diff --git a/your-code/.ipynb_checkpoints/main-checkpoint.ipynb b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb
new file mode 100644
index 0000000..4928ce0
--- /dev/null
+++ b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb
@@ -0,0 +1,502 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Before your start:\n",
+ "- Read the README.md file\n",
+ "- Comment as much as you can and use the resources (README.md file)\n",
+ "- Happy learning!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Import numpy and pandas\n",
+ "import numpy as np\n",
+ "import pandas as pd\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Challenge 1 - Loading and Evaluating The Data\n",
+ "\n",
+ "In this lab, we will look at a dataset of sensor data from a cellular phone. The phone was carried in the subject's pocket for a few minutes while they walked around.\n",
+ "\n",
+ "To load the data, run the code below."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Run this code:\n",
+ "\n",
+ "sensor = pd.read_csv('../sub_1.csv')\n",
+ "sensor.drop(columns=['Unnamed: 0'], inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Examine the data using the `head` function."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " attitude.roll | \n",
+ " attitude.pitch | \n",
+ " attitude.yaw | \n",
+ " gravity.x | \n",
+ " gravity.y | \n",
+ " gravity.z | \n",
+ " rotationRate.x | \n",
+ " rotationRate.y | \n",
+ " rotationRate.z | \n",
+ " userAcceleration.x | \n",
+ " userAcceleration.y | \n",
+ " userAcceleration.z | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1.528132 | \n",
+ " -0.733896 | \n",
+ " 0.696372 | \n",
+ " 0.741895 | \n",
+ " 0.669768 | \n",
+ " -0.031672 | \n",
+ " 0.316738 | \n",
+ " 0.778180 | \n",
+ " 1.082764 | \n",
+ " 0.294894 | \n",
+ " -0.184493 | \n",
+ " 0.377542 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1.527992 | \n",
+ " -0.716987 | \n",
+ " 0.677762 | \n",
+ " 0.753099 | \n",
+ " 0.657116 | \n",
+ " -0.032255 | \n",
+ " 0.842032 | \n",
+ " 0.424446 | \n",
+ " 0.643574 | \n",
+ " 0.219405 | \n",
+ " 0.035846 | \n",
+ " 0.114866 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1.527765 | \n",
+ " -0.706999 | \n",
+ " 0.670951 | \n",
+ " 0.759611 | \n",
+ " 0.649555 | \n",
+ " -0.032707 | \n",
+ " -0.138143 | \n",
+ " -0.040741 | \n",
+ " 0.343563 | \n",
+ " 0.010714 | \n",
+ " 0.134701 | \n",
+ " -0.167808 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1.516768 | \n",
+ " -0.704678 | \n",
+ " 0.675735 | \n",
+ " 0.760709 | \n",
+ " 0.647788 | \n",
+ " -0.041140 | \n",
+ " -0.025005 | \n",
+ " -1.048717 | \n",
+ " 0.035860 | \n",
+ " -0.008389 | \n",
+ " 0.136788 | \n",
+ " 0.094958 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1.493941 | \n",
+ " -0.703918 | \n",
+ " 0.672994 | \n",
+ " 0.760062 | \n",
+ " 0.647210 | \n",
+ " -0.058530 | \n",
+ " 0.114253 | \n",
+ " -0.912890 | \n",
+ " 0.047341 | \n",
+ " 0.199441 | \n",
+ " 0.353996 | \n",
+ " -0.044299 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " attitude.roll attitude.pitch attitude.yaw gravity.x gravity.y \\\n",
+ "0 1.528132 -0.733896 0.696372 0.741895 0.669768 \n",
+ "1 1.527992 -0.716987 0.677762 0.753099 0.657116 \n",
+ "2 1.527765 -0.706999 0.670951 0.759611 0.649555 \n",
+ "3 1.516768 -0.704678 0.675735 0.760709 0.647788 \n",
+ "4 1.493941 -0.703918 0.672994 0.760062 0.647210 \n",
+ "\n",
+ " gravity.z rotationRate.x rotationRate.y rotationRate.z \\\n",
+ "0 -0.031672 0.316738 0.778180 1.082764 \n",
+ "1 -0.032255 0.842032 0.424446 0.643574 \n",
+ "2 -0.032707 -0.138143 -0.040741 0.343563 \n",
+ "3 -0.041140 -0.025005 -1.048717 0.035860 \n",
+ "4 -0.058530 0.114253 -0.912890 0.047341 \n",
+ "\n",
+ " userAcceleration.x userAcceleration.y userAcceleration.z \n",
+ "0 0.294894 -0.184493 0.377542 \n",
+ "1 0.219405 0.035846 0.114866 \n",
+ "2 0.010714 0.134701 -0.167808 \n",
+ "3 -0.008389 0.136788 0.094958 \n",
+ "4 0.199441 0.353996 -0.044299 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "\n",
+ "sensor.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Check whether there is any missing data. If there is any missing data, remove the rows containing missing data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "attitude.roll 0\n",
+ "attitude.pitch 0\n",
+ "attitude.yaw 0\n",
+ "gravity.x 0\n",
+ "gravity.y 0\n",
+ "gravity.z 0\n",
+ "rotationRate.x 0\n",
+ "rotationRate.y 0\n",
+ "rotationRate.z 0\n",
+ "userAcceleration.x 0\n",
+ "userAcceleration.y 0\n",
+ "userAcceleration.z 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "sensor.isnull().sum()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "How many rows and columns are in our data?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 1751 entries, 0 to 1750\n",
+ "Data columns (total 12 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 attitude.roll 1751 non-null float64\n",
+ " 1 attitude.pitch 1751 non-null float64\n",
+ " 2 attitude.yaw 1751 non-null float64\n",
+ " 3 gravity.x 1751 non-null float64\n",
+ " 4 gravity.y 1751 non-null float64\n",
+ " 5 gravity.z 1751 non-null float64\n",
+ " 6 rotationRate.x 1751 non-null float64\n",
+ " 7 rotationRate.y 1751 non-null float64\n",
+ " 8 rotationRate.z 1751 non-null float64\n",
+ " 9 userAcceleration.x 1751 non-null float64\n",
+ " 10 userAcceleration.y 1751 non-null float64\n",
+ " 11 userAcceleration.z 1751 non-null float64\n",
+ "dtypes: float64(12)\n",
+ "memory usage: 164.3 KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "sensor.info()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To perform time series analysis on the data, we must change the index from a range index to a time series index. In the cell below, create a time series index using the `pd.date_range` function. Create a time series index starting at 1/1/2018 00:00:00 and ending at 1/1/2018 00:29:10. The number of periods is equal to the number of rows in `sensor`. The frequency should be set to `infer`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Assign the time series index to the dataframe's index."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Our next step is to decompose the time series and evaluate the patterns in the data. Load the `statsmodels.api` submodule and plot the decomposed plot of `userAcceleration.x`. Set `freq=60` in the `seasonal_decompose` function. Your graph should look like the one below.\n",
+ "\n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Plot the decomposed time series of `rotationRate.x` also with a frequency of 60."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Challenge 2 - Modelling the Data\n",
+ "\n",
+ "To model our data, we should look at a few assumptions. First, let's plot the `lag_plot` to detect any autocorrelation. Do this for `userAcceleration.x`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Create a lag plot for `rotationRate.x`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "What are your conclusions from both visualizations?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your conclusions here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The next step will be to test both variables for stationarity. Perform the Augmented Dickey Fuller test on both variables below."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "What are your conclusions from this test?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your conclusions here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Finally, we'll create an ARMA model for `userAcceleration.x`. Load the `ARMA` function from `statsmodels`. The order of the model is (2, 1). Split the data to train and test. Use the last 10 observations as the test set and all other observations as the training set. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To compare our predictions with the observed data, we can compute the RMSE (Root Mean Squared Error) from the submodule `statsmodels.tools.eval_measures`. You can read more about this function [here](https://www.statsmodels.org/dev/generated/statsmodels.tools.eval_measures.rmse.html). Compute the RMSE for the last 10 rows of the data by comparing the observed and predicted data for the `userAcceleration.x` column."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 89f1b11..02e4266 100644
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -17,7 +17,8 @@
"outputs": [],
"source": [
"# Import numpy and pandas\n",
- "\n"
+ "import numpy as np\n",
+ "import pandas as pd\n"
]
},
{
@@ -33,7 +34,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -52,12 +53,156 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " attitude.roll | \n",
+ " attitude.pitch | \n",
+ " attitude.yaw | \n",
+ " gravity.x | \n",
+ " gravity.y | \n",
+ " gravity.z | \n",
+ " rotationRate.x | \n",
+ " rotationRate.y | \n",
+ " rotationRate.z | \n",
+ " userAcceleration.x | \n",
+ " userAcceleration.y | \n",
+ " userAcceleration.z | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1.528132 | \n",
+ " -0.733896 | \n",
+ " 0.696372 | \n",
+ " 0.741895 | \n",
+ " 0.669768 | \n",
+ " -0.031672 | \n",
+ " 0.316738 | \n",
+ " 0.778180 | \n",
+ " 1.082764 | \n",
+ " 0.294894 | \n",
+ " -0.184493 | \n",
+ " 0.377542 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1.527992 | \n",
+ " -0.716987 | \n",
+ " 0.677762 | \n",
+ " 0.753099 | \n",
+ " 0.657116 | \n",
+ " -0.032255 | \n",
+ " 0.842032 | \n",
+ " 0.424446 | \n",
+ " 0.643574 | \n",
+ " 0.219405 | \n",
+ " 0.035846 | \n",
+ " 0.114866 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1.527765 | \n",
+ " -0.706999 | \n",
+ " 0.670951 | \n",
+ " 0.759611 | \n",
+ " 0.649555 | \n",
+ " -0.032707 | \n",
+ " -0.138143 | \n",
+ " -0.040741 | \n",
+ " 0.343563 | \n",
+ " 0.010714 | \n",
+ " 0.134701 | \n",
+ " -0.167808 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1.516768 | \n",
+ " -0.704678 | \n",
+ " 0.675735 | \n",
+ " 0.760709 | \n",
+ " 0.647788 | \n",
+ " -0.041140 | \n",
+ " -0.025005 | \n",
+ " -1.048717 | \n",
+ " 0.035860 | \n",
+ " -0.008389 | \n",
+ " 0.136788 | \n",
+ " 0.094958 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1.493941 | \n",
+ " -0.703918 | \n",
+ " 0.672994 | \n",
+ " 0.760062 | \n",
+ " 0.647210 | \n",
+ " -0.058530 | \n",
+ " 0.114253 | \n",
+ " -0.912890 | \n",
+ " 0.047341 | \n",
+ " 0.199441 | \n",
+ " 0.353996 | \n",
+ " -0.044299 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " attitude.roll attitude.pitch attitude.yaw gravity.x gravity.y \\\n",
+ "0 1.528132 -0.733896 0.696372 0.741895 0.669768 \n",
+ "1 1.527992 -0.716987 0.677762 0.753099 0.657116 \n",
+ "2 1.527765 -0.706999 0.670951 0.759611 0.649555 \n",
+ "3 1.516768 -0.704678 0.675735 0.760709 0.647788 \n",
+ "4 1.493941 -0.703918 0.672994 0.760062 0.647210 \n",
+ "\n",
+ " gravity.z rotationRate.x rotationRate.y rotationRate.z \\\n",
+ "0 -0.031672 0.316738 0.778180 1.082764 \n",
+ "1 -0.032255 0.842032 0.424446 0.643574 \n",
+ "2 -0.032707 -0.138143 -0.040741 0.343563 \n",
+ "3 -0.041140 -0.025005 -1.048717 0.035860 \n",
+ "4 -0.058530 0.114253 -0.912890 0.047341 \n",
+ "\n",
+ " userAcceleration.x userAcceleration.y userAcceleration.z \n",
+ "0 0.294894 -0.184493 0.377542 \n",
+ "1 0.219405 0.035846 0.114866 \n",
+ "2 0.010714 0.134701 -0.167808 \n",
+ "3 -0.008389 0.136788 0.094958 \n",
+ "4 0.199441 0.353996 -0.044299 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "\n",
+ "sensor.head()"
]
},
{
@@ -69,12 +214,35 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "attitude.roll 0\n",
+ "attitude.pitch 0\n",
+ "attitude.yaw 0\n",
+ "gravity.x 0\n",
+ "gravity.y 0\n",
+ "gravity.z 0\n",
+ "rotationRate.x 0\n",
+ "rotationRate.y 0\n",
+ "rotationRate.z 0\n",
+ "userAcceleration.x 0\n",
+ "userAcceleration.y 0\n",
+ "userAcceleration.z 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "sensor.isnull().sum()\n"
]
},
{
@@ -86,11 +254,38 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 5,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 1751 entries, 0 to 1750\n",
+ "Data columns (total 12 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 attitude.roll 1751 non-null float64\n",
+ " 1 attitude.pitch 1751 non-null float64\n",
+ " 2 attitude.yaw 1751 non-null float64\n",
+ " 3 gravity.x 1751 non-null float64\n",
+ " 4 gravity.y 1751 non-null float64\n",
+ " 5 gravity.z 1751 non-null float64\n",
+ " 6 rotationRate.x 1751 non-null float64\n",
+ " 7 rotationRate.y 1751 non-null float64\n",
+ " 8 rotationRate.z 1751 non-null float64\n",
+ " 9 userAcceleration.x 1751 non-null float64\n",
+ " 10 userAcceleration.y 1751 non-null float64\n",
+ " 11 userAcceleration.z 1751 non-null float64\n",
+ "dtypes: float64(12)\n",
+ "memory usage: 164.3 KB\n"
+ ]
+ }
+ ],
"source": [
"# Your code here:\n",
+ "sensor.info()\n",
"\n"
]
},
@@ -103,12 +298,13 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Your code here:\n",
- "\n"
+ "\n",
+ "date = pd.date_range(start='1/1/2018 00:00:00', end = '1/1/2018 00:29:10', periods=1751)\n"
]
},
{
@@ -120,12 +316,163 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 7,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " attitude.roll | \n",
+ " attitude.pitch | \n",
+ " attitude.yaw | \n",
+ " gravity.x | \n",
+ " gravity.y | \n",
+ " gravity.z | \n",
+ " rotationRate.x | \n",
+ " rotationRate.y | \n",
+ " rotationRate.z | \n",
+ " userAcceleration.x | \n",
+ " userAcceleration.y | \n",
+ " userAcceleration.z | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 2018-01-01 00:00:00 | \n",
+ " 1.528132 | \n",
+ " -0.733896 | \n",
+ " 0.696372 | \n",
+ " 0.741895 | \n",
+ " 0.669768 | \n",
+ " -0.031672 | \n",
+ " 0.316738 | \n",
+ " 0.778180 | \n",
+ " 1.082764 | \n",
+ " 0.294894 | \n",
+ " -0.184493 | \n",
+ " 0.377542 | \n",
+ "
\n",
+ " \n",
+ " | 2018-01-01 00:00:01 | \n",
+ " 1.527992 | \n",
+ " -0.716987 | \n",
+ " 0.677762 | \n",
+ " 0.753099 | \n",
+ " 0.657116 | \n",
+ " -0.032255 | \n",
+ " 0.842032 | \n",
+ " 0.424446 | \n",
+ " 0.643574 | \n",
+ " 0.219405 | \n",
+ " 0.035846 | \n",
+ " 0.114866 | \n",
+ "
\n",
+ " \n",
+ " | 2018-01-01 00:00:02 | \n",
+ " 1.527765 | \n",
+ " -0.706999 | \n",
+ " 0.670951 | \n",
+ " 0.759611 | \n",
+ " 0.649555 | \n",
+ " -0.032707 | \n",
+ " -0.138143 | \n",
+ " -0.040741 | \n",
+ " 0.343563 | \n",
+ " 0.010714 | \n",
+ " 0.134701 | \n",
+ " -0.167808 | \n",
+ "
\n",
+ " \n",
+ " | 2018-01-01 00:00:03 | \n",
+ " 1.516768 | \n",
+ " -0.704678 | \n",
+ " 0.675735 | \n",
+ " 0.760709 | \n",
+ " 0.647788 | \n",
+ " -0.041140 | \n",
+ " -0.025005 | \n",
+ " -1.048717 | \n",
+ " 0.035860 | \n",
+ " -0.008389 | \n",
+ " 0.136788 | \n",
+ " 0.094958 | \n",
+ "
\n",
+ " \n",
+ " | 2018-01-01 00:00:04 | \n",
+ " 1.493941 | \n",
+ " -0.703918 | \n",
+ " 0.672994 | \n",
+ " 0.760062 | \n",
+ " 0.647210 | \n",
+ " -0.058530 | \n",
+ " 0.114253 | \n",
+ " -0.912890 | \n",
+ " 0.047341 | \n",
+ " 0.199441 | \n",
+ " 0.353996 | \n",
+ " -0.044299 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " attitude.roll attitude.pitch attitude.yaw gravity.x \\\n",
+ "2018-01-01 00:00:00 1.528132 -0.733896 0.696372 0.741895 \n",
+ "2018-01-01 00:00:01 1.527992 -0.716987 0.677762 0.753099 \n",
+ "2018-01-01 00:00:02 1.527765 -0.706999 0.670951 0.759611 \n",
+ "2018-01-01 00:00:03 1.516768 -0.704678 0.675735 0.760709 \n",
+ "2018-01-01 00:00:04 1.493941 -0.703918 0.672994 0.760062 \n",
+ "\n",
+ " gravity.y gravity.z rotationRate.x rotationRate.y \\\n",
+ "2018-01-01 00:00:00 0.669768 -0.031672 0.316738 0.778180 \n",
+ "2018-01-01 00:00:01 0.657116 -0.032255 0.842032 0.424446 \n",
+ "2018-01-01 00:00:02 0.649555 -0.032707 -0.138143 -0.040741 \n",
+ "2018-01-01 00:00:03 0.647788 -0.041140 -0.025005 -1.048717 \n",
+ "2018-01-01 00:00:04 0.647210 -0.058530 0.114253 -0.912890 \n",
+ "\n",
+ " rotationRate.z userAcceleration.x userAcceleration.y \\\n",
+ "2018-01-01 00:00:00 1.082764 0.294894 -0.184493 \n",
+ "2018-01-01 00:00:01 0.643574 0.219405 0.035846 \n",
+ "2018-01-01 00:00:02 0.343563 0.010714 0.134701 \n",
+ "2018-01-01 00:00:03 0.035860 -0.008389 0.136788 \n",
+ "2018-01-01 00:00:04 0.047341 0.199441 0.353996 \n",
+ "\n",
+ " userAcceleration.z \n",
+ "2018-01-01 00:00:00 0.377542 \n",
+ "2018-01-01 00:00:01 0.114866 \n",
+ "2018-01-01 00:00:02 -0.167808 \n",
+ "2018-01-01 00:00:03 0.094958 \n",
+ "2018-01-01 00:00:04 -0.044299 "
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "sensor = sensor.set_index(date)\n",
+ "sensor.head()\n"
]
},
{
@@ -139,14 +486,72 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Your code here:\n",
+ "import statsmodels.api as sm\n",
+ "from pylab import rcParams\n",
+ "from statsmodels.graphics import tsaplots\n",
+ "from statsmodels.tsa.stattools import adfuller\n",
+ "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
+ "import matplotlib.pyplot as plt\n",
"\n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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w61f34HvPbseKvf0TfSgCGtDCHV2vrrrvbXz2n+uPyoGu44VjljwUOHHAV9iPRqImNgbl4QceWI2P/XXteB3SCQlV+3iRjOUj8SRaBoK46+Xdqp97w2kPNaE8FDjeQYsix2poxFsaHI3q9RMJMUYeHl8k7v4+Qh6Op98uXxSLiRZmgeME4l4uDC9s7ULrQHCiD0PgCGAwQLol+vzjp2QfLYLRBC66Zzk2HDqxdVvagSm0EDrE2eMc7zjuyUNJkm6RJGm9JEnr+/sFgz9eSKXkcUsG+MQvcBQSNXzgI6YhThxUnodFUh72ePU3bn4AQyAa132NgMDxgmPday3KqdyCseOLtDrWQNfp6HGmnOvzRwEUV/WuBU9MCuWhwPGCY31/ORKQZRlfemwTrvzd2xN9KAJHAEYDmSzWNhSa4CNJY2uHFy39QfxCI6YoBN5QHA+93XJcqPPoPky/ittmAgB0jRw9RO9447gnD2VZ/rMsy4tlWV5cVVU10Ydz3OInL+7E7O8vHZeAlm9vOhqVh3zgk0jKiCdT+O4zW3FQVAiPKHiCoFgkbtdIWPfnI5yHmlAeChzvYANTjtHAjyeqQkfhHnIiIXqcKg8pxlNFFVNZpAjCReD4gLiX88OnxJnh43TdPJbw7KZO3PHfbeP6GdQ7t6W/eHnktg4vmr/zInb3+Mb09/Q5tZhGTx199clN+OmLu7Cja2yfDQCb20fGRFwWG/GUWnlY7bYCADqz5IvHI4578lDgyOBvqw4CAFYdKL6PH59kFEIebmobPqLBCE+YJlIyDg4E8fi6dlz/pzW6r/dH0ko1ETQVD7ExeE/mQ7bNYESlPBRkxLGEP604gEODgtgfDY51lRi/Rgvl4cTiePQ8jB8hUk/VtnyMP5MCAhTxxLFZlDqSGD6BWiKPdnz1yc14bG3buA6tosKFYrapL93RDQB4eVvPmP6e5uIW4+ipow2HhgGkCbex4P33r8IfVxyY8CI2VR4mUjJSKRk1is+xIA+PAUiS9DiANQBmSZLUIUnSpyf6mE5UyLIMt5XIdnNNHHr34BBu+NOaUQe94VGQhzu7fPjAA6tx72t7R/UZh4MYF9AnUil2vP3+qO7mwk9j9IVFy2uxoFIeFimBozJ07WYZ5Ca2CuXhsQN/JI67Xt6NC369fKIP5ZgCUx5O8HGMFbRV1mU1iWnLE4xonLYtHz8kLu+jOa5tyymhPBQ4/iA8D/NjKCTIw6MN2TqTDheplMxyj2LmiHazEQAQGePeS73ex6I8pMrZYogtiiUOGSsSKbX3sMtK25YFeXjUQ5blj8iyXCfLslmW5UZZlv860cfE4/F1bdjb65/owxgTkikZ/1h9EOECFRp9/ij8yoIwoPj+6OHtfQNY1zqkIs8KAa88jOZRK/Qq5rLbO72j+ozDgXZgCr849uucjx5v+mc+QTwVDTQZNRkk1eJ+OOj2ks0glkypkt1Q7Oj24RTQB1U9yfLx2zY5Hogf4yqnaCIFgwQ4rca8e0gxkUzJuPfVPaPe845n0GfwSF6H8Qa/548nEcInTce6GphiKBg7rohkgdFDEOH5UQzl4WAgiubvvIgn1rUV4YhOXFAxwYH+wLi8fyCWYPtIMdd5KnQJRQ+PPDTrKA9jiRRu/Ms7WL0/s/tQlTuN8bN5TPRsAX69iiZSLN8UA1MEDgsHB4L47jPbcPtTmyf6UMaEp9a344f/24GHV7UW9Ho6ZRAAIjkWum6FlfeOspLCtzflq5jQhESSpFF9xuFANeU3KSPILY58izIFn0iO9lwIZAfdZJ1WU9GCUR93/YaD6X/z5GGfP4IHlu/HKp1NU+DoAv+sHho8eoyoj3awacvHqPQwmkjBajLCYjIcUZXLOy2DuO/N/fjR/3Ycsc882sHalo8jwognD8e3bfn4Uh7KsoxFP3kNX3x0U8Gv//HzO1gLnMDxgePhXh5v8MTEWM/XQSXmeWTtoaIc04mKulLSplpMP0IeESW/sJkNRSUPh4JEuNKdZRBkPlC7JoNOft3ri2D1gUHc+NDajN95OZunYBE6Pyba5kBrH0KfxxNpHRPk4TjgmU2dAIBaj/2IfeY7LYPYeRhGpDz29BDFpMlQGAFHCbAyh5ktenroUlRcvF9cIYiOQnk4rEj7tYe+r9ePf645OKrPLRT8gpFMpVQtTD4d8pBfPCeibTmZkvHA8v1MVXe8gBJDLqupaK1jPHE9GEwrRsPKNWwoteOp9R24e+ke/O6NfUX5TIHxA08eCuVh4TjW28qi8SSsZgMsRsMR9YrrU5TwpjF4BB2voCqE4+n5O1Jty/HjzPOwRymkvr4ru90Nj0A0gb+tOogbsvhJ58LzW7rQMk5KIYHDw3gm3Uu39+ALj24Yl/duGwzhM/94F2tbBsfl/Xnw5OFgYGwKp4EAiWH1yJ+JRDyZGlf/wGKDtv+O1yRkmneU2i1FVWXT+2as3nw0v9Yb2sMLKr7z9FbV70ZjPVYI4hOsPOSVj9FEku3547n3H20QEe04YHP7CACg3Gk+Yp/50YfW4sr73saOrsNv121XFsRCfQ0oAVbttuWcBNateDiMhEe38fHvmW8hpRusdmu89sHV+MFzO8YlSNEqDwMq8jBzoeRfPxHKw9d39eLupXtw33FGdtF7w2ExsmlYhws+weVJ71AsCaNBQkNpukBQLJ9FgfEDT4IdT+TFeCPteTg+wVGfP4Izf/4G9o2T1QdRHhpgMRmPaLsnDdYrnJYj9plHO2gB8HhpuwWAANdtMJ5ESDyljjWOdezrHR2ZN6A8T6MlGlIpGbc9vgmX//atUf2dwJFBbByVRLc+sgEvbesZl/1+xb5+vL6rD597ZHzISR685yElAUeLHkVxdiQ7swrBjP97GZ/427qJPoyCQYmy8RqWSHPeErsZ8aRcNGJ1UMmPxyocGVHyVT3faF4Uox2cyhOLRWlbnuC9j997Q7EkIxOF8lDgsNA5TMi3I1kZpovLlvYikIfK8Rfq5UYHRlR7rFk3aFmWx6w8pFUYo0HKm3DQZE1LYtLFa7SfXQhiKuWhrFYe6pCD/HfQUyYCRCk57Y6XVC3hxcIrO8ikrSqXtejvPZHg25aLReRF4kmU2EkRgPcADcWScJiNqPKkz6EYnHL0Q6U8PI7Ii/EGDYqKGbTJsoxv/nsLVu8fwOs7+9DjixRslTFa8G3LR9JfjRazSh3FLSS2D4XwtSc3H5MEeHra8rF37NnAx0rjSerxz9/xcP74+KaQeFnPQ7oQ0KT3eCBcj0cciaR7rIRbLvQrytkjoeTjPQ/H6q1Gc7CjsdD99r5jx/aH5pPjNXyNru0lStxQLC6B3jeBSGJME4tp+3FQhwCkpODceg9Gguq8NpvycHePDz9+fgdSoyRHJ5qk48lcfyTB9pVjvUNnNBDkYZEhyzKTBB/JyjpVCQ4XYSJXnxKgBQpcGH2ROAwSUOmyZlUeDofijAQcvedhugqTL2Cm319LEjosRuXnxTc05Rf2hIY81COUVORhWP8cv7StB8mUjH9vaC/ikRLQQT5HskvgQH9g3KecjlfbMk38eY+uSDwJu8WIavfhk4eplMzUvoWgzxfBQ2+3jGnzP9ERFW3LYwILjopq3p3Cvzd04MaH1oLmXuPVjRJNJGE1GWA9wm3LNGEt9lr79ae24L+bOrGpbaS4b3wEEGNty8dPoB2cAM/DYnhHZcNf3mrBlx7bOG7vT7GPIw8LaQEcK3nI/53YN48+HBnysPixf6+P3FfRIxBL8PHlWGNNqjzsG+NzNB4IjlK954/E0TfBA8iobVGowKGio35/LucF8nfcFYpBJR5JpOQxEV20a1BvmGqQs3LyRxOqZ5p/PX+9P/qXtfjbqoOjJvYnmjzkPz8QTQjlocDhYygYY0FxsZOU7Z1etvhnQImHxuqFwd5GlplarlDloS8ch9tmht1izJqQ8yPMR00eJtILaV7loVJZ0ZKoDgsZpT4e05D4RTiRTCEQTTK/SD1lYSyRgsVogNVkyEr2umzkeIsxYU0L2jY2nskHjwP9AVx8zwr86pU9RXm/juEQbn9ys8qEF0gTQ6RtuXjKw1JlA+eT3VAsCYfFiGq3jf1srC0MS3f04Ny7l+HRAk2sv/T4Jvz0xV1oHRgfs+bjGce75+FgIIptHcWfNE/PWzErq/y1oLqN8WqLjiVSsJgMR3xgSo+SXBY7FtiveLeNV9vUeIJNWz4OB6ZYTIZxbltOPx/jee1/9tIuvLC1e9zen2J/X9qmoKsAH65+fzr+HY1ahU9OKeEjcPRgvJ4Z/h4ZGAfCrFe5H0Px5KjVU6NFNJFCpYvYX+gNYiwE1DpqIBAdtfrwf1u6GPlUTIw2Zz3/V8tx+s/fKPpxFApZlhGKU+Xh+JKHpYw8PPznQ5Zl+CIJOBUhzVjah6niUC93pOKQhjJi5aS1eWLvwf2b5utDoxT1TLSCnBenBCIJ9t8TfVxHEoI8LDJ4I9JiKw+v/v1KXHTP8oyfJ7kqwuEqD4OxJFNJFBqc+iIJuG0m2M1G3YoEoA4MR6v+o+9ZCHlIp0kNh+KqCjNVHg6PQ9tyPJGC2UjSX6o8rHBZYDZKuspCmshWuqxZKy6UwB2Paik9h9muVbFx/7L9AIr3Xf626iCe2dSJX726W/XzaDwJSSLXunjKwyRKHBb2b4pQLAmb2Qin1ch+FogmxuRNslsZUPSHN/cX9Hr6LOn5aQrkBk8c5Ru+dCzifX9Yhff+YWXR35cmd8Ukwfi1vHWQEOHjlX+lPQ+P8MAURSFRzM9MpWRWBOvzF0+B8ebuXmztGCna++khmZK5tuXUuKrAIvEkNhwawiPvHMK61qFx+xwgHSuVOczjmkDEuftotIqdsWA8CyyyLGNfXwALGksA6Jvwa9HPxUsDwcKJDF55OB5WMAKHh9g4PTO8wm482pb7FCJalsd/enw0kUSlYjWUze4oHw4q+6wsjy4e94bj+PLjm3DTw8X3JeSf6XxrWiKZGhcByGgQTaRAt63xyqGokpV2PRUjVo0pQ2kqlW6psYhH6PXRVR4qxGJjmQOAOs/n1/ZgNIHfvb4P83/0CvvZUI57MRxL4vvPbsfdS9P53kQr/BKpdEdakFNZHo12AOMFQR4WGZ3DJLH32ExFTRjoQ6tX6eA/Z/AwF1a+olW452EcHpsZdrMRkYR+QkBHw1e6LKOftqx8v1KHOW97AA0SY4mUSilmH8+25WSKTd9KJGUEYgk4rSZ4bGbdCmEsmYTFZECFy8KqbtognW6Q46Euo4qP4BEiD9cfHAYA2AocwJMP7x4kieDS7eoJjZQgMBkNxfM8TKQ45WH6fIXjCTgsxoxqcyEbcjIlqza/XuXZKHTyNv3b8aikH+3Y0eU9LMKEXz/GO9ifCKQtM4r73egeU8ygjd+3qEfOeHFJ0TjxPLQeYfKQruOxZPGuB59s9RVJRZVMyfjU39fjfX9YhUOD46dopmtclZLAjJe1iyzLuOTeFbj2wTX43rPb807nDcUS+Phf17K9ZbQIRhOwmgywm43j27ackuFWuhICeZQjqZR82OTyeBAuFIPBGEZCccyn5CEXj+zvC+gSlwP+dPxGVVSFgP8eh4aEYv9oA0+KF7OgsJcbwDUu5CH3fOn5wBUTkXgK5U4LDNLY2pb9kTj6/FHMrfcAGB0BSZ/FHV2+UX9uPvBqxp487chbO4vfVTFaqL3Px39gClCceC4SI88YJaDHopqkf5NTeagMkeSFOrTNu9RhRjCawG9e36u6h3PxFo+uPYR/vXMIDyw/wH6WOIwq8+r9A3h6Qwfah0Jjbn+PJ2WUKaISfzTBjkevCNLjjWD1/mPHz7NQCPKwyKCBfVOFo6gJHK9o1G6ufJB1uG2uvFKuYOVhOAGP3QS7xagQI5kPUJc3DIvRgKmVLmZeXSgiiqLMZTXlTDYSyRT6/VGWmPAqTKo8pPLooWAMP3lhZ1Eq67FECjazEZIEJFMpBKMJuKwmuG2mrNOWrYrycDAYxc4uH2Z/fyleVQaZ0OMDSItusdUZMaY8JMe2t9ePF7Z2FfUzKLyhOPMyKkabVSSexNYOLySJBIP89Ysq7eDFbE2MxJPp6h9375G2ZRPed0oDTm8ux20XTQdQWFD3wLL9WPzT17FeSVTpsx2MJQuqZNLrN56J3dGKq+5bict+M/aJmSfKtOViT3GnhEhKLl51lSfx/FFKHo4PexhNJGE1H9m2ZVmWWaGsmIRlLxfwFsu7it8rC/GeGytowlo9zuRhLJlCx3DhEyX/s6EDb+8bwD9WHxzT5/mVPd9sHOe25SSJHRwWI0J59tN/rjmI03/2xqiVdvy9OlaPwUJAJy2f3FAKIJ0wHxoM4pJ7V+D996/KKM71+SPMEkbvPt3b68fcHyxF26D6d/3+KMxGCRajIeN344mXtnVjzveXjkvR+mhDNJHEnh5/1t+/sasXL23Tb4Xnn5lirgkvb++Bw2KEySAVvYsnnkxhMBjDpHJClox3J080kYTdbITbZi640MyDChEWNpUCGF2MMJ7fjb8uWW25FBzkxBSF7qnFVoOFNB1I44GwQvTRrqdiPBN0faWt76NVrsuyzEjDSDyV0WVFyfM0ecgpD5XzVOWy6hKPudSkL+qsGWPdY6OJJG58aC2+/u8tOPfuZVjyizdx1X1vY3P7yKjeJ5FKwaMQu+q25czjOvOuN3DjQ2vHdLxjhSzLuH/Z/nHd6wR5OAaEY8msSc5gIAZJAmrctqJugvxABW3CwCtoDlfSTZVyFpNhFG3LRHloU9R3m9qGsVNToeoaiaCu1IYypznDq47H5vaRjE0tHEvCZjLCZjbmVB72B6JIycDsWjcA9eIlKY78NJn7wXPb8deVrUWZ8BVLkjZkk0FCXGlbdlpM8NizKA+VtuUKpwUD/hhWK2PtV3HViUGlJSeelIs+IZrel3Tju/aB1fjSY5tyXhctZFnG2/v68/q87OhKVwqLQR7S5HNBYykAdbARTaRgNRvhMBuLsqnLsoxIPAmPzQxJ0igPY2RgSrnTgqduXYLZtaSaW4had8XefnjDcXzsr2uxs8uHjuH0s10IIXiikod0Yz6c50HteXh8tRjwgctYkovc7y3r/vtwwJN4dN8ar4ZP1rZ8BAemhONJ9h2LSx6mn/v+IrUt875T49kOS4uTjDwcJwKfqiwKBSU1JpU7xvR5/f4oKlwWmIyGcZ+2bDIY4LCY8qrcqUpnTcvgqD6DV7aOJ3lI/Q6p8pDu2f9YTbx/d/f4sU2jNOr2RnDG1HIA2cnDYCyJPb1qEqs/EEW124bGcvuoyPE+fwS7e8autvr76oMIx5N4fF3xB98dbbjlnxtw+W/fyqrG+vQ/1uMLj+oP4YmPk53IG7t6ceHsajSW2YseL/nCcchymiwZbw/xaDwFq9mQVZSQC/5IHF96bBMA4JRJZQAKixHCsSS+8OgGfPof747+gHNgf1+A7Ym88jDfNeL3pkL2qb+tasX0/3u5qOQ9FV2UOy3jRh5GMjwPD/9zKHlYMUblIbEZASqcFtX7UQSjpBurzEmOmT/nIUZcWnUVutmUh/FkCpvaRqAdZj5W8vCpd9XrcDIlY0eXD99/dvuo3ieelGFTOg0C0XjWgSl83DcWS6uxomM4jF+9sgfPbe4ct88Q5OEocWgwiDk/WIqnN+pflMFgFKV2MjykmAkDTx4e6FdXkulmW+myHDZ5SMmZ+hLbKJSHcXjsZtjM5Hb60J/fwZX3va16TfdIGHUlNpTYzWxikxZ9/giufXA1fvPaXtXPI4kkbGYyYCQXIUuJpJPqCJHDkww0SRkKxvCHN/cxM/BiJEp0AIrRICGZkhGIJuGkykOdDTqWJK+vUJSHlOSkVSZ6nBTFnoxGz2FQIcH9yjlYvrev4Pd4dnMnPv7XdXmnQdN7dXate8wT4njQ96AEcZeX9xglE1XtFiPC8ewEf6GIJVNIyYDNbIDNZNS0LSeZmhVID7jJZ2SdSKawo8uH9y2ohwQJ/1xzEJ0jYcyscQHIHzxF4knWbp6rkt4+FJoQZZ03HB83I/9CjLWjiaRKpa3F0TgwZX+fHxffsxz3vbHvsN5H7StbXPKQJ/qKta/xSSJd71LjpjwkbcuH43noDcXx1t7+gl/Pt+1o1Y7d3vCo1d5PvduOlfsGWKvc7Fp3UfaG4WBMlcDla4el2HBoaNT7Jy0M0kFTh0vgy7KsUmJSFOKfx4OqFMcaD3R7w6gvtcNilMZVeUhjIZfVmPc6TS53AgAOjFJ5yJ/P/nEsUO3vC8BlNWFKJTnOiLJnL93ejanKzw5qWui7vRFMrXSh2m1VqZAo6LqnJT0Dii93U7kDh0ahxvjYQ2txxW/fztgr4skUXtvZmzfGoAX1N3b15nzdsQ5ZlrFCWRvz7dN654xv9ytWx5YsyxgMxtBc4YDbZi56XELfr9ZD1rLxamGloHtYNjukXPj+s9vRNhSCJAHzGwhZX0jb8sa2Yby0rQcH+tPPmra7bSgYyxu3xpMptrZuODSES+5dgb+vbgWgJo7yEZq81VIh1/PeV0kuWcwcipJuFU7LuCkyM9qWR7lPvrazF3c+v1P9nsqxVjrHpjyk5Djt7NPeg0GlG4u28/LxTyRGugdrPNaM+LzUYWazCrSgsVp9iV3187F42ieSKTyw/AAWTy7DX25ajL998jT2u9HOikgkUzAbDXDZTAhEk+x4tMfFKxqP1IBSID1QbzwFJoI8HCX+9FYLAODf6/VJk6FgDOVOC6wmY1GVh3wLjtbniCoP60rsCMcLa33MBqoMqC+1Fz5tmRuYkg3DoRgqnFaUOixZ5fLPb+lGMiVj2R41iRWJk7Zgmzn3OaVB7+y6TOUh/TtvOI77uMEU+Tw2CgFVEpoNpGUpqgT4tiz3QHpgigXxpIz2IXJtrZwn4FAwhunVhFCiyWI8mcKaA6NTEWiRSKbl5uFYQlWFH40Kc3PbCIB061E20MBgcoWjKMEbJQ9nUfKQ8z2i59VuMUKWD1/qTxNbcu8ZdKctU7gZeZj7O+7rCyAcT+LC2VW4fG4NntnYiXhSxulTiJoiX+DNP/vZNoZkSsa5dy/D2b9484gbCy/48au46NfLx+W9+YQwWxXvh8/twNm/eDNrYKRuWx7/c7NsTx/+9U7uKdpPvtuOA/1BrDxMXxR+jyg2ecjfR8Vq++V9AIcUz8OxFmeJx232fS8aTx72wJQvPLYBNz28ruACHU/maj/zmj+swpce25Q1UY4lUvjCoxuwRQk+ZVnGt57eio/9dS16fVFIEjCnzlOw7+m61iHdz/JF4lj4k9fwzf9sZT/jn51V+wfw5u5M4mMoGMO1D67BtQ+uLujz+c8DgGoPSUDy+Y6mUjJue3wTXtupT768trMXZ/z8DSz+6WsqMlbvXsh23WVZZuvqWPeo7pEI6krsMBsNTIUwHghEiJ+y02rKP1xAOY5craQ/fn5HxvrE7zEbDg3j+S3jY2myry+AadUuWE2k8BqKJXBwMIQubwQ3ntEESVJ7PodiCXjDcdSV2jC5woFDOgpCGltqycNwnHQKTC53oG0ovxXM2/v68dzmTuxV4puXt3erCvjff3Y7PvvP9Vh/aDjn+1CCczAYQ7c3fFgqxiOBu17ahVc4+5xCwV+nfIm43voZH4d9ORRLIpmS4bYRMUexVWI01qtRyMPx9zwkexgRJRS+TsmyjJe39+B9C+qx4hsXsrbVQjqN+M4hil6N2n3RT17DOb98M+f73PqvDVhy1xtIpmT8WcmhKYnvi8S5QTC5vxe/5mVbq4PRBGtVpsKIYnZiMPLQZUEsmRqXIRnUqovmFaPNZb78+CY8vKoV2znldjhOzgVVHgZjCaw/OMTsk/KB8gqNyjRl7XMciiXgtBrhsBhhMRpU60AoRlruZ9S4VX/3mXOmoNxpwXBQ//rQdaHCZdH9+WjQMhBEtzeCD5/ehEtPqsH5M6rY7zqGw6OyfEukZJiMEtxWEwLcwBRtbMzHgIXyKcVAi0L2j8fAVQpBHo4SG5VgoXUgqBuADAZiqHBZYcmjkhsthkIxuK1kIdE+tHSzrc5SESgEL2ztwn82dLC/rS+1FxRIh2NJBKIJVLqsOcnDeFKGxWRAid2MSFw/0XtucyckiWwqfDASiZOFx2oy5EwQqfKQtpDylQ9+wjBVrfF/UyjaBkM4+xdvqnyE4koVwmwi5CElsaxm/Xsgyk1bBoBd3SSgpOe7xxvBYDCGhZNKAaQD4ac3dOAjf3knQ3maC2/t7VclXvzxBKNJ9j08NtOoAtvNHWRT2pdH1TAUjKHEbkap3VKUxZPenzOqKXmonm5uNZG2ZeDw/UioWtWqENfatmUbd7/TZ9Of55l5eGUrLEYDlkytxAcWNbLN5ppTGgDkrxTxqt1sr6Uk+mAwhk0KyZsN8WQKGw4NoWUU91Q20CCq2EpZiv5A+lnVUxsBYARct1dffUgJBKvJkJe4+MtbLZjz/aWHpWD95N/ezdsSQRMBg5TzZXnB3w+j9ZXNB7UnVXGSJH4topXn+Bj3zOv+uBoL73wt52dZFPIwOsZgf20LCbJbB/I/K1s7RnD9H9NDOrT7AH1GspG8VPHxf89uA6Amhvf0+FDhtKLSZVHtcdnQ0h/ADX9ag5+8sDPjd7RYwasB6D7ki8Tx0YfW4lN/X5+h8tqiTGXe3eNXkSr54GPKQ9q2nPtaDIdieH5LFz77z/W6z3yvch4HAjH86H/p70eVG/dcvwBfuXgGgLQVSOZnxNk6PBblYSSexGAwhvoSG0xGCfHE+LUnBaJp8jBffEb3v2wF0kA0gb+tOojvP7tdlWTy7/vMxk7c9vimMRHuoVgCb+zqzUq27+sLYEa1C5Ikwa5YjaxrJcXRC2dXo77ErlIJ0qF7dSU2TK5w6g72YeRhQP2daQzZVOFEIJrIWwC4+eF1+MoTm9l/f+1J4pE1GIgilZLxhNL+Nphjv44lUsySZCAQxQ+e24HblNbRoxV/eqsFn/vXhlH/HU8U5Du3Wi/Spdt71F1CRdpfKLnntpngsBgZ+fH4urZRrVn53r+aKQ/H2/OQiCg8dvOohp30B6KIJlJY3FyGpgoH82orpPVZb0AKXyCn5zEX4bunx483dvfBF0lgzYFBvKsMUKSfH4gkUOmywGoy5FcecgSt3voXS6Qw94ev4HvPblfF68X0gGYKPtr+Ow4dLJF42qoLGP0z0awot5/hOiTDmoEpwWgS1/1xDa7j4pRcoMo5Ok1Z+5wHo0R5KEkSypxmFRkXUjq1+Nz7uS+eje9dfRKqXFa0ZOFT6L5c5tCSh6PfY2meTQcGGQwS7vvIQty8ZDIAdRdbPsQSnPIwEmcDU7SkJl/EGk87GC0oRzCenQOCPBwl6ILV54+qvIcohoIxVDgtylTH4i0q/kgCDWV2GKTMyh4lOaiceDQbC0Bk6N/+z1b8/s19bEGvL7UjmkjlXbSoKq7GY4PNkp08pK29VIatXcxb+gPY2uHFx88kD/Ky3Wn1YSSehNVshNVkRCIlZ6309Cqm2FOryMI5wi1e9ByF44TsvGp+HaZVObOSENnwwrYudI6E8acV6clP1POQ+mnFlbbkbP5adLBHbQkJOigBR8m1F7Z2QZaBm89qBpBONNcpFaJCTVD9kThuengdPvvP9elj5Y6HngsAOK25HPt6AwX5MkQTSexQko3teaafUSUukXcf/uJJz1GFy4Iyh1l1/aivGZ2sfbhtJDQgslPyUDl3siwjFEtolIdKQJYjSInEk/jvpk58+PRJqC2x4expFahyWzGl0slaSfJNS6dBdoVSrVuxtx9/eFPd7soTqrmSm4FAFIvufA3XPrgGtz+1JefnFoLxmAzOg9+Is7UmUz+WbMMSKInjsZvzti3/7KVdCHNt4oeDXOsoXQvHorj42Ys7ccd/t5EWLa7KWPSBKRwhUqx2b34tosvOaNtNKbZ2eBGOJ5mPmt5nWU1GWJU1uRBCeHunVzUljwaIfAtXruOhKHWYVd81piJN9Z93qgZwmElRYjenHntlRy9qPETFH44n814PerzvtmaqpLSFRklKB7n8/dSled62cO04o2mN8bJpy0rbcp74gk8WN+iovEwc484nJml/JwtLFrL59/EFxLGohyipVV9KlIfjOZAnGCODWVwFKA8pmZFt323l7mP++lJPr6vm17GfjbbICgC3P7kFn/7Herz39ysz9uJgNIF+f5TFanYLKc7RToLJ5Q5MrnCo2pbpdOW6EjsmlzvQ64tmdNl4s7QtU+XLZMXTUk+1SNHri6gU0J84qxmTK8jfvbC1W0XG9udQdnSOhJGSgeYKB/yRBN5pGSz6ulxMHM66zivh9AoivDc2vzfv6vbh1kc24I9cPF0s5SFd29w2M+xmI1srv/vMNrzvDysP+/3pc1XjoR5y4922TJSHHpt5VJ0F9HxTxZjZSAYuFaLG297pzfCb4/eM5QXYeLzDea4+tLKF7Xl0zQkow6Y8dnPe50OlPORIzBV7+7F0ew9eV+wBXtiqVgoXsxODb1sGxmeYDFVK02600QqR6LPMq0T5PRFQ36+FqCfp3kh9gfWUhy4ryYnKHJaMtmW7xYjZiqUYkG6fv/rkOuzq9mFda6YCkpKE5c7sykNZlnHPq3uw+Kev5xTA7O7xw2yUMK3KxX72vgX1eJ8i3BgNF0CHnjotJK9lA1MyisTp9xwvOyc9UKsS0bZ8FIGq7ADoevcNsrbl4ioP/cpQkjJHpq8hJTXS5OHobtI/v92CYCyJzuEwhoIxWE0G9l75FnNKoNZ48ikPUzCbJDa5VruYL9tDNqFbz5+GqVVO1aZE2paJkg/I3jZHfG3MsJqMcFqMWZWHoWgSTqsRdSX2Ubct0yBpP6fUiifk9JTfBKc8NBl1SQP6+xnVLtXP6eKyrnUIU6ucmNdQAofFyNqIaPLUoWy6sizj3+vbs5LF/+PajSgpSM+D20aSD/qZiyaXIZpI6VbztdjbE0AiJeOkOg8GgzHd70jfdzikkIeKUiLfgJV84KvJbptZFUxE40mlbZkk3IdLctDElvpt0vejXoj8/V7CqrnZn5dd3T4kUjLOnl4JADAZDfjdh07Bzz8wHzazESV2c0aSrgVVlDVXOjESjuHmh9fh16/uVX1XnlgbytFCtKPLx5SS9Lr3+6P49n+2jmlq+87u8W3J4iX42do1y/OQhzHu/i/URybXuUilZF3vLS1yJd/0nhnL/fqXt1vx2No2vLm7T1VU8hZ5uif/jBerPUtvfxzrM0uVv0u367fckWFKZI0GCqtcX/37lbjxobWQZVkV+LUUQB7ygXm126ras/ZxBGe2e2utEkjT53eX5tlaMKmUVePzJUZUXR7XaafV2iy4OVIql+9uNqVaPvgicRgNEktg8l1v/r15QpaCJm5z6z2qpDYSo2u3kSmDsnnd0QTLaTGOKcDvVtbbulIbLGNsWx4MRPHytu68pHZQ8VPm25Y//8gGXHP/qozXUhIwm+K/hVPQ8jEjTY6/cskM9rOOkdErtdYfIvdw50gYB/rUzwyNK8uVe5gqD4eCMZQ6zDAZDYq6kHzuir39eGk78amuL7FjsqKs0Q4/oTF51rZlhQTMpTyjA+woGX3xnGqs+OaFmNfgwV9XtqqexVy2AX1KbDm3niTJ/kjiqPHZ1cPhEJt83KNXEOE7MvgBcXotzsUi4XxcrGhXlIf0OAtRbOdDIEreg7Utj6PyUJZlVhwvc5jR44vg9ic3F6RIS5OH6WFQHlt+om4oGMOB/iDO5do7AfWe0asqvOhft909fpQ5zLh2USOWK3lefYlNTR7aTPDYTHmFL7xvHL9W3/zwOtz6yAYmOjm5sYQVdYCx3dtPrGvDz17MVOvT617N2tUP7359dO0hXPjr5apJ5OFYinTbMeUhySuffLct7x7F+wDz14qRh0qMPMS1Cmu9ZfVAn8smhTzUWiyRgSkkDit1mNUDU5TiTX2JDRaTAZ84qxkGpfB3/eJJcFlNeFZnuAcl47TKQ36P/e+mTvz+zf0YCESxuzu7RcfOLh+mVblYDEhRp4h4eryFE220k4V6HsbZwBT1/t2nUh4eubW/RclJCrW1GQtOKPLwcMk8WZYRiCRQX0puNq3vRDIlE28/pW05lixM4VAI/IqvYJnTkrHhRrTKw1EslN5QHP9YfRBumwmJlIydXT6U2M1pMiQvecgpD3OQh0R5aESpnSY86u+wo8uLarcV9aV2XDqnBqv3D7D3ZhJuWoXJkvQHOTVYqcOi+gx6jiLxJFvkaktsaB8Kj+oaUTnw9k4vI8KiyRTMJgPMRgkx2rZszO6vRasW1HuCgi70vkgclU7yuyq3FQOBKPr9URZIdyrBwIH+IL75n6349N/1J6Ft70wHuZQkpcFGmcOCaCLFNtXFk8kENr02hYz3VXxQzp1BSLAn321XVd92dHmx4MevYnP7CAYDMZQ5LMy743BNY2lw4baaldat9OfGkuS8ZmtbjiZGN0SFfifaPkDvIbpB8JuQTSEmcvnI0IR7nlJxA4CzpldiybQKAMCsGrdKYaQHSgo1VzhVATBP3PHE2VAOZQRtVf7waZPgDceRSKbw2X+ux5Pr27FsTx9kWcZn/rEe3/h3YapESqo4cyiQDwd8QpitRYgqQLMpE2PJFMxG0iZXaCKXqw3rD8v244JfL9clEPl7LdcQF3pPj3Z/Uj9zPgwqqvdSh7lobcsHB4Jo/s6L2NLhZUFWsdqz9NbGsSbXtLC0S+f5SaVktjbQZzafOoxPNg70B/AkN6WvkLZl3ou12m1Tfddu7nd65H4olmDk4aHBIBLJFHb3+NBc4cDVJxM12E1LJqNMKcTlaxOk5GH3SCRDWa5VHrq4NZXfP/s0Plcdw+H0lNFRJE/ecBwemwk2k5IU5SHw+f1iW+dIxu9pgaep3KE6l/TndrMRc+s9qCux4bG1bbqfQRPg6dWurN8lofgN6yWhe5XJvlMqnWNuW75/2QF8/tGNqoKfHohKx6gQneQ7vry9R6UEpaDPaTie1O0o4Elw/j6gSeb0KhdWfPMCAOmYo1D4I3EMBGJMvai1kaBrHm2hpG2ltFMBIIq9oWAM/f4ovvTYRjy2tg0WkwH1pTamINQmvfT6aMnuiJK8UtVMrqEpb+zqQ6XLgn/fugQ/uWYuzppG4pzvvmcO2oZCuHvpHvbabK3wQLrYNYtTxEaKKCjQot8fxTf+vSWnx2UujHZoAA8+T9B7H/7+4gmikE5CXaz9hX6mR2lbDsUSKjLlcL3qmOehoqIOj6PykOSSxELnlvOm4uYlk/HMpk68sKU779/SZ5eu1wApducj6qgS7MJZavKQLzTw9382ldPuHh9m1bpx7aIG9rMLZ1ej1xdBPJlCIEKUhyV2c14vxyAn3tEj0WieE4gmVGvOWOKh7zyzDX95uzVD8MDa1d1jm1qsxf82d6F1IMiKFgDZv6xm0r0GkNjwjv9uw7ef3oaHV7bmfL9ANJFWnesU1BxW8jzw9leX3PtW3jiCkl91JTYYDVLG6wcCMUZMapWHpHhDWpp333kFfvjek9jvbGYjzp1RiWW7+zPyM6owLFcmOKd/nn4dPwcgm2VbNJHEuweHsLi5LON3VW4rJGl08w9YrmkxIhhNgB52PKXmfPp8USYyOVLKQ284jn5/lE1lL5YNhBYnFHl4OJsjQB7gREpmk3+0xFq3NwxZJio8q8kAWU7f5MVQXLltJpQ5zBnmojTpTHseFn6TvrCtC6FYkvkCrWkZRHOFk5GH+VQNjDx023IqD2Na5aHm3O3s8rH2ohvPaEJSlnH7U5sRiScRSSgSbuX9s7U6haLpIRYjoRie2dSJpUq1mp6jUCzJWn9On1KOgUC0IMKMgsqB40mZbZZpstCotC3LMJuyT4embc48JpXbWUWLVuIAQoIOh2JMdShJabk/bUl99+CwbtLNS7ipsizKKjnkOvT7ozBIRHnotpmwqoChDTu7fHBbTVigeDL+4LkduOO/29jvX9xKBt8cHAgqykMzXIoy6HAXUHpvu2wmuKxGjfJQ8TxU7oEtHV7WXt7jjWD+j15lA48KAT2ndGAKTXQpEUA3dgCQJAklmraLze0jTOEwGIji0bVtKHOYUa+QMFqcVO/Brm5fzrWCbsjNFQ7EEik26W8rlzx2joRR5iDnPJfysHUgCLfVhPmNJUjJ5HzR6WDd3ghrA/nPho6CSFfqr1HMogmPkVCMEZPZ1Al0o8ylPLQYDUobevZNlU8scp3DV3cSpZueDymvtuDJJC1owDxa4oxvEx8KxjAUIIl3iX10bU3079/VMc7e2JZuFZ2kKBeKpQyhzxHfejrWtmWa0OglzpQotJqM7JnN5+HGB6QffGA1fvLCTiyeXIZL5tQUpDyka/RV8+vgsppUn8e3EukF7GsODCKWSOGDixoQT8rY1xfArm4/Ztd6cNcH5+Pxz56J2bUelDr0C3Fa0HszHE+qVD9A+ry9cNs5WHfHxXBaTez68sG/dkgb33Ja6HRmgNzrHruZkb352pbpfjGl0omDA5mED21xrC2xqeIi6u9ktxhhNhpw/eJJWNMyqEsO0qJEc6UzK3n4xu4+fOQv72Dhna9iq+L3SLGt04dKlwW1HhvMRkNeM3e955x+7r/W5B6uRBNt/jpRaBMn/lnS23fbhkKs5ZJP2sMx0h5pMEioK7FDksieEoknC3726bWihTFtYkY/z6MUe+wW0lY6GIyyBHRyBbm//rqyle3706tcMBkNaFZ+p7Vw4act83sQVR7azEbUeKxZLTZiiRSW7+nHxbNr4LaZ8fElzTAq69PZ0yvRXOHAnl4/nBYjple7MODP/uzR+JBvp48lUqr9vWskXBT/PQD40mMb8Z8NHXjiXX2SPB/45yeVktHjjeD+ZfsLyl3oOkI6fjLPCX9/8UpYvfVvLAVmWZazkjxumxkOiwmhWFKVG+Xz684H+l5UtDGeyiIat1tNBlR7bPjBe+fCajJkKNL10D4cQpmDFNspPPb8Q1feaRmE1WTAGVMqVD/n1xlefaZnC5FKydjbQ/aus6ZX4g83LsSP3nsS5taTmLPPH4U/SnLbQrwcg7EkW7Pomslfdxq/joTi6PZGIEmkgDTagSnZOnmA9FpKr/tYYxYKWgDJaPM1G9k+6QvHWWFJr72XB2+n5lcpysm/7WYjHBaTyrcfABtkkw307ykPwVssybKMfn8UVcq10Yp3wrEk7Mp3MRgkSJpe+AtmVaHHF8mwhGGehznalkPxJCPGs3Vdbjg4jFAsiQtmVmf8zmwk8wd6RuF5SAbwGcm9pdyzdjMZ1MkX6voDUUyppHFSYevas5s68dUnNo3JKgRIi0JOby5sCOdYcUKRh/5RTKjSA734dYry0B9VL0i0rWZefYlK4fDytm5MveMlfPCBVVmN/PPBH4nDrbQt51Me7usL4Kcv7CwoGf3f5i7MqHbhSs7fZlq1C6VZvAm16PNHYTMb4LGbmCJTC1lWlB9ZPA8jcTK44ySFPJxc4cQt507Fqv2DeGNXnzKcwpD2f8ipPCQb5AWzyCLxyDttSCRTzK9qOBRDSgacVhMumVMDg4Sc0+Xaucl8sUQKh4ZCLBjs8qanIFtMEhuSE1M8D7MNTKH+WwDw+QumocptxYxqN7u/aIIAEJJvJBTHxrZhWIwGLJxUyjYz/j7QbgR00754djX7Hvy5o4txnz8Kp9UEs9GAc6ZXYsXe/rzBYsdwCJMrHSofCr5qRge0DIdiGA7GUe60MjI0ECEVQe3x8tjW4cXPX9ql20IdiCbgtBhhNEgZpvHUE4Z6b37/2e246+XdaBsM4Z5X9yCWSOGBZftzfjceVCVgM6vJJrpxWUxqsryUI22GgzG8//5VOPfuZdje6cU1969Cy0AQX7l4RsbGSTGnzo1QLJnRisVjJBSHy2pCpfKs02PZ05smTfp8EdSW2FHuzLQ44NHSH8TUKicrhjy4PO071D4UUqm4CpnaRcnseFJW3ffLdvep2hxlWcYT69qy+tNlQyCaYC1C2QgLWnHNpg6jlgHa6dla8C0vudqWKSmkRyjxLQO52tELaVv2huIZzyWfAA8GY0y14x6Dv+htj2/E9X9ck0FAmDiCnKp2Rtuetb8vgB8/vyOjAkoDw1KuJWUsgXg0kUQskWLTWbWfQ9c8ojwszIB85f5+OCxGTKtywhdJ4PyZVXjo5sWYVkVaKfN5w3Z5w7hgVhXu/+gi1oVAwQf3es/nxrZhGA0SvnwRKei9uqMXBweDmFPngdtmZoRMmVKNz9eCNxiMYlI5ecZbNKQJTS4mlTlQ7bGp1lQa/Jc6zColVzyZwmAwxoLi0SgPBwJRlDstTHmofQYPDgRx+s9ex/V/XI1USmZEQ63HpksqROIkNqhwWhCIpqvs9D6iBc2pyrHqqQuGlKJEmcOS9bmh6p2UDDy+rl31ux1dXsxrKIEkSYQ8zNG2vLZlELO/vzRjgjFVdrYP66/9tz2+CVf89i2E46RtucRuRiiWVCndtWo6XhGj972GQzFUu21wWIyq5z4USxdhLSYDqt1WdA6HcdV9b+Py376V9bvxoC3Ri5vLYDZKGcUTmsx77CQusJuJ8nA4GGctavT+4v3wzEoMWOIg3TGHhtT3M33faCKlKt6ElYEpALCoqQzvtAzqFrg2tg0jEE3gojmZSSaQjivnNpSg0mXJ6SlFC7Mzatyqn/N74zm/fBPn3r0s63sUirbBEFMrj9V7mE/2b/7bOpx51xv41St7sLeAfdoXicNiMmSQ+PzvKfjrMqCj3NRTI+bDT17Yhal3vKS6pvSed9tMsJuNqk4bIK0YHisC0QTMRgk2M1Eg5dtz3z04lJPsC8Wyq4TYHqbcw0aDhBk1LlXclw0H+gKYyvm8AUR5mEtMI8sy3tjdi7OmVTDBB4WW/KW/13sWOobDCHJDKq8+uR6fOHsKyx2GgzGW73hs5gIGpiQyRDI8iUV/NhKKoXskgkqXFZVuS94Cmxb8lGltUTUQITkI66bKc90D0QSe02nJBcg1p/HAiEY5bzOnPQ9XHxhALJHClEon3j04lDN+oXYJjWXqoadh5R5yKMdO86sV37wAl55Ug/9lOUYKGvfZLUYlt0hfb2+YDB2rVlS4NG+lzyNRzJsz31QBXSO1OR/zPNS2LXPKw0gsiVKHGWajlPUZfHJ9O+xmI4udtKj12NCjM8MiG6gAyG4xsnuO7pm8KrLPF8GUqvxxUvtQCMPBGC789XJ89cnNeHZzF377+t6Cj4cHJdAXKd2E4+Wze0KRh5EEqbw/t7lzTO1RdNFkLLeGjNzSMQKzUcLsOjcjh6LxJFNv7Onx45N/e3fUny3LMlMe6hECbGCKizy4972xDw+tbMXDq3LLmxPJFLZ0jOC8mVVMwQSQ9p1sg0206PFGUO22QZIkuG1m3H3tyex3NNlNpGTIMmH4S5jnYfo77OjyIpGSmYEqAHz63CkAyBTOSDylmTylH5yHY8TLEADu/dAC3LC4ERvbhllFUJLSf+u0kgVwRrU764a+qW0Y5969jLWstQ0FkUzJOG8mkfFTQoCqmaxGAwvYyQAVI5I6A17o6wHg21fMxrv/dwlpF6PTx3jlod2MkXAMW9pHcFK9B1MqXSyR4TdNbSDU648gGEvi/FlVMBokRkjFkuT46Obd640wovLqk+vR7Y3g0bW51Q+9vihq3DYVeUg3wIMDQVbR7RwOI5ZModxpRr3yzFz6m7ew5K43ceV9b2dd6L/37Db8+a0W/GdDR8bvKIkOIMM0npeS81h1YIBNB/VFEjlbSHmolIemdJsrJYzMRjUJWOpIKw8f56r/V/9+JXq8ETxxy5n4xNlTsn7eHMVMOFeAORKm06vJOaD3AF9dyrVWUCRTMnZ0eTG92s0G97y+qxenTCrFoqZSHBoMoZ9TSBUSaPMEI39dPvn3d3H171eyQOKvK1vxnWe24ZZRTnX0RRKoVFoMsilg6DXa3xfQJcEZeWjK3bbMmydnO4eyLDOSkVcevrytG/N++Ar+8nZ6/c2WZMqyzALmbGTmva/uwYI7X8WND72jWkto4jy71o2hYJSodlwWuK3mrO0b2UCVQts0vnJ8okD9wkKjIIsSyRQuuXcF/rbqYIZnHd23yrjkhCrGRgO6vi9qKlMUz2oShQbavOdhPuXhqv2DOHNqBf7+ydNx4xlNuOeGBSh1WDC1yolYMpWzjTOaSOLQQIiteVr7ij5fBFVuKzw2ky4x3T4URn2pDc2VTsyoduHBFfshy8DsOjUJQUmWfB0VI6E4Fk4igWRrvz7ZQvcbfk0dDsVgkIBpVS5V2zK9lwupqC/d3qMqFLUNhdBU7oCNKg81z+COLh/6/FG8e3AY7x4cYsdSW2JDIJLIIHwIeWhkxTBKXIS5tZv+PaDvPToSiqPMaYHTakQwpm9tMRCIwmSQMK3Kqbpm8WQK+/oCrGvCrLQty7Kc0eoNAD9/aRf7njzoOtLnj+rem89v6WKWFi6riRWKN3MqSG3RiScP9RIXuk+4NV5jhDxMq5Qmlzvx6s5eHOgPon0onNeXF0ivJ80VTtR4bBmqDta2bEu3LYdiZGo19cOk3loAcL4Sc9HzDJAYxquJwUfCcVQqf0+VUKmUrPhmG9l7dXsjusqzNQcGYZCAM6fqJ5mfPLsZHz2jCX/4yEJUuqw5yUNClFtRV2KD22piHtf8PU+3qEKH4GXDy0qHzenN5WNuW+a7gd7ely4Ga/0q9eALJ+CxmVHhsupOLeUVUCryiYsZaFcBLRJ4Q/GCCxM01+GLA/zAFBoT9nG/z1XALgSU9JIk4uGaazidLMu4/o9r8J7fva3/XtEEFv3kNcz+/lLdPYHtYVzH0swad0Fx2f6+AKZryMNqjy2jtZ/Hgf4A2ofCuHhODZzcWlDmMKuu5VAwhpkK8aM3PGiX0v3ED8qg7wOQZyQcT8JlNcNjN+XNN0OxJLuedN/RW9NpnF9XYkOp3TJqAoWPg25/aouq+O2PkPyMz5FX7O3HmT9/A/v7/NhwaFjlX/jlxzfhK09s1iX127IMdQko3rY0T1y1fxBGg4TPnz8N0UQK+3qz37u0s2F6tUvX89BqMqDKZWVrT22JDfPqS9DljeSMiWlbvtOSmVvQe4nuS2UOCxIpmRUK/NE4I1v1QLtatCpsKo7gVbP8z4F0sctt0497e7wR/G9LF25aMjnjfShqS2wq/85ckGWZ5fB2s5EVkun+QgvFkXgSvkgCUyqyx0myLOORdw7h3LuXYeFPXmP3iNNiLKgwoEWPN4KfvbgLkyscTIw1Xu3SJxR5CABPvduOrzyxGZ9/ZHSJK8ApDxWljvZG3dFJvB2sJqNKedg1EsHUSid+df0C7O7xYyW3MReCSJwo59w2M/M85ANcSoiVOs2qFrB/r88kX3js7w8gEk9hfkMJDAYJ5yiDHCaV2bMONtGiYzik8tK44bRJ+NYVswCkH6K0UssAt9UEo0FSvS9tyT11cjn7WToxihNFmZmfPKW/wAVjSdiV6ZRWkxHnz6xGKJbEVsUriTddpRsimeinH7i9tZdcpzcUE979ShBFvf5U5KHip0WDHao85M8DhV7bMu/f51OCekCRfweJBL+p3IGGMjt6/cQrhA8ytAEjPb/Vbitq3FZmBksrmNQ3pJsjD6+cX4tTJpXiyfVqZYUWff4oqj3WDBNbXyTOVIcmg8QWwjKHBQsnlTLy4eqT6xBLpHRJMlmWmTpGb7OlGzcANoSFIhonQxHohFKKt/f1o3UgyO7v13f24ty732QVmmwIc5U2XqkW4+5nHiV24jUnyzKe2diJ05vL8cULp0GSgO9dNQeLmjL9NnjMrHHDIOUmD72hOEodZpVaC1ATCIFoAm6rCRU5yMMNh4YxHIrjotnVjOQAgItnV6Op3IG2oRAhiZU2hEISEj54poQOnwjT8/2m8jy19AfzTuvmEYgk4LGZ4LSYsrYI0YQ5Ek/pqniiiaSiPMxNHvLJdDZypscXYcEZn4hsah9BIJrA4+vSBHK2DTwYSyIlk4AuksWT8+mNpCL8TsuQKtgcDsZgMxvQWGbHYECtPByNdQUANFc62LHz4L87TebpOX5g+f6cqm3y9+nzqCWu9FpS+GtSaOs7TUaZIlxDbtD9kfrQArkDqh5vBK0DQZw1rQKTyh34+Qfms/WSKjgO5PA9fH5LN/zRBN4zr5Z8roY87PVFUOOxkgBcZ3/tGA6hsZSc68vn1rJ154wp5arXleoU4rRIpkjhcUqlEx6bKWNN9UfSSm6AFNXoszUciqPUQdpxebUkbWFuLHPAZMis9suyjN++vhdff2oLbn1kA378/A4AJA7oGgmjqdyRLq5qiDK+YPHC1m5uoqkNiZSc8Xrqh0yVCXS9Sw9MIdeb+nV2eyP4/Rv7VDYbwyHiy+u0mpDU+QyAJLkVLgsqnFbVMzEUjCGZkllMaFYGpry8vQen/+wN3Pm82nCf2iloW5u7vRHYzMTqJl+7ktNqQpVyP25uG2E/b9FYJ4RjCZbg6q0HpBBHFT/p31M1J8X0Gpcq+X54ZWveZ/PgYBD1JcQHu67EplJyA7zykByfzUw86eiANYDsu0umVmB6tQs/ff88/O2Tp+H7V6W9spxWo8rTyxuKIxRLMk9hSh7SjgFKIF0wqxqShAz1J0BaNefWl7DzpsXkCid+9oH5qPbYUOmy5mwJGwhEUemywGY2YuV3LsInzm5WHQ+/1i3f25f1fQrB+kPDmFLpxIWzq9HtjYxJbZJtnyuEZPNF4vDYTTituQxbO7wZ3s/0ele5rar1gi+A03MeiiXx8rZuLLjzVXznmW0YDfiBCf5IAgaJJOKMPFTuCYvJkJOAKQT+SJzFojVuW07PNL4dU+/Z6fVFEIkTX0O9uDTCqecpZtW40euL5uyMGArGMBiMYUaNmjys9dgwFIxljYH2KudmUVMZ7FwxXkvQDASimFHtgtEg6bZ97unxQ5KAmZrPp/ErXQ/ZOqRTIOIRiCbgtBrh4Y5D281Hz9GeXj/qSmwsLt/YNoz/bsrMiXt0SLM9vX6UOsw4c2q5cj7S9xWdDl3C/PvjeHNXL3p8EVzx27dx7YOr8YVHN7JnkMa7QzoqW1pkmVXjVpOHkTjcCjFNv8/kcgdTk+XKEehePa3KpRpSGVHU15IkoVqJ6ytdVlhNRhb/5fKCpXGBXRnuyO8ZNCagqlAWmyjFPD+X0+qh0mWB3WxEu6YoSwem0LjNo7wHr+4LKX6KbptJdzjYgf4AZBk4X+PdyYMoDwsjDxMpmcXsvFAlrTwkx0z3n0nldhgNkm4h5MfP78T3nt0OgMTXd1w5GzvvvBwfXNSI/X0B1bOwq9uHU+58NWfxrm0ohERKxg+uPokJTLINTDtcnHDk4UYl2Fq2pz+vv4IWNAArc5phMxsy+uu7vWGWYPEtth0jYTSU2XHJnBo4LUa8uWd0gUK6gmZCqd2MeFJWtY4xhZTJqHpAWweCuq2fu7p9+NOKA3hpK6mO0GDr3g8twE1LJuPcGVVM3ZUvCOkYDrOWKAptYpBWahkgSRJK7WZVUrn+4DAmVzhY1YK+1m01KRucMnkqS6sTRSiWYMpDIK2UoS2FpVxASCsQzZVOtA2FdFVK1P+PBk9UXbSwqQwOi5Ep2OLJFMxKYkrvEbNRyuqvRclGHqTVMM5a8NysbdkCfzSBrpEwaktsaCy1swRjMBiDy2rCnDpPRpWCBec2M2pLbOjxkWOl14QpD30Rdi4kScIZU8qxtyeQ1bcpkUxhMBhFtduW0c4wGIhhc/sImsodqCu1sUS13GmBJEl48pYlePyzZ+IHV5MEQI84GgrG2DnUmwDmi6QrWJlty6Qd3K5RHr60rQfxpIz3zK+F2SjhweUH0D4Uxi9f3q16nT8SV5FtvDqCJ5v0PA8BoMRugS8cx97eAPb3BfDeU+rx9UtnYeP3Ls2pOKSwmY2YVuXKObV4JEzJQ/W5H1ZVLQnBWua0ZE1untvcCYvRgPNnVaHEbsYHFhIz64vn1GBalQtd3jAO9AdwUp0H5U5LwcpDWkiglg68go+qbQ4OBHHR7GoYDRJTTBQCf5S0bFPzcz2E40k0lpFjyOZ/ZzEaVCSJHvjAKFtbKF1Xqt1WVRVf6/3TUGrPCByCSlBH19dqj1XlkUsRT6bQ7Q3j5MaSjGPxhuMotVtQ7rRgIBDDSDhtEaBHFvT6IlkLV7TTUuvnxhNTkxh5SAL8B5YdwKNZhlCkjzH9962a55k+R7zykL53PJnCxfeswJce25i3RZg+p1QBoVW+ML8orgB11X0r2T3UMRxSrXfatg8eVG2nJUJ5vLazB41ldlassBi15GEUtR4bmiqc2NHpzUiW2rk99SNnNAEgxKi2YGA1kcEZuSwF6D5Q6jBjSpVLNWEXUCu5AVJU49uWSx1mNJTZ0TWSHixG7/Vqt1U19ZeiPxDFb1/fh6c3kkSNEpOdw2GkZBIkWznl4YPLD+D2JzdjJBRDfyAKo0HC7Fo3ur0R9ozWevT9nMPxFOyWtPKQkYca5SG1O9jfF8A9r+3FY2vb2GuHlYIMLaLpPTuDgRgqnFZliqQ6eQbSxTizcq0pMfHwqlY8vLIV33t2G0KxBCNL+PcIxRLwhuNYrBRP9ZTxfIHWaTWx5I92tbisJta2mn7fJEvmsisPzfDYzSoLnhBn/wKAKeYqXVbcsLgRD61sxYucsuaNXb245g8rVWty60CQtWvVl9ozPGj5SbgASbx6fGSgT7kzHQc+fsuZeP328zGp3IELZ1Wr9naikk2v4VSJTYe/0XWYLwICRGVywcwqPLW+PWNt2dvrVw00ywUam2WLlfoDMRbTltjNrG2axq98IWhHZ/Y9Px9kWcamtmEsbCplBZR8+/W+Xn/GuqMVCnzz8lloKneopsOT40/iit++hX+tOch+5gvH4bGZcfGcGiRTMlbs61e/t7IO1Zfas5KHDqsJZqOEgUAUP/wfKTjsKKC4yA8O4wfO+TlloF25n6ny8NSmMpUneD6kUjK+8/RWrNib/l6kSEvWzpoSG/p8UfxtVSvzWefxTkvaQ1ePpODzLL2p8mnlYfr+p51a23KcI/odp1dnkodAppctBY3bapXpuBQuazq2iCdT8EUSqHbbUF9Khk9qsbWD5AP8egKk93y6LlAlXzIl5xxAEoom4LSYVL7O9Fjpe1I/1H5/FHUldtSW2LCpbQQffGA1vvbkFizj8u9oIokz73oD3/rPVtXn7O7xY3atGw9/4jQAGkVrlKybvMCG7sEJbj1ZtrtPRUrq7dM0x1kwqUQVa1GCEkgPAZxc4cCUSiesJkPOwYq9PiIIqWVTwMn1CseSbA2k+yG1GqNxTa6py94wyb0MBgkuq1n1HPcHyPmp5pSHAJjQibfi0oMkSZhUbs9Qz9MCs9lowGtfOw+vf/18AGpP8nAsAYfZqLo3eVCyjd9DtagtscEbjqvWkmyIcYQmPySWkoe0pTodJ9ngtKj9+X/z2l7M/cFS/H31QVw0uxpbf3QZ3vrWhbjlvGlwWEyYVuWEP5LA31YdxF0v7cJAIIrN7SMYCcVzerXSmKa2xMb21kA0AW8orptvP/R2Cy69d4XuwMd8OOHIw02cAfy6liG0D4UKbhlgHhpWs65EdkAJMAGolIedymRCi8mAc2ZUYtnuvlENFOADLQ+rJPOegcTvie/5v2FxIwDgLZ1k8b439uGul3fjvjf3o6HUzvyAqt023HnNPNgVJYLHlltGHokn0eePMskxhVYhqFVq8WPcZVnGhkPDOFUnUSt1kteFlUo4TTiyKQ+17TZUUUVJrBIHTx6SB32yMnhCu6FH4klsah9mfz8YiOJAXwA1HitbmOnGy5SHRgNbqC0mI3e86uCSqp94OC0mROIpVrGlCy3doBIpmU2jBsimOxyMocxpRmOZPUOtQO8Zj92MuhI7q/zTc0dNyYmiNX3OTqr3IJYkyc/8H76C+97Yp3rfgUAMskzIDrOGPBsOxdDlJYlvqd3CFISUqKwtsWHJtApUe2yocltZ0LO9M12pppvX5AoHWvuDGc9Jn9IyDUAxjU+mp14r55VPMPjW4jl1HsyscbNrPRSModsbxo+f34GvPbkZ83/0Kq7k2kroMZXYs5CHesrDUIxNvjx3eiUMBinD7DcX5tR5sKs7e2AwEoqh1G7JJA+5IJxu1JPLHejxRTKKJAOBKP6zoQMfWNjA7rN7rl+AV792Hk6q92BhUxlkmVQhazw2zKxx5U1GIvEkAtEEI+xpUscrTqjpfpc3ggWNpThjSjmWbu8ZlcLMbSPG39l89yKxJE5SWmT0vCPJs2pk3rGyLOO2xzfhAw+sUpF+9JyVOy0q70IeLayYUKpaJ/n3MRsl0nLJBQ4joRjm/vAVPLjiACN3qFeMdoBE1wghXCh5yAeYI6E4SuxmlDtJ+5wsk+fak6V944Y/rcHH/rpWN9mlyZ3Wm4xPKOtKbDAbJQSVqaiBaIINkMoG/u+1AUpMU8gASBufNxzH1g4vWgaCeGFrd16CmZ7bqVVOGA2SapoxoG754p9Z0lLrxzm/XIbPcS30WztGYDJI7D7iUeG0wGIy5FWZnFTnYd6mVpMBUZXnYQTVHhsuPakGLQNBpvIAyHPUz+2pDaV2PPqZM/CPT52u+1mTK5w5Pc7ofVliN2NqpTOD9PRHEsx3DoBCPFPfVuI/11hmRzSRQr8/ik/+bR0++8/1AMgeoFV/A8B+5fv85kMLcObUcuZhRp9Hojw0EBuReBJ/eHMfntnUiYfebkW/n6i1Sh3EPD8YS8BmNjDiVPtZkTjxuaVJC20VDseTMBsltkfZzMSm5O+r01YCtLVsRFEe5hrqNRCIotJtzfCcpgkhbZU1GyXVMDUAuPOFnXjknTY8sCzt3cevF3SNpDHQ8j19GWs2373gshrZerFy/wDcVhOuO7UR7x4cwtqWQZYshWNJRjLqfSd/hLSaum3q4QkhLskE0mrbErsJd33wZMxvKMGdzxNP7VgihU//Yz22dHhV7a0HB4MsiZ9S6USXN6xKpP2ROOxmI7s+DiX+AdIJaD64rGaVfx5VzSzSkocaIhkA3jO/Dr2+qGqP8IbjGA7F0VyhjmezgXqOZuvOGQxEGanMfz49D/R4HWNsUWsbDOHupbvxpcc3YSAQw8KmMsxUyMNcnQJLt/fg0t+8haXb1arxrpGwKq6ocFowvdqVoTzc0+PH7h4/vv/cDhZ3+iJkENKCxlKYDBJ2awqgHcMhOCxG4sOmanvl90oDHBYT1hwYRJ+feKMWMsmWtwzZwxGCPq4wQhN7qsq6eE41Dg6GCm5dfmVHD554tx23P7mZ/czPESI1bhtaBoL48fM7cesjGzP2X36N1lON8UpNPTIwXQBL71/zlJhAW/BL/00SP3txF0odZpyiDDekYDYOWfaxXl8UZqOkKuwBUHU10Jiz3GXBpDJHRqdH60AQb+7uwxVzazPen67n9G/c1nRum03Uk0oR0YxD8Xyla2i3NwKTQWLCnSbu+a0tsTFiDCAq1M/9awMjUmh78kpuUGQqJWOPMuTFoSja+JZWqtimApfhUAwHB4M4dTLxd/3ihdNQ6jBjbeugygtbz+Lg0GAQFU5y/oKxJIuJAlyHFY39mitJfDOr1p2T+O7zkc4w+vf0eoViad9XusZSv3M6nCoXicSrwrW+2kx5qJCSaT/mmKpzMhcmlTl02pZJbmAxGjCjxs0U93GOpKXDsLJ13NCYtjbLoEogTaYXoj7k8z+eb7BnKA/Je1W5rXDbzCqf9ue3diEYS+LCWVW45/oFzL6DYno1WcfvfGEn/vRWC17e1p22K8thj0DJw3KnhXlMBqIJXPG7t1TWUQCJD3764i7s6wuoCPVCcUyTh5IkXSFJ0h5JkvZLkvSdfK83SCTxcdtMsJoM+OXS3Tj37mX48J/XsNf8a81BfPrv7+omtJQ5JrJpdcAVU8x4abBAK0S+cBwDgSgjfS5S2gpyVQ604JWHel6E0QRp3ZEkiT1sX754BqrdVhVZStE6EMTsWjc+f8E0PHHLmTBwrc48ShzmnOQhrRo1apSHFk51CWQqtcocFhZwHRwMYTAYY1V3HmUOoqhJpmTmO8e/rxYhZZhG+u/NsJoMjMRStS1T5SFdNDUVlx1dXsSTMj52JlF+7OnxY5eyoQAKAaqoaqLJFGuJC+RRHqZSMuJJOUO1RoMbOrHWpSwmfDBXW2JDg6Kq6hwJYzAYQ7nTigqnRVXBBTKVh90jEchyuiWLD2r5itDcerJRbTg0BH80gXtfU5u20uSMJi88RkIxdI2EUV9iVx13uQ55tqipFGtbhvDKjh5c/fuV+MVSogJsVWT8F86qRjCWzFBx9XgjbBOg6sygolYig2gMqqnfl8ypYf+eXetmGzEA7Ovz49tPb8PfVh3EfzeR1tAeX4Q95z4lwaGEZDieZKooABnkaanDjGAsiX19fpgMElPAjQZz6jzoHAlntP1QjITiKHGYVfeySwlgKInqV5SHdBr2dk0le/3BYUQTKXzo9EnsZwaDxJRbCyalz1G1x4ZZNW7s7Q3kJPloYJQmD8k55FtKukbCLFlrrnTgfQvqcaA/iDVcVT4bZFlmikqn1ZjVdy8UTzK1Bx9I3PzwOnz3mW2IKkR/mdOCaCKFcDyJ57d0YVPbCB5Yvp+9nv7tKZNKs1b6DvQH4bAYMaPaDX8kPdCkzx9h65DFaFAIFi5wUNrlHl7ZytZX2h6ubZ+h1fyTG0oBZCoPSxxmVggASAswDezo9UokU4jEkyxZ1Wt7oKSkNnjiP6/caSFTK6MJHFKuY+dIOGe1lq7zVe7MCaf0WpyqWfu7RiJYowxgspoMee036JpbYjejxp3pucVPqrRyz+w/1hzCL17eA4C0FtEAasOhYcyuc6vIBgpJknTbMCkSyRQODQZVBvW0bZmuUYPBGGrcNlw+twaSBBU5SpPZSZzf29nTK5lSQIuZNZnJPY8RTnk4tdKJLm8E4VgSLf0BfOhPa7B0R48qqK/x2OCLJBQj9whqPTa2ju3tDWDZHqK8cVlNqHHbMnxnAWKHAgBnTatEqT1NttE9trnSydqxhkIxVgh4e/8AmdjotjLzfJqgM2Ivkkke2i1GtifQ6xJWvBB51JXYEImnUOmyMAJsf5+fFOE4Nbeeaf9AIEZITadZZRtDA/kKTnmYSBGidUa1ixVxAeAPyrAui9GgUuRSAmZxcxkaSu3401st+PhDa1Wfzz9jdrMJFS4LJIm0pc+qdeO8mZWIxFP40J/fwQ1/WgNZlslaqByX9rwlU2Q9pe2CPNkRjidV7VhU4fTNy2fBaJBwx5Vz0OeP4ol1bWjjBpbQSd7DwRhGQnGWtE+pdEKW1TEWmbqdjjv4GGGODmmvB5dVreage8vJjaUwGyUWS9E1lY8LZtVkKvSoiGByoeRhHs/REUXRSqH1+aSJ8iVzarCv11/QVGOKfn8U7/3DSjyw/ADe2tuPaxc14tpFDahX/BVzkYdUPcevG6mUjNUHBnHhrPSgmAqXFTOqXWgZCKoUmvw5o6SnX1ElGQ2SrtK0bZB4nXpsJhXhyytHq9xWldfXmVPLMRiMZsQdS7d343ev72M/p0pdj82EVk4I4gunzz9N7HuVvfm9C+ohScALWzNb17VY2zKILzy2EQDZS/g2UBtTs6oJ76c0e9awYiliMRqwen9mvENzibn1HtUguUg8iV3dPpbz2DjlocdG1vRs9jv3vLoXO7p8+PV1CzJU6/nIwz5f2sueh9uWnojMCidOC5rK1cSPNxzHh/60BnazEZ86J7PrxmIywGkxokP5G5eyDgGZswQoaBHAZTXCw5GHPd4Iajw2Rpbx5H+dhjx861sXwihJzFJmnTIMhVdm9vmjCMWSmKb8TNvSyqvoShQhzKHBEOY3lGDbjy7HNy6bhXKnBb5IQkVs63UBHRwIYXKFA6XK+jcSJvluMJZkOeokZf+l6019iV13sjVFry/C9maAkEfBaAI7urxMNEPjCTr8tcRO9r9DOYY1kuE45BicVqMqxuzzR2E3G1ncS183EoozVXuutmWAqHe134sqDM0mch+SoWSSqgBOFZXaYhJF10gYVW6rSrWrRS5PZC3S8aQRdks6nqREIi30MeWhx6qcL3IekikZ3SMRfOrsKfjbJ0/XFZfwORig9urPZZVB9yJiw0K+L508Dqh9kPkONz21cz4cs+ShJElGAPcDeA+AkwB8RJKkk3L9DVUhTa5w4EsXTmfBTJc3gmgiiS3tI/j+czvwxu4+XdUKvTFdNpNqEQXIREMAqHSTG4ESaJS4opJZujlTH4RC4GfKQzNbYDe1jeDLj2/CYCDK5MQAcPOSybhkTg0ayxyYXedhQQR9yFMpmfm/ffuK2aokRYtSe+5prTRYzKY8THseKtUDpjxMJxTrlcV7cbOO8tBhYeSDWnmYSR6mUiRY5oNeSZLQUGpnk1dVbcvKg06rVVqvh42HRgAAN54+GQDw1Sc3Y1e3jwW2tPJFySTqeUhl6xaTgU1G45WS2fzyaGBJF096PXmSqMZjY95NXSNhUglyKD6YQbUPpo8jnOtKbAjHk/CFE+zcUVNyQG1GO6XSCbvZiOV71G0nFL0ab4vHPnMGHvjoInbsfX5ClPOeQXqL4/kzq9E5EmaKH7rJHhwIwmiQmGF5l6bi548m2Dmgxx2MJlU+FEaODL9eSd5uWjIZDosJnz5nKvtdSgbe2tuPL180HX//5Gn4zntmA0gv+t5wnH0P3i4gm/KQBqrvtAyhqcKhmlRbKOYoQxF26VQWZVkmbcuKEpJiUrkDKZlcc77tnRKlmzWVafrcTuWCKh5um5nd5zUeK2bWkknguQbN0HWiqVxtDkw3rXkNHnSNhFni0VzhxPsXNqDSZcGf32rJcUYIookU4klZaVs26U5eBUggQVub+cRyxd5+PL6ujUxuNxmYRxqf5PxnfQcjA3zhOKwmAxY1laJ1IKir5GsdCGJKpRMldjNSMhBQjqnfH8XiZkKINZY5lGFI5O/jyRT+seYQO0c0WKGeadrCCK3Mz9dRHtL7k+45AFGLuKwmpGQSKCSSKVz+27fw/vtXsdfo+dpQkm8gEFUFZiOhGOY3lOC/XzgLNiU4DMWSKrW+thVW9b5KgD+/oSRjyEg0kYLVaGDDECh6fGGsOziM2bVufOT0JqxrHVKtbfcv249b/rmeBZb0XnNZTagvtWd6HsbTwR4/FGBL+whe39WLW8+fhunVLnzvv9uxvdOLta1DqqKDFjWe7Oba7cNhxJMyplWlny1aKIonZUZo1HisqHbbcNrkcpUC6NG1bbCaDMxXNx9m1LjRORLO6uFI75cSu5m1kR4cDOKb/9nK2lzruIo8JQo7hsPoHCGDW+j+vnRHmuT8yfvnwmCQdNv/9/UG4LaZUO1W2nyVc76rm/hI0b3DajIyK4PZtW5s7RjBxrYRVLms8NgJeRiMJuC0mtIqiqj6OaSehw6llY0+T9TficelJ9Uo39eOhz9xGmTI+NeaQ/BFEih1WJiHlZYMkmVy3apcVpQ7LCrbmHTbsoV9p3hSRpeXJCw/+8B8PPW5Jfjm5bPY+81t8KiKsvR+bSp3YMU3L8CXLpyOLR1e1mIpy7KqJdhiMsBsNLDYYHadG2dNS98vHcqgsmRKZkoQ7f0R4LpZ3DYT8+oFlGSMO3flTgsO/uIqXDGvDgCwZFoFplU58fa+AZVSma5VtEWTFlqnKUQ6r8LxReIqtcXpnJ/nlCz7khYujfqlbTCEShdRw1a7bXhw+QFccu8KNlSF/06UGOAJNNr2TFU4+cDIQ50YOZZIIRBNqOI3m6ZtmQ7hOX1KOYKxZMGD3ADgt6/vRSiWwGtfOw9bf3gZ7rlhARwW0qI7s9adVcm4ct8AI054q42d3T4MBWOqdafcacG0ahdiiZSKGOKLaVR971d8lgGyhmhVaIeGCEnCDwYE1O30Z02rgMNqgiyT4YbzG0oRT8oqMmlXtw+3PrIRv3l9L3uGaMx8WnM52jiCmidv6bXv80XhtplR47Hh9OZyPL+lK2/nw65uH2SZDMsJRBNs+jQZ5GhQzhVZ06ZXu3ByYwme1gz7Gw4RS5ezplfglZ2Z3Ra0WDynzoMeX4T9/vOPbMB7fvc2+6688hAAzplRibf3DWB/XwAPLj/ApgT3+SL4x+qDuHZRIy45KXMvo+SRnk8hQEhWWtDkwds28CqnSeUODARibJ16dUcP+vxRPHTzaVkLX6UOC7YopEWF08qKCdkEK/RecVhMRJlOyUMfERRQ8oafbl5XYletJxUuKy45qQYvbetGIpnC1nby+UaOJE3ntWQvJLZP6WeFbykuc5AOq0A0oQwCIyIe4stNyENJInlJNuVhc4WT5aYjoTiLbenzdMFswhnMayDraZnTnNVKB0hfOzdTHsbx4rZu7O7x4wsXTAcApkjnW3kbSu3ozrEGjYTiKHfQYZVmlT8w9cGnZDNd93gbqnzkYbnCC/BFlJiOUMNkMKjalkOxJBxmIujSi9O7vGHU51AdAunnoXeUykN+T6H/5j0PDRK5t52cxUbbUAjheHoCuR60Kk1fOM7i51xDuoaCMTgtRiVWJ+d79YEB1e8BQsrerxQz5zeUZFUv58IxSx4COB3AflmWW2RZjgF4AsA1uf6A3oA1bhtuu3gGdt15Bf5w40IAJOClHj0AIee0YAGXlfjE8J6Hg6x9hTyUVA3yzgESSFFD0mqPDfMaPFg2CvKQqQfsZrbAPrGuDf/b0oWvPLFZGWxAbv4fXzMPD928GAAwp9aNfb0B9PoiOOXO13DZb1bg0FAI0USKJRK5UFtiy/kw0fbKqZpJXlaNQpD3PATSY9wB4OmNHaj12DKmgQFAucPMyNcSu5mRknomv2TYAPFN4VFfamfqHTVhZmS/NxslllCnUjI++tA7+NlLuzC1yskmFtFAi/43JQ/pJGnejB9Q/tuYSXbSxdCqIZ4o0cjIQ03bMkAqYDazEVVuKzqHwzg0GEJDmR0VTjLZir8facDltplYVaXLG+bIQ33lodEgYU6dO6uMuVPZWKmS9qzplThbSVx2dfshy2QTosdtNkrsu/C4QDGvPb25HJeeVMNI4tbBIBrL7CyJ5e8/mhjWMvKQnDPiFalP6F04qxprvnsRfvy+uQBIcPfsF8/Gbz90CnvNqc3luGBWNeYpqkuatHnDcfa8UWXEcDCmu6EBwLkzyHfa1ullE7ZGC9oqubMrkzwMRBNIpmS2MVeyqZTkXA2H4myDcllNKHVYMLnCwQIkivahENxWU1ZTeAB44pYzcec1c/G+BfVMnavnaUNBn2d63fhJeC6rCTOr3egaieCfaw6h1mNjyq6blzRj+Z5+7O31o88XwY/+t0P3+aYBCBmYou9XSIMZUoXMbKcEiLF8bYmNEdo02P7ShdMRTaTwM2UaKjGAN2OuorrRux6dI2FMKnOw8+gLxxFLpDAcimNRUxm+fulM/Onjp6q8uf67sRP7+wK47tRGRBMprFH2B0rgaL97tzcCSQIzJR/WkIeldjMaueINGZiSHpLw8vYeHOgPqpTu2upyJJ5EOJ7EpHLip8pXf4dDMUwqt2OhMuzHoVgF8ATkgRz+f5S8ml3rhj+aUAV3sSQZcFTltuJLF07Hzz8wHwBRHu7o9GJ+Qwkay+ys8AEQIuVXr+zBqzt78ZiSBPNFvbpSe4YqkJ+2fPb0Spw7oxLLv3EBPrR4EqrdVnzq7Gbc9cH56BwJ4+rfr4TFaMBHz5ic9TvVldjQ7dN/Fmgb9zROycBbmND1jO7Xl82twe4ev2KYn8RzmztxzSn1qvU5F6brkCA80m3LFpZE7e7xYVPbMK4/tRG/vn4Bfnntyez19Pnd2uFFNJFCQ6mdqd1fUDySV33nInxgISnKaH1nZVnGutYhzKklbdulDgu8IUJM7e7xYXatmyUYNrOBVby//Z7ZcFlMSiHUTAzZI0Qx4bTkUh6mVENRuhl5mMpQHt54RhMsRgO+cME0VLmtuGRODSPyy51pKwht8trtjSCWSKGuxJZBGA0GYrCYDOz4GrjzV+0m1h6nTynHNafUo9JlwdnTKzC9yqVqdaX7Wo3HBpPRwEhOqoqJJlJIycA3LpuJv33yNNbeTP2qTm4ohc1sZHuHxWRgreJMeahZC3k/37n1JRgJxfH6LrLna9uW9TC3vgS7un0qZTktxDyy9hAaSu1YMo0UAOl9xw904QveALF+oDBm6YTRwmU1q+6HTsVbHAA+ey5RO+3vC7CCFV9YdllNaCi1Y5/yu0Qyhb8oRaymHAV1HunWvMyElSrJylTKQ4U8VNajwQBRoy1oLAWQOawKIEVVrb9vKiVj6fYevGdeHWbUuDPUYbNq3djTk+lpCAD/eucg+zdf9HlL8Sg8hyMPK10W5nfJE4Z7e/2YU+eBmxvAREl+gIgJ+KJcKiWjbSiEyRVOuKxmhONJlvzzSpjzZ1Yx5VIdVyjv55JlXnQxzBW8JIm0qw+H4uz5HVE8gQGus8cfZffde5XOh3wt45R8vmlJMwBgnVJ0iSTS6uZJ3H137aJG7Oz2qWKGIWWi+yVzatA+FM4Y0khzvFk1bmJfpPw3VXrTFkht3vDBRSSOuOTeFfjl0t24+eF1+OvKVlxy7wrEkyl87vyp0IPHRtZUrU0JBZ9T8qh0WZkalApmKlwWJkKhA0Be3NaNSeV2NnBED3S9bSi1Y06dm1MeZiEPY+nYtkSjPKwtseFsZb2Zwe29dSU2Fr/S9fHSk2owHIpjW6eXdSnwRUXWUafEVbWaYiG1z6HfgRbA+E4j0h2TxIF+ks80KEPteGxsG0aXN4LJFU6WXwz4o4wkpQWzC2dVY9V3LsJFs8m+UGK3YEQzNJVi2Z4+tA+FUeOxceRhgsV0VyhD3KZVuWAxGVinGUCuQz6BAN3/tC3RRKmajllK7GZIEon/AoWSh04Ls62h4NuWKag1CEDiDaqU1xaT6O9bB4KqoZB6qONyZAA5fbZjSXIfko60zLZl5nnoi6LCZYXRIKnykXeV9WN2XXbyEAD++LFFuGBWFSoUFSu9Nrk8roeCMZbbGJTP5WND2qH44rZuvLm7DyV2My6cVYWWgWDGbIZ8OJbJwwYA/FjYDuVnKkiSdIskSeslSVpvSKjNrU1GA2vJuH/Zfvx7fQeunF8Lh8XIjKh5DAWjsJoMsJkNzN+Mol9jnD2r1g272YhnlHZIvpp54axqbGwbVlUst3V4ceGvl2Nd6xA++tA7KnNL+jmkOk4WLbpgtQ4ECeuv4xMzq9aNWDKFJ9a1w6sMcqDTMQup7uZbTNa2DmJ6tSujLTXD81BD7NCJ0Tu6vHinZQifOXeKbut0qcMCuj5OqXRlndAIpIMQpybo5X0OqLoHAPOmNBokTCp3sMEy+/oCWKW0FVyzgNxONyqm9UC6hYcmRTTZt5oNqgWOKA91yMMsJBetWtCFgS7O06pcmF3rRl2JjTO5tePdQ0PwRxKYVetRVXkofJE4nBYjTEYDJitqsEODIUTj6Q2YxpweDYk0t74E/NrJK5Hah8Owm42MuALIpmCQ0kRMfamdVWJpJU6L+lI7Xr/9PDz62TMwt96DjmHiiXRwgFTiaGWsjyMPaWJIN4K0LD+tBqT3yDcvn4WHP7FYaTO0q47hlEmlaqWD8myyz9RRHlLieTAY4z5LfQ2nVDpZ4leoekGLKrcVlS6L7tAUmnBS704a3ND7eigY4wIP8poFjaXYoqkqtQ+H0Vju0L0uFCV2M25a0gy3zcxNKs2+FtANn64rNFihPikNZWQtWdc6hM+dP5Vdp+sUZeiaA4P4xdLd+Pvqg3h9V2/G+1PSyWUzwWHVVx7y7Wn8Zq0l5BrL7Cyp264Y1V8wqwoXz6lmLUC+MJnsfLLyvK8/lLkf9CoVb/r8eBWLCoDcS7ddPAPNlU4VwfLfTZ2YWuXELeeRoJ5+Xi0jD9Vrmy9MhsSYjIaMQVNUWTGZS3YrnBa2dgSicd2WJq2vjJclLiS45lt0RpSJuxQOixHBWAJtQyFlEBJy+h56w3EYpPQwE74tJJZIsTXzG5fPwodOmwSjQcKW9hEMBmOYW+9Jt6MqZB2fdK0/OMzOEUCKevUKgcQH1nzbcondjH99+gw0Vzrxy+tOxto7Lka1x4bTmsvxpQtJVf7LF09XDe/Sgk4f1gveqYJ6WmU6gUkPT0uy9YyuNfR56fZGsObAIEKxJK6cX5f1s7WgyoFs7Ta85yH9rFd39CIlA+fNrMJ1pzaqlOd0TVnXSvbA+lI7HBYTGsvsGAnFMbnCoVIraEn6bZ1e7On1432n1AMgyVUsSVRYezjbD4CskcSSxIBzplfizzcthstqwplTK+CxEUP2gWCMqeOATBKM+h0BUA0G06rnAGK1seenV+A9yvm9/dKZ7HcVLotK/cFjtULwnz6lQmWSDyjtzMpAMEDdMsffQ41lDqz/3qV49DNnotxpUSsPvRFUOC2MiJhb74HDYmRJBo1t3Dazqq30LzctxpO3nIkPLiJxyuO3nInPnDMFsUSKxYfVHiscFmMGIcqrQa5f3IgZ1S585+mt6PaGM9qW9TCnzoMubwS7uv2suNE+FMKBfhI/feT0SdwEbxPKnRZ0ckRF21BIVfSwmoz44XtPwh8/dmrOz+XhshoRS6ZYnNnji6BOiZFuWtKMr11Cri+NS2ya7zSzJj2cbOX+AWzp8OLaRernIRdytS0zv2ReeciK6gp5GCSeiHPq3HBYjNhwUD3wps8XwcX3rMBFv16h2sO2d3kxGIzhwtn600Nn1bjhDcdVykKKgUAMZ02rwAcWNqj8T9/a2485dR6VHU254nkIgA1NSaZkbDw0jPkNHkytdKKlP0i6frg2y8Yy0lZJj7nPH0UskUJTuYPtTcFokilqP3feVLz05XMxp87D1GON5Q6WS7UPh9j+/xY3sISe935/FGUOC1O4UlU8tXgB0uRhLJliawklt3NNrgUIEeyymtBc4UB9iQ1rWxTykJtKfsbUCiz7xgX40GlNeN+CepiNEp58Nz1MbDhIuoROUzoStHZSIyFCplPyW1sAo/GUtvVyQWMJI8VuPKMJA4EYfvLCTkypcuGJW5awfVcLSSK2OnoddrIso1dpBaa4dlEjPrR4EqrcVsSTZNAbJcMqnFaWF23tGEE4lsTqA4O47KTanDEmXddIC7mULsJm8TxMKw/JtF/aBdTtJc/9zWc147WvnYeFTWVc54wNdosRj33mDPzr08Q3+Czluq8+MMj2TS/3DFPlYSOnPOwPRJFIkpb1QCztR1jqsDCiqV5nX2wdCGBKpQuVLquKBAeAHz63A/UlNlx7agObhr2rx8/INl7Uwe+5ZQ7SBaXnB/rgsgNwWIy46axmlcXZQCAKl9WkGiC27UeXsWeAHn/ncDirEncklCamXEy4oXTbBKKq/c5oINfzvjf348HlB5S/ye15yOdYFHoWUWajgf2cTii3cZ6H9Pg3tg3jgeUH0DEcZmKVbHBaTah0WXFwIIiW/gDm/GAp867Xgp98zscY/BoDEPsiystQJWoyJeN3b+zD3HqPirjVwxXz6vD3T57OuCYalw/qTO2mGArGVDZGLqtJtZZQzomK457+/FmoV4awUkuyQnEsk4cFQZblP8uyvFiW5cWTa8vx6GfOwNcvTweNTeUOVLuteHl7D2pLbPjRe+diRo1b1WJB0eOLoraE+EBUOC0Y4hhgaqpfxXnfUJNal9WkuqCXnlSDlAz8h5O2/2HZPrQOBHHDn9Zg1f5BfPnxTewhoKRQqSPdtkzbY0dCMfT7I6w9hQdtW3xoZbot8LnNxONDO31LD3UlNvgjCd3FPJFMYf3BYZwxJbOyxNqW6bRltgBI7HtEEyn8b0sXJAls0qsW/DmbUulkG7XewBRaabdrpnrxakNaqSevSz/0zRVOlpTSlpvp1S585AziCffzD8xHy8+vxMtfOZclYFR5Sjf1cqdVRQiajWl/LZ7RpxuDU3OcNo3ykG4cTqsJS796HlZ/5yL2/o2ldnZ/zq51o9yVJg+//PgmPL6ujUy/UzYPqnptHQiqEmm6R2i9+ag8noJPTNuGQphUribjDAaiMKFETH2pDacpbeh6BrYU06vdMBsNmF7tgiyTtqaDSitohdMKg6RurWHKQ+Ve59Uo/FAEAPjihdNZpU4PfGBE7ws6iIWqg3zhBNuA0wRtlFW9tMpDALjvwwvx8w/Mx2fOzT9dWQ+SJGFBY6lu8cLLKZABsGePbtp8iwA9Nyc3lqDbG0HXSJgRFx3DIVYpLwSUnMzm8wakK7fVbitqPTamTBtWKu6Xc6bZHzk9TcYTNa0B7UMhdn15v6ZXdvTgrLveYJ/tsppJ66yO8pAGU9oqpLaSPanMkaE8rCu1o8ZjQ7/SnkLN1itcVsyt92CFpo0/FEvAH0mg2qNut+nX7ANAur1uMBDF2tZBXDW/Dk3lDkgS8Yyym43sPtMOTOHb+/hBU9EEUQuW2M2qoI16HpK/TWB7pzdjuE6HpqWMJmG0ZZ5W2WmbPK+ecSjnvm0oiOnVLjSW2VW+PlrQoS40sObvIep5SGE0SKhxW9kk17kNJYy4pvcGJVQay+xMOeMLx5kvaV2JjfkK8p8DZJL9AFTr2Ncvm4lXvnoevqiQiNlQq3yGnvXIgf4AKl1W1XAu+u/hUJzZPtD1p5pbc1bs7YfdbFQF9PlAE+xs9iL80CeHxYSplU68rLRJ6yWWVS4rLEYD3lESZJrMUhuJJVPVx1bmtKDfnyZSl+/phySRhBBIr1XrWocQiiUxtz69t1AF3ckNpTAbDVgyrQLbf3w5bjyjiT1TW9pHMLPGnXWYCW1bBki8Qu+TYCyhq57jr/eMGjee++LZ+OW183HJnBr2DPLkYedIGL95bS8qnBbMrnUzRSgNtHt9EdXz18wVZbMR0CVK/BOJJzESiuG1nT3MewogRe1TJ5extnKaNGu/T12JHWdMrWD2GCV2My5UWtze3k/Wq/pSOxnyork/0j7aZpiNBvzuwwsxGIzh9V19GdOW9UDXiuV7+lDpsuLkxlKs2j+IO57ZBrNRwg2nTVK9vtptZeqpsNKiO03TbfLJs6cwZUwhoPcEVXX3cn7IBoOET5zVDCBdaNeSyadMKsO+vgD8kThTT99x5eyCPz8XeUiLPGrlIe2cUdraAjFUuCwwGQ1Y2FSK5Xv74Y/EEU8Sf9RnN6d9mJ9T/g2kY9RzpmchD5V2OD1f9QElyZ9V60aXN4I+P7Fs2nBoGOdMJ8/2/TcuwulTyuGyEnumpnIHEzPs6vbBF0ngrGmVmFJJhjXRQh4lFOiaQdvxadxS5rCwLhS/0i2SksnzQDt66DlqKncwO45P/u1dnPnzNwCQGJb6VY5w5GGVy8q8KtuGQpBlGd5wjK0/PCHMe8eR44yg2xvGXS/v0t3LaBFZkkiL+VrFRkOrbqa5QZnTgmtOacA/1hxik5eHQ8Qvbnq1Cy6rKaOzzad8Bu+9xqv0KXGgJfUlScLfP3ka7rhyNn743pMYMfb7Dy9UFcj1oPUppOgYDsMfTaisN+65YQF+ed3JTDQwEIhiKBhjJFFzhQOlDjM2tY3gndZBxBKpDDsSLT51zhRcd2ojvnLxDABpEUNW5SFnT0LX6o5h0gJK83LasvzEZ8/E059fwuKLs6ZXsrW70mXFrBo3Vh8YYISeV6M8rHRZVERbMiXj0FAID61sgSyncybeCou3/3AqBe7ukQgaSu2YVuXEtg4viw+TKRl7e/24cn4dGsscqHbbUOOxYkenV9VJoYdSFk/oT2++an4dGpR1HyCE0VAwpiPyUd9LDaV2BGNJVQcbRSSeRDCWZOsZJQLpNen3RTN88GkculQRLBWiPNR+r7iGOwAAk1Fi6j7qg+kwG9FQ6kAyJePgYAjDwRiue3A1fvXKHlS7rXjfAn2OgcdUZT3b3D6CWCKVtfuOtx7jn0c2MIVr5aYxgFPxhm4bCqFzJIyblzQXrLB320zY1xdgJHWutuVhjuAFMu8hqqzc1unFac1lmF7tQp1OAfrJd9vwhUc3IBeOZfKwEwAfoTQqP8uJs6dXqm5ySZJYleIDCxtQ7bGh2m3VvUB8NabCaYE/miYtaLJSzpFVtAUgEE2ogtaTG0tx9vQK/HHFAYRihJzbyG0mFmXIB32IaVXKbDRkPIDBWBIDgZiu8nBaFal4+CMJLJhUCrvZiF3dPlS6LLoDL7RgCZ+OtH1ntw+BaAJnTM1MdLSKO63ajrYSPPluO05tKsvaokV9wwDSQpFLeUgDGK3ysNKZfm9eechjcoUDu7p92N3jw7rWITSU2vH67eerzpHBIKmMvOnmRX0zK1yWgpSH/ZwyiQcNbDtHyGZe4VT/nr9/GjjiZ2aNm5Gs/f4o/relC999ZpuKdHDbzMrAggD8kQTMRkmVSGvbdM6ervbb4ltQ2odCum09ZQ4zW8jrS+15AxceNIl4p2UQwVgSU5SpYlVuq6ptuWUgyKbXAumhAi0DAdYir1V0ZgO/cNPky2M3wWIysA3eyxGw9HoMBeMq2boWdosRN57RlFcmnwunTSlHS38wY6oWTWqpEuwbl8/C7z+yEO9XyPeBQFTl/waAFTDO+sWbOP3nb+DsX7yJlv5gQbYF/HcqdZhzKg/ZgB67GU0V6aCUDiOY11CC5754Nl647RxVwC1JZEpe60CQqUA2cCq/25/cjC5vhCmm3bbsnodU6UD9PvjBNzwayxzM83BbhxcGCahxW1HltsIfTSCsBFD02l8wqwob2oZVwTydLlfjtnFtywmVSTIFTZj29PiRkoka1GY2MpVMOac60qok/ZGEyv90OEiOgSnKHBbV2mA2GuCh5GE4jp1dPqZksyhJqtaQfOU+4olC2+5pouKLqNvkAVL0CEQTODQYwuRyB6ZVuXQLbRQjYaJc1FOvxnSmzi+YVIpQLIlajw3z6ktQW6IObA4MBGA2SrhwVjWbxs4rhOt09iyq9MllmA2Qe3FWbWYboBZ0uNf3n92e8buW/qAq6QLSRYk+fwS9vgjMRondfzWc2nlfnx8za915j5MHbZ3MNoFvUFHu0fNM1wOjQWJFJR4Gg4S5DR6mSKGKh8UK0ce3lwLA9CqXomwg8c/uHh8ml6db+elaRQdS8Qkl9fzRDlwDoPLDm99QwoLgHzy3Q0WEReIpZvkxrcqFgUAMhwaDqucmFxZMKsWHTmuCzUxU+m6bSZW8PLOhA50jYXzlkhnKUCkXJIm0JcuyjB1dXpWaki940lZ/Lei5GQrG8Km/v4uBQCyjmHhaczn29PrhDcXZvqp9jR7oc0bJifpSOypcmQPVtD5Us2vdMBsldAyFdFu+taBqp4ODIdSV2PD9q+dgapUTa1uH8LEzJ2fElzWKWhcg+7UsF1bAzgWqrg8o7e3+aEK17tJhUlRBoj1/C5tKIcvkWrb0B+CxmXSHu2WD3WKEzWzQnbbMG9dT0HNKryc/jflTZ09B53AY83/0Kmb838t47x9W4nev78NpzWWYVePGY2vTKrYt7V40ltmzktOUXHvo7Ra8vU9d9CLTzK3MambV/gG0D4UQT8osvr3q5Do89bklbB1cMKkUWxTrE0pcLplWgUnlDvT4ImwvogRdmgQgP6dt17SoB5D7jw2g5K4LtTG4YFYVKxID6ZbVQDTBpukOKXshVT3Rzx0JxxCKJRFPyoxo4a8DLebYLUaUOczoGgnjiXXt+NOKFubBzYMvxJ8xtQIDgShaBoKK8lD/Ofn5B+ajqdyBx9e1I55MwR9JoNxpgdEg4ZRJpXinZVCl8BpRhruk98mIqt2QthfrrWnVHhtuOW8arCYj/vjxU/HSl89VTRzOhknlZEKyVmlGO1VOmZS5ftF7rs8fxaAS2xkMEiSJfK+nNrTju09vg9tqypsDfPzMyfj19QsY6cIXPfVAYz4HRx7SjhBtp0+Jw5wxiI3HSfUerNo/yGyWeC/zjuEwGjhVNL0Pf/nybvz8pd0AgMuUDiO+s41fO5xWE4YCMQwGY6gvseGz505FNJHEo2uJTUabYh82k/O9m1dfgm2dXs4eLRt5mB5GwiMUI/EnLWDR1uGhEFGJ8kIaPbBhnFy+99rOXlz+m7dYnptWHqaf43AsCX80kbEeaYc+uvIouukzyrd3M8szjTAnzmwP0j6YZygt8u+0DOLVnT1IycB33jMbL3/l3Lw2HAAh/1v6g6yA8K5GCa49JqvRoHr+056H5Hnq5zpC6RBD2qUzvabwvc9jN7O1oNZjY7mHHqgVBgU95zT++7//bsczGzuwo8uL+coQRn7NAUhO9O2nt+GlbT3IhWOZPHwXwAxJkqZIkmQB8GEA/xvLG331khmYVG5nwxUqXfrkYY8yfRBIe8bRin8gkoBBUpNXNy0hvklnT88k2G6/dCYGgzH8+a0WfPWJzRgOxnDvDQvwr0+fjt/ccAqAdOVuOJT2GuCHMPADD/T8KSRJYpWom5dMZj32s3IYdfKgBIjedE4q3T9TV3moJvnog07JNVplHwnFcd2pjRl/T8EPUZEkiT0Aep5odBHRLhLqBZ38Thu0XruoEU6LEd/891Zs7/KqJvJmA6040cS5UqM8tJgMsBgVGTNPHvrV7e0UtOJ6aDAEq8mgmkSoBU3oKl1WlNjTk3f3cd4tw8G46j1olZiY4KuVg9rpgo2aATiU8JRlGe2adiMKegy0/cpqMuJ7V81ReQtmw5RKJyQJeGM3aVelmx+fcADAnh4fplW5mOKvrsSGSpeF+XMB+QkCHu+ZV4v3K+11ALnHajxWtoj6wmkCNq3ujCKeoMrDwipHowVVbVJvHYphZl9A/SQNeO+CeqZy6/NF2UQvGqQvairDzz4wD1++eAY+sLABnSNhnDG1HJ87b9qojqmuxK5bRKDwhuOwmclm2lTuYOQDv3YtmFSKeQ2Zz1ZTuQNv7O7DSCiOarcV2zq9jBSiScM/FW+yuhKbMqQhkRH0BrlAwqW0MJBjUwejDWV2eOxmGCSSlEytcsFkNLCNvs8fgT8cZyTcqZPLkEzJKiUH713Hex4y5SEXSNGkqlUJwCqV39GAt9RhZuopbduynysCVLgs6PXTNpu0okwLWhU+NBiCP5rAzGoX/vels7HmuxfBbVNPpJNlGU+8245TJ5fhtOYyWEwGrpVHTVbTc7en148+fxSTKwh5eKA/oGtvEYwmsLPLizIHMaiXpNzKQwD49fUL8JWLZ+Cxz54Bu8WIardV9XcHB4JoKndgRo0LwVgSff4oaa1WzgNVk/DHk81ndqyY31iCb18xG13eiMq6BCDKw2ma/YUSGv3+KEveqU1HhUtRWPsiaO0PZh1ilA1WE2nX0ZJDFH1+tTKOKnzm1nuyrpUP3bQYX7pwOu6+7mR27W9YPAkPf2Ixrj9VrSij7Va0rXFXt7o1ma5VL2ztxrwGj6pD4rKTavHxMyfjO1dkqr34+3pug/pY+Y4NfjDKVSfXQZKApzd2qp6b0aDUYVapUNqHQ6h2W5nfmdtmxoxqF7Z0jKBjOIzhUJwNMwLA2u8MUppw1YLGkI+va8PGthHMrnXj65fNUr3m9CnlkGVg/aEhVbtePtB4Z2eXjxVFyp2Zg+9GuGIPQEjjhlI7W+OoiiwbeLKmucKJUocFj3zmDHz3PbNVw2Eoqt1Wptbcz3xBx2btQcG3ztH1uFYTB0+tciIlk72aV3cCZD+SJLLPtvSTCen5CgdaVDitKmsVCn5QEYW2QDQYSLeYXTynBo985gxcMqcGHzm9Cfv7AjAaJPzsA/Nx3amN2NLhZQW5LR0jWKAUAfRQ5rTgotnVeHvfAD7+13VMsRKMJhCKJVHltuKkeg9KHWas2j+IVsWnrjnL2rOgsQSdI2H0+SNoHQiiVFnPG8vsSKZk5odIE1W6ZtCJ4nRSuN1iVFkD8J0CFHR9umRODUodFlXulFTao+kAJ5Xy0J0eEOELJzifeAs792wSrD29n9WVEI9c2umxvy+QQXqQ4hR5b0qIrW0ZQjSRHpiihcVkwBXzarH6wAC7blS1dfm8WuzrC7AuMPpdSuxmVLmsMBkkHBoKop0jcTpHwpCk/AUEjy2t4syHpnIHIvFURjvtlvYRWEwGXU82GmsOBGIYCkZVIodvXDYLp00uR1OFA3//1Ol5CxBamI0GXYsFCqowdlrSnRp0crh2Om0+8AU+mg/Tz+0YDqm6sShBSAU+Ny2ZzO5x3tORXzucFiOLs+pK7Zha5cKsWg8rjFMfVl79P6PGrQznU0j1LGRbWRbykMbcNJ8zGYlNy3CQkJgVeQojtHhAz2kknsRn/7kee3r9zCKGFj35TgC6rmsFTFoSON9+TMlNtfJQz/PQgHgqPdwLIGvL1EonqtxWvNMyiGc2dqKp3IHPnTe1YP/oqVVODAZjbFjqxkMjKssuCpZrmtXKQ/rvuDKsbCCQVmPS6dT7dWxt8oEvGFw0pxp9/qjuLApZltHnV9sN0L/l7VR+8sJOROIpxnPwaud4MoWPPvQO6kpseOTTZ+Q8rmOWPJRlOQHgSwBeAbALwFOyLO8Yy3stbCrD29+6iCnTqtxWDAZjqok+siyzqU5AOkijLDmdwMQvIG6bGWvvuBgPfDTTx+XUyeW46uQ6/Pb1fXhzdx++857Z+OCiRpw7oyqjAjCkVHi0uHRuui1TT3kIAD+5Zh6e/vwSfHBRI25WAuCqAh8m2tqo1/6wtnUQUyuduu3SFm3bskZ5eN6MKtxy3lRcNb8O1y+elPH3FGajAb++fgGb5ms0kDHtespDunBqFV98taW5womPnN6Eh25arHrNvIYS3HbxDGzr9OLQYIhV1XOBbl603aXSbckYmGLVabOmpLS2SkM32rahkJJoZw9i6YJAfRwoEcl72607OKRK+qdVObGvL6CQf+pzVKOjQv3jx05lnkF9vgjeaRnEji4fgrGkbrsbVQHyAfpnzp3KVHG5YDMb0VhmZ16TzIPQbcVb+/qxX0lM9/YGVMS3JEmY11CC7Z3erD6EufDgx07Fbz+8UPWzyeVOHBoMIpmS4Y+m25adFiMsRgOGgnFEs0zMLhZObiyFx2ZiBvYUI5q2ZQqLyYAyh5mQXpq2ZYNBwkfPmIzbL52Je29YgLe/dSEe+fQZo1JYAEB9iU01+VoLGvwCJCjtUQZA8BMPs4EmsNOrXbj1/GnM4Jle91KHGXazEXd9cD4mVzhR5bIiJWcaB1OCqbaETNykZCJVRd520XScVOdBQ6kdRoPE1nvaSknXsj5/lLUtA8AshQzh26mpwrDGY02320TiLJCq1LQtA4T4Ir+zKO9L7mW72ci1tGnalsNpBdW8+hK09AfhDceZGrhBed7WfPcivH77eQDSaxMdUFDltuHkxlJUuKxwW9UT6Q70B7C/L4D3n1LPyHOqPEyrZ9LXb15DCUtGmyqcuOrkOpgMEr79n63Q4q8rW9EyEMSt50+DxWRQtbMDig+URmHttJrwtUtnsiFcZqMBlS4rIzQPDoQwpdLJWsQO9AdUykNqQcArHPlpy8UCTdDo0DDybx+GQ3GVQh0g5x8g5D5VYlIYDRIqXVYcGgyhyxsZNXkIkIJNNvKQr34DwNUn1+OaU+rxF80eqHo/lxXfuHwWbuD2ZoNBwkWzazK8iWdUk3t4fx8Z7HBwMKhKOmdxe8Unz1JbOdgtRvzk/fN0Ywjeh5fuN9cuIoXGn720i6nJeN+xuhI75tZ7sLl9RFEOF+Zdx6NUMaOnaB8KZ+yXp0wqxer9gzj37mUAkFFsXPaNC7DpB5dl3cMpSfP4unZYjAY8+8WzM1Q6p0wqhcVowLrWIZYgFUIeemyEuAxEE6hVBrDokYct/QGYFMKQorHMwQpW+ZTzkiSx4g1Vk1a6rPjc+dN0W55rPDb0+6NIpmQc6A/CIIENMhgraJEkEE2wNUtLHlJfqUlljgybkRK7GQsnleI/Gzqwq8eHqaNQ41PMqHHpxsc0sedbyPi25VAsgXA8qUpsz5xagYduXoy7Pjgfm75/Gdb93yWYWeNmlh+v7OhBtzeMjuEwFuQpcP/15sW49XxSIOxiRvvpwrXRIGFOrQct/QG2L2Vbe6haeWu7Fx3D6eeBkni7uynhrJCHmvb/IPMjN6mIxTR5mL5f7v/oIqz89oUsHv7jx05lAzCoIquuxMaGhyWSKfT5yBpnNxthNEjwR+Jp8pbbu/ghFxT1pTZ0DoexuX2Eff9N7WrLGH5/mVrpRIXTwhSY1hwE2TnTKxFPynhbUfbTe+FqpRPgq09uZiRSj9LVZlLsrt45MKhqKe4cCcNlNel6w48VkxTFt3YQ3pZ2L+bVe3RteWje0jkczlA5zWsowVO3LsFTn1vCLClGC4/NnLdt2WlND4F8cWs3GkrtBXXS8eAFJGnykEz67RwJ65KHA4Eo5tR5cOc189jvTlaGHWnBE39U2bWgkSgL71+2H797fR8Mkvo4Kl1k8CV9XrMp9ej9OxiMMnJLlmU2rIZ63AOE7BsKxTAYiOaN+adUOnHm1HI2jZ33/KMiGaY8ZN6lifRa59B//6tOrsPZ0yvydgLoeffreR6aDFLGwCWHhXjrnzm1Aq/t7MXa1iF89IymURWDaCF0TcsgbGYDwvGk7qBExmcYjSorDHrN48kUBoNRpOR04dhpNSElEwsNra1NPvCk6/tPIfm0VlgCEKV3PCmjhov36D3E5yNUEU6Lnm4rGULZ7Y2gYzgMXySB2y+dqRqepYdjljwEAFmWX5JleaYsy9NkWf5Zsd63ykUGdfA38XCITNKkrG6lxtyTH9/Og1emaHHvDQvwzctn4dbzpzF/FiCdALFJUIpvmBZnci3D2qoqBS/fvuaUetz1wfn4pk6lXw/VHhsWTy7Do2sPqYjUaIIY4p6lo6gEMgemaBcAo0HCHVfOwf0fXZS37/+6UxtVBvI2k5Elgzx2dvlgMRkyAiC+MmYyGnDXB+frVliv4DzZCqnc0YefSpzLnZlty/S/tcpDg5S50NJgKRRLsla2bLhsbi0+eXYzvn/VSQBIEja92sXIpoZSO86dUakyhJ/XQCYqbm4fQWOpWjmoF5BcMa8WX754OixGA17c1o0P//kdXP37lTAZJF1fItrOlsVrNy+mM7JAYvf/p8+ZCpNBwiX3voWL7lmOzpFwhmp2fkMJ9vb6WWsqJWzHiqlVTrQMBLlAm1wnSZKUJCzKPC2sxuKRETzMRgMumVOD13f1qp47auqsHXADEO+0fn+UVfs8Ohu1JJHhQKNVVwBEJdc6EMg6kcvLTTaklc/9fQEEoomsQQXFmVPIOvLLa+czomB/X4AFLP/9wtnY/uPLmVdiE+dtxKNjiBpdO4hhdUTdtvz+hQ146SvnMtKXBriUiKIkS483gqFgjF37+hIb3FaTijyklb9qtw0uCxkYNByKod9PgjQ+2KHtJ1ThQTfyixR/sp3dvnRLm8YE2x9Nt0ydojxjWztG2ICnJiVQrCuxY7pC5JSytSltqcCOxWZSTSh9ZQdR+156Enmmaz1p37i00jX99zxRMqfWjUVNZbj21EZsbidVWv7+eGlbN06bXI7LlLV1dq1bZU7f44uoAp1sqHYTs/FUSsbBQeKJSsnF1oGgKrkrd1pgNRnQ7Y2gfSiEH/1vB7tPDndt4EE93/jv8881h2AxGVhySOGxmWA1GdDnj8AbSqtY2PfzWFkwOBo7AYoKlxVDWUy0iSonHRvUltjwuw8v1O1UGAtqPFaUOsxYuW8ArQNByHKaUARIsvHfL5yF2y+dmdXbWA800Th9Sjl7lu65YQG+8x4Su3ztyc2IxJNIpGRVAF/lsmI4GIOfI/9Hi2V7+vG9Z7chFEugfTjECmMUp0wqY2rWyRWODLK43GnJGvMBhHQxSCQZPbmxRFehYzMbcXJjCdYdHGLkSz4fQiDtPwykCUBCLkfx6o4e/H1VK37w3Hbs6fFjcoVDVQCjk83Jv/O3PVJi7rw83mYAuU9SMmnVPdAXwKRyx6iVSVo4mfIwnlaCl2jJQ3JtspEuF8+pQedIGN5wPOeE9Ww4qc6D/X2BDB/u4VAcZqOk6kRKq8uT6WETWVoJSUs0eX1ThQMn1XmwdHsPnt1E1Gq8h7AeJElipC4t2GhV8Y1ldnQMh9E6SNSEpVn26bn1JWSQVceI4pfsUP6e/P+eHrIGOpnyUE0e8l1Bab+2ONeGmj5HHptZde+5bWZ8SPHPpEOzXMoApfuXHcDru/oQS6YwU5k67VE6DpjFC/cc0lugTEUeEiW9P5LAJ8+ZAqNBYlPlKfj9RZKIgpUq23Pdw4yMUAYu0VykzGnBg4ogYn8fial6fBH2vc+dUYWtnV5s6/CytS2WSI1JSZ0L1H6IJykTyRS2dXqzKlvpefjl0t1Yf2hY1bZbDJTYzdkHpnAk9KwaN8sz+Q61QsGTdqcr9liHBkPo8xNPc/4eLHdYWJeRtpBkNhrw0/fPyxj05NIhD09uLMVIKI5fvbIHO7t9WNhUpnodjQtph0o+8vArT2zGFb99CwDwxcc24tZHNsBqMqgU3WXKbIbhUKwgBd5Fs6vRNhSCNxRXte3SzgK6drC25WiCiXm0z8LvPnwK3jOvFvffuAiPfubMvMQ3VQfzXZ/xZAoGSW0zZTEZWJGdkof0OTlzajlCMTLw68OnNWE04G3SaEekXusyL4biOx1pkSWSSGV4n9PztbVjJMPWJh9oLFTpsmBRUylcVhOe2diBlGYiNMtJuNiOHtNQMIbPXzBNdd9TkQ5Z0+zoHAmxvCKbCp3HMU0ejhfoA9IfiGJnlw8X3bMcr+8kSVadRnlIg/ZAJJHV4DQbrCYjvnjhdHznPbNV7ciVTmJa3qnTtgwAn79gGj5zzhQmIQYKq+JKkoSPnN6kqjbnw2fPm4qO4TDzLAKIZD8US7LkV+97AZznYRGVWlazIWOoAEAUILNq3KrzCKg9KHOhudKJ65UFY34Bbcs0ANnT44fbZoLVZMwcmKLneehPj2/nYeMSWz0lBg+X1YQfvneuqnrBy+f/+4Wz8K9Pn6FKak5W/A2A9Ab49rcuxKtfOy/r50gS8R3kzZ2vnF+nW8FapPg76cmpCwE9VovRwK7hkmkVjDCiRNIFM9X33KxaN1JyOom36FRLR4MplU74Iwk2DY9PHKdWObFy3wDzFTSbxqdtGQDOn1UFbziOPVwr+rZOrzJgJDNgrfZY0eePsiFOesWGw8FpzWWIxFPY3uXV/T0djAGkA7P1ysarp5rmcf3iRmz54WU4dXI5C7j39wfQOhCEySBhUpld9bzQoPfRdw5h8U9fZ0q6juEwLCYDqlxWxaCYrBO0kq1N6N+/kLSs03uXEip7e4k3IQ3mJEnCzFq3ijzsD0RhMRJ7AYNBQmOZAwcHSPCpVXZTBdSB/gDctvTEO1r8OWd6Jao9ZE1o1wwz4b3baEC/tcOLg4MhOC3qqecUxDbAwNoD+aqjm2vnBoBXd/ZiQWMJSwKIVQB5htMV5fR5oyT/+TOrmDn5vPoSBKIJvP/+VTj37jchyzIeXXsIu3v8eM98dVGGJtrJlIx+f7QgEqvKbUW/P4puXwTRRArNlU7UKYN2qBKTroWSRJR8A/4oPvG3dfj76oNs2MDhrg08qt3EMmFXtw8b24Zx5/M78fi6Nnz4tEkZz54kSaj2WNHri2IkHFO1zQFAY6mDKafm67T150O506LyCeKhdz8WE5Ik4eYlzXh1Zy/eUIpXWhuMhU1l+PLFM0almpld68ZP3z8PD92sVkjeev403HP9ArQMBPGnFWQQHE+4ljkt6PNHEImnsnpG5QItgj3yTht+/+Z+dHsjjCyhOIVLrF+47RxdhU4uWEwG0Lj/rBzDcU6fUo5tHV7mZ+nI00pMQZ9Xus+XO62IxFO45V8b8KPnd+Kfaw7hjd19KpKXf73239lw30cW4vHPnplzMjkFr+o+0B9g68jhgJIxA4EY69LRxrY0rsh25914ehNuu2g6XrjtnDGppU6q9yCRkrGvVz1oo88XQZXLmjFYzmIk8au2OJkPl8+txfpDw/jl0t04rbksw+NND7QoRskI7WdOKnegzx/Fnh5/zvzBbjFiVo0bm9pGVMrDulKiANylUR56bMRrjar/eOUsP2QmzJFBuUCLZ9Q2xWU1sb3p1keIRyFVO7ttZvgjcd3CF70W/ARsvsvo8pNq8Jlzp+A/GzqYIhBQCqPc35Q5LKzAZstRkKr12OC0GFkb6CTO2/VsRdVDB8WluCEcZ0wllgVLd/RgZq2bxT6FeLiOBpQg48nDfX0BhONJ1RrHQ5Ik3PXB+ey/C+ksGg3KnGZGvGjB7BusRhgUxT4AfOzM0ZP+UypduHnJZLxw2zk4a3oFKl0WPL6uLWPSMkCeWxqn6OXOHztzcoagQq08JH9zyZxqVQyySOMfTL/Pvl4/G0SjBz5+ONBPuqSoP91XL5mpKjKVOSxoHQginpTzti0DaR6hdTCIDYeGmZCFxpJa8jAQSWR0FlJcc0oDHtSQqvlQ5baqOopiyVTG/kqKpeQ1NPZ3KMdDY+rrTm0clboPUCv8bjl3GprKHbrkIT+ckxLY1W4rWyPCsUzvc7rGHRoMZdja5ANV2E+ucMJkNOBrl87Esj39+ONbB1SvS1sppfdjSoI2ltnx7Stm48Uvn4NZNW5cdpK6i4R2JrLWd525BloI8lAHjDz0R/GP1QfR0h/Et57eCpfVxKScNHChQXswlsjqUTBaGAwSk9MDpL2Ll9p/+4rZ+N7VJ6l+VqzP1uKyk2owv6EEv319H3q8Efz6lT24/aktKHOYsWSqvqyVLiLUqD4t8y0CeaijPJRlGTu7fbrtxoUsmBR3X3cyNnzvkoIk8JMrnPDYTPCG4yw5y/Q8zFQeDgT0kzmeEMrWgp4L53BDTvQqTDNr0wsWNaifVO7QbUHmQSvjjWV2XDW/Dj95/zzd182udWNOnQc/+8B83d/nAyUJ45pqCjFft+JTZ0/BPz91eoYqlB7/NmUaYK42kkJAFU3Llem6/HCYz18wDV3eCJ7fQqr/xSQjtDiFI4oAEoCv2NuPyzirAh5VLkKwDAajKLGbR53Q5gOtyunJ5QGoCJxpVWSowDpl482maKCgPmEAufc9NhN2dfvQqvjbaQsCNOh9ZlMnBgJRlry0D4fQWGqHwSDBbTMhlkwhmkgyLxtt5f6i2TVYe8fFTDlT5jDDbJRYqwJPus2qdWNPr5+16g0pLTs0IZlZ48LeXj9pE9Uoh+l60joQVD37FpMBa++4GL/78EJYTUZMrnCoklBZllXkocdmhstqwqAyFKKpwplVRVrqMDNCik9QXVYy2CieTKHXF8GW9hGmDAQU5aEvAlmWdU3/TUYDNv/gUjz8idPYz+gzuaPLh15fFC9t68Gdz+/EuTMqVZO1T6orYYn2YIC0dWiVQnqg9zZtr5tS4YTBIKG5wpmhPKTfdyAY4xSURAVUzJYvgBATy/b04ca/vIOHV7Xiyvm1uOPKObqvrXbbiPJQc6wAGXw0s8aF7101pyBSQIsKpwWdI2Hc/tRmfPeZrRkeZ9r7sdh4n+Ibu1SZ4qwl28YCSZLwsTMn66pt3ndKPSqcFvzm9b0A1INJyh0W5pM7lmT7jivnYOedl+OSOdV4cPkBJFNyxvCBmZzZ+VjVjZTY/NiS7InvaVPKkUjJbDp2IW3LQDqxa1LuJT4GquQGu03WDMzhBwwUEjeVOy0FTwanMU3XSBgtA8HDHpYCpBOzXm8E7UNhVLqsGYW12bVuXHdqI36TxXu5zGnB1y+bxVSUowXdp19TxAUUhGTLfA6oXy9THjoLezavXlAHi9GACqcFPy8wxqp2W2EzG3BIWTf1lIcAGVA2JY/S5MypFVi5fwDRRIp9L7PRgKZyBytw0hzEoBAf1GaFby20mQ2wmAzwhuIFe3nSNYB2YrlsJuYLTUHvJ1oco2s/38ZuUMIIXo149YK053W1x4b3nkz+u1U5Z5F4EpF4SrVml9jTw+NsOawwJEnCtGoXwvEkjAZJdSwemxkldjPah0MZhBX/bEwqs7N1rNjkoc1MPIX5Dg4a32UjDwESq9/3kYW4an4dzp2unwOOFTOq3djXG8jwswbIfmYxGVhse/9HF+H2S2dm9ZbNBaNBwo+vmYd5DSWwmoy4YfEkvLm7D5uVVt1JmuIJJaWcBRZw+HycqtOqPTa8+3+X4PXbz8f3rpqD25Qp0xQ019rd40e505I1XrGYDHjhtnOYkInaVX3rilm49fypqteWO9Nx4Iw8uR6QLjgcHAhiV7cfS6ZWMM9pq8nA9i2b2QCDRFTFlEwrhjio2m1TecjGE3JGnkXjQQDYrnj70mdmWpULf/zYqRkewoXivo8sxOfOn4qmCgdOay7H+oPDGfciT5ZKkoT/3LoEr33tfLgs1AcyyUQcdH3nhWXTRlk4oz721LblU2c346r5dbjn1b146O0WFu/RQSo8f1HhsuLlr5yLX1+/AADhT176yrkZStlZNW4cHAhiZ5cPdrOxoILg+DBOxzho0tjni7KqUa3Hho8vSQezdDIrZXuztS2PFVMqndjfF0DbYAjBWFJ3wq1WwTAekCQJ37x8Fm56eB3OvOsNGCRC2Nx5zbysE4xoNY7KzIuqPDQZMlpE+vxRDAVjrJVMfSzkGAsZbiFJUsHmqmajAefMqMRL23qYR6VVpTyUGJHFH2+fP8oGJvDgW6/G0lJG2w4B6LaCW01G/PC9J2Fnl49NVS0E9P7+5uWzcM0p2auMJqMBL3/l3FEcsRqTyh24+7qTM4LYmTVurPu/S7L+XXOFEyaDlCYPD/Meo/46S3f0QJLUk62pL9W+vgAkSf88FwtN5Q6UOszY0j6Cj5zehBV7+xGJp7K2K1V5rGwgQ76pamNBlduKSeV27NDxAAGIkoCqpujQFFoNzde2zEOSJJzWXI41BwZJ8K0j8beZjYzkAkjl/PQp5cqUPHK9aLtYMEp8F2nSogX/rEmShCqXlU195km32bVk4mXv/7N31+GNlWkfgH9vvGnTJHV3b6c27m7IwAzu7vKxLLDCwgIrLLqwyAKLu8MMMsK4T0drU5m6u0saO98fkUnapE3b1Gae+7pyMaRpctL25JzzvI909MFPLkFLt3W/n2hfGXYXNELpKhpwQm0ZvOk/KMny9aN93FDYcDbjoUdtyNCzDFC4iQXo6tOgvKUHMT72TwYVLoYgioDHrAIwMoteNaYLXtPkQMBQ1qrS6NHeq0FrjwaMDSyT7x8MjvWTQSEVmrNB7vv8BADgrxcnWF3Mm3qKVbT0mNsbOFK2bOhB3Gfu4WgqqYjwdkVWVTu6LHqTAoYTpuLGLvPxB3Buv0OTOD8Z9p1pAp/HsOuRJYNegPu6i5Ff12mzB2iUjxu2/W7xiLcj1NOQLf39CUOG5TWzQpAcpBhQOjNWTENqTtd2wF0iGPaK/3AJ+TysSw3ABwfK4CriI8AiAG2Z9WmrvcNQTH+vr1ydhs3ZtejT6nFhvzJ0AZ+HuxdHmi/eRuKru+aiubtv0IVKUybcnsJGeLiKHP4cNf3dm7IHTMeDBH93/Pp/C9Gh0uCt3cVWgX0AVgGZkbS2GIzpc+5kZRvUWv2I+gv2JxEapuXWd6pQ1dZjldllIjD2zR4rQUoplsZ647Mj5bh3aaT5c6a6rRezbQwTVLqK0NqtQbOxYsnRY3WktxuynloFnsXgwKHweAwhHlKUG4NDjV1qMHZ26IFlVcVQlUuPrI6Bi4iHr4zDtUyifdzMgTbLwIrCRTigbFkqMvSEV0qFaO1R2xyYYoupBYtlL7jPbp8DDhzu/uQ4uvt05p+7KXhY06aCVMS36nvKjPmnlp+/bmIBPrxlpvm4aPo7NZ33fn2sEoB1P0ilVGTOHB6q9D7Kxw1ZVe3m/qOWgj1cUNnSa+5fbFp0sQzcJwXKkVXVjraekbdhGIxp4nJzVx8+PlSOV3ecQZSP25CLWOtSArDOIvDqLLF+MnT2aVHTrhqQ5dettr7GTg1WDBrkHI5LUgPx5u5ivLWn2HDe36+10+MXxKOpqw/rUhzLtDQNc+p/jJBLhZBLhTYXT0znhp0q7ZDVgUmBcjx+YTzu//ykOdFhUbT3gM9ty+NhsgNVDSGeUjAGnKpsQ12HCvH+7thd2Ii2Hg28LDKpGWOQCPlQaXQj6jdvj7e7GHkW1xgand5q0jJgrETp6gPHcThZ0YoYX5nV34WttlqOsvy7nhmmxHcnqlDS1G0V8OsfzzAlVph+Dj19WoiM8QZTtYDl9g23bPm2BRFQuopwpXGgL2MMz12ejObuPvz9lzyIBTzcMDfMomzZ+nyvf1sVW9etsX7u0HPAl0crEecnc+j4T8FDG/zkhsmQB4ubUNehwj/XT8O1s61PtAwXtm4oNGaKdKm0A5o1j0ZCgDv2nWnCrzmG/hu2SoSdvRJlz8JoLzy4PBrbcuvwt0uTMDNs4EmRJalIgECFizmDx6mZh0L+gIEpptdJsLN6/MEtM831/c5024JwqDR6PH6hIdvE8v2J+Xzzh6nlBNXKlh6bE2clVsHD4V/s8XkMJ55YaTWpqr9b5ofb/Zo9plW+4QQcR+rKQYbn2CMS8BDlc7Zp+WgD1AEKFwQqXFDd1otAhYtV0EEs4MPXWH4o4vOcfoFliTGGtGCFeSV4a24dFFLhgMb6JtE+Mqh1ehwta0HEMCZ5DUektxuKG7oG3K/S6FDf0WeVaRHv525I0fd2NZcCOmpelBd25BtKIG+dH2bzMWkhCnNGTpmxLKumTWXOPjadNGWUtqC0qduqifRgvN0l5kbRlkF+U4Zrfl0H/OQSw/Q6iwu/GF83aI2luP37z4oFfPPQAu9B9u0YXxm25zWgT2u4GOo096+0uNiRCNDVp0VjRx8WDbJPmgI4nm7WK9imFdBOlSF4GOYptTqRNV1EHixuRkOHCu4S4ZBBciGfh92PLMHRslbo9Ho88MVJPLAs2tyD0cQ8zbpDZf5ccbRsWaPjcLKyDRIhz3ycjfKRmQPUVsFDVxF25luXfztr0rKlcON+Nj/Ka8jMHR+ZBNtPG/pzOTu4tiE9EM9tyTf/f0ZpC5KDFOa2J87uS9Wfi+js33f/LL2x8n/Lo9Gn1SPGx3pCruWF92gutt3EgkGHuZl6L46UI32V3SVCrErwRVefFs9dluxwj0BTm4YwY2bh/Cgv/O2SRFxmLGFylwjxmI2+1wI+D3+7NMlm1s9omTIZTNNGQxz8PB6Kr7sEde19qGzpHXQC8Vi6ZX44bnw/Az9n1uKy6UHQ6PSobe+1Wng0MfWfbBpm5iEwdKDKlkCFi7mCqbGzD56uInMQy/Iza6heq1KRAI+ujsOjq63/bqJ93bDNuAhleYEsl4qsMg8FvLNBT8NQorPTloeqmrJVtmx6rvdumgnL0zCZRIjKlh7UtvfCX249eNB0GOsfrFwSe/baytPV0N+utl2Fr49V4smNuZgf5WkVkLBs4zFY2TJgaO/x/Ylqqz5uJsFKKQrqOlFY3wkhn5k/py23eUao0lzpMhbXeyEeUvxwshprX91nLrW8NNX5QUFHmXqaF9Z1Dgwe9ukczr4eyetGeruiuLEb0T5uAxJjlK4ifHjLLIefz/QR2r+Fx2CUUkO5P8cNHKhpi+ncaWd+PQQ8ZjMgmWox0MWRVkZiAR/BSqk5aB7jJ4NSathf+2+Ti5CPXo3OqclBPjIx9liUrWt0+gGJPz7G88GWbjVOVbTh4jH6ezVdax0sbrYKHp4dwGf9fk3Vht1qnbllmamE3FU88sxDP7kE9y6JsrrPTSzAF3fMwax/7sDhkhbcMDcMxY1d8JaJR7RQbkq8kor4Vm0JBkPBQxvEAj4C5C7YZPzQtre6Eecnw6HiZuj0HLr7nFe2DBiixVo9h7f2FNtdCeLxmDGYN7LJVo5ijOHhlTFWAziGkh6qNPc8Mw9McVLmYf+JpKZMoTgbmYcAsDR2YODVGaaHeuD9m88GcyxLRYUCBiGfBxch33wy36EyZPPY6idgmiRtmJY0sos9D1fRsKfoDuXDW2Yiu7rd6c/rTItivM3BQ2cECRID3FHd1mtVnmYSqHAxBw/H2rI4HzyxMRd5tR3YkVePVYl+dsuRTZ9RTV1qzAwbm99VpLcbjpS0QK/nrAJSpobsYRZlcM9cmogN6YGYE+k57M/FlfG++NvPpwHYbwz/yOpYi+BhD3R6Di3dfeYTnNWJfojzk+H5Lfno0+od7mdl2TLAMkswzs8UPOzEklgfNHf3IczixDDK++xnj5984EWjVMRHS7dhyIg9pknGz/6aj/ZejbmXj+VFg6lsubNPO+g+aSrN6n9xasriaOhU4WBxE26eF2Z1sWL6DL33M0P2YKIDQQ7AkI240pjBmPO0j80TGKVUBAGPoaGzz/z342jwEDD02g0zliwD1v0BLbOyLLPHTdkdYxE8XJXoi10FDXh6XeKQj/WWic0n2YMN0xgJX3cJ/rl+GnzdxXj6p9PIKG3B7QsjzH27op1QIjoUf2M2bvgYLVz0p5DaLt9UWgUPp/7p7TuDTMW2x3S+ZQrQSYR83DA3zKHvvWEE/cMcITSW3J4y9k8eTt/twfi6S1DT1ouatl5clOw/9DeMgYXRXoj0dsU3xytx2fSgAT3sLCmlIpQ1GwayuYr4dqt3nCVQ6YITxp95U1ef1THN8t8jXVy37JtpWT2jcBGaF7J71Dqr92nKUrccpDKYAWXLFucT/Us7zZmH7aoBE8P/cmEC/vBd1oCsMks8HoOPzDA07EBRE+L8ZMYA5dnXseyZOFRA1xSYtNU6ItZPhi25ddiYWYPZ4Z5W53Y+MkMP66RAOQIVhooPZ1a2maxPC8QPJ6vR0NmHH+6dZ5jCbaP903iJ8ZWBx4AnN+Xgyupg3L8syvyz73ZydV9/S2J9UNxYOmQrJ0eYgoY3Ovi5CxgWbzykIjR3qwdUqNhiuk7Mqe5ASrDC5t/imiQ/XDs7BP7DSGy6LD3I3BIkzk9mPl/pHzyUCPnoVevtBtNGwlsmRlefFj1qLaQigc2eh6btOFjcjM4+rblnubOFe7kiwssVW3PqzMdFrU6P/+4x9Bq0FSw1taUwLSqYPhNNCw6+7mKH+gk7wjRd+liZ4Zpsf1ET5o+wjUCEtxveuWE65kZ6OrzoSj0P7QjxkELPGX75toIIgOGDrq5DhfgntqCmXeXUDzZTD5a2Hg2Wx9sPft0wJxRxfhP3YW9PeogCte0q1LT1OrnnIW9A5uGh4maEekqdPo1suKx6Hhrfq0IqNPdcqzAGWeytRpk+/IcamDKeonxkWJ8WNNGbMaiVFmWXztgHr5oZjDg/Q2l+f4HG7DpnrLINZYXxfd38QQY6VNpBJyxGeLmaL5bHKtAb6W3o3/PaziKr+01lS5aZDD4yCVYl+o1onwzxlGLXI0vw8a2z7O4Lkd5uKPnnBVgU443y5m609qithpxIhHxcnBKAkqZum1O67TEFD0V8ntXEaoVUhAhvVxw0Tk409Dw8ezJlGTi1daJmyjywlXVsYuqr8+HBMvxwshpvGU9SLEtfZBKBucH5YL9n0wlf/88a04nB7oJGaHTcgIzi/hf1ESMYbGBv5ZPHMwxgaujsQ251B5RSoUNZ1qay2+q2XsyLPHtyZBk8tOy9ZlluPt14Ytm/ZMwZvNzE+N+NMwZcpNpiGZQei3Yj184OwfJ4XyyI9sL+oiaoNDoU1ndBIRU6lMUwWqYhUs7ugTVcHudY8HAk3rt5Jm6cG+rwMI7x4uMugVqnB2OAr9w5f5N+7hKcru2AVs8NK8vHmRhjWBLrg5MVhpJs0+ezrSCVp5shQ7e5y7Hpp6MVqJCivVdjyFbv7BvwWfDylSlQSIVWE1qHw9Qv2NT/y8TTVYQmYwZRr9o6Y0xhLFs2DTSTDhGAM5Ue11hkHtp9rMQwrbe2rXdAyeiKBF8cf2LlkMFKf7kE+4uakFXVjg3pgQOCMsPJPJS7CPHBLTPx6W2zB3xtfpQXOM6QEbq0X2XZd/fMwye3zYJEyDdPE1b16/XuDItivPHylSn47p55SAtRIjlI4fR+2cMhdxEiPUSJypZevPRbIb47cXZQZ0u3esx6+wNnB+c5o0dwlI8M+X9bgwumDW9Bw5S578hnt+V22uv7yBjDP9dPG9BfcTC3LgjDJakBeP7yZPjLXWDKQ+/fi99FZChb7nNq5qFhnzW1XNHoBvY8NG3H1lxD8kD/wTPOwhjDmiQ/HCppNvclzanpMA9rsRXPkIoE6FZr0avRQSTgmat2Qj1d8fnts7Hn0aVOrVgzxVl2FTSgqUs9aDXSUFYl+g2rWoOCh3aYosMzwpR2LzxM2T6mjAJnBg/DPKXmXj4r420PSZjMZocbLuYOFDVBrTN8/DjSd3Aokn5ly7vyG7C/qGlEJa/OZrnyYvrQsGwcbWpMHGxnkpHpJGUkZcvnsxmhSvxjfRI+v2P2kMM5HLE83hdbHlpk8/dk+lwYy36HJv5yF9y1KAL1HX1gzJDhYA+Px8yTO11GUN7kCNMiyr+3F1pNHjaVDY9k2IM94V6u5gsTe3g8Bn93Q5bA2UmSZ/cdy6y5WAdXk00nL15uogEH+SUxPjhc0oy2HjW61TqrsmXLg66tMlHTif9g03TlLkJzwNJdIsBvp+sh5DOrgKObWIAaYzP4wYYamEqe+w80MB2jtuUaSl36Z2T2f88RQ5TjDpcpoyKzqg3JQQqHTqRifGUI85RiRqgSv1t59iTY8nPSMoPR8vcyzxjMsmwKPxEsg+D9ex460wVJ/uhR67AzvwFn6jsR4+NY/5rRMpXnLI4d+/YWg7HMQJ3oxcSJkh6ixDOXJI3L7304TPurt9vISqtssWwRkRo8thU4g5kZpkSfVo/s6nbk1Bj6L9vqwe3hKkJrj2bMehP3Zyqdrm7tRWNn34CMpg3pQTj15CqrCa3D4eEqQvZTq7DtoUVW94d6uqKmXYVetc4wTNLi+X3dJahtV+FERSsCFS5DLuyYjlmmnoeDBZBMmYcNnX3mKbfD5SuXoLGzDyIBDxvSBy6cW35+O/J3vDTWx+a5kWVF2yX9Si+DPaTmhb1pgYbHVbaOzTFsQ3rQiCaNj5WHV8YgUOGC5CA5ntyYg+q2XhQ1dOFYeeuIM6scsTrRF3+5MB6/G0aF3WBG0mYgfRiLnRIh33xNbau/6kjJJEK8enWa+Zra1D+8f+s2U9myaTCqMz7Tza1tTMFDrf3Mw2259VBKhUO2jBmN6+eEQshneHmbIRPTNEH+67vm2jy+uokF6OnToVetG3AdNi/Ka0R/E4MxJRx8crgcwODJCc5GwUM7eMY/DNOoa1vmRHjgwB+XmTOf3Jy40s0Yw/f3zsdfLowfs7TcsRTnJ4OXmxj7zjShu08LscA5PeLEAp75w+pAURNu++goonzczCV+EykhwB3zozwxP8rT/F4VUiHae6yDh/aCLC5CPlyE/DFNzT8XMcZw3exQq6yksWIqOW/oHNjDZiz8YU0c3r5hOj65dfaQB56b5xl6Wo5VcGJ6qBIvGZvPm3qiAMCZ+i54uYmcXo7pCG+ZGE1dfeZJY5YXZJYTNB2dCmr6iJodMfDxKxN8odaeLVuwl/lna5DCh7fMxPVzQobMNvn5gYXY/vAiXGM8URML+Fa/d8vPhsEyD00LWv3705r6RxXUdyI1WGHzQuzbu+easyucnbXmLZOgvLkbhfWdSAly7ERH6SrC7keX4tt75lkFaRlj+PmBBdj/h6XWjzcGkCK9XSeslLE/y1X7sQwazInwQJDSBfd+dgLHyluR7ODPeLT+e106/n1VyoiGfTlTsIcLFkZ7YUW875j3eiTDY9oHhjNAayiW/eqcMcF5pExN84+Xt+BUZRuCPVxsftZ7uIqh03MoqO90qDRxtEyZ5FWtPcayZed/9sgkQvMQKxPTQJzSpm7DhbRFtl+cnzu6+rTYU9hontQ+GAHf0OdWq+cMfcUGyXCyPAcZaWn88jgfuIkFuGluqM3fkWIYZcuDEfJ5+PLOOdjz6JJB/xZmhCmxIT0QT16UMOLXmkrmRXnhwB+X4Y1r09Gn1eOjg2V4b38JxAIebhpkOv1oCfg83L4wYkIXnRYYEwQczZr/7PY5eO+mGVgxhglGL16Rgh/vmz9gIr2LkI9e9dmeh84oWw6w+LwCTANTrOMGgUoX8HkMap0eSYHyMV0kC1C4YHWiH44Ye8+bqgjtnXtLxXxD5qF67PpzWor1lcHLTWQemtO/3/pYoiiFHQ8sj4KfXDJg0p4lxhgCFS7mScimkdnO4ieX4PaFEUM/cBLi8RiWxHrjl6xaeLqJnNJHArAemPLC1gKEerrix/vmT4qAm0wixGe3z7G6T+EiQkmTYchEc1ffoMFBiZAHX3fxpMsYIGeN58oOYNiPBitXtjQ30hM/3jff3J/P2RhjuGx6EL4/WYWjxn6mAHCktHnCVq593MXQczD3d7M8CfeWibEhPRAr4n0dLndZmeCLjw+V40EbZR5zIjwwN8ITb+8pAQC7A7JsnVgsifWxutC1x1S28n/Lo3G0tGVA2YvlAtVgQai/XZqExafrB/wtBFv0W7GVVQEYLoSf3ZCMuz89jhSLhtvO4OMuxvY8Q4P96UMM3nKErf1xdrgn7l8ahdsWhEMqEuDlK1OcfmweLsvgoaNZsCMh4PPw9LpEPPDFSVw+PchpWRRDCfNyHRBAmAhiAR+f2CgRJBNv7TR/fH2syqnBc9MChJ+7ZFyqAezxchMjUOGCrKp2nKpoQ7qd46EpW7ylW22uFBhLpqycjNIW9Gn14xbcNwUPS5q60NPvQtqyN3n/jDt74vwNLaL6l072Z5ltONIL6Q3pQVifFmj3PDzA4jWGKlseyhwbi5T9Cfk8vHxl6qheZyoK9pBiTZIf/revBBwHXDd76MXXqW5prA8+uW2W3cGI/Tn6uNEIULjYbM0iERn6+Zt6HjqjLVmQ0gWMARXNhizjrj7tgAw+sYCPEA8pSpu6zQMSx1KYpys2ZdagT6tDh2mIoYvt6wlXkQDdfYay5bGqALPE4zHMDvfEL9m1cBXxIRvHOMjER1wmqSCl1OETb1PwsHGcspGmiodXxuDX7FpUtfZi8RAliI4yZR5qdHqcru3AzfPCJkXg0B65i6E5NAB09GrtfugAhtIvpZSSgSczZwXBx4q94U7OFOMrw5cZldDrOVS39aKqtRe3Lxj+JG9nMF1MmIYmebv17+mUOqzni/d3x7G/rLD5NcYYrpkdgkMlhr6HM/oNqtr+8CIU1HU5JfgvFQnw/b3zB9wvs8o8tH8iHahwwU3zwgbcL+Dz8L8bZ+CV7YW4OMX+wtiaJD9kPrnK6ZOBLQfGOLPUxpKLiI9HVsea/99ekHQ8KaUiLI/zwRUzgsd8cWh5vC9yn15Ni1BkUlka64Nv7p47ZABoOBhjyHh8OQS8iT9vSg6S4+esWgDAA3bKKy0XltanBY75Nnm4iuAvl5grBRyZ8u0MpqBlSWM3ejQ6q4zAOD8ZGANifGQO92uP9nHD7oJGzBpiwSnEotXMSMuWgYHtOyxZZjQ7uwyRWHtmXSJkYgF6NTo8tGJ8FsImWv8+1JOVi5CHhg6dcagJGzC8aCQkQj783CUobzG0Qipt6rbZvsiU5WhvSKozhXlJwXFAZUuvefipvexUVzEfTV19A7Ktx1K8vwy/ZNdCJhGO6znf5I26TCGXTw/CsfJW3LloamYJjpUAhQtWJfjix1M1wx5Pbo9EaBiYUljfCbVWP+6ZYMOlkJ7tedjZpxm0IenjF8ZPaLNiMrTxGJQy2cX6ytCr0aGqtRdHSg2BtLnjUDJui7exR+Hpmg7DkJNBgvPOsMSip1v/fTnKR4Yon7E9mbHMPFSMsEx8ZYKv1ZAhe5wdOASAy6cH44mNuQjzlJ5XF148HsN7N88ct9ejwCGZjPq3UXAGU5/aiTYtSI7NOYYm/hck2V6YmR3hgf9bHo3l8T5O6c/siMQAd2zPazD+e3zOl6UiAXzdxahs6UGnSmPu32762s3zwoYMBFoyVRQMFfwM9jgbMAwYwxK+pEB35FR3jEtp4vnM002Mf12WPNGbQWyQCI0DUzR6p/WwBQwZpxXNhs+Nhs4+cxazJR93CfLrOp0WVxiMqc1YeXM3Ono1EAt4ds9dXUUCdI1j5iFwNqGlQ6UZl9czoeChE7iKBXjtmrSJ3oxJ6S/GPh2O9DZxhK9MgpYetbnGf7ABBJOBXCqEWquHSqMzZB4O0stiLE6sifP9/MACaCe4DHIiRRsPVgX1nThU0gwPV5HdifRjzZTFkl/XiVBP6ZgHTdwlQvz7qhSEe03M+3UTGwJ6jMEpK73jzUXEx77Hlp5XgUNCyLlvXUoACus6kRKssLvwIhbwx62VgEligBzb8xrgL5eMa1/iAIULSpu6UdHcgzX9Wq/89eLEYT3XjXPDoOcwZG9zy/c30iEwjvjyzrnIqmwb09cgZDIzDUxR63ROTaoI9ZBid2EjSpsM2YcRNs61n78sGV8fq0TSOCyGhJmDhz3oUGnMfcNtkYr56FHr0KPWOdy3crRM2ds9at24vJ4JffKRMeXlJsYrVzsvsLoiwRcv/VaIF7YWwMNVZB5gMVkpXAyry209GnSqNOO22kzGzmTPdh1rscayo5zqdhwubsacCI8Jy3SyHOgxXiXl69MmrgxWYAwYTuWFBnvT5gkhZKoKUkqdeq7rLNfNCUGnSotpQeNTsmwSqHAxl3GP9pzJRcTHPUsih3zceJ2HuIkFmDeGk38JmewkpoEpWr1T+h2aJAfJ8c3xKvyUWQPAMPiuPz+5xGZf8rGglAohEwuMmYfaQRdgXMWGnocqjc6p7TkGE2TsY37r/PFtHUXBQzKlxPnJEOHlipKmbswO95j02TemybdtvWp0qLQIsTNpmZCpwk0sQIyPDK/uOAMAeGQMJ70NRSLkI9RTivLmnjEbFDOZKI09s64zTmMmhBBC7PGRSfDkxeM/qddy2vF4ZAiZ/OeaNOjP48oQQsaDi4gPlUaPPq0e4lEODrJ0cUoA/vZLHv63rxRK6cBJ7uONMYZQLynKmnug03ODVg+6igTo0+rRqdKOW0sDHo+h8O9rIeSPbyyEGniRKYUxhrsXG1Yg00MmZsLrcJj6krX1aNDRqxm3VGZCxlKsMVAXpHTBxSnOaUkwUqa+J6NpkD5VrIj3wW+/W4RLUse+2T4hhBAyEpYTWi17EY61dSkBuHQchtEQcj5zEfKh1unRo9Y5NfNQIRXh2lmGxfEV8b6TYg5AqKerIfNwiLJlU2CxvkM1bgNTAEMv/vGu/qJIBplyrpgRBG93MeZP0JCG4TD1vjGULWvtTmkiZCpZmeCLTZk1eOmKlAk/uP/lwng0d6uxIsFnQrdjPDDGzD0nCSGEkMnIVHWzPM6HBjgRco4xDQRp79U4NfMQAP6wJg5CPsNN88Kc+rwjFeYpxdacOvjqOPMkeVtMbcm0eg4uwnM7vHZuvztyTmKMYWns1AgUmPojNHSqoNbpKfOQnBMuTgnAinjfcV1dsyfC2w0b75s/0ZtBCCGEEABLYnywIT0Qf1wbN9GbQghxMonx3L+jV+P0El0XER+PXzj+rRbsCfVwhVbPobqtF9f72R/aZDkoy0U08RmTY4kiGYSMIdNKRGVLDwAMmvJMyFQyGQKHhBBCCJlc5FIhXr4ydaI3gxAyBiwzD5Xn+CDQRTHeWBHviygfN9y5KMLu4xTjNO19Mji33x0hE8xVxIeAx1BhCh5S5iEhhBBCCCGEkClGYixVbu/VQCQ4t7Ps/OQSvHvTjCEfp7AIopqCq+eqc/s3TsgEY4xBIRWisqUXAKhsmRBCCCGEEELIlCMz9u/vUesgPseDh46yzDy0HBh1LqLfOCFjTO4iRF2HCgDO+SaqhBBCCCGEEELOPcHKs8Gxcz3z0FGWbclCPKQTuCVjj37jhIwxhVSElm41AOoTRwghhBBCCCFk6glSSsEzDlEXC+i6FgD4vLNT5YM9KPNw0mGMXcEYy2WM6RljQxeiEzKBLFOZz/U+CIQQQgghhBBCzj0iAQ8eroYef+4uVFHXn6ms+1w1JYOHAHIAbACwd6I3hJChyCl4SAghhBBCCCFkimvqMlTUrYz3neAtIeNtSoaLOY7LAwzDKAiZ7NwshqRIRFM1Xk8IIYQQQggh5Hx2SWoANp6qwewIz4nelEnjo1tnQcA792NTUzJ4OByMsTsB3AkAISEhE7w15HzkKj67m1HmISGEEEIIIYSQqejFK1Lwj/XTrHr9ne8Wx3hP9CaMi0kbPGSMbQfgZ+NLj3Mct9HR5+E47h0A7wDAjBkzOCdtHiEOc7MIHkooeEgIIYQQQgghZAoS8nkQ8qma7nw0aYOHHMetmOhtIMQZLIOH9EFLCCGEEEIIIYSQqYQiGYSMMcuyZUIIIYQQQgghhJCpZEoGDxlj6xljVQDmAviFMbZ1oreJEHvcxFSqTAghhBBCCCGEkKlpSqZEcRz3A4AfJno7CHEEZR4SQgghhBBCCCFkqpqSmYeETCUUPCSEEEIIIYQQQshURcFDQsaYGwUPCSGEEEIIIYQQMkVR8JCQMUaZh4QQQgghhBBCCJmqKHhIyBhzE1HwkBBCCCGEEEIIIVMTBQ8JGWOuNG2ZEEIIIYQQQgghUxQFDwkZYwI+7WaEEEIIIYQQQgiZmiiqQcg4mR6qnOhNIIQQQgghhBBCCBkWasZGyDg49eRKSIRUvkwIIYQQQgghhJCphYKHhIwDhVQ00ZtACCGEEEIIIYQQMmxUtkwIIYQQQgghhBBCCLGJgoeEEEIIIYQQQgghhBCbGMdxE70N44Yx1gmgYKK3g5ApzgtA00RvBCHnANqXCHEO2pcIcQ7alwgZPdqPyFQWynGct60vnG89Dws4jpsx0RtByFTGGDtG+xEho0f7EiHOQfsSIc5B+xIho0f7ETlXUdkyIYQQQgghhBBCCCHEJgoeEkIIIYQQQgghhBBCbDrfgofvTPQGEHIOoP2IEOegfYkQ56B9iRDnoH2JkNGj/Yick86rgSmEEEIIIYQQQgghhBDHnW+Zh4QQQgghhBBCCCGEEAdR8JAQQgghhBBCCCGEEGLTpA0eMsbWMMYKGGNFjLE/Wtx/v/E+jjHmNcj3/8n4uALG2Oqhnrff94oZY18ZH3OEMRY21PMSMhlNxv2IMRbGGOtljJ0y3t5y4lsmZExM8L60iDF2gjGmZYxd3u9rNzHGzhhvNznjvRIylibxvqSzOC5tcsZ7JWSsTPB+9DBj7DRjLIsxtoMxFmrxNTomkSllEu9LdEwikw/HcZPuBoAPoBhABAARgEwACcavpQEIA1AGwMvO9ycYv0cMINz4XPzBnrff998L4C3jv68G8NVgzzvRPy+60c3WbRLvR2EAcib650M3ujl6mwT7UhiAZAAfA7jc4n4PACXG/yqN/1ZO9M+LbnSzd5us+5Lxa10T/fOhG90cuU2C/WgpAKnx3/dYnN/RMYluU+o2Wfcl4//TMYluk+42WTMPZwEo4jiuhOM4NYAvAVwCABzHneQ4rmyI778EwJccx/VxHFcKoMj4nHaf18b3f2T897cAljPG2CDPS8hkNFn3I0KmmgndlziOK+M4LguAvt+XVgP4jeO4Fo7jWgH8BmDNiN8lIWNvsu5LhEwlE70f7eI4rsf4v4cBBBn/TcckMtVM1n2JkElpsgYPAwFUWvx/lfG+0X6/3edljD3DGFvX//s5jtMCaAfg6YTtImQ8Tdb9CADCGWMnGWN7GGMLh7FNhEyEid6Xxmq7CBlvk3VfAgAJY+wYY+wwY+zSYWwTIeNtMu1HtwHY7KTtImS8TdZ9CaBjEpmEBBO9AZMFx3FPTvQ2EDLVObgf1QII4TiumTE2HcCPjLFEjuM6xnjzCJky6JhEiHMMY18K5TiumjEWAWAnYyyb47jisdw2QqYKW/sRY+x6ADMALB7/LSJkahrGvkTHJDLpTNbMw2oAwRb/H2S8b7Tf7+jzmh/HGBMAkANodsJ2ETKeJuV+ZEztbwYAjuOOw9ATJGYY20XIeJvofWmstouQ8TZZ9yVwHFdt/G8JgN0w9LsiZDKa8P2IMbYCwOMA1nEc1+ek7SJkvE3WfYmOSWRSmqzBw6MAohlj4YwxEQzDFoYzZWgTgKuZYdprOIBoABnDeN5NAEwTwi4HsJPjOG6Q5yVkMpqU+xFjzJsxxgcA42paNAxNtQmZrCZ6X7JnK4BVjDElY0wJYJXxPkImq0m5Lxn3IbHx314A5gM4PYztImQ8Teh+xBhLA/A2DMGOBosv0TGJTDWTcl+iYxKZtMZzOstwbgAuAFAIQ1bS4xb3PwhD3wAtgBoA79r5/seN31sAYK0Dz/sMDDsuAEgAfAND09MMABFDPS/d6DYZb5NxPwJwGYBcAKcAnABw8UT/nOhGt6FuE7wvzTS+RjcMWfC5Fo+71biPFQG4ZaJ/TnSj21C3ybgvAZgHIBuGiZjZAG6b6J8T3eg22G2C96PtAOqN53GnAGyyeBwdk+g2pW6TcV+iYxLdJuuNcRwHQgghhBBCCCGEEEII6W+yli0TQgghhBBCCCGEEEImGAUPCSGEEEIIIYQQQgghNlHwkBBCCCGEEEIIIYQQYhMFDwkhhBBCCCGEEEIIITZR8JAQQgghhBBCCCGEEGITBQ8JIYQQQgghhBBCCCE2UfCQEEIIIYQQQgghhBBiEwUPCSGEEEIIIYQQQgghNlHwkBBCCCGEEEIIIYQQYhMFDwkhhBBCCCGEEEIIITZR8JAQQgghhBBCCCGEEGITBQ8JIYQQQgghhBBCCCE2UfCQEEIIIYQQQgghhBBiEwUPCSGEEEIIIYQQQgghNlHwkBBCCCGEEEIIIYQQYpNgojdgPHl5eXFhYWETvRmEEEIIIYQQQgghhEwax48fb+I4ztvW186r4GFYWBiOHTs20ZtBCCGEEEIIIYQQQsikwRgrt/c1KlsmhBBCCCGEEEIIIYTYRMFDQgixQ63Vo7tPO+B+rU6PvYWNqGzpmYCtIoQQQgghhBBCxg8FDwkhxI7ff5OJxL9uRUOnyur+v/yYgxvfz8DqV/biTH3nBG0dIYQQQgghhBAy9ih4SAghNrT3avBTZg0A4K3dJeb7s6ra8OXRSqyI94WLkI8/fJcFjuMmajMJIYQQQgghhJAxRcFDQgixYVd+AwBAyGfIrm4z3/+/faWQiQX491Up+MOaOJyoaMNPWbUOPeev2bW44+NjaO7qG4tNJoQQQgghhBBCnI6Ch4QQYsOx8ha4iQW4ckYw8mo7oddzqGrtwa/ZtbhmdghkEiEumx6EBH93PLc5HyqNbtDna+rqw72fncBvp+ux7XT9OL0LQgghhBBCCCFkdCh4SAghNpwob0NqsALTAuXo6tOisrUHHxwoAwNw87wwAACfx/DERQmobuvFe/tLB32+bblnA4YHi5vHcMsJIYQQQgghhBDnoeAhIYT009WnRX5dB9JDFEgKlAMA9hY24suMClyU7I8AhYv5sXMjPbE4xhsfHyqDVqe3+5ybc2oR7uWKS1IDcKSEgoeEEEKIM+j1HP7+82m8tK0AverBqwAIIYQQMjIUPCSEnNdq2npRUGc9MfloaQv0HDA7whPx/u5wlwjwxMZcdKt1uH1hxIDnuGZWMOo7+rDvTJPN12jtVuNgcTPWJvkhzs8dDZ196OrTjsn7IYQQQs4nHx4sw7v7S/HaziL8/ptTE705hBBCyDmJgoeEkPPWvjONWPXvvVj76l58e7zKfP+BoiaIBDxMD1WCz2NID1UCABZEeZkzES0ti/OFh6sIXx+rtPk6P56qhk7PYW2SP0I9pQCA8ubuMXhHhBBCyPlDr+fw7r4SzI3wxO9XxuDX7DqcrGgFABwsbsKdHx9Dfl3HBG8lIYQQMvVR8JAQcl7KqW7HnR8fh5ebCAEKF/xrcz561TpwHIedBQ2YGaaERMgHANy/NAo3zg3Fq1en2nwukYCH9WmB2J5Xj5ZutdXXetU6vLGrCLPDPZAU6I4QD0PwsKK5x+px+840orGTpjATQgg5d7y3vxR7ChvH7PkPlzajpl2Fa2aH4NYF4ZC7CPHO3hIUNXTilg+OYtvpetz24THo9NyYbQMhhBByPqDgISHkvNPQocLtHx2DUirE13fPxctXpqKpqw+fHSlHbk0HShq7ceG0APPjZ4R54JlLkuDpJrb7nFfMCIJGx+HHk9VW9/+UVYOmLjUeWhEDxhhCTJmHLWeDh19mVOCG9zLw5x+ynfxOCSGEkIlR3tyNv/18Gje9nzFm2X9bc+ogFvCwMt4XrmIBbpgTis05dVjzyj64iPj468WGoWbUa5gQQggZHQoeEkLOO//efgatPWq8d/NM+MgkmBXugYXRXvjv7mK8t78UIj4Pa5P8hvWccX7uSA6S4/OMCugtMhy+zKhAlI8b5kR4AADcJUIopUKUW2QefnnUUO58sqIVHEfZEYQQQqa+X7PrzP8+VOz84B3Hcdie14AFUV5wERkqBW6ZH4ZQTyk4AP++MhXXzAqBq4iPX3Nqnf76hBBCyPlkUgYPGWNrGGMFjLEixtgfbXz9YcbYacZYFmNsB2MsdCK2kxAy9XSqNPjxZDUuSQ1AvL+7+f6HVsSguVuNH05W44oZQVC6iob93LctCEdRQxe25BoumKrbenGiog3r0wLBGDM/LsTTFZXGzEOVRofcmnYopUI0dalR1NA1yndICCGETLw9hQ1IDHCHr7sYmZVtTn/+suYeVLf1Ykmcj/k+Tzcxtv1uEfY8ugRL43wgEfIxM9wDh0tanP76hBBCyPlk0gUPGWN8AG8AWAsgAcA1jLGEfg87CWAGx3HJAL4F8Pz4biUhZKrKKG1Br0aHS9MCre6fHqrEHQvDsSEtEA+vjBnRc1+UHIAIL1f8Z8cZ6PUcfsmqAQBcOM3f6nGhHlKUtxgGpmRXt0Oj48xTnE/XUmN3QgghU5tWp0dmZTtmhnkgJUiBzKr2YT+HTs9hc3Yt9hQ22szKNwUkp4core4XC/gIUkrN/z8nwhNFDV3UV5gQQggZhUkXPAQwC0ARx3ElHMepAXwJ4BLLB3Act4vjOFPN32EAQeO8jYSQKepERSv4PIbUYMWArz1+YQJevip10N6Gg+HzGO5bGoX8uk5sz6vHV0crkRaiQJiXq9XjQj2lqGlTQaPT43i5YSrkhvRA8BhQTJmHhBBCprj8uk70anRID1UiJViB0qZutPWoh/5GC3/6Pgv3fHYCN72fgQ8Plg34+qnKNrgI+YjxdRv0eeZEeAIAjpRS30NCCCFkpCZj8DAQQKXF/1cZ77PnNgCb7X2RMXYnY+wYY+xYY+PYTXsjhEwNJyvaEO8vg1QkGJPnvyQ1ACEeUtz5yXEUN3bj2lkhAx4T4iGFTs+hurUXx8paEe7lCn+5C0I8pChu7B6T7SKEEELGy4kKw8JYeojCvFiXNYzswx159fj6WBVuXxCOhdFeeHlbITpUGqvHnKpsw7RAOQT8wS9nkgLc4Sri4zANTSGEEEJGbDIGDx3GGLsewAwAL9h7DMdx73AcN4PjuBne3t7jt3GEkEmH4zhkV7XbzDp0FgGfh3+unwaFVIgV8T5YnzZw7SPU05CJWNbcjRMVrUg3llxFertRz0NCCCFT3vHyVvi6ixGocMG0IDkAONz3kOM4PLs5HxHervjD2jg8vDIGnX1abMk5O4BFrdXjdE0HUkMUQz6fgM/DjDDqe0gIIYSMxmQMHlYDCLb4/yDjfVYYYysAPA5gHcdx1MSEEDKkqtZedPZpkeAvH9PXWRDthYw/r8A7N8ywmRER7WMosfrmeBVautWYFW4MHvq4obSpGzo9TVwmhBAydZkWxhhjcJcIEentisyqNoe+91BJM4oaunDfkigI+TykBisQ6inFplM15sfk1XZArdMjJUjh0HPOjzL0Paxu6x3BuyGEEAIAJyta0d6rGfqB5Jw0GYOHRwFEM8bCGWMiAFcD2GT5AMZYGoC3YQgcNkzANpIhqDQ6nBqDyXqEjEZujWEYSUKA+xCPHD2RgAcej9n8mtJVhFhfGX7JqgVjwLI4XwBAlLcb1Do9qlp7bH4fIYQQMtk1dKhQ2dJrzqoHgJRgBU5VttscfNLfV0crIZMIcGGyYdgYYwyXpATgYHETGjpUAGA+x0wJdmwx0HSc3ZlXP5y3QgghxGhXQQPWv3kQV7x1EBqdfqI3h0yASRc85DhOC+B+AFsB5AH4muO4XMbYM4yxdcaHvQDADcA3jLFTjLFNdp6OTAC9nsO61/fj0jcO4KSx5w0ZW7XtvZSt5oC82g7wGBDrK5voTcFMY7bhjFAlvGWGAS2RPoZy5uJGKl0mhBAyNR0y9hY0DSoBgNRgBZq6+lDTrhr0e9t61NicU4f1aYGQCPnm+9elBkDPAT9n1Rpeo7gZAXIJAhUuDm1TpLcrwjyl2JFPOQeEEDISz23OBwAU1ndhdwHNkjgfTbrgIQBwHPcrx3ExHMdFchz3D+N9T3Ict8n47xUcx/lyHJdqvK0b/BnJeCpp6kJhvSH4sZNO0sbcV0crMPfZnXhha8FEb8qkd6KiFTG+MriI+EM/eIzdMj8cdy6KwH+uSTPfF+FlKGcubqChKYQQQqamQ8XNcJcIrLL8TeXFQ/U93JxTB7VWjytnBFvdH+UjQ4K/OzZm1kCr0+NAcRMWRnuDMdsZ/v0xxrAszhcHi5vRo9YO6/0QQgxUGh0aOgdfACDnprzaDuTXdeKJixIgEwuw/fT4ZnFzHIeNp6rx7K956NPqxvW1yVmTMnhIpraTFW0AAKVUSKsSY6ysqRtPbMwFALy3v4R6UAxCo9PjeHkrZod7TPSmADAMR/nzBfHwl5/NmlC6iuDpKsKZhs4J3DJCCCFkeKpae7D9dD06VRpsz6vHvEgv8C1ad8T5yyDi84YMHu7Ia0CgwgWJNtqLXJIagMzKNry1pxidKi0WxQxvEOLyeB+otXocKKKpy4QMV2u3Gkte2I2lL+xGW496ojeHjLMfT1ZDwGNYnxaIRbHe2FM4vtf4b+8twf99eQpv7y3Bq9vPjOtrk7MoeEicLrOqDW5iAa6eFYK82g5aHRhDXx6tBMdxeOmKFGh0HHKq2yd6kyatrKp29Kh1mG1RRjUZJQS4I6uKfo+EEEKmhqKGLqx9dR9u//gYpj21DU1dalw1yzpzUCzgIz7AfdB+2CqNDgeKmrAszsdmRuGVM4Lh6SrCi9sKEeopxapE32Ft54wwJUQCHo6UUPCQkOH6/mQ16jpU6Fbr8EVG5URvDhlHGp0eG0/VYHGMNzxcRUgNUqCuQ4WW7rEJInMcB71FO67uPi3+s+MMVib4YnWiL74yXv+S8UfBQ+J0pyrbkBwkx7RAObR6DoV11L9trBwoakJaiBILor0ATN1eefUdKrT3jG3W5LbcOgh4DPMiJ3fwcHqoEgX1nehQURYpIYSQye/NXUXQ6jj85cJ4RHi7YkN6IBZHD8wKTA2SI7u6HRqdHltyavHXjTnIr+swf/1IaQt6NTosi/Ox+TpKVxHevWkGrp8TgjeuTYeQP7zLGLGAj7RgBTLKWob3Bgkh+DmrBgn+7kgJVmAHDR46b7T3aHDvZydQ16HCNbNCAACxfobe8Zaf3850x8fHkfrMNmzNrQMA/JJVix61DncvjsDiGB80d6tR1kzDJScCBQ+JU6k0OuTXdiI1WGEuOcmtoSyqsdDWo0ZOTTsWRHnBRyaGm1iAooapFTzkOA73fHocs/+5A7Of3Y6fMmusvt6h0uDRbzJx+0dH0d038h5FHMfh15xazI/ygkIqGu1mj6kZoR7guLPl/4QQQshk1dajxk9ZNbhqZjBuXxiBnb9fgpevTAWPNzBzcHGsN3rUOjy5MQf3f34SHx0qxyWvH8DXRw1ZTDvz6iER8jB3kEW+tBAl/n7pNCQFOjZlub/Z4R7IqW4f1TkFIeebqtYenKxow0Up/pgZqkR2dTvUWpq2e67jOA4PfnkSu/Ib8ORFCViRYMj2jvM3BA8L6pzfZmn/mSZsz6tHh0qLP36XhYZOFb46VolIb1ekhygxM8wwcPJoKS0CTQQKHpJR0+r0+N/eEryyvRDZ1e3Q6jmkBisQrJRCJhYgt8b5qxL7zjTilg8yUNly/q46FDd2geOAaYFyMMYQ6eM25TIPj5a1YnNOHS6fHoRoHxn+uikXXRYn9E/8mINvjldhe14DntiYg161oaSpa5gn/XUdKlS29GJp7PD6I02E1BAFeAw4Xk6TygkhhExuW3ProNFxuCw9aMjHLonxQZinFF9kVCLEQ4qdv1+MGWFKPPZdFu7+5Dg+OlSOZXE+VlOWnS0tVAk9B2oPQs5bWp1+2BljpinnF00LQFqIEn3a4T8HmXp25DVgT2EjHr8wHrcuCDff7+0mhlIqNA9IdaYvj1bAw1WEXx5cgF6NDvOe3Ynj5a24ckaw4XrX2w0ysQBZ1W1Of20yNMFEbwCZGN19Wvz9lzwopEI8tCIaYsHIT9S+OlaJf/yaBwB4xdjANDVEAR6PIT7AfdiZhxzH4dnN+UgJUuDCZP8BX1dpdPj915lo6OzDI99k4qu75o5426eyCmPgNNhDCgCI9HbFgaKmidykYfv+RBXcxAI8c0kiCuu7cOkbB/DB/lLcPD8M3x6vwsZTNXh4ZQzUWj1e31WEH09WQ88BS2O98f7NMx2esphZafgbTAlWjOG7cQ43sQDx/u44Xk4raoQQQia3rbn1CPZwQVLgwAEn/fF4DB/fOhs/Z9fg4uQABHtI8fGts/HK9kK8trMIAHDvkqgx3V7T1OdTlW2DZjgSci7S6PS46u1DOFHRhg9umYmlsbZbBACAXs/hrb3FyKxsw678RswO90CIpxQCvuHc29CmSjFOW04mwlt7ihGkdMENc0Kt7meMIcRDiqpW5ybx9Ki12JHXgMumByIxQI7/XJ2Gh746hUQfN1wz21AyzeMxxPrJkF9LwyUnAgUPz1Pb8+rxRUYFAKCtR4NnN0wb0fNwHIcPDpQhKdAdqcEKfHq4AtfMCoaPTAIASAxwx5cZldDpOaupe7aotXqodXrsyKvHO3tLEOYpxQXT/AYEiL4/UY2Gzj6khyhwtKwFbT1qp5SichyH1h4NPFwnd1mrSWVLLwAgSGmY1hvl44bvT1SjU6WBTCKcyE1zWH5dJ5KD5JCKBEgNVmBFvC9e+q0Q/95eCD0HzI/yxL1LIqHW6VHS1IXs6nbE+sqw3bgStmSQkx5LWVVtEPAY4v2HvriZDKaHKvHt8SpodXoIhtnTiRAyuVS19uCBL05ieZwP7lsa5fCiByGTnVanR0ZpCy5JDXD47zrEU2oVIOTzGH6/KhYb0oPQ1qMecTmyozxcRQj1lOJUJWX3k/OLVqfHi1sLcMLYFufDA2WDBg/fP1CK57cUwNNVhOQgOV6+KhUA4C+XwNddjJMVbbjx/MzfOC9UNPfgWHkr/rQ2zua1SIDCBYX1zg3g5dd1olejwyJjz9xViX449KflcBXxrbYhzl+GjSdrwHEcnVONMwoenqcOFTdDJhHgomR/fHeiCo+tjoVyBEGzfWeaUNTQhZevTMH6tEBcnGxIZzdJDJCjV1OG0qZuRPm42X0ejuNw64dHsd+YOecmFqCsuQcnKloxPdTD/Di9nsO7+0uQFOiOxy9MwGX/PYi9Z5qwLiVg2Nve//Xv/ewEfjtdj6/vnot0i/fgLJUtPXj461Pwk7vgpStSIBKMLihU0dIDX3exubwn0tvw8y1p7HZ6hh3Hcfjnr3n48mglHlsTN2AFaqSqWnuwPO7stMR/rE+Cr7sYLkI+pocqsTLBFwI+DwI+D29eNx2AIcg899kd+OxIxTCCh+2I9ZONaSmUM6WFKPDxoXIUN3abmxITQqamP3yXhZMVbThZ0YbU4LMDrs5Fb+8pRk1bL/5yUcKwh1k4qr1Hg7//cho8xvD4RfFwnyKLZeei3JoOdPVpMSdi9Bl84V6uAFxHv1EOSA1W4DBNXCbnEZVGh6vePoTMqnZsSA+Et5sY7+0vhUqjs3lurNNz+OhQGWaHe+DLO+dYBWgYY0gNVuBkBQXgz2W/ZBtK1W1VAQKG4OHugkanBvCKjb37o33PXvvIXQYe4+P83PFpXwWq23oRpJQ65bWJYyil5Tx1qKQZcyI8ccOcMKi1evMHxHC9f6AUXm5iXJjsD8YYZkd4WgXFEvwdG5qyNbce+4uaEOPrhjBPKd650RAoOlHeZvW4nfkNKGnsxh0LI5AarIBMIsCh4tGfAJ6u7cDmnDpo9RyeNZZgOxPHcfj9N5k4WtaKnzJr8M7e4lE/Z2VLD0I8zn5gmoKHYzE05bWdRfjfvlJ0qrT45y95aOhUmb+m0uhG1J+vR61FU5cawR4u5vt83SX4x/pp+MtFCVg7zd/mSpdIwMOlaYHYU9CIHvXQvQ/1eg6ZVVOrtGKaMfMiu5p6MhEylTV29uFQcTPuWhwBhVRozvifqoobu/Dclnyb/YZLm7rx7OZ8fHSoHO/sLRmzbXhjdxG+OV6Fr45V4u5PjkOn58bstcaCRqfH/jNNaOiwPo5e+sYBLH5hF45NoUnAh4wBuNkRHkM8cnJJCVKgvqMPde2qoR9MyDlga24dMqva8eyGaXjpihSkhSig1XPIq7Xdt3BvYSMqW3pxw9xQm4GhtBAlypp70NqtHutNJxNk2+k6JAfJ7QbnAhUu6NXo0NqjcdprFjd2Q8hnCFa6DPo401DWbOpdO+4oeHgeUml0KG/uwbRAOeL9ZQhUuGDfmUarx3Achyc35uA/O87YfZ7ixi7sLmjEDXNC7fZMjPZ1g4jPw+khhqZ8e7wKfu4SbP6/Rdj96FLMi/SCn7sEp/sd1D4+XA5/uQQXTPMHn8cwPVSJo8M80eY4Di9uLUBmZZv5PtPEpsvSg3C8vHXYAzns6e7T4uujlfjDd1nIKG3BP9YnYUW8L97ZW4L23tF92Fa29CDY4gM91FMKAY+hyMlDU97bX4qXfyvEhvRAbPvdIvRqdNicXWf++qPfZuGy/x4c9gpkVauh7DrYY/grRktivaHW6W1mDlQ092BXQQM4znBBWdbcjU6VFilBY1sK5UzhXm6QivjI6Rc8rGnrxfcnqnCwqAlfZFTgsW8zzVMqCSGTz2+n66HngPVpgbg0NRC/5dU7tOjhTBzHOeUCT6PT477PTuC/u4txw3tHoNVZT9p8+bdCSEV8hHu54qfMmlG/ni16PYdNp2qwPM4Hz26YhoPFzdicM7LFz4lQ2dKDC17dh+vfO4I1r+5DTZvhOPhTZg1OVbahvLkHd3x8bNTnB+PlcEkzIr1dza1qporUEAUAUOkyOW9sPFWDALkEVxmHTpgW1O0NDvrkcDm8ZWKsSvCz+fWkAMM5tb3gI5namrv6cKqyDcvi7Fd4BSgMAT7TccxRHMchv67D5sJfcWMXwjxdh2zZlBDgDpGAhxOU/TruKHh4HjIN2gj1lIIxhoXRXjhY3Gx1IbDtdD0+PlSOl38rRH2H7ZXZr49WQsBjuNbYwNQWIZ+HGD+3QScut/dosKewARcl+1v1RUwIcLcKOla19mDfmUZcMSPYXA41K9wDRQ1daBnGhVFLtxqv7yrCJW8cMAeYjpa1IlDhgvVpgdBzg0+67dPqHJry3NWnxfo3D+Cx77Lw9bEqXDs7BNfOCsHvVkajQ6XF/0aRmaHW6lHbobIKvAn5PMT6yXDK2MvEGSpbevCvzXlYleCL5y9LRoyvDLG+MvxinLpW3dZrvkj87+7hZVOafoYjSTefGeYBiZCHvYXWA2I4jsPtHx/FLR8cxQtbCwAAmVVtADClMg/5PIYEf3fztgOGi7RV/96Lh7/OxLXvHsGfvs/G9yeq8dh3Wdh4qnriNpYQYtfewkYEKlwQ6yvDqkRfqLV67DszvoOtXttZhPS//4Y3dhWN6nn2nWlEfl0nLkr2R1lzDz48WIZnfjqNOf/cgSvfOoSfMmtw6/xwXD8nFPl1nSht6nbSOzjrSGkL6jpUuCQtEFfOCEaYpxQfHihzynOrNDosen4X1ryyd0wy0jiOw+M/5qC2XYWHV8agpVuNH04aPru/PV6FSG9X/PzAArT1avDe/lKnv76zaXV6HC1tmZJDRxL83SHi83CsbOC5Hsdx+O/uYmzNrbPxnYRMfr9k1eK1HWeg0ugAGBZ+DhU3Y2WCL3jG6yx/uQRebmKr80yTkxWt2JnfgBvmhNptsRTvbygr7Z/kQc4NewobwXGwai3Vn6nnvikZxBEcx+G2j45hzSv78NSm3AFfL27sMlfSDUYs4GNaoNzcv5OMHwoenodMJ/RhnobeMivifdGp0mJ7Xr35MZYnTd8cG5jZpNXp8f3JaiyN84G3TDzo6yX6y3G6tsMcqOtvS24tNDoO61Kt+xYm+LujqLHLnKXxzbEqAMAV04PMj5kVZiiVMWUf1rb34n97S/Dm7iJ8dqQcL24twN5C66zKEosLGtNBL7emHSnBcqSHKiDgMWSUns1o4zgOpyrboNLooNdzuPuT41j4/C785cds82M+PlSGC17dh99On/0ZvrytEGcauvDujTOQ/7c1+Of6aWCMITFAjnUpAXhzdxE+Olhm9XPhOA5/+j4by17aPei03eq2XnDcwKy9mWEeOFnZCrVWb+c7h+etPcXgMYZnLkkyrwJdlOyPo+UtqGtX4Ufjhc+CKC8cKW2x+zu2xbRSFTREarotEiEfcyM8saff7/ZoWSsK6w2Zl2/uLsaOvHocKGqGQiqccr0DZ4V7ILuqHV19WhQ3duGOj4/B112M7++dh09vm42tDy1C3t/WIDVYgWd/zTefJBJCxlafVoctOXV2F9ZMtDo9DhQ3YWG0FxhjmBnmAXeJANstjhNjrbSpG//ZcQYcB7y+swi96pF/TvyUWQu5ixAvXZmCBVFe+PsveXj/QCni/WXoUGlwxfQg3L8sCmuSDJkqW3JGH3xp6FThT99n40/fZ6OuXYVNmdWQivhYEe8DPo9hfVoQjle0oq1n9JmVX2RUoKKlB/l1nXi7X2uRvYWNo16kOV3bgb2FjXhweRQeXB6N9BAFfs6qRa9ah5MVbVgR74ukQDkWRXvju+NV0E/ycuycmg50q3WYHT71gocSIR+pwQpk2Khcya3pwHNb8nHXJ8eRUTp1SsgJAQyBwoe+OomXfis0L6JnV7ejV6PDbIvepIwxpATJB2QechyH57bkw8tNhFsXhNt9HU83saFCbIjKMjI17cxvgLdMbC4PtmUkmYdbc+uwM78BgCG7tczimlyt1aO8uWfQGQmWZoQpkVXV5rRqQeIYCh6eh8qbrYOHS+N8EKhwwbv7Ss3Bn1OVbVgR74O0EAW22Fh93VfUhMbOPlyWHjTga/0lBrqjpVuNOjsXWj9n1SLMU2ru82YyM9wDOj2Ho2WtqG7rxRcZFVgQ5WUVMJsWJIdIwENGaQvyajuw5pV9+MeveXh+SwEe/yEHr+8qws0fZFj1RSyxKOutaO6BRqdHZWsvIrzcIBUJkBQotzph/PMPObj0jQO47aOjeGJjDnYVNMJdIsCnhyuQUdqCHrUWL20rxOnaDvzxuyx09WnR2q3G5xnluGJ6EFYk+A5oRvyvy6ZhUYw3/ropF//dc/YiZeOpGnyRUYGSxu5Be0aZsvZC+gUPZ4d7QKXRI6vfSmJmZRs+P1IxrOCeSqPDT5k1WJvkBz/52ZKkC5L9wXHAj6eq8fWxSswMU2JNkh/aezXDWn2q61CBz2Pwchs8+GzPohhvlDZ1o6L5bBaoKYh89PEVSPB3xz2fncC3x6swP8pryGnfk828SC9o9Rx25Tfgrk+OQ8jn4cNbZiE9xDBwIdZPBiGfh8fWxKKuQ4XPj0ztXmqETBUPfH4Sd396HM9tzh/0cYdKmtGp0mJJrGFqoJDPw5JYH+zMbxi3Pn0vbSuAkM/Df65JQ69Gh10FDSN6HpVGh225dVib5AexgI9Xrk7Fg8uj8fGts/DBLbOw5aFFeOGKFEiEfAQqXJASJMeWUZYTq7V63PBuBr46WoGvj1Vi6Yu78UVGJS5K9odUZJj3NzfSExwHHC4ZXZBHpdHhrT3FmB3ugQ1pgfgyoxJVrT3gOA6/Ztfixvcz8H9fnrK60BmuTadqIOAxXDE9GABwUXIA8mo78O2JKqh1eswxZvCtTwtEdVsvTo5RSW17jwafH6lAbfvwSs36OzJF+x2azI7wQE51OzpV1iXiP2ed/bv99HD5eG8WIaOy70wjNDoO7hIBvsioQFuP2nwNNCvcel9NDlKguLHLah/YX9SEwyUteGBZNNzEg89VjfOXIa/OudN2ycTT6PTYU9iIpbHe5kxVW5RSISRC3rCCh2/vLUG4lyv2PLoEgKGvoklFSzd0eg6RPo4Nzloc4w2NjsPBovGt5jjfUfDwPFTW3AOlVAi51DC9iM9juGtxBI6Vt2LvmSa092hQ0tiN1GAF1ib5Iae6A0UN1geHb49XQSkVDtoLwcS0apFbPXB1SqXR4UhpC1bE+w5oyDszTAkhn+GxbzOx+Pld6O7T4uGVMVaPEQsMq8e7Chrwu69OQSzgYfvDi5Dz9Goc+tMyZD21Cv5yF7y+62zvxpLGsyf/Va29qGzpgU7PIczL8GE1O9wDmZXtUGl0qG7rxVdHKyAV8XG4pAWfHanAhrRAZDy+Aq4iPn48VY0tOXVo79XgzxfEoblbjW+OVeKLoxVQafS4fWGEzZ+JVCTABzfPxIXJ/nh5WyFKGrug03P4z84ziPd3x+XTg3C4pMVu5oGp9Nxy2AhgCDgJ+QzbLDJbOlUaXPn2Ifz5h+xhla1tza1Dh0qLDf0CxJHebpgV7oF/bc5HeXMPbl8YYQ789u/RN5jadhV8ZOIRB/VMf3uWWbJZVW0I93KFt0yMN65Lh8D43BdNsz0pbDKbEaaE3EWIB744idKmbrx+bZrN/pDzIr0wJ8IDb+4uQrsTmxYTQqx9f6IKt3yQYf583VPYOGh22A8nqiGTCKymwq9I8EVzt3pcplT+eLIaP2fV4q7FEbhwmj+83EQjHo62K78B3Wod1qUYKgS83MR4eGUMFsV423z8miR/ZFa1o3qYvZAsbcqsQUF9J968bjq+v2ceQj2lmBXmgccvSDA/JjVYAYmQN+oMsW+OVaK+ow8PLo/Gw6sM5xkLntuFuCe24L7PTyBALgFjGHE5sV7PYVNmDRbHeEPpKgIAXDDNH4wBT/yYA5GAhxmhSgCGBV0eA/YUjvyCqLa912YFgkanx+0fH8Wff8jGhf/ZP6oBa0dKWxAxBfsdmswO97TZpmZvYSPmRnjihjmh2JpbR1n9ZEo5UtICEZ+Hz26fgx61Dh8fKsfmnFqkBCsGLNYnB8vBcUBm5dlz99d2FMFfLsHVs4KHfK0obzeUNHZN+ixpMjzHy1vRqdIOeY3PGEOgwsXh43xuTTtOVrThhjmhCPV0Rby/O3bknV3QLGowXJ87UrYMADNCPeAq4mN3vyo0MrYoeHgeKmvqRqindVT/6pkh8JaJ8fmRcnP/i9RgJS5LD4JEyMMbu85mx7X3aPDb6XpckhpotxeGpTg/dzAGm30Pj5cbSmznR3kN+JpUZLjoqu/oQ0KAO35+cCHSQpQDHnf1zGCUNHYjv64TT69LRJSPDG5iAfzlLnCXCHH59CAcLG429zAqaepGtI8b3MQCVLf1msu4w43Bw7mRnlDr9Pjf3hJzZsm23y3C3seW4od75+FFY3bFklgf/Ha6HjvzG+DlJsbtCwwToF/aVojXdxZhQZQXYnztl8oyxvDUxYkQCXh4YWsBtuTUoaSxG/ctjcT8KE+092qQb2dFr7KlByI+D779TtrlUiHmR3nhl6xac5bhT5m16NPq4eUmwtt7SxxK79bq9Hh3XykivFyxwMbv5ul1iQj2cME1s4KxKsEXsX4yiPg8nLQYQjOU+g4VfN1HftER6umKaYFy/JR1tjF/dlW7OZAZ7uWKb++ehx/vm4+1UzB4KBHy8d/r05EarMAb16ZjXuTA34PJXy5MQFuPBk/9NLB/CCFk9PadacTDX2di75kmXDMrGM9flozmbrXdfk9FDZ3YlFmDDWmBVpnnS2K9ByzwjIX6DhWe3JiDGaFK3L80Cnwew+pEP+zMaxhR6fJXxyrhIxNblb0NZq0TSpc/OVSGWF8ZVif6IiVYgS0PLcLXd881L3wCgEjAQ6S3G4pHMShMrdXjv7uLMT1UiXmRnghSSvHp7bNw49xQXJQcgPVpgfjqrrlYk+iHrbl1I7pQPlbeitp2lVV7Fj+5BCvjDf2kLkkJgExieF9yFyGSgxQDBtk5amtuHeb/ayfm/WsnTvU7Jn9woBRHy1pxx8JwaLR6rH5lL97ZO7x+xQAMVSGlLVOyZNnE1KbmiEXguVetQ0F9J6aHKrEiwRd9Wr1V5Qohk112dTvi/GWYFiTHsjgfvPxbIXKqO3Bx8sDz4JlhHpCK+Obe5UdKmpFR1oK7FkXYHYRpKcrHDX1a/agWicjYGk7Fmcmu/AYI+QwLom0vDloKULjYzDzU67kBr/3DiWoI+Qwb0gMBALPClMiubjdXYpiO444GD0UCHuZHeWFPQeOI3icZmUkZPGSMrWGMFTDGihhjf7Tx9UWMsROMMS1j7PKJ2MaprLy5xxwoMxEJeLhwmj92FTRif1ETGDOsSHm6iXHL/HD8cNJQogoAGzOrodbqHSpZBgBXsQDhXq44XTswK+1IaQt4zFCibMtr16Thucum4b2bZg7YZpP1aYF4cHk0XrsmzWaQ6OKUAHAc8JsxNbqypQehnlIEKV1Q1dpjDh5GGJ9/cYw3lsX54KXfCrEpswZ3LIxAkFKKQIUL0kKU5hTutdP80NjZh5+zarEoxgs8HsOjq2PRq9GhR63DfUujhvzZeMvEuGtRJDbn1OG+z08gwssVa5P8EetryNY0lZj3V9TQhXAvV5vp5BdO80d1Wy8yjX1MdhU0IEjpgndvmolOlRZfZgxe3vrJoTKkPL0N2dXteHB5tM3XiPd3x77HluHZDclgjJn7Bx2xMf3Ynrp2FfxGETwEgHUpAciqakdpUzcaO/tQ065CssVU5YQAd6QGK0b1GhNpXqQXfrxvvrmHmD1JgXLcvywKP5ysxs788eunRsi5RqfnBpQxAsAHB8rgL5cg9+nVeHZDsrlUM7dm4HGN4zg8/dNpuIj4eHB5tNXX3CVCzIv0wtbcujE72TX1zu3T6vHCFSnmfrUXTvNHr0aHPYXDK10uaezC7oJGXD8n1OFM8TAvV0R6u+LACMuJKpp7kFnVjsumBw6oSrD1WmV2jpWO+O5EFWraVXhwebT5taaHeuCZS5Lw0pUpePnKVAR7SLEq0RcNnX04XDr8YNJbe4ohEwuwMsG6+fzLV6XioRXReHRNrNX98yI9kVXVPuyst5ZuNR79JhPeMjH4POCy/x7Eo99koqtPi6rWHvz7tzNYEe+LP18Qjy2/W4RF0V741+b8YfeMOl3Tgc4+LeZM0ZJlwLBAnRwktzpvMV3IpoUoMDvcAy5CPnaPsNSfkPHGcRxyqtuRaJyE/PdLkxDs4YLZ4R64YsbATEI3sQAXJftjU2YNSpu68eK2Ani5iXD1LPuDMC1FGnvTjWbxZqLo9Rz+9H3WmO/fHSrNhGVmNnf1YdlLe/DBgeFlzB8uaUZ6iHLIsnXA0Le+f/C4sbMPq17Ziyc25pjv05mz732gkBqy75ODFOhR68wZ8MWNXfCXS+DqwOuaLIn1QXVbL86MIoueDM+kCx4yxvgA3gCwFkACgGsYYwn9HlYB4GYAn4/v1k19Ko0ONe29CPUcWP54cUoA1Fo93tlbgkhvN7gbV8F/vzIGC6K88PgP2ThQ1IR395UiJViBpED7TVT7i/J2Q3HjwJP7/NoOhHu52v2Akgj5uMqYFWkPYwwPr4zBxSkBNr8e6e2KUE8pduY3gOM4VLf2moOBVa2GzEOFVGguJWKM4b/Xp+PN69Lx1vXpeGxNnM3nXRF/9iLA1MNofpQXNt0/H7seWeLwBMI7F0XgktQAxPrK8MZ16eDzDGnggGEwSmu3Gh8fKrMqCT7T0IUoX9srM6sS/CDkM/yaXQu1Vo8DRU1YEuuN1GAFZoV74P39pdDobA9UKazvxBMbcxHtK8MLlyfj0rRAh94DAMyJ8EB2dTvaex0rna3v6LPqpTgSFxpXUn/OrDH/fPr3zjxf3Lc0CqGeUryy/QytwBEyAl19Wqx/8wBSnt5m1UO0uasPewsbsS41wJxFGKyUQiLkmQc0Wdqe14B9Z5rwuxUx8LTR03V1oh/Km3vsZpYPxzfHKrHy5T2Y9Y/tSHl6GxY9vws3vp+BnfkNeHR1rNWi26xwDyikQmzLHd4Cw8eHyiHi83CNgxeUJjNCPXCionVEn0c/GoeTrE0aOms83NMVVa29do9rg9Ho9HhzdxFSguRYFG0/uxsw/N785RI889PpYQX1vjtehZ35Dbh/WZS5V6OJm1iAh1bEDCj9TQyQQ6fnhlVWzHEcntqUi261Dp/cNhu/PrgQN88Lw/cnq3Hrh0fxyDeZYAx4+pJEc7nZzfPDoeeArGFUDQCGi0sAUzrzEABmRxiCtKZsXFMg0VAOz8fMcA8cGsaiKCETqay5Bx0qrfk8OEDhgt2PLMVXd82F3EVo83seXB4NsZCHpS/uxtGyVjyyKnZAn3Z7TBlitq7vJruNmdX4IqMSt3x4dEzOmTU6Pe759DiSn9qG69874pQAIsdxOFLS7PB11qeHK1Da1I2nfzptrr4bik7PoaC+cBEIZwABAABJREFUE0kOXksFKaVo6lKj22IB6pmfT6OooQufHq4wt2g5VNyMhs4+XJp29lo9JdjwGqaKx+IGxyYtWzJVxx21MfyKjI1hBw8ZYxsGuzlhm2YBKOI4roTjODWALwFcYvkAjuPKOI7LAuCckbLnkcqWHnDc2WEpltJDFJCKDAeMmWFny4MFfB7euDYdQUoprnv3CCpaevCQxQq9IyJ93FDe3A1tv5P7wvrOMZ+CyxjD0lgfHCxuRn1HHzr7tAhSuiDYQ4qKlh6UNHYP+HmIBXxcMM0fa5L87WZaSIR8vHV9Ol69OtUqUJgYILebJWmLi4iPV69Ow9bfLUK8vyEg6+4igKuIj5o2FT48WIYnN+bikW8yARgCwJWtPYiy8wErlwoxN9ILO/LqkVPTjh61DvONJa93LYpATbsKv2TZ7nv1RUYFhHyG92+eaXOVcjArE/zAAXj8h2zzhGx7OlUadPVpRx08DFC4YFaYBzZl1iCrqh2MAYnnafBQyOfhrkWRyKpqx4lx6KdGyLnmf3tLkF3dDhchH8/+mmfuIfrVsUpo9Rwut8i25/EYon1kKKy3DgD2aXX4+y+nEe3jhhvmhtp8nZUJvmDMul/rSJyoaMVj32XBRcTHsjgfXJoagDAvV+wvasIF0/xwy3zrSZkCPg/L43yxPa/e4UCbVqfHd8ercGGy/6CLeLZMD1WirUeDkmEOGVFpDH26Fsd42+zz2l+Ylyt0es48SMwRlS092JZbh3f3laKypdcq69AeqUiAf66fhvy6TjxpkVExmOauPjy5MQdzIjwGnVzaX5y/4bxoOAHm7XkN2JRZg4eWRyPGVwZPNzGeuCgBz1+WjIzSFhwuacHDK2PMi5OAIUjG2MC+f/aYLrJ/O12PWF/ZqI/hE212uAe0es58zNyeV4+UYIU56D83whOF9V1o6uozf49aqx9Vr0hCxkpGqWkwytlruKGyxYOUUnx2+2ysiPfBQyuiceUwzv09XEVQSoVOyTzMqW7HFW8dxNdHK0f9XI745JBhGBLHATk2evKP1ocHyrA5pw4zw5Q4WNxsXhAbjWd+Po2r3jmMG947MmS2OMdx+OZ4JWQSw4JV/0Ga9pQ1d0Ol0SPOwWtzU7CvqKELmZVt+OvGHPyaXYvrZofAw1WEV3cYZg58e7wSbmKBVeJNhJehhVh2VTs4jkNxYzcivR2/fgYMvf/lLkKHf4cfHCjF8XIKNI7GSDIPLzbebgPwHoDrjLd3AdzqhG0KBGD5yVFlvI84galE11bmIWMMj18Yj0Ux3vj9KusSGrlUiM/vmI0Hl0Xh3RtnYKkDg1IsRXq7QaPjUGkxjbdXrUN5S8+gfQGdZWmcD/q0enx73PCnFaR0QZSPG3rUOhwqaTaXLA/XmiR/XJLq/D9PxhgCFC6obusxl8UV1HeivVeD4sYucBwQbSfzEACWxHijuLEb35+oAnC2LHxprA+ifNzw9t6SASttej2HX7JqsTzOFx7GLMzhmBYkxyOrYvFzVi3+unFg773uPq35NU0n3sMJstpzcYo/zjR04f0DpYj0dnMozf5ctS41AC5CPr49PvqTFELON7sKGjAjVImv7pqLzj4tfsqqgU7P4bPDFZgb4YnofseqaF83FPQL7ry9pwTlzT148uIECPm2T7G8ZWKkhyixq2B0Tb7f2VMCd4kQX9wxB/+6LBlPX5KEj2+dhTN/X4s3r5tu86JxVaIvOlRahweM5BrLUx0Zjtaf6bhjOQnxSEkzGjv77H0LAOD1nUVo6urDPUsiHXqdcC/D+YyjpcudKg2ufucw7vzkOJ7bko8V8T4Ov7+lcT64f2kUvj5W5dA06fcPlKJXo8PfL02y+/dgS5inKyRCHvLs9NTsj+M4vLStABHergN+bpdND8L7N8/AuzfOwG39AphyFyGifdxw3IEFp8MlzUj661Y89m0mMspasHba4O00poLpoUrwGHCwuAmlTd3IrGrHKovS8nnGheHdBY3Iq+3Ac1vyMe9fO7Di5T2jniZOiLMdKWmBl5to2NlbiQFyvHvTTDy0ImbQ6bq2RHq7odhOML27T4u39hTjq6MV5r529jz01SkcLTMsiJn6vZY0duFEReuQ3ztczV19OFnZhitnGBYEnT3ZXqPT4+29xVgU442v75qLcC9X/HBydOflde0qfHKoHEqpENnV7bjn0+M2h2KZFNR3oqq1Fw+tiAFjQF6tYwtRpmOOKZllKDHGa9FDJc246YMMfH2sCilBcjy4PBp3LIzA7oJGPP5DNjZl1uCqmcFWWa08HkNSoDuyqtrQ0NmHrj4tonyG97fLmOE5bLWQ6a9XrcPTP53GZf895HAmJhlo2MFDjuNu4TjuFgBCAAkcx13GcdxlABKN900qjLE7GWPHGGPHGhtpGo+pJ4C9nfO62aH4+NZZAyZyAYC/3AUPr4rFin49exxhWkmwPMAUNRiCYLHjEDw09a758KBhpSlQIUW0xc/AGUEsZzM0oVUht6YDPjIxOA44Ud5qHjwT52f/g31JrKHJ7aeHKxDh7Wr+ffJ4DHcuikBebQe+yKi0SqPPrm5HQ2cfViUO//drct/SKNw4NxQbT9VYrdT/+7dCJP51Ky74z350qs4Ogokf5D046gJjn8v2Xg2umO5YH85zlZtYgFWJviNu6k/I+aq5qw9ZVe1YHOONxAB3xPrK8M2xSuzMb0B1Wy9utJFFmBggR0NnHxo6VOA4Dh8fKsMr2wuxLiUAC4doND4v0hM51e02+ys6oqK5B9tO1+G62SED+gMJBglSLYr2hkTIw892ss/7M5UCzbLTl3gwYZ5Sc8sQAHhnbzGueucwVr+y124/39yadry1pxiXpQdhjoPDWcK9DMfy0ibHMg9/zqpFdVsvrpsdgmc3TMPr16YPq5Li/1ZEY1qgHI99m4X/7Dhjd1gAxxl6PC2M9kaUz/DOc/g8higfN4cz3Iobu5Bf14mb54XZ/P0vi/PFigRfm+9zeqgSJ8pbhzxmfHSwDN1qHb4+ZliUdLTv9WQmkxiGzH11tBJPbcqFi5BvdR6RHCRHqKcUj3yTiQv/sw/v7C0xV6o8v6WAWoSQSYPjOBwuacascI9hfZ6NVqSdtlQA8NK2Qvxrcz7+8F02/u/Lk3Y/Y87Ud6KooQuPXxCPCG9XPPjFSdz72XEsf3kPNrx5EPP/tRPJT23FnR8fG9HAr/72nmkExwHXzwmFh6sI2cYe8b1qHXbm16NjhMdlk90FjWjqUuPGOaFgjGFlgi8OlzSP+HgPGDL3tHoOm+5fgOcuS8a+M0149NtMuz9T03H34mR/hHvanjtgS9EQcYL+Qj1dIRLw8K/N+ejo1WDT/fPx/b3z4esuwW0LwpEWosBnRyoQqHSxuSCYEqRAXm0nTla0GV93+DGBpAA58ms7h6yoKLCoFDlUMrJ+zGR0PQ+DOY6zPPusBzC8hji2VQOwzJkOMt43IhzHvcNx3AyO42Z4ew89NWgq6lRp8Ni3mbjz42PIHKJvTWF9JwIVLuapfuMlwntgU13TThwzxmXLgKHEeGWCrzmgFeoltcoiCR9mmvR4CFS6ILu6HbXtKlw3OxQCHkNGWQuyq9rhJhYMmi0Z4e2GMGN26bX9+lRdkhqAmWFK/PmHbMx+dgde3X4GGp0ev+bUgs8zlHiPxnWzQ6HW6c1TNnNr2vHqjjNICnRHYX0nnt2cj/zaDriJBQhSugzxbEPzdBPj09tm46Jkf1w/x3aZ4PlkSaw3WrrVNqebE0JsMwXJ5kZ6gTGG6+eEILOqHXd8fAwBconNRTPTMKY9hY244+NjeHJjLhbFeONfl00b8vXmRnhCp+dwrGzwjAeVRodfsmpxut/+/NGhMvB5DDfNC3PsDRq5iPi4ODkAP56sRluPesjHn6xoQ7CHC3xHMNyKMYZlcT44UNyM4sYuvLajCEFKF6g0OjzyTSb6tGcvApu6+vC7r07h8v8egkIqwl8ujHf4dZRSIdwlApQ5WB69I68egQoX/P3SJFwzK8Th/l4mQmMrl0gfN7z8WyEu/M8+myXTp2s7UNnSa548PVyhHq6ocLAUe6uxj2X/gSyOSA9RokOlxS/ZtXj217wBf2uA4aJ6e149bpkfhn+un4Yf7p3nUEn5VHDd7FA0damxp7ARD6+MgY/F3zpjDDcYzytmh3vi+F9W4Nt75uHpdYkoaepGVStNmSWTQ3lzD2raVZgbOXjvVmeL9HFFU1efuc2HSXefFp8cLsOVM4Lw6GpDVdLTP+XabGu07bTh82tdagDeuWE6XIR8bD/dgFvnh+P5y5KRGqzA9FAltp2uxwcHhzf8w5a9hU3wdBUhKUCOpEC5eVDSNf87jFs/PIbr3z0y7GFVlr45VgkvN7E5kWNFvC80Og77zgwMWFW19mBnfv2QCxG/5TUgJViBYA8prpwRjEdXx2LjqRrc9/kJfHK4HE9tyrUKTh4va0Wktyt83CWI9ZPhjI3+zLaUN/cgQC5x+LjI5zHEG6/jl8f7Wl1biwQ8fH3XXGx9aBG2P7zYZmJSeqgSap0e/9qcB4mQh7QQhUOvaykxUA61Tj/ke7TM5HdGz+nz1Wjq+3YwxrYC+ML4/1cB2D76TcJRANGMsXAYgoZXA7jWCc97zvrHL3n4+lgVpCI+tufV485FkXhoRbTNHb+grtOcYjye5C5CeMvEVsHDwvpOiAQ8hI7TCehN88KwKbMGG9IDzcNgGAMYgOVxI8+2GyuWKeOzwj2QFCjH0dIWaPQckgLdhywteOXqNLy1uxjXzrYOHooFfHx+xxxszqnDxpPV+Pf2QpyqbEVmVTuWxvqYB8eMVIyvG4I9XMzTOd/aUwI3sQCf3T4HL24twBcZFZAI+Yj1kw27PMKeBdFeWDBEs/vzhSnjaV9RI6YFnZ/9HwkZrhMVbRDxeeZBYFfMCMaHB8tQ3NhttwQ5McAdAh7Do99mQchn+OvFCbh5XphDWR9pIUrweQzHy1vttgE5U9+JB744ify6TjAGrE7wg0wiwN1LIvHjyWqsiPcdUVDvtoXh+OZ4Fb7IqByyNLisuXvYJXCWbp4Xhs8OV2D5S3sAAB/dNguVLT34vy9P4S8/5OCFK1Kg13O44+NjyK3pwLqUADy0InpYxyHGGML7TVxu7upDc7ca0T5uVr8PlUaH/UVNuHJG8Kiyc0I8pfjh3vkoaujExa8dwHNb8vH6telWjzlqLA1fHDuyhesQTym2na6DTs8N2bfst9P1SAmSw18+/AW5ORGe4DHggS9OAjBMn97+8GLzREzAsAio0XGYF+k1ogDlZLY60Rfv3DAdeo7D6sSBgd7bF0bgqpnBcBMLzH8zpmnrh0uaz5kgKpl8NDo9ypq6EeblOmTbgwPFhsDUfAeHNTpLtDFTrKC+0ypD/URFKzQ6DhclB2BhtBfqO1T46FA59hQ24tPbZyNIeXa/2X+mCQn+7vB1l8DXXYJ9f1gGjuPMWdRXzjTkFN364VH8b28Jbl8QAZFgZPlPer0hiLcg2gs8HsP0ECVe2VGIt/YU41RlG2aHe+BIaQu2na7HOjuDOAfT2NmHnfkNuHVBuHn700MUUEqF2H663lwtBRiGtC14bhcA4ONbZ2FRjO1jRV27CpmVbfj9yhjzffcuiQSfx/DStgJsNiZrlDZ146NbZ4HjDH1cTf0Fg5Qu5qGhQx33ypq7EWpjLsJgXroyBa/uKMI9iweeTwj5vEFnGyyL84G/XIKy5h4sjvEe9mIeACQFGM7bcmrakRBgv6Itv7YDriI+gj2kA1rOEMeNOPOQ47j7AbwNIMV4e4fjuAdGu0Ecx2kB3A9gK4A8AF9zHJfLGHuGMbYOABhjMxljVQCuAPA2Y2xgg7XzRKdKg42nanDVjGAc/vNyXDE9GG/tMZQG1XdY1/OrtXqUNHaPS49BWyK8XK1S2wvqOhHl7TZoiZUzTQ9V4qs75+DZDWezQvY+uhSZf10FF9HwP6zGWrrF6ktaiGFS8rHyVmRWtiE9RGn/G41SgxV464bpA6Y7AoYP83UpAXjv5pl44qIE7CpoREu32m6D/+EwDag5UNSEvNoO/JJVg+vmhEDuIsTdSyKh1XPo6tPi6pnDG8hCHOPlJka4l+uQWciEnGs4jhtxWdCJ8lYkBbpDLDAcCyRCPrY+tAj7/7AUa+xM/JUI+bjYeHHx+1WxuGV+uMMBKRcRH7G+MvOUwf4+OliGNa/uQ32HCi9dkYJrZ4XgUEkzvjleheUv7UFztxqXpo2s326cnzvmR3ni40Nlg5b5cByHiuYehIwiOBLq6YonLjJkEV4zKwTpIUpckhqIB5ZF4ZvjVdiZX4/NOXU4WdGGZ9dPw4tXpFhdVDoqzMvV3NP5l6xazPvXTqz69178/mvrsq6DxU1QafRYHu+cAFiUjwy3LgjDL9m15tc3yaxqh49MPKKAHgCEeEih0XGoMZZFt/WobWaL1neocKqyDatsBL4cEewhxae3zcbdiyPx3k0z0NSlxo68BqvHZBnL+pLPwQUpxhhWJfphTZK/3f1XJhFafS3GRwaFVIgjDvYOJWS4OI7Dje9lYOW/9+Li1/ajuWvwXrEHi5vh5y4Z9zZMicYFt+xq67LYo6Ut4DFDZhljDE+vS8Qnt81CQ2cfXt5WCLVWD47j0KvW4Xh5q1UCAJ/HbF4b3jAnFK09GuwqaBjwNUfl13WiqavPvNC+KtEXHAe8sLUAKcEKfH7HHATIJfjueNWInv/1nWfAwXC8MxHweVga64OdBQ1Wg0M3Z58t4BxsaJWpX+LFFsFMxhjuXhyJfY8tw5aHFuKPa+Owp7ARJypaUdLUjdYeDdJDDdeKAQoX9Gn1aOkeutqgvLkHYV7DOwZH+cjw2jVpgwbu7BHyeXh6XSJWxPvirkURw/5+wNAj2FXER2714KXZebWdiPN3R5yfjIKHozCqqA3Hcd9zHPc74+0HZ20Ux3G/chwXw3FcJMdx/zDe9yTHcZuM/z7KcVwQx3GuHMd5chyX6KzXnkx0eg7Hy1vMJ462bMutR69GhytnBsFdIsRzlyfjreuno6i+E5e8fsCqX87JilaodXqkORB4GguRPm5WmYf5dR1jPmm5v9kRnuaLQ8Bw0jzeJdyOsuwFKRHysdwiO2U409CGctuCcPzvxhn45u65WGxn1Wu4LkkNRK9Gh7Wv7oOQz8OtxqmfgQoX/PzAAvz5gjhcfp73JxxLiQHuYzI9jpDJ7C8/5mDaU9vw2o4zuOuTY3j4q1NWpbH21LT14kRFK+b1K/cS8HlDBrJevjIFB/64bEQnvSnBCmRWtg0oVzpc0oy/bsrF0lgf/PbwYlw2PQj/WD8NmX9dhe/umQvAsLg0kiEmJrfOD0dtu8rcXsKWth4NOvu0owoeAsANc8Nw8I/L8I9Lk8z3/d/yaAQqXPDf3cX49nglAuQSrB9hMBQAYv1kqGrtxbfHq/DQVyeRFCjHTXND8f3Jaryxq8j8uN9ON0Aq4mP2CHo42nPzvHAIeTy8t7/E6v7MyjakGEvbR8JUlVHR0oODxU2Y+Y/tmPPsDnxyuNzqb+b9/aVgDFgzwvJoAJgX5YU/ro3Dsjgf+LqLzf2yTLKr2+HrLh5Rpuu5iMdjxgyl5oneFHKO2na6HodKmrEm0Q8lTd146KtTdktb9XoOh4qbMS/Kc1z7HQKAj0wCX3fxgMDN8YpWJAS4m4cYMsawMNobV88MwfcnqxH3xGa8uK0AewoboNbpsWiIPsEAsDDaC56uIqug23CZhrEsNAYr4/xkiPd3h4jPwx9Wx4LPY7hsehD2nWkc9lCNDw+U4qND5bhmVvCAIO6KBF+09WisgoTfn6hGqKcUcX4ynOy34M9xHJ756TRuej8Dr2wvxMwwJcJsBIb95BLE+bnjhjmhkLsI8dbuYhwsNnwuzTX2DQ5QGBawatoGfz8dKg1autXDzjwcrVWJfnj3phmYFzWyCjIejyEhwH3Qdk0cxyGvrgNxfjJE+8pQ265C9xATq+3p6tOOui/mVDbi4CFjbANj7AxjrJ0x1sEY62SM0dWqk3Achz98l4XL/nsIS17YbfeDcktuHfzlEqQFnw0Irknyw7f3zINWz+HG946YMxD3nWkCn8cwd5xT2k2ivN3Q1qNBXbsK1W29qO/oQ8o5uIrtLAI+D89fnozP75gNwBD4fPGKFPxxbZzNA8horEzwxcww511MpYcozBdNty0It7rgSAqU485FkeN+gnM+mRYoR3VbL1odWGUk5FzQq9bhR+Pq/Eu/FWJrbj2+P1mNDw6UDfm9X2RUgANw1QiyoRljCFS4jOjzLCVIjg6VFmXN1n3tXtxagECFC167Jm1Aj6DpoR7Y9cgSfHHnnGFN7+1vaawPwjyl+O/uYrsN18uN/faccSERoHCxalMh4PNw1+IIHC1rxa6CRlycGjCqNhaXpQeBx4BHvslEsFKK92+aiafWJeKCaX54c3cxGjpV6NPq8Gt2LZbH+46oNMoeb5kYl6YF4JtjVWjpVkOv51Dd1ouSpm5MDx35Yq2pF/OZ+k68uLUAEiEfKUEKPPFjDt7bb+j7VdnSgw8OlOHy9KBRlZebMMawJMYH+840Wv1dZFW1YVqgYtTPfy6ZHe6JypZeuwNzCBmNX7Jq4eUmwhvXpeOJixKw70wTvjxaafOx+XWdaOlWD1gAGy9JAXKrLHqO45BT3WHzM+N3K6Nx56II6DngrT0leHJjLrxlYsyJGPoaRMDnYV6UFw4WN494WNG+M02I8XUzX5cwxrDxvvnIemqVOXi1IT0Ies7Qu9BRW3Jq8dRPp7E60RdPXjQwp2lRjDdEfJ65v2NVaw8OlTRjQ1oQ0kKUAxYS9xc14f0DpdhT2Ah/uQT/WD94L2VXsQA3zQvDttP1eH5zPgIVLgg19r4PNAYPh/qsMg01nYxDRIcS6ydDQX2n3b+L6rZedKq0iPd3Nw+9KrMzuG0w7+4rQdoz25D81Dbc9uFRh3pHn2tGk3n4PIB1HMfJOY5z5zhOxnHc6EenEgDA7sJGfHu8CldMD0KMnxv+usm6yaxWp8eu/AbsKWjE6kS/ASfd8f7u+PCWmWjv1eCG945gV34DvjleiekhSshdJibTzhS03HumEceMzelnODFgdS66ckaw1cnA5dODcLeNnhKTDWMMn98+G1/fNRe/s+jRQcZHUqAhKE9DU8j5YldBA7rVOjx32TSkBMlx/ZwQzI3wxPv7S5FVNTC7z6RDpcGHB8uwKsF33HuXmRZYLFsMNHSqcLyiFVfPDLbbTiPcy9Uqg34keDyG/1sRjdO1HfjwYJnNx5gmIpsuQJztmlkhSAp0R4yvG+5aNLrjmq+7BE9elIArpgfhw1tmQS41lJk+ujoOfVodPj5Yjp15DWjv1eCy9JFnONpzx8IIqHV63PJBBmb9cwfm/2snAIx4WAoA+LlL4OcuwYcHy3Ciog2PrIrFl3fOwaoEXzy/pQB17Sq8/Fsh+DyGR1bHOuutYHaEBzpUWvNQu06VBiVN3edkyfJomPoeHimh7EPiXHo9h/1FTVgY7Q0+j+G6WYbj2T9/ycPXxyqR0y/Lb2e+ISC1aIJ6f88K90BxY7c5U6+qtRftvRpzD2FLMokQf74gHieeWAmpiI+Gzj7cNDfU4RZW8yM90dDZZ3fC82B61TpklLWYS5ZNRAKe1YJSuJcrlsX54J29JQ6V+ur0HJ7adBqJAe54/dp0m/0Y3cQCLI/3wbfHq9Cr1uGtPcXg8xg2pAcixtcN7b0aNFu81seHyuHrLkbB39dg96NLHWo5dtuCcPjLJejs02JVoq95UfNs5uHgwcO8WsNnfoL/1AvnxPq5o1OlRa2dbFFTNVa8v8wcHC1rcmwgmcmuggb8/Zc8LIz2xv1Lo7DvTBP+9H326DZ8ChpN8LCe47g8p23JeepERSuu/d9hfHKozHwfx3F4YUsBQj2l+Mf6afjz2ng0dPZhu7EHTUu3Gkte3I1bPjwKiZCHe+00PE8KlOOdGw39a2758CgaOvvwh7XOO8Ecrjg/GXxkYuzIq8fewia4iviIG+eyZTJ+XMUCzAr3GFV2DBkZ036VX0fBQ3J+2FvYCJlEgMvSg7Dx/gX4+6XT8MjqWKg0Oqx7/QD+8mOOzQDiN8eq0KnS4v6l0eO+zdE+bnAR8q0yNnblN4Dj4LSefIO5JCUQK+J98MzPp232d6owZkSOtmzZHiGfh+/umYdfH1wIj1EO6gKAm+eH44UrUhBiEewM93LFygRffHqkHB8cLIOvu3jAhaMzRPvKsCEtCJlV7eju0yJALsGcCI9RZW0yxjA9VImy5h64CPlYnx4IxhieuCgBOo7DP3/Nw89ZNbh6VrBTy4lNQw9MQbGc6g5w3LnZ73A04vzc4S4R4EgJ9T0ko8dxhv6mOj2H07UdaOlWm0treTyG5y9PhlwqxGPfZuGi1/bj/f1npw5vz2tASpDcalL4eDINhdpbaCgJzq0xBDeTAux/Zni4ivDdPfPw76tScN/SKIdfy5RQcbB44OTioWSUtUCt1Zt/roP509o4dKm1Vj9ne4obu1DXocKt88MHvea5ZX442ns1uOmDDHx+pAI3zAlFsIfUHMwqMQZEtTo9DhU3Y1mc77AWCuUuQnxy22y8enUq/rQ23ny/UiqERMgbMniYX9cBN7HAnKk4lZhafZkWvfr7NbsWchchkgLl5p6OpU3W05l3FzTgglf32bx2qmtX4fdfZyLOT4Y3r0vHI6tjcf+yKGzOqTvvesyP5qr+GGPsK8bYNcYS5g2MsQ1O27LzgE7P4c/fZ+NgsaG/kal55+6CRpyu7cD9S6MgEvAwO8ITHq4i7MgzrCy9s7cEVa29+MuF8fj5gYWDHizmR3lh96NL8OZ16fj5gQWYHjpxmX6MMWxID8LW3Hp8d6IKG9KDxm1YCiHnE083MXxkYvMqIiHnMo4zTE+cG+FpdUyZHqrE3seWGib+HqnAxlM1A77vm2OVSAmST8hkcgGfh2mBcpysaDPftz2vAYEKF8T7j/3CGo/H8Pq16Zgb4YnHf8wecGFR3tIDX3exU0t8+xML+GN+HnD/0mi09WiQUdqCS9MCh5xcPFLPbpiGd2+cgT2PLsGBPy7Dp7fNHvVzmi7KH1oRDXdjf+ZgDymunBGETZk10Og4XDd79IPOLAUppQjxkGJXgSEQcLLS0KNrWiAFDy3xeQyzqO8hcZK/bsrFvH/txDX/O4xtuYZetJZDRII9pNj+8GL8dP8CzI/yxHNb8lHfoUJJYxdOVbZh9SiynEcr1leGALkEPxtbbB0uaYFEOPiUXQCI8ZVhfVrQsNp+hHhKEaR0wcGi4e93uwsaDNfV4UO374r2lWFtkh8+OlSGXvXgvZNPGYNHqRaDLm2ZFe6BFfG+yChtQZBSas4YN7WcMAWzMqvaDJOYR9ADMMrHDZekBlplPzLGEKBwQU374MHD0zWGnoCjaSEyUWJ8DT/DMzaChz1qLbbm1mFdSgDEAj6kIgF83cUotcg81Or0uOfTEzhd24E3dhVbfT/HcfjdV6fQq9bh9WvTzedEt8wPg0TIs9tO4Fw1mjM2dwA9AFYBuNh4u8gZG3W++PJoBfLrOvGP9UlwFQnwurGp95u7ixCocDFPUuTzGJbF+WBXfgO6+7T4/Eg5Lpzmj9sXRlitsNvjLhHigmn+SBxkBWi8PLQiGmsS/ZASJMf9yxxfaSKEDE+cvztlHpLzQo2xj+58GyfaCqkIT16UgOQgOf61OR8qzdmLgKyqduTXdeLKCZz8PjNciezqdnSqNFBpdNh3phHL433GrSesRMjH85cnQ6+HuY+eyWgnLU8W04Lk+P3KGFw/J2RYGS7DJRLwsCLBFz7uEjBme1rocF0xPQiZf12Fu/q1K/nj2nhcmOyPt65PR5TP6Hsd9nfBNH/sL2pCS7caB4uaEecng2e//psEWBDlhbLmHprcSUaloVOFLzIq4OkqQkZpC/6zswjx/u7wkVknh0iEfEwLkuPZ9cnQ6PR4e08JPj5UDgGPTegQQsYYrpgRjH1nGlHc2IW9hY2YE+E5ZgtP8yI9caikGTo7/Xpt4TgO2/PqMT/S025LkP5umBOGTpUh8NTU1YefMmts9hLPrGyDTCxAuAOZ5i9cnoz/XJOGH+6dZx4mE6BwgYjPM2ce7j/TDMYM79NZAhUuqO43MEWl0aHWGFDMqW7HsfJWm+dRU4FCKoJCKhzQQxoATla0oU+rx7L4s0Pmwr1crXoe5tZ0oFejg6+7GJuza9Hee3YgyqbMGhwqacZfLoq3Ot7KjPGVnzNrhgww29Oh0uDjQ2U4Xj51MthHfGbDcdwtNm63OnPjzmV6PYc3dhZhRqgS184KwVUzg/Frdi0+O1KOo2WtuGOhderzinhfdKi0+MeveehQaXH1rIm72BkNiZCPt26Yjo33L6CpfYSMoXg/Gc7Ud0Gr00/0phAypk4ZM/fS7Kz683gMf1gTh7oOFb62aID+1bFKSIQ8XJwSMA5badv8SC/o9BwySltwoKgJKo0eK8ahZNlSsIcUcyI9savAesJuRUsPQjymXuN0Wx5YHo2/XzrNnL03VTDGbPaplrsI8ca16ViT5D8mr7s+LRB6jsMTG3NwtKxlwgYxTHbrUgMh5DN8fqR8ojeFTGE/ZdZCo+Pw9d1zcdPcULgI+bhjYbjdx4d4SnHF9GC8f6AUHx4swxUzggYEGsfbdbNDIBMLsOLlPShp6sbSWJ+hv2mE5kd5ob1Xg7xaxxfIs6vbUdnSO6yWILPDPRDmKcXDX5/C8pf24IEvTuL332QOaIGSWdWG5GC5Qxl7SlcR1qUEWC3G8HkMEd6uyDcuQuwvakRSgBxKJ7TzMAmQu1hVFzR0qrDw+V2Y++xO3Ph+Bjb89yDcjENXpqpQT1dzr2ZLGaUtYAxWA8zCvVxR2nT2saYM8qfXJUKr58xTubv7tPjnr3lIDpLjmpkhA577yhnB6OzTYkvuyCaAf3GkAk9uzJ1SvRNHM205hjG2gzGWY/z/ZMbYX5y3aee2k5WtqGlX4bo5IWCM4Y5FEZAK+Xj8hxyEeEhx9SzrP9CF0V4Q8Xn4/EgFQj2ldCJHCBlUnL8Map3e6uBIyLkos6oNIgEPcX72m3zPi/TEzDAl3txVjD6tDr1qHX46VYMLpvlPaEApPVQJFyEfW3PrsD2vAa4ivnkQw3haEuONksZuVBonLPeqdajrUI3ZsBQyucX6yXD7gnD8klWLPq0e61InLsA+mXm4inBpaiA+z6jAaRpQRkZoT2EjIr1dEenthqfWJSLn6dXYkD54JuETFydgaaw3Lk4JwB8t+ttNFB93Cd64Lh3BSimWx/ngqjHM6J8bYcjIO1DkeN/DV7efgbtEMKzFQh6Pmaccy12EuCjZHzvzG3Cw+GzJtEqjQ35tJ1KCFA4/ry1pIQqcrGhFS7caJyvarErWnSFA4YLGzj70aQ0Zcv/+7Qxau9WYFeaB/WcaMSvMAz/eN88p/YcnSpin1OYQlBMVrYj3c7c61wv3ckVLt9qcYXiyog2hnlKsTPCDUirEb8ap2K/tLEJ9Rx+eXpdoMzhsCjB/cmhkC0g5xuNGZUvviCeIj7fR1FT8D8CfAGgAgOO4LABXO2OjzgfbTtdDyGfmDANfdwleujIFG9ID8eZ16QNSvV3FAjyy2jC19verYsesZw8h5NxgCqTkUTkVOcedqmhDYoC7zQmHJowxPLQixpB9eLQSG09Vo7NPi6tmTGwWv0TIx6VpAfj6WBW+yKjA4ljvUU9SHolFMYYLlUPGiyJTD6fEgKk3dZE4x5/WxuOlK1Lw+e2zkWqcDE4G+uPaOCikItz8QQYOFjVNmQtAMjl092lxpKQZi2MMmXqMMYeu8dzEAnxwyyy8dk2azezkibAw2ht7H1uK926eOaa9cn3cJYjzk2FTZo1D+9vm7FrsyG/APUuihv2zmh/lhSN/XoFdjyzBi1ekwMtNZNXi43RtB7R6Dimj/IxMC1GiQ6XFvzbnQavncImTF2wCFIbM1Lp2FXrVOmw8VY3Lpwfh67vnIv9va/Hp7bMR5TO1h5iGebqipr3XHCA1KWroQly/PtJhnqaJy4YEi4K6TsT7uYPPY1g7zR9bc+uQXdWO9/aX4PLpQUgLUcIWxhhunheGExVtIxqcYsqe7dXo0NjZN+zvnwijCR5KOY7L6HefdjQbcz45WdGGxAA5ZBZR8FWJfnj5ylQk2WlKfeeiSGQ9tQrrJrDEihAyNUR6u0HAY8Mq6yBkqtHq9MiubncouGHKPvzbz3l4cmMuUoLk5smyE+mOhRGQSQSQCHl4eGXshGxDpLcbPFxFOFJq6LtztMxQ5jNjAoeskYnF4zFcNj0I86ZoD6zx4ukmxqe3zYZIwMO17x7Bkhd349lf82w27ifk08PlWPPKXnxzrBIcx+G7E1Xo0+pxYfLYtCA4V92xMAK5NR34z46iIdvzvLWnGNE+boOWgg/GWyYGn8cgEfJx/ZxQ7MxvQHGjcbiJaVjKKIOHc4xDXL4+VoU5ER6DVlKMRJDSUEVQ3tyDnfkN6FHrzBnlgy28TiVhXlJwnCGLz6RHrUVtuwoRXtYtWEwTrkubuqHS6FDW3I0Y44CfK6YHQaXR4+LX90Mi4OMPa+IGfd0N04Mg4DFsMQ46cpRKo0NJY5c58FzeMjBrcjIazV9LE2MsEgAHAIyxywGMrOD7PKPV6ZFd5djFTn9TrV8PIWRiiAQ8xPjKkFPdPtGbQsiYKazvQq9G59DxlDGGp9YlQiLkQSzg4cmLE8ZtMMlgIrzdsP+xZfjtd4vHZPiFIxhjmBXmgcMlzeA4DoeKmxHrK4NcSucchAwl1k+GrQ8twguXJyPEQ4r39pdi9St78cg3mQOmmJPz17GyFvzlxxzk13Xi0W+zcOF/9uP5LQVID1FY9WMjQ7s0LRAXJfvj39sLcflbh9Cp0th8XFFDJzKr2nH1rBCnDLG6fk4oRAIe3jdmH2ZWtsHPXTLqPv4hnlK8fGUKFkZ74dWr00a9nf2ZphEX1ndid0ED5C5Ch6ZOTyWhxmxCy76HpjLmcC/rc6sQTykYMwQPixq6oOeAOGPwMC1EibsWRUAq4uPlq1LhLRt8WJi7RIgZYUrsLmgc1vYW1HVCzwFrjZPSy6ZIm6nR7EX3AXgbQBxjrBrAQwDudsZGneuKGg0XO8lBEz/9mBBy7koPVeBkRduwJtIRMpWcGuaqf2KAHNsfXow9jy3F9EmUVSeXChE8wZONVyb4orqtFxtP1eBwaTNWJfpN6PYQMpW4igW4YkYwPrltNjIeX4HbFoRjU2YNLnptPy3iEXAch7//kgdfdzFyn16NZzdMQ7dai9RgBV67Nn2iN2/K4fMYXrsmDa9clYqc6nZc87/D2JJTC32/811TK45VCc4ZROblJsalqQH47kQVWrvVyKxqd9r1/Ib0IHxy2+wxGSjq6SaGl5sY+XWdOFDUhHmRnudcCzRzKbLFxGVT3/fwfpmHYgEfgQoXlDV3m/vVmoKHAPCnC+KR+ddVWOng383iGB/k1XYMq/TYVBm2It4XfB5DxbmcecgY4wO4l+O4FQC8AcRxHLeA4zgaN+YA0x+LvfJkQghxhvQQJbr6tDjTQOVT5Ny070wj/OUShAwj8ObjLpnSTcHHyoXJ/nCXCPDQV6fAccBl6YETvUmETEkeriI8fmECtvzfQkgEPNz20VG0dKsnerPIBNqaW4dTlW34/cpYuIoFuGZWCPY8uhSf3j4bgQqXid68KYkxhkvTAvHq1WkobezG3Z+ewOM/5lg9Jru6HUqpEEFK5/2Mb5kfDpVGj/f2l6K0qXvU/Q7HS5yfDL9m16KmXXVOtqNQSoWQSQRWGXzlLYZ/2xr+Zpq4nFnVBplYYA4+mgiHkak6xzjoLsPY+sURp2s74CYWIMLL1RjIPEeDh4wxAcdxOgALAIDjuG6O4+jKdBjy6zoh5LMBUXBCCHEmUxnM8fLWCd4SQpyjuq0XmzJr0KnSQKPTY9+ZJiyJ9Z4U5cdTnUTIx6vXpMHPXYKnLk4wlwARQkYmwtsN79w4A81dajz7a95Ebw6ZIFqdHs9vLUCUjxs20KKM012Y7I+sp1bj1vnh+CKjAkfLzgZwcqo7kBQod+o5Qry/O5KD5Hh9VxEAYHm8j9OeeywlB8nRozYME1ntpEzMyYQxhjBPV5RZlC3Xt6vgLhHAVSwY8HjL4GFysNzmNGVHJQXKIRXxkVHaPPSDjfJqOxDnJwOPxxDqKUVF87lbtmwaknKSMbaJMXYDY2yD6ebMjZvsOI4b0VS1grpORHq7DSuiTQghwxXiIYWnqwgnyttsfr2ooQsfHSwbUOZByGRU1dqDS17fjwe/OIkb38/AFxkV6OrTYlUCldc6y9JYHxz+83LcPH9kjeUJIdaSAuW4Y1EEvjleZS6hJOeXPYWNKGnsxu9WxDil7x4ZiM9jeHR1LNwlAnx8yFAIqdHpUVjfOSaVfvcsjgQAzAhVOn24yVi5xXhcj/Jxg88YlEZPBmFerii3yOCr7+izWwYe7eOGTpUWOdUdSA5SjOp1hXweZoR5YF9Rk0OP1+s55NV2IiHA8LcT6ikdNPPwUHEz3t1XMqK4k7ON5hNMAqAZwDIAFwG42Pjf80JbjxrXv3cEP56qHvb35td2WtXVE0LIWGCMIT1UiRMVAzMPGzv7sOaVvfjrply8trNoAraOEMdxHIc/fZ8NlUaPuxZH4GRFm3li8pJY74nePEIIsevBZdEI9nDB4z9mo0+rm+jNIePsq6OV8HITY1XiuZftNZm4iPjYkB6ErTl16FFrUd7cA62eMw8Lcaa10/yx99GleOuG6U5/7rHiLRPjt98twue3z57oTRkzYZ5SVLX2QK01TOCu71TZDR6utFh4viBp9NPOl8R4o6SxGxUOlB9Xtfaiq0+LeH9j8NDDFe29GrT1DGxvUdbUjWv+dxh//yUPHxwoG/V2jtZIgoc+jLGHAeQAyDb+N9f435zBvvFc4i4RokulxbO/5qO5y/HmmLXtvajrUGHaKCPchBDiiPQQJUqbugf0W/o1uxZaPQd/uQSfHC6n7EMyqe0ubMS+M014eGUM/rQ2Hu/eOAO3LQjH2zfMoJJlQsik5iLi42+XJKGksRtv7S6Z6M0h46i7T4vdhY1YlxJAFWfjYGmcD9Q6PY6Xt6K4sQsAEOHl/OAhYJjY6+U2+CTeySbaV3bOZh0ChonLes7Q4gYAGjr64ONu+3fkJ5cgPUSBSG9XTHPC0JtlcYby9a25dUM+9rRx/oUpeBhlDHCbhgBa2pnfAMAQ/P3meNWot3O0RvIpxgfgZrzJLP5tujkFY2wNY6yAMVbEGPujja+LGWNfGb9+hDEW5qzXdgSPx/C3S5PQ3qvB+jcPosT4ATWUY2WGDKCZYcqx3DxCCAEApIcoAAAn+vU93JxTi2gfN/x+VSyauvrMBzJCJhu9nsOLWwsQ7OGC6+eEAgBWJPjiiYsS4Cc/d0+CCSHnjiWxPrg4JQCv7TyDPYWNE705U1p2Vfu4ZnA2dKig0ozs9fYWNkKt1VPW4TiZEaoEn8dwuKT5bPDQm/r3ni/CjINRypq7oddzaBgk8xAAvrhzDn55cKFzXtvLFdNDlfjsyNAJGadrO8BjQKyvoRJ1XqQn5C5CvL2nBPvPNFl9/6nKNvi5S3DbgnDk1Xagrl3llO0dqZEED2s5jnuG47inbdyeccZGGac5vwFgLYAEANcwxhL6Pew2AK0cx0UB+DeA55zx2sORHKTAl3fOQadKgz9+n+3Q9xwuaYaLkG+ONBNCyFhKDlJAwGNWpcsqjQ4nytuwLM4Hi2MMJZ/7ztju06HV6fHajjN4bkv+pOi1Qc4/W3LrkFvTgYeWx0AkoMwNQsjU9PdLkxDp7YabP8jAhwdKJ3pzpqS39hTj4tf34w/fZo3J85+u6cD6Nw/g8yMVAIAtOXVY8NwuLH5hF0qbhj/QYNvpeiikQswIpaSR8eAqFiA5SI7DJS0obuiGr7sYMolwojeLjBPToLfypm609qih0XHwldnPDhUL+JAI+U57/Vvmh6GsuQdfHK0Y9HF5tR0I93KFi4hv3o5rZoXgUEkzrn/vCH7JrjU/9lRlG1KDFebrtQMO9lUcKyM5Cx+P+qBZAIo4jivhOE4N4EsAl/R7zCUAPjL++1sAy9kE1C6lhShxz5JIZJS24HSNdebOlxkVmPH33/DnH7Kh0enR1qPGxlM1WJngS6nrhJBx4SLiIzHAHUdKz06fy65uh1qnx/RQJbxlYoR4SJFV1Wbz+785XoWXfivEf3cXWx3MCBkPOj2Hl38rRJSPGy5NoymVhJCpS+4ixPf3zsPKeF889dNpZFgcl8nQNDo93jROuP3xVA3O1HeO6vl+O12PLzIq0GucQKvW6nHHx8dwsqINf/4hG89vyccfvsuCh6sIrd0aPP1T7rC3d2d+A5bF+dCglHE0J8ITmZVtOFDUhARK1jmveLmJIJMIUNjQhVpjht5gmYfOduE0f8yP8sS/fs1HbXuv3cedrukYkEj2hzWx+OS2WQAMiw4A0NKtRkVLD1JDFIjxlcFVxLdZ2jyeRvJJttzpWzFQIIBKi/+vMt5n8zEcx2kBtAPw7P9EjLE7GWPHGGPHGhvHpkzgyhnBEPAYNmaeHZ7Sp9Xhpd8K0dSlxudHKjD32R1Y8uJu9Ki1uGtxxJhsByGE2LIk1gcnK1rN/VlN7ROmG1fCk4PkyKpqt/m9m07VINRTijg/GV7ZfoZ6I5Jx9ePJahQ1dOH3K2PA51FvQ0LI1OYqFuCVq1MRqHDB0z/lUkb/MBwpaUGHSounLjYUo+21UzHhiKyqNtzx8TH86ftsrH/zAEoau7ApswbVbb147//Z++7wOIr7/XeuqVmWe+8NN2wDpvcaOiSBVBJCSSf1+0tCCiSQSkilhSQQWkILkNCbjU2xATfce2+SJVtdJ13b/f2xO7uzszOze2p3JvM+jx7L0t7dR7P7eefT5+q5OHvqENyzcBuS6Swevu44fPPsSVi4qQ576oMPQ2DlbWrP4LzpumW5N3HihIHIGiZqmjtw8qRBhRZHoxdBCMGRI6uwdl+To6ujB5T36uf/+qOzkDEMfPKv7+HeN7ehtsXbZtzUnsG+xnbnpGX2tadOHowrjxmFhZtqYRgmVtmBwtmj+iEaIZg1qt/hFzw0TfOwSpOZpvk30zTnmqY5d/DgnjmRsV95AidNGoSX19Q4RsCCjXWoa0nhwWuOxd8/PxenTh6Ms6cOxb+uPwEzRnT/kfEaGhoaMpw7fSgME5i3wcpkvb2lDlOG9sFAe9DzrFFV2NfYjoPc4U8NbWm8v+MQLps9Al85fSK21rZi4ebaXpdf438T6ayBP87bjJkj++L8mcOCX6ChoaFxGKA8EcO3z5mMdfubsfAwnn/Ykcnh5y+sx9f/tQIr9zQimzN69PNeXVeD0ngEnzx2DCYMqsA7Wzq/dg8s2omqsjj+9Mk5qGnuwHl/fAv/79+rcOTIKpw1dQj++rljcNvHj8Qr3z4NU4ZW4rI5Vg3LC6vDd2A8u3If+pTEcMYRQzotp0b+OHbcAOf7Eyb46oo0PuQ4cmQVNla3YLs9ZqA3g4eAdZDOP687Hn1KYvjNyxvx0bsXe6oQ1+23ijVkI+zmjOmHlo4sqps7sHJPIyLE8tMA4Kgx/bChuhltqSwAwDRNZHqYd3kUaw31PgCjmf+Psn8mvIYQEgNQBeBQr0gnwIUzh2F3fdI5dGDhplpUlsZw8qRBOHf6UPzxk3Pw+0/MxokTNYlpaGj0LmaM6IuJgyvw2JI9aOnIYOnOepzJGLPHjLUMLb6F6p2tB2GY1ul1F80ajuFVpbj3ze3/85USHZlcwQcW/y/giWV7sLehHf933hH6RGUNDY0PFS4/aiRG9ivD3W9sLdiemjPMTn+2aZr49uMrcf87O/D6hgO4/O5FOOKmV/Cbl3tmPrJhmHhtfQ1OnzIYZYkojp8wAMt3NXTqs7I5Aws21eLsqUNw+VEj8cq3TsNnjh+DuWP7445PHwVCCGJRK0g5cbB1FujoAeU4akw/PL9qf6jP6Mjk8MraGnxkxrBunammEYyyRBTv/+hs3PWZozBjhG5b/l/DkaOqkM4ZeHVdDarK4qgq6/2Zl3PHDcBL3zoVz91wMhqSafzg6TUOVy3b2QBCgKNHi+eg0tPBt9e1YuWeRqtduSQGADh50iBkDROLth7Erc+vx6xbXsPd9iiH3kKxBg+XAphMCBlPCEkA+BSA57hrngNwtf39FQDeMAvo0Z43YxiiEYKX19TAMEws2FSL0yYP1rMNNTQ0Cg5CCK46YSxW7mnEFX95F5mciXOYNprZo6rQpySGNzbW4pkVe1HXYlUgvrm5DlVlccwa1Q/xaARfPm0Cluyox+2vbsKDi3bgmRV7e7zSoNhQ35bGOX94E6fdvgCbuzhvSUOO9nQOd87fgmPH9ccZU3qma0BDQ0OjUIhHI/jSaROwbFdDQWYfPrtyH6bd9Ao+/48lyHViHMlr6w/glXU1+NGFU7H4xrPw88tn4uJZw3Hvm9vwx3lb0JhMd+p9TdNEXUvK99olO+txoDmFj8ywqtBnjeqH5o4sdjNtxK2pLFo6MoGfsWJ3IxqTGZw9zbKDhlWV4tbLZuKpr56E8YPkJ/NePGsE1lc3O6f4qrBwUy1aUllcNmdE4LUa3Y+hfUtx8awROvH4P4gTJwxEhACr9zZhTC9XHfKYNaofbrxgKt7aXIenlu8FACzdWY8jhlaiqlwc1Jxonw6+tbYVq/Zah6VQzB3XH2XxKL70yHL8Y9EOnDp5EI4a07uHMRVlZMueYXgDgFcBbADwpGma6wghtxJCLrUvux/AQELIVgDfBXBjYaS1MKAigZMmDsS/l+/Bom0HcaA5hfNm6BkXGhoaxYHPHj8Ws0ZVYdOBFpw9dYjn5L9YNIITJw7EU8v34rtPrsIFf34LtS0deHVdDc6eOsSZNff5E8fhnGlDcc/CbfjZ8+vx3SdX4Wv/WtEpB+Fwxctrq7G3oR3prIFbn19faHEOS2ytbcUzK/Yimc5Kr5m34QBqW1L49jlTtPGvoaHxocQnjx2NQX0SuHvhtl793KZkBjc/uw7pnIG3txzEE0v3BL+IwwOLdmBkvzJce/J4DOpTgs+dMBZ/+uQcXD5nBO6YvwVzbn0dF/75bXRkcqHf0zBMfOOxD3DsL+fhlNvewOv2oQEA8I93dqBfeRwXzBwOwGpNBODMa27uyODSO9/Bab9dgHnrDygrEudvOIB4lOC0KfnNw7t41nBECPDsB3wznB8vrK7GQNs31NDQ6D0M7FOCo+2A2tiBhQ0eAsBVx4/FceMG4OcvrMeqPY1YsqMex48fIL1+cGUJKktiWLCpDo3JjCd4WBKL4nMnjrXe94QxuOezxzinMPcWijJ4CACmab5kmuYU0zQnmqb5S/tnN5um+Zz9fYdpmleapjnJNM3jTNPcXliJgS+eOgEHmlP43P1LUJ6I4lw9IFdDQ6NIkIhF8MSXTsSj1x+PP31qji8g89NLpuP8GcNw2ZwRONiaxnG/nI+WjiyuOGaUc00kQvD3zx+DF75xCt794Vn4yUXT8Nr6A/j9a5t6+88pGOZvqMXoAWX4f+dNwTtbD2J7iAqEsFi9txHLd/VcBUoqm8NfFm7D+v3NPfL+DyzagRseXYGttfI1WbqzHhf8+S1898lVuOHRD6TXLdlRj/JEVGlgaWhoaBzOKI1H8dnjx+LtLXU40Nz5URipbA5ff3QFfvjMaufkYBX++f4uNLVn8OI3T8HUYZV4ZsXevD5vY00z3ttej8+dONZzijAhBH/4xBzc8emj8Nnjx2DTgRb8e1n4wOSbm+vwwupqXDp7BPqXJ/ClR5bhd69uwu9f24TX1h/AF04ah7KE1QI8ZWglErEIlu+yDoD7/aubsKs+iUF9SnD9w8vwjcfE+4thmHh1XQ2OHz8QlaX5tTMO7VuKkycNwtMr9ikPj8vmDLy1uU6fsqyhUSDccNYkfOyokfjeR44otCiIRAhuu2IWMjkTl929CKYJXHvKeOn1hBBMHV6Jt+x5uHPG9PP8/kcXTsPb3z8Tt146syfFlkIzWjfi1MmD8PGjLUf7ex85AuWJWIEl0tDQ0HBRlojipEmDhAbzqP7luPdzx+DPnzoKnzl+DADgzCMG+4ZNE0Iwc2QVhleV4fpTJ+DTx43BPQu34ZW14YeIH67IGSbe234Ip08ZjE8cOxqJWAR3zN/SLe/97Mp9uPSuRfj4X97F08vzc+TC4mfPrcdtr2zExXe+ndeJkWGwfFcDbnl+PV5YXY1P//097Gts912TyRn47pMrMbJfGc44YjDe235IWrW6ZEc9jhnbXzteGhoaH2pcMns4TBN4aU3n99D/frAPL66uxmNL9uDRJbuV1xqGiX++twunTh6EGSOqcOGRw7FsV0Newct/vrcLJbEIPjl3tO93kQjBpbNH4BeXz8SsUVV4bEn44OELq6tRWRrD766cjae/ehIuOnI47lqwFXe+sRUXzByGG86c5FybiEVw6qRBeH39AazZ24RHl+zGJ48djee/cQrOmz4UL66pRmMy7fuMZz7Yh52Hkrhy7ijf78LgimNGYV9jO97bIR+zv3JPI5o7sjhrqj4oRUOjEDjjiCH4wyfnYOxA+RiC3sT4QRV47Esn4MpjRuEvVx0dKBetsAaAKUMqfb8fPaAckUhhunK0Vd6NIITgd1fOwuIbz8I1J8sjyhoaGhrFjF9ePhNPf/VE3Pu5YwI3p59dOh2zR/fD/z25CltrP9wzALfXtSKZzmHO6P4YUlmKL506Af9duR+r9zZ26X0bk2nc8vx6TBveF1OHVeJXL21AfVs6r3avIKzZ24THluzGxbOGIxaJ4N43/W1ye+qTuO/t7Z363Pvf2Y4BFQn89+snoyOdw3UPLvXNnnpy2R7sqW/HTRdPx4VHDkcyncPOQ22+9+rI5LDpQIvTdqKhoaHxYcWkIZX2ycEHhb/fWtuKi+54Gzf9d6002fLo+7sxfXhfnDhhIO57e7tylMiK3Q2obupwugrOsef+yT5fhLc2H8Spkwejf0VCeg0hBJfNGRl6RqBhmJi/8QDOnTYUiVgEZYko7vrM0Xj7+2filW+fins+e7QvmXT+zGHY19iOS+56B0MqS/Hdc6egNB7F9adOgGkC73OzJF9ZW4PvP7UKs0dV4eJZnZtFeN70YagsieHR9+VB2lV2K/WxunJeQ0PDxpzR/XD7lbOdWasqXDJ7BAZUJHDHp48qWJBQBh087GYQQjCiX1mhxdDQ0NDoNAghOGbsAJTEgk8ILIlFce9VR6MsEcX1Dy1TzrHrDszfcCCwNba7UN3UjrN+v9Bx2tbssxyCWaOsWUtfOn0CqsriuGdB5+dVJdNZ/Pg/a9HUnsEfPjEbv7tyNlo6sjj6569j6k2v4LoHl3a5zdg0TfzmlQ3oXx7Hrz92JD561Eg8s2Ifmtrd4N6h1hSuuHcxfvHiBnzln8vzev9UNoc3N9Xh/JnDMGd0P9xz1dHYUtuKbz2+EtmcgX+9vwuf+Ou7uOW59ThhwgCcNXWIcwKi6G/b22BVLY4bVPhZNRoaGho9jWPHDcCyXQ2+VljTNHHDoyuwbn8zHnlvF/72ln9CU3NHBmv2NeGc6UPxuRPHorqpA+9sdQOB6/c345W11U5S6IXV1UjEIo4DO3VYJfqXx7F4m7ySjkV1Uzt21ydxwoTgwNjFs4YjEY3gT/OCK/S31bWiMZnBCdyMwNEDyjF1WF/h7NtL54zAR48aiRkj+uKf1x+PQX1KAACzR1ehJBbxHESTTGfx/adW4ciRVXj0iyc4s5zzRVnCmjn2wupqHPfLeXhxtb9idFNNMwb1STjyaGhoaOSDwZUlWHHTubh0dvEduKSDhxoaGhoaXcLwqjLc9ZmjsfNQEne+sbXHPmfnwTZ89V8r8MLqalz30FKksz170vNtL2/E9ro2PPLeLry+vgYr9zSiLB7FxMF9AAB9S+O4eNZwLNp6UDn/SIb2dA6f/vv7eHFNNb5zzmRMG94XM0dW4e7PHo3PnTAWXzx1PD7Y04jP3f8+arswD2vpzgYs2noI3zhrMipL47jqhLFoz+TwH2bO1a0vrEd9WxoXzxqOhZvqsGJ3Q+j3f297PdrSOZwzzWrROnXyYNxy6Qy8sbEWx/xiHn78n7Vo6cjiyrmjcNdnjgYhBJOHVCIaIdhY4w8e0pbqQp+Sp6GhodEbOGZcfzS1Z3wVekt21GNjTQtuv2IWzpk2BPcs3IrWlDdBt3xnAwwTOGH8AJw9bQj6l8fx8OKdAID/fLAXF9/5Nr7yzxX4wgNL0JHJ4aU11TjziMHoU2KNVopECE6cOBDvbT+kPGSEYtlOa284LkRV3dC+pfjamRPx/Kr9zmxC6fvav2cPcwtCSSyKP35yDl785qmeU5JLYlFMGVqJTTVuN8Tr6w+guSOLH104DRUlXRsr9e1zpuDqE8eiT2kM33tqlS9puulAK6YM9bcaamhoaBzu0MFDDQ0NDY0u44QJA3HRrOF49P3d3dpuy+KBRTtgmiZu+/iR2HUoiX8vz/+EyLA42JrCC6urcc3J4zB6QBn+9tZ2vLW5DidMGOCpWJg5sgotqSz2NOQ/Q/DZlfuwak8j7vrMUbjhrMnOz8+dPhQ/v3wmfnzRdDzxpRPQ1J7BvW92/kywJ5ftQZ+SGD51nDWf6shRVZg9qgr/en83TNPEm5vr8OzK/fjaGZNw28dnoaosjnvzOP1z/oYDKI1HcNJE9+TKq04Yi+995AiMG1SBWy6dgZe+eQp++dEjnUqMRCyCMQPKseOgv215tx08HK2DhxoaGv8DOHacFYhbutMbYHt6xV5UlsRw8awR+MZZk9HSkfUdQPLejkNIRCM4akx/lMSi+MJJ4zF/Yy1++uxa/ODpNTh23AD88IKpeG97PS696x3UtqRwEdeye+KEgdjX2O5wbyZnSAOJ2+vaQAhCB8e+eOoEDKhI4O4F6sTi0h31GFiR8AQBu4LJQ/tg8wE3ePj8qv0Y1rfUWeuuIBGL4JbLZuKXlx+JZDqHeRtqnd8ZhoktB1pwxDAdPNTQ0PjwQQcPNTQ0NDS6BZ86djSa2jOYt+FAt7xfc0cG33liJX74zGocaO7Ak8v24pLZI/CJuaMxc2RfPLR4Z6hKic7guZX7kTVMfPb4Mbj+lAlYsbsROw8lcSY3AJ22367rRGvxMyv2YeLgClx05HDpNZOHVuLCI4fj38v3oC0VriW8uSODxXbbWlsqi5fWVOOiI4d7DvH67AljsaW2FUt21OOeBVsxsl8ZvnbmRFSUxPD5E8fi9Q0HQrWGm6aJ+RtqccqkwSiNe9vcv37mJDz79ZNx9UnjhC1nEwZVYHudOHhYGo9gsG750tDQ+B/AuIHlGFiRwLJdbputYZh4Y2Mtzpw6BGWJKGaP7ofZo6rw+JI9nn3vve31mD26yjmF+JpTxmH68L546N1dmDK0D+696hh8+fSJ+OhRI7H5QCsmDKrABTOHeT7/RDvxs3jbIeypT+KoW1/HOX94E01J79xaANh1qA3D+5b6+F6GipIYrjphLBZsqnWqyvkEo2GYeGvLQZw8aZBwr+gMpgytRG1LCk3JDBqTaby5uQ4XzxrerfPDjh8/AMP6luLZD/Y5P9vb0I5kOocjdOWhhobGhxA6eKihoaGh0S04aeIgDK8qxb+X7UV9Wxq/eGF9Xu2vPB5ctBP/+WAfHluyB6fc9gYyOQPfPGsyCCG4+sRx2HygFe+GnNOUL+ZtOIAjhlZi0pBKXDl3FEb1L8PoAWX4yAyv0zVlqNV+u6E6v+BhU3sGS3fV46JZIwKdpatPGouWjiz+wzgoKty7cBs+c9/7WLztIF5aU41kOuc7WfKSWSPQtzSG6x9ahvd31OOqE8Y6My6/cNI4lMQi+KvgUBXAOln5ynsX4/K7F+E7T6zEvsZ2nM85o2EwflAFdh1K+lq+99QnMbp/ebc5kRoaGhrFDEII5o7r77QEA8DKvY042JrG2dPchNUnjx2DTQdanAM52lJZrN3XhOPHu3MC+5bG8czXTsKL3zwF//nayc6hJr+7cjb+9Mk5uP8LxyLOHTwycXAFRlSV4vlV+/G71zahNZXFtro2vCg4AXrnoba8TzD99HGjESEENz+7Fjc/uxZTb3oFV9672Akirq9uxsHWFE6bMjiv91VhylBrvMjGmma8uq4GmZyJS+d07/ywSITg0jkj8ObmOhxqTTmfBwBTdOWhhobGhxA6eKihoaGh0S2IRgg+fvQovLWlDtc8sAT3vbMDn/7be75Td8Ni4aZazB5VhVsunYG5Ywfgjk8fhXF2SxM9iexvb2/HvPUHcOW9i3HH/C3dUonY0pHB0p31TpVheSKGt79/Jt7+/lkY2rfUc21pPIpR/cuE7bcqLNtZD9O02sWCcPSY/pg5si/+9la4k5Bp5ef3n1qNuxZsxcTBFTiGmyNVlojiulMmoCWVxYTBFfjsCWOc3w3sU4KPHT0Kz67a76t2NE0TNz+7Fuv2N6OlI4P/rtyPkf3KOjXUefzgCrRncqjh5jnurk/qeYcaGhr/U5g7dgB21yed+bbzNxxANEJwxhQ3eHjJ7OEoi0fxu1c3Yd76A1i87RByhomTuENGSuNRzBhR5QkSRiMElx81UtgWTAjBF04eh8XbDuHZlfvxzbMmYdKQPnh2pT9htbs+ibED8+Pn4VVl+PoZE7FgUx0efncXjh8/AEt3NuCP8zYDAJ5avheJaARnHtF9wcOjRvcHIVZl5nOr9mPcwHIcObKq296f4spjRsEE8OP/rIVpmk6rtJ55qKGh8WFE1ybGamhoaGhoMPj8SWNx14KtWLW3CSdPGohFWw/hpTXV+OSxY4JfzKAxmcbKPY244azJuPqkcbj6pHGe35fGo/jyaRPw65c3YuGmOgDWvKj6tjR+esn0LlWtzdtwAJmc6an4UL3fmAHlzqyosFiyo96eU9Uv8FpCCH50wTR85r73ccvz6/Crjx4plWdfYzs2H2jFiRMG4t3tVlXmA9ccK7z+W+dMxqlTBmHMgHL0LY17fnexPb/yrc11uIBpq16+qwHr9jfjlx+diU/MHY33th/CyH5lSMTyz0VOG261fC/b1YBL+5UBsIKTe+qTOCFEUFVDQ0Pjw4K546wEz7JdDbjwyOGYv6EWx47rj6pyl5srS+P4/Elj8dc3tzsnKvcpiWFuN8zx+9wJ41DTlEJ7JodvnD0ZHVkDDyzagY5MzmlRbunI4GBrGmPyDB4CwHfOnYITJg5E39I4Zo6swg+eWo2/v7UdQypL8eSyPbho1nAM7MZRFf0rEpg1sgqPvLcL9W0p3HDmpB6pZp88tBI/OP8I/OqljXjkvV3YWNOCUf3LnANpNDQ0ND5M0JWHGhoaGhrdhiGVpXj42uPwy4/OxCPXHo9xA8vx4pqavN/n7S0HYZjA6Yo2putPnYDrThmPL5w0DitvPhfXnjweDy7eiSeWdv4glV2H2vDIu7swZkA5jhkT7tTHsQPLsTPPysP3dlhzqsLOjTpp0iB89YyJeGzJHtyzcBs2H2jBr17agDc2eudLrt7TCAC48YKp+O3HZ+GJL52AM48YInhHC0eP6e8cYsLiuHED0K88jjc21np+/uDinehbGsNHjxqJeDSCUycPxgT79Ol8MXtUPwyoSOANZkZmfVsabemcPixFQ0PjfwozRlShJBbB0p31WL+/GRtrWnxjMgDghxdMw2vfOQ0TB1sVhKdNGdSp5A2PskQUN18yHb/+2JGIRyM4dtwAZHImVtl7CgDn9OLOzPMjhOCkiYMw067++9FF0zBxcB/8/IX1iBKC75wzpct/A4/zZgzDwdYUDBP4zPFju/39Kb546gScOGEg7pi/FW9vOYijQtoOGhoaGocbdFpEQ0NDQ6Nbwc4tOuOIIXhsyW5P9UIYvLm5DlVlccwZ3U96TTRCcNPF053//+SiadhQ3Yxfv7wRFxw5HFVl3mq6jkwOf5q3BefNGIqjBcb9k0v34PtPrwYA/OLymaEHq48bWIHmjiwak2nsrk/i5mfX4Zix/T2yAdacw76lMbSlc1i7rwlfPX1iqPen+N55R2BfQztuf3UTbn91EwDgvre341/Xn4AT7ba1NfuaEIsQHDGsErMVaxeEWDSCo8f098ys3HKgBS+vrcG1J4/zHL7SWUQjBGdPHYJnV+5H/4p1+OZZk7GnoR0AdNuyhobG/xQSsQhOmTQIz67cj70N7SiNR/Cxo0YJr50ytBKPf+lELN1Zj+PHd73qUIS59qiLpTvrcbxdCU5n+9Kq8a6gqiyO/379ZLyxsRbTR/TtVDVjEL5y+kSUxaMYN6gcw6pKg1/QSRBC8MXTxuPaB5cBAM6bPrTHPktDQ0OjkNCVhxoaGhoaPYbTjxiMVNbA+zvqgy+2cbA1hVfW1uCsqUMQzeNkxEiE4CcXT0NTe0Z42Mctz6/HvW9uw8f/shjb67wnCaezBn7zykaM7FeGJ750Aq46IXyVAh0ev62uDT99bh1W7mnE/e/swFub65xr1uxtwtxfvI4vPrwci7YeRM4wcfyE/Jy+SITgj5+cg19cPhPfOWcK3vremRjatxR3LdjiXLN2fzMmD63MK1Arw1Gj+2FbXRua2q2ZlXct2IryRBRfPWNSl9+b4kcXTsPxEwbggUU78bV/rcCuQ1YFpw4eamho/K/ha2dORH1bGq+vP4BrTx7vaVnmMbiyBBce2b2tviz6VyQwZWgfLGUOcVlf3YKqsjiGd1MgrqIkhktmj8DETlavByEaIbj2lPE4a2rPB/POmDIE15w8DpOG9MEZ3Ti7UUNDQ6OYoIOHGhoaGho9hhMnDERFIopX1vpPbZThH+/sQHsmhxvOyj9INWNEFS6bMwL/WLQDB5iDODoyOTy7ch/OOGIwKhIx/PyF9Z7DVZbvcuclHp/nvL3Zo602rDvmb8EHuxtx88XTMbiyBP98b5dzzW2vbEQmZ2LehgP48iPLMaSyBMd2Yk5VNEJw1Qlj8a1zJmPMwHJ87sSxWLT1EDbVtKChLY0lOw7hmLH98n5fEebY8xhX722EaZp4b/shnDV1CAbYp3d2B/pXJPDIdcfj5oun493th/DYkt1IxCIYN0gHDzU0NP63cMzYAXjo2uPwf+dOwXfO7f423nxx7LgBWLGrATnDRGsqi7c212HmyL49MjvwcEckQvDTS2Zg3ndPR2WpPOiroaGhcThDBw81NDQ0NHoMpfEozp42FK+srUE6awReb5omXlhdjZMnDep0NcJ3z52CbM7En+e7FXnvbT+EZDqHq08ah++eOwULNtXhU397D3fM3wLDMPHO1jpEI8Rp/80HQypLMWFwBd7cXIdBfUrwmePH4JJZI7BwUx2a2jM42JrCom0H8a2zJ+NjR40EANxw1qRuqQ789LFjUBKL4IFFO/D3t7ejI2Pg8yeO6/L7AsCsUf0AACt3N2JvQzsONKd8pzZ3Fz529EjEIgTvba/HUaP7oSTW9bXR0NDQONxw+pTB+MbZkz0nJRcKx40fgJZUFmv3NeGPr29GdVM7vt0Dswk1NDQ0NA4PFH5n0tDQ0ND4UONjR49EQzKDl0NUH67b34zd9UlcdKR/UHxYjB1Ygc8cPwZPLN3jtCfP23AA5YkoTpwwEF84aRy+dNoENHdk8YfXN+O+d7Zj/oZaHD2mX6crBi6ZNQLRCMHPLp2O0ngUFx45DOmcgXe2HMQbG2phmsB5M4biD5+cg62/vKDbAnz9KxL45LGj8fhS6yCVjx01ElM6McxehKqyOCYOrsDKPY3O7EPRrMjuQL/yBC6eZZ3qrIfNa2hoaBQep04ejGiE4IFFO/DIu7tw5TGjO1Uxr6GhoaHx4UDRBQ8JIQMIIa8TQrbY/wq9CELIK4SQRkLIC70to4aGhoZGeJw2eTDGD6rAv97fHXjti2uqEY0QnDu988FDAPjGWZORiEbwt7e2wzRNzFtfi9MmD0ZpPIpIhOBHF07DS988BedMG4pfvbQRG2tacOGRwzv9ed86ezI2/vx8XDxrBABgzuh+qCyN4a3NdXh+9X6M6l+G6faQ+Vg3V5R8//ypOG78AFwyewR+dtmMbn3vo8b0x8o9jVi3vxmJWARHDOuewKQIt10xCzddPB1fPHV8j32GhoaGhkY4DKhI4KSJA/HflfuRzhn45jmTCy2ShoaGhkYBUXTBQwA3AphvmuZkAPPt/4twO4DP9ZpUGhoaGhqdQiRCcMnsEVi6sx51LSnpdaZp4qU11Thp4sAuz9Wjw+RfWF2Nt7YcRE1zB87hTkAkhOAH5x+BklgEiVgEF3UheBiJEE+bWSwawWmTB+OJZXvw9paDuHzOyB6bE9WnJIYnv3wi7vz0UejbzbOW5ozuh0Ntaby6rgZHDK3s0Va6klgU150yvscOANDQ0NDQyA83XjAVM0f2xXfOmYKR/coKLY6GhoaGRgFRjMHDywA8ZH//EIDLRReZpjkfQEsvyaShoaGh0QWcP2MYTBN4Y+MB6TXrq5ux61CySxWALD593Gi0prK4+h9LUFUWFwYHJw+txJIfn4NFPzgLQ/p2zwmSFF87c6Lz/SePHd2t791bmDO6HwBg16GkUzmpoaGhofG/gRkjqvDCN07Ft3TVoYaGhsb/PIoxeDjUNE06GKsGwFDVxUEghHyJELKMELKsrq6u69JpaGhoaOSNacMrMaAigaU7G6TXvLDaaln+yIyutSxTzB1ntfISYh2iUpYQH8JRVRbH4Mrur3abMaIK/7r+eLz9/TMxesDheXrwVKZNeZZ9qrSGhoaGhoaGhoaGxv8WYoX4UELIPAAi7/DH7H9M0zQJIWZXPss0zb8B+BsAzJ07t0vvpaGhoaHRORBCcNTofvhgtzh42NCWxj/f3YVzpg3pcssyi99fORs3XTwNQyq7t6owLE6eNKggn9tdiEUjOH/GMBxsTeHKYw7P6kkNDQ0NDQ0NDQ0Nja6hIMFD0zTPkf2OEHKAEDLcNM1qQshwALW9KJqGhoaGRg/hqDH9MH9jLZqSGVSVu7P5GtrSuOGxFWjP5PDdc4/o1s9MxCIFCxx+WPCXq44GgB6b2aihoaGhoaGhoaGhUdwoxrbl5wBcbX9/NYBnCyiLhoaGhkY34egx/QEAH+xxqw9X7WnEuX98E+9vr8evP3Zkj57mq9E5EEJ04FBDQ0NDQ0NDQ0PjfxjFGDz8DYBzCSFbAJxj/x+EkLmEkPvoRYSQtwH8G8DZhJC9hJCPFERaDQ0NDY1QmDW6HwgBPtjdCAAwDBM//u8axCIRPHfDKbhyrm6L1dDQ0NDQ0NDQ0NDQKDYUpG1ZBdM0DwE4W/DzZQCuZ/5/am/KpaGhoaHRNfQpieGIoZX4YE8jAGDJznqs3deM26+Yhekj9Em+GhoaGhoaGhoaGhoaxYhirDzU0NDQ0PiQ4qgx/bBydwMMw8Sr62qQiEVw4ZHDCy2WhoaGhoaGhoaGhoaGhgQ6eKihoaGh0Ws4anR/NHdksf1gK15bdwCnTR6EipKiK4LX0NDQ0NDQ0NDQ0NDQsKGDhxoaGhoavYajx/YDADzy7i7sa2zHeTOGFVYgDQ0NDQ0NDQ0NDQ0NDSV08FBDQ0NDo9cwYVAfDKxI4KF3dyEaIThn2tBCi6ShoaGhoaGhoaGhoaGhgA4eamhoaGj0GiIRgq+dOQkA8PkTx2JARaLAEmloaGhoaGhoaGhoaGiooAdNaWhoaGj0Kq45aRxmjuiLY8b2L7QoGhoaGhoaGhoaGhoaGgHQwUMNDQ0NjV5FJEJw/ISBhRZDQ0NDQ0NDQ0NDQ0NDIwR027KGhoaGhoaGhoaGhoaGhoaGhoaGEDp4qKGhoaGhoaGhoaGhoaGhoaGhoSEEMU2z0DL0GgghLQA2FVoODY3DHIMAHCy0EBoaHwJoXdLQ6B5oXdLQ6B5oXdLQ6Dq0HmkczhhrmuZg0S/+12YebjJNc26hhdDQOJxBCFmm9UhDo+vQuqSh0T3QuqSh0T3QuqSh0XVoPdL4sEK3LWtoaGhoaGhoaGhoaGhoaGhoaGgIoYOHGhoaGhoaGhoaGhoaGhoaGhoaGkL8rwUP/1ZoATQ0PgTQeqSh0T3QuqSh0T3QuqSh0T3QuqSh0XVoPdL4UOJ/6sAUDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NjfD4X6s81NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0AgJHTzU0NDQ0NDQ0NDQ0NDQ0NDQ0NDQEKJog4eEkPMJIZsIIVsJITcyP7/B/plJCBmkeP0P7es2EUI+EvS+3GtLCCFP2Ne8TwgZF/S+GhrFiGLUI0LIOEJIOyFkpf11bzf+yRoaPYIC69JphJAVhJAsIeQK7ndXE0K22F9Xd8ffqqHRkyhiXcox+9Jz3fG3amj0FAqsR98lhKwnhKwmhMwnhIxlfqf3JI3DCkWsS3pP0ig+mKZZdF8AogC2AZgAIAFgFYDp9u+OAjAOwE4AgySvn26/pgTAePu9oqr35V7/NQD32t9/CsATqvct9HrpL/0l+ipiPRoHYG2h10d/6a+wX0WgS+MAzALwMIArmJ8PALDd/re//X3/Qq+X/tJfsq9i1SX7d62FXh/9pb/CfBWBHp0JoNz+/quMfaf3JP11WH0Vqy7Z/9d7kv4quq9irTw8DsBW0zS3m6aZBvA4gMsAwDTND0zT3Bnw+ssAPG6aZso0zR0AttrvKX1fwesfsr9/CsDZhBCieF8NjWJEseqRhsbhhoLqkmmaO03TXA3A4H71EQCvm6ZZb5pmA4DXAZzf6b9SQ6PnUay6pKFxOKHQerTANM2k/d/3AIyyv9d7ksbhhmLVJQ2NokSxBg9HAtjD/H+v/bOuvl76voSQWwkhl/KvN00zC6AJwMBukEtDozdRrHoEAOMJIR8QQt4khJyah0waGoVAoXWpp+TS0OhtFKsuAUApIWQZIeQ9QsjlecikodHbKCY9ug7Ay90kl4ZGb6NYdQnQe5JGESJWaAGKBaZp3lxoGTQ0DneE1KNqAGNM0zxECDkGwH8JITNM02zuYfE0NA4b6D1JQ6N7kIcujTVNcx8hZAKANwgha0zT3NaTsmloHC4Q6REh5CoAcwGc3vsSaWgcnshDl/SepFF0KNbKw30ARjP/H2X/rKuvD/u+znWEkBiAKgCHukEuDY3eRFHqkV3afwgATNNcDmsmyJQ85NLQ6G0UWpd6Si4Njd5GseoSTNPcZ/+7HcBCWPOuNDSKEQXXI0LIOQB+DOBS0zRT3SSXhkZvo1h1Se9JGkWJYg0eLgUwmRAynhCSgHXYQj6nDD0H4FPEOu11PIDJAJbk8b7PAaAnhF0B4A3TNE3F+2poFCOKUo8IIYMJIVEAsLNpk2EN1dbQKFYUWpdkeBXAeYSQ/oSQ/gDOs3+moVGsKEpdsnWoxP5+EICTAazPQy4Njd5EQfWIEHIUgL/CCnbUMr/Se5LG4Yai1CW9J2kULXrzdJZ8vgBcCGAzrKqkHzM//yasuQFZAPsB3Cd5/Y/t124CcEGI970VluICQCmAf8MaeroEwISg99Vf+qsYv4pRjwB8HMA6ACsBrABwSaHXSX/pr6CvAuvSsfZntMGqgl/HXHetrWNbAVxT6HXSX/or6KsYdQnASQDWwDoRcw2A6wq9TvpLf6m+CqxH8wAcsO24lQCeY67Te5L+Oqy+ilGX9J6kv4r1i5imCQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NHsXatqyhoaGhoaGhoaGhoaGhoaGhoaFRYOjgoYaGhoaGhoaGhoaGhoaGhoaGhoYQOniooaGhoaGhoaGhoaGhoaGhoaGhIYQOHmpoaGhoaGhoaGhoaGhoaGhoaGgIoYOHGhoaGhoaGhoaGhoaGhoaGhoaGkLo4KGGhoaGhoaGhoaGhoaGhoaGhoaGEDp4qKGhoaGhoaGhoaGhoaGhoaGhoSGEDh5qaGhoaGhoaGhoaGhoaGhoaGhoCKGDhxoaGhoaGhoaGhoaGhoaGhoaGhpC6OChhoaGhoaGhoaGhoaGhoaGhoaGhhA6eKihoaGhoaGhoaGhoaGhoaGhoaEhhA4eamhoaGhoaGhoaGhoaGhoaGhoaAhR0OAhIeR8QsgmQshWQsiNgt+fRghZQQjJEkKu4H53NSFki/11de9JraGhoaGhoaGhoaGhoaGhoaGh8b8BYppmYT6YkCiAzQDOBbAXwFIAnzZNcz1zzTgAfQH8PwDPmab5lP3zAQCWAZgLwASwHMAxpmk29ObfoKGhoaGhoaGhoaGhoaGhoaGh8WFGISsPjwOw1TTN7aZppgE8DuAy9gLTNHeaprkagMG99iMAXjdNs94OGL4O4PzeEFpDQ0NDQ0NDQ0NDQ0NDQ0NDQ+N/BbECfvZIAHuY/+8FcHwXXjtSdCEh5EsAvgQAFRUVx0ydOjV/STU0NDQ0NDQ0NDQ0NDQ0NDQ0ND6kWL58+UHTNAeLflfI4GGvwDTNvwH4GwDMnTvXXLZsWYEl0tDQ0NDQ0NDQ0NDQ0NDQ0NDQKB4QQnbJflfItuV9AEYz/x9l/6ynX6uhoaGhoaGhoaGhoaGhoaGhoaERAoUMHi4FMJkQMp4QkgDwKQDPhXztqwDOI4T0J4T0B3Ce/bMeRVMy09Mf0S1o7sjAMApzEE4+aEtlkcnx4yyLDx2ZHDoyuUKLEYh01kAynS20GIHIGSZaOopfl0zTPGx0/nCRU3NT90JzU/dCc1P343CRU3NT90JzU/dCc1P343CRU3NT90JzU/dCc1P3o9jlLFjw0DTNLIAbYAX9NgB40jTNdYSQWwkhlwIAIeRYQsheAFcC+CshZJ392noAP4cVgFwK4Fb7Zz2GNXubMPvW1/DC6v09+TFdRmsqi1k/ew23vbqx0KIEYsZPX8UXHlhSaDECMf3mV3DsL+cVWoxAXHHvYky/ucdj6F3Gzc+uxZE/e63ojYwnlu7B7Ftfw9ba1kKLosTqvY2YfetreHF1daFFUaKlI4NZP3sNv311U6FFCcSMn76Kax5YWmgxAjH1pldw/K/mF1qMQHz8L4cHN91kc1O2yLnpsSUWN22rK25uWrnH4qaX1xQ3NzXb3HT7a4cHN1374OHBTSf8uvi56WN/WXRYcNNP/rsGR/7sNeSKPIj06JLdmH3ra9he5Nz0we4GzL71Nbyytri5qand4qbfv354cNN1DxX/aLCpN72Ck37zRqHFCMTldx8e3PTj/1jcVOwB7n+9b3HTjoNthRZFiRUON9UUWhQpCll5CNM0XzJNc4ppmhNN0/yl/bObTdN8zv5+qWmao0zTrDBNc6BpmjOY1/7DNM1J9tcDPS3r6n2NAIBFWw/19Ed1CY3JNADguZXFHeSkKPb1BADDBFo6ij/7s3pvU6FFCIUnllpnHaWzxe2gv77+AAAUvRG8yr7vi7cdLLAkajTambTnVx0e3PTO1uJeT4qm9uLOUALAmn2HBzc9vmQ3ACBd5MHD19dbRuWOuuI2glfvbQQALN5W3Pt8Q5tlNx0u3PT2lsODmxqLvHoCANbuay60CKHw2JLDw256bZ1lN+08VNzctGpPIwDg3SLnpnqHm4o7yEnx1ua6QosQCnRdixnrqw8Pbnqc+nRFbje9us6ym4qdm1bubgQAvLe9eLmpoMHDwwk0oh4NWLG1+5oKWg6dc+Qkyuu21rY4gcZCwDTDZSj2NiRR3dTew9J0HQdbU0WfzQCsytQNBd6Qcva9VxnB2ZyBD3Y39JZIQlA5Y1G1Li3f1RD6ee4JGCF1vtDclP2QcdOe+iRqmjp6WJquQ3NTeNDEefFzk/VvNJCb6gvKTWHtkUJzE5UzprmpV3GwNYWdmpvyQhA3rbSDYoWCYVKdVztLBecm+6MjATq/Zq/mpjAIW3V2uHBTXcvhwU0tHRlsrCkObkopuClTRNwUpEuF5iaXQ4uXm3TwMCQcI5jIb+ah1hQuvvMdfO+p1b0llg/t9oMU9NCd84e3cPGd7/SGSEKoSIbFKbctwIm/Lv7y8tN+uwBn/m5hocUIxFceWY4L/vx2QdvyKCerslR3zN+Cj96z2KlcKQSozkcUOr9gUy0+/pfFeOQ96aFUPY4wch60uekHTxeOmzry4KZL71rUGyIJEZabTv3tgsOiLe+U2944LLjpy48swwV/frso2vJUDvqf5lnctLaA1ZRGCHtkwcZafPwv7+KfRc5NdS0WN/3wmTW9JZYPHRnrfgcFEs75w1u47O7CcROVMwiHCzed/Js3cMZhwE1ffMjipmJoy0vl5M7iH17fjMvvXlRQbgrjK83fcAAf/8u7+Nf7u3tLLB/CcGhtcwcuuesd/KiA3JTKWvc7DDd99J7FvSGSEB3ZcEEMzU3di+sfWobz/1Qc3KSymyg3rd9fuEBnGG56fb3FTbTSuxAIk3Q9YHPTj/+ztrfE8kAHD0OCVs2oCJwG7pbu6NHxi0q0p20HXaEcFHsbClfRdzgMq80HyfTh8fe8v8Mqg24rAnlVGw0t168uYIaSZn+IQpf22Tq0saalV2QSIcxGQ3mhoNxk63yADQwA2F2f7GFp5GgvAt3oToQNOBQa7223ns22IhgQrgogFwM3hQmw7m2wdGjTgWLgJvk1dCD8kiLgpjB2065DBeSmD5ndFDZRU2i859hNheemMHbTgeZi5ybLbtpcQG4K0wlB7eSluwrHTR15cFMhOww+bHZTsbfgUrxv75vJItgbVGu2bn/hucmwxVMxFLWbioGbVEnX1pS1Fy0rEDfp4GFIhCl3pZt6toAZAErgqiBnMWQoDpdgW74oZKkzhaqqkBpKlHgKiZQiU0nlLGQVEv3sjMJYp3yQyxVQzjDclCseblIZ68VQdVYMRtiHFar763BTEcyXVQU1XG4qnHNBdV516BRtGywoh4ZoYczY3FlIOQ8bbiqC4NWHFSq7OFZUdlOwPVLIfZ76SmlFhWS0iORU67y11oW075IhfLpiOODrcPHpisFHyxcqbioqu0lhOxcDN4UZmeXKWTidovdb5dPRa7IF4iYdPAwJys0qAqcVHoV0KmhmWvXQFUO293DJoOe7KRfD2qqyPzHbiSuKjUZJ4JacBd1oDGoEBwcSikFONTflPNcWAq6DLt92VAHl3sLhkkHP97TyYljbMEZbMTjo4YzLwut8KDkL6PiGmRVNuamgiY0QIxWKoVuiGGQIg3y5qRgOAQmzzxeD3aRaq2JIumbz4KaCJl1DVB5Sn64Ykq4qn66jCPTn8OGm/O5lvlzWEwjFTanCH04VRs5CxkeoHquTw8WTdA0TbzIKFAzXwcOQoEEkVek4NUAbkhk8V6BT+5wsVQg5AeDhd3f2tEhiGfJ00P88b0tBKibzDXLe8vz6glcHhDEub391Y8EPogkj50OLd2Ld/sLM7wnjoNOW5hfX7MeiAp3OG2aOBzXsDrWlC3aiaNJx0OXXsLxwOHFTIbLZneGmQgdGw+j8b1/ZWPCB6mGM4AcX7SzY/J4wiQ3YdPDimmosLhA3ZfPgpoOtqcJxk71nK0c/MPr2SIG4Kd/qnjvmF4ab8pXzlufXFZybwiQzb3tlU0Hb7oCgoJwl5wOLdhTsgBcjhINO/ZMXVu8vODeF8ZVqW1J4YXVhuMkZ9xJiLA2guSkI+fLMLc+vK3hgVF0QYj0Xv3m52LnJkvP+dwrPTar1pGr2/KpqLN5WGG4yHG6SX0N5obqpAy+u7v2T2HXwMCToMFhV/IolmG8+9kFPiyREmAw6awTf/Oy6w8Lx/eO8zVhdgCHQ+cr52JLdeGDRzp4RJiTCtLXM21CL//fvVb0lkhBhNprluxpw0R2FOdiHJihVFVtU5zsyBj573/u9IZZUhpxCj9vT7lp/o0Dc1BFiHuvhyk1rCsBNHXkawY++vxsPLt7ZM8KEhEqXWG763lPFz03LdjXg4jvf7i2RPKDZ5pRiniXdB5LpHD5TIG5KhRjlwupbwbjJmccazkG/qVDcFELnWbn+8PpmZ9ZUbyJfZ/tf7+8uWLKIIswYlXkbDhT0QEQgXGJj6c4GXFKgAxGpHaKyQ+latxWQm9wxU3I5WX274dEC+XSO3SS/htW3m55d19MiCRHGbioGbsrXvvvne7vxyLuFO3QMUO/zLDcV8kBEIFxyeOnOBlxWoAMRadJV1V5N+bU1lcVn/l4gu4mOmVJUybLP8dcfXdHjMvHQwcOQoFkVlXIUOnPKyhA2SwUUZjBsmCwVXy4eV+2ePYTO3NMQc427HeymrHpG2eci3/L97oYyMx3mVI0ehhGi8rDQGUkgJDcVhZxWdU+Y9mqKQjyjYSqHeW6KKVqxewqdmTFUaG4KM0sQKHyrkCqQwD6/hepscYxgxTrlG1zuCbQfJnYT1aV82pYL0coYZh4rz5mxAthNhws3sd0sYRxfoPDz5cIEEoDCtdrS5Sl2e6Td3ueLXc4w3MTLWYhnNAyP875mIlYIuyn/zrCCc1OIhAFQ2BElQHj7rlCH0bjzWIvbHnHspiKWUwcPQ4IajqohwMWw0binBsqv4Y3gQpzGGebB5+UsxAwC9p6G3ZD7lMR6ShwpWNIOU3kIFEZOFiqjjd04VUZTTyLMfIxCEzjAcFORG8HtmRCjH9Lev6GjAHP6wgSE+fU8XLipogA6z+4vYY3gYuYmtuCsEAktINxIhaLQ+TBGcDHIGeJEU17OQiSOwgSE/YGEwlZIhuXGgnATs7+EDR4WQk4WKh+ETdQUIjADuDPN1AmDws+Raw9hNxVDcthpWw5ZFQ0UZgZiGB7v4O57IWadsnKGHYVVCJ1n5QzTCQEAFSXRHpUpCGHvZ2m8MNwUZh5rUdgjIZKuheYmHTwMCZr9UWX9VA+daZr42XPrsLaH29vynXkI+Kss7npjCxZsqu1+4TwyBGd//HJ61/7JpXvw5LI93SoXDzaDHvYwlBLOaFuwsRZ3L9jarXLxaPfIGdx+A/g3xLX7mvCz53qvHUvlULJGfUXCuyEeaO7Ad59c2ePkGWZ2j0rnOzI5fPeJlajt4TkkDjep2qsVTqdpmvjps2t7fLYkzfSrsrg+nef49q43tmBhD3NTmKoZfj35tX9i6e5e5aawmVyem97YeKDnuYm5p6r9k63eLDg3hTTaeDlrmnqHm5zKQ4XOq7ipPW1zU0sPc1Mm2G5SrRXlpp6eLensnypu8um892+6c/4WvLm5rrtF8yAUNwXYd08s3Y1/9zA3sfZdWIcyEfVz0z0Le9Nu6lzSdc3eJtzyfLFwk/s7Xs6apg7835OrepGbOmc39Ro3OXZT55LDpmni5t7kJtU1PrvJ+/87ioSbgny6x5fsxlPL93arXD4ZOmE3xTlumr+hF7iJtZs66dOt3tuIW59f32vcpNIllnd4bqpuau8VbuqqT9eezuE7T6xEXUuq22Vj4dhNnbTvDMPETf9d26OzJXXwMCTCZNBVD35zexYPLt6JT//tvW6XTSSDqu3LZwRzhv3vXtuMax5Y2v3CeWQIJm0+S8XL+f2nV+P7PTx/hg0SyIw2npjTXKb/mgeX4vZXN3W/cAzCZqnYoHIfLkt19T+W4MHFO1Hflu5+AQUI28rGb4i3vbwRz6zYh5fW9OyQ2GyYDLpC519dV4NnPtiHX7y4odtlE8nQWTkbkxk89O6uHucmR86QczwA/+b5u9c24ws9zU2dqDzkjZEfPL2m57kphM77uIm77toHl/UuN6kGVTPWCK/zn7v/fTy4eCcak71zomDYSrmKhFfO37y8Ac+s2IdX1tb0mGyAO1ess+3Ar6yrxjMf7MOvepqbuth+U9+WxkPv7sJn7uthburE6Ade53//+mZc/Y8l3S+cQgbhNQH23Q+eXtPjc/tY+y683eTnpt++Unx2E1/dc9X97+OBRTvR3EsnMYd1fMu5pOuvXtqAp1fsxavrepabaDFXZ6tmXlpjcdNvXtrY3aIJZeis3XSwNY2H392Fq+7v2blort3UeW76Q7FwU4B9d+Mza3p8Frs3KCdeU74ikX9GrnuoF7gphO8JeKvl+aDcZ+97H/9YtAOtqZ7jJs/ILOUz6v6unLObfvGixU2vrz/Q/QIyCGM3qQotXli9H//5YB9+83IPc1MXExsHW1N45L1d+FwPcpMOHoZEKAedu5lsK5kJ0/M+PQU6zyGfyHrYirruRJi5E0EbTW8gTHUP/3PVMNaeQjLkRsMGlfl2YNrm0pl5RWHB6kTYrAq/IZbYJe89rUs0i9/ZhEFJzDLee1rOzrQGitpce3p8QWfmxhaCmzqV6S80N0nWiV+/wqxnuCqkTJYZVUAk3NSDusRyo7LDIK3gpl7SeSpfZx300t7ipkyYuWLe37FtrvQ0+54eD5EMYd/5KvoKsM93jpsKa9+lJG22Pm4q8Pgc1f7JHqoh5aZOzFILC/a5DGvb+7nJkrOnq3tSTrBLXcEjQ2m8d7jJqTzMw25ig0rUfO5xbgrTwlgUdlOIzpIikLNzdlMBuD5kYiPreSa9i1/SCz5d2mM3yT+nQ2k39Y5PR9exswkDyk09zaGdmWPPBnHpXO6e5CYdPAyJ9hCRYN75Zq+lCt7TQ4xpxjcfI7ggs3vCzMcohtmMIVrufBWS0g2p59aZXauwpeP831NmE2NPbjRhN0T2XpdzG41jXPaw0UbXSt1yJ/9dWaJ3Npr2UHJ6ZWA3fGcOSA8PMXbkVOgB/7tCcFO4eayG8v+9gTAZ9LBc35PcxFYhKVvrsznpdZSb2nowg+5ZT+VIBZabvNU9VOd7mptcXepk8JDK2cPPrWs3Ke47z00eu8mwX9+zcnaEkrN4dF7loBeDfRfGbvLPaRPL2ZNz0cKOVGDvNX/fe5ubVOvBOu989Xavc5NqPRV6VpbonUBCOLvJ+zvWRqJJjp5PYofg+qKwmyz5VCOzeDkLkYDx+kriz/fPtxWvfU8e7BZ2pAL79/D3nfpKLT1YFc36v2FHUfFV0WW9FJQL44MofbpeSmyEse943WGv7Q1u0sHDkOhMJFh0M3saNNOfj1NR6OyPbNh/MVT3eDPT4TYa2YbYkwQetvJQFXCgG01rqudaAzuzIYJrb+qtjcbR+U5m0OkMp17LTOfT1pIpADcdJpWHbHWbbG38chaCm5jqHsk6ha1Cau1RbgpXeajiht4wgsO2CbEZdP7x6L2qma6dFFpic1NPn8gcZq6YakZfb3FTpzi0gNXGpikf9l8MlYdhKvqC5ttS9GTLXTKEfQeo549Re6Qn25bDclO7Yu9yHd9e6jDo5KgCp3q7p4OcnRhFxT6jvXWadSiuD1nA0JNI2r5nzjCl3FQMFZJhfKWwXN+zdlP+hRb8epY5dlPP+XTJkPNtPYdoSXy6YqjiVdpN8d7x6bo6RoVyU09SlA4ehkSY+RiqjG9PZihYdGbGUMFLskMHD8XXhT0xqzPoTHVPIRz0MOtpGCa30XBGcKIXjOCQ88/Y6/hMUG846KZp5j1LkD95tagy04oqj17jpk7MGCp4K1tYnZfI2aPcFErOcO03Pemgh6maMQzTe2I8X92T6HkjuDMOOp8ooqcI9mRig+XxsO3A/GEU1HjvLW7KR+fZZ7a3TgruzFiaQji+HSH2z6ADUyh6coh+GJ0vOrtJ8vk5w1S2DdMq3kLbd/x1/PqW9ILdxPJ4WJ3nD/GidlNvVSGlVeNzFHZT73FTfusJFKiirxsTBj3KTSHkDM1NPWg3hekmy+YMb9uwxKfrUfuuE3aTr3o70fPcxPJ42IQBfyo0Ned7q/Iwv+Ahy009b5vo4GFIOGWkAUG5wZUl+OoZE61rC1J5GOahs37300umAygCI1hmXNqk9PPLZwKQb4htPThrJoxxSa/58YXTEI2Qgmw0YQicynXNyeMwqn+ZNEvVW0Zw0Fyx82cMw3HjBkgz/T3ZNsauTRCBzx7dD5fNGYFMzvQYPbTlrseN4JBZqsGVJfjK6TY3FbLyMITz43KTu3a9dWJcGG6icjrcJLmuJ2f0scEhqbFur/lPLrK5SaIzPdrWEibgYd/na08ej5H9yqQ631tBzqB5rBfMHIZjx/WXcmhP6ryHm1RGcNripktnj0DGMDhu6mUHPcBuGlJZgi+fPgEAZwQXld3Ec5N7bW9xU5jKfVqF9PPLZiivK/R4EnrNTy6ahgiR61xLD3ZCdIRYT6oj151CuYnXecuN6i37Tm03GbjwSIub+HWn3NSTgSU2uBZUaDFndD9cMnsEMjkvN7nBw571S8LaTUP7MtzkqTzsHb+pI4Td1KHgpp5MYLLIpyDE5Sbxs9iTwZlQ3GSv+U0XTwchcp3r0U6IUHaT9fPrKTdJCi16zacL0PmLjhyOuWP7++57aS/4dGFHe7WnczhqTD9cPGs4MlyCINdbPl0ou8nAsL6l+PJpIm7qeZ0vaPCQEHI+IWQTIWQrIeRGwe9LCCFP2L9/nxAyzv75OEJIOyFkpf11b1fkONDcge8+sVL5QLjzz9RORUUiilkjq6xrPdU9Xb+Z9Jjw2uYOhZyG77NFcgLAceMHWNeGaNPLB6Zp4uZn12LtvqZAOYHglrtjxvS3XiO5risEfuf8LViwqVb6+zCEQ+WcPLQPBlYkfM9RzB5e2tyFqpnHl+zGk0v3SH/P3u+gDXnsgHKMqCqTzsfoihH8xsYDuHvBVunvO0IEPKisw6pKMW5QuW/d6UiVrhgYa/Y24WfPrZM6ffnMkBxQHseUoZW+a2lmuisbYk1TCG7KBlcetmcM9CmJYdaoKt+13WEEh+Im+zOVM4bSORACHDvO4qaObg5yGobFTev2q7gphC6lOW6SjirovM7fMX8LFoblJsnnu9xUiQEVCd/fQ4e+d4VDH1uyG08uk3OTh+sD5p+NHViOEf1KpXPFumIEz98QxE0hHd+0zU0DK3zrTuc99R43qff5gRUJHDGsEqbJzTnNdb3ysLqpPYTdFKzz7ZmcxU0j+1nXeji0G7mpRc5N9D4GcX3Ew03dG+Q0DBM3/Xct1u9vlsuQxz5/zFi/nCy6ovN3zN+CNzfXSX8fxr6jck0ZWokBFSXSfbKr3PRvFTdlg/d5x24aWI7hVaW+9eyO1sB56w/gnoUKbmKDcor26o5MDsP6lmHswArf30OLj7ui86v3NgZwU/B9pzIMrEjgiKF9YJhe/4h2QvQ8N4Wxm3KoKInhSIFP1x06n0xnA7nJse9Uvmc6h2iEYK5A53uNm/LY511u6n6d//M8NTelMsE673KT7dPJEhtd0PlH3w/gpjD2HWM3Dasq9clZ1g3jXgK5ifXpAoJyw6pKLW7i7jv1kbsSlFu1pxG3PN91n87lpkrkDNPTmZXJdT3pur+xHd99cmWoOdBB11SURDFTxE29UBVdsOAhISQK4G4AFwCYDuDThJDp3GXXAWgwTXMSgD8CuI353TbTNOfYX1/piiw/e24dnvlgH+ZtkB8THubk1fZMDqXxqNMX393VPc+vso4J/91r8iPiw7ZXl8YjTrBIFkjobDtzbUsKD7+7C9c+uDRQTpWs1HjoVx635OmBmTi/f30zrnlAJWcwMdLMYJl973uiou/GZ9bg+0+vVsgZfj3LEhI5u6H95toHl+H2V4OfT5Wc9LqyRBQlsahPTqdqpguVE5/467t4cPFOtEneI58NsTQedVpvRHMnumIE//S5tXjmg314Y2NwECmo/cYrZ/cal8+u3If/fLAPf3h9s/Qa9xTGAA6NRRluEsvZ2SH6B1o68PC7u3Ddg8uk1+ST2HC4qQda7v7w+mZ8QcVNHodSbQSX2fdedkhSVzj0h8+swfefCsdNssr9do+cUX9muhvab657KIibwlcby7je0fl0555PALji3sV4cPFOaWVY2OqednufF3FTd2TQb37WspvCBLiDqmY83NTNGfT/fGBx0x9f36KQwbbvQnA9bWWSdZZ0dgxEdXMHHnlvF65/qHvspv4VQXZT5x3fP7y+GVf/Y4n096kwcto6Yu3zEXm1cRc49IfPrMH3lNwUrPPUQS+V2XeJrjvo1z+8DL99pWt2Ex21UpaICNfT5abO6/wVf7HsJlnQJ5/qnlKb661r/QUMXbGbbvqvZTcpA9wh2qs70jlnT7Lk9CdguoKnV1jc9Od5Km4KazdFArmps8mYfY3teOS9Xfjiwyq7Kbw94nCTNCjXeV364zw1N7FFKIG+ErVHuOed7lVdsUd+9J88uClgPUsD7LuWLsgZxE2pEPfd4aZAu6nzOv/xvyzGA4t2ygPCeXSTlbBxHIEudYWbfvLftXhmxT68tfmg9JpUGHvE8ZHpqJzuLQgJQiErD48DsNU0ze2maaYBPA7gMu6aywA8ZH//FICzCVGdM9c50IeDnwtEYZqmQ3JhAx7s+wLdM1eMyhCXyMnKZ5iKg0icDVFgrDMbYluqcwpCCU0lp2e+VYDRVlESQzxKun2jCdNqlArhqHmCcgLHt6QbHPQg5LOeso2GPv89OVcsTDtwJmcgkzOZgAdnBHdDZpo64DIdSYUIzFAZrA1RFOyy5ezChhiOm4ITGx2ZHMrikR4zgun7hdH5nGEqD0liN0RRMBbo/MmW9JmPReXbSJh7TzmuT2kMsYiCmzopZyhuysPxdXSJn9fVC4ckhdF5xwhOiOWkB3z05DzWMPc9kzOQNUwmyMkZwbmuB+Xoe8r0MhW2uodPGDCvoxn0buGmWAhuCmMExwWJjW7hJuv9EiF0PmuY8kOSMlwggbnHrH3XeW6y3i8W0m4KSmb2KYkpx6j0rN3EOr7qCkmZQ1naC+3AYYKcHXwggbfvYr1r38ntJuvZlQU8uqPamPKijB9Dj1TIGN5CC9ZX6obkcBhuCjP/zNV5UdK1G3y6PHylTE5+EEm7yvc0WG7q3Jq69p2KQ8MH5fqUxOxRBbLERud0KUyLdrjEBucrSdpse1bn8/U9BXYT5dAetZuC73s6Z8Aw5Ymi7uAm6h/IYi1h7jsgSBgI9vmu2U22PSLhJsMwXZ4NsO+8vmf3+nRBKGTwcCQAtmZ3r/0z4TWmaWYBNAEYaP9uPCHkA0LIm4SQU7siCL1B9CbwyBqmMygz0FiPRYVD01mDtLMzKOhn04dadY1KVlohGVTd09kgEt2g+EHIXjlzwu9ZuFmViNBR66qcYdpJw64nAKcqwT/snwbletIIDpbTk6WK+41gw3YKupKlCoK3ZSD4vpfGo7529e6o6KP+T9B8SEtmdVCuJB5FqcBB744slctNYl2y5iwGy+nqvJ+bWJ3v7OwuR06VzofIULanDTuD7t8QczmWmzr3jNL5qGpuCr73jnEZEwfiuypnmGcmP26y1lRmBPcoN4VptbSrkOi95/8eyk29ZQRL7zvH9XyQsDu4yZFBEnQJc98BpqJPsM93DzfRfV5sj6gGubOwgpyuzssy6F3mJol9Z8kXzvGVBTxyRte5iVaaqjk0P3tE5Kh1l5wqeHQ+UJciKBUEu3rjpNDusO8cu6nA9p2Pm3qg8pBCbjex912h87T7SRDsolXRXeGmVIA9Eta+430lLzd1g92UU9t3vHzSZGY6h5IYWxXNcD1jN3V2dBLd59S+Z/h9XpZ8o+iszoeZMe3VeXViw/WVxNzUs8nMEDrP2KEi+44+lj3LoSF8urSrj6VxP9dTnU92w/kFoXy6gHEvlj0i3+e7MooqyFfy2k0huCmgm6yn5jEfrgemVAMYY5rmUQC+C+BRQkhf0YWEkC8RQpYRQpbV1YlL2OnNjEiSKmFbLTM5A4mYpLqHMYI7O0SfPlSyiHVYWV05BeWuzIPbWWOIZmPUcobJVlgPfSJqySqr5uhs9ifMIG5vKb7482k2wpIz6jPayuOxLskZBmHuO/v8WOvpvY7+HT3poIcpHc9w952vVKNZlc5WeLAICrQCUB6SlM4aKIlFhA56d8w5pWtEICanMK2rliwcN0l0vrND9ENxU8iq00Qswox+YNaT4dDODtGnz3ZCYQSHab+huhKPEpTE/TrPf15n5VQhTCY1E6Dz5d3QcheEcFzPy+ldT1qN0pMVkqHue5aVM4osz01G93FomFNqVfZIOmc4HGq9zr2WPhdd6QoOGh0Qtg08kzM9csqM4M4GE+hny6q3LVnD6JLp4VD2NZluSGyEsptCVKNkcgYIseZIiXSe/7zOyqlCmJY7R5eitPLQe3+dduAetZvC7UmAq/O+oFyuNxIb+XJ91KlEdOW0ft8d6ymvyA++74B179l9XqRLXRlZ4KyR5C3CBOQsWby+kqwqurPBBCeQoOKmEHM50znbDo35g5ys3dRpX6mje3y6TM5AhFjV1SWC5JsjZw/aTWFa6+kzWCKxR8p74YT1sL48ILfvHHuklzhU9XwC7nqmc4aniIrad91hh4Y5QTvYHokK93mq8yrOCJQvS22v4NmMgfGmKON7Sny6njoQt5DBw30ARjP/H2X/THgNISQGoArAIdM0U6ZpHgIA0zSXA9gGYIroQ0zT/JtpmnNN05w7ePBgoSBBLcl08UvjETS1Z9CUFDswmZxpOZMBG01nCYc+HCoCT2UNJyuyt6FdeE02Z9qGpbwiAejKRpMJIWfOiexvr2uTyGkgFiEghAhLsh05O7meYYiKXc/NB1qF19CNJmbfez6rQrp4KEGYOSWprIFohCAeJdh8oEWYbaDPYDwiruTMOQ561wlcVl1LAx5l8Si21rUKS8zp30sNDEDcvtodG420xD3rZkh3H2qTZuuzhuk4aYB3I811R1uL01ojqULKuNzUmFRzUyyiXk+g8/ee3lelztstQICCmwzDuu/COW1d59AwRnAqazjctOOgROcNi+sdburmuWJhMtpebmoRXpN1uInqvPc5itoZs87e9zDjOFLZHGIRglhExU00GBsRtjDS6oke5SZG57fWtgp5l+pKjNnnPQeRUG7qBjllyQdWzl0qbnLsEfU+31kEtSTTzyuNR9Cg5CbDeT7Z96V/A0Wn7aaAFkZ6jcNNjUnhNdQeCeSmHnTQUxmWm8R2UyZnIh6J2Nzk13lHzk5zaDCnpbK5YG4y6D4v5tBYpGstd2G5KR4liCq4KePYTWI5u9NBl1WJ0M+kdpOQmyjXM/t8WvCMdkfAIyPTeca+23UoKQ0OZQzD4npFx0ZXQHVTlvhluam+LY2mdvEz7fhKgjn22W5IZobipozLTftUPl2UCEc/9J5PF4KbbPsOgLpjo4tyqsBy/RaJT+f6IGLfk4696ax9F2ZmdyprBYciBNgUwE2xqJjrKSd0hz0i5aasq/PbpHYT49PZ+zxrN3Wn7xkUxwnkppzBxXHEvlJnEWw3uT7doSBuksSbuqMTIgiFDB4uBTCZEDKeEJIA8CkAz3HXPAfgavv7KwC8YZqmSQgZbB+4AkLIBACTAWzvrCDuTAn1zaS6883HPxBelzUMa+MWVfd4CFz8MAS1MweV4lvX5JysyCV3vSO8xlKOiO38epUjE8JBD5KTEkBQ+01lqTU09//+vUpoMGQN0yFpUSsb/3k8TNNUluyGq+4xUFlqVQ7+ZeE21DT5T0VzgnLRiHCjcYlRfN+D5AwzpySVzaEkFkEmZ+LltTVYsqNeICe/IXLVPQEOepCcLIJm4rRncli7rxlPL9/ru4Y+g17H159VUckZdjSAVM6MK2dDMoM/vC4eGGwRuDjYxTr/og01jJxuYkO9cdO3+dYTEm7ybYjixIZsownLTYEOus1NF98p4ybLWE9EIxY3SeaKye59t3BT1uWm7zyxSvieViDBeg8VN8nWM5CbQhhRqWzO4aZ7Fm7DAcFJ17TqIG47QLJB1TIuDOamcBxaEosga5h4aU0Nlu5s8F3jBOXspJZvzqn9d3R2PVlkJEF9lpvW7GvC0ysE3ESDnBGx4+tUISm4PjQ3BQTlKDf9aZ74kCInEK+YKwaInfVw3EQTG2oOpW/zbRk3GYqkq8dB7yw3We8XNFeMctNFdyi4Scr1LDd1zr6jrwuy7yg3ffuJldJAvGs3yZOusvUM0qVQSVfGbrp7gYSbghzfgKBct9h3WQMlsShyhokX11Rj2S4BN3kSMAIODXDQ8+ImacLA1fnVe5vwzAq+zsJ9BmUOZRj7rst2E8Oh9W1p/FHGTYoCBtZWEsmTj90kDXLS6h/71995YqXwOuordTaxEShnxk2aiUDn7ZcF+HTU96TV1bI59j3q0zHc9K3HZdxkIh5hfbr8EhuB3BTKbnK56a4FW1ErtJvYQLz80MbOyhnKvssYKIlHYJjAi6ursVzETYb7/PSEfSd6L5+cjM6v2tuEZz7wc5Ob2CBCuykTwqcLz6HB3HSoLY0/SQ4ponEHcaFFd3ATjTepE0X0o/7vyZXC6zKKQgtPHKeTdlMQChY8tGcY3gDgVQAbADxpmuY6QsithJBL7cvuBzCQELIVVnvyjfbPTwOwmhCyEtZBKl8xTdMfLQkJaqQHtTCeNNEat7hit1+JAZsYmROvOjxGsLrEfd76A5jwo5ewRZKlZeWUZeasY8VNzLCP7paBboiEEGvWDJudZB5o0XrsONiGCT96Ca+srZa+PzUuVfMxOrI5TBxc4fy/WRBdp3ICVlBCNkNFJGc6a2D8D1/CHxWnv4Z10AdXljj/r27yZ/7cFkbxXDF672VZtvE/fEl5ilm49mprADU9/XW/QM60T04+yGko5Tzjdwtxym0LpDKw5B5UOn7mEVYV8M5D/iqPrEdO+Yw+mb5+9Z8rMOFHL0nlZBHUGnjOtCEAgE2CDKVpmnZrIBHOD2X1VLQed76xFRN+9JLycIWgod6US06m3CQwMADqoAfPFRMZc6/b3LS1Vs5N9F7kJBti1j5oYmYIbkrEIsJqY3Y9Rfd+e12rzU010vdvCWEEd2RymDS4j/sageFFq8zpe7HrxuqBSM5UNmdxk+KExXDtNwaG9GW5SWAEZxldEg7Rp3uf+Bkc/8OX8KVHlktlCBNI6Mhas1n62gb7/kYFN8XURrBM50+/PQ9uCqiaOcPmpl1CbrITGzFX5zsEOi/j0K/8c3k3cJP1c5eb/Hppmqb9jDJzxdjqHoZPRJ9zx/w8uCkgyEm56YM9jcLrsvY+HzRXTLSmr62rsblJXEHCyierBM/kDOTCchNbbSzhepGc22xuenWdnJtaw9hNGcPDTaIKZdZu4g/O8HKT/95SbpI5VkDItuVszsNNoqQrO+5FFOQMYzd9WcFN4dqrrQ6YyhI5N7EjKtT2nVhXTv3tApz6267aTdbPT59ic1O9v7KLypGQ6JJj30m4/kuPdAc3ee2mzTVibqL2SFAnhGg9/jx/Cyb86CXp38HKF2SHnjzJ5iaZT2cnNoLm2Iv2pVfWWty0rU7BTXZHiSwwk8lZ8/YpN8l8v7Tte0YixPKVJOspWrOttRY3vabippAFIR67SaB/mZyBeIypPGTkNALWsyNjcdMd87fK5bT5UDaCjL7P0L6lzv9rRMFDZtRFqfDQRrU9Mv6HL+Er/1RwU0i7qSQWRYUdON6n5CbxLEHXbhLryim3LcDpty+UyhDGbqI6Qblpt8BuYturO2M3ffHh5Rj/w3DcFBTHodwkirUY9oFpXrtJXGgh4pY/zrO4STlOJsBuouviclOj8LqsPe7F8T0lXW+ie//K2mpM+NFL2K7gpiAUdOahaZovmaY5xTTNiaZp/tL+2c2maT5nf99hmuaVpmlOMk3zONM0t9s/f9o0zRmmac4xTfNo0zSf74ocsjJS0zQx7sYX8WfbkPrksaNx2ZwR6F+eEL5POmfYrQ3596C/bDu8ssAkALRnskI5AeCEX83H1/5lkdVJEwfim2dPBiHizYat6OPnTmQCHrp1+5sAAM+t2i+VUzW753P3v4+L73wbqYyB8YMq8MdPzgYANCTTvms9RjB3cIbXWPfLSSti/v72Dqmc1PGNCnaan7+wHkf85GUng/7M104CADQKWq/4jK9s7oRq9sC8DbXS36mM4MeX7Ma4G19EQzKNklgEb/zfGVI53QpJS8501jt3Imij2XUoKdzAKFRD55ftrMe4G1/EhmqLsP9y1THoWxpDu2BArrue6vmhMmP9FYURxIOX80BzB8bd+CJesoPj3/vIVMwaVSWcOEifQU/2R5BN439O8dDinQDUQ6xlG41hWNx0x3zKTWNw6ewR6F8h4aasIa1IyAYkDF5eY63FCskmBrgbs2hDPf5X8/D1R1cAsAIJ3zxrkpyb7IoEwHJ8ZXPFRM/o2v3NAIDnVyu4qUNuBH/u/vdx6V3vIJU1MG5QBf7wiZDcxOl8kFNBK4nvf3u7XE47YSA63fDW59dj6k0vW5n+kjie/upJUjk9bbaKIfoqbnp9/QGFnHJueszmpsZkBiWxCBb8vzMAAI0iOQUjFVjDNchY312v5ibVPCaem/76uWNQWRoTzv90uIkdASDQeZmcr66TryUPflRBTZPFTS/b3PT986fiSEnAi97XONNyJ0tminTpwcXWvqkKDgdzk+Xkfeq4Mbhk9gj0K4sL38cZqeBwqIyb/HK+ZHPTSklgEnBnJYrspuN+OQ/feNSqiDxl0kB846xJiBBxVj6raLnzJmD8n7N2n2U3vbBakXRV2E1X3fc+LrO5afzgCvz+SoubRLpERyoA8Ol8UDCW8uM/3pHbTa2K9upbnl+HaTe9glTGQN/SOJ7+6okAJNzEjVTwHT6UU9sjAPCagptUz+6j79vc1J5BSSyKBd87A4DavqOdJR0ZjpsC7Lu9De3SMR2Ad5Yn/4wu2WFx00Y7CPf3z89FZUlM2I0SWHkYwPUqnufBv0d1UzvG3fiiY3v94PypmDmyr/C1GY8dKp8rBoif0QcW7QTQOW7K2dx05xsWN336uDG4eNZw9JP4dJmsfKRCJsCno9y0SsFN9O8Tvf7YX87Dt+wut1MnDcINZyq4yfY9AWqPiCs5RZ+zZp8l34trggtCRDr/2fvew2V3L0Iqm8OEwRW4/YpZAIDGNpEumU7HBq/zQXsSleEfixTcpODQnz23DjNufgWprIG+ZTE89RXKTQJfiR2pICy0CLabVHu9qiDkX+/vwrgbX0RTu2U3LfzemQAgbF/NcBV9HdkcZzepuWlfYzt214vHdADeGei8Lr2//RDG3fgiNtVYAaj7rp6LPiUx51BCsZwyX0nN9fM25GE3SbiJJu5uvGAqZozoKxyHmuEqOQHvrPagff4B+9lU2cWyUVTZnIFxN76IuxdY3PSZ48fiolnDUSW1m7xjVNh9PhPAodQOWb23SSpnEA7XA1O6Fc6x2JzjS28yDZSVxKPoX55wDKFlO+vR0OYaRf65E+GzP7RqXTWmhZKnyEGvae5wyKo0FkH/8jhM0yKcDdXN2MMQRCZnIB4RG8FBjm/UHuCnmkviZn/8ju/bWw5i7b5mp12EbtoNyQx2H0p65uN4Awne7E+QEtNDaWRDSQF1Nu3+d3YglTWQsqtm+jtyplHXkvJkKl1HTTxXLIwRrIIqS3X3Qoto9jS0oyQWQVVZHIRY65lMZ7Fo60FGTr/j65nXFeCgB4E15ngCpzo0f6P1jJbEIuhfkUBDMgPDMPHGxgPOpsfPGLJkEmSpAuQMMzuH1yXq5NG2oNJ4BP3KE46T9ubmOkcW7/wzdeWhSNYInTenMoIpN2XV3FQat3Se8pGPmwzDeT55eYIcSipnmHYRkYN+oDnlclPc0nnTtKqN1+9vxt4GLzd5HHRpwkDOTapyfBqUk3HT6r1NSGWsEQCszu861Obnpqgb5JQd8iDSeXqinOrxVFVv/2PRDnRkDNAZQ/3tauNGATe5jlpEPK+L6nwnB76rjKS7bAdtb0M7SuJRxwhqSGbQlspiMctNQsc3fMIgCKyxzuv8f1dauv7GxgMgxKo2oPu8lJskIxVcblLLGYqbuFEFa3huilmV5tT58XAT12oJcMnMoH0+xCxMmd1EjViXm6IWN9ly8tzkzBgSnm6o3ucpN6n2eRpoEc0/q21JOQEPyk2GaSV0/NzE2CPx/HQ+EoabFFUz72w9iFV7m0DHk/SvcHXJz00G46DnZ99RZ1G1nqrq7QcW7UR7Jmdzk2vfNSYzfm5y7BHxXDFVUC5MC5uam6yk2/5Gy27q53BT2s9NngSMf15XV+2mVoXdRLlpwaZaRIjFO/0q4mhMppHzcRNj34m4KSTXh2ln41sDqRPq2k3UVxJwk2f+WWd8pc7bTTRQ6+Um16dburPeE5CngfiguWKifSnqcJNUTCfQIrKb6lpSTlGJZYfGYZiWbcBzk98eycO+C+PT2bokOrhv0dZDWLWn0R5PEvXZTVs4bvJ2bITnJhpoDMOhIrvpwcU70ZbOWT5djOWmNGpbOjwJKP8ce37EE+Um/30PxU2KZ/dOO+lW3dju3HcAaGgT2U1e+840uXFJARV9gXIyHCqzmxZuqrXn7VuyNiYzcm6SzuVUBzkpwnATr0s0eE+5iT6jDSKfzhOMFVQehuQm1ezNtOSMDcpNz67kfDoZN9ExKsLKw3D2nWqfD4IOHsJ9OHw3k6s8KIlZytHSkUUmZ+CKe9/Fx+9d7PyeZqaduRN5VPfQm5kLMWsmaNhqCRfsuuDPb3vaJqz2arHj662W8isHcTYa+edTxVENrO7I5FASdx30pvY0Trt9Ac7741uMLKZT3cO32QatZ7vjoKvWM3gIcDJNAwmusX7Vfe/jo/csdhQ0yxFjPi13YQbnskE5fmOiAZNkKovSeBTRCEHfUsu4vPX59fjsfe877abOKcYxSXVsSAKXwbPRcO9BDRS6noQQKyjXnsFTK/bi2geX4d/LrBljHsdXWN3jrmdn5op42ol5OTnPzdpoLMd3a20Lrv7HEtz037W2HNZrEyHab4QbDQl20OnfneZez588SgPxzR1ZZG1uuoLlJn64bh5ty9FQOp+1Xx/ATR7HN40L73jb026aNUyHP3ldCsr001unMoJVCRiKjqx3BEBjMoPTb1/o5SaDrYpWtAkJjDa6r4ThehU3tadzHmO9MZnBZ/7+npib6CxBaeWh/76H4ybXSPJxk31D2lJZlMQiiEUj6Fsac7jpM/e977R0uXNOJQ4lPeWuBxIbIm7qbxvBTy23uOkpezarJwGjmCsWxE2i7DygHnXAj8Wi+2djMo3NByxuuvm/6yw5nAx68FwxlUOpcnLys5sSaO7IONz0ib++68pCZwwJq3vCJTNVTgWt7A60m7h93sdN9kgFeq1srpiYm4Id9DD2XSrjDco1JNM+bmLtO77N1suhfp2n+0oYblK1MLZzCZjGZBqftrnJcLiJ0XnRIUkquynEYSgqBy7CclM8ilg0gsrSGBqTGfzsuXX4zH3vOy1dfOUhL1NQx0YQmpXcZP2bTGdREova3GTZTf9etgfXPrjMcYr5zhKAs5sC2pYpZNzEcgYvZ5TwdpObdN1UY3HTz56zuYm576Uiuylwn8/DbuITGz67ydL5pnaLm66891188q/veWSRVksFJYdDcFNon44LyvHc5LFHuJEKQdXbjpwhfCW13WSNAGDtu9NvX4hzWW4y5D6dp+tNsCclQ9hNzSF8uvY09T1d++5Tf3sPl9+9yM9NEfUce5GcYfwnVdUsm7griUURj1pjFRqSafzU5qad9oE02ZD7fGe5ieVQ/hklnN0EwLFHnrS56T/2/EOnwEY6xz5cAiYpSR6z+xr/jPKFAiVxN8i5oboZV/9jCW55fr1HjiA7FFAXMKjur6zTle9YpDrPctOn/sZwkyGfYx+0z4cpAguCDh7CvZl8sItv8WIJnM5wYU8KTmft05HsuROyuWKijSJUZjoV7PhackYYx1fccucO+5e33Ik+xz2gITgzrQoe0srD/kxWhZWP/stmqeQl7v7PodUGqtORnPYbxSB1qx04ir6lcUSItZ50xhQ9+SzNZCtK46L2GzFZAH5HSwR2dgg/ZJUawbRtGYAT7KJtfDsOJu3Xuo6vai5nkCEjc4pZR5O/9/T5TmcNj5yNybRDtLSyxp3NSJy5E7JZM7Khs4DceWCN4zBGMM1SUeNl8bZDns+m952X0zMfQ5EwCLPR8H+nzwhmjCE6+24by012m23EPoxENG9EJid9xlgO49EaImFA5WSrjXlk2GH/XFtLkJz0uVFWG3cEcxN9RlljnSKbc+8HO1fMw6EBc1HaqBEcgusDuSkeQV+m2niLPfuNzu7K5AwQYj1rPNcD7j0VyZmUOJEs2GeX59ooy022ftBqY3qiLTWC3dmMzPzQPOacBiEMN9E9CYDj+FJnhFYkO4GEmHqumGmq9x6ZzodJwFBQx7ehLe3sI+9ut7nJWU/GQZdUHopOcg+TQZfbTbwR7HZCUG7awswozGQtbrKqF0heOk/lzITQpUBu4hx0HmzlYWk8Km0HFslJP1vl+Lpyyq9J5wxfUM6RgakEZTtLpPad0G7K+q7zyRnCbmq07RG2E4LOpdzHcFOEcpOgbTmjSBgkQxwix+oSf2AZfW7q29Iex7chmXZajOnM0wwbSBDt8yHtpjBy+hIGts532IcnABY3NSQzDjet4bkpqp4rZpj+9WAh4ya2VdpnNymSrnQfedexm/wBj3xse/rYqca9pCTVPX67ye2EoNzEzpCl+3wsGkEsQrj1VPt0VE7ZAV2Au9Zh7CY2KMeDHaNSGs9vpAL9fRidV8mZyZmebjJ2BAB97zRj3/E+ndduEoyiSofgphB2U5M9qqCKqTamfjydFZ/JGYhGCCISny7DcC0P0bgTmZyiv8emboubqM7b1ca0g3DnIUvetGCfF/F9mGSLCJ6kq4SbaKIIgNMJQVus1+6zRgl5uUk+xz5nmAHcJPHpUnL7TsxNFtfTZNl7Njd5fE8F17PXsojk4dOlg3w6OwFjMNy0kZkhS+0majvls89TOVW2RhCUwUNCyNGqr05/apFBVuLOO1psCbFoTkDWYIxLnhhDlpHKsn6AS+CiGUNeORkjuM2fOWCH/auMYGX2J8RGEybT309grFOCZGcM8Vkq73rKNxpVVS4lcFXwvb4tjdK4FXSpKrNKiAf1sWSmVTO0FN86gEY0E0fu+KrutyNnCAK3jGCv4zuk0hoK7KwnU4qvCsoFZalkDjzbGshfw+7llJQpgZfZ/6cnMrIHpjjGeh4VfY48MgddsZ78c00r0Fo6so4xVNuc8sgZs4cqA+JAgiWniMCpnIoSd1lrILfRlMaizrxDITfluDlY0rliciNYZRS1StqWfdzkqZRzdZ7lJvYU43xm4lDnRlndo2ivZsFWRbNBzj22Y5m1541YcipGKog41OGdYCNYFWyob0ujNGZVG1eVWcblAPsZ2MpU9MUj9uFYNtez3KRqZWvL0wiWVc2wDno/W+eH2ty0m+F6wNYlYVAuXPBQdsAHK6efm1zjkhq21PGlp1wesHWeHamgMoKDZJXpvGo9+eeFVqA1d2QdY722pcMjRyyqPtjFkl+ezBQdyAG4hx4A/r/Tx02MPSLiJrZqppQLxAe2A0fcynsZZPaIn+vFSVc2mRljHPR8uJ7u891XheRPuu51uImdaa2w75Rty/LPp6MfVMFxy27ydkLQtXWqje22K8Dleg83KeyRMHZTGMfXGzy0dH6ofdDLLttBZztLSgUVaGFb7sKcLKvqhKA2G026liWsQ16ozrOtll3jJvHaqkY/8LpEk4TNHRmHQ2pbqN1Ek64RYaIoyLYPqu4xTdN5fv12k9+no0E5ITcxBQzWM8pwU8husjYVN0nsET6AIgvKUW7K8omNPHxP126SiunIGdhZEhcnXWmLdZZJbCjtO6HdFFy4QnVJleimPp3bCZFxDnOjCfeM4bXv+ISYqvJQdb8pWhT7PMtNrs4nbG6y7Caa2BCNVBAeLimQM8xhKCp7xGs3uXI2JtPOIS8HHG6yOTSitu8AdaBTyk0KDuW3KdoO3NSecV7ncBM7UkEw8zAXYNu73CS271RrznMdHfcCyOwmkym0yK+4isqpelZFB9+wCKo8/L3i63cBrz0skM4aToApuP3GJXD2ZtKbluWMIVnp+DMr9vpOLqWEqGoTkm00/MPBVh5SpbBkdkudHQedH1rLyDlvYy2W7az3vHdbHo5vULajNB5FZUnMruhzlc0h8Jw8GMturst3NWA+N1A1TGbaDSTIrzVMeIJyDckMBtuOrxM8NJghwHF/STYlxq21rXjabn9z5AwTPGSMtozPQXfnqriZaSvISUv33dZAQWZa0A58sDWNf7yzQzh4F+hcUI41gqmcVWVxNLZlnL+vrpUSOFvRJzCCmfe+642toQIGsp/zWSq+HTjBzEPa61Sa2s4kU4ovylKx1TD/eGcH6hhdBIKNYJY/eB33tS3HI04mleUmds6Q11ETZ6afFnITbDnlQU7HQQ+q3o6760kDMqzMWY+xzlVvM+89b0Mtlu/yclOYWYJhExulsSgqS2NOtTHFtlq54+vIyQiwfFe9j5toUE6V2AgTSPDofJnl+A6xT4ancmbZSs54FKbJzeuyZd0i4qYQRnCYij7DdI3LfmVWuwiVmw0kAFxQTtCGcbA1hQcWebmJ/VyZzquMS9YI9nJ92vn7HG7iDnkA5NXGd76xRc5NITjUx01p7/8TUXefp9xE9cXJ9HuMdX97NSDhpoCZh6rDsURty1UCI5idM8TOEuwQtF0BwNPL9/pOVTYdbsrfbvJn+l37rqZJwE0Gk3RVHOb0+voDfm4K4/ja+6BoNiOL0ngElaVWRZ+Hmxx7xGvfydqrl+2sxxsbOW4KU3kYwr6z7CZvNYrDTXVuUC7OOOiGyc/rst5/84FWPLOCt5vyS2xkuPmhtIiX5aYq2/Gl/3cDCYJAvEDn61r83MQ+c1KdVwTl2E4ID9e3pZ17Vcc5vtKTy5n3vvONrfJgpuQwB5Xd5O/SsvZ503Q7dOg9Y+efiaql2Eq9+9/ZgYOtXm4KmhWt4iahzpf5fTr6OvZwyVI+6croyFPL90hPfFdyk9Ru4nw6xm6qZk4up4UB3srDqPTwhHkbDmD5rgbPeyedQouuJzZKuWpjCrfQgj+sU2yHLtvV4OemMPZdiOSw36dLY4gdlHPtJtOT0MoZpueZp/d+c21L57hJ5SsJfDqaHC5zuMm17wAuEC+IO9SKuCmE3aRMbLDcxHF9q73f1XEJA1k3WSYkN4Xp2AhKZiaiEVTZ1caUm+jr2ZmHwg4YRpfue2e7n5uIXx6vLCq7SR7HEXITH4iXxJueWr5XeuK7yqdjx16JoAwemqZ5puLrLOU7HyZgFYg32kQbIo0EsweQ7DqUhGmaSOcMJGxiLEtEPUY0u9Es3FSHc/7gzoEAXMLpXK+83AjewwzVZYNycVvZSxNRtEsIfNWeRlxxrzubiJVTZQQHHUXuymlV9FECp2BnzdAAWFki6gmYsOu561AS1z20zCtniMH6jpwh2sAB2HMS0o6jQ9cznXUDHmUK47KpPYP/+/cqT/UBu9HIDHZ2HZVBOTZL1ZZxiIGW5LOtbGUJ629q92Qo3fe+9YX1WMYYGex6ygiHlU290bhytqSyjpFBRwE4peOxiHg9mXX661vb8be3tgvlkcoZ0riMRwmiEeJU9LG61JHJca2Blpze9WQSBh/swzceW+H5rKASd7Wc/o2GZnxF3MS22ZYpgl0ibuqwn9HODCiXzfEAvOvJ6jxrBMvWc+WeRnz8L15uClN5SOUMk0Fnq40dOQ8y3MTovIybdoq4KUTCIB8OBdxqY2qYbz/IcD2zngDQkfbzPeUm1rjMm5uUQTm2uiftVKM43MRUG1Odb5d8/i3Pr8cK5uAFVk6pLoXmJpfrWzpcbqpmWi0tOYlTlSi79399czvuk5yo3Tmddz+HjkcR6VJHJucGY2NutRRrnLJc/8wH+5xTPSmC2pY968ntSbzhz85gZrlpt81N7BysskTE4RvAu54LNtXh3D++6XlvuibKg10k+7xs/hnAc5P7jLpy5slNaVoR0x12k1ttzDroVM40Y9+VJSLc8+m+985DSVz7oJeb+KSUCDI71Cdn3Oug07XzcH3My03tErvpu0/KuUlWzcnKl+LaIFXcRHXT4Xr7fRIsN0l0/pbn1+MD5uCF9hDcpAp2ieSk1cY04b6/0VvdE8YeuffNbbjv7R1CeWTVxp71VOzzCTo3tsKvS6lszjMrWiinp9BiH779+ErPZwVxU37BQ9dB93BTfRsMw0SOm9Enu+8LNtXhI3/y2k3tIXw6ud0k4iaR3cTu84w9Itk7P9jdiI//xRsUCDPiSSYnjxKu2piXM81yKG+HMvd9x8E2PzeF6HrL126i1ca0zZm17+KMLw+Idb4xKeIm936H4SZVtbF3pELGqf5luR7guElg3wEWN61iTtf1clP++zzbTcYGY5s7Mmhst+79fp/dJPM93XX6y8JtuP8dMTd11adjZ1oDfm6if2MiJrZDWR15ZsU+fOeJlZ7Pysun4/YkYaGFyG6qTyJnWNXVHm6S2HdvbKzF+Rw30c9qUdhNQaMUQs88JITMJIR8ghDyefoV9rXFAhE5ZvLYaNj2m13MzWzuyDgPf4zJVsiMNhFoZnpvQ1IadZfNWeANvtK4VY4djRBP6SltbcqwGV/+FOOAHnhqBNe1pKQlr5mwG40nW5F2ssF0lomqFD9ITrZqpkkwWy0fOT1ttkxQzpHTMPwOuiQgC3gzq+wcGVFpMuCdjSBrDQS8lYeNybTjULlyMhn0gKoZwEvobCXnjoNtECGjcNDZ93JaA7l2EUq47LDiUhGBc8+/LNPHziNloQoksLpUymyIgLeMu6Uj6ylxj9JZgp5KTu97N3LPIQ1a7DzUJjQyMor7zh9mJOWm9gxzGrgkgx5S5/c2tEu5SWa0ibiJVvSJucn0VMrJKjlFSObDTSHmnwGWzte3MdzU7rbFyFoYVTNbLDndv4n+3Z2V0+Umr+PbzHI9UzkBiOecup/r/p9tDdwj4SbVITZEGJRLoDGZcQLRLNcDiuoeg+cm93vWWN9xUJxh9ezzvpY79/8s1wOuccnPpvJW98j3eSk3SThUlcxkdYnlesCrS62prKciIRaNWLMEJdUogJ+b6K3beVDCTXkkNkqZoBxvN7GnV1vXyisPAX+1LtXzPfVyuyno5FWKkrg721jETVlmpAI/5zTI0KbPgZqbTFtOdQCPdSjrmVOrXV1i7bv87CbWHpFzE5UzgJs8s43dFjEanMoY3hEVgLuvsW3xjuwee4ThpoZgblImDNiWu7aM41CxXA/IRyrwzyirL20ebpLZTfJ93ms3uVwPuH93c4e7dwJcx0ZarvOyeds7JHaTaj29dpPL9QDHTR1Zjx0ap7MEFVxPAxEUrt2UlNhNeXCTxG5qas96OnXotSnFfeeDWrTDQOnTZcXJTP7elMajzmxjMTfJ7RHVzEXA3T8PNHd0g93k6vyhVoabGA6NS+w7VfAS8OqSjJtkY358cjKJjcZk2gnKUZ1nO0v4dmDTNH332uMrMfeOznfloT7gw/1eat8xXA9wVbwK+y7n4Sb3Oqk9otjn2bdmx72YptsJ0dzOcRMz57RdYdt3yLgpjO+pSBLy9h2rS22pnGekgjNLUGGP8M8hTWzskNhNKt9TOIpKEm9iq7etvyuitO/4/9N9fk+93KcLmocYKnhICPkpgDvtrzMB/BbApWFeW0xgDS0K9qHzleILWgMH9bFaL9gNNpMzPBsiYFX0yeZjiECJccGmOlzzwFLhNezsHaWc9qlsAysSHlKgMrCl46oMugh0U9t8oBWnMSc4s6DBruC5KJYiD+pTgp0Hk45jQOX0zhiy1tM5DStgQ2SJcfatrwn/LrqOhqn+u+mGOKhPAnWtKSbIZTjyuuvpzaoYhukrs2eVknV8z/zdQukBNxSqeV1UzsGVJWhL55y2UHc9maBcQNUM4BpNgHfjvu6hZVjFZNcdOZnWINUzSjcPXpfc+S0uMQZVHgJwKsDY1wLAL17cgH8v2yOQM1wGnTrodMalR5cMw9NqCfiDcvwzxZ8AR0n74Xd34ZcvbfDLqeAm/2nLEQyqtOT0cpPpabUE1JVyIlBjaP7GWlz7oIybxDov4qZIhGBgnxJuPV29pqX4fGY6F2gEW9duOtCC02+XcFNWzKE+bnJ03stN1BBnRyrQ9aTZ50AjmDHQZ9/ymtIByhl+Q1UmZ11LyheAZwMefCY1Z5i+YAy7LmzC4IzfLRQmYTyJjRCZ6cGVJWhNZX3zr0QjFVTJtzij82zA49oHl2H13kafnOp9ntF5Zj0Bhpvsz2f3+TJBIIG/VyyHsp/78xfW+9rE+WvUGXQvh/L7vC8op6hGAeBUgPGf/dC7u/ArITfJud7XthyPSuwm0xOYAdQdGyKw3HQdV6nCy+cfUO6Vm3ZCDKjguImxu9hqFBXX++W09HJjTQtOv32hUk7eaPfNP2P2JdaZyijsu7DcxNojUm5iWjpVMxxZ+87iJq/Dy46o4Cv6VPYa4LXvTr99oTCYkG+18eDKErSksk6rHX8/YhEirJpR2U3sel7z4FKsYSp/RH+Xqh3Y4aZKry6xXE8/3+EmyZxTXk52fW59Yb2vFdO6Jlwyk973wSJuYto/2X1JzfVibnpw8U78+uXusJv83JTNGZ4WRpGcYXV+3oZaXP+QmJvSDLew8FVvx6xAhs+no/aIIQ/K5QJ8T8qhG2tacMbvFgqvobY9Lyf/f3Zf8nATY9/x951yU6B9x+zzQXZTJmcq27CldpPBcFPEy020Y0NYhMQmXRn77tTfLhByU+jEBstNHVkctAOyDtcL7BFvoQWv8+57swmYax5Y6hwKJ/u7VLa9zKdj7Xrr8yNOJWdKYdvLuOmW59fjPx8IuInVeZVPx9l3/D7PB+XKuIo+Fddb72H9/sHFO3Hbqxt9cnq5SZ3MseJNfp8um3MTax57JESnEIXLTQfwxYeXC68JCsCHrTy8AsDZAGpM07wGwGwAVSFfWzQQOz/5ZNCjKEtYpzSx8y0yOXdDTDgOurxdRAQ2W7F42yFhNJh+hirgAbhZgOFVpZ75Zd5TjBkC92QnA4JyDIEfaks7ZckiOQMHgsZYOd31pPcka5jMenpnCQYawVwGbcmOet81KmPII6f92cOqynCwNeW0MbIBk3hU7KCL5GQ/iz+U4JW1Nb7rWTKUzRXzyGnP76D3ng86x1nHV1HRxx7uyc+QfH7Vfv/fFdLxpc/nsCoqp9sqAICZJRhhWgbkgfgYa6xzxuHD7+7yyel1fHmH0r8hDq8qs+VkT7oymfUUO778e8fYlCK8ayoq08+nbbk0HkV5Ioa+pTGOmwwmMCMOJARVyrHG0KKtam4Krt4O4iYT8ZjYWA/KhLEB7oOtaVQ3hecmUZU5YD2jnvXMUkfNHalAA/EON4U01imW7PRzk8oBEsk5vKoUdS0pJ/ng4fqY2EEX7UlebvJy6CvrqvOSM+rhJlvnOW5ynKeswPENWTHFt4GLuClsUI6975ac3pmMwvZqyewe6zrGWE/z3LRTKaffoXT/z+qRJadXl3zc5Kvy4OTkuYmR9T4BNynXU7DPV5TEUCniJibgYf1d+SU22Gf0na0HJdxk79Pc72Q6H85uiii5ngfL9QdbU86IDhbSFkbu/7QiflhVmW896fuw62marN0U3r4DgKUB3KRyMEoY+662pQONTDW09a/p2TsBlpvUdhOv868K7Sb5Pi86JGlooN0k64Twvjf7P349X1it5iaVbc8+n5acXrspy+zzznoqbPsYw0284yq2mxRBTqV95+pSOuvqfCLGFlooAh4Rr5vK3vu/C1qv2fseZlRBn5IYKkt4bjI9wVhA5CsFJQnda9/eclB5CnsY+w6g9giznsy+FJcmh8P7nnUtYm7K177z202Um9iRClEYJhtADc/1ADxjlVw55ffeK6erS7UtKSfAl2aCpI6cIRIbXm7yrsmr6/zclFbokuggEhk3OactR8IlXdl4Ku97Ph/ATapntMRnj3DcJEhsqGz7mCQBAwCPBPh0YSoPhdzE2E0JmT0S4NOxz+hf39wukFPB9fyc01gUlaVx9PFxk+E5VBQQ+Ep5FFe9tbnOd2+tUVfdEzxsN03TAJAlhPQFUAtgdMjXFg06sjnn1CcKVcsA+9AR4joCw6tKvUPnGSNY2mYbMoNOsWynlxjp3DKRnP5smqsgogoB33DdTmTTKN7YWOu7Rlbi7sv0M4rsXU+28pBruaPGZZCxzq0JP3yXlRNQBw9ZYjRNt1ybJUa6nu7pwHIHnf3cdm49522Qr6dITvZ+UWOdEqPj8DLZNMDanEQncPpaGBXG+pub69Ry+jK+zEYT8xrB9FrDtCo13VmCxPmbVBlflRG86UCLL0MZurqHKcVPxCJeXWIqDz1ttp5MP2+s80awV1a+xSFsKX6EuLwzvKqMOxDD8MxmdOVkr8mPm5Zz3GQYbiYsTOUhYAWRREHcTI4Z9u870TS8gw7IuEnMoSKnAhBwvaDykB8BkI+xLpOTrZJSzWd0db7M0h+nQtJ0/o1zrYEqDvVyk1fOvLnJZLnJq/NslRRgrRkhlJso18ufUW/1tldOETep1tPTDhzzGsH03ltVmkxFXyTicpMi48vqPL+eG2tafNURytbAtF/OARUJJKIR3z7PV/QFjf1gORTw8z2fJAybdI1GiCOD325iEzDiE03DdkJQ8IcBsJW7YXXebzf5K/r8XJ+f45uf3eSvSADEdiggHqNC2y2D7aZgOVVzsLxyuvadYbqOa0Zp39G/QeCgM5/F6/y8DfnZd0YYbjLc+x4hXrsppRz9IJdz4SYBNylGKoi4aZidzGST7KZpuoGEaMTZk1R2kyexwd33DdXN+XGTIOk6oNzPTVnD9IxUAARjPxT2HeBfUz5J6Bn9oND5GMNNvA+SMQx39jZ7wIfCvuMRhpvonxo0isq5933LvOvJ+CCxEKcYi8C3Ki/YJNf5sL6n325yk640UUX/Jnrv8+X6+V3x6RiuZzsw2EpO9rRlS86c7zOcz1Lo/Bt52k2s2rn2SJn9OncdqbzRCEEkIh73wq+pl5s4n07ATfl2Qgzj7CZaAZp2dJ4wCRj5Pq9Kuq4XcZOi0ELEoQMrEohHCadLrh/D7ksphS7xlYe8D8IH4sOuJ523Dwi4Kedyk8y+C6o25uMO7AxxQNyVxCNs8HAZIaQfgL8DWA5gBYB3la8oUvAlxFmFIdTuuZkRZ4YTzQJQWFkq781UDYMVgVdkXs585p+VcFUejgyGaxR5g5zsphlkBHs/S1SSnZU46PINkZeTddDF2R96DSV2HnzlYVDpOD9QO5ScjOMb85W4ezPo9D0ArrqHI5tmYftNuKwKXynHy0lbGwhhS9y9Gzy7nioHPXA9A4bWAlZbC5e4QcbwOr6EEB+BZwzDIyebmeYNoXTW8MnidX7k1Sh0PQkhwnsvzP5wFQmsnAlmo8kZpk8f+MpodqNS6RIdUA4AQ6sE3MRtiGXxKFdxml/w0MdNhmpD5BIGXIDblYENxLsVCaqqLh68gy7mprBGsLcaxZWBdXwlVTP2NVJu4uUUVMSrjCGvnNRoK/H8nG0NZAMeHjlF3MSscRiuzzczLbvvmZwb5BQOKM8ZHDfJjWDVfQ8r5+DKEk/lNZWRHakQiVjJDX7WDCsnm5nmn8+UiJsU1fAybhrK33uDDXLKD/XxcCjHTbze+u0mJhirsJtYzvPrEtsa6Fb0yU5hFIFfU37/VCdgOG6S2k3UoZR3bOSbMMjLbvKdXu2tRqHIMMEu3h7hdV5uN3VN571yqtczm/MnNpyRCjk/N8laA0PJqdznZdzkJl9Zu56Vk/49Hm5SJF2F912xz6cEOj9EwE1Zw7vPRyIEiRg/+47nJtZu8q6PiJvC6hJdz0iEYEhf/77EJ139dpMh5aZszi+Xj5uU9ojXbqIQ3XvfSIV8Kw8DfbpwcgKqfZ6tPBSPouqqfcfK6n8+xRwq4noqCztSAfAH5WTcFMT1vHzs93ywKdCnywm6ybjKw67YI2x1rL8CTR6Ucz9PwPUJf/CQt0c8Qc5QXB/SHrE/Y0ilV07AWi+28tCZD5+V6zxrN/Hr2ZExfPyTrx0aiRCfrNYoKm9iQ1TF6+UmV8501i+XMo4TwpcHxM9olrPvrApJeRyH97N5vlfJKUOo4KFpml8zTbPRNM17AZwL4Gq7ffmwA0/K3gy6yV3r/o6tXhruU2SDabVkb2Y+2Z8cJgyuwHWnjAfgNxjzmePBtrWw8MzuYUqy0znDIcTguRNZDK4swTfPngzAv56AfI6Hqk3I83pPa6CYGOl69imJOa/zDqrOoSQWwXWnjMfIfmUexaKQzR/gsyB8qTP/+nTW9BmXlBipEczKKdporjphDGaPqhKedhg248u3BvKvz2T9G2IH56DL5KQb9wUzh+HUyYMkcvqrXClEpeOxaASDK73GkDUCQESM3mwaK2ck4s9SnTJpEC6YOQyAXz/yXU9AfO9FLXd8RV9FwpXTUyFpf87s0f3wibmjhHKqKhLY9WRVdrjg3jvVPWymn8ugs84I75gk01kvN/nWU37fRfPPAIGxbrBGMMNNWXfOaXBVdM7LTYKhy26bj5zrATk3uS1i/pEKfNUM+4yyxmtbyuWmEVWlgTrPfi+bfzasr5fr2SpztsIDcA3+nEBOT8LAdtA/d8JYzBpVJeZ6RbCLvfelEiM4LXJ+JHNOWTk9QU7bEHK4SXDfVbNmPNxkyxmPRpyZXex7ZLhAfGncP2vGw02MMlFj/dTJDDcp9nlVMpPlpuGCe+/oPNNaz1f3sNwkmtM2e3Q/XHmMmJs866kIeLAVXn5dYuafyeZ1GabH8I1yVnAylcPEwRW49mQZN7Fyeu+7/zAntaPGnmhaGo8ixXBT8EEkWQxhuEml80GnV/Mt687rs+7r2dOWAfcZp/adlJvSWZTGLW4a1lfGTWK+57lfup5MayCf2OA7NjzcJGgN/PyJCm5SJjPd//PjXvjXZ7IirvdWebC6JErAKO0mxVga0SFJ8ag7e519na+iL8bPYPbad56xNLbOs9zk95XCJTPpegJqnWfXlO+A8XITWyHp2k0ON/Ecqpy9zQaU3J+LbGZ+5iHVeYqcYXr4KC6okGS5SeV7BtlNrs5zXO8UWvDdZEb4GcxpjpuE+6fpkxmQ+54+OXN+OXldEtkjnlOMUzmUxiO4nnJTHvs8v+fLuImtmIs5FafBvqfHV7L3+atPHIsjR+bv07H2BD8CgH99OmdI7VDAWlNWl0QH4l0wcxhOmSTz6cJxE73viZiIm9hAvFvFy882ZteTRRtjN50/w+amtFcWb0GIfJ8vjQVxk2n/HeLZxn6fzt9ZctSYfriiE3YT+znscy+69/wce+swJy/XswFYf9dbFhMHV+Cak8f5PhtQdxRQhK08BCFkJCHkJABjAPQjhJwW9rXFhHbuoQsfCVZkqWStgdzJXJ6b6ZsxlMVZRwzBl0+fYMmpCngEZNBpoM0XlMu5rVdxaUm2tR58AMGVM4fZo/rhu+dOQTk3442XNZPzDtTmH9AB9klCviAnsyGypxsC/uoe+rdaf583KDd6QDluung6qsriQjllxhAvJz3xyEc2zDDYBF/dYz9ndHMvLxHL2ZbOIR4l+MXlR2Jk/7LgjUZx7wdWWHKWJaIeo4Ztw6HPHTVE+QB3OUOMrKFEHd8fXzQNM0fKAgnhMql0PQFxgJudMQT4q3gzOa+cWc/GbW2IXz1jIs48Yojvb7RerwokuL8bwMgpThjwjm/EW9FnGJ77zmb6aWDmymNG4eNHj7I/O3yQk703Sm5ig7HMhujJoDPPBeCfMdSWyuHsqUPw5dMk3KS675zjWy7jpqzhnLDJbojse4TJoM8ZbXETnzF0ZGWMLnaD9nFTBeUmWaWcv+XOmXNqX6PipjGUm8oTeRmX/FwUKqfIEKL/sjOGAJZDBdzEzWNNRCP4+eUzrQRMgLGuCnoMsAc/lydinr2FHVDO33e+eoLVedH8s59cPB0zRlT59kNLNpbr5VVI/SvkOp/NuSMVPI4vd+quh5sMdj1tbjp9Is44YrDvb6SvF/2NlpwMN1WwHCrqhOAc3xg3gznHc5M/AfOJuaPwcdsI5gPxqtZVud3k3+dFgQR+FhLLm6IZQ2dPG+raTZ207wCgXJEwoCds+k4HDjlLkOUm/mAtRz4a/Mvy3OR97/7lEm5iApnsacuA+5xlBHaTN2GQc7ipX7nYbpJyk8S+kwY8DNMfSOA6NuR2UxaJWAS3XjYTI6pkdpM8eMDKSnWpgnNe2dZAf/U2o/PcPu/hJnufv+ni6Zg+om/+gYTQ9ojpcJyjS4JZgl67yZvQAiy76fQpEm4KmcxU2XeikQolgo4Nud1kXffJuaPxsaMlSVflevqDsYBY5+n7JJhCC6/dZHjs7JjPbsrinGlD8aVO2U2cTycJcGeypnMoI2+PuDOY1dzUns7hqDEWN5XExNzEJiaUdlMfmd3kVvHyIxVU3MQGPtvSWYwdUIGfUJ8uQOe9dpPYvvPv8cFBTvq3qOyRklgEt1w2EyP6lQYmNnwBbua9qD3CB9ZYrvfZoVzlvpSb7Gf55kumY8aIvnnbd14OjTvf+/1kwzNSAbDW1DP6gecm7r4DwNfOmITTpXZTuOrt/kq7SZSA4at4vespGv1gcdNIS848ksPeCklFkNNw28DdhDtv33GJDZ/dlMM50xluUsgpQ6jgISHkNgCLAPwEwPfsr/8X5rXFBrWxLncq5o4b4Hw/bmAFAKBvacx+D3+JOx9I4LNUbBWSYbcwlieiwswm/QxXTrURTDe7sQPLAViBwFiEIJtzKwxlLXf095LYIZLprBMA4DOGjqwSI4OXc4wt3+j+roExsCLBlOLLS9zZ05ucz815idGRkzOiKGStbPy1x4237n1VmUuQg/qUeOeNBJS4e7I/TGa0PZ1zXsNXXbhyhiPG06cMcb6fNLgPAKv9TrQhlsQiIMRf3VPucSr8Dnp5IoayeBRsC5/7+nBGMN0AAGCc/QzQCkTv6cDikuycYXjk9GyI9t9Tloi6J0r7iFHRMsCsx2lTXDnH2jpP5cyypfiyEvecifK4e99pNgtwN+7yRFQ43JyXU1XVNXdcf+f7cYOs9XS5yb8hlsT8lZxB3FSWiMnXM+R9jxBXX+l6RiPWbI+s4Z5Yz59yxx8+JE9sZDmd92+Ass2b17vRA8o9/wKWweltDRQbwTnD+1xYn8s46Cw3SQIJsqAHf+2x9r7Ur5zjJud0YMMfSODW05uZdj+rPZ11nk0Z14fV+TMYXZo8hOUm6lS4VV3OLCRu/5Rzk61L8aivkl50vc9oy7IcKtd5fqQCYO3zvC7JuImue1kiKgyQAhzXK+RkuYnnUGECRpBBZ7mJPW3Zw00SOcPOGDrWYzfx3CSaMcSfCm1w1T3+9uqyuGo9wwUS2Pln9L7HIgQRwiVgGGOd/bwwc2M9dlMewS7+b3K4qT/HTY49wgTiJfZdLCKxm2yuB/wV/yLZvHaTd33pvtSf5yZPa6B6pEKFxEFv99l3fq4Pe+9ZnZ8k4iaG62UzmGXVPbwupbN+blJV9HnkPEJhj7D7vKL7qVyS0GrPMPadZJ9XcT3bvnr6lEHO9z5uMvzz4f2HOXGVhx5uonJGhW2agJrr2fWYO9blJrqe1MZnWwPZyn3Pfc9xSVfGbsoZJlJZA2Ush/rWM5wdmohGHH2m9p01fsheT84XCnNoI4u2dNYJ3Mh8JfoZpul9P17vRvazfLkxSrtJbN9RvWAPWuP3eXrPrZE2Qfad+3fwf9MxY/s7slEMrizhEjDejg1+ZJZMl3iuF3GoyqeTcdPEwa7Oux0wDNfH/M+Zn5tEdlPMV0kv+ruUPh3je4712SP+04F9hzZyPl1KYDep7JGs5L4DcvtuHG/fMfu8w6EJ3veUd2zQBAyr876KPlWnjoebXJ/Oz02GL/4h4noPNzEcms1ZwdzyeExu34UIHorrRP24HMARpmmmQl5ftPBtNEwlgUqJP3rUSOf7S2aPwOgBZYhHI7j0rkVe41IyY4ieLJfiIvCAdVCCaVpZOtHQU+v1bqRZ9dB94aRxzvdzRvfDczecjL6lcZz/57c8c1HiHOG4WRX5Q5PJGdjf2IGPzLAi4RYBiAjcavNI29k7929yr509up/z/cA+JXjtO6fBME18+/GVHmJ0Tj3ihutS8mXjCKzRtrs+6QTQZJn+jF3ync4ZXsOUL8WPu/Ol3v7+mTjUlsa9C7dhh33Me4apKpUd7CLbaHbXJ53MvMypSEvk5GWlwVgAeOT647DrUBKvrq3Bw+/tcmSh950QgtIYn5k2PNn3jEfOdpTFrZPG3dZsA32i3gBJGDlPmOAabT+/fCY+fdwYbKxuxs+eXy80hvynA5voz2S6WDn31FsHIg2vKsWhVuvkWZkuBen8GYyx/rUzJuKkiQPR1J7Blx9Z7gnK0Yo+0aDqOBMwZFsYd9tyDqsq9bW6C+VUZP0uZ7lp1giM7l+OWDSCy+9e5J1/xgTiU1y1VDwSQQf83LS3wRpGPryq1OEK/ywk9/1VxvrVDDcdxXDTR/70lneOR8xrtNFMrKq6J501UN3YgfNnWtykqjxkn9GSmJ+b5jDcNIjhpm89ttITiE/EvI4vDeQ780YYcspkDcDu5thTn8TkoX2c1+bFTYweRIiXm9763pmoT6bxl4VbsetQ0n4fQQImmw832VyfEHN9Ouvlehbs+rNB2H9edzx21Sfxytoa/NPhJsPLTfGIJwOfMVTclERZPIq+ZXFPm2YF1/Io5SZmTY/nuOkzx4/Bhupm3PL8es8+z7ay8UZbXybJlOb2JMCqxKprSTlyskiruImR8wzGWP/amZNw0qRBaExm8JV/LvcE5dh9nud6duZXVMRNfcsYB12s82IOdf9/GcNNl84egTEDGG7K+WcM8aMfnOfXHsnDOuj08LvhVaW+fZeCzdCrHHSWm44eY3FTVVkc5/7xLU/QmK+aCXOAWzproLqpHcOqhgPwVzC5f6vh0aVEzP83HT2mn/P94EqXm7752AdcIF5s39H19tpN3v3ziKGVjpz8TDNeTnZNWTnZw0VYbrpnwVbn+WITML7RD7QqWpIw2F2fdKqw5EFOsc6bpinlpkevd7npX++73EQ7S+icU8r1tJNHJWd5Ioq+pa7dlMrmPFU2/H1nwcp5/PiBzve/uHwmPnv8GKzf34xbX1jvm3lI15SfJVhV5rYUsmuy+5CrSwearSH/vM6n2X1eYd+dcYTLTV8/cxJOnjQIjck0vvLPFZ7kcILZ570jFbzcxBbN7GbsO1GbJhBk37n/v/yoEc73l80ZgbEDyxGNEHz0nsXe+WdMIIG372KSxAZrh5Y4dgwfSGB8OoV99/kTxzrfHz2mv8tNf3jLs558IN7d59V2U01Th1OFJbebvLY9/VtlAQ/KTaYJ3PDoCu9s4xitOPX6dNTuJ2zwMGsCdnxvT30S04b3teUM9uk83MTYLvGomJvuXrDVsXfZQ6f4PZCud4Vk3Mvu+qRTcSsNxkp0nuemUUyC6LEvnoDd9Um8tKYGjy3Z7Xwu9ZGdOadZl5tUBSF76pOoSERRWeomDGjA27mese9U+yctsAGAX370SFx1wliXmwQFDKIZzP3K5fYdYOlSdRPlpjziI6zdxPh0N5w1CadMHoSGtjS++q8VnqAcG3eo5eI4bDcFu4/uYey7oMRGkO952RzXbrp8zgiMG1iOSITgY/cs5hIbkgSMk0DM2dcx3MT6dDIOzcrtGYqwwcPtAOIADvvgoazEvbwkKiwj7Vcex/1XH+tkKgDLMDpm7AAcarWWg+1BZ7M/luNukZAqg75ufzMAYPqIvohHI4hFiDQSXFESkz50D15zLE6d7CoHIQSzRvWzPi8S8ZTis4cSsO+hylJtq2tFOmdg+gibwAXESE9W6lceRzrpNdrotb/+2JG4nFEOAJhiG6yxKGEy6H7Hl89SsaCflUxnseNgGy6dbRkHZfEoGkWHEtjtEemkwWWprPf59jmT8bkTxnpeM3pAOUYPKPfImWGCbrL1ZDcadk3W72/GiRMHOnLKnApHTm4+TtYw8enjxuDrZ070vGZIZSmGVJbizU11HjnZqjJ2sDJtfZBVzayvbsIRwyotp4C5F324v6s0LjaCOzI5nDV1CH504TTPMNi+pXGcMGGgs2lnsqZAlyK+0w29AQ/3WVi/vxn9y+MY1rcU22rbnM/2rGdWrfPThvfF7VfMcjI+gGWQnTBhIJbtrLfXkj1BTL4hRhnSZh3M9dWWzs8YXoXmjoyzniw83CRoB+5fHsd9HDfFohHMHTfACU6wbUKeWYJ2dVY0Qqx/oyw3ud+vr24CAEwf3tc5Acw/Y8jlJt7AoE7WQ9ceh1MmuRUJHm6yT2RkT2QD/EP0VQ66w022cclXCQCuo9evPCblpt987EjPxg3w3MSOAJBVGwuCbPbf1pbKYsehNuczyuJR5/6zYHWeXVOqB985ZwquOmGM5zVjBpZjzEArOMPOnaU66ltPw71vjpwenW/GyRMHOXLKjGAZN+UME585fgy+dgbHTX1LMaRvKRZuqmW4yfRyE8OFhmGd/Cblpv3NmDrc4ib2XvDBxrJEFOl2f/CwI2Pg7KlD8EOOm6rKLG6iRqFwn/c5lIbUWF+/vxkDKhIY2rck0LiU6fz04X3x2ytmeRJFlJuW2twkcnx9Q/S5amNeTsDSeYebVHIKuH5ARQJ///xcITfVtnQ47+EGElwjmFZnUW6Sze5Zz9hNiWgEESJaT3f/9XeWWHI/rOKmCLHb1dUdG2xVNH9K4dbaVmRypmM38QdBAe6J9R5uKvHKedvHj8SlsyXcZNt3dF3jfMIgE2w3taay2HmozUmUlyWizj7CwqPzOT+HfvfcKfjs8WJusrjeek06Z6Bvwgq0yw52UdlNp0xmuEkylkZk32Vylq3z2ePH4GtnTvK8hnLTgo21zrOTyRme585jN9nLqeLQqcMqEYkQjw3LBw8pN/n3TwPnTBuCGy+Y5gmoUW6ijnU6K5pt7J/BLOWm6mYMrEhgSGVJYLVxRUlMqPMzRljcxAZjKTct2WFzU46ZcyoptOA7IXg5AWDaiL5obBPbTUEcOrAigb/JuMkOnKaZBAw7UoFWZ0Xsbgn2uYh57CbKoVVul49MzoTcp1NxUyxKhAmYfCoPt9S2WNzkBOX8FX30xPpKhpsqHG6yPkPJTVGOm/jDJSk3Cew76yDLuM1NSWfET1k8ikNtad/1Hp9O0Lb83XOn4CrOp3O5iTDcZKI8oV5Pua/UjNNsP5wvfHCul9hNVlu4mpvmb6yF1KdjuDAn4NCUz27qa3ETo/NlHEeI5ASs+3bOtKG48YKpYm6yExLpHDsfng3EM9ykSMCs39+MQX0SGFxZ4tt33XVj93m/fUe5iQ3GUm56f/shSwaDncHs7vNqbvL7dFOHV6LBfjZVdhN/0FxHxlBy0wGHmwQzrZk5p4QQQWKD4SbGbhJV0tPPCEKotmUASQArCSF/JYTcQb9CvraoIDUuEzHhQO3yeNRzI1nQB4wNyvGzUdbvb0Ztc4dVhcTcQPbGbqhuRoTAk/H1z+4xHDllWaoTJw70DRSniMci0og1AGyva8POg21u27KgN3AD3bgVDjrfbuJpg7OvPWZsfw9BeeSMRpz3SOcM34ZY3dyBjTXNjLHuNzI21rTANFk5xdm0dNZw5GTLiel6ThveFwO54a+snDRTxioqlbMxmcGK3Q1OxsV7aqD1s/q2NGqaOzBteKVHTt8x9DlDuJ5UzvGDyj2kyMtpmhbpsRUJVNb2tIH3th9SDgE2TRPr9ze7zo+gIoJen4hFkIiJK+WGVZU6bUF+Oa31y9iOLyHucHy6AS/dWe8EJWTDijdUN2Pa8L5O9RIgn49h6TyXpcpYQbmZI6skclrvmfUEErwb4tp9TWjuyCDHtIzycq7f34yR/cpQVR6XVxtnXZ3ny8jb09ZsNRk3JRxu8m+IdF3W7W9yuMk7V4xx0KtbLG4aVumc0i1NbAjltLlpgpybYlG7bdlJbHh1fsfBNuw6xHCT4D02OMa6q/N+Y53nJn9rYBA3OUZb1vAlNqqbbG4SVEVTg8blJlvnpXNjTTGH2vvCtOGVcm6yAx6At9qY3vfGZAYf7G7wOUfsZx1qTeFAc8rH9WG5ia7n+IEVSm4yTCtwQqtfKcriUSTTOSk3UWPRNE2sr2527nsJZ+iz18ejETuL7v0bgrnJ3eczOQMRlpvsij6Hm3Km9JCHDTXNmDa80uYmKqd8nxfpUv+KMNzEdkJ4jUuXm7z2CO+gU24SzcYFXOOyQuD4tmesURx5cRPXIsbaTayDHhfYTVOGMtwkcdCt9fTbd4BlN0Wk3BSxHHQnAeO177bXUW6yfq/mJlvnY/5APH3/TttNsYhwpALl0P2NXruJFZTey001zTBNKBMwgPVMO3IKOjZUdpPF9TQB4+6PJQ43pS1u4oL01ppYPzvYmkJtSypPOf1cP35QhdNmycNK+Nszwg1/YsPlJu99A9z1NE0TG6pZu0neIlYSi3iCF6ysYewm6vhGI8R5lunopHB2UwtjN6kTG0JuyuTQvzyBGSNk3OS176yfeRMwa/c1oaUj42kZBby2+fr9zRjVvwx9S+NS+45eb/lKHNfbra8ybmLtO1/lIfXpqptR29LhT2wwMm+obkY0QjB5aB+F3eTuayL7DgBOUnFThAg7S/zc5CY2eGyobgHg+kr8/ElLTjk3dTjcNEDKTQk26coE4un1+5vavT6d57Otn22kHEp1SVFoIbTv7GunD+/raVVmEYtEmFFU/pEKDjfR0SUC276uJYW6lpTHp5ONz3F8T3Y97fsexE1Zm5vYNnBAbDeJ2pYdbmI4FJBzUywi5qbhCm6iekMTBrEIcfx1OoN56c56Z5ya7OA+y26yuUkw0ob9u2T7/IAKBTfFWPtOXNHncBOXMGDv3frqZoweQLlJ3Q4s8j07MjmUl4TlJr99B1iFaA43sfGmqNduikYIJg1xuUk1+kGGsMHD5wD8HMBiAMuZry6BEHI+IWQTIWQrIeRGwe9LCCFP2L9/nxAyjvndD+2fbyKEfCTsZ8qIsY8km1YqIUTANYKt+WfeDZG+7rK7F+G4X833D7BkHsBNNS0YN7CCm+cg2RDtTD8/UDtCvE4gD6r8bqul11j/0iPLccbvFjoPJUvgdPPZWNOCRDSCCYOsiiyVsU6JQDQThxq0IsSZDHo2ZzKtDdZrbvrvWpz/p7edv8PjoDtGsL0hDnOzaaLMtFUxGPW81pIzFyxn1HXQraqZiP1z6yj6uxZsxcfuWexU1PGfy8o5lcqZiMIw/VH/TNYlVq+cwetJSYPee9ZhLIlH8PSKvfjU397Di2v2A+CGANt/X01zB5o7spg2rNKRExATYzwaQYmkXUS9nl7Hlw8kfLCnEVfe+y5ue3mjlQ0TzEIyTRMba1qc9eQrrdy/S63z4dbTnXPKtoi1p7O4+M538IV/LEGG03n2szbVtGBq4Hq6xqUog86euCqT07vReAPcl95Fucl7mBMr86aaZowbVOGspSgQ7wQSJJn+aIT4TiJkQYNyvlZL+zO/+PAynH77QmFbC+WmTTUtSMQiGM9yk2RDFHNTzvOZYjkZnfeMVLBe8xPKTYrEhsNNTKZffMAHw02CDLrMULfkdI3gDHNvaXXWXQu24qP3LMY+FTcdsLlpuJvQyjGOCnu9cj0D5ASstWSDnIB1Hyg3vbSmGoCXm6jhVd3UgZaOLKYy68l+PitnImq19Ygy6KG4yTCRMfxVSMt3NeDKe9/F7a9uQsbgDnax19MwTFvnvXLmpfMBHErvczonGqkQQTJlcdM1Dyz12SOsk73JDnKycsqMdRGHpjKG8vmMOevJGOtcIP6Su94RcxPDIxtrWjCe4Sa+SgBwn8kKSYVkLEI8zx2PuB1s5oNZPm4SVM3Q+VGbDrSgJBZxZiyJ5GTvOys3lZP9TKGc9kxr670Mz30HGG5SjHvZWOPVeXnVjCmxm0LYd9GIJ7HhnL5pV2fd+YbFTfsb5dy0mbebmC4f/nq6nmyVRyok11vvYdpty15uemq5xU2vrK0B4D3Yhcqxn3ITtUck1cbpLJPY6Cw32clMPpCwbFc9rrz3Xfzu1U3gD5qjn2UYJjYdYOwRid2UUe3zGSNgPW2uz/r3+ZJYFG02N1374FJkuS6tjM9uUq+nh5v4auNsOPvOWyHpDcRffOc7OP5X8y27X2I3bajmuEmVdJXYTfEo8ew1PGiS3j9Swfr3epubRJWH1H/cVNOMEo/d5G8H5u0m0aiCIL53DsEUjFT48X+o3WS/L0NOGSbpCsCzz8tGFQjtphBy0g4YwJuAoYUfd9jcRFtnWfuO8uDmA377jt2PXTlNMdeHse8i3oSB126K4N82N726TsBN9mfta2xHSyrr4XpA7CvFoxGJ3aTe5+PMPp/lEzCJKJbutLnptc12x4aYmzbXtAb7Ssw+L2qvVu+dbjLTP1IhirZUDhff+Q6ue3CZj2Ol3KRIYgNd8z3ZeJM7osKS9+I738GJv34D/EFz7FiajTXNmMDbTfw8VkWXF0Wo4KFpmg8BeAxu0PBR+2edBiEkCuBuABcAmA7g04SQ6dxl1wFoME1zEoA/ArjNfu10AJ8CMAPA+QDusd8vECoCT2WsiP1N/10L07SGcbNHe/NgHXRn3ghzuiELvrqHbR9pSKYxqNLN1KoiwRUlMZgmsKW2Fd987AN0ZHKOcoiqBSn41sA4tyG6clEH3f/ZjW0Z9K+Ie07F9CuxG+QErEzMV/+5HLUtHc7fVBIQ9HCMS4OdJeiVU1RWS+VsSFolw3QQqshYp9fTku5kKovvPrESG2uaHSNYRTgxZqNh24QA75rK2n4AK5PFyulkfAXH0NP1TGUM/PLF9Xhzcx2znsFGMN1oYlxQjmLLgVYA7n1j5Wyw20Oc9ZQal6az0aSyBu57ezueXLbH+psyAcGuiDfIyW40pXbgAgBW72tCzjA970Xl7MhYbT/sfQcCdD6bw7Mr9+HuBVsZOcNtiGmf4xtBm70mK3Y32tU9fjkB6xl17jstHZdVIdkb4rvbDuHmZ9cCsBwg9fPJbjTeljv+eeE3dsNkuSmDwUwVSVkiIq/oK4nBMC0DyuUmA6WxiJqbIlZmmhoMfCCBIid0fF2dH1CekLYbsNfSZ7y2pQNf/edy1LWknPYu5ZpGXCPYc8pdwvtci7J2dI183KQ0gm1uSmfxHYebgh3fWNStQmKNS7aqBADqWv3cRJNUdMwDz02idhGHm7IGfvGCxU10Vhq/D3rkjHgdNV7nKbbWKriJrmcfjptEiY0Y5aYc/v6WxU2maaIjq3Z8vQkY01P9VhqPOK2Lq/daOl+WEHBTNufhJul6ckawh5uyuQCuZxMwfseXctPyXQ2emU6At4KsIZkJlNNrN1nc9FObm8JzvTgBw4LPoLOtbY2MnFRW1biXnGFi84EWfOtxhpsU62nJxbcGehMwrJw8aLKjoS2NARUMN4mSrlk5N4UJdsU8yUxDat+J5sa69oh/n5eNKqDc1JbK4TtPrMSmmhaGm1TBWLY10A3E0xnMFAdF3OToPCenYp937aYcfv7Cery1uS60fQe4Ae5AbhJU99DWNb/d5N/nEww3/e2tbfg35aagfZ5xfKn9xcpJH8s1+5r8B83Zz0t7Joe0x26SVRvTds2Yj5tSQTrP2aHsz8oSLjct3dngs0e8dlMmhB3q5dDF2w4y3BQyyGkIOkuYv49287DBPZYDGpNpj90kmg+fZrgp6+OmnNL3BNxKOd9IBV7nBYEA1x7JYGBFwgl8qhIbPDcdbE25uhSwz4t8Jd6+E8vJ+Ur2mvLzJymslmqbm9JZfPvxD7D5QAtj36m5yQlyMvYI28UEwJml7pEzK/E9qU/nmxNueOymn7+wHm9vcX06ddzBu8/zOk+xTchNnH3H2U2izswE49P99c1teGr5XttuyinvO5uA4TtLSmNRZ7zH2n1N0sOckpkc0jnDr/MCricEKEvEkMrm8N8P9uGehTY3hbTvRPt8aTyK1pR1SNOSnfW+TgiWmxoZn066nh77LofFWw/iZ8+tc64NG+TMGDw3ua+zxgwYHIdyPh0Xb+qxtmVCyBkAtsAK9t0DYDMh5LQwr1XgOABbTdPcbppmGsDjAC7jrrkMAA1SPgXgbGJ5oZcBeNw0zZRpmjsAbLXfT/13QG6s97WPfr/uwaV45L1dqG1JeU7vFMHN9DNBuZi3JJsiy91MvtKN/RxVRV/fUmtGzM+eW4fnVu3Hwk21aEvnlHICbGugN+DBP6yiDDqN5FsnQrtEJDIu6d9Fh8Y/tXwvXl5bgz++vtlzYq9cTqsKic4n41stKZo7rPdiYxL0XtLgBn2NaggwXc8NNS145oN9uO7BZc7R8Ko1jUfY2Yz+7A8F/ZvZkAe7nuznqA7OoOvZls7i72/vwNX/WOI5yU8Gx7jMGrZxKTaC6Xux7dVpTk56CqOMwNO2YUBbRn/x4gZ8/6nVSGVz9uYgv+98a6BsQxT9nj5z0vUUbDSxCEF5Iob2dA7fenwlbn91EwzD9JzoJgIf5ASY0vEYbwx5M+j8oTz0c2J21YGMwB1uemgpHn53F2qbO9CWUus8lckzCykqdnz5bBqfsfVxk8RBp7r002ctbnpzcx2S6azz3MhAWwN9J7Jx60k3TJah3HvvdYxE7SI8N/17mc1N8zYjmQrW+ViUIJ0znUHU/GnLFA43sZ9NuSmTAyGunomyfoClr3Q911e34D8f7MP1Dy1zT3QLSBg43MS1p7Kvo5/r4VC6nsxJfFROwHu6uyOnvZ6tqSzue8fipraQXA/YOs0ZZV4OtT6Trf5h19P6HDeLysrvyGlzBn1+f/kS5SbDDviFq0KiQUhXTpab/AkaGoxtT4vlFFX0xaPEceI83JSyxqjI4DroghlDgoSBrCq6I51DmX3f41GrnVKWJOxbFkdHJodrHlyCh97dhdqWDuv0znh4rmd/xleqZrikq/eE2GB7hK4D1aWbn12LZ1fux9tbDtrcFMZuMv1ycvYI3Qs83MTsn2UB3JThuOmJpXvw8toa/Hn+ZiewouR7e84pnV3sVPTJuIn4+b49bVWJszPeZIkNh5v2N+E/H+zDFx9e5tg66v2T6yzhqngp6OeKOJTf52Vttumce3hRWyqH+9/Zgc97uCnEPp/167SQmwR2k4+bVImNKG27N/CrlzbiezY3GWZQtZRrj6iS2DTxIQrKydZTJGeCcihnN7UF+kr+1kC53RTOHgmaD0+56QsPLMVD7+5CXUsKbSm1zvP3nX4Ouy7s57ByprI8NzF2kyDYRQMJVJdu+q/FTYu2HkQypbZDATdhIBupQJE1DN8sVtZmLuPsO1nhCtWlx5dY3HTH/C2h9nnaWZKzZxfHJPe9JeW3m1hfKWYfCELllI17oeu5bl8T/rtyv8VN9nuXKfYldqY121lCP4+iPS2w7zi7iV5fKrFH0qzd1JHF/e/swOfuX+LYd2quZzoMDHlig3KT2lfy2neiij7Wbvr1yxvx//69yp6vB6Vt79V5r93EPnPpnL/zJJPl1jMhntvtvodpy2lVzn77iZX47SubYJom2lJZpd3kjlSQj3iiYAuaAM6nS7v2mTMfXqFL7WkDVz+wBA8u3omDrSm0pcN2vRnO+vCH+jifo7Dv2rl4kWjsR3e2Lf8ewHmmaZ5umuZpAD4CqxKwKxgJYA/z/732z4TXmKaZBdAEYGDI1wIACCFfIoQsI4QsA0TGukUWVWVxJNM5VFLi2d+EtlTWM2xU8N7W3Ikck6WSZny5clc+kBBX30x68+lx3fSh2dvQHignvT7LZPpjkg2RDgSdzswHYI0M9nrhhsjJSde3uqkDrZQYFQpC52M4gQRJ5WGTneGZONidt8DKWcZUYpbYxrroGHoqZ7XdJrOv0VpPAMo1pQEP+jd6jUtXVpq1GFblRvrpmjhBOad8mFag+de0LB5FIhrxtPO0hpDTmedgnxgZk2yIHdxmQj+X/Z1vQ5RsNOWJqLNxAW6WqyIgMAPQ1kAu4MFV8vCzZqTrGVAhWcbJuas+idZU1jN7g4fr+Jq+QLw/YcDPFWNHDfh1XqVLybQr17r9zWhLq3U+ErE2L/bwBH6WIAWfQec3Gt7xlbUMONwUc7mpNZVDnxL5fQdso40txaccylX05eyNe4Y994b97PY0x02KQAKVk3JMTVMH2lJZEKI22hJ0/hkXmOHXU8RNrHHJchOd/eKfJWj6uGk/w02qZ9SqSGBbA8Xc1GIfhkFPWgSY9XTajr3PjMjIKE9EEY8SDze5HKrmevq3ZnPe+aCiQILotGVazVEW4PjS1kA+WEu5KWg9AXcEgKx6m3KTaJags548NwkDCRGUxWMebtpdnwzc59lZgvw+L04YiDPolkPpfWZkox+o3dSnhNpNzWhL5ZT3PRohiBDvbEZ5RZ/CWPdxqDzp6rebgrkecMeoiE6yZUG5fqbHbrJew3O9yG7i7Tt6Oyg3RUiIdmCDnc0ovu+UmyaJuImzm2gAWzTn1OEmu4Vvf2O7Y98pdYntLOGCL6ysze0CbgrQJb5jI5Oz5orFIgT7GpPOz8PYdwnWbsopEjCUmyQVfez1soo+R+cTUbRnss7PQ3GTpzXQa9+VcjJlJZ0QVGd86ym074jPvtvTkLR1PpibsjlByx23z8uqe+hJtGXcPi+rkHR8OsduakJbWq3z0QgBIZKRCkK7SVwh2Z7xjrwSO+hee4Q+c3vqk2gNkBOgc9fZOfaywhVrDJDIbuoIYd+lOfsuZ7o+HeWmwIq+nL/ilO/YcLhpiMCnSxvC+x6Gm6obOxxfKWifZxMb/JxTR04FN/Ht0aoChopEDFGem9IhfDpuLic/4omC3kfW/k77gnKcfSdKZsaI325qT/vem4dnxBOXEOALQqxOCL8u8b6n6qC5RDSC8oTXbtpTHxwf8Yx+MNS2vS+xYeuew022fO4MZnGSsKosjnbepwuwR9xOHXdUgayAIZfzjv5iuYmvcBTPh+++4GHcNM1N9D+maW4GEA/52oLCNM2/maY51zTNubGI6IAP92amsgYG9rGGqa7b1xzOuLSHl/Iboi/7Y2cv3/nBmThl0iCPg55MC4zggI2GKs+G6hZLOYKqeyLEOgXXrhhISAIeSTv7/OAXjnVO3WONjLK4l6h868nJubfBIkZqBFckotIBwJacEU+FJA1E0AoICtq68sMLpuHLp00A4FZ58NVjdG3ZzKBV2ehuNPTUOiCc40s3bsBbis9+HivnhUcOx88vn+lcDzBGW2Bm2nV8WTnp6UvKYBfbGpgNrjwcVlWKf11/PACmdJzLpqnmYCViVvCQlu8DwIpdDQDCbYhO2zJX4k6RzlpVStEowX++dhL6l8eduTY0I+ispxPk5CrQGCOYXeu1+2jCQH3fAWs93ZPLxQRO54q99p3TMGVoH+e+0+w771DK5k5UlcXRkTEwyG4xWLe/Ca0hEgYx++AM3vGVZdDf+cGZOHnSQM/GkUz7NxpVIAFwq9M2VDeHSmwkohFkskbgeranrUrOh645juEm6qhlfTrvX0+vnCw3taZyqEjElO3V1PHlWy1pBQQF1fkfXTgNX7K5ia5pkg94JMTclBZwk2GGNC5j3tZAr867ekXlvOjIEfj5ZTM8cvIZ9OBgl5ebapqstsOwji9fTVzm4Sbrbx5eVYp/Xke5yfT8zsdNgn0+Yet8PXNK4we78+Em0zc3ln1G01nD1vkInnG4Kd/1NJ0ETHvaDSSsDeH4ejLTfOWhqBMiQvDqty1uonKm7ZlkvKPmW0/WCM7knDaY9fvD6bzVWu8/vZp3Qunc2Hd+cCZOmjjQk4ARJQyCkq7073TlVCc2aNVMOqvmpo6MxU0PX3scLp8zwpbd3T+96ymwQ2V2U7Pl+AZyEz0VmrvvtAKCgur8jy+ahi+eOt6SM+vKyXO9aYrsJtPHTVnDDBeUi7oHzaW5xEaJgJsumT0Ct/q4yVvhqJ7BTAR2E+UmheMbcfd5JTfZf/PI/mUON2U4u4mdF2zJL9P5mKcl0uEmZVUXWxXNjVTg7CY6S/CZr52EqrK4oLOEW09hICHiBJUp1u5rzpOb1AFuGlR+9dunYfKQPg7Xp3P+KnFR+6qMm9zEhrogxEoYCEYq+Owmi+vf/j7lJi7pynNTQGLD4aaQdlM8SuyOIm/lIb+eKZubHrnueFwWyE3yQAKVk85KPmB3wFSUBNlNEc99p4FkOoOZgur8Ty6a7nITY9+xe5hoPjw9sZ7npnTOCJfMjLlJV6ttWZx0pXJeNmckbrnU5ibG9wTC7fOJWATlcbFPpy5cYUcAmM58W7ouFFSWUf3L8ch1xzl/F/s7HzfxchquPcKOkli5uzFQzkSUDXLyIxW8ldrUV3rmayehb2ks0PdUcT2rZ2v2NaEtrS5g8HTABFT00UrPV799GiYN6eNcT6vEfb6SIo6TzOQwpNIKQIctVovbhRbBnSWWzr/9/TNx4oSBnmI1kc73ZOXhMkLIfYSQM+yv+wAsC/laGfYBGM38f5T9M+E1hJAYgCoAh0K+1gcSEQcSAJcYabZvY00Lkml1Bh2gpc7Bji/NUo3qX46jxvTzRYLLOGKUlbi7xmW7LWfwxk3lEkasuZkFje1pxCME/SsSOGXSIPuz3UwqW5kWJpBA5dxTn0QyoFoKcB105/RqiTFEg1NliSjOmzHUkpPLoFPQgCerILSEnpcTAHbZR8yrK9DcAeV8Rte70aTt6yO4cOYwr5x8ibu0asZqeS9PRLGn3pXTCcqFaA2k7Q1B7dWxCMHJkwahsiTmue+AP5umCnKy67ncljNoPR05FRti2m4zjEciOGpMf4zqX+4aGHaWh1a2yo6hp85AeSLqtAkAwKo9jTDMsBu3yPEVOOjRCKYMrcSUoZW+lgFfsCugipdmPDfUtCCZyqFPQMKAzjn1Geu+ij6Gm0b391VI8m3LQRV9Hm4KFUggntmMsg2xsT2NeDSC/hUJnEy5idElvk0oaD2pnLsdbgriesvx5WcM8bJSnS8vieK86V5u4jP9oowvDfaKuGl3GG6KuCfW8yMV2M92uYnggiOHe+Tkq2Zk7Te0Eq88EfNyU4ignHfmoTfTz7ZbUgMyFo3glMmDPKdTSh1fRZBTzE2qhAHbDiwPJFAHPR4lOHpMf4zsX+aTkz6jDjcJB5RbXN/G/G7l7hDc5KmQtHVess9TI/iIYZWYPLRSsJ5MO7BiDhZ9Rmml2IbqkPZIxFuNInN86dxYkd3EtwZaB81xmX6p3dSCtnQuOOka9SZglNwU8XKTrG05DNdTOXcdTCIZEPCw5Io4iTfAfRbYEyoBhpsSUZw3g9ojboUkz/X0566ccm7aUx/MTfxM6wSj82VCu4nggpkWN6W5fT7Qocxa+6/PbgrDTWywyzdSQcBNEYubKhJRt6pL0rYsqpqhjq+Im8JVzfhHKrD7fNoeHROP2NzUr8xnhzpty5JTodMO10edYAxgBTnNkHaTyPHlW+tpJ8QRwyy7yd07vfedfq8Kypkm0GK36m+sabGre4J9Og+HSgIJOZvrRw8ox5zRAdwUIrHBclMyoHobcAsteDn5mfKN7WnEogQDWG5ifaU8uZ7KueNgW2C1lCWX177zzhL063xFSQznTvf7Svx6At5q44whXk/2+yB7xJ15aPoOSeLljEUJLjjSktNn2/PVxoJnNBaxdJ7lJhqUC7Lv6Hv4Ci1EPl2U4NTJg1GeiPoq+vi2ZWG1cSSC8ngsb25yk8Omw3EUfrvJ0nnLbip3x73IRioIKvpiUSsY25b2clOQnDThws4SdM+uEHBThHJTH8F6sj6IupvMNN3uwY3Vtj0SWBASEXOTpBNi9IByzBnTz5t0FYxUEHXqBCFs8PCrANYD+Kb9tc7+WVewFMBkQsh4QkgC1gEoz3HXPAfgavv7KwC8YVp1ys8B+JR9GvN4AJMBLAn6wAghgTNxqpssBWlsT4eq7nGNNt649C5tmil3TUStIevU0BNmf6S98jGvnMlMYJsQlSvLbNyyVsvGZMbJVFNDJJ3LOXL625bFZbn8eralc2hMZgI3moQ9u4c/vRrwVk/QIC97WiI7a4YPxtKfu3Ja61BREkOEuHICwP6mdmv4qqJNKBax7mGOHkQiIUYqZzRC3PWkmf6MdaIaTwDCij47KMfKuc9uEwwTlKNzJWRtQq6D7t57et9lmX7RTDnL8Y351hMAykM4vs58DEkbOA0eOs8oM9+Nn7lES8d9c9pybmtgfZubTaNyhmlbpoECQtxT9lSjCtiTFN2WAa8xJJ0fyulSUzITPjOd888YKuE2xHTOQNT+XSIWsQfuMlW8Pm6S6LyIm0IEEmi7SFCrpYeb7Oc0paiakW2I/Hq2prJoas+Eq5DMGb4ZQ/TzWDmtv8vPTaK2K8A755SuZ5/SGIiAm4LahGJRgpxhWpl4fqRCTMJNtpzseiaiEd+9EDlAiZgV7PLIGYKbEs7+QoNukvYbx0F3731QRZ/vGc26GXQhN+U1m1FcyUmzz+4zGpFm0CMRawi7b75t1m1hPNQq4iZF5QQ3UiFC4FT5i4bTe7hJktCi34fmpvZMYHUPYO0voiokUVV01JHTOlXXcLiJrzaOCLiezmbkuKk9HcrxpYcP+UcqCLjJfi7Y5xrwVyGVCqrMZevZksqiuSMTyr6j1Wf0/xRlQrsp4nKTY99lfdXwgFeX6P2qlHBTNEI8c5N5xOzEhmmaypEKLjdFnOfatZuySMQiznMRNAfLZ4/Y3KQKHCcYnedHKrByUj702k2czvvsJnkyU8RNqnvvncFsSpPtdEYZu8+71dveKqSIfQ9F+3zCtu8OCrgpbBUSrYpx2uN5nWdGFbBcn8z4Z2qK7RGJT5dMh+rSoj4dP1LBN5uRsUMTMStRS7lJVHmYj08XruvNO+JJ1l7dmMx4uB7wtq8GdZPJfLqWjixaOsL7yBnOvuNl9dojxCOnyA4FeLvJWofKUu96AtYzGgviJjvZbnGTd6QCu8+z9p1oPUtiEWfflc1jpYH+zug8LaxwD0lSd5N57JGs2B5RJjbstmWhnEq7ifE9+ZEKIg716JLXp6PXR+25l7zdlM6adtty1HNIaRhu8p5Yb913Z6wQP0swx3KT3L6j30t13hdvyoRKbDg6z8Vx/DOYGW6y5aQt/v6RCnKfTgW11tswTTMF4A8A/kAIGQBglP2zTsM0zSwh5AYArwKIAviHaZrrCCG3AlhmmuZzAO4H8AghZCuAelgBRtjXPQkroJkF8HXTNHPCD2IQIWLlANxsBR2L19qRDd0OLJolyBN4S0fG+Z0zhy5nIhoxQ2Wm+SwVlbMtnUVJLIIxA8vVckpKx/kNsTGZdpTJJUZmdg8nJ20liDJGjEhOwCrJLg+V9WMz/bKNxs3+OPNpArJU7JrS9bTabGNOBgCw2hjDtDDSz+SrUbxBTjuDzhrBjJx8MJaXk34GNS7Z9ayxS9xVa8qeDuyrmhGUuFPnyGoldQ0hILhCMpMz0Kck5rQUOHI20fZqhRHMz8eQbIj0M+OMo8a33/BrKqyQtAMeIjnVw5/dloG0bz39BB5jjHVZxalUzqw340tlbUll7ZmHQbpERwBQbhIHElpTWcc5YtvHIyQSMjMt4aZU1npuB4ZIbORMh2ek1T3JtFutwOm8b65YPOoLNAdxU2iuzwm4KcEal5SbIn5uEmT9AK/jm3FGS9BMqvu7MNzEnhjJty2XibgpGmHW0+X60rife2WOr0/nKTclFDrPtgZm5XPF2pgMOsDpEp/plwYSDPRNxFGeiAl1PkyFpDubUW0Es/snL2cp7/hKDnbpDDd5D0yRB2MB75xTD9c7lYfev9FX0SfRpZYOm5sU9x2gCYPgkQqtqazbghtznZEErOBG2PYbPzflECVEmdACaIWkoLOE79hIpj17J/vZIvsulbVmMEeYZ0skJ2BzU4ggp6giAeCDcozdxNl37RnD93xS+SkyjN1UFvfOvvv/7L17nF5Vfe//Wc9t5pnJZXKDkIEk3EwwRhIJgqVeQCUogiMoSNHaqz2npxeoTQsVBSwWfodaOKenrZfT9vQcPTYgNgdLFVpF29JiG0wg0kIV5OIAGkgmkMxk5rns3x/7WftZe+1123uv/TzPJN/36zUvyHNdz9p7fdd3fa8vHDiMkVrZIpu6v3fO6HTtjLOU1O8Oy4YEYx2s0IGokk3uqYH6fZ7rjTG9SbPP6x0wAUZq+jXvWu7FpN/xuYlkaLmUiJCU51Rn8NDpd+aa1mKEpF7WA2G9LpUhQaU3DSujZuJGubhsatnXfJnFagnqMjZCvakUe02j3UYVYWdaazaZQW8K6y87rPl2MtVSpTdFsl7a51V1Y0NDcxCtY93ZEwB+9MphJ1kvllSoaXT7KSHaOOGAachnpWREH5+HoUopsRc4yaaSuObjjg2V3lQpqfU7ZWaJ4h4NA0I0+ohDI5Kmas0Lc8RlU1W49tp6rBq9qdFqY8FwJSlDI9lkOHuW4mteF7iSlE3dgBC5hiR/r7ohHtPPp8PZUynrlXpTUoa6ZpPx+U/Kpgam51rWNS8b4nWRh4fmmrHrDnB7U3jviQ3tTEZOE06Rh4yxbzLGFnUMhw8B+Bxj7DaX95oIguBvgiB4VRAEJwdB8MnOYx/vGA4RBMHhIAjeFwTBKUEQvD4IgieF936y8751QRB81eX7Sowpb7oSC6M8RF48OGdNEwLE1MD4wVc+oO8/NBfzAAChYJxt8q5Fsmda7U3jApxz8HAz9FJZbzrZYh2OoSQoZ0BYz6HrTYsfusVuQkDX2n1YoVwuksYJhLVm7GlC8VB8XZTHfqUHXR2FpBKMXSMqS1yrH7086+TpBxCF48e8P5XkOMXonoZgjFWG4is8qdVyKdHB8scvO9QVi6UG6rsY85TYyKsi1E3jB8du6HjyuofjbEcGDxFeY8jJ+9M2RyEdirxpXaVtTtpoYnNaKWlSA0vK6w641kLqFFLXePr5bxG9VHJjl/g41QK8XGKJeXvxlVk32VRisVB83UYTl01dhZFHocnKpa2gNufgbNPJgy5HHvJxip0/gbhsEg9NgCpNiEfSpZBNLmnLQqqlvqSCIvJQiPKQIyT5+DmRoaJSSnSzC8dpN3ICiJww+pIKCtkUc8BUEu9LRvR1jV0iP3ZY8/HUQNkzrfb0A/E1LyttQ4oSFfw7dLIecIs25oZjXUkFnsonRqNE0fBzijWvNHYFUfS2apxu8xlEe4b4XfHvaatlfXRAF699SWnkrJRYwnG195VZawoj0C37IWcYmPQm0SgXySY5/cZSRoUT6k2OzZxaycySSjlZg7kiyybB+aba58Vagnn1JtngYavXFUZwxPW7wxr9TpxT0Ygqr/kfvTzrFMkJIHJq6VMDO2u+3I1CEg9qKllviugT6com+z4fRfSV1bJejJYCeHSPutyL1una7GZCiLjIJvHga5L1h4SyNEC45nWdV/lv1HWsz6Lf8e+da5kzSwDEorv5YVkcZ13W7zRp4LIM5RFJ1jVfipd40jszGwrZFCQMM/z/bc5hziuzTbdyLyUWdoWWSiqoajAnZFPM2JXc52OyqamXTT920EeqkQyNR2+H36c+K8kOmMRZSZFa3xD0plyyqVPiSV9SQZRNCr1Jod+pMh55eRJ5nIDtrCQ4Mw0lFWTZJDo2ZKNcVzbJ2WTdUlSqcTrJps61F+0MwzG9Sc4sEbO04mfPcKzqdGDdngTY6sZ27Qdy+Rx1DeZuEFi3lEZyzQ9pjJzcaCzicpYHhOAqS8msqdia7+7zKuewqfSDCSfjIYDFQRC8DOASAP87CIKzALzV8b0DA2PqtCt5cSwcqgjNKByiZtqqGkPx9+07NCcUiu2GZCu9aRpDAhAX4AuHKmi2A+w7NOeeKx9FSKoF475D3cjDpFEu2ZQAkA6+UWpgdzw8jPxHLx92qoWkTb+Rxsmfl0PHk51skwK8a5zsChzelc3F0989IHTqNYgdr2rJcdYqYeHyconF0sBVofjKe7TSPfjy+fzxK4etaULi5tZs6yP6uvPZvfaz0YYYKp78e3ih44TAaQZRbUbOAmEtuQjwsN6lvCF2/79buD65IapCx1We6Qb3+gmvWzhccSpWHNu4W/ruhkA4P9zQoEoZsEdIthMKhiibnKNRmmYleN+huWhjjzy+zbYwn/FroetYL8umRivAfgfZVK3IXQPVm7dSNmnSllURfVFqYD0pm378ioNskmW9xjMtriWlbFI6DBRKcIlpZJNtT+quebkjpG7N8w64YkkFW23G8Du4chmOT5T1tjShhANG45mWZZNcAoCxrmwaqpTANBkGvF4XJyabHGsezrX0zZxmpQgQ0WGgS2tJKuuhPjKskU3OtZDabe11B8L5EcfZjd5WpwaaGrtE40wlm1gnejteUkGO6NOteblRDhCWY9Cm3Emyaa7VxtT0nGMKYzKzBEiupUjWS+VeVI1dAOng2zTLprT6nU1vqpVLSRkqNZ1SGbtEvayeQ2+a66T46wwJsmxiLO4cdtGbxEg5IC6bqmWWKN8RH6fgdJWdmRr9LvxvvARAiXUNS1xGqRvNGfSmFJGHujXPnT5x2WRIudPUwUqclVxlk+SAiZ0/pIg+WTbNCrJeNU4XQ0Jq2dQKonXB17xKb+o2dBTOdCojp+KAPqeTTc12p8STeZ+vVXjTqaRRTn+mC8cpzqmyPvxccs2LRs5UsklTMgvQrCWVbFKUfgA0TtdSKaNs4nPTQhDEZf2QRh+JjOKC3mSL3gaEjI1qUjbVyqWYoU0mCmDgGQYWvakmXPvufDZj6eGm+vC1sklvcpBN7WTkobjPyxkbcdmU3Od1GQaJNe8om+LOdnPk4WyzFdlvQj20FfsNyZIKKkcRixmYXc+e4Vg7ddel4CqlbFLoTUp7k6KBG9fLTLgaDyuMseMAXAbgrx3fM3AoIw95rrwwmWuWj0TpNE5dAwXPtC418OXD3fQbMdRZ6aWqlTA914y1oZdD3Pk4gfDwZTdylmKRh3GPb/f/D8w0ovGJBjIgVECUUTOKiL6halcwrlnWHWfawt9VjQA/MNOI6s11Faiux1eVGiim2DSaXct9NM7YfLp5qeQ0WiB+oOQRfeLmLY5TPZ/dFGreFVoU4McvGUGJhb931Jom1J2bZiIaJX7dge7BRw7Jrle738NrCU5rPNPckDBSK2PFwiGntSR6puUaQ6rak+I9qmvswt+r9aALr1uzzG3NM8ZCj2+rHXUi48gOg3DNcy8VS0RIyhuiPJ8qx4Yom5zrY1hKKojjFD2+qoiEerWM6UYrlWxyiZB0Sbk7MNMQFKG4Y0NnlJtWKMFDlXJ073PZ1Gg5yqaOsyAxTmnNl7hsUkVvK5TLaYUMFe/RNLKJyyL+mXFlKLnmxTkVxxmTTZ0D3rSgZPCu0DVBGTphyQgY6153N9nUTjR2kWW9+Hp5nG6yKYgZEkZrZSxfUOuueRfPdKcroC4NnMOVS7Eeq2qfDw+Uzdh7G61ux3rO2mWjgmzSr/lSxznVTQ1Uy3oguea7Bo9ktHG9Vo6UeA7vWC9GS8Vlk30tibWNTXpT5HQV0m+Usl4ReSg3TOHjBNz1kfCQlnRmyrJJPqCLEWgqY5c4p3z+h6vl6CAnyqa0+p1pn2A9i3AAANDBSURBVC+XGEqaaGOlUU6RGihmQqSbz7hs0jmxRdkUdpmMZxiojLHimuddoUUZesKSdNcd6EYemq67+HreARdIrzfxcS4YqmBZTDYZjJyl7pqQI/pUepOo3yXKvUilClTj5DUPOXHZpJ9T7pxSZZbIRtxXDsdT7kyRh1pZb9Sb7LWN51riPs+i7xIJ9RF+pit3vlt3QLeXVODjBNzu0WSHdf3+KTrb+XcHAS+ZlTSMi/t8I5JNXaNWXDa56k0820uvN/F6c9WKJJt0RjmFflcVDPFpZT3gLpuq5XCs4f3SySbTlFQQ71HeFVq8R1cvFcdpkfUVWTZZznRKvakdk028BrNKHxGjeBcOVbB01FVv6kaMN6RAC5XeJK75aD4VpahUsmlO0u+AdLKJMSGbzOB0FWVT7CyvcQ4rZX3FdPZ0cBiIa15Tg1nUR0R7UzfiVIg2NuhNJlyNh59AWJvw+0EQ/Ctj7CQA33N878BQYizWiQcQL6agBC8bjf7fKXS8450EugtAFXEhW4LjYaTdiz86FObti6HjqtTANOOUo2Z0gpG/FpAK2rfCqAvZAwEgNqfKg2+a+SzH62PovGn8OxhL1sSRvVRcwKmUdTGyKzZOW0RCx7jVLZjtKBgFpU0Oxe/OZ3ch867Q4kazfEEtmkeXMGcA0fUz1ZoJx9m99rqUUCC8jokDpWTkXL5gKDY+c3SP3jMtC3Dx9cqaONJaSq75IBY5wVh38wYcQ8fbQeRF4qgNCR150Nm4gyAQuhvG52Z6VqWsyxtNinu0rC78rZZNyZQ7Ps5haT5b7UCZcqeTTW7dDdVKsDynyQ0xiH6j6ADi13BacfAN57SSGKeLB73RDpQyVI46VRlj+XjE+5mvCbHrt5h+U88oQ4FkIWpAs5YUUTM62TQt1IYVjajRml84FJXQcElXB8LfK0cbq2WTuObVjiJAI5sij2+lO87hSuw92nHGUgP13Q2T4ywnHQbSnB5SrHlxPhkDTlhaj73HRKXEIs+0zQEjXnf5gC7O6WitojYkJJTgFPpIlBoo1TxURIOp9CaVA2ZBJxNjVlFEXy+bXA/oimhjaU7lCDMeDdZsB/H5VMkmwambRW/qNsdSlFSw6HfdVLZ2Yu8E9PqdSja5pIQCGqerYc0PSU5C9XyK4+zWV+OyfsXCrj7i0mWbf4588HXWR6SUUD7WQxZj1/IFNUlvck0NNKfcAYJjQxjnYYU+smAo6TCQZVOJAccvqcfeY4KX/eARjBybvmw6oI8OVWJ7EtB1umrPdK4d1qWIPtN1t0UeLhgqo9GSZZNNb3ILXOmuSX00p8qQ0GiFjfHiemhyn1eVKojLJgfHRrsdrV/TWUnWm0SjnEq/E7t+x2VTUr9zPStFssmyz9c0a14pm0T9jhtRhf1zxcKhyEng4mwHRNlkk6HqfV6e+wUq2dSMR0guX+h+pouVqGjLpb30ZyVVrWhZF03IpiZ3bKhlky0gpFoKs58SmSUmB4zFsRHqoQojp+zYSK2PJJ2ucsZGOL74mW6uJWaTCfNZCzMx5hRnOhNOxsMgCO4MguC1QRD8cuffTwZBcKnLeweJconhlcNqy3rcYu1uSKiWeWpg/OAbtqGXBLgc0afxUvFQ65cPN6LHuJItbjTiON2Ncqq6E7aDr7qOBz98iXOqUi7j82nbaFgsLNdk7KpJG7dYz0FOrQDCKAaO6AXjm2fa+QS6Co0uWqr7u5ICZ3pOjpYqde7R5HUXN+4VglHO1dPPO0aajLGAHIWkrtMGhNdeXkvcC8bHuWxBLdpcbGlCYrF/uRGJWWkzp7UsHEqOsyEpl0tGarF15XLwVaWBmwwe1XIJQRAag6ejjab7GxcMVWPXHUCsQywnjWzqpovED768m6JynILDIDJyVpNrKb7m88umRlvstmxwbHCDR2Tk1CnrfJzdOe0a5Vj0ualkPU8NVJZUiM9nTZ5PjcNg4VBVMU7x4Jscp2vNQ5VsMhrlyqJsaia8qPL+GUU5VdSODee6sVG6iMUQHylD8Rp9snxYOFSJyXogaYhfNlqLDpHOaUIdI2e14iqbmLFUwYLhCl6ZldY8d2x0Xrd0pBZ15gPcajDzg6/NoSXK+jaXTVJ3w2icWhmqlk32+qHx1EB+UJNrMANIpgYKSrDKwB2TTe3kAT3NWupmQiRLKqicmeJ/G8I45fkMx6mQTRp9JKusdxlntx5rfM2bZL147WPz6WiUU8ompREpaeyS9aaRWhklFh+nWD+3K5uGovvSRa/nn9MwlFSQXy9GSM7MtRJGnIXDlcQ+PyetpWULhqL7slYpxeZIpiLod42WOeVOHKcYbRzdoxVRH9Hrd3w+l46mlE384NvWN8rhdKO3S2i1QyOXbp9PyCbJkACk3T9LHT00vs/LNZj5+AApm8wgmw561JuqnTWvKqmQOCsZzp4x2TSkOCtxfaTSzdBLq4/w9P9wnA6ODUG/A5JlVJSyXpShynFa9BHu2JhLOjbMa57FZJP4m0aqZTAWl/Vi/dyRmGxyDQjpBlok1rxKhlZE2cQN8c3Eb1KtJa7viHoTH99QpRS75xLfKxk57ePs6ndWvUmWTe143dilo0PR/sV/m4lQH3HLLBFlfbMddlhXnj2HKzEbDiDqoWL0dsqzUitZd12uwSyOU2XHicmmzjwdVBjiTTgZDxljw4yx/8IY+2PG2J/xP5f3DhIlFt6MLaEdj7xxV8sMKxd3LdambpH89VyA8zRajt7YFf53VnPwXdjZkGMbjdC8gH9OKu9PiXUiCFVpyxblUhjnsGWccwrlUhyntYNYKTSyyPWjwnHKG3fcsq6r48GFSHw+hbTlzjiPW1yPFqPrwVftQdd7qarleL0ucZyMMSwcrkjzKUZIhr9jmXBAt3WOSzT4cDbKMW2dNiC89q/MKg6UQm3G5amMnF0Bl6g7YThU1Crx1ECxSUU4zngnbT7OWkVtSADMaUKAGCknGzn1UUiiUe6wYkNcOBx6/UTZ1J3PrpEjJptc6mN0rntJlk01tWyK1WNVyib9RjNSq0TXJY2nnxutGgrZNKSTTULnVd18AojdozYPuk3WV8oM7UCsu2mQoZX4xi0Wp1fKJp0HvaMMrRqrR9fPdn/yg0La6J6YbJJKVDDGsGAovpZU8yke0F26RQK8eYI5zVYeZyTrpfkEkJChgFhSQSWbLPMpyianiD61B71aVsgmi2NDPFQAbsaZbkkFs6dftc+rIiQXDldxcLaJdkw2xQ0JtUoJKxcNpxhnp85pux2l0XK0mRCiPqJR1gH1Pj9Sq0R7e7qoGRZT1tPoI/r5NB18u/tnWr2p1Q6cZJMY4cHHCSSjUbr6XdLIKdboGx8Ly6gA9n2ef6cqY8MU5SHqI7LDgMumVzT6HTckLI/pTRZZL9bBctjnXfQ7wKCPlLv7vBh56JJiG46zHTkeonEaD74sFslZK8cNAXzNi4S1t2VZ3x2fi7xXp1oaximU/VCt+UXDFRyck2VTp9Zl53VDlRKOFWWTa7mXVjtKo+2OVeN0Ffb56KxUVawlxT4/WqtEe3safUTOLDHt86YzXd1xnLpoY7cmmEEs80M3zsjIKeh3gOFMN5s0xqpKPLmMk3+nMpvMKJvi2WTia0uljmyy6HfLhDXvoocC6Djc00X0iTX6krKpGpP1fKxyNllqB0znHrVG9An3qKg31Sql2NklHKfCyBkbZy0umxzkversqYzok/f5lv6sdHA2WX5ONBoPV0s4ZqG73hRlkHaue1w2Oax55VlJYW/yWPPw/wBYCWArgG8BOB7AK47vHRj4DSgKnGYrkCIShmLNPly8AHNN7p2MT6fOq8Kjfg7NtoxeKlm55MbJbkRfuhTGWORhioi+Q7NNHOZdj5ReKtGr0t0g6pEH3T0sNynA9QYP2bJ+qLNQZSV4VDGfYkfTWJrtcDpjV1Qfw1prpitweBrQYUVaS1IJ7oa4R6HjwsHXpRYSwFMD20YFQ3x9tVyKBJ9cpw3gEX1mD7qoBLsIRT7Oplxc16KsT8+1Qu+PKhRfGTUjpwm5pzDy7+TpIqaugUD8ugOhEqSqJciVoViKWJt32eYRCbUoKhmwX/vIKCd1sgWSSobsQT8011QqwQuUkXLtyDgZ1Q9dmsEzrZRNZmX94GxT6U1THdCbCuUylWySD77Gkgrx6x6TTSmit1UlAFwiJwCxdo/5Hu1GSbIojVaOkATC+XlZZUiQD74dZcS1NuNcs5Mu4ujpr1VKsflMjFNxQE9GRXfXvP3QK8kmiwwVlcvp2VbkmXbx9HNlvV7rrnnXNCH+nY1WEKUbccwe9O6eq4w21qSvig6t5aO1VDK0Vg5rw8myHkjKe7nm4SFhzQ876E28UVl08F2aJlJOjjZ2d7oenG0q9buFynGqIvrcjZyyw8Bcliap37XbQZi2rNDv9JklSWOXS8QpINRjTbHPHxT0poQ+Mlx10u8WRnqTm6zvduB00+9qHf2uq4cm9Tv54BvJpqogm5wNCV39LlFSweAwqFXCcYbXXac3qQwJTJCh0pp3MXZFqYHuDhhA1pvi+2cQSDX62rIhQU61dIw2ljJLAJWxK+7YEGWTyz5f6ThORhR6k0vZD11JBX2pAn4GVs9nV2/qXntVAMPaFCUVamXpTFdy1++4bJptxksq2KK349HG2fQm8awkO7HF5/lZif9G9VnJ7HRdkeLsKUZlpqklyPW7UDa1k2t+SKU38cxMwcjZ0e+sBjmh9EMzcfbUO4e5ftduB2G6ulIPTUYby2tePCtZAxg6ke1zzcB5Pvl1OBzTm+K2oyCIlyeRo7fTlPbi3x3qoXFZDxgySCtdfURXPgdAQreXIxllXI2HpwRB8DEAh4Ig+AsAFwI4y/G9A0O5Y6WVBU613O1uuHyhFIXkGjqumGxbushln/lnZViuyqvCLeu86DIvXMpxS2sJLdb839E4ZaOcUAsJAH7rrkfw/IGZxGsXmaJmKizaGNakCcWPQsfDz3RR1nnUwh9/8wnsmTyAdhAfZ+jhKePgrGqj6Ro8VgjX3qX2QDhORYi7QeA8s28af7PnBXztuy90ajPGl6Ac0SceKuriwTe1US5IptkaUgNn5lr4t+dfxqe/9aQybVkXNSN2MY5v3DbPj+ilasdSA02GhBJjODjbxLYvPaI5oCe9VLL3Rz6gi/ecCn5Alw0JvNOriHzwffcfPaCsO6GMRmnGDQmJKCSnUPwgcpCI6NY8/+3v+/Q/R2tQpVzK0bH8ffVaGQuHw4Lv3XHaD0BcwQDMRjk5aua3vvQIXjhwOPFatTetq7Tx+zmVbIpS7pqxfwN62cQdVn90fyibgiBerDgcSyku6xXNnOIOAzdjlzptWaW0ha9/dt8M7tnzPO599IVECiOQXPNxD3rX+caN2q5doZtt3iTJzTM9PdfCo8+9jM/8vUY2KUoARB3ruazPUje2rei8apRNYeTrb9/VkU2qA7ochdQ0H3xNaUIAhNTApGxKjjPuzJz4oweEkgoW2cQjOSO9aSi2FzkdfDspoQnZZNGb3vvpf1Yb5Tpr/pVZtRJcr5axaDiuNznVEoylBhqit4WO3wCw7UuPRF0UXaN7ahW1bHLVR/jhwKSPcFnP76X/cf/3sWfyQOK1tUoJQ5WSNtqYyxKxDpbrAT1tSYUf7p/BPY88j/se5XqTQjYp9LtamUUGZjFjw8XZDojdlt0i+g7NNfHdyZfx2b9/sqOPyPqdKjUw3hU6VQqjkBrYlEoqmPQ7hrAExTVffkQt6w3lXoZje1L3fVbZVO7W6xKvu0t9+Pf88QOas5LCmdmUo8zjUUhuKYzJzBJAH8DA5/3SPxFlU9I5LDsM+PuHa2UsrlexJK1saqUrqVArh4//5p0PR7JJefZU7POibr8mRSkqfl8cdojo4+Pkv+UPvyHIJuG1Q5UyapVS/KzUTJ7p4o4NV/3OUTZ1ZNnk1Az++pHn8bf/9qNESQWg48xUOIpkJ6Hz2VPUR5xKKnQNxnsmD+Bz//CkMm1ZJZuiQAvFmneVod0ISfN8inrAy4ebuPbLe5xkfTjOsGP9cFW95suSg1KGG+Ll8jnmjI3wdZf88T8pm051ZVPyrBTpy9KZzqmmdYs3AzPbm8TGfQBw6Z/8k7Lci86OYzsHuxoP+ZWaYoy9BsBiAMc4vndgKEmRhw8/OxWmE1XCGmAl1jn8CN605QuGjJ9ZiepgJaN7dCl3osGYt1NXe6nCaX/8hVcwNT0XLa6RWjmMQhLGeYLgsVLRNXjEawwB+lB8sfbQ9/ceNIwznM+nXzqE5zsH+fAAVEGJxedQLP6uQi5aayr8rapTtfvZqcQ4+Vj5OH/08mE89eKh8DNEAT46hKnpuc447fMZjlNh5FQIHDm64l+f2qcOHRci+g5MN/DvL7wcfb5o7OIKl22come61ZZCxw1K21MvhfPztUdfSITiA/GomcONFr47eUCI6Ot4qYRolNXW+ewqwfKGaEpn4kbtu77zQ2Xk4cLhsBjs4U6H4F3P7E8I8FhUl8V7DsQN8eKaZ4xpI/p4Aeof7p+J7m1RaeYRfVzJiGRTuRQZJWUjp1U2dTz9clFl+bvFcZYE6+e+Q+F9qIpG4Z6/x194BQemG4JsqnTms1vHx+Xau3Q0FZ8bUsgmdRRS+BvisolFdbJismmJZS1Jxf5NEX2yQQQQZVP8ObHe5Y9ePhytvVqsBEAt2ivssonLULuRUy61AQA7n9qnNHaJyuWB6QYee/6VzufHZRP/7fb55JGHbbQDcy0koDunXHbfy2WTQVnvyiY5oq/rmbbOp9DYJVmqQK9cPte53+586IdKWb9ouIq5Zhuzza5sklPuxOiehRbFEhBSxCTPtKoGc9cjHd7Pz+ybxuG5FhiTZJOkXD787BQON9odQ1dHNkmRh6LzQD3ObjqwLbpHKZumk3qTfEAP9aZu18GRWjkRZb56mX3NxyIPDZFdJr3JVPPw6ZcORQ4QvpbKJYYVMb3JbZ9XZUIMafQ7EZ3eFNZtEvWmaWGcPOp0CC91ZJPrPs9lk2nNy6U2AOChp/eHnVcN+siB6QYef0GQTcJBrRbpTW56aLg2YY3oU8km1ZpfMNRNBxZlk2zs4veyqx7abIURfbZITv56rjfdsfOHyiikhcMVzDbDIvpd2RTErnvoKAr3ebFun47ImSk5NlQ1mPnBl0c7P/XSNA43FLJJqiX48LNTONypeciv0zIpCmnZqFk2hRGSSVkP6Ne8eJvuV8kmKWPjsRdextT0XLQe+JlO1O9sa0mucxrXR+T5TMqmJ/iZzhC9/dSLh/AjQTbVVbLJcZ9XRfTp9DsxHTOSTYaIvhcOHMZTL3VkkxRt/NJBN9nU1e+4bNLv8zxiVGTn0/twWBloUY0cWqFs6pzpBGfmstGh6ExjlfUlvTFWlvWAcKbryKb7Hv2RNUuLyyZTNpl9PjtGzk5tY9cmmFxP377zWe0Z+XAjXJ8xvamszixZMuImmxrtZCaEqQYzby7z5IuHMDPXQonF9f6u3hRe+93PTuFwoxXT75aPxu04Sx1kU1OhhwJ6O464lngHbpMdJ5RNDaWeIOJqPPwsY2wJgI8BuBvAvwH4r47vHRiitOXDTfzHj17Bu//oAXzz8b2olMKIvu7Bt3sxTYXUga5RTq4xBCiK6Hc+63Wrl2DV4jDP/bmpcBMXvVSLBIt1ux1g6+1/j7/812ejxVfvKMGixVrsLKQitFgLjUgMRd/5TbNiwRDesm4FAOD5qcPRd3d/X7iR8I37zbd+E7f/XdiEu1oKN5qlo7WYArjphDHzOCUl2OStEOf71996KgBg7yuzytcuFKI8zvq9r+OaL++Jvk/sFMoFwpY1S4zjrMrKusEzXSuXogX8mQ+eASBUNlRpLWJNnPd/7kH87J//a/Rbu1EzQ3h637TTOOWNu2bxTPPf9ScfCMd5zMIhdSi+UBPnxq/8G971h/8YGieFiL7lC4eiujqvPX7MOE7GWJi+2olCsnc3DH/Xtq3rAACnHLNAW2MICA++dz70Q7znj/8JT+49lFDWef3AdSsXGscJCGm2HSVVROeZfs/rxqPHuNdPVD4WChvN4y+Esulb/7EXlU5di5FqOSGbrBGSnSgkud6Iapx80ztjzRIcJ8mmeLRxN2qmpZJN1XLH69d9z/iYWTZVy6UoBUP+XTrP9IqFQ3jzq+KySUy15MZBfo+++dZv4r99PZRNlc4BaOnoUFw2rR6zjFOvBOvGCQC/Jssmae4XCUrbWb/3dVzLZVMprgRzo+WWtSllU0m/5quCbPp0Z80zxhKdV4H4mr/8s/+Mn/1foWyqlON1Tp/uKPFpx2n19HeiZrhsWrFgSF1SQZD1N9z9KN71h/8YGidL8VqCvG7iphMWG8dZ6qS9Rp3gHZsn/FZHNp16zAJtCiMQ6iN37Hw2lE0vHkK1FC+kzv/fSTaVWSfVsu0c0XfpGaFsYgyRp19UOEUP+r8//3JXNnXqgdWzyKZyqdOFUVFSQR5n57pvWbskqqsY6SOaqBkum7bvfDYaS72j34l6E9fDTOOM1TysGCL6OvLgmIVDeJMsm6Sauowhpjd1ZVN47ZeO1mL7g01vSsom/VoS74tfPe8UAHrZJK75s37v6/idv9oTfV+05hfWorW0Zc1SyzjT6Hfd5z79gddF/69OW+7qTZd9RpRN4pqvRQfoM2zjlFMYDdddHOtnPrgFQLg/hXpTUr/jBqTr/18om4Ig3Ku7tRmHMNuR9bbrXi4xlFi3bqxr6YffumA9AOBVx6r1pkg2zTbxl/8ayqYfvHhI0u+6+/y6Y+2yqVoqRV09XSP63vu646PfOd3puBuXTZ2D72wT//ZcKJv+/j/2olIuoVRigj7iHr1d0ch6IKnb83GeuXYpjl0UGtT4mo9HIXXns9lq44Lb/wF37PxhVzZVk2e6Vc56U7JWtG4tHbtoCG88dXlsnLHuwLVK2OCjs5be8vvfxH//xvfDeelc+2WSbDrdKpv0a1539gSAXzlXkk2GTIizbxZkU0kIYFhQi6KlrfpIRRpnrEa43gHzJ1d2ZZOyjIpQquB9n/kn/Nz/2gkgqd91ZZNNb3KX9UD3zPfZztlzeUdvSuqhXVn/sR3fxbv+8B+j7xP1u8ONjt5k0ZfLJQbGEDVJqhoyisTfdc07Qtm07tiFWucwEO6fX/yXUDY99dJ0Qr/jc/sqF9nU2eflZp2qsfIz3/vOCGVTpcQiWa+UTYebePS5A5j4owfwD997EdWO4Xm4WkqseatsijJdkyUVks0lw88668SlOGZhRzZ1nEbqeqwNNDqy6c6HfpiwZ8k4GQ+DIPifQRDsD4LgW0EQnBQEwTFBEHza5b2DRClKW25iarob9sq9Zv/pzSfhPZvHIwuuTbEExNDxZA66TrkcrpZxw8UbAADPdS6mypv2yuFmLOSVj/ODZ6/BlWevjh2WmZwvKY+zwutjJEPcdVEzjDF89J2nacfZLVQdDyEulxhGh8q4ZPM4fulNJ8eeWzhs9gJE9TGUG41egP/yueH3PDeVDMUH1GkYADBWr2LrhpX48JtOikWd2QSOnBpoiugTF+HWDSuxavEwXjo4h7lmO+FxFb0///78y9Hji+pVnHPKcly+5QSceuyCyLDzOstGwzeOww6RnOFYu8rQT5y8DPsPzeFwQz1ObkDinkEgnM8NqxbhvWccjzectAyTU6EhwfXgqzLEm0LcTzlmIa54/WpMTc/hcLOdiPYV19IPOpszEK6l5aND+NAb1uD8DSsjj8y6lYus46yWQyVYrjEE6K/9MQuH8TvvDDfFlw7NJTyEfEN8+XAz8lzzcQLAf3rzyXjP5vHofTaDHB8nl02uJRVUskn0totRM+K65+P86TeswZVnrYmlNNhkUyVKDUyWVEhEb1cE2XShJJskeaiqKVfuFLC+5HXj+KU3nRR7zrnmoYtsEg6bv/wWs2xS1eUEgLGRUDb90ptOiimkpx5jkU1SaqDJ4yseOC54zUoct3gYLx6cxVxLseYFWf9YJ7IHCK/9T4qyqXM9XrfazXioSrU0yabXn7gUbzhpGfZPz+Fws5Xo4r6wU7unLcumkSpeM74Il77ueJx90lJMdmSoy5rvOt/i0cbD0qEC6KYGnnrsQlzx+hOwf7qBw42Wcj6BUDY9KcimRfUqli/oyKZXHyvIJrsMrXU80yrlUndQO2bhMK59x3oEQRjRpx9nQymb/jOXTZ3rYIvqCr87bNggR5kDemOXUm9SREW/criBl2c0suns1alkk6jfAdI+b/D0u+hNct2mSolhtFbBJZuPT8gm1xrMLmtJlFv/pXNAV40TgFK/A4Cxeg0XRLKpO7ZTj1lgHGdSb3KVTcdh5aJh7D04i0YrSKz5BULNw8d/FJdN55y6HO8/8wSccsyCKBr4dWvGjOPk8juaT8N1B7rz/foTl+Lsk5Zi/yH1mheL6O96dn93nCNVvGZ8cUc2LYtk03onvUnQRxyjol917EK8/8xQNs02Wwp9pBspJ+tNKxYM4affsAZvP+1Y7O9EnLrIpjBqJkg0eQD0EX3HLBrGNe9Yj1Y7wP7puYQ+IB7Qp1Sy6S0nY2JTV29aY4k05t/NZX3SkCAFhAhnuhtlvUkT3fOy4kz3oZ9YiyvPWu2U+RIbZ1uQTaY1b9KbhHu0VGJYUEuu+UopDK655HXH48MFyiYxuCEhm5R6k0I2jVRxwWtW4pfeHJdNp6wwyya+D3X1JrfAlXdsPA7HLhrC3ldm0WyrZFNXv/uPHx2MHl9cr+InBdn0fMF601knLcNZJy7FvmnNmW5IlE1TsXFu7MimswTZdJpFb2KMdRwGSWOXqSv0q45diMu3nBDqd5pxAh29aW98Po9Z2JFNrz4G+zuZUy4yVFdSAdDv88csGsZvX7AeTS6bZFkvjJOPhY8TAP7zm0/Buzeviva5E5ePwka13OmxoTp7Gs50kWyKziBqe5OoNy2yRJPb82AAMMaOBfB7AFYFQfAOxtirAbwhCII/dXn/oMCjTF6ZbcY8J9zD8yvnhREijVYbE5tW4Vc6XlkT3TShIHZgBPQbItANT+VeFTESUEwTOiBczFWdTqvvf/3q6LGfO+dEvPU0ewZ5tdQNy5XHYhKMS+RxlpML+RWpE+OxC4dQKZfw1tOOxVvDfQrXvmM9Viw0p1kC5oOvyTM9VCljwVAFP37lcOI5gKeyJTea48aGsbYyGkXG3Xb56XjhwKy1RoJcH6NmikiQhMqS0Rr2HpztvE8hwBWGhPGxOlaN1fH/vfe1AIDP/fQW/N2//yjWRU6FHHloK/wtKuxLRmv49+dfVgpUsYi+aNhYNVbHSK2C33/f6QCA3zx/HUZrlSiC1US1JDQiEb6vWg6968ItJq2lKvZPNzDXbCUiAcXad6KxfdXYMEolhhvf/RoAYRTTPz/xIn7z/FfZx1nuprINV82eafH6LhnpriXdfB483IT4iVw2/epbu7Lp3ZtWRREjJky1e0wHyqRs6o5IjJaKyaaxpGz62XPW4m2nHWsdZ1Uo/cD/zTFFzYjzGf6G5LXn0duclYuGUS6xmGy65h3ro6gBE3ztqA6+usgJIJzr0VpZL5sUhaoBYOXiYaxZNhp59v/gstPx41cyyCajpz/+WUtGanpZr2hEAiRl059+6Ex8/d9/jGNssknyoFubTkn36GMvvNwpQB3/DWIR/bpCNn3qslA2bdu6DguHKlEEqwkxAk2UMWFUORBoZNOSkRqmpkNHkRwJKEajiIW2x8fqMdm0bMEQHnzyJXzk/HXWcUZrvh1gxBp5qN7nE7JJGOeooDLKsmmuyWXTqQ7jFFIDK7Js0jsJZdmkThOSZVN4H14hyKaf+Ym1OP/VdtnUTQ20l1SI753V2DhV8l7uYH1sRza9TRjXb1+wHisXu+hN7vu8/BtGamXlfAJ6fWTl4mGsXjYSk017X5lNpPLJJBwwsQwY2QGj0JsUexIfp8oBMz42jPGxOm65NJRNf/ahM3H/4z+OdbhUkWw6ZYnoq8Tv0f/40UHlvrtgqIJ2p4i+GIm8anEdo0Nd2fRbF6zHonoVbzzVRW9iUWqgeP14uRNRNsn63f5Dc8pIQNEoJ/5eLps+Icimf3lqH65+u11v4uVemq02KpLByaQzL43pTfJ1F/S7Wly/A7pR/1w28X+b6BoPk05Xk94k6yMx2TSkk02hDE3Ipg0OsqnUlfX83/pxdp9bmtCbVGelMDCAs3JxKJveLsim37pgXXQmNY7TuM/rZX29Vka9Ksqm5JrX6U0nLB2JonY/9b7T8dIhu2yS9TtTwxT53GbSmxYpahsD4bU/fslIVzb9zJn45uN7refk5Hzaoo2Faz9aw/d/fFCZmbBguIJWO9mEbtVYXDb99gXrMTYSBrPYqHSMcnJEn6rOaUI2Tc8pIwHF2sbymhdl05KRGnY+vQ+//jYH2VQqKfsCAGa7w1Jhn1etIyBc8+Lextf8r7+tK5suPn1V9G8TVUEfke/BpD6S1O9UZxBR1ouyyRag4mQ8BPC/APw5gI92/v0fALYDmFfGw27kYdyIND4WVySq5RJuf/9mp8+sCunAiW7LhgNldDFfTh58q+VuEX3VRiPy8Yte7TTOSrmEIAhruMi1ZPjiCNNG4962sY71mY9TvmF56PhBoRPjSkXE5i+9+eTEY+pxdg6+Df3Bl49TFn5LRqvROGUBsHCoGgl3EdlL9J7Nx7uNU65/pjj4quYTCAW46roDyYYpnOOkOT3nlOWOwjs+zpri8MPHCcSV8qUjNUxNN1BiLKHIiyli9Wp8oxE59diF+IPLN1nHGY5VTBeJR2rUq2XMNtvK6LQlI7XQM32okai1FXlVZhsQm8/L41wyWsMfX3mG+zjbgXID5qn8XPFSHXx//PKswpAglCoQtH1ZgFfLJfw3V9nED+guG2IlPp98nED83haL6Ntk0/UXbXAaZ6XM0A6A2WbYGbUUM8qVOmNgiYiFsRFJNikOQAdnG7H1pJJN/8lRNlUl2aRKv9Gt+SXCmpdToRYOV/BSp5aYiCybLnmdo2yS1rzq4Osim1TzqTqgHydde1fZVJVkaMyQIF13eTxLRquYmm6AMYVhRoiaqVeTB0rOq9LKJkVJBS6b5kTZVIqv+WY7wNR0A8sXSrJJUUQ/HGd8PpemkU2lTp1TRUmFYUk2ifO5VFjzJkOCeKCUx1mrpJBNhtRAkyGeK+uqfV4soq9yuorwCEYblVIJLaFDrBipaFpLsgytVZL7/EEps0S+P4EwcsqFqrTmVZH7Wtk0UouaJ8hpUwuHK3hmX1I2yXqgs2wqSTLUqDfF52ypoN/JsmmRoog+ABwnXfufPHU5fvJUB9lkkPXyOOXxcIdBECSNnOI+X1ccKDmvOnYh/uCyTdZxAog6gjfb8bXEazDzzsHha+P6HZdNssFioWDsEoNzc8mmMk8NTN6DSdmkOPgaZVMjcj6qxplGNkWpgYqSCrrUQCCu3wFJY16tXEoc0FVr3lk2lbv1batlSTbV9GelsRH57KnSm5qxc7JKhv7yW+wO7PDzpbWkKJ2kX/OCbCol9/lnFbJJ/j2XnuGqN7mveXkspjOdzgEjX/s3nrrC0Vmg15v4fOrOIKFRroF2kFyD4j4/bDjTrVuZQjaVumm24rzwGsw8EhmQZNNoFY1WgAPTDRwjOfZjTX2Ee14+Ky1bMOQsm3jddZUjZbhajp+RNfu8XtY3MNvUy/papYT/foWjbCqVogjJhN7kEBCiWvNDlRKqZaYNVtORNP+qWR4EwR0A2gAQBEETQMv8lsGDz5cuaiYLMYOHJhSfLxqVsv4jbgmWhBEvoh+3BNvTqE3jBEJvRbLGUPhvvihFYVQpl7C4Xo3GqTr4vnK4iQNCGrgqdNqVRL0uhbGrO05poxmpReNUeVVeORyGZPsg4f0xjFN2eC0RxpncECtREX3xN9jSvXXIUUiqospiwVZ5o5mansNss5VILRMPvuJvz7eWeAdOtcdXHGdNIRh/9Mph5eGHj9PXmucRkrrUQNN8dsepns+Ds/GUO5Vy6Uq3dk/SscHTePh61s1n+BuSa/5ln/MpeHwTNYYq0pqPRaSWsGi40l1LqqhoKRRf5Zl1RY5GURkP+Thl+bN0tLvmZUM8l/XeZJMchaRIuePjlKMYlwjjTDpgukX0xetkS/fWjlMuUaGInIivpfjBd//0HGYb6ugeINznxedcUv21Yy11axvb1nxNYYj/0SuHk7JeKKJvO1C6EqXfKNNaSk6ySXX4AZJ6U675LBsKf3fWPL8dYhGSkt6U0Ec6a96fbOreo7o0cJU+Ui2Hc63b58NO2/HrnkdvMnVYH5LWvGz4Cw/omoNvR28SIyTzkEa/k+csrjcl71FeRF98ypZSqcMlCkm3lpZ2DuihnNRFozS8yaaoI7hUUgFwX/M6fcSv3tR1wCT1O/04ucMglE366B5vsqnULfGU0EeqYb1SFskm9XyqGpHxNFuf8wlwvUktQ1V6U61SwsKhila/W6CQoao0U1cSHdYN+3zS6VrtyiZFWqhX2SRHGxvGadKbkvpIFTONVsy4DSBRD9WVpN4k6HcVi2zq6E1yA5NwnN01L0YG5tXtG4qSCoDlrBTTm/TjfNmbHcdQUsGg34lnpaQNR5Ch057OdOVut2WVrBenSjefcvCYWH4ujWxyNR4eYowtA8LgHcbY2QAOOL53YCgxFhXR93XTxUPcJS9VrYRauRRdKPGmXFSvosSAqelGItoG6BbRP5AiB90EP8webiQNQV3BWI29lrN0tBbViFRFecgbty2tzoSc1qKK6OPjVEX36McZen94Q5S8iPMp/htIzqdsE4jNpyGiT9U5Ky3J+VRtiN37Snx+6UgV7SAUfrronoOzjZhXzaWzlY5auYS5pj7NVhynSmmbmm4o0pb9H3yrFV6bUe2ZNhk8+Djl3ycW0U/j/TGPU6jdIxna69UwSqcUyabueBbXq2CMj5Ml6oKp1rxLt0XtODtzdLjTXTo2zpp5zcdlU/Lay+O0pa64jNNUUqE7Tkm5HOmOUxnRN9tUpuBkQa5zGiupYJNNI1WjrAd4Gkb2wwQnIZsUnn5xzYv7ypLRWiibZpvK6w4gMad57tFauZthoIo21smmpaP6Nb+wgINvpKyrCmrXJNmkiJpRy6ZuEf24EpxvnHO6kgq1MoYqXb1JNHaJsklsRMbh+7w4n2M59qRqTG9SRyE5ySZNxkZxepNJNiX1Jj6OZERf6NgQM0vykKzXlYya6cqmuHBy1Zv8yCZJ1hv0UECSTZ1MiFdmm8pMHSDUqQ4JsmlRPZshIRxr2DhjrqVo4CbJpriTMHxcLZu6+p0/x0YJjSZPDbTpTcmDL9dHRBbU/Bs5axWh6ZQiNXCoUopKy4jzzbO0+HwqZZMk6/lvy0JV2OeTsp47DLKclaqJ6G2vsslwVkpkk410ZZNOvxMzSywlbM3jlOucVsxrXmTpiPnsCQCHpPTVzONMzKdwpouue3ctyXpTqx3g4GxTKeuBUB8R9aZFwzllk7Z+qEk2uelN/uw44ZpX9q5wPHtqndizTRyY6c5nHv2uJtibVM06xWwl8f7lOpCuizLPhBDXPN8fdLjeyb+BsMvyyYyxBwD8bwC/6vjegWJU4VVxqcWno1rmBSyTG+KJyxdgzbKRKF1avJjlEovCx2XLOh+nvNGoXpdmnEB4I8uK10krRrFouBLV/UoefNULRxynuIhloZRunOF3H+ooq+JnrVk2glq5hJNWjCrHslTYiFVelYNz8aLKvuYz/L7uWFYsDDtP8qYrsl9MVBhkQy4v5n5wtonZRtxTlYVKp+MVV/5FZahaLuGEpXW86thuIWFR4eGCEVBFdYVCSl5LtgL0JqplhtlmK+yMKl2/k1aMxprYqGriAMlohVFNrZnlC/Kv+WYrmTp/4vLRWOdBuY5Hd5zx38dYp1D1rD/ZVCuXMNvpYizPy4nLR7F22YgQ3SPJpo4iLL8PAEaHyjgoealsnblMxGST9DknLh+NCiEDilozwpwqZZN0f+aSTZ3v5rKpmkY2Ga79AoWszydDJdkkXMNjFg5jtFYWZFNcOsXnU5JNQgTabDO/E4Z//sFoPuORW8cv0cumpUbZpHYY5JJNlRION1oIguSaOHG5JJs0a147nwXIpkY7aeSUZZPKsQEk57PUaeQhz+cxuWQTw1yzpawxdNLyUaxdNhpdL3E+eSZE+P+OepOntSTrTQnZpDj4Rp8j7/NDSVmfZ83z90ZrSRjr2uWjqJVLUUH2RGqgoN/JczU6VA7nUzAaq+pVuRKt+dnkmj9m4ZAkm+LE51O/z8818+tN/PNV81ktM4yPxWWTiE3W83H605tKQokK6R5N6E3JKN7wM+T7M9TvDkrRPctHc8imSgmzmlqCSdmUNCQASdkbyqZyYj7zyCZRv5OvH5dNJYtsktc7AKUMVcmwNOMEoDQEnbh8AcZGqpH+KDuP47q9Qh+R9Ltcsqmi3+fXLpNlk15vcjl7yn0G0iDrTaKMOXZR2L1X10jTNp9AeFbitXPzkJD1YlRpuYTxsbq2+7loEJLHOVqI3sSU3auBNHqTWr+T989lozkM8VxvUhg5EzJUlE0Gm0O5FHYnl+fT1qfAOk5NJOeJy0exZtlIZECvSfr0Ik10L6BeSza9yfgsY+xMxtjKIAi+A+DNAH4HwCyA+wD80PjJA8pIrYyZuVakDL3/zBOwdpm9y42OYV6LrdVOLI6fO2ct7rv6TZGXSr5o3BqsEsz1WhnTc63opnv7q491rt2gHmfn4DvbTGzA5647Bg9ffz4W12vKcZqUjJFqGdNz3cWxfuVC55od6nGWo3EC8QV56rEL8fhNF0Rds+R5GxvRC5x6rYwgAH7cqXt47KIhbP+ls/2NU7j2i+tV7Lnh/KhJiBzds2RUb4zlBWD3HQqLxS4cquDTH3hd5nEyxjBUKQnjjH/f3287Fz/zEycq3yte96RHOxREM517tFxiUUenrAxXy9E45Xn53z/3etxwcbe+pyqVDUhGJPD5FNfSr5x7Si5P6nCljNlmq2OUi3/OJ969AZ/76S3K8SwariijaTh1LptmurJpTQ7ZNFQtdWRTMhT/53/yRNx71ZvAkIyKBrpzqjIKjlQrsfk8/9XH4j2bxzOPU1xL8oZ13vpjsPvjb49kpW6c4XPJay+Oc/3KhbjesUascpyV+JoXx/Kqjmw6uSOb5PtQjH6Sn5Nl08pFw/jih/PIpq6sB+IydPFIFd+9cSverJNNlvkEgJcOhR1Pfcsm+fv+4bfOxYd+Yq3yvTZZD3TXfLnE8Il355RNlbJyPgHg//z862P3VTxqxi7rp+dakdL2K+eekis6driz5hvNpFHud9/9mphsipfFqESOBFnWAx3Z1Oju81e8/gScsNTeuVQ/znLk2JANQT//kyfia1e9Uas3dWVTUoaGa747zq0bjsXEplW5xglwvSk+L289LZRNkcEgMU7Dta/GZf36lQvxsXdll01D0poX5zQhm4x6k6Tf1cIGH7zBW37ZJOtNYnRELZRNrwprEiZlkyhDk+MEgBcPhh1PQ9nkVu9KRanEUBNlk5Tm9Y+/fS5++g1rle8dM1x3HsEUyqYmyiWG380rm6olrWz6/M+fZZBNJllfEcYZ3qO/el5O2VQpYbaTvimv+ZsmJNkkXN9Fw9Wuk1OpN8X1kStefwKOX5JXNnX0O2lefuGNJ+Krv/5GZdoy0L1HVePk+giX9RdsWIl3b8qjNwlnOum6v+20Y7DrY13ZlHRsqCO+gKQeetpxi3Ddu07LPs6E3tT9vnUrQ9kUOV0VjUg4qv2z1Q5isukLv3hW9nEazp5jIzU8euNWvCmSTZLT1TKfQCibWu0Ai4Yr+MwHc8qmckmph3LZ9EGtbLLrd9NzoRGpUmL43YnXZB4nIOtN8e/7wi+chY+/y+FMp4iwA4AZYZ//tbyySdRHpO/75MRr8Lmf7l4vcd4WdTIh5Mc5I7UyphuibFqdK/JwuFrCbKOtLKnwi288KZRNinECXYOs8kwnnZXe8ZqVuOh0s95kcyd8BgAP1foJhA1T/gjAfgCftbxXC2NsKWPsbxlj3+v8d4nmdR/qvOZ7jLEPCY9/kzH2OGNsd+fP3m64w0itEl3MU49ZgFsufW0+Q0I1tATPKgptMsaiP0AhVDrCSrfRcAFeK5fw2Q+ekbnuXTjOjidREd3Dx8g3bFUaEUd18BVvuj/9mTNzHyqAbhF5eVMMx1nqjFMdqq96jnfafeFAWJfitss24Yw1S3OMM+6lko1B4jhlH7qYVqOaT3Gc17xzPS54zXGZx8m/76DDfMqIdU50G81MZy39/E+eqD3ouzJULUfXXXWPiuOMpYkbrjtXXGY6G+L5rz4Wv7nV3rXUxHC11KmvlIw2Ftd7OJ5S7Lnh6N7VK5cHZhp41bEeZFMlbOSg6ljWlU3hv3Wdu1TjDA0JHdlUKeGzP70lp2wSonsUEZmMsWgcusNY+FzyQCkaEv4st2wKvzuSTSX9mtfJeiAZNTMirfk/uPx0nLFGuSW6jbPSlfWqsTDGMNR5TPaDx+fTLJuufedpfmWT4trrIh7EccrGLn7w5cauX/jJE7UHffdxlqLrrpxPjWwyzmc1buTcusGHbCrjcKOl9EybZFOpxIxrXpRN645diJsvySebhiJlPVlSQZZNuo6nKiW4XqtgpnNAH6qU8JkPepRNmvnke6puvQBqp5aoN/35z/rRm1z2ed3hVvkbZL3p8k143eocsqkqySbFtefjlKOiXfQRPs7fufA0XPCalZnHCYTGru58mvS7ODHZpHFm8nv0F954ovag7zxOQW9SySY52yQap8N15/foBRtWOnV7t42TOzNV96dJNvF0PJVjIzwrhbJ+/cr8smm4UorqZ6rmkzHWdbpq9CZVxkZdMCQMV0v49AfPyFwvOBxndy2pdBHGmFAyy6Q3KWSTYPD48585M5cxdkiWTap9XnOmE89KycZa4dzxNX/7+3PKpkr8TKeS97UMepMsmz564WnYuiGfbBqqCrJJpYc66E26/Yrr9r/wxpPwwbPX5BrncIoznSpNXDVO2bHxjtesxG/4kE0NdSaELJvEuS2XurqfLgiM23FC2bQxt5HzcMexobI5iGPVrXlVRKGoj9SrZfzJB+yyyWY8LAdBsK/z/5cD+GwQBHcFQfAxAG6tltRcA+DrQRCcCuDrnX/HYIwtBXA9gLMAvB7A9ZKR8cogCDZ1/n7s+sV1weObpwYSZ0jwquhC0HWWYH7xVemzI8IBPbRuZ7/hwnF2D76qwwHQDU+Wb8oh4fWqg+9hYaPJO6dDsgBXbMJ8fGXpuVrZLnC4AM9TPzIcp2TkVFxD/ltkD7p40JSNJXycz3fG6eceLWkNCYA6Ck5+rSxw+Ia4f7qB2Wbb+zhVyteQ5vrGHlektdSr3bXka83PNsMDukqZFZE3TNOar9cqfscZ80xr1nw0TrVs0hkS+OHHpwx95XAyNTAap8a7pzsYAeHGfbjR9iib4gdflfGCrxn58BJXkuQ1H1cuc49TNnIa1rwsm+LzqXbAFCWbVNdeK5sqDrLpUNi0IK+sD8dZFkpUKK675vqa5jM02JWi/dPXfHKjnC3VTKuPqIxy3vUmQTYpZD2A6IAu/w6jbCpA1gNcb9Lpd9yQIK15cf9UHHxnCtSbVPuL7vqK47QdfH2NU+eAEcdpkk2JulS1AmRTtWyW9S6ySaPf8cwS/3qTfk8y/b/8+/ih2Lts4pGHWWWT4n6Rz0q5xykYTrVpxZoo7a4hQX2mO9zJevOp371yOFlbUxqmUW9S1cYVIw99yiZVIxmge8aU9fdYwIDGEO9Pb4qf6Uxr3iibNJFyfvWmcm69Kels72SWHJxDoxX41+8sZ8+YbDLod+VOVLjffb4kRB5aZJNmn1fJipFqxfNZqYQgUDeX5NjWvNLIWS2nlvVW4yFjjJsf3wrgG8Jz2V0mwLsB/EXn//8CwITiNVsB/G0QBPuCINgP4G8BXJDjOwHwjabp7aYzeaYjOldTp7Qpo3tiN12eqQ4ZEjy+NiOnfFOaBE69WkajFWDfoTmUO/VH8iB6plWNZMTxyJ5pmyEBAF542a8SbBSMGi+VSVnn3oEfeRonEPf+KA++mvvWeN1r8XH6UNqGUyjrVc1GIwt2IO5V8bXmDzfaaDST0T0yWgFujDZu+hmnYOxS1eABug4D3ZpXzWe9gPnk49RviNyb5n7wrVfLmGu1se/QHCqd+iM+x6ly6LgpbbJs6jg2PK15OfLQZEiQpZOLDC1KNpkcRYnHTde9gHEOVYUDukUJ1sompSG+Gx3raz4PN9QlFWR0a0nrMPB4QDdlQnBYpDfFxzNkGWdhsknrdA3/azr4KmVTs43903OollmuLvDhOONGTpVs0tUqdNnnI9mUo/mMOE6jIb7jDEzqTWJEX1IPBXzLppJgSNDrd4nH+yBD3WWTzrFhWUs5rzsf5+Gorlg2p6s6bbmbDuzTsaGK6ON0z0oax4ZSv6tg2ufZMxZ5aJahRr1J0SBittmOmlLlbfIRk02lZCMZoDtv8lNDhnt0xPOZTo48NDpdDXqTLBe4w8DvWUmQTYbAFRmjo6gaH6d/2ZTtTKePNvZ9pnNzbCTXvDlLa9qjkXM4Zsex6CNa/c7PGdkmFb4I4FuMsf8HYAbAP4SDY6cgX7flY4MgeL7z/y8AOFbxmnEAzwr//mHnMc6fd1KWP8YMYXmMsQ8zxnYyxnbu3bs32mim55oYyREyzhEFo80SrPOgq+uflTA918ShuWZUyDQP4oaoOqQB0Ia7ioJd9hpxZWjvwVmM1Mq5IyTF1EDdfEZGuRRRM1y5fLFTVyzvnPKaOC6CsR0YDuiatGVex4NvPHkYFqNm0hzQDV6/xHzmNMyE4yw5RUsB6ZTg4Spf8y0va36IH9AVIe4yaSL66p36odNzTT/XXZRNtqhoOdqYj1OVftOJ7jk02/J03UVDgtkBo5vPkkI2ceXyRW+yyT6fQ7o1b1HWAXEteZBNZYvHt8zHqX5c9b4RWTYNebj2VbMMdTF4qDqMiuMc9TLOslFZ10WZmeaTj3V6toWZRsvLmh/qpNw1FSUVZFJ5pmtdGepnPsV93nxA10ZvK+6X4c6h4pAnWR9T1tMe0KMMCWaRTRVvsslk8NCtedMB3fc+Xy4xVMvMKRpFritm2ucTssnTvmRywOhk05BJv5Nlk5c1r08NBOLzJt6HNr2p3qlBfbjR9jKfPJJRVVJBJiGbylw26aOiD801/egjkiFeRbTmK2oZqrpfhoVx+tTvjIaEyOmqH6ccoBGTTUP+znSmwBXtWckQvT3sWW+qlEuolATZZNjnE2dPh4AQn2s+jcNAxCTrefknv3pTyewcLmtkk4PeFDbua3vSmzrlXhS1BE1jDt9rPtPN+LTjuMgm25q36Heuer1RggdB8EkAHwHwvwD8ZNDdzUuwdFtmjP0dY+y7ir93S98RIOlktHFlEAQbAbyx8/dBw2/4bBAEW4Ig2LJixYpoo5lrJutZZCFmlNOm3Kkv5pBhoxnpFAH2Nc48hoTIYq3wGvGFe2C6kasLH2fIwZAwlEO5nOqE4uuEa7qxWjzTDiHuybTlcJy8oY+XOa2WjBF9Ll4q+UBSKZdQK5f8zmcs8jD5eeLmIt6H4uFM50HnRap9zOewGOKuOahxdN4fddpyubvmPd2fgJtRLuHYsEb3NP2NUzQkZC39oNkQgXAt1XJ04YvG6eCAiebDdEDXpC0XJ5tM6Td6GZpMv+nKekAfeZNunJZo47L6ug3FxhkfR7VcQrXMhHH6ufYm2SSOQZRNlXJJ6GiuXvMHPF53XhNnTlH4W0Z78FUe0P3qI7F93qI3aZ2uKtlU5TK0FSu3kn2cXdmkLfeiqX/G7zudrAe4bPIr620HdLPTVdabwjXvVzaVc+tNurTlaM171pvSHNBj5XMUEf2VEitsnErZpNGbwuj5zv/3SjY1WmHkoTUqWndW0ukjvdWbbJkQpkjOIvQmq5FTqzeprnt3n/ct6/MEhOjSlvtyptM8DiTnVD7T+RqnOXrbop9Cfe+WRdnkW79TZDHp7lvxcZ1u71c2hWnQYc1Dy5lOTluOjIf6iL5C7E0ZAy30ma6hMdZ1nFZTaBAEDyoe+w+H971N9xxj7EeMseOCIHieMXYcAFXNwkkAbxH+fTyAb3Y+e7Lz31cYY/8XYU3E/20bEyBcTEXBySxwo1yrrd8QbZ5pncV6ttnG4UYrVjQ28zgrwjgt4a6yd8+2OIBQgPsxcpaEcVqUYOnxWG1GTbrI1HTY/8eXQdbFq5I4oIvj7MGGOFwJu5IB9roTIkOGjQYI59TrfFZKwjjTeTtr5RJm2i3tPRrNpw8B3lmPQaCeT3lcsX/zEHdlWksY0edLuYzJJq0SHKLdaJRpyxUcbrRxuNnyFJHgIpsyGBKEteTFaCzOp8XgblIurbLJkyH+Faf0G/04E+k31bhs8jOnpUyyySVqxqsMrXZlqC3aWKbWiQbUHSj9zmc5OoDZ64qlO/jOzDU96k3CPm+r3aNzZurG2Whhttn2FuERjdNS/yxNJKd/vak7TtvBMZFyF9Ob1JklfvUmt4OvqdyLnLYsGzn9OAm7az5VrWibbPKsj4jjVMl6XeQYb6ygOzCO1Cp+x1ktRVGvWWse6rotF6U3aZ2ZOqcrX/MG/W622cbCYT8ZRXyctjNdmrOnuM/7lvX6NaMpVeASEOJRbxqulnForgXAnE2WxgFTL+JMV/UvmxhjGPGsNw0J+p3K8G+UTZVSx+hmOdN5kvVcNtnr2LvrI7x+aBH2JlvGhrxHmqK3eZOkuRSyKf+vycbdAHj35A8B+H+K19wL4HzG2JJOo5TzAdzLGKswxpYDAGOsCuBdAL7r+sX1TkTfbLPt7fDDsTYl0CnBmo0GQNTRNC9DVVFoqBdHqbOQE41IOt+vKnQrKpe+FjFHN59uAlwTIdkROGmNU8qxxq69YaPRPB6Oo3gj55BtnA5eKp0y5NszzdEJRh38emqVdZ+GGYOXMTmudAdKv9HGwjgtNQ/1jV30sullzwdfQG2EBxBFb+nqxiplU6eGizfZZOj8x+HX2xgVrem2fGCmAcb0n51urGZ5n0sJ9qysc1KVVDAYPIDOwdfrOM0GARP8emuNnH2STbr0G6ts8r7PZzPKmaJmXvZ88A2/TyebLDLU5HSdnvMWDd8dp3o+I7liLPavl00lpp+DNAxVzPI+T9pyV2/yl74K5Iju0ehNhcmmlHtHxZCxIepNPrOKAPt9pG+SpFhLVSETwvN11+sjutRAc7RxEACvHPYbaKH7PsCQ9WZxwABF6U3qz+Pry5QOnMiEqHbPdKrSEHnHqpqb7joINI8rnK4FOWA4tlqCsccNATaA/7NSfD7TXZ+y5t4FwvqMfp3t9n2ek7a5pF+9yd2OkzZLi8smV1nfL+PhLQDezhj7HoC3df4NxtgWxtj/BIBOl+ffBfCvnb9PdB4bQmhEfATAboQRip9z/WLeHbgIJThr1Ixqw48ZDz0f0G0WaxmdEQzo1nPwZeTk9boAvSLEF0cWLxUfZ946HoD92utSGOPpN0ljSImhMKNc1uge1T1TROg4J+1GUzKmLVcKnM90qYFcaVMql9UKDs+1MNvy5dgQxqn5PG1aS+Sl0iuXvta8TREC7LJJRd2zDOX1ugC9rC+pl3w8lU2OmhGU4FrZk2yyrXmHqGj5WgxVSmCeZVPMkJCxo6lOaTvgObrH9H0mTKmBvsc55HDwjZ5PZZQrJipaNQ5ONyo6RdSM5zVvuz/FcTIk14uOYc96E6/XBej1Oxe9SXfw9TVOwL7PD2n0zSGDPlKEbHJ1wJgeV+v2Reoj6T6P3xNW2dRj/U7X0VRZg9l7dI9o/LVERaeIQhrxvObTyFBZpeDfr/p1w55laLVcigx7Nv0uXSMSv+ME5CAbld4UfmeyVrTe0cB1B76WfEVFR9+XsY69LktrUPSmbsCA+ezpozyJS2AAJ5Vjo6Co6PD7Up7pjONML5vyx05nIAiClxB2b5Yf3wngF4R//xmAP5NecwjAGVm/m9frCuA/qktvCebPu1us60KknHeLte7zuGNac6CUvUJA/KZbuXg49ziBULjOtdr6ccI8TkBVr6s7zmEP9c8A+7V3UYLla8sY865cmorkmr7DHt1TxjMvTSe+IytDeQ7o0fvUB1+vG2IKZT1N10AeOm5K70jDkOUQA3QPD/L3GQ0JMSXYX9oyYHfAyDJI16AEiMum4xbXc48z/L4yGi17seJM9bpmGl5KVITj1DsoxOeNskmT1uLX2GVT1rMZD+u1Mp7dP514bVZs0dsmdM5DoABDgoNnuvu8uz7CPeitduCnlqBDJCd3CKVR1uuejV0u4+TKui4dWD5oAvFMiFVjvmRTCc25lvZ3M4t+B5j1prwdobvj7H6OKlrIJSpaTsliLOxYXZxjI6vepJBN1TJ+6FM2pYg2TtB5uc5J6HU+U+lNmjWvMOZx2dT0pjc5ZMDwedPWP1PLesCjbHKQ9TpHZM2kNwn63bhH2TQ919Lu56wrRJXjBJJ6jKjf+WiaEY6z3BmPTTa5R0WXSgXIJmFfUqYtZ9abKpicmkm8NitpIvpkdFlRQAGODWHN2z4vTbmXei1sOtU0lBNJg4us1zk2TI1dshji/Zjr5xH1WpjbHgT+FQx9qqV6EQxZ6p8BQKPlaUOMRSRYDr7yezUCE+gql42Wn8UBdMdqC8VPjDOWvhEfi+/5BLoCp1xiyk2ae6PkebMppfVaGY1Wp56F97SB5Dh18ywKe+U9Wq2gGdXd8JEukl0J1oVqA6Ey5HM+Tc0aZOT70JS2XK+Z65ikJZ52pVHa+DgTG01Z+TjQVYJ9rXmXiISuZzqOLroX6Bo5va75Kjeq2gwJcUyKviibfBjhw3F2ZahSNmnmzS6bKn5lkyV9VXc/iDJLp1zycfr29Nsi+mRsDVO8yiaHNc9JV/Ow0pVN3iMn/CvBvtZ8mowNnbFLpTeNFKA3DVv1ps44pceHDPpBTNZ7crpyGVot6/Qm9bzZnKAj3teSeZ/XXTdxXel0+2icPXZmypj0pnpVkPWemk5xbPpdIiPHsua5Huq7FJVNH9HLJr1jw9ead5H1WtnE15jiPfE171k2pdTvxOspG/PqRZzpuGyyNMRL43QF/Msmm96kNR5aHBtFjjNtSYWorqhiHP71JtFIbf48+T40yqZqVzb1LvJQ7XQ1nenqGdb80Wc8FCa/VymM1jBSZQpj93N7VROHaSS4KW1Z9Ph4F+CWDTExTuH1JWlO03gWXLEp67p5M3nTgO7BAvClXJo3DJc0SdVmOlwrbi2lrXnIovQb9UbD8b7mLRuifB8auy17l03uaz5VM6daKfG6PDhdd1tUtOItvtcR0N2AbakNJs+0vN7E3+/PkMCNnDlkkyG9QX5tVrLKJvFx1fuGC9znszo2lLLJ87VPE3koz60pos//fNodMFHkgSYqWhfV5XWcLmnLmqhoY7kXz+sIEA/oOr1JM86yXjb51kMBUW9Kd0CPyybLPu/bKKeQ906yyVAnHPBv7EpbL1dXSxgodp+3OWASssng2PC9fzo5XXW1BHspm1yMnLqoaN6gROV0LUI28UwWnQNGp98Z9CbfeyfQlfd5Otar3uv7Hh2y6CPyuYMT67ZuyCoCCpBNGR0bypJZvufTpQZzhzR6k39Zn8LpmqIrdBbZdNQZD30fKG3eUMBeH8PUiER8XR7Emji2cerqTqhC3OM3nd+Uu9RpQoabvlRikSDztSGaCsyL32NS1pVelQIFY9ZGMbpC1RzfEX1yOogNXadwoAjjoX3N67ClLcuvy4N43fX3kVomRGnLhkYk4Xd4kE0l1o3O0qXcaaKijbKpACV4yCJDdFHRpu8vl1hXlniTTXovI6CP7jHVGAKKlk3ZPs8UgQb4Utazr3ldZ06gCGNs9vmsGaONi7vuuu6Gkd4kyaBusf/i9aYwOo7/v01vimMq9+LbkACI+ki6yEObbKp5l0366xf7HoPeZDsA+WiI56Lb21B2B/auNwm/O+Xn6YxggP/AgHgN5nTXx1ZXTH5dHpzOdLaAkB7I+rA+smWcnf/qjF1WvclzNpmt9rYpok+mUi5F4/Pl2BiyBK646E2ma++v6ZRZT3NBl/3Ufd5vtHFamawLbACKdWKnnU9zoEVxZ2TtnqSTTTxwxarfuV33o854WC9wQ7RG9EmYvt/34gBSGOU0xWCtXirf6Tc56oqp4EpGr8bZ9aDrNxpdVzYgFJo6D1K6cQrfl/G3WwWO75S7tJGHhveNiMauHnupZIzRxt7nU7zPzGteHo1JGfN93Rlj0VrSllSwRUWr6opVC4iKtkQeukRFq+Bz2qvo7bzRPf4au4jfl+3z1BGSnvf5XA4YHnnYgzVvuX4m+O+yy3rfJSossknj6VchXncfB0rGmDUaRRsVHckmfdoy4P+AbrvupnRgFSPCmvdBJOu1ab922aRunFGJXue76VRm2WTLLPHtzMyoN1mjUTwbPNLqd92MjR47YCz7vPx0NE+Kt/mW9Yx1nY56/c5yVlLqTQWePW0lswyNSFTUfetNle7ZS4Uu0yVuPNSved9R5sBgn+nyODN1QVeAfztOnjMdv6etmTreS1SYZVNZozeVFHtjFtl01BkPfQtGlyiks05cBgCJgtPdYv/J9xRhPLSl2Z523CIAwPFLRmKPGw/onsNyAUG51GyI40vCIr6v7ozX9fv5/PuOQtIJby4szj5pWfxxcaMxRKD5DsUHzAffxfWq9jm7l6o3hngdUe2eHkT0uax5XaHpsqunv0fzedaJSwHEDbfi98uG73CcvXcYvDqSTfF57TYl6E3koa3mYSSbVqWTTSPCwdcHNiMn/56EbLJE9xSpBJsOvktGcsimHhnidegapgH+90+Xg+9xmsZmXDYpo7d9R0u5yKbOvSnOvfj9Nn2kV3WwuGwal2WTQb8rVDZprjvX606T9Car09Wz3mST9Xwd8L2JY9WbOp/rw0EIuHcKXTpa0z5nPfj2WW8yRx4WaUhQj3PlIrVsiup4qSI5feuhMUOC+vPecDKXTZLeZDLK1fw6sQHREK+ezw2rNLLJWW/yk01mW/Ncr0stmwpyutpKKvAzffR4TG8yO119jhMwlypYvsAkm3rh2PBwpuuJbLLrd8csHFI+bqsby+lVuRcum+Tvc3ZmOo6zL92W+4lvZd0lJfS/vve1+OVzT8Zi6QDUvUgqAS4qGH4FuC50/Gd+Yi1et3oJTj9hTDlOlSGhWi6hWmZei9ZGXipNasOmE8Zw96+cgw2rFsfHaZkn3xsNv/amtOX7rn5TwuAhCnt1aqBfQ4JLyt23tr0Fi4b1B3RdlzuO97RlzTi//TtvVSo8vU1bth8q/ubX3oj903OJx6NQ/B4YOV3m8/ffdzp+5bxTEobjXh98bVHRP3vOWpyxxiSbktQqYamGpqcOseE4zWv+dauX4O5fOQevkWWTzbHhWbm0pd8MVcpK2RQr9m9Q2nxfd/m7RayySTXOAlMDdSUVbLLJbkjwEdFnl01f/fU3Ymq6kXjcNM4iUwN19/yn3nc6fvW8UxLX3njwLaAOVnjtG1p95OfOORFnrl2aSm+qlUsolxhanjrEhuMsxb5X5ow1GtlkmSff0T02WT9cLePeq96E1UslJ3aPHRs+9CbVWIrc53XjfPDatyrvQ/Oa9+3YsI/za1fZZFMP9FCHWoJ/cNkm/Ppbp7FgKH6ENqUD9yObTCebhgx601ClhBILdT9/MtQ8zi1rlw6G3hQ1MVVf93rNRTbp909/pb3s+7xVNvXA2OUqm1Q4r3nPDhidfnff1W9SyiZbx/ru5/q2N6k/7/bLN+OZfdMYlWWToYzKSIZSVEef8XDIr9dPvLF1FuvhahnrVy5KPN5VgpPvGS1yozEUU5U3GfF9qnECoWBM0+Lbhq2gNgC89vixxGNWL9WQ77TljpfK4FF51bELE4/FitYqrsXoUIEh7pprv2bZqPEz1OkiflPEXELxj9V5pvn7FOPk8wn43xB1137xSDXhLACExi6WdCYf8yne57pxamWTIbpntJAmSeZUNr1sCt+n8qYB4Zy+fLhZQOShfs1nkU2jBTk2TJHGNtlkVII9y3pAXfsXcJBNKuXS8z7v4pnWyybumVbI+kLTltXzOTZSw9hIMiLB1NhlZMivsh5PYUwrm/iaT75HVJh7FY1SKqXXmxhjGKmV8crhZiEd1nVkkk3e9SazrAeAdSstskmljwz5jt7ufk5m2aTS7wos96KN6NNEG5vSlv07DOz6nV42dd5n0UN7ZfAYrpaV92jvo6LNEX122aQyKDOM1ip4Zdan3mRf89n0Js9r3hJlDqhlk1heymTs8ifrPcgmxbUY9bzPu2SW6GSTrh474P/s6VJSwa436c/ygH+9SSfr6zWLbFJlk2UYp587eR6xwLMhIX7YSheWa/JSFaEEu9bEkTGNE0DkffNfryvbfOpYUJBRLm2HOxGV4B/1rgR37/mstYBUAmWB7wO6w4FSh64zJyAZu3q0IeowpTAu8Lzm453VUq75yEtlkU2ePdNpr7spQhIoQjbZHRsqbPPUXfO+04Sy/+6eyCZBCfYrmwappEL4X9Wa973P56oxFKXfJH+fKJt81RLkZNdHks/5dhQB9tRAHVF0j01v8pxmm3U+dfg+oA9Z0qtdUNWCLkq/y4N1zfcozVaHKeXO+zhjtRn9laUpVm9KqY8YoqKL0Ju6Nfr8yVCgO1bfxq7U+p1Vb+ptSQUXVHpMUXpoHpTOTOEe9dJ0KkdNa/NZaZDSq8P/9kK/E/e91GcQvubbyeeyyNCjznjo20slklWAq3RL8bN6GTWjwhTuChQgwCsZD+iOSrC3DbEzTp3nxwXjRuM5hTEPqjB+UTD6aeySfUMwhbj7Vi6HcxTX7TYBSD4Xj5byY0Tqfp4/x4Y4h/6VtnSfZzugFxc149ex4X+c4efIRZPzMh8P6N5lU2ajXPEHX9daSCp0DUqAYqJmos/LrDcl13w8vbzPTldDozmgOEN8YbJpgPQmFaMFRkVnRTVnomzy3XQqe0fTHsimHEZOPk7VLRPL2PB07Tk+jXKxUg3enIT5nK7KvGUUZ5TLOp86/J+Vsp09bRSl3+VBNRb/simPM5O/z3z27LvTtRMhqXS2F2pvyubMVJ3phjKc6Y4642ER3h9O5uge6+v8KFnDlnpdOmzGNt/KJRfg5YxGTh1FRUjONFpePo/DBY6vDcyHEmxLB/aBS3q1jl560F1qIeng41QdKBcUuNFkNcTbZZPftZTVyKkbZ1EH9LQHX1cl2HcK4+GmZ9k0xGWTnz1pyMMhSmXAl2tR5SVPx3pXJdiHpz+mBKe8l6JLqhBOvg0JIpmdmZbXpZXNOnhEfGbnsOZ5/7KpmKjoohwGs01FCEQOItk0QAd0lZz0L5vyZEIYSioMZT9Qq3BpmKJD1zUYKFY2ZT2gq1Z9niw1/fflM8qpUhiBIqOis86nmqL0u8L0Js9n+Tyo5OQC32c6x2adKkxlVOJ6k1+na+ozHbfDW8qo+NLtOanXvEFvEmUTpS1rKKKW4OnHh0VeZ1MKHJMHXfW6vJy5dgkAYHL/TKr3WWsJei5ay7vsffvJl1K9zyaceF6/t3F2ukE+uy/dfNrgSltDFV+cgc2KmidpUXqpan6V4BOXd2t0pE+/Cf+rNh4WGOKeNrqn8191Wot/2fSa8bBm2Fwr3b1kqscae52ncW5ZE675yanDqd5ni4r23WH99Vw2/WBfqvfZZI7vYv9chj790rSXz+PwNd+03RiOvG71WO7PsNXE8UFcNnl0bMSiZvw2TEkvm8LXq9OB/TtdeZfiuZRGJL7P68qocHwp62esCfWm56ey6U26cXKjpK8o865sSqc3WTvBc8eGN70pHOcPXjzk5fM4fP9s+dKbVi/J/Rm2xmg+OGlFdtlkijz0Hd0jNlpLa+Du+jV6U+JpfadmWKOZbp/jv6tXetPruGw6kFI2WfS7oYL0pn/xrjf5NR7yLspP7vUsm2pcNvnRm7zIJkudUx+cfEyeM104PtvZ08e1F393ese4Xh+J1zz0I/fXdWqVpz3T8YAHX/amo854KN7AvgTOb25dBwBYqSmYrsMUhRQ+H/7X10135dlrAACnKgrlm7DNE1/cvubznRuPAwD85CnLU73PFmbt20u1qWOUW68oTpoHPs5GSuGg45hFw3jVsQtyfYYtbdkHtUoJ7960CkC8a6YLpnpdRSiXv/PO9QCAJYoCuiZMHvSYbPJ0UPutreE4j100lOp9fCn1yrHxgUg2pbtPrbKpMj9kk29PP1cu54NsOvWYfLJJnX7j94A+VCnj4tND2ZTW69/LAzoAXPuOrLIp/K9qzRdRRuW338Flk1+9ieNrLX3wDaFsOiXlfWoqSyM+72s+L3xtKJvOObkg2eRpnNyZedpxyWY4eejKJj8H9GMXDePkFaPKEiOu2GpF+2CoUsZFXDal1pvC/9pkky9D/DWdNT+maCZnIpJNiueKKKPCx3lMQXqTr/nksunUY7Kd6XTj9H2me9fpoWz6iZSyyVZyhEfK+ZpP7szcsKoY2ZTW4KNj5eJhnLRiVJnG74qtVIEPhirlaF/Keo3UZ0+/Na0B4Lcv8C+biiijcs07s+lNprOniOs4j7puyyK+BM4bT12B73zs7ViS8qaLlGBN6Hi1XMJss+3tpjt20TB2f/ztWGho367Ctji5EPI1n7VKCY/ccL6X0GwRnhZa8lDLgfNvn9jq9fMAQQlO6fU08de/+sbUkbEiKk+x740GAG6/fBNuuGhDjpqHlgO6p43mw286Ge894wQsHc14QLe8zteaf9Or8skmHbVyCXOttrf5XLk4o2yyzBO/H/w1dikXIpv4PeqjPh+nGNnUiYr2mHJ4z6/llE09SFsGgP/2/k248eL0ssmcGujfePhLbz4Z79uSXjZ19REzvsb55oyyySZDKyWGZjvwNs7jFtcL0Zt8H9C5bErreLPBozx81ShkjBUim/iaTxvJauKrv/6mnHpT8U5XAPhvl2/CJy7ekLmMirJWtOdGcwDwn958Mi7LI5t65DB4y7pjcp7pdM+H0X6+1vz4WCibFmXUm3Tj5PeDb73Ju2yKyqj4GWfRssmX0xUAvvrrb8wl62xnJV/84fs346Z3vyZzOrDt7OnrHv3PbzkZl5+ZRTZ1/qdHgRbnZpZN4X996XdHtfHQZ1OCtDcc0FWCdVkWNc/GQwDKVuM2rAd0zx50AKk3Qxd8e6YB/2HeQNeb5nOjqVVKua6PrSaOLxhjWJJlLUn/FRFD3H3VQwIyrnm4hY77rI+RSzZpxlktM8y1/K75ImRTreO19DmfRcqmpsc1X4xs4h50fzI0r2zq1QE9t2xSHEjEtGWfDSSyrHmONeWu3zKUmWVotVxCs90aeNlU9Ww8BIqSTeE92hxwvYnv84OkN5k61vukVMonm1TGElG/8+nUyqY3hdhKFfhcS5lkaKQ3qZ+OAkI8nj2zyKYhSzOn+SKbuD7S9FSqAChINhUQEDJUKeeqGa2STb5rHgJ5ZFOn5qFFhvZfNunLvYj0WzbZznQ8IMS1PMlRl7Ys4ru4bloig7Uu8jCqidPfcTqnLfd5nDaK8P4UAVeCfYW4+8DUFXoQYAaPr++ujnnoprWYX9d/2WT29BfhMMiCa1R0v8dpowiHQRH4Tlv2waDLpq5HI7mYfDoz8tLrlLus2Bz9vqNmsmKbJy5DfXeI9c280ZsGcJyDLptMetNgySa/KXdFYarNCPiPNs5KPwJCiiBKB/ZolCuC0Xmm3w0CpgwDX83QfOBc4qnPY7ae6bjeRDUP7fRbMPINUe+lSncxi8J+QB8c44yJQVQuVcy3cQ4CJYtXZVBwHWe/N5qSxcg5KEY5V+MhU8akDg4jNf9R0UUw3wwJg0DJss8PCs6pgX1e87ZyL75rCWbFWW8abNEUNUwZJGemigUFZJYUQREZG1lxPfj2G1vUDMdH06k82NJdB8Uo5xoQ4jt91ze8+dCg6yML5okMHUy9abBlk6t+1+81byv3klY29eVOYYwtBbAdwFoATwG4LAiC/YrXfQ3A2QD+MQiCdwmPnwjgLwEsA/AQgA8GQTCXdhz9vpivWzOGCzasjBquyPiuJZgVxhiueP1qXNQpfCrDxzkIAvzqt70KJyytK5/j8zgI47zlko3YP91QPjdISvCf/+yZ+Nbje5XP+e4amIf/9v7N+B/3fx+nrMjXfKFoPvymk/HE3kN4/5mrja/rt2w6Y+0SXLBhJbZdoJZNgxJtXCoxXPH6E3DRa1cpn+eyaRCUtqvedipWLx1RPsdl0yCM0ySbBsmx8ec/cya+9R8a2eS5tlIe/vv7N+OPv/l9nCR0bB5E/tObT8ZTLx7CZVtOML6u37LpzBPNsmlQHBulEsP7zzwBF29SyyYuO32mA2fl1996KtYuV8um2gDpdzdfshEHZnSyKVzzgyBD/+xntuAfvvei8rnRAtIis/KHV2zGn3zzCaxdNtiy6T+/5WQ889I03jfgsun1Jy7F1g3HRs0XZAYlKrrckU3v3jSufJ6P02cZlaz82ltP1e6dgySbfu89G/HK4cHXm/70Q1vwj9+fH7LpM3//JNZodOZB4ZfPPRnP7pvGpWccb3xdv+04Z5+0DFs3HItr3nGa8vm0elO/7pRrAHw9CIJbGGPXdP7924rX3QpgBMAvSY//fwBuC4LgLxljnwbw8wD+JO0g+i3AhyplfPqDZ2ifH5QQdyBU2nR0D+gDoAS/7VTtc9XK4Izz/a/XG4/4RtMagFCVc9cdg3PXHaN8ztalsZecdtwi/NFPva7fw7CyYuEQ/uxnzrS+rt9r3iabuHLZ7w0RAG6+5LXa52qdcQ6C0nbV216lfa46QI4Ns2zinv4BkE3rj8G569WyyWcdnLy8etUi/I95Ipv+1EU2DbjeNChOVwC45VK9bBoop+vb9bKJ140dhDV/hUE2DVJU9Hnrj8V5649VPjdIsmnDqsXzQjYds3DYTTb1ec0PV8v4zAe3aJ8fFMcGMH9k028YZNMgjfOnznKRTf2XoW897Vi89TS1bBqkEk+vGV+MP7xic7+HYcVZNvVZb7LJprQBIf36Ne8G8Bed//8LABOqFwVB8HUAr4iPsdBicR6AL9neb2PQ0225YBz0sN3aAB18TfDr7bNTaBEMUk0coj+oigQPElw2DbZkGizl0sQgedBNkGwiBqkWmopB1+s480U2zZdxcqfrgKvLRIEMkvFDBd/nB8jvrmSQAkJMDFJAiIlBCggh+sMgOY1UcL3JNSioX1rgsUEQPN/5/xcAqM3gapYBmAqCoNn59w8BqGOvATDGPswY28kY27l3b5jixDscDlLklAqeflse8HGuWDAEIN45chDh3b6WLsjeibIXDFfDZbksR8dMYn5Sr84X2RSmEgx6TZwVC0PZVEQHPZ8sHA7Ht3R0qM8jMcPvz+ULBnuchH8GIZLPBS6bBl2GHrNofsimSG8acH2El1E5ZiHJpqONQYjkc2G+6E1d2TToZ7qO3jTiv5OzT3gZlZWLhvs8EqLXzBdnJpdNrvYmVlShXMbY3wFYqXjqowD+IgiCMeG1+4MgWKL5nLcA+E1e85AxthzAg0EQnNL59wkAvhoEwWtsY9qyZUuwc+dOPLtvGv/2/MvYukE1vMHhwHQD9/3bC9Y6H/2m0WrjL//1WVxx5gkDH5Vwx85nsXXDSiyuD/Zm87XvvoANqxZFC3pQ+acnXsTiehUbVi3u91CMfHfyAF453MQbTl7W76EYeealafz7C/NDNv3tv/8I77XU+eg380U2BUGAOx/64TyRTc9jw6rFgy+bvv8ixkZqePWqRf0eipH5JJsee+FlnD/gsmlqeg5/9+8/JtnkiSAIcOfOH+KCjSsjQ+Kg8rXvPo/XjC/G8UtINvngu5MHcHC2ibNPItnkg/kmm37q9asHOpqTZJN//un7L2LJaA2nHTfYsmnPDw9geq6JswZcNj390iH8x48O4u2vThMj13v2H5rDNx77cax2I2PsoSAIlLnOhRkPTTDGHgfwliAInmeMHQfgm0EQKKtfK4yHDMBeACuDIGgyxt4A4IYgCLbavpcbDwmCIAiCIAiCIAiCIAiCCDEZD/vl7rwbwIc6//8hAP/P9Y1BaO28H8B7s7yfIAiCIAiCIAiCIAiCIAg3+mU8vAXA2xlj3wPwts6/wRjbwhj7n/xFjLF/AHAngLcyxn7IGOPRhb8N4DcYY99HWAPxT3s6eoIgCIIgCIIgCIIgCII4CuhLpeYgCF4C8FbF4zsB/ILw7zdq3v8kgNcXNkCCIAiCIAiCIAiCIAiCIPpT87BfMMZeAfB4v8dBEPOc5QBe7PcgCOIIgNYSQfiB1hJB+IHWEkHkh9YRMZ9ZEwTBCtUTfYk87COP64o/EgThBmNsJ60jgsgPrSWC8AOtJYLwA60lgsgPrSPiSKVfNQ8JgiAIgiAIgiAIgiAIghhwyHhIEARBEARBEARBEARBEISSo814+Nl+D4AgjgBoHRGEH2gtEYQfaC0RhB9oLRFEfmgdEUckR1XDFIIgCIIgCIIgCIIgCIIg3DnaIg8JgiAIgiAIgiAIgiAIgnBkYI2HjLELGGOPM8a+zxi7Rnj8VzqPBYyx5Yb3X9t53eOMsa22z5XeO8QY2955zbcZY2ttn0sQg8ggriPG2FrG2AxjbHfn79MefzJBFEKf19KbGGPfYYw1GWPvlZ77EGPse52/D/n4rQRRJAO8llrCvnS3j99KEEXR53X0G4yxf2OMPcIY+zpjbI3wHO1JxLxigNcS7UnE4BEEwcD9ASgDeALASQBqAB4G8OrOc5sBrAXwFIDlmve/uvOeIQAndj6rbPpc6f2/DODTnf9/P4Dtps/t93zRH/2p/gZ4Ha0F8N1+zw/90Z/r3wCspbUAXgvgfwN4r/D4UgBPdv67pPP/S/o9X/RHf7q/QV1LnecO9nt+6I/+XP4GYB2dC2Ck8///WdDvaE+iv3n1N6hrqfNv2pPob+D+BjXy8PUAvh8EwZNBEMwB+EsA7waAIAh2BUHwlOX97wbwl0EQzAZB8AMA3+98pvZzFe//i87/fwnAWxljzPC5BDGIDOo6Ioj5Rl/XUhAETwVB8AiAtvTUVgB/GwTBviAI9gP4WwAXZP6VBFE8g7qWCGI+0e91dH8QBNOdfz4I4PjO/9OeRMw3BnUtEcRAMqjGw3EAzwr//mHnsbzv134uY+wTjLGL5fcHQdAEcADAMg/jIoheMqjrCABOZIztYox9izH2xhRjIoh+0O+1VNS4CKLXDOpaAoBhxthOxtiDjLGJFGMiiF4zSOvo5wF81dO4CKLXDOpaAmhPIgaQSr8HMCgEQfDxfo+BIOY7juvoeQCrgyB4iTF2BoAdjLENQRC8XPDwCGLeQHsSQfghxVpaEwTBJGPsJADfYIztCYLgiSLHRhDzBdU6Yox9AMAWAG/u/YgIYn6SYi3RnkQMHIMaeTgJ4ATh38d3Hsv7ftfPjV7HGKsAWAzgJQ/jIoheMpDrqBPa/xIABEHwEMKaIK9KMS6C6DX9XktFjYsges2griUEQTDZ+e+TAL6JsN4VQQwifV9HjLG3AfgogIuDIJj1NC6C6DWDupZoTyIGkkE1Hv4rgFMZYycyxmoImy2k6TJ0N4D3s7Db64kATgXwLyk+924AvEPYewF8IwiCwPC5BDGIDOQ6YoytYIyVAaDjTTsVYVFtghhU+r2WdNwL4HzG2BLG2BIA53ceI4hBZSDXUmcNDXX+fzmAcwD8W4pxEUQv6es6YoxtBvAZhMaOHwtP0Z5EzDcGci3RnkQMLL3szpLmD8A7AfwHwqikjwqP/xrCugFNAM8B+J+a93+0897HAbzD4XM/gXDhAsAwgDsRFj39FwAn2T6X/uhvEP8GcR0BuBTAowB2A/gOgIv6PU/0R3+2vz6vpTM733EIYRT8o8Lrfq6zxr4P4Gf7PU/0R3+2v0FcSwB+AsAehB0x9wD4+X7PE/3Rn+mvz+vo7wD8qKPH7QZwt/A62pPob179DeJaoj2J/gb1jwVBAIIgCIIgCIIgCIIgCIIgCJlBTVsmCIIgCIIgCIIgCIIgCKLPkPGQIAiCIAiCIAiCIAiCIAglZDwkCIIgCIIgCIIgCIIgCEIJGQ8JgiAIgiAIgiAIgiAIglBCxkOCIAiCIAiCIAiCIAiCIJSQ8ZAgCIIgCIIgCIIgCIIgCCVkPCQIgiAIgiAIgiAIgiAIQgkZDwmCIAiCIAiCIAiCIAiCUELGQ4IgCIIgCIIgCIIgCIIglJDxkCAIgiAIgiAIgiAIgiAIJWQ8JAiCIAiCIAiCIAiCIAhCCRkPCYIgCIIgCIIgCIIgCIJQQsZDgiAIgiAIgiAIgiAIgiCUkPGQIAiCIAiCIAiCIAiCIAglZDwkCIIgCIIgCIIgCIIgCEJJpd8D6CXLly8P1q5d2+9hEARBEARBEARBEARBEMTA8NBDD70YBMEK1XNHlfFw7dq12LlzZ7+HQRAEQRAEQRAEQRAEQRADA2Psad1zR5XxkCCII5cduyZx672P47mpGawaq2Pb1nWY2Dze72ERBEEQBEEQBEEQxLyGjIcEkRMyWvWfHbsmce2X92Cm0QIATE7N4Nov7wEAuhYEQRAEQRAEQRBEZujMTw1TCCIX3Gg1OTWDAF2j1Y5dk/0e2lHFrfc+HhkOOTONFm699/E+jYggCIIgCIIgCIKY79CZP4SMhwSRAzJaDQbPTc2kepwgCIIgCIIgCIIgbNCZP4TSlgkiB2S0GgxWjdUxqZjzVWP1PoyGII4sKE2DIPoPrUOCIAiC6A905g+hyEOCyIHOOEVGq96ybes61Kvl2GP1ahnbtq7r04gI4siA0jQIov/QOiQIgiCI/kFn/hAyHhJEDshoNRhMbB7HzZdsxPhYHQzA+FgdN1+ykaIyCCInlKZBEP2H1iFBEARB9A8684dQ2jJB5IAbpyiVqP9MbB6neScIz1CaBkH0H1qHBEEQBNE/6MwfQsZDgsgJGa0IgjhSoXqiBNF/aB0SBEEQRH+hMz+lLRMEQRAEoYHSNAii/9A6JAiCIAii31DkIUEQBEEQSo6ENA3qUjsY0HXIzpGwDgmCIAiCmN+wIAj6PYaesWXLlmDnzp39HgZBEARBED2Ad6kVm03Uq2VqqNRj6DoQBEEQBEEMPoyxh4Ig2KJ6jtKWCYIgCII4IqEutYMBXQeCIAiCIIj5DaUtEwMPpToRBEEQWaAutYMBXQeCIFSQjk8QBDF/oMhDYqDhqU6TUzMIAExOzeDaL+/Bjl2T/R4aQRAEMeDoutFSl9reQteBIAgZ0vEJgiDmF2Q8JAYaSnUiCIIgskJdagcDug4EQciQjk8QBDG/oLRlYqChVCeCIAgiK9SldjCg60AQhAzp+ARBEPOLeWs8ZIz9GYB3AfhxEASv6fd4iGJYNVbHpEKJoFQnQobq5hAEoWJi8zjJggGArgNBECKk4xMEMV85Ws+d8zlt+X8BuKDfgyCK5UhMddqxaxLn3PINnHjNPTjnlm9QbRcP9LpuDl1DgiAIgkN7AkGk50jU8QmCOPI5muu1ztvIwyAI/p4xtrbf4yCK5UhLdeLChtd44cIGwLz9TYOAqW6O73mla0gQ84ej1TNM9A7aEwgiG0eajk8QxNFBL8+dg8a8NR4SRw9HUqrT0SxsiqSXdXPoGhLE/ICMOkQvoD2BILJzJOn4BJGXIhye5ET1z9Fcr/WINx4yxj4M4MMAsHr16j6PhjjaOZqFTZH0sm4OXcP5y3U79uCL334WrSBAmTFccdYJuGliY7+HRRQEGXWIXkB7AkEQRULGn6ODIhye5EQthqO5Xut8rnnoRBAEnw2CYEsQBFtWrFjR7+EQRwGm2kc6oXI0CJsi6WXdHLqG85PrduzB5x98Bq0gAAC0ggCff/AZXLdjT59HRhQFGXWIXkB7AkEQRXE011Y72jA5PAfpM4mju17rEW88JIqHCoV3sW3yR7OwKZKJzeO4+ZKNGB+rgwEYH6vj5ks2FuJVo2s4P/nit59N9Tgx/9EZb0qMHdX7FOGXc9evAJMeoz2BIPrLkXI2IePP4FD0PVWEw9PXZx4p68kXvTx3DhrzNm2ZMfZFAG8BsJwx9kMA1wdB8Kf9HVXI0RRe7hoO3as56ffc29LkqDh0cfSqbg5dw/kJjzh0fZyY/2zbui62P3FaQUBpO4QXduyaxF0PTUKUIgzApWdQHTeC6Be9SNXs1XmDIugHg17cU0Wkwuo+c3G96vwZlPqsRj4PcoP+kT4n89Z4GATBFf0eg4qjbYHd+JVHrTWlfMyJyyY9CHPvsslTcej5D13D+UeZMaWhsMzkmCGiF4j1JxmAkVoZ03Mtr4cw/hkfuePhxLWn2oeED1QOwwDA/Y/t7c+ACIIovN7tdTv24AsPPhM5DYo8bxzNtdUGiV7UUD53/Qp8/sFnlI9nZdvWddh258NotOM60KG5JnbsmnQae57f3u+gniIZBLtDP6C0Zc8cTeHlO3ZNYv90Q/mcuNHlnRPXeh+DMPdU++jIQhWmT6H785Mrzjoh1eNEccj1JwMAh+ZahdRzmtg8jrYmurToyA2SFUc+FBVEEINHketyx67JmOGQU9R5w1epHNqP8tELWa9zOv31w89n/syJzeNYMJyMFWu0Auf7Netv91Wvc5DuXXEsH7nj4b7bHfrBvI08HFRU3iHgyFQkTYuDAZFHI6/AdfV46D5vcmoG59zyjUK8HrJHZe0ytYeQe42OZA/MkYbKo7TtzocBFm66/LGjwct0JMC7KlO35f5jqzPp25vfj8iNo9UjfbRBUUEEMXgUuS5vvffxhOGQU8RZz0epnEHdj+bTmchH+q8N3f0zNdNwjhJUvl8T6ON6v9rWk+46+ojWHKR7Vx6LruzRkWjzEaHIQ4/s2DWZKJrNmU+KpKuF37Q4AnSNi3mj8VyNj7rPY0AhXcpUHpV/emKf8rX3P7aXOqbNM1SbXqMdRIZDztHgZTpSuGliI564+Z146pYL8cTN7zyiDIeD5Jm14VJn0qfy1Y8mR4MQCU8UDzXQIojBY9vWdaiW4yeyapl5WZemvamos97E5nE8cM15+MEtF+KBa85LbTQZxP1ovp2Jtm1dh2opecrn6b8+MN0/ea5V3nO4aZ9TXcert+/GdTv2aAOqdI+rGKR7VzUWFavG6vNKJ08LGQ89ovNGMaBQRXLHrklsuvE+rL3mHqy95h5s/sR9mW/SNMLcJnT4BptXuXYVeqrvYUBhqQW6WkcqeCFVFwF4JAuc+UQa48WR7mUiBpv5poS71Jn0eQjrR1e8+ZTOSntOdo7mjou9hu7T+UnfrpuskHvqjWYKVCjqrJd3DgdxPxoko5ALPtJ/bZjunzzX6tz1KxLBTWnO4aZ9TncW/sKDz0BhawWQrtb4IN27Lt9Zr5Zx7voV80onTwulLXtEd1MFKC60dseuyUQh1P3TDWz70sNAhu9NE2Ks62TJ4RvsxOZx7Hx6XyxdME0nQtX3qISeKrS/yDTyNJ+xaqzuJACPpA5x8x3T/aN6LUFkwcd67EUhb59ccdYJyqLgnCIit3rd5Gi+pLP2OiXoSNx/enlvHUnzl+a3DFLqGuFOv67brfc+nmgQ0WgHXvZE1ZmEAbjy7NWFycy8cziI+9EgGYVcyZv+a2Ni8zhu/Mqjyn4CWa/Vjl2TuOuhyZjtnAGpzuF8bKrX685JAQBdkkkrCJzLiQ3SvasbS5kxtIMg+i3zTSdPC0UeekR3I48XeIOrNkgguyckjTDnnogxRb0H8fDHBRdPVWsFAe56aNLZAu/q2Vcporq59yF0TN5HET4XuteXGIvmomhPXD8ilOZrtIAqkrVaYolUmF6mqM3XuSTU+FqP800Jv2liIz5w9urI+8wAjNbKR1Tk1nxJZ+1l9Md8i5AdNHoxf73aY9L+lvkWpUSE9Ou6+UiX1KE6k9x2+abCyqDc+JVHc8/hIO5H87HBZC/GfP1FG7xeK11koK45S1rSRBFy0pQTG6R7VzeWT112eqykwJHe/4IiDz1y7voViQ5cvm5wnYfWdCNmuUnHRqqpPB7cE2HyIPuwwNs8+zrP3KVnjOOuhyatUYtZ0EVEXnrGOO5/bK9yLlSRmq0giLyIRRsBTEpIEYf163bsia2J+RYtMFQpRfO1ZKSK6y/aACBf4eqsDHrkRdERMUdSxA3H13pMK7fTUsTc3zSx8YiqOalCJT/yzpvva1HkIVumV974I1FWAMXPXy/3mLS/JY9udKTeD4OCaX774dji9ed1ZaTyNJ7g9CraeMeuSeXeDqSbQx9NV3zjmlXGSRupXMRvTTvmLPi+VkWvQVMN67F6FbPNdiJKV1dOTPUbB+nedRmLSf4MsmE8DWQ89ISvsGDdZ+sUOlNqZdqbdMeuSRw83Ew87lJk2LSR9kLp0ymi9z+2FzdfsrEQoZNWoPHHP3LHwwlhywVnkd28fCkhab5PNqYD8yN0W15zAHC40QaQNJhfvX03br338cI3s0EOgy/60Ony+YN2QLSNx9d6zCO3XT9/kI3Wg4hJfvj8XB/XosyYUvnPEk1goxfe+B27JrHtSw9Hja0mp2Zw1fbduPErj3ox3vaTog+Bvdxj0v6WrKlr/ZJfg7YfFYVtfvuRcmjqhsybOQ6aE0eHKbpwvhsi+HzdcPejmJoJdaHhqjohMs06LnLN98qQ5dM47WMNmu73cc3nMwA3XJwMuMiiB/S67IwJ21j61f+il5Dx0BNFhgWbFLptW9clah4C2Q6OuhTo0Vol16LthdJnUkSLFDppP3ti8ziu3r5b+dxzUzO47fJNyuvJu3nl+R0mJSQAcM4t3/C6CZoUuEEP3datuY/c8XD0b/nevGr7bnz0r/bgk+8pJuVykFNTiz502j5/0AxcLuPxdSgoSm6Lnz+oRutBpag5K+JzdVEDLh2x09Arb/yNX3k0MhyK7J9uFCITemkkKtoQ08s9xuQoVdXCyhrx0w/5NWj7kQtZ72Pb/OrqA567fkXu79Zhu1/z3s+9vL6msaY54w1yFtBss+tY08npNFkaRa/5QTJkuZA3WtJ2v7vUABWd/KoAGqB3xnAubyanZiLn6bjHvbsf/S96DRkPPVGk0mUzjAFxz03W9Cjd9xyYUUfHuNILpc8WsScqJ4vrVTAWFr7th0fYdACY2KwulstrWBapUE1OzeDq7bux8+l9XtIJTWlvg+4x1c0VTzEfrpYS9yYAHJprpWpWlEZp9n1w9KmwF33otH3+oBm4XMbj61BQlNzmHOm1W1xIu1aKWg9FpBjrogZ812rulTdeF80L+JcJvTYSFZ0y18soMVWZn2qJ4dBcM9JlxfkEspUByLoW8+yPg7Yf2chzH9vmd2Jz2DBRvNYBgLseCuub/fXDz0fXO+1367A1u8t7P/fy+up+y1i96vxd/cwCsq0jl7lMm6UxyI72fpA3WtJ2jVw/n8sZleGwFzUMd+yajNlKgK6T1OferVuzRfa/6DVkPPREkUqXrZ6VLy9IUb8hTWi6SJoNQBeBeWiuiet27InVPfStqKRF56WZnJrBObd8o7DUYpfuwQGALzz4DLasWWqcD5eUTFPNmaybhOw9Ha2VC4n0M83VTKOlNBxyXA29KoXdZLz1eXD0fegt+tBp+3zfymJew6rLeHwcCkyf42Puj4baLTayrJW810R3/xWRYtyLGk7A4HjjfR4ge20kKjplTnUvAMC0h8wHEVWZHwBotgOlgeOGux9N1M2amm5g59P7rGPKshbz7o+6e6yIOqI+0N3HVzmUZNGdT8ZGuqV27n9sr/K6qgxa/Lk8a0h3HwNxXTvr2umlcUonn3k6qAtZs4DyRmjZ1tGOXZNOzsm0WRqD1J2318gGMtHJUmRwgMvnq+QMR1XizfRb0qIqJSPja+/ulU7VT6jbsieK6gakq2cFxMP+fZDlN7h05lNZ+3louqmTX5quVhObx7FgOGkLb7QCfPHbzzoJDB/w+Vh7zT04+dq/wVrFvExs7nZqA+LFY03KZYmxXB0QVddXBa8Jo8OlS6JJWRFD2dNw3Y49+LykbB6aa+Ejdz4cfbevTpGuc6XDRYnUlTr4woPPKMc9sXkcl54xHhkKyoxlrqmqOyxc++VHMs3fuetXaLuM+0D1+WLqk88OeD46muq+V6xdqpO3aQ4FO3ZN4tBscn/wNfc3fuXRI752iw2TgUhHHn1Adf9tu/NhbP7EfYWkGIv7UZHdrnVrwrc3fsxSH1g1jqz7Ri+NCHyMvOzJbZdvijo76l6b9vfwe0GeQxd9LQ26Q6TuLp6aaVj3St1v1unJJv05y5oXMe07mz9x38B1Fzfdr7b9Tyd6xMdNjoMsYxJRXXdZx+Y6k6xrZ72ne9kl2Id8zhKFuWPXJLbd+XD0XjlCy2XedOvohrsfjfY5l3GZ7oVz169IXP8sa/5IgF8z+ay97UsP55I5ae53095juo5fePAZXLejez/4/i0mw6WIzcHjsrf2SqfqJxR56AmdRxiAsn6LK7p6VkAY9s8jxHykIKb1ars2MdBZ+21W/rTW+ylNxJ7LwcqHsi//VlM4NPfSnHPLN5y90XnDq+XrC6ZX/EzzkTclM2tK9Be//azy8VY7iJR6X9F0/PW62hxj9SoOzDS0yq9JIePzn7agN4/W4ONpBUFMBnCu27EHX/z2s2gFAcqM4YqzTkjMuT6qsh09x+s4XrV9t9Hjl7ZZVFpZpYtS4alPW9Ys9erp8xFNZIqE5oebvFFEchQup8TiB92sCospVWiQarcUXXMui4HIdG2zpHE12oExHddmMNMhy4orz14dyQoXOZKGXnnjb7h4A67S1BVWGb3z1ALrVYRLEc0CVNd3y5qluPXex2MHNo7PiEpfEXiio1P3m3V1x031yE2Rgy7rYtvWddp70HftTR/RObasFNO115XHEB93yXpRjcmG7V4Xx6vStbPe072OLMoTNWYytJicgDfc/aj27Ok6b7prPjXT0K4PIDmXuvunXi3Fssp49o5Ot87bg2DQmyDp7AWqbKg0v8Wlbin/TN16BMIAGN15XM56S/NbXHCVP6YsjjT7sK+M0EGFjIcekW8WH6mBpgOKeED0aTTJWwfhI3c8jKu378aqsTqm55pGa7/4+1RKmWun5B27JrWCSZfqJSKmWGTF5NnQbbZZjZZZlR5+fblXp6GZF5Pi5lJ3q4iaD6ZrODk1Y+xinUWI8/foUkZ2Pr0Pn3/wmcT7dM2KXMLmOar7wsWoxaMzOa0giP4tHnBc1oQI9/gBSZmSplmU6qBuq7Ppsq4euOY8AOlLI6jw1R0+ESqJpOKTVcHQ1TACAK5v5U1FN0XZDErtll7UnMtqIFJdW5fxZtkTsjTUMskKAEY5kuUQVVTKrWosOmSjd95aYKq6fUUYEdI4NEzRPrZ94ov/8ixaGoMB4MfoZyqFoKPEunJN5rmpGeP8ZKnZOlIr49Cces9x2V9t8OuRdy1EepwwOaa9WocpzZeTpwu2zviguwdc11CadeEzSrjo8gE+ufErj2qfM2UBqRwIIi41Q9Ouc44cpaUz1g5XSwmnmo9oVhXzoQmS6feJz6X9LROb9XVLxeAF094z22xbzxxi4IRpr0l7HcWIRhumMZpsHsDg3Ae9gIyHBeKixNmweexsipPte1Reywtfexzuf2yvdVM0NZUA3BRNrmDolNkf7D0YGQZMv8FUhPXSM8Zj3ikVLnYU24EpTYc3/ll5+lnmKfhtimi1KW46RV702BThmbUZvHTP5VEYTErixOZxbFmz1Nnrr+oWp0NlmHCpo6SLzvzit5+NHW6ypDnqPH6uSrnuoG6rs5lmXbl07bOtY1djkfw5565fEZczGaJ6ZULZ9ghmGuHvKjHgp85arawhpcJlH9DNh0uqUN6DU15Pvo891sa561conQSmFCjd73LZq3U1xEyYvPG6sehkxRcefAYljff9i99+FlvWLM18iPLpjVeVQ+FjWaKZQ9nonbUWGP/+NBHXeUhj+NC9dmqmERmYTVH8JrJX1uySRe9pB3pj06qxunFv1L1vsSZa98rP/bPWcKhD3l9d0punZhrKxjA+MpMarSCVDOSvk9eTSF3jjHPR9VR6VGK/7JAmcjLNulhcryp/m+4+sCE64m+993FcvX03brj70UKbMWbZL017SZ5I8sX1qvWMkeV8M95pHCmi08OvNkQvqsgTEV5EfVvfkYwmewH/7Tt2qbsd236Lrm6pS8aZzRAtwsdvOu+J19FlDv/vt5P6mw6TY9xk81BlXc4H50JWCjUeMsaWmp4PgmBfkd/fa+SbxRSy7RolYPMImhQnF+VX5bUUD0ompSZLKoKIqGDoFvcDT+yzzpUuMqnMWOTB2rJmqTYFFbB3JnUp/GsKyQbiwts1As2EaSO0pWKZ7g1TxNaOXZPaCAD+2/k6mGm0MhVZ1nHFWScoD/E2fDT8MY17dKiCAzNmZdGUAiqjM7Lq1hvrfP7E5nHnmmi6Dqs2VPeNydimOuCr0KVqmz5ffB5w79qnalJz1fbd0T26bes6bPvSw2i0unMmR5OqPkcXCagbr40duybxG9t3oy081g6Qeg3YCqLrmvakSRUypVDqFKgiI/PFPTaLEmeLIAX0KVCm32Xbq3fs0tc4tqH6bNNYTOlDJjmicoL4TGkV0aWI2sqhDFVKqFfLieflxh+mtWFbp2kirk243J+6tbi4Xk0Y8U3ykl+jrDUyA8BZd9WRxZk33jE2yTKWp87d/9he5W82HUBV0bo7dk3igSfSH0vk78jyG7OsIdP3pDlnAIicG7q9errRjlJg5fvVJUNIpUfxNPmsB+w0UeG6bMQcvaYSckjlyOD4iDKVZflV23fjo3+1R9s0MGudO5f3HZptxFKE05wxdJgCDFT3jymyOM1nu+C7vq1J91IZdV32CV25HK6/mgJt+Bh0uPz+vDYBoHueMe1RfB+XoyFVc2g6s6owOYVtjTS5/M6q284ng2PRDVMeArCz89+9AP4DwPc6//9Qwd/dU/jNIhY5N+1JroWXJzarC1gDXWGYtXivKfpMRFcoOk9TiSUj1ciwd92OPcbFfcPd+rB7QC/U2kEQSw/81GWna69JloMCnxebQAbiG5cpDTMNOiFnS8UCzL/XVBzddN+WGcN1O/ZE6wAIlWr+2/MKwZsmNuIDZ69O9Z56tawsqOwD1ZrPMm8ipsiVbVvXKe/fAGFtxh27JrX1OsTHd+yaxL5Ds07jkVHdN7rmEOeuX5EoeGxCtymb5Iy4rkzRJ/z6f+SOh5UHfv66q7fvxp07n0mGqkj/1hkObKRRYG+99/GY4TArprWu+x1fePAZnLt+hfK6DiuMMqo9Qiy4Ljb+EA+gJpnqsmZtvy3NGhXHLb5HJ9ZNBhrd77Lt1a57sukzXMeSpUMzgz6SxVdKK7/up33sq/j8g8/Earx+vlNU3baHHphpaBt/iAXXddfDpSGQj8Ok6/2pkoHVEsOhuWbivabDDx9bnu7cfK/JStoSMfzge9PERlx59urYHshT53SyyqST8WhdEVOKpwl5PrM6LNOuoZGaWf921Ttcv/+Gux9V3q8AorMIz4ZyuUcmNo8r3+cq/22N1ER0NdF1j7tgk0M8Cj5vAzbTdx2aa2mbSJiuv6lOrss6aLSTOo/rGUNFlqYS27auQ7XkJsuylrHh6H5PAODEa+7B2s6fa0Mkne71+QefweZP3Be796/bsQdXb99tvYcmNo/j1vedHru2S0aquPW9p2szH2R0Kb4m3YWvV5Xdo1picLxEALqBBKYIwP3TDWy78+FEA03+frGRVlqZftdDk9rrZ7N58P3VpHfJ8Llbe809uEq6xldv350q5bqXFGo8DILgxCAITgLwdwAuCoJgeRAEywC8C8B9RX53r0l7mEyjJExsHsfu68/H7ZdvUnbvydrZMY2Sq3otN2zyMen00bF6NTbu2y/fhF0fPz+y0H/BEknDPag6XI2nE5vHE8onoFc2REyGCZtAljdFH81ZAOCuh36oVLBM6QL8vrMJQZ2gM429FQT4woPPOAvNLNw0sdE5dYp3I77roUmvApkL+6u273b+ra7XPECYAqW63yc2j2uvKw+bP/ukJcrnrzjrhGjs2+58OEqDTYtqnchygN/v9z+2N5UhRHegFT9ffJ28rmx1Ok0RVZwAYbSzPO5GO37QzLqGb74k9IbydbvpxvsSimLe7xCx7QO67+ARVKrrqjtsyZ+lKrjeaAeRM8gkU10PW7bflkaJ47g6d7iHXDV+FZNTM9YukFmvue46mwxcXCakwWSsyGOQApKGNJ2M+sKDz1jnaVUn9U01pEYriA4UOuODWAtMZ8jw0XHV9f5UydgFw5VYdDR/7/2P7cUSjYGOj0137csOpzy+19gOyLp5SxP0yBhw63tPBxDKTNVhkf9mlayy1WaVS8mkLRfAkeczq2NdJ1NU7Ng1aU2vTmvItl39KUXXa5uBzGQIVBnPt935MLZ96WGr/FeVDQC6BmX59bp1mSVtWTSW2NDNmbjGr9uxBydf+zdYe809OPnav1Hqp6ZrqTKEA+Zz5g0Xb1A+ft2OPZnXAdAdZ5o1cLuhc7yNpqNASdMxXnXPmn6POALRQWW6903Xc/90I7YedHJP5bC99d7HcWCmkThr276TozuPm4IExICRAN1kjbF6FTDUq9Xx3NSM9f4xnS24ATKLTDfph3wf1uk6XMbYGm5tuvG+yNjMDYa63yEaQgeJXtU8PDsIgl/k/wiC4KuMsf/ao+/uCVm87tft2JOq5oQufTJr8d40tZV0G69Y90PVgKNaZrjh4g0xRZzXB+ENVVzkiql+S5r6eny+bYVfZUwpo7przwD84JYLnT8rLXJnXFtqHB+TmMqStqC4bexZ60elwWX+6tVylEqji6wyXW8dLinnqt+aZq2p6mdwTOnGM40WHn3uFdSrpdjBe7RWxpY1YQWJPJFNgH6dqGRT2no0rSDAidfco5RfLrXSdCkbvhDnPUtduvGxeiLNQpfmNLF5PLecEMs26NIhTN+Rp0A+oK9zwx+3pYDI/1al9E1sHseNX3lUeS1stdDOueUbyn3Sdc51qfa6VMkyY9bOr1nuK/E6y5jqfN00sRF/9R21AYKnicopwyZHn80wb0vJca0JGwDamoYcvvfrXrN/uqE0PnDDoZjypEs/0pU3OHf9Cmy68b7YvOvquLnUsZXn7cqzw5qnut/23NQMbrt8k1En2rJmKe566IeJWqo8jdS2Bmx1ReWSOPwQDNhLxMQIkJCZKp6bmtHuEbayP5ysDs5zTl6a0OP5OK6+Y7fSWDrS2aNVhi+X1GW5RrgOld6uW4d5anCrZIzYKEGXvqfSz1T7t0r+m5w8vIkBP2dE5UgU+kHaZlO+yg7xNeba5M6mD8jPcWOw6poyFupnt977eKKUiC2Ywwa/5yY2h002+B6io14tZTIa8uuQxhnhWgNaJfNvvmRjdKawyUdec9R077vu9SZ9Nm0TFBedUleaQmdn0J2xuOMmTb1DDnf+8e/LWmLJFHVYr5ZwWCGD+Xt18HGZ9lfTPKctOxQAuGr77qjsmo8SYD4oOm2Z8xxj7DrG2NrO30cBPNej7y4ck8fOFBqeVkibvBgTm8fxwDXn4bbLNwEINwZbiqar0NUZ4sTxfOQO9aF9tFZJ1LgSPYquByVT9KHslR+rV8EQ4Krtu5Vh5LrCr3J6tPj7dGmeAfQRFzqDq0uoPf8duggCFbbUOCAc7w13P4pzbvlGZNyxRSmIqCI1XAiAyKu61pCK4pKuokvhWjJSjaIOLj1j3LjpcCU9LS5RSSXGEuNOW2Iqa6mA0Msdj9g5NNeKPK55jdZpokizpG5F3lZNGo6Jic3jWDBcnD9MjArJUjJMVbNLRpxfWzS0iXq1jE9ddnqs/ooqkkOXCg+EBibV+9Yuq2eK3pZJk3IE6I16F772OOXj565fYY1GlSMRXKJvRFRKpqleoCkScMeubPUO+XVWYavz9cn3bFTKk+m5JrasWYpPXXY6xsfqaAcB7n9srzHl1BTlZUvPTRshEAT65h1j9aqTYq0rYSAaeHWRgZGuIF3qVivA//32M4kDE49GuW7Hntj+pptPLmtU8/b5B5+x1oDVRYPH6zF194mhSjlyCj1wzXl46pYLcXtHl9Rh0sl+58uPaKOO0+wLPI3PJm5Nzm1d2R9ZZmXdGx98cr8yKu7Wex/X7hMBsjtar/zcPzsdQKslltDbdevwuh17rL+fIX3DHFPUXVp9RJ4X2zy1giCRWq3SD3RReyLyWcdH2SH+uaYmdyKmvRpIXhuTMTgIoJTDLgbk8bG69swglnvgzhmbU6nZDlLpeqbMHxds95ytpu8D15zntA5s937W2sYisvPDFuFqu4fEz1LBf/8PbrkwihQ16TRZg0a4XObfZ4sgV7FqrG7UKW6+5LWZswdM+yuQr6SbDrERbZayB77plfHwCgArAPxV5++YzmNHBDqBywC863T1wQboWvhdcKmNo3qNKUXTxSMg1iY0jUe3QYjfkbfWn2mDF42nh2abmG7Eu66KxghbkX3APYUK6Nb1E7EV/jUZOcbH6vjBLRdi9/XnY9fHz09V5+85Q2ocZ2qmEbtHDh5uJmpS6BRPVZpIGkQBKN+bLgdMbvQcqpRixsJb33c6dn38fPzglguxbeu6KFXZRJaNzeU9raBruF57zT149ce+msn7phq/LWxex0yjhWu//IiXbpm2Bhw2g7sLYmphGvLUL7IhGpxTRc8g9HLe88jzTmuHG5Lueii5NzCEkS4mxUSW2bZGMqpSDvVqGYypIwAfeGKfU6qY7oDBH89i7FXtl6ZoPpfyDB+54+HImHPjVx5NJd9UHbh1a2x8rG5MncsSFWwzlOmUZ75OdMYVXlNITh9U7RVAsqGQjO1gk9aRc2Cmob1vxXQ8k/NWp7OI8s2kK9z4lWRafhv6FK1GK4gMf+J8quCyJovOxKNqASQOekC6VGkbuhpO0xp9aWqmoXX+VcvZdieua+3YNRlLB+NOY1725wOaeolcpqSpyyUip3GLeowOkz5pOrju2JWioYvi9+gMIy7GSJPBMy3cQZgGsbbaidfco+0Ir4LLeVO0rg7Xs04Wbrj7Uecmd3yv1iGfJ10Ns+LaN83DWL2Kpzqy5PqLNij3VbGshavs4lF6LjUuXdaWCxs+/jVt8IKppq+tZIULvJyKjwwZ8aznUoPXVPpIJM38mgxwWedJ1unS7hkuZdt0Jd9cHeEqQ6r4HC9RVAQ+S4FlpSdpy52uyr/ei+/qB6a6UbboQtfuarYDoO41uhRNU0i7yK6Pn+88HhWikSNv6qrL+3VCmXsXbal6/DVplHYeRpwmbdxk5JC7uqqMCDoW16upuz0q56sd4KN/tSeW9uGr0QuHRxXwe9MW5SF3tatXy7jt8k3KDmwu48xS6yZLKqnuIGVDTjEX040W16t4+XAjVS2RrHUOZXSpUHJX5bzft3+6kegkapOVvkoC6OAyKO33hOkrbvOxaqyuvYdXjdXxhV98A3bsmtR2jx/pRHvz+8WWlnzTxEZl18urUqady/vR9RdtUKZ1Xn9R17iT1th7w92PJsZpUppdUl9Eh0YaVAqqyZHIX6tKnZuaaaR2MMiGMhnTHi/KPi575e/X7QsAYp+rSsmVUyNt92Ba3WDVWF1734rjuOHiDalLGYjyzTT2PHXBOK4paWlRpazZPjfL96nmxnao0aW/8cfSrsPhagk7n96H7f/ybGw+udOYf6cu44SPN89ZXpR9efQk7rSV91O+xtIcGEWdF8hfy843cr1OG7wBG7/GaY14ptebdEHfeq/I1ExDW+ZCZRa5aWIj7nnkee115KUEXM93HJtewxCvkcjvKVnn41kuQLr9VNz/TLLL17U4NNfCVZ3meE+9NBPJoek5czQglyeqUlmumMqpAKGO5Lo2xLOeazkZU+kjju3swViou63qlDe566HJ2Fzwcl5j9Wqq38OR58dlz+DrSEzr/Z0vP6I8f3GnIk+tT1vGzAW+FxR1HvFZCiwLhUYeMsZu7/z3K4yxu+U/D59/AWPsccbY9xlj1+QecEZsaaImbDeArTCvi5ecp6qKuISnm6KbXG9ccVPM460BwnRQm2fKNC6xWYgO/n7XBc8PhSYvhArdXMiRJGk3S8b8CZVDc61YBGBRQpDfm7rP51EevpuTZKnvX0Q4ug4x0k32fk/NpDMc+sKUCpUlutKGGKVz1fbd1k52RV8ffshIm3Lreq24Qcp2wJ/YPI62IXLKxUPPZZCqBhaQPkVNHB8f463vjXf+WzAU91em3RPkqOmrt+/WNvEQay9lTX3RoesMaSqTwGuy+UitF0sz6PZE0x7P63xx0u4ZAcL74wNnr44VZAeg7Axp+pyTr/2bVBFNotHWVq5lYvM4Ln+9e2MY2SDs2hm9CPJEbgD6/TFNqpYpchPoREJLEUOm6y1GHafRl0zsn27gCw8+Y3QaA/amdzpc5UZWQ3gMBty58xlctX13bD/lhtC0Ohh/vY9adv1Gd425Hpcnq0KWhxwfpV5s6JoXlUrJ8jcAYs43GZ49lbZ+JV/7ukgssYEUZ2LzOEaHknvZTKOFbXfuTvHtSfLq9q488MS+VGW0RIO8rhyCDVM5lfGxOm597+mpZQ6gb2jCnRFcTh+abVobY9nOHmJDl7semsSlZ4xHYxaN1lMzDSDoyn1VuRsVqowOlZNQLLPxxM3vjCJjAeC0j31VaTgssbgh3OZUyoJot/GR7aUirz0lL0WnLf+fzn9/H8CnFH+ZYYyVAfwRgHcAeDWAKxhjr87zmVnJc2A1ebxcQ7R5t05TGP/UTANrhe6eLhuiqRuj640rCsG8B3u5holqYzWNiyu6V2/frTUcLa5XU9W9MnWfNKGbC8aQ61DHvUE6RjOOd6bRyt1NUwdXeEyfnibdxPXezJLiqqp1kaYupQz/HB18nRbp/U6FYrC9HJutY57q+qRJ+7chHjJkxXmkWsqcegfEDVK6ezgAokO6KQXWVpeJp2aoSgVctX03fuOO3ZlS1FRjmm3GS0iI1y+tEVYmQOjkkOddFRWYp4Zk93NLGO9EDvDaRRxbyjJ/jY/oH7E0g25PtHXnvGr77qgGbZoUQA7PapDnwKVGnYhrBJGqthD/TlO5C9dIfJ1B2Damopiea+a+Z1X3gE73mJyaSThnbrh4g3F98vnm//2NO3Ybx6MzfORNRzTdQWJUlQpT0zsgnC+XPZ5/vkn/sOkLjVagTUtOG70DdCOI8jRDyUu96ueYaarfd/vlmzCc42yhqnu4Y9dk1ORHB0O+LvNLRsLGVSq9vNUOYiU1RIeI6R6yRTuZ0jRV+tNtl29SNvY0GVZ9JLnk0e2LZHJqBidecw9uvffxTAEIunIqXGdJ4+yUMwguPWM8uh/LjOHSM7rNPUTjX8vBm/2c49mDd7vnY5Y/udEOMFKr4KlbLsRtl2+K3VtXnr3amjbsUrJNZMeuSfzGHbu1mT6LhuMBOj4j8eXxAvHu075koUtadtGwwGP9BqcvZGwJgBOCIHgk5+e8AcANQRBs7fz7WgAIguBm3XsWLlwYnHHGGXm+VsnBZevx0tq3IqjU+eDc3xwEWPDCd7D86W8knnp284fRGlqcbjBBkC2kSnw/Aix4YZdyTJyDy9bjpZMuQFCuxt8rfDdrNbDsya9hwUuPxd63f/Wb0KotAmvOhHOmGC9rTKPUbqBVWwQgAFhy0ZVnD+CEXZ9NjOvFU96lngN5blRz1W6i1JpDuzqi/e2JsSp+pwux+0Yzb8+c8V/UY9FcZ9aYxrKnvp68Npx2Jyy/JBg+XO+ZIABrN9Wfm4cgQKk5Y55zzRhT3wPSZ5bnXsaSZ/4eAKL7kj/mej2Va8EBcexPnfUR5T2OoI213/4UnjrrN93XddAGwNzWQLsVfq+0LlhrDkG55jTnqcZmG4/tcc0YTBxcth4vnvxOoJTycGFYYyhVY9ebr1kAePGUC9XX0oAo78pzL6O+7/s4dMxr9fdUuxleO/kaBUF4/R1+K2s1wNqNVLLO9nmyHNTtYeL1c94/TfdEwCtyMe36zbSfiihkp/ibtZ/f0bFYcyZcU6V8kYfl2QMAYJ3X1L83o+4gfqd2v8qJab2b5r0893KoQzjuBbL8t86h+B1A+vmzzDlrNYCgjaAylO5zO+jmTad7AADaTSx/4qvR+gn30/QyLYag54o6IJ/r/avflG9tGuBzYNYN28rfxxrTWPPQH3X2kHdo164oB1T6gO35XAQBELQAVtb/Np0+UDQqfdM3fA1qZa/6/KD7nDRrf/n3/xoA7NeTn7OlvZqvCRcdSr6HjOcc+bui59pY8MIuHFz5Ou2ZQ7U+5ccz72WdOXPRz3W6vde1k5cse2YQYO23fx8vrjkPB1duhuiCEufbSa8WZLX2TA7k2tedxtH5TdrXdp5XEc6D/n500SFFrDqINJa0n29DKzeas0p9fcEL38HwweeitQXAvK4BsNYclv3gvtQ2h7R861vfeigIgi2q53rSMIUx9k3G2CLG2FIA3wHwOcbYH+T82HEAYjuqH3Yek7/7w4yxnYyxnY2G/7S6aMFWR8ILnnaRMoaDK1+Hg8vWAwgX0lNnfQRPnfWb3Rsp5edlhbUaWP79v8bab3/KaDiMaDc6ikuAUmMaC174TniwCQKUZw8oDWoLXnoMJ+z6LNZ++/dRaje0i2TZU1+PXqfz76vmZ8FLj6HU1HgM5O9SfXepgnYlnXcrKFfx4invwrObPxxdRxcWvPSYcg6CchX7V78JB5etR7tcU79Zc52DzuuXPfm1jtIoUaqAteZCA0jKjaU89zKWPfm16Bo70bk/jK9nzDrnrDkTHqTEx1qNyPAnsuClxzA09QP7GBlDa2gxXjz5nXjxlHeFAr/z2EsnXeB8LRe89BiWPfm1+JzaCAJp7Lpr0PEizr2s/ZzYq1sNLP/+PaFSqxoLY8I1aWPBj3ZjwQvfCe8V/tgL38Ganf9dO3R53WnH5oKtHaxhDPJ6O7hsPZ7d/GE8ddZvxp7bv/pN6Q2HBoJKPaG88jW74KXHsPz79yTuVeN9EQQIykOx++/QMa/F6I8f0a+1UgWoDKllmuNvDcrV1LJON34EbYz++JGEo0i3h4mPL3jpMSx76uvhP0zX3fZc54DYqi2K5KfuO1MTtFFqzSUOS/y6Gz+/oxcE1ZHch2gu81zmdckzf5+8D40fzrpyIAXid3q5nyR0cl71/fE3slQGKZX8t90z5bmXccKuz4YyMMMhcmjqB8ZrFJSrYSSHfE1crlFij+mi0z0AAKUKXlr71thrl3//ntT3hczM0lPw4prz8NJJF8Tm+sWT35FvbXJU42s3ozkwH7SYUr/gcmnBS49h+RNfjeQxa0yj1NnvZV2X6wM6XZg/r9TPMrL2X24z/LRe9cXs0NEvyrMHlDIzot3KfU91vtB4/zjfu/x+POVdeHHNefZ7krFoz7fqxYwBrbn484zh0DGvxcFl6510KHGvWfDSY+HnGcameQIzS08xnjnk9fnSSRck1q1xLzPMdXnuZSx46THr71XJfG68DEqVTPtUIWQ8bz+/7lIcOua1Xcd950/ce5z06lIluif2rX1r0qiaxSaB+Py76fdBaDjUxwdrz1Om+xHQ7++6x206iPx7ljzz910nR/QhTaPOYUIrN1TBGIzh4MrNMbuIFuE+CSpDePHkd6SyN/imJ5GHjLFdQRBsZoz9AsKow+sZY48EQfDaHJ/5XgAXBEHwC51/fxDAWUEQ/IruPVu2bAl27tyZ9SuVmOoRzjfOOXkpvvCLbwCgrzHAn5OLxdar5dQpP2uvuUf73FO3XNgdl2aOx8fqUX0DEdX4ekXaeTjxmnu04nbJSDVTihufF91nM6Rv+FCvlnHpGWHRcV4099Bc0ymVhr/3rx9+PlNdPD6nQLJgrmqefV1/3f2lI60sSHOPu/wmuXGBaX1xTPer67ozja1WZpjLkG6VhiUjVVz42uMSRZv5fefSSVKmXi1jttlKXVeSF2sGuulDDOa0OtNnmdbxoMEQ1ka6aWKj9X6tV0tYOjoUK1Tuu5i/fG9n3asZgNsu34Srt+/WytMf3HJhYbpAmTG0gyAm83TfNVavYvf13SZnqkZGRYzviZvfCcBN5qT9bLkIukxR8z5Wr+LATEO79sT7K8sa/YCwVq6+Y7f3szBjwJVnrY72bHnPtI35dqkZmY9rm1UW2uCdN+UaV/KeePK1f6NNkxfHNlor45PvMetxOh3ZpDvL70/bzEcF3yds66CouRcZk5opmMZze6dOaZFNBfjcXLdjT6wpgg0GYMxR/xb1uB27JlM3GuN181xkNN9rgLBcVdo9k5fcSHsu0DV1SQuXKdft2KPVy1SyXqVP9OJ+7hdj9SpuuHiDVucQ4fpJ2vvORIkBP3WWmy7niu6sYTqnmvQq3fnMtE/xuZLvLVVjv1vfe7r1HK+S9VnkmShDTHtU4vcw4LbLkk1DfcEY62/kIYAKY+w4AJcB+GtPnzkJQCzKd3znsZ7S6443RSYePPjkfgD2GgOmzs+umJoeiLUeduyaxKHZZAcsU85/nmK2ebHNg1i49pxbvoExQ+2SrIdpW40fW7cvFa9bvThWY0sshMuAqKuWiplGC3/98PPYff35qesDlhhw6RnjseK4tiLrquYqWeC1TXidUFOznrSFteV6JrpC1apaNDp4l12OSy0e0/1qqssiYlpv5VIpc51NV3jBfJVMylIkfqxexXC1lKkhDa8ZeONXHsW2reuUNWBcsa3jXlBmLKpPYyNA2D391R/7Kq7evttSJ6edqlB5FuR7O2vN3QAw1qHkj5+7foX3/blaZvjUZacnZJ6uVqRc+H9i8zh2X38+br98k7d6OzKtIMA5t3wDV37unwv5bMBc58hHLUsVUwbD4ZKRaqxhTZaakZ9/8BmsveYeXLXdv+EQCANzPv/gM1o9ziZX5H3BR8MhHz9zyUgVHzh7dVQ7a6xeBRiUxfH3Tzdw9fbduG5H2L3VdCgTnzk018LOp9W1BwG9jnzdjj1O9bn4oTOv4bBa7jYws9XACuDnGqqoV8v4wNmrMdtsx5op6FbF+Fg9ptPdfvmmXLVvdWPic3LTxMZYvTUbAcL1YxsTAxLydiSlnBU7DdsosW4TlSw1u7dtXZfpXODDcHjOyd3utfc88rzyNdwg5NJleRANh7Uyy1X3msPvB5ffuGqsnqu5B5A0BLU7e8d1O/Yk6mCO1avRuS9Nvc+ZRgvXfjlZrc6mV7meQwCzXQFQN/659d7HE0EwvCa0qTmrbg84d/2KxHhNckSeQ1OvCZkgCDuA2353EfTKePgJAPcCeCIIgn9ljJ0E4Hs5P/NfAZzKGDuRMVYD8H4AuTs4p6VXBzt+gPuJk5cW9h18g7AZB/MUGOXGM5OXhAsFXRfXJSNVp+g+sVB/L9HNg0rYHDzc9LLZiNg6p5m6fen4pyf2Je4JXgj3B7dciBsu3oDRmj4ljzdFMXWKU9EOgLsemsR1O/Ykujqq8NWQgMMNpaJCLB8G+HV1RVT4ObzYsXgnBAh/u1go+4FrztMqv/J956rw6e5XlVFwWKMYmzrvTSsaWjCEyqSvzsj6ZIl0MHSvt46xetU6bt4YJE9EhbiO+1CtCtVS3HDlavifbrQHRrGfnJqJ5IWLAV7FuIMSu2PXJO56aNLr72YMWu+3rmuzqvA/57CPKvYaJqdmtI0efDHTaCkbCLg0RHFZs2m4/qINMWeaj8N1LxD1OFuzInlf6HeBdiC8jrs+fj5umtgYORJHhyrGDAju1NixazLV2v/it5/VPqfTkb/47WetjvW8zWFiCD/bpg+P1aupus6ncb4PV0u455HnlQYe+Q7TOSBvfd/p3hz+quZHovPZZQ6mZhrWMQVIGtmHPMoZmVYQRPpnWh1+rB42ijDtY6ZghjzUq6VYVluaBoimx1WIxi3eMK8oo7lMoxXg8jNP8NJc8tZ7H3ca9/RcM5MsERuX6BRMLgPFtbP7+vOx6+Pn4we3XIh2yn1vptGOHDkcm3FQ1cRH1TRt0433Ge0KPNJfxnRvmZyWuj3g/sf2Jsar0tU4srHwpomN+MDZq53vIZPOVyQFVrHtEgTBnQDuFP79JIBLc35mkzH2KwiNkmUAfxYEwaO5BpqBbVvXKVN4fabMimlBmz9xn7fPVX0PYBfgutB222bmGv7MUz8+csfDSqVcjrDiny2GD0/PNfvWnVY3Dyph02gHGKtXvaWVMXQPzNu2rsOlZ4zH0jW4QerSM8YTaZ7VEkMbUHbi0m0Rz03NOKeE3Hrv43jgmvNSh9fzCDL++Vyg73x6XyIlqxdClB8G+D2YptuwKR3q/sf2JuZQ/i4g7LCmul/kzu3jjqnptnWr6pYLJA8rOrkRILynloxUo3QmOcUrT3qvT1xSRDasWohHn3vFes15h/IshgVZeUqzZnQpfKmRdJfrL9qQSO+YD0xOzeDq7bux8+l9uGkiqXTaUkbF6wCoSyds/sR9yvtBvqerJYYFwxVMTTdQMtwbLuUvdJEnfB2Ke2KJsb6vLR/IkYiA/WBZr5Zxw8Wh08o1pcgki8qMeU0R6zVcP+DlR3Sp2TzKid+DE5vHceNXHi0kSliFfA3E6yjiali44e5HnVMBAbNBOG2E1nNTM7G9zheNdpDQD3RMzTSw9pp7oiwRnRwXSx+4psaaXsMjHm1p3DwSEQA23XifUsdhnZticb2Klw83lNkBLuVmtm1d55wyzudClw4p3wtZIgLTwHXCbVvXOd/LAKK1o9vHAODg4WSWl45qKdy/XIJnb76kW6HMpKObotBc1o3p2vcirT9AqMenNaqpeG5qBrddvsl6Zt4/3Ug9dnmedPd2Kwhw4jX3aNdtljT3L3772ZgRz6RXia/RyTjX8g8qw6HpN3BUZzBAvwdMTs1E61MsEZJmXDdNbIxSxl1+W68zYIHeNUx5FWPs64yx73b+/VrG2HV5PzcIgr8JguBVQRCcHATBJ/OPND06q7jOY5DFs8Yt076jqnTfoxPg3DihSxOypQ+5Glm4kdGkiKleX3QanEiZsU4qmFs4NaBf4AdmGt48Y6KB7artu/F/v5006nFjnHicXDJSxYLhitJwaGJxvepcS4b//ixrQPUb5JSsbXc+bNwEfKbPitfSRXCPj9Vx++Wb8OgnLtBugqbNSETnkJqaacQiclwj1kwRJWlKFJiMkPy2ktMvuUfzqVsuxJVnr+5JhN34WD3zegsAPPDEPmdjfysIUv+mMmNRqj7HNt7RWjnafy5//QlI/61JeOrG5k/cFxkRbn3v6QWmvpUSo66WWOpSByoCAF/oRB+JTGwex22XbTK+V16vh2abkcy58SuP4rode7T7DT8482tz6/tOd/Lav271YqtBwHTQkvdEFwP2OQVmNRTBTKOFq+/YbY2W4UZYMUXSRNliaO1XlKEcTSPuo0tGqqnWiVh+pFJSp9qJUU6ctJkDeZDXjs6Y7hqBNTXTwMTmcedDtinyQ/eduvcsrledow0ZwigZsQ6WCVFvcNGtpmYaaBkcQAeEve36izbk3km4ocJWbkbkhos3JKJiqyWG2y7bhCvPXo2pGbXhsF4t49z1KxJZKnK5oJ1P73OqAXXD3d14FN2+J98LvchGe25qBhObx3Hl2audXv8BRbqmTJo0+jJjuPV9p+MPLnNLNxe/26Qv63RR15Ijts/WjXXJSBVXnr3aS3Q6N4DlhZfCkFOGVagifKslpkyhV51RTbKO6zpXbd+NtVLUvy5q0JR6q9o/eUQsT52/9d7HnVNxXe5bk87qcm+lDZbi88V1Z52OYtOlb/zKo05rUg4c6QW9Slv+HIBrATQAIAiCRxCmGR8RqGqx6RbVDRdvwAccBT4QCoQta0Kl3iWqiteoSkOJxUN6dUJ2aqaBzZ+4D3/1HfWitqUPuRhZxupVq5FRXrRpIr9E8ihFrSDADXfHa+vZ0qlNhz3V/VLVKPVp0MmdAPEaQYcb7dQG12qZhQ06HV/Pf79KMfRBox1oDWtj9So++R615ykL4rW0KQq6Oi6mz5QRN1KTZ1vctABYlUueyqLDxaDJFXPbwch2f6kiL0XKjOEDZ69GntJtDJ2og4z179KSpdREKwjw+QefwUnX3hOleNjGOzZSi/af+x/b6zXqev90I6qrIhp70+xjNsJIu9fG6lKJxjYXaaEyPoqoUsyAcP/WiSNRqeZeYNFwvH+6YWzIU2Ys0g14ZLRLvVtef9iEKd0nzZ7I9/8v/OIbnB0sPqT3WL2a2xAdBHFjhwyvrSYysXlca2hjAD51mX8DuY/9jpcIeeCa83DTxEbsvv58PHXLhXjqlgux6+Pn4/qLNmSSaY12gNFaRXmAlB1FWWq62dDt2a5GpzSyPE3qsukArCsJc/ZJS5RrkjE4rcfxsTpuu3xTpIu7jFXUG1x1K1NMuvh5aQxUKkzOdBM8jVneCwAY5a1cm5s7lbd96eHYY1948BmnCPqpmQZOvvZvcN2OPc6112zlAHzArxFPcTQhp2vqarWliYhtB0HkkDGlZJrGLmPSRV1Ljph0aNNY90838NcPPx8LqBiplrR6gW0MPvRL7rwBEMlBUyareDcvGani1vedjn/73XfgdkmnUp1R09TZE1N5dcFT3GahQrXP2PosmHCxK5hkkKpklMuYXWot759uhDqj4uyjKl8lkiZYbK7Z+yzLXhkPR4Ig+BfpMff46AGEH5jXXnMPTr72bxIWeVOe/k0TG529xAGAqzsWfxfh3g4C55oe9WoZt1++CU/efGEijFhntNo/3cChOfWNalvELt6YGy7eYPwc1WbtuunxKBZ+PfIoRUCyO9pBRWMXEZPyobpfbn3f6VGkD3+sKJ2Ep1imInBv6iKnYd76vtO91AVJDCmA1mhvOjRy+PyaRibfg7YIP9eQctNGcu2XH4k85y7F+Xl68ZY1S7URReUSU6aBiejWLC8U7rN+k22e2kGALWuWIk8pU978Ql5vRdyLPAriO88ciD3O4BYFy4tWr73mHtx67+O49Aw3I6/uWjDAOZpFRlVXRZcGkhZxb9Q1RXLZO2Ycai3q7rGfOku9F4hKdZYGB9zLrqt3a3ufCZOOkSaNRdz/P/mejYm9v1pmsQYVfO/Mc0BmCPd6HgmY56CluyQmw4XK0MbQLaju07kgGj7yMNkpEaIjT6O4qZmGc6aH75puuj3b1egkrwPTXckL2tvu3HNOXmqUb7oaxd955gAuPWM8sSZtqaxcF5eNpC5zIL7Gh24lf2caOV+vlqy1yVxqVwPqoAxbAMWDT+5XlgaSDYVppDh35u18ep+19hofd1qD2lDF/Sgurw3b9ZGf12WTpLllAiA699rOALI8MgXWmOD3gwnbejGtw6mZRiygIgAz7gHVkrmeZ5prCqh1UNl543reSlvf+KaJjakys0yNFnc+vc9YA15lqHTNcBLlB29k6VJqyBa4YQtcUO2NLrWWgVD+qD67WmLGcaUpwTXdaPe8aUpPah4CeJExdjI6Mpsx9l4A6nZL8wC5dp+qDg8/COlujusv2uBccyPNRicW2Td9/rih9gig7lzn+t06tm1dZ60VxBUE3QFYTufbsWtSW+9hrF7F6FDFWGvlnkee95bizA/Y/DtUbdxvvmSjtraD7n4RHzO1oc8LT7F0vd8a7cBY22K0Vsb0XEtbw+Jqw72Qp/6IaY51667EQmMaVzJ5GkCA8D5iDIl6feJv2fn0Pq1H3DWFwVTbjnenBdzT5vjm+8A15yXqUppqL4ro6uoECFN6RocqzhFOtkOtrfYI7yqXJ2lQVNDE9aarx1pieuOEiSUjVVx/0QZtl8BquYR61S0aBQj3lrsemsSSkapSXvF7zCQP+Wuy1lhVGaSy1nQUMe1D4mtc6uXa0K1FfsD64refRSsI5doVZ50QO3hlqSvDnXi6erc6XA//uj0jTY0o+fMAc/0hTp69kxvxVd+Z9W4S60maxq36TrHul1hvja//8bE69h+atepFcr1r0TnoUu+uXi2DIdB+D99jdAYDfj+kra9n2m/lNeO7phvXRV3uORWynnXu+hXY/q/PKiPLeEF72z321Ev2edPVKL7/sb0JI4fpWvC9Qqf7mXRmVbQW/3dWeakah2v95LlWoL128h4rn5d0iNfXdt2KLCnw+QefwZY1S60GLCD9Gpltto26hiiHVPOruz6qIBJtbWrFd8t6sYjrXMtGwTR7jAqdDjRSLTll97jKRNvaabaB2y7fpNxDsqw9XRmTLHqHaHhzXXPTmqAgHbyOq/z5pjJWaZuWiI/L3+Wqw6YpqaWDB0u4pt+7YNMl0n7+DXc/6ryGfNAr4+F/AfBZAOsZY5MAfgDgyh59t3dMKUG64poy/Pkb7n40WgQ6oZgGHkqr+3ydkuIDm9dnYrO54LbY1VJXCFi29uuMCTyywfZbr79og1Y5q5aASjl+GLAZtcRi9bJQ3Xbnw8bDjcrY6Kok+GC8o3i71jAEzAbHsZEaHv2EXtEybeQVQ0FvE/zIrVPwdPdgOwDaCu+0S/FtoHuYk+cua9qOCy6GG34/8gK8aTEdXqZmGqmMUDbPss25wOVCHnTzpZOXF772OGOaFJBsUCLKWd14D8w0IsUzjTI7VClpDRSAWR7yrsCzGVMcVIa3K846wTo/jIWHXJ3ctx0guVwUG9BkcS7Y1qJtjaQ5eADdtJQduyZTy2zXNCKVkajMGM4+aQn2HZozHmB082FyeorkMSKpjJb8O11KIKhotAMEAWJ1k/hnq5B/53U79iTuZX6Yn5qeA7MYdMfqVdxw8QbtHm5z6JYZw82XbMSNX3nUeLCQC87L+DQcqu6RNOtgrF7FbLOtvQ9F42pavXTHrsmYvAa6TpbLz9TLpeemZqwOFJeDm6mkh9xkwOT8yNMFXbenigaaNM3IdJkZrs6bVjss56NaA7rooo/c8XBszCKuTRZ7xbYv6ccqYlojo7WyMnvL5KQcqpgbaOkad6rke5r1u2i4K9OyyGRdKrJqvbucfwB147ZqmeH3hKYsOlwCWFxZ1SmJIY/xnFu+kfp+5QEKJscwf52rzs33QF1EnzzutPoNd+arnOMqGNI3LRF/e9byZK6lH0y/nQdLiHOWdr7Skvbzp2YaCQNnkfQkbTkIgieDIHgbgBUA1gN4M4Cf7MV3F4FNsXC94BObxxN1a/LW2hGNa6rPT+PdSYOtdhrn+ovUNVnE/P+Jzfqi1vLcmzq8cg+8KU3CNOZGG4k0hdssxda5sNNFmuyfbihrOrjWfCiqVhtXNG6a2IjbLt/kHPkyPlZ3vlYyptowWTu6BgA+cufDxhDuNIfeNN4fPncuRd51pFl3rSCwpvz5KNycVybxAvAuDhVdJiRPPcj7e0y/ZefT+2L10/ZPN3DXQ/ZUgNefuCTWoISnjO/YNWmsc8rTcG6/fJNzDbkDMw1j6pRJHgLAtjsfxozisMrTUnXo6rPwmku68ZcYcNtlm4z12EwpMHJaPDccnnLMqHasKrKsRZm0taxufW+YqmpK4eHNL7i85XU9XQz9upIBrSDAA0/sw/FLhmP3iZx6nHc+8qxFkxE3zx43NdOI1zv7knkv4OzYNYkvGIzgh+Za2nItQHifc2elrk6fKZ2R11qc2Dxu3Z9MDqMsZSRMO62c6QG4X59qOSyLIcqrulBHTNUYyhX+O1UH6ZlGq1O/TM2qsbo1RdPl3ja9RtbheGq1S2qijE4nsEVacaOlrKOVGcM5Jy9VlifQNcSRU8NNyGuQz4GpQ7WuvllWg4FIiSHxW+vVcqYGeo1WaBy1pV6bStmY5IgO2z1iKmGhGpurfD3QaTL0wDXnpa5z65KKzElT825i83iinNOt7z3dSY6klTVj9ar1vCqTNmKsWmJ41+nHKcuYyN+Tpl782EjVKaKPk0a/qZYYpueaqY2NOlzqiWaJ9HMN3nBpLjk104iVDcl7FrdlYunmxCS30qQ656VQ4yFjbBFj7FrG2P9gjL0dwDSADwH4PoDLivzuIrEpFjzENQsuN7ppA/fVsjttVz3XTYLXZJE7BcrCP29ns/GxZMfJNEVYxfHKhwGTgYdfP5frICoErjUf0ihxrsiKxsTmcWMnUA6PZnK9VjJZasO40GoHuPErj2qfT3PoDRB6Eq/bscepVo/p8OjC9RdtcK5rWWZhzQxdsV9fUY9ZPkOsLSoWgLdhavDDx2LbsLmhJE0dLW48UKWh2XjgiX3ateuiFJmcJTKi0VF1j5nkoalm3/2P7TUqj5efeYL2Xr5pYiN+cMuFuP3yTQm5/geXbYq88zdfor8HdPJS59n+3o8PaT9LxfRc/hLLfO9y8atwZ5rp8Cs6bJ64+Z146pYL8cTN73ReK7aD9fd+fAjnrl8Ra7KRRzbJmBRuxqBtrFF3MHrIHSazNg5rtMx7ASdvOYRFw27OU51hUEzjtu1PJseeD2OLiKquk8pQoer+LOt0AcIoOy6CWkGAux6azKQr237n1ExDez23bV1nNNByvcaGS8F8UYeb2DzuXFdS5PqLNigNfbZIK5Nz4TvPHMDlZ56QygAj7jtpHIp8Dkz3tc445mqcMOlMZcYSv/XmSzbik+/ZmOnwn3BQKJzVafZ0VyY7aaI6XHVPvn5daqOKTb1scok3wMrinNKdf67avlsb9JF1L0tTE/Zdpx/ndF4VMTWE4euGy3BeD/f+x/YqdbPRWiXhgBIbCZn2gsONlrY+umqME5v1vQ7CsZS7HZ81UZIcUy1IFS7Gb5dz24il5qrp+680OME5n3/wGWNfi9sv35RoUPMBRX3oqkO9ed2cmBp/FhkJKVN02vL/AbAfwD8D+EUAH0V4X70nCILdBX93YZy7foUxVSsAnFKXVZjSBIGuYqMLI/cRacTHYarjJo8pzW91SVFxDcM3vc41ZFuXLq4zEqrC5oF4dJVryDFXGtN4iNKkePE6UKZUcVVarsv4xQOPa8qEjO/6SRzTxqa6Z6olBjB1xOPk1ExsHbjW6smCLbVfpBUE2LFrEnc9NJlQVH2WKJjYPI7fuGN3qtp/uz5+fqbvstXukdOxZBhC+XzTRNjxzbWuTl7jgYrnpmZi481bjsBlTZnkoWlf4WPV3XsuxaFd5Dpj6tpKus7DvpSh/dMNXL19N3Y+vS9XoxdTKjpHVAxNRoG8kX8uDipep6uIVBaTjlApMVxyxvHY/i/Pxg5F1RLDzQ7pZfK9lDYVV8RFluZ1upo6Povo9lXRGGMq2wKYU9p9OY9tn6da66p1JaedqpwzWXTlvL/TpN+Ieo0J14L5Yikb03h0uO4hMrbySqrajK7YUvBlnpuawW2XbzKmIKetqSvqricaaoE32oHxt+attdropGq77um2VH4TPvXOWYfOc+LU23QIlzJROkzreXJqBldt3x3poLZ6/TZuuNi938D9j+3FTRPp9mmdfeBdpx+n1T10OoUqsprL3lC2PoKZhvp3qDJMALMeaSqX8egnLgAQnjlNqdP1ahmXnjGO+x/bm0pe2fRHl9IJtUo5s0zjZwa5FIbMVdt346rtu6O62Krvk39HmrOI/Dmq1+nOY0U0ftRRdNrySUEQ/EwQBJ8BcAWAVwPYOp8Nh4Cb0pBHuTHdAKZugL7rq7l2hZbv4TQd1XSkCcMXu1otGalaO07Kj+s8u6YUDjls/nYpuso1pJkrjab0RhMm7zf3apmiSHVz5BLCLhp0XK+VTFZjd71aTp1az1GNl3e2dvVKzjRauOFue0RLFlwNqjyaTLWZjkgey7ykMRzmSXN2jdR74JrzlN8TIKw7yVPFXL3TJnk9Vq9m6nK+SlgftnG4yAuXFD/TWjTtK3ysunsv72GdGxF0Ac26x30qQ+K9kQeTzCox4Nb3daMSTJGgedenq+zURW/4QKcjNFrhgV2MkuByNqtTVbfmfeA6l7rb0fX9rvJNFwVh6wKsM8JnJa8z2iUSMotsMY3LphvwiHCdZHG9x1zHzcdqioB1qReeNtLKNr48Ml2XQaSbdx5QocuSANT3rilFXxy/7T41GcGzRFPKqIwNpq7Cl56RTfbb0pddcY1QFp0iE5vHtSmTLs1KTLjIGa6DZskgExGj92xkWSM6+4DJbqD7/bosxh27JrUlaGxkLRXBz/MmBx7XN31nOQBuEbOuTjzTd+y+3i3wgXdhF1OZTZ/rcz5057EiG0bJFG08jK5kEAQtAD8MguBwwd9ZOC4CJY/SpfMsi4pjHoNNGnQ1CkVEIaxKFb56+26szWBItC2463bswdXbd8c2brH4tKtBTmUMTJPCoRqbS+qVeGjIagzWbUg8QpV7LnRKnW6O+AZb16SeybU4sgrHtHXEgG5heZNR1GYE1I3XxRvL4QVqfeMiO/j1NRVt94mrYu2a8qUjjVwz1fdLq2CblLcbLt6AP7hskzFdNW2ahgz/3SZj2f2P7XVyzOjubZNiwcea1Ylhw3ZY0Sl9pjHLM8UUj8lkuTdkTNdVTl8t0smX5jPyHrhM6CL7eDSr71TptLg4hFyM99Uyw5VnpSuHIOMq31T1c2+/fBO+8Itv0H72jl2TyrpZLozVq4Xcp0XpyrrrVWLh4djmMNUZaNP8ZtdxcwevKQK2iMjgxZb7Pq9M5wdtsaa6qbbt5NQMtv/Ls9oIP5WoN+kd4vht69flt9o+I62z2rTWXaNWVfiILk5r+OZ88j0bM6XQ20grZ/IaUfm+9NQtFxqva5Y1kiaLjKNzZuj0FVMJGhume880F/w8b3K65N3jXXoUmPRwX5mXadb6F7/9rJfvTINOLuYpmZeWoo2HpzPGXu78vQLgtfz/GWMvF/zdhWG7QfMqXbwIvVxEXVYcfSvmKlQeRhH5t5q6L/k8wJhqlHFhm+bg5mMuZcEHIPrM3defnzBQynUGsxiDXQ0oKqXOpQ7Fv//uO5S1zFwLFNvQebBvv3yTshFDvVqOCstPbB7HB85enfhMl3oSKrLUiyqiQK1L8V4egWySRS4esTRjcomkdU35MuG6Fk2/Pa2Crfp9DN15ntg8jtsu26Qtnn2lh2YUE5vH8anLTtc+zx0xWWu46hQOsdlVUcYu2/UwReip4NdGbmblok7nPXyZrqtsBFV5y4c1Dpks40ij5PqKWhHZsWvS2JjCN6bfrCpu77oXiPsvkDRC8z3vpomNuZ22rvItrU6iO1CO1at4qlOTVCe/5MYmvpzRRenKuiiUdoCoyZXNYZq3wZmr4zOPoSgPtqBtn1lKnInN+hrMAIwGD5UDSTfHKue1LprP1NxCRKWD3375pphxVHdP6R7XreE8e5DNKOyCi2xWzVuWQAsXsrzfZ33/tE1RTGRxwE5sdm8SqntMxKQXpK2vKhMgv7NchUuPgh27Jq0lqXyQpvZ8L6P9OGmNzUVQaM3DIAj8t4UdAFS59wzhhctbj4Fz08TGXLWZfCLm3fPaQ7rcfVvEU9YaNzKmGmVcOPLvyFJrIC07dk3G6iDyTo98HLZ5469LOzZT7R5xk8gzF1nGlQbd509sHrfWikhb285Elmg93zWmAHvd07F6NZINpvpYX/BY74x/hqkWF5DeO58HU+3ZtIYLl/XB/1+sieKztiT/DlPNyzw1w3T1EEXjSlEy01ZDVaf06fbaKzUdiV3q4vnqQJ6m5rAY0cy7cQP5De3XX7TBWgdIxLe80u3DeSOQTah+s3gfZ713Xfe5ovfDrOiuLTfKuMgv37+raF35FUWkJZeJuvtENjpl/f5oT7xjt7bsAtC9LmP1qjK9NU0DhzSYyp+IDiPf3P/Y3kz1A3VNHAC3PVdnpJWbTpiw3Q+qeuemEkc6TPvhWL2K0aGK9vlDc82oLEtWbHVVGYPWKFiU/DPVt1Ths74/4E+vc63XL5NGpzDdP2UW3o+665umvqo2SrgzXp86oqlpDi81YTKM+ZRpqntCRy/rDHJMZ8ReNU0pumHKEUkvjVKDhm3jcNkAfBxgTAtEFI69UvRv/MqjiWYbYqdHcTNRNdxwMS6qMCkBqvTs+XaPuozZ1+8y3bv8wCNTRHSNbSxyHRrdJpKncZMKm2EL0NeuKwJbyn5aenmvmVAdenX3H+AuT133rSJ+o0lOmZS+tHutrai2z5Rh1wOCa+OuLIjz46I0+pZXpsj3otaJ7Z6Yb3ucL3QHyn7oQ+L3Af51ZR6lYupe3As9fWKzvbEgn39Vo4asWRIu6O4HXoqjKLLo96Y92/WetRnPfeDrntI1nOFRwPzzNn/ivoS+1WgFufcO031bLTNvmUVpuOKsE5wadHJ8Oqd8ysWs90gancLUvKYVBNH1lbPzXPQfPhc7dk1qdTZdo8082Jrm2JykvmUav1627zU1MCsSnbGZpy4XvX7JeJiR+WiI6QUuniMfB5gS0xcNLSriwYTOoLJ/umE9PModCdN0882zSRBxTPdugHBOs3SU9j0Wef2YOvX6jjSyNXPxqajb6IfhoheolE9XZ4nLZ/djbkxyyqb0pRmzPHeL61UwFt63Po0HaQ4Iumvny0Mszo/qsCniW165dA8uAtK/kmSNeCkaMYqDd0698SuP5orYtpUYEZtVFX2fmNKSRaNYr4MOTFHbRc6Jab8qMaBcYjFHu68xuRjPfeDjnnKNdiuqgRmg7i7rO5Mi7XgAKMtRydRzNmgpmiz3SBr5YHLk8703b1ZWr7MKbHruTKOldaIXdT+Y9hnebblfGaI6h7zvoBEdZDwkvGIyZHBMHYJN8Og82+cP2qZiK6CbNzLFZ+ru0Yzp3h0fq+Pc9SvwxW8/i1YQoMxY5q5lecai2rjTRJ/mxachq6ixFG246AWy8qnrcldkeqhveiWnemVYcv0eXRRxEekupnSlIlIVB9VgdTQyqBkxvDOoGGW1f7oRK+uSFpPxJGutsqyYxiIbxXpp9O7X/WDSRxYNV3HDxRsKGdN8k0Uu90LRBtFBc8KI5bp27JpUpo1WSww352zQMqikuR5Fl2XotXPeVIZI/G4Vww712LOgmwMG4Imb3xl7LGv2YFZMWWdFlNOSIeMh4RVbLQ0gWwFpOTpPR78MB6Z6Nrr6JVwByNKdS2bQlID5iCmV5Nz1K3DXQ5OREaAVBPhCZ6MrwvOUJmqgl9GnujkCen9om2+HhTz0K4rEN0ejnNJFERdRaDtPhGfW7wMGz2B1tDKI60vXyCVP+qXJiZWmxp0PdGMRaxP3i37cD6ZD7dRMo7AxHYmy6GjScWTE9Nkj6Zr6ouj7vdfO+TyNpWwZUVnRzYHctChP9mAe0tbe9gkZDwmvuNSAyWIVd+2E269NVVXPpoSw8DBvb68z7PQq3YIwY0ol0XUR99mURDUWV8Wgl1FdQLKQcD/SXY7Ew4KOo+m3HmnoFLyilPBeR6IPosGKGBxM+l7WCAlTza9els7gY7E1ojra6GW0tciRJoto3z/yrqlPipybXhuuXfaCJSNVZap2UWflbVvX4Te270ZbenxqpoHrduyJnENF1rW2ja9fzgUyHhLe4QvKVydUwE2wFNlBzoaq1tahuWYk6Hh7e1WXwaPZuzho6Dbjq3vUlMRlLL5en5VBUuYGaSxFczT91iOJfsh3uleIQcEUJZj10Geq+dVrpysZeJL0Mtr6SIdkOdEPei3XbCWRRqolp1Rt38iGQ44YOOIjezAL/dx7yHhIFIKu+G3WhW4TLECxHeRcEDf5c275RiKNmRsO5S5VpHwOPqb7rxf1JQiCmJ+QfCeOZkzlQPIc+vpxkNRBBp44vY62JgjCP72Ua6ZocgCoVco916Vuvfdx7XNi4IjufFhirPDOx/3ae8h4SBSGz/QpWy3FQeu+ldYTQcrnYNPLpiQEQRxZkHwnjlZM5UDyrAkyyg8ulE1DEEQaTNHkQLccRS91KVtgCH9eJe+AMNK6F7UP+wEZD4lC8bXQTbUUSwwD132L6hgeWfSyKQlBEARBHCkU2STjSDuUHQmQYZcgiLRcf9GGgQrSsGU88jFxufaROx5OlGboRe3DflDq9wAIwpWbJjbi9ss3YUzodLRkpIo/uGzTwC3MbVvXoS61jydD0/zmpomNuO3yTRgfq4MhTMG5+ZKNA3fvEQRBEARB9IuJzeN44Jrz8INbLsQD15xHehJBEEYmNo/jyrNXQ26r1K+zs+ocz5HHNLF5HG1NTdcjsbQVC46iArZbtmwJdu7c2e9hEEcJO3ZNxhqoMBa2lCcvLEEQBEEQBEEQBEGEiGfnfp+X+Vgmp2aiLvJy01POObd8Q1vrVe51MB9gjD0UBMEW5XPz0XjIGHsfgBsAnAbg9UEQOFkEyXhI9IMduyaV9V8oao0gCIIgCIIgCIIg5ifX7dijLG01X8/6JuPhfE1b/i6ASwD8fb8HQhA2br338UQhVV4HgSAIgiAIgiAIgiAGmR27JnHOLd/Aidfcg3Nu+QZ27Jrs95D6zo5dk7jrocmY4ZABuPSMI7Mu77xsmBIEwb8DAGNyZjxBDB5pOy8TBEEQBEEQBEEQxCAgZ9JNTs0csR2F06AKEgoA3P/Y3v4MqGDma+ShM4yxDzPGdjLGdu7de2ReRGKw0XWJos7LBEEQBEEQBEEQxCCjy6T7yB0PH9URiEdbkNDAGg8ZY3/HGPuu4u/daT4nCILPBkGwJQiCLStWrChquAShhTovEwRBEARBEARBEPMRnTGsFQS49st7jloD4tEWJDSwxsMgCN4WBMFrFH//r99jIwhXeKemmUYL5U6a/fhYfd4WUCUIgiAIgiAIgiCOHkzGsKO5lv/RFiQ0sMZDgpjv8NoQvHV7KwgiYUKGQ4IgCIIgCIIgCGLQ2bZ1Haolfb+JIzVN18bE5nHcfMlGjI/VwXDkBwnNy4YpjLH3APhDACsA3MMY2x0EwdY+D4sgYpi6LB+pAoUgCIIgCIIgCII4cpjYPI4bv/Io9k83lM8fqWm6LkxsPjI7K6uYl8bDIAj+CsBf9XscBGHiaCugShAEQRAEQRAEQRx5TGkMhwCO2DRdIg6lLRNEQRxtBVQJgiAIgiAIgiCIIw/dGXasXj1qIu+Odsh4SBAFcbQVUCUIgiAIgiAIgiCOPHRn2xsu3tCnERG9Zl6mLRPEfIB7YG6993E8NzWDVWN1apZCEARBEARBEARBzCvobEuwIAj6PYaesWXLlmDnzp39HgZBEARBEARBEARBEARBDAyMsYeCINiieo7SlgmCIAiCIAiCIAiCIAiCUELGQ4IgCIIgCIIgCIIgCIIglJDxkCAIgiAIgiAIgiAIgiAIJWQ8JAiCIAiCIAiCIAiCIAhCCRkPCYIgCIIgCIIgCIIgCIJQUun3AAjiSGfHrklqaU8QBEEQBEEQBEEQxLyEjIcEUSA7dk3i2i/vwUyjBQCYnJrBtV/eAwBkQCQIgiAIgiAIgiAIYuChtGWCKJBb7308MhxyZhot3Hrv430aEUEQBEEQBEEQBEEQhDtkPCSIAnluaibV4wRBEARBEARBEARBEIMEGQ8JokBWjdVTPU4QBEEQBEEQBEEQBDFIkPGQIApk29Z1qFfLscfq1TK2bV3XpxERBEEQBEEQBEEQBEG4Qw1TCKJAeFMU6rZMEARBEARBEARBEMR8hIyHBFEwE5vHyVhIEARBEARBEARBEMS8hAVB0O8x9AzG2CsAqM0tQeRjOYAX+z0IgjgCoLVEEH6gtUQQfqC1RBD5oXVEzGfWBEGwQvXE0RZ5+HgQBFv6PQiCmM8wxnbSOiKI/NBaIgg/0FoiCD/QWiKI/NA6Io5UqGEKQRAEQRAEQRAEQRAEQRBKyHhIEARBEARBEARBEARBEISSo814+Nl+D4AgjgBoHRGEH2gtEYQfaC0RhB/+//bu5UWOKgzD+POSYIIbGY0rbzOBuIggiJeFoiJKjIKJYBYuBFFXirhwpQRc5K+I4EZXii5kNiLRqLt4j4kK0RgDGkUhiuKFSPRz0aU0Q8+lzUzXafP84GOqq+qcnC54OcOZSpVZks6cOdL/0ln1whRJkiRJkiRJK3e23XkoSZIkSZIkaYVcPJQkSZIkSZI0UrOLh0m2JzmS5GiSJ4b2P9rtqySblmj/ZHfekSS3L9fvgrYbkrzQnfN2ktnl+pVa1GKOkswm+T3Jwa72ruJXltZEz1m6KckHSU4n2bXg2P1JPu/q/tX4rtJaajhLfw7NS/Or8V2ltdJzjh5P8mmSQ0leT3LZ0DHnJE2VhrPknKT2VFVzBawDvgA2A+cAHwFbu2NXAbPAcWDTIu23dm02AHNdX+uW6ndB+0eAvd32vcALS/Xb9/WyrFHVcI5mgY/7vj6WtdJqIEuzwJXAc8Cuof3nA8e6nzPd9kzf18uyFqtWs9Qd+6Xv62NZK6kGcnQLcG63/fDQ73fOSdZUVatZ6j47J1nNVat3Hl4HHK2qY1X1B/A8sBOgqj6squPLtN8JPF9Vp6rqS+Bo1+ei/Y5o/2y3/RJwa5Is0a/UolZzJE2bXrNUVcer6hDw14JDtwP7quqHqvoR2Ads/8/fUlp7rWZJmiZ95+iNqvqt+3gAuLjbdk7StGk1S1KTWl08vAj4aujz192+M22/aL9J9iTZsbB9VZ0GfgIuWIVxSZPUao4A5pJ8mOStJDeOMSapD31naa3GJU1aq1kC2JjkvSQHktw9xpikSWspRw8Br6zSuKRJazVL4JykBq3vewCtqKqn+h6DNO1WmKNvgUur6mSSq4GXk1xRVT+v8fCkqeGcJK2OMbJ0WVWdSLIZ2J/kcFV9sZZjk6bFqBwluQ+4Brh58iOSptMYWXJOUnNavfPwBHDJ0OeLu31n2n6l/f57XpL1wHnAyVUYlzRJTeaou7X/JEBVvc/gmSCXjzEuadL6ztJajUuatFazRFWd6H4eA95k8LwrqUW95yjJbcBuYEdVnVqlcUmT1mqWnJPUpFYXD98FtiSZS3IOg5ctjPOWoXng3gze9joHbAHeGaPfeeCfN4TtAvZXVS3Rr9SiJnOU5MIk6wC6v6ZtYfBQbalVfWdpMa8C25LMJJkBtnX7pFY1maUuQxu67U3ADcCnY4xLmqRec5TkKuBpBosd3w8dck7StGkyS85JatYk384yTgF3Ap8xuCtp99D+xxg8N+A08A3wzCLtd3dtjwB3rKDfPQyCC7AReJHBQ0/fATYv169ltVgt5gi4B/gEOAh8ANzV93WyrOWq5yxd2/0bvzK4C/6TofMe7DJ2FHig7+tkWctVi1kCrgcOM3gj5mHgob6vk2UtVT3n6DXgu+73uIPA/NB5zknWVFWLWXJOslqtVBWSJEmSJEmStFCr/21ZkiRJkiRJUs9cPJQkSZIkSZI0kouHkiRJkiRJkkZy8VCSJEmSJEnSSC4eSpIkSZIkSRrJxUNJkiRJkiRJI7l4KEmSJEmSJGmkvwGZjs/57dcnkQAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ " #24h 60 min agrupacion de 5 min\n",
+ "user = sensor['userAcceleration.x'] #24h 60 min agrupacion de 5 min\n",
+ "decomposition = sm.tsa.seasonal_decompose(user, period=60)\n",
+ "fig = decomposition.plot()\n",
+ "plt.show()\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "user = sensor['rotationRate.x'] #24h 60 min agrupacion de 5 min\n",
+ "decomposition = sm.tsa.seasonal_decompose(user, period=60)\n",
+ "fig = decomposition.plot()\n",
+ "plt.show()\n"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -165,12 +570,29 @@
},
{
"cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "\n",
+ "tsaplots.plot_acf(sensor['userAcceleration.x'].values.squeeze(), lags=100)\n",
+ "plt.xlabel('Lags')\n",
+ "plt.ylabel('Coeficiente de autocorrelación')\n",
+ "plt.show()"
]
},
{
@@ -182,12 +604,29 @@
},
{
"cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "\n",
+ "tsaplots.plot_acf(sensor['rotationRate.x'].values.squeeze(), lags=100)\n",
+ "plt.xlabel('Lags')\n",
+ "plt.ylabel('Coeficiente de autocorrelación')\n",
+ "plt.show()"
]
},
{
@@ -204,7 +643,7 @@
"outputs": [],
"source": [
"# Your conclusions here:\n",
- "\n"
+ "# Las dos graficas siguen un patrón y tienen una correlación entre ellas\n"
]
},
{
@@ -216,14 +655,90 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# Your code here:\n",
+ "\n",
+ "class Stationary:\n",
+ " def __init__(self, significance=0.05):\n",
+ " self.significance_level = significance\n",
+ " self.pvalue = None\n",
+ " self.is_stationary = None\n",
+ "\n",
+ " def ADF(self, values):\n",
+ " result = adfuller(values, autolag='AIC')\n",
+ "\n",
+ " format_results = pd.Series(result[:4], \n",
+ " index=['Statistic', 'P-value',\n",
+ " 'Num of Lags', 'Observations'])\n",
+ " for k,v in result[4].items():\n",
+ " format_results[f'Critical Value {k}'] = v\n",
+ "\n",
+ " return format_results\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Statistic -17.95799\n",
+ "P-value 0.00000\n",
+ "Num of Lags 4.00000\n",
+ "Observations 1746.00000\n",
+ "Critical Value 1% -3.43410\n",
+ "Critical Value 5% -2.86320\n",
+ "Critical Value 10% -2.56765\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "adf_test = Stationary()\n",
+ "adf_test.ADF(sensor['userAcceleration.x'].values).round(5)\n",
"\n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Statistic -5.26986\n",
+ "P-value 0.00001\n",
+ "Num of Lags 25.00000\n",
+ "Observations 1725.00000\n",
+ "Critical Value 1% -3.43415\n",
+ "Critical Value 5% -2.86322\n",
+ "Critical Value 10% -2.56766\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "adf_test = Stationary()\n",
+ "adf_test.ADF(sensor['rotationRate.x'].values).round(5)\n"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -250,14 +765,85 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 53,
"metadata": {},
"outputs": [],
+ "source": [
+ "test = sensor['userAcceleration.x'][-10:]\n",
+ "train = sensor['userAcceleration.x'][:-10]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\WM Miramontes\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency S will be used.\n",
+ " self._init_dates(dates, freq)\n",
+ "C:\\Users\\WM Miramontes\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency S will be used.\n",
+ " self._init_dates(dates, freq)\n"
+ ]
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ " \n",
+ "\n",
+ "model = SARIMAX(train, \n",
+ " order=(2,0,1), \n",
+ " enforce_stationarity=False)\n",
+ "\n",
+ "results = model.fit()\n",
+ "results.summary()\n",
+ "pred_uc = results.get_forecast(steps=120)\n",
+ "pred_ci = pred_uc.conf_int()\n"
]
},
+ {
+ "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"
+ }
+ ],
+ "source": [
+ "rcParams['figure.figsize'] = 25, 8\n",
+ "\n",
+ "pred_uc = results.get_forecast(steps=10)\n",
+ "pred_ci = pred_uc.conf_int()\n",
+ "ax = sensor['userAcceleration.x'][-100:].plot(label='Observado', figsize=(20, 10))\n",
+ "pred_uc.predicted_mean.plot(ax=ax, label='Predicción futura')\n",
+ "ax.fill_between(pred_ci.index,\n",
+ " pred_ci.iloc[:, 0],\n",
+ " pred_ci.iloc[:, 1], color='k', alpha=.25)\n",
+ "ax.set_xlabel('Fecha')\n",
+ "ax.set_ylabel('Bits')\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -267,12 +853,12 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"# Your code here:\n",
- "\n"
+ "from statsmodels.tools.eval_measures import rmse\n"
]
},
{
@@ -280,12 +866,42 @@
"execution_count": null,
"metadata": {},
"outputs": [],
+ "source": [
+ "predict = list(pred_uc.predicted_mean)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.1728140460982883"
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "user = sensor['userAcceleration.x'][-10:].values \n",
+ "rmse(user, predict)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -299,7 +915,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.6"
+ "version": "3.10.1"
}
},
"nbformat": 4,