTv1ZMRUz1Zzdo4TuOiF3nlMlAuCbWXTIvnejk0U1ZinL4jQGDeBzsJCq7zuZd6CW9ozqLnWrgmaNQdOfPzurvmeYG3xEAGQVNAozqOsuImx6tM40zeIkBU13O5ULfEzNXPPhhHm80SGuttKGKxM6EbMhaN6A8+OILjRA7rm1JsgAzlWnoe02CprlGMEWChrA1wNyZ4pYOtWeexPge1V00KKgObyu1mMAzouCAzWFU9OEzHCHyvzQOdw7QG55GYI2sI3HCVrDFboMRdBkMHJ+zVK1ytTtYGArAAZM7uVWvFiXrF0Ee/ikIhfnynRNdnYCWgwKKXkFDdCLxJ4Qqjg7vCa0IC8e57E0PaPmwOZ2MbgNgMZdYDJ10ICahZme4QuHk01bhFiawnBxtii0aUWwh5M6KgkhU0yYCKc1iNzJdaHFn4KR7coVtIPIoH1jbyfJMkbdvCkeoF/OO1/Uqd2Z6NaoVnTXbZsWvMfDlbiZ/eb3rS5ObwA8u81mbnm8/DlZdqmg9YzoRM9C0MSCwjS3m7k4rY3uG7V5agYyQuiZL0usK74gPyfaMHOL+rx0GsKR4BsvrQUFmySBVoitrSe+TtdKKotkLV8iEt9gjGfjNnv+4mvtOxssn6qR9HYQHa7tHTIuQTqG2Ne2lHVuKIUSPMynnJdzcQI2LQslnjejL/XqcnMqgiaD/k184y0X5KxDf4gTmsf/Dw8ypjYrTtEzzBW0coFbIT0uCFp+Wc4CIiQ2mBU0pxOeGvqeegiYfJSn7DtdjAFzIK2sgubx8GubnuWbrVZxXmYD4G6N9CxPi5claICeVEIKmsQ5BaI8oL+OoDm41+E+vbo7EbQWSQKNEB1ooqC1OR6xNZi172W7oNgvMXOYNggn95rcK6Kr1ErQGOPXutH1jgklJWQVNI+XP29Wgpad5+EHgZ7aM9NOFiepEUabJweuRYOgLejdPMrOCSdgruJPBM0pyDWb01UaKQVtzMbF6VB1Gtqh90/Wj1Ot8jVbXA8ufi9w/S3NC6ySmic+b+UinwvtKmhATf2qVpy1FrM7BkFGiaP9J7fE5x/zOt+DrDF1MgqaUTTXJoGpi1AETQaJDQA0uWBrwqBeJsMf5dWdZRAd5iqPUQNNQnEysraW5WIICIkNnCzSgu50gsTX88Xn2f/LVY11F8mNY2ALAMbjNGSTBACdoM3IKQiE2BgAjS+e2QW++Fjb5bQDsYVVMc0XUycudYCfD7lZqd+lk+eWMe7mXNLdK0U3ClojgtamgkaGyMqUUBzT6aZrybIFBBeLA4K25gJOgug4jXri+kKNr7dYNV9WQQPqi7sCnAxHB3WSSG2FmhC0QA8AJiho+nx2kn0sKmhu5qB4PrIEjcadX9KfFc35c5vYwOeOmNkqo6ABvBXWoXu5C1mrms8pvg4497rmx4mt5SRebMC+dAKAVotXbQeGcS+ZdQ9wYiQStPyyc/UrLNwfyrB1apj3WJMeJLJSe4b5nLMrXt1FKIImAyNr8YQe6CmR+UiZPZte1tzl0Aw9ukxN5SmkXJw0QVLyhWoBIDHOXynDyGniA2O8pQhl+K2VJGj+MF+oKL6P3nMKKlbrmqCBb97ZeW4tOyVWALfulk/x85GtVUfPRjBWS5F3nFm3nrs4Nc2+4Gc7iA7yzU509Rg14tokjIEIvx9uFLRgL1cARQWNNmCnChogJA01cEH7I41JV+9ozd0kq6ABDQjaQo0w0f1uNjccpYSSAAAgAElEQVQZ09s9WRU0JwRNV4Wy8+7mYHw9Px9N0xMVXCpo1kbp7cKu0rxTz8m6S4CXfYLX2vrFZ+WTHuyySqnQ64CDUJnoEDeUnHbCsTsGIbvgrLA4IOw/y876cFrHAQgKmkTYEWO6F0gRtOc/jLpfJ/lCJvNwU6LAFkn3JqBPkNlak3E3SQLZeR4LIJMkANSsNwqElVEANghKIrWvkQG1RCll9QSONnqyWUEuTtqoXBG0SX59wxLuTYC7f6tl7qLMp+TuEamrsbFa5qDTRSyxgQcol/Pc7SuroGnV2gb1qy8A377KecHm3jW6gmbT/LpdxNa4V9BGzgPAamV3rI3SCf5Q43UiMsA3lWLWpYKmu7/ETLTMXI2g+dpQ0AB+LTsVgyYbZgDw8yll+bPSCQXNrlF6OxiwiVd0asx6/cCrP8U7YWTm5AmaUX5EJGj6uKxdN5ohOsjPgcINpAjaIJ9/xSx3sxZSzpOgQiKBliRoEZ0Upl0oaEAtTGcVQRE0GcTGuJto8QQvGeDEciFsfgUw/rLWknYz9Axzq4Umq4yCRpsRkTzpJAG9JhSVUJApHbLhCv46uF2OEBEG9EblbmLqekY4QaOFVMY1SQRtZcqsZDgFNXM++TteoX3NBc6PQeS9d01tkXe6aSbW8w2bSI1UDJq+mNLGcPpxYOJhZ3XQgFpZloKkgmYcw6WCFuzl5TYMgtZApYkMNr7/IqEp5ziBklFa4+t49qRYOZ9cnEDt+rYiaCFBQZNxcQZjfH10raAJtdA6EYNG5+RUQevfzIP36xQ0F27BLBE0h0abYfQJSunCEX5tnMS3UhUAIiRSMWi6cpWdE7LUHZ6PnYvTKXwB/ny6UdCAWqLbKoIiaDKgshInf8cfirELnR8jsR644U45UkWIDgHQ+KbtC9UsCSfwBfjkpHIDMpYuwDeBQC+faN6gXID/8Ln8HDZIxuQRYmPcOlyZcnE+w1wlohIKMoQxlODXNnWaL2AyCQIAD6wf2Abs/Q5X47Zd7fwYRNBiY7VgYqduNPoekXApa1cnI+QaEWNYHCto0/IxaAAPqk+JBE1Xi5yS8TW7gakWCtoffAt43eftv28QNN3lJLNZArX7I7q/MvO1daEdFyfA76s1ScDJ888YPycTQZNR0HSCtnCUx/U5cbMSTDFoQkarE/iCXF0R64/JBMQDfM0u52ulMpySzp4RHssqKr/zh2tB7k7GAdRcerJkE9AJp2QZoU64OGksmSTP6q6W5QhaYgN/TsSyLF2GImiySGyo9ZtbI0HQOgHadJ+9m6tPXp/ccULxWvkEWULDGNA/rh9DYnIAXDV43z3AVf9T7vsEKsOwcNSFgqZbmNSfTYagMcatsvkjegyapIIGAOsvq1Wsb9YIuRFEgkYlTRwraLobe/Yp/irj4rQqaCaC5uC5MRQ03RUnQ9Bia7hybLSvknRnj+7mG112oTFBS6xvnMRjVdBk549RO0yfy+UiD0Y3FDT9uJ4W1e+DMXOSgD/iPE7WIGgukgQo05bKmMiECJiyBCVj0AC90rxI0FwoaAAvuQE4J2geL1/fli0xaOSGbRcUWG+s+zJlNoigzcl3SiG1OudCQQP0pIekkPQgQ9CEjjirBIqgySKxEYDGpW8KFD7ToAW/nOcuU1mEYsCpB/nPbmK/qLK6jPVCGNgi58oQQW6AhaPyhJOUTap3J1NmA+Dk/fRj7gnahsv0410gp7qKLs7xKznhc7qoU7FaImgyGx2pOYaCJgQZO1XQqqXaYipDFnvHuLVNJNGIt3J4r6lEzOSjcoqeWJbCaRN7EXXtkSyqhj/CyVkr92mwt0ZWV6bknrfIgH4+LhS06BB3x1IChsy64NEzp00KmsRcHqBK8zqZl+1bTMSIkqlkVMG4UH6kmOU/O53LhoKmzx+p+0OxX7PyBM2rl4Bx4+KksYgETUaFFmPLVwkUQZMFse3BHXJZdZ2A2F9vyyvljxOKc3de37jzBuUiKA7NDUHrBEhBk82wBTgR8oV4XTZfSC6mDuDu7/Q0JwKyLk6gVopl22vlvj+0nW/Oo7s5kX7fPc7HEx3i12KGFDQXLs7sPCcjxZXaYupkUSXSQKqGrIIG1OLQCinunnd6r8dezA21Uw/JZZXWKWiSqm8orteq0wkakV+DoIXbO7eQoKAtT9aUOSeI9LtX0Dwe/repfp+s4RaO1xQaQI7MD26thU1omnzGe1QgaMFYe708rYiN1Qga1e0a2OxwHMPcVWpk3btR0JLyBA3gbs6Vab2f9Brn36exZJKCQSATgzbOXykO7eBdwNFfyo2nQ3BF0Bhj/Yyxexljh/RX2xnEGLuGMfYMY+wwY+yTrb7PGPMzxm5hjO1jjD3NGPsrN+N8TkBsWyb+rFMgBS0yAIy4UPHIDbDjWrnYMUInFLROQJzksptdIApsfiUAzV3CgqhIulHQhrYD/+3fgCs+Ivf9xAbgryaA9ZfIj4ExXs+Jep3KkCJfgCsambmam3Pba/TfOVTQgFpckAwR7xWSOAC9Y4SEuhLs4dmcEw81dnE2QyjBCV52Xs+6lIglBfj9ia+tETS6vqR0bLwS2PG61scRszhTsgTNGoMmOQ/XvrhW59FpCQcCNeSWLbMB1BLB5g/x4rtaRZKg6Wv28ik59QwwF6tdoBIbDhU0X4B7KyieVGb+BCL8WmbmajFosm7oiYd5dvfwuc6/D/DrmlusPbcyClq4j58PKWi//F/A774mN54Owa2C9kkA92matg3Affr/TWCMeQH8K4DXATgXwDsYY+e2+P71AIKapu0CcBGADzDGxl2OtbOgshLdij8D+MMU6AE2vVwu64tAkv/2a9yNp58UNEm1qVPwh2oLhayCBgDnvJ6/uiFoo7v45gu4I2gAcP4fyC/qgHxsk4i33FjbsGXdvtRNgFyL5/8BcOXHdELcJga3c/fX1ON8Dsg8/9ZitYWUnPsL4HWuJh6VyxT0ePjzmp3n1ruTgqNW9I3XihobCppObHb9N56s0ArBOFeIygVOXuOSBC0nxOTJErS3fAv4k/uAN3+Tt9iTQTghxKAxuYxfqoWWfMZd6RBxDZBVBOPruHcgu1DLLO13qKAB3NjS9JIssmsDuRaz83zuyNT0DCdqcZPSBE1/xsk4kTkfxrhnjBInUlPyil6H4JagvRHALfrPtwB4k81nLgVwWNO0o5qmFQF8T/9es+9rAKKMMR+AMIAiAKGM8yrA2IuBl3yUby7dAmPAW78DvOZ/uDtObIxvEBtf4u44tEjILsadBMWhuXE/b78GAJPftAG+GVD7KbcEbTVgaDvwvnuB6/4/+cWLugkQgYitA676e07c2kU4AWy/mlvdsrX7osOcPD99B/Djj/KCz7Kkc92l3F07uZf/3+mYIgN8Q1iZctZT0Yr+zdztpWk1t5NT5YnipE4/zl3zNJecIDLA742RHS65Jng8PMbvgrfJq/shIQYt0CN3nN41PI5z8lF3qiCVhADk6yIarrhjwPxR3llDJtyAuhsA8pnDRtmQefkQDroe3oAc0aRxALXsWNnzEVsWZufknv0Owi1BG9E0bQoA9Fe7NKW1AMQW8RP6e82+/18AMgCmAJwE8I+api24HGtn4QsAr/1MbTHrFra+2p3FDQAv/0vgA7+Si4cQ0TsmF8PzXIDIgxuy2DPESYCbuDyg5uZ0m/ywWhBfC7z43fIbZnRQd+cla/+XwQXv5K8yLiuAZz33jABHf8FLmJz4rTwZX6/XqjtyHyd9TudAZACYegKA5p6glbJ6e7F5AMz5c0cb95H7+CtlUzoBGSOGotGlOF2AEwAjS1DyWWFMV0kfdqegAbXQFNn1gEpqzB/m/5y6NwnDAkGTXSd713DFKeeiziN5KAa3y1cioGtKWamyexDVQqOwh9WuoDHGfsYY22/z742tvkuHsHlPs3lPxKUAKgDGAGwC8AnGmC21Zoy9nzH2CGPskWQyafcRhVYIxdxtCgSPh8c1yBQw7TTIfeV2Y3j7rcAb/9XdMTa9nF8TNzXvziZESUEjgiZp5Gx9Dd8UZBU0ALjwncDF7+OKOCCvoPVvBnZex0mRjEoT6QdWdFdrwoXBRQrEwlE9nq3feScNImiHf8ZfpRQ0XU1ZnuBFa90af24QTpgVNFmsu4RfV3IrypIaet5lCVrfuF4494hO0CRVp6EOELQ1u/k1WTgmrwhS2MbwTrnvAzZZqS4UtOJKLRGqywpaS7qqadprGv2OMTbDGFujadoUY2wNgFmbj00AWC/8fx0AqrLX6PvvBHC3pmklALOMsT0ALgZQ12pe07RvAvgmAFx88cWtiJ/Cc403f7271jKBAsDdultl2kRZccHbgZ2/745InE2IDnH3QWqKuyJkr4svAFzzeV5uQxav/hR/PXAb8J83yHWMADghu/4W4P5/Mhe/bRei+uBWQQN48Hh2Tk7VCCf4/CF3bdyNgnaq++tBKMFjtjJz8goaUFNJ7/lb7o6TLahNirEsQfMFOImffJTfY1kFbWArz+RkTJ5Ar9G9AwtHOIGVQagTBE2/phQ/JpuoRsYR1Th9nrs4fwzgPfrP7wHwI5vPPAxgG2NsE2MsAODt+veaff8kgFcxjiiAywEcdDlWhTOBNRfUAmq7CUNBWwWkiDH5+j5nI0bO57FNh3/GyZqbzOHd13MVzC3OeQPPcqSaZjLweICX/jlw7Recf5cIjcfnblOIr+flVBaOmrsIOMXwTgAaJ9AyRILq7i1PdD8mlTosTD/pTkFbcyG/P3PPAue9uXHh4VagTE43ZXcGtgLHf8t/dtpFgOALckIvG68FmNvOuXVxyiYIADw0ITpcq1vpRkEDanVBV7uLswU+B+AqxtghAFfp/wdjbIwxdhcAaJpWBvARAD8F8DSA72uadqDZ98GzPnsA7AcneDdpmvaky7EqvJDQKQVNofPYeCV/nT8kH3/WaXh9wHvvAi5+b3f+Pm1u8XXuVFuvj8fRLBzV+3BKbpqkZsTG5Ah0bAy49APy5Sg6iW1XcaUov+zOUApEapmkl35A/jhuXZwADyWpFPSfJRU0gMehuY3TpaxuWcI5sJUrXm4qIjDGY32NQrWyCppO0Cb3cuXXTQZ/ByAZkcehado8gFfbvH8awLXC/+8CcJeD76fBS20oKMgh1oEkAYXnBr0jtdY5svFnZxuIoHUiFrR/My/5kUkCW14ldwwiaDIlNgjXfI4rTrRpdguRfmD8pcCxX7lT0ADgRX/Ek4bWXSR/jJ5OEDQiZaxW3kgGL/sEj2VzgzUX8np5sgra1lcDf3HYvZdh7YuBQz/lP8uu++GEnvW7zA0dN+p+B6A6CSicnRjczoO2Sa1RWF0Y1+/LalHQug2DoLnMyAY4QUvp2ZOXfVDuGEOkoLkgaB4PcM3/An7/y/LH6BTOvY6/uolBA4BL/xR4yzfdHYPcv27K7gzobs3EendZ82Mv4vXx3ICKtcueT6dCQMSi4G6KpdMc7LJ7E1AETeFshS8IvO3fzankCqsHG1/KXxVB4+goQdM37yv+u3wJnqEdXP2imlvPd5zz+wBYLSC9m9h6FfCGfwbWuoh3JAXNjXuzU6DkAJlkkk6iYwRNV7G7nCAAuHRxKigoKEhh/KU8Lii+vvVnXwhIbOCbSidax+14HTB7AHjpx+WPEewB3nv36kj46QR6R4E//E/ekqvb8AWAi97T+nPNEFvH3bVDq8AA3fwK4P2/6m7bQ4AnbcTWAZlZd511yChZBQqaImgKCgpnHrE1wAd+XXPVvNDRMwT8xRH3LjiAu73e8E/uj+Omb+tqxLaruj2CzsHjAW74SWdiFt2Cse6TM8LaFwFHf+3uGEpBU1BQeMFjVLK34tmKTpAzhRcOVgspWk146Z/zAtZuoAiagoKCgoKCgkIHsfYi/s8Nxl/Ku4uMv6wzY3IBRdAUFBQUFBQUFACeUboaMo+hsjgVFBQUFBQUFFYdFEFTUFBQUFBQUFhlYJp29vQXZ4wlAZw4w392EMDcGf6bzyeo69Mc6vo0h7o+raGuUXOo69Mc6vo0x3N9fTZqmmbbUuWsImjdAGPsEU3TXFQcPLuhrk9zqOvTHOr6tIa6Rs2hrk9zqOvTHN28PsrFqaCgoKCgoKCwyqAImoKCgoKCgoLCKoMiaO7hsnPuWQ91fZpDXZ/mUNenNdQ1ag51fZpDXZ/m6Nr1UTFoCgoKCgoKCgqrDEpBU1BQUFBQUFBYZVAETUFBQUFBQUFhlUERNAUFBQUFBQWFVQZF0BQUFBQUFBQUVhkUQVNQUFBQUFBQWGVQBE1BQUFBQUFBYZVBETQFBQUFBQUFhVUGRdAUFBQUFBQUFFYZFEFTUFBQUFBQUFhlUARNQUFBQUFBQWGVQRE0BQUFBQUFBYVVBkXQFBQUFBQUFBRWGXzdHkAnMTg4qI2Pj3d7GAoKCgoKCgoKLfHoo4/OaZo2ZPe7s4qgjY+P45FHHun2MBQUFBQUFBQUWoIxdqLR75SLU0FBQUFBQUFhlUERNAUFha6iUCng0/d/GrPZ2W4PRUFBQWHVQBE0BQWFruLgwkH88NAP8ejMo90eioKCgsKqwVkVg2aHUqmEiYkJ5PP5bg+l4wiFQli3bh38fn+3h6KgII353DwAoFgpdnkkCgoKCqsHZz1Bm5iYQG9vL8bHx8EY6/ZwOgZN0zA/P4+JiQls2rSp28NRUJDGXG4OAFCsKoKmoKCgQDjrXZz5fB4DAwNnFTkDAMYYBgYGzkplUOGFhfm8UtAUFGSxlF/CG257A3516lfdHopCh3HGCBpjLMQYe4gx9gRj7ABj7O/19/sZY/cyxg7pr33Cd/6KMXaYMfYMY+xqF3+7E6ew6nC2npfCCwvk4ixXy10eiYLC8w83H7gZx1PH8dT8U90eikKHcSYVtAKAV2madgGACwFcwxi7HMAnAdynado2APfp/wdj7FwAbwdwHoBrAHyVMeY9g+PtGJaWlvDVr34VAPD444/jiiuuwHnnnYfdu3fjP/7jP7o8OgWF7kLFoCkoyGEhv4BbD94KAEgVU10ejUKnccYImsaR1v/r1/9pAN4I4Bb9/VsAvEn/+Y0AvqdpWkHTtGMADgO49EyNt5MQCVokEsF3vvMdHDhwAHfffTc+9rGPYWlpqcsjVFDoHlQMmoKCHG4/fDty5RwivgiWC8vdHo5Ch3FGY9AYY17G2OMAZgHcq2nagwBGNE2bAgD9dVj/+FoAp4SvT+jvPe/wyU9+EkeOHMGFF16IG2+8Edu2bQMAjI2NYXh4GMlkEgDvhPDXf/3XuOKKK3DxxRdj7969uPrqq7FlyxZ8/etf7+YpKCg8Z1AxaAoKcji1cgr9oX5sjG3EclERtLMNZzSLU9O0CoALGWMJALcxxs5v8nG7ACut7kOMvR/A+wFgw4YNTf/+5x/6PA4uHGx/wG3gnP5z8JeX/mXTz3zuc5/D/v378fjjj5vef+ihh1AsFrFlyxbjvfXr1+OBBx7An//5n+OGG27Anj17kM/ncd555+GDH/xgR8euoLAaQApaqVrq8kgUFJ5fmMvOYTA8iFgwphS0DuPh6YfRF+zD1r6tXRtDV7I4NU1bAvBL8NiyGcbYGgDQX6mc+ASA9cLX1gE4bXOsb2qadrGmaRcPDdn2G12VmJqawrve9S7cdNNN8Hhqt+G6664DAOzatQuXXXYZent7MTQ0hFAopFyhCmcdsqUscuUcAKWgKTw/UK6W8Y0nvoFMKdPtoSCZS2IoPIR4IK5i0DqMz/7us/jCw1/o6hjOmILGGBsCUNI0bYkxFgbwGgCfB/BjAO8B8Dn99Uf6V34M4FbG2JcBjAHYBuAhN2NopXSdKaRSKbz+9a/HZz7zGVx++eWm3wWDQQCAx+Mxfqb/l8sqy03h7AIlCADdV9D+4cF/wGVrLsOrNryqq+PoJGazs9gzuQdv3vbmbg/lrMGTySfxL4//CzbGN+Ka8Wu6OpZkLomtia0IeANKQesgptJTOLJ8pOvz5ky6ONcAuEXPxPQA+L6maXcyxh4A8H3G2PsAnARwPQBomnaAMfZ9AE8BKAP4sO4ifd6ht7cXKysrAIBisYg3v/nNePe7343rr7++yyNTUOgu5vJzxs/dVNDK1TK+98z3kCllziqC9p/P/ie+/sTX8drx1yLqj3Z7OGcFpjPTAIBMsbsKWlWrYiG3gKEI9xylCilomqbKL3UAe07vAQBcOXZlV8dxxgiapmlPAniRzfvzAF7d4DufBfDZ53hozzkGBgZw5ZVX4vzzz0cmk8HExATm5+dx8803AwBuvvlmXHjhhd0dpIJCF7BaFLT53Dzf8PILXRvDc4GJlQkAQK6cUwStQ5jJzgAA0qV0i08+t1jML6KslTEYHkSxUkRZKyNbzqr73AHsmdyDkcgItiS2tP7wc4izvtXTasGtt97a8jPHjx83fr7hhhtwww032P5OQeFsASUI9If6u6qgzWZ56OtifrFrY3guMJmeBAAUKoUuj+TsASlo3SZoNHeGwkPGWFKFlCJoLlGqlvC7qd/h6vGru65GnvWtnhQUFFYv5vPzYGAYiYxI1UE7kTqBw4uHXY/DIGgFdwQtVUzhVOpU6w+eIUyucIKWL6uWcJ2CQdCK3SVoyRwvzzQU4UkCAFSpjQ7gmYVnkC6lcfnY5a0//BxDETQFBYWuYS43h75QH8K+MMoV50kwn3voc/jU/Z9yPQ5yW7l1cX7t8a/hvT99r+vxdAL5ch6zOU488xVF0DqF1eLiJAWNymwAUIkCHQCtAWuia7o8EkXQFBSeV9A0DZpWVw7QEZ5ZeAav+I9XGKpRNzGVnsJodBR+r19KQZvPzWMqM+V6HHQtcuWcUfZDBqdWTmEmO7Mq+oqeztSqEhXKysXZKawWBU10ccYCnKCpUhvuQeVTev29XR7JC4Sgud3QVivO1vNSaIyv7P0K/uSeP3F1jKfmn8J8fh4nUyc7NCp5TKYnsbZnLfwev1QM2nJhGQv5BVSq7hK8RbLqJg6NjrNU6H7NQkoQAJSC1imUKiWj80W3FbRkNolefy9CvhDiQd3F2UUF7TO/+wxu3n9z1/5+p7BS5BUXVkMs31lP0EKhEObn5886MqNpGubn5xEKhbo9lLMaj88+jv1z+7s9DAOPzTyG48vHXR2DNphsOduBEcmjqlUxmZ7Eup51CHgCUgracnG5I9mXnSJopGqI2akAVwrpd2cKlCAA6O7O7Cwem33sjI7h+YLbD9+O2w/f3vJz5N4Euq+gJXNJDEYGAaDrBK1UKeG2Q7fhwekHu/L3OwlS0HoCPV0eyQsgi3PdunWYmJgw+l12ClWtaljJEV8EId+ZJ0qhUAjr1q0743/3+YCqVsW/7f83vGnrmzAYHpQ+zhce/gLK1TK+/4bvux5ToVJAwBNwlRl0cuWk64w8Ig9d32CySZSqJaztWYupzBRKFWdlNkrVkrGYzuXmjHpQMpjJzmA0OorpzLRBYJ2iXC0b37Ue4y9/85cYiYzgiy//ovQYnYISBAD+7N184GbceeRO/Prtv277GOVqGcVKERF/5LkY4qrB/37qf8Pv8eNNW9/U9HNE0GKBmLSCNpWewt8/8Pf4uyv+Dmt75NtLz+XmMBTmz3zIG0LAE+haksAzi8+gWC26Cg9YLUiX0mBgiPi6/8yf9QTN7/dj06ZNHT/uvuQ+fPCuD4KB4byB8/Dd3/9ux/+GgjyOp47jn/b+E3r8PXj7OW+XPs5CfgEzmRnkyjmEfWHp45SqJVz7g2vxJ7v/BO845x1Sx0gX01jIL4CBuSpISQQtU+5uoU1SeNb2rsWTc086roOWKtTibZK5JHZip9Q4NE3DTHYGl41ehunMtLSCtpBfQFWrGj+LWMwvIuANSB1XFhPpCYR9YeTKOeTLeaQKKcftib6171v48ZEf46633PUcjXJ1YCozhd5A65gjij/bmtiKkytyIQKPzT6GPaf34NP3fxo3XnWj9DxOZpPYPbQbAMAYQywYw1J+CT86/CNctfGqM0qqn0g+AQBdJ2ilagnFStGVezJTyqDH39P1EhvAC8DF+VyBgjGHIkNddxUp1INIiNtYoOXCMspaGU/PP+3qOEeWjmA2N4vT6bp2sm3j1Aov36BBcxVTRNX7u10J3SBokjFoolrgxn2YLqWRK+dwzsA5AORdnFT2AAAWcmaClq/kz3ipi8n0JDbFuXFaqBSQK+dQrBYdhXscmDuAUyunVkXSw3OFbCmLVDHVlnuQFLTNic3SvThJXX1w6sG23Kp20DQNyVwSw5Fh4714II57TtyDv93zt/j1ZPsqaSfwxOzqIGjffPKbePud8gY5wGPQooHux58BiqBJgybzaHR0VTTNVTCDNmw3MRmlaslwY+yb2+dqPPR9N+5J0WJ388ytFgWNgtjHesY4QXMYg2ZS0LLyIQwUf7Yptgl+jx8LBbl4NnEMVgWtUC6cUYKmaRpOrZzC1sRWADwGjQxJJ9f5xMoJALXA6bMRYuHZVirudGYavf5ejERGkCvnpLpfzOXm4PP4sLZnLX49USNS2VIWJ1In2jrGfH4ehUoBYz1jxnvxYNxYF8608fXk3JMA3NXbm0xP4kM/+xCu+cE10gbBkaUjOLly0lCyZUAK2mqAImiSIAVtTXRN1xW0o0tHcdP+m86aRIjfTPwG7/zJOx3HJInoBEETCQBJ+LI4MHcAgLt+k6SgAUCuJG+p0rXptmExkZ7AcHgYQW8QAW/A8f0W762oXjkFqSLDkWH0h/rr1K92QUTP5/HVE7RK4YxW80/mksiUMjinn6uC+Uoe2VLWGEs7qFQrBok+m8s3iGVaWq0XyWwSQ5EhYwOna+oE87l5DIYH0R/qNylOtx68FW+7821tkQu6L2IMG9VCA9pPACpXy1LnIGIuN4fJ9CR8zOdKQfvTe/4Uv538LSbTk9LP21xuDlWt6mptS5fSiqA930EP0GhkFLlSrqvk6LbDt0POuNcAACAASURBVOHLj37ZdRX01YK9s3uxb24fjqeOSx+DNmw3Lk5yoQW9QdcKGmWCulLQhLIYskZBsVI0nt1uE7TJ9CTW9vINJuB1nsVJ9yfkDblycRKxGomMoD/ULz2P5nJzYGDYFN9UlyRALsYzhWPLxwDwWCkf85n+frtGwkx2xlCIzuYCqE4I2nyekyuKcZJRFufycxgIDSDsC5vm8VxuDplSpq3kAwqVEAnaYHjQiJNt91n7l8f+BW+7822u9i8K/zh34FzpZ3wuN4dTK6dw/sD5AOSft04Y5pliRrk4n+9YLiwj7AsjEUqgrJW72uiZJqvb8gurBaQ+HFk6In0McuO5maj03UtGL8F0ZhozmZkW37BHrpzD4SXejsiti9PD+JSVJVeisiN7jKpW7UjJCKqBBgB+jx/latmRa4Luz6b4JlcK2lR6CgwMo9FR9IX6pGPQZrOz6Av1YTgybFLhStUSKlrljCpoRNA2xTch6AsiX84bm2e74xBd6rLz6I4jd+BrT3xN6rtnCiJBa2XQzefmMRAaMBIKZObQQm4BA+EBRHwRk3pFx2rnWlP8pljt/sMXfhj//rp/h9/jb1sVO7p8FMdTx3EsdczJKZhA129r31YUKgWpmoSHFg8BAC4evRiAvGJrEDQX2axKQTsLkCqmEAvEDIulm2oEEbR24xdWO2hzI1IjA5qoS4UlaJqGvTN7HVuJtFC+esOrAQAPTT8kNZaDCwdR0fii5VZB2xjbCEBeQRPrc8mWCbjnxD245gfXuIvvq5Qwm53Ful5eJoYyHJ0YOsuF5ZpilZMrjQHwzW4oPAS/189dnJI11ajswUBowHQMquJ/JmPQji0fQ9gXxkhkBCFvCIVKwXhm2iZogmIru+Hddewu/Nez/yX1XRGdKAlT1aq2awDFoAHAUr4FQcvPYyA84E5By81xtcsfNilOtIe0Q04m05PoD/WbMjUHw4PY0b+jTplrBjJGHpySr182nZmGl3mxvnc9ALk1jgjaRSMXAZAzCDKljHE93axNiqCdBUgVUogFY0atlG7GoVFLFzcuwdUE2tw6RdD2ze3De+5+Dx6ZecTRMciavmz0MvSH+rHn9B6psZALYCw6Jk3QsqUskrkkzuk7x/i/DOi6WK13JziZ4rXY3JCi+fw8qlrVyELze/wA4CgObbmwjFgwhpHICJLZpLSbZiozZQRb94X6pAnabHYWQ5Ehg+TReCjjNl/Jn7FQiOOp49gU3wTGGEK+EFfQSs5cnCaCJrnhUacHN+f96MyjeNn3XmYqvOsUmqbh9T98Pf5t/7/V/W46M42RyAiA5gparpxDppTBQFheQaOiygMhXUET9g36WYx9bQRRfbYi4m9/btOz/tCUnPEJ8Os3HBmuxeVJ7IWHlg6hP9SP8dg4ADkFTVT127mGjfCCTBJgjK1njP2CMfY0Y+wAY+zP9PcvYIw9wBjbxxi7gzEW09/3M8Zu0d9/mjH2V2dqrO1gubiMWCBmWDBuAy1lkSvnjEnmxsVZ1aq4af9NqyLWhOJ33Lg4abKuFFcMd49TQkHXIhFK4IqxK3D/5P1S2UHT2Wn4PX6s610nnSRALrzNic0AXCho+rXdGNsoraDRJtbOItpoXtC9GAgNAKgpaE7i0JaLy4gH4hgID6BYLUq7RU6nT2NND3cVJYIJnp0nkaBCZQ8GQgM8KN9GsWpF0DtF4I4tHzNKbAS9QdN42iZoKydrG6bkhrdUWEK5WnaVZHBo8RDKWhlHl45KH2O5sIyJ9AS+89R36s5/KjOFnf07jfE2gvjMGgpayZmCtlRYQkWrYCCsx6AJ84N+bketPJ0+3ZigWYhfMxgEbfoh6XZpU5kprImucRz/JuLw4mFs69vmqiOCSNBk97FStYRcOfeCjEErA/iEpmk7AVwO4MOMsXMBfAvAJzVN2wXgNgB/oX/+egBB/f2LAHyAMTZ+BsfbFKliCvFA3Jio3VLQyP/vYR5XLs5nFp7Blx/9Mn5+8uedGpo0qBirbNX8crWMxfwiev290KDh2cVnATh36S0XluFlXvT4e3Dl2JVYLCzi6QXn9dCSWb5xB71BaQWNFlJyI8i61GkRW9+7XtqoIDdQK/fOI9OP4MrvXmn7XBJRHAhzgkYKmhMCmyqkEA/GjWrqMnFxlWoF09lpjEW5ghby8o4guYqzTaZcLWMhv8Cz88L9AGquerFReSs35/944H/g47/8uKO/bUW2lMVUZgqbYjWCtlJccexmP7VyCpvim9Dj75EmWER43KitlMQxnZ1u8cnGoHVyIb+An534mfF+VatiOjONTfFNvBJ/k41dfGYNBc1hOQuD5IUHEPFHkCvXEswMF2cLMlypVnA6c9pUYkNExBdpiyQVK0WkS2lsjm9GqpjCwcWDTk7FwFRmCqPRUaObjlOCVtWqOLJ8BNsS24zr6lZBk3XJ05q4GhqlA2eQoGmaNqVp2l795xUATwNYC2AHACoGcy+AP6CvAIgyxnwAwgCKAFZNrje5VwwXZ5cUtKk0X3h2De7CyZWT0lYQxbF1O50+W8ryoqH956CqVaVUwcX8IjRo2JLYAoDHgAHO41iWC8uIB+NgjOGKsSsAAPdP3u94PMlsEkPhIYR8IWkFjRZ2itmSzZaaz82j19+LvlDfc66g3XXsLpS1sq2rupGCJuPiNAiRhGsymUuiXC0bmx1tMiKpagdTmSlUtSrW9qxFf4iPhzZ0sahwswLDp1KncPvh2/Fk8klHf9sKIsSkoIV9YVPiQzvPINVRW9+7HvFgXEqRKFfLBomXbZ8F1NRj2SQdoBZnFvQG8b1nvme8v5BfQKlawmh0FIlgoj0FLSyvoBGJGAwNIuKLmIpOtxuDRs+sWxcnzZeXrn0pgFpiiRNUtarRJo0UNKexlhMrE8iVc9jetx0+j48bBBKKbScUNFoTV0OjdKBLMWi6EvYiAA8C2A/gOv1X1wNYr//8XwAyAKYAnATwj5qmueuI3EGsFFdWhYuT4jJeMvYSlKolIx5N9jjdLkhJi8alo5cC4LEJTkET1UrQZNwRJLkPhgexJrpGahGbzfHYpIA34FpBG42Mwsd8rmLQBsID6PH3SKtwtIk1e1aqWhW/PPVLAPZFZGnDJjIT8EgkCeguTrJ2ZQLJSVmxEjSnmwzFa23o3VBH0MR73uy4tzx1C6paFfO5eVeFNomgjcfHAXBSIhK0dp7B5cIyCpUCRqOjiAViUoqESDQ6QdDEYH6nIPXt2k3X4vHZx41CqFQDbyQ6gngo3pyg5WtGRcgbgo/5HM8hUYWz7h302oqciB047NCugkZrCj37To0SgJPWcrXsysVJazwVVY4FYtIKmo/5MBwZlido+hqyGhqlA10gaIyxHgA/APAxTdNSAP4Y3N35KIBecKUMAC4FUAEwBmATgE8wxjbbHO/9jLFHGGOPdLoheiMUK7wpbDwYd50kcDp92pX8P5WZgo/5cMnoJQDkMzmJ2HVbQaNF40UjLwJgLs7aLoig0YSXrftFBIAQ9AYd1+oCLC5OiUUQqFnv/WGeuSVLrpK5pFHHiRphOwVt9s0I2oG5A8bGSi4qEQv5BYR9YWOT8nt1F6eTGDRd4aTFVEYRJOXY6uJ02kqL5t3G2EZj4yQyL5KyRsddKa7gR4d/hLAvjLJWdhULSqSDSjAEfUFTbbd27jkRicHwIGLBmNR4RLLjZo0jgu/GxTmdmYbP48M5/edAg1ZnZMQCsfYVtNAAGGOIBqKODVo6hl3NMtpDWpFh45lt4OJsN4uT1lp6XmXax5GBsya6xtgLnRK0uSxfr0ejowAgrdjO5ebQH+5HIpiQdnHSGvKCSxIAeOA/ODn7P5qm/RAANE07qGnaazVNuwjAdwFQZPg7AdytaVpJ07RZAHsAXGw9pqZp39Q07WJN0y4eGho6I+dBG34nFLSP/vyj+NIjX5Iey+n0aYxERwx3hixBI6tstRC00cgofB6fVGkCq4JGcLqYEgEgyMSQZUtZpEtpDIWHEPAEUKhKErT8POLBOPweP3dhSBoEJ1InsDG20ZDwZUgNLZ7NrucvTv0CXuZFLBAzCIMIqidFcBqDVqlWsFJcQSKYMBZTNwSNNgdpBW3lJCK+CAbDg4gH49jQuwH7kry4sXhOjY57fPk48pU8XrXhVQDc9Radyc4g7Asb1yXkDZmUyXaeYfr7A6EBxANyG6b4nU4QNLcuzpHICAbDg6bxkGLSG+hti6DFAjHDmJBRoedz8wh4Aujx95iM+3K1bNyXVgqaSPLs0K6LkwwtInoyay0RNDcxaOTZoPizWEDOIKDyJfFgXDqphe7nC46gMd4a/tsAntY07cvC+8P6qwfA3wL4uv6rkwBexTii4IkFclGMHQbd/FjAXZmNSrWCo8tHpdP6Ab7BjPWMoS/YB0De904b1WpxcfaH+hH2hqVcglYFjeDUBSa6OAFO0Jxm95GKRAqabAzaQn7BcJ3JlsigkgfjsXGDoDndYErVkrGgNiPzTyafxM7+nRiPjTdU0Ch2DBCyONu8PulSGho0k4ImoyqezpxGX7DPMLTcKGgbYhvAlzlg19Au7JvbB03T2opBI3Vo1+AuAO5aV5FiS2OhjZPQzpwSSUA8GJcy3MSaYrJrXLFSxGJhEQwMM9kZ6SzX6cw0RqOjxhyi8dB61+Pv4cpLiyQBSmqh7zhdU6gTAWPMZNyLz24r9We5uAwf8zUkEU4VNDJOZBQ0cjuv6VkjHYO2UlyB3+NH0BsEwFtWyTxv1EIrHpB7XoHaHvFCzOK8EsC7wEnX4/q/awG8gzH2LDj5Og3gJv3z/wqgBzxG7WEAN2ma5i56tkOgCRQPxhHyhcDApDaH2ewsytWyqxYwpzOnsSa6Bl6PFxGfnOtL07RakoCL+jGdgOjKowrojo+Rn0fUH8VAeMCovA9IuDgtCppMDBmRk+HIsPF9mU1GVJwivohUo3MxNokWd5lrQmi2CK6UVoyq+o1i0EQFzWkMGo0jFogh6A3C7/HbGhelaglv+fFbjHg4K6bSUyZXkZsYtA29G4z/7xrchWQuiZnsTFsxaLTRnTdwHgD3WY+U2QrA2PgI7ZBgQ0ELDxiKhNPnltSoHn+PdAwajWNzfDNy5Zz0xmsQNEtCCamupKAtF5YbnqdV9e0N9DpuJUcxoABMxr1ocLVag5cKS4gFYwYBt8KaHdoI8/l5+D1+9Pp7EfKGpNba6cw0ov4oev29BkFzKlasFFfQG+g1zseNi5MMilbfP5U6hZv331z3/gvWxalp2m81TWOapu3WNO1C/d9dmqb9k6Zp2/V/n9T0p0rTtLSmaddrmnaepmnnapr2xTM11lYQFTQP8ziq3CyC4qtkCVqlWsFcbs6wgGQDv1PFlPFgulXQfnjoh6Y0dqdYyC+gx9+DoDfIFw0Jq265sIxEMAEP8xgxZPFg3FGSAMUZJoIJ4z0ZBYwI2lCEZ3FWtSrKWtnRMQCzghb1R6WapVMh442xjYb17vR5EVWRZs9KppRB1B/FcGTYVkGbz80b5wM47yRACzAR6EZqxnJhGYcWD+Hx2cdtj0MbN4HIjJPnrlQtYTI9iQ2xGkHbPbgbAFcS24lBm8nMIOgNGqqv296iVAAYqKmChLYUtPw8fB4fYoEY4oE4ylrZ8RpH92hzYrPrBvS7hriyKJMoUKlWMJudxWhk1CBYdgpaPBhHRas0XCdI/SLs6N+BgwsHHSW2zOdqKpwYg0bzMOQNtSShtL41QsQXQVWrtrzPi/lF9If6jWLGMvvQVGYKo5FRMMakkwTSxbTh3gRqSQJODIJKtWIUAKaYyWbfv/XgrfjSo1+qI3IvWIJ2NsGIQQvGADir3CzCLUFbyC+gqlUNaznij7iKw5HNnhHx7X3fxncPflf6+/P52sYd8oWkguqpDRdQ28C3JbY5IiMGAQi4U9BIPRoODxubv4ybU3SvhP1yBsHx5ePwMR/W9a6TdnGSYhDwBNoiaEORIayUVkzzo1KtYKmwZHIXOY1Bo3EYBC3QY/vs0/PciPAsFhZNRFHGTXM6fRoVrWJS0Hb074Df48e+uX3tKWhZThSj/ijCvrA0QdM0rY6gBX1yChoFw8sWD10qLMHHfNjQu8G1gkauX7t4xlaYz8+jrJWNjFQf85kIWsQXgdfjNUhPo3ZPIrkCgBcNvwj5Sh7PLDzj6HwMJVx0ceqK+Gh0FMuFZVS1asNMXmvohRXtKlmi0RfyhaTCSaj2H8CNGwbmWIlLlVKmumPxYNwoGNsu0qU0KloFfaE+xANxFKvFpkbWk3PcGWdVK9PFtCG6rAYogiYB6+Yd9Ue7oqBRnMpQhBO0Hr/9JtUKRNB29u90RdA0TUMylzRljDmFuGgEvUHHBUOBWn0sgFeG93l82Bjb6EgdNAhAyF2SwGxuFhFfBD2BHkMlcnqMUqWEleKKKQZNRik9njqOdb3r4Pf4pV2cdF3W965vi6BRCx1RRVsqLKGqVc1JAl5nBM0IMwgICprNs0+q2ly+nvBUtSqWCkvoC/UZ7xkuTgcKmpjBSQh4A9jZv7OOoDUyOKYz04YSMRAakI5BSxVTKFaLTRW0djJlRbWI5pIMQYsH4xgIDWA+Ny/l2jcUNJ2gHV8+7ogQAUKcVHQNGGPoD/XXkgRKaSOGkZ4Du/WrUCkgXUqbntkXDfNM870ze9saR6VawWJh0biuYtYjGTBjPWPIlrP4x0f+Ee/8yTttj9OKoLWbuLaQEwiapItzMb+IRIgTW1klbqW4YiprQca1k71I9Gq1MiiKlaLRfs/6N2jdauQ+PtNQBE0CdFNJlo34IlIup4n0BAAXBE1QZwAe2Oi0sjVQy+Dc0b8DhUpBulZXupRGrpwz1VxyijqrzqWC1hfqw2iEW85OAnqJiIiuhIA34Fj9ooBtoOY+c3pO1pphsort8dRxg0TQIu6U0NPmtT7WmKBRXGWPv8c4d5FwGIkgYpKAZAyaSUGzub9GoVSbmC5SKkQFzXBxOtisyNASXZwA32yT2WRbLs7pzDRGopzMDkWGpGPQSGEiow0wJwkEPO2pwKJaRHPJaekCcsX1h/tNraacIJlLwsd82Nq3FV7mxZcf/TLeeudbHc1lImjkyu4P99di0IppQ70x3J827lh6T3xWhiPDWNuzFo/NPtbWOBYLi9wwCZsVNJGgUWmUO47cgQPzB2xJSjsuTqCmoP128rc4MHfAdjziWtvomZ/JzDR8ZhYLi0aCGsDVO7cuThnFNlWq7cmtvi+6pe1cnKuliwCgCJoUUsUUevw98Hq8APhDKRO03UpBO7hwEN87+L2Gk2M2V4tvAuQVtKnMFMK+sNFGSDYOjQjjUn5JOttqIbdgWLKyVp0Y3P+hCz6ET7/k0+gJ9KBYLbZNsOhcxGBr2SQBuj+yChptJrSwR33OFduqVsXJVK23otHY2CHRowVtQ++GhnEiNLaIP2IQNNE1JRb8JNj14nx6/ml84N4P2MawkcVMC3ujZ5/iiexchkQ2xc2OXBtO7lEym4TP4zOdD8CJzUpxBYVKAT6PD4D9XC9Xy0jmkobaOBgelHZx0rWiYwE10unz+Pg8aKcOmhAQT3PJaQKRqKAB9sSnFWazsxgID8Dv8WNDbAMqWgVVrepIXbF6GqiZPcCfD1JvaH7ZuWMXCvzzotoKAC8efjH2zu5ta72zds8gZdPq4gRqBqKdWtiSoFkUtE/t+RS+8eQ36s8pb1lrGxgP7/jJO/A3v/2buvfL1TJShZTpmsgQNCr6TnCtoOmqeqPv75vbV/ue5TOpYmrVFKkFFEGTwkJuwTRB3Maglaolo7K1iK8+/lV89sHP4rrbrsNH7vsIfvDsD0y/pwJ/xsbtj0qNY6mwhP5Qv9TEEEGEsayVHVftB2ouJ9HF6TRJQNM0k4K2c2AnLl9zualWVjsLCC3qYlCwTKFaKgxL3wecEzTrwk5ZWk6qzU9lplCoFLAxblbQrC7OVq3CFvOLCPvCGAwPoqJVbK8lqbiigiaSLOv5APYxaI/MPIL7T9+Pj//y43WkYrm4jF5/r0F8GiXIkLGxkF+oOzdSesUNxu/xg4E52mSWCkvoC/bVuUWoXEC+nEfUH4WP+Wzv/VxuDlWtamzOA6EBaYJmZ1iQghb2hdsyMqpa1RRbNBIZgZd58bup3zkaC7mPmxGfVhAV6BuvuhGfuuJTAOoNi68/8XX82c//zPYYYt1KwEzQRPWGngM79ZKeFVFBA3hB7YX8Ak6unGx5Ltb6ZV6PFyFvCNlyrcwGKWgEcsURcuUcCpVCcxen4Dpdyi8hmUvWKUXUUs9YaxtkzKeLaSRzSfz0+E+Nun6E5cIyNGh1Bo5MmQ0xKN/OIChVS01LHIlx4a0UtCeSTxiGmPUzogdnNUARNAlMZ6expqc2kSI+54VDlwvLWCmuGO5J64agaRr2ze3D7qHd2BDbgCeTT+LGfTeaPjObm0V/qN/Y3GQVNLJgjEa1kqU2xHIKMm5OaujsJnA1V86hXC3XLWBkFd138j5c+d0rW2aDzeXmEPAETJadjIszVUwZFp1skoChoAllNgBnrnGKMySV1MM8iPjMSSXfO/g9XPPDa5q6GZcKS0gEE02bGtNmE/VHjX8iQbMqgoB9L05aPJ9IPoFbDtxi+htinCHA76+d8kuusKpWrYststt0KY7GySYjxuGI6A30oqLxuKOgN9jwuFYX3FBkCKliSirUgJRKU5KA/txFfJG2XJxLhSVUtIpxf+LBON624234waEf4NnFZ+s+38hQIKWHXGBOS1IAugtNJ04j0RGMRvg1sq63e2f24tcTv7bdxFeKKwj7wgaZHwgNmJIEyKUV9AbR6++1JZJ2ZB7gcbsAcHixvt+sFWKbJwIZW1aCFvaFMRAawNMLZoJGc6ItBa2cNdooWeepWGAWAMLesK0xLK6TX9n7FdPv6H5ak2ycrEulSgn5St7s4tTXS9Gl/pnffQYf/flHGx5H7AgxGuVFzh+ZecT2s/uS+3DZ6GV1fwOo1VJbLVAETQJTmSmTpSOjXE2s8PizbX3bANRvtjPZGczl5nDtpmtx42tvxDt3vhOn06dNf2cuO2eylKP+KDKljGP3IgVp0oYn6+IUN2EZgkaLpiG7O9wogXprmUAW2gOnH0CpWmrZUzOZS2IoMmRSRShJoN3rq2mayUKXVdCsMVsy3SsMEhCplZSwPrfPLj6L6cx002bdVoJmS4osDYeHwkMm8p7MJeH3+M3k1yYGjVxkWxNb68ZkrVFHCpr13ojjsyojdi5OgLt7nNwjuiZW0Pkls0mEvCH+PNttglkzQbNWu3eCZDaJRDBhEF6g5rYlBa2VgSA2BSd86IIPocffg3/e+8+mz1aqFbz1jrfia098zfS+pmnG/Qv79axCCXU/VUjVeSuAeoKWzCVR1so4uny07hjWGKf+cL8R9yUmCQD8nO2uu3VtIlDIwLFU6x69RqN0gQCEfWFkS7wOmod5DGK9e2g3zh883+gjTLBmL9vByOIsZXFo0Z6gkcFGbZ4aGg/6s3nZ6GV4ePph0z5Fa7xonDglaNYuAkDt3EQV+an5p5r2ZRbX/XgwjqvHr8bth2+vi1XMlrKYSE/g/MHzEfaFTWKEpml1te66DUXQHKJULfGaOkLtJBkXJ1kwmxO8vah1cuyf2w+glr20JbEFGjSjlhVQa8JNiPqjqGgVx27BlRK3Il27OF0SNMNKDbaOi2gEa/A4gRaAp+afAtA6XX8uO1dnSRHBajeQPV/Jo6JVjA3AjYIW9AYN5cxuk/r2vm/jvhP3AQD+ee8/12WWEUGjQHSAqyxijAttQg+cfqDhWIiM0LNiR9BoLhBBs1ain1yZxFjPmIn8krohupBTBa4+bo5vrtt4rX1SewI9ti5XcXxWt2Ejt5XTTLTFwmJTgjaXm0PQF+Que5tNkFoYWQmaNZPz6fmn8Q8P/kNTA8FaYgMQFDR/pK1MZLHNEyERSuB1m16HR2ceNf39+07eh2cWnzGIACFXzqFULSERTCDq00u6NInTvePIHfjgzz5Y9/5ycdlE5I0AeMt6S2O2U/isgd9iM3trBmF/qL+hgubz+OoCyHsCPRgODxsGX7O5PZ+bR8gbMs4BqFX9z5aziPqi6Av1gYHhkpFLcE7/OTi6fNT0LLaloAkKO5Ea6zy19vNsFE5C6wbVoRMJDRk4YpKA07lD4xIJWsQfwY6+Hfj1xK+N96YyU1jILTRUa1OFFHzMZ5DTP9r5R8iUMrj98O2mzxGR3pLYgt5Ar0lBy5QyyFfySkF7PiOZTaKqVU0KGrk4nShXtPhS7STrQ71/bj98Hh929O8AAGyJ876SR5aO1I6RTZoUNNnSCVTJuZnbqh0kc0ljgki5MyxuBJlOAo0UNCILlLHaqq9fMme+tkBN5WlXXSHrje4LqRoypDMejBuEhhZg8T7fdOAm3Hb4NuTLedy470bcfOBm0zFmsjNczRDq+1y76Vrsn99vbK4GQZtqQtDyS0iEEk3JvFVBs9bXO50+bVjuBMYY/B6/aYMjMrglsQUT6QnTs5AqpOoUNPFvE1ZKK/AxTv7sCFrUHzWpTYBz1/pSfsm0SRFIkU7muILWKD5nOjONsC9sbP60+VpDDe49cS9uPXhr01guq9EGmF2c7RRbFhuli9gc34x0KW0ijrc8xV3PdrE8dC7tKL57Tu/Bnsk9pjjBUrWETCljcmXbGSelSslYb6xEEeDPqElB0wnadGYapWrJRLoaKWiLhUX0B/ttyy+Mx8dxfPk47j52N37vP34PqWIKuXIOp1KnTJ+by/MuAuIxyLjPlDKI+COIB+P49tXfxrvOfRd29u9EVauazqkdBU283vTdXDlnuu+TmUn4PX7jHjdzvzMwo4CyOI/t3L5OFTSxF6qIazZdgyeST2AyPYlsKYvlwjLKWhnLhWXsn9tv2gcBPUxH6K5w/uD52DW4C3ccvcP0uaNL3NDbnNhc17PT7Q+AwAAAIABJREFUzgXdbSiC5hCkfJkImj+CilZxFEA+l5uDh3kMC8aOoO3o22Esrutj6+FjPkNJqFQrmM/PmxU0vX+Y0/5wRNCaqSLtYDY7i20J7rKV6b1nzZSiJs+tAtdFNFTQLJbvTHYGD08/jHfd9S7b+BExuJ/gNAuT5HsiD7IKmtWdZ93waAGbzkwbyuBD0w+ZlD6qsyXiDVveAJ/Hh9sO3wagtuDun9vfkKSTWtTMxWk0HNaViVgwZloIT2dOm9orEazut+UiP+/Nic2oalWj3pjdNWlE0NLFNNb1rgNgQ9AaKF9OsoerWhXLxeWGMWgAn9vNOmPM5XioAm0ujc6Fxm/XOoswm501ZXACzpME7FycQE3tpzVoX3Ifnkw+CR/z1RE0sQdtI9VLhF0vYHpmRKXU7lgiYbVV0IoWN6auDNLzZP2d3dolZjxasSm+CcdSx3DviXuRKWVwYvkEbj5wM95651tNRru10C2dD8Wg0by+ZPQSRPwRbO/fDsBMOttR0Cg7NFPO4PDSYcOwtBpJYz1jRiu8sM++7/F0ZhpD4SGD1Ir32a4UkVOCZi1ZRbhm/BoAwE+P/9R4NgA+B/5uz9/hiw+bGwtZSTjASdrJ1EnTPTiydAQ+jw/re9fzpuyCgia2N1stUATNIQyCZkkSAJzFWMzl5tAf6q+VOxAswqpWxYH5Azh/8HzjPb/Hj42xjYblQF0EKMkAEBQ0ByU/KtUKMqUMegO9CHgDvNWIiySBDbENCHqDUi5OquAtJgkAzmK2GsagWVKnZ7Iz+PnJn+Px5ON4993vNrn6CpUCVoorDZWIdhumGwpawKygOY1Bs7rzrAoaxYnMZGcMZTBTyhhucqC+pRHAifAr178Sdx65E6VqCfP5eezo24GqVsXth8yuAYCn1a8UV9AX7GuqoBlJAr56BS1bymIhv1CnoAFcoRRJJZEwq3pMpEi8x3SNrcYJ3ceoP4rDS4fxgXs/YBAManVjhZPYx5XiCqpa1V5BE8YX9AYbKsLWJtykPFoJGmVJNypiW66WMZ+br3Nx0oZNLs5WBsJCfsHWnbc5zgkaufOoGvtlY5fVBVuLyQpitmIjkLItHoeeGTvjRCQBRFgTwYQtQRMTAYDaBnx8+TgAMzkYCA8gVUzVzfHF/GJTgrZSXMFvJn/DzyUziUOLh5AupU0q91xuDoMhs9FnuDhLWWO+EMaiY/B5fDixUjNM7EiRFV6PF2FfGEeXjiJTymD3EG87ZjKS0qcxFq0ZSUFv0LZ/50x2hndgCNbPdzsF2nEMmo2LEwDW9a7D7sHduPvY3caeC/Bnf2JlwnheCGLmPmFtz1qkS2nTmI8sH8F4bBx+j7+uqbpddnm3oQiaQ9gFWzcKXG0Gsprt+pctFZaQLqWNBZGwOVGLxTHKQERqE95o3+OgWK3YLBjQazdJlMjQNA2zOR7/0hfqk+omsJBfME14mb6IjRQ0MY3bx3yYyczg6PJRrO9dj3w5jzuO1KRwsqTqXJwOCZZVvqeN0jFBs6hFNC56BuiZXCosmWIU7z99v/EzLbRWvHL9K7FYWMSx5WNYKa7gFetfgYtGLsIXH/kiPv/Q5+vGAfB4JCJEzRQ00cVJRMYanCzC7/XXEbREMIGNsY3wMi+OLB8xjl/VqqZrQtfYzsXZ6+/FYHgQdx27C/efvh8PTj0IoPGm66S8i12gNMFK0BoRP2tgMl1b6zymsjqNFLS53Bw0aHXPrVVBa0XQFvP27ryh8BB6/D2Gm+hE6gSi/ig2xzfXK2jZmoIG8DWyUehFsVI0Pi+SCLu5LNYOE88bAK5YcwWSuWSdApYumZMEhsJDCHqDRj2sRvFp1mvSkKDFNgGoreGTK5NGCSWRcC7kF+oVNN3FmS1njflC8Hq82NC7ASeWzQSN7mMzhH1hI4vxktFLAJjJ1WR60qRiNzKGqYCykVkp3Gc7BVo6Bs2mOOzvrfs9PL3wtIl0H148jHwlj+nMtIlMpgr2BA2ASYE7unTU2FepZyfBLomj21AEzSGm0lOmuArAPiaoFZJZ7kKjidFOIOiWxBacWjmFQqVQ10UAaGx5N4PVgukN9EopaEuFJZSrZU7Qgn1ySQI2VakBZ5X3U8UUvMxrCsQF+OZPhO+8wfMwk+UE7YKhCzAaHTUlONC1bZQk0DZBs8RiGcVYnZbqsMRbDUWG4GVew7IU4+meSP7/7J15mFxVnfe/59a+dVfve6c7S2dPgEDYE5AdF0BgxEGH0XdQ0RmdcRtGQBlcx8cNRoURcEF5RxYVfAWJKKBgkBBCCNnJ2ul9qe7q2rd73j9unVP3Vt2qrrpV6a6E83mePEm66t4+devec37n+9veAAD01fVxAy2SjGA6Np3j+gIykxirNN7sbMYDlz6Ay3ouw2P7H9PU51Pfl2bJDLfFrRtrGEqEYJWsvH1TjbUGFBSBeIDvfPVcnOoYtIScQDARRI2tBlaTFV2eLm4Y6C3c/N7XUdDcVjca7A08wJgZtHldnCUoaOzz6ylo6k2BzZzfxZmtoDnMDhCQnOeYGeRMScuG3bfZ33N2DFoxTbT1jBFCiOLOSyto/TP96PZ0w2vz5sQ4jYXHYDPZ+KJZqBTRcGgYFMpiq6egqRdepg6pz8Wuyzkd5wDQugRZXUS1gm6STFjsXcwNtOwsTkDfQMtXH6u3tpf/22ayYTCYMdDYXJqUk5iKTuXMKXouTjU9NT0FXfv5cJgd8EV9aHI04Zx25bqw6xlJRuCL+jTPoF6BZkppQQVtOjqdc00cZkfeup56ZAsEalhiwrNHnwWBsllg31k0FdWIAIFEIMdAY59vKDiE2166DZ/78+cwEBzAIq+iyNdaa7VZ3tFJSEQqqE7ONcJAK5HsEhuAKmakhNiviYiSJainoOVTgRbVLoJMZRzxH+GLs9qdYSRJgD8g6R1Mja3GUAwaM3CaHE2os9cZThLQbbtTooKmDqhXwxbxM1rPwHRsGiOhESysXYgWZ4smq5MraE59Ba1YAyv72hots5Ht4jRLZjQ7mzEcVO4Bda2iHeM74LV5cW77udg1sQsylXOyBNWwSYy5Q+vt9TBLZmzs3IhYKqZZHLLLUrQ4W3STLUKJkLa3nmpyZwaarotTpe6whY39LnUmJ1vE1RMpu8bZ934wHkSNtYYvjGZi5rvvvC7OAmU2srPICiloJsnEx8XLbGQZfgk5AX/MrzHQJCLxkjkMtsAD+RU0/gzmcc07zI6iXZyF3Hnsezg6cxQLahboqitj4TFNXF3251Gjdlepz5FvHmSlKRjseWWuPLVLLJaKISkncwyAvro+rtaqDWmmZKoTBRKpBAKJgK4RDiiZ0XaTHb21vVjsXYydEzv5Z2X36lR0ChQ0x33GDFfWAzKbBbUL0B/o53G4s3UR4OdNG3uX9VzG38+uJ5s31AYau0fU6xBLdmh1tsJtcUMikub78UV9OWNhG+NiNzgz8RmlJqOOccpCfHZN7kK7ux12k13TBUD9Pc/EcmPQ2BxzLHAMfzz6Rzxz5BnIVOaxlLW2Ws3GYjIyiXp7Pe8QVA0IA61EhkPDOQsdm1zZTo5SiqueuAo/3flT3XOk5BSv1M0MNE2GWp44KnWQ7pGZI3CYHRoDbTYFjVKaU6A1W0HLDpwsFnUGTJ29zlCSQHbBT+bOKCWTUy8WgeGxKq4uVrsIUBb+ZmezxkDT6yIAlG5gsWubHYNWioIWTUYRS8U0mWyAkqTCJqiR8AgP9j0ycwStrlZe6T8QD/DPpmegNTmaYCZm7JzMGGiAsoAB2lYz2fEvLa4W3XIlwURQo2Cq49WGgkOwm+y6cR7qGDS+OKcX/0XeReif6Uc8FddX0NIJMurNRUpO8TpXGzo34IreK7C2eS1GQiO8IrueIZLPTfPW1Fs44xdnaJJKZosJYt8bSxLIvndY+6Ps65FdeHcyMslVpnwxaHpFatnn6XB3YKF3ISySBTG58P1byEBbWLsQ45FxTEWnMBQaQndNt27l9uxyHy6LK2+/YrULSn0OHoNm1Rpo2WrcRGQCdbY6vnFWG7D5XGis/iSQG4MGaA20fDXQGBKRcPXiq3HD0hvQ4e7QFJdlnydfZqzD4sgoaGZ9BS0hJ/izPlujdAY71zsXvjNTmT99PYdCuWEGzJOjnmvVBZQlIineFbWClu4UoYbN2cW6OVkXATZ/qamx1nB1st3djgZHg8aYZ4Ym7x6TNUfWWGvgsriweWgzwskwvz/Y3JYdRzsRmaiq+DNgDg00QkgXIeR5QsgeQsguQsin0j9fSwh5mRDyJiHk/xFCalTHrEm/tiv9uj3/bzj+UEoxFBzKUdCYS4FNDBORCRzyH8LfRvRbo0zFppCiKTQ5m3SrwufbOfbU9EAiEg5OH8QR/xH01vZqlCIeu6LaqfpjfvzHi/8Bf8yPTUc34YpfXaGZwLKzaOrt9YZ65qkrORt1cfqivpyaOkBpipM/5s9roHltXvTU9GhqgfXW9qLF1YKx8BiPaRgPj0MiUs6OudQszGwXp0QkWCRLQUUwO5Yn373Q6mrNGGihES7bA0p8JDN0WXYnkOv6AhSVp9XVyuM82IS7sFZZzPdOZQplsiQOXtnd2aLbkSGcCGsVNDYRxmZ47Iuewmk1WXkmdLZK1lffxwuR6mX3sQBr9eaEJct4LB5ctfgqfHPDN9HqasVoeDSz6OqoIvlckTsndiIux7FlZAv/mV4tKDU8/tCsVdAScgLDweG8qf3ZrauYSiQRKa+CxhqLZ6uCEpHwzLXP4D2L3lOUgqZuop0Ni9/5y8BfIFNZUdCYgaba2I1HxjUGmsPiyKugDQWHYCKKaqE2ANi9n62MZMezjUfG0ehUNrseq0cTrqBXCBXILNJAbhYnoHVxsu+4UAug2866DX+//O/R4dEqw+wz5MsQZPP/dGwa3TXdOeddUKO0ZmNKdrEKWp2tDgtqFmBlw8qc8km8BpoqScBhynVxZne4yA6qZy3O1LDkOXWpnicOPIEnDzyJJw48gTv+eodmzsguIpwNqwPa5mrLqODpmols/oskI0jRVM68TwhBh7uDP6/fvfC7eOiKh/g9nL2xqLYuAsDcKmhJAJ+hlC4HcBaATxBCVgB4AMCtlNLVAH4D4HMAQAgxA/gFgI9RSlcCuABAcelzx4lAIqCxxBm1tlpYJSuPDTkwreyw3/LpVz5WByNaTBaYibkoA81qsqLb041D/kM47D+sUYIARYEwS2bN5LVtdBt+d+h3eHHwRbw++jqSNMnjI4DcTEPWp67UbgRqQ6/OXodwMlySYaXnctKT3YsZR/ZOinHHWXfg9rNu54aKmZjRVdOFFmcLEnKCT8RsJ5UtdbOYqlKSBFwWl2Z3WGiBfHXkVWx8ZCPPLgNUdY+yVIR2dztGQ6NIySmMhEawwLOAT5YtrhY+iU/FpriyojZM1XS4O3jMCLv+FpMFi72LNQoauz7svmx1tWIiMpFTuDdHQctycerFnwFKDBrLnmPGIPtdS+uUeoB7fXv586H+nk2SCS6LS2Og6WWItTpbMRoa5QtwPgVNL+6R9VtkxY4B5fuxSlZNfTk1bNFgClokpdzLP9/9c1z15FX8WczeuWd/FqaaLaxdWNDF2ehs1FUjGKzMRr7nO56KI5QI5TVG1jStgYmY8NDuhwAodRyzFzpKqeLiVJcAMrtyq/+Hx/HY/scwEBhAm6sNLosrx8XpsXhynsNsBW0yMskTI5odzRqFMVvFZqgVNHX2pNPi5PFbjNkUNDWd7k7N/9m8mK90Cbs3r158NT6w/AM552MGGkv+yd7E5uO2s27DfRffB0IIzJIZLouLb2yGQ8MwEZPm+9GLhc5uB1VjzZTLiSQjiCQjOa798zrOw6qGVbh7292IJCO8LMbtf70dd/z1Djxx4Ame7QpkSjzlY02j4rZuc7XxZ6S3thcOs4OPL1+pDkCZJ1M0BbvJjqV1S3Fq86n8NfZsciM6XaeumpgzA41SOkwp3Zb+dwDAHgAdAJYCYCWDnwVwbfrflwLYQSl9I33MJKW0+IJYxwGbyYbvv+P7eEf3OzQ/J4SgydnEd26sHMBYZExXScrOEsxOTfbH/SAgmtgIxsLahdg1sQtDoSFNcCobh9vi1sTCsQV+9+Ru3jZEs8NUKV+AskAnabLkYrUaBS09kZWiokWSEcTleE7RQ6DEMhs62TyMpfVLsci7iBtoXTVdsEgWnpHL4qlGQiO6apNNSitoRda7CyaCOd+hOkh7IjKhifHaObETKZrSxFnolRoAlAkrSZMYj4zzEhpsIm11tWriTkZCI6i313ODNxu26zUTs+ba9dX1aVrN+GN+XnAVUBQ0CppjMOTEoFm1Bppe/BmgGA9MuWJqDPvc3Z5uOMwO7PPty7yWZbS6LC7Nva9XBJNdtzfGlGSKbHcgAN6SiVKKhJzAN7Z8A6OhUW5MqV1YrHCvniKo/uxMQUvKSSTlJDYPbUYkGcGWYWV3P5uCxoyOFQ0rMBmd1K0NOBYe0yQN6WEz2SBTGUmqH8Q9mzHS4GjAuR3ncsVVo6ClF7pgIohIMqJ5hvSyOB/f/zjuevku/LH/j+hwd+QoNP64X3ez5bQ4Ne5Sdc3CJqe2rRi7B7LnhHp7Pc9KzTYAmxxNGpUnXx9OPdi93eZqg81k4waNXncGQIkR++4F38V/nvOfurFPDfYGuC1uHJ05ioScwEx8pqhm3q2uVl7/D9CWumFZw9kbR0Ab7zsQGIDNZOPXVt0RhKvpWcaiRCR87ozPYSw8hl/u/SVP2Ljz7Dvx8JUPA4DGQ6NXv0zN2ua1AJSyG2wcHa4OtLvauYuTb9h05n32ffTV93HljaF2/fI2T29XA00NIaQHwKkAXgGwE8B70i9dD6Ar/e8+AJQQsokQso0Q8vm5Hmc2NpMNG7s26krRzc5mPjEwBQ3Qr2ydnSWYHfPij/nhsebuHAElFofFEGQbaEBuMC4z0HZN7MK+KUUNUccNMcOKueHYDeqL+rDpyKaCbX/UqFttdLiUh6J/pj/nfUk5iXu23ZMTXK63MBhKEojPnuXktDjhsXq41M0WaXZdBoODmsktezxFuzh15Hu1gfaVv30F//ynf+avMWNNrVrly+hlxthbU28hnAyj1dXKF8QWZ0ZBm45N67b/UcMUrXq7trTCsvpl8EV9fHGZik5pri0bQ3YcWigR0qgSbOIcCAxgJj7DG7Zn0+npxGH/YVBKc1Rkk2TCEu8S7JvaB3/MD6fZyRVN9e9RbwrYYqI2FtmYNx3ZBIfZoVFSGOpYw/2+/Xh4z8N4+vDT/H4+OH2Qf4fZmcfZZMegAcp9wQxE5gqaTUGbCE+AgGB5/XLegD2b2b5n9WeLp+KQqYynDj2lybjj7a9s+Y2Ady96NwDF8PXavNxQZtdbnTCk/jzZChprQ5SQE2h3t+eUPciXscgUtF2Tu/Dtrd/mCVeA8iyrs1yzi0Wr6avry1HW2M81ynER14TBDIJuT7cmnncyOgmH2ZETDO+xenDxgovzqp6EECyoWYCjM0dz6kSWglr9ys4aBqAbC83UbjY29ffDai9mJ6QAwGktp2FZ/TJsHtrM178Luy/EmqY18Fi1zehn4jO6JTYYy+qX4fvv+D6u6L2Cf8dt7ja0ultzFDQ9Y559HyvqV+heE0C5z2biM0jIibdvDBqDEOIG8CsA/0opnQHwYSjuztcAeACw1c8M4DwAN6b/voYQcpHO+T5CCNlKCNk6Pp6/wvbxpsmhVdCY+1GvcGJ2wKjD7NDsCAulUrNEASC/gaae2JmBtn18OzfcsmM0XBYX313wOkCRSXzvte/hZ7t+VuhjZ86jarXBKmBnN/oFFJXo/jfvx6P7H9X8XK8vos2cNtCKTBJIykkE48GigmhvP/N2/NPqfwKQcf0xl+FQKLcVEWCsk0B2ZhbLVJSpjFdHXsVAYIAvkMyFpr5n8rm7WfzI62Ov88/APkerKxODNhWd0m1bpYZ91myFgLUZY4uVP+bXvIcZhNnGdigR4kH7gHJ/myUzdk0qpTzyGWgrG1YiEA9gIDAAf8wPEzFpFtal9Uux17cX28e254QZAMrCqla39BQ0ZqDtmNiBVY2rYJG0Rh4bL6Dcd8z43DmxEwOBATQ7m5GiKez3Kd8RU9Dyoc7gZW6k18Ze45uOY4FjeRdutRo4HhlHnb2Oq516bs7x8LjugqlGfQ+/Nvoabn3xVk3Pw2LUogs6L4DH4sECzwIQQuCyuGAiJn6v6mWTOs1KvS+1a/WtqbdwWvNpaHe1Y23TWtRaa3OSBLJVUiBTO+w3b/0GP931U17eB1Dm4YnwBM+2zVcIFQA+uvaj+PS6T+f8fEXDCvQH+vnC74v6IBEpb+iEmnZ3OwgIOj2dmlZCaiOyVNrd7UovyhJcrdnU2LQKWr0jt/8skKWgBQc0Llu1Csc2K8wFm83qxtXYObET+6f2o95ez+f17E4NvqgvZyzZbOzaCJvJxo3KDneHJkkq2wukhm0+VzauzHlNHXrB7tnZNjhzzZwaaIQQCxTj7GFK6a8BgFK6l1J6KaV0HYD/BcCabA0A+DOldIJSGgbwNIDTss9JKf0RpfR0SunpTU2FJ6fjSbOzmQeaH5w+iPWt61Fvr9c10MbD4/BYPJoCkiw2Bcgtq6CGVVUnILyPp5ps1wgz0NiElR1kzLJoGOxBmohOYCQ8UnTRWnUsQaOjEU2OJq7YqWHxO38d/Kvm59klHIDS66CNhEZAQXUX72yuXHglT+NusDfAREwYDY9iLDyGpJwsqKAVa6CF4qGcHTpT0A5MH8BMfEZxU6a/DzbpaQy0uL58zwwNtri2u9o1Lk6PxcMXzdkWbna9snfmbHJmE2F23TBmEGYnCmQraIQQ1FhrsHtC+e4LGWgAsMu3S7dcyrL6ZQjEA9gxsQN/v/zvc45f3biaf4eAKkDckmugAcApTafojoNnD6cyBtorI68gkAjg0gWXAsi4OfUCpdVoFLT08/7Uoac010Fv154Tg5aum5hdpJgRToQRSARKUtAGAgMAoGlEXyg2j2E32/HFc76IW065BYDy/dbaanMMtGwXp7odXjQZRX+gH+vb1uOZa5/BtX3XaowIIB2uoGMUsTpoY+ExdHu6cefZd+JdC98FQDEKkzTJ5718vR4B4NTmU3FF7xU5P1/RoKgteyaV79gX9aHeXl8wto9hNVnx7+v/He9b+j6NguaL+AyrM2xt4QkpBgw0tftYL1uReyvSm2FKKQYCA5qNKnNxylRGf6AfJmLSJBqoWd24GsFEEH8e+DNv/wekm9Gn4/FScgrTsdxaavngCpqrDe2udviiPkST0YIxaKe3nI4req/Ahs4NOa95rB5YJAvGw+MFy//MJ3OZxUkAPAhgD6X0O6qfN6f/lgDcDuC+9EubAKwhhDjTCQMbAexGldLsbEY4GcbhmcMIJAJY5F2Evro+bBnZgn957l/w24O/5e9lWUeM7Bi07MKkanpqe0BAlLow5tyk1uyJfSo6xRccEzFhZcPKHBenXpr5ft9+3tqnGLKl6qX1SzVuAgZb2HZP7p41ELdUF+dAUFlwsgN1Z8MkmdDoaMRoeJSfo5CCVkoWZ7Z8z5IEto1u4z8bDA4ikoxgNDyqTGDRSe5W9Mf8sEiWnCB0t9UNj9WDfVP7sKx+GVY0rMDlPZfj5tU3o8PdwRfNyegkJqOFs5PYZ83eybJjmDHAmpczPFYPXBaX5n5KyklEU1GNggZoO1ToGb8AsNi7GFbJit0Tu3XLCbDMuyZHE65afFXO8czgZjF8eupJjbWGX8tTmvUNNLVyy4wNZnyc2XYmam21fKMxGZ0smFXHkwTMNpzddjYa7A149uizWFi7kFd414t7cVvcSnZaOtaMqaDMAFOr4Ox1YHYFQK2gMcOaFZ4F9JVsPS7vuVyz6NXaarkxwsaSraABmQzzw/7DkKmMxd7F3AhXG3lA2pNQQEEbD4+jy9OFa/uu5fcK+/xs0xOIB2AiprxJHHowA41/x1mdHmbjxuU3YnnDco1LsBwFrdnZjFAixA1qI4Ye64dLKdXtaJBdZmMmPoNgIpgTxyZTGaFECMdmjqHN1ZYTZsBg2ZfTsWlNGEGDI6Og+eN+yFQu+vOsbVqLc9vPxWktp2nCK5hKqaeg1dpq8c0N39S9nyUiocvThaMzR/m1zTc3zRdzqaCdC+CDAN5BCNme/nMlgPcTQvYD2AtgCMBPAIBSOgXgOwBeBbAdwDZK6VNzON6SYJMRi9la5F2EZfXLMBgcxMtDL+O2l27jrXOOBY5pU5yzkwRi+sGx7L3dNd2asgpq3Ba3poijP+bHioYVvJBip6dTM7mzQp4Mr80LAsIXuWKL7zIXJ2Np3VIc9B/M6Wm3e3I3mh3NoKCa+Da9hUGvNg+QqX+TTTkPGavpVegcJbs401Xss88RTUXx2uhr3L02FBriAegsAYWpaIUK77a52iARCXeecyfMkhmdnk588rRP8p2+1+blC2Gh4PFmZzMskiWnT6DFZEGdrY4vdtkGGpBbaoM3Ss+K+WH3RrOjOe9iaTFZ0FfXh12Tu5QG5Fm/q6+uD3W2Onxs7cd0Ex6WNyxXarqli+5ORJS4LfV3QAjhys7aprW642AlB6KpaI4h1O3pxhLvEhzyH4I/5kcgHih4v6nbfLW4WnDvxffCbXFjY+dGrizoLdy8bVsyE5bQ6GhEg6MBDrODF91kFOuiUStoTBllHRoARSU1E3PBwG091O7JkdAIPFaP5ntmn4fNTSz+TL14M8WJUsprW+WLQYvLcQyFhnI+L1MYuYqafgbzJXHoUWevQ7urXWOEGwkeV18To+cAMp+JbXgNuTjT7kkWa6XXExTIzG16m111Mkh/oF83FpvRW9vLv/PF3sX852wDCmQyW2dzcTIaHA2475L70Oho5M/MRGQC07FpQ/csAHTXdKM/0I/B4CCcZmdRGbJzyVxmcb5EKSWU0jWU0lMdvpXOAAAgAElEQVTSf56mlN5NKe1L/7mVqoIUKKW/oJSupJSuopTOe5JAIdikv+nIJhAQ9NX14R9X/iO+vfHbePGGF3Fl75X45b5fIpQI4cD0AR7fA+gkCRRwcQLAtzZ+C7eecavuay6rS9vQNjaFBkcD3rnwnbi051K0OLU1v7LboJglM+rsdbz1T0kKmuoBWVa/DEk5yfsnAsrDf3D6IN696N2os9Vp3JxTsSlYJaumPINFssBETBqDaPvYdlz6q0vxp/4/5YxhIDAAMzHrZmDOBrsuA8EBSETSLepqlswwEVNJClpOFqfZhlgyhm2j27CxcyMICAaDg9y9eUn3JQAyySX54nAA4IMrPojbzryNuwaz8dq8/DxqxVbvc/3goh/gH1b+Q85rjc5GjEfGkZJTmInN5MRbsbpiDLYAZ8fesU1AV42+e5OxsnEldk3uwtGZo7kFSi1OPP93z+Pvlv6d7rE2kw199X18c/HCsRdwavOpOXFm3TXdWFK3JK9KrVbQRkOjfIEhIOjwdPCg7WI2BOoyG4BiRP7p+j/hX077F26c6CkI6n6cg8FBjEfGsbxhOSySBZ8/4/N4ZfgV/GjHj/j78xWpzUatAjMD7fDMYT4fsGLRxbjz1KjVr+zYJSBT2Z4Z8AemDsAqWTVhGrW2WiTlJC/cmqKpvAYaoKju2a57rqClVTzWi7VUVjSsMKygMZhLMCEnMB2bNmygsfls39Q+SEQqKsY2mxprDe9hCeSqttkljfTubR5UH/ejf6Y/b6gCoHglVjUoivbiuoyB1uBogD/mR0JOcCXNyLVVFxQej4yj3lGcCzqbBZ4FOBY4hv5APzo8HSUZ8nOB6CRQIdgu5/Wx17G+dT3q7HVocDTg0p5L4TA7cMmCS5CUk3j68NNIykksq1/Gj1UnCchULujiBBTjJ99C57V5uZQNKEHMdbY63HnOnbhl7S1odjYjLmeqsevVoam313N3VDQVzVHB9Mg20JgBqk4U2O/bjxRNYVXjKqxvW4/XRl/jr7H+f9kPiM1k0xivLxx7AQDw4zd/nFPLiWUdGWnV0eHuwGBgEPt9+xXpXid4HEBRzaYBpT1MLBXLNdAkG47MHMFYZAxntZ2FJmcThoJDPINzTdMaNDmauGFVKGHk6sVX5zVWAOVeYO7u2covnN1+tu7izoKuZ+IzoKCzKmgs9ievgVZgUgeUOLRQIoTp6DSuX3p9zuuzfberG1crGcu+fTgwfQCX916e8547zroD91x4T95zZMeg9db28gLHNpMN3TXd8EV93F1f6DOta1mHD674oEatc1qcsEgWbqDpGc/svgkkArwUx/rW9QCAa5dciyt6r8APtv8A39jyDSTlpG5vXj30XJyhRIgbNIW6CBRCXYJhMJCbBc1iElkm5/7p/VjoXagpfaDOBs0Xewlo763sz8uUFaagzVYINR8sUSAQDxhWv2qsNYgkIxmjyGAMGjNC90/th9dWuvEMZNQvVmEg+/OYJTPMkhm+qA/3vnEvV+uyY9AA4NjMMQQSAd0YaDWnNJ8CMzHzuGkgcw2molOZ2nBGDLT0MRORibLcx9013YilYnh97PWSQ2PmAvPsbxEUg3px01sUmE/+8f2PA4BGQVO7OAPxACiooV0SoNSlSdIkAgkl+D+77ASPYYmMwWv36sZJZfvrA4kA6k35ZWhKlUbY6slUXbeKUopvvvpN7tZY3rAcR2aOYNORTdxAzNsX0axtj7N5aDPMkhk7JnZg+/h2TeHBgcCA4RiCSxdcip/u+ileGHiBL4R6FNNsGshUtNdLEmCvbezaiKcOP4Wh4BAkIqHeXg+31Y0OdwdXN/wxP8/cKxW12jVbdl8+mhxNODB9QDeJA8gUq42n4rCarDxTkxWWZbB7Y7ZJ/R3d78Ae3x7csPQGTcZysZzecjoe2fcIPv3CpyERCZcsuCTnPXrqqBq1a300PIrzOs7DupZ13ABhn4E1oy80sTstTnz+DH3xv95ej+9d8D1e60mNuq/ulpEtqLfXZ5Q8QvDV876KOlsdHt7zMNY0rsFYeAxOs1O3bIQadVzncGgYy+uXY49vDw75D6HZ2aw8h0WUk8imxqrEW6XkFAaDg7iw+8Kc6wBkFNbD04dxasupmveoXWisTlu+OmgMvX65XptXE4NmxEBjGfJ7fXsRS8UMK2hAJsavnBg0QLkXikmA0oO5I18deRWAvlHkMDnw9OGn4Y/5YZbM8Nq8uvUMWQhBIRcnAHxo1YdwYdeF+p0aIpNcQTNSNsRr88JETEqMbWTS8PzGPsNsoQrzhVDQKoTT4oTb4oZZMusuCi2uFjQ7mrF7cjfsJjsWeDLpyWoDjbexMWqgpXe/09FpBOIByFTW7IjVQcbMsMqewLIf3mA8iN8f/r1uRiqQVtnkhOY8JsmE3tpeHPYfxmh4FL/Y8wu8MvwKWl2taHe184BvphRNRad0g63V/QsnI5PY49uDD638EGpttbhn2z2agp16rpViWdW4ihsVhTJ51O2ICsE7NFhyY9AAxWBvdbWi3d2OweAg9kzu4aVZWl2tfNc9m7u7EOp7yHD8i7MJvogvU34hK0aj09MJCsrbx7w+9jrq7fU56fdsoZ1NQau11eILZ37BkHEGKIU/r++7Hv2BfpzReoahRZEpaBORCV5w9cblN+KWtUrWIpvU/zb0NzQ6GnUbPRfLRQsu0o9BU/UW3TK8Betb12vUZYtkwWfP+CxMxISD/oNF1UADMgbaaGgUsVQM57SfAyBjRJSjoAUTQQyHhpGQEwVdnJRSTEQmckq/qA20QoqgOgxCV/V1NmHn5E4cnD6IiciEbg202WCL9RvjSr06QzFoWQaa0WfQZXFx1dDIdwMAy+uXAwCv4q83FpvZxj0rSTmZMw+yz7NjYgeA2TdbLosrp7yFus6mL+pTimMXUb4kG5NkQp29DpORybIUNPU6XG0ZnIAw0CpKT00PLui8IK9xxbLMltQt0bhqHGYHr1yer0Fwsahb/Og1clYbaJPRSaRoKmcHw4I2rZJiTATiAXxp85fwwJsP6P7OfHVomIHGgpD/+x3/jcff/TgIIdwYYqU48i0M6vg8VtTzou6L8Jl1n8HW0a34/vbv8zFMx6YN74IIIbi2T2liUegcagXt6MxRbDqySfd9vECmjoLGPgOglMcYDA5ij28PLuu5DIDiNhwNj/KCrUYmMCBjTNXb6/O6bGej0dGIJE1yV3W2O44ZXCzJYfvYdqxtWpvjqi42Bq1cCCG4/azb8fkzPo/Pnv5ZQ+dgChqLC8w2AthnDiQCx80twoyK3ZO7MRYZ4xmfaiySBa2uVgwEBoo20NgGgbUOWt20Gi6LC4emD+m2aCoWVm+KxZVmP0PMqAonw7pdQwBtjBNTkPXUY7VBrPeZr1p0Ffb69uLqJ69Gf6AfPbU9JX8etlizgsJGXZxAprNMOX0e2ec0GsRea6tFh7sDY+ExmIgp72YYAM5qOwvL6pfx9YpRZ6tDvb0er4+9zuMxS4XX2Uxnl9fZ6wy5bAFFSBgLjylZqQbdxyxsAZh98zgfCBdnBbnvkvsKLoSrm1bjuWPPadybgDLhyFTWxIaVq6BNRad4jJbGQHNkquazRACWVs5gD9Ei7yLs8e3BaHgUkWRE0yFBTb40596aXjx16Cns9inBtqsaV2nS4WtttVyVy9egWW0QvTz0Mrw2L5bVL8PKxpV4Y/wNPPDmA7h2ybXcbViOTP2uhe/Cs0ef5aqCHupemj/a8SP87tDvcF7HeTkxV7z+Upb7mC2QzEBjC4HH4sHVi68GoChosVQMh/2HEUlGDLs12PdeqEjtbLBjXzj2AmwmW05xZGagDAQHMBGZQH+gH9f1XZdzntNbTscZrWdo4lGOFxKR8MEVHzR8PDfQ0oWDs3uYOswOXpvqeE3q7H56rv85AEp5Dz06PZ0YCA5gMjKZt2yIGrYYsX6v7a52LKxdiMMzhzEeGUc0FTX0mU5tUtyVvz2klBPqcmvPwbNSE6G8jerZ3DAVncJwaBgWyaI7JzBjj4UFZHPTyptwYdeFeHHwRaxtWpszvxUD65LA1KJyXJyszlw5VeqbHc047D9syB3IWF6/HIPBwbw13dh9f1bbWbhp5U28gT3DYrLg51f8HHe9fBdSNJW3dVwh1MH9vkhuuY9SaHQ04uD0QaRoyrDxy0ptHJg+UJUxaEJBqyC1ttqC7g4Wh5Ydn8N2LpFEJBMca1Q1URloTEFT71QtJguanc04OH0QOyZ2wERMmoQFIDORMEOS7bYP+w/nNMYGVAVBs1ylbDF/vv951FhrNBMUIUqm6/6p/bxBcz4FjZXZ2DmxE6c0ncLVR2bQHPIfymQdlfGQeawe/PiyH+fsHNVYJAs3GN+ceBMylXlMhpp8TZov67kMH13zUb6rZ8rDNUuu4fcOi5FiiiFzfZYKM9AKZXDOBtu5bx3ZiqX1S3M2II2ORthNdhwLHONqgzoukLGycSV+fNmPdWv3VRvseWSqoZ5Kw9w7x8tAY8/SHt8etDhb8rqTOt2dJSlojY5GOMwO/HVIUbraXG1c6WYq6GyuK91xpHsl7hjfoWRBu7VxfuzejiQjeWutNTmaYJWsGAgMYCQ4wsvIZOOwKCUhGuwNOf0VGd013bhx+Y1Y1bjKsELT4e7IZBoaLLMBKIH5bou7rHuffbflGGhsns/3Wdh9f1rLaTBLZt2Mxu6abjxw2QP4yeU/MTQGp9kJu8kOX9SHyehkWZ+nwdHA2x4ajUEDMvc7m4urCWGgzSHrWtbhU6d9Kqd6NZuMJyITGQXNoIuT7UqnY9PcQMtW485pPwebBzdj+9h2LPYuzjEq2UPDDEm2207KSRz1H0U2hVycgBKzsMi7KOeBX1q3FG9NvVWwhYndpDSuDiVCOOw/rNkNs1ig/pl+vrgYkd1LgSl6gXiAx5bsGN+R8z5WXiR7AT+l+RT886n/rPn/jctvxIdWfYj/jBlorwy/AgCGXDRAJklgtsy+QrCdaZImdct5EKK0tRkIDOD1sddhlayGFItqwm1144LOC3h1cT3Dh8XYHa/AYofZAQLleTmz7cy86f+dnk74oj4k5ERR37PL4sIta29BLBWDw+xAra0WvbW9GAuPcYPUiNFJCOGGeauzNceQt0pWmIkZoUQob0V8k2RCd003DvsPYzg0nFc5ZgpaOYtyMbDvViKSIdciq1kXSoSKUjcLwV2cBmPQACU5C8iv5NnNdlgla96yPZWAEMK7CbAODUZRf45y3McbOjdgQ+eGqtw8CgNtDjFLZvzT6n/KMZiY++KFgRcwFBwCATGsoDnMDlglqxKDlm6umz25XNB1gZK+P7IFq5tW55zj1OZTccmCS7CxayOAjIIGKDv6T7/waZ76D2SqrGcraN013XyRYY3J1fTV9SGSjHADRy97jNUN2+vbCwqqWfzrbHVwWVw4FjiGA9MH0Oxo1k3LryQ2kw2JVIJnK0pEwhvjbyAYD/Lq/4CivnR5umbNIHOYHbh1/a2aCYYZaK+OvAqrZM3bTmU22H1WzuSlXgTzKYudnk4cCxzDy8MvY23zWu7GPZH5+vlfx6LaRWh2NOu6cpgRc7wUNIlI3C2oF3/GUBuIxfYR/MDyD2Bh7UJ0ebpACOEbqRcHXoSJmAxnDZ/WfFrOmBiEEDgsDoQT4YIbst7aXhyZOYLh0HDebFu2oSxn41EMTI332ryGSvc4LU48e92z2Pz+zbj34nvLGgt7DssxaNjcmU9BW1i7EOd1nHfcn98GRwPPvizH7av+HNmFd0vh2r5r8YOLfmD4+OOJiEGrAlpdrVjTtAZPHXoKvqgPGzo3GA7qJoTAa/diOjoNCRLMkjknPurstrNhlZRsROZ2VeO1e/GdC74DmcogIFxBA4Af7/wxDkwfQK2tFuvblHIUXEHLMiptJhs63B0YCA7oNnZnLlTmbtGbsB0mJYGCFY1UG2iEEHR5utAf6Icv6tMURDxeWE1WBBNB7tbc2LkR28e246PPfhShRAhPXP0EACW426iSVG+vh1kyI5gIYrF3saHFAVCSDZxmJ8+YNYLNZONVyPPtrDvdnXhp8CUk5ST+bd2/Gf5d1YTb6sZPL/+pxuhWs6FzA14dfbWsazsbrG1bobIv6livYg00i8mC+y+9n4cOsM3TlpEtaHXlql/Fwspm5FMVXRaXoqAVaCfVU9OD5/qfU3rq5jEUWdX7493Ymn2OcuKkjMYSZ9PqVIzVcgy0Rkcjzus4L+/9dMfZd+TUljwetLvb8fLQy4imokV3EdBD/b2U8x1VM0JBqxIuXXApDkwfgC/qKyvAGVCUJRaD5rV5c9wjTouTG1eF4q0kIsFtcWMqNgUCgp6aHp4ooO6zyZvV6lTsZoaZnoK2pG4JbCYbXhxQUr+zq9QDioIWTSoGWpOjKcet0eXpQv9MPw5NH8rb/qqSMBfnm+NvYkHNApzfeT6mYlPYMbEDB/0HMR2dhj/mx2Bw0LCBJhGJVw83Gn8GKAvic3/3HM8ONUqTowlOszPvWLo8XUjKSt2qc9vPLet3VRNeuzev0b+kbgnuu/i+skpszIbb4kaXp6tgbIwRBY29l4UIdHo6YSZmJOSEofgzxtK6pVhUuwjrWtbpvu40OxFOhjEVze0awuip7UGKpiBTOa+L0yJZcH7H+Ti7/WzDYy0GlsBTjspTKc7tOBefWfeZsl2l9158r24fW8ZcVNL/0MoP8TWjLAUtfazT7Dyuz+F8Igy0KoHVTuur6yu4Yy6GOnsdpmJT8EV9eRs537D0BpzVdtasWXXMRVdnr+OKl9PsxP6p/XxRDsQDcJgduo1zmYGmZzxZJAuW1y/nVcz1XJxOsxPTsWm8OvKqroLDFLRoKsp7Gx5PrCYrYqkYdk7sxKrGVTilSZkw2WT+5sSb3HhltYeMwA00g/FnDJfFVfak21fXh/Vt6/MqeczN1+RoOq6K0tuN6/quw82rby74nhprDS/JYTRb1yJZuLFWjsvWLJnxxNVP4D2L3qP7usviQjAexFRMv2sIoGR+MwoVFP7hxT/ExQsuNjzWYqiEglYp7GY7/nHVP+ZNijiRWNm4ElctUozEchVB9d8nIyf+t32S0O5ux6fXfVq3hlSp1NnqMBwaxlR0StOoVs3Gro08xqwQHqsHCCmT1MqGlXiu/zncvOZm3L3tbhydOYpF3kU5bZ7UvGfReyARKe9ueFXjKmwf3w4TMenG3V3bdy2eOfIMRsOjuHbJtTmvqxeUfJ+1kthMNoyERpCQE1jduBqLvYvxtfO+htNaTsMVv7oCOyd28t1cdnZsKbDFKbvg63zw1fO/ChTwfLCF7Jz2c6qul92JzAdWfGDW97AkjbHwmO4GqVh6a3txyH/ouNaC6nR3YsfEDlhN1rwLs3pDYrS8TKVodbXCKlkN9fYVFObf1v0bnBYnTms5zfA5mOEsDDTBnKDO5CsHr92L4eAw4nIc1yy5pqxzsTIRDfYG3Lj8Rly84GJEk1Hcve1u7PHtwSLvIqWYap7g/KX1S3PqvqlZ07QG2KPEauilw/fV9eHhKx/Gf7/+33jnwnfmvK52ycyFi9NqsvJSI+ta1oEQgncvejf//TsmdqDWVotmZ3NZO29moJXj4qwUs8UkdXm6cFnPZXjf0vfN0YgEalY1ruJlZozClO7jaaAtrluM3x/5Pa8jp4fH6kGDXQkin28DzSIpsXrVsEk62WhwNOALZ36hrHOwdk/CQBOcUNTZ6ng7okIxZsXAlLFGRyOsJiu6PF1IyAlYJSv2Tu7Fuxa+C4f9h3VjzIqBja+Q1N3p6cR/bfgv3dfYgtLh7piTOASW4eS2uHNcqqsbV+MPR/+ApJws2/2yvGE53Bb3nBid5WKWzPjWxm/N9zDettx25m2ghSTOImAldXq9uck8lYLdywemDxTctPXU9oCCVkXZg3IUHsHxRSIS1jatVTb5JynCQDsJUWdDlluTigX+q4M5LZIFS+qWYO/UXoQTYRydOYore680dP5OdyfqbHWG6/s0O5thkSxz4t4EMpXY1zavzYnJWt20Gr858BvU2eoMtxliXLbgMlzQeUFVLFKC6qYScUmXLLgED1/5sOGNVjGoNzSF6oq9d8l7eV1DgaAQP7viZ/M9hOPKnBlohJAuAA8BaAUgA/gRpfRuQshaAPcBcAM4AuBGSumM6rhuALsB3EkpFdv0ImDZkD01PWXXBVMraGqWNyzHpiObsMe3BxTUcLwVIQQfP+Xjhsdpkky4ec3NWFE/N8VRmYLGaj6pObP1THgsHtx17l1ly+6EEGGcCeYMk2Q67kpEh7uDF54utCHLl2QgELzdmEsFLQngM5TSbYQQD4DXCCHPAngAwGcppX8mhHwYwOcA3KE67rsAfj+H4zzhYbvTct2bgCoGLSue6qy2s/D4/sfx6L5HAZQXEH/DshuMDxDALWtvKev4UmAKml47o+6abvz1/X8VgfICgQ4myYSF3oXYPbm7rIr4AsHbhTkrs0EpHaaUbkv/OwBgD4AOAEsB/CX9tmcB8FQ9QsjVAA4B2DVX4zwZYJNfJQw0pmxlG2jntJ8DMzHjmSPPoMZaUzAl/mRiZcPKgnEPwjgTCPLDQhH0SuoIBAIt81IHjRDSA+BUAK8A2AmAadrXA+hKv8cF4N8B/Ofcj/DEZol3CW478zZea6YcmIszu6Cgx+rBupZ1kKmM5fXL3zaGyZltZ+IXV/5Ct/2PQCAoDDPQhIImEMzOnBtohBA3gF8B+Nd0rNmHAXyCEPIaAA+AePqt/wngu5TS4Czn+wghZCshZOv4+PjxHPoJAyEENyy7gbsny+GCrgvw8bUf1w3CP7/zfAAomJElEAgEjHM7zsWSuiUnRHayQDDfkLnovcV/GSEWAL8DsIlS+h2d1/sA/IJSup4Q8iLSahoAL5TEgi9SSr+f7/ynn3463bp163EYuUCPYzPH8J4n34NvbfwWLuq+aL6HIxAIBALBCQUh5DVK6el6r81lFicB8CCAPWrjjBDSTCkdI4RIAG6HktEJSun5qvfcCSBYyDgTzD1dNV14/vrnK9YQWCAQCAQCgcJcujjPBfBBAO8ghGxP/7kSwPsJIfsB7AUwBOAnczgmQZl47bnN2AUCgUAgEJTHnClolNKXAORbye+e5dg7Kz4ggUAgEAgEgiplTmPQjjeEkHEAR+f41zYCmJjj33kiIa5PYcT1KYy4PrMjrlFhxPUpjLg+hTne12cBpbRJ74WTykCbDwghW/MF+AnE9ZkNcX0KI67P7IhrVBhxfQojrk9h5vP6zEsdNIFAIBAIBAJBfoSBJhAIBAKBQFBlCAOtfH403wOocsT1KYy4PoUR12d2xDUqjLg+hRHXpzDzdn1EDJpAIBAIBAJBlSEUNIFAIBAIBIIqQxhoAoFAIBAIBFWGMNAEAoFAIBAIqgxhoAkEAoFAIBBUGcJAEwgEAoFAIKgyhIEmEAgEAoFAUGUIA00gEAgEAoGgyhAGmkAgEAgEAkGVIQw0gUAgEAgEgipDGGgCgUAgEAgEVYYw0AQCgUAgEAiqDGGgCQQCgUAgEFQZ5vkeQCVpbGykPT098z0MgUAgEAgEgll57bXXJiilTXqvnVQGWk9PD7Zu3TrfwxAIBAKBQCCYFULI0XyvCRenQCAQCAQCQZUhDDSBQCCoQpKTk0j5/fM9DIFAME8IA00gEAiqkMHPfBYjd315vochEAjmiZMqBk0gEAhOFlKTkwCl8z0MgaAsEokEBgYGEI1G53so84rdbkdnZycsFkvRxwgDTSAQCKoQmkyCvs0XNcGJz8DAADweD3p6ekAIme/hzAuUUkxOTmJgYAC9vb1FHydcnAKBQFCF0EQCsjDQBCc40WgUDQ0Nb1vjDAAIIWhoaChZRRQGmkAgEFQhNJEQCprgpODtbJwxjFwD4eIUCASCKoQmEpDFwiYQvG0RCppAIBBUITSRAI1E5nsYAoEgD+ecc85xPb9Q0AQCgaAKoYkERA6nQDA3pFIpmEymko7ZvHnzcRqNglDQBAKBoAphWZxUlNoQCMriyJEjWLZsGW666SasWbMG1113HcLhMHp6enDXXXfhvPPOw2OPPYaDBw/i8ssvx7p163D++edj7969AIDR0VFcc801WLt2LdauXcsNM7fbDQB44YUXsGHDBlxzzTVYsWIFPvaxj0GW5bLHLRQ0gUAgqDKoLAPJpPLvWAzEbp/nEQkE5TPyta8htmdvRc9pW74MrV/4wqzv27dvHx588EGce+65+PCHP4wf/vCHAJT6ZC+99BIA4KKLLsJ9992HJUuW4JVXXsHHP/5xPPfcc/jkJz+JjRs34je/+Q1SqRSCwWDO+bds2YLdu3djwYIFuPzyy/HrX/8a1113XVmfTRhoAoFAUGXQtHEGAHIkAkkYaAJBWXR1deHcc88FAHzgAx/APffcAwB43/veBwAIBoPYvHkzrr/+en5MLBYDADz33HN46KGHAAAmkwm1tbU551+/fj0WLlwIAHj/+9+Pl156SRhoAoFAcLJB44nMv9OLhEBwolOM0nW8yC5zwf7vcrkAALIsw+v1Yvv27RU9fzmIGDSBQCCoMmginvm3qIUmEJRNf38/Xn75ZQDA//7v/+K8887TvF5TU4Pe3l489thjAJTq/2+88QYAxfV57733AlCSCWZmZnLOv2XLFhw+fBiyLOORRx7JOb8RhIEmEAgE1YbaxSkMNIGgbJYvX46f/exnWLNmDXw+H2655Zac9zz88MN48MEHsXbtWqxcuRJPPvkkAODuu+/G888/j9WrV2PdunXYtWtXzrFnn302br31VqxatQq9vb245ppryh6zcHEKBAJBlUETKhenMNAEgrKRJAn33Xef5mdHjhzR/L+3txfPPPNMzrEtLS3cWFOjThZwOp145JFHKjPYNEJBEwgEgipDbaAJBU0geHsiFDSBQCCoMoSBJhBUjp6eHuzcuXCNajkAACAASURBVPO4nf+CCy7ABRdcUPHzCgVNIBAIqgzh4hScTIhiy8augTDQBAKBoMoQCprgZMFut2NycvJtbaRRSjE5OQl7ifUMhYtTIBAIqgx1oVoaFXXQBCcunZ2dGBgYwPj4+HwPZV6x2+3o7Ows6RhhoAkEAkGVoS5UK0cj8zgSgaA8LBYLent753sYJyTCxSkQCARVhjYGTShoAsHbEWGgCQRzSGJ0DKG//W2+hyGocrQxaEJBEwjejggDTSCYQ6Z+8XMMfPwT8z0MQZUjFDSBQCAMNIGgBFLBIIIv/bWs4+Vw+G2d0SSYHaGgCeaa+NGjiB04MN/DEKgQBppAUAL+X/8Gx26+GSmdZrnFwNQQGhOqiCA/NCkUNMHcMvq1r2Po32+d72EIVAgDTSAogaRvEqAUciBg6HgaU2paieKjgkIwBU1yOkUdNMGckJqeRvzoUaHuVxHCQBMISkCeUQyzVChk7Pi0GiLH4hUbk+DkgxtoHo8w5gVzghwOQQ4GIfv98z0UQRphoAkEJZBKK2eyQQONLbZMSRMIdOEGmhuyuFcEc4AcCgMA4gOD8zwSAUMYaAJBCcjp2DM2mZV8fEzEoAlmhyloJk8NaEQYaILjD9t0JgaFgVYtCANNICgBlhwgh8tT0GQR+C0oAGv1pCho4l4RHH/ksLLpTAwMzPNIBAxhoAkEJZAKlKugCRenYHZYqyfJ5QKNiDIbguMLjce5apsYFAZatSAMNIGgBFiSgPEYNJYkIFQRQX5oIgFisUCyO8S9chxIjIyAplLzPYyqQZ30FBcKWtUgDDSBoATKTRLIKGhi0c0mNTOD5NTUfA+jKuAGmsMuFLQKkwoEcPDSyzDz1FPzPZSqgYYzHoHE4NA8jkSgRhhogqpm6tFHcfSmf6z4eY994p/h+9nPSjqGxuN8sZTDxlycolBtfoa/+CUMfvrT8z2MqoAZaMRmFwqaDsN33onQ314xdGzK5wONxxE/2l/hUZ24MAXN3NaGxOCgqIVWJcyZgUYI6SKEPE8I2UMI2UUI+VT65/WEkGcJIW+l/65THfMfhJADhJB9hJDL5mqsguohunMXwq+8gsToWEXPG966FeHt20s6JqUqTltumQ2RJJBLcmK8rFYzvod+jplnNlVwRPMHTSQAa1pBi0bFgqlCjscx/ctHEPzznw0dnwoGlb+nfJUc1gkNU9DsfX2g0ShSExPzPCIBMLcKWhLAZyilywGcBeAThJAVAG4F8CdK6RIAf0r/H+nXbgCwEsDlAH5ICDHN4XjnnNhbbyE1PT3fw6gqWB/C6M43K3ZOSqlSkHGmtG4A6vZORgw0mkrxQFyhoOVCozGkxicMK0a+h3+B6V/9qsKjmh9oMgliVhQ0UAoaPzkKGyeGhjD4mc9CLsNtywqpGg4zCCrHJX3Cnc5gCpqtrw9A9ZXaiPf3I7pvf0nHyOEwkr4T2wifMwONUjpMKd2W/ncAwB4AHQCuAsB8TT8DcHX631cB+CWlNEYpPQzgAID1czXe+eDoP9yEifv+Z76HUVWwGlCRnTsrd85YDEilNIpYMajbOxlxcaqNMpHFmQu7PsnhYUPHy6HwSbPBUcegASdPa7CZP/wBM089hdiBg4bPkWIGWloJKxVm2KVO8MW7krBrYl20EACQGBmdz+HkMPpf38TwbbeVdMzIl7+Ct87fgIFPfqrkub5amJcYNEJID4BTAbwCoIVSOgwoRhyA5vTbOgAcUx02kP7ZSQmNx5GamkL82LHZ3/w2gvUhjL5ZvoE28/TTCDz3PJ+MSm1pkvKnFTRCDO3e1cqQcHHmwq5PYshYkLIcCiF1kiQZqGPQAJw0/Thje/YCMB7DCWQMtFTIqIFWPS5OSqlhJbCSsO/DtmgRACA5OjKfw8khOTFe8uYrMTgISBICf/gDItu2HaeRHV/m3EAjhLgB/ArAv1JKZwq9VednOYEYhJCPEEK2EkK2jo+PV2qYcw5znyVHquvBmG/kiDJxRN98s+w4nIn7/ge+n/wks4MuWUFTviNzU5MxF6dqkRUuzlxoGQYaTaVAI5GKG2jJqSkcuupqRHfvruh5Z4MraE4HgPIMmmoiumcPAOPuSUCloBl2cSoGWiVdnNNPPIHQK1tKPi743HPYf/4GTfjEfMCupaWtDcRur5iCRinFxP33I37kSFnnSU1Pl6yYpoIBWLu6+PEnInNqoBFCLFCMs4cppb9O/3iUENKWfr0NAIsGHwDQpTq8E0DOzE0p/RGl9HRK6elNTU3Hb/DHGTbpJEarS1qeb5iLM+X3l13hOunzIRUM8gc9FQiUZPSl0jFr5rZWYwqaykAT/RVzYQasEQONGTByKFTReK3Itm2I7dvHDYu5gibiIBYLTHX1AHBSKINyLIbYoUPKv8tR0KaZi9OYgcaTBKanQWXZ8DjUjN99D3wPPVTycfGj/aDhMJLzPO+zwtuSywVLS4thBS05Po6x732P15hLDg9j/Nvfwcwzz5Q1vtS0H6lQqKT5Wg4EYenqVI4/QRvAz2UWJwHwIIA9lNLvqF76LYCb0v++CcCTqp/fQAixEUJ6ASwBUPoW5QSBy/YTEydNQHAlkKNRWDqVhyy6a5fh81BZRmpqCnIgkDGuEomSakyxLgKWltYKxKAp33Fqehr9H/4/hopDDt/xRQx/8UslH1etyOn73kgdJrXBnKzgbpndc0Y7RxiFJhIgZjPMTY0AgOR4ZbLqaCqFsW9/Z142grG3DgDpFlbzq6Clj0ulKrZwp/x+QzFtXM2bZwNcDocASQKx22FubTWsoAVeeAGT9/0PjzFkWdly2HhSCE2llB7IiURJa6McDMLS1gZIklDQiuBcAB8E8A5CyPb0nysBfAPAJYSQtwBckv4/KKW7ADwKYDeAZwB8glJ60pZ+ZrtCAEiMGXfVJkbHECnDkKk2aCSSiYsYM15qI+X388QAddXsUtyc8syMomo01FfAxZlOfti1C6HNmxHY9IeSzxf6618Revnlko+rRiil5Slo6u90qnKTMXuW5tzFmEiCWCwwN6YNtInKhG8kjh3D5P33I/DHP1bkfKUQ25tRIcsz0JTv13CSgOq4SiiTNB5XVDDfZOlj4fFw82tAyKEwJKcThBBYWlsMh9owj0cyHW4UeyttoBnI2qWyDJpMKu7ftHJW7HdOKUUqGITJUwNTTY0w0GaDUvoSpZRQStdQSk9J/3maUjpJKb2IUrok/bdPdcxXKaWLKKVLKaW/n6uxzgfqG6icAM3J//kfHPvIRysxJABAZOcuHHrvew3FSASefx6xQ4fL+v1yNApzczNASFkPGZuI5UBA4xqRS/hcqZkApJoamFwugy7O3CSBZNoYD79eWhCrHI0iMTysFJU8GRTXRIJPwuUbaJVRIyiliO7anXP+uYDFoJm8XsBkQrJCdalS6Xt/LhesVDCIgU/9K6YefQzE6QRQmSSBcmPQgMpkcrK5MWUgpo1tFufbgJDDIUguFwDA3NKKxNiYIfcvC+PIGGhvKT+PlP59j3372zh8zXs1yVxFG2ixGJBIQPJ4YPJ65/36GkV0EqgS1FJ7ooxEgdT0NFKTkxVbUMKv/A2x3XtKdi9SSjH0mc9i8v77y/r9cjQKyeWCqba2PANtMr27lWWNEleK4SkHZmCqqQFxOpVK5P39CP7lL0Ufry6twUtKpCeyyLbXS4qviPf3KwaNLBvOeqwmWAYncTiUPolpV1jRx6sNtApNxsnRUV6wc64VNJ7FaTLBXF9fscKhPEFmeu5icmJ79iCwaROiO3bAsXIliMNR1vwkp7OpaTxuaHPC3HkAKlInixuMgQB30xc9FmYwz7eLM62gAYC5tQVIJjNzZgnQdN1KNscyFydT1ooeTziM6UceRezAAc3mJFWkgcZKIpk8br52pIIhTP3ykROq6LMw0KoEJtsDQLKMDBq2kCQM1pLKhsVGlVq3KOXzKYUCy1ADKaWgkQiIww6T16uJ0whv3YpICaU31Blb6jGVYqApCpoHpvROc/x738Oxj3+i6EmZK2gWC08SYBNZyudD4ujRoseizoqK95/4LWuYwWrt6QFSqZLd2VoDrTKLnXpTMl8GGgCYmhorFoOWcanNnUHAVJXWO7+E9m98HZLLVREFDdA2+S76eBabBGOqV+54MnNIqYqcXC0KWiijoFlaWwEYq4UmRzLzGpVlxA4eTP+8NBfnzO+fUdQySrkKx8ZZDKmAcp9LbkVBS05PI7DpGYzceSfi6USVEwFhoFUJKb8fJq8XktOJRBlGTaUNNFZRutQWPCzjspx0bRqPA5RCcjhzZOqR/7wL43ffXfS5Uqr4kMRw5vrKJcSgpWZmYPLU8Iks8sYOIJlEvMhrwxQ0U20tTxJIjo2B2GwAgPDrxbeeiquMuZOhpyAzXq09CwCUriKrF/xKGR+RN98EJAmW9vZ5MtDMAABzY2PFXJzcIJhLAy0dIO449VRYOjogOZ0VSRIAjLk55WAIFlZ+oQK10DSb6xJVJ55RPt8KWjiscnG2ADAWasM6vyTHx5XwC9a7uEQX5/SjjwImpXFQdH+mg0CxmbtyUJnXJY8bJq8X8rSfJx+pDepqRxhoFcaofCqnDTRza2tlFDQDmXB6JAbSBtrB0gy0+DHFQCunrht7uCW7PW2gKRMzpRTxwcGSjCu1K0O9+JfysMozMzDVePhExozXYluQMCXBVFPDA+KT4+NwrF0LqaampGKK8SNHYGpshOR0zruCRilF8MUXi3Y/6J4jnjbQOpRa1CUvdOoszkoEficS8P/2t3CedhpMDQ1zb6Alk1xBMzc2Vc5AU5WYmCuY20uyK0V3K6GgkfS5kuPjOPTu95RUg0wOBmGq80JyuytSC02j6BlU0JIVUn2NIodC3MVZjoJGeWztGFe+JJerJBdn0udD5I03UHOZ0n47pppf5SKLE7P73OR28809Ey2Y8XYiIAy0CtJ/80cw+rWvGzo2Ne2HqbYWltaW8hS09ANfCQWNUsqNkPhbB0oyPpmCJofDhhduZtAQhx2mujq+qKSmp0HD4ZIm+dRkZuJMDg8rwdfIlM4o6hyBACRPDZ/IGLG9e4s6nk1eptpayPHMRGZubYG9rw+xw8VL7/EjR2Hr6YFlwQLE+4t3jR4PAr//PY7d/BGMfvnLhs/BDFYzcz1NGlvoTA0NFTE+Zp55BsmhYdT/nw8rio8BgyI+MKBxz5QCTSQAbqA1Ijk5WZGaXfOioKU3WsShFN2thIJmaW8HAMT27UPsrbcQLaEVnBwMKgt3fX1FkgTUiUaGFTTVPZsYGuI9e+cKtYJmqqsDLJbyFLSxMcT2K/e+feXKklycbD71XHqJ8n+NglbcWsJdnB4PTHVeyOEw38gazf6dD4SBVkGiO3ci8Ic/GFLRUn4/JG8tzC0VUtCGy1fQUhMToLEYLAu6lTo/JUw+8YFMyyqjKprMFTSHsgtKLypMHSxlkk9O+QCz4jJKTkzAVFsL4nSW1DBdDgRg8rj5RKYMTkJ0377ijo+pFbQYKKVIjo3B0twMye0uyQiIHzkCa28PrN3dSFTAxel76CFDxViTU1MY+cpXAYsF/t/+v5IbGjNYkgCLDSq1ZEEqpAR+W1pbyy5ZQCnF5AMPwrp4EdwbNxo20Ea+/GUc/cAHDWVAq2PQzI2NQCJRkZpdqXlQ0FhcksQMNJex6wlkamJZ0korK3xb0kYrFILkcsNcV1eWizN26BBiBw9qEi5K3VjwLM70PZsKBnHwiivh/+1vDY8LUAqel5I8pFbQiCTB0tyMxFDpm3x1mY3Im2/CumCB0nmlBAMtuleZT53r14NYrZCDQa6YFp0kkFbJmIIGZAw/ZrydCAgDrUKwXprJ0VFDFe9TfkVBM7e2IDk+XnIWG4MbaBXI7GPqmXvjRgClJQokBga5AmA0Do2pKlI6SYBGo0p5ifS4SlXQrOmCt6BUyQytqSl68ZTTGWOSW2ugOc9cj9jevUUZ5UxBk2oVF2dqeho0kYC5qUlx+xQbADszg9TkJKw9ioEWHxw0fL8Ayr07+vVvYPrxX5V87NT//b9ITU2h+8EHILndGP3KVwwt/ixJQHK7IdXUGFLQJKdTUUXKVIdS09OI7dsH7zXvBZGktEuudMUnfugwUn4/Jn/0o5KP1Rho6WK1lcjkZAV35XBY0xv2eJLj4nQaK1MDZJJ6LB2KghY/fAQAit5o0VQKNByGlFbQynFxjnz5yxi+7XakZmYgeTwgNltJGwt1H072zCSHh0FjMUOFq9UM33EHBj/3+aLfr04SAAD7iuWIvF5aZjmQ8XrQRALhV16BffVqSE5HSTFosX17YW5uhrm+nsfDmVuaAbO56Bg0Vt+SldkAMht64eJ8G6KOcQpvebXk4xUDzQtLS6tSCsLAZEwp5UZL0sDuJ5s4M9A2MAOt+Di0xLFjcKxapYzFYNVytvMmaQUNUCYybqCVoqD5JmFZ0M3/L7lcMHk8vL/mrGNhD7zbk9lp2mzwXHghUtPTvJ5ZwXNEIyBWKyS7A3I8zktsmJubS1Jp2AbA0tUF64JuIJGA/8knDRtpibExgFJDhlX86FGY21rhWr8eLbf+O8LbtuHgu95d8gaBG2g2G8z19SUraGyBUSeT0EQCidHSixuzDFKm0hhR0GgigcTQEIjFAt9DPy+5cr/SSUCloCFTkqUcNDXA5khFk8MRwGLhBqfkMu7iZDWxLO3KdxM/rNRZLLbgNPseJbcL5qam8opf+6YQP3KEb65NDfUlbSxoLAYkkyB2O+SZGeWeYVndZW4y4keO8nly1nGkUqDpckYM59lnIzE0hMSxYwWO1DmXSimTg0E41qwGcThKikGL7tkL27KlAABL2kAzeb3KRqnoMhtpF2d6TlBTag/m+UQYaBVCPXmGXy3NQKPJpOI+SytogDG3II3HgVQKxGJBYnS0LFUFyCQIOE89BVJNDWJFuvJoIoHEyAic605TzmMwpo7tuiSHHaY6lYGWXvxpCa0/Ur4pWFrbeMYkV2qK3Hmr6+qwicza2wvbsmUAgNj+2a8NjcZA7HYQuw00GuVGnbmpCZLTCVpkOyE2ZlOtF64NG2Dt6cHwbbeXlNWqJpmOVzSyKCSHhmFpU9QM77XXovuB+5GamED4tddKOg+vg2a3K3FkJStoSgyNqU5xhScGB3Hkhvfj4BVXlPwcsEXb3Kz09i3lu2EkhoaAVAq1174XNB4vvY6guswG7yZQCQWt8vXiZv2d0Sh3bwJpBc2gi5MraOkYNL5ZK1YJVwWPWzo6lHJARo3FQIBvGE21tTDXN5S0seANytMbgZTfz9eRcurUUVlGcni46LhFbrSqYmtdZ58NAAhtLq1TiRyNagwi++rVyoY0EilKjZPjccQOHYJ9qTKvmlUGmqkUAy0YgORygZhMMNXWal8TLs63H6xOkbmtDeGtW0s6lln0SpJAGTVo0g+atbdXqSVlcMctx2KYuPdeRF5/Hab6ekguFxynrEW4yCzDxMgIkErB2rtQcSOkPwuLSygW5uIk6SxOAHzx5WMtYqKnqRRSU1Mw1ddBqvEAQMkuTnXQKTPQbAsXwrZwIYDiSl3IsSgkmw2SzQYai6kMgWae2VbUhJrOZDJ53LA0N2PhU7+D45RTEN5amlHEYFmtRrIfE8PDPG4MAGyLFytjLDEQlyloxGotS0Ez19VBDoVw+L3XIrprl5JMUuJYuOHc3AwgraBFIiUF6cf7FeXBecYZmnMWA5VlvtECFAMeqEw/zkq1OQq++BJCW4rLnJQjYe7eBDIKmtFYXQCwtKfvufQ5ilbQgqw+lhuWTsUwMhoOwuKhonv2ZBS0ElymbCxsHGolvhzjOTk+oSQZFBm3yA00lYJm7emBua2t5FZycjSS8VSYzbAvXw7J6QBSqaISH+IHDwLJJFfQuIvT603H6RZfB01yuwEgR0ETLs63IcwYqrn8ciQGBkrKomQPo8lbq6lBE972OqYff7zo87D4ErZI+h76eclKBgAE//IXjN99D4IvvMB3d87Tz0D84MGiKm9zF1xnpxJTl3bvjP/whzj2TzcXPQ51cLGeixMozs2Z8vsBSmGub4DJrTbQPCXsvJmL0600FG5rg3P9GXx3lpqZfSL8/+y9eZwlVXk+/pxabt21+/a+zPRMzwoDzCaDMCKoKIoaN1zALUbFJT/1+zVmUUw0ajQxiSZq4gL5ZnFJRFHjgoiAIyAMIDPMsM3A7NPT0+vt23dfq+r8/jh16i59a7s9TDdQz+fjR+Yu1afqVp3znOd93vc1FTQlCFqtmllSzIPGdq9umrfXLzIAQEQRyoYNDcVr3aC4fz8qJ0+adeG8LthU01CdnjbVjPoxec3cNUOcwaDnUBFQF+Ls6gbAJvaeD36grbGoswZxNoiREAkDdb1C3YBn1oa3bwcI8RRK44pfLSQYAQkGkfrfnyDxzW8uqhK6ls+Z57UYEjDzpS8h8S//6uqztNikoEUigK6bv7kXcGVJjHc1KD5urQr8XhAiEbOkSzt+L0qp+RzSYhFCZwekLm8bCz53BVYwb6w2P19T0BZBnqsTtfnRzSadj6P+ehJCENm5E4UHHgDV3LfApsUSAiOMoAU3boQQDJq/vZu5jScIBI3IhDxgbJI6OyFEox6SBHIQYgsJmtTf7ycJPBfBmxl3vPIqAN7CnNxXIXZ2QozHQRQF1alpzP3Hv2P6H/7R/XGMBy143iYAQPI//xNTf/N519/nqBrpyKEdFyL6YuY/C+/YAQCuCB9X/+ShQcgDg6b/pnryJMsGdWn0rDcXNxC0iQmI3DjtgqBxgij1dDcoaEKsw/XO21Q5YzEQQrB+128Qv+Ya1o4nHDbbz9ieT7kEIahACLIwa+XUOFPkQiFz9+rmfGpVsqPma4HR1dDm5z1l+p3++Mcx/cW/hzpVC3F6WfzVRAJQ1ZqaAaZ2QhRdm3k5eKFaoiiQulmpDC8LAydoHX/wagx8+lMYven7pgfSS79VgIU4hc5OCDwc3kb/yOrYKZPIi709JulzA1phSgMnaIQQdF17LfRCAbNf/Zprb1E95m+6CZWxMej5+iKt7ZMAdWrK9b2mF4tmiQ2g7nq20wXAnCs7Gu5/11YF474UIlHIRtIQt3J4gZ4vAHWKar0Hze0zxMkG/z3UVKrWWWQxClqdOOCKoHHSGos2vB5+3nZo6bSnpDce4pQGBxHacSGAWnkVN5mc/G8FVrOC1dIAiyiJ8TiEaMRToVpzMx4KgSgKiKJAHhnxVD9zqeETtDMENZGAGI8jeP75EDo6PBE0rY6gEUIM1WkKlSNHmXnUbSshQ/5VzjkHa/73J4i9/OVQ57yHRSonTkLs6sLo976Hvg99CAAQuuB8EEVB0UX4Vq/LoJEGB0w/XcWYCN2qCWaSQCgEySBolZNj0HM5BDdsBABQh0Wz8NBDGLvufYAkQTn3XIixDja2KAtx6tmsu7BiXYgTYIsmIQQAXIdK9VIZRAmCBAyCdvIky05CbdFyOh9goYIGGC2S0NhhwAnafAqlgwdNBY2Wy652uRw8NFQf4iSEQIxG2w5xCooCsafbc9ICI2hhiNEout/2NgjhMATjt3a7eHOos7OQDf8Z0B5Bq4yNITAyAkII5L5+0/ztBrTKnndilIUBgIFPfBwrv/o1AEDJg00AYOOe+sxnkbr5ZlZFnxcDbpOg6aUS22i5/H1oqbhQQYO368nBSaXY2dkQknMd4szzZycCsacHJBhsi/A2h8nEDuZBo+Wya+JpetB4iLNJQWtXKa0P2brJ/K335dXDVFo93Ce0WIQQCmL0pu+j/6MfBVArr8I7StiPxfCOGfc+nx/Fzk5P84qWzZlzNcAInjw0BDEWW1RB7bMNn6CdIaizs5D6ekFEEeELL/SUyckJmtDBFhR5YBCVsVNmYT23DX3rzZ7BTZsQWLMGWnLec4HLytgYAqtWNbxGAgGEtm5F4SEXBC1fZ8QdGDQa1ebMicM1QeMKWijEsh8jERQfeQQAoGxgYVwnxWnuv74NEII1P7oZytq1Ndk7EmFqGqWudlT1dXWa4Zag0VIJJKiAGApa+dAhBFaPsnP0QAL0fA5EliEEAuZrXgka1XXo2SzUqSmU6grtVqemcfzNb0H+gQccj8F/T6mOoAGMOHolaLxGHFEUSD09ALwV/WwuEwAAoqGWeqmRBbCsVr44AQBph6CdGjO9OFJfnyc/KPfqkIDc8HrwnI0gsuypBy1QW2CrU9PQ83lDjYi2rdKYJMKtglZgizbHohS0VApCRweIJDV4jGih4MrjVE9GCCGQV6xA9bT3EGfznCF2dpqKHC/94TwWHuLkBK2moNFKxdNmqR7ViQkzGcpNYkkrRR4AxG5mF3BbioSqKktuCQYhDw6av7NJ0FyU2mD9jjvMfyvr1iEwOorQ5s0eszhZzUoOqaeHtRmLxfxCtc9FaLMJc1IP79jBvD0uiQifKKWuLvb/gwMoHThgSuhuF6pms6fU3QUYhR29oDI2ZvZErEfoedtRevJJx+bgWpYVFiSyDGX9OgBA/t57AcNbo864S4Dgqdl8shHjcRT37QMJBBB54WUAnCd5PZ2Gsnat6WkwFbRIBGKnETZ1cX2sJjGAETTdjRm3XIagBM3QmZ7NmkTYVBXchDhzuQXjkEdGAEFA5YQ7gsYbEQMsJMIN8cV9+1B67DEU9+1zPAYPpdR70AB2jTSXLVk4aLkCiCKIJJkLg5cq73o+bzaxN8dh/NZeihEDfLPVXzuOR4JGdR3VsVOmF0fq7/eUJIAmDxoHCQSgnHuuZwWNL7Dq1FRNaYzHXRf0pbqOxLduQMUoucAtA7RcdhW20kslkFDN37RYBY1ndJvZ1OvYHONGGTH9VsbzI69cYSr7nsbB5wODTIjxTgQ3sTmmdPCAq2OYG9meXgiRCKqTE1BnZyFwX2ubBLp6egKBNWtAwmF35X9MRT7W8LporEduFTRuUxCCoYbXisCp5AAAIABJREFUeYjTjYdTy2YaNsFiRwfW3fYrhLZsgRCJurKAAHyOrJ3P4Gc/i4FPfBxiLOqHOJ+LUGdnzXT48PNZ5pabcCBghBoEoUFBq/c3uF2oaFO6tNhtKBFeFrpSCerkJOTVCwmaPMjG5TSx63UEQjmHZeNk7/yN+b57Ba0EEgrVQolGmLPz9a9n9b/gPMlr2azpOwNqPgtG0PhE6IJcZbMg4XBD2Mk8ZmenBwWNJQlwcK+FJwUtl19A0IRAAPLwsOtEgebxBjcx3yJXKN2Ev6oTkxA6OhaoikI06jmVnZZKJnH1qqDxciukqQVXOwoapRTqbMIkrEC94uOOUKgzM6CVCgKrmLdI6u+HNjfnutyHqaA1ETQACG2+gGWnevDnaUafx8qJE4Cus+rqda3TnFB+6inMfuUrGPujd6M6M9NQ081VlmBzFuciFTQ+DwhRI5vaIGhuNkn1SQIAU68WE+Lkz43Q0QF5ZARCLOa6I4fZniwaQWj7duR2/Ra0XEZwwwYA7YegqxMTkIeHWYswVyFOHh1o3OBIJkFzuf6UeEuvYMPrnkKc2VyDgtZwnGiUKaUu7n09m22YI0ObL4CyYQOEKAtxLibR5mzCJ2hnAJRSqImagsZSi8Ouyx5oqRTznwns5+C10Dg8K2jGBCj1GEqEh1ARL0wYWLWQoNUb9W3HYfS6A1iNHyESQe6ee2p/w2XxUFoqNkzsYlcXQAh63vNu14qTls2YqhlQp6BFoxDjBkFzNbFnW4Y3ASPE6UpBYySEhzgBmEqlN4K2UEEDGNlzG+JsVlUVI7Gk+OijAOBKXWkuscHBzLweQ5yVck0p5Qqay0xOc6FrVtCiUYAQTwqalkoBRncH8zhhb4qPWYDYMDhLfX0ApZ4IJ9CaoAUv2Mz6ChoFWt2AKyB8XEI0ataLcwPeT7Q6M4OJj38cat3z6+a+p8USK7VggD+7mVtuwdFXvdpTGyA1NQ8pzoiDGDE2gYZK78aHpmeMjZYoAgDkFSuhZzKe23HxvxU87zw2FsM/HDz3XBb9cHOMXA4gBCQcRmTnJebGVdnI/LVtK2iTk4yguQytay08rQAL7ZNAwDVR5F0EmhU0TyHObAZiLNbyPU7InZ5DWqmAlssNIU7zGLEooKqeMrKXEj5BOwPgRn6pl03qRJIQ3LzZXOycoM2nGlKBeS0006TZJkHz6iEAah6mQAsFzVSc0vYTh5ar7V6IIEDZuJERAkGAvGqVpySB+t1Y/I1Xo/9PP4bA6KhrVUPPZE0lBUBjHTSX5wMYqpXFxCG6VtBYmQ2uFAF1CpqHEGc9Aa5HYHQUlRMnXO0OuXGeh1P4QsMbE7tZvK0ImhhpI0nAuDaAcZ+JouuSBWbYqomgEUFg4VYPIY362nQcvASKW4LGFW+pu6vhWOr0NMouiJXppWqh1oa2bAYATz60ZgXd7LjglqAdOgQiy+h+29tQ2LO3IavPDZHXi0WQukWbE+n0rb9C5dgxTw3lGxQ0roKtNQiaG6tCOm1uzADUZXJ686FxhTh25ZUI77wEQSNSEDxvE8pPHXKn8hi+SUIIwpdcYr6ubGQKWjs9ZbVUCnou51FBy7NIRdP9RghhSqvbUHhda756CB5CnHomaz3PGnOe09yimWHshcfh5O+Z0k3AJ2hnAPwhqN91h7ZsQempp1z1u6ufdIDazju4dQtIMAjVi5JASG2hM708c0j8278h9dOfOh6DF1wNrF614D33Clq+IWVbOYftCKXBAcjDw65bP+mlYsNurOOVr0TPddcBMMo5CIJt4UKqaUY9nDoFzSAkQjRaR9DchTgtFbTODtBi0THblpZYmQ0e4iSKYta986KgaXkrBW0V9FzO1c6b120LX8TKpwQ3bABE0QytuyZow60UNPdeEQ5aLptJD0QQIHZ3uVbQNAuCBrAJ2YsHs7mLAFD/27g7J/68ikaolhO02a9/Hcde9WrHwqh2ClpgzRoQRTGJtBs0L7Bmo3CXCk3p8GEE1q5FaNtWoFpF7r57AcN24OrZaeokYIaijfMsuexQAhibWSP0FrrweYhcfpn5W7nxFvGWehyBNaMAgNy997keA1AX4jxnI1b/53+ac4myaRNoqeRK4ay3KgQ3baodo00FLb97N46+5jXG8c51raDpuaypTjVD7O52bbGpteZrJGjcf+guxJm1VtD4JtaBoPHnvblsCDuGO5K3XOATtDMAM6RheNAAILR1C1CtupK7tVRt0gEA2QhxKuvXQ+rudq+g5Qss45GHSo1jqnNJJP/r20j/9GeOx6icZCU2xBY+ANcErYnMcIN+YMVKyAP9rhU0Wiw1hDjrQQgxGoxbExozY6tOQYtdcQWGPv83UDZsMM/RrXfFamfHPRNOO3i9bJTZUBgRCaxaZf5WXnw5erY1QTMVVze7ZmMx63n3u9H7kQ9DXr264R50Imh6pQI9nW7YlHC0l8VZbpjYpR53u3/AWkEDWFkUL2n1zV0EAO9JAtyzYxbNNa5R/u57AEodVTQ7gkZEkYWyPRQlbv4tuYKm5/OuSviUDx2GsnEjgkZduerJMciGv85pLuAV7etVleZQdPlJdwRNL5VAi8WaF/XVr8aqG280n2NXCloq1aCgBTduRPSKK5D45jc9dRTQsjmW1NLkewxuYkq0Gx9afeYxEQRTRVMMD5pXgpb8zndBQDDyb/+GyM6dkHp7oWezZujR8lxyObNmWDMkD6FwWpd1Xw/+2zuFsimlCzzDDcfhRbAd/K18vFLdfGYewyBtz5REAZ+gnQHwOlJynXcsuGULAKDkIsypzc83Kmi9vRj8zGfQde21EHt6PHnQ6hcpIssQOjtZQ9+5OVdEr3r6tCn7N8MkaA6Ehik8tYdM2Wg0vl25ElJ/P6qzs+76shlJAlYQwvZNlzVzJ1Ujm0IohPib3sTqmAUCEMJh10kCrXZkAKuBVP/3WoEavgchFDJJZ32mLAkEQGTZgwethVrEk0JcKE+aUVhXOecc9H3oQ6z+XlftHlQdFgezHpXxNxvGEYuClkquyh5w0HLNgwYwBcu10prnDbBbZNh6VdCauggARhaxILj3oM0lQRTFDI1KPd2AUJtqnYiAmVXXtPhzBEZHPXrQkg3GayEaMcm44++czUKdnISyYQPklStrIXGu8jjMBbrZrq1OQQsEAN7GamjIdY9fs+NK08LLFZd2FDQAGPzLTwIAZr70ZVfj4H+Ll+qoh7JuLYgsu1I4m5/j7j98J7rf9S6IsRjrE+wxSaB85AjCF12E6GUvBFDXIixhP++3SjriELu62/CgWSQJOHjQePFfKwXNrUCgmnNT98JjmCFOX0F7zoC31qivByX390MaHETxEXuCRo2CnGJX46TRde01kAcHIfW4b8CrFwoLJnWpu9us/u+G6Klzcw1KYD1IMAgSCLhQ0BoVHmXjRlYiYN1aVr6gWnU1+TRnfzWD96+0AidMosWODACEeOfikwQ6jR28zXFMQtPTbYY45aZac4xwuiNorcZiJoW4uF+0LPME1t8vomG+llevYj0sbXbenOyL3S12qTyM4CHMWZ/FCQDywID7MjXG+TYv3ABTN7150GYbuggAhlobDrsqIszGk4TY3W0u3kSSWGaqKAKi6Jg1yBfUVuokYBC08XHXBFidn2eqjEESRUNBA5x9TtwfpmzcAEIIQuczhUhetQpEURz9mzys1ayqiOEw5JUrEX3R5SgdOuTON2m2xGucK0k4DIiiq4LEjKA1Ns+WV6xA/E1vQvbOO12rrVqutVeKSBILLbopb9FUGiZ84YUYuP4TANg5eirUXCigOj6OgJEwAdTC9E5ljZprhtWDedBcErQiz+JsKrMhy4Asm2WTLL/P2+lZEDTTy+kwL/B+qC3nA0M4eKb04/QJ2hkAbz1UP6kDzIfmlChAi0WWcdI06XB46UuoFwogkaZSAz3dZr0qbX7eMdVfnUtA6l2oigCGadRh4uA96up3hmI0gjU//V90vf3ttV6jLhZf2pQk0AwW4rQmAfUdDawgdsZdetByLU2nAGqhUhulhhu1pZ5eSF2sUGh4+/aGzzidD8BCi7RaNUlQwzg8JIVwMy6pU3b490NbtgKw36nyv8FLYtSjnX6ceqXSpKANsNIULkiISWhabCzaUdDquwhwCOGwewUtOQepafeubNiA2JVXQh4cRPW0vYLGN1Ktri3AfGhQVdflIbT5FKTe3lpv0WjUJONOi2/5ECNoXDELnn8+AEag3ZCIWtir8TmWV69G7KUvRfCcc6BnMma3Efvz4AtvE0EjhP3ODuVUKKVGksDCubbjla8ErVSQ++1vHccBGPOBldLT59Kcn8+1DMsD8JTEAQDlo8cA1PowA7UECF7w3H4cFgStu4t1W3HxHJpJAk3rIMAIulOIs7ahbl1mQ+rpAQTBkXDysjKtQpyciPoetOcQeN2ZZgQ3X4Dq+Lht6Ku5SG0zpO4eqEl3/d1aKmhddQuFQ/scquvQkvOmubkVxLg9odHzBYDSBZ4GZe1aCKFQbVfnInyll0oLUrbr4TbEafXAA0YGpgNBo9UqU3gsdpmCixCnmUjS0w0hEsHG+3cj+tKXNh4n4kwCWrV54hA7OwFBcKegZTILrgtf+EJGeN5ugbBVraLuzLz1oKVSI0Eb6GelKVyYnNVEgoWrW1yTdhS0lr46h3utHlpyfkF4ZeRb38SKf/h7yMPDjiFONTHLWlVZhPd5aNxNRigbTxJiV9ws38OayhsEzYFglY8dhRAOm9EBTtCk/gFXz46VqjL6399D/5//mVkn0U2igJWCBhi/s4OCpufzgKouUNAAILRtK6SBAWRu+7XjOAD7pCGpt88VQVMTc6ZPsRlilzcFrXzkCABAWb/BfC2wYgUgio6ld5rbItXD9DG7injUWvM1QwgGnUOcFgVzObgS7aSsq8kks4y0sAgIfojzuQd1YrIlQeO7mfLRo9bf5btCCwVN6u0BqlVXKkArgib2NE4AdmFOLZ0GNA1ST+sQJ2AQGpuJo9brrvXkFTB2dXxCsQPv62YFpxAnV9CsPA2AO4LGlSArI22tnpoNEechQePaElle4F8hLlSa2iS2cOdNRBFiV5crD5qeWVhvSNm4EdLwkJl1a0fQaopgCw+ay3T4etByeUGIE0BDUVQraHMJSL29C64nYChouZzrdmfV2ZmGLgIcbsPPQGsFjQQCIIGA0VrIXvnSEnNm0etWMNt6uegaQTWNqUZdXawAtiiCBIN1fh77hVednII0PGRe28gLL0PX296KyM5LXClonKA1k00iyyCSZGYslp9y9mypNuZvMRaDmkhg/uabLZUa7jVtRdCIIKDjqlcgf889rgi9XdKQm/IWeqUCbX7e7DW54BjxLk8FxstHDoPIslkcGWD3nDw8jKoDQbPytAK1RBc3pTZMtbSFLUUIhRxDnG4sKawrh0OI08j0bTUfCJEIq43oJwk8N0B13SwM2AxO0Co2BM3K+Mrhxfjdqh+hZHyfT8h2E4dWp/JYwWlSrpEii91lXx+Uc85B7u57Wr7fcCynJAGHkKBZ62uRCppTqNQ0nmasj8N/P6vwMcC8QY4hTk4WrRaH7m7XCprQ2Xhdut76Vqy/445aJX87BW0uCchyy2tyRkKcPBTuoqixakNozH6rLsbSqouAeRyXIU5KaUsFjYOXmbHLnlTn5izDmwAjKGI87iqTU8tkAF2H1NXNjP4rVhj1rdwZrqsz05D7a8lPYjSCwU9/mjWv7ux0zICmFgStdrwopL4+VwWWzbmyBcESOmIoPPAApj71aeTu+Z3997tab4Y7XvNa0GoVqR//2HEsdr4tqbcXWjJpayfhHjW+EWmGvHoVa83lMqxePnIEgbVrF9QyYxm/1teW6jrzwlkmCbhv92SnoJFw2DHEac6zFhthwF3bNO4BbQUiCBAiEWi+B+25AW1uDrRSgTy0kKDJw8MgwSDKR2wI2ry1bA94M363VNCMG5XXu7KraaM2qTyt4BjitAnBcURf9CIU9u51LkuxyBCnns0ARjkOK3CCZhdC1hxIJ5FlNha7JIG5BPucjZrnRkGrtaqxmFB7etxlcTZ1WACYl4ercID9rlmdT0Ky2qWaCpq3JIH6DgtevIp2hIafoysDeYsuAhxCLOauan6hAFoqWW5y5BUrAEptlUHVUATt4CaTk1Ja59vqQu8H3o81P/4RAEDgGcwOC686NW3+Fs1gmzXvWZzNkFetQtXBJwWw+1GIRlkWaPNYOmqkzSqEzBMaWhE8AAhdcD7CF12E5Le/4+i5au71WA+pr5eF5+3mWsNHZXVtFaP4rtswduXwkQb/GUdg9WpUxsYs5ze9wCwplv5aTuRdtHvSS0VAEFqWh2EhTgcPGp9nF62gzTdkpDdDXrECFRcRnOUAn6AtEnwyaKWgEVFEYO0a2xCno4JmkCU3CxUjaE0KmrFQhHcwgmaXcl0zWzt40FLWhKbWVNz6IYu++MWApiF/n3VxyMrJk0C1ajmZAm6yOBca4ZshxjtZCNmunpqLcxI6O21DnGpiDmJPT0tCY47Fg4JmRYDd1s3TM9b1hsSODoAQew/anPUuVWg3xBmoETQxHgeRZUdDMMBUYat7lp+jk4EcaN1FgCOwdg0qx487J9mYhMiKoLF5wi7MyUKc1s8gUOsaYYcT116Lyb/6lDGeLpBAoEF5Fbu6bFVSqmns2g5aETRmd7Db3JhZnGFrghYYGUHFRSX/5oLe9eh+17sw9Ld/azYdt/o+YE3QAKD7ve+BOjmJzK23Wn6GUmpbdoeTa7t6hNyDK/W3vraBtWsAAJVjzgStOj2N6sQElA2tCJpRvNqCLNpZJgCYoXo3HjRet7Llpi0UcvagZZyTuqSBfqZO2inQqXnL5w8AIpdcgsKevY714ZYDfIK2SJgEbcVCggYAyrr1KB+1ZuvmpGERhguMrgZkGcUnnrAdB6W0pYKmbNwIEgwictllILIMbc4mxDnHQ5x2BM2e0NQ8aNaqVWjrFojxOHJ33WX5mcSNN4IoCjpf+xrLzwiRMKu3ZbFo6jZ93Tj4hK/blAvgzbatJmSA/X62SQJJ+7AV4M2D1tzY2BxHd7cr7wpLEmi9UBFJYudjmySQXOCzMsfACVreQ4izqVAtIYTVzHMIcVJNYyENSwWNh5+dFbRakdqFClpw40bQatWRFNW8hjYKGqwJGq1WoaVStj5QgGVyqjMzloRey2ZReuRRFB9+mI2nhaLg1DBdTcwBmmYZhhPjcZZAY6OM2PmSOOSRlVCnpx27rmjz85Yb2fDztiN+9RsgDw+ZWesLvm8ooFYkDwCil18OeeVKZO64w/IzjvW6uEXAhqBxBVW28KAFRkcBQUD5mPXmniPxrW8BkoSOV7964XGMVnJWIWQnn67ZbcVNZriNJYWEXXjQshmW7NMiC5RD5qU27Kw6Sev7BAAiL9gJWqmguG+f7XhO/X8fwsT1n7T9zNMNn6AtEnYKGgAo69ZBnZiEZhHu0ebnIXR2LvAOcAiKguB5m1B85BHbcdByGVDVhQRt3Tqcs+9hKGvXOoa/1MQcIElmMcpWcCI0NQJhTWaIKCK88xIUHtrT8v3K+Gmkf/ZzxN/8ZstaUAAcm1hrmayt/wyAq3ZPFSOFPWBRwBfgBM0mxOlCFXHjc7JqbMwh9XSz6uE2O0y9UgEtlWxDCWzxtk8SsPR5hEIsm9SlEZeqKqBpZocFDmlgwDHbV0ulmMeqt/V9wnfjbuoe2SloppndoQCpmTxh5UEbGAAEwbLUhvl9FwoaAJQtCGNzf8tW42GlHGwI2jQrfWGl8pjPjp0ntdA6i7MegVWrWNjXQUWzU9A4pKEhVCdaEzRuQbDL6iaCgOCmc22VK7Nel2WI08hUn7VT0GZYMWOLuVYIBJiyaMw9VqiMjyP1ox8j/qY3IjAysuB9k6BZ+NCc5hMiyxB7elyVdKGloiURF0JuPGg5x/naqRYarVaZP9AmxBnesQOQJOR332/5GUopig8/DCKJtuN5uuETtEWienoCQixmuQPhsnPFYifU3HqkFcLbtqH0+BO2vgi+cPCJux5ccpZ6eqDaKGjqHMs+sw3D8WQDi0nZDHE6KFfBc85FdWKipZE8/fOfAZqGnuvea3sMpybWmhsFzQVBKz3xBOSREdvQCA/3WIFdWweCFomAlsu2YTTu67Ks/G38DTv1y+xVZ5c84RD+0pJJS58VIcRo9+TOg6aXmHIiKI2TuzTQ70jQnMLytTZALghaiy4CHIF16wBRRMmBoPFQUqsOC0Ats658rPXCa5ZjceFBA2Cp6PH5oOvtb4fQ2dlSYXRS0EyVxyLEyXsG26mKZnV5O4JmEAu7el1U11GdmrIkvhzykHUZEy2VghAOt/SwNYxnzVrm27KYb81sQ6sQpwsFTZ1m3j67uTawbp2jgpa66SYAQO8f/3HL92VeamPMQkHj84mFpxUAQtu3ofDQQ7bjAFiSgFXdSiEShpbJOHh9nedrTtCslHUz09fmPhEiEYS2bUX+gQcsP6NOTUFLpaBs2mQ7nqcbPkFbJCrjpyzVM4ApWABQPtw6zNnc5qkVQlu3gpZKKNn0rCvu388+u22b5WfE3h5oNh40bc5Z5XFqt+HUpoajpkgcXvBe6YkDCKxZA3lw0H4sxuJrVTrEzmfFIbghaAcOmPWfrBAYHUXl5FjLMA01DMNOqoibno96LgdIUkPGYz3MpBK7cioZHtawJ2hW6opeLrPMLxvCKUQjrjxomVtvxdTnPgsAC85J7mfdBOwmdTVhhCUdQpwzX/4yJj/zGduxtOoiwCEEAgisGW15vzYcw1TQrEMswU2bLHv01kKkDgra6lUAIbYETYhGMfBXf4kN99xtNqKvh1MxVHXK3sgeft52pkTcb73Q6cUCQIjl/QoAskHQqqesFbTCnj3QEglEXvhCy88AgDw0BG1+vqVao6VaF6ltRmAtKwRs5Ysr7mNzbWDdQs8XwMioEI3ahzhnps1wnRWUdWtROTlmu2HL3/8Awlu3WoahiSxDXrnCUonjaqAV2QSAyPMvRnV8HJVxexVNL1sndYU2b4aeTi9Qdhu+n2ndnaEeTgqamXRnE+IEgMglO1F6/HFLWwrvpRr0CdozF3qphMKevQhttyZF8sgIhFgMxf2t491qygVBM0iXXZizuP8RSENDlp4GoFb01gosG85+5+4U1tBzWQiRCIhoLw3bhYxKBw4geN55tt8HgOAFmwEAxYdbX1stm7UlIQDMvnxW2Wjq/Dyqp08jeL79eEJbtwLVasuFV89kWMKDw6LrlqCJkYjlzttNWRZumLcLccqDg6haqAg1lch6EhQjUVcetMSN/4bMz38BAC1DnLRYRPa220A1reX3m+vLLRhHPI6+j34U8ophpG76ga0qaNVFgCO4caNj30gtMQcSCtluUILnn4/q2FjLxcGuK0I9hGAQ8tAQKsdPtHy/dOgQlA2sPZOVp0fsirMacRbhcHVmGpBly8VOiEQQ2rIF+fttQkVF5kuyVeW7uyGEw6icOmX5mfTPfw4hHEbsZS+1/AwAyMOsoC7vj1wPLZ2G4BCtAABljWHQt8igzO3aBXnlSigbN7R8HzBKbdhFK6ZnLIkvR2DtOqBaRWWs9XXR0mmUDh5E+OKLbY8T2roVhX37Wm50nEKcAMzjFx580Pbv8CSBVoi84AUAgPzu3Zbf13JZd55hWbYhaMbcZJMkABhhTkpRMDyazSgdOAgQgqBRSHmp4BO0RSC/ezdooYDYlVdafoaIIsIXP79lvFvLZlE+dBjBDdYPOsB8FVJ/v6mStUJx/35GEuyO09vDyoJYKBJO9ZeAOgXNQnFi6efWDzuHvGIYQiSygKCpySTUyUlXBC2wcgWk4SFL+V3PZGxJCFBXZNYijZwTrpCDgsavfXH/QhLt1LqHg5cDsVOeqlNT9llODmVZKKXI/e5e9vdsQpzhSy6GXii0vOfMmm425yNEo6icHLNXESYmUH7ySTMtv3lyj73spZCGh3D6Tz6G2a9+reUx3GQe937wAxi8/noA9ouMVRcBDmXjRlRPn7b0k1JKkd99n+OkztXYVmRedZGow2GVyUkpRfnQYXMTZAWnZ7k6zVQeuyzoyM6dKD3xhOUx9GLRNrwJsJC4XakNvVRC9rZfI3bllY7Hkoc4QVsY5tRSKVubAkeAE7QWYWi9UED+/vsRveIltqRT6u219KBRSs0Qpx0Uo69m6WBrtbWwZw+g6whf/Hzb44R37ICWSLS8V8wQp82comxYD7G7G4Xf2xM0uyQBeWgIgbVrkb/PmqC5iXgQQYDc12eZ3W3VDqwZoa1bWPKd0ae6GaUDLIrjFAl6urHsCRoh5CpCyFOEkCOEkE8s9Xjqkb3jTggdHYg83/4Biezcierp0wt2iPn77gNUFdGXvMT2+4QQhC++GLm77265OFRnZlCdmEBomz1BE3t6mImyxc6dUgrNplyBeYx4HEI4bMr8zWA96pwJGiEEyoYNCwha6YAhLbsgaAAQuegiFPbsWUA6qaqywr0OCpqgKFA2rEf2N7tavl96gk2OTiFOqa8P8ooVLVVOzSVB4+Fwq/IjpYMHkfvtbxF7+cstj2H247RQ0KY++1kk/vVfEbnsMoQuuMDyOJGdOwFRRO7ehWOp7VJtMqUuvRTlw4dx5MqXW7bxyRpZvMNf/hLkFSsQWLO24f3AqlVYf8cdiF5xBVI339xS6VHnjDZPTp7HCy6AEI1ahuOoqqI6MdGyiwCHspERr+I+i13344+jfPgIOl//eoexGAStRWa2lkiAhMOuFobAmjWonDix4N5XZ2agZzK2Cg/g3MbHrgYaR2TnJQClyP/+9y3ftzOO18Ou1Eb2jjug53LofN1rHY8jGfUoW2VyWvXhbIbY0QGxrxflFokC+d27QSsVxK64wv4YNv04tVQKtFJpmS1cj+CmTRD7epG59Vct388/+CBm7ARWAAAgAElEQVSIotjaWgAgvOMiAAaha4KezbJakTb3GxEEhJ//fOQfeNCyI4eaSKBy9KjtBidy6aUoPPRQaxuIrjO7j00pI47AhvVsLC3UfackHQ4hFELo/PNR2GNB0A4eXPLwJrDMCRohRATwdQCvBHAegLcSQtyt3E8zqKoit2sXoi9+UcvCfPWI7NwJAAtUtNxdd0Ps7HRUvgCg+53vgJ7NInXzzQveKxkN2Z2OoxhKXerHP1nwHm+Ia+crAlgJhvib34zMrbe2zOxhIThnggYwRaJ0+HDDAsNVheB57h6O8EUXQUsmF+x2zWxShx0ZAMSvvRalxx9H8bHHFrxXfPQRxwQBjtDWrS0JmpsCwAAQPPdchLZvR/J//mfBREgpxcw//iPEjg70fuD9lscQolEIHR3I/fa3C8KC5aNHkfrBD9H1trdi5MYbbO9bMRZDaNs25H+3sCo7z0C0I5x9H/4Q1v7yFpBAADNf/nLLz+R+exfk1asQu/JKrP/NnQhdsJAEE1FE1zVvgTY/j9w9C7tPaIkExF77+nIAu2/DF13UMhxHdR2Tf/lXUGdnEXnhpZbHiLxgJ6T+fiS+dUNLFTr1k5+AKAo6Xv0q27FIXV2Qh4dbErTqxKRjeJMjMDrKalw1EQGu4gadFDSDoFn5gtTpacsEAY7Qli0g4TAyP//5gmuil0rI//4hs7SIHQLr16Fy4gRKTz7Z8DqlFMlvfweB0VGEL7nE8TjyQD/Lkm2Ryaml066eYwBQRtcsmFMopUj96McQOjoQvvBC2+9LvX2sdEiLWls8PGflG+MgkoTOP3gNcnffvYBEU11HfvduhJ63vaW/sB6BNaMQe3pQbEXQjIbtdiopAHS84uVQp6eR+sEPWr4/88//DL1SQc/7rrM8RuQFO0FLJeTuunvBe9k77oSWSiF8iX24FmAdT9TpaWRuv33Be6YHzcXvHN5xIYqPP77gN1Ln540ojk/QnPB8AEcopccopRUANwF43RKPCVRVMfHJT0JLp9HxKvvJGGA7XWlgALl77jEXTappyN1zDyKXX25ZYqMeoS1bEN6xA8nvfKfhYa3OzGDmn/4ZQjTqqDpFXvACRK+4ArNf/SqKjz1eOx9KkbjhBgCsJpETuv/oXQAhSNxwY4OBtXLyJMrHjzuqGRzKxo3Q0+mG9PrSgQOMEDmkW3OEL2K7w9xdd5sLBKUUM1/5CjufVascj9H5uteBhMOsgnjd+aR/cQtyd/7GcbfMEdq2FerkZEM2ml4oIP2LWwC0rq/VjK53vB3Vk2PI3l6rw0QpxcwX/x753fej98Mftp18CCEY+PhfoPDQQ0h845sNu8zEt24ACYXQ+5GPOBIaAIi+8FKUDhxoyIqrTk5i9mtfQ2DdOtvkGABQ1q5F7/uuQ/6e3yHXRPSyu3ah8MADiL3YPlQEsJ232NeL+Ztvbvh9SgcPInfvfQgMOxMAgKk91bGxBmVEL5Vw+k//FOmf/Qy9/+cj6HyNTd29YBC9f/xBFPfuRfaOOxoISX73bmR+cQtiV17p6KMBmCJbfOzxBlUw+5vfIHvHHYhc+gJX58MzOUt1fSzVRALTX/gC5FWrENy82fb7oa1boWzYgKlP/zXyD/6+caN08CDLmrQoscFBAgH0vv99yN5xJ5L/9e2GjUXyO9+FOjmJ3g99yPFcuv/wDyF2dWHi+k82LJjFvXtRevxxdP/RuxxJBMBM8VJ//4JMzvkf/BBaMmlbKqcegbVrUT5+vOF8sr/6FXJ33YXeD7zfcVMevfxy6MUiTn/0TxoSFqimIfVDtsl2en4AoPP1rwNUFZlf/KLh9cTXv4HKkaOu1h9CCMI7diD/0EMN51M+fhzpW2+F7OKaxK66CuGdl2Dmy//U0EeZUor5m25C+sc/Qfc732n691ohsnMnlA3rMXH99cj97ncN8/XcDTdAXr0KHVdd5TiW6OWXIzA6iuR/fbtBjVMTCWTvvBNib6/j7wMAoQsvBKrVBhsH1TTM/P0/sPcdlMmzAWKXIbXUIIS8CcBVlNLrjH+/E8DFlNIPt/r8jh076J4Wu4QzBS2VwvGr3wg1lQItFND30f+L3g9+0NV3pz73Ocz/z/dZllgwCL1Ugp5OY/jLX0JniwKDrZC79z6cuu46QJIg9feBlitMKRJFrLrhWyZZsUN1ZgbHX/s6Vgyzvx+U6qDFEvRcDvFrr8Hgpz7laPAHgMlPfQqpm38EoaODnU+5zKprRyJY8U9fRvSyyxyPUdy/HyeufSsgy5D6ekFLZWjpNGIvexlWfvUrrq4JpRTHXvMaVI4chdjXCwLCrm02i573XYe+j33MFRmZ+vwXMP+970GIxSCEw6DlMrRMBuELL8Sqf/9/jqn5AFsoj199NQBWIoKWK9DzedByGX1/8ifoff/7nM+nWsXRV1xlhNsYoePn0/WOd2DgLz/peD6UUpz+2MeQ/dVtTFEzyndoqRS63/MeDPzFnzuOg53PUzj+hqsBQtj5VFiNISJJGL35ZihrrSdjDr1YxNFXvRrq5KR5PrRSgZZOQzlvE0a++U1HJQEAZr7yFcx96wZ2PtEoO59sFlJvL0ZuvMFRLQLYgnTsta8DNA3S4AA7n3wetFRC/5/9Kbrf8x7na1up4OgfvAbVsbHa/VapQE+nEVizBiu/8XXbRYpj7t//AzP/+I8QIhEIsZh5vwU3bcLq733XVViwOj2DIy95CUAppMFBZl8wlOPRH9zkyuBcnZ7Gibe+FerEJOt0IQjm+YjxOEZuvAGhLVvsr4muY/zDH0Fu1y5W0iMWA1VVqHNziF52GUa+8XXHcQCMoI5/6MOMZA0Ogmoq9HQGRJax/re7HP1nHCff8U4U9uyBNDgIIoqsI8LUFCIvuhwr/+VfHBUnAEh+778x/fnPQ+jogNjRwQoiz81BOfdcjH7/f1zNkfPf/z6mPvs5QJIgDw2BaiposQRtfh5db3sbBj71V67mpuNXvxGlAwdYWQ5JMs+n8+qrMfSFz7s6RvK//xvTf2OcT2cnqKqysiOhEFZ/9zumvcIOlZMncfwNV0MvFCAPD4OCgpYr0ObmELn0Uqz46lctC2hzqLOzOPnOP0TlxAmIPT0QgkHQahXqzAyGPv83iL/pTY7jABjhnvrrvwYJhSD19jJLSzoNqutY8c//hJiDbQhgiuqhFzDFXB4aAtU1tgYlk+j9yIfR52JjcSZACNlLKd3R8r1lTtDeDOAVTQTt+ZTSj9R95v0A3g8Aq1atuvCki6a77YJWKpj81KchxjsR2r7dFdvn0MtlZO+8E4UHHgSlOoSAAjEeR88H3m9bObkZpaeeQuaWX0JNJECUAAQliI7XvsbRxF6P6swMsrf9GqUnngAJBECCQQTP2YjON77R1cMOsGuRvesu5O+9D1TXIChBiJ0diF9zrW0maTMK+/Yht2sX1MSccT4KOl//ek/xfy2VQua2X6O4fz+ILIEEFCgbNyL+lje7P59qFdldv2UeE7XKziceR/e7/tB1WARgykPmtl9DnZ4GCSoQFAXRK16KiIORtx5qIoHMbb9G6fHHQWQZRFGgrF+H+DXXeDufu+5C/r77QKtVCIoCIRJFz3Xv9XQ+xcefQPaOO6BOTYEEgyBKAB2vfCXC27e7P5/ZWWR+fbtxPhKIHIC8ciW63vF2V4slwFTr7K5dyN9/P2ilYp5P19vf5liOpR6lp55C5rbboE5MmucTfdGLEL3UOrS54Hzm5pC9/XYUH30MRBJBAgrk4SFWc8wFseLnk7vnHuTvvRd6qQyiBCBGY+h65zscyy/Uo3zkCDK3/RrVU6fY+QQCiL3sZZ7uNy2dRvaOO1DYywpzEiUIqb8fXdde41rJ1kslZH51G4r797PuAaIEIRJBz3XvdUXAOfL334/cvfdCnZkFkSQQSUL0JS92rWIDQOXUKWRvv93wtxJAEiEPDKDnAx9wPdfqpRIyt/4KxUcegV4sgEgyhFAI3e9+NwIr3Sm2AJB/8PfI33svqlNTIKIIIksI79iBzte5DwRVp2eQueWWml+Xn88HP+j6+dHLZeN89kMvFEBECUQJoPvtbzetL67H8oufo/TUIfN8ghdsRvzNb3KlcAIskSx7550oPPh7QNcBSYTU3YO+j3zY1UYYMBJy7r2P+bIzaRBJBgnIiL/pzS2tElYo7N2L3O9+h+rpCfN8Qtu2I/7Gq10fY7F4JhO0nQA+Qyl9hfHv6wGAUvp3rT7/dCtoPnz48OHDhw8fZwp2BG25e9AeArCBELKGEBIAcC2Any/xmHz48OHDhw8fPp5WOLvTlxCUUpUQ8mEAvwYgAvgPSql913AfPnz48OHDh49nOJZ1iNMrCCGzAJ4+E1pr9AKwrsbpw78+9vCvjz386+MM/xrZw78+9vCvjz2e7uuzmlLaMsX/WUXQlgKEkD1W8WMf/vVxgn997OFfH2f418ge/vWxh3997LGU12e5e9B8+PDhw4cPHz6ec/AJmg8fPnz48OHDxzKDT9AWjxuXegDLHP71sYd/fezhXx9n+NfIHv71sYd/feyxZNfH96D58OHDhw8fPnwsM/gKmg8fPnz48OHDxzKDT9B8+PDhw4cPHz6WGXyC5sOHDx8+fPjwsczgEzQfPnz48OHDh49lBp+g+fDhw4cPHz58LDP4BM2HDx8+fPjw4WOZwSdoPnz48OHDhw8fyww+QfPhw4cPHz58+Fhm8AmaDx8+fPjw4cPHMoNP0Hz48OHDhw8fPpYZfILmw4cPHz58+PCxzOATNB8+fPjw4cOHj2UGaakHcCbR29tLR0dHl3oYPnz48OHDhw8fjti7d2+CUtrX6r1nFUEbHR3Fnj17lnoYPnz48OHDhw8fjiCEnLR6zw9x+vDhw4cPHz58LDP4BO1ZjkKmgl996zGU8tWlHooPHz58+PDhwyV8gvYsx/hTSRzbP4uZk5mlHooPHz58+PDhwyWeVR60VqhWqxgfH0epVFrqodgiGAxi5cqVkGX5jB43PVMEAJQL6hk9rg8fyx2VkorsXAk9K6JLPZQzgtOH5rH/zlN45Qc3QxDIUg/Hhw8fTzOe9QRtfHwcsVgMo6OjIGR5TmqUUszNzWF8fBxr1qw5o8dOzzKCVin6BM3H0w+tquPBXxzD9pevQigaWNKxPHbXOPb88gSu+8rlEMVnfrDg1IEkTjyaQDFbQaRTWerh+PDh42nGM3/WckCpVEJPT8+yJWcAQAhBT0/P06Ly+Qqaj7OJyaMp7Lt9DGNPJJd6KEjNFKFW9WfN5qSYYz7SQrqyxCPx0QqaqmN2LLvUw/DxLMKznqABWNbkjOPpGmM6YRC0Z8ki5WN5Y36qAAAo5ZY+KSU/zzY85fyz497n17SQ9QnacsST90/i5r97CPl0eamH8qxDtaIteqNVyFRw/0+PQtf0MzSqpx/PCYK21BBFEdu2bTP/98UvfvGs/N1KSUUxwybziq+g+TgLmJ/MA8CyyBrOzbOF8tmyOSnm2LPsK2g1lIsqvvPJ3Rh7Ym6ph4L0TBGUAtm55e13fibi7v9+Crd+89FFHePI3mk8fNtJzJ7KnaFRPf141nvQlgrJyTyCERnhjgBCoRD279/v+RjH9s9i9lQWF79mbVtj4P4z4NmzSPlY3kgaClp5kQStWtEgCASi1N4eklKKrEHQni2bE66gFZ8lClq5UMXk0TRGN/e2fYzJIylkkyXMnspi1fk9Z3B03pE1FFu+MfBx5pCczC+a+CYn2dyUSRQxMNpxJob1tMNX0J4G6DqFWtGgVrRFHefhX5/Eo7vG2/4+95+JsvCs8eEATKr2sTwxP3VmFLRffG0/7r35cNvfr5Q0qGX2/JUKixvL8UcT0KpLHxYpZp9dHrR7f3gYv/z6o4sinJNH0gDaC6lTnUI7g+GuXJIRs9y8r6CdaeRSZZTyVVTL7a+pXN1/JimczykF7Xc/PITEGZY3e0eiuOwtGxte4zFuqlMAQLFYxLZt28z3r7/+elxzzTW2xy3mKpg+kQEoO57QRhZaepbtGHpXRp81SQKJ8Sx+8IWH8MY/vxCDazuXejg+6lAuqiZ5WCxBmzudhxQQ2/5+LlmbhBezOUmM53DrNx7Fy959Hs65eLDt4ywWuk5Novls8KDNT+Xx1INTAJjiFIq1l/E7eTQFoD2Cdv//HsXk0TTe+BcXtvW3m8GJWS7lK2hnEpqqm1ad3HwJXYORto7DN4+ZRNHhk8sHzymCdragq4yY6QZBayfEeepAEmBfRymvItzhfQJLzxYR6ggg2qWY8u4zHYnxHECB6eMZn6AtM/AdqiASlBZhzK+UVFSK6qKIVf0iuZjNydxptqFb6l13OV8154NCZukJQKWkghACWWmPRD90y3FQ43xyqTL6VsU8H0OtamwTi1qGqxfMT+UxfTwNtaItajMAsE103rjnuJL2TMf8VB4P3XIcL33XeRDlpQu21SddZJPtEbRSrmoq0BlfQVueaFa6ni5oTQpaO6gvU1DKV9siaKnpAuL9ISghCZVFhnmWCzKGry458cwxejqhXYV0uYHvUPtWxRYVhuML3WKIVb2CtpjjJA3SudSqCF9cCFkeIc7b/98TCIQkvPy953v+brWi4ej+Wax7Xh+OPjxr/t5eMXsyC12lEETSFkErF1VQyjKP2yGI9cinKybhzKcWRwCKuQqCYRlkiYsRH380gcN7ZrD9FavRN7K467MY5FO1+71d8ps05qZASFryzZYXPPNXhWUIXeMKWnvfL+WqGDswh5BBytoJF1FKkZzIo3s4ikBIetYkCfDdD18420W1rC2LdOv0bAE3/t97MH38md+Ka36yAEEi6B/tWFSIk5OhRStoBFDCi7v3kxPsPmuXRJwp8AzOzv7wsghxZhJFZOfaCxVNHklBVynO3TkEQtq/tpNHmf9s5TldKOW8XxNO3OfOwGaPbwhCHYFFJQlUSiq+85f348kHJhc9psUik2DnlF/ipId6T1822R654ur+yKZuZOaKixJPzibOGkEjhPwHIWSGEPJ43WvdhJA7CCGHjf/vqnvvekLIEULIU4SQV5ytcZ4J8BBnsweN/+8Tn/iE5XdT0wX88G8fQrmoYtvLRgC056/Ip8ooF1T0DEeghCWoFR2aevYJia7pZzTrjPsHkhN5UNreQ6apOm76mwdx/0+PnbFxecX0iQw0VcfMiSw0VcfEkdSSjeVMgFKK448mMLC6A+GYjGpZa/t+MxW0NohVarqAXd85iNRUAZGOAIJRGeVFqMemgrbExm8+B/QMR1DOq0vyLNejXFBRKbVn2B4/OA9BJFixsQvhjkDb6uTMySw6eoOID4bbmiM5QUueXtxmD6hlcA6t7UQ+XWl785dPlaGWNcycXPqCt1ljrl3qe5/PB3JQbJ+gTRUgyQJWbIxDVynyy0CFdoOzqaD9F4Crml77BIDfUEo3APiN8W8QQs4DcC2A843vfIMQsjiTwFmEGeKk1MgU0rB//37zf3Z10B7ddQrFXAVX/9mFWP+8fgDtKWhzxs6/Z0UEgRDr77kUmZwH7pvEdz91/6Kyb+qRmS1CEAkqJa3tnerhh6aRSZQwc2JxqlW1orU1YeTTZfz47/fgwL0TmJ9m3sBnesh24lAKqekCznvhMIIRdr+1q6Lx31Wr6p6zJ08+PoeDuydxZO8MIl1BKGG57TIb1YpmbgiWXkFj17J7mPlvlrrURqWoolJq77qeejKJwbWdkBURkbhiFhT2isR4Fn0jMYSiMiol7xsCTtzPjILG7o/BtZ2gOm0705x/Lz2z9J5hHq3ILrGClk+VIcoCeoajDdYFt5g8ksKpg0nEB8Po6AsBADJtqr9nG2eNoFFK7wHQ3P/ldQC+bfz3twG8vu71myilZUrpcQBHADz/rAz0DICHOIFaooBbTB5LY3BtJwZGOxa10HFzc/dwFEqYWQ2XIpMzcSqLaklDcjKP2bEsDu5uX7pXKxry6QqGN8QBtBfmpJRi/51jABY/Ce699QR++IWHPP/GmUQJlAIzJzNImQRt8bv4pcQTvzsNJSxh/YX9UPh922Y3gXoy5FVFq/9utEtZVIgzNVUAKNvkFLPVJSm1QSlFPlU2Q3jdw6zx+1KWmtFUHWpVR7UNBa2YqyBxKoeRTSxYEokryKW8n0ulpCI9W0TvSBTBqHcriKbqUCvs95w7AwpaLllCICShayjM/t0mqeG/a2pmaQkE1alJYpY8xJkqIxpXEOsJet4Qz5zM4Cdfehjp2SI2XjSIjp4ggJo6uNyx1B60AUrpJAAY/99vvL4CwKm6z40bry0AIeT9hJA9hJA9s7OzT+tg3UJXddPg6SXWTSnF3HgOg+tYdqIcFCEIpK2in8nTeUQ6AwhGZCghg6AtgYLGDZnJiRz2/uoE7rnpqfaPZTyco1t6jWN6m1gppdh3xxjmTufRNRRBPl1pWwUAgNlTOZTyVTNxwS14yCAxnqsRtKnCon0RWlXHzMmz72WrljUc3TeLcy4ehBQQz5iCBnhXffOZMoIRmS2WA2FG0NrcmCTrfCsA2mrhQynFzMlM2+H4Y/tn8e1P7sbpQykEQhKi3axJ+lImCvDfpFJUPZ/XxCEWyl95Lrum0bjSljo5dzoPUKB3Zax2v3nYEPB7ItrN/v5iy8Jk58uIdimIdjECsFiClkuWlrT2Xj5dNq06yyHEGYkriHUryM2XPc2TPJT5+j/Zju0vX4WYQdCeKZmcS03QrNAqfaXlr0IpvZFSuoNSuqOvr+9pHpYzqE6h6xSSkZbsRV3RVApKmY8BYP05lajcVsmCuYkcelaw3XbAUNCWIsTJH4S5iTymT2agVnRU2yzgyzsjDIx2INQR8KygPfCzY7j/J0exZmsvdrxqNTvmInaqKUOB42qlW3CimZzIY366gEBIglpuL1xajwP3TeBHX9zT1mKTmy9Drbb3u+RTZegaRf9qlunFF8x2e2DmU2Vzg+NdQasgPhDC2z97CXa8ehRKSGrbg5acyEMQmFcKaC+Tc/p4Bjf/3R5MHG7PY3j6UApUpxh/ch7BqGxmcy9logAnN5QCqkcSMXU8A0EiZtZkpEtBpah6tkAkTjGPVu9IFKEou9+8ZHLyuXB4PVPjp46lPf39ZuTmS4h1BxHtUsx/e8H3P/cgHtl1yqz3RWmtj/LZRLmo4t4fHTbrhSoRaVEhTk3V8fOv7mNlo9oEJ2jRriB0jXq693n1gqBxj0iyiFBMXvKsbLdYaoI2TQgZAgDj/2eM18cBjNR9biWAiXb/SLu713agGeFNSWaWObdsn1LKPBQEGFhTa0MRjMieF1xd0zE/WTD9KqaCtogQ5/iTSRx9eMaT94Xq1FTQxp+cN30a7Ya+eFZRrCeIeH/Is3I19sQchjfE8coPbEaPESpKtRnm1Kq6KZMnPBI0vrvWNQq1rGF0C2tRs9gw59xEHpR6V64opfjB53+PB9pMmuATJs865pNh2wpaqox4P/OKePWPFdJlRDoVhDsCkGTRDHG2MweMHZhD3+oYYr1s191OqIf/1rNj7Zm+632SIYOgCSLB8UcSS5aJVq86e930zZzIoG8kZrbwisYZofGqoiXGcwhGZETiSu1+8zCv8KK/o5t7EesJssSS6fYtD7lk2QypS7LgyYReLqpITuQxdTTdQD4WM552MX4wiUfuPIXf33IcACOw+fly22vo+JPzOHVwHscf8R7dmp/K4+DuyVqIs9sIT3pQv/gGj9t8AEAOSm2F55cCS03Qfg7gXcZ/vwvAz+pev5YQohBC1gDYAOD37fyBYDCIubm5s0bSePaOFHCvoFFKMTc3h1JKR/dQBEpYNt8LRiTPhCabLEFT9RpBW6SCRnWKX37zMdx24+P43qcfcG3GLWQq0Ixw79x4jcS0a3DOJIqQZAHhjgAinYpnH061rCESV0AEYppF250E04miWfeo/tzcIJcsmfcHAKzdxpTfxZqVU9OM4HmdfIrZKkr5Kg7vmW5r0ee7fq7uLCbEqaks67d7iN27nhW0dAXhTsX8txKWoavUs9KTni0icSqHdc/rr4Wt2th1c/WuHb+kpulInMoh0smuayjGSOfON6zDiUcTeOBnRz0f80ygfqPn5V7TNRaC76/rgxgxCJrXa5s4lUXvSBSEELMLgZdSGxUzxBnEa//PNlAK3PU/T3oaA0e1oqGUryLaHWRRj7A31ZYb3zOJIoqZihnGXoy63y64ij87lgUIMLQuDk3V295UH32YaS68DpkXPHz7GHZ95yB0lSLSpdT9zt5D2YFQHUFTxDOWtPZ046wVqiWEfB/AiwH0EkLGAfw1gC8C+CEh5L0AxgC8GQAopU8QQn4I4AAAFcCHKKVtXdGVK1difHwcZ8ufVi2xhzWcDqCQqUBJSggEnS9zMBjEoV0ZrDynsXFwMCI3ND13A17UMtzBHvTAIhW0zFwRallD36oYZseyyKfL6OgJufgee9iH13fi9KFaiMdrUUldp7j/J0fw+D2n0buSTcrhjgAKHj1BalmDbBAjOSAi2qW0PQlyYtfRG/Qc4szNlzG4thNTR9NQqzr6V3cY3R4Wp6Clptm5ePXV8XBMIV3B5LG0GfZxC06U+QQqBQSIktBeeZh0GaAsW/HovllPmwq1oqFSVBGJ14o683u/UlAhe6gWf3QfW1jWbe9DIChCUsS2FDROUttRR5On89BUHTtevQa/u+mQGcrb+tIRTB1L4/G7T2PnG9Z7OialFI/+dhwrNsbRu7K94qP1v4mXey05WYBa0RsaVUfaUNB4jcfzL2e2ZCXCfmMv8wqfC5WwhPhAGOddOoz9d4yhUlJdzdf14AQrZoQ3lYi3zGFOinhIs2swArWsIzXbvoKmVjToOvV8LvU2i2hcQaexkW2nHZem6ThmKGftdLLJzpUQ7VYQ7w9jZFM3BG578EB+K0WVzUd1hcDlgLjoPtlnC2eNoFFK32rx1kstPv8FAF9Y7N+VZRlr1qxZ7GFcIQKHrPAAACAASURBVJ8u4wef/z1CsQDe8smt+NZH7sKOV45i62vXOn5X03RkE8cR2xlseD0Ylc12Jm7BFwU+ccmKCCIQlIvt7YJ4ltPo5h7MjmVRSFfcETRjwhnd0muanCtFFSWPCtqRvdPYf+cpbHz+AC5+HbuW4c4AKiUN1YrmeuGtljXISu2Wjw+E2w5xcoK2dnu/54k9N19C30gvKkUVyck8onEF3UORRYU4KyXVXOS8Kmj1IYOjD894J2jZCkBgEghCCFN+21DQeNVwnq3oZVPBw0p8YwLU1ONSoWqSATc4+vAs+lfH0NHL7vNoXGlPQTN8ePOTrG4fIe6rw/PnfmRTN676wAWID7AMQUIIuoejOPrwrOcuFJlEEff+8DAEgeCFb9mAzS9e6eFsGMoNBM39vcbDtYslaNWyBrWqm4qtKApQwt4iDXyR5/fHyk1dePjXJzFxOIXRzb12X10AHsaOGiE4JSSh5OG+5QSvnFeRpkWMDkXQ2R9aVJb5ru8+iWK2gtd9dLun7+WSZYQ7Ayhmq4j1BBExSGc2WfLcbWHiUArlvIqhdZ2YPJpGKVc1w9HuxlLC4NpOvOK6CwDUijV7ubblompafDjkoLgkfux2sNQhzmcV7rnpEKolDS+/7nyIksAMyi4XKT6Rh5puYO5B8xKi5YtaMFxbMAMhse16UM3ZbG4zlPjCv/qCnobve9npUp1i769Oomsogpf90XkmMeSLsNtsNkopqhUdklK75eP9YaSmC22Fv1MzBYRicq3kh0typVY1FLMsHLLx4kGcc8kQiEAQHzTG0qavqF4JrJS9/c581zy0vhPH9nlXmouZCkJRuYEoKG14J4FaxW+mlHpTaHiWZb2CZob3Pdz71YqGmRMZ875lx1TaauHDvU7t1O2bOZlBMCKjozeINVv7GnoQ8kXHa7FYPjcIEjHLzXhFY4jT/XWdPp6GEpbQ2V/b3AWCEkTZm9paaeErCkZkbwpa0zGG1nVClAWMPznv+hgc/PnhofBAWPJEALJ17YvKBRXhWACd/SFkZttPGkrPFDBxJOU5EzSbLKF3ZQwXXrUa5+4cMpMe2sm0Pb5/FlJAwNaXMju5lzAnpRS5+bJ5TYH2IkGVgopAuHFNlQPPnBCnT9DOIGZOZrDuef2mAV2JyK7ZPvdl8Zo+HMEI89B4uaH4wsi9QACb0Nsts5GcyCPWzSp2A+7LDWTmigh3BBAfCGPzS1Zi25UjrG9e1v1EevzRBJITeVx41eqG3nRhw5fjNsypqTqoThuaO3f0htquiJ6aLiA+EEaP4fNzS9DM3XZXEFuvGMGL33YOACOsUdE9qTQnH5/D7p8cwVMPTmF+uvb3K0Vv55NLliEpItZs6UNuvuz5PilkKgvCH+0ktwDAzFgWgRBbxAMhbyUyOFmP1HvQjCLNXs6JL6715xSKtZdNXT9+ryHsufGc6bNqBlfHvWao8nu9eyiCQrrS1uak0qaCNjeRR+9IbMH5BIIiKh7mt1p4ss6rG5U9edDKeRWiJJjJXJIsYmhdJ8af9J5tmJtnbcV4woNXD1o2WWqoWxDqCCAUCSyq9EcpX4WuUiQ8+mOzyRJi3Qoufu1anHfpMMIxlpTiNSuVUorjjyUwsqkbfUZ297yH+7+YrUJTdcS6a8+yKAqQFW9CQysFTVKEZ0yI0ydoZxDlgtpAioJh9woa30E2S8DtZMSV81WA1MprAGwya7se1EQO3SsiCEZkCBJxvZvKzpUQ62HG2cuv2YjBNZ2eJ9JTB5IIBEVs2NHf8Do3TrtNFFDLbCdZT9ACIfbfXlQAgE0+nKBFuhQQUmv14oRaOKQx3NZlhK9SU+7DGg/98jj23T6GO//zAPb88oT5uucQ53wJsS7FrBHktZlwMVsxw00cgZDUFvGdPZlB36qoabb2okTw+7KBoLVRpJlP3vX3SjDcHuEs56voGvJG4s3vFtQFijpHu5nZ/HrGB8NQq3pbv1E92fXy7BSzFfO5rYcc9PY7m+HJSG1+C0W9K2j1ChzAFP6503nP9e5yyRLCsQBEo7SSEvI21+aSJfSujJr/DncEoESkRfUL5n/fiz2mWtZQylXNUC0AEIEYmy1v99nc6TxyyTLLku0KQlJETxsUTgjrFTTAO/mtFNWGBAEAkBXJV9Cea9A1Vlm7ftLwpKAZk0urECfgraZUqcB2DUKd4tSuJ0jTdMxPFdAzHAEhBJFOxYOCVjI9PByhaMBbvaKSimBT+AyoC3G6JGg87CfV+dW4Z8zrInVk7wyK2SqG18chiiyr1K2BnE88saaJh6uT9UqYE4q5Kjbs6Ef/aAfmpwosHEG8hzhzSaOGU3fNb+IFrRQ0WRE9E19N0zF3Oo++VcyjFPCo+hYyZQgSaXwGw96VpmqZZ2LX7hVe8Nar4lTKq4j3h1jdPo9ZupWyBtnC12iel0e1k4eM+YbAa6INwBa9UMxoH+fh2SlmqwhFFxK0QNBbyImThWCdghbu9FbwtlyoLiBovSOMJHlNysrNlxpIDd9YuLUrZJMl9KyImnN9OBZo+/cFWFJVjaC5r+9mzk3djXMT22x5G8eJxxIAgNWbe0AEgu7BsCcFjZdkah6LEna/pgKMqDb/znJA8Anacw2t6q14UtDyFgqasdh4MsDmq2a7ndpx5Lay6tLTRegaNU3bEQ8TYSlbMSdyjlBM9hTirJQajf0cwagMIhDXZLGVgsb/28vDWi1r2P3jI+gdiWLjxYMAeLsalwTNmHi4+ZYj3BFAICRh3oOCVspVEYoFsPMN6wAAXYNhRow8hjizSbbAtFNnCAAK2SrCTQTN66ILMIVJU3X0G2ZkJeRVQasg0qE0hNACbXi1WiloSkQG1alndbJcYM/iwOoYJo94K4ZaLamQg60TYMz+uu0qaANM1WunaXS5oCLcwZRjt7+PWtVQLWsIxhYqgrLizbTdqnRCZ38IxWzVNRFvtXDXNsNeyxqVzQxOgK0BlLqbV3RNRz5VRqw7iA6j3t7/z96bRslxnVeC90XuW1Vm7UAVCjtIggC4ACK1cjG1uy2L6m5rcbcl99ia7hn3mWmNfFqapVttj3vUp+d41Gcsjw/d3bLmjG2qx9Y2kqzVpkRtpACSIEhwwQ4UUKh9yzUiMt78ePkit4j3vqgqIgtg3HN4CGRVBl5Gvnjve/e73/3S/fEmQ7qutHpz/DMX6AyafO47gyJx2Ao27y8+P4+RnTmXzS6MZQKtbWsug9a+TgZl0DyLBBIR2KbTMx/BIAgDtE2CfJBadRGCQaNNJleD1hFYuX0NA0zKaslG0mPxCXINCenNJX2pMvm4W2mnAuccZq3eVdmYzMbcahwKrJqNuMcmZRgMqVyMzKBZHpuu3PyCMD2vPn0dxaUa3voP97sMZbaQpAetRQuxRKSr8pQxhsJYmryI1esOzIpgFyduK+Ced07ijrdsRzwRCcSg2aYoWsgNJESaJmoEYtCsWh12rY5UX4cQdx2LujRzldViQTVopZWaq02UiEQNGBEWOAgHgFhLQUlrNWgQVBuBwMQdA1iZq7iVzTo4DodtOognvAO0dTNojeA9v0EGLZGOCmaFeF/locwrZRtPBUs5eRUJ5EcaEgGibU6tbLtBrsR6/PuEmL2dQZOBI2WulFZMcC4CEenNmMrF3X1kPQya3IsGtmewMlshfx753Eupg0Q8FQnEoHGHY+7KGrY3OnAAzZZa1M46xcUqIjGji7AI0rqNc+6Z4ozKg/lNoEMLA7RNQrWjbFv+2SzTqO5q0UI8FXUdtiXWw/LUypZnoFcr24Ebe8+cX0UkZrimtxli7zyrVgc4uhiAVDYeiMmzqv5pHuGFRgzQ5Ka7wRSnDAhlv1RAsGHUCj3bqreZ1LaiMJrGMrHSqdqREn/zB/Zh/7HRhpUJ/fPIcecGkmAGQ3YgEYhBK3eY1ErEklHYlhNIQzN3aQ3xZMT1XhKFLfS54qWFA4IbU8rfbU1xrkdqULcc2LU6kumYW8F85SWaCN2dr7oUZ0CGxazYiMQMV3y9nqbrtcamJ9ha2r/vzlcPL614IlgAUC0LjW0rMyIDNKo1hZcGrRmgBWDzSjZs02ljemTqlcIKukHRQBKD27OIJyNIZmPrSs1LyIBs4nYRIFFT62uLVTCDdekE48lga0qlKAoUWgX+mf4EOKeblBcbvU07C0qC6FLF+sM9UpziubbN3vU6pSIM0DYJXpVF8VSD6iZE6hUfj5j1BGhVnxQnePCUyPT5FYzsbLZmyfQnYNXq2gVVjreTQUvlRKBYJ27cZrXuyaDJsdCLBOSGt8EUZ7WOSLTd+DCbF/0EKZuMbTpu5Vgn8mNp0cCdsADJDa/zexbBSHCTTMkA5AaSgSq25ILbufHK78wKsAguz5ZR2JZxq3WFXUGwwCrmwTgFDdA8iwTWUTUpD23JTBSFsTSyhQQ9QGvMJb+5H0tEwBgCexuaVRFcxVPC3mI9KU6zkTYKxqA15onXGhewoKTW0Ni2VnX3DScBRu8M4qVBiyUjMAwWiEFb89BtxQMEz8UW1urut+/AB//n+2AYrMmgraOwS45fZj3Kq7TPU1ysIZOPd+l9Y8lga4o8wGfzzXsiU53UA/VaQxfbiSAaNNMjFQ60ZE4CanV7gTBA2yR0Gh8CLQwNYZOpFk3vxcuN9gMsYF4pznVUg9pmHfOX17Btb9O4lGosKYOMzg0mFbBvnqnQ4aT74mQNmhcr0nxQA6RXavWu8QQx21QxaDLtRBEpdzJoEkH7zHV6OOUGk5vDoCWCp4/rttN2b6Q4maoVsS0H0Vj3vQ2abm2mOFuLBNbHrgAiiGaMYeKOAUy9vERisWXA4jf3GWMigF2HBi2ejKyrG0etbKG0UnPTRvEAhp8VDYMWZJ54BVfRWAS5QpKU4uScw/TQoDEmCkyCaNCKi93Vhq5+jHLQarFEisYjblHVeqqPJeR7pG8elbUqNfrYdiIogyYPeK0623TDm5C6XksGrROJdBR2rU464LukSWeAFpfrfsigvW7Q1KC1pDhdgbL+IfNj0CIxA2D0III73BUmt2I9+orZS6twHN6eziMGI34MmvR5owZoVrVbxyYhHa8pG56nBq3x5yDpFavarYmTCwmlUMC2nLYgsRWpAPem4tqydDNXgdJFJblxivmRG0iivGrCtoIxI90pTnlv6Qt73XLaUvyJVFSwvsS5X7ccRDzubXAGzauKUzIawRk0uSaM78+jVrZJaTgZUMY9CmTcMa3D29Cs1t11KdMfD8Sg/ehLr+LL//6Eq0GLJenMV9Pn0VuDZpv0dLjQj3XfF6r7vlWtg/OmR14rgvr3ednmBAmu3LnWwfxuKMXZWBvkgY8aoJkeaV+gEaAFWFOaXo/tKU6Adoh16g5KK7Uuiw2g5TkkHJTkmOOdTGkiOOnRK4QB2iah070faN2kaCmrVKZ7wWCMid5hxGjfrNrg3KvYoCFcDbD4TJ8TVWdje5qtWaQZo25h92MAZCBAWTS4Iwx6/Rm0BLjDSQGN3PDaArT4Ohg0j6pS122boEOzzbonywMEC6LdwKpjw4sH2DQBsSgz1rwvMq1QXKSddDv7cLrjaNyjIMxV3eZtAVrTOZw2Z1UMWpDF2JNBywRnNNw1Qdon9NMDcFno4Tf3gYa3YeAiAdvVtaX7E4EYtMVrJazOV8G5mGfxJJ35qhQtMIN5BgBBpQa1kt0mJZEQrdsqWiuU+SlRjCK1jq0I6vlVXKrCiLC2KuYgwZU8OHbO22g8gkjUWF+Ks6HRS2ZjosMCsWq+5iGoB8QcdOqc3JWguFyDYbTfE3mAoxwIzKrQL3fuYUCwe+vHoLlFAuvwALzRCAO0TUKtbCEaM1yzQqC5wVBsD6pFC0mfZrTRRIRccVJ10yp+Aljaw7pwtYhzz8whP5pu8y6Smww9xemdaqV4obksnA+LIB96SrDnxaAxg60j/dXNoMnTIaVQwDadtjnSiiBpaGn227mIxZLBPo9ZqSOeirpiXNdqg1jJWavYiCYiiuKWYCnO1nvjnnQJhxPOxQbidW8DFwmYdRgGa/tM0VijAXxQw2g0T/3yOSLN/ao3A92KeIqW4uSc45ufP4lLLy7ArDZtBzJ98UBFAq2p76AMWnXNFNY4Hl0Rglqh1CrdEg5AFAqYFVsbAF96YRGGwVwRfSuCtihbW2yI2Vv0cPFkFGC0FKdtirS+530JULHYilqp6YMpbI3oDJpXgNYspqKNpbRUQybffk8iUUNU3RMOBJaHXlgiCDsp9Zl+RQJhFefrCF6+OtSJLZv/+rmGBzHWkyeLZNo7xUmhhueurOHx338aC1eLXc2UY4kIjAjTPiB+D5kMqigbg1ywpeN/J4JoPaxa96YLrGPzrnYzetF4BMlMbMMpziAsZ6VoIZaMdAUkQdMRQpPUnLduNwFigGZVfYT5m5DiDMKsyNO9rwYtSIqzVu9KOcnOBkE2zKa+SNzfIAG4ZKa87q1EMk1rym3V6rh4agGXX1gQLEnju0n3J1Ar26R0dq1soVa23fsrNWhBGDTf9S2g1MBLgwbA7fGpKxS4fHoBY3v7PYORZFAN2lK1KxXHDCY8/EgpzrrvepBcZ4BWLTWr+FO5OMrkAK2OhMeBQK6/1O+nuFz11I+l+xJEBs1/7gexH5G6ue5OAsEzJ71CGKBtEmplu0v3JRdC3WSSvmBe+gwgWIpGLv6dY0mkomCMtjmszYvN+dH/4V4cebg9QGtuVOrrNKvQOhi0dAxGhBEDNHWaJ0jayWvTldcOIlD2M87NFGj2I2JB9n7sIhEDsWSEyKB5b3hB0xG1it2m0ZCpSrpG0Pb06pLfe5BFsG63B2jy+aH4utlugOajQQuiM6zVEfP4jhKZWKDNu1YW6WN5L5IBCmR0RQJAo8qVkkZrfAfFpZrLmAKt/Wz1z+JqY0048ojop9s/khKHgVqdVMRRWbO6TKvdzyHnCpVB82iADTSF+qogoLRSw/yVInYeGvT8eXAGzbvakOrhZ9f814OgpqwSrUblqVyclOKsWw7qtuPNoCWCMZzFpVqXETcgPDQDMWieAVqQFGdjLwwDtBBepzo3xamZ2G4fTo+cOyAYmiD6DHGtjgqlRuk2ZXOQ4mZZENAJivbFb4NhRqN6jBCg6YTSbmqEqPXweuDlJkOFV5EAILR5FHuKuo9OSoIqUq4Wu73ugGBBDdC0TJCIxg0wg5FPy15VrcD6FsHOAC0WQMfmMmgem13Q3nuW6R3MUxkriVrJQjzdtIOIxQXjSdJM+hTZtIJaJCDv39pi1bXZAIKx2asLojpy370j+PjnHsTwjpz43sk2QqZnmyegZc5SbGqsOuqW48mgyddUlaWXXxQ2J5N3Dnj+PJmJwTYdEqvoOBylZdO32pD03ZhOl2l18xrr658sGLTGd0xMccqxemrQAvQsFsa9NVer3ApqOy5Vej+I/59ZsWFEWVeWISwSeB1COIZ7M2i6hcfPMkFiXQyaxwkzmSVu/iV1wEjRvphVG8xgnsEItbxfBhm+Kc4AbupKj6wgmi2fgIRaEafyQQNkSy5aeX5nBScQzNoF6BYGM8Ya9gm09/tV2QYpkJHw06BRgiu5oXpq0Bptp6h9NG2fuSLMnoNUcdpdUoNUNoYK4Rk0q4J982NXgIblgCmYDxXk/VueKbeZRwfRcEoGLTeYdO9xEObLj/EFmma8lOs0i7EUm7dibVq8VkQ0ZmBwPOv58yBSkPJKDdzhbV0EWsdCmSvCdsevndf6GLTWvSjVFxe+k5o54nZn8Fhrg6wptZKNuuV4VmBm+sXBXFd1T2PQCBo06ZfXoe+Lhgza6w9eDJoRMRCNG1qvoKZlgopBo5agyxSnt76CEqDVSuLkoaTeCQya9FvqRJpoMNusvFQzaNRUgp9WimxhwkVVqVdAks4nUFkztVYBKh80gB5E+2l6gpowCmFw+30JomPzq7J1hbiBqzib8yWIT51rV+CT4uQc5LSvH9uaTNOeH4nScq2rujWZpbHYsoOG1/Mj4fbj1D6L4ufyPkrGNEjh0NpCFfFkpMPnkSbhqNcd1Mq2bxFUEAbNyxBcgmLea5sOognvdQkIdk+87CQkEika+6WSPCSJLFwnaqWmZRNVsuBaUngWCdBZ+eJywwPNg0GjdhOwFNKWaEyw0JTA1a/oQWqRwwDtdQSvIgGAZnvQ7C3nz6AFqeKMJSNtTvcSVH1FtWwhmfauuAIaqRVdkUDV9hU4U1s06TRokYiBaCJCZtC8FsJ4AAG5277K43Nl+hMAh1LvwTlvVG1pGDRqitPLUypg+yqzYncJg+MpugGp6aNBYwYT1cfEe+vURfPi9RYJ2JoiAep1xO95p52CppyWZ8vIj7ZbOQiGlDD3a/4dNJrjoR1QOj+3nCNun18CW7S6UEFuKOXTiH5jGYIgc7YZoHWvtRTzXt0BKUihTmubpq7rEFsS+c01MZYYuVWghOPwtipXqfvTFQqoUpxBGDQvXzgJajcBFYMG0NPHxeWaZ+s3ee0wQHudwKk7sKp1zwBLuqGroJuQsbjhtirSoVa2ukSREtTNv1Vk6oU44QGxqnXPhx0QAVpljUB1E6wGqNVSqhRnELZIjKf7Ok2fH//UrUwz+NlsAOI70gnRbasOq1b3bg0mT7uEBYxzLpjOju8pEIOm6JUaxCG+bou50GZt4bJw+mtIdiziqUELFqDZPhq0REZ0aaC4mJsVG+UV0zULlUhlY0SbDf8DjjseaoDWEfjI7zuejIARWxutzlfR19VEW6/5AloapfswaC5TSmLQxLU6zUclEim1TpAiMQCobZpkMOJRJEDUK6qqOBNp0SowiEbWLNsAR1uRAEBgrXwqHoFgcgW/ziIAvZuAqVn3qQel5Zly1/MnEU3Q99ReIgzQNgG1iv+pjqLnsWp1gHmf/oFgPmg1Dy2cBNWEsVqyu4oMWkEJikzFBpPpj5Oobpd2V5p10qqlfAO0AK2R3JSrx8LhOmUrTofNNJwqQBPBryp4lRo1L0bCNYglLD5WowKvc7ML0nDdT5MHiIWd3AVABq8tAZphiDR7EA2aX4oTCMKg1X0ZNIDWz3a54WhfGM20vZ7MxslVnH6Brzse12aGlr6SkM8TY4xkK8E5x9pCxW1D1Pnv6+ZKU9/k/XkiUeExF4RB69T2uWNKx5QBoyqlCARM+y5VEUtGPD9XIkVrSSQOA97jCWrUDHTrh9NugKa+hsugeelJExHRzYbw/ai8K+VYdPIWdz9UpX4196RaslBZs3wDtFgiGvqgvV7gVk56uWQn9VS33BBajf3arhGPwCaKnL00RRLJTEwsGhotTrVk+QZ5gAiK6ra60knV5Dzd16C6NQ+qWa2DGd1VOJ1joTSMtkzvTVemjylpBJU/T9OywP906NVCqBPJrGhqr1qAqiVvk1qgWVBBWUz9Nk5quyjucNi1umeKEwiWRvBjF2NJWgWmKvjdLAYtGSD9tXRdBGidG0QyK07/Oq2iX7VwK+LrTXG2fN+UQ1tlzYJtOq5HXud1dOubLHDyuqfNa0WIAZq3+WjrmFT3Q3Sb0DNoJA2aj8WGGB8tmFdJHpLraJi+Mi+qbeW4qJ1bVEE0YwxxYqah+V13P4dUdlJ6K/pKbAiHcumFV/AL0AJ4i/YSYYC2CVAJVxPEFKcqnRGVImdNJQ4gTkL+DFpjg9GcPmotZdpeSBDE+X5ieoDuv2QpCg1ax0IrEnD8DVWJVgHNlKsqxalg0CTLo6zM03tlqVK/MVfPQ3Ha9tadxFI0h/hmat5nswzATropynUaCbvvVwVoVKbUzwctwIa5PFsGY93thJJE3ZfpYwDcCrczgS591ZGab/2+E2m97EFaI3SK4V2GRxug+VugSFC96sqrprAM8pFg6PRJOgYtGjdgRGlp32rR8k3bUtPPtllHzCdgXE/D9KXpEgCgsE0EJvFUFEaEaRk09/Dpc7iPU9eEah2MdT/HgFhrDUJK3aqp0/vxdFQb5MkAzZ9BCzVorxv4tZQAaGyELkCTzA+l5Y0sLfYCtdFs1cN0txXy5K46OYuef/5FAgBQXtU0XK/6X6N1LDQxrjcrEsRQVabrvFJPkaiBZFbdyqSuMFOVaLrNK4Jf0z/Qa7qyUxg0b91JgsD6tv4byhQnWYMmA6z2YJy6kKqKBIKU1XOHu5V+nQgiIF+eKbdZUkikiGa1fvYlndcyIkzfdq0q+r9KBqyNQcvqrUOauqKOAK2R+tJmCGSbNQVzTA0AyismUrkYDJ9sg5BfKKo4FZ08AJn2pRkSq7IEFAsgzjmsRqsnLzQZUnqKc2m6hGQ25gbvjLGGWa2+SCAaNzyLy4AGk03ydfNnvxhjSGSiWoLAVBzuAZoP59JMGYbB0OfRbxWQ1lW0qu5eIgzQNgEuo+Fp8qdnEVQNwYEWES2B5TE7nOFb4QZWik2zbjmwa3VfjQcgSsgBPYPmp6GhGmSahE2KUs7u1IVXlF+RAEDUV2g0cTovNAqTQEmxuNfx+DyGwRBLRshl6IBHijMVcZ3FVZBWHn73Y10pzo6Tt0itUBg0GbSqNGgUI1QxDq9gIkjKSQiUM12vU9s9mTX94YQZDJl8QttiTB50pDdV63OQTEe1waI8SGX629kiZjBRUEJNcW4Sgyb1nl7QFTDZioBIgqrVVTE9CYJ+zKlzcIcriwTENQIwaNfLGNjWqXvUm9X6WVJIxIl6Ur+OLe5YCMGvjrCQFbIqne7yTBl9wynfgDNIhXkvsSUCNMbYRcbYKcbYc4yx443XBhhj32OMnWn8v7uz7RaBqgpTFAnYSv2YjtJ1PaU0E4o7vMsZvhWU3pXydKNMcWoWDrc60GeDicYjiKeiWmNXk6DDkQ+rSkNmNQIaZYBGYdA0vmzp/oRGgyaF7PoATbWIufPNZ2FPEb22/BraU41DTUXRBCCrOKkpzu4qTiA4g6ZMcRILJ1rf04pmazG9qF4EaN2nd2q7J0vx/LQim0+gtKQJhlR4YgAAIABJREFU0BobXt9gEol0tI19SmRj2mpD+Zx6VeZRLFko2kuKHREgAjQ/6wRABJwq815V1aR7DWK1u+oQStEHyvXAb+0PqkHjnGPxegmFsQ7dY0Z/iFXtG0BzH9NB1RlBjkWb4tSk9+V9UY1HVcEJhCnO9eBhzvndnPNjjb9/CsAPOOf7Afyg8fctiebG7Z1C4xxKOlU3IeWJRNdNQLilezN5ciyAemLL9KcyxampHrMt4WmlYr8y/XovNNUC2DoWztWbryyn9lqY5SZIYVdUGjQAyGhaWLlpOF2RAHQMmv/nEdeIk6wc/KqP40Qdm8so+hUJBGij5VskQA3QSEUC+pSGMkBLyRSnJqBZNmGbDvIj3RuETHFWFF5odcuBU+e+B4FWZAoJ13vKD7Ii9Oh7duG9/82Rtp8l0/rCofKqiXgq6jnfKO2mSClOYjq8tOLvbQXozXuFzYZ620sQDYlV6zYliNAx6rFkw3iXmOKsrFmolWwUxjoYNIJBuZ5Bo+tSVQxagsBO6jJKun6cjsOxMlvxLRAAxFwMA7SN4VcBfLHx5y8CeH8Px6KE3Ny9JhXFzFGvQTPc31NBZffRNhYKg6ap4gT8K5QsRcAqIfpx6jcWv82/cywqXYNq040FaAQsnbR9DXjzCZRXTF82j1IkEJdCWkWApVvYU8T+ey6D1qlBI4q/tRq0RKP6mFAh65fiFJ0eKKlJIU42It3alyYDHaAKzSOYMCIG4oT0sayy9QokKClsU7GedCLbSHHqGPp4MoJMPoHt+/Id49E/P2VFUCQsWfQpTsYAI+pf7EOxu3Ecjsqa5RYZeUHH7pMYtKw+DefUHdiW43tYozBoluagJY13qQza0vX2AgGJREbPktYq/r6VQOM5JATQlqKqGwDJ1sXP/FpC10GmtFxD3XbQP+KtPwME6RH6oNHBAXyXMXaCMfbxxmujnPNpAGj8f6Rno9PAqjXsIDwqV6TtgWoRo1Rxyt9Twa0m9WPQGmNRbbzy4fFqFSWhE8D6bfytEMJVHdVtI6a4RutYdPcX8AnQXJNMWoVSNOFvh5Lpj8NxuO/mq2pHJOEKaSkpTp85Q01x1iqNfqkdgR61ObKuoXcQ7aR/FSfNZqNuOYjEfcTJAboaaF3MMzFtkY0qcI3GI4gmIkqGU8fUtiJbSKJuOepAQMH0JAgBo9B9+QdolCrOqM93416HkEKrFi1wh3cVK7RCdbjgnDeKBDQatLRgedRBr3qeRGMGjAgjpTh1Vd30AK1hLdHJoKVFwKn6PGbFVmY8qAyan0WNBKWbjW4/TGbUAZquMw8gvjfH4eT2b73CVgnQ3sI5vxfAewD8t4yxB6hvZIx9nDF2nDF2fG5u7rUboQIq3xZKmwxR+aI4vcgqTk3ViRsY+TBosUZwofLmkfSzX6N0oNEPLWr4PiC6xUteX98fjsCgESw/JJvkxSwG0idpTnZy4/DT1skFWeXrBuiDV9sUBwIvtghopjh1vnnSM69z3lJbu7jfsx+LEKAJti+DFkCDFvU4IAW9jpuO8zEPpTTB1nXASGbUwnyd1rEVsuehKs0pNjz/7iKAWvNYWvHXfVGKBCyNtQUgWCvbcpTBvF+xQtt4FOx+XVHp2zkW4fOokKVo1jjGmHaukHwRgzBo0yXEEpEuO5REJgqnzpXzX2jQdFW26qAV8Dd5lkhmYrBNtYemqjsJoLe7Ie0/hMzLVsCWCNA459ca/58F8BUA9wGYYYxtA4DG/2d93vsY5/wY5/zY8PDwjRpyG1QRP0XPo01xUhk0jWM3Y0x7Um02W/cP0AB1tZSq8a6ELO/3S39xzkk2GxRvqvmpIgBgcDzb9bMgjZpVrvlAc+Pwa2XS1KCpH7t0X1zZDkWY7hq+jEQqG0PdcrTzxU8YTE9xqlO+QYLfZoDWbbPh2FxbUapjRsiBnkKvCNAq/HQ9ZFOabgK6auFWyM24uFRVjMe/4IDiy1ZeNZH2qZxMELpO2D7N51shbSFU96WsKFZoHQ/gPXcpGlCgRTZBCKI3YgdBtR+hatCKSzXkBpNd6wKl2ECnQUtmhIG2jv1SdUZwrwN/qyfucNeqww86DZrukAWIQyyg77DQa/Q8QGOMZRhjOflnAO8E8AKArwP4aOPXPgrga70ZoR6WorGxm+L0CQDqtgPH5uoUp8ugaTZc2adO8aAl0lHUFMFItWQ1yuf1zJUfE2cSUjTJTAycK9KkVVHwoKKpAZqubu7KGnIDSU9WMBiDprb9kGyGny9VnbhBZPoTygBN13BduodrGUqfRZnaG9HVGvqMpenJpg9+VUUCgP77qZt1JTMZnEHztz7QMmia1G9S049T5bfXCd2cA9R+gjpvN7Nqw67V/Rk0WUWtYFZ08xWgVbe61aQkDVr3dShV1K1jUX3PFJYmoWvcTrDd0bWuakV51VsrqKs+rks9nWLfoMwzQM3WAnoNpmXWAa7WX2oZNAID7XZYUBTrbAX0PEADMArgx4yxkwCeBvBNzvm3AXwWwDsYY2cAvKPx9y0Jleu3Ll1EedADM2g+KU5A32exVrKRSEeVehH5b/gFV5aGWQH0bXMqiqa7neMANAzalSKGdnSzZ0BT+E3rj6i2Q9EtYq4oWJGKA8QGVF41fTc9XaWUezrUfKaaD4PWLGzRpDhlat9Hkxek8bRXs3SgJVjUzH1dC584mUFTB9EUwbWuSEak9/03hiAatHR/HIzB1wuNc65k6HUbpmSt/NKKiVQUjsOV6UDbrGuDIkp1q0xxqjRoqu4GlJQi0GScKCynMpDQNm5Xs7UAGsau1ADNOxXtfh6f55CiGW4ytYQATRVwatb9Zi9PFWFhwDCYb8BJ0fa5jO0WZ9D0R7TXGJzz8wDu8nh9AcAjN35EwaHyMdNZW+h0PEDzxKcTW8sgRVsuraniVOnPJFSLj8ugqZg8zcYgdWPypOMHXUNhs2pjebaMA/eN+l4jmaPZUli1OrJ5/80hEjWQysV8F7G66SASNXwDGolMfwKOzVEr2e5pvhW2qV4EqW71ZsXuaoANiPnGDKY9uevMVKmmrIC61ROg17HVCSlOXcoW0B+YkumoK7j2O8SYmhSlrohDlzpuRSRiINUX9/VCsy1HWO/4FXIkIkLM7rN5+3URkGhlsP2Y1CAMmirlVF41EUtGtIdZP52t1D2pUoqtY1GlfVXWShLxdBSrC/6pZ6umDyRkY3DVfANEIF5a8U5FJzQ6Q10ze4DGoKm6cEgkNd1s3MONgj1udiRYvwYtZNBeR9AZFjKmPzGoJpOstNOVBZuadh2AvuqqVlZrEdzrKFosUTYYXUpDLtR+ve4kjEY61u8zLUwVAQ4M7cj5XkNsmARbCo14FRBVdX6LGKWCDGimcHy1bBqrAOriU/NJcTLGSAakupRvkxUhBGgbTHHaluNZRd16nUApTl939xicOlcW7JhVkW41fJ7DZDYGs1pH3adhuq7IoBPZfMKftdUEErK1kd/6JOegX1pxM6rUgeZzrtOg6Rh1xpivN5v8ziKaZ9Dth0uopNZq0AhFAjoNmmOrGUpAzLm65fhYu2jS2D4t31qR7o8DTB2gqbpwuGPRHNoo+yHQSP36WqnomdJEJgawUIP2uoBqATIMJno0+vhSUSdkLBFxHfH94JeyakVC41ukq+Zxr6NosmxV6wDTV3EC/qc6eb/SmgANkK1MvK8zd0UUCAz7pDgBEUjoggjucOEHpRlPJu9vHEpJ9QBwW9n4GfnqGAmqANZUeB9Ryup1Db0T6SjAQAp+fVs9ySIOjYeZrgl2LEEzQq2VbURihq+ezRWQqzZvTQcMHcOp8lX0QnYgibVFb6ZGx+YB0jrE5zlcVeu+ZICykQblgFiXVAdZORZVmyd3TD6Vj65zv7bVk75jBEmDlhLj8JMquKk45TPUMLzVpDllBxNvDZpas1UjpDgjEQOpXFzZVoyqywNUARpt7qu0oJbGrxJo7MsZ/brfa4QB2iZA1wkglYu7mqqu9xIDtGhcb6xnlm3ECaJ6ZYBG6H8JiIWgWrQ8q+uk0aCKktdVj8kUp1eKrxOZfn8GYX5qDclszKXoPcdC8GQrLteEO/yYvzs1oGYz7IZXlw46Bk1X5RRPirSVio3gDodZ9Q/oRYCm80FTByJGxBCu7BQGzXJgGKyrCbYU+mpTnLZag5ZI6/3LALEpJxUazqRmswMIgWtGHaCZ1TqMqLevohf6h1JYma949iakCKbTfTFfa5jyqik2M591JUEo0qGkOFnjIKsyWC6vmlpGXY7Ju0hAsrT6tTYaMzQaNL00JZEW9hZ+7JdN0KRSjLiBlgpXj0A6GjMQiRoKBk2f4gTUaxtA11MbUX/9mCuP0VjMJBT2I1bNgRHRPz+pbAxVgqF3LxEGaJsAHYWf7vMPAIIxaPoiAS2Dpqm6sqq0FKfUYnkFETofG0B/Yq6sWUiko6RNKlPwXzhKyzX0eZSet0IwaP6ifABYliaQivYhgGDQqiXL0+cnKIPmn+JUp0oZY+5n8oNVE9VSvgxaSs84UVK+qWwcFYoGzXZgbKCPpm06yirOdH8cVq2u/Uy1sq20mNHpeeRYVfdFy6BV69oNqhX9Iyk4NkfRg0WjaFxzBX8GrlqykMjGfHWTOld3QGi/dAEaoPdGrKyZSGs0qYC/jyDV5gYQB0OVON/t9qBKo8kCJp+DgWw7pdKkUvtxSqYz46EVlJotnQYtrsmcZDQBGqXogTER7Puzx8QUp0IDrTvASqSI2uNeIgzQNgjXt0WV0sjFFSlOmiCYwqBR9GOyN6jfhlfTOEpLuKJRj3SeyndJghlMpEl9NWi007IcS8mn3Y1uwwVEEOHYaiPHpRkRoGkZtIK/mFZo0PQLRywRQSwZ8U1x6swggYZZrYIV1Hnm6ap9gYZ9g2beUgyJgUYnAI9WQEE0aKrgVzILuv6vtbKlrIKmVA3rUpy6Kltd8UUnZM/PldlK97UI1YbZwSRKKzVPNrxWspWMIsXmxtIcKCRUG6ZTF90SKIx6diDhGXDaBN8xCdXaBDQrqVXBla5nsUVoO6Uy3m2FLhWdVFQfU1KcQLOtmB+owZUq+KUwk4Ba32fXaAeClIax3QoIA7QNwvVt0VSM+E0ESgpC/NzQMmhmxVZuLoBa1MsdLtgvggbNdTD3eGCF75I+yEtm/XVsIkDTL8aAWDhsn3Y3tbKeVaRUkC3PlBFLRrQiZVW1E5VBA6QXmn9HAt0ClMppKgU1i3I8SWiCrfD/k9B5fknUbW+RP91mQ31vJbOg6/9aLdlK7z03Na9IOelkAimdUJpwwGlFfyNAW54td1+rpk8Z5QaSAPees2bF0voqit/z/n44542qYwKDppgr8tmWwa0KuUIS1aLV5RtJ7eQBNHpGqjRohC4nSY1+TGfqCuhNWSXKqzUYEea7/ifSFAZNvU5m8gnUSravHyfFIFaOZcMMWsNjzutQTilKAejV+71EGKBtEBTfllQuDqta95zYlBQEoD/RAbQUp8oniFKZJKFiiigMGtBoeaMQJ1MKBAB1UKRjRABa1ePyTAmF0bTWH07lF6SzgmhFpt+/mbyg8PX6CtXnqWnSGpTTJS3FSWTQbO4ZoMlAVGeaW9fo+5q6Pj2DpmKMSEUCmo4TbpDn8/0IDRs9xZnJxxGNG54MGoWRyA0mAQBrHpYQtbL60Cda3CmMuC0H4AHSij73RG6kyaz+vuQGvJ9BSpWhOxYN80thj3UN023T0TPhsqJUw6DJdlx+65OqA4ZZsYVOTVH9D7Sss37aWCLZoOqUUitbANN7ACbSwujcS5tKTnE2CAIv7eZWQRigbRDNAEslwvVPaVAri3T5f855o0hAr/0CvE+8cpHVBXmA2KgiMcNzTCpfuFaoyvsra1agFCfQHaBxzhsbjD7FCahNC5eul7XpzdaxeDGL1BQnAKR9Ch+cuug8ofeVUrcT0p2aM/kErKq/Zss2RVm/LvhNNgI0XQ8/IfLvfgaMhsWMqqLUbYKtYtA0lbESuvkSS0QaJpmqIgF1z9ZIzEAs6d8wXZci7QRjDP3DaSzPdTNoFMub3EAjQPNIC+oOfcKSxZ9tpZrDAnLDtD3bv8m5nMro14Ssz+dxGTRCsKgzJNYF4YC+ZRqFCZcHKIoGTdkCK+OfEtS1eZLIarzQKAaxgEjJr81XPW1mSss1pHJxX4saCZXhrUhxUlLqon2VSk/aa4QB2gah8xkCmh4/XoyEVasjEvX3TJLI5hMwFRumVavDcTiZQfNKccqgjaJ/YYz5Bo0q+4ZW+J1SnbqDaskKlOIEuoMi23Tg1HkABs2fdi8u1bQFAoBgH+PJiKc2L0iKM90fR3mlu3CBuuFlCwnUyrZ/Ky2NBk2n2XJTThp9n2w8rW3VZDswfApCdIcTx+YAV6euEpkojChTpjjrdQdWte4u/l7QCa4BWpGMilkUzCQ9QAOA/EjKk0ErLtcQjRnKdSFX8A/QzIq+MjyR8a+Go/SblEhl4+AO95yzciOmaND8Ak7bFJXCOqYIEPO6pjhYUKrdk5pqXYo2z4iIYF5vs+HfLxUQhrd+h+Eacb1WHT4BenoyP5qG43CszXfPt+KyqTQDp4xF125KInUT9OMMA7QNIohrcdnDakNn0SGhc3KmGru6mgYP4SqlyXkr/ESjZk3NILhj8dGgyUBpowya2/idwPKIf9d7k5HanvxohjweTwbNVLM8bdfo99bVWUTGtbBNjHVpuuT5cy2D1q/WbMnvTRv8Ersa1BVGs32DSaUju6yYVd1bxlgjteLPoMlNUPeZhAegotkzgV1RscdUDWcr+kfSWJ2rwOlgJVZmyugfSSvF7JGYgXRfvCvFybnoZqE79OUUPmxUVgVQm1dXi/QALZNPAAxdVa266udWJDKihZWfvQtF55TIRBFLRrAy3x04i/HQxOyU/q/l1Zq6R2kmBtt0PKvLTWrlfkO+4ZUKB+iHx3zjoCsLr1pRWq4qLZEk+hsdUFY97q34bgjz7SboJhAGaBsEJUBLaxg0SoDmxxJJ6Kp4JOKqFKfctImbgxezwTknMQiA2KS8Fg0ZbOoE+RJui6WuAE1uuOpFPZaICJ8gn5OUZCbyo91tkbzQN5TCylz3wkH1QRP/VmMRu96+iFHMLQGg0EjHLvoEaLoqTleztaxh0DT3Voq6de2eRJGAdxCRG0xhbcF7kwNa7RM0NgH9CdfQ0wvU+ZItJHzHQxHlA83UrxdMQvFFJ/pHUoKV6AhKlmcrpHmbG+wOsmzTEay8JmBVBdBBU5yAN5MdhEGLRA1k+uJY62CxLatOfv7keusXeFKCcMYY8iNprHgEIgDIxROJtDrd6tQdVIqWcr1ssnlemROaOXk8FUVuMIn5hvl3J6iOBHJtW/a4L8XlGilAyw0kAQaseqyzFvG+hgza6wCUMvZmirN7IlAedEDPoDUbCVMDNI8HNUCTZkAaF7an4eq2SCvqPHUA/0Wj2YeTFqAB3sFijciIMMZEpa3PSUreW4qLOSDYq+Xr5TbxqaxmozJog+OCAVu42r4YuhuexmyzbyiFSNToCvAkzIotzBx9xqPzYnMZNEU6EKC3e/Kr4gRE8FBZs3zTpLKPp+7e6hi0KpFxLYymsTRT9kx/mUSbAL+KRdncnHpIah0TACxNN7/vet3B6lzFteFQITeQ7GJGqM9PbjCJ8orpyc4ESXE2q6m7v6NK0UI0ZpCuAwgdWieDVjcdLfMsoQoiALHuUw7W+dG0Z3UtIO4vZe1PKiowAeD6+VWAAwPb/Bn+vkYhyIqXTpGoQQOAkckc5i6vef6MahCbzMSQzMa67q1t1lEr2aQUZyRmIJtPYNUjTWrX1P1AJWRmi9LppFcIA7QNguqeHE1EPL3QqAxaRlE1CbQ4SWsCtGjMECJnzwAtWIozk0+gbjtt7Ai1kgdo7SbQvvhQG6V3jmW9KU5AXeJfXjGF0zmhiTwgFsq67bSd7mplG06du6c2HXIDScSTka4AjarzMAyG/GgaS9f9GDShO/Gr+pImwX4Bjby3Wg2aRocjUbe5b4DVN+RfZQi0OsRrArT+hLJIQBqK6j5TfiwDq1r3lizU9K2VACF297on0kCYsia0YmhHDsxguH5hxX1tbb4Kx+FusKFCbiCJ4lKtTaAvZRC69UBWgRYXvXWXAC3FqdLqVosmiT1zx9T4PJ1j0XURkHADNJ/gyqrRzITzo2msLlTdQ4QEdzi5dVX/aBqL0yVfPdzZ4zOIxAzsPDToew1X8uBxYPPryeuFockcVuYq3i4AxOpJQBwoOgM0eRikMGiAf6aCOo5kNgbG/LNSWwFhgLZBUFMa6VzMs90TNUCLxSNIpKO+fR7LaybAmoyFHxhr9Ab1GAvVD0fCi9Wj9P6TcNmVjrHIsQVh0LzakFAZAPlv+QUR5YaDuUrH04qB7WIxXLzWDI6KSyK4kJuZDowxDI5nPRg0+oZX2JZWatBU37MoAon7pgSlBktnAqzSFbVCxaD1DTb0Jj5pRYoGDRDWJdWSd3sygB7QF3zSz0Arg6ZJceZinp0NmlY3wQK0WCKCoYksrp9vBmhN7SQhQBtMom47bYdIqiavT2HTESTFmc0nEE9GMD/VnUKrlmgmte61Grq41qDGtugMWjwZRaY/7nYQaYVkOSnsV340BXB0VdhWSxacOkcmr1/jhnfkUCvbnulWx+E4++wcdh0aVLKu2UICsUTEcz0IyqAB8GTRqAaxQINZ7AzQGus3hUEDgP7hVJcGzXE46pZD2lMjEQP50XTbOr3VEAZoGwTVx0y0H/EIiqr0Sa2qZiuvmkhlY9pqUECkzxY8FkEZoFFPQV6eX800qf6Bl6e6+Y4gxK08IwRWEpl8ApW19hZLVE0RIFgTP9+v8qqJFFEPB7Tqv5qfS25essKMAhGgtZ+crQAb3sC2DFYXqp4GxybBMy/dl1D6FTGm9v8DGi29DKYV4tqWfxWnyqdLvhfQp30lu+x1OAHo80XarXilv6Rfm+6+DIw1gviODdMiBnheGNvTj5mLa26hgKudJKQ45e+0blbu/Uip70dOEUAHOVAwg2F4Zw6zF1e7flYtmmQGGxBeaHXLaTsYCAaNvuXlx9KeQnbbdMgsp9vlYab93pTc5ub6YGRoRxYAMH+5e82+dmYZlVUT+46NKq/BGENhrJtRr9cd2KZDslYCgOGdjQDtUneARiUbABGglVfNNqmNZLKCMGjlVbNtfZPddqh7qtcheCshDNA2CKtapzVmzcVR9tCglVZqyGiE/RKqZrXlFbUPTiuGJ3NYuFrsYhJkk+fOhtV+6GtU0rTqXqitOgCxYWYLia7TWHGhipymf2YnBrc3FrEWAatkRCinQ2lr4eXNU1k1SQupRDwpxLStm508/VIZNEAE0mbFbguAg7SrKYxlxOndi+khnJoFg+YTzDQc93WsokgN+zuHv/Cjq/j+F07Dsf17aaZzcUSihkKITvO30unqqAxaNp9ANG54po+pGrTBCTFfOw9KFN8yP4zt6YNdq2PhqhjX8kwZiUyUxDyN7O4DGDDTkiJ1C0k09yPTH4dhMM8AmpqSd8cx2Yd5j7WpUrQCMWiSdW1lOQWDFqCF1mgGyx5awyBZgrxPlwcpHaAEI4PjWTAGzF3pDopeffo6ookIdh72T29KFMYyXayvVaEfqAEhrM8OJHD9wgoWrhbbUuJBUpyS1W09oMh1Tsp5dOgbFmtpK4vW7GZAD9BW56uemuzr51d8i0RuFMIAbYMga8jyCawtVNsmtFm1US1abqBDuYZfirOyRg/Qhnbk4NR51+mdWm4tke6Lo284helzy23XAOgP/LCH6HRtseqaTVIxuqcPADB9rmWDKQvDT0rAuW1vP2zLwcz57tO7MIGkbw4AMLg903Z/1xaqoto0wCYzON7YxFtOeFYtQIpTUclJ6TrhZ5YLCEG9rkBAIpNPeJbDA8CFk/M484sZ1w/QC8xgosrQJ8Upx6g76Ljebj6VqdWSjWijolcF1tD3eQW+1G4cfYNJz3SeFbBQpxVje/oBwE1zLs+WSewZIJjOwlgG1y805z9VImBEDGQKCc8AOkiKEwBGdvXBsXkXq1EtWUgFYNDG9vaDMWDq5cWWsdCzFYBIZdfKdtfhIkjQGU9Fke6L+6bzKIfzWDyCwrZMV4BmVm2cPT6L/UdHaAe2bWkUl2ptwQi1D2crRib7cP7ZOTz++0/j7DOz7utUg1hAzFXGgMsvLrivlZZriCYi5Lnf51ptNOdd0APB0ET3Givxd//Py/j+F06TrvNaIQzQNgiqa/62vf0wK3bbgiwnFjlAKyRQXvNmeQSDRjt5DO/w1hGYlWAO5gCwfV8/ps+uuKfMIAwaIAK05dlymxZnbbEaKBUICHakbyiJmfPtARolvQkAE7cVwAyGy6cX2l7nnDcCNDqDBggd2tJM2U03rS3WkB1IkHVsADAw3s0Kyg2PlF4ZSyOeimLqlaWunwkGTWdLEYdZrXtWTwa5t9v35TF9dsWzym91vgLHER0foorAqG+wu8qweY0qGIM2qM+PCj8wLyYC0Ld5aoWs5OyERajqBkSQNziR7WbQCJ1J/JAbTCLdF8f0OfE8Ll4rkQM0ABjb3YeZ86vus2wSiwQA/+/H1QcSN+6RRgqtNc0p50ciwOEmmYlhZFcfrrzUDNAs05+l9UL/SIOF6/iepTBdp7+U8KrklNpOamX40I4s5jvW63PPzMGq1XHHm7eRrlEY6y4UaBaG0df9o+/ZiWPv3YV4MtK2tgRJcab74ti2L4/zz825r5WWa8jmE+TMieuF1lIo4AZo1BSnT4C2PFvG4rUS9tw9TLrOa4UwQNsgqJ5fE7cVAKBtQktWQVap6ZDNJwDe7e7eDCJoDFr/cAqxRKTLz8as0hylW7FtXx7VkuU+9EHof0AEaODAfGPTtM06KmtW4AANEKcyuTkBDZaIyPIk0jGM7urDldOLba/L6kvqvZUY2JaBY3NxuU/cAAAgAElEQVT3vqwn6Eykohgcz3axAACNkYhERGXXxZPzbqBYK1viP0qKU5ESrJUsJIn3duKOAdiWI+wAWsAd3qZbisT8F+bcYNKzpB4Qz1G2kNQ6xMeTUQzvyOLamWXPn+v6TrYiP5bB2mK1q79uEA3m0HgW851pooDPTysYY9hxcACXX1zA9XMrKK+amLi9QH7/6O4+VEuWG4DUyjaicUPLKALwZTht0wEYSNeQ10lmY5hp0TjVyhbA9QVQndhxxwBmLqy6qeu6WScXCQBNBrqT/Xr+b6eQ6otjx+0DpOsMbM9g/kqx7YBSWjaRyETJAePwjhxKK2abfvKln15DfjSNsb39pGvIz9Oamg9aGAYAIzv7cP/79mBsrzh4AWIPWluqkfsnA8Ceu4excLXkBq+l5RqpaEIimY0hloy0BdCuBo1gVAsIHXU8FcX81fYsw4WT8wCA3XcNkcfzWiAM0AKiWrLaFuVahcagZfIJ5EfTuOoZoNFTnK3vkzCrddRthyxkZwbD0I7sJjFoeQDA9NlldywAPcU5slOkJmcbC7Kr1RoIxlgBIkArr5ruSZ7SKL0Vk3cOYPbyWpugnWpf0ontB8TGeLkR8K0tVgPpzyR2HR7EtbMr7iYjNRZUP7U9dw+jWrLctNff/MkpfPOPn4dFCMZV7Z6qJYvMoI0fyIMZrI3NAETg59jN4MSvSAAQm1xr8NCK1fkq+ZCzbV8eMxdXu2wPgGCs4NBEFuBoSwkC4oDCGI0xGpzIwqrW21KDZgCbGi/sOzqCWtnGDx9/FYbBsOsIfYORKdKZxmeqlfVpcIncYAqlDsE2IOZrNB4hsyKMMYzs7MP02WX3oBWki0ArdtwxAM6Bq6+ItSmIUTQgPlM0ZrQJ4heuFXH5xQUceWicHFztPjIEq1bHlZeaa7/QHtPXOPndXDwlAodqycL0uRXsf8MonXEaTsGIsraiLF3LNxW27evH0nQJ1aKFtYUqKqsmRnf3kd8vgx/JohWXasjm6WskYwzjBwq49MJ8M4MTQKMrr+FVNHfh5ByGdmTJe/NrhTBAC4DV+Qq++Kmf4OWfTQMQDMDc5TUMbqe1AJq4rYBrZ5bdFOXqfBXxVJQcRGzb2w8jwnDx+fm218srNJPaVgztyHWJcSn95TrRP5JCKhdzT1JWQJGzLBSQKQ3ppbSeYEaeJKUOTWww9EV9x8EBgAOXX2imOakGwJ3IDSQxOJ7BpVPzsK06KqvmuljBnYeHwB3uBnp2TZjdUlOlk3cOIBI1cP65eZRXTVw9s+x+V7pFuX9YLE6zl7p1ebWyTa6qiyejGNvdh6mOAK3zoKFiWaTHk9yg2q6zUEGOuJBu35dH3XIw62ETIIJOIit4ewGRmNGWogGardsom+bQhEjnTb286Joab0SDBoigJJGJYmGqiPHbC4EqHwvbMoi1pK1qhD6cEtv35wEOnH+2/X7YtWCsFQDsOzqMldkKrr0qAivpTxjkswBClxpLRHDx1Dxssy6+mwABmmEw7Dw8hHPPzrpr9qknriIaM3DogQnydcZvKyCRjuJ8i16rtGKSqxUBwW4WxtJ48clrABprHAcmbsuTr2FEDIwfKODCc3MtaexgmuFWbN/XWG/Pr7hB/ehuGpsHCGJieDKHV5+awfxUEcWlmlslSsWeu4dQXKy5ZINda0hAAjw/w5M5zF1Zc/V4pZUaps+tYPddvU1vAmGAFgi5wSQGtmdw8m+nwB2OhWtF1Mo2th+gPSTjtxVg1equEH11oYK+IXq1YiIdw447BnDumbm2yiJqm6dWTB4cgF2ru1QuEMwPR4IxhvHbCrj04gJsqw6zVkc0EQmktZq8cxAXTs6jWrJcBi1bCB7MDG7PIJmN4ewJsRDWAmy4ADC6sw/50bT4fhv3V/pCBbm3EjsPD2H67IpbVbeeAG10dx+SmRjOnZjFdCNtRXHJlogno5i4o4Czx2dw7plZoKUgTfdd9w+nMTyZwytPXW973Wk0tA5ybyduL2D28lpbkcvKnPiuJTOiCtD6h9MojKVxqSNAs806yium68WlgxvEn+1Oc9bKNllXFE9GMXlwoG2zA4CFayX0DdOCxYHxDKKJCJ7481fw1//uOLjDYRLb5fghEjWwt6Gb2XtPsA3GMBj2v2EUZ56eQWmlJoJw4nc8vj+PvqEkXvrJtbbXRf/LYJ9l/7FRJDJRnHpiCkDTXoVq8iwRiRjYd2wEZ34xg5N/ewWOwzF5Jy0tKXHb/aOorFm4cnoR3OG4cHIOOw8PBWLzIlEDu44M4cLz8/jpX5/FCz+cQnmlhkyAQx9jDHc+MI7Zi6uYu7yGa68uIRI1MLKLzlgB4t6uzlcxe1EENDVZxbkOBm1kZx+MCMP02WVcP7+CaNxwO6BQcefbtmPhahE/evwVGBGGA/ep7UI6sevIEBhrHgykUXSQOXfb/WOoWw5e+blY53725XMwGMP+YyOBxvJaIAzQAoAxhrse2YHlmTIun17E1cYJb/t+WoC2444CEpkofvrls3AcjtW5SmAKde+9w1hbrLopQaAlQAuQ/5+8cxDZQgKnf3zVfc2s2us6SR18y3ZUixbOnZiFtY406eGHJmBbDk7/5BrWFoXgm1pq3QojYuDQA+O4eGoey7PlwEEEMxjuecck5i6vuSyCTO8FMc2V2HVoEI7DcfpJcY/XE6AZBsPOQ4M49+wcvvzvT+DVp2fIgmuJu98+idKKiZ9+5RyyhYS7uVDSGre/aQzzV4qYn2rON7NiAzwYo3HbG7fBYAwn/uai+9rqfAWMwdVJ6dK2uw4P4eqry21VaDI9SH2O0n3xLqkBINJo5ZUaOdADgD33DKO4VMN3/9OL+NrnnoVZsXH93ArGD9B0X7F4BL/+mftx9N07MXtpDdPnVmBVgx9wOnHowQls29uPvfcE32DueccknLqD5//2ijiwEZ8fZjDc8ebtuPrqcls7oaWZcuBnJxqP4OBbtuP8yXmszlfw4pNX0TeUdAXdQXDXIztgWw5+/rXzGNqRJa/VEpN3DiKRieLVp2cwd2UN5RUTu4/oLS06sfeeYdTKNp793mX85K/OorRiIh2AQQOA2984hmjMwHM/uIxrZ5YxurtP6/3XiT13D8GIMpw5PgNgYynOaDyCkZ19uHByHtfOLjcCtmBr04H7xhBPRjB9dgW7Dg8FDsJT2Ti2HxDFBpxz1ycyyAFnZGcfRnbm8MKPruKVp67jlaeu49737HSLKnqJMEALiL33jiDdH8cz37mEq68sITeQdD13dEikY3jbrx3AzIVVnPzBFawuVANtCACw+65hGAbDq083WY31MGiGwXDwrdtx5aUlrMyVwZ1Gk/MA1TwSE7cXkB9N49QPrzYaPQd72IcmxML5whNXsTJXQSaf0Aq+/XDowXEYBsOz37kkDBiJKRqJA/ePIt0Xxy++cQGOw1FZM2FEWaBAT2J0Tz9SuRhO/0SkxNeTtgWA+963Gw986ADe+88O4953TeLou3cFev/EbQVM3ikY091HhjB5ULAIlFPz/jeMwogwvNT4DAC9D2cr+odTOPjW7Tj942uujmx1voLsQNLtIagTku86MgSnznGuJY0WVMcJCJ3W5dOLba77V15eBOciRUjFrsNDMAyGs8dnMfXyEn7+tfOo245bEERBtpDEve/eiWjcwKtPX4dVtbUmtzoMT+bwgd89GlizBQjfrr1HR3Dqh1extlgNtHHf/qZtYAw4/s2LAIS4fvbiKvbeGzxVdPihCURjBv6///Mkps+u4MjDO8j+jK0Y3J4V852LYC2ItyIg5uT+o6M4/+wcnvveZYABk4qWSn7YeXgID/36bXjXbx+CbTngDg+kQQPE/nHklybw6lMzmL28FjjYlNfYeecgzhyfgWXWYVZsRKJGoOrWVtz7rkksz5Qxf6WIsT3B2DxABFK3v0lUod72xrF1jeHAfWNYul7GK09dD1zFKXHowXEsTZfw/S+cxvBkDsfes2tdY9lsbPkAjTH2bsbYK4yxs4yxT/V6PJGogTf88m5cO7OMCyfnyelNiQP3jWLXkSH87MtnUbecwAxaMhPD/jeM4tTfTWHq5UVwznHumVlk+uNIBgxG7njzdhgGw8++cs4t718Pg8YYw6EHxzFzYRXXXl1eV3rmnndMYm2xijPHZ9bFNElk+hM4cP+YGxQFDayisQjuf98eTJ9dwdNfPy/sS3LxwAs7IILg93/iXhx77y7c/fYd6/5cfYMpHH5oArvvGsabHt2HQw+MB77Gmx7dh0Q6iv33jbnCcYquLpWNi/n2xBQunBSBkfTHCjrfjv3yLhgRhu9/4TQss47VeZHil1YQkaj6Ho/t6cPwZA4/+stX3ErMNZdBo9/be945iXR/HE/+lzNuBeXlFxeQSEcDpYySmRje/V8fwqOfvBeZfAKnfjgFZrDAG2c8GcXuu4Zx9plZrC5UA+lnXgvc/7494FywikECtGwhgXvfvRMv/1ywEK8+fR1gwIE3BEtbAYJtfuRjd2B5poxYMkK2kvDCG9+/F7fdP4b9R4OPAxDzNpaM4MzxWYzt7g/M8gBiLbjzbePYd3TEtRIJUrHYHMtuMdd5s0ArKO76pR0or5h48vFXce3scqCDVid23zWMO94ivpsg+rNWHH3PLrzpA3uxi2C264Xb37QN2/b148nHX3VbWQWRgQAi9Xvwbdvx8D+6HR/43XvJVcevNbbGKHzAGIsA+DyA9wA4CODDjLGDvR0VcOiBcdz99h0AQE5nSDDG8PbfPOi2OVpPlcgDHz6A/FgG3/nTF/GLb17E9NkVHHvvrsBpkWwhgft/dQ/OPTOHH/7FKwDWR3UDIs05sjOH8qoZyFNHYteRIdz3K7sBrvez0uHBDx3Aw//4dtx2/xgm7wz+0N/xlm04+NbtOPHtSzhzYjZwgUArBrZlcP/79uAt/2D/htJWG8XQRBa/9YcPYNvefuw7OoK//y+Puka4Ojz44dswPJnDd//ji3j5Z9NNBi1g8JvpT+CRjx3E9Qsr+Obnn8fSTBl9Qym3d6mO7TQiBv7e79yF7EASX/8Pz+GZ71zCwtUiIjEj0HcUT0bx5kf3YvbiKr7/xdOoWw4uv7iIHQcHArM0u+8axvZ9edz+pjGACx+v9eh5Dtw3ilrJxtTLS27xQK+QH0njgQ8eAED3+pK47+/txrZ9/fjBF1/Ccz+4gvEDhXXpSQFg7z0j+KXfuAMP/6Pb13VPJYYnc3j7bx5cN0uU6U/gkd+4A8Dm2C4celAcsKiZl1bE4hE88tGDmLxzEGP71hcQjd9WwN1v34GXfjqN2UtreNOje9d1HYm3/doBPPiR20jdDLyQ7ovj3nfuDJwelTAMhkc+ehAcwEs/nUYkZgR+jqPxCB7+9dtx8K3bA6eNX0uwzjYWWwmMsTcB+Azn/F2Nv38aADjn/5vX7x87dowfP378hoyNOxxXXlrE+G2FdUXba4tVPPu9y3jjr+5ZF2u1PFvGN/7oJFZmK8gNJvHr/+aN6xoHdzi+9X89j4unFpDKxfAr//xu4U22DlSKJr72fzyLsb15PPSR24KPhXO8+OQ1jOzMufYbvULddnDyB1dw/rk57Dw0iDf88u6ejqfXKK+a+PZjpzB9dgXZguho8eF/fb+bngyC0z+5hie/9Cps08Eb378HR9+9C9PnVjC6u4+0sFbWTPzwL15xU52FsTQ+8pk3BhoD5xwn/uYSnvr6eWQHEigu1vBLv3HHupma5dky/vxf/RxH370Tb3x/8A3PcTie/9srGJzIYuJAoafBPCDuz6tPz2D7/nxg5rdasvD0Ny7gxR9dxTv+yZ3Yd7T3YuvNwNzlNRS2pTe8gXPOMXNh1bXO6AXqloOffPksdh8eEtXrtwAWrhbx7cdeQN1y8Bv/9s29Hg4ZjLETnPNjnj/b4gHaPwDwbs75bzX+/o8B3M85/x2v37+RAdpWgFm1ceLblzB5cCAwk9eKuu2gWrKQ7ltfKq8VjsPBGDZ8nRBbD47DceqJKZx6YgrlFRMf/exb1s24VksWLpycx+4jwSriJDjnmD63giunFzG0I7suQTwgPJie+/5lLE6X8JF//cYNsaXTZ5cxOJ7dENtzK8Fx+Lp0YyFCrBe2WUetYgfW9/USN3OA9g8BvKsjQLuPc/7PW37n4wA+DgCTk5NHL1261JOxhgjxegHnHHXb2VKpgBAhQoS4GaEK0La0Bg3AFIAdLX+fANBmtMM5f4xzfoxzfmx4uPfGciFC3OpgjIXBWYgQIUK8xtjqAdovAOxnjO1mjMUBfAjA13s8phAhQoQIESJEiNcUWzrFCQCMsfcC+ByACID/zDn/A8XvzgG40TnOIQDd/WdCSIT3R43w/qgR3h89wnukRnh/1Ajvjxqv9f3ZyTn3TP9t+QBtq4MxdtwvfxwivD86hPdHjfD+6BHeIzXC+6NGeH/U6OX92eopzhAhQoQIESJEiNcdwgAtRIgQIUKECBFiiyEM0DaOx3o9gC2O8P6oEd4fNcL7o0d4j9QI748a4f1Ro2f3J9SghQgRIkSIECFCbDGEDFqIECFChAgRIsQWQxighQgRIkSIECFCbDGEAVqIECFChAgRIsQWQxighQgRIkSIECFCbDGEAVqIECFChAgRIsQWQxighQgRIkSIECFCbDGEAVqIECFChAgRIsQWQxighQgRIkSIECFCbDGEAVqIECFChAgRIsQWQxighQgRIkSIECFCbDGEAVqIECFChAgRIsQWQxighQgRIkSIECFCbDFEe/UPM8beDeA/AIgA+I+c88/6/N4bAPwcwAc553+luubQ0BDftWvXZg81RIgQIUKECBFi03HixIl5zvmw1896EqAxxiIAPg/gHQCmAPyCMfZ1zvlpj9/7dwC+Q7nurl27cPz48c0ebogQIUKECBEixKaDMXbJ72e9SnHeB+As5/w859wE8DiAX/X4vX8O4K8BzN7IwYUIESJEiBAhQvQSvQrQxgFcafn7VOM1F4yxcQCPAviTGziuECFChNhyWLx2FZXiWq+HESJEiBuIXgVozOM13vH3zwH4l5zzuvJCjH2cMXacMXZ8bm5u0wYYIkSIEFsBTr2Ov/xfPokf/t//qddDCREixA1Er4oEpgDsaPn7BIBrHb9zDMDjjDEAGALwXsaYzTn/ausvcc4fA/AYABw7dqwzyAsRIkSImxozF86iWlzDpVPPgnOOxpoYIsRrAsep4/yJX6CwbRyDEzv0b+iAZVmYmppCtVp9DUZ38yKZTGJiYgKxWIz8nl4FaL8AsJ8xthvAVQAfAvCR1l/gnO+Wf2aM/RmAb3QGZyFChAhxq+PyC88DAIqLC1i+fg2FbeOad4QIsT6UV1fwpc98CotXr2D33UfxgU//m8DXmJqaQi6Xw65du8LDRAOccywsLGBqagq7d+/Wv6GBnqQ4Oec2gN+BqM58CcB/4Zy/yBj7p4yxf9qLMYUI0StcP3cGnIfkbwhvXHnxeSRzfY0/n+rxaELcyrjy4iksXr2CvuERLF6bWtc1qtUqBgcHw+CsBYwxDA4OBmYVe2ZUyzn/Fuf8AOd8L+f8Dxqv/QnnvKsogHP+MZ0HWogQNyPmLl/En/+P/wIvPPG9Xg8lxBaEbVm4+vJpHHzrQ8gUBnD5xed7PaQQtzCKiwsAgD33vgErc7OwLWtd1wmDs26s556EnQRChOghSo0F8dlvfT1k0UJ0YfrMy7DNGiYP34UdBw/jyovPh/MkxGuG4tICIrEYtu+/HeAcy9c7peEhbiTCAO0WBneccDHf4qiWSwAEk3b1pRd7PJoQWw2LV0WaaWT3XkzccSfKK8tYnZvp8ahC3KooLi4gWxhAYfsEAGBp+mqPR7R+/MEf/AHuvPNOHDlyBHfffTeeeuopPPTQQ5icnGzbF9///vcjm81uyr+5vLyMP/7jP96UawFhgHZL43t/+kf42v/+v/Z6GCEUqJWKAIBoLI6T3/+bHo8mxFZDaXkRYAyZ/gJGdu8FAMxeON/jUYW4VVFcXEB2YNAtRFmavjkZtJ/97Gf4xje+gWeeeQbPP/88vv/972PHDlGRms/n8ZOf/ASACKimp6c9r1GvKx2+PBEGaCHImHr5NOYvX+z1MEIoUC0JBm1s3wEsz3gvFCFevygtLSHd1w8jEsHQ5C4ww8DsxXO9HlaIWxSCQRtEIp1GJl9Yd6FArzE9PY2hoSEkEgkAwNDQELZv3w4A+NCHPoTHH38cAPDlL38ZH/jAB9z3PfHEE3j44YfxkY98BIcPHwYA/OEf/iEOHTqEQ4cO4XOf+5z7u16vf+pTn8K5c+dw991343d/93c3/Dl61iw9xGuLum1jZWYakVi810MJoUCtVEQkGkU6X8DcxZAZCdGO0soSMvkCACAWT2BwfAdmLtzcAZpZrSCeTPV6GCE6wDlHcXEBe4/dDwAobBvfMIP2d3/2GGYvbe66NrJzDx7+2MeVv/POd74Tv/d7v4cDBw7g7W9/Oz74wQ/iwQcfBAA88sgj+O3f/m3U63U8/vjjeOyxx/D7v//77nuffvppvPDCC9i9ezdOnDiBL3zhC3jqqafAOcf999+PBx98EI7jeL7+2c9+Fi+88AKee+65TfmsIYN2i2JldgZOvQ6rWoFl1no9nE0B5/yW09TVSiUkMlkkMxnUGnq0ECEkSkuLboAGACO79mD2Jg7kr5w+hc//kw/f1NqmWxXVUhG2ZSI7MAgAKGwfv2m/p2w2ixMnTuCxxx7D8PAwPvjBD+LP/uzPAACRSARvfetb8aUvfQmVSgW7du1qe+99993nepX9+Mc/xqOPPopMJoNsNosPfOADePLJJ31f32yEDNotiqXpJjVdWV1BbGikh6PZGDjnePprf4XnvvtNFMa249f+1b/t9ZA2DdVSsRGgZVEtFm8Jp/i6bSESpbtlh/BHcXkJgxM73b+P7N6H00/+HUrLS22B282CuYvn4dRtXHj2eGi4u8UgLTbcAG3bOCqrK6gWi0iuU0SvY7peS0QiETz00EN46KGHcPjwYXzxi190f/ahD30Ijz76KD7zmc90vS+Tybh/9iMEbhRREDJotygWrzVPPpXV1R6OZONYnZvBj//yi7BNE1defB5rC/O9HtKmoVYuIZnJIJHJwqnbsG9ytnP24nn80cc+iKsvn+71UG56cMdBeXkZmXzefW1k9x4AuGlZtNXGs3vp1OakgEJsHjoDtFzj/6XlpZ6Nab145ZVXcObMGffvzz33HHbubB503va2t+HTn/40PvzhDyuv88ADD+CrX/0qyuUySqUSvvKVr+Btb3ub7+u5XA5ra2ub9jnCAO0WxVKLuLO8utLDkWwctXIZAHDsl98PADh3/KleDmdTUWswaIl0pvH3mzvN+fO/fhy2ZYYFD5uASnENTt1GpjDgvjayqxGg3aQ6NHm4unL6BdRtu8ejCdEKGaDJwCyZEaxZtVFpfjOhWCziox/9KA4ePIgjR47g9OnTbWwZYwyf/OQnMTQ0pLzOvffei4997GO47777cP/99+O3fuu3cM899/i+Pjg4iLe85S04dOhQWCQQwh9L09eQyRdQWl5CeWW518PZEKxGe4zR3XtR2LYd5048hbvf9cs9HtXmoFoqon90m5tCqJaK7gn2ZsP8lUs48/RPATSD6l7i4sln8Nx3v4Vf/eT/dFOmjcsN5iKTbwZoiXQG2cEhLF690qthbQjFhXkYkQisagXTZ1/BxO139npIIRqQAVqmINafhFyTipvHCN0oHD16FD/96U+7Xn/iiSc8f79YFEGoTIm24hOf+AQ+8YlPdL3H7/W/+Iu/CD5gH4QM2i2KxWtTGL/tIAChQbuZYVUrAIBYKo29x96Iyy88vyUCgM1ArVRC8hZh0J777rcQjYuydrPS++/n0qnncO74z2/atHHRDdDyba8Pju/AwtWb0/5gbWEeu+4+CsYMXA7TnFsKxcUFpHJ9iMaEflQyaLWbkEG7VRAGaLcgauUSyivLGN27H0YkivLaza1BM2uCQYsnk9hzzzE4dRtXX775Xfc5540igQwSDWHqzVzJuTh1GSO79yISi22JzyFP/lbABsVbBaWlRQBoS3ECwMD4BBavTd10Fc2OU0dxaQHDk7uQH9uGhambkwW8VVFcXkS2Za4lbuIUpxe449x0nyUM0G5BSKq6b2gY6b6+TWPQLjx3Al/+7GfAHWdTrkeF3GBjyRSGGxqc+SuXbugYXgtYtSq44yDZqOIEbu7FcHn2OvIjo4in0luCQas0xLpmpdLjkawPJZdBa6/WHBzfAata2VCxzCs/exLPfOtrGxpfUJSWlsAdB7nBIWTyhZteenGrwa5VEUul3b+7a1Ix+Jq0FQ8PleIalq9PwzbNnvz767knYYB2C8KqiZROLJlCqq9/0xbCE9/8Ki48e/yGpxfNRooznkwimckiWxjAwtTlGzqG1wJy4Us0qjiBmzedYFsW1hbm0T86hkQ6vSWCIsmgyflzs6G0vIRYMtVl6jowLlrWbESH9vz3v41nv/ONDY0vKNYW5gAAucFhpPvzN2V14K0M27IRjTVl6UYkgngqHXhNSiaTWFhY2HJBmpQ69KI4hXOOhYUFJJPJQO8LiwS2GJamr+LiyWdwz7t/Zd3XsGWAlkgg3Z/fFJuN8uoKLr9wEgBQK6/fF2c9aDJoYnIP7th5UwdoVrWK//zffxz3vOd9AHBLaNBW52YBzpEf3bZlGLSbPsW5vIRsodvrbKDRyHrx6hXsuuvedV27uLhww+eaZPwkg3bp+Wdv6L8fQo26ZSGeaj8MJLPZwKz+xMQEpqamMDc3t5nD2zBKy0uoWxZmV4vuXnIjkUwmMTExEeg9YYC2xXDq776HX3ztr7D7njcgPzq2rmvIzgHReAKpXN+mWB6cffpnbmrzRjNoVrUCMOYK0AcnJvH8D74N7jhgRm9J4GqpiD//9L/AOz7+O5g8dBfpPeXVZUgdb0YAACAASURBVBSXFvHyj58AACTSWUSiUcQSyZs2xbkyex0A0D8yhkQqvSWKOG5+Bm0R6f7uAC3dn0cyk8XCBhi04tIibLN2Q42RmwGaYNBq5RJs00Q0fmu0o5u9eB5Pf/X/xbv+2X+HWOLGBwAbheNhMJ3IZANXccZiMdeJf6uAc47P/1cfQq1UwgO//ps48r6/3+shkRCmOLcYSg392EZOl20MWl//hjRoxcUFfO9P/wjHv/FloLGQ32gBuFmtIp5MuhvJ4MQO2LUaVudnb+g4WiHbTk2dfgHLM9O4fu6M/k0NSEZnrtHIXrKRiZu43ZM8BPSPjiGe7j2Dxjl3NWjWTRqg1UolT6aaMYaB8R3rbmRtViswK2U49foNrXBdW5hHLJFEIpNxdXW3kg7t0qnn8MrPnsRLjYPXzQbbthGJtQdoyUwW1ZuU1W/F2sK8yxiXlhd7PBo6wgBti0GW1l88+f+z955hclznlfCp6pzTpJ6IwSAnAgSYABGUKMqkIiVTorIsybZW8nq9+63Xu/a3613ys2U5SbK9tJIl25JlKpgmBUoEkxjBjJzzAJgcO4fqruqu70f1ra7urnCrBpoBpTnP48fi9HShprr61rnnPe95D1k+hqyguVzwBEMoF4uWjZGXjx7CsZ8/gWI2i4273w5g8ctwPFeEQ+HDIaNv5kaXpswpiiL+8T9/Doef+BnGTp8AABRNdMo2z0Yl5U2X1/emLXGmp6dgd7rgC0euiRInX+JQrUhek/KbtMQp8DzsDnV1KdrTh+SEtTmJuUT9AbWY91t2fhaBWBsYhoE3JEWH5NO/PD40ojQd2vvoNee/ooGkoDUW1dw+/zXhi335R/+CJ77+N5bfP1fbDANAPvXm2RQsE7RrDKS1fuTEUVQrFUvHkBU0p6SgAdanCRAy8ZmvfB03//qHASydgkYQ65VM0kvlQxNKJaSmJ3HkqccwdlqK+zDj8yOfDwEJhLTi97hWkJ6ZQqijEwzDSMbiJW4S4BTjVq6FhgUrqPDa5T9/NIpCOm2po5p0eQOL+13OJ5PwR6UYB1+NoP0yKWiEoM2PjWD05LElPhvzqPAaJc5rYE26ePANnHvtZcsJArNXLgEA2vpXyM/YNwOWCdo1hnwqCV8kinKxgMkL5ywdg3RxSgpaEID1sFpBcSynV2rBXmyCxnNFOFx1Bc3t88MfjWF+iaI2uIK0YCUnxjA9LJU2i1n668s3E7Raa/ubWUFLTU8hVPNMujwelAuFJVURigrfzNUocZ7f/yrOvPzCgo9jBkK53FJyIvAEghBFa7lO+eTSEDS+xMHhlu51b63E+cvUycnlcgi2d8LmcGD48IGlPh3TEAShVUHz+1GyELNxNSFWq0hOToDnikjPTFs6xtzoFQTbOxGN97yp7rllgnYNQeB5cLks1u28FQAsh7ESX4nD5ZK9HlZLCTLZczrrnYaLTtC4lq6bcGccmbml6RJqXrDsTpcpBU1J0JweD1ibDcC1s1s1C1EUkZ6eQrhDImhOj1ca/M4vTd4Q0Kig8aWFlTjzqSQef+AreP0n/7bQ0zKFik6J0xOobbwshFBnlQraIm4IhHJJVgRJibPwJio3GYHLZeCPROH2B1B+E3pJqwKv6kET+HKLLcPUcS1WggiyiXn5mTZzZdj0+2cuD+PigdcRX7UGvkh0maAtwxqI9BrrHYDL55Nzg8yCL5XAsCxYmx3+2lw1ZVnDDAS+DJvdDpa1wWa3w+5yLUEOWmOJEwC8wdCSDYHnaouvOxAEw7Lo33wdCiYUNLLYBNs75PwzoOb3KLz5CBqXy4IvcQi2dwKArLSWl7CTk8srSpwLVNBe+fG/gueKi14qFfgybBolTpmgWYjQUZZ4uMVU0MplOFxSJ7bd4YDL50P+l6jEWczl4A4ErokSvxVUeBWCVrNfWFXRZi4P4+uf+8SCQpGVXktSqqQFl8vhkb+4H25/AG/91G/BF46gVMgviHAuJpYJ2jUE0l3ii0QQiLYhO2+RVJU5OFwuMAwDXy1HSWkMNnWsUgn22qIKLE0ZrrlJAAA8ofCSETTy99/xm1/A3f/tfyLU0WlOQauZ1m/96G/gLR/+pPxzqYuzsOiTGhYK8jl4Q5LfkZRsl7JRgHRw2uz2BRGrXGIex599CgzLLmpchyiKNQVNu8QJWFPQcol5WQ1fTKVHKJUaPHW+UEQeCP/LAC6XhccfqJX431wKmiiKqKiUOBcy7imfSuInf/kn4HJZvPLQg5arA4lJqVvZEwiaJmjTwxeQS8zjjt/6HfijsXr38JvkvlsmaNcQ8kky2iWKQKzNuoLGleQcHpvdAW8ojFzSGtnjSyU4nI0EbbEXn3KptcTpDQbBZTMLls+tgJR4O1asxND2m+ANhFAuFiDwPNX7ye5t5fU3YMPu2+Wfu7w+QBRRugZCXs2AkARCGpzk4b+EKgIxbPtjbQsKqk1OTUAUq2gfGAS/iJ9LpXYv2bRKnDVvqZVNSi6ZQLTWaLOYEQpS5ll9LfGGw79UChqXkwK8nV7fm+47TDqem5sEFjKC7sRzTyM7P4s7P/+fUcrncfAxaypacnIcDrcHA1u2YeayuRJnmZM+B39UqiSRuba55DJBW4ZJ5GoKmj8ShT/WZrksyZcbVS9fJGq9xFkuNSyqLq93UcsigKSgNY+78QYlD4sVBWGhIG3nZHdJHpYc5bkoGy+UcMvjnqxd30uHD+Cbv/PpBXuuzIL4vQhBc9XSyJcyrJbLZeBwueHxBxbUJJCrhavGevtREQRUBDoSvlCQf+cX4UHLJecR7ozDZrcvmp9UFMWWtcQbWvg8Tr5cwk/+6k8xPXxhoae4IFQEHjxXhNsfhMvjXdLyvhXUNwTqBM1K1EYxm4bD5camt70DK7ffiBPPPmnp3JIT44jEu9E+MIjs3Kyp2aBkk0ieH8sK2jIsI59MgmFZeIMhBGJtKKRT1KqMEkKT6hWIxhZG0JQlTp9/URU0URRVmwRIOW0pypyEQJEykcdklAlf4mBzOMCytoafu3wLa8KYuTyM3PycrMQuFmQFrUZUnVehxPnGnodw7rWXLL+fq/mBHG7PgkqTGULQavMvF0sVJLmFWl2cDpcbdpfLNEETRRG5RAL+aAzORVTDScNIQ4kzvPB5nJePHMTFA6/hyvEjpt978eAb2P/Thxf07xMQ0uD2B2o5gG8uDxqZT9naxRkAYG1geqlQgKvmR23rG0Ahk7bU2Z2YGEe0uxftA9J0grkx+u598t0nzw9C0HJvkrDaZYJ2DSGfSsAXCoNhWQSibQCsmfubFTR/JIacxeyXlhLnIo/xqQgCqpWKpoK2FDlKXCEPh8stL2Zm1Yzma0rg8tbKCRYNuaQMsdhdtq0lzoURtNT0FPb94Ls4+cIzCzonjz8Ip8ezoKDaXGIOLp8P3rB0vy3Wg5coGloeNEC63rSqLUExm0G1Ikjdhj7fopU4ldNNCHyhCMrFwoIM2xfeeBWAtXXg5As/x0s/+N5V8RaSkrpU4vQseVCzWcgKWnMOmt+6glYq5GW7g9sfQLVSMa1mC+UyMnMziMS75c5fZYe2EYi9gcwY9QSDYBh20TexVrFM0K4h5JMJuUYeiLUDgCUfWrOC5o/GUMykralxTbPyXN7FHUfEN+2ACMyqVlcTpXxeVrsAyGHAtFlzQrkEu8qwXrljymInJyF2ix3VUcxmYHc4Zd8jaRKw6sM5/MRPAVFsyDIzC+IHcrjcCypxZufnEYi2wVnL71qsRgGiOGl1cQISQTN7/5N7xOMPLOp3mSiCyrUkEu8GAMyPWMszrAgChg/tB2CNoJUKBVQrgjwNZCEoygStdl2Lb65mHy0FjShgVtYU5TpJ1jazm8/07DQgioh0dcNdO5aZcykXi2AYVi6ts6wNnmAQhTfJBItlgnYNIZdMyBKsP1aLx6iVWMyAL7V60ABYSlBuLXEuNkGTdkBaJc7iEihopXxOLm8CFhQ0jtNQ0GolTouqBtnFL/ZolmImA3etvAkoSpwWlNZSoYATzz0FwLqSCEgPTHcgCKfbsyDVi4wnIjvwxS5xGiloZkuc9Q2PRzKzL9J3mVdMNyHoWrUWADB54aylY46dPgEunwPDsJY2akTlunLMfHm0GUri6/R4AVFcdC/oQkA8j80ldZa1weX1LaDEWVfQAJjedJFnli8SkysMZtbHMleA0+OR5zgDkk1nKf2xZrBM0K4hkCkCABCISSXOjAWCJpRbPWiAxXKpShdnhectz/Y0C6JYNJc43T4/GJZFwUIO1EJRKuQa88v8AYBhqM+luQRN4LKwQ2w4rzxR0Ba7xJmWSSogLfKszW6pzDN2+gTKxSKi3b0y4TSLarWCQjoJj98Ph8ezoC7OXGIe/libfP8tVidnvcSpraB5gyHzBK1U3/C4FzEyh2T/KZsEArE2+MIRTFmcmHL56CHY7Hb0bdxsyfRNHtJXjh229O8rQUrNbn9gwQryUkCrSQAA3IGApe9iuZiXr4XHR7xsVglaBE4vaT4yp6A5PI3PDpfXu+g2EKtYJmjXEEqFvLzTcLo9cPl8yCUWrqCRFmMrPjShXG7JQSPnuhjQUtAYlq2VeJbAg5bPy3I7ALA2G9w+P/XDUijVY1CUcHm8AMNYvrayB22xFbRctoGgMQwDp9eaV5GUiTsGh8DlspZMxedffxWlfB79m7fC6XaDL3GWyk0Cz6OQTkklTqKgLXaJU4egeQJB00G1sientr4seolTsZYwDIOuVWstj7SbHxtBtLsXoY5OS3Ed5UIeDMtifmwEWQvrrBKcosQp3yuFN0+jgFaJEwDcvoAlu0GjgmatxJmrEW9/JCqreWY2FXyxNQFAiop6c5DnZYJ2jaAiCKjwPJyKB3cg1o6sVQVNjaBZUNCU41mAuieB9uHLcxymL100/e8SaClogDQuppBeAg9aId9Q4gQkTxytB40vcQ2fDwHDstLuznKJc2maBLhsBp7axoLA5bFmlCYkNxLvhlitmi4piqKI/Y8+hEi8G6tuuFkOOLZSbiIzK6USJ2l8WKQmAdmzpV/iLBcLpqI/SMOEw+Va1BJnXUFrJJzxVWuQnBy3VEJLTIwh2tMHbyiCYiZjmoSXCgX0rNsAAJg8b63MSsDlc2BtNjg9niWbWbwQaDUJAIDHooJWyucUHjSLCloqCbvTJX//zG4qylyxZQrNYvuoF4IlI2gMw9zFMMxZhmEuMAzzhyqv380wzDGGYY4wDHOAYZi3LMV5WsWFA68jPTNF/fvK0gNBIBqzRND4UmPekNsfgM3hsBRWy5cayZ5TVtDoFtSjT+/Fg//z9y3X/OsKmgpBC4aWREFrbhIAzPmBhKbPRwmX1/o8Tm6pSpyZjByxQSCNu7FG0Gx2OwJtUpOM2QV97PQJTA9fwI733gOWtcnE3konZ3ZO+u75Y0uhoOkH1QL1WBNzUyzqHjS31wehVLKU7fbSD/8Frz/yY+rfJwpas/eya9UaAMDURXMqGl8uIT0zXSNoIYhi1ZTKUxEECOUSOgZWArDm9VWCy2Xh9gfAMAxcHhLU/OZQaQCFgqZW4vQHTHVOAtLnXREEeSPrkhU08yVOXyQie8hcXp/pJgHnconTHBiGsQH4ewDvBLABwEcZhtnQ9GvPALhOFMWtAD4L4NuLe5bWMXxoP/b81Z9g/08foX6PGkGzElYrimKthNZYSvBbCKuth0vWz6me1UW3+KRnZ1CtCEhNTZj6twl4WUFrLQl6Q2Fq1epqQRRFiaB5/Q0/9waD9Apak8KphNvnt1SirAiCfK0Ws8RZrVTA5XMNJU7AehmhmM3AEwjC46+F/5pc0MkomFU33Aygft9Y6eQkZa+GEudiKWgGQbWAtbBa5Tpj9rusxMUDr+HCgddM/LvqClrX0GoAMB00m5wYB0QR0Z7e+uB1E2VO8oAOdXbB7nBa8voqUcxm5VDXhcbMLAXkJgG1EqffvIJGri+5Fg6nC3any/TmM59KwheOyv/t8pkscXJFOGod2ASScvzm+GyWSkG7EcAFURSHRVEsA/ghgLuVvyCKYk6sG1B8AMybUZYA+VQST3z9bwAAGTMKmlx6UBC0SBSFTFre3dCgIggQxWqLQuMLR02HQlYrAsRqtSVmA6Cf4UfMu6lp+muhRFlHQZPapReXoPFcEaJYXZCC1qxKKmHVF6QkZYtJ0MjC3UzQnBZ3qYSguQPWur6K2QwYhpU9L+S+sUKsiHodiMVgszukuZ4miR6Xz+GJr33VdAnPKKgWsEbQykoP2gL8pKVCwdR6otYkAEjricvnM702JSak+Yyxnj5LmYjkfnB5ffDHYldNQQMWHjOzFNArcbr9AXCFPKpV+rF6hAC5FVYQt99vSUHz15INAKnCYGZ9K3OtCprb64NQLpl6ri4Vloqg9QAYVfz3WO1nDWAY5gMMw5wB8BgkFe2ax/k3XkUxk0akuxeZOfoMM7VSni8cBUTR1MKjFggpHStiehHkVY5FFnXaMlq+ljfzC1HQgmFpBuYidZQC9b9b1YOWzVCZ2psH0CthtaVduTNdzBy05pBaArdFn4dULg3JnjazC3oxk4Hb75enNJDF2UonZ3Z+Dk6PV/a/OCwkxE+eO4OTLzyD0ZPHTL2PKqjWQhYgz3FgGBY2h6OuoFkoiZcKORRSSeomDpmgqdz3Hr/5uJDE+CjAMAjHu+GrhQibaRRQKjyBWDuyFietEJDcPUAZM7N0TQInX3jG1OxLvSYBTyAAiKKpdYlYYJwNBM28EpdPJeFVEDS3z2dq1GBZpUnAuciNbgvBUhE0RuVnLd90URQfEUVxHYD3A/gT1QMxzOdqHrUDs7PWhotfTeST82AYFgObtyIzN0u9gNW7q+pExEp+GV+WjtO8EHrDEdOt6PVwSetdnHlZQZs09W8TkB2/2sK+FOOeyO7NraKgVSsVquvCa3RxAtIu08rCQRZPh9uzaNEJQJ2guZtLnH6/pfOQFTSLI2bI+wmIZaBcMv+wzMxOI9TRKf+30+0xHbNBPsuUCTUdoAuqrZf2zBC0Ihxut+SV8lqLdalWKygXi6gIAvVnrBZUS+AOBCwQtDGEOjrhcLrk62AmE5FUAFweX83ru7BnRyGbhicgrUf1OIilIwDHn30SL3z/O0hSboy1ctAAKDZLZgia9D0hTWUAUdDoj8GXSygV8vBHlCVOc+uKmoLmehM1cSwVQRsD0Kf4714AmneSKIovAhhiGKZN5bVviaK4QxTFHe3t7Vf/TE0il0zCGw4j1NEJnitSL37kAdJQ4pTnhpkoJagEQgKALxQGl8+ZmiYgqPhGnB4PGJal/pLkU9KimZqyRtD4Ege7y9UytxJY2MBoq6jP4Wz2oNFNE5BGVwmqQbXSca1lU3F5aWca6uhc1IVHS0FzeSWiaaYsQo7nCQblnDnzClq6oWHBuYASZ2p6CuHOeP1YHvNzPcmDKm2yxE8VVOsPSFmAJlLR+RInbwLJZ2b2GiuVIVpVXk2NJ/BYUFYS46OIdvcCqGcimlPQ6gTCH2tDPpkwfa8SiNUqCqkkfBFpvWZZGxwu95J60LhcDmK1itf+/YdUv69H0OqbJROl9EJrpcHtM/c5k3FMvoYSpw/lYoHqs5KTEVRiNqRzvPZL0EtF0PYDWM0wzCDDME4AHwHwqPIXGIZZxdRaNxiGuR6AE8DCdOhFQCGdhC8UQbDWhZaZnaF6n1relyUFraReSiA3uZlyKZmR19xw4PbReQnKXFEuUVpV0HiuVaImkI3kJjuMFgIir6t50ABjsqhX6iHH5UucaX9EqbYzDXV0XRslTh9ZBOkJjbLhwO5wwOFymydoGgqa2RKnWK0iPTOFUGeX/DMrUwkIWTbT0Q3oB4cSMCwLX8jcwPEyx8nXxOoGR7kByFMOnRbKZTAMC9amYkIPBFE08R0WRRHJyQlEuyVXDMOypiN3mkuc1UrFsp+1mMuiWqk0mNmdXq9lgsZzHLKJuQVZN4rZDBiWxel9zyM9M234+xWelDjVg2oBiwqar7HEacZTWg+prV9Xt4nGlrKiY1mJZQXNAKIoCgB+F8CTAE4D+LEoiicZhvk8wzCfr/3aPQBOMAxzBFLH54dFK6mVi4xcrS042NYBAMhS+tCUAZIE3lAYYBjqRRCoE4BmhYbU8c2UObXIBK2XoFBTzyLxbuQS85ayqJQPlGbUjeTmFbTXH/kxLh58w/T76iXORgWt7gfSPxe1ZhAlyHHNLh6ElIU7Oxd10gOJePAEmnLQiAJmgixyuSwgijJxkO4zCyXO2mcBoD5D0ySxyqUSqPA8Qh0KgmYh280qQRP4MlibXVU5VsJr0lvKc0U4XNIaI4/fMRl220jQ6P5toSwp4cqROwSeQNCUOlPheQh8WS4pArXIHRNKYl1B8yFQG6tntcxJroFS6ZFiZsyrtmWuiG9+4TfwrS98Gj/4339g6XzEml+sf9N1EMUqZi4b51AaNQkA5og8WSddKk0CtI9x8txrUNB89OOe+Nr1bylxWlxjlwJLloMmiuJeURTXiKI4JIriF2s/+4Yoit+o/e+/EEVxoyiKW0VRvEUUxZeW6lzNoJBKwheOINguEbTMHJ2Cpua1stnt8AZDstRLA00FLWTeSKtVLnX76LK6yMLVvVZKUDFb5gFqCpoGmZFLNCYVtGIui5d/9H3se/CfTSfVN7ePN59LMau/C1dTJZWoL0DmiAkhMsF2iVAslorG5XOw1dQuJeoGdPrzaFbj3H6/KfItimKLgkYWZ7MD6Mm9Gm7yoJlX0GolzpkZUyW0Cl/WDaklMNv8wys2PGYnYBBYI2hlVf8ZIJU4JU8bnf1CTRmRFDQzXZyKEmdUcs7k5q0VaJTjiAhcFhW05MQ4SoU8ArF2zI9esTRJg+eKqFYEdA4OAQCdgiaXOFWaBOTIGxMKWrEAMEyD4OD2B2qbxxLVMXLJ+hQBgvq8YuNzIddf24O2XOL8lUK1WkE+nYIvHIUnGILd6aIvcZZaFTRAWoDNBMzKClrTA5PsQkwt5hqt8bRmT9LBSdK6kxbKnJKCpl7iJF1TZhW0K0cPQRSrmB8bwYzJKQey0ulpJGh1D5pBiVODQBNYNW5z+RycHg+8Nf/VYjUKaJWgrSiBdTUuVPv/5hS0crGAaqXSQNBYmw0un/nOWBILE+qqe9AcFjxoxItTrQimcggFXtANqSXwmWz+UXrQACmqxjxBqz/YzHjQNLP/5M0N3UZL7uxWPHij3b2YvXIJ82OjWm9rQKmQh93hhM3ukOceWx33RK6BX1ni9FiLmUlMjgMAVmy9HhVBsOSvJfd6ON4Np8djjqCpKGgurxcMw5pSOUuFPJxuya9MYLbZIJ9KgLXZGr7P9ew+42tbVqlKAYouzkUO9LaCZYJ2FUHGjfjCYTAMg0BbO7WCpmx/V8IXMZdfVg+EbCpxko4vUyXO1vl5QK30lDdeTMl596zdCKAWLmkSpOtMDTa7A06Px7SCdunIQbh8Ptjsdpx68VlT7y1zRbA2W0s7ut3lgt3hNFxQ5aBQoxKnycVDGqviV8j3i6OgqSV1A9aIpqyg1UimWVNxneA1+uGsxDikZ6bAMKzsJQVIidOaBw0wpyBX+LKu/4zAF44gn05Rjzkqc1zDvec2kd9HQNQLhmGp1xOhXNYM3SXlcY7yPMoqpaubPnAvHG4Pnvzm31IpleVCQVbBPYEgbA6HpaktgHqJ0+XxmjKhT1+6iGIui9TkBMAw6Fu/CYC18Xzy98gfRKi9E5lZY4JWFYSaR7C1pM6wLFx+P4pmNkuFQotP121ymkA+mYA3HGkgeS4T5EpWWpsVNM+yB+1XEvIXtSbJBtvakaGM/lC2vyvhC0dMNQlo5aDZnU64vL6rU+Kk9qAlwbAswl1dCMTaMXN5mPrfJuA5TrNJQDqXoCnjqVit4vLRQxjcugMrt9+I0y+/YKr0REpEzZ8TwzBU8zh5jWtKYGaHqEQxJyWZW1XgrKKspaD5zRPNFoJmsruv+f3KczF7PdLTUwi0tTUoCk63FzzHmSo7lQoF2e5gJmpDIjTGBM0bikCs0o854psUaTMBywREQQt10g8pF8ra2X+yx4nyb5AJmoJo+sIR3PbJ38TkuTMYOX7U8BjSPF3pQc0wDALRNusELZmA0+Np2Eg6TWTmVasV/Oi+P8TLP/o+kpPjCMTaEKp1D1shaEShcvv9CHZ0USloAs+rZqARePwBagINSHmRzVmRZudxZuZmEYw1JjPIJI/i+yx70JrWJ9ZGumyXCdqvFGSCFpJ2UsG2dmrjaXPpgcAfiSKfTlGTCF6nS9BsFprWeBZ3LePK6JzyqSS8oTBY1oauodWYvnie+t8m0GsSAGplMBMLx8zlYRTSKQxu3Y4VW65HMZNGLkFPgMtcUbPkSvOwo+niBMznf5XyObj9AUvEqFqt4Hv//T+Zmq1IUC4W4Wgq9wL1GBJLHjR/3YPG5XLUhEizozQQNHWPABKZUjYIAJJiI4pVeeNCg3Ihj7a+ATAsi/S08YOSoMLzumOeCMxaF5oVaWsETfpMo929Jjxo2vNnzXpJ5XmiTfdd/6YtAEAVEF4qFuD01AlEJN6NkRNHLRGiXNM4IkDKQqP1oOXm58FzRYydOo7k5Dgi8R74o1LjgiUFrVaKdPsDCHV0Ij07bfgdqgi8rmIr+UHpN0tlBQGuH8McEc/OzcozeQnMrCtlTp2gAWRiy7IH7VcKrQpaBwrplEya9KBFRHyRqLRDpuy00lLQAMAXDsu+MKpj6ZQ4AWMSkE8lZbLaObQaqelJ06N7eB1CRM7FzDEvHzsMABjYss3SIqgXMusJBg1Dc69mF6coirh0+AAe/cqfYfbKJcsK2tSFc5i9cgmv/NuD1B4eAq0Sp9PtlnwrphS0NBxuj7whcPsDqFYE6u7fOkELNfxcioUxr6CFO5sImjx4nb7MWSoW4PYHEGzvwNzoFer3CXyZ0oNWa/6h9oI1gZE0wQAAIABJREFUedACQXAZugkYBKVCAXaXC4FY21XxoJmN+yireNAAmBr5VGoiELs/8VnwJQ4/+9u/QLViLg+NDPRWwuX1o1TzRBqBhMnOj41gbnQEkXiPRLwZxtKEA3KvewJBhDq6IJRKhtekKgiGY8XMqNmlQqFFQaPNigSkSkd2frbBYgDU1xUqD5pGkwBgPW9ysbFM0K4i5G6e2qJJCECeQqFRtr8rQYynZgMh1Xbf3lDE3NgojY5DN2WEQj6Vkq+FPBTZpIomlTj1FLSgKQ/a6MljiPX2wxeO1AmaiSYMyRSv3VVq6EEz6OK0O11gbXaqHeK+H3wXD//5fZg8dwaReC9W37zLVBs6wfChA2BYFg63C89852vU7wO0S5wMy9Z2qSYUtExjB6bZGAiy8Ld40AJBU40kfFl6oAXbOxt+Xh+YTr/zLtVKPatuuAUXD76OyfNnqd5nposToPOWVgQeFUFo2Bx4AkEIfNmUKkj+Jm8ogiLlrGC9Lk45LsesB63pvrM7ndRzPctNBKKtbwC3f/o/YPzMKYyeOk51HgT5VKJFQfOGQkCtq9gIyjF4QrmEaLwbNrsdvlDYWomTTPfw++VJGEZlToHnweqUOGmzLwlKxdYSpzcUBsOwyFFYdsgM6mYFjWFZuLxeqo0fuU+aPWiA9VnBi41lgnYVkU8n4fR45QXQX+sOovmS8aUSHG4V1au2M6P1oZFSgtJYKR8rbC7Uki+VVMMlab0E+XQSXqKgrVwFAJgyQdCqlQoEvqxb4pQUNLqFvSLwGD97Cn0bpVJIXUEzEQSsU3L1UnjQjLo4GYaRug4pCNrlIwfRs24jfuuB7+ATX/oq1u+6TQ54NVO2Gj70BnrWbsCNd38Io6eOU3ceAwBfLKjuUIFaGcGkB02Zp0byzGj/lmI2A9Zmbx2OTFmSJyjJCkRjtptDJmh0CppYraJULMDl9WLnBz8KfySKp7/991TnIZR5OgUtQr+B47na5kDpQQtaGLhekB6+MjnMGG/6hHJJs2TrcLpgd7roPWgaChpAvwktFQstUTlrbn4LGIbF+JmTVOdBIG1EGxU0X4hezUtOTdY6SqV1NhzvBiCtT2Y2jwRcPguH2wOb3VEnaAaNAhWeh12lg5PAbVZBy+cb5nACkvfLGw5Trbekua5ZQQNIeZKuSYBhWdX7zuVdLnH+yiGfTDZ8UQO1fJ0sxZdMq5RHdmY0uw5AIlVaD39fKIJysUhdMiLG3mZDfL0bR59EcNmsoiPPj0i8xxRB04oeaTyXAPXDd/LCOQilEvprBM0TCIK12U0tglqKETleuVjUHaelN/JGeRyaVPNCJo1od09La7w/1oYcpeE5MzeL2SuXsPL6G7Dy+hsA1MvANNC7HrR5eQTNZRESGUJTEgHqY6Ja71dzOU5k4W5+wLg89CnmQK3NXxTh9Prg9Hix80Mfx+zlYcxeuWz4XoGnaxJwuj1wuNx0qpGcH6ZU0OhJ8L4ffBd7/vpPwRXycPl8MjkkgdR64MtlzXUJkFQ0eg8ambqisl5S5qERkqmEy+tF28AKjJ85RXUeQH1aSjNB85rInUxNTSDcFUfXqjUAgEhcmpDgj8YsdnFm5TU6VFOBMwYKGk2Js1wsUtl1BJ4Hl8vK1RMl/JEo8hTrLQl4D8TUCJqfylPKc5w0mlAlHNnl8S43CfyqIa+YxwYoFBqKhyVfKqkGssomYFqCxhU1H/5mxz0JZXXfCI2CJpTLEMqlhsT9rlVrMHZaMsLSQJaoDZoEpHMxfviOnjgGMAx6N0gt7AzDwB+Nmvag2TU9aNLDTm/x0CtBEwRibYakUfIlpuUHQcP7ozHqTKeR40cAAIPbdiDW2w9/JIortZ8ZQRRFlGuLoBrM+jyaBxvXpzOYIGhN5U0A8Jhs7ye782aTM3ng0CbWNx+HPICTE2OG76VtEpDOiy6str7haSxxAnQk+MqxI7h0+AC4bLamoNH734SSdpMAIHUJ0irh5WIBrM2uSmBpJiuQYe/NWYYA0LtuIybOn6EetUbWZWWYKgBTA9xTU5MId8Wx4rrtcPv8MqnyR6wRNC6XlRttHG43vKGw4SQLQdAvcRIlLjNjrK6Tcrs/Emt5zReJUokNpNGDTORRwh+JUs2nLheL8iSRZiw3CfwKopBOySU9QFqYnR4P1ZesrJH3ZXc64fYHqAeml1R2hgRe04Zi9UWVhqAR5YT8LgDc+L57wLI2/PD//A+q0Tdas9SU8Jho3R47fQLt/SsaHuJmF0FdD1pN8dEjFHyJ0yxBy+cUjRmSeq6Qr4WyhlpeC8TaqM3FhMiFu7rBMAz6N2/FyImjVLlafKmmEKk86ABQl2oJysVGFdmMqRjQJmgkCJWWoMmDnj1NHhqTHZP1gdESQQx3xQGGQYIiD7DC87BpeLaa4Q1HqEij2rxfWoO+NP9yHBVBwNzo5YYSJxVBK5cNVWNaBa2ZyCtBo6CRjV8zAQekUG2hVMIsZSRQfaC3OkEzUtDEahWp6UmEu7pxw/vuwWf+5ptyFpk/GgOXy1KpVkpwuZysoAEkTUB/PakKgm6Jk3Q006zbZHPZTFrJz2gIWnZuFg63pyVLDahlg1Ico8wVNDf30uZx8WYWW8UyQbuKKOayMmEg8Efo1Aw9b5OZLDSpTKT+wCQdlTQLarVa0TT2yk0COqoVeRgqF4q2/hX48H1/jmI2g+PPPmV4DvX5pDoeNBMp5Nn5Obl8QGC2jKDrQSPlIh1Tu1r7eTMC0RjyqZRuBxh5CHlDrQTNH21DPpmg6iArZjJweryyGjGwZRu4bIYqs44EcWo9LN0+vykjbnO51OnxgrXZUaD1oGUyLd8/QDFxgpIAlIqtg54B6e+x2e3UBK0+71H6vB1OF4JtHVQKssCXVVPd1eCPRKkyvOR4Cpd5D1ohnZKbI6qVClxer7wZNboeoijWvLHahNNMYK5W5zAgEaNSIa87i5aUz9QIRE9tLN0YpQ8tVZuO0hoHIQVhG6m/2cQcKjyPSFe3PNqPwEyTmRLFXFZeF6XjGGe8VQyaBEhHc4oibDmnMuRcPpdIrNZYoj/WKzMndXCqlSd94ajcRKB7HvPzqp8xIH0+FUEwTX4XG8sE7SpBrFZRyuUaFCOg5geiahLQHmkkTROgJWjaChptiXN+bBQPfPrDmDh3WnXXy9psUoK/zg5EJmi+xusR6+1Hz7oNGD60X/ccAPUHSjPqCprx4i6VBBsJDSFoNDEDUklP23PlixK/oPbnXSoUWrxNzfBH2yCKVd0HX7HmUSPRAkoEYjGI1SpVpEohk254KPRt3AwAGD9r7MPRyxkCJK+ImRJnc8MBwzDwBoPUClqpkIdLsSEgqM8SpCRoeaJ8NX5ODMNIJTTazVKx9TjR7h4kKEqcAs9TdXEC0sMzPTNtSMjLKhset9cHhmENyVEzqXT5/LA7HHD7/IYETeBrcT2GJU76oFqtmBqaNY5c/2hPX8tr/mgMwfYOTF04R3UuM5eH4XC5EVGMBANqwdWhsKE/LzUlEbxw0/vJuQDms9CkEmf9exCgeAYJBjlonmAIDpebTkGrEUpy/krITW8G1yU735qBRuCPRAFRNHyOpWamEGqKypHPg6i/JsnvYmOZoF0llAoFiGK1pfNL8gPpfzkqgoAKz2uWAPwmBiKXiwXNkhPx9Bgda270MvgSh1xiXnNRNUp5J23QbpUH5srrb8TslUuGgZJqD5SW86BU0CqCAC6faykJ+qMx8CWOKjqhIggQq1XNhwMxtOp1QTbnL6kfp9ZcorPrJZ1zagoaOQ+a4c/FTBoexTH8kVhtITYOVa23sav/PW6fH0K5pNs0QUAiIJrJnicYovagqWUvAfUYh4V60AAp9oY2PZ8QPWW3YKS7B8mJcePg0DJdDhogdf1VKxXD75M8ZkxxjRmWhTsQoCBoUhQE2YCScTk04ddEzXLoKGi+SARcNkOlaPAlbd9jvbSofU7zY6MAwyDS3aP6erir27DrkWDm8jDaBwbVu+ZDYcPSszzztaOVSJB1IEMZdg5Im0gul5UbYwBpjSsV8rr5fVVB0G1KYRimthEwJmj55DxYm11VzSa+NKNNjtoUAQK5c1nnGOViAcVMWvW6AvU1kjZIfqmwTNCuEuolvSYFjZSbdLoMjboVSc2dRuXRK3Ha7HZ4AkFDgqa88TWziwzmJKqVOAlWbpO6BS8d1lfReBoPGuUcP3I+SrUIMBe1wat0wSlhdzjgC0d0H5TN+UtqoMlnI12eak0C5P00pfVik4LGMAyC7R1U8/u08qgI6nPzKFK/VeYrAqAanwVIilNzU4p8Hh4y7JmWoBXAMKx6l2DEnN0AaFLQ4r3y5kcPUhcnHUGLdEmxDCmD0mndg9a46fIEgoZZc8nJcdjsdqy47noAkPP2fOGIoT/WKFoGqBMUmogXvU0oTbxFYnwUofYOzXFrofYOqvMQq1XMXhlG+4qVqq97Q2HDzQUhxl6VjkfSLEBDigjKxQLEarVh3Q1QKHEVnm+JU2o5n84uWfHTQ64W3KtKWiPGVQahXEYxk5YJajP8EeNkA7LBbA6bJiDqnNXxXouFZYJ2laBF0Ei5SU/qNhqg7QtHJQWI4gFTLrTmzzQeyzgnKJ9KgrXZ0bt+E9r6+lV/h4zh0YLW9QCAaE8vQp1dhmXOsoqpuRmST8lmWB4hC6WnmaCRLztNGZrifIJtHXKGjxo4nRK0fE4U3b9EQVMzxZOFjaZ7uJDNtKiKtDNk9fKoAHNzRbVCJaVsOePyNTHkN2dbATWVyO+n96DVVE51/wu9mq2mxBHVRq/MWa1UIFarVDEbQD2WIakIPFWD1obHH4kYPqiSk+MId3Wjc3AIQP1v8lEpaGRknA5Bo4yDAEh3noaCRtEIlZgYUy1vyufS0SVNgDGII0rPTKNcLKJjxaD6uQTDhmorl8vC7nCqkkW70wl/NIY0he+LgNzjDY1QZMOm8xlXDGI2AOm6pGeMx0blkglN7xcNuSJrtRpppT0GmXsb7mwtHQPScxlYJmi/MihqKmjGuxejB78/aizpAtLOoyIIcvlBDd6QcVhtPiXlud37f76Et37qt1V/x6jEWcrnwDCseso8w6B33UbMXLqoex71JgFtBY1hGCms1mCnKpvqmwZpm5kmYOS5AqSdWVZXQTMucXoCQdgcDt3SeCGdhjsQlDu+lHD7A7A7nIaldVEUUcxkWq5JsL1Tl2QS8DqjVIC6P5CmRFm/to3XhmZ8FqAoqWuQXzOD1/U2Ob5wFMVsxtDkTI7D2mwNxCTa3QsASOp0chLPFnUXZygMh9tjSNC0LAPhzm7Z7K6F5OQEIvFudNQIGtno0IRfy9l/egSNMvEe0O/iJI0LWhviarWC5MS4/DmogQy3N9qkzFyRGmk6Vgypn0s4jGI6pUtomjsumxHujFMZ8wkImVOqTzSB6RWBN9wQhDq7IJSNx0blkwnViA1A2nAxLKv7LCNruZq/FqhVDRhG15ed1ikdA5IY4g4El0ucvyrQKun5SVitTrlJL3gRqBsajUoJ8uwxHQIgKQDGCpovHFZVEAgkRUJb2SjmcnD5/ZpxEuGubuSSCd1dan3Hr72wA9KCmjYoSRS1FDSK3aV8PgZKJ1AnaFqLMk2TgJTPpt9d2lyabHl/LGb4N5UKeVQrQss1CbZ3gMtlDX15RoSVGHRpFACtEqc3EEK5WDD0sZGRUi6VEicg+dBoTeicDomum9CNSSP5rJXfI39U8vjpKWjyDFxKBY1hGES6upGaVCdo1WoF//z7v4ODP3sErM3W0h0a7oqjmM1oNv1UqxWkpiYQifegb+MWvP+//7E8mNwbikgeTh1/E09R4vSFI7A5HFTeL71OarvDIY170iAR2blZCHxZV0EjI77Ss/r37cylYTAsi5hGlcEbDKEiCLoKMpfLNHRcNiPU0YW0AXlWYm70MgCpY56ARiQw6uIEgHAHXSdnLjmv2sEJSGq2LxLVtZRoVTsIWJutNgZLr8Q5BZfPp0t+A7E2Q9/mUmOZoF0lEILWXHKiMXzXB2hrBMxSmCIBZUlFmwB4ayVOvV2dNPxX/QtGEOroQjGb0Vx8uFwWbpUMG4IwxcO7XOJgs9sN4wbCnXFDb0ShViZrJjUOpwu+cMRQQQDoS5wCX1ZV9CqCAKFcMlTQAGkKhX6TQGtHavP7cwYetPpOtbXECRj7gbRIlXyc9g4wLNswa1ALshqn0iQASIPU9aDVeSkfx5SCpu0TNDN6Ta0hhGEYRHv6MD82ovm+So2M0jYJABLJ0lLQipkM5sdGwBXyqr4e0kGo9R3Kzc+jIggId8XBMAyGtt8Elq1ldVGMmiId1mqmcQKGZRFs76TLR9QpcQK1cU8a5zM/PgoAiOmVOImCZhDKOntlGNHuXk1lkMYPZ6SghTo7pY0sZRzE7MhleEPhhu+0w+mC2x8wLnEarLPyhkvnM+JLHEr5vGaJEyBZaPqbT6C12qGEz2AiQXp6SlM9IwjEjONHlhrLBO0qgdT+m03KnkAQTo9XN/uoXNJXImgHpjfnLqnBFwpDKJd05wnm0yk5M00LxEujVaop5VsjR5QI14zNSR1ipDX+quVYnV3Izs3qlp2K2TTAMHJHnxKks84IZYqSqx65oSHQBEZz+ArplGYJACCLj36Jk5DWVgWt5gcy7LIlMSjqhNVmdyDY3oEkhbFYy89WD6vV96HJ11ZjU+D2G3cqKo+lpUKT7wVNcHR6ekq1iaOtr5+KoNEqaAAQiXcjMzujmg1F1o27vvBf8LEvfqX1vaTJQIPgkVK52tgdmvBe2Rel88AFpDInzVDvakXQbBIAgEBUOxcuMU4iNrRLnLRqXi6RkEuzapDLrboELdsSRaQE8VDRePMAYG7kMtoHWj1xAYP1pMLz8ixQLQTbO8HabLr3LgnuVYvYkI8Ta9cleUYKGmA8TSA1My0rfloIxNqXS5y/KuDyWdmwrgTDMIj19kmt3RqoDzFWf9A53G5pIoGBT6qkkYCuhFH6d7VSQSGTbhhZpYYoMSZrEE9p4dH3VgBAWufhrVfKaDhWVzdEsaqr+BQzabj9AXnnr0Q03osERXhoPaZAv8QJqLfGl1W6+rRApgloKZ2GClpbB3KJOd3SoKaCVlMQjB5QJPlfbyoCjbpJjgWodXEaT2cAFAqaBkELtnciNz+vG2AqH6tQ0PSy1edPGscnTF44i6HtN7W8FuvtRz6V1Cy5yh40Uwoaidpo/Q6Q73q4M65aFifKiNbnlNdJhpdLvroETSLGyugHNYTaOw2JCCm7623cYr0DmBsbUZ2GkZ6ZhsvrU22uIWBYVmr2MVCQC5mULokg309DgqazkQ1RlhUBqRQ9PzqCtr6Bltf8BmoRTZOA3eFAW/8K3XnK5BmlV4FpHxhEampS00JRyKTB2uy666TeNIFqtYKMTgYaQSDWhlJeP35kqbFM0K4SuFyuJQONINrTh8S4NkErc7VFR8fb5IvE5N2J5nEKxh40r+yhUT9WIZ0CRLFl+G8zQp1xMAyrSWw4ldBeJdx+P9yBoG5pUS8UtvFcjBexQiYNr8aiHIl3g8tmDBUW3kAxApQGY20FTe/zkY/T1o6KIKguQqSjV09B61gxiGqlgrkrlzR/p75TbbwuvlAYNoeDqsSpVd4kCHd1IzU1Ydj5pTXWy0M57olcW7dXfVMQ6+2DKFapUvz1mgSIImY0rubMyy8AANbvuq31XGqeJS0lQlbQKINqgXrzwdzolZbXCEHTemg6XG74ozHN76JeMjzNuKdiNgPWZje8V4LtHeDyOV3PFi/7HrW/g239A+C5oqovtVBrgDJCsL1DV80TRRGFtPosXALZO6xzrxg2CdTKzzQ+tNTUJAS+3OA/I9DztIrVKqoV4xInAMRXrcH0xfOao+DI3+rXucYklmRGY22S/LVBXQ+03jSBfDKJiiAYljiDxH40d+2WOZcJ2lUCl81oEhKjHTPpONJqKwakG97ooSCPqDEocQLaSc7yYh7W96DZHQ4EOzo0S4NcXn/hAaTSpF75i1pB6yQeGm2vUzGT0VxMI6SzjjpHSic41+eHw+VW7eSskwhjBY2UKdRGLsnZSToKWteQNJhbb7er1TghKQjtVCVOIwId6epGqZA39H/VFbTGe5d2HmeJdExq+DhjvfqkiEAURc3AW6CeJagXQCqKIk6/9Dx61m2UCbsSbb2SwjE/qn4uROUzo6B1rFgJm92OibOnW14jJN+nQyYkD5s2QWNtdo1B9AGpK0+PoGUy8Bg8cAHlvEdtYiTbDHTIXnu/9N2ZG7nc8loulTT010rn0qmbBUgabLQadQDpe+X2B1TPAwD4cgkCX9ZV8zyBIBxujxwboQfy77SrELRAtA2FdEpVUSckx6jECQCdQ6tRKuQ1/Y4k2sevkWEGAB2DNYJ2SX2cXCGT1lUmgfo0AbX7LieX5LXPQXr92g+rXSZoVwl6ilGsVzKkJjTKnNn5Obj9Ad029Ei8B4mxEV0lop4FZb3EWSdoxrvMaLxHVUETq1WJoOmUOAHj8leZ43R3ygS+cAR2l8tQQdPywETlbCp9gmbkuQIUQa8qpaYSxedD0DE4BDAMpocvtLxGSiZ6i1igrR2eQBBTwzoELZuGw+VWve8CbcZhtbxOYCiBkQGdoMwVwdrsLb4rt0/qBDYqcXL5fEvHpBKReA8YhpVN4lrguSJEsaq7yfFHY7rkNT0zjcT4KNbuvFX19UBbOxxujyZZlCN7KO4TArvTic6Vq1VHdOXTSTg9Ht2NRbizW3ODk0/Mwx+Nql5b0pWndz24nPoQ+2bUozZ0GocMwpGBukI5O9Kq0NAraJ0oZjOaZTjZHqBDehmGQcfgEKY14oTIcHi9jayc4E9R4pwduQKGYRHtbW2ACOh4Y2WCRuF5jBts/LLzc9KQc5171x+JwRMMYfaKOkErpo0JGvEQzqsoxjRlVgAItBk38C01lgnaVUIxp6Og1TqGtB4OueS8rqkSkBQVLp/TvZnkJgGdh6Y7IO14tXwR9XKG8SIWifcgOTneIneXigVAFHVLnIBU/tIz99M2CUiLWFy3XKoXSxHq6AJrsyNpMCORL5VgczgMd5rR7l7Mquya1ZLlteB0exCN92D6UitBIw9DrVEogHRNuoZWY1pHQStkMpoLYaQrLo0k0ihlAPp5VASEoBlmdGmUSxmWRaijU9fDCdSaUnSuq93hQLgrbqig0XxG7f0rdIfJE4LR1qsev1D3pbY+XAA6FUIN3WvXY/rihZaOv3wqZaiIh7viDQPRG87HoKu7Y2BQdSNBUMyqD7FvBiHRM5e1y/Kk21drvBggfXfCnXHMXbnc8HNRFJFLJagIGvFxaao8ZJKHAfHsHBzC/OgV1TVOL8y74Vz6V2Dywjnd7yIAJMZGEO7qUt1wEVVNjRSRc6MhaNHePjhcbs1ZpdnEHALRmK5ayjAMOlas1L62We21mqBjhbSBVduAyo0KBgTNH42BtdkM16alxDJBu0rQU9CCbR2wO11IjKs/HLLzc/I4Di2QktesjqeoVMjD7nKphpcSsKwNgVi7JhkhZl+vQRcnIJUGhVKppfRKJgxoZVLJ7++KQxSrSGu0s/Mcp6tWKRHWGUNSrVZQzGV1c3XCnV2GChrPaQ9pVqJr1Rqkp6daVJ+ySrK8Hjo1CBZRtoI6HWTS+9dgfmxULs02g3g91NA1tAalQl63eYLGgxbq6AIYxjBqo3lQuhLx1eswef6MrnpcKuQ1GwQIjJp1yHEA7WYDQPpc8smEpqeHbKLUuh7r59KPOY0SZy45D9Zm0y1hq6Fn3UZUK0LLPZNPGpMSokjMNpEa6Xy0k+EB6X5PTIxpeseKGToFzeX1onPlEEZOHNX8HaPpFQRt/QOYbVJXeK4IoVSiImjx1WsBABPnz6i+Lk/y0FHQAEkJrwiC6n0nEzSdLk4AGNi8FcVMWnXTp0RyclyeKtGMWN8AWJtNdWMhEzSKEifL2tA5tAqTF86qvp6dn9Mccq5Ex4qVmNMgrnqbaQKX14tIvEd1Y5BLJsAwrGHXsM3uQMfgECZUVOdrBcsE7SqAlPS0mgQYlkW0uxfz4+qkKJegUdBWAABmdXbu5aLxnEdAMnpOauyAcqkk3D4/VYt/VGNsDe3OkBibtUgnbZMAIDUtpGemVHeZXC4HiGLLSCMlIt09VB40Gk8cWdwnzzcuYkSdMSoLEnQOrkIumWgpR6dnpmF3uQwfel1DqyCKVVUVDtD3epC/QWunDNB9PnaHA8G2DkNipHes+Oq1yKeSuhMaSnnjEVrRnj6kpiZ041hoVOiuodUA9Mo80nnqfafb+wdRSKdUFfHs/Bx84ahqx7EeutesAwCMN/nQCumk3Bykhd71mwCGwcjJVnKUTyZ0/5b4qrWAKGpeD2lzZEzQAKB/03WYunBWs7NOaxpCM9r6B5GanGhQE3NJevuGNxhCuCuOSS2CJs/C1ScSZDSW2neQbGSNvLr9m68DAFw5dljzd8RqFcmpSU2CZnc4EOvtVydoPPGg0TWl9G3YjKmL51W9grn5OcNnGSARtGpFwNxII4kWymWUi0XDEicAdK1cpbqBzacS8IXDVN+fnnUbMXXhHFV391JgmaBdBXCFvFTS09kJxfr6MXPpYguBqAg8CumUPHFAC06PF+HOuIGCVtB9sBDEV69Ddn5WVQGgCaklIGWA5oc4SSTXC6oFpN2l0+PFyPEjqq/TEiJAkvArPK/aGUQTfNjWtwLJyXHdtHlawti1cjUYhsXUhWaCJimcNDtVAOhcWVvcm3aJmdlphNo7DU3XpFFg7NQJ1dez83Oayki0uxdOj7eFZCpBo6ABQO/6jRg5fgTVSkX3WM1zOAm6V0vEY+JcqwGegE5B60e1UtH3PVL4BNsHBsGwLKY1/H3Z+Tl4giHYdUY19W3cDACqalEuMQd/zPgh1wxvMIRody9GTx5r+Hk+ldTtqgMks38KKzEuAAAgAElEQVTHipUYOd54PjzHoVTIa47uARQNKSpkXqxWwWWzVAoaAPRv2opqpYKx0+r3LLFmGPk4OwYGpc2J4gFeoGyAIuhevQ4T59SVW62ImmaEO+NwejyqY+20xgM2IxBtQ6y3H1c01klAyqoTyiVNggZIZUG18xBq8UF696sSm2+/EwzD4OjText+XhEE5FJJXeWYoHfDZoBhcPHgGw0/L1BeVwDoXLkauWSipYJj5hnWs24DKoKg69VdSiwTtKsArTFPSqzctgOFdAqjTQ9LmmA/gvaBQVXjK0GJYhA3AMRXSwuqmkydmprQDV9UwhsKo2NwCJeOHGz4uZx7ZFDiZG029G3cgivHW3eG1UoFfImj8qABwIrrrgcAXDp8oOU14jsKtLV21BGsuuFmVCsVXNj/qubv8KUSFWF0uN1o6x/ARIuCRvf5EJBGgYlzjbv49OwM1WfkC0fQs24jTr/8QstDppBOoZhJy92NzWBYFl1DqzUJWkUQUMrnDMvYADC04yZw+ZyqgZ1Aj/y2DwzC7nRplpsAyYPm0ojYICB/q55/jKMIE3a43Gjr7ceUhu8qOz9n2EHW3r8C7kCwhUwBQDaRQECHEOlh9U07MXL8qPzQ4jkO5WLRUEEDJPVq4tyZhpJ4TicDjcDt9yMS71FV5blCHqJYpSZo3evWw+ZwaG7aLh58A239Kww9bf2bt8LmcODc6y/LP8vVZjf6dLrllYivWY9COqXaLFPIpOHy+gxVJ4Zl0T6wUrUUV58+Y+zPG9i8FeOnT2oqPUT91ydokmrbTGiIB4sMrDdCINaGVTfcjOPPPtWgUOZTCUAU5UHkevBHouhdvxFnX93XsDbJneUU5f3OoVUAWjewRp5JJXrWbgAAjJ8+SfX7i41lgnYVoDXmSYmhG26G0+PBqX3PNvy87lcxNgS3DwwiOTWpLf8XClQZWx0rhsDa7C0P32qlguTkuO6cumas3LYDE+dOy3I9IMUHMCyLUM0groeBLVuRnpluUTVInhMpoxrBF46gc+WqFrIIABcPvA63P4D4qjWa7+9cuQqhzi6cfWWf5u/QetAAqSw31WTsNUvQnG4P+jduxpmXn284TmZmWjW+QQ3r3/JWJMZHW0gJ8T9pETTpb1iH2ZFLqvNSU1OTqFYquu8nWLFlG2x2e8tuWQk9NY612XTJIlBTjw0UtPaBFfAEQ/rnQeFBAyR/39TF86rqSm5+zlBFYFgW/Rs2Y+TEsYZjiKIolYlMNggQrL/1bRDFKs689DwAc13ZA5uuQ7UiYPxM/WGll4GmRHzVGkxdONtyPcgECL15k0o4nC70rF2P4UMHWqoN2cQcJs6ewpqbdxkex+X1YnDrdpx77WX5OAWDPLhmyD60c60bg0I6Re0R7NuwCVMXzrdULLh8DjaHA3ad7n2CFVu3Q+DLqhtQQBpmDwCR7m7NY5Ch7jOXG1U0mukKzdh253vA5bI48dzT8s9InhiNggYAa2/ZjcT4aEMnpqxM6thRCDpWrJQqFRcbNwaSYkz3GXuDIUR7+nQ3j0uJZYJmEvNjoy0PrFxtpI6ez8LhdGH1Tbtw/vWXG94v71BpFLQVKwFRVF0wgBoBoChx2p1OdAyubFHQ0jNTqAgC1UOXYHDbDojVKi4fOyT/bHr4PNr6BnRjQwgGNm8DAFxu8leQPCeyw6E6l63bMXnuTANZrFYqGD58ACu37dBtnmAYBmtvuRUjJ45qRjqUTZRc46vXoVwsNBAjKV+Lzn9GsPGt70B6ZhpjtYcmCfKk3e2uueUtYG12nK49sAlIB6HWoGfpb1gDsVpVLV3JQ5lVUsub4fR40bdxCy4eeE3T6M9zHJxu7WvTvWYdZi5dVP1sKoIAvsQZxlKwrA2rdtyE4UP7NZUILk/XyNE1tBpcNqPa5k+joAFA36brkJ2fbeg+LhcL4Esc1XqghlhPH7pWrcGpF6WNICFoRiVOQPLj2Ox2XDpa/y7LwaMGil7P+o3Ip5ItOWzyHE5KggZI93xycryFSJ9/XVK319z8FqrjrLnlVuSTCfnhm0slwdrshiVFgvb+FXB6vBg+tL/lNcm/SafEbbjt7RDFKk6+2Lg5J9mZRlYFQNrIBts7cejxR1VfT06OS4HDOp8TCYhtVpzmx0fhj7VRe2MBqUTZu2ETXvv3H8qdv8R7adTwRrD6xlvAMCzOvlrfFNOMeSJwuj2Ir1mHs6++JK8rFUFAIZ2iSiGQ/5b1GzF2+qRuQPJSYZmgmUBqegrf/YP/iIM/+0nDz0dOHoXD5Ub7wErd92+49XaUi0V58QQUCpqBBw2QvqTuQBBHnnxM9fVysUCVsQXUFJ6L5xvIImli0Bsk3IyuVWvg9gdwqbaIiaKI6eEL6Fy5iur9kXg3Am3tLaXFiXOn4Y9EqTqCCFZs3QFRrOLy0bqKNnH2NLhcFkM7WkfuNGPdzt0Qq1Ucf/Yp1dd5E00LQztugt3pavBplE0qaIC0iDk9Hpx8/ucA6jlGRh2cBB5/AIPbduDUC8/I3kBAKvu6vD7dBb13/SY4PV4cfuJnLa/NjdYyl7rpdt2rbrgZqalJTW9RmdPu4gSADbtvR7VSwfFnnmx5zUy+3OqbdoHnipqdgtPD56WcMgOldPWNt8Bmt+Pozx9v+Hm5WEBJYyh5M/o3bQEADCuISH09sEbQAGDjbXdgduQy3tjzkFR2AqhKnA63G0M33IITzz0lb3LyCbKB1Fck1u96K9yBIN7Y828NPyd2BzMEbd3O3Qh1duH1R37UQOjPvbYPsd5+6vVpaPuNsDucOFH77pAMNBpCBEjK7aa33oFzr73con5Js3DpFLRIVzd612/Cyeefbvh7uJxxVqR8LqwN2+56D8ZOn1Atl5IOTr2/zeX1Ir5qLU7va1TkE+OjptZ8QNrQ7v74Z1BIp7D/pw8DUMxspVyzfeEIBrdtx5GnH5fXJrKhoL22W95+J5ITY3KJkngUjTYUjce4CzxXxLGfP0H9nsXCMkEzgXBnF1btuBlv7HmooY5/5dhh9G3cbNj52LdxM3rXb8JLP/ievFPIJeZhd7oMSyqApMJdd8c7cfHg66pGZzMKzZobd0EolXDyhTpZJOOozEjdLGvDqhtuwdnXXkJ6ZgrZuVkUsxl0rlxN9X6GYXDdHe/ElWOHZZUIkAha95r11IspICk+gVg79j/6MKpVyZB+fv+rsNntskdND+0Dg1i5/Ua8/siPkU00dtdl5maRmZ2hLi16/AFsuPVtOL3vefkhVSrQE2gCh8uNtTt34+wr+zB75ZKcsUWroAHALR/8KIq5LF75t3+VfzY3OoJYb7/Bgu7D9e+6G+ffeKW1RDpyBeF4N7WxeMPu2+GPxvDiv/5Ti4omimJtrqc2KYr19mNgyzYceeqxlvEu8oQGiu9Q/6YtcHl9OPfaSy2vidUqRk+dQP/GLYbH8YbCWLtzN06+8GzDztuMZSES70HPuo149d9/IBMAqxloSmy+/dewdudu7Hvwn/H0t78GgK7ECQA3f+BelItFWamZHbkMh9tjqK443G5c/873YvjQ/oZ7hZQ4zRA01mbDjXd/EFMXz8sjs2ZHLmP8zCls2H079XGcbg8233EnTr7wDKYunpe8SZT+M4Jtd70X1WqlxRBfzGZMxaBsets7kJycwHmFJ85oDmczNt/+a3C4PXjloQdbvkMSQdMubxJse+d7kZwcx6XaJlasVpEYHzNN0ACpe3fdrtvwxk8ewtTF88jOz1LdK0rsvPcT4LIZ7N/zEMRqFSdfeAax3n6q5yEArLl5F1xeH449I5GrvIkcT4LOlavQv+k6HNy7R3d28VJgmaCZxO6PfwYVQZAfNOmZKSQnJzCwZZvhexmGwdt/8wsoc0U8852vQ6xWkU3MIxDTD/ZTYuuvvQssa8NrD/+o4efEVE/75ehZvxFdq9bg4M8ekclMYnwU/kjUtMqz80MfA8OyeP5735G7YbooFTQAuP5d74MvEsW+B78reXCSCaRnptG9dr2p82BZG279+Kcxc/kiTj7/DAqZNI4/+xSGdtxMfV3e9qnfRrUi4Nl//KZ8XQDgyJM/g1gVseXtd1Gfz7a73gOBL+PQ3j0AiAfNXIkTAHbd+wm4/X7s+fIX5XIjLVEEpFb/6+54J448+RjOvPIiRFHE/NiIbnmTYPu774bL68Pz3/t2AzGaH7uCdoryJoHD5cauez+BqQvncHrfcw2vCXwZYrVqqE5e/873IZeYb/C9AMaD0pWw2R1Yt+s2nNr3XEuJf270CrhsBn0UBA2QHt48V8TBx/bIPyNRIDQEjWEY3Pn530OlzOPpf3hAWg9qloeFKGg2ux3v+k+/j7d85FNYsWUbbnjfPbqJ90q0DwxiaMfNOLR3D64cP4IzL7+AjbfdTrU+bbvzvXB5fXj8778ik1ZZQaOM2SDYeNsd6F67AU996/9i5vIwDu3dA7vLhc1vv9PUcXbd+wn4QmE8/Q8PIDM7TaUkKhHuimNo+0048uRjcqxEtVqRRsdRqjwAsPaWW9G5cjX2PvBlXDl2BNVqRZ4gQwuX14edH/wohg++gaNPP46KIOClH34P//C7n0VqegoRCr/umpt3wR+Jyvdsdn4OfIkz5TtW4vbPfh6+cASP/e1fYurieQRibaY21Z2DQ1j/lrfi0N5H8cL3/xHzYyO46f0foj6Gw+XG+lvfinOvvYSZy8N1zySlB43ghrs/iHwygRf/9R8N5wYvJpaMoDEMcxfDMGcZhrnAMMwfqrz+cYZhjtX+7xWGYa5bivNsRrgrjhvvvgen9z2HZ77zNZx9VdqJ0xA0QPLs7Lz3Ezj32kvY+8CXMTN8wZQc64/GsP3dd+PkCz9veDCceeVFAOpz2NTAMAxueN89SE1Pyg+8+fFRS1/UQKwNN3/gw7iw/1W8+m8PgrXZ0VYL1qWBw+XGzg9+DBNnT+HZf/qm7JfqXmOOoAFSeaR77Qa88C/fwRNf+yr4EoedH/oY9fvDXXHs+vAncWH/q3jy63+LisCjXCzg2DNPYPVNO6k7XAEpAXztzt147eEf4fnv/QO4XNY0+QUk9eO9//WPkJufwxt7HoLT4zG1sAPAro98Eh0rhvDY3/4l/v3P/je4XFYz6V4Jt8+P2z71mxg9eQyP//1XUBF48OUSklOTiJkgaACw4bbbEV+9Fk998+9w+chBiKKIfQ/+Mx76k/8FwDh8dHDrdvRt3ILn/vmbDaVS0qVrFPhJcOvHfgP+aAyPP/CVhlgV0lFJS9C6hlZjzU278OpDD+K1h6VyXIYipFaJSLwHuz/5WQwf2o+Xfvg92c/qs9jFScCyNtz0gXvx7t/7A+z++GdMPTTJ7z/0xT+WjvP+e6ne5/b78Z7/5w+RGB/FT/7yT5BLzKOYy8Jmt1M31xDY7Ha877/+EdxeH37wv/4bTr34HDbufjvVRAIlXF4fbv/s5zF7+RKSkxPU5nEldn/80xAh4uE/vw/JyXFwuZzUmUrpQQMk3+89/+/9iMR78Mhf3IeHv3QfUtOTWH3jLabOZfu7348VW7fjme98DV//7Y/j9Ud+jFhvPzbc+jas23Wb4fttdgeuf9fdGDl+BIef+Kk83caKggZIlYJ3/94fIJ9OYfLcGaqNSTN2f+KziHT34OBjP0G4M461O3ebev/Nv/4ReIIh7PnrP5XVW6MpAs0Y2LwV2975Xhx+/Kf46Ve/hPOvv4IDP324ZTO42LDdd999i/6PMgxjA/AEgDsBfAnA391///0v3nfffXIS5f333x8A8FeiKH71/vvvnwDw5fvuu+/besf91re+dd/nPve5X+SpA5AWcIHncWjvoxg5fgSBWDve8pFPUi+CPWs3oFqp4OhTe8GXOGx++13oWUdvhu/btAVzI1dw6PE9yCXmEOzoxFPf/DuEO+N466d+i/o8It09GDt1Akef2guXz4dzr+5D/+atWLltB/W5EMRXr0FifAyjp46jfcUgtt35blPv7xgcQpnjcPjxR3Hl2GHEevux80MfMx3WyTAM+jduweUjBzB+9hQ23Po2bLnjnaaO0bN2PRiWwaG9j+LUvudw+MmfoZhO49f+w++ZXoBWbr9RUo1eeh7Rnj7c/IF7LRnAA7F2rL5pF/LpJLqG1mAVhadOCYfThU1vewdcHi9OvvAsqpUKdrzn1xHu7DJ8b+fgEOxOJw7t3YNzr78CoVTCyImj2HbXe0w1lDAMi1U37sSlwwdwcO8ejJ06gdP7npO9K2t37kbHCm0fJ8MwWLn9Rpx//RUcefIxaVh1KIy9D3wZ4Xh37X4x3nPaHU50rFiJw0/8DKf2PQd/JAp/JIb9j/47IAK33PMR6r9p1Q23IDU9icOPP4qJc2eQmp5EcmoCuz/+aep7t2toNQrpFA7tfRRzYyNwuNy46f0foj6Hqw1PIIietRtw5uUXse1d78PqG3dSvzfcGUe4M46jT+3FsZ8/geTUBOwOJ3a899dNn4fT7cGam3ehmEkjl5jHr33ud02VSglivf3o27gZM8MXsH7326g3sQSeQBDx1etw+Imf4tDePTjx3NMQymVsvO3tVE0yBA6XC2t33oqJc6cxeuIYdrz313HD++4xdS4Mw2Dl9TfA5fXBGwzhpg/ci1s/+imsvvEWakUvvnotZq9cwuHHf4rM7DSyc7PY/YnPmCbRBMG2dlz3jnfBH41i3c7bEDThGwakjZlUumaw/V3vQ7jTuPu/4f1uD3rXbcSRJ36GkRNHAIbB7o99GgzFWkDAMAxWXLcdAINT+57D6X3P1YKBGazbZY4wmsX9998/ed99931L9byWQs5jGOYWAPeJonhn7b//CABEUfySxu9HAJwQRVFXw92xY4d44IB6G/IvAhPnTmP8zCm0DwxSeZyakU3MwRMIUaX2N0Mol/Hyj7+Pg4/9RDZ8fuiP/0w2HtOC5zjs+fIX5ZTqt3/2C9hqklwRiNUqDu7dg3BXt2kCAUhepFMvPiuZlbffRB3oqga+xOH4s09j3a7dpkoRSlw+egivPfxDMCyLW+75mOlrSyDwPOZHr6BjcMiUkvGLQmp6CsMHX8fWO9+j29najOFD+/HsP31DLvV85qvfoG4SUKKYy+KlH3wXx595Chtuux0bbn0bnv7WA3jPf/kfVM0lucQ8nvvet3Gu1v3F2mz4+J99VZfcqWF6+AIe+7u/apggseWOu/CO3/5dU8cRRRFHn34cL37/H8GXOLT1DeA3/vrvTR2jWqng1YcexJEnH0PH4BA+9MdfNPX+XwRKhTycHq+lezY5OY6XfvR9TF04h551G/Cu3/39X8AZLi4yc7M4//rLSIyPwen14qb332s4BUANAs9j4uxp9G3YZIpEXE3wHIe9D3wZF/a/Cl8kis9/43tLch5XE7Mjl/HsP30D1UoVH/3//tLycfhyCdPDFxDp6qb2bi4EDMMcFP9/9t48SJakPhP8PI48K+uudx/9+qIPaJ6gQcuqaZpjAGmlEdKA0diuBLYaZLLdmdWYVrIdrcx2WWHa1czYjmY1i1bTI9MxO5JAIFgDIUyAJM4G1Cc09PG6X3e/+716dVeecbjvHx7uGZkZEe4eWVRWvY7PDKNfVaWnZ2SE+8+/3/f7fowlsiKTCtDeC+DdjLF/Gv375wD8KGMscWUkhPwqgDvE36dhtwO0vYCNq1dw6bmnQQgxEtDGQWmIy889g8tnnsU9b393rkWnwCsDNAxx4QdPYWt1Ga9+4B+NFXC2tzZRbUznHmPl/Ms4+/gjmD14CK9605tzjSFc66+8cAbTSwdw6vTrtSvrhuH3utwupFbPdegCIO0/dIsvChQYBxtXryAMg9wpzgLjYy8GaO8D8K6hAO2NjLF/nvC3bwXwewDuY4yN9CYihPwigF8EgBMnTrz+3LlRX6ICBQoUKFCgQIG9hqwAbVJFAhcBxEP2YwAuD/8RIeQeAH8A4KeTgjMAYIw9xBi7lzF279KSWe67QIECBQoUKFBgL2JSAdojAG4jhJwihJQAPAhgwCKZEHICwKcB/BxjbNTKvECBAgUKFChQ4AbFRFKcAEAI+QkA/w6ADeAPGWO/RQj5JQBgjP0+IeQPAPwTACJnGaTRgLExr8f+frewCGBF+VevXBTXJxvF9clGcX3UKK5RNorrk43i+mTjh319TjLGEtN/EwvQbhQQQh5VBY6vZBTXJxvF9clGcX3UKK5RNorrk43i+mRjkten6CRQoECBAgUKFCiwx1AEaAUKFChQoECBAnsMRYA2PhIdgAtIFNcnG8X1yUZxfdQorlE2iuuTjeL6ZGNi16fQoBUoUKBAgQIFCuwxFAxagQIFChQoUKDAHkMRoBUoUKBAgQIFCuwxFAFagQIFChQoUKDAHkMRoBUoUKBAgQIFCuwxFAFagQIFChQoUKDAHkMRoBUoUKBAgQIFCuwxFAFagQIFChQoUKDAHkMRoBUoUKBAgQIFCuwxFAFagQIFChQoUKDAHkMRoBUoUKBAgQIFCuwxFAFagQIFChQoUKDAHkMRoBUoUKBAgQIFCuwxOJOewE5icXGR3XTTTZOeRoECBQoUKFCggBKPPfbYCmNsKel3N1SAdtNNN+HRRx+d9DQKFChQoECBAgWUIIScS/tdkeIsUKBAgQIFChTYYygCtAIFChTYw2ABxeqfPYP2E8uTnkqBVwBYQCc9hQIRigCtQIECBfYwNv7qRXS+t4L2UyuTnkqBGxzehW1c/t++hdaj1yY9lQK4wTRoSfB9HxcvXkS32530VPYUKpUKjh07Btd1Jz2VVzQYZWg/sYzaa5dAnOK8VGAQ3TPraH37CmATBCudSU+nwA2OzvdXwHyK9U+fgT1TQuW2uUlP6RWNGz5Au3jxIhqNBm666SYQQiY9nT0BxhhWV1dx8eJFnDp1atLTUYJRhu2vXED93kOwp0uTns6Owru4jfVPngGxCWqnD0x6OgX2GNpPLoNUHdRfdwDN71wBowzEKtaxAj8cdF/YgHtsCrTpY/vrl4oAbcK44Y/s3W4XCwsLRXAWAyEECwsL+4ZVDFY62PriOWx/89Kkp7LjoNseAMC73JzwTArsNbCQofPMGqp3zsM5UAMChnCzN+lpjQXa9rH5pXNgYaFz2msIWz78y01U71xA6dgUwvX9sT/cyLjhAzQAr9jgLGz7CFte4u/20zWhbR8A0HlqBYyxCc9mZxE2+WfzL7cmPJMCew29lzbBOgGqdy3AWawCwL5Pc7a/v4Ltvz0P7/z2pKdSYAi9FzYABpRvm4U9X0Gw3gWjN9Z6u9/wigjQ9gJ+67d+C3fffTfuuecenD59Gt/5znfwwAMP4MSJEwNBx3ve8x5MTU3tyHt2Vrbxzh9/F06fPo1PfOITOzLmJEBbAQAgXOvecIEMlQFa84YLPguMh+7TqyCuhfLtc/0AbXV/B2jBMp//fv8cNyJ6L2yAVByUjjXgzFWAgIE2kw/4BXYHE9OgEULeDeD/AmAD+APG2G+n/N0bAHwbwPsZY5/axSnuGL71rW/hr/7qr/D444+jXC5jZWUFnsdv/NnZWXzzm9/Efffdh42NDVy5cmVH3tP3fDzx5BPwfR9PPvnkjow5KQgGDeAsWunozgSwewFhtADSdoBwswdntjLhGRXYK+id20Lp5DSskg3iWCCuhWBlf6edgutt/v/7/HPciAjWu3APVEEsAnuer0PBWhf2dHnCM3vlYiIMGiHEBvAxAD8O4C4AHyCE3JXyd/8KwN/s7gx3FleuXMHi4iLKZX6jLy4u4siRIwCABx98EB//+McBAJ/+9Kfxsz/7swOvu//++3H69Gm8+tWvxte//nUAGGDYPvWpT+FDH/oQAOBDH/oQfuVXfgVvfetb8eF/+mF86H/4ML77g6dw+vRpnD17djc+6g8FIkArnWig84Mby2qAtnwgyjb7l24sdrDAeGB+CKvKz9DEInAWKvs+xelfLxi0vQoWUBCXhwTOXBSgre9vzeN+x6QYtDcCeIEx9iIAEEI+DuCnATw99Hf/HMBfAnjDTrzpxufOwtvhFFnpSB2zP3VL5t+8853vxG/+5m/i9ttvxzve8Q68//3vx1ve8hYAwNvf/nZ8+MMfRhiG+PjHP46HHnoIH/3oRwEAf/Znf4Z3vetd+I3f+A2EYYh2u62cz5kzZ/DlL38Z6IT4uy98Gb/zH34Xn//SF/aV5mwYYSsAHILqaxax+fmXEGx0bximiTZ9uEem4F9uwrvcRPXuhUlPqcAeAQvYgPWKs1CFv6xeA/YqmE+l8Hy/B5o3IlhAYZW57ZIzx8mEcK1gOieJSWnQjgK4EPv3xehnEoSQowB+BsDvZw1ECPlFQsijhJBHr1+/vuMT3QlMTU3hsccew0MPPYSlpSW8//3vxx//8R8DAGzbxn333YdPfOIT6HQ6iDd7f8Mb3oA/+qM/wkc+8hE89dRTaDQayvd63/veB9u2wbxYldQ+F3rSlg+r5qJyOy/57j2/MeEZ7RzCpg9nrgxnqQr/yv5m0Lb+/jyu/e7jMm1bYDwwP5SMBgA4i1UEa12wcH8+z8FqB2CANeUiWO0Umss9BuZTeSAgrg2r4SIoArSJYlIMWhKdM/y0/jsA/xNjLMxifxhjDwF4CADuvffezCdexXT9MGHbNh544AE88MADeM1rXoM/+ZM/kb978MEH8TM/8zP4yEc+MvCa+++/H1/72tfw+c9/Hj/3cz+HX/u1X8PP//zPD7Bhw1YZ9XodAF/cBRhlIPYP4UPtEmjbh11z4RyowZouofv8OupvODTpae0IaNODdfMM7F4oLTf2K3rPb8C/3MLKHzyFpV96LazKDW+z+EMF8wcZNPfoFBAyeBe3UT45PcGZ5YMf6c8qd8yj/eg10G3/hvM13NcIKBA/EMxVCquNCWNSDNpFAMdj/z4G4PLQ39wL4OOEkJcBvBfA7xFC3rM709tZPPfcc3j++eflv5988kmcPHlS/vvNb34zfmWjr+sAACAASURBVP3Xfx0f+MAHBl537tw5HDhwAB/+8IfxC7/wC3j88ccBAAcPHsQzzzwDSik+85nPjLwfo4yfhuzo6x3DcihY72L908+D+ZPzLaLtAFbdASEEldvm0H1+Y+Ll31t/ex7epfG8y1jIos/mwqo4oL1gh2Y3GQQrHdhzZfhX2+g+vz7p6ex7sIACsQCtfMssQIDePr22ooKzesc8/3eR5txTYAEdOBAIq40Ck8OkArRHANxGCDlFCCkBeBDAZ+N/wBg7xRi7iTF2E4BPAfjvGGP/3+5PdXw0m0188IMfxF133YV77rkHTz/99ABbRgjBr/7qr2JxcRE0Yr4YY/jKV76C06dP40d+5Efwl3/5l/jlX/5lAMBv//Zv4yd/8ifxtre9DYcPHx55P2ECSUoiQMsfzPRe2EDrH66i99Jm7jHGBW3zFCcAVG6bBesE8McMjsaaTy/E1pfOoTmmca4ofrCnXJCyDdYNFa/Yu6C9EOGWh8qtPA3NepP/LGHTQ+e5tUlPIxcYY0BMtA0Adt2Fe2QK3Rf2Z4o/uN6GPVuGe5iz/EWhwN7CcIDmzFUQbvb2bUo9CfstrT6RHARjLCCE/DPw6kwbwB8yxn5ACPml6PeZurP9hte//vV4+OGHR37+la98ZeRntOVj7dkrAGX44Ac/iA9+8IMjf/Pe974X733ve0d+LnRtNNocH3jgAbz59JvGuimZx8fqvbwpNWC7DdryYdV5gFY6znV4/tWW/O/dRrjFK5vGNdsUJrXWlAurbMvvbT9CbLbu0TrwyN4I0JoPX8b2Vy7g6Ed/rM8m7xdEm+Jwf9bKbXPY/tpF0F4Aq7y/UsjBWhfOQgX2bAWwSBGg7TEMp9SduQpAgXD7xrD/6Ty7hvW/eA4H/8d7Ydf3Rw/qiT3hjLG/BvDXQz9LDMwYYx/ajTntBYhUIvMoSDXnphIFZP0UZ/4AjUbz8V7eyj3GOGCUgXYCWDV+q9pzFRDXgn9tctVsot1OsNJB2PJzPeytx67JxdCul0AqDlgv3Le9FkW6yj3CLWDoBFPiAuGmB9Axn6UJgQURCz4UoJVvm8X2Vy6gd3YT1bv2V8Uv7YVwGyUQm8CeKxcC9D0GFg4yaGLNpe0AmJ3UrDhaj14Dbfto3H8s1+sZY9j62/Pcb3K9u28CtP21at3gYIz1AzQ/PwMh9Vl2tNGPEaCJ+fTOb8tNYzdBOwGv/IpSnMQicBYnazcQbvbF/L0XN7Dx+ReN2IBgo4f1T57B5udfBABYDRdWhVdxCMZyvyGI/K3cQ3WA7A0GTTCd+/GaiueOuIPBevnkNGCR8dnblr/r+iLWC0HK/D63p0sIt/Z3UcyNBEYZEDIQp3+/kciDj3bya2MZZWg/sYyw5av/OAPNb19G81vDMnV9eOe24F/gz8w4n2e3UQRoewmUyWBqLFF+FI8RiwCEgI0zlAgUA4rVP3sWV//to7sq0Jc6rdiJxzlYQzDJAE1sLBaw8dmzaH79EjrP6mudRPsUMY5dd2W6iu5THVqw0oE9U+au9yV7TwRF4vruBTbPFDJAG2LQiGNF7FP+9CALKVb+4/ew+qfPjDVHU9CBAK2McJ9XLd9IkIxtTPMoqrBZN19AQ70Qq//5Gax94jk0H84fXDHGECx3EG56ufee5jcuSe+IIkDbY9gvwkAZlNlkvE1F3MQW4f9LuKl1rwnzqGTiuk+vIlju5H5g84C2+XsJuh0A3AM1hBu9iWm2ws0eSNWBe2QKdJsHkMzgoR84TVoEpOqACAZtn1ZyBisdOEu8XyQpWYM+fBOCCND2QrBoirQUJwA48xUEq/nZr+bDl+Ffbcs+sLsBxhhYL5QHEXu6BLrl7Zu1WQfdsxu4+juPge7i+rhjENmReIpTMmj5np/Wd67KfrKixVcehJsef4Ypy2VFRL0QnWfXUIkkAfvp+7nhA7RKpYLV1dV9sRCIAM2qukBAc58W5GclALEwMg5jDKurq6hU1MJP5lPYUyXU33gIpZu499JuBkY0CmasGIPmHqgBwFgP/TgItzzY0yWUb5nllbI2MWK+xMZIXAvWlAtCCKyIWdiPDBpjDP71jmzobZVs0AkHRcwPZdB8wwVoC9XcARrtBdj60nn+37t5rwU8O0DKke5yugTm07Erl1lIsfbJM/CvTd7kuXd2A8G1Nnpn91+VbdL9JgO0nAFNuNEFKdsonZoZ60ARz5YEm+atp3ovbAABQ/11BwAALGfAOQnsrzKgHDh27BguXryIvdplIA7a8nm7jZqLsOnBXi8lLtDKcdo+qEfhbPfTCPb1QUPISqWCY8fUgkvmhyAlC3M/exvaT61g7eWtXdUXiRSn0KABgBMFaP5yG6Vju1/JGW72YM+UMfOOE2j82BEsf+xJI9pcBJ2z//gW+Toi0gl7QLtlCtYJwLoBnAUe8O+FFGdc37QX2DxTSL2nm8ygsW4wYD+ji3CLsxH2XJlbKDC2K23ghMefVepr0Ph8ejIQyAP/Sgvtx67BPVSHe7A+/kTHQBj1rew+v4Hq3YsTnYspklLqpGwDJH9KUFTfOwsVtM9t5b7X4nrjcKMHnDB7fffZNZCSjcqr5gFrf6U4b/gAzXVdnDp1atLT0MK1f/8ErJqD+ffdhiv/+3cw+1M3Y+rHjqpfOIS1T51B78w6Dv/Pp7Hyn55GuNbBwX/x2lxzYn7fi6nP8uxiirMVLez1/q3qLFQAm0xMhxZu9eAeroO4NmzXhlV1zAM0m6B270G5YIkigf1EvwtILd0M79+3JwK0zXiAtg+D3hQNGgAZCAdrXZQMAzQxrt0oIVzv8ee79MNvMyIOHkSmOKNej1veWIGVH/VW3gvPjSi66O1DnzqWYOtCLML9GXMGNGGbV987i1WwXgja9GE3zDtHBNfbIK7Fe7lumDFojDGe3rx9FsSx+Fq9B+4VXdzwKc79hOB6B+5SDVbD5Xn7dXM6F+CiTsHImAYPI2P5FMTlC7jQSe1mijNs82AmvokQ24oaR+++jxILKV9oomAE4OyXiS5PWHPET5Ni49qPZrUyQItYEVKyQMdgrXZCjhBu95+dcfSctBNg+feehHdxvKpJYySItgWcBZ5KzpM2kjKKKf5d7RZjK+6HeBUngLErOb0r3LB6N3WxaQjXu/zguNLZdxYiaQcCq5I/oKHROucuivs133rtL7fhHpkCKdvGAVpwrQ265aESda+wKuPth7uNIkDbI2AhBfNCWNHGbc+WEW7k1ZmEkpEZO0DzQtmRQDBouxlEsG4Aq2KPUOP2dEmmCncT4bYHMMCe6Z8E8zBo1pAPj2TQ9mGRgLCzEKyINQaD5l9t4cpHv43e+fF893aKQfMubMM7v43WP1wdaz6myNKg2fOCQTPf8ERVtj3F77/dOmyJ4hexhliNnQnQ/CuCQZuw5jGgCLc86U3XfWF/teNKquIExts/aIun4IU2NW9rr2CZFyDZs2UEpgFaFCgLlpaMuR/uNooAbY9A3DRio85zMwqwbr+c3ao6YB6V7Z+Mxxpg0HZfJxV//zj4wjGBAG1TsEV9Bs04QGv6sKYGAzTBEE56o8kDyaA1BINm575HvMtN0HaAjc+eHcvOJdzyZFn9OAGaCAA6T6/uqr1MVorTKtmwGm4+Bs0TDBq//3brWe6nOKN1qWSDVBwZ3BuPFxVR9QM0803XX26ju0OC/nCzBzCg8qo5kJKFYIJG2nnQPxAMHoTHCtCiPsOyc0SOAC1s+aAtH+6BGpzZsjQJN5kD0HcBsKpO7pTtJFAEaHsEUiweaUqc2YoxnSvH6gbSw0a6Qee8KRM1aLvI8sTfPw6r6siHbzchFoh4itM0DRAmMGjEImMFNpNEuOXBqjnyeyJlO7fRsgj2/ItNtB+/ln9O2x7sWf4djVMk4F+NAoCmv6vdNLIYNABw5vNVcopxRTC9W3ocwdSJNQTgLHReBu3qv3kEa3/6jHxe8qQ4t750Dqv/7zM7EngLpsaeq4CUnX3Xto0l2GwA5vINOZ4vMkIOiE24NUyOAE1U6jsHarmySrLILFpvCw1agVwQacM4g0abfi7D2rghpAjUcgdoXtjfeCfA8qSJmK0aP9nttn2KrIqd7qc4SdUB64baCz1NaQ9lVeyxFo9w28P2Ny/t/jXZ8mTKCog0aL18QRHd8kDKNuz5CjpP5290Hm72eIBmk/EYtKstbi/jEHS+v5J7HFOkpZwEnIUKwjwpTm8yGjTJoMWeZeGFZjxWQBFueuj8YBUA33zzrEnhZg+sG8C/3DR+7chYkV7Yma/AKk++SMYYaRq0qpPLB224+t5ZrCJYMT9QiApONwrQaCswsvCh7YB7Tcb2wyLF+QoGowxhM4eZnkhxRiXn4vRvSukCPNgTgRmJ91PLAepTWRqfh+Xpnd/C2ifP5Pd0iwWIcVhVBwjZeB0X8swngQkQ35nOSZMFlBt2JgRopDIeg9Z+Yhmbn3sxl5njOAi3vYGA1SrZuX38xFh2ozSWaS/3qiuDjOHJxkLKrVxOTKN8aga9c/kYtDxsIvOTm6UL2NMlhE3fOBiXGrTGeCnOzrNr6D6vr7OiQylOPod8DNpA8EOA0snpXCyPeO/ei5vGrx1GsN4FLC59IOX9x4QLCUxigJbn2rYGAzR7rpzLwyxY7oC4FuzZssxamOyJ3IrG6VfLVydzsM+LIkDbYXSeWsGV/+MfjI0ThZ5qOEAz1aExyji1HDFxzlwkKM5ZQcP8wQCJGLI8ne+toP3YNXmiMn//tBRnJHLOGXiGTS/Xxs08yk9kcUNHA5YyTDDeleOUx6PfZWujXdax0a3egCZPsCR5WARhAkzKdu40UfOblxCudeEeqsMao6tBsNIBQgb3UC1iaXLonK61cOl/fdh4PVAxaFbV5QcUw882XMWZ9xpvfekctv/+gv77JqU4o3ZPpoG8qAhtvOUY5h+8gzNxht8NY0yy4TthLBusd2HPlEFsbjq971KcKQcCKzo0ChsOXfRb9MW0X93A+LsOrrfhLFZBLBIL0PSDelGoIEAmdLDPiyJA22H4V5pAyLD1t+eNXidoZBGgOYJBMw3QhvyGnIUqYBP4V81Fq4wyIGCD/dkMT4dCd5C3rQwPEEdTnOM28r3++9/D1t+8bD6fBEav77itvi7iOiSlOMdl0ARzu6tFHJSNMGj9AM18EeRjlY3vM4Hu2Q1sfO5FVO5aQOP+oyBufj2c0J+5h+q55xNc7wDUvIJNaoLsZGPPvrbU7LkSQbMtiwRySh+6gVEQQr2Q2+XEAgB7rgxQZpwlEJ/BPTKF2muXImlAaMSK0HYAhAxwLPRe3jIOQIYRrvfkYXhfMmgpBwKSs5tA378y0n5VHICZH9r85bY0Jpe9QQ3u2bAdDHhommQ79gKKAG2HIYS7nadWBhyQVRhJcc6UAQJzUaQoZ48YNGITuAdqcrMxgawki3uQVcwEsGJjytsYOZVBk6lb88CP+ZR7FeUQrSZp4qxqpM3TCBZl66qpJAbNHov9EqnN3SzioC0foEOavMiWxZShZIxxZ/lGfgbNi9KQ8+9/FYhtjdUX1L/aBiyuf8m76Yp7wvQgwQIKOFaq87o8FBgyyCzgvXWlS3zOQIL2QqNNm/fhHHxu3EPc+kBUYmqP5Qk9W6SNrXBWRPaT1IBgm6t3zoP1QniXxvO5k5pHYKy0+k5h80vnsPG5s9p/LwO0oQNB3obpwxq0PG2jqBci3OjJ1n59M28TDdoggzauJnu3UQRoO4xgtQP32BRgE7Qe1fdOot2An5ajEyZxLFhTJfMUZ3TzClNZgC+EQa4ALRorJ4PGQiarm8KcDBrNqOIEkKtkOtjIPyfqhbBKw6fMKN1qEqAlMWhlZzzdVRSg7aZP3bBJLdBv52N6WmadAAgY7OkSv8/yCL/Xe7CmXBkMjNPVwL/chLNU489iyeaVaaapnpwBGnya2ebNyqktZR63rSEkconPea/Qbmj0WhYrXBJwD9UBAmORPh0qOOhvugYbd2TvUXkVNzDN69EFRAeLmHVOXrZ1J9E9s47WY8vaKcUsHzTA/P6V61x0n5Ic31FwvQMwwFmqDoxhEizStg87HqCNmXnZbRQB2g6CMYZgtYvS8QacuYqs7NF6bSeAVXUGTszObNk4xSlOKFa5T+u6h2oItzxjtkkwD/EUI2d59G7ucKMLRAtEXuE68/pFCnHksQ+hbR+0EyCMgsY8c+LGvckMms7CITRo6VWcY6Q4t/nYu9rpYcikFsivQYsHeySqhDPWrKx3ZapJzCVvJwHvchOlo1N8nBzpFaAfQOVh0Iib3rdQsALGKU6fDhhP57lXWECBgJqxIQkMmlW24SxW4V3Ox6BZMkAzb5Mm7rXSsamBf+cB80IgoLDrkQ/gmAGad2E7d1pegDY9sG6grT2Wmix7hwK0Nu9mQ6Lx5BppMI6w2JAMmrR50iQIGONebLXRFGcRoL0CQdsBWC+EM1/lVVYm1SZRgBaHnStAG2XQHJFKMDRPlAxaKV4k4GgvPvFTaV4GbbhIQSBPkcDqnz+Ltb94TrbQClu+cQCQmOI0oM1pywes/oYfB6k4uYISIKoOjd5/N/UVYmOzElKcpqnFuIWJTK0YBnnBWlc67QOA5Vo5ixV6oNs+3ChAk5uD4VgigDIO0FQMWs4UJ/VDWHG/uhyMrdwgQ9bXyimQdLABAPdwnet2DcCG2kZJdiZHgOYsVHnh0xgBmtCVSr1VOR/bCvBD5PL/8ySa37qSez5An8HyLmimbsMo9W2NGtUC5ho07vUYC4xyfEf+chsgkJ0IiGMBDtE+xDIvBEI2WiSA/WMIXgRoOwhxWnEWKrxCyeChTwzQpkvG2i3ZUiUWAIg2F6Y6NKlBG0px6t7cfhSgkZIFmsN6hFEGhCwxQCMlC7CI0cYXbnrovbwlmxojZOYbZ6z1lZyL0PNojMV6IUjJGVkIgSgIyCGkBQY1frvJoAkW0o5p6sZm0CINGmBW8MAoQ7jRgzM3yObluZ7eJR40SAYtx3yA8TRoP5QU54DxdD5D1fg10N1waUKKE+BC/3C9Z3R9+hq0QQbNJOUabvfNle3pUu6OBkCsMjt6BuS9koMFC9Z7AMVYvV+pF8ogVjdASzsQSObY0AttJ1KLwXKbB9BDFfO6h4p+oUI8UIy+m5yuAruNIkDbQYjUmbNQkS7Z2ualCQGaVXd5ibOB+JUOGd4C3LGbVGzzAC0hxSlO3ToVU8FKB6RswzlQy8Wg9QPEhCpOQiKzWv1xWS8E6wQDZfWmgSOv4hycDyFE2y+IJgR4cpwxmtFPLEDrBCBlW6YygH7qyXQe8RSnaTqDv74HUAZ7IMWZr0jAv9QECOAeHgzQTE/eIoAy1UryFGf68kxcG3CsfClO0botb+FD7D7XZjN6wUiKEwBKR/j19Qx0aLIrgUjV5mB5hJ0LAOPD9Mh8hiqzSY57V84rypj4hmnfgfnEehR7F/Wua9r9lpdBG+43nIfl9KMenAPzMSAIhgsVALOK+72AIkDbQYgKTmeeM2igTLuhN+0GI2kvcSILDZqCyyKBmAaNEAJnsWpu2ZGQ4rQqEcujoesJVrtwFquwp0r59F4J7x+HabsnUd3oX2zKxUjotrTH8GjifIimQzXzqUwxDUPoBvOkKGnsc5huuowxXPu/n8jVEDyJGcnLIIRbPa5bce1cjFW4Frm5D2nQcjFol1twFqv95t57jEEDALtm3u4sbhOTW4MWe43uvcqLBEbT+u5h80rO/rowToqzByvSTXIGbYwAbYhBk0UyeQK0SBYTrHRyV2OLgNE5UIV/ual1wGcBGzhkCfBMRT4N2oD2SzJxmvdLyHjBXaQ/k/MxaD013IcTgKzsLjRor0AEqx1Y0yUQ15anM90HnyWlOKMTiImHGO0FABkNavI0vU1isMQiq7P4BCsdOAsVWFNuPgbNS64sEjD5TIyxgTm7kTjYmEHzw+SiBc0mvGnN38UYgNnpTjCZwgONuFaOkvgA/sUmei+ZO6on2SdIDZphuycaYzVEsGqySYnUdVyDRkT1paGuz7/UlPozoH/fmwY0uQM0hQYN4BtPrhRnaUwGbSDFqclm9Ggig2Y3SiCuZZRiZL1Bs+g8KU665cl+pEJKkrfbybD5tMnhIljtYO1TZ9A9u8GLzGK6ZVP7keH5VO6YB0KmpT1OY9AIIcbtkViY4I0YWbvo3i/BGjeJdoYCNJNDRRKDBmBftXsqArQdRLDWhRNtDiZtKRhlqSlOANosHMAXKVJ2RvyT8tyUovotzviYVEzRbQ/2TBl2owTaMl8Ak2w+4rBqrn6A5lMg9valE9MAzBk0blOQ0rxdY/FhfnqKsy/81pvT2l88h7X//AyA6CBAeHBinFqMUvPCEsUEiQyam1dQ3z91y03OYNMN1rpcVDwba2QvgkUTmUAvRLjZkz5dwBgM2lhVnNnLM6m6OVKcMQatonfPjowRC5p19ECMMTAvSNSgAVEvWwON03DBASlFGlBdNi9qxydTnI0S16Pm1CXRpg9SsvpVpTLFqZ5P99k1tB+9hpX/+BRa37qCcKMnr5N/KV+PUHGgF/pJHR0zPxCkmSK7RtcmXO/y4GpxKD1psAcFy4MVnAKcQdMM0FIsjUg1XwP4SaAI0HYQXKAsAjR9Bo15IcAwGqBF7VhMensmlbMDORk0bzTFqHs6ZAHl6byqw6l/mo9FAJI1aIBIceotHHK+0UcpHa4DNjG6tnyjSa5G49dXPRfmJTd/F2MA+tfJu7CNzg9W4V9rgTY9WDWXsyqGm24QNd0O180DNNYLBwpSgKhna47qyXhQYuXQ44XrXc7IxJinPAUL4nuMW6EQg01XgFEmNwLT/n/Mp9ITMQ25GbR4Fadn3pcwfn9p3WsBBSjS7/uKWYsz6oWwyrHvmBBtiQEQBTAxc2V5mM6Z5hzRW8ksg/pQINpW2QsVdJ9bQ7jRQ+noFKy6a2w/0p9PVKF6oC7np0SYfr9xra+BdiwqDhsJ0Kr6Fk3+cjTGsAbNoNVg2ObZpJF91dBsfZIoArQdRPxBtaZKgKXHoA13ERCw8zBoveSTKsnR9DYpQLI0xdLyM9Uc2KLvn2lFakIVaRxGKc7ogSwdawDgTJOxNi5gAEveaHT1cGnN34FYCbjmpit60jUfvoxw24fdcGHlMLuVZsLbnhHTBET3W8L1yKP9iqf18mjQgvVBiw2gf++aFApI7UrseczDoMlnIGJojPr/aWjQ8soW4gEaqJ6edGAMQw2aFPWnMGimnyPRi7Cib7orjKqF879lKEcZRtj05GEaiAXzGvc/80LAAsonp+FdavKOBDNluEenjA18+/PxQVxLVjPr7B9ZKXVTrW9wXQRXCeyXAYMWt9uRYximOElltGLeJMibNCYWoBFC3k0IeY4Q8gIh5F8m/P6nCSHfI4Q8SQh5lBBy3yTmqQvqhZwxEqXWFoE9pSc+FYvTcJEAqdiATYwCtCwGDQEzEm4npRj7p8PsGzwedNqNqNhh2zNrD5PQaioOq8bpbp3UqXio6z96GDM/cQqlYw1YDTNtHE1gFPtzcbkPnoKNSGtdBZgxaLQb8MXdsdB+fBnexW3eIqliLvwWxS1gMO5cQbvhQMWwQJ7qyQEGLYfmi277A7oXMQ/AlEGLnsdYgEYcC7CJme1HNI6zUBkYV+u1OgFadM+ZQHQSAMZI2xpWcfb7A6cxaGYbZhILbcLCiWIpezbKdkT3TF4vNNryB9jW/nXVt90pHZ0CbfoIN3jLKGehIv0a88zHqrv8emvuH1kpdRMpCQAEK22QqjMgzgfMAnH/entEfwb0bTZ0WF/aDmDXRgtTTNKkk8ZEAjRCiA3gYwB+HMBdAD5ACLlr6M/+FsBrGWOnAfy3AP5gd2dpBprgEG/NlLXEr2kMGiEEVt0siEhqqQIgVzsU5lF+h8T6s+n2Q5MCzaorT5erf/oMrv3uE9opFZliVTFOmv5jAE89N+4/JgNoEwZNBKyJRQJ1B6BMnfpNaf4ORKnBiq11yhSB//Rbj8NZqIJueXAP1HK1mQnXuvI7Nk1zMi/5fsvTj3DgFO8QwCJGbCDtjTIrMsVpwBKxlOfRtOpR3JdCl2pitaGjQbNqDhBQ7UMXY2xAgyarH02rfsUa41har1UxaESzwCY+3ogXoUnqKwrQhFZRFAvk9UKjzeEUp37gyw/U1kBBij1Thj1VAusGxow2ANl2Su4fugFaQhUnYCYlAXhxmLtUTdZBa3xHjDEEy6MVnHwMfdZX9PVNGqMoEsjGGwG8wBh7kTHmAfg4gJ+O/wFjrMn6O3kdAxLvvYckQSLvJqChQUvZEAAe8BmlOFM2zD47ox6Ltn2sfeI5hJs92bdPQC4+is03niYSJqasGyJc62pdEwCp/eEE+u1u9PzHgD4zA/CF2UiDllFVKuei+K7irXaSoHtaFanz8qkZHPwXr8ORj7wJM//VzVyLY6xB66J0gqd+A4MAjTHGGbQE+wQrT4ozFpTw6jGzgCixotQ1b9yeVJ4PmFc9DgdoJmwX85lWihOItDY6CEWKPmIpc9pBCNaUpxX10vrAzmnQkiqprYqDcKMH/5patyWE+OL6EdvileY5GDTGGHfNjxs1uxZ0G9GLdK17mPclBXjqVYxnsvYLxBk9u6a3f2QzaFGmQrMzQnC9M6I/AwSDpnFNOjw7YMcMpwVkBkdjjQvXewOWO3IMw/ttkphUgHYUwIXYvy9GPxsAIeRnCCHPAvg8OIu2ZzFcag1A26Fa9s9MCNAswwCN9tJtIAC9YKb38hbaTyyj89TKaPNczbZGcQ0aqTqYuu8opt9xAoB+c+Qko9yBuRhUPQomJh68WlMuaFO/3VPWRqPr7E69dJsNQD8NIE1do2IUK9JaWCWbsyq6LXgCinCzh/JNM4BFpJeYFgIGUJbMoOVg8oZ1MKSkrytiNGKHhvs95ioSEM/jUHm+ofO+uC/therAuDrQZtCgF/iFmz25zkijgI+47QAAIABJREFUWsMeluG2h2C1E+lcHW2xtXyOs/wMO6E+s56QJSgdbyBc7+Ha7zyO3svZdjHBelfqzwTsRilXFTPr8XZCAwUlhPB7V5NBI2UbVtmRQY09U5bj5bEnok1fZi2suqY2Nkg/EJiY1dJeiHDLGxH3A/x+Y71Aud72D0jJ/Yr5+2TPhYUM4VYvMcizKo65JnRCmFSAllTPO/KtMcY+wxi7A8B7AHw0cSBCfjHSqD16/fr1HZ6mPobdpAEeoLFuqExByP6ZScyXoYdYaorTwGNLsEpJfSeJY4G4ljoQibGChBDM/uTNmHrzMYDo+/tQlc1GVd/8kCboYOwpF2D6thZZG41YTMKMsRhlXPydsfHqphP6TcqHNFeG1Y/BRg9gvOLKni0bMWhUthXboarhYDB4NWHQhI3KMJuXpy8o7QSARRJbehmlXIcYNH+5jc0vvqzcoFgYBb5KBk30o1WwtiHD1X/7GLa/ehFA/3kyeX4AYP0vn8fKnzzND4EVbia8UwwaqP6GmdTNY/ptJ3Dgvz8NQG0XE6+2F6jcMY/eCxtoPXZNaw4Csg/n1JCVg2Y6nHn9A7UbdVVwZkoyNWfKoHFGz+sXq2ke8LM0jzI7oLEuBSkVnEB0v2m0shNr6LA9BtBPy6sObuEmb5mVxKCZWEVNGpMK0C4COB779zEAl9P+mDH2NQC3EEIWE373EGPsXsbYvUtLSzs/U00Mu0kD/RssbCmi/QyNhmmKM61IQG7cOsFMzBssLZ2nelhpJzLMjRU+WGUbzkJVn0ETPmxpJ++auQYtfm1Mfeaon8GgibEyAlfBaqV9HsCAQdsUvQSHGCMDI2Eg1p5svgJnrmykQZPi71TbETNLCoRswIuJlB1t5qsvRB8KqnLabIiDxcBYphq09mCAtv3VC9j+uwvKA4pM7WvYbADqAIt2A7BeKNv+iGdasjSaVX69sxsIVtqgLZ+zPhU941GqqMYWa5NuoEi9ZNNbWYyhODwGkRA/jul3nED5lhmsf/p5o0KZMEF7DPB1Rueeix+oa6eXUH31AkjV6X83ppXvXggETMpKrLqmh1lAue4zASZMbb8fdUKAppt9SZEYAIi5CCi+Y2FancagaYyxFzCpAO0RALcRQk4RQkoAHgTw2fgfEEJuJdEKSQh5HYASgNVdn6kmwpYPRG7JAro2GdQL+WsTFmRrKurHqXG6ZAHlm1wGg6YlQI/pspIDNDVtnlbi7B6pw9Nk0OQCp6LeDQK0eDDRD9A0rTqEji0hIBHVQlnftYpJAMxSnMPsGWB+OhQeaM58BfacWeWYFH8nMWjRPaKdtgpG09nceVx30xYB2jCDli/FmbY5mGrQSMni9xnpn/pV1jv9AC15w5Tz0UyDiWc+uM7NP2UVp8EBpXdui69BFPCvtXlKXVf0nfHcAGYpNDFeWrs1kOz1gPYCsE4wEqAR28LMT9wMhAze+S2teQD9bIDwUpPjad4rccuQ6p0LWPhv7uL6y5waNMnoCQZNVJcr9GOZ1eUmWl8RsCaJ8zXX67QOAEDMwkTFoK2LQpAkDZq5CfakMJEAjTEWAPhnAP4GwDMA/oIx9gNCyC8RQn4p+rN/AuD7hJAnwSs+389MHRV3EaKSJ37q1l0Ak8TNw2PonHKT0nhyHBMLh6YPRIFVkl5K51SW1BkB4M2nw7WuXlAVpQOHmQw5DwPfMNrj1WvxgNHk2gLZRQJyc8hKcSqYBADSFFJ1q8d7CQ7MQ7OIQyBY7QKOBatRgnugBrrtSZ8oFVhWar7q8rSVZmpRXptYUGISEEmGdFg8nqPJedq9a8ygReMQiwwEjroBGhQaNHuKB34qlkW2m4o2bxHcEMfin0knQHt+vf+P6BBolfU0gn1pQEaKE3prkzyEJnnvWUQpERiu4IzDPVgDLH0JBmMMrW9fgXu4DufgUEuikt69kprxKNuAQ4w1aDLFGDFHkiTIKA5jjCmrOAFNra+Xvib005OaDFqSJluMoZAahBu8q8hwIB4fo2DQMsAY+2vG2O2MsVsYY78V/ez3GWO/H/33v2KM3c0YO80YexNj7BuTmqsOhr1wgHjaSx2gpXkEmZjVpm1SAIyaxIbbHkrHGyAlOzEdp8OgsRQWwj2i3xw5ra2SALGjDUarSGD0Gtua309/PukMWH9zyEhxKjojANGipCFgDTd7iQya7glTgLcnK4NYBJU75wEA3WfWtF6bVBkr0E8/a17bxL6vBho0WQQylOJ0LJCKY9aNo50coBkzaC1f6sSsmsOtTGyiTqH5eilOYnN2TuXfNbwRDbRu07Rh6L6wMWAFYZXtqEjAQIOm8v/TCvYUejbFMxhID7SEw41jwVmswb+qF6B5L2/Bv9rC1JuOJKbDTRm0gdcTArteMu4VLPpuOgf5OmvV1cw+aFTdm9FJANA/CIOkZF4kSaBh0ZTQAQCAts1TsN4b6SoyMo8iQHvlgA6VWgMx4bjiFMRPUaM3IwBZjaPzoGadXgD99BltcsPPxluPo/qaUV2flgYtZZMrRUJYT6PPXFZjcTkX3c+UcFKVAbTmKbVvnJuykCmYRdVGBeh5u7GQ8u9oJv10qCtmD9e6cOa5XsRdqsFZrKKjGaCJk3AmY6tpAZFkqWISEPW9thKsahqu9ncMZDNozNMzRgb4IUQwK+5SFbXXLMKeKUsWJw0qe5k4bA2vxeF7Kf5M6WhcaduHf7mJ6l0LsmqYVJyoKk99PZg/2Nx8GCYaNNEaKS1dShQ2NdKkNkE8DgDu4bp2gNb6zhWQioPq6dE1UudwwSKGOXW9bpjpjwHAv9qC1SjJw6dOFkd1v+mkjuVYkRdhUtZDl4kTe8ewPAaIZQgUwVW43k39josU5ysQ4VA/NiC6IRVpL4DfbKkPaY4UZ6ohpGa/Ot66xMX0W4+jfu/B0TmJNFzGwpy2ydmNEuyZMrwLap1HVmNxORfNAC2JQZMpHlMGLc32Q+E5pLIbAOKVeRmbzLYPsNEKTsAspccYixi0/kJWuXMevbMb2iX18feMw7RtlWQM4zYbFUcrAACyDyemZs+0HQx0EZDjlKMqNA1j2LDpIdzsyYbVCx+8G3PvexXsmZKBBk0jQGuou5WMBmiDDJoqeA1WuwDjwYto3yMYNJ3rkaYZk3MwYDT633PyeHZNI8VpJWukAMA9VEe43tOai7/aRen4VLKtkUaRgDS+zsiemKY4/WttuIf66VZJEmTobJmCseUG2nrV5WkpWyBuCKy4X9t+ov4MiLImrtogOVjvyjTvMIoU5ysQSSlOYhHlpg3wVNFOpjizGDTVyYP5FKwbyv6ZiePUuD1F1liiEi4JpRMNWVGmmotWP0JdDVra5q1bxenxhsJJJztAnfrtt85SpDgBsIzUoOh+kLTJyNOhjv6l5YP1woH+ldU7F4CQofv8hvL18n5LLBLQFxYD4FVkGGXQAL2AKEt/aTf0U0WMMrBeOoMG6F1bwRCXjvEAjVgExCZwZitqBk0zxQlEXosKDdrwczoSoCk2XlER58xXpL8ViWw2APVhgCbYYsRhpEFTHZIU6wHtBNIzMAnu4UiCocGisZRDKKCX4hTN1FPTtVNmKU5GGYLlNtwovQnoyThEAUHW/aYjawGy5TrEtWDVHLVmsp0sj5HjVLKvLQsZl4CkMWglW5sRnDSKAG0HwALKhf4Jvi06PjRZRQKyH6fGSaq/SaWkSzXYprDFHx6rkXyCAWKsXsoDyxiLKuGSxygdb/COAorFJ8mHbWQuNU0GzUtxvDewMeGeRYouADtQJABkM099/7GEIMKNFh+N02EQs9gQkB0FltvK18v7LamQxFiDFo0VZ9BM2MAM/aWJlyDrBgBLriCzDDzm/OgAIrytBERKMpN91qj2leNNl7jZcoYx8QiDNlTJHLb8zKIUYb1iz5Zl+x2r7GhXhjOfZj430lvRgLVNPYQq+pOybjDS8zgO95B+gEa7QeIzKObBfJrZwYKqJCnRfatbGxeudcF8yosdxBg6B3xfXZSi2+Ek7SAsx9FhfDMYNADKzhPhtgfQZJ0hEB2WDEywJ4kiQNsBJHURELDqjpKhybqpjfqpKVKcOgGa8EDLZtCytQSsFwI0WeQJAKVjPAjwLmxnzoUbUmo0jNYIAtLSyCY+c2mCXjkXhWu39INS2GwACg1aN525kqytRkAiPdAW+gEacSyQqp6oXlzTJDbCXIMWneJj37dtoBHM8mSzp0q8fYxGd4W0vrjxsXUZNGexOrKB27NlgCKzB6zqOY7DitLcWd8X7QSw6k6/jdbwNQ5YZjouWO/BqvHOAaKBtVVztOUXqucGiNLZOm2AfIUGLcoSpAXAWSk4gHfmIBVHq4iJdpNT4UCf3db6nlOCV3vK5QVDmjpMUSAggkxAr1KXajC2ugbaLKWTjYDdUPc/VjFoOiwpkHzIkmPsk3ZPRYC2A0jqIiDAAwC1UW3moqGhE+HjRKLtNBG7hgZNLPRpGg2A93cD0jffrDJpAHCPTQGWRoCW4c0jQKp6thRpC7NVc/R90DT6aGadmqUflKKTAJAdoAlGKe30bs+WlTonoM+gDacC7EZJWRkIKA4WrsWZX800QhKDJr2gNIJFGgXzxE4IFg08pbICNJOg07+0ze/zIYhTfZDx/aikCgPjRVYrWawE7Yawqq5878EUZ/SZMtaXuOC6fPMMFn7+LpRvmZVmqKoNV+c5tqp6nnf9QDxdgwakPz+0GyQebAQIIXAWNNPQAUv0AARieiuNAC2dQRPBt94BUvQhdYaajKsO+GLfyNqDTDIVWfetTkpexaBx3WXW85Pe4USA328Fg/aKQFIXAQFVCo0xpryprSk9lkdWOKWkOElVLbpOa10yMB+FKWu8D2fi60s23IP1HQnQrKrDGQCFLYWoLhp5/ZQ6xSPHUDFoivQk02DQSNkGLEWAltBXNA57Wi1EB7j422q4IydenUUUUKTmCeFNlg2LBAbYHYMNKu375ePo9zXMundFUYYqRcMLBDxZIDAwRlR5mxUAqIp9kuaUFVDTDmd67Nkyr6a0BzVoQHbQGax3pW8YIQTVuxZALNIPQlRGuRoMmi6joaxUV7QlYt0w9WAjoFV4Ifonpx2SNO4VVSq7zyDr6dCC6x3YM+WR+0aVJZBp48yARl/rm0k2NPjakrbesoCCeTSTQeMygYzrqnHAIRW1HnsvoAjQdgBZzsdChJsWFDFP9BDMSp0ZpDgtkt6yQ2hGsvL3gkFTFQkgfREUKcc0Bg0AnIM1Xh2WAeZni4vj75GZEoz6/CUWCdRc3lxco1MDVfiy2arNQdFbFIgCG0UqWqQ4U6ulZssINtSLehCz2Bh4/ZSrFaAp9SZVvfQzkFy5KHSQuvpLNROh8Zky2N/+ppsd/Iab/H2S+gCKQCcrQDNj0NSBAOsEsCo2nLnKSDCgSlMyxhCuJwuuSdWJ9LEKBs3T0JLq2uWIwCjVZkPBoPU0AjQdlqebnSUQB9xMBs1TSFLkGHrPULjtSRuU4XEyU62K9QSIsgPdACzUOAgrNGgIWUb2JX0vlWNEPa5TMxU6n6dIcb5yIBm0pPYwUcVj2oLRX4wzTgyaKU7aizRBCuf9NHE/wDVopGxnBxGViOVJe8g0NADilJrFXKlSivw91ELlrIXQSOfkZ+srZOCattl5lD9xCWm4gXHq2RsE7YW8mjRFM2LPlMG6gVLMziudErzUpksIt9WsIlNsdrqVX0Ayg0ZK/D7U0sNllfdPGQR6WRo01+ZVaEpbi/T1gFRskJKdyXDy75ekOrvHYdVcwCKKFCevNmy85RjmH3zVwO9U9z9t+WA+TbQsIIREwbxCY+urtaSc0VCnnILrHd6DNk37pZBfZFkaCViNEv/cGcGIuE/SCg7E96KjQctiwgGAKg4EAuG2Jw8jA+M0Spksp84e5MxXAKZuRK86tMnPlHJdsvpwDo+Rds/LDEPG2kQ0+8hOGkWAtgMI20HkfJygQZtSsE06+f8plxtkaqTxMulljXRI2PQy9WeAYHnSKxbFQ5a2iAKRRiOgmYsyZ6xUJ291GXlmCyyDbgKqVI04vaYtHMJ4Ny2AluPMZpuZsl6Qqa9wRBpNkeakLV9uaAPvr/HdiHnsRF9RAIlmmaJARrdIQMWgaWnZMgI0QC993N9kEnoJEsK90LIYr16gld4EIFONWaye8CR0Fqqo3jE/8DtVlZ/oaZhmWaBjBcGrn3eGQfOvteEcqGm0fxv9PIwxrsfTYNDAslO3kqVJeQ759+JqpeJSe5TWXd55QkMPCvCgJ9EbMZLIpBdOqDVbziJn2kUrqSSwkAEBzS4SUARXsuAu63A/nb2+6TJoRYrzFQLZGDxJoKxiVTTSGdrVUpqnl3A7YzFXVNDIOWWwI6pNbnAuKcEM5Q+7lgYN2RqarKo4EyNg1stmAuyZMkD6tgQjr9dgEgDeRy9tDADKTcbWCNBYGFnDJGmtNATO/XmMr1sB0r2/rEZJLzWZETxbESOskyqiLR+kZKX7bE1n618AjSBPoXHiz7H6GZTjTaePJy1vUu4XUuY2PmHKASXugZb43hoWJjzFqXiOhRQko9KWMQZ/uT1gIzEyTpYONKAAZZlaKyBWgalgJYHsNc5qZDPhqrZVPJgvg2roSVlAQdtB4uHabvCAM1Uz3M2eB8A7YQCcwUydg9TGKg7myGC/DBi0VBYuo6JbwIoYtD3c3htAEaDtCJJMagVUJ1QdQaNd12MAqOKkquPkrKqgEcgy4KWdgKdosqoVVQ+qNGPNnoul0JwA/fRNJoOmCn5DinDLS/XWAXhwYTdKCNZTTnYaWhyAsxW0nZ6iVKVpbA2dU2a1oqbjt7K4RdMCBYgCNIKR9K89pc+gZZ6Yo7SVCrSZnCaS85nOZqsA9SZjKTROVGFVMDKnmVLqd838qLl4mqEqIZkSirgHWhKUQQhjWlpSmULLOphs+2CdQHqxJSGrLRFVsF4CWgJ/RYoTEJYSitZvdnoLLDGXYFN9QBGHmCT/SpUejhfYpBtwA/xZtmpOJoPWL1JTaNAy5qKjQZOZipTrIttNZX2eqgPQbHuZvYAiQNsBZLFOShGuRsWWrk2AikEjVQdwLOXCk3UqlHPKYNCY6KWWkcpT+QT1TVRHRezD8xDzTpwLY9j68jmQio3S8cboPDQDtHCjB7B0JkGON1dJZ9A0fN0ASL1PuJE8jrJSSmwwWTqnDJ2g/G4yDgSMskyjToAvgsyjWv5jLOBdI4bvGXtKj0FTssd1V2ucpJZtA+PMlLkxrEqf5KSzcCr9peqzDMM5UEOw1km8zkyH6am7qd91sNEDqTjp1YpTkVFuWmV4yACa3d4M6HvxZWmc/OXIRiKDQSMWSfXskqyXgp1UsftA7LpmBWg6gbjie7ZnyloaNLGmJzJoMsWfvgfpMLbOUg2+FoOWsZeVbJCKnXrI0WHQrLLDdZxpYyisVAC9auq9gCJA2wFksU72lMvTXmkn3B1McaoEmjr6l7Qm5yNzqrmpaRHe5imb+VItgn2PrnTGCoho7Axbivbjy+i9uImZHz+VWJlKKrYyaI3PRxWgOXPlVBaAatiGAIA9G21WaUxcN8wWwDoWtw/JOHlLnWBWijMrDdcNAIrMYEaH3ZTjpVwblX5GQLXZ8Uo2vRRnGhsOxPRJGWPx9UCRogloamFLVuu3JLgHagBF4uapJTeYr6QGRrTlSx1tEqwpF6As/YCk2RXBWeAHsTCjslsascZaGSXOKSW1nmXwPPD6eomv2Vm6vm4IWNmBp60oNsiyhpFjRAya0udRGIwnBGiSQUsJwqmm5tFZrCJYSe8wopMNAqLuFynrfrjVA6nYSgY5ax/jXWMUr9fIMuwFFAHaDoC20hk04liw5yqp1LCO55FuFZoqzQNk619Y5Fqto0Fz5sqg215iqbNOkEekLijlQV3vAiTZqmBgHFGwkBK8dp5agbNYRf0Nh1Jf78xXlJYfMmBcyGb07LkKwk1P9reLQyfVA8QYtLRAT1EkAERWGzoMWlK1oghaM07/oc5J1yRAC5L7rvIAILuIQ3oJKsTJqtQkwJ8xFYMGKDZvBQut1F9qPMdxOFHAEiyPut/L7zmrvdESt7xJCiSoilFUsK1Uo70ZwL9nUrIQrKYzNMFyG6TqZHo0AgBJabnWL8hSrE02UQb0sqdnRpZApvPSmCsNfzh7ppwZzAuE2xkMWkODQVOsJwDgLFVBt/1Ue4qsdmvD80mVtmwlFzoYjdFVH3DkIbgI0G58qHRb7lI1VVypU+IshLzKFKfGyTvr9CIevKzqSwHnYI1rRlJO7aogjxCSqV8J1rqwp0t6DaMzWKuw6cGer2TqEZyFSubGAHBTV9hEWeHqzFUAyhILMVQ9CQWsqRKv3spgXZXf80x2N4EsrQchRJ2eEa/PYtDq2dqXONIYNFV6RrwWLPvk7ixUQdtBtqM6YzzFmREA9NPH+VlopVBag1mJw12qAqTPMA2MJXRXWZ6ES1WAskQWTRWgqby6pMWNqtWTOChlpTiv8QIBVRW0M598INZl0AC1Wz1V9PQUYwDpxQbUo+oDdXS/qXRo4bbHnQSSsgTl6MCVyqDpaR5dRSWnrn+fs1SDf62dyIqHW56s0syC6GmbNg+tSl2LFAzajQ7mc/uLrEXMWaohWOkk3pC0xy06sqhy2Y9TwaDpPGj2dNSsOYEy1/EvExBpBtFeZHgcnTRpVkuhYK2bWto/MpfF9ACYNrNTVgDfvMO1bnbD6LUOHEWgB/RTsuFaQoCmWSRALAJnNrmSU9cqwJnhVh1pn0nVjstWmFuKw0KSTYecw4K6NF+ApVTsWhpdAHR0nKL9TXA9PUXDeiEQMnWKE9kMGusomj0Lm4AdYtCIY8FZqCYHaB31ocvJqNALVSlfBYPGPNE9Q+OgNV/NZLKD6x24S+n6MwH3UB3hem+E6VG5/w/MZbqs0KCFyjVOVQ2te9AC1ObIdNuDVXcTnQSEX10aI6iSTAhk3SeAXjYIAEpHpsB6YeL6FmoyaNZ0uo6TanjdESuS+2QUpewFFAHamNBJ9ThLVTCfJj5ksuJE5Y2lahkVRNVaGicy5tHEBrySFdFh0BYqnOVZTtgUNHVsWSxNuN5V6r3kXBarPBjxBz8TYwxh00+sbBp4/UKF99DMWJC56756PiKoTGL0dG02xDhhggaN+ZFVgOqUerDGF8GUDY92hHdfPisI0b9UmQ50iJKdBKLPlcCW9tP7GoafY9oEyDZnKlbQVhjDjsGg6bR+S4JzsJb4LDKZ4sy6NsnBK2OMyzfqGZ9FxaDJ7hkaKbQFzqClHWRpy4e9oH4G3cPR4fHq4OFRt4oT0Lj/O2rdlqWoBtXSoGl6GobbXnb3lwy7Gm0N2kIVsAm8y83E36vacAm4UQs079LgOIwy/jl0GLTp9I4Eugcc3nGlYNBuaFANYz1p8reckA7UrNhSlbPLKp6MhxTILiFnGoJiAWJbcBZHT+0spFykqcHC2SmfiQXc0kI7QBMbzFAwwrwQCKi0KUl9vWR6UqovGUOw2oWtMR/ZyicxQNMrEgCixSNpjJ7eJlM+OQ0A6J3bSvy99O5LYQSdxSrfLFMqMPsp0ozUvEXgLKSzm3GkFwmo+z1q6TjnKoBjwU8IYgSkSWZGilOmfxX6vuwqNBukbCceCETrN9MAzT1YQ7A6WskZrHRAXCub0Yt0XcNFBqwbApRlBqyqdk8mDJqzUAGC5IOSeLZ11gT3UBSgXRkM0ETlpdZ6Oy0E/ikMdDdQSkHsRgmkbMO/khzQhG1fg4WLisw0UpxWBvOUyaBp7kHEsVA63kDv5ZQ1RTPF6R6sATaBPxTo0ZYPUKbFoIn7IIkR191TndlKkeK80SE2KjvjlJl2QgX0o333QJS3T1kwhCWDquoxy+NKp+JrYE4HayMBmskYVoP3VBtmvoL1LsCgneIUAbA/dH11Gr8D8RL/FOq+HYD1QqXlBxBVUE6XEk9mTKMzgpzTXIXbFwxdG900jXOgBlK24Z1PWUwVQYR7pA6ELLWsnrZ97uGkYvIWq1oMGtKKBKoOlC1zNE7uxCKZqXCgf78oU+JLtZHNX87F531dVRrMNIZG1Z8xDWmVnL3zWygdbyhT885SbeTayIA1K0CLAtY0DahuFSfQt9RJSnOGoopaUaQD8Ao/UnFGGbTIaFqnhZYzW+Ya25Q1gSksZgB+z5VONOCd3x59fUBBt7zEFloDY9gWrCmN7hXb2R1g7EwGLdtwOo7yqRn4l5qJHo2sF3K5jqqtl2PBPVgbYdAkyaARoJWOccsk78IQC8dY1GlFI4MzF8l9UvbUvYAiQBsTWW1dBKyGy09SCVoc3WjfPToFBDRVQxMoWrIIZFWQ9TVomgHagRrC9e5AJafJGGmpHpHaM0lxAqNap1AzQLNny4CVvDEAsc1Bdz5zlZHNjgWU9/LUXAjdQzyoH0kDaJ5SszYHQJ2Gcw/zNMTwKVe+vhXAqrnK1Ly7yHVFKpsM0QZrGMQicA9U4aUERHwueql550A1k0GjGgwawNnJYLmdbIYqDyhqm5nEZ9CgUXoccsN6cUP+jPkh/MstlE5MK1/PC5mGDjgaARoAlI434J1Luc80qziB/kFp+KAFxBg0jRQnIQTu4dEgWldrBQCliIH20tiijt6zXDregH+1NRLQCOZG5xBqz2QHaDw16GeaeqfZ1ehKYwTKp2YAyhIPfrpyHQBwj0zBv9wc0JAJCVAWEyhgN0qwZ8vwLgzNI6Dcd08zxQma3Vln0igCtDGhs4gRQuCkVHIyzQqa0hFO26fl/8UDL/owpiHLxFQlHB+Gc7A+Usmp04dzZC5DAZo4teoGRFbZ5qf4oesr0i6qtC+xIyuUFKZHzkdjcwDAA6OL2wO9U4PVDje6XVQzAABQumkGANB7cXPg51JHo2EsWToxHW0OCYGEovLYWayCuFYqUxS2sr2+4uMgZMpUArfZSF7YSyen4Z3bSg3ytD3vhruJAAAetklEQVTqlviBIq2nbdiK7hdVQHKyATAkblJZjdLjsNIYNE2h9TCcxSqcpSo6z67Jn3kXmwBlKJ0YNWgeef1SbaTKVRaCKK5H+eQ0ws0eggRjZd0qToD7sVnTJfSeXx/5XbDGm6TrMCMAT3P6VwcrBXXsaQScpSqsuoveS5sjv2Mh1wnqrJOlk9P8Xrk4GMDKFloKBg3gGRj/civ1/u+9tAlQlrm22FNRu6chqYCuea9A6WQDIEi8LjrGu3Kco1OgrWAgdSsZNMUeJsc43uD3eHwOBjpDJ7LaSNL67hUUAdqY0A1q3CgtMkyn6lScAHwBJa4F/1JygBasdzlTp/IbKjsgZTtRI0U7vPm1TgoAiLE8scXHJMUpxLzDmoZguQNSsmQ6VgfcRDEfgwbw1EkagxZc73BPNs0ArXxqBggZvAv96yKYG0ejCg3gm6JzsDayEEodjcYCVBabw4VRdkNVaUsswje5NAatra6OBfSaLAPpDBrAA03WCxNF8AAP0EjVUeoe3QPcGiaJyQb45kVKtjINXTo+zTepBH2f7npgp1Sh6bixp6Fy5zx6L27KTVewpzoBWulodACM3W/aDFp0mEhim/oaNA2NEyGo3jmP7pn1kSA6WNPTgAq4h+tgXjhw6KIGDBohBOWbphP1VvI70hhLMptDTLaqCX0c5VtnQVv+SMoWiDqlfPEc7OkSaq89kDqGqMAcHkOXkRewyg7co1NoP76MtU+eGZBymBS3CIay+1z/QBFucasQ1YFajnG8gXCtO5C67TPQeilOYG97oRUB2pigbZ+brir8uqp3L4C2fHTP9G9IFlAEKx358GRBbJje5RRGY6MnTwQqlE4kCz2phmg1DmexCnu+gu7Tq/0xDAI0u1GCe6Q+cE0AHsw4B2pK3czAXJZGAzRdTREQVZBdT26X41/vwJ6raOvHyjdFAv3YZicKRHS+aznOqRnOHMUMRHVL2YFoY7YJOj9YHfldVnsyAfdIHd6VVnIpezvbH0tABmgpqfnO91ew+cWXwYL0Cld5PVMKHoLVjlbwLKw2/Esp6TiFB5qAVbbhHq4npo91AzRnngvih0/v/e9X/zkUqN6xAIQM3YiB6p3fgr1Q0drwSidnQKoOOrFnWUeDBnC2ipSsxO9HatA0i2Mqdy2AeRS9WKoW0K+iluPcOgcA6Hz3en8uXb1qRYHSqRmEa90Rw2cd818Bu+7CWayOsK3BehewoFWxWLl1FgDQe2Fj5Hfd59bhndtC4+0nMq+xDBSHmDyT9USg9toDYF6I9uPX0PrOlYGxdAM093Ad7qEaWo9clT8LN3vcsDjBKiQJonVfnEWTLbi0igTKANGzAZoUigBtTKiMHAUqd87DmnLReuSa/Jl/pQWELLFHZBLco1HePsngb72rLBAQKN8yi+Bae0QDo2MwGwchBNVXL6L7woZctHSa3cZRuX0e3rntAc8i/2pL2c5lGO7BOmg7GDwxt3yQijp4BoDqHfNgXojus2sjvwuut7VTkwD/7O6hGnov9wM0/3ob9mzZqAl2+eYZMI8O6ND6DJpGEUbFQe01i2g/vjyQ5mSU8c1KxfoengLrBMnp8IzuGQNzmErXXwJA8x+uYvsrF/ninvI92fMVWFMuvLQATXPzdg/WYM9X0H58OfH3Ks+vOEonp+Gd3xplxDt6979gEOL3CGDOaAyPadUcdL6/CuqF8F7aRFlDfwZw9/zqHfPoPLMmPxNt+bwCVGUyaxOUTkwnM2h+CFjZDcHjqNw8C1Ky0HkmdpANGcL1nlaBgIAzX0H5tlm0Hrkm10vuH2jw/J2KmMEhFlsw0lmarzhKN01zZjP2DIbrXdjTZa1gxJ4pwzlQRXcoQGOUYeuLL8Oer6D++oOZY1hVhweKQylBE/Negcabj+LI//ImlG+eQef7K/IAZ+LfRwhB7d5D8C82JatHNS02BNyjUwDBwLpgouEkrg33yNTIYUDAv9ZK7ZqwWygCNAMwyrD9tYsDG1aw6WltVMS2UHvdQXSfXZW5dnGqKh3XW0TdI3We6hly22aUIdjoaVc9Vm6JTmTD+iZNg9k4qq/mp/bOM/zkzQxOlwBQuX0WoAy9s/whCVs+aNOX6VNdVO6cBwC0n1qRPwub2d5AcZRvnYPVcNEa2rwZZZFBpv7mAPDTd5z9CiJW0ARig+g9319ATE+89TcdAeuFaD/BP1fY9PiJkamDCDfSPfbOjG4MKg2bACEE7pE6ei9uJjJx/tUWQBkQsFQGgBCC0snpZIZGbN46FbYWQf3eg+i9uJmoN1S1eYqjfPMsmEdH2F+dZs9AxDpVHHgvDX6mvEUCAA+Uaq87iM73rmPjs2dB2wHqP5rc4iwJ1bsXwDqBDBp1D58AZzn9q60RHRo3Z9bfZohrofKqebS/e10yeOFGl2usDBg0AKi/4RDCzZ5kFFkv0Ep9CbiH67Bqjnx2AP79bP71S3AP11G+bU5vHm88xJ/Bx/rjmKzXAGcEvZc2Bxj+zg9W4F9uYfrtJ7QC4NKxqVEGzRuDsX31IoLrHQTLXOsXbva0130AqP3IAcAmaEYsXLipZ1IrYJVslE/NoP3EsjxU9G2INPef22Y5QTCk02WMYe3Pn8PKH/1Aez4/DEwsQCOEvJsQ8hwh5AVCyL9M+P1/TQj5XvS/hwkhr53EPOMIN3rY+tI5rH3yDN+4N3vwXt5ERfdBfQM/5Wx+4SUA/CRmNUqwZ/RuysotswABWv9wdeDntOkDIZMeXCq4R6ZAKrYMiuQ4OQK00vEG7Jky2k/yVAJtc02dNk19YhqkbMsTcxB1JjBl0Jy5CkonGgMpDdrUS1kB0eZ2+gC6z60NCKXDLQ/Mp9raMYHKLdEG/tx67iDPbpRQvnUWzW9dlhs37YWAY2kzEqUTDbhHp7D9tUsINntY/vdPYvljTwJQBxGlYw24xxvY/PK5gSo01g14gKe5edfuWUJwrQ3/6lCVYNsf6CSR9Zkqt84iXO2iN5QqCjd7fPPW1AfWXn+QP0OPXhv4OTc19rTvl+pd87Bnytj+6sWBn9NOwJtoa1TZlk9Nj2oMcxYJCEy/7ThI2UH70Wso3zqLcqQP00H59jnAsWRAYhKg1e49CNgWtv7m3MDPqafXfzaO6XecAIsCIaDfwspEgwYA1bsWYE252PryeVAv1K68FCAWQeMtx9B9bl0Grdt/dx7hlofZ99yqLcEon5hG6XgDzYcvI1jtgPYCbsStmfEAgPJts2A+leskYwxbXz4P50CVBzoacI81QLe8AYLBxBtuGNW7FwECdL6/iu6ZdYQbPVRfs6j9ervuov76g2h95yra370Of6Wj7L08jKkfO4Jwo4fO0/xgbnrAKd86xwmCIbLCv8SZvdqPLBnNZ6cxkQCNEGID+BiAHwdwF4APEELuGvqzlwC8hTF2D4CPAnhod2c5Cme+gpmfuhm9FzbQ/PoltB+5CjCgfm82vSzgLtUw/bYTaD+xjPaTy/AubHOPIo2yZIAL2WunD6D1rcsDwshAeqDp3dzEJiifmkH37MYAq0HbavPFkbEIQf2/OIzemXW0v7tsniZ1LNTuWUL7iWX419tyMXYPmgVEAFC9Zwn+lZYs0w812jzFUXvdQSBkaH6tv+kK7ZSJdgzgjJ6zUMHWF89FXQ6oMYMGANPvPAna9LH9lQsI1roI17tmmwwhmPmJUwjXu7j2O49z3x8RBCgYMGIRzP7kzaBbHrb+7rz8ueyeoXltq/csARZB+8lBdnJYsJyloam97iCsmoPtv78w8HPBhOlu3s5MGZU75tH8xqWB1LH38hbotq8tNyC2hak3H4X38hY2/+ZlNB++zA2Nl9u85Y7GM10+NYNgpTMgNZAbjEEqPA6r5mL67ccB8EDH6LUlG1NvPIT2Y9fgXdzmlbqa37EzW0HjvqNoP7E8EETTpq/VfzYO92AdjfuPof3YNTS/eQmbX3gJ9nRJ6qh0QRwLsz91C/wL27j2fz4G5oUo3aSXrRCov+kIrIaLzb9+Cd7lJra/cQm11x+URtC6mLrvCIKVDq7+m0ex/LHv8pZGJgza7fNwFqvY/rvzYIwXIAXX2mi8+Zh2oNjXbMWKujSNr5NgT5dQOjmN5sOXsfWlc7CmS0YBGgBMv+smWFUba3/+LKyKjan7jxm9vnLnAuz5CprfuCw90AD9A075pmkQ1xrIUgBA65GrIK6VWXixG5gUg/ZGAC8wxl5kjHkAPg7gp+N/wBh7mDEm6q2/DcDsm/shof6GQ6jevYDNL7yE7a9eRPnWWSNtROOtJ1A60cDaX5xBsNrVqrAaeP3bjoMFFJtfeFkGV9I3TJNBA4DqnQsIV7voPt1P0fDgSj+gkXO6/xhKJxpY/8xZeJebxizc9DtPgjgWNj57Fv7VFkjF0fLCGUb1NfxE1/zGJQAAbekzIgBQOlxH/Y2HsP21i+i+wG89UTmo0wMwDmJbmP5HJ+FfbWHjc2dzjQHw03flznls//0FXP3Xj6DzvRVlw/ZhVG6Zxcy7T4F1AzQeOM5ZJOgVcpRPTqN270E0v3oR21/lwVG/e4be92zXXVRun0PnyeUB/aRg1JwoGM9i0Kyyjan/8gi6z6wNbDDSYkOTQQOAuZ+9DVbNxeqf/ECmTbe/dhFW3dFmIwC+Flh1F9t/fwEbnz2L7a9eROfpVR7oa0CksLe+dE4Gi0yYqRoUyAxj6r6jOPir9xqxZwLT7zwJa8rF+mde4EGEwQGn8cAx2DMlrPzh99F9fh29FzfQfXYNlbsWzOfx9uMo3z6Hjc+9iGClg7n3vyoXq1h77ZJMdc7+41tQe40ZI2KVbMz8xM3w/v/2zjw4rurKw9/pRbssyZYlWfK+jAFjvGCMMWaLMWAMmGVqDIQCPBRLJUMBk6kpEqayTaiQTDLFEgYGCBBIYgKEzRCYCcEGhgk2ZhlsbGJjvINlWZJlLZas5cwf90luFOmpW5b0WurzVXW533v3tU//dPq+8849976dtey7/yMkGiJv8fiE7cicPpKCS6cw7Oyxrk9REsoWSVjIPWsMzV/W07ixikMfVUBEEgqI0kqzIQRNW49ki46m5hGg4LIpSERo3lNHzrxRca8A0E44O0r+0smEcqOMuPq4hK5h4GU5Tyvj8I6D1PxhW0LLbID3dIQJeTT+pepIreLhVho+qiBzemHC17K+Jqj/vQyIvRXeDZzs0/464NV+tShORIThVxxDzR93UPfWbnLmlyZ2flgoXH48lSs+pWlzdccMtXiJjswi94zR1K7ejYSFvCUTafTqv+KdJACQdWIRte/s4cDKraRPyUcEaGnrlUNKWBi+bCoVD6+npbyBdG/WUbyEc9MYds44alZ+TlPIG/aMM6sYSyQvnZwFZdS9vYdoaY6bqRhnDVo7eRdMpGl7DZVPbiJ/6SSayxuQ9HCPz/PsiswTRpK+di+Nm6ogJB2BSKIMv3yqm4nZqoRy00jznmWXCDmnl5E+KY9oaQ7a2EK0KCvujETBJZPRw63UvLqdxq01HT7r96D0zmTPKaby11UcfH0HeeeMB1wRrmRGyDxuBLXlDT3O9MuZX0rdu19S8dB68i+YSObMkS5AC0tCxcXh3DRGXDuN/Y9toOKB/yM6Oofm3XXkLhyb0CSOUHqY4ttmQxvsf2wDB1/bDmEh99SyuM6PlmYTLcuhfu1e6j8op+S2E3v1HM7OiLinJvSGUEaEgosnU/mbTdAWfxDefu7Im2aw/7FP2P/LDRARwsMzGLZoXMJ2SDRM4TXTqF29i1BWpKNutjfkXzKZ3DNHJ3QjHUv2rCJCaWGqf7+ZvPMmxF3XGouEhOy5rh6wpbKRhg/3JdRfA2TNLKJ21S6qX/gM2pTMqcMTqvmSaJismUXUrfmS7HmjiBZluSJ4ie9ZqV0RHZnFyJtmUL9mb8LXwnayThhJ5vTCXvX5ANnzRtG8r4G6t/e4G/KQdPlc327PP7GYqhWfUr92L9knl1D93Ba0qZXsk0f1yp6+JKgArau/RJer8InIWbgAbUE3x28AbgAYOzaxlH5vkUiI/MUTyDt7bK8cO5QZofDaabTsa+h4blwiDDt3PCDUrt7lCiSb28g9c3RChZ4SDlGwdDIVD33M/kc3kDXTZQ4S6ZBjiYzIpPjW2dSu3kW0tBcBxPxSJByi5pXPEx4+iCXvvPEc3l3Lgec/A448zDleQmlhCv9+OlVPfUr105sBiI7O6VXnISGh8PrptFY3oYdbE8pGfMWm9AjZcWZlurVFpCMgk6wouWfEn5CWcIjhy46hbswXHPzTDpo2u+xiIr6SMW0EWScWU/vGLsJ56WSfVELz3gaiJVmkjXb+0uMafllRiv5hFlUrPqX6uS0dmcnI8IyEM05po7Ip+ac51L3zBY2bq4iWZJFzSuIdcvvFOn/pJCoe/JjsE4vjLnSWcIjim2fRUtVI+d0fcGDl56Da6/qzviJzWiEjb5zBgZe2kj4xscAoUpBB0Tdn0PD+Pg5trGTYonEJBb2xSFgYtvDo+/T2Z8IeDZnTRpBx3LxeBxGx5F80iWhJdsI35xIWRlx1LPse/BhtbCFzZuLDb3nnT+DQpiqqn9vCyOumH1n9/ygytpGCDPLOG9/r84Gj0lVEyL9wEuGcNA6u2uVmjifweZknFJK+No+a17bTuKmSxr9UM+zc8Ud1HeorpKuZVf3+n4qcAnxfVc/1tr8NoKo/7tTuBOB5YLGqbu7pc+fMmaPr1q3rB4uTk6btNdSu2kX65HxyFpT1ysnr3y/nwMufo4dccf/I66cnXOvRl7QdbkXCknCqvPNnNG6spLniEDnzRiU8JAhuduChjW6WVPrEvLgnggx12hpbOLRhP60HmtzaSwn4nDa3UvHoJxzeVkOkOIuWykayTyomb9E49j+xkYLLpsQ1DKxtStO2Gho3VtJ2qIWMvynouMEIksN76ogWZcW95lcstW/u7pg8lDG1gMLlx/e1ecYQoWnnQRo+3Ef+kolxTxaKpf79cqqf2UykOIvWqkYihZkU3zK7HywdeFoONKFNLQlPMmve18C++z8ilOnKHIadM65PgvF4EJH3VXVOl8cCCtAiwGZgIbAHeA+4UlU/iWkzFngDuFpV/zeez021AK2vaK1vprWqkWhp9lEFRobRE9qmNHy4j/p1e2mpOETBpVPI7EWN0lBDW9qofXM30ZIsMqYO79WF1zDi5dAn+6l6ejPpE/PIXzo54dqvoYi26VFlEntL0gVoACJyPnA3EAYeVdU7ReQmAFV9UEQeAS4D2udtt3T3JdqxAM0wDMMwekZbNe7lkIz+IykDtP7AAjTDMAzDMAYLfgGa5dENwzAMwzCSjCGVQRORCo4MiQ4UhcD+HlulLqaPP6aPP6ZPz5hG/pg+/pg+/vS3PuNUtcsF+oZUgBYEIrKup9q4VMb08cf08cf06RnTyB/Txx/Tx58g9bEhTsMwDMMwjCTDAjTDMAzDMIwkwwK0oyfwh7gnOaaPP6aPP6ZPz5hG/pg+/pg+/gSmj9WgGYZhGIZhJBmWQTMMwzAMw0gyLEAzDMMwDMNIMixAM4wBQAbqybuDFNOnZ0wjf0wff0wff5JRHwvQfBCRK0TkByJyYdC2JCOmjz8iMk1EzgRQK/b8K0yfnjGN/DF9/DF9/El2fSJBG5CMeJH0jd7rXuBnIlIIPKuqtYEalwSYPv6ISAj4BfA1YKeILAReVNV1IhJS1bZgLQwW06dnTCN/TB9/TB9/Bos+lkHrAi+SPgW4S1UfA74JLAROS8Y06EDhOXW7PvMwfbojH8gBjgW+DlQC3xKRnGT54QdMAZCL6eOH+ZA/5kP+mP/4Myj8xwI0DxG5WkTOEJHh3q5NQJmIhFX1dWA9sAAYHZiRASIiNwO3i0i+t2sDpk8HIjJRRLK8zeHAqUCWqlYAvweqcIFsUtY69DciskhEFnmbw3A3QKZPDOZD/pgP+WP+489g9J+UDtDEMUpEVgHX4CLp+0RkGLALKAKmeM1/h4u2CwMxNiBEZK6IvItLBb+kqge8Qw24TiDV9RklIm8BvwZeFJHpqvoZsBr4R6/Zl8BzwCwRKU3GWof+wqvxeAr4DlANoKrbgHeAW71mKasPmA/1hPmQP+Y//gxm/0nZAE1EIt4fIRfYo6oLgW8AB4D7gKdxAdpcEclT1e3esYsDMnlAEZGwiIRxQeseVb1EVTeISI7X5A9ACSmoT6e7q2XAe6o6H/gTLss4G3gcmCciE1W1BSgHGoHMgbZ3oGnXx8tGvwVUqepZqrouptnjwKkiMiHV9OkC86FuMB/qGuuD/BkqfVDKBWgiEhGRu4A7RWQucAxwGMD7I90MnAccB/wWmIsL3AAUWDvgRg8gMfrcBRwPvAx8KCKXi8j3gHtE5HrgIPAsKaaPR+wPOAOIAqjqXcA+XD1eObAG+Kl3bAMwDmgaUEuDIRNAVauAfwPSAUTkWhE5V0TGqeoq4EPveKrp05k0zIe6xPOhn2A+1Jm0mPfWB/016TD4+6CUCtC8+qkncePP7+NmIU4GlojIDACvQPCHwE+82qqHgAUisgZXWLg6ANMHhE76rANuwwWwGbj0cCnwCjAbeERVXyO19FkoIv8D3C8iV3m7twGVIjLW2/4dMB3IA34MjBaR+0RkA7ADqEmW+oa+pht97gFOEpEvgYuA84GVIjIJ+AGujjEl9AEQkQtE5BciMiJm9xdAhfnQV/SJLZV4EJhtPgQico6IvIorxbna270d64OAbvW5F5gzKP1HVVPmhYuO18RsX4cLSN4BXvf2hXBDd88A4719+UBZ0PYHoM9yXAbtW8DUmP0FwCpgeqrog6u3+zPwt8BZwEu4+oVi4DHgAo482/Zx4Lve+xJgPnBR0N9hgPV5IUaDC4FrYto+irsBwtNvSOsDiPdaCmwE9gB/B0S943NxNzop6UM++oRj2ixOVR/ytIkA/4y7cV4CXAk8hasNPgZ4JMX9pyt9VgAXe23OH4z+k2rroFUBm0TkalV9AtiCu3isBpaLyI2q+p8iMhpoUVdXhbrC+APdfOZQorM+nwFtwBi84kqPY4HduJmuQ1YfObKsSBsue7geeF5VW0VkN/AuriNcA5wG1OF86WXcDCpUdS+wd6BtHwji0UdEHlbVle3tvbavAGd755bjhmKGJLEaichO4HScb1wHvAdsU9W1InIWblZZyvpQF/qsxWWHAP7b86uU8qEYfVpEZBdwhapu8WqBZwMjVPUNEdlKavtPV/rMwhv6xflPy2Dzn5Qa4gTqgZXAHSJyL3A37iJbj5teO0tEXsbVnn0QmJXB0Vmfe4A3vWMRESkRke8AD+CKUlsCsrPfEZHluCD0h96uOlwHWAigqltwE0nuVtUHvbY/F5HbcX61eqBtHkji1GcFbsIN3r42EbkG+B7w2oAaHAAxGv2rt2ujqu5X1Rdxs6AvFZH2esYncZmjVPSh7vS5TETSAFS11fs3ZXwoRp8febteALaKSFRV63A3RXnesV+Ruv7TnT5luLXgaL9WDTr/CTqFF8QLmAFcgTcsh1vTa4z3/kyG+HBdL/RZj8uiLccNxYwJ2sZ+/v45uB/7LbhAfaq3/1fAiph2w3BZkAne9mLgu8CCoL9DEumzBpiEu5D8DHfROCno7xCARpO9/e3DmicDbwBzOp13QYr6UI/6ACOAf08FH+pOn5jjabhlIY7vtH9JKvuPnz6D0X/ax6tTFhGZCXwbuEFVa4K2J9nw9LkDN6avOoSzZrGIyFhV3enNaJ2gqstEJBs35HKRqv5ZRCK4bOKPVHVHkPYONAno8x+4QtxyXMCfMjp10miMqn7d2y+qqiLyU6AWl4n9mqo+EKS9A02C+pyuqg97s+9Swoe608c7VgQ8oarniUgZMF9VnwnM2ABIUJ+5qvr8YPOfVBvi7EBEskXkCdxd/x8tOPsqnfT5L1VtTpXgDEBVd3pv7wYmiMgSVa0Hvg/8i5devwM4AXcRSSkS0GcG0KiqLYOpY+wLOmk0RUTO8bbb62J+jitsfhu35mLSrGA+ECSoT5l3Tsr4kI8+ABOAPBG5BVdvZv7jr8+g9J+UzqCJyDLgBVVNmnVPkgnTxyEiNwJXqepp3vZi3EzFMuB2Vd0VpH1BY/r0jKfRlap6hrc9Brc+VT5wvaruDtK+oDF9/OlCn1tx63f9Ergz1X9jQ1WflA7QDKMn2mf9iMizuJlQbbgp7evVfjymTxx00ugLnEYvAFsH64WjLzF9/OniN1aFK47/VFXfCta64BnK+qTsEKdhxIP3w8/CDSEsAz5T1Y8t+HCYPj3TSaMrgc9VdbUFHw7Tx59O+lwOVKrqQ4M9+OgrhrI+qbYOmmH0hm/gZgotSvXh3m4wfXrGNPLH9PHH9PFnSOpjQ5yG0QMxixsaXWD69Ixp5I/p44/p489Q1ccCNMMwDMMwjCTDatAMwzAMwzCSDAvQDMMwDMMwkgwL0AzDMAzDMJIMC9AMwzAMwzCSDAvQDMMwDMMwkgwL0AzDMAzDMJIMC9AMwzAMwzCSjP8Hzsp+eaNaIu8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot a single Pixel\n", + "pixel_id = 3\n", + "\n", + "df.loc[df['pixel_index'] == pixel_id, [v for v in ds.data_vars]].plot(\n", + " subplots=True, sharex=True, figsize=(10, 15)\n", + ")\n", + "fig = plt.gcf()\n", + "pixel = np.unique(df.pixel.loc[df.pixel_index == pixel_id])[0]\n", + "fig.suptitle(f'Pixel: {pixel}')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "xlim_dict = {}\n", + "ylim_dict = {}\n", + "for i, column in enumerate(df[[v for v in ds.data_vars]].columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(df[column][~df[column].isna()].values, ax=ax, color=colors[i])\n", + " ax.set_title(column)\n", + " xlim_dict[column] = ax.get_xlim()\n", + " ylim_dict[column] = ax.get_ylim()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### That's great but is there any signal in the other features which can give us some information about the status of the VCI? Let's compare the CONDITIONAL distributions of the variables given a VCI of < 10." + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "data = df.loc[df.VCI < 10, [v for v in ds.data_vars]]\n", + "\n", + "for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(\n", + " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### What about being conditional on low rainfall values?" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "data = df.loc[df.precip < df.precip.quantile(0.1), [v for v in ds.data_vars]]\n", + "\n", + "for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(\n", + " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### What about the distribution of variables LAGGED by 1 month?\n", + "- Select the MONTH BEFORE the VCI was low (< 10)\n", + "- Visualise the conditional distribution against the marginal distribution (the grey line)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "data = df.loc[df.VCI < 10, [v for v in ds.data_vars]]\n", + "\n", + "for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(\n", + " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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VCIpevt2mprecipESMrootSMsurfpixel_indextime_index
time
1982-08-319.5660-0.007048296.4683532.559121e-089.3421780.2100590.202564112
1983-05-310.0000-0.006737297.8384401.013019e+0134.6480590.2369920.229519121
1983-06-300.0000-0.006481297.0102547.639319e-0114.0916940.2171640.206650122
1983-07-310.0000-0.006503296.3240975.753846e-028.0760800.2091430.198387123
1983-08-310.0000-0.006920297.0489812.675259e-085.7533910.2050210.194428124
1983-09-303.6725-0.008024298.3884588.740320e-014.6049580.2027820.192386125
1983-10-312.5000-0.007543299.2428281.359298e+0113.2388000.2030890.202848126
1985-09-301.9140-0.006259294.5316165.753773e-0226.6901400.2364230.221060147
1985-10-317.3600-0.006917295.2723692.588598e-0816.0086660.2189030.204309148
1986-03-312.9660-0.004632295.1757201.000347e+02102.1001370.3304700.363973153
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" + ], + "text/plain": [ + " VCI pev t2m precip E SMroot \\\n", + "time \n", + "1982-08-31 9.5660 -0.007048 296.468353 2.559121e-08 9.342178 0.210059 \n", + "1983-05-31 0.0000 -0.006737 297.838440 1.013019e+01 34.648059 0.236992 \n", + "1983-06-30 0.0000 -0.006481 297.010254 7.639319e-01 14.091694 0.217164 \n", + "1983-07-31 0.0000 -0.006503 296.324097 5.753846e-02 8.076080 0.209143 \n", + "1983-08-31 0.0000 -0.006920 297.048981 2.675259e-08 5.753391 0.205021 \n", + "1983-09-30 3.6725 -0.008024 298.388458 8.740320e-01 4.604958 0.202782 \n", + "1983-10-31 2.5000 -0.007543 299.242828 1.359298e+01 13.238800 0.203089 \n", + "1985-09-30 1.9140 -0.006259 294.531616 5.753773e-02 26.690140 0.236423 \n", + "1985-10-31 7.3600 -0.006917 295.272369 2.588598e-08 16.008666 0.218903 \n", + "1986-03-31 2.9660 -0.004632 295.175720 1.000347e+02 102.100137 0.330470 \n", + "\n", + " SMsurf pixel_index time_index \n", + "time \n", + "1982-08-31 0.202564 1 12 \n", + "1983-05-31 0.229519 1 21 \n", + "1983-06-30 0.206650 1 22 \n", + "1983-07-31 0.198387 1 23 \n", + "1983-08-31 0.194428 1 24 \n", + "1983-09-30 0.192386 1 25 \n", + "1983-10-31 0.202848 1 26 \n", + "1985-09-30 0.221060 1 47 \n", + "1985-10-31 0.204309 1 48 \n", + "1986-03-31 0.363973 1 53 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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VCIpevt2mprecipESMrootSMsurfpixel_indextime_index
time
1982-09-309.5660-0.007048296.4683532.559121e-089.3421780.2100590.202564112
1983-06-300.0000-0.006737297.8384401.013019e+0134.6480590.2369920.229519121
1983-07-310.0000-0.006481297.0102547.639319e-0114.0916940.2171640.206650122
1983-08-310.0000-0.006503296.3240975.753846e-028.0760800.2091430.198387123
1983-09-300.0000-0.006920297.0489812.675259e-085.7533910.2050210.194428124
1983-10-313.6725-0.008024298.3884588.740320e-014.6049580.2027820.192386125
1983-11-302.5000-0.007543299.2428281.359298e+0113.2388000.2030890.202848126
1985-10-311.9140-0.006259294.5316165.753773e-0226.6901400.2364230.221060147
1985-11-307.3600-0.006917295.2723692.588598e-0816.0086660.2189030.204309148
1986-04-302.9660-0.004632295.1757201.000347e+02102.1001370.3304700.363973153
\n", + "
" + ], + "text/plain": [ + " VCI pev t2m precip E SMroot \\\n", + "time \n", + "1982-09-30 9.5660 -0.007048 296.468353 2.559121e-08 9.342178 0.210059 \n", + "1983-06-30 0.0000 -0.006737 297.838440 1.013019e+01 34.648059 0.236992 \n", + "1983-07-31 0.0000 -0.006481 297.010254 7.639319e-01 14.091694 0.217164 \n", + "1983-08-31 0.0000 -0.006503 296.324097 5.753846e-02 8.076080 0.209143 \n", + "1983-09-30 0.0000 -0.006920 297.048981 2.675259e-08 5.753391 0.205021 \n", + "1983-10-31 3.6725 -0.008024 298.388458 8.740320e-01 4.604958 0.202782 \n", + "1983-11-30 2.5000 -0.007543 299.242828 1.359298e+01 13.238800 0.203089 \n", + "1985-10-31 1.9140 -0.006259 294.531616 5.753773e-02 26.690140 0.236423 \n", + "1985-11-30 7.3600 -0.006917 295.272369 2.588598e-08 16.008666 0.218903 \n", + "1986-04-30 2.9660 -0.004632 295.175720 1.000347e+02 102.100137 0.330470 \n", + "\n", + " SMsurf pixel_index time_index \n", + "time \n", + "1982-09-30 0.202564 1 12 \n", + "1983-06-30 0.229519 1 21 \n", + "1983-07-31 0.206650 1 22 \n", + "1983-08-31 0.198387 1 23 \n", + "1983-09-30 0.194428 1 24 \n", + "1983-10-31 0.192386 1 25 \n", + "1983-11-30 0.202848 1 26 \n", + "1985-10-31 0.221060 1 47 \n", + "1985-11-30 0.204309 1 48 \n", + "1986-04-30 0.363973 1 53 " + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = df.loc[df.VCI < 10, [v for v in ds.data_vars] + ['pixel_index', 'time_index', 'time']]\n", + "display(\n", + " data.groupby(['pixel_index']).apply(pd.DataFrame.sort_values, *['time']).set_index('time').head(10)\n", + ")\n", + "data.groupby(['pixel_index']).apply(pd.DataFrame.sort_values, *['time']).set_index('time').tshift(1, 'M').head(10)\n", + "# data.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# X and y data\n", + "For time series:\n", + "- https://scikit-learn.org/stable/auto_examples/model_selection/plot_cv_indices.html#sphx-glr-auto-examples-model-selection-plot-cv-indices-py\n", + "- https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import TimeSeriesSplit\n", + "\n", + "from tsfresh import extract_features, extract_relevant_features\n", + "from tsfresh import select_features\n", + "from tsfresh.utilities.dataframe_functions import impute" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# df['id'] = df.index\n", + "# X = df[[v for v in ds.data_vars if v != 'VCI'] + ['pixel_index', 'time_index', 'id']]\n", + "# y = df.set_index('id')['VCI'] # [['VCI'] + ['pixel_index', 'time_index']]\n", + "\n", + "d['id'] = d.index\n", + "X = d[[v for v in ds.data_vars if v != 'VCI'] + ['pixel_index', 'time_index', 'id']]\n", + "y = d.set_index('id')['VCI'] # [['VCI'] + ['pixel_index', 'time_index']]\n", + "\n", + "\n", + "display(X.head(2))\n", + "display(y.head(2))\n", + "print(X.shape)\n", + "print(y.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [], + "source": [ + "# df_ts.loc[df_ts.variable == 'VCI']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### play with tsfresh\n", + "https://tsfresh.readthedocs.io/en/latest/text/forecasting.html" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Feature Extraction: 40%|████ | 4/10 [09:52<16:03, 160.60s/it]" + ] + } + ], + "source": [ + "filtered_features = extract_relevant_features(X, y, column_id='id', column_sort='time_index')\n", + "filtered_features.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "with open(data_dir / 'subset_filtered_features_df.pkl', 'wb') as fp:\n", + " pickle.dump(filtered_feature, fp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### play with models" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.1, random_state=42\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/scripts/experiments/06_non_vci_predictors.py b/scripts/experiments/06_non_vci_predictors.py index fc49382be..ad1381695 100644 --- a/scripts/experiments/06_non_vci_predictors.py +++ b/scripts/experiments/06_non_vci_predictors.py @@ -11,7 +11,7 @@ important_vars = ["precip", "t2m", "pev", "E", "SMsurf", "SMroot"] always_ignore_vars = ["ndvi", "p84.162", "sp", "tp", "Eb", "VCI"] - # parsimonious() + parsimonious() # regression(ignore_vars=always_ignore_vars) # gbdt(ignore_vars=always_ignore_vars) # linear_nn(ignore_vars=always_ignore_vars) From e8152369abe791f7223c6f45a4a528b415009441 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 15 Jan 2020 17:58:12 +0000 Subject: [PATCH 199/209] export era5 data --- .../draft/28_best_performing_model.ipynb | 284 +- .../draft/30_tl_feature_exploration.ipynb | 10060 ++++++++++++++-- .../draft/31_tl_vci_nowcast_experiment.ipynb | 395 + .../32_tl_training_periods_experiment.ipynb | 231 + scripts/experiments/export_era5_hourly.py | 64 + 5 files changed, 10049 insertions(+), 985 deletions(-) create mode 100644 notebooks/draft/31_tl_vci_nowcast_experiment.ipynb create mode 100644 notebooks/draft/32_tl_training_periods_experiment.ipynb create mode 100644 scripts/experiments/export_era5_hourly.py diff --git a/notebooks/draft/28_best_performing_model.ipynb b/notebooks/draft/28_best_performing_model.ipynb index d46cf094f..55f5c1999 100644 --- a/notebooks/draft/28_best_performing_model.ipynb +++ b/notebooks/draft/28_best_performing_model.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -147,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -269,7 +269,7 @@ "4 5.0 13.613427 11.188204 2011.0 rmse 2011-05-01 " ] }, - "execution_count": 14, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -294,7 +294,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -333,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -365,7 +365,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -409,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -449,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -464,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -502,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -577,7 +577,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -604,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -616,7 +616,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -642,7 +642,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -655,12 +655,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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RmSDuuece7rzzTqqrqzl69Ogp31tTU0NFRcXx1ytWrDjt+BkZGSxdupTBDfXuu+8+brzxxrHd9AgSCc/VwOwhryuAY6OscxXwknOubvCAc67OORdxzkWBHxFrD3kD59x/OufWOOfWlJSUjLKsiIiIiHhlcHvuwa/77rsPgCNHjlBbW8u6deu48cYbjx8/mY9//ON86EMf4tJLL+Ub3/gGx44lFj1vuukm7r33Xqqrq/H7/cycOXPMn2m4RNo2NgOLzGwesQf+bgJuGWWdmxnWsmFm5c65mvjL64GdoxxTRERERCaQk7Vt3HvvvcdngW+66SY+9KEP8ZnPfOak41xxxRW89tprPPzww/zhD3/g3HPPZefOnZxuIvXKK6/kq1/9KjNmzOC9733v2D7MSZx25tk5FwZuBx4BdgO/cs7tMrOPmdnHAMyszMyqgc8AXzGzajPLjZ/LJLZSx/8dNvS3zGyHmW0HLgU+nbRPJSIiIiITxj333MPdd9/N3Llzufbaa3nllVfYt2/fKa8pLCzklltu4ec//zlr167l6aefPm2dUCjE6tWrufPOO7nhhhuSdfsnSGiTFOfcRmDjsGM/GPJzLbF2jpGu7QaKRjj+/lHdqYiIiIhMOnv27KGrq+uEPuevfe1r3HvvvSesjjHUE088wfr168nMzKSjo4MDBw4wZ05im2J99rOf5eKLL6ao6A3xMym0w6CIiIiIJMVgz/OgK6+8kvT0dK6//voT3nfDDTdw0003HQ/PK1aswOeLNUTceOONlJeXc/vttxMIBIhGo3z4wx9m7dq1Cd3D2WefnZJVNgaZc6NaOGNcrVmzxg0+QSkiE4u25xYRGV+7d+9m6dKl430bk9JIf3ZmttU5t2b4exPanltERERERBSeRUREREQSpvAsIiIiIpIghWcRERGRKWIyPcs2UYz2z0zhWURERGQKSE9Pp6mpSQF6FJxzNDU1kZ6envA1WqpOREREZAqoqKigurqahoaG8b6VSSU9PZ2KihG3KxmRwrOIiIjIFBAMBpk3b95438aUp7YNEREREZEEKTyLiIiIiCRI4VlEREREJEEKzyIiIiIiCVJ4FhERERFJkMKziIiIiEiCFJ5FRERERBKk8CwiIiIikiCFZxERERGRBCk8i4iIiIgkSOFZRERERCRBCs8iIiIiIglSeBYRERERSZDCs4iIiIhIghSeRUREREQSpPAsIiIiIpIghWcRERERkQQpPIuIiIiIJEjhWUREREQkQQrPIiIiIiIJUngWEREREUmQwrOIiIiISIIUnkVEREREEqTwLCIiIiKSIIVnEREREZEEKTyLiIiIiCRI4VlEREREJEEKzyIiIiIiCVJ4FhERERFJkMKziIiIiEiCFJ5FRERERBKk8CwiIiIikiCFZxERERGRBCk8i4iIiIgkSOFZRERERCRBCs8iIiIiIglSeBYRERERSZDCs4iIiIhIghSeRUREREQSFBjvGxAROZ0Fh3998pP+wtQUXfPB1IwrIiKTmmaeRUREREQSlFB4NrMrzWyPme03sy+McL7SzDaZWZ+Z3THs3EEz22Fm28xsy5DjhWb2qJnti38vGPvHERERERFJndOGZzPzA98DrgKWATeb2bJhb2sGPgF8+yTDXOqcW+WcWzPk2BeAx51zi4DH469FRERERCasRGae1wH7nXOvOef6gXuB64a+wTlX75zbDAyMovZ1wE/jP/8UeOcorhURERER8Vwi4XkWcGTI6+r4sUQ54I9mttXMPjLk+AznXA1A/HvpKMYUEREREfFcIqtt2AjH3ChqXOicO2ZmpcCjZlblnHs60YvjgfsjAHPmzBlFWRERERGR5Epk5rkamD3kdQVwLNECzrlj8e/1wO+ItYEA1JlZOUD8e/1Jrv9P59wa59yakpKSRMuKiIiIiCRdIuF5M7DIzOaZWQi4CXggkcHNLMvMcgZ/Bt4G7IyffgD4QPznDwD3j+bGRURERES8dtq2Dedc2MxuBx4B/MBPnHO7zOxj8fM/MLMyYAuQC0TN7FPEVuYoBn5nZoO1fumcezg+9DeBX5nZh4DDwHuS+9FERERERJIroR0GnXMbgY3Djv1gyM+1xNo5hmsHVp5kzCbgsoTvVERERERknGmHQRERERGRBCk8i4iIiIgkSOFZRERERCRBCs8iIiIiIglSeBYRERERSZDCs4iIiIhIghSeRUREREQSpPAsIiIiIpIghWcRERERkQQpPIuIiIiIJEjhWUREREQkQQrPIiIiIiIJUngWEREREUmQwrOIiIiISIIUnkVEREREEhQY7xsQERmrtn5jb3uAw11+luSGWZofxm/jfVciIjIVKTyLyKQyEDU2t2ZzsCedw91p1L2awbEe/wnvyQ1GWVc8wPqSftaXDChMi4hI0ig8i8ikcbA7je++Xs6R3nT85piV3se6kgGW5PZQmRemIivCq60BNjWEeL4hyGM1OUAsTP/14m4+uqSbkJrVRERkDBSeRWTCizh4oLaQX9eUkBsI87kF1azK6yRgcP68whPeuyg3wnVz+gCo6fbxQmOQjdXp3Lkrm98fSed/rW5ndVF4PD6GiIhMAQrPIjKhNXX2cfeeOeztymRDQTsfmlNLTiCa0LXlmVHeOaePd87p44maEF95KYd3P1nA+xf08LlzusgJuhTfvYiITDUKzyIyITnnePFgMxt31BAijU/MO8qFhR1nPN5byvt59Ipmvr0zi7v3Z/DHY2n807kdvG1mfxLvWkREpjqFZxFJLefI69xHRd2TmIvSnV5GV0YZ3elldGeUEfFnjHjZI7tqeXpfI4tKs/nMjG0UhsbeapEVcHxtVSfXzenlC1tz+chz+dy2sJuvrezE9EChiIgkQOFZRJLPOfI79jCn9o/MqX2U3K6DOGLp1DixVaIhfxUvV36GxoJzjx979VgbT+9rZO3cAt65ahaFR7Yk9fZWFYb5/WXN/M/t2dy1P5OAwZdXKECLiMjpKTyLSFIVtO1mw/Yvkt95gKj5qStcS9Xc91M94y30B/PI6K0jq6eGzN5asrurWXjkN7zt+Vs5MuMyti3+JIdsFr95qZpZ+RlcvWImlqJEG/TB36/sxAE/3pdJyOf43DldCtAiInJKCs8ikjTzjj7A2p3/RF8onxfO+RrVpW+hL+3E1TC6Mivoyqw4/nr3/NuofP3nLHvtJ7yj/k/8t72VQt7FzevWEPSndl05M/jayk76o8Z/7Mki5Hd8all3SmuKiMjkpvAsImMX7mfNrm+w+PC91Bau49lV36IvrSihSyP+DHYt/Aj7Z99A1vN3ck3XRi5P28JT7ie0M/+017/wevNY755r8ps5VlTGv7+aT11bN+8sa+ZA5PApr7nl/DljrisiIpOPtgsQkbFpr4GfXs3iw/fy6rzbeHLtDxMOzkNtqvPxseab+cfy/yDgg8te+CB5HftScMNv5DP46Fm1XFjYxj1HS3morsCTuiIiMvlo5llkMtpy1/jUXfPBE183HYC7roK+Tp5Z9S8cLr/yjIatbevl/m1HmVecxZKV5/BY911c9uKHueyF/8ET636chBs/PZ/Bx+fWEI4aP6uewfXFzawdtgGLiIiIZp5F5Mz0dcC9t0BkAD782BkH576BCL988RDpAT83rZ2N32d0ZM/jsfPvIuJP47IXP0RmT02Sb35kfoNPzD/GytxOfr/9GHXtvZ7UFRGRyUPhWURGzzn477+Bxr3wnrtgxrIzHurhXbU0dfbz3nWzyUkPHj/emTWHx86/m4FAFksP/pysnqPJuPPTChj8f3NrCAV8/GZrNZGodiEUEZG/UHgWkdH7852w+/dw+ddh/iVnPExrdz9bDrawdl4h84uz33C+K7OCx86/i7A/g8qDvyDU33bm9zwK+cEI162axdHWHv60p96TmiIiMjkoPIvI6Ox7FJ74Z1j+Htjw8TEN9ae9DQBcsrjkpO/pzphJ1Vnvw4iw4Oh/g4uOqWails/KY2VFHk/uqedoS48nNUVEZOJTeBaRxDUdgN9+CGacA9d8h7HsKNLa3c/Wgy2sPquA/MzQKd/bl1bIobIrye0+RHnT82dcc7SuXTmL7LQAv9p6hIGIN6FdREQmNoVnEUlMuA/ufR+YD276Lwhljmm4p+KzzhcvOfms81AN+atozqmkov4Jzx4gzAj5edd5FTR09PHoq3We1BQRkYlN4VlEErP3YWiognffBQVzxzRUW88AWw61cN5ZBRScZtb5ODNen3k1YX8mC4/+DosOjOkeErV4Rg7r5hXy7P5GXmvs9KSmiIhMXArPInJ6nXXw+lNw7l/BgkvHPNxTe+txznFJgrPOg8KBTA7Muo6Mvkbm1D0+5vtI1FXnlFGQFeK3W6vpG4h4VldERCYehWcROTXnYNfvwB+Cy7425uHaegbYHO91TnjWeYj27AXUFJ5PWfOL5HXsH/P9JCIt4Oc9qyto7R7gD7tqPakpIiITk8KziJxa/a5Yu8biKyF7dDPFI3lqb0Ns1nlx6RmPcWTGZXSnlTL/2P34I95sZHJWURbrFxSx+fVmGjr6PKkpIiITj8KziJxcZCA265w9A+a+aczDxWadmzlvTgEFWaOfdR7kfAEOzLqWULiL8sbnxnxfibp0SSlBv4/Hq/TwoIjIdKXwLCIn9/qfoLsJzn4X+PxjHu7pwVnnJWc+6zyoO2MmjXnnUNb0PMGBjjGPl4jstAAXLChie3Ubu2vaPakpIiITi8KziIyspzW2IcqM5VCyZMzDtQ+ZdS4cw6zzUNWll2JEmdXwdFLGS8SbFpWQHvTxb4/u9aymiIhMHArPIjKyqt/HdvNbdl1ShvvzvgaiSZp1HtQXKqC+YDWlLS+R3teUtHFPJSPk56KFxfzx1Tq2V7d6UlNERCYOhWcReaPm1+HoVljwFsgqHvNw4UiUlw63cvbMvKTNOg86WvImor4AFfVPJHXcU7lgQTEFmUHu/KNmn0VEphuFZxF5o70PQ1oOLLgsKcPtqeugZyDCeXMKkjLeUOFANjVFGyhq301W99Gkjz+S9KCfj128gKf2NrD5YLMnNUVEZGJQeBaRE7UegcY9MO8SCKQlZciXD7eSnRZgYWl2UsYbrqZoAwP+TGbXPx5bl9oDt26YS3F2Gt9+ZA/Oo5oiIjL+FJ5F5EQHHodAOpx1YVKG6+4Ls6e2g5UVefh9lpQxh4v60zha8mbyug6S13UgJTWGywj5uf3SBbzwejPPHfCm31pERMafwrOI/EVnA9S8AnMvgmB6UobcfrSNiHOcm4KWjaHqC1bTG8xndt0Tns0+33z+HGbmpfPtP2r2WURkulB4FpG/OPA4+AIw7+KkDfny4RZm5KZRnpecMH4yzuenuvRSsnprKejYk9Jag9ICfv72skW8fLiVJ/fUe1JTRETGl8KziMT0tEL1Zph9fuxhwSRo7OzjSEsP584uwCw1LRtDNeWdTV8wj7KmF1Jea9C7V1cwpzCTf310r2afRUSmgYTCs5ldaWZ7zGy/mX1hhPOVZrbJzPrM7I4hx2eb2ZNmttvMdpnZJ4ec+wczO2pm2+Jfb0/ORxKRM/L6U4CDBZcmbciXD7diwMrZ+Ukb85TMR13hWnK7D5HR680W2kG/j7+5ZAE7j7az9VCLJzVFRGT8nDY8m5kf+B5wFbAMuNnMlg17WzPwCeDbw46Hgc8655YC64GPD7v235xzq+JfG8/0Q4jIGPV3w6HnoPxcyCxKypBR59h2pIUFpdnkZQSTMmYi6gvOJWJBT2efr1s1k5y0AP/1/CHPaoqIyPhIZOZ5HbDfOfeac64fuBc4Ycsx51y9c24zMDDseI1z7qX4zx3AbmBWUu5cRJLn0DMQ6YOFyVnXGeBQUzct3QOc69Wsc1zEn0Fj/gqK23YQCHd5UjMzFOBd581i445amjr7PKkpIiLjI5HwPAs4MuR1NWcQgM1sLnAuMHQ66HYz225mPzGz1D6KLyIji/TD609D6TLInZm0YbcdaSHk97FsZm7SxkxUXeE6fC5CactLntV83/qz6I9E+c3Was9qioiI9xIJzyM95TOqp2LMLBv4LfAp51x7/PD3gQXAKqAGuPMk137EzLaY2ZaGhobRlBWRRBx5Afo7k7abIMBAJNEafIMAACAASURBVMqOo22cPTOXtIA/aeMmqie9hLas+cxo3oK5iCc1F8/IYd3cQn754mGiUT04KCIyVSUSnquB2UNeVwDHEi1gZkFiwfkXzrn/O3jcOVfnnIs456LAj4i1h7yBc+4/nXNrnHNrSkpKEi0rIolwDg7+GfLnQNGCpA1bVdtB70A05Ws7n0pt0TpC4Q4K2nd7VvN96+dwqKmbP+9v9KymiIh4K5HwvBlYZGbzzCwE3AQ8kMjgFlub6v8Au51z/zrsXPmQl9cDOxO7ZRFJmubXoLM+absJDnr5cAu56QHml2QlddzRaM1eRE+o0NMHB688p4yirJAeHBQRmcJOG56dc2HgduARYg/8/co5t8vMPmZmHwMwszIzqwY+A3zFzKrNLBe4EHg/8JYRlqT7lpntMLPtwKXAp5P/8UTklA4/F9uKe+a5SRuysy/M3roOVs3Ox+fB2s4nZUZd4Tpyeo6S1X3Uk5JpAT83rp3N47vrONba40lNERHxViCRN8WXkds47NgPhvxcS6ydY7hnGLlnGufc+xO/TRFJuv6u2FbcczaAP5S0YbdXtxJ1sGocWzYGNeavZHb9E5Q1v8CBzHd5UvOWdXP4wVMHuPfFw3zmbUs8qSkiIt7RDoMi01X1ixANx8JzEr1ypJXyvHTKclO7HXciIv406vPPpbDtVYIDHZ7UnF2YySWLS7h38xEGIlFPaoqIiHcUnkWmI+fg0CYomJvU5ek6egc40tLDObPykjbmWNUVrsVHlJLWbZ7V/Kv1Z1Hf0cejr3qzy6GIiHhH4VlkOmo+AF31MOeCpA67ty42u7tkRk5Sxx2LvrRC2jPnUNy6PfZLgwcuWVLKrPwMPTgoIjIFKTyLTEeHBh8UXJXUYatqO8hND1CeN/4tG0M15q8go7+JrJ6EV9kcE7/PuOX8OTx3oIkDDZ2e1BQREW8k9MCgiEwh/Z1Q+0ps1jmJDwqGo1H213eyoiIPG89VNkbQnLuMuTV/oLhtO12Zo94gdUS/fOHwKc8HfIbP4O//eyfvWJGc1phbzp+TlHFEROTMaeZZZLo5shmiETgruS0bh5q66QtHWTLD++24TyfiT6clp5Kitp1Y1JsdB3PSg5w9M4+th1v04KCIyBSimWeR6cS52NrOBfMgp/z07x9uy10nPVW7N0DA8rm874+kH55421M35i+nqH0XeZ37ac31Zgm5NWcVsONoG/vqOlg2c+I8RCkiImdOM88i00nTfuhqgLOSuzwdwMttWSzL6SbdP/GCM0Bb9gIG/FmUtG33rOb8kmwyQ35eqW7zrKaIiKSWwrPIdHJ4EwQzoTy5Dwoe6vRzrC+N8/K6kjpuMjnz05h3Dvkde/FHvNn9z+8zzpmVR1VtO/1htW6IiEwFCs8i08VAL9TugJnnJfVBQYAnamLjnZs3sVeWaMxfgc9FKGp71bOaKyryGIg4qmrbPaspIiKpo/AsMl3UvgLRAahYk/Shn6gNMTOtj7K0gaSPnUzd6WV0p5VQ3PqKZzXnFmWRmx5gu1o3RESmBIVnkeni6FbILIb8s5I6bFfYeKEhxLkTuGXjODMa81eQ01NNWl+zJyV9Ziyflceeug56B7xZ6UNERFJH4VlkOuhphcZ9MGs1JHkN5mfrg/RHjfMmeMvGoKa85Tig2MMHB5dX5BOJOl6tUeuGiMhkp/AsMh0cewlwMCv5LRtP1qSRHYhSmd2d9LFToT+YS3vWPE+3655dkEF+ZpDt1a2e1BMRkdRReBaZDo5uibVrZJckdVjn4MnaEG+a0U9gEv3XpDF/JekDrWR3H/GknpmxYlY+++s76eoLe1JTRERSYxL9705Ezkj7sdhXCmadX20LUNvj59Ly/qSPnUrNOZVELEhx207Paq6oyCPqYNcxtW6IiExmCs8iU93RrWA+mHlu0od+Mr5E3SVlkys8R/0h2nIWUtBR5VnrRnleOsXZIbYfVeuGiMhkpvAsMpW5aCw8l1RCWnbSh3+iJo0VBQOUpk++DUCacyoJhTvJ7qn2pJ6ZsaIin9cbumjvndhL+omIyMkpPItMZU0HoLc1JS0bzX3Gy80BLp1ks86DWnMWETUfhe27Pau5fFYeDth5VGs+i4hMVgrPIlPZ0a3gT4Oyc5I+9FO1IRzGW8r7kj62FyL+dNqz5lPQ7l3rxozcdMpy07VhiojIJKbwLDJVRQagZhuUr0j6dtwAT9SmUZwWYXnB5F09ojl3KekDrWT21nlWc0VFHoebu2ntnpwz9iIi053Cs8hUVbcLwr0padmIOHi6NsQlZf34krvniqdachbjMAo6vG3dANih1g0RkUlJ4Vlkqjq6BdJyoXhR0ofe3RqgbcDHRTMm9+xpOJBFR+YcCturPKtZlJ1GRUGGWjdERCYphWeRqWigG+p3x5ans+T/a76pIQjAhpLJv2pEc+5SMvsaSO9r9Kzmill5HG3toalzcvaLi4hMZwrPIlNR3U5wkZSs7QywqT7E/OwwMzIm3xJ1w7XkVgJ4Ovu8bGasdaOqtsOzmiIikhwKzyJT0bFtkFEQ25I7ycJReLExyPrSyT/rDNAfzKUzY1Zs1Q2PFGaFKM1JY3eNdhsUEZlsFJ5FppqBbmjYA+WrwJL/NN/O1gCdYR8bSiZ3v/NQzbmVZPceI9Tv3e5/S8tzOdjURU9/xLOaIiIydgrPIlNNbbxlo3xVSobfVB9b9m79VArPOUsBKOzwbva5siyHqIO99WrdEBGZTBSeRaaamsGWjTkpGf75hiCLcsOUpHuzsYgX+tIK6Uqb4WnrxuzCTDJDfqrUuiEiMqkoPItMJf3d0FAF5eempGVjIAqbG4NTqmVjUEtuJTndhwkOdHpSz2dGZVkOe+s6iUSnzi8iIiJTncKzyFRStwNcFGampmVje0uA7ohvSixRN1xzbiUGFHTs8axmZVkuPQMRDjV3eVZTRETGRuFZZCo5tg0yCiFvdkqGfz7e73z+FJx57kkrpTdU4Gl4XlSajd9nVNWo71lEZLJQeBaZKvq7oHFPbNY5BS0bAJsaQlTmhSlMm4JtBma0ZC8mt+sgvqg3M+tpQT/zi7OoqlXfs4jIZKHwLDJV1MZbNspTszFKXwS2NAWn1Cobw7XmLMTnwuR2ve5ZzcqyHBo7+2ns0G6DIiKTgcKzyFRRsw0yiyCvIiXDv9IcpDdiU/JhwUEdmWcR8QXJ79jnWc3K8lwAdmv2WURkUlB4FpkK+rugcW/KNkYB2NQQxHCsn4IPCw5yvgBtWfPJ79wHzpvWlILMEGW56dqqW0RkklB4FpkKalO7ygbE+p2X5YfJC03BfuchWnMWkTbQTl6nh7PPZTkc0m6DIiKTgsKzyFRQ8zJkFkNualo2eiPwUlNwSi5RN1xr9iIAZtU/7VnNyvJcog721Gn2WURkolN4Fpns+rugcR+Ur0xZy8ZLTUH6o1O733nQQDCHrvQyZjb82bOaFQUZZKUFtOqGiMgkoPAsMtnV7YyvsrEyZSWebwjhw7F2Gsw8Q2z2ubhlG6H+Nk/q+cyonJHD3roO7TYoIjLBKTyLTHa12yGjIGUbowBsqg+yvCBMbnB6BLvWnEX4iFLe+KxnNZeW59A7EOVgk3YbFBGZyBSeRSazcC807IGyFSlr2egJw7bmqb2+83CdGTPpDRYws8G7vueFpTkEfEZVjVo3REQmMoVnkcmsfjdEw7HwnCJbm4IMOJvSS9S9gfmoKbmI8oZnMefNChihgI/5JVnsru3AebRMnoiIjJ7Cs8hkVvMKhLKhcF7KSmxqCOE3x9riaRSegaOlbyZ9oJWi1h2e1awsy6W5q58G7TYoIjJhKTyLTFaRAah/FcqWg6XuX+VN9SFWFITJnib9zoNqii8gan5PWzcqy3IA2Ksl60REJiyFZ5HJqnEPRPpTuspGV9jY3hKYFkvUDTcQzKUhf5Wn6z3nZ4YoyU5jX32nZzVFRGR0FJ5FJqua7RDMgKKFKSuxrSlA2BnnT6d+5yGOlb6Zgo49ZPTUelZz0YxsXm/sYiAS9aymiIgkTuFZZDKKRmLrO5eeDb5Ayspsbgriw3Fe0TQNzyVvBmBm4zOe1VxUmkM46jjYqCXrREQmIoVnkcmoaT8MdEN56lbZANjSGKIyP0zONOt3HtSWvYDOjJnM9LB1Y15xFn6fqXVDRGSCUngWmYxqt4M/BCWVKSsRjsJLTQHWTtNZZwDMqCm+iLKmF/BFvflzCAV8zC3KZF+9HhoUEZmIEgrPZnalme0xs/1m9oURzlea2SYz6zOzOxK51swKzexRM9sX/14w9o8jMg1Eo1C7A0qXxgJ0irzaGqA74mPNNFuibriakgsIRropan3Fs5qLSnOoa++jrWd6/9mLiExEpw3PZuYHvgdcBSwDbjazZcPe1gx8Avj2KK79AvC4c24R8Hj8tYicTvWL0Nee0o1RINbvDLBmOs88A3WF64ian/LG5zyruWhGNgD7NfssIjLhJDLzvA7Y75x7zTnXD9wLXDf0Dc65eufcZmD4/2VPde11wE/jP/8UeOcZfgaR6WX378Hnjz0smEJbGoNUZEYoz5zeqz4MBHNozF9JecOzntUsy00nJz3A3jr1PYuITDSJhOdZwJEhr6vjxxJxqmtnOOdqAOLfS0cawMw+YmZbzGxLQ0NDgmVFpijnYPcDULwEgukpLbO5MTjtdhU8mZriCyhs301aX7Mn9cyMRaXZ7K/vJKqtukVEJpREwrONcCzR/5qP5drYm537T+fcGufcmpKSktFcKjL11G6H1sMpb9k41OWnsc/P2uLptznKSGqLL8BwlDU971nNhaU59AxEONba41lNERE5vUTCczUwe8jrCuBYguOf6to6MysHiH+vT3BMkelr94OxrbhnnJPSMpsbY/3OmnmOac5bRl8wj/JG71o3FpZmY6DWDRGRCSaR8LwZWGRm88wsBNwEPJDg+Ke69gHgA/GfPwDcn/hti0xTVQ/BnA2Qlp3SMlsag+SHoizIiaS0zmThzE9t8QbKGjfFelo8kJ0WYGZ+hpasExGZYE4bnp1zYeB24BFgN/Ar59wuM/uYmX0MwMzKzKwa+AzwFTOrNrPck10bH/qbwOVmtg+4PP5aRE6m+TWo3wWVV6e81OamIGuKBvCN1Hg1TdUUXUBmXwP5HXs9q7moNJsjzd30DuiXGBGRiSKhfX2dcxuBjcOO/WDIz7XEWjISujZ+vAm4bDQ3KzKt7X4w9r3yHXDgiZSVaeozXusIcOPc3pTVmIxqijcAUNa4idbcJZ7UXDQjhz/tbeC1hk6WzczzpKaIiJyadhgUmSyqHoKy5VBwVkrLHO93LtLDgkP1ZJTRmr3Q077n2YUZhAI+9mqrbhGRCUPhWWQy6KyHIy9A5TUpL7WlMUTI5zinIJzyWpNNbfEGSltewh/xZgWMgM/HguIs9tV14LRknYjIhKDwLDIZVD0EOFjqQb9zY5BVhQOk+VNeatKpKb4Qf7Sf0uYtntVcNCOHlu4Bmrr0NwEiIhOBwrPIZFD1IBTMhdJlp33rWHSHYVdrYNpvyX0y9YWrCfvSvN2quzS2sso+tW6IiEwICs8iE11vO7z2VGyVDUvt8hfbmoOEnWl955OI+NNpKFxNeYN34bkoO43CrBD76rRknYjIRKDwLDLR7fsjRAdgqRf9zkEMx3maeT6pmuILyOt6jcyeWs9qLirN5rXGLvrDUc9qiojIyBSeRSa6qgchqxQq1qa81OamIEvywuSF9HDaydQUXwBAmaetGzn0h6NsPdTiWU0RERmZwrPIRBbug32PwpKrwJfaJ/jCUXipKaiWjdNoy15Id1qpp0vWLSjJwmfwzP4Gz2qKiMjIFJ5FJrLXnoL+Tk9aNqraAnSFfXpY8HTMqCneQFnT85jzZue/tKCf2QWZPLO/yZN6IiJycgrPIhNZ1e8hlAPz3pzyUsc3R9HM82nVFm8gbaCdwrZXPau5oDSbHdWttPXon4+IyHhSeBaZqKIR2PMHWHQ5BNJSXm5LU5BZmRFmZuqhtNOpLVoPwIym5z2ruaAkm6iD51/T7LOIyHhSeBaZqI68CF0NnmyM4lxs5lktG4npSyuiJWcJ5Y2bPKs5uzCDzJCfZ/c3elZTRETeSOFZZKKqehD8IVh4ecpLHenyUd/rZ41aNhJWU7yB4paX8Ye7PakX8Pk4f14hzyg8i4iMK4VnkYnIuVh4nncxpOemvNyWphAAa4q0BXSiaos24HdhSlu2elbzwoXFvNbQRU1bj2c1RUTkRArPIhNR/avQctCTlg2ItWzkBKMszvNm9YipoKHwPCK+kKetGxctKgbgWa26ISIybhSeRSai3Q8CBkve7km5rU1BziscwJ/a3b+nlIg/nYaCcynzMDwvmZFDcXZIfc8iIuNI4VlkIqp6EGafD9mlKS/V1m/sbQ+o3/kM1BRtIL9zP+m93mxeYmZcsKCYZ/Y34px2gRQRGQ8KzyITTcshqN0Ole/wpNxLTbH1nVdrpY1Rqy3eAECZh0vWXbSwmIaOPvbVd3pWU0RE/kLhWWSi2bMx9t2j8LylKYjfHKsKFZ5HqyW3kt5ggad9zxfG+56f2afWDRGR8aDwLDLRVD0EpcugaIEn5bY0Bjk7P0xmwJNyU4v5qCs+P7ZZikdtFLPyM5hblMlzBxSeRUTGg8KzyETS1QSHnvVs1nkgCq+0BNWyMQY1RRvI7Gsgr3O/ZzUvXFjM8681MxDRbpAiIl7TXJPIRLL3YXBRqBzbEnUvvN6c0Pv2d6XTGzHyoi288HrHmGpOV8f7nhs30ZazyJOaFy0s5hcvHGZ7dSurzyr0pKaIiMRo5llkIql6EPJmQ/lKT8rt6cwAYEmWNt04U90Z5bRnzaW8ybu+5w0LijCDZ/ZpvWcREa8pPItMFP1dcOCJWMuGebPg8p7ODEpC/RSGwp7Um6pqi9ZT2rwVX8SbHRrzM0Msn5Wn9Z5FRMaBwrPIRLH/cQj3etbv7Bzs6cxkSbZmnceqpngDgUgPxa2veFbzggXFvHykha4+/eIjIuIlhWeRiaLqIcgogDkXeFKuvj9Iazig8JwE9YVriZqfMg9bNy5aWMxAxPHiwcT620VEJDkUnkUmgshA7GHBxVeB35vneNXvnDwDwRya8pZ7ut7zmrkFhAI+ntV6zyIinlJ4FpkIDj0Lva2etWxALDxn+CLMzujzrOZUVlu8gcK2XYT62zyplx70s3ZuAc+o71lExFMKzyITwe4HIZABC97iWck9nRkszu7B582ziVNeTfEGDMeMphc8q3nhwmKqajto7NQvQCIiXlF4Fhlv0Wis33nhZRDK9KRkV9hHdW+a+p2TqCnvHPoD2Z72PV+4ILZV93MHtGSdiIhXFJ5Fxtuxl6HjGCy9xrOSe7sycJj6nZPI+YLUFa6N9T17tFX3ObPyyE0P8My+Bk/qiYiIwrPI+Kv6PfgCsPgKz0ru6czAh2OhwnNS1RZvILvnKNndRzyp5/cZGxYU8ez+JpxHgV1EZLpTeBYZT87B7t/D3Itiy9R5ZE9nBnMze0n3K3AlU21xbJnBMg9X3bhoYTFHW3s43NztWU0RkelM4VlkPDXsgab9UHm1ZyXDDvZ3ZajfOQU6MufQmTGT8qbnPKt5wcJY3/Oz+9X3LCLiBYVnkfFU9fvYdw+XqDvYnU6/86nfORXMqC3awIymF7GoNzv/zS/Ooiw3XVt1i4h4ROFZZDztfhBmrYHcmZ6VPL45imaeU6KmeAOhcCdFbTs9qWdmXLCwiOcONBKNqg1HRCTVFJ5FxkvrEajZBku9a9mAWHguCfVTGPJmZnS6qSs6H4d53vfc0j3A7tp2z2qKiExXCs8i46Xqodj3Su+WqHMutkydZp1Tpz+UT3PeMm/Xez7e96zWDRGRVFN4FhkvVQ9CSSUUL/SsZEN/kJaBoMJzitUUX0Bx63YCA52e1JuRm86Ckiw9NCgi4gGFZ5Hx0NUEh571dGMUGNLvrIcFU6q2aAM+F2FG84ue1bxoYTEvvt5MfzjqWU0RkelI4VlkPOz9A7iop0vUAezuzCTLH2F2Rp+ndaebxvyVhP0Zsd0GPXLBwmJ6BiK8fLjFs5oiItNRYLxvQGRS23LXmV334o9im6IcfSm2PbdHdnfG+p195lnJSWvB4V+P6fqOjFnMrn2UlpzFo7ruwJz3nFG99fOL8Bk8e6CJ8+cXndEYIiJyepp5FvFauBca90DZcjDvUmzbgJ9jvWlUZmsnOi+0Z88no7+JUH+rJ/XyMoIsr8jnOT00KCKSUgrPIl6rr4JoGMpWeFq2Kt7vvFTh2RNtWfMByOt6zbOaFy4oYtuRVjr7tAyhiEiqKDyLeK12O4SyoGCep2WrOjMJWZT5mb2e1p2uetJK6A/kkNfpYXheWEw46njxda26ISKSKgrPIl6KhKF+F8xYDj6/p6WrOjNYmNVDQP/We8OMtuz55Ha9Hns41AOrzyogFPBpyToRkRTS/0ZFvNS4B8J9UO5ty0ZPxMfr3ekszdESdV5qy5pPMNJDVm+NJ/XSg37Wzi3QZikiIimk8CzipdpXIJAOxaNbgWGs9nRm4DA9LOixtuz5OCCv84BnNS9YUExVbQeNnVqOUEQkFRSeRbwSjUDtTphxNvi8XSWyqjMDH47F2hzFU+FAFl3pM8n3MDwPbtX93AG1boiIpEJC4dnMrjSzPWa238y+MMJ5M7PvxM9vN7Pz4seXmNm2IV/tZvap+Ll/MLOjQ869PbkfTWSCaT4AA91QttLz0lWdmczL7CXd7zyvPd21Zc8nu7saf8SbBzWXz8ojJz2gJetERFLktOHZzPzA94CrgGXAzWa2bNjbrgIWxb8+AnwfwDm3xzm3yjm3ClgNdAO/G3Ldvw2ed85tHPOnEZnIal4BfwhKKz0tOxA19nelszRHLRvjoTV7IYaLPTjoAb/P2DC/iGcUnkVEUiKRmed1wH7n3GvOuX7gXuC6Ye+5DviZi3keyDez8mHvuQw44Jw7NOa7FplsXBRqd0DJ0liA9tCB7nQGnI/KbLVsjIfOzArCvjTyO/Z7VvPChcVUt/RwuEm/MImIJFsi4XkWcGTI6+r4sdG+5ybgnmHHbo+3efzEzAoSuBeRyanlIPS1e77KBsDujtjmKHpYcJyYj/bs+eR1HQDnTdvMYN/zswc0+ywikmyJhOeR9g8e/n+AU77HzELAtcCvh5z/PrAAWAXUAHeOWNzsI2a2xcy2NDQ0JHC7IhNQ7fbYus6lZ3teuqozk4r0PnIC3qw1LG/UmrWAtIF2Mvq8CbMLSrIoy01X64aISAokEp6rgdlDXlcAx0b5nquAl5xzdYMHnHN1zrmIcy4K/IhYe8gbOOf+0zm3xjm3pqSkJIHbFZlgnIv1OxcvgWC6p6WjLrZMnbbkHl9t2QsAyOv0pnXDzLhgYRHP7W8kGtVDoiIiyZRIeN4MLDKzefEZ5JuAB4a95wHg1viqG+uBNufc0F0BbmZYy8awnujrgZ2jvnuRyaC9GnpaoMz7lo1DPWn0RP1UanOUcdUfyqM7rcTT9Z7ftKiYlu4Bdh1r96ymiMh0cNrFZp1zYTO7HXgE8AM/cc7tMrOPxc//ANgIvB3YT2xFjQ8OXm9mmcDlwEeHDf0tM1tFrL3j4AjnRaaGmu1gPihb7nnpqs5MQP3OE0Fb9nxmNG/BFx0g6gumvN5g3/Mz+xtZXpGX8noiItNFQjs1xJeR2zjs2A+G/OyAj5/k2m6gaITj7x/VnYpMRoMtG0ULIZTlefndHRmUhPopDoU9ry0nasteSHnTC+R0HaQtZ1HK65XmpFNZlsMz+xv4m0sWpLyeiMh0oR0GRVKpsw666selZcO52MyzlqibGNozzyJiAU93G7xoYTGbD7bQOxDxrKaIyFSn8CySSjWvADYuLRs1fUHawgE9LDhBOF+AjqyzPO17vmhRMf3hKC++3uxZTRGRqU7hWSSVal6BgrmQ7n3P6e54v/NSPSw4YbRmLySjv4m0/hZP6q2bV0jI79OSdSIiSaTwLJIqnfXQcQzKV45L+aqOTPICYcrT+selvrzRX5as82b2OTMU4Lyz8vnzPoVnEZFkUXgWSZWabbHv5avGpXxVZwZLsnuwkbYwknHRGyqiL5jn8ZJ1Jeyuaaeho8+zmiIiU5nCs0iq1GyDgnmQke956ab+APX9IS1RN9GY0Zq9kLyu17GoNw/xXRRfsu45bdUtIpIUCs8iqdDZAO3j2LLRmQHA0hyF54mmLXsB/mg/2T1HPKl3zqw88jKCPKPWDRGRpFB4FkmFcW7Z2NWRRaY/wlkZ+qv6iaYtax5R85Hfsc+Tev7/1959h8dZnXkf/56paqPebcu2bLk3jLFNb6GYhABJCGVp6SQkIXWT3Ww2bHbf9LLJppIQIIWWUEMLhIQOBvdeZFmWLKv3rinn/eMZGwPGlu0ZzUj6fa5L10ijZ865zWjErTP3uY/LcOr0PF6sbMFpyS8iIsdDybNIPNSvc7psJKBkA2BTVxpzMvpwq9456UTcfrrTJpPTMzLJM8Bp0wuo7xxgV3PviM0pIjJWKXkWibXeZuiqS9iqc22vi8YhH/MyVbKRrNoDM0gdbBmxlnX7655f3Nk8IvOJiIxlSp5FYu1AyUZi6p1fbvIBMC+gVcZk1ZHhHM89UqUbZXlplOWmqd+ziEgMKHkWibV96yF7MqTmJGT6l5p8ZHtCTExRf+dkNejPpd+XR3b3jhGb87SKfF6taiMYjozYnCIiY5GSZ5FY6m2Brr1QmpiSDWvh5SYvczN71d85yXUEKsjs24MrPDJ/5Jw+PZ+ewRDraztGZD4RkbFKybNILCW4y8bOLjctg27mq0Vd0usIVOCyYbJ6q0ZkvlOm5eMy6LRBEZHjpORZJJbq1yW8ZANU7zwadKeVEXL5R6zuOSvNy/yJ2ap7FhE5TkqeRWKltwU69yZs1Rmc5HlyeogCfyhhMcjwWOOmM2MaJJ2CkgAAIABJREFU2T07nXqbEXD69HzW1XbQNRAckflERMYiJc8isZLgLhuhCKxs9nJKoRKj0aIjUIEv1EPaQP2IzHfq9HzCEcuru1pHZD4RkbFIybNIrNSvg+wySMtNyPQb2z10h1ycWqguG6NFR8Z0LJAzQqUbiydnk+p1q3RDROQ4KHkWiYWeJqdko3RxwkLY39/5ZCXPo0bIk05P6oQRq3v2e9wsL8/VpkERkePgSXQAImPCvjWAgdITEhbCS00+ZmUFyfNbKhMWhRytjsAMJjX9E2+wh6A347DX3rWy5rjnS/d72N3Sy8/+UUluum9Yj7l6WdlxzysiMlZo5VnkeFnrJM950yAlKyEhDIRhVauXU1XvPOp0BKKnDfaMzOrzjKIAADsau0dkPhGRsUbJs8jx6qpzyjYSWLKxusXLUMSo3nkU6vMXMejJHLHSjbx0H7npPiXPIiLHSMmzyPHatwaMK2FdNsAp2fAYy9J8rTyPOsbQEaggq3cXJhL/FoPGGCoKM6hq7iWko7pFRI6akmeR42EjsG8tFMwCX3rCwnipycfC3CAZ3pHpFyyx1RGowB0Jktm3Z0Tmm1kUYCgcobpVJ1GKiBwtJc8ix6O9GvrbE1qy0Tlk2NjuUb3zKNaVPpWw8ZDdvWNE5ptakI7bZdip0g0RkaOm5FnkeOxbCy4vFM9LWAivtXiJYDhF9c6jVsTlpTNjGrld25x3M+LM73EzJS+NHU1KnkVEjpaSZ5FjFQ45yXPRXPCkJCyMl5p8pLgtJ+Rq5Xk0a8+chS/UTV7nphGZb0ZRgMauQTr79XMjInI0lDyLHKvq52GoJ6G9ncE5HOWkvCB+d0LDkOPUnjEDi2Fi4zMjMp9a1omIHBslzyLHauP9zopz4ZyEhdA04GJHl0clG2NA2JNKV/oUJjX+w+kdHmeFAT9ZqV4lzyIiR0nJs8ixCA3C1r9C8XxwexMWxitNztzq7zw2tGXOIrO3msyeqrjPtb9lXWVTD+GIurSIiAyXkmeRY7HzaRjsTGiXDYAXGn1keSPMzYl/f2CJv/bATAAmjWDpxmAoQk2bWtaJiAyXkmeRY7HpfkjLh/wZCQshYuGfDX7OLB7CbRIWhsRQ0JtJS9aCEat7nl6YgcuglnUiIkdBybPI0Rrogu1PwNxLwZW4XXrr2jy0Dro4t2QwYTFI7NUWnUNe1xbS+uvjPleK101ZrlrWiYgcDSXPIkdr6yMQ6ocFVyY0jH/U+3Eby5nFqnceS/YWnwvAxMZ/jMh8M4oC7OsYoHtALetERIZDybPI0Vp3N+RNh4lLEhrGM/U+TswLku3TZq+xpDt9Ch0Z05jU+PcRmW9/y7qdTT0jMp+IyGin5FnkaLTvgT0vwsIrwSSu0Hhfn4utnV7OLdGq81i0t+gcCtrW4B9si/tcxVkpZPg9alknIjJMSp5FjsaGe53bBVckNIx/1PsAVO88RtUWvQsXESY0PRf3uVwHtayLjEB/aRGR0U7Js8hwWQvr74Ypp0N2WUJDeabez+T0ENMC4YTGIfHRnjmbntTSkWtZVxygbyhMXXv/iMwnIjKaKXkWGa7a16CtChZeldAw+kLwUpOPc0qGElk5IvFkDHsLz6G49RU8od64T1dRkIFBR3WLiAyHkmeR4Vp/N3jTYM57ExrGy00+hiJGJRtj3N6ic3BHhihpfjHuc6X5PUzMSVXyLCIyDEqeRYYjOACbH4DZF4M/kNBQnqn3k+GJsLRArcXGsubcxQz4cilreHpE5ptRFGBvez89gzqtUkTkcJQ8iwzHjidgoNPpspFA1jqbBc8oGsKnV++YZo2bmuLzmND8PO5Q/I/Pnl2SiQW2N2j1WUTkcPS/X5HhWH8PBEph6pkJDWNzh4fGATfnqEXduLCn5EI84X4mjkDXjZKsFLJSvWxr6Ir7XCIio5mSZ5Ej6WmCnU/Dgg8m9DhucA5GMVjOKla983jQnLOYPn8hZfVPxH0uYwwziwPsbOwhGI7EfT4RkdFKybPIkWz8C9hwwks2wDmSe1FuiPwU9eMdF4yLmpLzKW1+EW8w/ivCs4szGQpH2N0S/w4fIiKjlZJnkSNZfzeULILC2QkNo2nAxfp2L+9Sl41xZU/JCtw2yMTGf8R9rvKCdHxuF1vrVbohIvJOlDyLHE79BmjYAIuuTnQkPBs9VfAcJc/jSmvWfHpSJzC5/sm4z+V1u5hemMG2hm6sThsUETkkJc8ih7P6dvCkOPXOCfZMvY/S1DCzsnSq4LhiDHtKLqS49VX8Q+1xn252SYDO/iD1nQNxn0tEZDRS8izyTgZ7YMOfYe5lkJqT0FAGwvBCo49zSgZ1quA4tKdkBS4bZtII9HyeWZyJAbaq64aIyCENK3k2xlxojNlujKk0xnz1EN83xpifRr+/wRiz+KDvVRtjNhpj1hljVh10f64x5mljzM7obWKzE5G32vwADHXDiTckOhJWNvvoC7s4Vy3qxqWOwAw606eMSOlGht/DpNw0ttWr37OIyKEcMXk2xriBnwMrgDnAVcaYOW+5bAVQEf34OPDLt3z/bGvtImvtkoPu+yrwjLW2Angm+rVI8lh9BxTMgknLEh0Jz9T7SHVbTi5U8jwuGUNNyQoK21aRMtAc9+lmFQeo6+inq1+nWIqIvNVwVp6XApXW2ipr7RBwD3DJW665BPi9dbwKZBtjSo4w7iXAndHP7wQuPYq4ReKrfgPUrXZWnRNcJxG28ESdnzOKBklJbJtpSaA9JRdisJQ1PBX3uWaVZAKwTacNioi8zXCS5wlA7UFf743eN9xrLPCUMWa1MebjB11TZK2tB4jeFh5N4CJxtfqO6EbBKxIdCa80eWkecHNpmbpsjGddGeW0B2YyeQQOTCkK+MlJ02mDIiKHMpzk+VDLbm/tYXS4a0611i7GKe24yRhzxlHEhzHm48aYVcaYVc3N8X+7UoShXthwH8y5FNJyEx0ND9emEPBEOFst6sa9PSUXUtCxnvS+urjOY4xhVkkmlU09DIV02qCIyMGGkzzvBSYd9PVEYN9wr7HW7r9tAh7EKQMBaNxf2hG9bTrU5NbaW621S6y1SwoKCoYRrshx2pQ8GwUHwvDkXj8XTFDJhsCekgsAKGv4W9znml2cSShi2dXcE/e5RERGk+Ekz68DFcaYqcYYH3Al8MhbrnkEuC7adWM50GmtrTfGpBtjAgDGmHTgfGDTQY+5Pvr59cDDx/lvEYmN1XdA/kwoW57oSHi2wU93yMUlZeq5K9CbNomWrPlM2fdY3Oeakp+G36PTBkVE3uqIybO1NgR8GvgbsBW4z1q72RhzozHmxuhljwNVQCXwG+BT0fuLgBeNMeuB14DHrLX7ey19BzjPGLMTOC/6tUhiNWyEulWw5EMJ3ygI8HCNn3x/mJML1PVAHLsnXExO9w6yu7bFdR6Py8WMogDbGrqJRHTaoIjIfp7hXGStfRwnQT74vl8d9LkFbjrE46qAhe8wZitw7tEEKxJ3q+8Atz8pNgp2BQ3P1Pu5urwfj44zkqg9JStYvPV7lNc9zJrMWXGda3ZJgI11nWyo62TRpOy4ziUiMloMK3kWGRf2bxScmxwbBf9W52coYrhkkko2xpNpNX8+4jWdGdOZVvsAXWmTsSY2xfC7yi5/230zigK4DPx9S6OSZxGRKK1niey3/m4Y7IIlH050JAA8UpNCWXqYRbmhRIciSaY5eyHecB9ZPbviOk+az0NZbjp/39oY13lEREYTJc8iAJEIvPpLKD0hKU4UbBpw8VKTl0smDSRD6bUkmc7AdILuNPI71sd9rtklTt1zTWtf3OcSERkNlDyLAFQ+Da2VsPympNgo+GitnwhGXTbkkKxx05o1j5zuHbhD/XGda15pFgBPbKqP6zwiIqOFkmcRgFd+DoFSp945CTxck8Lc7CDTM8OJDkWSVHP2Qlw2TF7X5rjOk5PuY8HELB7f1BDXeURERgslzyINm2D3c7D0Y+D2JjoaqnvcrG/3aqOgHFZfSjF9/kIKRqB0Y8W8EtbXdrC3XaUbIiJKnkVe/SV405LiREGAR2r8GCwXT9Jx3HIYxtCcvYCM/jpSBlviOtVF84sBeFKrzyIiSp5lnOtpgo33wcKrkqI9nbXwUG0KS/ODlKRFEh2OJLnWrPlYTNw3Dk7OS2duaSaPb1Tds4iIkmcZ317/LYSHYPknEx0JAJs7PFR1e7RRUIYl6A3QmVFOfsdG5y+vOLpofglrajqo74zvBkURkWSn5FnGr+AAvH4bzLgQ8isSHQ0Aj9T68RrLigkq2ZDhac5eiD/URWbv7rjOs2KeU7rxxEaVbojI+KbkWcavjfdBXwss/1SiIwFgKAIP1qRwZvEQOf74riLK2NEemEnI5Se/Y0Nc5ykvyGBWcUAt60Rk3FPyLOOTtfDKL6BoHkw9I9HRAPDEXj/NA26umaa3xWX4rMtLa9Zccru24A7Ht9znovklrNrTTmOXyopEZPxS8izj065noHmrs+qcBIeiANxemUZ5RogzioYSHYqMMk05i3HbkFP7HEcXzS/GWvjbZpVuiMj4peRZxh9r4bnvQeYEmP+BREcDwLo2D+vavFw3vR9XcuTyMor0pZbSm1JCYfvquG4cnF4YoKIwg8c2qHRDRMYvJc8y/lQ9C7Ur4bTPg8ef6GgAuLMyjQxPhPdP1tvhcmyachaTNthEen9dXOdZMb+E16rbaO7WplYRGZ+UPMv4Yi08913nKO7F1yU6GgCaBlw8WuvnA1MGCHi1UVCOTUvWPMIuL4Xta+I6z7vnl6h0Q0TGNSXPMr7sfh5qXkmqVee7qlIIWsN12igoxyHi9tOaNZ+8zk1x3Tg4oyiD8oJ0dd0QkXFLybOMH9bCs9+BQEnSrDoPReBPVamcVTxIeSCc6HBklNu/cTCvM34bB40xXDSvhFd2tdLao9INERl/lDzL+FH9AtS87Kw6e1MSHQ3wRnu667XqLDHQm1JCb0oxhW1r4rpxcMX8YiIWntrSGLc5RESSlZJnGT+e/S5kFMPi6xMdyQF3VKYxNSPEmcVqTycxYAxNOYtJH2wkvX9f3KaZU5LJlLw0Ht+o0g0RGX+UPMv4UP0i7HkRTvtc0qw6r2vzsLbNy/VqTycx1Jo1P+4bB40xrJhfwsu7Wmnv1R9+IjK+KHmW8eHZ70BGEZx4Q6IjOeDOyjTS1Z5OYizs9tOaOS+6cTB+NcnvWVBCOGJ5VKvPIjLOKHmWsW/Py06986k3gzc10dEAb7Snu1zt6SQOmnIX47bBuG4cnFOSycyiAA+u2Ru3OUREkpGSZxnbIhF46utOrfOJH0p0NAfcrfZ0Eke9KaXOxsH2+G0cNMZw2eIJrKnpYHdLb1zmEBFJRkqeZWzb/ADUrYJz/xN8aYmOBoD+EPyxKpUzi9SeTuLEGJpyTiR9oIGM/vitDF+yqBRj4MG18T3VUEQkmSh5lrEr2A9/vwWKF8DCqxIdzQF37kqjecDNp2b1JToUGcNasuYTcvkpan0tbnOUZKVy6rR8Hlpbh41jazwRkWSi5FnGrld/AZ21cMH/A1dy/Kh3Dhl+sS2Ns4sHWVYQTHQ4MoZF3D6ac04gt2sr3mB33Oa57IQJ1LT1sXpPe9zmEBFJJsmRUYjEWk8TvPAjmPlumHpGoqM54Nfb0+gKuvjSPNWISvw15p6EIUJh+6q4zXHhvGJSvW7uX6PSDREZH5Q8y9j0j/+B0ACc981ER3JAU7+L2yvTeO+kAeZmhxIdjowDg74cOjIqKGpbg4nE52cu3e/hgrlFPLZhHwNB1fCLyNin5FnGnoZNsPYPsPTjkD890dEc8H/b0ghG4AtzteosI6cxbynecC+5XVviNsdliyfSNRDin9ua4jaHiEiyUPIsY4u18NTXwJ8JZ3w50dEcsKfHzd1VqVwxtZ8pGVqdk5HTmV5Ovy+P4rb4bRw8dVoehQE/D6jrhoiMA0qeZWzZ+RRUPQtnfRXSchMdzQE/3pKOxwWfna0OGzLCjKExdykZ/ftI74tP2zqP28Uli0p5dnsTbTquW0TGOCXPMnYM9cET/wp502HJRxIdzQFbO9w8XOPnQ9P7KEqNJDocGYeasxcQdvkobns9bnNcdsJEgmHLoxv2xW0OEZFkoORZxo5nvw3t1XDxT8DjS3Q0B/xgcwYBr+XGmVp1lsSIuP00Zy8it2sz3mBPXOaYU5rJrOIAD6jrhoiMcUqeZWyoXw+v/BwWXwdTTkt0NAe83uLlmXo/N87sI8unQyQkcRpzT8JlIxS2r47bHO9bPIF1tR1UNccnQRcRSQZKnmX0C4fgkc9AWl5StaazFr63MZ3ClDAfmq5VZ0msAX8eHRnTKGxfjYnEZ9PqJYsm4DLwkDYOisgY5kl0ACLHbeUvnZXny++A1JxER3PAX/ak8Hqrj4+WNbChtiPR4YjQkLuMWTV3kde1iZbshTEfvygzhVOn5/PA2jo+964ZuFwm5nOIiCSakmeJvVW3j9xcfa3w3HdhxgqYc+nIzXsEDf0uvrk+g1kZfZybr8RZkkNnxjT6/IWUtLxCS9YCMLFPbi87YQJfuG89r1W3sbw8L+bji4gkmso2ZPSyFjbeBxh49w/ikggcC2vha2sCDIUNN06uR4tvkjSMoT7/ZNIGm8jq3RWXKVbMKyGQ4uGulTVxGV9EJNGUPMvoVbcamrfDrPdA1sRER3PAQzV+nqn38+V5PZSkBBMdjsibtGbOY8gToKTllbiMn+pz8/7FE3liUz0tPYNxmUNEJJGUPMvo1N8Om++H7Mkw5dRER3NAU7+LW9YFODFviA9V9Cc6HJG3sS43DXlLyerdTVp/fVzmuGZ5GcGw5b5VtXEZX0QkkZQ8y+hjI7DuLoiE4YRrwCTHj7G18B9rAwyEDd9b0o1b5RqSpJpyTiTs8lHS+mpcxp9eGGB5eS53rawhHFGLRhEZW5Ij6xA5GlXPQutOmPs+SC9IdDQH/HWvn6f2+fni3B6mBeLTCkwkFsLuFJpyFpPXuQlfsDMuc1yzfDJ72/t5fkdzXMYXEUkUJc8yunTuhW2PQfECmLQs0dEc0Dxg+MbaAItyg3xkhso1JPk15Dqvn+LWlXEZ//w5xeRn+Pnjq3viMr6ISKIoeZbRIzwEa/8AvgxYcEXSdNcA+MbaAL0hww+WdKlcQ0aFIV8WrVnzKGxfgzs8EPPxfR4XV540iX9sb2Jvuw4JEpGxQ8mzjB5bHoGeRlh0NfjSEx3NAX+qSuHxuhQ+N6eX6Zkq15DRoz5vOe7IUNyO7L5qWRkGuPs1ta0TkbFDybOMDo2bYc+LUH4WFMxMdDQHvNzk5RtrA5xdPMgnZmp1TUaXvtQSOtOnUtz6Gq5I7NsqTshO5eyZhdz7ei1DoUjMxxcRSQQlz5L8+jtg/d0QKIWZ70l0NAfsae3lU69mMSUjzE+XqVxDRqf6/JPxhbqZUvfXuIx/zfLJtPQM8bfNDXEZX0RkpCl5luQWCcOaO5165xOvB3dynCjfPRDko3euAuC3p3YS8Kodl4xOnenT6EkpZW7VbzGRUMzHP2NGARNzUrVxUETGDCXPkty2/RXad8PCKyGjKNHRABCOWG6+Zx1VLb38YnknUzJU5yyjmDHsKzidQF8tk+ufiPnwbpfh6mVlrNzdxs7G7piPLyIy0oaVPBtjLjTGbDfGVBpjvnqI7xtjzE+j399gjFkcvX+SMeafxpitxpjNxpibD3rMLcaYOmPMuujHRbH7Z8mYUL/e6ek85XQoXZzoaA743pPb+Me2Jm5571xOKdTx2zL6tQdm0B6oYO6u3ziHEMXYB5dMwus2/GmlNg6KyOh3xOTZGOMGfg6sAOYAVxlj5rzlshVARfTj48Avo/eHgC9aa2cDy4Gb3vLYH1trF0U/Hj++f4qMKT3NsP4u5/jtOZckOpoD/rJ6L79+voprlpdx7fLJiQ5HJDaMYfO0j5PVu5tJDU/HfPj8DD8r5pVw/5q99A3FvjRERGQkDWfleSlQaa2tstYOAfcAb81mLgF+bx2vAtnGmBJrbb21dg2AtbYb2ApMiGH8MhaFh2D17WA8cOIN4EqOOueXK1v49wc2cnJ5Ht+4eG6iwxGJqdri8+hMn8K8XbfGZfX5muWT6R4I8eDaupiPLSIykoaTPE8Aag/6ei9vT4CPeI0xZgpwAnDwcVafjpZ5/M4Yk3OoyY0xHzfGrDLGrGpu1jGvY561sPEv0F0PJ1wDqYf8sRhxz+1o5kN3vM6U/DR+8S+L8bq1XUDGFmvcbJn2MXK6dzCh6bmYj3/SlBzmT8jiN89XEY5og62IjF7DyQAO1YDrrb/5DnuNMSYDuB/4nLW2K3r3L4FpwCKgHvjhoSa31t5qrV1irV1SUFAwjHBlVNvzEux9DSrOh8LZiY4GgGe2NvKxO1dRXpDB3R9bTk66L9EhicRFdclF9KROYN6uXzt/yMaQMYZPnjWN6tY+nthUH9OxRURG0nDeD98LTDro64nAvuFeY4zx4iTOf7LWPrD/Amtt4/7PjTG/AR49qshl1Fq5u+2Q9wd69zCr+gE6MyrY4V0K73DdoewKH34j0tXLyo4qxv2e3NTAZ+5ew+ySTH7/4aVkpylxlrHLujxsnvZRlm36L0paXqa+4FQA7orRRr+IteRn+PjWY1vp7AtizDs3Rz/W16yISLwNJ3l+HagwxkwF6oArgavfcs0jOCUY9wDLgE5rbb1xfjPeBmy11v7o4Afsr4mOfnkZsOk4/h0yyvmCnVTU/plBXw67Jl4Gh/mf6qFMq/nz4S9w5x51TI/W+rn5tUwW5IS488RKMrfsPOoxREab3RMuYV7lr5i769fU559y1K/Fw3EZwxkVBTywto7Kph4qigIxG1tEZKQcsWzDWhsCPg38DWfD333W2s3GmBuNMTdGL3scqAIqgd8An4refypwLXDOIVrSfc8Ys9EYswE4G/h8zP5VMqqYSJCKmvtw2RA7yq4g7E5JdEg8uMfPZ1dmsjg3yB9O7yBTh6DIOBFxedla/mEK29dS1PZazMdfNCmbzBQPz+7QHhYRGZ2G1cYg2kbu8bfc96uDPrfATYd43Iscuh4aa+21RxWpjE3WUr7vUTIG6tledgUD/vxEh8Mdlal8c30GywuC3HZqB2nJ0exDZMRUTnw/c3bdxsIdP+Wp5X+M6eqzx+3itOn5PL6pgZq2Pspy02I2tojISFDLAEmo4raV5HdupLbgLDoCMxMay0AYvvh6gP9aH+BdpUP8TomzjFMRt5+N028kv2NDnDpv5JLqdfO8Vp9FZBRS8iwJk9mzi7KGp2kLzGJfwekJjaW218X7/5nDgzUpfGFOD78+uZNUJc4yjlVNvJTutDIW7PxpzPs++71uTp6Wx5b6Lhq7BmI6tohIvCl5loRIGWylovZ++v0F7JpwSUzfFj5aLzV6ee8zudT0urnt1E4+O6cPV+LCEUkK1uVlQ8WnyeneyZR9sT8A9uTyPLxuwws7tfosIqOLkmcZce5wPzNq7sEaF9vLriTi9ickDmvh1u2pXPtCNvkpER45p51zSoYSEotIMtpTcgHtgZnM3/lzTCQY07HT/R5OmpLLutoOOvr0uhOR0UPJs4ysSJjptffjD7azc9LlDPmyExJGU7+Lj72cxbc2BrhwwiAPndPO1EA4IbGIJC3jYv2MzxLo38u0vQ/GfPjTpjsbhF+obIn52CIi8aLkWUbWlofJ7q2iuuTddKdPHvHprXXa0J33VC4vNPr4jwXd/Hx5F+ketaITOZR9BafTlHMC8yp/hTsc2/rk7DQfiyblsKq6jd7BUEzHFhGJFyXPMnL2vAzVz1Oft4zmnBNGfPrG6Grz51/PYnpmiMfPa+OjM/oTWW4tkvyMYf2Mz5I22MyMPXfHfPgzKvIJhi0vavVZREYJJc8yMlorYdNfoGAWNUXnjejU1sJfqlPetNp831kdTFOZhsiwNOcuYV/+qcypug1vsDumYxdmprBgYhYv72qhsz+2ddUiIvGg5Fnir6cZVv0O0gtg8XVgRu7Hbm+/j29VTuRLqzKZmRniyehqs1urzSJHZf2Mm/EHO5lTdVvMx75gTjERC09vaYz52CIisabkWeJrqBdevxUwcNLHwDsyp4n1hFzcXlPIl7dMpbI3lVsWdXPvWR3aFChyjNqzZrO79GJm7f496X21MR07J93HKeV5rK1pp76zP6Zji4jEmpJniZ9IGFbfAf1tcNJHID3+R2+HLfytKZubN03jb805nJvfwU/mVnHD9H71bhY5Tutmfo6Iy8PibT+I+dhnzSwkxevmyU0NMR9bRCSWdIaaxIe1sPHP0LoTFl0NueVxn25Ddxq/ry1i74CfuYFerp/YxOS0wbjOKzKe9KcUsnnax1m04ycUtbxCY/7JMRs71efm7FmFPL6xnh2Nsa2rFhGJJa08S3zsfhZqX4Xp58HEpXGdqrI3hf/ZOYlv7SxjKGL4Yvlevl5Rq8RZJA62TbmW7tSJnLj1u5hIbNvLLZ+aS266jyc3NRCOqH2kiCQnJc8Sew2bYMsjULIQZq6I2zR7+338YNcEvrZtCjX9fq6f2MiP5u5maU6P2s+JxEnE7Wft7C+R3bOLipp7Yzq2x+3i/DlFNHQNcP+avTEdW0QkVlS2IbFVtxrW3AlZk2DRv8Sls0bzoIc/1+fzfGsWKa4IHyxt5qLCdlLdkZjPJSJvt7fwHOrzlrNg58/ZU3oRg76cmI09f0IWL1W28MOntnPxglJSfe6YjS0iEgtKniV22vfAXVeCPwBLPwZuX0yH7wi6eaA+n2dasjDAu4vauKS4jUzPkTtorNzdFtNYRMY1Y1gz+yuseOkDzN/5c1bN/Y8YDm1YMa+EW1+o4rcvVPGZcytiNnbCrbo9MfMu+VBi5hUZo5Q8S2z0d8BdH4TwICz7pJNAx0h3yMUjDXk82ZRDyBrOzu/kfSUt5Pt0nK9IonQGprOz7Aoq9txD5aTdzMfpAAAccElEQVTL6cicGbOxp+Snc8HcIn713C6uXFpGQcAfs7FFRI6Xap7l+IWG4L5roXUXXPFHCBTHZNi+sIs/78vjMxun8dfGXJbmdPPjuVV8fHKDEmeRJLCh4lMMeTM5afN/Y2xse6h/5cJZDIYi/PCp7TEdV0TkeCl5luNjLfz1Ztj9PFzyM5h6xnEPGYwYHmvM4bMby/lLfQHzM/v4/pzdfGZqPcUpOr5XJFkEvVmsmf0VCjrWM6P6TzEdu7wggw+fNpV7Xq/lxZ0tMR1bROR4KHmW4/Pst2H9XXDWv8PCK49rqIiF51sz+fzmcn6/t4ipaYN8a1Y1X5xWx6TUoRgFLCKxVF36buoKzmThjv8jo7cmpmN/4bwZlBek85X7N9A9oD+cRSQ5KHmWY/f6bfDcd2HRNXDmvx7zMNbC2s50vrJ1Cj+vLiXDE+ZrFTV8bUYt09IHYhiwiMScMbw27+tEXF6WbfxPsLHrepPidfP9DyykvrOfbz+xLWbjiogcDyXPcmy2PAyPfRFmXAgX/4Rjbay8u8/PN3dM4juVkxiMuLh5ah3fmlXNgsy+GAcsIvHSn1LEmtlfpqh9NRU198V07BMn5/DR08u5a2WNyjdEJCkoeZajt/sFuP+jMPEk+MDt4D76pi0dQTe/qi7m37ZOoXbAz4cnNfCjOVWcktuNSweciIw6VRMuZV/+qSza/iPS++piOvbB5Rs9g9osLCKJpeRZjk7DRrjnasiZClffC760o3r4QBgeasjl5k3lPN+WxbuL2vjpvCouKOzAo59GkdHLGF6b9w3AxdJNtzj1WDGyv3xjX2c/33p8a8zGFRE5FkpXZPjaq+GP73d6OF/7AKTlDvuh1sITe/2c91Qed9cVMi/Qxw/nVHHtxGbSdDKgyJjQl1rC2llfoKT1VabtvT+mY584OYePnjZV5RsiknBKnmV4Ouvg95dAaBCuuR+yJg77obu63Vz7QjaffDWLNLflaxU1fHl6HSVqOycy5lRO+gANecs4cev3yOreGdOxv3j+TMrzVb4hIoml5FmOrLsBfv9e6G2Fax6AwtnDelh/CH6wKZ0Ln8plfbuH/1rUzWPvatNmQJGxzLh4eeF3CHrSOX3tF/AEe2I2dIrXzfcvX8C+zn7++69bYjauiMjRUPIsh9fb4qw4d9XDNX+BiScO62F/3+fjvKfy+Nm2dC6eNMA/Lmjl+un9qmsWGQcG/Pm8uOj7ZPTVsnzjf8a0/vnEybl88sxp3Luqlj+8Uh2zcUVEhkupjLyzvjYncW7f42wOLFt+xIfsbe/joy9l8dGXs0n1WO45s50fLe2mICV2//MUkeTXnLuEdTM/T1nj08yq/n1Mx/7i+TM5d1Yht/x1Cy9Vqv5ZREaWkmc5tP4O+MOl0LITrroLpp5+2MuD4Qi3Pr+L8370PC81+fi3+T08/q42lheorllkvNo25Tpqit7Fou0/pqBtdczGdbsM/3vlIqYVpPOpP61hd0tvzMYWETkSJc/ydr2tTuLcuAWu+CNMO+ewl6+taee9P3uJbz2+jVOn5/H3C1r5xMw+vPrpEhnfjGHl/G/SkzqRU9d9mZTB2K0SB1K8/Pa6k3AZ+Midr9PZrz/URWRkKL2RN+usg9tXRBPnP8CM89/x0q6BIP/58Cbe98uXae8d4lfXnMhvrlvChDS1nhMRR9Ab4IXFP8IX7Oa0tV/EHR6I2dhleWn88poTqWnt4zN3ryUU1u8eEYk/Jc/yhpZK+N0F0F3v9HGeueKQl1lreWxDPe/64XP88dU93HDKFP7+xTO5cF4x5hiP6RaRsaszMINXF/w3Be1rOW3tlzCR2K0SLy/P438uncfzO5r51uPbYjauiMg7OfpzlWVs2rfOOQAF4IZHoWThIS/b09rLfz68med2NDO3NJPfXr+EBROzRzBQERmNakouxBfsYunm/+bkDV/jlYXfxhp3TMa+cmkZ2xu7+d1Lu6koyuCqpWUxGVdE5FCUPAtUvwh3XQmp2XDtQ5A//W2XDIbC3PpcFT/7ZyVet4tvXDyHa5dPxuPWmxciY8G0mj/HfQ6LoaboXKbUP0HaQCO7S97NrskfjMnYX7toNruae/nagxtxG8MHT5oUk3El9u5aWZPoEEbM1cv0h9xYpOR5vFt9Jzz2Rcgth2sfhKwJb7vk5V0t/MdDm6hq7uXd80v4+nvmUJyVkoBgRWS0q88/FXd4kAktLxJy+dlVdjnEoNzL43bxq2sWc+Mf1/Cv92+gayDIR08vj0HEScRGYKgXggPgcoFxg3GByw1uL7h9iY5QZFxQ8jxehYbgya/Cqtucbhrvvw3Sct90SX1nP995YhsPr9tHWW4ad3zoJM6aWZiggEVkrNhbeDbuyCClra8wr/JXbJp+Y0wS6DSfh99et4TP37uO/3lsKx19Qb54/ozRtRcjNOjsO+mqczZw97XAYLfzMdQLHKZnvjfd+T2emgtpOZCaB9kTnWTbqwUPkVhR8jwe9TTBfddBzStw6s1w7jeclYuogWCYW5+v4pfP7iJsLZ85Zzo3nT2dFG9s6hNFZJwzhj3FF+KODLGg8hekDjazas6/YV3e4x7a53Hx06tOIJDi4Wf/rKRrIMgtF8/F5UrSBLq/A1p3QPMO6KiB3mYOJMjeVEgvhLQ8yJkC/oDz4UkFG3ZWoiNh5/PwEPS3O4db9dRD0xbYvzHzlV9AyQKYsAQmngRTz4BAUaL+xSKjnpLn8aZuNdxzjfNL9v23wfwPHPiWtZbHNzbwrce3UtfRz0Xzi/m3FbOZlJuWwIBFZEwyhqrS99KUu4S5VbeR2VvNCyf8iCHf8W9AdrsM337ffLJSvfz6+Sq6+oN8//KFeJNhj0Y4BC07oHmbc9vT4NzvS4ecqTBhMWROcD5Sc459Rd5aGOh0EvKUTNi7Ctb+AV77tfP90hOg4nzno3SxUwYiIsOi5Hm8CIfg5Z/Cs9+GjGL4yFPOSkTUprpOvvnoFl7b3cbskkx++MGFLC/PS2DAIjLmGcP6mZ+jM2MayzbdwgUvX8XzJ/4fnYG3b1o++qENX10xi8xUL9//23Y6+4P8+IpFZKcloC54sAcqn4Y1dzorwqFBcHkhbxpMWgr5MyCz1KlfjhVjnE3gqdmw5EPOfeEQNG6Cyr/Dzqfg+e/Dc9+FtHynNem898GUM8Ct1EDkcPQKGQ+at8NDn3RWnWe/F97zv5DuJMY7Grv58dM7eGJTA7npPr512XyuOGkS7mR9i1NExpzqCRfTnT6ZM9bczPmvXMNLi74HXHPc4xpjuOns6WSlernlkc1c8L/P84PLF3J6RcHxB30kgz2w40nYdD9UPgPhQWd1ueQEZ+Eir8LZ5DeS3B4oXeR8nPElp8Sj8hknzs0POivTaXnO/yfmXgZTTntTSZ+IOJQ8j2WRMLz6C3jmv8GXBh/4Hcx9n/N2aXMPP3lmJ4+s30e6z8Nnz63gI6dNJSt1hH+Zi4gArdkLePLkuzlzzWc5a/VNYF+Dd93yto3Mx+Ka5ZNZODGbz927lmtve40bTpnCVy6cRaovxolhcMBZYd50P2x/EkL9EChxVn5nX+wsZMRydfl4peXCgsudj2C/syK96QHYcC+svt15l3Le+2HBB53e/wneeBmKRBgIRhgMhhkIRgiGI4QillA4QjB6G4pYwhFLxFqshYi1RKK39sBey7dvunQZgzEGA7iM84eXy2XwRD/cLoPH5cLjdr72e9z4vS78Hhd+jxuv24yujalyXJQ8j1V1a5xuGrUrYea74T0/hkARtW19/PSZnTywtg6f28UnzpjGJ84oJyddLY5EJLH6U4t5evmdLNjxM2av/SNs/Suc91+w6JrjrsmdPzGLxz57Ot95Yht3vFzNCzub+d8rTmD+xKzjCzo0BFX/dJLO7Y/DYJezervoaifxLDv5jdhbdh7fXPHkTXUS/NkXw1Af7PwbbPwLvHYrvPpzp7RkwQdh/uXO5sUYCYUjdPQFae8bonsgRPdgiJ6BIN2DIboHQvQMhBgIhhkIhQmGD9NpJMEMkOJ1k+53k+73kBH9aOwaID/gZ2J2KhNzUpmQk0qaT6nXaGesTd4fxrdasmSJXbVqVaLDSG5tVc5K8+YHnF/gF3wbO/9yVla3c8dL1Ty1pQGP28U1yybzybOmURDwxz6GVbcf9tsrd7fFfk4RGZV2lV1+yPuvntLt9KCveQUmLoV3//BN+zSOx4s7W/jSn9fT0jPIZ86p4BNnlh9dN6HQEFQ/D5sehG1/dTbmpWTBrPc4CfPUMw9dN3yE341xs7/m+Vj0tcGWh2HDfVDzsnPfpGVOEj3nUsg4cglMMBxhT2sfOxu72dXcwz+3N9PWO0Rb7xBd/cG3rQP7PC4Cfg+BFCcBTfW5SfG48XvdpHhdpHidr70eZzXY6zZ43C680RVit8vgMvs/oqvI0dv9Dl4kttbZMG95Y4XaWghbZxX74BXtUMQSDEcYCkUYCIYZDEWiH2EGgmF6BsP0DoboGQzROxiibyj8tv8eeek+JuakMjEnjfKCdKYXZjCtwPmI+bshclyMMauttUvedr+S5zGipxme/x6s+p3TKP/kmxhYehOPbO3h9per2VrfRXaalytPKuOGU6bE95ATJc8iMkzvmDwvK3MymPV3w1Nfh/42mHEhLPkwTDv3uFeiO/uCfP3hTTyyfh8FAT83njmNf1lW9s5JdF+bU9aw/XGnTniwC/yZMPMiZ6Nd+dngOcI7eKMxeT5YR41TkrLxL87GQ+OGaWfDvA/AzAuxKdnUdfSzZV8X2xq62dHYzc7GHqpaet60ahxI8ZCb5iM33UdOevQ2zUdmioeMFA9+z9hJIC9fMpHWniHqOvrZ297H3vb+6EcftW191Lb3E444/22MgQnZqVQUZjCzOJM5pZnMKclkan669iEliJLnsap5B7z+W1j3Jwj2YxdfR+Xsm7h/Z5h7X6+hvS/IrOIAN5wyhUsWTRiZv2qVPIvIMB02ed6vvx1e/j9Y83unD3J2GZz4ITjh2mGtfB7OK7ta+ckzO3i1qo38DD83nlnOvyybTKoJOpus97wMVc86K+A2DBlFMOMCJ2kuP/voDh8Z7cnzQcINm+l87W782x4gva+OEG5eZT5/DZ7E0+ETaSOTSbmpzCgMUFEUYEZRBjOKApQXpPPQ2n0xjydZHel47sFQOLoq30NlUw+VzT0HVuj3/8GR4nU5yXRJJnNLM5k3IYtZxQGdvTAClDyPJeGQszv6tVth93Pg9tFd/h4eCFzFHyr9VDb14DJw3pwibjhlKsvLc0d2I4OSZxEZpmElz/uFhpwyiVW3Q/ULTru3CSdC2XLnY9KyY9tgGBpiw4Y1PPPii3iaNnKqZzsLTSVuGwQMFM2DmRfCjBVOf+RjXfUepclzKByhsrmHjXs72byvi411nWzZ10V/MAxYlnh2c1VgLWeFXyFvaB/WuIhMOgX3zPNh+nlQOPtNdRJ3raw5zn/Q6HGk5PmdDIUi7GruYcu+LrbUdx247ex3Dr7xuAwVRQHmlWYyf2IWc0uzmF0SUD11jCl5Hu0iEdj7Omx/DDbeD117GUovZU3BZfxv+8m82ujCGDhpSi4XLyxlxbxi8jPiUM88HEqeRWSYjip5Pljzducdt+qXoH79G6fp5c+A3HJnz0dabvQ2DzAw1OO0kBvqdm67652DStp2O6vKgDVudnkr+HvfdFbZ2bgmL+fsRTO4YG4xuce7sXoUJM99QyG21ndHE7bOAyUYg6EIAGk+N3NLM5lbmsX8CVnMm5DFtIJ0PG6XU2bTsNGpkd7+uNPTGiBzIkw/F6a/Cyafyl2beuPxr0xKx5o8H4q1lr3t/Wyq62TTvk421nWxqa6Ttt4hwOkSUl6Qwbzo8zN3QiZzS7LISlMXrWOl5Hk0GuqF6hdh26PY7U9iepuIGA9bUk7gN/1n8ujAQsK4OaEsm4sXlHLR/JL41jIPl5JnERmmY06eDxbsdzoM1b4Kta9DV51To9zXAqGBt1/v9oEvAzIKnWQ7fwYUzIT8CudzXzrbGrp4bEM9j26oZ3dLL26X4ZRpebxnQQmnTMtnYk7q0b+jl0TJ81Aowu6W3mhdcjc7GnvY0dTN7pbeAy3dslK9zI3W3c6LJspHVX/bWefUiVc+DVXPOXXiQGd6Oc25J9Ccs5imnBPoTZ2Y8DZ48RLL5PlQrLXUdw6wqc55V2Dzvk421XXR0PXGz31xZgoziwPMKg4woyjAzOIA0wszVPYxDMeVPBtjLgR+AriB31prv/OW75vo9y8C+oAbrLVrDvdYY0wucC8wBagGPmitbT9cHGM6ebbW6ZSx93XCNSsZql6Jv20bLhum36TxvF3Eo0OLeTayiNy8fE4uz+PkaXmcXJ5HYWYSJMwHU/IsIsMUk+T5cIb6nCTaWvAHnKT5SBv7DmKtZUv9G4l0TVsf4HRMWDQp2/koy2bBxOwj98kf4eQ5GIG9vW72lF7IntY+9rT2UdPWy+6WXva09hGKblRzGZiSl05FUQazip262rkTsijNSoldyV84WkNe8wp16/9BQftafKFuAIY8AdozZ9EemEl75kw6AjPpyphC2J0am7kTKN7J8ztp6Rlk874uttZ3sb2hm20N3exq6mEo7LyD4DIwISeVKXnplOenMzU/nakFGUzJS6MkKxWfJ4n6kSfQMSfPxhg3sAM4D9gLvA5cZa3dctA1FwGfwUmelwE/sdYuO9xjjTHfA9qstd8xxnwVyLHWfuVwsYz65Dkcgt4mbHcDvQ076a3bRrh5B96OXWT27sEfcX4p99hU1kXKWWMrWGtm01GwjIrSXJZOdRLmCdlJ/gtFybOIDFPck+cYstayraGb1XvaWVvTwbradnY1v1GCUJyZEm1Blsqk3LQD7cgKAn4CKR4CW+4l3WOPeZHVWhgIQ2fQReeQoXPIRUfQ0DHoonHARWO/i4Z+94HPWwZcRHhjshSviyl56ZTlpjG90NnAt38T30iuQt61sgZshKyeXRS0ryWnazs53dvI7t6JJ9x/4Lo+fyHd6WV0p5XRkzaJ3tQS+v2F9KcU0u8vIORJG7GYj1Uy/RyHwhGqW3ujnVB6qG5x/pDa3dJLz2DowHXGQEGGn9LsVCZkp1KSlUJJdioFAT/56T7yA37y0n1kp/nGfBeQd0qeh1NZvhSotNZWRQe6B7gE2HLQNZcAv7dOJv6qMSbbGFOCs6r8To+9BDgr+vg7gWeBwybPCREccN5qCgdp7uhmaGiAUHCQ0NAg4aE+IoP9RIJ9hAf7CA/2YPu7MIOduAY6cQ914Ql2kjrYSiDUSlakAxcWA2QAadawjzy2RkqodZ1Oc9o02nIWEZg0j1mlOVxUEuBTedFaMhERSShjDLNLMpldksk1yycD0NkfZMPeDtbXdlDd6rQfe726nUfW7yPytrWpAtzGkuGxZPosKW6L24DLRG9xVgQtMBSBwbBhMGwOfN4fNgxF3jlZyfFFKEqNUJgSZnZWiKKUCGUZYSafeAFT8pwkPmlOwTMuOgMVdAYq3rjLhsnorSGnezuB3j0E+mrI6KtlQtNzpA61vm2IIU8Gg75chryZDHqzGPJmMuTNYsgbIOROI+ROJeSJ3rrTCLu8RFx+wi4fYbePiMtHxLixxhu9dRNxeQi507CusbfxzuN2Mb0wwPTCwJvut9bS3DNIdUsf1S297OvsZ19HP/s6Btha38XftzYeqHk/mMtAbrqPzFQvgRQvmSkeMlO8ZKZ6CKR4SfO5SfW6nT7d3ujnXudkRq/bhc/jwud2Pve6DV6360Cfbnf0ZEeXy+B1uZKu//VwfjomALUHfb0XZ3X5SNdMOMJji6y19QDW2npjTOFRxD1yNj8ID90IwHAbIoWsiy7S6CKDPpNGvSeXnf7p9KcUEkwrwKYXQ85kMkpnUpqfw/zsVE5P8ybPLzURERmWrFQvp1cUcHrFm/8PEQxHaOgcoLa9L3oYSIjuylfoDhq6goauoIvBMIStIWIhbIkeI23AWPwu8LstfpfF7wafy0m2s3yWLF+ELK9zm+2zZPsiFKRESHmn/GLq8R9xPhKscdOdMZXujKlv+54n1EvaQCOpg82kDjSROthM2kAT/qF2fMFOfMEuAn21+IKdeIPduHh7sjdcf196G015S4/nnzKqGGMoDKRQGEhh6SF+Vqy1tPcFaekZpKVnkNaeIVp7BmntHaKlZ4iugSBd/UG6B0Ls6+ineyBE10CQgeCxPwcHm5Sbygv/ek5MxoqV4STPh8ro3vr39DtdM5zHHn5yYz4OfDz6ZY8xZvvRPD5xOo71gflASwwDkdjS85Pc9Pwkt0M8P1865IX/Ev9YxpEPD/dCvX4AOHQp0bGI4c/xuH1u9gAmcXUJkw9153CS573ApIO+ngi8tcP5O13jO8xjG40xJdFV5xKg6VCTW2tvBW4dRpxjgjFm1aHqayQ56PlJbnp+kpuen+Sm5yd56blJLsMppn0dqDDGTDXG+IArgUfecs0jwHXGsRzojJZkHO6xjwDXRz+/Hnj4OP8tIiIiIiJxdcSVZ2ttyBjzaeBvOO3mfmet3WyMuTH6/V8Bj+N02qjEaVX3ocM9Njr0d4D7jDEfAWqI5fskIiIiIiJxMKztpNbax3ES5IPv+9VBn1vgpuE+Nnp/K3Du0QQ7ToybEpVRSs9PctPzk9z0/CQ3PT/JS89NEhlVJwyKiIiIiCSSGgiLiIiIiAyTkuckYoypNsZsNMasM8aM4qMUxwZjzO+MMU3GmE0H3ZdrjHnaGLMzepuTyBjHs3d4fm4xxtRFX0ProqefyggzxkwyxvzTGLPVGLPZGHNz9H69fpLAYZ4fvX6SgDEmxRjzmjFmffT5+a/o/Xr9JAmVbSQRY0w1sMRaOy57OSYbY8wZQA/O6Znzovcd9bHyEh/v8PzcAvRYa3+QyNjGu2j70RJr7RpjTABYDVwK3IBePwl3mOfng+j1k3DGOTEt3VrbY4zxAi8CNwPvQ6+fpKCVZ5F3YK19Hmh7y92X4BwnT/T20hENSg54h+dHkoC1tt5auyb6eTewFefEWb1+ksBhnh9JAtbRE/3SG/2w6PWTNJQ8JxcLPGWMWR09WVGSz5uOlQeS81j58e3TxpgN0bIOva2ZYMaYKcAJwEr0+kk6b3l+QK+fpGCMcRtj1uEcIPe0tVavnySi5Dm5nGqtXQysAG6Kvi0tIsP3S2AasAioB36Y2HDGN2NMBnA/8DlrbVei45E3O8Tzo9dPkrDWhq21i3BOZl5qjJmX6JjkDUqek4i1dl/0tgl4EFia2IjkEBqj9YL76wYPeay8JIa1tjH6P50I8Bv0GkqYaK3m/cCfrLUPRO/W6ydJHOr50esn+VhrO4BngQvR6ydpKHlOEsaY9OjGDYwx6cD5wKbDP0oSQMfKJ7H9/2OJugy9hhIiuuHpNmCrtfZHB31Lr58k8E7Pj14/ycEYU2CMyY5+ngq8C9iGXj9JQ902koQxphxntRmckx/vstb+vwSGNO4ZY+4GzgLygUbgG8BDwH1AGdFj5a212rSWAO/w/JyF85azBaqBT+yvEZSRY4w5DXgB2AhEonf/O05drV4/CXaY5+cq9PpJOGPMApwNgW6cRc77rLXfNMbkoddPUlDyLCIiIiIyTCrbEBEREREZJiXPIiIiIiLDpORZRERERGSYlDyLiIiIiAyTkmcRERERkWFS8iwiIiIiMkxKnkVEREREhknJs4iIiIjIMP1/L4b+SoUxij0AAAAASUVORK5CYII=\n", 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" ] @@ -691,7 +691,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -701,55 +701,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 25, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initialised the Region Analysis for experiment: one_month_forecast\n", - "Models: ['ealstm', 'ealstm_ERA5_128', 'ealstm_omf_static_embedding', 'linear_network', 'linear_network_10stopping', 'linear_regression', 'previous_month', 'rnn', 'rnn_10stopping']\n", - "Regions: ['district_l2_kenya.nc']\n", - "Region Type: administrative_boundaries\n", - "* Analyzing for district_l2_kenya *\n", - "\n", - "** Analyzing for ealstm-district_l2_kenya **\n", - "** Written ealstm csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm/ealstm_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for ealstm_ERA5_128-district_l2_kenya **\n", - "** Written ealstm_ERA5_128 csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm_ERA5_128/ealstm_ERA5_128_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for ealstm_omf_static_embedding-district_l2_kenya **\n", - "** Written ealstm_omf_static_embedding csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/ealstm_omf_static_embedding/ealstm_omf_static_embedding_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for linear_network-district_l2_kenya **\n", - "** Written linear_network csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network/linear_network_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for linear_network_10stopping-district_l2_kenya **\n", - "** Written linear_network_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_network_10stopping/linear_network_10stopping_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for linear_regression-district_l2_kenya **\n", - "** Written linear_regression csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/linear_regression/linear_regression_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for previous_month-district_l2_kenya **\n", - "** Written previous_month csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/previous_month/previous_month_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for rnn-district_l2_kenya **\n", - "** Written rnn csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn/rnn_district_l2_kenya.csv **\n", - "\n", - "** Analyzing for rnn_10stopping-district_l2_kenya **\n", - "** Written rnn_10stopping csv to /Volumes/Lees_Extend/data/ecmwf_sowc/data/analysis/region_analysis/rnn_10stopping/rnn_10stopping_district_l2_kenya.csv **\n", - "* Assigned all region dfs to `self.df` *\n", - "\n", - "* Assigned Global Error Metrics to `self.global_mean_metrics` *\n", - "* Written csv to data/analysis/region_analysis/global_error_metrics_one_month_forecast_admin.csv *\n", - "\n", - "* Assigned Regional Error Metrics to `self.regional_mean_metrics` *\n", - "* Written csv to data/analysis/region_analysis/regional_error_metrics_one_month_forecast_admin.csv *\n" - ] - } - ], + "outputs": [], "source": [ "import pickle\n", "warnings.filterwarnings('ignore')\n", @@ -766,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -793,7 +747,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -917,7 +871,7 @@ "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 45, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -932,7 +886,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -943,7 +897,7 @@ " 'previous_month', 'rnn', 'rnn_10stopping'], dtype=object)" ] }, - "execution_count": 46, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -961,7 +915,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -989,7 +943,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1017,7 +971,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1053,7 +1007,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1068,7 +1022,7 @@ "Name: true_mean_value, dtype: float64" ] }, - "execution_count": 50, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1081,7 +1035,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1223,7 +1177,7 @@ "4 19.663117 " ] }, - "execution_count": 72, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1243,7 +1197,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1278,22 +1232,22 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 102, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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2vq3+6w0MDBZGSmQ6Qsbio9Sm5NXKhmPnoLd118jlxIjAFyMTx56PMSE76XCXBdxrtzIrfZhaFXA9ZaKfJAsZWv3iK/Cz2+H4w5CaVRtA7HwbvP42QMLM8dbmYGBgoMjGEbLAHc/OEIxrV7U+7bNpRODrGG0VOmLtxWouf995HRbO4cWfbtHQSs+r6ZdpC0XgE4dg4+vgYz+tfrxYgKe/auTPDQzaJa26qs9l7Pzxvx/iX255HaIyAl+jGBH4YmhdmHlP9Wa6HoeFWelt3VI2PVfA64iwlErA+y6Z/5zJDFa3UcFiYNAumoAnTB5+cmSS7+4fBasTnB1rOgI3BHwx9EJ+X7UjmdVsIip8OFoV8HkplDoiHB1T9an9e2o/b/eu6VVyA4N1QSoMwIWbB7l6ayf//QcvczaYBO+GNV0Lbgj4YmgRuKNzvqVk3BzAkY+2ZvquC/hiKZQJzUe7VgQOmoAbKRQDg7bQInCru5P/8euXYRKCP/zuAaRvoKQBaxFDwBehEB4jKL10BwLznktbA5gpqAi5WXTRdXWB2VZ/EXPykLrtu7j283bPeb8hhIHBcpNLqitpm6eTjQEnn7h+O88Nh0g7+owUynomOzvKhOyk32+f91zGpol6soXNjfW0h90LtgVEeOKwqjpx+Go/v1wR+OHvwdP/tPTjGhisQVJRVU3m9CmTuk2dymE0Ye+BxDQUcqs2t4VoSMCFEAEhxL1CiFeEEEeFEG8QQnQKIR4SQhzXbjuWe7KrgYyOMS476fc75z2Xs2v/5WQLzTy66Nq96l+9HPjk4frpEwDbAq9th0f/H3j2jqUf18BgDZKJqQjcowl4l9a0F7Z0AxJiE6s1tQVpNAL/EvCAlHI3sBc4CnwOeERKuQN4RLt/3mGOjzMhOxnwz9+FRLeUpZVa8EwMTBbVSm/31o7AswkInqy/gAnLs4gZGobgcSO3bvCaIZcIEZNOAl4VqHVrAj4jlGndWl3IXFTAhRA+4M3A1wGklFkpZRj4VeBu7bC7gXcv1yRXjVwaezbEuOyiv4aAZ13awubUkebHzsSU+AqhUii1cuBTRwG5cAS+HDnw4w+V52hgsJZ5/Atw9EdtD1NMhYjiokPrtu5yq5TphNSusteorWwjEfhWYBq4UwjxohDifwoh3ECflHIcQLvtrfViIcRtQojnhRDPr7ttvbQC/pC5G699fs+TydPNy2xVHZLNkomCXctr2z21xXJCW8DsX0jAlyEHfkL7/+TTazb3Z2AAwFP/AC99p+1hZCpCVJYF3O+0YjYJxgqagK/XCBzVrXkF8E9SysuBBE2kS6SUd0gp90kp9/X09LQ4zVVC+9bNuvtr7urudVh4JH8ZcvTZ5hcyM7GygNdbxJw8rI4JXFBziHyhSDBng2Ju6Uytcmk4/XPDJdFg7VPIQWqWaLB9cTVlIkRxE3BZ1X2ToNNtYzTjVFVi6zgCHwVGpZTPaPfvRQn6pBBiAEC7bcNXdY2i/dGEb34NOIDHbuGnhcsQsggnf1rzmLroKRRQEXithciJw6p8sOLLQ0rJDw6e49PffpHX/dXDfOmJifJ4S8HZpyCXhB03Lu24BgZLTUIVDyRDk20PZc5GSQgPDqu59FiX28ZMIqccQ9drBC6lnABGhBC7tIfeChwBfgDcqj12K3DfssxwNdEK+K0dtQXc67DyktxK0dkFx3/S3NiZKNi9xDN5ZK0IvFisWYHyvRfG+PS3X+SpkzNcv6uHuHSWx1sKjj8MZjvsfqc2riHgBmuTXEQFL+58C30Yc7DlYmTMnqrHuj12ZWzl3bBma8EbrUL5FPAtIcRLwGXA3wC3AzcIIY4DN2j3zyuKkTEi0k1nR2fN5z0OC0VMxIfeohb+ioXGB8/EyJjd7PurhxiOmVUEXrnzR3hYPTYn/33Pc2fZ2uPm2f/2y3zxNy4jbXJp4y3RQuaJh2DzteDpLc3TwGAtEplRAZZXxtpeq3EUYmRt1b0WXR4bwURWuRKuUUOrhgRcSnlAy2NfKqV8t5QyJKUMSinfKqXcod220M2ytsnOjmo14PMrUEDlwAGCG65TNq9jLzQ+eCZGVDpI54pMZ62AVGWDOqUW+nIJ4anpOM8Nh/j1fUOYTAIhBEWbpzRe24TOwMwx2P7Lqr4cDKMsgzVLPFhucW/Zlx+gWMAlkxTmCrjbTjCeLUfga3BrNaMTcwEKkbG6NeBAqTJlvOsaEKbm0iiZGFEt/RGX2viVYjl5WI3Ze2Hpoe/uH8VsErzn8nJKR9iXUGj16pPtN5Tz84ZRlsEaJRMuN9fEZ9vIg2s+KNj9VQ93eWzEM3ly7j7Ip1qzzFhmDAFfAHN8fMEI3KNF4GE8MPh6OP5gYwPns5BPE86rcaNFveKjUsBfhs5tYFMpknyhyPf2j3Ldzh56feX5lAR8KSLwEw9DYBN076gQcCOFYrA2KUTLoh2ZaSPFoQu4s9rvSG/midm0dOIazIMbAl6PfBZ7ekaLwOe30QP0epWQjswmYccNMH6wsZZbLVoO5lWzQLig+axURrvhM9C5tXT38eMzTMUyvG/fUNVQFqd22bcUQnvuRbjgjarqxRBwgzWOSExRkKpCKxFqvdU9rxlZWdzVbiB6M8+suVs9sAbz4IaA1yM+gUAybeqiQ6sNnUun28Zgh5OXRiPlPSlPNNDUo33jT2Y1vwVdwCvTIJEx8JdTJf/7+RG63DZ+aXd1v5TFrV32tSu0UqqyLG+fur+UuXUDg2XAmprhtFR++ulI61XMiYjKn9vmCrgWgU+jN/O0X6641BgCXg+9icc1ULOJR2fvUIADI2FV7ufugeEnFx9bE8WJtPpimM1re23qKZRsUi2K+gcBCMYzPHx0kl+7fCM2S/WfzOFcohx4JqYaglya94PJpDUYGQK+GoyGkvzs2DrrXF5hnNkg47ZNFKSgEGtdwJOagNu91dVm3R4VWJ0raEHSGqwFNwS8HloNuNR3zKnD3kE/Y+EUM4msMp2aPLz42JoojqVUDn1Gi8RLIqwbyPuUgH//wDlyBTkvfQLgddlULXi7Qquv4usCDsZmEavIz+//Nme/9anVnsaaxleYJe/qJYwXmWjBEVQjHVMFdG5/V9Xjndom5tNpEzj8a9KR0BDwemgRuLVjcMHD9g6qhY+XRrUofPqVxWtSNVEcSWgCnrNVPU5kRN1qEfi9+0e5dNDPrn7vvKF8DisxnORTkUX/SwtiCPiaYnPwMT7Ag6Sz+dWeytokn8Er4xRdvURMAcyp1quYM3HNSnaOgLtsZhxWk9bMM2BE4OsJGRkjLh34O7oWPO6SjX5MAg6MRJSAF7IQPLHw4JoohrTc91RGM8rSI/CIFoH7N3J4LMLR8Sjve13tLxKf00pCOsinlioC7y4/Zgj4qmHNRbGIItHIeddesSRktC5M4eklaQngyLZeB15IhihIgT9QnUIRQlTUgvdD3MiBrxuyodEFK1B03HYLO3q9KgLXuyYnFkmjaNUmMelkY8DJdMYCiHIOPDqm7ns3cO/+UWxmE7+yt3Y7v89hIY6TwpJF4BUnsSHgq4Ytp37v8ZCRB69FaEoFObbAABl7B6422ullKkwUNx1ayqSSbr0b0ztgpFDWE/nIOFMyUHMnnrnsHfJzcCSM7NoBJuvieXBNFOM42d7rIZEtKj+UUgQ+Ap4+Mpj5/oExbri4D3+dShi/00pcOpDtttLrOUQjhbImcBTU3zMRPv884paCWFClOJ0d/RSc3fgKbQQwmQgxXDgrjKx0ujx2gomMZmg10doG5suIIeB1kKkQYTx1uzAr2TsUIJTMMRLJQ8/uhgS8KMyksLOjV5XrSZu7IgeuSgh/enSKcDJXN30CKoUSx7U0i5hmW7n+G5ZvuzaDRXEW1e89HW2jRfw8Jj2r8tG+nkFwdRMQcVKpdEtjmTNREiZvzWqzLrdNS6EMqCqtNnLty4Eh4HUwZSJEpLsxAdcWMg/qaZTJlxd+QSZG1uzGJARbe5SAF6yVAj4K/kG+u3+UPp+dN+2o76Puc1hJ4MDUrtAmgyr6rjyJl2O7NoOGcBWVL04uYQh4LbJRlc7o6hvE4lWfj5np1hYZrbko6TlOhDpdHpUDlx6tP2KNLWQaAl4LKbFlI0SFhy7P/N3o57Kr34vNYuLgSFj5d8fGYaEPXiZKUrjo8dpLTUJ5i7vsSBgdI+no52fHpnnPFYOYTfXr0H1OCzHpxJxvV8Bnq9MnUE6hrEETn/Mdj1QCXowbAl4LGZ8iJp10+LzYA0pcIy1u7GDPx8ha5ld4gcqBZwtFknYtiFpjeXBDwGuRS2GROYp2/4LiqWM1m7hkg09F4Lp/9+Sh+i/IxIjjpN/nKPmp5MxutYiZCkEuyYGoh0JR8t4F0idQjsAt+UR7QpucqV7ABCXgsqg2eDBYMQrZFA6hSlFlKrTKs1mbmJPThEwdCCHwdCgBjwdbE1dnMU7e5q/5nN6NOWtam5sbGwJeC911bI65zUJcOhjg8FiUfM/F6oGF0iiZKNGig36/A69DReAZs0tF4JFRAJ4Ludjd72VbT+1LOx2H1UxKuDHLgtrDslWSweoSQjD8UFaJZKycZzWlDQGvhSM9Q8yiWtz9XarZLhNprczPI+MU7b6az+l+KFNS78ZcW6WEhoDXIqUJuKNxAb9sKEAqV+B4wgGevoVLCTMxQgUH/T5HyVM8LbSFSK0L83Q2wMbA4hUwAAXrEviW6DnwSkoCbixkriTJitpvS2btWZiuBTz5WdI2FXD4ujcAkIs1X3JZzKZwkEM4F47Ap1MCnJ1GBL4u0C5bi00I+N4hbSFT90VZoBKlmI4SLtjp9ztLnuJJ4ayKwI9nAjXrUmuOZ3OrH1oV8EJefWnVFXBjIXMl0TsDAWzZNuv7z1P8xRA5pxJwk6uTAiZkvHkBj2k+KCZnR83ndT8UVUq49mrBDQGvhZZCEU2kUDZ3ufDaLbx8LqoWMhdoqS+mY8Ski36/vZRCSeJUkW5kFGmyciLppKtBAW871ZEKAXIBATdSKCtJJqEEPCHtOPKGgM8lnUrgI6mudAFMJmLCiznd/IJvNKT6H6ye2p/1Dpf6DJa6MY0IfO2jLxyZ5i7qLYAQggu6XZydTSpTqwVa6kUmRgwn/T4nDqsJs0moXXkKGQidRvo2ksnTcATe9q48ehem+zUg4PksBE+u6cqanBaBT5r7cReNq5+5BCfUVarFV7ZWTlg6sGWar9EuWcl6an/WbRYTfqe1wg/FiMDXPPm4OhEs7sYFHGBTp4uRULJciVIrD17IYy6kiEsn/X4HQgi8DgsxfVu16VfJutWiTKerMQE3tbupgybgBUcnhWKFsJ0vAp6OwOP/A77xq3D7JviHK2D4idWeVV0KSXUFGLJtwFs01h/mom9m7OjYUHosY+vAnWt+wTcVVZ91l7e+51GXx6bcRr19yg+lmc3LlxlDwGuQjc9SlAJ7ncuqegx1uBidTVHs3K66GmvlwbV8sl5GCGpz5EhRqzcPniDl1AS8wQjc6tAFvL0I/A/vH+Wa2x/hSw8fZyqaBn1lfr13Y770v+GRv4T4FOx5r3ps+pXVndMCFDVfm5RnCB9xMrn2dlw/30ho9d6errLVc97Rha8YIVdortU9E69tJVuJ6sbUInBZKNtOrAEMAa9BLhEiigufs8EctMZQp4tsochUsgg9u+oIuIpmC1YvTpvyXvDYrYQLWgRezBOxqdxeoykUm7Yrj2x1sTGpTsj90ybyBckXHz7GNbf/lL9/XNtCar0vYsbGQZjhd56Ed31Z+dVoi8VrknSEnDSDfxCzkETDRjNPJZmIEvBAT7lHQrq76RQxZuKZpsbKa+sN3gVcR6scCWFN5cENAa9BMTlLWHpKJX6NMtSpNiA+O5uEwAUlT/EqNAG3usp1p16HhVC+LNYhi+r6ajQCt2sCnku2uOClReCTeTe/e/12Hv3MdVy80c9/vDSjxG6dp1AK0Qmyjm6mEzm105B/45oWcJGJEsWF06fOg3jIMLSqpKDVYvu7yykUi7eHDhFnKtzc1WJBKxn2+LvrHtPlsTGrOxJCta3s/rvh2E+aes+lxBDwWqTCRHCXKkQaZZMm4COzSdXVmKwROWliaHeX0zM+h4VgrtyyPynUydSogEaE3DkAACAASURBVLvcPopSkE22GoHPUrB6yGKl3+9gS7ebSzf6iabz54Uj4eT4CMcSTq7864e59vafcjwdIDd7ZrWnVRdTNkIcFw6fOg+S4bVzyb4WMCWmieFGWMs+RXZtQTM802SjTTpMBivCWr/nostjZzaZpeCe44eSS8MDn4MnvtDcey4hDQm4EGJYCHFICHFACPG89linEOIhIcRx7bZ2IeU6RKSVkVWzEfiGgAMhtAjc1a0EfG61gyaGLm9ZwD12CzO58pfFOdmF2STwNfj+PpeVOM7WI/DEDFmbmk9fRV4+ms4jzwMBNydnmJF+/vim3Vy0wcfBuI/c7MiSjH3mpceJLXGKw5KNkRAeHFpeNh0zBLwSW3qGiLm6wMDdqdIb8SZ3pzeloySEe8Fjuj02pISQSd/cWHuPM08om4mJw6tmM9tMBH69lPIyKeU+7f7ngEeklDuAR7T75wXmbKSlCNxuMTPgc6hKFFcXFPPz8sf5pFo0qdy+yeuwMp0pv9fZQicdLtuCmylX4nNYieOg0OquPMkgSYsS8H7NfdHntFIoSqTNu+47MR2ZGUKmDv7zW7bxjx+8gnG6caSnFt/6bhFksUDv997Dqe/81yWaqcKWi5Eyu3H5VQolFzNy4JW4skGS1moB92oLmulwcwJuyUVJmmobWeno7fTBlFQbl+sR+PGH1G02BuHhpt53qWgnhfKrwN3az3cD725/OmsDazbcUgQOMNjp0lIomkDPSaPEZ9UJ5qnI33kcFqZ0Abd5GU/bGm/iQfMEl06K6VZTKEEiJpVH7/Wqk9XnqHBJXM+LmFLizoeIa74ZVrOJjGsAE8W2F6OS0RBOkWXzzGNLGoHZCzHSZi/eDiXgxcTa8qBebbyFEFlndc7a4tG+7KLNdWPa81GyloX9hvR2+pl4Bjz95Qj8+E/Ap+2UNf5SU++7VDQq4BL4iRBivxDiNu2xPinlOIB221vrhUKI24QQzwshnp+eXgfbQ0mJPRcjghuPrXkB39TpYmQ2VSHg1R++VGiCrDTT1VX2+FZlhFo+zz/IbCJLh7vx6N/vtJLA2fquPMlZwnjp9tiwmk2lOQHkLO71nUJJh7HIHClb+YrH3LFJ/RBuL42SiqrUhj8fhHMvtjVWJY5CgozFg1tbWJNrbBOB1SSVLdAlwxRcczzy3ep+s+309nycnK22kZWOnlaciqXL3ZjBkzB7Cq7+uKpwmljAfXQZaVTAr5VSXgHcBPyuEOLNjb6BlPIOKeU+KeW+np76GxOsGbJxTBRIm32YGrCSnctQh4uJaJqMllOeWzOaj00RxE+fr7xo4nVYyWFBmm3g38hsItvwAiaoRdCYdCKyraZQZpjKu0snKqioHiBjXucCHlcVHBlHOWJz924BoBA629bQqcrdcl75UVtjVeIqxslbvAizlRguRNowtNKZCs7iFSnM3r7qJ5wdFDFhSjWebioUJT4ZpWhfuN9DvyqdiFRsrXbsQfXkhe9SJcNrWcCllOe02yngP4DXA5NCiAEA7fb8qHXS2ugz1oW/leuxqUsJ80ReWxiZk0IxJWeYlV4CFXtc6oZWeWcPdG0nlMw1JeBezRPcnGshAs8mIZfkXN5TaixSY6o5pUxLsF3baqIJeKHCKrd7oxLw6ORwW0NntMXFqHTBK/e3NVaJQg4nafJaVBgTPqwZw1JWJzaieivM3duqnzCZSJh92HONX62E40kGCJLz1N4wXMdtt+C1W5iMplUpYWIaXv0/0L0LOjZD/6VrV8CFEG4hhFf/GbgROAz8ALhVO+xW4L7lmuSKotWF1jN4X4yhDlVKeCatieEcAbekggSlD7+zQsA1sTxx079RePPnCCWzDbfRg/JrSAmX2tShWbTL89G0k76K7eP0HHhSuNZ3J2ZCCbh0lzN8mwd6CEovyanTbQ2tWy7cV7gGZl6FmdreN02hrWPo/tRJs9dwJKygOLYfAPvmq+Y9l7J24G1id/ro5Bksoojs2Lzosb0+ezmFIosw/DjsuEE92b8HYudWpUOzkQi8D3hCCHEQeBa4X0r5AHA7cIMQ4jhwg3Z//aNdrhbsrQm4Xgt+JmpS7fRzBNyeDTKLH5etvAO2Xu0StA0SwY2UjXdh6uQsbmytCLg2v9GMsyoC10sYk7hUqVQh3/zYawCpNX0IT3/psW3dHsZkN4U2c+AFbXHx3oKWUXx1CaJwPV3iUOdfyuI3HAkrcEy+yLT00zWwdd5zGVsnvmKEYrExo7Lk1CkALJ2bFz22z+dgMpopN/MA7LhR3fbvUbcTK7+QuaiASylPSSn3av8ullL+tfZ4UEr5VinlDu32/Fhp0VIosgkv8Ep6vHbsFhNnQ9pC5hwBd+VURURliaBHS6HE0jnV8UXjTTw6eYsHezHZvMueFjXMSm+1gGtXCCWTrVbz66tMPjZJTppx+MplZ36XlRlzL/ZEjU7ZJihq58pReQHxjovhlf/T1ngAWc3ISmjnX87mx11cn7/75aAzfIhDcjs+1/xF/pyjgw5iJLKNBRv5oBJwZ9+2RY7UBTxdbqe3eWHTG9TPJQFf+TSK0Yk5l5TuBd5aX5IQgqHKSpTKKpRsAlsxTdJaPbaeQoll8oSSrQl40eZRpXHN7l+pzW8WX1UKxW4xYTULorqAr9M8eC4ySRAfAVf15tRp5wC+7ER7trKpMAlpJ4uVs73XwcgzpZx7y0Nq7nhmbYeYvL0DryHginSE7vQZTtl31eyRkPYAPpEkkmqsvl+EzpKXJnx9mxc9ttdnZyqaKe9Ov+06sGifUVcn+IdWpZTQEPC5aJewJlfrjaWbOjVf8Lnt9Fq0m7bPaULQBTydV6Y5lI3kG0Xa9G3VmsxXa/ObG4ELIfA5Kky21qmAF2OTTEt/1aIxQNE/hFOmS1dcrWBOhwmjfu+HvG8EJBx7oJ3pktW8wM2a1YJ0duAXCXKGI2GpVHPcc1HNp4XTj48E0VRjEbg1dpZxuujwLtyJCdDndZAtFAmbOmHn22Hfb1Uf0L/HiMDXAjIZIifN2F2tVaEADHU4GZlNIl1dJac/oCTgeUd1E0JlCkWPwPXmgUYRrXp3J2coYiKKu0rAQX2xlAV8nS5kxqeYkf5SSkjH0a1qwSMTrS9kWrJhonjwOSwcyQ9BYFO5vKxFdAG3eVQAIbRAIjK7DnoolpvR5wGIdF5a82mzK4BD5IglGjtX3clRxkUf5gbKhfUS28lEDn7zHth2ffUB/XsgeFxVda0ghoDPoZAMqTZ6Z3Nt9JUMdbqIZfLKX6QqAlcfwuLcLjKzCZfNTDydL+XAm43ATU59V55mBTxIyuLDarHgc1Y3LvmcVoK6S+I6jcDNKeWDEphjDRzQFsGmRluvHLFmIyRMHpUfjWVhYC/MHGtrvnktB+5wK+E2a5uKJCKGgDP2AqflAN5AbedAq/Y709NQi+HPnCNoHVj8QKDPp1Jwk9E6drX9e1R1ytTRhsZbKgwBn0M+MUtEuhs2kqqFbisbxqdy6noFhybgeOY3NHnsFmKagLtsZhxW87xjFsKiVS3IZtvpk0GiJn9pd6BKfA4rM1ldwNtop588Ag/+ycpvYyYltvQM0wTmpVAGNu0EIDpxquXh7fkoSbOPfr+DiWgaOrdCaLitHVuKqTBFKXB61d/T5tEdCV/jAi4lxdHnebG4rarhrBK7dtWSijWQFssm8RdCRBwbFj+Wigg8mq59QL92VTBxsKHxlgpDwOdQbNFKthK9lHC66AVkKa8uNQG31BBwr8NCPJMn1GQXpo7VpSLwdLOWsslZQtJb80PhdViYzi5BBP7sv8AvvtL2Al/TpEKYZV5F4HMEvH9gkIy0tuVK6CxESZt95QqFji1qL9RaPvANItMRYjhxO9Tv3aG106ejr3FHwug5TIlJDha3laLhuTi86molm2hAwMPKTjjpHmro7Xu0bsypegIe2AR2/4rnwQ0Bn0sq1LKRlY4egY/nqrsxc9FJ4tKB2zPf/czrsBJN55hNtibg+vZv6ViTbdeJGWaKnnn5b1AR+IRuslVPwCcOqY2CF+Lko9p7rXAUqb1fSPhxzrmiMZtNTJt7MEVb3NhBStyFGBmrjz6fnalYhkJAdXgSaqNBKB0hKt2l7ly37kgYPz+qdFtmTOW/Dxa30eetHYE7tQg8n2jgMxBSAl7wNSbgDquZgMtaP4UihEqjrHAliiHgcxDp9iNwj91Cp9vG2TndmLno1LwuTB2vo5xCaTb/DeDQduXJNHLyViCTQcZzrpKN7Nw5TS0k4MlZuOM6+Onn67/B7OlStFO1oLsSaDunJG3dNcvO4o5+POkWHQlzKWzkyNn89PscFIqSkH45Ptu6gJu03Xg8WgDh6VAdpIXEa9xSdmw/RWHhiLyA3jopFJNLBTHF1OKfgfzssPohsLnhKfR5tVRZBV96+Djf/IU21sBetY1imzbFzWAI+BzMmWjbETioSpRTCe1E06pPZHyaWXzzKiKgnEKZTWSbspLVcXlV9JFLNpHqkBKSQaaLtVMoPqeVeFaqEsVa7fTTryrP8+fvVDu/1+LUY6Uf89EVTqFoKZucs/aiV94zSFdhiky+hZy1Vn5YsAdKv7vxYrfagm629by6JRclirt0xeDxdVKUorrc8ewz67YztmXGXmDGs4ss1ropFL17te65WEFm+iRJacfZ0b/osTp9fkdVCqVYlHzt8VP85Y+OcHwyBhuvgHx6RRcyDQGvpFjEmosSpvn9MOcy4HdyOqmdaFoELpIzzNSLwO1WVUaYyDbdRg/gcXvJSxO5VBNt16kQQhYIzakBL81J+x1Im6f2IqZecZGNwQvfqP0epx4jbVKppGZ3S2kbvepnrvWohqVziD4R5uxUC7Xg+rqGI1C6epmI56DjgrZSKNZsjJTJVbpiMFksRIUbkdZSKMNPwv+6EQ58q/FBTz8Ot2+CyFjL81pVigU49yJnHLtx2cylstt5aAIuGhDwQnCYEdlDt7fOl0EN+rz2qhTKaChFPJMnV5D8yX8cpjhwuXri3AsNj9kuhoBXkokgkCoH2UYKBaDba+N0olrAzTWMrHQ8DguhRI5EttBSDtznUo6ExXQTEXhQldANyz76/fNPZN3QqlDPEzx4HMx22HQNPP1P8y8diwU4/TOetb+BghSkIysdgU+Sw4KlTlOWR7OVHTvTfMQs9Q5bV0d1hULHlrZSKLZCnNScHWLiwoslo4nS8/9L3Z58pPFBD35bRaXDT7Q8r1Vl5hhk47xi3kmfb361VAmrizxmzNnFF/JNkbOclb10eZoQcJ+D6XiGgua18vI59Tf54FWbeHZ4lntPWcERAM1wayUwBLwSLXcWwV3/W75BejwOxpMCaXWrXLGU2DKzBPHhr+Hj4HVYyBbUri6t5MB9Dith6UE04YfM5MsAvCqH6lahAOSsntoCPnMcurbDG38fomPw8n9UPz/xEqRCPJS9hBDeVUihTBPCj89d+0PaPag8MELjJ5seOqNtc2Z2ddLtsWM2CSXgnVtUKWGLJZOOQpzMnB1iEmYf9mwYEkE4+gO1gcCpnzVWrljIw6s/Vj+PPtvSnFadcwcAeCG/uVQNUhMhSJk8WHKLCLiU2GNnGZU9TQVLfT47haIkmFBR+JHxKGaT4E/feRFXbu7gbx54hWz/ZTC2dJt7LIYh4JVoeca0xd9Qd9ZCdHvViVF0au306TAmmSco/bUj8IovjFYicK/DwjhdOJJNpCmmjpA1uxiT3fTWWNnXc/XZeps6zByD7h2w/QbljfzUl6uFS8t//zixi6D0IVfabjMxxbT0zWvi0XF0XQBAJtj8DvUlAXerDah7PHYmIloteCY6z8SsIYoFnMUEOUt1BJ62+HDko3Dw31SZ4rW/p1I44w3UHI88rSyDLU4YWacCPnkYLA5eSnbXrQHXSVs82Bdz5UzOYi0kGZG9dNf5cq+Fvng6paVRjpyLsq3HjdNm5q9/bQ/xdJ6fx4dg6siKdWQaAl5JWvcCb72NXqdbuzTL2DrUh1l3/RN+3Lb5TTq+ipRNKwJuMZuYEj24000I+OQRJuxb6HQ7sFnmnwp6BJ42uee30uczqhSreweYTHDNJ1VJ4emflY85+Sipjt3M4GdW+jCnVlbAZWySyeL8GvAS/kEARKT5UsJcXAm01aNqj/t8dlWh0KGVEraSRtHWGeZ60edsATzFCOy/C4auVtt4QdUCcV1euV+lufZ9RF1xZVuwHF5tJg4hey/kXCxP3yI566zFh6OwSBpR24B4jN553ccLMbeZ58h4lIsGlFbs7PPynis2ct90P8jCilnLGgJeiZZCKbboBV6JfqmXsmrt9NqCWtrWWTOHV7lo2tnEfpiVhKy9eLNTjV1aSwlTRzht2lQ3qtG/VGruyjN7Wp2o3aqjkT2/Dp4++P4nVA4wl4KzTzMSeD0AQXzYmtlZ5uwzcPh7jR9fg6Lmg1LrigcAi52wpQd3svlmnnxCeea43OoD3OdzqMiss41acG3xrWirjsDz9gADclqtWbzuw+Dphd6LFxRwKSXZXAGO/kj5dmy9Tv29lnDvzhVBSpg4RK77IlK5wqIReMHqxSUT5AsLbDIdGgYg5txYP59eg8p2+tlElvFImos2lIO9iwZ8PJ3ZrO6MrcxCpiHglWgReNHRuhOhTo8WgcdMPlX/rAl4zt5V83hPlYA3fllXSdY1gJlieddsndlT8Nz/rH4sPgmpWY4WhmrWgEM5hZLEMb8KJXhc3XZtV7dWB3zwXpWf/V83wQOfg0KGA7bLsJlNZOwduJrY7oof/1f48WcbP34uxSKm5AwzLBCBAwnXID35CVLZ5koJi8kQ4QrPnFI7feACQLQWgWsCLh3VAYTUrI2lIwAXv1s9uPU6OPu0+qKswdefOM3H/vZOiJyF3e+EwSvVEwulUX7xj/DEF5uf93ISG4fULBHfLkDZui5E0e7DR4J4ZoEyS62JJ+1prIlHp9tjRwgVgR8dV5+HiwbKf6utPR6m6SDj6l+xShRDwCvRcuDC2dpmDpXoKZSI8KlFTE3A867aAq5XvQhB/YhxEaSWEmBuSuC5r8P9f1gtKtoC5ouZDXWjGj0vH0eLwCvz23oJYfcOAEZmk3zxsINnb/webLpaXe6bLPwsvYMt3W5y9i5cxfjiXZugFkfHD6rfWb5O59tipMOIYo7phSJwoBDYzAViUtn/NoFIhYhIT+mLt8/nIJLKkcYKvo2t1YLrPjZzBFw4VZomfdGvg1XbDHvb9VDIwNlf1BzqyHiUy1NPIoUJdt6krI27tpcc/eZRLCrxfvFfm5/3cjKh9sCccKrzbLEIXDr8+ERyYUvZ8BnCwo/b29yVttVsosuttlY7ck4T8IoIfGuPKped8l60YpUo60LAJ6PpUsnOspIKk8WKw+VZ/NhFcGr1qsGi1gSji6qznoArIQg4rS0voNq71aJcfu5u67pwV15ya80GzyX7a9aAA5hNAq/dQhivuvyujOxnToB3gGfGsvzWXc/x5v/vUb70yHFu/9k0fOjf4S2fhTf+AS/PFNje66Go/78bWdw7dG/551Z9RbQmHuWDUn9NwdazhX4RYmSquUVHk+YFrn/J6cKiFjK3tJRCKZY2E6kOIKx9O8lIK19LvqWcGtj0BtU0VCeNMhlNc6NpP6ede8rmaYNXqkqUWhUyUy+r/UMjoytvOrYQk8pb5Ix1M7C4gAuHHx+LbOoQGuac6G2pYa7Pp2rBXz4XYcDvqFqv2uB34rCaOG7Zqb7A2/Cab5R1IeBffuQ4/+nrK7CCng4Tpf0uTJ0er52pgvZlMH2MCF68rtonoO590coCZmmMns0AxKfmVFXo0eCpR8uPTR2h4OphFh8DgfofCq/DwmG71qBw4qHyEzPHyHVs55avP8vB0TCfvH47H7xqEwdGwkQyEq7/b6Tf9DnOzibZ1uspi8hi7fRSwuF7Qd+gItpi84m2mfEMC0fgvgGVww+NHW9qeHM2TFi68dq1FEpVLfjmllIougmT1VUt4Je/5df40use4AsHBLd9cz+JTB7sHhh6fV0BF+EzXGQ6w7+n9pLTRX/wSnVVo+WAqzih1ZXn09W7SK02E4chsInRlLqi7V1kEdPsCuASGWKJBRZrQ2c4XehpqgZcp8/nYCKSrlrA1DGZBFu6PezPaesgK7DesC4EvMNlI5TMNrxZacukQoRk+12YOt0eG2NZZWzF9CvMUruJB8oplHYEvL+3h6h0kZoZLj9YLJajwcra4cmXiXjVZenW7vo7kvicVl4tDoFvEF7VdpuREmaOE3JdQLZQ5G/feyl/eOMufu3yjRQlPHVSifRwMEFRwvZeD1avEvB8bJFa8PED5cU6aDsCn5IBAgsIuKtP5fDTU83VgluzUdUvoJ0reiPUhF4LnphqehMMfTMHq7tawE1mE3/0K/v4/Lsv4bFXp/j1f/kF4WRW5cHHX1L14XO4JP4UAD9IX84zpzRB1vPgo8/Nf/OTPy3/HGlvs+clZeIQ9O1hMprGY7fgXqQ/w7qYpWyxgIyMMlzobnrTFFAR+GgoycnpRFX6RGdrj5tHYxvVnRVIo6wPAXfbKEq15dhyUkyGCUtXVUlfO/R47YxmlIDL0Gmmit66Au6wmjCbREtNPDobO5yMyS6K4YqoNTYO+TQj3svKtcPFAky/yjm72tRg8wIC7nVYiGUKsOvtKoLPpVUUl4kwZlY5963dKlreOxTAa7fw8+NKwE9MKQHb3uPB7leeE/HZRcocD90LJiup192m7rdQ4qfeqJxCqeU9U6JUNTLc1PD2fISEyVtKd/VWRuCd2o7pTaZR8loEbnfXzs3ecvUF3HHLPl4+F+X7L47B1usBWV26CSSzeXYUThCz9TJj3cD/OawZdvVeBFb3fAHPJlUuffOb1P1Wf+dLTTYJsyeh/xKmoplFFzAB7NqmDul4HQGfPY0o5hiW/S2lUHq9DqLpPIWinBeBA2zrdvNK2ESxc9uKNPSsDwHXqghmkw0sgLVBcQmsZCvp9tgZTqoPtpDFuj4ooPag7HTbFs3xLcSA38m47MISrxBwLX3yd8Fr1P1Tjyqxyqc4zhBeu2XBE9mn2dyy8+1qw+ThJ0oLmK/mB7CaBYMdamHNajbxhm1d/PzYNFJKTkzFEUJFJe4OtRlsaiE/lGIRDv87bH8rf/ZomJhwtx6BJ6YoCAvSsUhTlquLtHDijDcRdRZyOAoJUubyB9hrt+CymZVXRou14PlUhJh04nbWPwfeemEvvV47B0bCsOFylWo681TVMZPRDNvEOCnfVn5pdy8PHp5Q7d9mizJcmluJcuYp1SB0xX9S91tNWy0ho6EkP3nsUbXLTd8lTEbTdW1kKyl5gtcTcC2nfqR4AV0tVHtVfj5rReDbej0UJcS7Ll2RSpT1IeCawISWWcBJhYgsgZGVTo/Hztm0s3S/Xhemztdv3ccnf2l7y+9ns5gIW/vwVDbzaAK+X+4iEditvLn1CpT0BjZ3uxeshdVtbtn8JrC61Ka9MypffCDZw6ZOFxZz+TR6084exsIpTs8kODEVZ7DDqbyUu3rISxOZ6AKe4Gefgtg5ipe8l0dfmWKs0EmxjQg8Zu7Av9gVjRBEnYN0ZsfKueLF0Mr9MtZypCyEoN/nKKdQoOkIvJiKVFnJ1p6u4LKhgBJwswV6dsP0K1XHTEZSbBXjFDq38449AwQTWZ49XZFGmTxc3Sl48hGwOGD3zarpZw2kUP79hTF++jMtrdN/CZOxdH0XwgocuitnPVvlicMUhZkTcmPLKRRQFVpDHa55z+tXo2POXerqd5k3MWlYwIUQZiHEi0KIH2n3O4UQDwkhjmu37RdP10FPK4QSyyvgIh1REbh9aVIo3V57addyoK6Rlc6lg4G2InCAlGsAdyFS/oDOniSLhXOyi1O+18PIM5o5vuCpWM+C6RNQOfBoOqfqvLderwn4MbA4eSHsYmtPdcXOW3aoXPfjx2c4MRVnu/Z8l8dJCC/FhXLgh+4Fq4tjgTcRTGQZl53kQ60K+CQhU0fdNvpKsr5NDDHFuXDtmup5aNUFuTkdkwMBhxrD4QdnZ9MRuEhHiErXoj48l20KMBxMqs9Dz+55+3CGp8fwiSSW3p1ct6sHh9XEj/U0ytDrlQXwWEU54cmfwgXXgM0F/o1rIoUSS+e4UJwhIR28muliMppp6LMhtBLMup7gky8T82whg61U6tsM+hwuHPBiqnFlt0UrJTxVUFechM/OO2YpaSYC/z2g0uj2c8AjUsodwCPa/WWhUxfw5DIapWcTmHNxZqR/SSPwAmbyWmdncIFFzKWi6NU2FdAug7NTJzhb7KWIiefMe9Wl8ov/iuzYwqlwkS1d86OISvQIXEoJO9+morOjP0J2b2d4Nl2qfdXZ1OXigi4Xj706xamZBNt7lYB3e+3MSB+iXhmhlKrte+fbeOKM+vIZl10QazGFEptkmo4Fm3h0zF1b2SSmGJ5pcNFR9wKfI+CDARcjs9qXQOfWpmvBRTpMjAYEfEgtch4YDUPPTtWUVVE5kp1Sgu7esBuXzcL1u3r58eEJVQSw6Q3g7IAffFqVhUbGVAS/7ZfUi/2Da8J2Np4pcIllhONiM7f96wtk88W6GzlUUfIEryfgh5lyqqvc1iJwNYeLN9Rep/DYLfT57BxJac83ubbSLA0JuBBiEHgnUNnO96vA3drPdwPvXtqplQloreXLGoFrNc6TsmPBS9hm0L2Gs1Z1cbLogtoSYOncBEBBqwXPzZxkWPZhNQseTmwFsw2SQRKBnRTlwguYoHLghaIkmS0oAQeInCXp3Uq2UKxZwfKmHd387Ng02XyxJOBum5mw8GFJ1ykjnDqqKje2vZWnTgaVOZfsxJYOttbME59kapGUlY67fzt2kWP63HBjY6dqd+wOdTqZiWdI5woqjdKkgDtT40zIzkUDiEsHAwgBB0fCKgKHqihcBFVFjWtAdS++7eJ+pmMZjoxHwRlQHbPx+mk/tQAAIABJREFUKfjGu8t2BdveymwiS9q1YU1E4Ml0lt2coWfH6zgTVF/ojaRQSp7gtfzrUyGIjDBi24rDasJla/5z3u2x8eFrNvN/XTFY95htPR72R7T8+BqJwP8e+COgMknYJ6UcB9Bue2u9UAhxmxDieSHE89PTre2J6LVbsJjE8ubAte23pggsaRUKQNKiReCLpFCWAlf3ZgCiU8PKNjM6zBnZz5t29HB4KoccugqAKaeyUm0khQJaBZC3Xy2cAVN29UUxN4UC8KYdPegVn7qACyFIWDpwZOssLmn1zLnNb+aZU0FuvnSASaHtpNPsQmaxAMkZxvON/b69/SoiS06caGz8Oh27g1pOdDSUVN2okZGSFeqi5LO4U+MMy75FS+U8dgs7e70qD96jRJrpV0vPO6OnyGIFv2oVv3RQnX969yCD++AD31ZfMA/9GXj6ofdCPnrXc/zgtID4xIpuC1YLR2IUNyk27rqS296sqno2BJyLvAqweShiqu0JPnkEgBNic0sLmKDO47/4lYvZM1i/i3Nrj5sjwSLS2bn6Ai6EuBmYklK2VNQopbxDSrlPSrmvp6f2zigNzIGAVgu+bGgR+JQMLFkKRa/uiJorUigNXNK3Q+fABRSlIDl1BuKTWAppxk0DvHlHN9F0nsSgKhU7bVJdm1u6FhZw/XcRTWsf6J1vB2AYlaqpFYG/YVtXqfJje0/ZmClt68SVr3Npe+ox6NzGwaiXRLbAm3b0kHMPqOearYpITIMscjbnayiFIrRFx3ywwZy1LuDuzqqHhzqVwIzMpuCS96qFwRe/2diYkRFMFBkTA1jNi8dVe4f8HBwJI/1Dyiq2QsADyWEmLBvBpFwvL+hSW7QdGa8Qta1vgffdqbxrdtzA4XNRDoyEeTHqUZUfsRb3Cl0iepJaY1X/Hv7obbv419+6isuHGrC4EIKkyYO1poCrtvyXC0N0t5A+aZSt3R6i6Tx539DqCzhwLfArQohh4DvALwkh/hWYFEIMAGi3y7rc2um2MrucKRQ9ApeBtjdz0HFYzXgdFsKoy6lZfHhauGxrhg1dPqYIkAuNlC7h8x1b2NmnhPRo19tgy1t4Wl6I32lddPs2/Wokqrcm73kf9F/Kc8Vd+ByWmo1HPoeVy4cCdHvsVV9YOXsXbpmYnxIp5ODMk7D1Op48EUQIeMPWLiwB7TK12Qhc/1sW/Q0tYuIfoogJe6wxX3B9N565HZNDlRG4MwAX/gq89N26hlNVaH+rGduGhuZw2VAHoWSOM7Np5UdTUYnSmx1h1rmpdN9sEuzq9/LKxBxR2/1O+MTT8La/4VvPKKEZLWqWB6ucRulND2s/XIjFbOKNO2pvTF2LjMWDrVBjPWPiELi6OJn2tNSF2Sj6ulDUsWH1BVxK+cdSykEp5Wbg/cBPpZQfAn4A3Kodditw37LNErQIvMZl3fhBVT/cLrFxCsJCxhaoKotrlx6vnXHZrTy1HYGaK9dLycaAqgU3RUdLouDo3c4OTcAPJfxw6w94OWxbNH0C5Qi81ETVtQ1+53EORNxs7fHU/VD93++6iL99757qB911/FDG9iu/mK1v4cmTM1w04KPDbcPZo7nFNSsmsfKXcUNXPBYbUVsfvtRYQ92+ucQsUenC7awWgW6PHZvFxEhIE+wrboFMBI7+cPE5aH+rkK1+brWS0kKmngfXcuAyn2WgOEnSs6Xq+AsHvBwdj6nF6Ep6dhIXLn5wYIzrd/VwTuoCvroLme58iJTJDbbFz9G5ZC1eHLUEfPJl6LuEYCLXVsfzYmzT0opTpj4l4EuhT3VoR6luB24QQhwHbtDuLxudLtv8RczpY/Avb4ZjP27/DWKTRC1dbe+FOZduj53vWH+Vv9v8z4vXJC8BDquZGXMPzuQ4qcnj5KSZro3b6PbY6HBZOa51Rw7PJBatQIFyDryUQtE4NZ2YV4FSyaWDAX5pd1/VYybND6Uwt5Tw1GOAILnxGl48G+La7Sr33d/dRVi6yTVbSqhF4NMs3EZfScozxCCTTMUWXzAtJELKB2XOuWIyqaamEd3Z8II3Kl+Uehs+VzJ7mrRwkHV2NzTfnX0enFZzOQ8eGYFMjNjESayiQK5jW9XxFw74iKRyjEfS88a678AYiWyBT711B+aA1ga+yrXg7nyYpKU1V9C8zYdbJsjmK4SzWICpo8i+iwnGsy1VoDTKhoATu8XEmUKXcoxMLF9yoikBl1I+JqW8Wfs5KKV8q5Ryh3a7rA44HW7r/Ahcb5SoyP+1THyCsKlzyQW8x2tnLGHiRKF/2RcwdRKOAXy5KZLjxxiRPWwf6EAIwY5eL8cnY6RzBc5F0k1F4NEKG4NEJs9ENL2gh0otbD61zh2b205/6mew4TKem4RcQXLNNhUFDnW4GJedpGebvAzVBbzBKhQAOrYwJKY4E1x8x5picrbKibCSoQ4XIyFNwE0muPxDMPz44hUps6eYMA/gafD8s5hN7Bn0Vy9kzhwjOqoqfS29O6uOv1Br+z46Xp1GkVLyb8+cZXe/l8uHAuzetIEInlVPofiKEVLW1lpLijYvPpLVQUfwJORTjDu2ky0U6zpwLgVmk2BLt5tX09r8lzGNsi46MUE184ST2epLQH1xK9z8nobziE0SFB1LtoCp0+OxMx3PEEnlVkzAc54B7DKDY/IFzsi+Uv57R5+HY5OxUlnWlgYEeF4OHDg9o0SuVgXKQjgDyg8lUSngmbiyON16HU+dmMFqFrx+i1ocHOp0MS67kJHmc+A5q48MtgWtZCtx9G6lW0QZm1q8UkqmQoQrvMArGexwMhqqyHlf9kEQpkV9tmXoNMdzPaWqnUa4fCjA/9/emUc3Xp73/vNqs3bJsrzvnoWZYWBmgAGGnUAChcBQbtuQlJTb5eQmNwvpTe89hC63SU/btDcltOl26EpTkrQEUiBNWihNQmhYhwwDzDAMs3q3ZVteJFvre/94f5I9tmxLtmTzG7+fc+bYkn/WvD/J+ur5Pe/zfJ/DfRMkQ8qUjOF3SAyqYMbduO2sY7c1GHsg8wT8UM84b/VN8POXteW7PHuzNcyMVDZ3uxTZrCQoJ0hUrbA30BnAL2Jn/c3mNjD/7IiLgMvOT+9pLsNKF6er1sNrk0alihZwJeDprGRy7qSN3ObWWDkEvJ8hqisSgU/OpBmaSFS8BjyHJahyx56ZAXotjTQZE3e21vuYmEnz8kmVg+5YpgIFVErGYbWcZSQ2K+ClReCekBLwmfHB2TvPvKA6Azuv5UfHIuxpq87X57aF3AzIEPap0gU87lBRfDFVKAC+JhWxTvS9s8yRygt8HE/eAngurSE30XiKyVz052+CzTcqAT/w98rKYP4bOpuB0VMcz9RzQXPxQwZ2tQZJZrIcngkrb/DhtxGRY0Skn3Dt2ekrn9NOa8jFkf6zR+N9/aUzuOxW9huCtqctSK+sIVnqVU8ZiSXThMQE6arQ8gcXwOIKGhH4HK0YfJOssPHoaTefft/moj/YV0pX2MuBcePDuILNPOYRcE+BdvqcgK82Ak/NwEyUgWz5Sghz5MqV+san1ywCz01bB5j2tuc3GrcY0d3Th5WAFpNCAfC7bGddjp4YjiFEcR8Ac6kO1ZKS1rMtZU/8AKxVnHDv5HD/BB/YMSs81W47I5YwrtSYeo2KZXKQSbsS8GKfc1uN2vSb7DfK17pfgYNfLzhd3JqIGqZnCx87V4mS78gENUU+MQVP3QtfuwMevACOzfFWn+hFZJOclnXsLEHAZzsyJ41KlKNUjZ/gpGwo6Ny3vcHPkTmVKFOJNE8d6uO2XY35K60dTX6GCGOfWr8ywthMmhATZBYZfrIcVncQr5hhIjb7GmQH3uC0aKaxJsAv7Oso00oXp6vWw1S2irSrRkfgMOtIeFYePJ9C6S5ukO9iGDnT3rQff7lTKEYzj5QrH5VWKoGG2QoEUdOV/z5XifLC8RFqPI6i1+Nz2s+KwE9EpozpI9aS1lXrczKKD2JzujFP/ADaLueJN8cQAm7bNVtGJ4QgmasFL6WlfmqQcUuIKpul+DUaDoKpvsOc+Nqn4G/eD//yCSW2z39ldqizlNhTEyoHXuBvJVcL3jM2R/g7roLPd8Nn34B7nlJ127kBCpD3TOm1NObTXcXQGHDSGHDy8qlRNVw6cpRA/BS9lmaqbAvPe1ujn1ORWH7+53ff6CeezPChvbOzIatsVtL+ZlyZiYWDrNeI+OQYDpFBuovb0J2PzSjvjE/MbstNd7/OwVQL9928DYet8rKXSy/GKlxKaB4BXyoCz6ZWbjsKeQE/k/SXPc0x1zBnrQS8vqGZhFT/l7fpvDlrUZUo6awsOvoG8DttC3LgpaZPQEXyowSw5KbyRI7B4JvIrut54mAv+7pqFhgWiYCRqyz29ZUSpgYZEcGi0ycAuIJIZ5D/Zf8WXce/xuSFvwi/8AQ0Xgj/8dvwlZ3wowdgahCLzKgceIEUSq4bs3tsXu23xQrBNui8Blr3wunnZ39mbHDaazcX1cSTQwjB1VvCPH8sQjZ8HoyexJseI+JsL3j8jkYfWQlHB5Uwf+vVHrrCHi5qOzvX7K3LjeZbn0qUxIS6QhOelUXgVYalbMJwJIxFh/HMDDIVOI+bdzaUZ5HLkNtfitgbtIDDXEMrQ8ClVLWqtdvV7dWkUYyus95MgMYy707X+tZewJtDbnplDWlpoaFtS/7+XCUKlJb+8Lvs+ZyulJITw7F8rWspCCGYtASwJ4x2+ucfBJuLt+pv59RInP27FzaxVNWohhRZbFVEcgpScXrS/uJar+eur+US0r4Wfpnf4qP9P0Oq/Rr46LfhV/5Tufg9+wX400sB1DSeAgJe7bbjcVhnSwkL0X6lGhVmeKrIkRMkpY2m1s7Ff2cRrtlay8RMmlOWVkBt8E95Cz/O3EqUU5EYL58a5b9d3LKglr++RVkL9Jwq0lqgzKQMAc+VnZaKa54n+Es//gEAl+27puhmoNUScNkJex10Z2tVSWaFasFNI+A5S9l8N2ZiAlIxaN+nbq9mIzPf+FFNY4lv+uWY67lQLo+V5XA7bAxbaumVYTY3nr0RtKVeCW9nePka8Bw+py2/ITQ8mWAqkS6qgqUQcXsId2pUpb0OfRMuvofHjyZwWC3cvLNxwfGBehUNxoaLjAYN/+WT0558NFw0d30D268e4s47P8LB7igPPGNsaLZcDD//KPzS09C0C4ABa1PBQRFCCFpD7rNTKPNpvxKQytoXiA++yxlZx86W0jftrtwURgj4r/HZaDVV3VXw2NZqNx6HlSP9Ezz2Wg8WQUFTpq7N6qqtv7u0OaHlIjOlKoFsvpUJeG4kXTquPiBH3n6OLIIte64ry/qKpTPs4VgypBxAp5aZRLVCTCPgPqcNq0UQzeXAc5fULZcCYnUR+NQAWWFlBB9NgfIKuMNmyV/Kr1UEDvBt/938P+6hed4HUi7HWloKRUXgkzMp/uhpJWqllLvNJVlVjTcdhR9/FYDM5Z/iqUN9XL+ttuDz01irmnmmI0W+voanzTtxT35SUNHYHGCxcuuFjdy1t5W//OFxVWedo+0yuOcpfmfbE7zjvGDRh1lQSrjggEtU1cjp/wIgbThGXtBceuNKtcfBhS1BnupxI4WFtLRgqyks4BaLYFujn7f6JnjsQA9Xb6mlIbDwirOxpZMMFqYGT5W8njwjx+HAw8sfVwBp7JFU+euXObIwwqmex2w8ytDkDA3RnzDi3oRwV2xkQUE6wx4OTRmvaYXSKKYRcItFEHTZZ8eqGRuYJ7N1SH/TKiPwAaYdISSWgn/QqyWXB19LAXdvuYbk5psXXDLu21RDg9+Zr2AoBp/TxmgsyQe+8hz/fKCbX76qk31dK8tPZlxh3EzDaw/DhXfxQsTF8GSC/bsL1+W2hVQzTzpaZArF2M/ozwQKTkwplvtv3U6dr4r7Hju0YFLPQMa/pF9OS7Wb7tH4wrb1HHYXNF+sRplJiWvqDD2iIX91VCrXbgnzak+MlL+DbllLbXDxjdDtjT4OnB6jb3yGn72kcNu+sNoZt9aQKfY5L8QzvwVPfQamVuBAalgtVAVXFoHjVKkiORPl317vYY84hr3zypU91iroqvXO+oJvdAEHFW1E8wKuIvC7/7mbqKNxlTnwASZsYRxWy4oGnS5HrpRwLQX8t27bwUO/cMmC+7fW+3jx/htKSi8E3Q5SGYnPaePxT1zBb35wx4o9XYRHVRbIdAKu+ixPHOzFW2XjfdsKuhHTUq2aeazF1oLP6cIsOQKfg99p54v7d/L2wCQPPXd2F+VkIr1kx2RryE0smVl6AEn7FdD3Exg7iSM7TcLfUdIG5lyu3qrse38UvJ1vZN635OSabQ1K3PxOGzduXzzCTXia8CcGGF/JEJXJAThq2Fv0lT7Y1zI9SlxW4fUunDlZFIYnuCUxwVuvPY9XzBDcds3KHmsVdIY99EjjQ6gcvSoFMJeAu+c4Ek70IREMUc2ApX51T9DUIBGqaQg4K2I2VWsMY11LAS8nd+1t5cEP7eY7n76aPW2ruwy1GHnN5NYP8u1uF//6Rj83nd+waLmfy2ElaqvFPT1Y8OcLmBokK2xE8dIaWnkEDmoQws3nN/DHzx7LNy+BGve1VLlp7oNj2Tx4Nk329X8CwFm3afFjl2F3axBflY37+6/mocxtSw4+yG1k7t/dvGSJpa26lUYxwus9i9j/LsXBR0BmALGiwb72mRHG8OEqsUw1j8NHFsHM5CjewVfUfe1XrOyxVkFX2EMCBzNVNeXpFi+AyQTcMScH3kvMHiKFjTPZWlVJspLJLQCTAwxkAxVJn4Bqp7cIyt4ktFbUeKu4Y09zeepnGy7k3WwTH+++gV/9p9fpqvXw6WUGOc+4G/BmovlhwksyNUTMXoPEQlNw9a/nF/afT5XNwucfP5RPiUzNpJdMoRRs5plP22UgLGReUy32tW3bV7xGu9XCvk1qbiSwpM/HhS0BPnZNFx+/bukPDH/jJppFhKPHS5vrSTYLBx4m3rSPqLcLeksXcEdijCj+lVeMWCzMWDyIxAR7LUdJ+dtUR+wa01bjxiJg1FG5WnDTCfjcCHxYqDzs24kQIFVlQ6mkkxCPcCYVyLecl5uPXNbGl+68sOJWsmagpnkTNya/zDuynQc/tJsnP3nVshuqfWEjf/nDP1z+P5gcYMxaTb2/qmAzS6nU+53c91PbePHEKE8dUuWmU4mlBbwlN9hhqQi8ygeNu7BP9pCWFjo2bVv82CK4Zqu6srEIlvS6tlst3H/L9gWb2wuWd/HdWIVk0+GvlraQkz+E6Gm+MnYFz0Sbyfa+pkp+S8CZGmPCUnxHaiFmbD78IsbltnfWJf8NqimqpdpNP7VawCGXA0+pSGiin+6Mupx/fSq3UXCq9Ac1rB5PznjLXkKYY3Odl5+b0+22kbmorZpHP76PZz93LXfsaS7qQ000X8Q3MtcjX/wL5em8FFNDDGVXt4E5n7v2trGj0c8ffO9tZlIZpmbSS3rm+J12Ai770rXgYJQTQh9htjStzPcjx7WGgNf6qgqWN5ZM7VZeDO3nmsnvIIfeXv74HK89zLTNzz+MXcDrchOW+HDJzobu1BiT1tUJeMrmY7c4TlCOq0HO60Rn2MPxVEg9B6vpFl8Ecwm4204ykyWWzCAnejmRCFDttnNk2vjjX0ke3KgB788GaKxQBK6ZRQjB3o5QSW342xr8/EHqLtIOP/zr55aO6KYG6Ev7V7WBOR+rRfAbH9xOb3Sav3ruBFPJ9LKDr1tDqpRwJpXhB0eH+JNnj/GXPzzOwz8+xaOvdvPskUFOeFRN+YijecUbmLP/n5uOGndZbVL7d99LXFYx/b3fLO4XYhGyR77D1xNXsa21jkNZo5yxxDy4NzNO3La6vZZslZ9NFsPPZR3y3zm6aj0cjgdVt3gFxtSZKimba6ePRqN4Z6IMyBA3bq/nsQMJshY7lpVsFEzlZmFW01jmGnBNebh6a5iY1c/TTZ/g1pO/B69/A3Z/ZOGBmTQyFuFUxld6E88yXLEpzAd21POn338XKSnoRDiX1mo33z86xJ4vPsN0qnDkFSTLQSekAh1lWeMf/syuxUsXV8D2zV38+b/v576T34STzykbgCXI/OQRrNkU33PcxJ///EVc/6VhMsKGtfcA7Nhf3H+ajFMlZ5h2rE7A62rrYQxwh6Fm6T2WStIV9vB0OgwOVBolUNzEpWIxl4Ab3ZhTEZVPGpAhbj2/gUcP9BB3NeJdUQSuPhUHZbWOwN+j+J12Lu+q4YHhvdzacik8/Ztw3k+Ba96bPDaMQDKUDXBBqPwfxvffsp3vH1Upt+Ui8OvOq+WdwUmu3Bzm+m11XN6p9mviyTTxZIaRWJKRqQQvH/19Nu+5tizry/mol4vz6n182HILH3f8gOC/3w8fe04NqViE/gP/yni2nV/5mZtoDrrwe7302TfTWspGpuGTk1ylgFtz80rbLoc1ap8vRGfYy4lsI5GO2wivYDzccpgqhRLyqLzjTERtVkYsNVy9JYzVIojYVlgLPjmIRDCCXwv4e5j376jneGSanst+Xb3J33l64UFzBlOXOwIH1b16j2FFutzg6w/tbePZz13HF/fv5Prz6nA5rLgcVmq8VbSG3OxuDXLD9nouveN/Emo/v+xrLQc2q4Xzmmv5e+dH1UDgd/9jyePlRB8Trpa8JUJ7jZsjYnNpc2uNLsyUc2WNYnmqjBrydUyfgEqh9FLLv2//XWjcVfbHN5WA50zYM1HVhWmvbsFpt9Ja7aKH2pXlwKcGiNmrsdrsFR10qlkdNxhNJ98daQKHF3peWXiQ4YMyLINl3cScy2du3MJ/v6KDfZtWKTAmYXdrkL8a3YV0heD1ry95bDATQfpm/Wzaa9y8nGxXvkUjRRpjGV2YGdcqryaMZp713MAEVdLptFs4Obz8qL6VYCoBzzkSSqONvrqhA8iZxtTA9GjpHsaTg4xZQjQGnGvmVKYpneagix2Nfp55OwLNF6kxbPMx9jMiBCtW0+932vnt288/yyb4XGZ3azWxtIWRztvg7e/C9FjB48bGRvExjS0wW2/dHvLwXEy5SRa9kWlE4NK9yg/Irutg++3QcOHqHmeVWCyCjhrPWY1gZX38ijxqhfC77CqdNdHHqPTS0aBe5I6whzdiRs6r1Ch8st/YwNTpk/c6N+6o58DpMeL1Fys71vnTcowUitVXvyam/RuB3W3qffWS/yY1Yf2tbxc8rrdb2Q14w7ObdB1hN+/KZrI2d9ENPTknQuFeoQ9KjvZ98KGvgXX9t/k21Xo5oQVclXMFXXay4z0MyBq2GuY/XWEPx1PGJ3apefCpQfoygbK7EGrKzwd21JOV8JPsZtWqPd9nY3KQKeGlrqZ0Vz9NYZoCTmp9VTwbbYLabXDwGwWPi/Sp9111Y0f+vraQmywWxoM7io7AU5PDJKUVu3t1deDvJTrDHs6MxheYopUDUwk4qEoU98wQ/TKUHxHWGfbSLQ0zpFIi8EwaGRvmdNJXsUtuTfk4v8lPg9/J40PGZfr8PPjUIMMEy1oDvtHJTao/2DMOuz6sUleRhfnsyYhq1gk3zk4Dyg0N6XFvU5ugmQLGWE/dC6/9Q/5mZirCKP4lzcLMRmfYQyYrl2/sWgHmE3CPgwYxyhA1tBtmRR1hN6P4SFucs3MyiyE2jJBZBrLBinVhasqHEIIbd9TxvRNJstVdCwQ8OzlAf8ZfkQqUjczu1iAnIjGiW+4EYVF1+PNIjSkBtwdnbYGDbjs+p40jYgukZ2Do8Nm/lE7Aa1+DV/8uf1c2FmFU+vEsU+VjJnLjB09UYCNzWQEXQjiFEC8LIV4XQrwlhPiCcX9ICPGMEOKY8XVN3NJrnZKwmCDpacBmdK81BVw4bFbiNv+imywFieWqFso/Sk1TGW7YVk88mSESvFAJeK5xJRZB9B3kaLaVVh2Bl5Vrt9YiBDzw4gR0XQ+H/mlhWeDUADPCpTxeDIRQG3ivJg0bifk2CJFjKhXWfxBmJtTvxCKMSB+eqtX72LxX2N7o57ufuZqrtqxsSPNSFBOBJ4D3SSl3AbuBm4UQlwP3Ac9KKbcAzxq3K067Q73Q1jmf9Gqn18043hIFXG2YRGSAxjI412kqT27owWn3+WrTMmcS9NrDiGySf8zcqCPwMrOzOcAvXdnJP7xwmrcbPqhmPM4ZypzNSlzTQ0xVLdx4bKtx88p4AGzOhQI+dER9lVk48wIA1ukRlUI5hyJwp93KjiZ/SfYRxbKsgEvFlHHTbvyTwH4gNzPpYeCOsq+uAC1WJdDe2raz7u8MexjJeEoUcFWyNIpfb2KahAa/E6tFcMRquPf1vAKZNLzytwzWXMZx2UxrBbowNzr/+6bz2Fzn5ZOvGHtN3bNlnH3j04QZJe1eOPG9o8ZNdzRJtnY7DL559g+HDoPFBlYHnPoRALbEKKPSd06lUCpJUTlwIYRVCHEQGAKekVK+BNRLKfsBjK8FR6oIIT4mhHhVCPHq8PAKxivNo0Eoga5pPHvydmfYy0DKhYyPFv9ghoBPWoP5uZWa9zY2q4UGv5PXk01gdysBf+d7MNHDCzV3YrWIsho6aRROu5UHfm4Xp6YsjNvCaualwclIjAbGsAYWem6313hIZyXx4FYYnJcDHzoCNVugZS+ceh7SSeypSUal75yKwCtJUQIupcxIKXcDLcClQoidxf4HUsqHpJSXSCkvqa1dZW0n0GBVKZSO9vkC7mY06yFbkoAPk8aGL1Cjm3hMRHPQRXc0BU0XqUjw5b8CfwvPiYtpDDjzeyOa8nJhS5BPXr+ZtxJ1TPTMivHJ4SnqxBjumoVGTblCg0HXZrXnZHTLAjB0mGO0csq3R7Xbj50C1BWxjsCLo6S/dCllFPgBcDMwKIRoBDC+Di3xq2VjRzCFFFZaG8++XOsMexnHi5iJFm8gH4swbgnoChST0Vztojc6raa79x9UQwT2/hKno6mKtdD6T6rXAAAPYUlEQVRrFJ+6fjN91masY7NzQgcG+qgSadzhhQKeG9ZxwmKUF+by4IkpiJ7myf4Aj412qDz4kScBGJH+c2oTs5IUU4VSK4QIGt+7gBuBt4EngXuMw+4BnqjUIudinR5FuEMLXNE6wx7GpBdLNgXJqUV+ex6xYSLSr2vATUZz0MXAxAyZ5r3qjW91wEX3cCoSo71GC3glcdgsOBvPw5OdYGZcxWwTQ8pcTszxQclR56vCabfwRsoQ95yADx8F4Gi2hefineo1PPwv6vEs/rJMU9oIFBOBNwLfF0IcAl5B5cC/A3wJeL8Q4hjwfuN25YlHlMfvPMJeB3Gr4UBW5EamjEUYzPj0BqbJaK52kclKBv0XqDvOv5NxEWAklszX3GoqR/tW5ap36PVXAUgYNeAUEHAhBO0hD4cnqsDbMCvgRk34UdnK8bEMsuUS1ewDTNvXpCL5nGDZRJOU8hCwp8D9I8ANlVjUksRHoYDRjRCCTFUQUigBD7Yt/N15ZKaGiMh2HYGbjNw8x+6kl6YPfxOaL+F4RF11dYW967m0DcG2nRfBD+H4kYPsuuImrFMDqjbNv1DAQZUSnh6JQf35+UoUOXSYBA66ZR3ZRJqZpitwnf4xAAlHeX3Nz2XMt9sTHwH3Ii9wzuC/yAjcEo8wIv3U+jaGs9y5QrPRqNMbnVaDHby1+S43HYFXHnuog7SwEe9/m2ODU9RhvN+8C8sIQZUSnh6JI+vOh+G3IZNmpvdN3sk2c9VWZRPcG7wYgCwWslXay6ZYzCfgsUjBCByYFfZiKlGSMSzpaUakPz/pR2MOchF479h0/r6TkSlsFkFrSOfAK47VRsLXRkuml3988TT1YkwNYLAVfh+11XhIpLOMB7ZCJgkj7yKHjvCObOXuy9SV8lH7NrA6mLT4cJ9DPiiVxlwCns0qz29P4ZZUu8cQ8GIicKMGfAS/rgE3GU67lbDXoSJwgxPDMdpC7lUPB9YUh6thG5usAzz2Wg91YgzLIukTgAublbPgvw0b79tTP8KdGGbI2cWVm9V9p8az0HIpoyKkSwhLwFx/7TNRVXWwSARe5Tf+QEoRcOkn6NICbjaag64FAq7TJ2uHJbyZDjFIJpOhxRot2MSTY1drkJvOr+f3Xs4gLTayhx4FwN2yE0+VjbDXQc9YHG7/E/7Aea9u4ikBcwm4MW5pMQEP+LzEZRXp2Mjyj2X4oIxIPwEdgZuO5mpXPoWSyUpOjsToqtUbmGtGeAs2maJZDNNgGQNf4fx3jt+4dQcJaaXf1oql5yUAOnbsBaA15ObMaBxqNnEo3aYj8BI4pwS82uMgiofUVBE5cEPAY/ZqXXNqQnIRuJSSvug0yXSWrrCOwNeMmi0A7KkaIJCNgm/xCByUSP+Pazfx8rRKtUxINxft3AGowQ9nDK/syURaR+AlcE4JeMjtYFx6SU8VEYHHVQolu9rp15p1oTnoIpHOMhJLcnzYKCHUEfjaUbMZgN/ZHcWCXDYCB/jEtZvoc3QB0OvowO9Sm56t1W76ojOkMlliibTuwiyBc0vAPQ7GpLc4Q6tYhIRwUuXxl3GBmrWi2WiZ7x2b1iWE64EnDM4AgcEX1W3/0hE4gMth5ZLLrgEgXbMtf39byK3SYJEYWYlOoZSAuQTc2HhcSsCjOT+UZR9rmKgIUK3z36YkX0oYneZEZAq/00aNR5eDrhlCqCi8/5C6XUQEDrB337VkhY3Ne67J35cr/TzSr4zqdAqleMz1TMVHlIWoo3Ctb7XHQVR6sCWOF/z5WcSGGSWgSwhNSr6Zx4jAu2q92lFyranZAr0H1PfL5MBzCF8D4tOv4ArMdkq31eQEfBIAj8NcsrSemCsCX6SNPkfQZSeKD0dqfHlHwliEYekj4NJRmxkJuOz4qmwqAtclhOuDkQfHYl/yfbmAUBdYZ0W6we/EbhX5CFynUIrHZAIeWbyNHmX2n7D7scr0so6EMhZhMO3TEbiJaa528c7gJAMTM7oCZT0IGwLua1jgDloKVougOejSKZQVYDIBHynoRDiXtMPwUViqmUdKw0rWp3PgJqY56OLV0+p11hUo64BRSlhs/nspWkNuhiYTALoKpQRMKOBLX6plnUUI+Mw4IpsiIv0EdQrFtDRXu0im1XR0nUJZB0KqJLCQjWypzPWw0RF48ZhLwGPLCzgu4+dLlRIa5YgjMqC7ME1MrhJFCOio0QK+5jjcsOkGaL9y1Q/VNkfAdQ68eMzzTKUTkJxcVsBt3iIsZXNt9GgfFDOTq0RpDrpw2vVl97rw0cfL8jBawFeGeSLwXETtWVrAq3wqRy6LEXDpp1rXDpuWXASu89/m5ywBd+gP42IxkYAv3cSTw+VXP09ORhY/aI6A6wjcvOQicF2BYn5yw6iddgs2bQlcNOa5VlmmjT6H3+dTjoQTIyw6Z8dwKxzFj18LuGmp9Vbx4UvbuG1XcU0kmvcuAbcdv9OGw6bFuxRMKOBLlxGGDEfCqtgSm5ixYaatPmz2Kp07NTFCCH7/zgvWexmaMtFW42ZyJr3eyzAV5vm4y+XAl4nAQx4HUelDLuUJHhtm0hrUNeAazXuIi9uq2VKn9zNKwTwReM7IKje4eBFCHge90kPdMpuY4yJAQM/C1GjeM/z27edrP5sSMVEEPqLE27r0Z0614UhoTSzhSBgfYVSXEGo07ym0eJfOsgIuhGgVQnxfCHFECPGWEOJe4/6QEOIZIcQx4+vSofFqKaILE8BXZWMCH/bU+OIHxYYZyuphxhqNxtwUE4Gngc9JKbcDlwOfFELsAO4DnpVSbgGeNW5XjnikKAEXQjBj9+NazJEwm4H4CANpL0GdQtFoNCZmWQGXUvZLKV8zvp8EjgDNwH7gYeOwh4E7KrVIYFkr2bmkHUGsZAo7Ek6PgczSl/bqCFyj0ZiaknLgQogOYA/wElAvpewHJfJA3SK/8zEhxKtCiFeHh4dXvtIiUygAmaolDK2MzdDhjE/nwDUajakpWsCFEF7gMeCzUsqJYn9PSvmQlPISKeUltbW1K1mjYf9aXAoFmPUML2RoNdcHRUfgGo3GxBQl4EIIO0q8H5FS5txrBoUQjcbPG4GhyiwRSExCNlW0gFs9hoAXisCjpwGIyIDOgWs0GlNTTBWKAP4GOCKlfGDOj54E7jG+vwd4ovzLM8h1YXqW7sLMYfcqAc/G5wl4agae+zJx/yZOyEadQtFoNKammAj8SuCjwPuEEAeNf7cAXwLeL4Q4BrzfuF0ZiuzCzOH0K6GPj8+7KHjhqzB2kkMXfJ4MVh2BazQaU7NsJ6aU8nlgsQr7G8q7nEUo0okwhzugBDwxMUK+MTfaDc/9EWy/nXd9lwJv6hy4RqMxNeboxMwbWS0+0HguQb9yJExOzfFDefrX1debfpfx6RSgJptrNBqNWTGZgBeXAw95HIzhJRMbVZH3j78Kh5+Aqz8HwTai8SQuu1U7EWo0GlNjDjOrWAQsdqjyFXV4yONgTHrZduYpePDb6s7G3XDFpwEYi6d0+kSj0Zgecwh4MqYqUIo0u6l2O/jbzJV8JNxN595boOs6qNue//1oPKU3MDUajekxRwrl1i/DZ98s+nCn3coj1v18rfMPyVz2CZ7oD/DIy2fyPx+fTuoSQo1GY3rMEYHDsjay8wl5HLxwYoSbHnyOd4eUJ8q+rhq6ar1E4yk2a+N4jUZjcswRga+AGm8VR/onsAj40p0XYLMIHnlJReE6B67RaM4FzBOBl8j/vW0HQxMJPrCjHotF8Py7ER59tZtf+8B5KoWic+AajcbknLMCflHb2fMl7r68ne8c6uebr5whlZE6B67RaEzPOZtCmc9lnSG21Hl56LkTADqFotFoTM+GEXAhBB/d107/+AwAAZdOoWg0GnOzYQQc4Kf3NON2qO7Lah2BazQak7OhBNzntHPHnmYAAlrANRqNyTlnNzEX41PXb8ZbZWNzra4D12g05mbDCXhT0MX9t2xf72VoNBrNqtlQKRSNRqM5l9ACrtFoNCZFC7hGo9GYFC3gGo1GY1K0gGs0Go1J0QKu0Wg0JkULuEaj0ZgULeAajUZjUoSUcu3+MyGGgdMr/PUwECnjcsyGPn99/vr8Ny7tUsra+XeuqYCvBiHEq1LKS9Z7HeuFPn99/vr8N+75L4ZOoWg0Go1J0QKu0Wg0JsVMAv7Qei9gndHnv7HR569ZgGly4BqNRqM5GzNF4BqNRqOZgxZwjUajMSmmEHAhxM1CiKNCiHeFEPet93oqjRCiVQjxfSHEESHEW0KIe437Q0KIZ4QQx4yv1eu91kohhLAKIX4ihPiOcXvDnDuAECIohPiWEOJt4+9g30Z6DoQQv2r87b8phPiGEMK5kc6/WN7zAi6EsAJ/BvwUsAP4sBBix/ququKkgc9JKbcDlwOfNM75PuBZKeUW4Fnj9rnKvcCRObc30rkD/DHwb1LKbcAu1HOxIZ4DIUQz8BngEinlTsAK3MUGOf9SeM8LOHAp8K6U8oSUMgl8E9i/zmuqKFLKfinla8b3k6g3bzPqvB82DnsYuGN9VlhZhBAtwK3AX8+5e0OcO4AQwg9cA/wNgJQyKaWMsoGeA9S4R5cQwga4gT421vkXhRkEvBnonnO7x7hvQyCE6AD2AC8B9VLKflAiD9St38oqyoPA/wGyc+7bKOcO0AUMA39npJH+WgjhYYM8B1LKXuDLwBmgHxiXUj7NBjn/UjCDgIsC922I2kchhBd4DPislHJivdezFgghPggMSSkPrPda1hEbcBHwF1LKPUCMDZQuMHLb+4FOoAnwCCHuXt9VvTcxg4D3AK1zbregLqfOaYQQdpR4PyKlfNy4e1AI0Wj8vBEYWq/1VZArgduFEKdQ6bL3CSH+kY1x7jl6gB4p5UvG7W+hBH2jPAc3AiellMNSyhTwOHAFG+f8i8YMAv4KsEUI0SmEcKA2M55c5zVVFCGEQOU/j0gpH5jzoyeBe4zv7wGeWOu1VRop5eellC1Syg7Ua/2fUsq72QDnnkNKOQB0CyHOM+66ATjMxnkOzgCXCyHcxnvhBtQ+0EY5/6IxRSemEOIWVF7UCvytlPJ313lJFUUIcRXwI+ANZvPA96Py4P8MtKH+yH9WSjm6LotcA4QQ1wG/JqX8oBCiho117rtRm7gO4ATwi6iAa0M8B0KILwAfQlVk/QT4FcDLBjn/YjGFgGs0Go1mIWZIoWg0Go2mAFrANRqNxqRoAddoNBqTogVco9FoTIoWcI1GozEpWsA1Go3GpGgB12g0GpPy/wFaTwIZHMQM3gAAAABJRU5ErkJggg==\n", 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" ] @@ -1315,7 +1269,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1401,7 +1355,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1438,7 +1392,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1492,7 +1446,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1536,7 +1490,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1569,7 +1523,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -1586,7 +1540,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -1662,7 +1616,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1733,7 +1687,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -1751,21 +1705,18 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 44, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "array(12.35537, dtype=float32)\n", - "\n", - "array(20.161993, dtype=float32)\n", - "\n", - "array(30.18433, dtype=float32)\n", - "\n", - "array(41.598095, dtype=float32)\n" + "ename": "NameError", + "evalue": "name 'vdi_true' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# has it selected the right values? YES\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_da\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvdi_true\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_da\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvdi_true\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_da\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvdi_true\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'vdi_true' is not defined" ] } ], @@ -1782,32 +1733,9 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'How often do we predict the correct Quintiles?')" - ] - }, - "execution_count": 127, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots()\n", "(pred_qs == true_qs).mean(dim='time').where(~mask).plot(ax=ax)\n", @@ -1816,7 +1744,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1828,7 +1756,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1851,19 +1779,9 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "array(1) \n", - "array(5)\n" - ] - } - ], + "outputs": [], "source": [ "from src.analysis import VegetationDeficitIndex\n", "\n", @@ -1878,41 +1796,18 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(45, 35)" - ] - }, - "execution_count": 146, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ealstm_base_rmse.load().shape" ] }, { "cell_type": "code", - "execution_count": 147, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - "array(80.003748)" - ] - }, - "execution_count": 147, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# ds.VCI.where(ds.VCI < 80).isnull().mean()\n", "# y_test.VCI.where(y_test.VCI < 80).isnull().mean()\n", @@ -1922,41 +1817,16 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots()\n", - "(vdi_e1_pred == vdi_true).mean(dim='time').where(~mask).plot(ax=ax)\n", + "(vdi_e1_pred == vdi_true).mean(dim='time').where(~mask).plot(ax=ax, cmap='RdBu_r')\n", "ax.set_title('How often do we predict the correct Vegetation Deficit Index?');\n", "\n", "fig, ax = plt.subplots()\n", - "(vdi_e2_pred == vdi_true).mean(dim='time').where(~mask).plot(ax=ax)\n", + "(vdi_e2_pred == vdi_true).mean(dim='time').where(~mask).plot(ax=ax, cmap='RdBu_r')\n", "ax.set_title('How often do we predict the correct Vegetation Deficit Index?');" ] }, diff --git a/notebooks/draft/30_tl_feature_exploration.ipynb b/notebooks/draft/30_tl_feature_exploration.ipynb index 2586a2f3d..c6ff57538 100644 --- a/notebooks/draft/30_tl_feature_exploration.ipynb +++ b/notebooks/draft/30_tl_feature_exploration.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -132,9 +132,9 @@ "\n", "Dimensions: (lat: 45, lon: 35, time: 449)\n", "Coordinates:\n", - " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0\n", " * time (time) datetime64[ns] 1981-08-31 1981-09-30 ... 2018-12-31\n", " * lon (lon) float64 33.75 34.0 34.25 34.5 34.75 ... 41.5 41.75 42.0 42.25\n", + " * lat (lat) float64 -5.0 -4.75 -4.5 -4.25 -4.0 ... 5.0 5.25 5.5 5.75 6.0\n", "Data variables:\n", " VCI (time, lat, lon) float64 39.36 18.57 19.15 ... 21.15 60.27 22.19\n", " pev (time, lat, lon) float64 -0.006845 -0.006982 -0.006779 ... nan nan\n", @@ -145,7 +145,7 @@ " SMsurf (time, lat, lon) float64 0.2084 0.2109 0.2109 ... nan nan nan" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -155,41 +155,36 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 130, "metadata": {}, + "outputs": [], "source": [ - "# Some simple Modelling" + "import pickle\n", + "\n", + "with open(data_dir.parents[0] / 'one_month_forecast_ALL_ds.pkl', 'wb') as fp:\n", + " pickle.dump(ds, fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "- https://www.ethanrosenthal.com/2019/02/18/time-series-for-scikit-learn-people-part3/\n", - "- https://towardsdatascience.com/time-series-analysis-in-python-an-introduction-70d5a5b1d52a\n", - "- https://towardsdatascience.com/four-ways-to-quantify-synchrony-between-time-series-data-b99136c4a9c9" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "import tsfresh" + "# Build the dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Join into a pandas dataframe (sometimes useful?)" + "- https://www.ethanrosenthal.com/2019/02/18/time-series-for-scikit-learn-people-part3/\n", + "- https://towardsdatascience.com/time-series-analysis-in-python-an-introduction-70d5a5b1d52a\n", + "- https://towardsdatascience.com/four-ways-to-quantify-synchrony-between-time-series-data-b99136c4a9c9" ] }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 103, "metadata": {}, "outputs": [ { @@ -250,7 +245,7 @@ "1 (-5.0, 33.75) 1 -5.0 33.75 1981-09-30 50.802499" ] }, - "execution_count": 111, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" } @@ -273,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -359,7 +354,7 @@ "1 297.860565 1.686568e+00 8.694020 0.208080 0.201334 1 " ] }, - "execution_count": 112, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } @@ -390,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 105, "metadata": {}, "outputs": [ { @@ -413,156 +408,45 @@ "\n", " \n", " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -570,91 +454,85 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
pixelpixel_indexvariable123456789...1566156715681569157015711572157315741575
latlontimeVCIpevt2mprecipESMrootSMsurftime_indexnext_month_VCInext_month_pevnext_month_t2mnext_month_precipnext_month_Enext_month_SMrootnext_month_SMsurf
1981-08-31VCI3.936000e+0118.57000019.15000012.16000016.94999921.61999927.0800004.94000020.240000...94.29999575.57000076.41999870.75000062.50000089.88999972.45999962.82999825.76000078.570000
1981-08-31pev-6.845265e-03-0.006431-0.006406-0.006589-0.007383-0.004990-0.005292-0.005276-0.005138...-0.005806-0.004692-0.005874-0.004687-0.004686-0.005157-0.007267-0.007559-0.005315-0.007735
1981-08-31t2m2.967601e+02295.370514299.213684297.705261295.471954294.604675292.292053295.216675294.614624...298.708313296.114563297.417877295.748993297.406097301.145599302.749573303.988708300.094238302.231293
1981-08-31precip0(-5.0, 33.75)1-5.033.751981-08-3139.360001-0.006845296.7601322.911272e-080.679439135.37666343.1299671.587394135.2706760.180859130.64167821.988892...55.6904184.0905012.4149131.86083116.654654119.7424471.5002300.9744271.09812810.817854
1981-08-31E1.484322e+01NaN14.8432190.2158090.2084320NaNNaNNaNNaNNaNNaN...32.76466011.12975718.18148532.70350019.77457948.5623042.0145490.6551743.44775310.297885
1(-5.0, 33.75)1-5.033.751981-09-3050.802499-0.007329297.8605651.686568e+008.6940200.2080800.201334139.360001-0.006845296.7601322.911272e-0814.8432190.2158090.208432
\n", - "

5 rows × 1430 columns

\n", "" ], "text/plain": [ - "pixel_index variable 1 2 3 4 \\\n", - "time \n", - "1981-08-31 VCI 3.936000e+01 18.570000 19.150000 12.160000 \n", - "1981-08-31 pev -6.845265e-03 -0.006431 -0.006406 -0.006589 \n", - "1981-08-31 t2m 2.967601e+02 295.370514 299.213684 297.705261 \n", - "1981-08-31 precip 2.911272e-08 0.679439 135.376663 43.129967 \n", - "1981-08-31 E 1.484322e+01 NaN NaN NaN \n", - "\n", - "pixel_index 5 6 7 8 9 \\\n", - "time \n", - "1981-08-31 16.949999 21.619999 27.080000 4.940000 20.240000 \n", - "1981-08-31 -0.007383 -0.004990 -0.005292 -0.005276 -0.005138 \n", - "1981-08-31 295.471954 294.604675 292.292053 295.216675 294.614624 \n", - "1981-08-31 1.587394 135.270676 0.180859 130.641678 21.988892 \n", - "1981-08-31 NaN NaN NaN NaN NaN \n", - "\n", - "pixel_index ... 1566 1567 1568 1569 \\\n", - "time ... \n", - "1981-08-31 ... 94.299995 75.570000 76.419998 70.750000 \n", - "1981-08-31 ... -0.005806 -0.004692 -0.005874 -0.004687 \n", - "1981-08-31 ... 298.708313 296.114563 297.417877 295.748993 \n", - "1981-08-31 ... 55.690418 4.090501 2.414913 1.860831 \n", - "1981-08-31 ... 32.764660 11.129757 18.181485 32.703500 \n", + " pixel pixel_index lat lon time VCI pev \\\n", + "0 (-5.0, 33.75) 1 -5.0 33.75 1981-08-31 39.360001 -0.006845 \n", + "1 (-5.0, 33.75) 1 -5.0 33.75 1981-09-30 50.802499 -0.007329 \n", "\n", - "pixel_index 1570 1571 1572 1573 1574 \\\n", - "time \n", - "1981-08-31 62.500000 89.889999 72.459999 62.829998 25.760000 \n", - "1981-08-31 -0.004686 -0.005157 -0.007267 -0.007559 -0.005315 \n", - "1981-08-31 297.406097 301.145599 302.749573 303.988708 300.094238 \n", - "1981-08-31 16.654654 119.742447 1.500230 0.974427 1.098128 \n", - "1981-08-31 19.774579 48.562304 2.014549 0.655174 3.447753 \n", + " t2m precip E SMroot SMsurf time_index \\\n", + "0 296.760132 2.911272e-08 14.843219 0.215809 0.208432 0 \n", + "1 297.860565 1.686568e+00 8.694020 0.208080 0.201334 1 \n", "\n", - "pixel_index 1575 \n", - "time \n", - "1981-08-31 78.570000 \n", - "1981-08-31 -0.007735 \n", - "1981-08-31 302.231293 \n", - "1981-08-31 10.817854 \n", - "1981-08-31 10.297885 \n", + " next_month_VCI next_month_pev next_month_t2m next_month_precip \\\n", + "0 NaN NaN NaN NaN \n", + "1 39.360001 -0.006845 296.760132 2.911272e-08 \n", "\n", - "[5 rows x 1430 columns]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(3094, 1430)" + " next_month_E next_month_SMroot next_month_SMsurf \n", + "0 NaN NaN NaN \n", + "1 14.843219 0.215809 0.208432 " ] }, - "execution_count": 132, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_ts = (\n", - " df.set_index(['time', 'pixel_index'])\n", - " .drop(columns=['pixel', 'time_index', 'lat', 'lon'])\n", - " .stack().unstack(-2)\n", - " .reset_index().set_index('time')\n", - " .rename(columns={'level_1': 'variable'})\n", - ")\n", - "display(df_ts.head())\n", - "df_ts.shape" + "#### Add the lagged variables\n", + "for var_ in [v for v in ds.data_vars]:\n", + " df[f'next_month_{var_}'] = (\n", + " lag.sort_values('time').groupby(['pixel_index'])[var_].shift(1)\n", + " .reset_index().sort_values('index').set_index('index')\n", + " )\n", + "\n", + "df.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [], + "source": [ + "# Only if required create the (time, [variable, pixel #]) dataframe\n", + "if False:\n", + " df_ts = (\n", + " df.set_index(['time', 'pixel_index'])\n", + " .drop(columns=['pixel', 'time_index', 'lat', 'lon'])\n", + " .stack().unstack(-2)\n", + " .reset_index().set_index('time')\n", + " .rename(columns={'level_1': 'variable'})\n", + " )\n", + " display(df_ts.head())\n", + " df_ts.shape" ] }, { @@ -666,43 +544,43 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 107, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(629094, 13)\n", - "(435821, 13)\n" + "(629094, 20)\n", + "(629094, 20)\n" ] } ], "source": [ "print(df.shape)\n", - "df = df.dropna(how='any')\n", + "df_clean = df.dropna(how='any')\n", "print(df.shape)" ] }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(3168, 13)" + "(3978, 20)" ] }, - "execution_count": 102, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get a smaller subset to play with\n", - "d = df.loc[np.isin(df.pixel_index, [i for i in range(10)])]\n", + "d = df_clean.loc[np.isin(df.pixel_index, [i for i in range(10)])]\n", "d.shape" ] }, @@ -735,7 +613,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -753,12 +631,23 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "import tsfresh\n", + "from scipy.stats import pearsonr" + ] + }, + { + "cell_type": "code", + "execution_count": 110, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -772,24 +661,69 @@ "source": [ "# Plot a single Pixel\n", "pixel_id = 3\n", + "data = df_clean.loc[df_clean['pixel_index'] == pixel_id]\n", "\n", - "df.loc[df['pixel_index'] == pixel_id, [v for v in ds.data_vars]].plot(\n", + "vars_ = [v for v in ds.data_vars]\n", + "\n", + "# get the pearsons correlation \n", + "corrs = []\n", + "vci_df = data.loc[:, ['VCI', 'time']].set_index('time')\n", + "t1 = vci_df.values.flatten()\n", + "\n", + "for var in vars_:\n", + " ts2 = data[[var, 'time']].set_index('time')\n", + " t2 = ts2.values.flatten()\n", + " mask = np.isnan(vci_df.values.flatten()) & np.isnan(ts2.values.flatten())\n", + "\n", + " r, _ = pearsonr(t1, t2)\n", + " corrs.append(r)\n", + "# print(f'VCI - {var}: {r:.2f}')\n", + "\n", + "# GET LAGGED correlations\n", + "lagged_corrs = []\n", + "for var in vars_:\n", + " ts2 = data[[var, 'time']].set_index('time').shift(-1)\n", + " t2 = ts2.values.flatten()\n", + " mask = ~(np.isnan(t1) | np.isnan(t2))\n", + "\n", + " r, _ = pearsonr(t1[mask], t2[mask])\n", + " lagged_corrs.append(r)\n", + "# print(f'VCI - {var} Lagged 1: {r:.2f}')\n", + "\n", + "# plot each time series\n", + "data.loc[:, vars_].plot(\n", " subplots=True, sharex=True, figsize=(10, 15)\n", ")\n", "fig = plt.gcf()\n", - "pixel = np.unique(df.pixel.loc[df.pixel_index == pixel_id])[0]\n", - "fig.suptitle(f'Pixel: {pixel}')\n", + "pixel = np.unique(df_clean.pixel.loc[df_clean.pixel_index == pixel_id])[0]\n", + "\n", + "axes = fig.get_axes()\n", + "[\n", + " axes[i].set_title(\n", + " f'R2 VCI - {vars_[i]}: {corrs[i]:.2f} \\nLagged 1: {lagged_corrs[i]:.2f}') \n", + " for i in range(len([v for v in ds.data_vars])\n", + " )\n", + "]\n", + "\n", + "plt.tight_layout()\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### What do the marginal distributions of the variables look like?" + ] + }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 124, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -806,96 +740,83 @@ "\n", "xlim_dict = {}\n", "ylim_dict = {}\n", - "for i, column in enumerate(df[[v for v in ds.data_vars]].columns):\n", + "\n", + "for i, column in enumerate(df_clean[[v for v in ds.data_vars]].columns):\n", " ax_ix = np.unravel_index(i, (3, 3))\n", " ax = axes[ax_ix]\n", - " sns.distplot(df[column][~df[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(df_clean[column][~df_clean[column].isna()].values, ax=ax, color=colors[i])\n", " ax.set_title(column)\n", " xlim_dict[column] = ax.get_xlim()\n", - " ylim_dict[column] = ax.get_ylim()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### That's great but is there any signal in the other features which can give us some information about the status of the VCI? Let's compare the CONDITIONAL distributions of the variables given a VCI of < 10." + " ylim_dict[column] = ax.get_ylim()\n", + " \n", + "\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 134, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", - "colors = sns.color_palette()\n", + "# try and wrap into a function\n", "\n", - "data = df.loc[df.VCI < 10, [v for v in ds.data_vars]]\n", + "def plot_variable_distributions(data, xlim_dict=None, ylim_dict=None, vars_=[v for v in ds.data_vars], show_all_data=False):\n", + " xlim_dict = {} if xlim_dict == None else xlim_dict\n", + " ylim_dict = {} if ylim_dict == None else ylim_dict\n", + " \n", + " fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + " colors = sns.color_palette()\n", "\n", - "for i, column in enumerate(data.columns):\n", - " ax_ix = np.unravel_index(i, (3, 3))\n", - " ax = axes[ax_ix]\n", - " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", - " sns.distplot(\n", - " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", - " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", - " )\n", - " ax.set_title(column)\n", - " ax.set_ylim(ylim_dict[column])\n", - " ax.set_xlim(xlim_dict[column])\n" + " for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " \n", + " if show_all_data:\n", + " sns.distplot(\n", + " df_clean[column][~df_clean[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + "\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])\n", + " xlim_dict[column] = ax.get_xlim()\n", + " ylim_dict[column] = ax.get_ylim()\n", + " \n", + " return fig, xlim_dict, ylim_dict\n", + "\n", + "\n", + "# plot_variable_distributions(\n", + "# data=df_clean\n", + "# )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### What about being conditional on low rainfall values?" + "#### That's great but is there any signal in the other features which can give us some information about the status of the VCI? Let's compare the CONDITIONAL distributions of the variables given a VCI of < 10." ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", "colors = sns.color_palette()\n", "\n", - "data = df.loc[df.precip < df.precip.quantile(0.1), [v for v in ds.data_vars]]\n", + "data = df_clean.loc[df_clean.VCI < 10, [v for v in ds.data_vars]]\n", "\n", "for i, column in enumerate(data.columns):\n", " ax_ix = np.unravel_index(i, (3, 3))\n", " ax = axes[ax_ix]\n", " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", " sns.distplot(\n", - " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " df_clean[column][~df_clean[column].isna()].values, ax=ax, color='grey', \n", " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", " )\n", " ax.set_title(column)\n", @@ -908,37 +829,13 @@ "metadata": {}, "source": [ "#### What about the distribution of variables LAGGED by 1 month?\n", - "- Select the MONTH BEFORE the VCI was low (< 10)\n", + "- Display the distribution of the variables on the MONTH BEFORE the VCI was low (< 10)\n", "- Visualise the conditional distribution against the marginal distribution (the grey line)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", - "colors = sns.color_palette()\n", - "\n", - "data = df.loc[df.VCI < 10, [v for v in ds.data_vars]]\n", - "\n", - "for i, column in enumerate(data.columns):\n", - " ax_ix = np.unravel_index(i, (3, 3))\n", - " ax = axes[ax_ix]\n", - " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", - " sns.distplot(\n", - " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", - " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", - " )\n", - " ax.set_title(column)\n", - " ax.set_ylim(ylim_dict[column])\n", - " ax.set_xlim(xlim_dict[column])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, + "execution_count": 109, "metadata": {}, "outputs": [ { @@ -962,519 +859,9126 @@ " \n", " \n", " \n", - " VCI\n", - " pev\n", - " t2m\n", - " precip\n", + " pixel\n", + " pixel_index\n", + " lat\n", + " lon\n", + " time\n", + " VCI\n", + " pev\n", + " t2m\n", + " precip\n", + " E\n", + " SMroot\n", + " SMsurf\n", + " time_index\n", + " next_month_VCI\n", + " next_month_pev\n", + " next_month_t2m\n", + " next_month_precip\n", + " next_month_E\n", + " next_month_SMroot\n", + " next_month_SMsurf\n", + " \n", + " \n", + " \n", + " \n", + " 1\n", + " (-5.0, 33.75)\n", + " 1\n", + " -5.0\n", + " 33.75\n", + " 1981-09-30\n", + " 50.802499\n", + " -0.007329\n", + " 297.860565\n", + " 1.686568\n", + " 8.694020\n", + " 0.208080\n", + " 0.201334\n", + " 1\n", + " 39.360001\n", + " -0.006845\n", + " 296.760132\n", + " 2.911272e-08\n", + " 14.843219\n", + " 0.215809\n", + " 0.208432\n", + " \n", + " \n", + " 2\n", + " (-5.0, 33.75)\n", + " 1\n", + " -5.0\n", + " 33.75\n", + " 1981-10-31\n", + " 50.107499\n", + " -0.008037\n", + " 299.804291\n", + " 11.365343\n", + " 6.438349\n", + " 0.204618\n", + " 0.198097\n", + " 2\n", + " 50.802499\n", + " -0.007329\n", + " 297.860565\n", + " 1.686568e+00\n", + " 8.694020\n", + " 0.208080\n", + " 0.201334\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + " pixel pixel_index lat lon time VCI pev \\\n", + "1 (-5.0, 33.75) 1 -5.0 33.75 1981-09-30 50.802499 -0.007329 \n", + "2 (-5.0, 33.75) 1 -5.0 33.75 1981-10-31 50.107499 -0.008037 \n", + "\n", + " t2m precip E SMroot SMsurf time_index \\\n", + "1 297.860565 1.686568 8.694020 0.208080 0.201334 1 \n", + "2 299.804291 11.365343 6.438349 0.204618 0.198097 2 \n", + "\n", + " next_month_VCI next_month_pev next_month_t2m next_month_precip \\\n", + "1 39.360001 -0.006845 296.760132 2.911272e-08 \n", + "2 50.802499 -0.007329 297.860565 1.686568e+00 \n", + "\n", + " next_month_E next_month_SMroot next_month_SMsurf \n", + "1 14.843219 0.215809 0.208432 \n", + "2 8.694020 0.208080 0.201334 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# # create month+1 VCI variable\n", + "# lag = df_clean.copy()\n", + "# lag['next_month_VCI'] = (\n", + "# lag.sort_values('time').groupby(['pixel_index'])['VCI'].shift(1)\n", + "# .reset_index().sort_values('index').set_index('index')\n", + "# )\n", + "display(df_clean.head(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "data = lag.loc[lag.next_month_VCI < 10, [v for v in ds.data_vars]]\n", + "\n", + "for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(\n", + " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### What about being conditional on low rainfall values?" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "data = df.loc[df.precip < df.precip.quantile(0.1), [v for v in ds.data_vars]]\n", + "\n", + "for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(\n", + " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### and the same with the precip lagged one month" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pixelpixel_indexlatlontimeVCIpevt2mprecipESMrootSMsurftime_indexnext_month_VCInext_month_pevnext_month_t2mnext_month_precipnext_month_Enext_month_SMrootnext_month_SMsurf
1(-5.0, 33.75)1-5.033.751981-09-3050.802499-0.007329297.8605651.6865688.6940200.2080800.201334139.360001-0.006845296.7601322.911272e-0814.8432190.2158090.208432
2(-5.0, 33.75)1-5.033.751981-10-3150.107499-0.008037299.80429111.3653436.4383490.2046180.198097250.802499-0.007329297.8605651.686568e+008.6940200.2080800.201334
\n", + "
" + ], + "text/plain": [ + " pixel pixel_index lat lon time VCI pev \\\n", + "1 (-5.0, 33.75) 1 -5.0 33.75 1981-09-30 50.802499 -0.007329 \n", + "2 (-5.0, 33.75) 1 -5.0 33.75 1981-10-31 50.107499 -0.008037 \n", + "\n", + " t2m precip E SMroot SMsurf time_index \\\n", + "1 297.860565 1.686568 8.694020 0.208080 0.201334 1 \n", + "2 299.804291 11.365343 6.438349 0.204618 0.198097 2 \n", + "\n", + " next_month_VCI next_month_pev next_month_t2m next_month_precip \\\n", + "1 39.360001 -0.006845 296.760132 2.911272e-08 \n", + "2 50.802499 -0.007329 297.860565 1.686568e+00 \n", + "\n", + " next_month_E next_month_SMroot next_month_SMsurf \n", + "1 14.843219 0.215809 0.208432 \n", + "2 8.694020 0.208080 0.201334 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(df_clean.head(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "data = df_clean.loc[df_clean.next_month_precip < df_clean.precip.quantile(0.1), [v for v in ds.data_vars]]\n", + "\n", + "for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(\n", + " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### What about lagged LOW temperature?" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "data = df_clean.loc[df_clean.next_month_t2m < df_clean.t2m.quantile(0.1), [v for v in ds.data_vars]]\n", + "\n", + "for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(\n", + " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### lagged HIGH temperature?" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "data = df_clean.loc[df_clean.next_month_t2m > df_clean.t2m.quantile(0.9), [v for v in ds.data_vars]]\n", + "\n", + "for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(\n", + " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Current temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(12, 12))\n", + "colors = sns.color_palette()\n", + "\n", + "# data = df_clean.loc[df_clean.t2m > df_clean.t2m.quantile(0.9), [v for v in ds.data_vars]]\n", + "data = df_clean.loc[df_clean.t2m < df_clean.t2m.quantile(0.1), [v for v in ds.data_vars]]\n", + "\n", + "for i, column in enumerate(data.columns):\n", + " ax_ix = np.unravel_index(i, (3, 3))\n", + " ax = axes[ax_ix]\n", + " sns.distplot(data[column][~data[column].isna()].values, ax=ax, color=colors[i])\n", + " sns.distplot(\n", + " df[column][~df[column].isna()].values, ax=ax, color='grey', \n", + " hist_kws={'alpha':0.1}, kde_kws={\"color\": \"k\", \"lw\": 3, 'alpha':0.4}\n", + " )\n", + " ax.set_title(column)\n", + " ax.set_ylim(ylim_dict[column])\n", + " ax.set_xlim(xlim_dict[column])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Measuring time series correlations\n", + "https://towardsdatascience.com/four-ways-to-quantify-synchrony-between-time-series-data-b99136c4a9c9\n", + "- Pearsons Correlation\n", + "- Pearson's correlation in a window of the data\n", + "- Time lagged cross correlation\n", + "- windowed time lagged cross correlations\n", + "- Dynamic Time Warping\n", + "\n", + "[Fast FFT based TLCC](https://lexfridman.com/fast-cross-correlation-and-time-series-synchronization-in-python/)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [], + "source": [ + "# pearson's correlation (global)\n", + "corrs = []\n", + "vci_df = df_clean.loc[:, ['VCI', 'time']].set_index('time')\n", + "t1 = vci_df.values.flatten()\n", + "\n", + "for var in vars_:\n", + " ts2 = df_clean[[var, 'time']].set_index('time')\n", + " t2 = ts2.values.flatten()\n", + " mask = np.isnan(vci_df.values.flatten()) & np.isnan(ts2.values.flatten())\n", + "\n", + " r, _ = pearsonr(t1[~mask], t2[~mask])\n", + " corrs.append(r)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Pixel based correlations\n" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df_interpolated' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;31m# df_interpolated = df.interpolate()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# Compute rolling window synchrony\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mrolling_r\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_interpolated\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'S1_Joy'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrolling\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwindow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mr_window_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcenter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcorr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_interpolated\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'S2_Joy'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m14\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msharex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrolling\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwindow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcenter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmedian\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'df_interpolated' is not defined" + ] + } + ], + "source": [ + "# pearson's windowed correlation\n", + "\n", + "# Set window size to compute moving window synchrony.\n", + "r_window_size = 3\n", + "\n", + "# Interpolate missing data.\n", + "# df_interpolated = df.interpolate()\n", + "\n", + "# Compute rolling window synchrony\n", + "rolling_r = df_interpolated['S1_Joy'].rolling(window=r_window_size, center=True).corr(df_interpolated['S2_Joy'])\n", + "f,ax=plt.subplots(2,1,figsize=(14,6),sharex=True)\n", + "df.rolling(window=30,center=True).median().plot(ax=ax[0])\n", + "ax[0].set(xlabel='Frame',ylabel='Smiling Evidence')\n", + "rolling_r.plot(ax=ax[1])\n", + "ax[1].set(xlabel='Frame',ylabel='Pearson r')\n", + "plt.suptitle(\"Smiling data and rolling window correlation\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def crosscorr(datax, datay, lag=0, wrap=False):\n", + " \"\"\" Lag-N cross correlation. \n", + " Shifted data filled with NaNs \n", + " \n", + " Parameters\n", + " ----------\n", + " lag : int, default 0\n", + " datax, datay : pandas.Series objects of equal length\n", + " Returns\n", + " ----------\n", + " crosscorr : float\n", + " \"\"\"\n", + " if wrap:\n", + " shiftedy = datay.shift(lag)\n", + " shiftedy.iloc[:lag] = datay.iloc[-lag:].values\n", + " return datax.corr(shiftedy)\n", + " else: \n", + " return datax.corr(datay.shift(lag))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# X and y data\n", + "For time series:\n", + "- https://scikit-learn.org/stable/auto_examples/model_selection/plot_cv_indices.html#sphx-glr-auto-examples-model-selection-plot-cv-indices-py\n", + "- https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import TimeSeriesSplit\n", + "\n", + "from tsfresh import extract_features, extract_relevant_features\n", + "from tsfresh import select_features\n", + "from tsfresh.utilities.dataframe_functions import impute" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pevt2mprecipESMrootSMsurfpixel_indextime_indexid
1-0.007329297.8605651.6865688.6940200.2080800.201334111
2-0.008037299.80429111.3653436.4383490.2046180.198097122
\n", + "
" + ], + "text/plain": [ + " pev t2m precip E SMroot SMsurf pixel_index \\\n", + "1 -0.007329 297.860565 1.686568 8.694020 0.208080 0.201334 1 \n", + "2 -0.008037 299.804291 11.365343 6.438349 0.204618 0.198097 1 \n", + "\n", + " time_index id \n", + "1 1 1 \n", + "2 2 2 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "id\n", + "1 50.802499\n", + "2 50.107499\n", + "Name: VCI, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "X: (351, 9)\n", + "y: (351,)\n" + ] + } + ], + "source": [ + "# df['id'] = df.index\n", + "# X = df[[v for v in ds.data_vars if v != 'VCI'] + ['pixel_index', 'time_index', 'id']]\n", + "# y = df.set_index('id')['VCI'] # [['VCI'] + ['pixel_index', 'time_index']]\n", + "\n", + "d = d.loc[d.pixel_index == 1]\n", + "d['id'] = d.index\n", + "X = d[[v for v in ds.data_vars if v != 'VCI'] + ['pixel_index', 'time_index', 'id']]\n", + "y = d.set_index('id')['VCI'] # [['VCI'] + ['pixel_index', 'time_index']]\n", + "\n", + "\n", + "display(X.head(2))\n", + "display(y.head(2))\n", + "\n", + "print(\"X: \", X.shape)\n", + "print(\"y: \", y.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [], + "source": [ + "# df_ts.loc[df_ts.variable == 'VCI']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### play with tsfresh\n", + "https://tsfresh.readthedocs.io/en/latest/text/forecasting.html" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Feature Extraction: 100%|██████████| 10/10 [02:12<00:00, 11.50s/it]\n", + "WARNING:tsfresh.utilities.dataframe_functions:The columns ['E__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"intercept\"'\n", + " 'E__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"rvalue\"'\n", + " 'E__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"slope\"' ...\n", + " 't2m__spkt_welch_density__coeff_2' 't2m__spkt_welch_density__coeff_5'\n", + " 't2m__spkt_welch_density__coeff_8'] did not have any finite values. Filling with zeros.\n", + "WARNING:tsfresh.feature_selection.relevance:Infered regression as machine learning task\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__absolute_sum_of_changes is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_autocorrelation__f_agg_\"mean\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_autocorrelation__f_agg_\"median\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_autocorrelation__f_agg_\"var\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__last_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__last_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__linear_trend__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__linear_trend__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__linear_trend__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__linear_trend__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__linear_trend__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__longest_strike_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__longest_strike_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__max_langevin_fixed_point__m_3__r_30 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__mean_abs_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__mean_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__mean_second_derivative_central is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_crossing_m__m_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_crossing_m__m_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_crossing_m__m_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_cwt_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_cwt_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_peaks__n_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_peaks__n_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__approximate_entropy__m_2__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__number_peaks__n_50 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__approximate_entropy__m_2__r_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__approximate_entropy__m_2__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__approximate_entropy__m_2__r_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__approximate_entropy__m_2__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ar_coefficient__k_10__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ar_coefficient__k_10__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ar_coefficient__k_10__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ar_coefficient__k_10__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ar_coefficient__k_10__coeff_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__augmented_dickey_fuller__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__partial_autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__augmented_dickey_fuller__attr_\"teststat\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__augmented_dickey_fuller__attr_\"usedlag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__percentage_of_reoccurring_datapoints_to_all_datapoints is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__percentage_of_reoccurring_values_to_all_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__range_count__max_0__min_1000000000000.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__range_count__max_1000000000000.0__min_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__range_count__max_1__min_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_1.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__binned_entropy__max_bins_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_2.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__c3__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__c3__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__c3__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_beyond_r_sigma__r_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__ratio_value_number_to_time_series_length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__sample_entropy is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__skewness is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__spkt_welch_density__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__spkt_welch_density__coeff_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__spkt_welch_density__coeff_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__sum_of_reoccurring_data_points is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__sum_of_reoccurring_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__symmetry_looking__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__time_reversal_asymmetry_statistic__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__time_reversal_asymmetry_statistic__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__time_reversal_asymmetry_statistic__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__value_count__value_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__value_count__value_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__value_count__value_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__variance is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__variance_larger_than_standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__absolute_sum_of_changes is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_autocorrelation__f_agg_\"mean\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_autocorrelation__f_agg_\"median\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_autocorrelation__f_agg_\"var\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__approximate_entropy__m_2__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__approximate_entropy__m_2__r_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__approximate_entropy__m_2__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__approximate_entropy__m_2__r_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__approximate_entropy__m_2__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ar_coefficient__k_10__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ar_coefficient__k_10__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ar_coefficient__k_10__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cid_ce__normalize_False is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ar_coefficient__k_10__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ar_coefficient__k_10__coeff_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cid_ce__normalize_True is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__augmented_dickey_fuller__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__count_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__augmented_dickey_fuller__attr_\"teststat\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__augmented_dickey_fuller__attr_\"usedlag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__count_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__binned_entropy__max_bins_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__c3__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__c3__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__c3__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__energy_ratio_by_chunks__num_segments_10__segment_focus_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_aggregated__aggtype_\"centroid\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_aggregated__aggtype_\"kurtosis\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_aggregated__aggtype_\"skew\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_aggregated__aggtype_\"variance\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_0__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_0__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_10__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_10__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_10__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_10__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_11__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_11__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_11__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_11__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_12__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_12__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_12__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_12__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_13__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_13__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_13__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_13__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_14__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_14__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_14__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_14__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_15__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_15__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_15__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_15__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_16__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_16__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_16__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_16__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_17__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_17__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_17__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_17__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_18__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_18__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_18__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_18__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_19__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_19__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_19__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_19__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cid_ce__normalize_False is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_1__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cid_ce__normalize_True is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_1__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_1__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__count_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_1__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__count_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_20__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_20__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_20__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_20__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_21__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_21__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_21__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_21__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_22__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_22__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_22__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_22__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_23__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_23__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_23__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_23__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_24__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_24__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_24__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_24__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_25__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_25__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_25__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_25__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_26__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_26__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_26__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_26__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_27__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_27__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_27__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_27__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_28__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_28__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_28__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_28__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_29__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_29__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_29__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_29__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_2__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_2__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_2__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_2__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_30__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_30__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_30__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_30__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_31__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_31__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_31__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_31__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_32__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_32__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_32__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_32__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_33__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_33__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_33__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_33__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_34__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__energy_ratio_by_chunks__num_segments_10__segment_focus_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_34__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_aggregated__aggtype_\"centroid\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_aggregated__aggtype_\"kurtosis\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_34__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_aggregated__aggtype_\"skew\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_34__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_aggregated__aggtype_\"variance\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_35__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_0__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_35__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_0__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_35__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_10__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_35__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_10__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_36__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_10__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_10__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_36__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_11__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_36__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_36__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_11__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_11__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_37__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_11__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_37__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_12__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_37__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_12__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_37__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_12__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_38__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_12__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_38__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_13__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_38__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_13__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_38__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_13__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_39__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_13__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_39__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_14__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_39__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_14__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_39__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_14__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_3__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_14__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_3__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_15__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_15__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_3__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_15__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_3__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_40__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_15__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_16__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_40__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_16__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_40__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_16__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_40__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_16__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_41__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_17__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_41__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_17__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_41__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_17__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_41__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_17__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_42__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_18__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_42__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_18__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_42__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_18__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_42__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_18__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_43__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_19__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_43__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_19__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_43__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_19__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_43__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_19__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_44__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_1__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_44__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_1__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_44__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_1__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_44__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_1__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_45__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_20__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_45__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_45__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_20__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_45__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_20__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_20__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_46__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_46__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_21__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_21__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_46__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_46__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_21__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_21__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_47__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_22__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_47__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_22__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_47__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_22__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_47__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_22__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_48__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_23__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_48__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_23__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_48__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_23__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_23__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_48__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_24__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_49__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_24__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_49__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_24__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_49__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_24__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_49__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_25__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_4__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_4__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_25__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_25__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_4__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_25__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_4__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_50__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_26__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_50__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_26__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_50__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_26__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_50__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_26__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_51__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_27__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_51__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_27__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_27__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_51__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_51__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_27__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_52__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_52__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_52__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_28__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_52__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_53__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_28__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_53__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_28__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_53__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_28__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_53__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_29__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_54__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_54__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_29__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_54__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_29__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_54__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_29__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_55__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_2__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_55__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_2__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_55__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_55__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_2__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_56__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_2__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_56__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_30__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_56__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_56__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_30__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_57__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_57__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_30__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_57__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_30__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_57__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_31__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_31__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_58__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_31__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_31__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_32__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_58__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_32__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_32__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_32__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_58__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_33__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_33__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_58__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_33__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_33__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_59__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_34__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_59__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_34__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_59__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_34__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_59__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_34__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_5__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_35__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_5__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_35__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_35__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_5__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_35__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_5__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_36__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_60__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_36__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_60__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_36__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_60__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_36__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_60__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_37__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_61__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_37__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_61__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_37__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_61__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_37__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_61__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_38__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_38__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_62__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_62__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_62__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_38__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_62__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_63__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_38__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_39__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_63__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_39__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_63__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_63__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_39__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_64__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_39__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_64__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_3__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_64__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_3__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_64__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_3__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_65__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_3__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_65__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_40__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_65__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_40__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_65__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_40__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_66__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_40__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_66__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_41__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_66__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_41__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_41__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_66__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_67__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_41__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_67__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_42__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_67__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_42__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_67__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_42__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_68__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_42__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_68__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_43__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_43__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_68__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_43__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_68__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_43__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_69__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_44__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_69__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_44__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_44__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_69__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_44__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_69__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_6__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_45__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_6__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_45__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_6__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_45__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_6__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_45__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_70__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_46__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_70__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_46__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_70__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_46__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_70__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_46__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_71__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_47__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_71__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_47__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_71__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_47__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_71__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_72__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_47__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_72__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_72__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_72__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_73__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_48__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_73__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_73__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_73__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_74__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_48__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_74__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_48__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_74__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_48__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_74__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_75__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_49__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_75__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_75__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_49__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_75__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_49__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_76__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_49__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_76__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_76__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_4__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_4__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_76__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_4__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_77__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_77__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_4__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_77__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_50__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_77__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_50__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_78__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_50__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_78__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_50__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_78__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_51__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_78__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_51__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_51__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_51__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_79__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_52__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_52__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_52__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_79__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_52__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_53__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_53__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_79__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_53__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_53__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_79__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_54__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_54__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_54__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_7__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_54__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_55__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_7__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_55__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_55__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_7__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_55__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_7__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_56__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_56__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_56__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_80__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_56__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_57__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_57__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_80__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_57__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_57__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_58__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_80__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_58__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_58__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_58__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_80__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_59__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_59__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_81__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_59__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_81__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_59__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_81__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_5__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_5__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_81__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_5__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_5__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_60__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_60__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_82__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_60__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_60__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_61__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_61__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_82__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_61__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_82__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_61__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_62__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_82__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_62__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_83__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_62__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_83__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_83__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_83__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_62__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_84__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_84__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_63__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_84__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_84__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_85__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_85__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_85__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_85__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_86__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_63__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_86__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_86__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_86__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_63__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_87__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_63__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_87__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_87__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_64__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_87__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_64__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_88__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_64__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_64__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_65__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_88__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_65__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_65__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_88__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_65__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_88__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_66__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_66__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_66__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_89__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_66__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_67__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_89__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_67__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_67__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_67__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_68__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_68__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_68__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_89__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_68__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_69__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_69__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_69__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_89__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_69__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_8__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_6__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_8__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_6__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_8__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_6__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_6__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_8__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_70__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_90__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_70__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_90__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_70__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_90__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_90__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_70__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_91__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_91__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_91__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_91__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_71__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_92__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_71__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_92__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_92__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_71__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_92__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_71__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_93__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_72__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_93__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_72__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_93__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_93__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_94__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_72__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_94__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_94__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_94__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_95__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_72__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_95__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_95__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_73__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_95__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_96__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_73__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_73__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_73__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_74__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_96__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_74__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_74__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_74__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_75__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_75__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_96__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_75__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_75__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_76__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_76__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_96__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_76__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_76__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_97__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_77__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_77__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_97__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_77__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_77__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_97__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_78__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_97__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_78__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_98__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_98__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_98__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_98__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_99__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_99__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_78__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_99__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_99__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_78__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_9__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_9__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_79__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_9__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__fft_coefficient__coeff_9__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_79__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__first_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__first_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_79__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__friedrich_coefficients__m_3__r_30__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_79__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__friedrich_coefficients__m_3__r_30__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_7__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__friedrich_coefficients__m_3__r_30__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_7__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__friedrich_coefficients__m_3__r_30__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_7__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__has_duplicate is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_7__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__has_duplicate_max is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__has_duplicate_min is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_80__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__index_mass_quantile__q_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_80__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__index_mass_quantile__q_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_80__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__index_mass_quantile__q_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_80__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__index_mass_quantile__q_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_81__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__index_mass_quantile__q_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_81__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__index_mass_quantile__q_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__index_mass_quantile__q_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_81__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__index_mass_quantile__q_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_81__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__kurtosis is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_82__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_82__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_82__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_82__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_83__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_83__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_83__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_83__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_84__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_84__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_84__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_84__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_85__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_85__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_85__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_85__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_86__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_86__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature E__large_standard_deviation__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_86__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_86__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_87__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_87__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_87__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_87__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_88__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_88__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_88__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_88__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_89__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_89__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_89__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_89__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_8__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_8__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_8__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_8__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_90__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_90__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_90__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_90__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_91__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_91__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_91__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_91__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_92__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_92__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_92__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_92__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_93__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_93__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_93__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_93__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_94__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_94__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_94__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_94__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_95__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_95__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_95__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_95__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_96__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_96__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_96__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_96__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_97__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_97__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_97__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_97__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_98__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_98__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_98__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_98__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_99__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_99__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_99__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_99__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_9__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_9__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_9__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__fft_coefficient__coeff_9__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__first_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__first_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__friedrich_coefficients__m_3__r_30__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__friedrich_coefficients__m_3__r_30__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__friedrich_coefficients__m_3__r_30__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__friedrich_coefficients__m_3__r_30__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__has_duplicate is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__has_duplicate_max is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__has_duplicate_min is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__index_mass_quantile__q_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__index_mass_quantile__q_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__index_mass_quantile__q_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__index_mass_quantile__q_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__index_mass_quantile__q_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__index_mass_quantile__q_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__index_mass_quantile__q_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__index_mass_quantile__q_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__kurtosis is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__large_standard_deviation__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__last_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__last_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__linear_trend__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__linear_trend__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__linear_trend__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__linear_trend__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__linear_trend__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__longest_strike_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__longest_strike_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__max_langevin_fixed_point__m_3__r_30 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__mean_abs_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__mean_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__mean_second_derivative_central is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_crossing_m__m_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_crossing_m__m_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_crossing_m__m_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_63__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_cwt_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_64__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_cwt_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_64__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_peaks__n_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_64__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_peaks__n_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_64__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_65__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__number_peaks__n_50 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_65__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_65__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_65__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_66__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_66__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_66__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_66__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_67__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_67__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_67__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__partial_autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_67__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__percentage_of_reoccurring_datapoints_to_all_datapoints is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__percentage_of_reoccurring_values_to_all_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_68__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_68__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__range_count__max_0__min_1000000000000.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_68__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__range_count__max_1000000000000.0__min_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_68__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__range_count__max_1__min_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_69__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_69__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_69__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_69__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_1.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_6__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_6__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_6__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_2.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_6__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_70__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_70__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_70__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_beyond_r_sigma__r_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_70__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__ratio_value_number_to_time_series_length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__sample_entropy is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_71__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__skewness is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_71__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_71__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__spkt_welch_density__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_71__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__spkt_welch_density__coeff_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_72__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__spkt_welch_density__coeff_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_72__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__sum_of_reoccurring_data_points is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_72__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_72__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__sum_of_reoccurring_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_73__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_73__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_73__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_73__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_74__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_74__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_74__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_74__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_75__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_75__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_75__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_75__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_76__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_76__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_76__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_76__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_77__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_77__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_77__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_77__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__symmetry_looking__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_78__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__time_reversal_asymmetry_statistic__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_78__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_78__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__time_reversal_asymmetry_statistic__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_78__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__time_reversal_asymmetry_statistic__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__value_count__value_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_79__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_79__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__value_count__value_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_79__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__value_count__value_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_79__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__variance is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_7__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_7__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMroot__variance_larger_than_standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__absolute_sum_of_changes is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_7__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_autocorrelation__f_agg_\"mean\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_7__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_80__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_autocorrelation__f_agg_\"median\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_80__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_autocorrelation__f_agg_\"var\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_80__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_80__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_81__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_81__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_81__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_81__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_82__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_82__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_82__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_82__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_83__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_83__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_83__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_83__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_84__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_84__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_84__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_84__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_85__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_85__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_85__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_85__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_86__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_86__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_86__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_86__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_87__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_87__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_87__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_87__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_88__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_88__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_88__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_88__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_89__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_89__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_89__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_89__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_8__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_8__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_8__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_8__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_90__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_90__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_90__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_90__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_91__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__approximate_entropy__m_2__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_91__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__approximate_entropy__m_2__r_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_91__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__approximate_entropy__m_2__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_91__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__approximate_entropy__m_2__r_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_92__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_92__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__approximate_entropy__m_2__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_92__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ar_coefficient__k_10__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_92__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ar_coefficient__k_10__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_93__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_93__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ar_coefficient__k_10__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_93__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ar_coefficient__k_10__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_93__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_94__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ar_coefficient__k_10__coeff_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_94__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__augmented_dickey_fuller__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_94__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__augmented_dickey_fuller__attr_\"teststat\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_94__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__augmented_dickey_fuller__attr_\"usedlag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_95__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_95__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_95__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_95__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_96__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_96__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_96__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_96__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_97__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_97__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__binned_entropy__max_bins_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_97__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__c3__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_97__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_98__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__c3__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__c3__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_98__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_98__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_98__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_99__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_99__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_99__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_99__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_9__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_9__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_9__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_9__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__first_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__first_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__friedrich_coefficients__m_3__r_30__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__friedrich_coefficients__m_3__r_30__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__friedrich_coefficients__m_3__r_30__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__friedrich_coefficients__m_3__r_30__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__has_duplicate is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__has_duplicate_max is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__has_duplicate_min is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__index_mass_quantile__q_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__index_mass_quantile__q_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__index_mass_quantile__q_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__index_mass_quantile__q_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__index_mass_quantile__q_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__index_mass_quantile__q_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__index_mass_quantile__q_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__index_mass_quantile__q_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__kurtosis is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__large_standard_deviation__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__last_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__last_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__linear_trend__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__linear_trend__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__linear_trend__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__linear_trend__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__linear_trend__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__longest_strike_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__longest_strike_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__max_langevin_fixed_point__m_3__r_30 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__mean_abs_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__mean_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__mean_second_derivative_central is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_crossing_m__m_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_crossing_m__m_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_crossing_m__m_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_cwt_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_cwt_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_peaks__n_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_peaks__n_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__number_peaks__n_50 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__partial_autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__percentage_of_reoccurring_datapoints_to_all_datapoints is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__percentage_of_reoccurring_values_to_all_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__range_count__max_0__min_1000000000000.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__range_count__max_1000000000000.0__min_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__range_count__max_1__min_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_1.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_2.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_beyond_r_sigma__r_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__ratio_value_number_to_time_series_length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__sample_entropy is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__skewness is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__spkt_welch_density__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cid_ce__normalize_False is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__spkt_welch_density__coeff_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cid_ce__normalize_True is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__spkt_welch_density__coeff_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__count_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__count_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__sum_of_reoccurring_data_points is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__sum_of_reoccurring_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__symmetry_looking__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__time_reversal_asymmetry_statistic__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__time_reversal_asymmetry_statistic__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__time_reversal_asymmetry_statistic__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__value_count__value_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__value_count__value_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__value_count__value_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__variance is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__variance_larger_than_standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__absolute_sum_of_changes is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_autocorrelation__f_agg_\"mean\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_autocorrelation__f_agg_\"median\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_autocorrelation__f_agg_\"var\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__energy_ratio_by_chunks__num_segments_10__segment_focus_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_aggregated__aggtype_\"centroid\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_aggregated__aggtype_\"kurtosis\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_aggregated__aggtype_\"skew\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_aggregated__aggtype_\"variance\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_0__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_0__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_10__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_10__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_10__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_10__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_11__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_11__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_11__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_11__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_12__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_12__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_12__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_12__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_13__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_13__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__approximate_entropy__m_2__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_13__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__approximate_entropy__m_2__r_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__approximate_entropy__m_2__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_13__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__approximate_entropy__m_2__r_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_14__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__approximate_entropy__m_2__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_14__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_14__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ar_coefficient__k_10__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_14__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ar_coefficient__k_10__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ar_coefficient__k_10__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_15__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ar_coefficient__k_10__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_15__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ar_coefficient__k_10__coeff_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_15__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__augmented_dickey_fuller__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_15__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__augmented_dickey_fuller__attr_\"teststat\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__augmented_dickey_fuller__attr_\"usedlag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_16__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_16__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_16__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_16__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_17__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_17__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_17__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_17__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_18__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_18__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_18__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_18__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_19__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_19__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_19__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__binned_entropy__max_bins_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_19__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_1__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_1__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_1__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_1__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__c3__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_20__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_20__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_20__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__c3__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_20__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__c3__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_21__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_21__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_21__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_21__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_22__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_22__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_22__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_22__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_23__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_23__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_23__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_23__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_24__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_24__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_24__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_24__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_25__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_25__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_25__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_25__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_26__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_26__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_26__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_26__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_27__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_27__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_27__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_27__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_28__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_28__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_28__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_28__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_29__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_29__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_29__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_29__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_2__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_2__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_2__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_2__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_30__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_30__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_30__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_30__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_31__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_31__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_31__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_31__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_32__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_32__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_32__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_32__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_33__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_33__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_33__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_33__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_34__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_34__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_34__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_34__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_35__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_35__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_35__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_35__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_36__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_36__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_36__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_36__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_37__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_37__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_37__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_37__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_38__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_38__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_38__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_38__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_39__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_39__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_39__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_39__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_3__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_3__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_3__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_3__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_40__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_40__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_40__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_40__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_41__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_41__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_41__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_41__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_42__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_42__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_42__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_42__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_43__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_43__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_43__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_43__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cid_ce__normalize_False is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_44__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cid_ce__normalize_True is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__count_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_44__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__count_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_44__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_44__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_45__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_45__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_45__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_45__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_46__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_46__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_46__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_46__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_47__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_47__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_47__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_47__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_48__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_48__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_48__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_48__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_49__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_49__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_49__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_49__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_4__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_4__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_4__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_4__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_50__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_50__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_50__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_50__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_51__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_51__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_51__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_51__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_52__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_52__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_52__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_52__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_53__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_53__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_53__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_53__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_54__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_54__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_54__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_54__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_55__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_55__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_55__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_55__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_56__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_56__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_56__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_56__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_57__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_57__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_57__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_57__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_58__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_58__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_58__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_58__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_59__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_59__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_59__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_59__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_5__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_5__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_5__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_5__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_60__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_60__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_60__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_60__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__energy_ratio_by_chunks__num_segments_10__segment_focus_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_61__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_aggregated__aggtype_\"centroid\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_61__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_aggregated__aggtype_\"kurtosis\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_61__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_aggregated__aggtype_\"skew\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_61__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_aggregated__aggtype_\"variance\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_0__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_62__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_0__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_10__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_62__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_10__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_10__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_62__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_10__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_11__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_11__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_11__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_11__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_62__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_12__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_12__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_63__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_12__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_12__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_63__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_13__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature SMsurf__fft_coefficient__coeff_63__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_13__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_13__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_13__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_14__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_14__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_14__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_14__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_16__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_15__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_15__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_15__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_15__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_16__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_16__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_16__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_17__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_17__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_17__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_17__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_18__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_18__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_18__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_18__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_19__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_19__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_19__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_19__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_1__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_1__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_1__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_1__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_20__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_20__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_20__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_20__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_21__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_21__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_21__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_21__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_22__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_22__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_22__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_22__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_23__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_23__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_23__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_23__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_24__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_24__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_24__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_24__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_25__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_25__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_25__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_25__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_41__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_26__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_26__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_41__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_26__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_26__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_41__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_27__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_41__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_27__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_27__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_42__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_27__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_42__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_28__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_28__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_42__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_28__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_42__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_43__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_28__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_43__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_43__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_29__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_43__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_44__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_29__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_44__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_44__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_29__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_44__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_45__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_29__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_45__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_2__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_45__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_2__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_45__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_2__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_46__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_2__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_30__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_46__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_30__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_46__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_46__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_30__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_47__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_30__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_47__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_47__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_31__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_47__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_31__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_48__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_48__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_31__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_48__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_31__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_48__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_32__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_49__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_49__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_32__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_49__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_32__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_32__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_49__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_4__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_33__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_4__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_33__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_4__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_33__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_4__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_33__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_50__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_34__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_50__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_34__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_34__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_34__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_50__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_35__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_35__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_50__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_35__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_51__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_35__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_36__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_51__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_51__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_36__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_51__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_36__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_36__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_52__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_37__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_52__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_52__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_37__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_37__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_52__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_37__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_53__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_53__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_38__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_38__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_53__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_53__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_38__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_38__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_54__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_39__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_54__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_54__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_39__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_54__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_39__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_55__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_39__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_55__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_3__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_55__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_3__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_3__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_55__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_3__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_56__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_40__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_56__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_40__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_56__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_40__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_56__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_40__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_57__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_57__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_57__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_57__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_58__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_58__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_58__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_58__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_59__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_59__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_59__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_59__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_5__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_5__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_5__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_5__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_60__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_60__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_60__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_60__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_61__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_61__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_61__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_61__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_62__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_62__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_62__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_62__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_63__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_63__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_63__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_63__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_64__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_64__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_64__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_64__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_65__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_65__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_65__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_65__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_66__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_66__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_66__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_66__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_67__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_67__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_67__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_67__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_68__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_68__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_68__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_68__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_69__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_69__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_19__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_69__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_69__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_19__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_6__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_6__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_19__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_6__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_1__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_6__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_1__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_1__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_70__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_1__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_70__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_20__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_70__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_20__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_70__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_71__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_20__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_71__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_20__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_71__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_21__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_71__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_21__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_21__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_72__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_21__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_72__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_72__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_22__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_72__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_22__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_22__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_73__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_73__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_22__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_73__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_23__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_73__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_23__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_74__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_74__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_23__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_74__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_74__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_23__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_75__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_75__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_24__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_24__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_24__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_75__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_24__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_25__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_25__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_75__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_25__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_76__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_25__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_76__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_26__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_26__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_76__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_26__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_76__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_26__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_77__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_27__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_27__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_77__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_27__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_77__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_27__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_77__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_28__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_78__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_28__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_78__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_28__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_78__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_28__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_78__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_29__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_29__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_79__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_79__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_29__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_29__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_79__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_2__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_79__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_7__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_2__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_2__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_2__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_7__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_30__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_7__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_30__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_7__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_80__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_80__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_80__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_80__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_30__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_81__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_81__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_30__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_81__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_31__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_81__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_31__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_82__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_31__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_82__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_82__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_31__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_82__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_32__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_83__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_83__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_32__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_83__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_32__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_83__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_32__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_84__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_33__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_84__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_33__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_84__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_33__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_84__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_33__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_85__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_85__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_34__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_85__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_34__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_85__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_34__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_86__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_34__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_86__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_35__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_35__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_86__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_35__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_35__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_86__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_36__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_36__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_87__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_36__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_36__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_37__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_37__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_37__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_37__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_38__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_38__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_87__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_38__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_87__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_38__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_39__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_39__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_87__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_39__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_39__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_88__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_3__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_3__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_88__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_3__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_3__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_88__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_40__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_88__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_89__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_40__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_40__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_89__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_89__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_40__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_41__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_89__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_41__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_8__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_41__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_8__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_41__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_8__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_42__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_8__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_42__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_90__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_90__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_42__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_90__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_90__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_91__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_42__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_91__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_43__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_91__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_43__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_91__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_43__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_92__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_92__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_43__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_92__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_92__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_44__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_44__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_93__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_93__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_44__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_93__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_44__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_93__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_45__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_94__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_45__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_94__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_45__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_94__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_45__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_94__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_95__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_46__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_95__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_46__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_95__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_46__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_46__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_95__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_47__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_96__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_96__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_47__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_47__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_96__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_96__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_47__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_97__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_48__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_97__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_48__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_97__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_48__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_97__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_98__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_48__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_98__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_49__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_98__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_49__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_98__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_49__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_99__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_49__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_99__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_4__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_99__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_4__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_99__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_4__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_9__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_4__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_9__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_50__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_9__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_50__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__fft_coefficient__coeff_9__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__first_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_50__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_50__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__first_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_51__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__friedrich_coefficients__m_3__r_30__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_51__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__friedrich_coefficients__m_3__r_30__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_51__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__friedrich_coefficients__m_3__r_30__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_51__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_52__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__friedrich_coefficients__m_3__r_30__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_52__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__has_duplicate is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_52__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__has_duplicate_max is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_52__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__has_duplicate_min is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__index_mass_quantile__q_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_53__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__index_mass_quantile__q_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_53__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__index_mass_quantile__q_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_53__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__index_mass_quantile__q_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_53__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_54__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__index_mass_quantile__q_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__index_mass_quantile__q_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__index_mass_quantile__q_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_54__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__index_mass_quantile__q_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_54__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__kurtosis is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_54__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_55__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_55__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_55__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_55__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_56__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_56__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_56__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_56__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_57__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_57__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_57__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_57__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_58__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_58__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_58__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_58__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_59__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_59__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_59__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_59__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_5__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_5__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__large_standard_deviation__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__last_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_5__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_5__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__last_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_60__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__linear_trend__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_60__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__linear_trend__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_60__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_60__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__linear_trend__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_61__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__linear_trend__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_61__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__linear_trend__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_61__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__longest_strike_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_61__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_62__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__longest_strike_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_62__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__max_langevin_fixed_point__m_3__r_30 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_62__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__mean_abs_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_62__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__mean_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__mean_second_derivative_central is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_63__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_crossing_m__m_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_63__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_crossing_m__m_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_63__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_crossing_m__m_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_63__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_cwt_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_64__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_cwt_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_64__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_64__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_peaks__n_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_peaks__n_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_64__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_65__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__number_peaks__n_50 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_65__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_65__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_65__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_66__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_66__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_66__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_66__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_67__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_67__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_67__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__partial_autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_67__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_68__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__percentage_of_reoccurring_datapoints_to_all_datapoints is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_68__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__percentage_of_reoccurring_values_to_all_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_68__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__range_count__max_0__min_1000000000000.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_68__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_69__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__range_count__max_1000000000000.0__min_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_69__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__range_count__max_1__min_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_69__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_69__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_6__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_6__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_1.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_6__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_6__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_2.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_70__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_70__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_70__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_70__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_beyond_r_sigma__r_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_71__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__ratio_value_number_to_time_series_length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_71__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__sample_entropy is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_71__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_71__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__skewness is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__spkt_welch_density__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_72__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_72__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__spkt_welch_density__coeff_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_72__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__spkt_welch_density__coeff_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_72__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_73__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__sum_of_reoccurring_data_points is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_73__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__sum_of_reoccurring_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_73__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_73__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_74__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_74__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_74__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_74__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_75__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_75__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_75__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_75__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_76__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_76__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_76__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_76__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_77__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_77__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_77__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_77__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_78__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_78__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_78__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_78__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__symmetry_looking__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__time_reversal_asymmetry_statistic__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_79__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_79__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__time_reversal_asymmetry_statistic__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_79__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__time_reversal_asymmetry_statistic__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_79__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__value_count__value_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_7__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__value_count__value_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_7__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__value_count__value_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_7__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__variance is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pev__variance_larger_than_standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_7__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__abs_energy is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_80__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_80__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__absolute_sum_of_changes is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_80__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_autocorrelation__f_agg_\"mean\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_80__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_autocorrelation__f_agg_\"median\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_81__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_autocorrelation__f_agg_\"var\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_81__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_81__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_81__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_82__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_82__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_82__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_82__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_83__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_83__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_83__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_83__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_84__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_84__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_84__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_84__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_85__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_85__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_85__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_85__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_86__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_86__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_86__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_86__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_87__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_87__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_87__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_87__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_88__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_88__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_88__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_88__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_89__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_89__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_89__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_89__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_8__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_8__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_8__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_8__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_90__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_90__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_90__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_90__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__approximate_entropy__m_2__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__approximate_entropy__m_2__r_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_91__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_91__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__approximate_entropy__m_2__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_91__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__approximate_entropy__m_2__r_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_91__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__approximate_entropy__m_2__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_92__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_92__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ar_coefficient__k_10__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ar_coefficient__k_10__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_92__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ar_coefficient__k_10__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_92__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ar_coefficient__k_10__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_93__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ar_coefficient__k_10__coeff_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_93__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__augmented_dickey_fuller__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_93__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_93__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__augmented_dickey_fuller__attr_\"teststat\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_94__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__augmented_dickey_fuller__attr_\"usedlag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_94__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_94__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_94__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_95__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_95__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_95__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_95__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_96__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_96__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_96__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_96__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__binned_entropy__max_bins_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_97__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__c3__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_97__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__c3__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__c3__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_97__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_97__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_98__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_98__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_98__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_98__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_99__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_99__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_99__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_99__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_9__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_9__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_9__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_9__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__first_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__first_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__friedrich_coefficients__m_3__r_30__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__friedrich_coefficients__m_3__r_30__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__friedrich_coefficients__m_3__r_30__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__friedrich_coefficients__m_3__r_30__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__has_duplicate is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__has_duplicate_max is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__has_duplicate_min is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__index_mass_quantile__q_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__index_mass_quantile__q_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__index_mass_quantile__q_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__index_mass_quantile__q_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__index_mass_quantile__q_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__index_mass_quantile__q_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__index_mass_quantile__q_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__index_mass_quantile__q_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__kurtosis is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__large_standard_deviation__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__last_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__last_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__linear_trend__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__linear_trend__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__linear_trend__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__linear_trend__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__linear_trend__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__longest_strike_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__longest_strike_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__max_langevin_fixed_point__m_3__r_30 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__mean_abs_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__mean_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__mean_second_derivative_central is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__median is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_crossing_m__m_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_crossing_m__m_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_crossing_m__m_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_cwt_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_cwt_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_peaks__n_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_peaks__n_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__number_peaks__n_50 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__partial_autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__percentage_of_reoccurring_datapoints_to_all_datapoints is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__percentage_of_reoccurring_values_to_all_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__quantile__q_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__quantile__q_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__quantile__q_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__quantile__q_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__quantile__q_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__quantile__q_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cid_ce__normalize_False is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__quantile__q_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cid_ce__normalize_True is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__quantile__q_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__range_count__max_0__min_1000000000000.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__range_count__max_1000000000000.0__min_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__range_count__max_1__min_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__count_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_1.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_2.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__count_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_beyond_r_sigma__r_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__ratio_value_number_to_time_series_length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__sample_entropy is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__skewness is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__spkt_welch_density__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__spkt_welch_density__coeff_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__spkt_welch_density__coeff_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__sum_of_reoccurring_data_points is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__sum_of_reoccurring_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__sum_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__symmetry_looking__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__time_reversal_asymmetry_statistic__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__time_reversal_asymmetry_statistic__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__time_reversal_asymmetry_statistic__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__value_count__value_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__value_count__value_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__value_count__value_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__variance is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__variance_larger_than_standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__absolute_sum_of_changes is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_autocorrelation__f_agg_\"mean\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_autocorrelation__f_agg_\"median\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_autocorrelation__f_agg_\"var\"__maxlag_40 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"max\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"mean\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__energy_ratio_by_chunks__num_segments_10__segment_focus_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_aggregated__aggtype_\"centroid\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_aggregated__aggtype_\"kurtosis\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_aggregated__aggtype_\"skew\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_aggregated__aggtype_\"variance\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_0__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_0__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_0__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_0__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_10__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_10__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_10__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_10__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_11__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_11__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_11__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_11__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"min\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_12__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_12__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_12__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_10__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_12__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_13__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_13__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_13__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_13__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_50__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_14__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_14__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_14__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__agg_linear_trend__f_agg_\"var\"__chunk_len_5__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_14__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__approximate_entropy__m_2__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_15__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_15__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__approximate_entropy__m_2__r_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__approximate_entropy__m_2__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_15__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_15__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__approximate_entropy__m_2__r_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__approximate_entropy__m_2__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_16__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_16__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__ar_coefficient__k_10__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_16__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__ar_coefficient__k_10__coeff_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_16__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__ar_coefficient__k_10__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_17__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__ar_coefficient__k_10__coeff_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_17__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__ar_coefficient__k_10__coeff_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_17__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__augmented_dickey_fuller__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_17__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__augmented_dickey_fuller__attr_\"teststat\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_18__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__augmented_dickey_fuller__attr_\"usedlag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_18__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_18__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_18__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature pixel_index__fft_coefficient__coeff_19__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__binned_entropy__max_bins_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__c3__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__c3__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__c3__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__energy_ratio_by_chunks__num_segments_10__segment_focus_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cid_ce__normalize_False is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_aggregated__aggtype_\"centroid\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cid_ce__normalize_True is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__count_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_aggregated__aggtype_\"kurtosis\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__count_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_aggregated__aggtype_\"skew\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_aggregated__aggtype_\"variance\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_0__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_0__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_10__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_10__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_10__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_10__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_11__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_11__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_11__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_11__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_12__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_12__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_12__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_12__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_13__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_13__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_13__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_13__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_14__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_14__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_14__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_14__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_15__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_15__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_15__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_15__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_16__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_16__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_16__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_16__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_17__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_17__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_17__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_17__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_18__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_18__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_18__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_18__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_19__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_19__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_19__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_19__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_1__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_1__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_1__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_1__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_20__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_20__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_20__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_20__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_21__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_21__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_21__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_21__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_22__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_22__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_22__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_22__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_23__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_23__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_23__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_23__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_24__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_24__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_24__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_24__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_25__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_25__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_25__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_25__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_26__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_26__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_26__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_26__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_27__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_27__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_27__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_27__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_28__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_28__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_28__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_28__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_29__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_29__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_29__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_29__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_2__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_2__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_2__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_2__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_30__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_30__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_30__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_30__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_31__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_31__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_31__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_31__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_32__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_32__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_32__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_32__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_33__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_33__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_33__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_33__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_34__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_34__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_34__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_34__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_False__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_35__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_35__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_35__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_35__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_36__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_36__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_36__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_36__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_37__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_37__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_37__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_37__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_38__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_38__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_38__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_38__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_39__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_39__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_39__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_39__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_3__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_3__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_3__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_3__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_40__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"var\"__isabs_True__qh_1.0__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_40__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cid_ce__normalize_False is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_40__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_40__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cid_ce__normalize_True is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_41__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__count_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_41__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__count_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_41__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_41__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_42__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_42__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_42__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_10__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_42__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_43__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_43__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_11__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_43__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_43__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_44__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_44__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_44__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_12__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_44__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_45__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_45__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_45__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_13__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_45__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_46__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_46__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_14__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_46__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_46__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_47__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_1__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_47__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_47__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_47__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_2__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_48__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_48__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_48__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_48__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_3__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_49__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_49__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_49__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_49__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_4__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_4__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_4__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_4__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_4__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_50__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_50__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_5__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_50__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_6__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_50__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_51__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_51__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_51__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_51__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_7__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_52__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_52__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_52__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_52__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_53__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_8__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_53__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_53__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_20 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_53__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_54__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_9__w_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_54__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_54__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_54__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_55__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_55__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_55__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_55__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_56__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_56__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_56__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__energy_ratio_by_chunks__num_segments_10__segment_focus_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_aggregated__aggtype_\"centroid\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_56__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_57__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_aggregated__aggtype_\"kurtosis\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_aggregated__aggtype_\"skew\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_57__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_aggregated__aggtype_\"variance\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_57__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_0__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_57__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_0__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_58__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_58__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_10__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_10__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_58__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_10__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_58__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_10__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_59__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_11__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_59__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_11__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_59__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_11__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_59__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_11__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_5__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_12__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_5__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_12__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_5__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_12__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_5__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_60__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_12__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_13__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_60__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_60__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_13__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_60__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_13__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_61__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_13__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_61__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_14__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_61__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_14__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_61__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_14__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_62__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_14__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_62__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_15__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_62__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_15__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_62__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_15__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_15__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_63__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_16__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_63__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_16__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_63__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_16__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_63__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_16__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_64__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_64__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_17__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_64__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_17__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_17__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_64__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_17__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_65__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_18__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_65__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_65__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_18__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_65__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_18__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_18__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_66__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_66__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_19__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_19__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_66__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_19__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_66__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_67__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_19__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_67__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_1__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_67__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_1__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_67__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_1__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_68__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_1__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_68__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_20__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_68__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_20__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_68__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_69__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_20__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_20__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_69__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_21__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_69__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_69__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_21__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_21__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_6__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_21__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_6__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_6__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_22__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_6__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_22__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_22__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_70__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_22__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_70__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_70__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_23__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_70__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_23__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_71__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_23__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_23__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_71__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_24__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_71__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_24__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_71__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_24__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_24__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_72__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_25__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_72__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_25__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_25__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_72__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_25__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_72__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_26__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_73__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_26__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_73__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_26__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_73__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_26__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_73__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_74__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_27__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_74__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_27__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_74__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_27__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_74__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_27__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_75__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_28__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_28__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_75__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_28__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_75__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_28__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_75__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_29__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_76__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_29__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_76__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_29__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_29__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_76__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_2__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_76__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_2__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_77__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_2__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_77__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_2__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_77__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_30__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_77__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_30__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_78__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_30__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_30__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_78__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_31__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_78__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_78__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_31__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_79__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_31__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_79__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_31__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_79__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_32__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_79__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_32__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_7__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_32__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_7__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_32__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_7__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_33__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_7__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_33__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_80__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_33__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_80__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_33__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_80__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_34__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_80__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_81__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_34__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_81__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_34__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_81__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_34__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_81__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_35__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_82__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_35__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_82__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_35__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_82__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_35__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_82__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_36__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_36__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_83__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_83__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_36__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_36__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_83__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_83__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_37__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_84__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_37__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_37__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_84__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_37__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_84__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_38__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_84__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_85__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_38__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_85__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_38__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_85__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_38__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_85__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_39__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_86__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_39__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_86__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_39__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_39__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_86__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_86__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_3__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_87__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_3__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_3__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_87__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_87__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_3__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_87__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_40__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_40__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_88__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_40__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_88__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_40__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_88__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_41__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_88__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_41__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_89__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_41__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_41__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_89__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_89__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_42__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_89__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_42__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_42__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_8__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_42__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_8__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_8__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_43__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_8__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_43__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_90__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_43__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_90__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_43__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_90__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_44__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_90__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_44__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_91__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_44__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_44__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_91__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_91__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_45__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_91__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_45__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_92__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_45__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_92__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_45__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_92__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_46__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_92__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_46__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_93__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_93__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_46__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_46__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_93__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_47__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_93__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_47__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_94__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_47__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_94__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_47__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_94__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_48__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_94__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_48__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_95__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_48__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_95__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_48__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_95__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_95__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_49__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_49__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_96__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_49__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_96__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_49__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_4__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_96__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_4__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_4__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_96__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_97__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_97__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_4__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_50__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_50__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_97__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_97__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_50__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_50__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_51__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_98__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_51__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_98__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_51__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_51__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_98__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_98__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_52__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_52__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_99__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_52__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_99__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_52__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_99__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_53__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_53__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_99__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_53__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_9__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_53__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_9__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_54__attr_\"abs\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_9__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_54__attr_\"angle\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__fft_coefficient__coeff_9__attr_\"real\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__fft_coefficient__coeff_54__attr_\"imag\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__first_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__first_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature precip__friedrich_coefficients__m_3__r_30__coeff_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__has_duplicate_max is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__has_duplicate_min is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__index_mass_quantile__q_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__index_mass_quantile__q_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__index_mass_quantile__q_0.3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__index_mass_quantile__q_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__index_mass_quantile__q_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__index_mass_quantile__q_0.7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__index_mass_quantile__q_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__index_mass_quantile__q_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__kurtosis is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__change_quantiles__f_agg_\"mean\"__isabs_False__qh_1.0__ql_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__large_standard_deviation__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__last_location_of_maximum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__last_location_of_minimum is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__linear_trend__attr_\"intercept\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__linear_trend__attr_\"pvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__linear_trend__attr_\"rvalue\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__linear_trend__attr_\"slope\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__linear_trend__attr_\"stderr\" is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__longest_strike_above_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__longest_strike_below_mean is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__max_langevin_fixed_point__m_3__r_30 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__mean_abs_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__mean_change is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__mean_second_derivative_central is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_crossing_m__m_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_crossing_m__m_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_crossing_m__m_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_cwt_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_cwt_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_peaks__n_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_peaks__n_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_peaks__n_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_peaks__n_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__number_peaks__n_50 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__partial_autocorrelation__lag_9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__percentage_of_reoccurring_datapoints_to_all_datapoints is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__percentage_of_reoccurring_values_to_all_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__range_count__max_0__min_1000000000000.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__range_count__max_1000000000000.0__min_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__range_count__max_1__min_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_1.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_10 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_2.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_6 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_beyond_r_sigma__r_7 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__ratio_value_number_to_time_series_length is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__sample_entropy is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__skewness is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__spkt_welch_density__coeff_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__spkt_welch_density__coeff_5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__spkt_welch_density__coeff_8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__standard_deviation is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__sum_of_reoccurring_data_points is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__sum_of_reoccurring_values is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.05 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.15000000000000002 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.25 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.30000000000000004 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.35000000000000003 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.4 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.45 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.5 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.55 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.6000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.65 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.7000000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.75 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.8 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.8500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.9 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__symmetry_looking__r_0.9500000000000001 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__time_reversal_asymmetry_statistic__lag_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__time_reversal_asymmetry_statistic__lag_2 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__time_reversal_asymmetry_statistic__lag_3 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__value_count__value_-1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__value_count__value_0 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__value_count__value_1 is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__variance is constant\n", + "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature t2m__variance_larger_than_standard_deviation is constant\n" + ] + }, + { + "data": { + "text/html": [ + "
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variableprecip__abs_energyprecip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_20precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_5precip__fft_coefficient__coeff_0__attr_\"abs\"precip__fft_coefficient__coeff_0__attr_\"real\"precip__maximumprecip__meanprecip__medianprecip__minimumprecip__quantile__q_0.1...SMsurf__quantile__q_0.1SMsurf__quantile__q_0.2SMsurf__quantile__q_0.3SMsurf__quantile__q_0.4SMsurf__quantile__q_0.6SMsurf__quantile__q_0.7SMsurf__quantile__q_0.8SMsurf__quantile__q_0.9SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_10SMsurf__abs_energy
id
12.8445100.3270930.6541851.6865681.6865681.6865681.6865681.6865681.6865681.686568...0.2013340.2013340.2013340.2013340.2013340.2013340.2013340.2013340.0552200.040535
2129.1710242.2041924.40838411.36534311.36534311.36534311.36534311.36534311.36534311.365343...0.1980970.1980970.1980970.1980970.1980970.1980970.1980970.1980970.0543320.039242
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2 rows × 41 columns

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" + ], + "text/plain": [ + "variable precip__abs_energy \\\n", + "id \n", + "1 2.844510 \n", + "2 129.171024 \n", + "\n", + "variable precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_20 \\\n", + "id \n", + "1 0.327093 \n", + "2 2.204192 \n", + "\n", + "variable precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_5 \\\n", + "id \n", + "1 0.654185 \n", + "2 4.408384 \n", + "\n", + "variable precip__fft_coefficient__coeff_0__attr_\"abs\" \\\n", + "id \n", + "1 1.686568 \n", + "2 11.365343 \n", + "\n", + "variable precip__fft_coefficient__coeff_0__attr_\"real\" precip__maximum \\\n", + "id \n", + "1 1.686568 1.686568 \n", + "2 11.365343 11.365343 \n", + "\n", + "variable precip__mean precip__median precip__minimum \\\n", + "id \n", + "1 1.686568 1.686568 1.686568 \n", + "2 11.365343 11.365343 11.365343 \n", + "\n", + "variable precip__quantile__q_0.1 ... \\\n", + "id ... \n", + "1 1.686568 ... \n", + "2 11.365343 ... \n", + "\n", + "variable SMsurf__quantile__q_0.1 SMsurf__quantile__q_0.2 \\\n", + "id \n", + "1 0.201334 0.201334 \n", + "2 0.198097 0.198097 \n", + "\n", + "variable SMsurf__quantile__q_0.3 SMsurf__quantile__q_0.4 \\\n", + "id \n", + "1 0.201334 0.201334 \n", + "2 0.198097 0.198097 \n", + "\n", + "variable SMsurf__quantile__q_0.6 SMsurf__quantile__q_0.7 \\\n", + "id \n", + "1 0.201334 0.201334 \n", + "2 0.198097 0.198097 \n", + "\n", + "variable SMsurf__quantile__q_0.8 SMsurf__quantile__q_0.9 \\\n", + "id \n", + "1 0.201334 0.201334 \n", + "2 0.198097 0.198097 \n", + "\n", + "variable SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_10 \\\n", + "id \n", + "1 0.055220 \n", + "2 0.054332 \n", + "\n", + "variable SMsurf__abs_energy \n", + "id \n", + "1 0.040535 \n", + "2 0.039242 \n", + "\n", + "[2 rows x 41 columns]" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if (data_dir.parents[0] / 'subset_filtered_features_df.pkl').exists():\n", + " with open(data_dir.parents[0] / 'subset_filtered_features_df.pkl', 'rb') as fp:\n", + " filtered_features = pickle.load(fp)\n", + "else:\n", + " filtered_features = extract_relevant_features(X, y, column_id='id', column_sort='time_index')\n", + " with open(data_dir.parents[0] / 'subset_filtered_features_df.pkl', 'wb') as fp:\n", + " pickle.dump(filtered_features, fp)\n", + "\n", + "filtered_features.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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variableprecip__abs_energyprecip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_20precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_5precip__fft_coefficient__coeff_0__attr_\"abs\"precip__fft_coefficient__coeff_0__attr_\"real\"precip__maximumprecip__meanprecip__medianprecip__minimumprecip__quantile__q_0.1...SMsurf__quantile__q_0.1SMsurf__quantile__q_0.2SMsurf__quantile__q_0.3SMsurf__quantile__q_0.4SMsurf__quantile__q_0.6SMsurf__quantile__q_0.7SMsurf__quantile__q_0.8SMsurf__quantile__q_0.9SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_10SMsurf__abs_energy
id
12.844510e+003.270925e-016.541851e-011.686568e+001.686568e+001.686568e+001.686568e+001.686568e+001.686568e+001.686568e+00...0.2013340.2013340.2013340.2013340.2013340.2013340.2013340.2013340.0552200.040535
21.291710e+022.204192e+004.408384e+001.136534e+011.136534e+011.136534e+011.136534e+011.136534e+011.136534e+011.136534e+01...0.1980970.1980970.1980970.1980970.1980970.1980970.1980970.1980970.0543320.039242
34.893875e+024.290356e+008.580712e+002.212210e+012.212210e+012.212210e+012.212210e+012.212210e+012.212210e+012.212210e+01...0.2128130.2128130.2128130.2128130.2128130.2128130.2128130.2128130.0583690.045289
41.767665e+042.578499e+015.156997e+011.329536e+021.329536e+021.329536e+021.329536e+021.329536e+021.329536e+021.329536e+02...0.2895860.2895860.2895860.2895860.2895860.2895860.2895860.2895860.0794260.083860
52.725624e+043.201842e+016.403683e+011.650946e+021.650946e+021.650946e+021.650946e+021.650946e+021.650946e+021.650946e+02...0.3209280.3209280.3209280.3209280.3209280.3209280.3209280.3209280.0880220.102995
61.892950e+042.668311e+015.336622e+011.375845e+021.375845e+021.375845e+021.375845e+021.375845e+021.375845e+021.375845e+02...0.3555620.3555620.3555620.3555620.3555620.3555620.3555620.3555620.0975210.126424
71.580527e+042.438191e+014.876383e+011.257190e+021.257190e+021.257190e+021.257190e+021.257190e+021.257190e+021.257190e+02...0.3391400.3391400.3391400.3391400.3391400.3391400.3391400.3391400.0930170.115016
86.601672e+031.575774e+013.151547e+018.125067e+018.125067e+018.125067e+018.125067e+018.125067e+018.125067e+018.125067e+01...0.3106400.3106400.3106400.3106400.3106400.3106400.3106400.3106400.0852000.096497
93.612336e+023.686048e+007.372095e+001.900615e+011.900615e+011.900615e+011.900615e+011.900615e+011.900615e+011.900615e+01...0.2722030.2722030.2722030.2722030.2722030.2722030.2722030.2722030.0746580.074095
105.702441e-011.464527e-012.929053e-017.551451e-017.551451e-017.551451e-017.551451e-017.551451e-017.551451e-017.551451e-01...0.2274280.2274280.2274280.2274280.2274280.2274280.2274280.2274280.0623770.051724
113.311114e-031.115974e-022.231947e-025.754228e-025.754228e-025.754228e-025.754228e-025.754228e-025.754228e-025.754228e-02...0.2110960.2110960.2110960.2110960.2110960.2110960.2110960.2110960.0578980.044561
126.549102e-164.963154e-099.926308e-092.559121e-082.559121e-082.559121e-082.559121e-082.559121e-082.559121e-082.559121e-08...0.2025640.2025640.2025640.2025640.2025640.2025640.2025640.2025640.0555580.041032
135.970195e-011.498515e-012.997031e-017.726704e-017.726704e-017.726704e-017.726704e-017.726704e-017.726704e-017.726704e-01...0.1979260.1979260.1979260.1979260.1979260.1979260.1979260.1979260.0542850.039175
141.023915e+036.205814e+001.241163e+013.199866e+013.199866e+013.199866e+013.199866e+013.199866e+013.199866e+013.199866e+01...0.2369780.2369780.2369780.2369780.2369780.2369780.2369780.2369780.0649960.056158
151.736040e+042.555329e+015.110658e+011.317589e+021.317589e+021.317589e+021.317589e+021.317589e+021.317589e+021.317589e+02...0.3239900.3239900.3239900.3239900.3239900.3239900.3239900.3239900.0888610.104969
164.271241e+044.008150e+018.016299e+012.066698e+022.066698e+022.066698e+022.066698e+022.066698e+022.066698e+022.066698e+02...0.3942760.3942760.3942760.3942760.3942760.3942760.3942760.3942760.1081390.155454
171.299868e+042.211141e+014.422282e+011.140117e+021.140117e+021.140117e+021.140117e+021.140117e+021.140117e+021.140117e+02...0.3923150.3923150.3923150.3923150.3923150.3923150.3923150.3923150.1076010.153911
187.890460e+031.722733e+013.445467e+018.882826e+018.882826e+018.882826e+018.882826e+018.882826e+018.882826e+018.882826e+01...0.3585810.3585810.3585810.3585810.3585810.3585810.3585810.3585810.0983490.128580
192.052222e+042.778299e+015.556598e+011.432558e+021.432558e+021.432558e+021.432558e+021.432558e+021.432558e+021.432558e+02...0.3268320.3268320.3268320.3268320.3268320.3268320.3268320.3268320.0896410.106819
201.274387e+036.923371e+001.384674e+013.569856e+013.569856e+013.569856e+013.569856e+013.569856e+013.569856e+013.569856e+01...0.2865770.2865770.2865770.2865770.2865770.2865770.2865770.2865770.0786000.082127
211.026208e+021.964647e+003.929294e+001.013019e+011.013019e+011.013019e+011.013019e+011.013019e+011.013019e+011.013019e+01...0.2295190.2295190.2295190.2295190.2295190.2295190.2295190.2295190.0629510.052679
225.835920e-011.481568e-012.963136e-017.639319e-017.639319e-017.639319e-017.639319e-017.639319e-017.639319e-017.639319e-01...0.2066500.2066500.2066500.2066500.2066500.2066500.2066500.2066500.0566780.042704
233.310674e-031.115900e-022.231799e-025.753846e-025.753846e-025.753846e-025.753846e-025.753846e-025.753846e-025.753846e-02...0.1983870.1983870.1983870.1983870.1983870.1983870.1983870.1983870.0544120.039357
247.157011e-165.188392e-091.037678e-082.675259e-082.675259e-082.675259e-082.675259e-082.675259e-082.675259e-082.675259e-08...0.1944280.1944280.1944280.1944280.1944280.1944280.1944280.1944280.0533260.037802
257.639320e-011.695096e-013.390192e-018.740320e-018.740320e-018.740320e-018.740320e-018.740320e-018.740320e-018.740320e-01...0.1923860.1923860.1923860.1923860.1923860.1923860.1923860.1923860.0527660.037013
261.847691e+022.636220e+005.272439e+001.359298e+011.359298e+011.359298e+011.359298e+011.359298e+011.359298e+011.359298e+01...0.2028480.2028480.2028480.2028480.2028480.2028480.2028480.2028480.0556350.041147
279.575440e+026.001313e+001.200263e+013.094421e+013.094421e+013.094421e+013.094421e+013.094421e+013.094421e+013.094421e+01...0.2400590.2400590.2400590.2400590.2400590.2400590.2400590.2400590.0658410.057628
282.573116e+043.110976e+016.221951e+011.604094e+021.604094e+021.604094e+021.604094e+021.604094e+021.604094e+021.604094e+02...0.3219990.3219990.3219990.3219990.3219990.3219990.3219990.3219990.0883150.103683
292.198742e+042.875769e+015.751538e+011.482816e+021.482816e+021.482816e+021.482816e+021.482816e+021.482816e+021.482816e+02...0.3843470.3843470.3843470.3843470.3843470.3843470.3843470.3843470.1054160.147723
301.364073e+042.265091e+014.530182e+011.167935e+021.167935e+021.167935e+021.167935e+021.167935e+021.167935e+021.167935e+02...0.3853200.3853200.3853200.3853200.3853200.3853200.3853200.3853200.1056830.148472
..................................................................
3223.888270e-011.209331e-012.418662e-016.235600e-016.235600e-016.235600e-016.235600e-016.235600e-016.235600e-016.235600e-01...0.2503970.2503970.2503970.2503970.2503970.2503970.2503970.2503970.0686770.062699
3232.282750e-039.266081e-031.853216e-024.777813e-024.777813e-024.777813e-024.777813e-024.777813e-024.777813e-024.777813e-02...0.2216360.2216360.2216360.2216360.2216360.2216360.2216360.2216360.0607890.049123
3243.975254e-163.866779e-097.733558e-091.993804e-081.993804e-081.993804e-081.993804e-081.993804e-081.993804e-081.993804e-08...0.2061550.2061550.2061550.2061550.2061550.2061550.2061550.2061550.0565420.042500
3256.226304e-011.530319e-013.060639e-017.890693e-017.890693e-017.890693e-017.890693e-017.890693e-017.890693e-017.890693e-01...0.1978540.1978540.1978540.1978540.1978540.1978540.1978540.1978540.0542660.039146
3267.373860e+025.266406e+001.053281e+012.715485e+012.715485e+012.715485e+012.715485e+012.715485e+012.715485e+012.715485e+01...0.2131330.2131330.2131330.2131330.2131330.2131330.2131330.2131330.0584560.045426
3276.849918e+031.605128e+013.210255e+018.276423e+018.276423e+018.276423e+018.276423e+018.276423e+018.276423e+018.276423e+01...0.2572640.2572640.2572640.2572640.2572640.2572640.2572640.2572640.0705610.066185
3282.381396e+042.992834e+015.985669e+011.543177e+021.543177e+021.543177e+021.543177e+021.543177e+021.543177e+021.543177e+02...0.3136760.3136760.3136760.3136760.3136760.3136760.3136760.3136760.0860330.098392
3293.738296e+043.749762e+017.499525e+011.933467e+021.933467e+021.933467e+021.933467e+021.933467e+021.933467e+021.933467e+02...0.3549920.3549920.3549920.3549920.3549920.3549920.3549920.3549920.0973640.126019
3301.030475e+041.968727e+013.937455e+011.015123e+021.015123e+021.015123e+021.015123e+021.015123e+021.015123e+021.015123e+02...0.3901450.3901450.3901450.3901450.3901450.3901450.3901450.3901450.1070060.152213
3313.743301e+043.752272e+017.504544e+011.934761e+021.934761e+021.934761e+021.934761e+021.934761e+021.934761e+021.934761e+02...0.3947210.3947210.3947210.3947210.3947210.3947210.3947210.3947210.1082610.155805
3321.117129e+042.049833e+014.099666e+011.056943e+021.056943e+021.056943e+021.056943e+021.056943e+021.056943e+021.056943e+02...0.3508280.3508280.3508280.3508280.3508280.3508280.3508280.3508280.0962220.123080
3332.149044e+022.843083e+005.686166e+001.465962e+011.465962e+011.465962e+011.465962e+011.465962e+011.465962e+011.465962e+01...0.2740560.2740560.2740560.2740560.2740560.2740560.2740560.2740560.0751660.075107
3345.113095e+004.385396e-018.770793e-012.261215e+002.261215e+002.261215e+002.261215e+002.261215e+002.261215e+002.261215e+00...0.2322800.2322800.2322800.2322800.2322800.2322800.2322800.2322800.0637080.053954
3352.280952e-039.262431e-031.852486e-024.775932e-024.775932e-024.775932e-024.775932e-024.775932e-024.775932e-024.775932e-02...0.2076760.2076760.2076760.2076760.2076760.2076760.2076760.2076760.0569600.043129
3363.975258e-163.866781e-097.733562e-091.993805e-081.993805e-081.993805e-081.993805e-081.993805e-081.993805e-081.993805e-08...0.1977510.1977510.1977510.1977510.1977510.1977510.1977510.1977510.0542380.039106
3377.022859e-011.625264e-013.250528e-018.380250e-018.380250e-018.380250e-018.380250e-018.380250e-018.380250e-018.380250e-01...0.1943070.1943070.1943070.1943070.1943070.1943070.1943070.1943070.0532930.037755
3388.961427e+011.835927e+003.671855e+009.466481e+009.466481e+009.466481e+009.466481e+009.466481e+009.466481e+009.466481e+00...0.1929600.1929600.1929600.1929600.1929600.1929600.1929600.1929600.0529230.037233
3396.061048e+031.509874e+013.019748e+017.785273e+017.785273e+017.785273e+017.785273e+017.785273e+017.785273e+017.785273e+01...0.2807620.2807620.2807620.2807620.2807620.2807620.2807620.2807620.0770050.078827
3404.294590e+044.019090e+018.038180e+012.072339e+022.072339e+022.072339e+022.072339e+022.072339e+022.072339e+022.072339e+02...0.3181950.3181950.3181950.3181950.3181950.3181950.3181950.3181950.0872720.101248
3412.396394e+043.002244e+016.004489e+011.548029e+021.548029e+021.548029e+021.548029e+021.548029e+021.548029e+021.548029e+02...0.3781430.3781430.3781430.3781430.3781430.3781430.3781430.3781430.1037140.142992
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3432.407531e+043.009212e+016.018425e+011.551622e+021.551622e+021.551622e+021.551622e+021.551622e+021.551622e+021.551622e+02...0.3877670.3877670.3877670.3877670.3877670.3877670.3877670.3877670.1063540.150363
3442.833313e+031.032320e+012.064639e+015.322888e+015.322888e+015.322888e+015.322888e+015.322888e+015.322888e+015.322888e+01...0.3404460.3404460.3404460.3404460.3404460.3404460.3404460.3404460.0933750.115903
3456.300866e+024.868185e+009.736369e+002.510153e+012.510153e+012.510153e+012.510153e+012.510153e+012.510153e+012.510153e+01...0.2680030.2680030.2680030.2680030.2680030.2680030.2680030.2680030.0735060.071826
3464.099368e-011.241725e-012.483450e-016.402631e-016.402631e-016.402631e-016.402631e-016.402631e-016.402631e-016.402631e-01...0.2280080.2280080.2280080.2280080.2280080.2280080.2280080.2280080.0625360.051988
3472.299501e-039.300016e-031.860003e-024.795311e-024.795311e-024.795311e-024.795311e-024.795311e-024.795311e-024.795311e-02...0.2084660.2084660.2084660.2084660.2084660.2084660.2084660.2084660.0571770.043458
3483.806335e-163.783732e-097.567464e-091.950983e-081.950983e-081.950983e-081.950983e-081.950983e-081.950983e-081.950983e-08...0.1979220.1979220.1979220.1979220.1979220.1979220.1979220.1979220.0542850.039173
3497.517965e-011.681578e-013.363156e-018.670620e-018.670620e-018.670620e-018.670620e-018.670620e-018.670620e-018.670620e-01...0.1935990.1935990.1935990.1935990.1935990.1935990.1935990.1935990.0530990.037481
3501.439186e+022.326619e+004.653239e+001.199661e+011.199661e+011.199661e+011.199661e+011.199661e+011.199661e+011.199661e+01...0.2045520.2045520.2045520.2045520.2045520.2045520.2045520.2045520.0561030.041841
3511.358893e+037.149234e+001.429847e+013.686316e+013.686316e+013.686316e+013.686316e+013.686316e+013.686316e+013.686316e+01...0.2224720.2224720.2224720.2224720.2224720.2224720.2224720.2224720.0610180.049494
\n", + "

351 rows × 41 columns

\n", + "
" + ], + "text/plain": [ + "variable precip__abs_energy \\\n", + "id \n", + "1 2.844510e+00 \n", + "2 1.291710e+02 \n", + "3 4.893875e+02 \n", + "4 1.767665e+04 \n", + "5 2.725624e+04 \n", + "6 1.892950e+04 \n", + "7 1.580527e+04 \n", + "8 6.601672e+03 \n", + "9 3.612336e+02 \n", + "10 5.702441e-01 \n", + "11 3.311114e-03 \n", + "12 6.549102e-16 \n", + "13 5.970195e-01 \n", + "14 1.023915e+03 \n", + "15 1.736040e+04 \n", + "16 4.271241e+04 \n", + "17 1.299868e+04 \n", + "18 7.890460e+03 \n", + "19 2.052222e+04 \n", + "20 1.274387e+03 \n", + "21 1.026208e+02 \n", + "22 5.835920e-01 \n", + "23 3.310674e-03 \n", + "24 7.157011e-16 \n", + "25 7.639320e-01 \n", + "26 1.847691e+02 \n", + "27 9.575440e+02 \n", + "28 2.573116e+04 \n", + "29 2.198742e+04 \n", + "30 1.364073e+04 \n", + ".. ... \n", + "322 3.888270e-01 \n", + "323 2.282750e-03 \n", + "324 3.975254e-16 \n", + "325 6.226304e-01 \n", + "326 7.373860e+02 \n", + "327 6.849918e+03 \n", + "328 2.381396e+04 \n", + "329 3.738296e+04 \n", + "330 1.030475e+04 \n", + "331 3.743301e+04 \n", + "332 1.117129e+04 \n", + "333 2.149044e+02 \n", + "334 5.113095e+00 \n", + "335 2.280952e-03 \n", + "336 3.975258e-16 \n", + "337 7.022859e-01 \n", + "338 8.961427e+01 \n", + "339 6.061048e+03 \n", + "340 4.294590e+04 \n", + "341 2.396394e+04 \n", + "342 1.932424e+04 \n", + "343 2.407531e+04 \n", + "344 2.833313e+03 \n", + "345 6.300866e+02 \n", + "346 4.099368e-01 \n", + "347 2.299501e-03 \n", + "348 3.806335e-16 \n", + "349 7.517965e-01 \n", + "350 1.439186e+02 \n", + "351 1.358893e+03 \n", + "\n", + "variable precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_20 \\\n", + "id \n", + "1 3.270925e-01 \n", + "2 2.204192e+00 \n", + "3 4.290356e+00 \n", + "4 2.578499e+01 \n", + "5 3.201842e+01 \n", + "6 2.668311e+01 \n", + "7 2.438191e+01 \n", + "8 1.575774e+01 \n", + "9 3.686048e+00 \n", + "10 1.464527e-01 \n", + "11 1.115974e-02 \n", + "12 4.963154e-09 \n", + "13 1.498515e-01 \n", + "14 6.205814e+00 \n", + "15 2.555329e+01 \n", + "16 4.008150e+01 \n", + "17 2.211141e+01 \n", + "18 1.722733e+01 \n", + "19 2.778299e+01 \n", + "20 6.923371e+00 \n", + "21 1.964647e+00 \n", + "22 1.481568e-01 \n", + "23 1.115900e-02 \n", + "24 5.188392e-09 \n", + "25 1.695096e-01 \n", + "26 2.636220e+00 \n", + "27 6.001313e+00 \n", + "28 3.110976e+01 \n", + "29 2.875769e+01 \n", + "30 2.265091e+01 \n", + ".. ... \n", + "322 1.209331e-01 \n", + "323 9.266081e-03 \n", + "324 3.866779e-09 \n", + "325 1.530319e-01 \n", + "326 5.266406e+00 \n", + "327 1.605128e+01 \n", + "328 2.992834e+01 \n", + "329 3.749762e+01 \n", + "330 1.968727e+01 \n", + "331 3.752272e+01 \n", + "332 2.049833e+01 \n", + "333 2.843083e+00 \n", + "334 4.385396e-01 \n", + "335 9.262431e-03 \n", + "336 3.866781e-09 \n", + "337 1.625264e-01 \n", + "338 1.835927e+00 \n", + "339 1.509874e+01 \n", + "340 4.019090e+01 \n", + "341 3.002244e+01 \n", + "342 2.695989e+01 \n", + "343 3.009212e+01 \n", + "344 1.032320e+01 \n", + "345 4.868185e+00 \n", + "346 1.241725e-01 \n", + "347 9.300016e-03 \n", + "348 3.783732e-09 \n", + "349 1.681578e-01 \n", + "350 2.326619e+00 \n", + "351 7.149234e+00 \n", + "\n", + "variable precip__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_5 \\\n", + "id \n", + "1 6.541851e-01 \n", + "2 4.408384e+00 \n", + "3 8.580712e+00 \n", + "4 5.156997e+01 \n", + "5 6.403683e+01 \n", + "6 5.336622e+01 \n", + "7 4.876383e+01 \n", + "8 3.151547e+01 \n", + "9 7.372095e+00 \n", + "10 2.929053e-01 \n", + "11 2.231947e-02 \n", + "12 9.926308e-09 \n", + "13 2.997031e-01 \n", + "14 1.241163e+01 \n", + "15 5.110658e+01 \n", + "16 8.016299e+01 \n", + "17 4.422282e+01 \n", + "18 3.445467e+01 \n", + "19 5.556598e+01 \n", + "20 1.384674e+01 \n", + "21 3.929294e+00 \n", + "22 2.963136e-01 \n", + "23 2.231799e-02 \n", + "24 1.037678e-08 \n", + "25 3.390192e-01 \n", + "26 5.272439e+00 \n", + "27 1.200263e+01 \n", + "28 6.221951e+01 \n", + "29 5.751538e+01 \n", + "30 4.530182e+01 \n", + ".. ... \n", + "322 2.418662e-01 \n", + "323 1.853216e-02 \n", + "324 7.733558e-09 \n", + "325 3.060639e-01 \n", + "326 1.053281e+01 \n", + "327 3.210255e+01 \n", + "328 5.985669e+01 \n", + "329 7.499525e+01 \n", + "330 3.937455e+01 \n", + "331 7.504544e+01 \n", + "332 4.099666e+01 \n", + "333 5.686166e+00 \n", + "334 8.770793e-01 \n", + "335 1.852486e-02 \n", + "336 7.733562e-09 \n", + "337 3.250528e-01 \n", + "338 3.671855e+00 \n", + "339 3.019748e+01 \n", + "340 8.038180e+01 \n", + "341 6.004489e+01 \n", + "342 5.391978e+01 \n", + "343 6.018425e+01 \n", + "344 2.064639e+01 \n", + "345 9.736369e+00 \n", + "346 2.483450e-01 \n", + "347 1.860003e-02 \n", + "348 7.567464e-09 \n", + "349 3.363156e-01 \n", + "350 4.653239e+00 \n", + "351 1.429847e+01 \n", + "\n", + "variable precip__fft_coefficient__coeff_0__attr_\"abs\" \\\n", + "id \n", + "1 1.686568e+00 \n", + "2 1.136534e+01 \n", + "3 2.212210e+01 \n", + "4 1.329536e+02 \n", + "5 1.650946e+02 \n", + "6 1.375845e+02 \n", + "7 1.257190e+02 \n", + "8 8.125067e+01 \n", + "9 1.900615e+01 \n", + "10 7.551451e-01 \n", + "11 5.754228e-02 \n", + "12 2.559121e-08 \n", + "13 7.726704e-01 \n", + "14 3.199866e+01 \n", + "15 1.317589e+02 \n", + "16 2.066698e+02 \n", + "17 1.140117e+02 \n", + "18 8.882826e+01 \n", + "19 1.432558e+02 \n", + "20 3.569856e+01 \n", + "21 1.013019e+01 \n", + "22 7.639319e-01 \n", + "23 5.753846e-02 \n", + "24 2.675259e-08 \n", + "25 8.740320e-01 \n", + "26 1.359298e+01 \n", + "27 3.094421e+01 \n", + "28 1.604094e+02 \n", + "29 1.482816e+02 \n", + "30 1.167935e+02 \n", + ".. ... \n", + "322 6.235600e-01 \n", + "323 4.777813e-02 \n", + "324 1.993804e-08 \n", + "325 7.890693e-01 \n", + "326 2.715485e+01 \n", + "327 8.276423e+01 \n", + "328 1.543177e+02 \n", + "329 1.933467e+02 \n", + "330 1.015123e+02 \n", + "331 1.934761e+02 \n", + "332 1.056943e+02 \n", + "333 1.465962e+01 \n", + "334 2.261215e+00 \n", + "335 4.775932e-02 \n", + "336 1.993805e-08 \n", + "337 8.380250e-01 \n", + "338 9.466481e+00 \n", + "339 7.785273e+01 \n", + "340 2.072339e+02 \n", + "341 1.548029e+02 \n", + "342 1.390116e+02 \n", + "343 1.551622e+02 \n", + "344 5.322888e+01 \n", + "345 2.510153e+01 \n", + "346 6.402631e-01 \n", + "347 4.795311e-02 \n", + "348 1.950983e-08 \n", + "349 8.670620e-01 \n", + "350 1.199661e+01 \n", + "351 3.686316e+01 \n", + "\n", + "variable precip__fft_coefficient__coeff_0__attr_\"real\" precip__maximum \\\n", + "id \n", + "1 1.686568e+00 1.686568e+00 \n", + "2 1.136534e+01 1.136534e+01 \n", + "3 2.212210e+01 2.212210e+01 \n", + "4 1.329536e+02 1.329536e+02 \n", + "5 1.650946e+02 1.650946e+02 \n", + "6 1.375845e+02 1.375845e+02 \n", + "7 1.257190e+02 1.257190e+02 \n", + "8 8.125067e+01 8.125067e+01 \n", + "9 1.900615e+01 1.900615e+01 \n", + "10 7.551451e-01 7.551451e-01 \n", + "11 5.754228e-02 5.754228e-02 \n", + "12 2.559121e-08 2.559121e-08 \n", + "13 7.726704e-01 7.726704e-01 \n", + "14 3.199866e+01 3.199866e+01 \n", + "15 1.317589e+02 1.317589e+02 \n", + "16 2.066698e+02 2.066698e+02 \n", + "17 1.140117e+02 1.140117e+02 \n", + "18 8.882826e+01 8.882826e+01 \n", + "19 1.432558e+02 1.432558e+02 \n", + "20 3.569856e+01 3.569856e+01 \n", + "21 1.013019e+01 1.013019e+01 \n", + "22 7.639319e-01 7.639319e-01 \n", + "23 5.753846e-02 5.753846e-02 \n", + "24 2.675259e-08 2.675259e-08 \n", + "25 8.740320e-01 8.740320e-01 \n", + "26 1.359298e+01 1.359298e+01 \n", + "27 3.094421e+01 3.094421e+01 \n", + "28 1.604094e+02 1.604094e+02 \n", + "29 1.482816e+02 1.482816e+02 \n", + "30 1.167935e+02 1.167935e+02 \n", + ".. ... ... \n", + "322 6.235600e-01 6.235600e-01 \n", + "323 4.777813e-02 4.777813e-02 \n", + "324 1.993804e-08 1.993804e-08 \n", + "325 7.890693e-01 7.890693e-01 \n", + "326 2.715485e+01 2.715485e+01 \n", + "327 8.276423e+01 8.276423e+01 \n", + "328 1.543177e+02 1.543177e+02 \n", + "329 1.933467e+02 1.933467e+02 \n", + "330 1.015123e+02 1.015123e+02 \n", + "331 1.934761e+02 1.934761e+02 \n", + "332 1.056943e+02 1.056943e+02 \n", + "333 1.465962e+01 1.465962e+01 \n", + "334 2.261215e+00 2.261215e+00 \n", + "335 4.775932e-02 4.775932e-02 \n", + "336 1.993805e-08 1.993805e-08 \n", + "337 8.380250e-01 8.380250e-01 \n", + "338 9.466481e+00 9.466481e+00 \n", + "339 7.785273e+01 7.785273e+01 \n", + "340 2.072339e+02 2.072339e+02 \n", + "341 1.548029e+02 1.548029e+02 \n", + "342 1.390116e+02 1.390116e+02 \n", + "343 1.551622e+02 1.551622e+02 \n", + "344 5.322888e+01 5.322888e+01 \n", + "345 2.510153e+01 2.510153e+01 \n", + "346 6.402631e-01 6.402631e-01 \n", + "347 4.795311e-02 4.795311e-02 \n", + "348 1.950983e-08 1.950983e-08 \n", + "349 8.670620e-01 8.670620e-01 \n", + "350 1.199661e+01 1.199661e+01 \n", + "351 3.686316e+01 3.686316e+01 \n", + "\n", + "variable precip__mean precip__median precip__minimum \\\n", + "id \n", + "1 1.686568e+00 1.686568e+00 1.686568e+00 \n", + "2 1.136534e+01 1.136534e+01 1.136534e+01 \n", + "3 2.212210e+01 2.212210e+01 2.212210e+01 \n", + "4 1.329536e+02 1.329536e+02 1.329536e+02 \n", + "5 1.650946e+02 1.650946e+02 1.650946e+02 \n", + "6 1.375845e+02 1.375845e+02 1.375845e+02 \n", + "7 1.257190e+02 1.257190e+02 1.257190e+02 \n", + "8 8.125067e+01 8.125067e+01 8.125067e+01 \n", + "9 1.900615e+01 1.900615e+01 1.900615e+01 \n", + "10 7.551451e-01 7.551451e-01 7.551451e-01 \n", + "11 5.754228e-02 5.754228e-02 5.754228e-02 \n", + "12 2.559121e-08 2.559121e-08 2.559121e-08 \n", + "13 7.726704e-01 7.726704e-01 7.726704e-01 \n", + "14 3.199866e+01 3.199866e+01 3.199866e+01 \n", + "15 1.317589e+02 1.317589e+02 1.317589e+02 \n", + "16 2.066698e+02 2.066698e+02 2.066698e+02 \n", + "17 1.140117e+02 1.140117e+02 1.140117e+02 \n", + "18 8.882826e+01 8.882826e+01 8.882826e+01 \n", + "19 1.432558e+02 1.432558e+02 1.432558e+02 \n", + "20 3.569856e+01 3.569856e+01 3.569856e+01 \n", + "21 1.013019e+01 1.013019e+01 1.013019e+01 \n", + "22 7.639319e-01 7.639319e-01 7.639319e-01 \n", + "23 5.753846e-02 5.753846e-02 5.753846e-02 \n", + "24 2.675259e-08 2.675259e-08 2.675259e-08 \n", + "25 8.740320e-01 8.740320e-01 8.740320e-01 \n", + "26 1.359298e+01 1.359298e+01 1.359298e+01 \n", + "27 3.094421e+01 3.094421e+01 3.094421e+01 \n", + "28 1.604094e+02 1.604094e+02 1.604094e+02 \n", + "29 1.482816e+02 1.482816e+02 1.482816e+02 \n", + "30 1.167935e+02 1.167935e+02 1.167935e+02 \n", + ".. ... ... ... \n", + "322 6.235600e-01 6.235600e-01 6.235600e-01 \n", + "323 4.777813e-02 4.777813e-02 4.777813e-02 \n", + "324 1.993804e-08 1.993804e-08 1.993804e-08 \n", + "325 7.890693e-01 7.890693e-01 7.890693e-01 \n", + "326 2.715485e+01 2.715485e+01 2.715485e+01 \n", + "327 8.276423e+01 8.276423e+01 8.276423e+01 \n", + "328 1.543177e+02 1.543177e+02 1.543177e+02 \n", + "329 1.933467e+02 1.933467e+02 1.933467e+02 \n", + "330 1.015123e+02 1.015123e+02 1.015123e+02 \n", + "331 1.934761e+02 1.934761e+02 1.934761e+02 \n", + "332 1.056943e+02 1.056943e+02 1.056943e+02 \n", + "333 1.465962e+01 1.465962e+01 1.465962e+01 \n", + "334 2.261215e+00 2.261215e+00 2.261215e+00 \n", + "335 4.775932e-02 4.775932e-02 4.775932e-02 \n", + "336 1.993805e-08 1.993805e-08 1.993805e-08 \n", + "337 8.380250e-01 8.380250e-01 8.380250e-01 \n", + "338 9.466481e+00 9.466481e+00 9.466481e+00 \n", + "339 7.785273e+01 7.785273e+01 7.785273e+01 \n", + "340 2.072339e+02 2.072339e+02 2.072339e+02 \n", + "341 1.548029e+02 1.548029e+02 1.548029e+02 \n", + "342 1.390116e+02 1.390116e+02 1.390116e+02 \n", + "343 1.551622e+02 1.551622e+02 1.551622e+02 \n", + "344 5.322888e+01 5.322888e+01 5.322888e+01 \n", + "345 2.510153e+01 2.510153e+01 2.510153e+01 \n", + "346 6.402631e-01 6.402631e-01 6.402631e-01 \n", + "347 4.795311e-02 4.795311e-02 4.795311e-02 \n", + "348 1.950983e-08 1.950983e-08 1.950983e-08 \n", + "349 8.670620e-01 8.670620e-01 8.670620e-01 \n", + "350 1.199661e+01 1.199661e+01 1.199661e+01 \n", + "351 3.686316e+01 3.686316e+01 3.686316e+01 \n", + "\n", + "variable precip__quantile__q_0.1 ... \\\n", + "id ... \n", + "1 1.686568e+00 ... \n", + "2 1.136534e+01 ... \n", + "3 2.212210e+01 ... \n", + "4 1.329536e+02 ... \n", + "5 1.650946e+02 ... \n", + "6 1.375845e+02 ... \n", + "7 1.257190e+02 ... \n", + "8 8.125067e+01 ... \n", + "9 1.900615e+01 ... \n", + "10 7.551451e-01 ... \n", + "11 5.754228e-02 ... \n", + "12 2.559121e-08 ... \n", + "13 7.726704e-01 ... \n", + "14 3.199866e+01 ... \n", + "15 1.317589e+02 ... \n", + "16 2.066698e+02 ... \n", + "17 1.140117e+02 ... \n", + "18 8.882826e+01 ... \n", + "19 1.432558e+02 ... \n", + "20 3.569856e+01 ... \n", + "21 1.013019e+01 ... \n", + "22 7.639319e-01 ... \n", + "23 5.753846e-02 ... \n", + "24 2.675259e-08 ... \n", + "25 8.740320e-01 ... \n", + "26 1.359298e+01 ... \n", + "27 3.094421e+01 ... \n", + "28 1.604094e+02 ... \n", + "29 1.482816e+02 ... \n", + "30 1.167935e+02 ... \n", + ".. ... ... \n", + "322 6.235600e-01 ... \n", + "323 4.777813e-02 ... \n", + "324 1.993804e-08 ... \n", + "325 7.890693e-01 ... \n", + "326 2.715485e+01 ... \n", + "327 8.276423e+01 ... \n", + "328 1.543177e+02 ... \n", + "329 1.933467e+02 ... \n", + "330 1.015123e+02 ... \n", + "331 1.934761e+02 ... \n", + "332 1.056943e+02 ... \n", + "333 1.465962e+01 ... \n", + "334 2.261215e+00 ... \n", + "335 4.775932e-02 ... \n", + "336 1.993805e-08 ... \n", + "337 8.380250e-01 ... \n", + "338 9.466481e+00 ... \n", + "339 7.785273e+01 ... \n", + "340 2.072339e+02 ... \n", + "341 1.548029e+02 ... \n", + "342 1.390116e+02 ... \n", + "343 1.551622e+02 ... \n", + "344 5.322888e+01 ... \n", + "345 2.510153e+01 ... \n", + "346 6.402631e-01 ... \n", + "347 4.795311e-02 ... \n", + "348 1.950983e-08 ... \n", + "349 8.670620e-01 ... \n", + "350 1.199661e+01 ... \n", + "351 3.686316e+01 ... \n", + "\n", + "variable SMsurf__quantile__q_0.1 SMsurf__quantile__q_0.2 \\\n", + "id \n", + "1 0.201334 0.201334 \n", + "2 0.198097 0.198097 \n", + "3 0.212813 0.212813 \n", + "4 0.289586 0.289586 \n", + "5 0.320928 0.320928 \n", + "6 0.355562 0.355562 \n", + "7 0.339140 0.339140 \n", + "8 0.310640 0.310640 \n", + "9 0.272203 0.272203 \n", + "10 0.227428 0.227428 \n", + "11 0.211096 0.211096 \n", + "12 0.202564 0.202564 \n", + "13 0.197926 0.197926 \n", + "14 0.236978 0.236978 \n", + "15 0.323990 0.323990 \n", + "16 0.394276 0.394276 \n", + "17 0.392315 0.392315 \n", + "18 0.358581 0.358581 \n", + "19 0.326832 0.326832 \n", + "20 0.286577 0.286577 \n", + "21 0.229519 0.229519 \n", + "22 0.206650 0.206650 \n", + "23 0.198387 0.198387 \n", + "24 0.194428 0.194428 \n", + "25 0.192386 0.192386 \n", + "26 0.202848 0.202848 \n", + "27 0.240059 0.240059 \n", + "28 0.321999 0.321999 \n", + "29 0.384347 0.384347 \n", + "30 0.385320 0.385320 \n", + ".. ... ... \n", + "322 0.250397 0.250397 \n", + "323 0.221636 0.221636 \n", + "324 0.206155 0.206155 \n", + "325 0.197854 0.197854 \n", + "326 0.213133 0.213133 \n", + "327 0.257264 0.257264 \n", + "328 0.313676 0.313676 \n", + "329 0.354992 0.354992 \n", + "330 0.390145 0.390145 \n", + "331 0.394721 0.394721 \n", + "332 0.350828 0.350828 \n", + "333 0.274056 0.274056 \n", + "334 0.232280 0.232280 \n", + "335 0.207676 0.207676 \n", + "336 0.197751 0.197751 \n", + "337 0.194307 0.194307 \n", + "338 0.192960 0.192960 \n", + "339 0.280762 0.280762 \n", + "340 0.318195 0.318195 \n", + "341 0.378143 0.378143 \n", + "342 0.386863 0.386863 \n", + "343 0.387767 0.387767 \n", + "344 0.340446 0.340446 \n", + "345 0.268003 0.268003 \n", + "346 0.228008 0.228008 \n", + "347 0.208466 0.208466 \n", + "348 0.197922 0.197922 \n", + "349 0.193599 0.193599 \n", + "350 0.204552 0.204552 \n", + "351 0.222472 0.222472 \n", + "\n", + "variable SMsurf__quantile__q_0.3 SMsurf__quantile__q_0.4 \\\n", + "id \n", + "1 0.201334 0.201334 \n", + "2 0.198097 0.198097 \n", + "3 0.212813 0.212813 \n", + "4 0.289586 0.289586 \n", + "5 0.320928 0.320928 \n", + "6 0.355562 0.355562 \n", + "7 0.339140 0.339140 \n", + "8 0.310640 0.310640 \n", + "9 0.272203 0.272203 \n", + "10 0.227428 0.227428 \n", + "11 0.211096 0.211096 \n", + "12 0.202564 0.202564 \n", + "13 0.197926 0.197926 \n", + "14 0.236978 0.236978 \n", + "15 0.323990 0.323990 \n", + "16 0.394276 0.394276 \n", + "17 0.392315 0.392315 \n", + "18 0.358581 0.358581 \n", + "19 0.326832 0.326832 \n", + "20 0.286577 0.286577 \n", + "21 0.229519 0.229519 \n", + "22 0.206650 0.206650 \n", + "23 0.198387 0.198387 \n", + "24 0.194428 0.194428 \n", + "25 0.192386 0.192386 \n", + "26 0.202848 0.202848 \n", + "27 0.240059 0.240059 \n", + "28 0.321999 0.321999 \n", + "29 0.384347 0.384347 \n", + "30 0.385320 0.385320 \n", + ".. ... ... \n", + "322 0.250397 0.250397 \n", + "323 0.221636 0.221636 \n", + "324 0.206155 0.206155 \n", + "325 0.197854 0.197854 \n", + "326 0.213133 0.213133 \n", + "327 0.257264 0.257264 \n", + "328 0.313676 0.313676 \n", + "329 0.354992 0.354992 \n", + "330 0.390145 0.390145 \n", + "331 0.394721 0.394721 \n", + "332 0.350828 0.350828 \n", + "333 0.274056 0.274056 \n", + "334 0.232280 0.232280 \n", + "335 0.207676 0.207676 \n", + "336 0.197751 0.197751 \n", + "337 0.194307 0.194307 \n", + "338 0.192960 0.192960 \n", + "339 0.280762 0.280762 \n", + "340 0.318195 0.318195 \n", + "341 0.378143 0.378143 \n", + "342 0.386863 0.386863 \n", + "343 0.387767 0.387767 \n", + "344 0.340446 0.340446 \n", + "345 0.268003 0.268003 \n", + "346 0.228008 0.228008 \n", + "347 0.208466 0.208466 \n", + "348 0.197922 0.197922 \n", + "349 0.193599 0.193599 \n", + "350 0.204552 0.204552 \n", + "351 0.222472 0.222472 \n", + "\n", + "variable SMsurf__quantile__q_0.6 SMsurf__quantile__q_0.7 \\\n", + "id \n", + "1 0.201334 0.201334 \n", + "2 0.198097 0.198097 \n", + "3 0.212813 0.212813 \n", + "4 0.289586 0.289586 \n", + "5 0.320928 0.320928 \n", + "6 0.355562 0.355562 \n", + "7 0.339140 0.339140 \n", + "8 0.310640 0.310640 \n", + "9 0.272203 0.272203 \n", + "10 0.227428 0.227428 \n", + "11 0.211096 0.211096 \n", + "12 0.202564 0.202564 \n", + "13 0.197926 0.197926 \n", + "14 0.236978 0.236978 \n", + "15 0.323990 0.323990 \n", + "16 0.394276 0.394276 \n", + "17 0.392315 0.392315 \n", + "18 0.358581 0.358581 \n", + "19 0.326832 0.326832 \n", + "20 0.286577 0.286577 \n", + "21 0.229519 0.229519 \n", + "22 0.206650 0.206650 \n", + "23 0.198387 0.198387 \n", + "24 0.194428 0.194428 \n", + "25 0.192386 0.192386 \n", + "26 0.202848 0.202848 \n", + "27 0.240059 0.240059 \n", + "28 0.321999 0.321999 \n", + "29 0.384347 0.384347 \n", + "30 0.385320 0.385320 \n", + ".. ... ... \n", + "322 0.250397 0.250397 \n", + "323 0.221636 0.221636 \n", + "324 0.206155 0.206155 \n", + "325 0.197854 0.197854 \n", + "326 0.213133 0.213133 \n", + "327 0.257264 0.257264 \n", + "328 0.313676 0.313676 \n", + "329 0.354992 0.354992 \n", + "330 0.390145 0.390145 \n", + "331 0.394721 0.394721 \n", + "332 0.350828 0.350828 \n", + "333 0.274056 0.274056 \n", + "334 0.232280 0.232280 \n", + "335 0.207676 0.207676 \n", + "336 0.197751 0.197751 \n", + "337 0.194307 0.194307 \n", + "338 0.192960 0.192960 \n", + "339 0.280762 0.280762 \n", + "340 0.318195 0.318195 \n", + "341 0.378143 0.378143 \n", + "342 0.386863 0.386863 \n", + "343 0.387767 0.387767 \n", + "344 0.340446 0.340446 \n", + "345 0.268003 0.268003 \n", + "346 0.228008 0.228008 \n", + "347 0.208466 0.208466 \n", + "348 0.197922 0.197922 \n", + "349 0.193599 0.193599 \n", + "350 0.204552 0.204552 \n", + "351 0.222472 0.222472 \n", + "\n", + "variable SMsurf__quantile__q_0.8 SMsurf__quantile__q_0.9 \\\n", + "id \n", + "1 0.201334 0.201334 \n", + "2 0.198097 0.198097 \n", + "3 0.212813 0.212813 \n", + "4 0.289586 0.289586 \n", + "5 0.320928 0.320928 \n", + "6 0.355562 0.355562 \n", + "7 0.339140 0.339140 \n", + "8 0.310640 0.310640 \n", + "9 0.272203 0.272203 \n", + "10 0.227428 0.227428 \n", + "11 0.211096 0.211096 \n", + "12 0.202564 0.202564 \n", + "13 0.197926 0.197926 \n", + "14 0.236978 0.236978 \n", + "15 0.323990 0.323990 \n", + "16 0.394276 0.394276 \n", + "17 0.392315 0.392315 \n", + "18 0.358581 0.358581 \n", + "19 0.326832 0.326832 \n", + "20 0.286577 0.286577 \n", + "21 0.229519 0.229519 \n", + "22 0.206650 0.206650 \n", + "23 0.198387 0.198387 \n", + "24 0.194428 0.194428 \n", + "25 0.192386 0.192386 \n", + "26 0.202848 0.202848 \n", + "27 0.240059 0.240059 \n", + "28 0.321999 0.321999 \n", + "29 0.384347 0.384347 \n", + "30 0.385320 0.385320 \n", + ".. ... ... \n", + "322 0.250397 0.250397 \n", + "323 0.221636 0.221636 \n", + "324 0.206155 0.206155 \n", + "325 0.197854 0.197854 \n", + "326 0.213133 0.213133 \n", + "327 0.257264 0.257264 \n", + "328 0.313676 0.313676 \n", + "329 0.354992 0.354992 \n", + "330 0.390145 0.390145 \n", + "331 0.394721 0.394721 \n", + "332 0.350828 0.350828 \n", + "333 0.274056 0.274056 \n", + "334 0.232280 0.232280 \n", + "335 0.207676 0.207676 \n", + "336 0.197751 0.197751 \n", + "337 0.194307 0.194307 \n", + "338 0.192960 0.192960 \n", + "339 0.280762 0.280762 \n", + "340 0.318195 0.318195 \n", + "341 0.378143 0.378143 \n", + "342 0.386863 0.386863 \n", + "343 0.387767 0.387767 \n", + "344 0.340446 0.340446 \n", + "345 0.268003 0.268003 \n", + "346 0.228008 0.228008 \n", + "347 0.208466 0.208466 \n", + "348 0.197922 0.197922 \n", + "349 0.193599 0.193599 \n", + "350 0.204552 0.204552 \n", + "351 0.222472 0.222472 \n", + "\n", + "variable SMsurf__cwt_coefficients__widths_(2, 5, 10, 20)__coeff_0__w_10 \\\n", + "id \n", + "1 0.055220 \n", + "2 0.054332 \n", + "3 0.058369 \n", + "4 0.079426 \n", + "5 0.088022 \n", + "6 0.097521 \n", + "7 0.093017 \n", + "8 0.085200 \n", + "9 0.074658 \n", + "10 0.062377 \n", + "11 0.057898 \n", + "12 0.055558 \n", + "13 0.054285 \n", + "14 0.064996 \n", + "15 0.088861 \n", + "16 0.108139 \n", + "17 0.107601 \n", + "18 0.098349 \n", + "19 0.089641 \n", + "20 0.078600 \n", + "21 0.062951 \n", + "22 0.056678 \n", + "23 0.054412 \n", + "24 0.053326 \n", + "25 0.052766 \n", + "26 0.055635 \n", + "27 0.065841 \n", + "28 0.088315 \n", + "29 0.105416 \n", + "30 0.105683 \n", + ".. ... \n", + "322 0.068677 \n", + "323 0.060789 \n", + "324 0.056542 \n", + "325 0.054266 \n", + "326 0.058456 \n", + "327 0.070561 \n", + "328 0.086033 \n", + "329 0.097364 \n", + "330 0.107006 \n", + "331 0.108261 \n", + "332 0.096222 \n", + "333 0.075166 \n", + "334 0.063708 \n", + "335 0.056960 \n", + "336 0.054238 \n", + "337 0.053293 \n", + "338 0.052923 \n", + "339 0.077005 \n", + "340 0.087272 \n", + "341 0.103714 \n", + "342 0.106106 \n", + "343 0.106354 \n", + "344 0.093375 \n", + "345 0.073506 \n", + "346 0.062536 \n", + "347 0.057177 \n", + "348 0.054285 \n", + "349 0.053099 \n", + "350 0.056103 \n", + "351 0.061018 \n", + "\n", + "variable SMsurf__abs_energy \n", + "id \n", + "1 0.040535 \n", + "2 0.039242 \n", + "3 0.045289 \n", + "4 0.083860 \n", + "5 0.102995 \n", + "6 0.126424 \n", + "7 0.115016 \n", + "8 0.096497 \n", + "9 0.074095 \n", + "10 0.051724 \n", + "11 0.044561 \n", + "12 0.041032 \n", + "13 0.039175 \n", + "14 0.056158 \n", + "15 0.104969 \n", + "16 0.155454 \n", + "17 0.153911 \n", + "18 0.128580 \n", + "19 0.106819 \n", + "20 0.082127 \n", + "21 0.052679 \n", + "22 0.042704 \n", + "23 0.039357 \n", + "24 0.037802 \n", + "25 0.037013 \n", + "26 0.041147 \n", + "27 0.057628 \n", + "28 0.103683 \n", + "29 0.147723 \n", + "30 0.148472 \n", + ".. ... \n", + "322 0.062699 \n", + "323 0.049123 \n", + "324 0.042500 \n", + "325 0.039146 \n", + "326 0.045426 \n", + "327 0.066185 \n", + "328 0.098392 \n", + "329 0.126019 \n", + "330 0.152213 \n", + "331 0.155805 \n", + "332 0.123080 \n", + "333 0.075107 \n", + "334 0.053954 \n", + "335 0.043129 \n", + "336 0.039106 \n", + "337 0.037755 \n", + "338 0.037233 \n", + "339 0.078827 \n", + "340 0.101248 \n", + "341 0.142992 \n", + "342 0.149663 \n", + "343 0.150363 \n", + "344 0.115903 \n", + "345 0.071826 \n", + "346 0.051988 \n", + "347 0.043458 \n", + "348 0.039173 \n", + "349 0.037481 \n", + "350 0.041841 \n", + "351 0.049494 \n", + "\n", + "[351 rows x 41 columns]" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filtered_features" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### play with models" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.1, random_state=42\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Play with prophet" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pixelpixel_indexlatlontimeVCIpevt2mprecipESMrootSMsurfpixel_indextime_indexnext_month_VCInext_month_pevnext_month_t2mnext_month_precipnext_month_Enext_month_SMrootnext_month_SMsurf
time0(-5.0, 33.75)1-5.033.751981-08-3139.360001-0.006845296.7601322.911272e-0814.8432190.2158090.2084320NaNNaNNaNNaNNaNNaNNaN
1(-5.0, 33.75)1-5.033.751981-09-3050.802499-0.007329297.8605651.686568e+008.6940200.2080800.201334139.360001-0.006845296.7601322.911272e-0814.8432190.2158090.208432
2(-5.0, 33.75)1-5.033.751981-10-3150.107499-0.008037299.8042911.136534e+016.4383490.2046180.198097250.802499-0.007329297.8605651.686568e+008.6940200.2080800.201334
3(-5.0, 33.75)1-5.033.751981-11-3046.427999-0.007395299.2479862.212210e+0116.9037980.2046540.212813350.107499-0.008037299.8042911.136534e+016.4383490.2046180.198097
4(-5.0, 33.75)1-5.033.751981-12-3172.150000-0.005308296.3167421.329536e+0268.8014710.2327050.289586446.427999-0.007395299.2479862.212210e+0116.9037980.2046540.212813
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" + ], + "text/plain": [ + " pixel pixel_index lat lon time VCI pev \\\n", + "0 (-5.0, 33.75) 1 -5.0 33.75 1981-08-31 39.360001 -0.006845 \n", + "1 (-5.0, 33.75) 1 -5.0 33.75 1981-09-30 50.802499 -0.007329 \n", + "2 (-5.0, 33.75) 1 -5.0 33.75 1981-10-31 50.107499 -0.008037 \n", + "3 (-5.0, 33.75) 1 -5.0 33.75 1981-11-30 46.427999 -0.007395 \n", + "4 (-5.0, 33.75) 1 -5.0 33.75 1981-12-31 72.150000 -0.005308 \n", + "\n", + " t2m precip E SMroot SMsurf time_index \\\n", + "0 296.760132 2.911272e-08 14.843219 0.215809 0.208432 0 \n", + "1 297.860565 1.686568e+00 8.694020 0.208080 0.201334 1 \n", + "2 299.804291 1.136534e+01 6.438349 0.204618 0.198097 2 \n", + "3 299.247986 2.212210e+01 16.903798 0.204654 0.212813 3 \n", + "4 296.316742 1.329536e+02 68.801471 0.232705 0.289586 4 \n", + "\n", + " next_month_VCI next_month_pev next_month_t2m next_month_precip \\\n", + "0 NaN NaN NaN NaN \n", + "1 39.360001 -0.006845 296.760132 2.911272e-08 \n", + "2 50.802499 -0.007329 297.860565 1.686568e+00 \n", + "3 50.107499 -0.008037 299.804291 1.136534e+01 \n", + "4 46.427999 -0.007395 299.247986 2.212210e+01 \n", + "\n", + " next_month_E next_month_SMroot next_month_SMsurf \n", + "0 NaN NaN NaN \n", + "1 14.843219 0.215809 0.208432 \n", + "2 8.694020 0.208080 0.201334 \n", + "3 6.438349 0.204618 0.198097 \n", + "4 16.903798 0.204654 0.212813 " + ] + }, + "execution_count": 131, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pixel_indexdsy
011981-08-3139.360001
111981-09-3050.802499
211981-10-3150.107499
311981-11-3046.427999
411981-12-3172.150000
511982-01-3193.319998
611982-02-2899.632500
711982-03-3191.073999
811982-04-3059.599998
911982-05-3133.867999
1011982-06-3033.657500
1111982-07-3125.642499
1211982-08-319.566000
1311982-09-3027.290000
1411982-10-3140.044999
1511982-11-3079.755998
1611982-12-31100.000000
1711983-01-31100.000000
1811983-02-2889.089996
1982-08-319.5660-0.007048296.4683532.559121e-089.3421780.2100590.202564191121983-03-3155.934999
1983-05-310.0000-0.006737297.8384401.013019e+0134.6480590.2369920.229519201211983-04-3017.190000
1983-06-300.0000-0.006481297.0102547.639319e-0114.0916940.2171640.206650211221983-05-310.000000
1983-07-310.0000-0.006503296.3240975.753846e-028.0760800.2091430.198387221231983-06-300.000000
1983-08-310.0000-0.006920297.0489812.675259e-085.7533910.2050210.194428231241983-07-310.000000
1983-09-303.6725-0.008024298.3884588.740320e-014.6049580.2027820.192386241251983-08-310.000000
1983-10-312.5000-0.007543299.2428281.359298e+0113.2388000.2030890.202848251261983-09-303.672500
1985-09-301.9140-0.006259294.5316165.753773e-0226.6901400.2364230.221060261471983-10-312.500000
1985-10-317.3600-0.006917295.2723692.588598e-0816.0086660.2189030.204309271481983-11-3047.694999
1986-03-312.9660-0.004632295.1757201.000347e+02102.1001370.3304700.363973281531983-12-3184.647499
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VCIpevt2mprecipESMrootSMsurfpixel_indextime_index
2911984-01-3172.973999
time............
1982-09-309.5660-0.007048296.4683532.559121e-089.3421780.2100590.20256411262906415752016-07-3131.837499
1983-06-300.0000-0.006737297.8384401.013019e+0134.6480590.2369920.22951912162906515752016-08-3141.097999
1983-07-310.0000-0.006481297.0102547.639319e-0114.0916940.2171640.20665012262906615752016-09-3050.027499
1983-08-310.0000-0.006503296.3240975.753846e-028.0760800.2091430.19838712362906715752016-10-3120.607999
1983-09-300.0000-0.006920297.0489812.675259e-085.7533910.2050210.19442812462906815752016-11-3016.824999
1983-10-313.6725-0.008024298.3884588.740320e-014.6049580.2027820.19238612562906915752016-12-3116.247499
1983-11-302.5000-0.007543299.2428281.359298e+0113.2388000.2030890.20284812662907015752017-01-3123.346000
1985-10-311.9140-0.006259294.5316165.753773e-0226.6901400.2364230.22106014762907115752017-02-2832.227499
1985-11-307.3600-0.006917295.2723692.588598e-0816.0086660.2189030.20430914862907215752017-03-3128.485000
1986-04-302.9660-0.004632295.1757201.000347e+02102.1001370.3304700.36397315362907315752017-04-3051.999999
62907415752017-05-3162.641998
62907515752017-06-3053.917500
62907615752017-07-3128.609999
62907715752017-08-3135.770000
62907815752017-09-3052.912499
62907915752017-10-3153.983998
62908015752017-11-3061.629999
62908115752017-12-3144.902499
62908215752018-01-3127.680000
62908315752018-02-2836.744999
62908415752018-03-3139.767499
62908515752018-04-3067.224000
62908615752018-05-3177.010000
62908715752018-06-3052.010000
62908815752018-07-3130.630000
62908915752018-08-3140.389999
62909015752018-09-3054.004998
62909115752018-10-3139.747999
62909215752018-11-3037.292499
62909315752018-12-3122.194999
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629094 rows × 3 columns

\n", "
" ], "text/plain": [ - " VCI pev t2m precip E SMroot \\\n", - "time \n", - "1982-09-30 9.5660 -0.007048 296.468353 2.559121e-08 9.342178 0.210059 \n", - "1983-06-30 0.0000 -0.006737 297.838440 1.013019e+01 34.648059 0.236992 \n", - "1983-07-31 0.0000 -0.006481 297.010254 7.639319e-01 14.091694 0.217164 \n", - "1983-08-31 0.0000 -0.006503 296.324097 5.753846e-02 8.076080 0.209143 \n", - "1983-09-30 0.0000 -0.006920 297.048981 2.675259e-08 5.753391 0.205021 \n", - "1983-10-31 3.6725 -0.008024 298.388458 8.740320e-01 4.604958 0.202782 \n", - "1983-11-30 2.5000 -0.007543 299.242828 1.359298e+01 13.238800 0.203089 \n", - "1985-10-31 1.9140 -0.006259 294.531616 5.753773e-02 26.690140 0.236423 \n", - "1985-11-30 7.3600 -0.006917 295.272369 2.588598e-08 16.008666 0.218903 \n", - "1986-04-30 2.9660 -0.004632 295.175720 1.000347e+02 102.100137 0.330470 \n", + " pixel_index ds y\n", + "0 1 1981-08-31 39.360001\n", + "1 1 1981-09-30 50.802499\n", + "2 1 1981-10-31 50.107499\n", + "3 1 1981-11-30 46.427999\n", + "4 1 1981-12-31 72.150000\n", + "5 1 1982-01-31 93.319998\n", + "6 1 1982-02-28 99.632500\n", + "7 1 1982-03-31 91.073999\n", + "8 1 1982-04-30 59.599998\n", + "9 1 1982-05-31 33.867999\n", + "10 1 1982-06-30 33.657500\n", + "11 1 1982-07-31 25.642499\n", + "12 1 1982-08-31 9.566000\n", + "13 1 1982-09-30 27.290000\n", + "14 1 1982-10-31 40.044999\n", + "15 1 1982-11-30 79.755998\n", + "16 1 1982-12-31 100.000000\n", + "17 1 1983-01-31 100.000000\n", + "18 1 1983-02-28 89.089996\n", + "19 1 1983-03-31 55.934999\n", + "20 1 1983-04-30 17.190000\n", + "21 1 1983-05-31 0.000000\n", + "22 1 1983-06-30 0.000000\n", + "23 1 1983-07-31 0.000000\n", + "24 1 1983-08-31 0.000000\n", + "25 1 1983-09-30 3.672500\n", + "26 1 1983-10-31 2.500000\n", + "27 1 1983-11-30 47.694999\n", + "28 1 1983-12-31 84.647499\n", + "29 1 1984-01-31 72.973999\n", + "... ... ... ...\n", + "629064 1575 2016-07-31 31.837499\n", + "629065 1575 2016-08-31 41.097999\n", + "629066 1575 2016-09-30 50.027499\n", + "629067 1575 2016-10-31 20.607999\n", + "629068 1575 2016-11-30 16.824999\n", + "629069 1575 2016-12-31 16.247499\n", + "629070 1575 2017-01-31 23.346000\n", + "629071 1575 2017-02-28 32.227499\n", + "629072 1575 2017-03-31 28.485000\n", + "629073 1575 2017-04-30 51.999999\n", + "629074 1575 2017-05-31 62.641998\n", + "629075 1575 2017-06-30 53.917500\n", + "629076 1575 2017-07-31 28.609999\n", + "629077 1575 2017-08-31 35.770000\n", + "629078 1575 2017-09-30 52.912499\n", + "629079 1575 2017-10-31 53.983998\n", + "629080 1575 2017-11-30 61.629999\n", + "629081 1575 2017-12-31 44.902499\n", + "629082 1575 2018-01-31 27.680000\n", + "629083 1575 2018-02-28 36.744999\n", + "629084 1575 2018-03-31 39.767499\n", + "629085 1575 2018-04-30 67.224000\n", + "629086 1575 2018-05-31 77.010000\n", + "629087 1575 2018-06-30 52.010000\n", + "629088 1575 2018-07-31 30.630000\n", + "629089 1575 2018-08-31 40.389999\n", + "629090 1575 2018-09-30 54.004998\n", + "629091 1575 2018-10-31 39.747999\n", + "629092 1575 2018-11-30 37.292499\n", + "629093 1575 2018-12-31 22.194999\n", "\n", - " SMsurf pixel_index time_index \n", - "time \n", - "1982-09-30 0.202564 1 12 \n", - "1983-06-30 0.229519 1 21 \n", - "1983-07-31 0.206650 1 22 \n", - "1983-08-31 0.198387 1 23 \n", - "1983-09-30 0.194428 1 24 \n", - "1983-10-31 0.192386 1 25 \n", - "1983-11-30 0.202848 1 26 \n", - "1985-10-31 0.221060 1 47 \n", - "1985-11-30 0.204309 1 48 \n", - "1986-04-30 0.363973 1 53 " + "[629094 rows x 3 columns]" ] }, - "execution_count": 29, + "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data = df.loc[df.VCI < 10, [v for v in ds.data_vars] + ['pixel_index', 'time_index', 'time']]\n", - "display(\n", - " data.groupby(['pixel_index']).apply(pd.DataFrame.sort_values, *['time']).set_index('time').head(10)\n", - ")\n", - "data.groupby(['pixel_index']).apply(pd.DataFrame.sort_values, *['time']).set_index('time').tshift(1, 'M').head(10)\n", - "# data.head(2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# X and y data\n", - "For time series:\n", - "- https://scikit-learn.org/stable/auto_examples/model_selection/plot_cv_indices.html#sphx-glr-auto-examples-model-selection-plot-cv-indices-py\n", - "- https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html" - ] - }, - { - "cell_type": "code", - "execution_count": 139, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import TimeSeriesSplit\n", - "\n", - "from tsfresh import extract_features, extract_relevant_features\n", - "from tsfresh import select_features\n", - "from tsfresh.utilities.dataframe_functions import impute" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# df['id'] = df.index\n", - "# X = df[[v for v in ds.data_vars if v != 'VCI'] + ['pixel_index', 'time_index', 'id']]\n", - "# y = df.set_index('id')['VCI'] # [['VCI'] + ['pixel_index', 'time_index']]\n", - "\n", - "d['id'] = d.index\n", - "X = d[[v for v in ds.data_vars if v != 'VCI'] + ['pixel_index', 'time_index', 'id']]\n", - "y = d.set_index('id')['VCI'] # [['VCI'] + ['pixel_index', 'time_index']]\n", - "\n", - "\n", - "display(X.head(2))\n", - "display(y.head(2))\n", - "print(X.shape)\n", - "print(y.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 137, - "metadata": {}, - "outputs": [], - "source": [ - "# df_ts.loc[df_ts.variable == 'VCI']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### play with tsfresh\n", - "https://tsfresh.readthedocs.io/en/latest/text/forecasting.html" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Feature Extraction: 40%|████ | 4/10 [09:52<16:03, 160.60s/it]" - ] - } - ], - "source": [ - "filtered_features = extract_relevant_features(X, y, column_id='id', column_sort='time_index')\n", - "filtered_features.head(2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pickle\n", - "\n", - "with open(data_dir / 'subset_filtered_features_df.pkl', 'wb') as fp:\n", - " pickle.dump(filtered_feature, fp)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### play with models" - ] - }, - { - "cell_type": "code", - "execution_count": 137, - "metadata": {}, - "outputs": [], - "source": [ - "X_train, X_test, y_train, y_test = train_test_split(\n", - " X, y, test_size=0.1, random_state=42\n", - ")" + "df[['pixel_index', 'time', 'VCI']].rename(columns=dict(zip(['time', 'VCI'], ['ds', 'y'])))" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/draft/31_tl_vci_nowcast_experiment.ipynb b/notebooks/draft/31_tl_vci_nowcast_experiment.ipynb new file mode 100644 index 000000000..08de4c6c5 --- /dev/null +++ b/notebooks/draft/31_tl_vci_nowcast_experiment.ipynb @@ -0,0 +1,395 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Nowcast Experiment (NO VCI in X DATA)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data/')\n", + "\n", + "assert data_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from src.utils import drop_nans_and_flatten\n", + "\n", + "from src.analysis import read_train_data, read_test_data, read_pred_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, y_train = read_train_data(data_dir)\n", + "X_test, y_test = read_test_data(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')\n", + "d_ = xr.merge([X_train, X_test]).sortby('time').sortby('lat')\n", + "ds = xr.merge([ds, d_])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from src.utils import get_ds_mask\n", + "mask = get_ds_mask(X_train.VCI)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "['ealstm', 'linear_network', 'linear_regression', 'previous_month', 'rnn']" + ], + "text/plain": [ + "['ealstm', 'linear_network', 'linear_regression', 'previous_month', 'rnn']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[d.name for d in (data_dir / 'models' / '2020_01_13:151544_nowcast_tommy').iterdir()]" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# Standard Experiments\n", + "bline_pred = read_pred_data('previous_month', data_dir)[-1].where(~mask)\n", + "orig_ln_pred = read_pred_data('linear_network', data_dir,)[-1].where(~mask)\n", + "orig_rnn_pred = read_pred_data('rnn', data_dir,)[-1].where(~mask)\n", + "orig_ealstm_pred = read_pred_data('ealstm', data_dir)[-1].where(~mask)\n", + "\n", + "# Predict Delta Experiments \n", + "ln_pred = read_pred_data('linear_network', data_dir, experiment='one_month_forecast_predict_delta')[-1].where(~mask)\n", + "ealstm_pred = read_pred_data('ealstm', data_dir, experiment='one_month_forecast_predict_delta')[-1].where(~mask)\n", + "\n", + "# ealstm_pred = read_pred_data('ealstm', data_dir)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explore how perform in each month" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import annual_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + }, + { + "data": { + "text/html": [ + "[]" + ], + "text/plain": [ + "[]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print((data_dir / 'models/one_month_forecast_predict_delta/rnn/').exists())\n", + "[d.name for d in (data_dir / 'models/one_month_forecast_predict_delta/rnn/').iterdir()]" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ealstmlinear_networkmonthyearmetrictimeprevious_monthorig_linear_networkorig_ealstmorig_rnn
09.51823520.3160861.02011.0rmse2011-01-019.7957722.49041813.40210611.853916
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" + ], + "text/plain": [ + " ealstm linear_network month year metric time previous_month \\\n", + "0 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "1 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "2 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "3 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "4 9.518235 20.316086 1.0 2011.0 rmse 2011-01-01 9.79577 \n", + "\n", + " orig_linear_network orig_ealstm orig_rnn \n", + "0 22.490418 13.402106 11.853916 \n", + "1 -0.354995 0.518841 0.623585 \n", + "2 22.490418 13.402106 11.853916 \n", + "3 -0.354995 0.518841 0.623585 \n", + "4 22.490418 13.402106 11.853916 " + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# load the monthly scores dictionary\n", + "experiment = 'one_month_forecast_predict_delta'\n", + "monthly_scores = annual_scores(\n", + " data_path=data_dir,\n", + " models=['linear_network', 'ealstm'],\n", + " metrics=['rmse', 'r2'],\n", + " pred_years=[y for y in range(2011, 2019)],\n", + " experiment=experiment,\n", + " true_data_experiment='one_month_forecast',\n", + " target_var='VCI',\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")\n", + "monthly_scores['time'] = monthly_scores.apply(lambda row: pd.to_datetime(f\"{int(row.month)}-{int(row.year)}\"), axis=1)\n", + "\n", + "monthly_scores2 = annual_scores(\n", + " data_path=data_dir,\n", + " models=['linear_network', 'ealstm', 'rnn', 'previous_month'],\n", + " metrics=['rmse', 'r2'],\n", + " pred_years=[y for y in range(2011, 2019)],\n", + " experiment='one_month_forecast',\n", + " true_data_experiment='one_month_forecast',\n", + " target_var='VCI',\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")\n", + "monthly_scores2['time'] = monthly_scores.apply(lambda row: pd.to_datetime(f\"{int(row.month)}-{int(row.year)}\"), axis=1)\n", + "\n", + "# rename columns and to merge dataframes\n", + "monthly_scores2 = monthly_scores2.join(\n", + " monthly_scores2[['linear_network', 'ealstm', 'rnn']].add_prefix('orig_')\n", + ").drop(columns=['linear_network', 'ealstm', 'rnn'])\n", + "\n", + "# merge\n", + "monthly_scores = pd.merge(monthly_scores, monthly_scores2)\n", + "monthly_scores.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/draft/32_tl_training_periods_experiment.ipynb b/notebooks/draft/32_tl_training_periods_experiment.ipynb new file mode 100644 index 000000000..d1ffe8696 --- /dev/null +++ b/notebooks/draft/32_tl_training_periods_experiment.ipynb @@ -0,0 +1,231 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 02 Training Periods Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/ecmwf_sowc/data/')\n", + "\n", + "assert data_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from src.utils import drop_nans_and_flatten\n", + "\n", + "from src.analysis import read_train_data, read_test_data, read_pred_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the data\n", + "\n", + "Get all dataloaders from the train/test data\n", + "```python\n", + "next(iter(dataloader))\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, y_train = read_train_data(data_dir)\n", + "X_test, y_test = read_test_data(data_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.merge([y_train, y_test]).sortby('time').sortby('lat')\n", + "d_ = xr.merge([X_train, X_test]).sortby('time').sortby('lat')\n", + "ds = xr.merge([ds, d_])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from src.utils import get_ds_mask\n", + "mask = get_ds_mask(X_train.VCI)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Read in a model for some parameters/Options" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from src.models import load_model\n", + "ealstm_eg = load_model(\n", + " data_dir / 'models' / '02_training_periods' / '2020_01_11:175753_one_month_forecast_TRhigh_TEhigh_LEN5' / 'ealstm' / 'model.pt'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['__annotations__', '__class__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__le__', '__lt__', '__module__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', '__weakref__', '_concatenate_data', '_convert_delta_to_raw_values', '_get_background', '_get_morris_explanations', '_get_shap_explanations', '_initialize_model', '_input_to_tuple', '_make_analysis_folder', '_one_hot', 'batch_size', 'current_size', 'data_path', 'data_vars', 'dense_features', 'device', 'evaluate', 'experiment', 'explain', 'explainer', 'features_per_month', 'get_dataloader', 'hidden_size', 'ignore_vars', 'include_latlons', 'include_monthly_aggs', 'include_pred_month', 'include_yearly_aggs', 'input_dense', 'load', 'model', 'model_dir', 'model_name', 'models_dir', 'num_locations', 'pred_months', 'predict', 'predict_delta', 'rnn_dropout', 'save_model', 'static', 'static_embedding_size', 'static_size', 'surrounding_pixels', 'to', 'train', 'yearly_agg_size'] \n", + "\n", + "\n", + "['ndvi', 'p84.162', 'sp', 'tp', 'Eb']\n", + "128\n", + "None\n", + "10\n", + "1574\n", + "None\n", + "0.25\n" + ] + } + ], + "source": [ + "print(dir(ealstm_eg), '\\n\\n')\n", + "\n", + "print(ealstm_eg.ignore_vars,)\n", + "print(ealstm_eg.hidden_size,)\n", + "print(ealstm_eg.data_vars,)\n", + "print(ealstm_eg.static_embedding_size,)\n", + "print(ealstm_eg.static_size,)\n", + "print(ealstm_eg.surrounding_pixels,)\n", + "print(ealstm_eg.rnn_dropout,)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in results" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "\"['level_1'] not found in axis\"", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mscripts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mget_results\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mresult_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_dir\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m'02_training_periods'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/github/ml_drought/scripts/utils.py\u001b[0m in \u001b[0;36mget_results\u001b[0;34m(model_dir, print_output)\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 68\u001b[0m \u001b[0;31m# merge values for that experiment\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 69\u001b[0;31m df = df.merge(persistence_rmses.drop(columns=\"level_1\"), on=\"experiment\").rename(\n\u001b[0m\u001b[1;32m 70\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtotal_rmse_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"previous_month_score\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 71\u001b[0m )\n", + "\u001b[0;32m~/miniconda3/envs/crop/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m 3695\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3696\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minplace\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3697\u001b[0;31m errors=errors)\n\u001b[0m\u001b[1;32m 3698\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3699\u001b[0m @rewrite_axis_style_signature('mapper', [('copy', True),\n", + "\u001b[0;32m~/miniconda3/envs/crop/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m 3109\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3110\u001b[0m \u001b[0;32mif\u001b[0m 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0maxis_name\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mnew_axis\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3145\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniconda3/envs/crop/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, errors)\u001b[0m\n\u001b[1;32m 4402\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'ignore'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4403\u001b[0m raise KeyError(\n\u001b[0;32m-> 4404\u001b[0;31m '{} not found in axis'.format(labels[mask]))\n\u001b[0m\u001b[1;32m 4405\u001b[0m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m~\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4406\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdelete\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: \"['level_1'] not found in axis\"" + ] + } + ], + "source": [ + "from scripts.utils import get_results\n", + "\n", + "result_df = get_results(data_dir / '02_training_periods')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/scripts/experiments/export_era5_hourly.py b/scripts/experiments/export_era5_hourly.py new file mode 100644 index 000000000..3ce1b08ad --- /dev/null +++ b/scripts/experiments/export_era5_hourly.py @@ -0,0 +1,64 @@ +import sys + +sys.path.append("..") +from src.exporters import ( + ERA5Exporter, + VHIExporter, + CHIRPSExporter, + ERA5ExporterPOS, + GLEAMExporter, + ESACCIExporter, + S5Exporter, + SRTMExporter, + KenyaAdminExporter, +) + +from scripts.utils import get_data_path + + +def export_era5(variables): + exporter = ERA5Exporter(get_data_path()) + + # The ERA5 exporter downloads the data with wierd names. + # A mapping of actual variables to the downloaded variable + # names is recorded here + name2var = { + "precip": "precip", + "total_precipitation": "total_precipitation", + "evaporation": "e", + "mean_eastward_turbulent_surface_stress": "metss", + "mean_northward_turbulent_surface_stress": "mntss", + "potential_evaporation": "pev", + "slhf": "surface_latent_heat_flux", + "sp": "surface_pressure", + "sshf": "surface_sensible_heat_flux", + "ssrc": "surface_net_solar_radiation_clear_sky", + "stl1": "soil_temperature_level_1", + "strc": "surface_net_thermal_radiation_clear_sky", + "swvl1": "volumetric_soil_water_layer_1", + "swvl2": "volumetric_soil_water_layer_2", + "swvl3": "volumetric_soil_water_layer_3", + "swvl4": "volumetric_soil_water_layer_4", + "t2m": "2m_temperature", + "u10": "10m_u_component_of_wind", + "v10": "10m_v_component_of_wind", + "p84.162": "vertical_integral_of_divergence_of_moisture_flux", + "VCI": "VCI", + } + + for variable in variables: + exporter.export(variable=variable, granularity="hourly") + +if __name__ == "__main__": + variables = [ + "volumetric_soil_water_layer_1", + "volumetric_soil_water_layer_2", + "volumetric_soil_water_layer_3", + "volumetric_soil_water_layer_4", + "2m_temperature", + "potential_evaporation", + "evaporation", + "total_precipitation" + ] + + export_era5(variables) From 6122eb62cb4a4ecc4fbfa377508eab6e79520d70 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 15 Jan 2020 18:03:07 +0000 Subject: [PATCH 200/209] update experiment to export hourly data --- scripts/experiments/export_era5_hourly.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/scripts/experiments/export_era5_hourly.py b/scripts/experiments/export_era5_hourly.py index 3ce1b08ad..6a84d60d4 100644 --- a/scripts/experiments/export_era5_hourly.py +++ b/scripts/experiments/export_era5_hourly.py @@ -1,6 +1,7 @@ import sys -sys.path.append("..") +sys.path.append("../..") + from src.exporters import ( ERA5Exporter, VHIExporter, From 1064e1094116fe97ba35ca7d69362dbb8bb57606 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 15 Jan 2020 18:15:25 +0000 Subject: [PATCH 201/209] update era5 hourly download --- scripts/experiments/export_era5_hourly.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/scripts/experiments/export_era5_hourly.py b/scripts/experiments/export_era5_hourly.py index 6a84d60d4..c2f0aaecf 100644 --- a/scripts/experiments/export_era5_hourly.py +++ b/scripts/experiments/export_era5_hourly.py @@ -52,14 +52,14 @@ def export_era5(variables): if __name__ == "__main__": variables = [ - "volumetric_soil_water_layer_1", - "volumetric_soil_water_layer_2", - "volumetric_soil_water_layer_3", - "volumetric_soil_water_layer_4", "2m_temperature", "potential_evaporation", "evaporation", "total_precipitation" + "volumetric_soil_water_layer_1", + "volumetric_soil_water_layer_2", + "volumetric_soil_water_layer_3", + "volumetric_soil_water_layer_4", ] export_era5(variables) From 519c84359cdeaed1627b677e085b871e9c031d8d Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 15 Jan 2020 18:20:05 +0000 Subject: [PATCH 202/209] update era5 hourly download --- scripts/experiments/export_era5_hourly.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/experiments/export_era5_hourly.py b/scripts/experiments/export_era5_hourly.py index c2f0aaecf..bbe298dfe 100644 --- a/scripts/experiments/export_era5_hourly.py +++ b/scripts/experiments/export_era5_hourly.py @@ -48,7 +48,7 @@ def export_era5(variables): } for variable in variables: - exporter.export(variable=variable, granularity="hourly") + exporter.export(variable=variable, granularity="hourly", break_up=True) if __name__ == "__main__": variables = [ From 08c8a6241094a91728e53c6aed60a2a524c97365 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 16 Jan 2020 09:37:17 +0000 Subject: [PATCH 203/209] accidentally deleted 2m temperature sorry --- scripts/experiments/export_era5_hourly.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/scripts/experiments/export_era5_hourly.py b/scripts/experiments/export_era5_hourly.py index bbe298dfe..295d76930 100644 --- a/scripts/experiments/export_era5_hourly.py +++ b/scripts/experiments/export_era5_hourly.py @@ -53,13 +53,13 @@ def export_era5(variables): if __name__ == "__main__": variables = [ "2m_temperature", - "potential_evaporation", - "evaporation", - "total_precipitation" - "volumetric_soil_water_layer_1", - "volumetric_soil_water_layer_2", - "volumetric_soil_water_layer_3", - "volumetric_soil_water_layer_4", + # "potential_evaporation", + # "evaporation", + # "total_precipitation" + # "volumetric_soil_water_layer_1", + # "volumetric_soil_water_layer_2", + # "volumetric_soil_water_layer_3", + # "volumetric_soil_water_layer_4", ] export_era5(variables) From e6172b56bece2c1b961587c8ede723661aede542 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 16 Jan 2020 14:45:30 +0000 Subject: [PATCH 204/209] black code --- src/exporters/admin_boundaries.py | 2 +- src/exporters/cds.py | 6 +--- src/exporters/srtm.py | 2 +- src/exporters/vhi.py | 2 +- src/models/data.py | 58 ++++++++++++------------------- 5 files changed, 26 insertions(+), 44 deletions(-) diff --git a/src/exporters/admin_boundaries.py b/src/exporters/admin_boundaries.py index bc9a1866d..016576ed4 100644 --- a/src/exporters/admin_boundaries.py +++ b/src/exporters/admin_boundaries.py @@ -89,7 +89,7 @@ class EthiopiaAdminExporter(OCHAExporter): urls: Dict = { "ethiopia-admin-boundaries": "https://data.humdata.org" "/dataset/a5788674-b4d1-4731-9ec6-45040a7be731/resource/" - "91274071-1a6d-4cce-a7d3-c29274a4b249/download/ethiopia.zip", + "91274071-1a6d-4cce-a7d3-c29274a4b249/download/ethiopia.zip" } def export(self) -> None: diff --git a/src/exporters/cds.py b/src/exporters/cds.py index 56ba95347..bc7557a2f 100644 --- a/src/exporters/cds.py +++ b/src/exporters/cds.py @@ -166,11 +166,7 @@ def get_era5_times(granularity: str = "hourly") -> Dict: days = ["{:02d}".format(day) for day in range(1, 31 + 1)] times = ["{:02d}:00".format(hour) for hour in range(24)] - selection_dict = { - "year": years, - "month": months, - "time": times, - } + selection_dict = {"year": years, "month": months, "time": times} if granularity == "hourly": selection_dict["day"] = days return selection_dict diff --git a/src/exporters/srtm.py b/src/exporters/srtm.py index 0a714db9d..866238101 100644 --- a/src/exporters/srtm.py +++ b/src/exporters/srtm.py @@ -41,7 +41,7 @@ def _region_to_tuple(region: Region) -> Tuple[float, float, float, float]: def _tif_to_nc(self, tif_file: Path, nc_file: Path) -> None: ds = gdal.Open(tif_file.resolve().as_posix()) # type: ignore _ = gdal.Translate( # type: ignore - format="NetCDF", srcDS=ds, destName=nc_file.resolve().as_posix(), + format="NetCDF", srcDS=ds, destName=nc_file.resolve().as_posix() ) def export( diff --git a/src/exporters/vhi.py b/src/exporters/vhi.py index 985debbaf..1e7a3d9a1 100644 --- a/src/exporters/vhi.py +++ b/src/exporters/vhi.py @@ -218,7 +218,7 @@ def _parse_time_from_filename(filename) -> Tuple: return year, week_num -def make_filename(raw_folder: Path, raw_filename: str, dataset: str = "vhi",) -> Path: +def make_filename(raw_folder: Path, raw_filename: str, dataset: str = "vhi") -> Path: # check that the string is a legitimate name assert ( len(raw_filename.split("/")) == 1 diff --git a/src/models/data.py b/src/models/data.py index ffbabfe60..f0d73618c 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -29,8 +29,7 @@ def to_tensor(self, device: torch.device) -> None: for key, val in self.__dict__.items(): if val is not None: if type(val) is np.ndarray: - setattr(self, key, torch.from_numpy( - val).to(device).float()) + setattr(self, key, torch.from_numpy(val).to(device).float()) def concatenate(self, x: TrainData): # Note this function will only concatenate values from x @@ -85,12 +84,14 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: # NOTE: historical times is one less for nowcast? assert ( # type: ignore - len(self.historical_times) == self.x.historical.shape[1] + len(self.historical_times) + == self.x.historical.shape[1] ), "second dim is # timesteps" else: assert ( # type: ignore - len(self.historical_times) == self.x.historical.shape[1] + len(self.historical_times) + == self.x.historical.shape[1] ), "second dim is # timesteps" variables = self.x_vars latitudes = np.unique(self.latlons[:, 0]) # type: ignore @@ -115,8 +116,7 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: ), ) }, - coords={"lat": latitudes, - "lon": longitudes, "time": times}, + coords={"lat": latitudes, "lon": longitudes, "time": times}, ) ) @@ -131,8 +131,7 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: self.y.reshape(len(latitudes), len(longitudes), 1), ) }, - coords={"lat": latitudes, "lon": longitudes, - "time": [self.target_time]}, + coords={"lat": latitudes, "lon": longitudes, "time": [self.target_time]}, ) # if experiment == 'nowcast' @@ -308,8 +307,7 @@ def __init__( if static is not None: if static == "features": - self.static = xr.open_dataset( - data_path / "features/static/data.nc") + self.static = xr.open_dataset(data_path / "features/static/data.nc") if normalize: static_normalizer_path = ( data_path / "features/static/normalizing_dict.pkl" @@ -380,8 +378,7 @@ def _load_datasets( assert len(output_paths) == len( mask ), f"Output path and mask must be the same length!" - output_paths = [o_p for o_p, include in zip( - output_paths, mask) if include] + output_paths = [o_p for o_p, include in zip(output_paths, mask) if include] if shuffle_data: shuffle(output_paths) return output_paths @@ -443,8 +440,7 @@ def calculate_static_normalizing_array( break normalizing_array = cast( - Dict[str, np.ndarray], { - "mean": np.asarray(mean), "std": np.asarray(std)} + Dict[str, np.ndarray], {"mean": np.asarray(mean), "std": np.asarray(std)} ) return normalizing_array @@ -452,8 +448,7 @@ def calculate_normalizing_array( self, data_vars: List[str] ) -> Dict[str, np.ndarray]: # If we've made it here, normalizing_dict is definitely not None - self.normalizing_dict = cast( - Dict[str, Dict[str, float]], self.normalizing_dict) + self.normalizing_dict = cast(Dict[str, Dict[str, float]], self.normalizing_dict) mean, std = [], [] normalizing_dict_keys = self.normalizing_dict.keys() @@ -494,18 +489,15 @@ def _calculate_historical( x_np, y_np = x.to_array().values, y.to_array().values # first, x - x_np = x_np.reshape( - x_np.shape[0], x_np.shape[1], x_np.shape[2] * x_np.shape[3]) + x_np = x_np.reshape(x_np.shape[0], x_np.shape[1], x_np.shape[2] * x_np.shape[3]) x_np = np.moveaxis(np.moveaxis(x_np, 0, 1), -1, 0) # then, y - y_np = y_np.reshape( - y_np.shape[0], y_np.shape[1], y_np.shape[2] * y_np.shape[3]) + y_np = y_np.reshape(y_np.shape[0], y_np.shape[1], y_np.shape[2] * y_np.shape[3]) y_np = np.moveaxis(y_np, -1, 0).reshape(-1, 1) if (self.normalizing_dict is not None) and (self.normalizing_array is None): - self.normalizing_array = self.calculate_normalizing_array( - list(x.data_vars)) + self.normalizing_array = self.calculate_normalizing_array(list(x.data_vars)) x_np = (x_np - self.normalizing_array["mean"]) / ( self.normalizing_array["std"] ) @@ -598,8 +590,7 @@ def ds_folder_to_np( self, folder: Path, clear_nans: bool = True, to_tensor: bool = False ) -> ModelArrays: - x, y = xr.open_dataset( - folder / "x.nc"), xr.open_dataset(folder / "y.nc") + x, y = xr.open_dataset(folder / "x.nc"), xr.open_dataset(folder / "y.nc") if self.predict_delta: # TODO: do this ONCE not at each read-in of the data @@ -608,8 +599,8 @@ def ds_folder_to_np( assert len(list(y.data_vars)) == 1, ( f"Expect only 1 target variable! " f"Got {len(list(y.data_vars))}" ) - if (self.ignore_vars is not None): - if (any(np.isin(self.ignore_vars, [v for v in x.data_vars]))): + if self.ignore_vars is not None: + if any(np.isin(self.ignore_vars, [v for v in x.data_vars])): _ignore_vars = np.array(self.ignore_vars)[ np.isin(self.ignore_vars, [v for v in x.data_vars]) ] @@ -675,8 +666,7 @@ def ds_folder_to_np( if clear_nans: # remove nans if they are in the x or y data - historical_nans, y_nans = np.isnan( - train_data.historical), np.isnan(y_np) + historical_nans, y_nans = np.isnan(train_data.historical), np.isnan(y_np) if train_data.static is not None: static_nans = np.isnan(train_data.static) static_nans_summed = static_nans.sum(axis=-1) @@ -738,8 +728,7 @@ def ds_folder_to_np( # NOTE: data is not normalised in this function model_arrays.predict_delta = True historical_target_np = self._calculate_historical_target(x, y_var) - historical_target_np = historical_target_np[notnan_indices].flatten( - ) + historical_target_np = historical_target_np[notnan_indices].flatten() model_arrays.historical_target = historical_target_np return model_arrays @@ -758,16 +747,14 @@ def _add_extra_dims( x[f"spatial_mean_{var}"] = mean_dataset[var] if surrounding_pixels is not None: - lat_shifts = lon_shifts = range(-surrounding_pixels, - surrounding_pixels + 1) + lat_shifts = lon_shifts = range(-surrounding_pixels, surrounding_pixels + 1) for var in original_vars: for lat_shift in lat_shifts: for lon_shift in lon_shifts: if lat_shift == lon_shift == 0: continue shifted_varname = f"lat_{lat_shift}_lon_{lon_shift}_{var}" - x[shifted_varname] = x[var].shift( - lat=lat_shift, lon=lon_shift) + x[shifted_varname] = x[var].shift(lat=lat_shift, lon=lon_shift) return x @staticmethod @@ -779,8 +766,7 @@ def get_current_array(x: xr.Dataset, y: xr.Dataset, x_np: np.ndarray) -> np.ndar target_time = y.time x_datetimes = [pd.to_datetime(time) for time in x.time.values] y_datetime = pd.to_datetime(target_time.values[0]) - time_ix = [ix for ix, time in enumerate( - x_datetimes) if time == y_datetime][0] + time_ix = [ix for ix, time in enumerate(x_datetimes) if time == y_datetime][0] # get the X features and X feature indices relevant_indices = [ From d727552d6f5009ee5a0eef6eeda4c6f295d5a34e Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 16 Jan 2020 14:45:35 +0000 Subject: [PATCH 205/209] black code --- scripts/experiments/export_era5_hourly.py | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/experiments/export_era5_hourly.py b/scripts/experiments/export_era5_hourly.py index 295d76930..b6f91662c 100644 --- a/scripts/experiments/export_era5_hourly.py +++ b/scripts/experiments/export_era5_hourly.py @@ -50,6 +50,7 @@ def export_era5(variables): for variable in variables: exporter.export(variable=variable, granularity="hourly", break_up=True) + if __name__ == "__main__": variables = [ "2m_temperature", From d165ea1a38bbf98baac988ca751ab87100ea1c2a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 16 Jan 2020 14:54:31 +0000 Subject: [PATCH 206/209] blackify code --- scripts/experiments/01_different_variables.py | 10 ---------- src/models/base.py | 3 --- src/models/data.py | 3 --- 3 files changed, 16 deletions(-) diff --git a/scripts/experiments/01_different_variables.py b/scripts/experiments/01_different_variables.py index 3499d0554..32d87230b 100644 --- a/scripts/experiments/01_different_variables.py +++ b/scripts/experiments/01_different_variables.py @@ -173,7 +173,6 @@ def get_already_run(data_dir: Path, vars_joined: str, static: bool): # run experiments for static in [True, False]: -<<<<<<< HEAD vars_joined = "_".join(vars_to_include) already_run = get_already_run(data_dir, vars_joined, static) # CHECK if experiment has already been run @@ -184,18 +183,10 @@ def get_already_run(data_dir: Path, vars_joined: str, static: bool): ) continue -======= ->>>>>>> 35a852bacc0c3e3a6b3d8f3c9756006f93dcf099 try: run_all_models_as_experiments( vars_to_include, ignore_vars, static=static, run_regression=False ) -<<<<<<< HEAD - except: - print( - f'\n{"-" * 10}\Experiment FAILED: {vars_to_include} static:{static}\n{"-" * 10}' - ) -======= except KeyboardInterrupt: raise except Exception as e: @@ -211,4 +202,3 @@ def get_already_run(data_dir: Path, vars_joined: str, static: bool): data_dir = get_data_path() rename_model_experiment_file(data_dir, vars_to_include, static) print(f"Experiment {vars_to_include} finished") ->>>>>>> 35a852bacc0c3e3a6b3d8f3c9756006f93dcf099 diff --git a/src/models/base.py b/src/models/base.py index e0e9ff83a..1de8ed763 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -305,10 +305,7 @@ def get_dataloader( "clear_nans": True, "normalize": True, "predict_delta": self.predict_delta, -<<<<<<< HEAD -======= "spatial_mask": self.spatial_mask, ->>>>>>> 35a852bacc0c3e3a6b3d8f3c9756006f93dcf099 } for key, val in kwargs.items(): diff --git a/src/models/data.py b/src/models/data.py index 0dbcc23b2..6323d0cac 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -614,10 +614,7 @@ def ds_folder_to_np( if self.predict_delta: # TODO: do this ONCE not at each read-in of the data y = self._calculate_change(x, y) -<<<<<<< HEAD -======= ->>>>>>> 35a852bacc0c3e3a6b3d8f3c9756006f93dcf099 assert len(list(y.data_vars)) == 1, ( f"Expect only 1 target variable! " f"Got {len(list(y.data_vars))}" ) From 37ba203852f71791b7f3673863304a99d554d00f Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 16 Jan 2020 15:40:46 +0000 Subject: [PATCH 207/209] fix mypy --- src/models/data.py | 11 ++++------- 1 file changed, 4 insertions(+), 7 deletions(-) diff --git a/src/models/data.py b/src/models/data.py index 6323d0cac..031f7e9ee 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -83,14 +83,12 @@ def to_xarray(self) -> Tuple[xr.Dataset, xr.Dataset, Optional[xr.Dataset]]: if self.x.current is not None: # NOTE: historical times is one less for nowcast? assert ( - # type: ignore - len(self.historical_times) + len(self.historical_times) # type: ignore == self.x.historical.shape[1] ), "second dim is # timesteps" else: assert ( - # type: ignore - len(self.historical_times) + len(self.historical_times) # type: ignore == self.x.historical.shape[1] ), "second dim is # timesteps" variables = self.x_vars @@ -714,10 +712,9 @@ def ds_folder_to_np( & (current_nans_summed == 0) & (static_nans_summed == 0) )[0] - # type: ignore - train_data.current = train_data.current[notnan_indices] + train_data.current = train_data.current[notnan_indices] # type: ignore - train_data.historical = train_data.historical[notnan_indices] + train_data.historical = train_data.historical[notnan_indices] # type: ignore train_data.pred_months = train_data.pred_months[ notnan_indices ] # type: ignore From edc54192735d8c1e8db43456993b450bf452a554 Mon Sep 17 00:00:00 2001 From: Tommy Lees Date: Wed, 29 Jan 2020 19:11:40 +0000 Subject: [PATCH 208/209] Delete settings.json --- .vscode/settings.json | 9 --------- 1 file changed, 9 deletions(-) delete mode 100644 .vscode/settings.json diff --git a/.vscode/settings.json b/.vscode/settings.json deleted file mode 100644 index e0564fe5f..000000000 --- a/.vscode/settings.json +++ /dev/null @@ -1,9 +0,0 @@ -{ - "python.pythonPath": "/Users/tommylees/miniconda3/envs/crop/bin/python", - "python.testing.pytestArgs": [ - "tests" - ], - "python.testing.unittestEnabled": false, - "python.testing.nosetestsEnabled": false, - "python.testing.pytestEnabled": true -} \ No newline at end of file From 2b4ef542a42653a1e91d7259dc91e7374c2ab048 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Tue, 11 Aug 2020 11:28:31 +0100 Subject: [PATCH 209/209] update admin region analysis --- src/analysis/region_analysis/administrative_region_analysis.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/analysis/region_analysis/administrative_region_analysis.py b/src/analysis/region_analysis/administrative_region_analysis.py index f9b22c1e4..d99dd474e 100644 --- a/src/analysis/region_analysis/administrative_region_analysis.py +++ b/src/analysis/region_analysis/administrative_region_analysis.py @@ -17,6 +17,7 @@ def __init__( data_dir: Path = Path("data"), experiment: str = "one_month_forecast", true_data_experiment: str = "one_month_forecast", + models_experiment_dir: str = "one_month_forecast", ): super().__init__( data_dir=data_dir,