diff --git a/README.md b/README.md index 1779b8e5..156cd8f7 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,6 @@ # DABEST-Python + [![minimal Python diff --git a/dabest/_dabest_object.py b/dabest/_dabest_object.py index 8e260887..c29a2d8a 100644 --- a/dabest/_dabest_object.py +++ b/dabest/_dabest_object.py @@ -5,7 +5,7 @@ # %% auto 0 __all__ = ['Dabest'] -# %% ../nbs/API/dabest_object.ipynb 4 +# %% ../nbs/API/dabest_object.ipynb 5 # Import standard data science libraries from numpy import array, repeat, random, issubdtype, number import numpy as np @@ -13,7 +13,7 @@ from scipy.stats import norm from scipy.stats import randint -# %% ../nbs/API/dabest_object.ipynb 6 +# %% ../nbs/API/dabest_object.ipynb 7 class Dabest(object): """ diff --git a/dabest/_effsize_objects.py b/dabest/_effsize_objects.py index cbcb55ac..ab638692 100644 --- a/dabest/_effsize_objects.py +++ b/dabest/_effsize_objects.py @@ -358,12 +358,6 @@ def _perform_statistical_test(self): # References: # https://en.wikipedia.org/wiki/McNemar%27s_test - # df_temp = pd.DataFrame({"control": self.__control, "test": self.__test}) - # x1 = len(df_temp[(df_temp["control"] == 0) & (df_temp["test"] == 0)]) - # x2 = len(df_temp[(df_temp["control"] == 0) & (df_temp["test"] == 1)]) - # x3 = len(df_temp[(df_temp["control"] == 1) & (df_temp["test"] == 0)]) - # x4 = len(df_temp[(df_temp["control"] == 1) & (df_temp["test"] == 1)]) - # table = [[x1, x2], [x3, x4]] x1 = np.sum((self.__control == 0) & (self.__test == 0)) x2 = np.sum((self.__control == 0) & (self.__test == 1)) x3 = np.sum((self.__control == 1) & (self.__test == 0)) @@ -1146,21 +1140,16 @@ def plot( show_delta2=True, show_mini_meta=True, group_summaries=None, - group_summaries_offset=0.1, fig_size=None, dpi=100, ax=None, - gridkey_rows=None, - gridkey_merge_pairs=False, - gridkey_show_Ns=True, - gridkey_show_es=True, swarmplot_kwargs=None, barplot_kwargs=None, violinplot_kwargs=None, slopegraph_kwargs=None, sankey_kwargs=None, reflines_kwargs=None, - group_summary_kwargs=None, + group_summaries_kwargs=None, legend_kwargs=None, title=None, fontsize_title=16, @@ -1169,7 +1158,7 @@ def plot( fontsize_contrastxlabel=12, fontsize_contrastylabel=12, fontsize_delta2label=12, - #### Contrast bars and delta text and delta dots WIP #### + #### Contrast bars, Swarm bars, delta text, and delta dots WIP #### contrast_bars=True, swarm_bars=True, contrast_bars_kwargs=None, @@ -1180,7 +1169,30 @@ def plot( delta_text_kwargs=None, delta_dot=True, delta_dot_kwargs=None, - show_baseline_ec=False, + + # Horizontal Plots + horizontal=False, + horizontal_table_kwargs=None, + + # Gridkey + gridkey_rows=None, + gridkey_merge_pairs=False, + gridkey_show_Ns=True, + gridkey_show_es=True, + gridkey_delimiters=[';', '>', '_'], + gridkey_kwargs=None, + + es_marker_kwargs=None, + es_errorbar_kwargs=None, + + prop_sample_counts=False, + prop_sample_counts_kwargs=None, + + es_paired_lines=True, + es_paired_lines_kwargs=None, + + # Basline EffectSize Curve + show_baseline_ec=False, ): """ Creates an estimation plot for the effect size of interest. @@ -1259,9 +1271,6 @@ def plot( notched line beside each group. If 'median_quantiles', then the median and 25th and 75th percentiles of each group is plotted instead. If 'None', the summaries are not shown. - group_summaries_offset : float, default 0.1 - If group summaries are displayed, they will be offset from the raw - data swarmplot groups by this value. fig_size : tuple, default None The desired dimensions of the figure as a (length, width) tuple. dpi : int, default 100 @@ -1269,14 +1278,13 @@ def plot( ax : matplotlib.Axes, default None Provide an existing Axes for the plots to be created. If no Axes is specified, a new matplotlib Figure will be created. - gridkey_rows : list, default None - Provide a list of row labels for the gridkey. The supplied idx is - checked against the row labels to determine whether the corresponding - cell should be populated or not. swarmplot_kwargs : dict, default None Pass any keyword arguments accepted by the seaborn `swarmplot` command here, as a dict. If None, the following keywords are passed to sns.swarmplot : {'size':`raw_marker_size`}. + barplot_kwargs : dict, default None + By default, the keyword arguments passed are: + {"estimator": np.mean, "errorbar": plot_kwargs["ci"]} violinplot_kwargs : dict, default None Pass any keyword arguments accepted by the matplotlib ` pyplot.violinplot` command here, as a dict. If None, the following @@ -1287,7 +1295,7 @@ def plot( of observations when `show_pairs=True`. Pass any keyword arguments accepted by matplotlib `plot()` function here, as a dict. If None, the following keywords are - passed to plot() : {'linewidth':1, 'alpha':0.5}. + passed to plot() : {'linewidth':1, 'alpha':0.5, 'jitter':0, 'jitter_seed':9876543210}. sankey_kwargs: dict, default None Whis will change the appearance of the sankey diagram used to depict paired proportional data when `show_pairs=True` and `proportional=True`. @@ -1300,12 +1308,13 @@ def plot( command here, as a dict. If None, the following keywords are passed to Axes.hlines : {'linestyle':'solid', 'linewidth':0.75, 'zorder':2, 'color' : default y-tick color}. - group_summary_kwargs : dict, default None + group_summaries_kwargs : dict, default None Pass any keyword arguments accepted by the matplotlib.lines.Line2D command here, as a dict. This will change the appearance of the vertical summary lines for each group, if `group_summaries` is not 'None'. If None, the following keywords are passed to - matplotlib.lines.Line2D : {'lw':2, 'alpha':1, 'zorder':3}. + matplotlib.lines.Line2D : {'lw':2, 'alpha':1, 'zorder':3, + 'gap_width_percent':1.5, 'offset':0.1, 'color':None}. legend_kwargs : dict, default None Pass any keyword arguments accepted by the matplotlib Axes `legend` command here, as a dict. If None, the following keywords @@ -1330,7 +1339,6 @@ def plot( fontsize_delta2label : float, default 12 Font size for the delta-delta axes ylabel. - contrast_bars : boolean, default True Whether or not to display the contrast bars. swarm_bars : boolean, default True @@ -1338,31 +1346,66 @@ def plot( contrast_bars_kwargs : dict, default None Pass relevant keyword arguments to the contrast bars. Pass any keyword arguments accepted by matplotlib.patches.Rectangle here, as a string. If None, the following keywords are passed: - {"color": None, "alpha": 0.3} + {"color": None, "zorder":-3} swarm_bars_kwargs : dict, default None Pass relevant keyword arguments to the swarm bars. Pass any keyword arguments accepted by matplotlib.patches.Rectangle here, as a string. If None, the following keywords are passed: - {"color": None, "alpha": 0.3} + {"color": None, "zorder":-3} summary_bars : list, default None Pass a list of indices of the contrast objects to have summary bars displayed on the plot. For example, [0,1] will show summary bars for the first two contrast objects. summary_bars_kwargs: dict, default None - If None, the following keywords are passed: {"color": None, "alpha": 0.15} + If None, the following keywords are passed: {"span_ax": False, "color": None, "alpha": 0.15, "zorder":-3} delta_text : boolean, default True Whether or not to display the text deltas. delta_text_kwargs : dict, default None Pass relevant keyword arguments to the delta text. Pass any keyword arguments accepted by matplotlib.text.Text here, as a string. If None, the following keywords are passed: {"color": None, "alpha": 1, "fontsize": 10, "ha": 'center', "va": 'center', "rotation": 0, - "x_location": 'right', "x_coordinates": None, "y_coordinates": None} - Use "x_coordinates" and "y_coordinates" if you would like to specify the text locations manually. + "x_location": 'right', "x_coordinates": None, "y_coordinates": None, "offset": 0} + Use "x_coordinates" and "y_coordinates" if you would like to specify the text locations manually. + Use "x_adjust" to adjust the x location of all the texts (positive moves right, negative left). delta_dot : boolean, default True Whether or not to display the delta dots on paired or repeated measure plots. delta_dot_kwargs : dict, default None Pass relevant keyword arguments. If None, the following keywords are passed: - {"marker": "^", "alpha": 0.5, "zorder": 2, "size": 3, "side": "right"} - show_baseline_ec : boolean, default False + {"color": 'k', "marker": "^", "alpha": 0.5, "zorder": -1, "size": 3, "side": "right"} + + horizontal_table_kwargs : dict, default None + {'show: True, 'color' : 'yellow', 'alpha' :0.2, 'fontsize' : 12, 'text_color' : 'black', + 'text_units' : None, 'control_marker' : '-', 'fontsize_label': 12, 'label': 'Δ'} + + gridkey_rows : list, default None + cell should be populated or not. + Pass relevant keyword arguments to the gridkey. If None, the following keywords are passed: + { 'show_es' : True, # If True, the gridkey will show the effect size of each comparison. + 'show_Ns' :True, # If True, the gridkey will show the number of observations in eachgroup. + 'merge_pairs' : False, # If True, the gridkey will merge the pairs of groups into a single cell. This is useful for when the groups are paired. + 'delimiters': [';', '>', '_'], # Delimiters to split the group names. + 'marker': "\u25CF", # Marker for the gridkey dots. + } + + es_marker_kwargs: dict, default None + Pass relevant keyword arguments to the effectsize marker plotting. If none, the following keywords are passed: + {'marker': 'o', 'size': plot_kwargs['es_marker_size'], 'color': 'black', 'alpha': 1, 'zorder': 1} + es_errorbar_kwargs: dict, default None + Pass relevant keyword arguments to the effectsize errorbar plotting. If none, the following keywords are passed: + {'color': 'black', 'lw': 2, 'linestyle': '-', 'alpha': 1,'zorder': 1,} + + prop_sample_counts: bool, default False + Show the sample counts for each group in proportional plots + prop_sample_counts_kwargs: dict, default None + Pass relevant keyword arguments. If None, the following keywords are passed: + {'color': 'k', 'zorder': 5, 'ha': 'center', 'va': 'center'}, + + es_paired_lines: bool, default True + Whether or not to add lines to connect the effect size curves in paired plots. + es_paired_lines_kwargs: dict, default None + Pass relevant plot keyword arguments. If None, the following keywords are passed: + {"linestyle": "-", "linewidth": 2, "zorder": -2, "color": 'dimgray', "alpha": 1} + + show_baseline_ec : boolean, default False Whether or not to display the baseline error curve. The baseline error curve represents the distribution of the effect size when comparing the control group to itself, providing a reference for the inherent variability or noise @@ -1402,7 +1445,6 @@ def plot( del all_kwargs["self"] out = effectsize_df_plotter(self, **all_kwargs) - return out @property diff --git a/dabest/_modidx.py b/dabest/_modidx.py index f483a4be..4635ac43 100644 --- a/dabest/_modidx.py +++ b/dabest/_modidx.py @@ -81,12 +81,13 @@ 'dabest/misc_tools.py'), 'dabest.misc_tools.Gardner_Altman_Plot_Aesthetic_Adjustments': ( 'API/misc_tools.html#gardner_altman_plot_aesthetic_adjustments', 'dabest/misc_tools.py'), - 'dabest.misc_tools.General_Plot_Aesthetic_Adjustments': ( 'API/misc_tools.html#general_plot_aesthetic_adjustments', - 'dabest/misc_tools.py'), + 'dabest.misc_tools.Redraw_Spines': ('API/misc_tools.html#redraw_spines', 'dabest/misc_tools.py'), 'dabest.misc_tools.add_counts_to_ticks': ( 'API/misc_tools.html#add_counts_to_ticks', 'dabest/misc_tools.py'), 'dabest.misc_tools.extract_contrast_plotting_ticks': ( 'API/misc_tools.html#extract_contrast_plotting_ticks', 'dabest/misc_tools.py'), + 'dabest.misc_tools.extract_group_summaries': ( 'API/misc_tools.html#extract_group_summaries', + 'dabest/misc_tools.py'), 'dabest.misc_tools.get_color_palette': ('API/misc_tools.html#get_color_palette', 'dabest/misc_tools.py'), 'dabest.misc_tools.get_kwargs': ('API/misc_tools.html#get_kwargs', 'dabest/misc_tools.py'), 'dabest.misc_tools.get_params': ('API/misc_tools.html#get_params', 'dabest/misc_tools.py'), @@ -115,6 +116,8 @@ 'dabest/plot_tools.py'), 'dabest.plot_tools.SwarmPlot._swarm': ('API/plot_tools.html#swarmplot._swarm', 'dabest/plot_tools.py'), 'dabest.plot_tools.SwarmPlot.plot': ('API/plot_tools.html#swarmplot.plot', 'dabest/plot_tools.py'), + 'dabest.plot_tools.add_counts_to_prop_plots': ( 'API/plot_tools.html#add_counts_to_prop_plots', + 'dabest/plot_tools.py'), 'dabest.plot_tools.barplotter': ('API/plot_tools.html#barplotter', 'dabest/plot_tools.py'), 'dabest.plot_tools.check_data_matches_labels': ( 'API/plot_tools.html#check_data_matches_labels', 'dabest/plot_tools.py'), @@ -126,7 +129,7 @@ 'dabest/plot_tools.py'), 'dabest.plot_tools.error_bar': ('API/plot_tools.html#error_bar', 'dabest/plot_tools.py'), 'dabest.plot_tools.get_swarm_spans': ('API/plot_tools.html#get_swarm_spans', 'dabest/plot_tools.py'), - 'dabest.plot_tools.grid_key_WIP': ('API/plot_tools.html#grid_key_wip', 'dabest/plot_tools.py'), + 'dabest.plot_tools.gridkey_plotter': ('API/plot_tools.html#gridkey_plotter', 'dabest/plot_tools.py'), 'dabest.plot_tools.halfviolin': ('API/plot_tools.html#halfviolin', 'dabest/plot_tools.py'), 'dabest.plot_tools.normalize_dict': ('API/plot_tools.html#normalize_dict', 'dabest/plot_tools.py'), 'dabest.plot_tools.plot_minimeta_or_deltadelta_violins': ( 'API/plot_tools.html#plot_minimeta_or_deltadelta_violins', @@ -140,5 +143,7 @@ 'dabest.plot_tools.swarm_bars_plotter': ( 'API/plot_tools.html#swarm_bars_plotter', 'dabest/plot_tools.py'), 'dabest.plot_tools.swarmplot': ('API/plot_tools.html#swarmplot', 'dabest/plot_tools.py'), + 'dabest.plot_tools.table_for_horizontal_plots': ( 'API/plot_tools.html#table_for_horizontal_plots', + 'dabest/plot_tools.py'), 'dabest.plot_tools.width_determine': ('API/plot_tools.html#width_determine', 'dabest/plot_tools.py')}, 'dabest.plotter': {'dabest.plotter.effectsize_df_plotter': ('API/plotter.html#effectsize_df_plotter', 'dabest/plotter.py')}}} diff --git a/dabest/misc_tools.py b/dabest/misc_tools.py index 90c4a6bc..20b5c827 100644 --- a/dabest/misc_tools.py +++ b/dabest/misc_tools.py @@ -6,8 +6,8 @@ __all__ = ['merge_two_dicts', 'unpack_and_add', 'print_greeting', 'get_varname', 'get_unique_categories', 'get_params', 'get_kwargs', 'get_color_palette', 'initialize_fig', 'get_plot_groups', 'add_counts_to_ticks', 'extract_contrast_plotting_ticks', 'set_xaxis_ticks_and_lims', 'show_legend', - 'Gardner_Altman_Plot_Aesthetic_Adjustments', 'Cumming_Plot_Aesthetic_Adjustments', - 'General_Plot_Aesthetic_Adjustments'] + 'Gardner_Altman_Plot_Aesthetic_Adjustments', 'Cumming_Plot_Aesthetic_Adjustments', 'Redraw_Spines', + 'extract_group_summaries'] # %% ../nbs/API/misc_tools.ipynb 4 import datetime as dt @@ -17,6 +17,7 @@ import seaborn as sns import matplotlib.pyplot as plt import matplotlib +import matplotlib.axes as axes # %% ../nbs/API/misc_tools.ipynb 5 def merge_two_dicts( @@ -93,16 +94,20 @@ def get_unique_categories(names): # For dict_keys and other iterables return np.unique(list(names)) -def get_params(effectsize_df, plot_kwargs): +def get_params( + effectsize_df: object, + plot_kwargs: dict + ): """ + Extracts parameters from the `effectsize_df` and `plot_kwargs` objects for use in the plotter function. + Parameters ---------- - effectsize_df : object (Dataframe) + effectsize_df : object A `dabest` EffectSizeDataFrame object. plot_kwargs : dict Kwargs passed to the plot function. """ - dabest_obj = effectsize_df.dabest_obj plot_data = effectsize_df._plot_data xvar = effectsize_df.xvar yvar = effectsize_df.yvar @@ -111,9 +116,13 @@ def get_params(effectsize_df, plot_kwargs): mini_meta = effectsize_df.mini_meta effect_size = effectsize_df.effect_size proportional = effectsize_df.proportional + results = effectsize_df.results + dabest_obj = effectsize_df.dabest_obj all_plot_groups = dabest_obj._all_plot_groups idx = dabest_obj.idx - + x1_level = dabest_obj.x1_level + experiment_label = dabest_obj.experiment_label + if effect_size not in ["mean_diff", "delta_g"] or not delta2: show_delta2 = False else: @@ -153,27 +162,43 @@ def get_params(effectsize_df, plot_kwargs): err_color = plot_kwargs["err_color"] if err_color is None: err_color = "black" + + # Horizontal + horizontal = plot_kwargs["horizontal"] + if horizontal: + float_contrast = False + + # Contrast Axes kwargs + halfviolin_alpha = plot_kwargs["halfviolin_alpha"] + ci_type = plot_kwargs["ci_type"] # Boolean for showing Baseline Curve show_baseline_ec = plot_kwargs["show_baseline_ec"] return (dabest_obj, plot_data, xvar, yvar, is_paired, effect_size, proportional, all_plot_groups, idx, - show_delta2, show_mini_meta, float_contrast, show_pairs, effect_size_type, group_summaries, err_color, - show_baseline_ec) + show_delta2, show_mini_meta, float_contrast, show_pairs, effect_size_type, group_summaries, err_color, horizontal, + results, halfviolin_alpha, ci_type, x1_level, experiment_label, show_baseline_ec) -def get_kwargs(plot_kwargs, ytick_color): +def get_kwargs( + plot_kwargs: dict, + ytick_color + ): """ + Extracts the kwargs from the `plot_kwargs` object for use in the plotter function. + Parameters ---------- plot_kwargs : dict Kwargs passed to the plot function. - ytick_color : str + ytick_color : str or color list Color of the yticks. """ from .misc_tools import merge_two_dicts # Swarmplot kwargs - default_swarmplot_kwargs = {"size": plot_kwargs["raw_marker_size"]} + default_swarmplot_kwargs = { + "size": plot_kwargs["raw_marker_size"] + } if plot_kwargs["swarmplot_kwargs"] is None: swarmplot_kwargs = default_swarmplot_kwargs else: @@ -182,7 +207,10 @@ def get_kwargs(plot_kwargs, ytick_color): ) # Barplot kwargs - default_barplot_kwargs = {"estimator": np.mean, "errorbar": plot_kwargs["ci"]} + default_barplot_kwargs = { + "estimator": np.mean, + "errorbar": plot_kwargs["ci"], + } if plot_kwargs["barplot_kwargs"] is None: barplot_kwargs = default_barplot_kwargs else: @@ -213,6 +241,7 @@ def get_kwargs(plot_kwargs, ytick_color): "vert": True, "showextrema": False, "showmedians": False, + } if plot_kwargs["violinplot_kwargs"] is None: violinplot_kwargs = default_violinplot_kwargs @@ -222,7 +251,12 @@ def get_kwargs(plot_kwargs, ytick_color): ) # Slopegraph kwargs. - default_slopegraph_kwargs = {"linewidth": 1, "alpha": 0.5} + default_slopegraph_kwargs = { + "linewidth": 1, + "alpha": 0.5, + 'jitter': 0, + 'jitter_seed': 9876543210 + } if plot_kwargs["slopegraph_kwargs"] is None: slopegraph_kwargs = default_slopegraph_kwargs else: @@ -245,7 +279,10 @@ def get_kwargs(plot_kwargs, ytick_color): ) # Legend kwargs. - default_legend_kwargs = {"loc": "upper left", "frameon": False} + default_legend_kwargs = { + "loc": "upper left", + "frameon": False, + } if plot_kwargs["legend_kwargs"] is None: legend_kwargs = default_legend_kwargs else: @@ -254,18 +291,29 @@ def get_kwargs(plot_kwargs, ytick_color): ) # Group summaries kwargs. - gs_default = {"mean_sd", "median_quartiles", None} + gs_default = { + "mean_sd", + "median_quartiles", + None + } if plot_kwargs["group_summaries"] not in gs_default: raise ValueError( "group_summaries must be one of" " these: {}.".format(gs_default) ) - default_group_summary_kwargs = {"zorder": 3, "lw": 2, "alpha": 1} - if plot_kwargs["group_summary_kwargs"] is None: - group_summary_kwargs = default_group_summary_kwargs + default_group_summaries_kwargs = { + "zorder": 3, + "lw": 2, + "alpha": 1, + 'gap_width_percent': 1.5, + 'offset': 0.1, + 'color': None + } + if plot_kwargs["group_summaries_kwargs"] is None: + group_summaries_kwargs = default_group_summaries_kwargs else: - group_summary_kwargs = merge_two_dicts( - default_group_summary_kwargs, plot_kwargs["group_summary_kwargs"] + group_summaries_kwargs = merge_two_dicts( + default_group_summaries_kwargs, plot_kwargs["group_summaries_kwargs"] ) # Redraw axes kwargs. @@ -278,47 +326,187 @@ def get_kwargs(plot_kwargs, ytick_color): } # Delta dots kwargs. - default_delta_dot_kwargs = {"marker": "^", "alpha": 0.5, "zorder": 2, "size": 3, "side": "right"} + default_delta_dot_kwargs = { + "color": 'k', + "marker": "^", + "alpha": 0.5, + "zorder": -1, + "size": 3, + "side": "right" + } if plot_kwargs["delta_dot_kwargs"] is None: delta_dot_kwargs = default_delta_dot_kwargs else: delta_dot_kwargs = merge_two_dicts(default_delta_dot_kwargs, plot_kwargs["delta_dot_kwargs"]) # Delta text kwargs. - default_delta_text_kwargs = {"color": None, "alpha": 1, "fontsize": 10, "ha": 'center', "va": 'center', "rotation": 0, "x_location": 'right', "x_coordinates": None, "y_coordinates": None} + default_delta_text_kwargs = { + "color": None, + "alpha": 1, + "fontsize": 10, + "ha": 'center', + "va": 'center', + "rotation": 0, + "x_location": 'right', + "x_coordinates": None, + "y_coordinates": None, + "offset": 0 + } if plot_kwargs["delta_text_kwargs"] is None: delta_text_kwargs = default_delta_text_kwargs else: delta_text_kwargs = merge_two_dicts(default_delta_text_kwargs, plot_kwargs["delta_text_kwargs"]) # Summary bars kwargs. - default_summary_bars_kwargs = {"color": None, "alpha": 0.15} + default_summary_bars_kwargs = { + "span_ax": False, + "color": None, + "alpha": 0.15, + "zorder":-3 + } if plot_kwargs["summary_bars_kwargs"] is None: summary_bars_kwargs = default_summary_bars_kwargs else: summary_bars_kwargs = merge_two_dicts(default_summary_bars_kwargs, plot_kwargs["summary_bars_kwargs"]) # Swarm bars kwargs. - default_swarm_bars_kwargs = {"color": None, "alpha": 0.3} + default_swarm_bars_kwargs = { + "color": None, + "zorder":-3 + } if plot_kwargs["swarm_bars_kwargs"] is None: swarm_bars_kwargs = default_swarm_bars_kwargs else: swarm_bars_kwargs = merge_two_dicts(default_swarm_bars_kwargs, plot_kwargs["swarm_bars_kwargs"]) # Contrast bars kwargs. - default_contrast_bars_kwargs = {"color": None, "alpha": 0.3} + default_contrast_bars_kwargs = { + "color": None, + "zorder":-3 + } if plot_kwargs["contrast_bars_kwargs"] is None: contrast_bars_kwargs = default_contrast_bars_kwargs else: contrast_bars_kwargs = merge_two_dicts(default_contrast_bars_kwargs, plot_kwargs["contrast_bars_kwargs"]) - return (swarmplot_kwargs, barplot_kwargs, sankey_kwargs, violinplot_kwargs, slopegraph_kwargs, - reflines_kwargs, legend_kwargs, group_summary_kwargs, redraw_axes_kwargs, delta_dot_kwargs, - delta_text_kwargs, summary_bars_kwargs, swarm_bars_kwargs, contrast_bars_kwargs) + # Table axes for horizontal plot kwargs. + default_table_kwargs = { + 'show': True, + 'color' : 'yellow', + 'alpha' : 0.2, + 'fontsize' : 12, + 'text_color' : 'black', + 'text_units' : None, + 'control_marker' : '-', + 'fontsize_label': 12, + 'label': 'Δ' + } + if plot_kwargs["horizontal_table_kwargs"] is None: + table_kwargs = default_table_kwargs + else: + table_kwargs = merge_two_dicts(default_table_kwargs, plot_kwargs["horizontal_table_kwargs"]) + + # Gridkey kwargs. + default_gridkey_kwargs = { + 'show_es' : True, # If True, the gridkey will show the effect size of each comparison. + 'show_Ns' :True, # If True, the gridkey will show the number of observations in eachgroup. + 'merge_pairs' : False, # If True, the gridkey will merge the pairs of groups into a single cell. This is useful for when the groups are paired. + 'delimiters': [';', '>', '_'], # Delimiters to split the group names. + 'marker': "\u25CF", # Marker for the gridkey dots. + } + if plot_kwargs["gridkey_kwargs"] is None: + gridkey_kwargs = default_gridkey_kwargs + else: + gridkey_kwargs = merge_two_dicts(default_gridkey_kwargs, plot_kwargs["gridkey_kwargs"]) + + # Effect size marker kwargs + default_es_marker_kwargs = { + 'marker': 'o', + 'markersize': plot_kwargs['es_marker_size'], + 'color': ytick_color, + 'alpha': 1, + 'zorder': 2, + } + if plot_kwargs['es_marker_kwargs'] is None: + es_marker_kwargs = default_es_marker_kwargs + else: + es_marker_kwargs = merge_two_dicts(default_es_marker_kwargs, plot_kwargs['es_marker_kwargs']) + + # Effect size error bar kwargs + default_es_errorbar_kwargs = { + 'color': ytick_color, + 'lw': 2, + 'linestyle': '-', + 'alpha': 1, + 'zorder': 1, + } + if plot_kwargs['es_errorbar_kwargs'] is None: + es_errorbar_kwargs = default_es_errorbar_kwargs + else: + es_errorbar_kwargs = merge_two_dicts(default_es_errorbar_kwargs, plot_kwargs['es_errorbar_kwargs']) + + # Prop sample counts kwargs + default_prop_sample_counts_kwargs = { + 'color': 'k', + 'zorder': 5, + 'ha': 'center', + 'va': 'center' + } + if plot_kwargs['prop_sample_counts_kwargs'] is None: + prop_sample_counts_kwargs = default_prop_sample_counts_kwargs + else: + prop_sample_counts_kwargs = merge_two_dicts(default_prop_sample_counts_kwargs, plot_kwargs['prop_sample_counts_kwargs']) + + # RM Lines kwargs + default_es_paired_lines_kwargs = { + "linestyle": "-", + "linewidth": 2, + "zorder": -2, + "color": 'dimgray', + "alpha": 1 + } + if plot_kwargs["es_paired_lines_kwargs"] is None: + es_paired_lines_kwargs = default_es_paired_lines_kwargs + else: + es_paired_lines_kwargs = merge_two_dicts(default_es_paired_lines_kwargs, plot_kwargs["es_paired_lines_kwargs"]) -def get_color_palette(plot_kwargs, plot_data, xvar, show_pairs, idx, all_plot_groups): + # Return the kwargs. + return (swarmplot_kwargs, barplot_kwargs, sankey_kwargs, violinplot_kwargs, slopegraph_kwargs, + reflines_kwargs, legend_kwargs, group_summaries_kwargs, redraw_axes_kwargs, delta_dot_kwargs, + delta_text_kwargs, summary_bars_kwargs, swarm_bars_kwargs, contrast_bars_kwargs, table_kwargs, gridkey_kwargs, + es_marker_kwargs, es_errorbar_kwargs, prop_sample_counts_kwargs, es_paired_lines_kwargs) + + +def get_color_palette( + plot_kwargs: dict, + plot_data: pd.DataFrame, + xvar: str, + show_pairs: bool, + idx: list, + all_plot_groups: list, + delta2: bool, + ): + """ + Create the color palette to be used in the plotter function. + Parameters + ---------- + plot_kwargs : dict + Kwargs passed to the plot function. + plot_data : object (Dataframe) + A dataframe of plot data. + xvar : str + The name of the x-axis variable. + show_pairs : bool + A boolean flag to determine if the plot is for paired data. + idx : list + A list of tuples containing the group names. + all_plot_groups : list + A list of all the group names. + delta2 : bool + A boolean flag to determine if the plot will have a delta-delta effect size. + """ # Create color palette that will be shared across subplots. color_col = plot_kwargs["color_col"] if color_col is None: @@ -331,6 +519,7 @@ def get_color_palette(plot_kwargs, plot_data, xvar, show_pairs, idx, all_plot_gr bootstraps_color_by_group = False if show_pairs: bootstraps_color_by_group = False + # Handle the color palette. filled = True empty_circle = plot_kwargs["empty_circle"] @@ -367,9 +556,16 @@ def get_color_palette(plot_kwargs, plot_data, xvar, show_pairs, idx, all_plot_gr unsat_colors = [sns.color_palette("gray")[3]] + unsat_colors else: if isinstance(custom_pal, dict): - groups_in_palette = { - k: custom_pal[k] for k in all_plot_groups if k in color_groups - } + if delta2: + groups_in_palette = { + k: custom_pal[k] for k in color_groups + } + elif color_col is None: + groups_in_palette = { + k: custom_pal[k] for k in all_plot_groups if k in color_groups + } + else: + raise ValueError("The `custom_palette` dictionary is not supported when `color_col` is None.") names = groups_in_palette.keys() unsat_colors = groups_in_palette.values() @@ -416,8 +612,7 @@ def get_color_palette(plot_kwargs, plot_data, xvar, show_pairs, idx, all_plot_gr if color_by_subgroups: plot_palette_raw = dict() plot_palette_contrast = dict() - # plot_palette_bar set to None because currently there is no empty_circle toggle for proportion plots - plot_palette_bar = None + plot_palette_bar = None # plot_palette_bar set to None because currently there is no empty_circle toggle for proportion plots for i in range(len(idx)): for names_i in idx[i]: plot_palette_raw[names_i] = swarm_colors[i] @@ -429,40 +624,89 @@ def get_color_palette(plot_kwargs, plot_data, xvar, show_pairs, idx, all_plot_gr plot_palette_sankey = custom_pal - return (color_col, bootstraps_color_by_group, n_groups, filled, swarm_colors, plot_palette_raw, - bar_color, plot_palette_bar, plot_palette_contrast, plot_palette_sankey) + return (color_col, bootstraps_color_by_group, n_groups, filled, plot_palette_raw, bar_color, + plot_palette_bar, plot_palette_contrast, plot_palette_sankey) + +def initialize_fig( + plot_kwargs: dict, + dabest_obj: object, + show_delta2: bool, + show_mini_meta: bool, + is_paired: bool, + show_pairs: bool, + proportional: bool, + float_contrast: bool, + effect_size_type: str, + yvar: str, + horizontal: bool, + show_table: bool + ): + """ + Initialize the figure and axes for the plotter function. -def initialize_fig(plot_kwargs, dabest_obj, show_delta2, show_mini_meta, is_paired, show_pairs, proportional, - float_contrast): + Parameters + ---------- + plot_kwargs : dict + Kwargs passed to the plot function. + dabest_obj : object (EffectSizeDataFrame) + A `dabest` EffectSizeDataFrame object. + show_delta2 : bool + A boolean flag to determine if the plot will have a delta-delta effect size. + show_mini_meta : bool + A boolean flag to determine if the plot will have a mini-meta effect size. + is_paired : bool + A boolean flag to determine if the plot is for paired data. + show_pairs : bool + A boolean flag to determine if the plot will show the paired data. + proportional : bool + A boolean flag to determine if the plot is for proportional data. + float_contrast : bool + A boolean flag to determine if the plot is for floating contrast data. + effect_size_type : str + The type of effect size to be plotted. + yvar : str + The name of the y-axis variable. + horizontal : bool + A boolean flag to determine if the plot is for horizontal plotting. + show_table : dict + A boolean flag to determine if the table will be shown in horizontal plot. + """ # Params fig_size = plot_kwargs["fig_size"] face_color = plot_kwargs["face_color"] if plot_kwargs["face_color"] is None: face_color = "white" + # Create Figure and Axes if fig_size is None: all_groups_count = np.sum([len(i) for i in dabest_obj.idx]) - # Increase the width for delta-delta graph + # Increase the width (vertical layout) or height (horizontal layout) for delta-delta or mini-meta graph if show_delta2 or show_mini_meta: all_groups_count += 2 - if is_paired and show_pairs and proportional is False: - frac = 0.8 - else: - frac = 1 - if float_contrast: - height_inches = 4 - each_group_width_inches = 2.5 * frac + + if horizontal: + frac = 0.3 if is_paired or show_mini_meta else 0.5 + fig_size = (7, 1 + (frac * all_groups_count)) else: - height_inches = 6 - each_group_width_inches = 1.5 * frac + if is_paired and show_pairs and proportional is False: + frac = 0.8 + else: + frac = 1 + if float_contrast: + height_inches = 4 + each_group_width_inches = 2.5 * frac + else: + height_inches = 6 + each_group_width_inches = 1.5 * frac - width_inches = each_group_width_inches * all_groups_count - fig_size = (width_inches, height_inches) + width_inches = each_group_width_inches * all_groups_count + fig_size = (width_inches, height_inches) init_fig_kwargs = dict(figsize=fig_size, dpi=plot_kwargs["dpi"], tight_layout=True) - width_ratios_ga = [2.5, 1] - h_space_cummings = 0.3 if plot_kwargs["gridkey_rows"] == None else 0.1 ##### GRIDKEY WIP addition + width_ratios_ga = [2.5, 1] + h_space_cummings = (0.1 if plot_kwargs["gridkey_rows"] is not None + else 0.3) if plot_kwargs["ax"] is not None: # New in v0.2.6. @@ -474,69 +718,215 @@ def initialize_fig(plot_kwargs, dabest_obj, show_delta2, show_mini_meta, is_pair fig = rawdata_axes.get_figure() fig.patch.set_facecolor(face_color) - if float_contrast: - axins = rawdata_axes.inset_axes( - [1, 0, width_ratios_ga[1] / width_ratios_ga[0], 1] - ) - rawdata_axes.set_position( # [l, b, w, h] - [ - ax_position.x0, - ax_position.y0, - (ax_position.x1 - ax_position.x0) - * (width_ratios_ga[0] / sum(width_ratios_ga)), - (ax_position.y1 - ax_position.y0), - ] - ) + if horizontal: + plot_width_ratios = [1, 0.7, 0.3] + contrast_wspace = 0.05 + contrast_axes = rawdata_axes.inset_axes( + [1+contrast_wspace, 0, (plot_width_ratios[1]/plot_width_ratios[0]), 1] + ) + if show_table: + table_axes = rawdata_axes.inset_axes( + [1+contrast_wspace+(plot_width_ratios[1]/plot_width_ratios[0]), 0, (plot_width_ratios[2]/plot_width_ratios[0]), 1] + ) + else: + table_axes = None - contrast_axes = axins - else: - axins = rawdata_axes.inset_axes([0, -1 - h_space_cummings, 1, 1]) - plot_height = (ax_position.y1 - ax_position.y0) / (2 + h_space_cummings) rawdata_axes.set_position( - [ - ax_position.x0, - ax_position.y0 + (1 + h_space_cummings) * plot_height, - (ax_position.x1 - ax_position.x0), - plot_height, - ] - ) - - contrast_axes = axins - rawdata_axes.contrast_axes = axins + [ax_position.x0, + ax_position.y0, + (ax_position.x1 - ax_position.x0) * (plot_width_ratios[0] / sum(plot_width_ratios)), + (ax_position.y1 - ax_position.y0)] + ) + rawdata_axes.contrast_axes = contrast_axes + rawdata_axes.table_axes = table_axes + + else: + if float_contrast: + axins = rawdata_axes.inset_axes( + [1, 0, width_ratios_ga[1] / width_ratios_ga[0], 1] + ) + rawdata_axes.set_position( # [l, b, w, h] + [ + ax_position.x0, + ax_position.y0, + (ax_position.x1 - ax_position.x0) + * (width_ratios_ga[0] / sum(width_ratios_ga)), + (ax_position.y1 - ax_position.y0), + ] + ) + + contrast_axes = axins + else: + axins = rawdata_axes.inset_axes([0, -1 - h_space_cummings, 1, 1]) + plot_height = (ax_position.y1 - ax_position.y0) / (2 + h_space_cummings) + rawdata_axes.set_position( + [ + ax_position.x0, + ax_position.y0 + (1 + h_space_cummings) * plot_height, + (ax_position.x1 - ax_position.x0), + plot_height, + ] + ) + + # Set axes + contrast_axes = axins + rawdata_axes.contrast_axes = axins + table_axes = None else: # Here, we hardcode some figure parameters. - if float_contrast: - fig, axx = plt.subplots( - ncols=2, - gridspec_kw={"width_ratios": width_ratios_ga, "wspace": 0}, - **init_fig_kwargs - ) - fig.patch.set_facecolor(face_color) - + if horizontal: + if show_table: + fig, axx = plt.subplots( + ncols=3, gridspec_kw={'width_ratios' : [1,0.7,0.3], 'wspace' : 0.05}, **init_fig_kwargs + ) + else: + fig, axx = plt.subplots( + ncols=2, gridspec_kw={'width_ratios' : [1,0.7], 'wspace' : 0.05}, **init_fig_kwargs + ) else: - fig, axx = plt.subplots( - nrows=2, gridspec_kw={"hspace": h_space_cummings}, **init_fig_kwargs - ) - fig.patch.set_facecolor(face_color) + if float_contrast: + fig, axx = plt.subplots( + ncols=2, + gridspec_kw={"width_ratios": width_ratios_ga, "wspace": 0}, + **init_fig_kwargs + ) + else: + fig, axx = plt.subplots( + nrows=2, gridspec_kw={"hspace": h_space_cummings}, **init_fig_kwargs + ) + fig.patch.set_facecolor(face_color) # Title title = plot_kwargs["title"] fontsize_title = plot_kwargs["fontsize_title"] if title is not None: fig.suptitle(title, fontsize=fontsize_title) + + # Set axes rawdata_axes = axx[0] contrast_axes = axx[1] + table_axes = axx[2] if horizontal and show_table else None + rawdata_axes.set_frame_on(False) contrast_axes.set_frame_on(False) - + if horizontal and show_table: + table_axes.set_frame_on(False) + + # Swarmplot ylim (Vertical) or xlim (Horizontal) swarm_ylim = plot_kwargs["swarm_ylim"] if swarm_ylim is not None: - rawdata_axes.set_ylim(swarm_ylim) + if not isinstance(swarm_ylim, list) and not isinstance(swarm_ylim, tuple) or len(swarm_ylim) != 2: + raise ValueError("`swarm_ylim` must be a tuple/list of the lower and upper bound.") + if horizontal: + rawdata_axes.set_xlim(swarm_ylim) + else: + rawdata_axes.set_ylim(swarm_ylim) + + # Contrastplot ylim (Vertical) or xlim (Horizontal) + if horizontal or not float_contrast: + contrast_ylim, delta2_ylim = plot_kwargs["contrast_ylim"], plot_kwargs["delta2_ylim"] + if contrast_ylim is not None or (delta2_ylim is not None and show_delta2): + if contrast_ylim is not None: + if delta2_ylim is not None and show_delta2: + if contrast_ylim != delta2_ylim: + raise ValueError("Please check if `contrast_ylim` and `delta2_ylim` are assigned with same values.") + else: + contrast_ylim = delta2_ylim + + if not isinstance(contrast_ylim, list) and not isinstance(contrast_ylim, tuple) or len(contrast_ylim) != 2: + raise ValueError("`contrast_ylim` must be a tuple/list of the lower and upper bound.") + + if effect_size_type == "cliffs_delta": + # Ensure the ylims for a cliffs_delta plot never exceed [-1, 1]. + l = contrast_ylim[0] + h = contrast_ylim[1] + low = -1 if l < -1 else l + high = 1 if h > 1 else h + if horizontal: + contrast_axes.set_xlim(low, high) + else: + contrast_axes.set_ylim(low, high) + else: + if horizontal: + contrast_axes.set_xlim(contrast_ylim) + else: + contrast_axes.set_ylim(contrast_ylim) - return fig, rawdata_axes, contrast_axes, swarm_ylim + # Set raw axes y-label. + swarm_label, bar_label = plot_kwargs["swarm_label"], plot_kwargs["bar_label"] + if swarm_label is None: + swarm_label = yvar if yvar is not None else "value" + if bar_label is None: + bar_label = "proportion of success" if effect_size_type != "cohens_h" else "value" + + fontsize_rawylabel = plot_kwargs["fontsize_rawylabel"] + rawdata_label = bar_label if proportional else swarm_label + if horizontal: + rawdata_axes.set_xlabel(rawdata_label, fontsize=fontsize_rawylabel) + rawdata_axes.set_ylabel("") + else: + rawdata_axes.set_ylabel(rawdata_label, fontsize=fontsize_rawylabel) + rawdata_axes.set_xlabel("") + + # Set contrast axes y-label. + contrast_label_dict = { + "mean_diff": "mean difference", + "median_diff": "median difference", + "cohens_d": "Cohen's d", + "hedges_g": "Hedges' g", + "cliffs_delta": "Cliff's delta", + "cohens_h": "Cohen's h", + "delta_g": "mean difference", + } -def get_plot_groups(is_paired, idx, proportional, all_plot_groups): + if proportional and effect_size_type != "cohens_h": + default_contrast_label = "proportion difference" + elif effect_size_type == "delta_g": + default_contrast_label = "Hedges' g" + else: + default_contrast_label = contrast_label_dict[effect_size_type] + + if plot_kwargs["contrast_label"] is None: + if is_paired: + contrast_label = "paired\n{}".format(default_contrast_label) + else: + contrast_label = default_contrast_label + contrast_label = contrast_label.capitalize() + else: + contrast_label = plot_kwargs["contrast_label"] + + fontsize_contrastylabel = plot_kwargs["fontsize_contrastylabel"] + + if horizontal: + contrast_axes.set_xlabel(contrast_label, fontsize=fontsize_contrastylabel) + else: + contrast_axes.set_ylabel(contrast_label, fontsize=fontsize_contrastylabel) + if float_contrast: + contrast_axes.yaxis.set_label_position("right") + + return fig, rawdata_axes, contrast_axes, table_axes + +def get_plot_groups( + is_paired: bool, + idx: list, + proportional: bool, + all_plot_groups: list + ): + """ + Extract the plot groups from the `idx` object for use in the plotter function. + + Parameters + ---------- + is_paired : bool + A boolean flag to determine if the plot is for paired data. + idx : list + A list of tuples containing the group names. + proportional : bool + A boolean flag to determine if the plot is for proportional data. + all_plot_groups : list + A list of all the group names. + """ if is_paired == "baseline": idx_pairs = [ @@ -558,7 +948,37 @@ def get_plot_groups(is_paired, idx, proportional, all_plot_groups): return temp_idx, temp_all_plot_groups -def add_counts_to_ticks(plot_data, xvar, yvar, rawdata_axes, plot_kwargs): +def add_counts_to_ticks( + plot_data: pd.DataFrame, + xvar: str, + yvar: str, + rawdata_axes: axes.Axes, + plot_kwargs: dict, + flow: bool, + horizontal: bool + ): + """ + + Add the counts to the raw data axes labels. + + Parameters + ---------- + plot_data : object (Dataframe) + A dataframe of plot data. + xvar : str + The name of the x-axis variable. + yvar : str + The name of the y-axis variable. + rawdata_axes : object (Axes) + The raw data axes. + plot_kwargs : dict + Kwargs passed to the plot function. + flow : bool + Whether sankey flow is enabled or not. + horizontal : bool + A boolean flag to determine if the plot is for horizontal plotting. + """ + # Add the counts to the rawdata axes xticks. counts = plot_data.groupby(xvar, observed=False).count()[yvar] @@ -574,23 +994,61 @@ def lookup_value(text): pass print(f"Key '{text}' not found in counts.") return "N/A" - + ticks_with_counts = [] - for xticklab in rawdata_axes.get_xticklabels(): - t = xticklab.get_text() - te = t.split('\n')[-1] # Get the last line of the label + if horizontal: + get_label, get_ticks = rawdata_axes.get_yticklabels, rawdata_axes.get_yticks + set_label, set_major_loc_method= rawdata_axes.set_yticklabels, rawdata_axes.yaxis.set_major_locator + else: + get_label, get_ticks = rawdata_axes.get_xticklabels, rawdata_axes.get_xticks + set_label, set_major_loc_method = rawdata_axes.set_xticklabels, rawdata_axes.xaxis.set_major_locator + + for ticklab in get_label(): + t = ticklab.get_text() + + if horizontal and not flow: + te = t.split('v.s. ')[-1] # Get the last line of the label + else: + te = t.split('\n')[-1] # Get the last line of the label + value = lookup_value(te) - ticks_with_counts.append(f"{t}\nN = {value}") + if horizontal: + ticks_with_counts.append(f"{t} (N={value})") + else: + ticks_with_counts.append(f"{t}\n(N={value})") fontsize_rawxlabel = plot_kwargs.get("fontsize_rawxlabel") - rawdata_axes.set_xticklabels(ticks_with_counts, fontsize=fontsize_rawxlabel) + set_label(ticks_with_counts, fontsize=fontsize_rawxlabel) # Ensure ticks are at the correct locations - rawdata_axes.xaxis.set_major_locator(plt.FixedLocator(rawdata_axes.get_xticks())) - - -def extract_contrast_plotting_ticks(is_paired, show_pairs, two_col_sankey, plot_groups, idx, sankey_control_group): + set_major_loc_method(plt.FixedLocator(get_ticks())) + +def extract_contrast_plotting_ticks( + is_paired: bool, + show_pairs: bool, + two_col_sankey: bool, + plot_groups: list, + idx: list, + sankey_control_group: list + ): + """ + Extract the contrast plotting ticks from the `idx` object for use in the plotter function. + Parameters + ---------- + is_paired : bool + A boolean flag to determine if the plot is for paired data. + show_pairs : bool + A boolean flag to determine if the plot will show the paired data. + two_col_sankey : bool + A boolean flag to determine if the plot will show a two-column sankey diagram. + plot_groups : list + A list of the plot groups. + idx : list + A list of tuples containing the group names. + sankey_control_group : list + A list of the control group names. + """ # Take note of where the `control` groups are. ticks_to_skip_contrast = None ticks_to_start_twocol_sankey = None @@ -602,8 +1060,7 @@ def extract_contrast_plotting_ticks(is_paired, show_pairs, two_col_sankey, plot_ ticks_to_start_twocol_sankey.pop() ticks_to_start_twocol_sankey.insert(0, 0) else: - # ticks_to_skip = np.arange(0, len(temp_all_plot_groups), 2).tolist() - # ticks_to_plot = np.arange(1, len(temp_all_plot_groups), 2).tolist() + ticks_to_skip = np.cumsum([len(t) for t in idx])[:-1].tolist() ticks_to_skip.insert(0, 0) # Then obtain the ticks where we have to plot the effect sizes. @@ -635,46 +1092,147 @@ def extract_contrast_plotting_ticks(is_paired, show_pairs, two_col_sankey, plot_ return ticks_to_skip, ticks_to_plot, ticks_for_baseline_ec, ticks_to_skip_contrast, ticks_to_start_twocol_sankey -def set_xaxis_ticks_and_lims(show_delta2, show_mini_meta, rawdata_axes, contrast_axes, show_pairs, float_contrast, - ticks_to_skip, contrast_xtick_labels, plot_kwargs): +def set_xaxis_ticks_and_lims( + show_delta2: bool, + show_mini_meta: bool, + rawdata_axes: axes.Axes, + contrast_axes: axes.Axes, + show_pairs: bool, + float_contrast: bool, + ticks_to_skip: list, + contrast_xtick_labels: list, + plot_kwargs: dict, + proportional: bool, + horizontal: bool): + """ + Set the x-axis/yaxis ticks and limits for the plotter function. - if show_delta2 is False and show_mini_meta is False: - contrast_axes.set_xticks(rawdata_axes.get_xticks()) - else: - temp = rawdata_axes.get_xticks() - temp = np.append(temp, [max(temp) + 1, max(temp) + 2]) - contrast_axes.set_xticks(temp) + Parameters + ---------- + show_delta2 : bool + A boolean flag to determine if the plot will have a delta-delta effect size. + show_mini_meta : bool + A boolean flag to determine if the plot will have a mini-meta effect size. + rawdata_axes : object (Axes) + The raw data axes. + contrast_axes : object (Axes) + The contrast axes. + show_pairs : bool + A boolean flag to determine if the plot will show the paired data. + float_contrast : bool + A boolean flag to determine if the plot is a GA or Cumming design. + ticks_to_skip : list + A list of ticks to skip. + contrast_xtick_labels : list + A list of contrast xtick labels. + plot_kwargs : dict + Kwargs passed to the plot function. + proportional: bool + A boolean flag to determine if the plot is a proportional plot. + horizontal : bool + A boolean flag to determine if the plot is for horizontal plotting. + """ - if show_pairs: - max_x = contrast_axes.get_xlim()[1] - rawdata_axes.set_xlim(-0.375, max_x) - - if float_contrast: - contrast_axes.set_xlim(0.5, 1.5) - elif show_delta2 or show_mini_meta: - # Increase the xlim of raw data by 2 - temp = rawdata_axes.get_xlim() + if horizontal: + # Ticks + if show_delta2 is False and show_mini_meta is False: + contrast_axes.set_yticks(rawdata_axes.get_yticks()) + else: + temp = rawdata_axes.get_yticks() + temp = np.append(temp, [max(temp) + 0, max(temp) + 1]) + contrast_axes.set_yticks(temp) + + # Lims if show_pairs: - rawdata_axes.set_xlim(temp[0], temp[1] + 0.25) + max_x = contrast_axes.get_ylim()[1] + rawdata_axes.set_ylim(-0.375, max_x) + + if proportional: + rawdata_axes.set_ylim(-0.375, max_x+0.1) + + if show_delta2 or show_mini_meta: + # Increase the ylim of raw data by 2 + temp = rawdata_axes.get_ylim() + if show_pairs: + rawdata_axes.set_ylim(temp[0], temp[1] + 0.00) + else: + rawdata_axes.set_ylim(temp[0], temp[1] + 1) + contrast_axes.set_ylim(rawdata_axes.get_ylim()) else: - rawdata_axes.set_xlim(temp[0], temp[1] + 2) - contrast_axes.set_xlim(rawdata_axes.get_xlim()) + contrast_axes.set_ylim(rawdata_axes.get_ylim()) + # Vertical else: - contrast_axes.set_xlim(rawdata_axes.get_xlim()) + # Ticks + if show_delta2 is False and show_mini_meta is False: + contrast_axes.set_xticks(rawdata_axes.get_xticks()) + else: + temp = rawdata_axes.get_xticks() + temp = np.append(temp, [max(temp) + 1, max(temp) + 2]) + contrast_axes.set_xticks(temp) - # Properly label the contrast ticks. - for t in ticks_to_skip: - contrast_xtick_labels.insert(t, "") + # Lims + if show_pairs: + max_x = contrast_axes.get_xlim()[1] + rawdata_axes.set_xlim(-0.375, max_x) + + if float_contrast: + contrast_axes.set_xlim(0.5, 1.5) + elif show_delta2 or show_mini_meta: + # Increase the xlim of raw data by 2 + temp = rawdata_axes.get_xlim() + if show_pairs: + rawdata_axes.set_xlim(temp[0], temp[1] + 0.5) + else: + rawdata_axes.set_xlim(temp[0], temp[1] + 2) + contrast_axes.set_xlim(rawdata_axes.get_xlim()) + else: + contrast_axes.set_xlim(rawdata_axes.get_xlim()) - if plot_kwargs["fontsize_contrastxlabel"] is not None: - fontsize_contrastxlabel = plot_kwargs["fontsize_contrastxlabel"] + # Properly label the contrast ticks. + for t in ticks_to_skip: + contrast_xtick_labels.insert(t, "") - contrast_axes.set_xticklabels( - contrast_xtick_labels, fontsize=fontsize_contrastxlabel - ) + contrast_axes.set_xticklabels( + contrast_xtick_labels, fontsize=plot_kwargs["fontsize_contrastxlabel"] + ) -def show_legend(legend_labels, legend_handles, rawdata_axes, contrast_axes, float_contrast, show_pairs, legend_kwargs): +def show_legend( + legend_labels: list, + legend_handles: list, + rawdata_axes: axes.Axes, + contrast_axes: axes.Axes, + table_axes: axes.Axes, + float_contrast: bool, + show_pairs: bool, + horizontal: bool, + legend_kwargs: dict, + table_kwargs: dict + ): + """ + Show the legend for the plotter function. + + Parameters + ---------- + legend_labels : list + A list of legend labels. + legend_handles : list + A list of legend handles. + rawdata_axes : object (Axes) + The raw data axes. + contrast_axes : object (Axes) + The contrast axes. + table_axes : object (Axes) + The table axes. + float_contrast : bool + A boolean flag to determine if the plot is GA or Cumming format. + show_pairs : bool + A boolean flag to determine if the plot will show the paired data. + horizontal : bool + A boolean flag to determine if the plot is for horizontal plotting. + legend_kwargs : dict + Kwargs passed to the legend function. + """ legend_labels_unique = np.unique(legend_labels) unique_idx = np.unique(legend_labels, return_index=True)[1] @@ -682,36 +1240,98 @@ def show_legend(legend_labels, legend_handles, rawdata_axes, contrast_axes, floa pd.Series(legend_handles, dtype="object").loc[unique_idx] ).tolist() - if len(legend_handles_unique) > 0: - if float_contrast: - axes_with_legend = contrast_axes - if show_pairs: - bta = (2.00, 1.02) - else: - bta = (1.5, 1.02) + # Location of the legend + if "bbox_to_anchor" not in legend_kwargs.keys(): + if horizontal: + bta = (1,1) else: - axes_with_legend = rawdata_axes - if show_pairs: - bta = (1.02, 1.0) + if float_contrast: + bta = (2.00, 1.02) if show_pairs else (1.5, 1.02) else: - bta = (1.0, 1.0) + bta = (1.02, 1.0) if show_pairs else (1.0, 1.0) + legend_kwargs.update({'bbox_to_anchor': bta}) + + # Pick the ax to plot + if horizontal: + if table_kwargs['show']: + axes_with_legend = table_axes + else: + axes_with_legend = contrast_axes + elif float_contrast: + axes_with_legend = contrast_axes + else: + axes_with_legend = rawdata_axes + + # Plot the legend + if len(legend_handles_unique) > 0: leg = axes_with_legend.legend( - legend_handles_unique, - legend_labels_unique, - bbox_to_anchor=bta, - **legend_kwargs + legend_handles_unique, + legend_labels_unique, + handlelength=0.5, + **legend_kwargs ) if show_pairs: for line in leg.get_lines(): line.set_linewidth(3.0) -def Gardner_Altman_Plot_Aesthetic_Adjustments(effect_size_type, plot_data, xvar, yvar, current_control, current_group, - rawdata_axes, contrast_axes, results, current_effsize, is_paired, one_sankey, - reflines_kwargs, redraw_axes_kwargs, swarm_ylim, og_xlim_raw, og_ylim_raw): +def Gardner_Altman_Plot_Aesthetic_Adjustments( + effect_size_type: str, + plot_data: pd.DataFrame, + xvar: str, + yvar: str, + current_control: str, + current_group: str, + rawdata_axes: axes.Axes, + contrast_axes: axes.Axes, + results: pd.DataFrame, + current_effsize: float, + is_paired: bool, + one_sankey: bool, + reflines_kwargs: dict, + redraw_axes_kwargs: dict + ): + """ + Aesthetic adjustments for the Gardner-Altman plot. + + Parameters + ---------- + effect_size_type : str + The type of effect size. + plot_data : object (Dataframe) + A dataframe of plot data. + xvar : str + The name of the x-axis variable. + yvar : str + The name of the y-axis variable. + current_control : str + The name of the current control group. + current_group : str + The name of the current test group. + rawdata_axes : object (Axes) + The raw data axes. + contrast_axes : object (Axes) + The contrast axes. + results : object (DataFrame) + A dataframe of the results. + current_effsize : float + The current effect size. + is_paired : bool + A boolean flag to determine if the plot is for paired data. + one_sankey : bool + A boolean flag to determine if the plot is for a single sankey diagram. + reflines_kwargs : dict + Kwargs passed to the reference lines. + redraw_axes_kwargs : dict + Kwargs passed to the redraw axes. + """ from ._stats_tools.effsize import ( _compute_standardizers, _compute_hedges_correction_factor, ) + + og_ylim_raw = rawdata_axes.get_ylim() + og_xlim_raw = rawdata_axes.get_xlim() + # Normalize ylims and despine the floating contrast axes. # Check that the effect size is within the swarm ylims. if effect_size_type in ["mean_diff", "cohens_d", "hedges_g", "cohens_h"]: @@ -731,9 +1351,6 @@ def Gardner_Altman_Plot_Aesthetic_Adjustments(effect_size_type, plot_data, xvar, plot_data.groupby(xvar, observed=False).median(numeric_only=True).loc[current_group, yvar] ) - if swarm_ylim is None: - swarm_ylim = rawdata_axes.get_ylim() - _, contrast_xlim_max = contrast_axes.get_xlim() difference = float(results.difference[0]) @@ -758,10 +1375,8 @@ def Gardner_Altman_Plot_Aesthetic_Adjustments(effect_size_type, plot_data, xvar, contrast_axes.set_xlim(contrast_xlim_max - 1, contrast_xlim_max) elif effect_size_type in ["cohens_d", "hedges_g", "cohens_h"]: - if is_paired: - which_std = 1 - else: - which_std = 0 + + which_std = 1 if is_paired else 0 ############################ Unused line of code temp_control = np.array(plot_data[plot_data[xvar] == current_control][yvar]) temp_test = np.array(plot_data[plot_data[xvar] == current_group][yvar]) @@ -863,250 +1478,348 @@ def Gardner_Altman_Plot_Aesthetic_Adjustments(effect_size_type, plot_data, xvar, ) -def Cumming_Plot_Aesthetic_Adjustments(plot_kwargs, show_delta2, effect_size_type, contrast_axes, reflines_kwargs, - is_paired, show_pairs, two_col_sankey, idx, ticks_to_start_twocol_sankey, - proportional, ticks_to_skip, temp_idx, rawdata_axes, redraw_axes_kwargs, - ticks_to_skip_contrast): - # Set custom contrast_ylim, if it was specified. - if plot_kwargs["contrast_ylim"] is not None or ( - plot_kwargs["delta2_ylim"] is not None and show_delta2 +def Cumming_Plot_Aesthetic_Adjustments( + contrast_axes: axes.Axes, + reflines_kwargs: dict, + is_paired: bool, + show_pairs: bool, + two_col_sankey: bool, + idx: list, + ticks_to_start_twocol_sankey: list, + proportional: bool, + ticks_to_skip: list, + temp_idx: list, + rawdata_axes: axes.Axes, + redraw_axes_kwargs: dict, + ticks_to_skip_contrast: list, + show_delta2: bool, + show_mini_meta: bool, + horizontal: bool, + skip_redraw_lines: bool ): - if plot_kwargs["contrast_ylim"] is not None: - custom_contrast_ylim = plot_kwargs["contrast_ylim"] - if plot_kwargs["delta2_ylim"] is not None and show_delta2: - custom_delta2_ylim = plot_kwargs["delta2_ylim"] - if custom_contrast_ylim != custom_delta2_ylim: - err1 = "Please check if `contrast_ylim` and `delta2_ylim` are assigned" - err2 = "with same values." - raise ValueError(err1 + err2) - else: - custom_delta2_ylim = plot_kwargs["delta2_ylim"] - custom_contrast_ylim = custom_delta2_ylim - - if len(custom_contrast_ylim) != 2: - err1 = "Please check `contrast_ylim` consists of " - err2 = "exactly two numbers." - raise ValueError(err1 + err2) - - if effect_size_type == "cliffs_delta": - # Ensure the ylims for a cliffs_delta plot never exceed [-1, 1]. - l = plot_kwargs["contrast_ylim"][0] - h = plot_kwargs["contrast_ylim"][1] - low = -1 if l < -1 else l - high = 1 if h > 1 else h - contrast_axes.set_ylim(low, high) - else: - contrast_axes.set_ylim(custom_contrast_ylim) - + + """ + Aesthetic adjustments for the Cumming plot. + + Parameters + ---------- + contrast_axes : object (Axes) + The contrast axes. + reflines_kwargs : dict + Kwargs passed to the reference lines. + is_paired : bool + A boolean flag to determine if the plot is for paired data. + show_pairs : bool + A boolean flag to determine if the plot will show the paired data. + two_col_sankey : bool + A boolean flag to determine if the plot will show a two-column sankey diagram. + idx : list + A list of tuples containing the group names. + ticks_to_start_twocol_sankey : list + TBC. + proportional : bool + A boolean flag to determine if the plot is for proportional data. + ticks_to_skip : list + A list of ticks to skip. + temp_idx : list + A list of tuples containing the group names. + rawdata_axes : object (Axes) + The raw data axes. + redraw_axes_kwargs : dict + Kwargs passed to the redraw axes. + ticks_to_skip_contrast : list + A list of ticks to skip. + show_delta2 : bool + A boolean flag to determine if the plot will have a delta-delta effect size. + show_mini_meta : bool + A boolean flag to determine if the plot will have a mini-meta effect size. + horizontal : bool + A boolean flag to determine if the plot is for horizontal plotting. + skip_redraw_lines : bool + A boolean flag to skip adding spines back if True (for gridkey purposes). + """ - # If 0 lies within the ylim of the contrast axes, - # draw a zero reference line. - contrast_axes_ylim = contrast_axes.get_ylim() - if contrast_axes_ylim[0] < contrast_axes_ylim[1]: - contrast_ylim_low, contrast_ylim_high = contrast_axes_ylim + # If 0 lies within the ylim of the contrast axes, draw a zero reference line. + if horizontal: + contrast_axes_lim = contrast_axes.get_xlim() + method = contrast_axes.axvline else: - contrast_ylim_high, contrast_ylim_low = contrast_axes_ylim - if contrast_ylim_low < 0 < contrast_ylim_high: - contrast_axes.axhline(y=0, **reflines_kwargs) - - if is_paired == "baseline" and show_pairs: - if two_col_sankey: - rightend_ticks_raw = np.array([len(i) - 2 for i in idx]) + np.array( - ticks_to_start_twocol_sankey - ) - elif proportional and is_paired is not None: - rightend_ticks_raw = np.array([len(i) - 1 for i in idx]) + np.array( - ticks_to_skip - ) - else: - rightend_ticks_raw = np.array( - [len(i) - 1 for i in temp_idx] - ) + np.array(ticks_to_skip) - for ax in [rawdata_axes]: - sns.despine(ax=ax, bottom=True) - - ylim = ax.get_ylim() - xlim = ax.get_xlim() - redraw_axes_kwargs["y"] = ylim[0] - - if two_col_sankey: - for k, start_tick in enumerate(ticks_to_start_twocol_sankey): - end_tick = rightend_ticks_raw[k] - ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs) - else: - for k, start_tick in enumerate(ticks_to_skip): - end_tick = rightend_ticks_raw[k] - ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs) - ax.set_ylim(ylim) - del redraw_axes_kwargs["y"] - - if not proportional: - temp_length = [(len(i) - 1) for i in idx] - else: - temp_length = [(len(i) - 1) * 2 - 1 for i in idx] - if two_col_sankey: - rightend_ticks_contrast = np.array( - [len(i) - 2 for i in idx] - ) + np.array(ticks_to_start_twocol_sankey) - elif proportional and is_paired is not None: - rightend_ticks_contrast = np.array( - [len(i) - 1 for i in idx] - ) + np.array(ticks_to_skip) - else: - rightend_ticks_contrast = np.array(temp_length) + np.array( - ticks_to_skip_contrast - ) - for ax in [contrast_axes]: - sns.despine(ax=ax, bottom=True) - - ylim = ax.get_ylim() - xlim = ax.get_xlim() - redraw_axes_kwargs["y"] = ylim[0] - - if two_col_sankey: - for k, start_tick in enumerate(ticks_to_start_twocol_sankey): - end_tick = rightend_ticks_contrast[k] - ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs) - else: - for k, start_tick in enumerate(ticks_to_skip_contrast): - end_tick = rightend_ticks_contrast[k] - ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs) + contrast_axes_lim = contrast_axes.get_ylim() + method = contrast_axes.axhline - ax.set_ylim(ylim) - del redraw_axes_kwargs["y"] + if contrast_axes_lim[0] < contrast_axes_lim[1]: + contrast_lim_low, contrast_lim_high = contrast_axes_lim else: - # Compute the end of each x-axes line. - if two_col_sankey: - rightend_ticks = np.array([len(i) - 2 for i in idx]) + np.array( - ticks_to_start_twocol_sankey - ) - else: - rightend_ticks = np.array([len(i) - 1 for i in idx]) + np.array( - ticks_to_skip - ) - - for ax in [rawdata_axes, contrast_axes]: - sns.despine(ax=ax, bottom=True) + contrast_lim_high, contrast_lim_low = contrast_axes_lim - ylim = ax.get_ylim() - xlim = ax.get_xlim() - redraw_axes_kwargs["y"] = ylim[0] + if contrast_lim_low < 0 < contrast_lim_high: + method(0, **reflines_kwargs) + # Add axes spine lines to link the relevant groups in the plot. (re-add as we removed spines) + if not skip_redraw_lines: + if horizontal: if two_col_sankey: - for k, start_tick in enumerate(ticks_to_start_twocol_sankey): - end_tick = rightend_ticks[k] - ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs) + rightend_ticks = np.array([len(i) - 2 for i in idx]) + np.array(ticks_to_start_twocol_sankey) + starting_ticks = ticks_to_start_twocol_sankey.copy() else: - for k, start_tick in enumerate(ticks_to_skip): + if is_paired == "baseline" and show_pairs: + if proportional and is_paired is not None: + rightend_ticks = np.array([len(i) - 1 for i in idx]) + np.array(ticks_to_skip) + else: + rightend_ticks = np.array([len(i) - 1 for i in temp_idx]) + np.array(ticks_to_skip) + else: + rightend_ticks = np.array([len(i) - 1 for i in idx]) + np.array(ticks_to_skip) + starting_ticks = ticks_to_skip.copy() + + for ax in [rawdata_axes]: + sns.despine(ax=ax, left=True) + xlim, ylim = ax.get_xlim(), ax.get_ylim() + redraw_axes_kwargs["x"] = xlim[0] + for k, start_tick in enumerate(starting_ticks): end_tick = rightend_ticks[k] - ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs) - - ax.set_ylim(ylim) - del redraw_axes_kwargs["y"] - -def General_Plot_Aesthetic_Adjustments(show_delta2, show_mini_meta, contrast_axes, redraw_axes_kwargs, plot_kwargs, - yvar, effect_size_type, proportional, effectsize_df, is_paired, float_contrast, - rawdata_axes, og_ylim_raw, effect_size): - - if show_delta2 or show_mini_meta: + ax.vlines( + ymin=start_tick, + ymax=end_tick, + **redraw_axes_kwargs + ) + ax.set_xlim(xlim) + ax.set_ylim(ylim) + del redraw_axes_kwargs["x"] + + # Remove y ticks and labels from the contrast axes. + sns.despine(ax=contrast_axes, left=True) + contrast_axes.set_yticks([]) + contrast_axes.set_yticklabels([]) + + else: # Add spine lines to link the relevant groups in the plot. (re-add as we removed spines) - Vertical plots + if two_col_sankey: + rightend_ticks_raw = rightend_ticks_contrast = np.array([len(i) - 2 for i in idx]) + np.array(ticks_to_start_twocol_sankey) + starting_ticks_raw = starting_ticks_contrast = ticks_to_start_twocol_sankey + else: + if is_paired == "baseline" and show_pairs: + if proportional and is_paired is not None: + rightend_ticks_raw = rightend_ticks_contrast = np.array([len(i) - 1 for i in idx]) + np.array(ticks_to_skip) + else: + rightend_ticks_raw = np.array([len(i) - 1 for i in temp_idx]) + np.array(ticks_to_skip) + temp_length = [(len(i) - 1) * 2 - 1 for i in idx] if proportional else [(len(i) - 1) for i in idx] + rightend_ticks_contrast = np.array(temp_length) + np.array(ticks_to_skip_contrast) + starting_ticks_raw, starting_ticks_contrast = ticks_to_skip, ticks_to_skip_contrast + else: + rightend_ticks_raw = rightend_ticks_contrast = np.array([len(i) - 1 for i in idx]) + np.array(ticks_to_skip) + starting_ticks_raw = starting_ticks_contrast = ticks_to_skip + + for ax, starting_ticks_current, rightend_ticks_current in zip( + [rawdata_axes, contrast_axes], + [starting_ticks_raw, starting_ticks_contrast], + [rightend_ticks_raw, rightend_ticks_contrast], + ): + sns.despine(ax=ax, bottom=True) + xlim, ylim = ax.get_xlim(), ax.get_ylim() + redraw_axes_kwargs["y"] = ylim[0] + for k, start_tick in enumerate(starting_ticks_current): + end_tick = rightend_ticks_current[k] + ax.hlines( + xmin=start_tick, + xmax=end_tick, + **redraw_axes_kwargs + ) + ax.set_xlim(xlim) + ax.set_ylim(ylim) + del redraw_axes_kwargs["y"] + + # Add x-spine line for delta2/mini meta. + if (show_delta2 or show_mini_meta) and not horizontal and not skip_redraw_lines: ylim = contrast_axes.get_ylim() redraw_axes_kwargs["y"] = ylim[0] x_ticks = contrast_axes.get_xticks() contrast_axes.hlines(xmin=x_ticks[-2], xmax=x_ticks[-1], **redraw_axes_kwargs) del redraw_axes_kwargs["y"] - # Set raw axes y-label. - swarm_label = plot_kwargs["swarm_label"] - if swarm_label is None and yvar is None: - swarm_label = "value" - elif swarm_label is None and yvar is not None: - swarm_label = yvar - - bar_label = plot_kwargs["bar_label"] - if bar_label is None and effect_size_type != "cohens_h": - bar_label = "proportion of success" - elif bar_label is None and effect_size_type == "cohens_h": - bar_label = "value" - - # Place contrast axes y-label. - contrast_label_dict = { - "mean_diff": "mean difference", - "median_diff": "median difference", - "cohens_d": "Cohen's d", - "hedges_g": "Hedges' g", - "cliffs_delta": "Cliff's delta", - "cohens_h": "Cohen's h", - "delta_g": "mean difference", - } + # Modify the ylims of the axes to flip the plot (so it shows the plots from top to bottom) + if horizontal: + if not proportional or (proportional and show_pairs): + swarm_ylim, contrast_ylim = rawdata_axes.get_ylim(), contrast_axes.get_ylim() + rawdata_axes.set_ylim(swarm_ylim[1], swarm_ylim[0]) + contrast_axes.set_ylim(contrast_ylim[1], contrast_ylim[0]) + # Modify the ylim to reduce whitespace in specific plots. + if show_delta2 or show_mini_meta or (proportional and show_pairs): + swarm_ylim, contrast_ylim = rawdata_axes.get_ylim(), contrast_axes.get_ylim() + rawdata_axes.set_ylim(swarm_ylim[0]-0.5, swarm_ylim[1]) + contrast_axes.set_ylim(contrast_ylim[0]-0.5, contrast_ylim[1]) + +def Redraw_Spines( + rawdata_axes: axes.Axes, + contrast_axes: axes.Axes, + redraw_axes_kwargs: dict, + float_contrast: bool, + horizontal: bool, + show_delta2: bool, + delta2_axes: axes.Axes + ): + """ + Aesthetic general adjustments across both GA and Cumming plots. - if proportional and effect_size_type != "cohens_h": - default_contrast_label = "proportion difference" - elif effect_size_type == "delta_g": - default_contrast_label = "Hedges' g" - else: - default_contrast_label = contrast_label_dict[effectsize_df.effect_size] + Parameters + ---------- + rawdata_axes : object (Axes) + The raw data axes. + contrast_axes : object (Axes) + The contrast axes. + redraw_axes_kwargs : dict + Kwargs passed to the redraw axes. + plot_kwargs : dict + Kwargs passed to the plot function. + float_contrast : bool + A boolean flag to determine if the plot is GA or Cum + horizontal : bool + A boolean flag to determine if the plot is for horizontal plotting. + show_delta2 : bool + A boolean flag to determine if the plot will have a delta-delta effect size. + delta2_axes : object (Axes) + The delta2 axes. + """ - if plot_kwargs["contrast_label"] is None: - if is_paired: - contrast_label = "paired\n{}".format(default_contrast_label) - else: - contrast_label = default_contrast_label - contrast_label = contrast_label.capitalize() + # Because we turned the axes frame off, we also need to draw back the x-spine for both axes. + og_xlim_raw, og_ylim_raw = rawdata_axes.get_xlim(), rawdata_axes.get_ylim() + og_xlim_contrast, og_ylim_contrast = contrast_axes.get_xlim(), contrast_axes.get_ylim() + if horizontal: + ## Raw axes x spine + rawdata_axes.hlines( + og_ylim_raw[0], + og_xlim_raw[0], + og_xlim_raw[1], + **redraw_axes_kwargs + ) + ## Contrast axes x spine + contrast_axes.hlines( + og_ylim_contrast[0], + og_xlim_contrast[0], + og_xlim_contrast[1], + **redraw_axes_kwargs + ) else: - contrast_label = plot_kwargs["contrast_label"] + ## Raw axes y spine + rawdata_axes.vlines( + og_xlim_raw[0], + og_ylim_raw[0], + og_ylim_raw[1], + **redraw_axes_kwargs + ) + ## Contrast axes y spine + xpos = og_xlim_contrast[1] if float_contrast else og_xlim_contrast[0] + contrast_axes.vlines( + xpos, + og_ylim_contrast[0], + og_ylim_contrast[1], + **redraw_axes_kwargs + ) - if plot_kwargs["fontsize_rawylabel"] is not None: - fontsize_rawylabel = plot_kwargs["fontsize_rawylabel"] - if plot_kwargs["fontsize_contrastylabel"] is not None: - fontsize_contrastylabel = plot_kwargs["fontsize_contrastylabel"] - if plot_kwargs["fontsize_delta2label"] is not None: - fontsize_delta2label = plot_kwargs["fontsize_delta2label"] + if show_delta2: + og_xlim_delta, og_ylim_delta = contrast_axes.get_xlim(), contrast_axes.get_ylim() + delta2_axes.set_ylim(og_ylim_delta) - contrast_axes.set_ylabel(contrast_label, fontsize=fontsize_contrastylabel) - if float_contrast: - contrast_axes.yaxis.set_label_position("right") + delta2_axes.vlines( + og_xlim_delta[1], + og_ylim_delta[0], + og_ylim_delta[1], + **redraw_axes_kwargs + ) - # Set the rawdata axes labels appropriately - if not proportional: - rawdata_axes.set_ylabel(swarm_label, fontsize=fontsize_rawylabel) + for ax, xlim, ylim in zip([rawdata_axes, contrast_axes], [og_xlim_raw, og_xlim_contrast], [og_ylim_raw, og_ylim_contrast]): + ax.set_xlim(xlim) + ax.set_ylim(ylim) + +def extract_group_summaries( + proportional: bool, + err_color, + rawdata_axes: axes.Axes, + asymmetric_side: str, + horizontal: bool, + bootstraps_color_by_group: bool, + plot_palette_raw: list, + all_plot_groups: list, + n_groups: int, + color_col, + ytick_color, + group_summaries_kwargs: dict + ): + """ + Extract the group summaries for the plotter function. + + Parameters + ---------- + proportional : bool + A boolean flag to determine if the plot is for proportional data. + err_color : str + The color of the error bars. + rawdata_axes : object (Axes) + The raw data axes. + asymmetric_side : str + The side of the asymmetric error bars. + horizontal : bool + A boolean flag to determine if the plot is for horizontal plotting. + bootstraps_color_by_group : bool + A boolean flag to determine if the bootstraps are colored by group. + plot_palette_raw : list + A list of the plot palette colors. + all_plot_groups : list + A list of all the plot groups. + n_groups : int + The number of groups. + color_col : str + The name of the color column. + ytick_color : str + The color of the y-ticks. + group_summaries_kwargs : dict + Kwargs passed to the group summaries. + """ + + from .plot_tools import get_swarm_spans + + if proportional: + group_summaries_method = "proportional_error_bar" + group_summaries_offset = 0 + group_summaries_line_color = err_color else: - rawdata_axes.set_ylabel(bar_label, fontsize=fontsize_rawylabel) - rawdata_axes.set_xlabel("") + # Create list to gather xspans. + xspans = [] + line_colors = [] + for jj, c in enumerate(rawdata_axes.collections): + try: + if asymmetric_side == "right": + # currently offset is hardcoded with value of -0.2 + x_max_span = -0.2 + else: + if horizontal: + x_max_span = 0.1 # currently offset is hardcoded with value of 0.1 + else: + _, x_max, _, _ = get_swarm_spans(c) + x_max_span = x_max - jj + xspans.append(x_max_span) + except TypeError: + # we have got a None, so skip and move on. + pass - # Because we turned the axes frame off, we also need to draw back - # the y-spine for both axes. - if not float_contrast: - rawdata_axes.set_xlim(contrast_axes.get_xlim()) - og_xlim_raw = rawdata_axes.get_xlim() - rawdata_axes.vlines( - og_xlim_raw[0], og_ylim_raw[0], og_ylim_raw[1], **redraw_axes_kwargs - ) + if bootstraps_color_by_group: + line_colors.append(plot_palette_raw[all_plot_groups[jj]]) - og_xlim_contrast = contrast_axes.get_xlim() + # Break the loop since hue in Seaborn adds collections to axes and it will result in index out of range + if jj >= n_groups - 1 and color_col is None: + break - if float_contrast: - xpos = og_xlim_contrast[1] - else: - xpos = og_xlim_contrast[0] + if len(line_colors) != len(all_plot_groups): + line_colors = ytick_color + + # hue in swarmplot would add collections to axes which will result in len(xspans) = len(all_plot_groups) + len(unique groups in hue) + if len(xspans) > len(all_plot_groups): + xspans = xspans[:len(all_plot_groups)] - og_ylim_contrast = contrast_axes.get_ylim() - contrast_axes.vlines( - xpos, og_ylim_contrast[0], og_ylim_contrast[1], **redraw_axes_kwargs - ) + group_summaries_method = "gapped_lines" + group_summaries_offset = xspans + np.array(group_summaries_kwargs["offset"]) + group_summaries_line_color = line_colors - if show_delta2: - if plot_kwargs["delta2_label"] is not None: - delta2_label = plot_kwargs["delta2_label"] - elif effect_size == "mean_diff": - delta2_label = "delta - delta" - else: - delta2_label = "deltas' g" - delta2_axes = contrast_axes.twinx() - delta2_axes.set_frame_on(False) - delta2_axes.set_ylabel(delta2_label, fontsize=fontsize_delta2label) - og_xlim_delta = contrast_axes.get_xlim() - og_ylim_delta = contrast_axes.get_ylim() - delta2_axes.set_ylim(og_ylim_delta) - delta2_axes.vlines( - og_xlim_delta[1], og_ylim_delta[0], og_ylim_delta[1], **redraw_axes_kwargs - ) + if group_summaries_kwargs['color'] is not None: + group_summaries_line_color = group_summaries_kwargs.pop("color") + group_summaries_kwargs.pop("offset") + + return group_summaries_method, group_summaries_offset, group_summaries_line_color diff --git a/dabest/plot_tools.py b/dabest/plot_tools.py index 40d49a91..68d83a30 100644 --- a/dabest/plot_tools.py +++ b/dabest/plot_tools.py @@ -9,7 +9,8 @@ __all__ = ['halfviolin', 'get_swarm_spans', 'error_bar', 'check_data_matches_labels', 'normalize_dict', 'width_determine', 'single_sankey', 'sankeydiag', 'summary_bars_plotter', 'contrast_bars_plotter', 'swarm_bars_plotter', 'delta_text_plotter', 'DeltaDotsPlotter', 'slopegraph_plotter', 'plot_minimeta_or_deltadelta_violins', - 'effect_size_curve_plotter', 'grid_key_WIP', 'barplotter', 'swarmplot', 'SwarmPlot'] + 'effect_size_curve_plotter', 'gridkey_plotter', 'barplotter', 'table_for_horizontal_plots', + 'add_counts_to_prop_plots', 'swarmplot', 'SwarmPlot'] # %% ../nbs/API/plot_tools.ipynb 4 import math @@ -80,6 +81,7 @@ def error_bar( 1, ], # The positions of the error bars for the sankey_error_bar method. method: str = "gapped_lines", # The method to use for drawing the error bars. Options are: 'gapped_lines', 'proportional_error_bar', and 'sankey_error_bar'. + horizontal: bool = False, # If True, the error bars will be horizontal. If False, the error bars will be vertical. **kwargs: dict, ): """ @@ -101,7 +103,11 @@ def error_bar( if ax is None: ax = plt.gca() - ax_ylims = ax.get_ylim() + + if horizontal: + ax_ylims = ax.get_xlim() + else: + ax_ylims = ax.get_ylim() ax_yspan = np.abs(ax_ylims[1] - ax_ylims[0]) gap_width = ax_yspan * gap_width_percent / 100 @@ -196,25 +202,37 @@ def error_bar( high = highs[val] if low == high == central_measure: - low_to_mean = mlines.Line2D( - [_xpos, _xpos], [low, central_measure], **kwargs - ) - ax.add_line(low_to_mean) - - mean_to_high = mlines.Line2D( - [_xpos, _xpos], [central_measure, high], **kwargs - ) - ax.add_line(mean_to_high) + if horizontal: + low_to_mean = mlines.Line2D( + [low, central_measure], [_xpos, _xpos], **kwargs + ) + mean_to_high = mlines.Line2D( + [central_measure, high], [_xpos, _xpos], **kwargs + ) + else: + low_to_mean = mlines.Line2D( + [_xpos, _xpos], [low, central_measure], **kwargs + ) + mean_to_high = mlines.Line2D( + [_xpos, _xpos], [central_measure, high], **kwargs + ) else: - low_to_mean = mlines.Line2D( - [_xpos, _xpos], [low, central_measure - gap_width], **kwargs - ) - ax.add_line(low_to_mean) - - mean_to_high = mlines.Line2D( - [_xpos, _xpos], [central_measure + gap_width, high], **kwargs - ) - ax.add_line(mean_to_high) + if horizontal: + low_to_mean = mlines.Line2D( + [low, central_measure - gap_width], [_xpos, _xpos], **kwargs + ) + mean_to_high = mlines.Line2D( + [central_measure + gap_width, high], [_xpos, _xpos], **kwargs + ) + else: + low_to_mean = mlines.Line2D( + [_xpos, _xpos], [low, central_measure - gap_width], **kwargs + ) + mean_to_high = mlines.Line2D( + [_xpos, _xpos], [central_measure + gap_width, high], **kwargs + ) + ax.add_line(low_to_mean) + ax.add_line(mean_to_high) def check_data_matches_labels( @@ -366,6 +384,7 @@ def single_sankey( one_sankey: bool = False, # if True, only draw one sankey diagram right_color: bool = False, # if True, each strip of the diagram will be colored according to the corresponding left labels align: str = "center", # if 'center', the diagram will be centered on each xtick, if 'edge', the diagram will be aligned with the left edge of each xtick + horizontal: bool = False, # if True, the horizontal format for the sankey diagram will be used ): """ Make a single Sankey diagram showing proportion flow from left to right @@ -528,16 +547,24 @@ def single_sankey( # Plot vertical bars for each label for left_label in left_labels: - ax.fill_between( - [leftpos + (-(bar_width) * xMax * 0.5), leftpos + (bar_width * xMax * 0.5)], - 2 * [leftWidths_norm[left_label]["bottom"]], - 2 * [leftWidths_norm[left_label]["top"]], - color=colorDict[left_label], - alpha=0.99, - ) + if horizontal: + fill_method = ax.fill_betweenx + else: + fill_method = ax.fill_between + fill_method( + [leftpos + (-(bar_width) * xMax * 0.5), leftpos + (bar_width * xMax * 0.5)], + 2 * [leftWidths_norm[left_label]["bottom"]], + 2 * [leftWidths_norm[left_label]["top"]], + color=colorDict[left_label], + alpha=0.99, + ) if (not flow and sankey) or one_sankey: for right_label in right_labels: - ax.fill_between( + if horizontal: + fill_method = ax.fill_betweenx + else: + fill_method = ax.fill_between + fill_method( [ xMax + leftpos + (-bar_width * xMax * 0.5), leftpos + xMax + (bar_width * xMax * 0.5), @@ -550,16 +577,29 @@ def single_sankey( # Plot error bars if error_bar_on and strip_on: - error_bar( - concatenated_df, - x="groups", - y="values", - ax=ax, - offset=0, - gap_width_percent=2, - method="sankey_error_bar", - pos=[leftpos, leftpos + xMax], - ) + if horizontal: + error_bar( + concatenated_df, + x="groups", + y="values", + ax=ax, + offset=0, + gap_width_percent=2, + method="sankey_error_bar", + pos=[leftpos, leftpos + xMax], + horizontal=True, + ) + else: + error_bar( + concatenated_df, + x="groups", + y="values", + ax=ax, + offset=0, + gap_width_percent=2, + method="sankey_error_bar", + pos=[leftpos, leftpos + xMax], + ) # Determine widths of individual strips, all widths are normalized to 1 ns_l = defaultdict() @@ -617,7 +657,11 @@ def single_sankey( rightWidths_norm[right_label]["bottom"] += ns_r_norm[left_label][ right_label ] - ax.fill_between( + if horizontal: + fill_method = ax.fill_betweenx + else: + fill_method = ax.fill_between + fill_method( np.linspace( leftpos + (bar_width * xMax * 0.5), leftpos + xMax - (bar_width * xMax * 0.5), @@ -630,7 +674,6 @@ def single_sankey( edgecolor="none", ) - def sankeydiag( data: pd.DataFrame, xvar: str, # x column to be plotted. @@ -649,6 +692,7 @@ def sankeydiag( right_color: bool = False, # if True, each strip of the diagram will be colored according to the corresponding left labels align: str = "center", # the alignment of each sankey diagram, can be 'center' or 'left' alpha: float = 0.65, # the transparency of each strip + horizontal: bool = False, # if True, the horizontal format for the sankey diagram will be used **kwargs, ): """ @@ -776,6 +820,7 @@ def sankeydiag( flow=flow, align=align, alpha=alpha, + horizontal=horizontal, ) xpos += 1 else: @@ -799,6 +844,7 @@ def sankeydiag( flow=False, align="edge", alpha=alpha, + horizontal=horizontal, ) # Now only draw vs xticks for two-column sankey diagram @@ -806,24 +852,42 @@ def sankeydiag( sankey_ticks = ( [f"{left}" for left in broadcasted_left] if flow - else [ - f"{left}\n v.s.\n{right}" + else [f"{left} v.s. {right}" if horizontal + else f"{left}\n v.s.\n{right}" for left, right in zip(broadcasted_left, right_idx) ] ) - ax.get_xaxis().set_ticks(np.arange(len(right_idx))) - ax.get_xaxis().set_ticklabels(sankey_ticks) + if horizontal: + ax.get_yaxis().set_ticks(np.arange(len(right_idx))) + ax.get_yaxis().set_ticklabels(sankey_ticks) + else: + ax.get_xaxis().set_ticks(np.arange(len(right_idx))) + ax.get_xaxis().set_ticklabels(sankey_ticks) else: sankey_ticks = [broadcasted_left[0], right_idx[0]] - ax.set_xticks([0, 1]) - ax.set_xticklabels(sankey_ticks) + if horizontal: + ax.set_yticks([0, 1]) + ax.set_yticklabels(sankey_ticks) + else: + ax.set_xticks([0, 1]) + ax.set_xticklabels(sankey_ticks) return left_idx, right_idx -def summary_bars_plotter(summary_bars: list, results: object, ax_to_plot: object, - float_contrast: bool,summary_bars_kwargs: dict, ci_type: str, - ticks_to_plot: list, color_col: str, plot_palette_raw: dict, - proportional: bool, is_paired: bool): +def summary_bars_plotter( + summary_bars: list, + results: pd.DataFrame, + ax_to_plot: axes.Axes, + float_contrast: bool, + summary_bars_kwargs: dict, + ci_type: str, + ticks_to_plot: list, + color_col: str, + plot_palette_raw: dict, + proportional: bool, + show_pairs: bool, + horizontal: bool + ): """ Add summary bars to the contrast plot. @@ -831,9 +895,9 @@ def summary_bars_plotter(summary_bars: list, results: object, ax_to_plot: object ---------- summary_bars : list List of indices of the contrast objects to plot summary bars for. - results : object (Dataframe) + results : DataFrame Dataframe of contrast object comparisons. - ax_to_plot : object + ax_to_plot : axes.Axes Matplotlib axis object to plot on. float_contrast : bool Whether the DABEST plot uses Gardner-Altman or Cummings. @@ -849,8 +913,10 @@ def summary_bars_plotter(summary_bars: list, results: object, ax_to_plot: object Dictionary of colors used in the plot. proportional : bool Whether the data is proportional. - is_paired : bool - Whether the data is paired. + show_pairs : bool + Whether the data is paired and shown in pairs. + horizontal : bool + Whether the plot is horizontal. """ # Begin checks if not isinstance(summary_bars, list): @@ -864,14 +930,18 @@ def summary_bars_plotter(summary_bars: list, results: object, ax_to_plot: object # End checks else: summary_xmin, summary_xmax = ax_to_plot.get_xlim() + summary_ymin, summary_ymax = ax_to_plot.get_ylim() + summary_bars_colors = ( - [summary_bars_kwargs.get('color')]*(max(summary_bars)+1) + [summary_bars_kwargs.get('color')]*int(max(ticks_to_plot)+1) if summary_bars_kwargs.get('color') is not None - else ['black']*(max(summary_bars)+1) - if color_col is not None or (proportional and is_paired) or is_paired + else ['black']*int(max(ticks_to_plot)+1) + if color_col is not None or (proportional and show_pairs) or show_pairs else list(plot_palette_raw.values()) ) summary_bars_kwargs.pop('color') + span_ax = summary_bars_kwargs.pop("span_ax") + for summary_index in summary_bars: if ci_type == "bca": summary_ci_low = results.bca_low[summary_index] @@ -880,16 +950,44 @@ def summary_bars_plotter(summary_bars: list, results: object, ax_to_plot: object summary_ci_low = results.pct_low[summary_index] summary_ci_high = results.pct_high[summary_index] - summary_color = summary_bars_colors[ticks_to_plot[summary_index]] - - ax_to_plot.add_patch(mpatches.Rectangle((summary_xmin,summary_ci_low),summary_xmax+1, - summary_ci_high-summary_ci_low, zorder=-2, color=summary_color, **summary_bars_kwargs)) + if span_ax == True: + starting_location = summary_ymax if horizontal else summary_xmin + else: + starting_location = ticks_to_plot[summary_index] + summary_color = summary_bars_colors[int(ticks_to_plot[summary_index])] -def contrast_bars_plotter(results: object, ax_to_plot: object, swarm_plot_ax: object, - ticks_to_plot: list, contrast_bars_kwargs: dict, color_col: str, - plot_palette_raw: dict, show_mini_meta: bool, mini_meta_delta: object, - show_delta2: bool, delta_delta: object, proportional: bool, is_paired: bool): + if horizontal: + ax_to_plot.add_patch(mpatches.Rectangle( + (summary_ci_low, starting_location), + summary_ci_high-summary_ci_low, summary_ymin+1, + color=summary_color, + **summary_bars_kwargs) + ) + else: + ax_to_plot.add_patch(mpatches.Rectangle( + (starting_location, summary_ci_low), + summary_xmax+1, summary_ci_high-summary_ci_low, + color=summary_color, + **summary_bars_kwargs) + ) + +def contrast_bars_plotter( + results: pd.DataFrame, + ax_to_plot: axes.Axes, + swarm_plot_ax: axes.Axes, + ticks_to_plot: list, + contrast_bars_kwargs: dict, + color_col: str, + plot_palette_raw: dict, + show_mini_meta: bool, + mini_meta_delta: object, + show_delta2: bool, + delta_delta: object, + show_pairs: bool, + horizontal: bool, + idx: list + ): """ Add contrast bars to the contrast plot. @@ -897,9 +995,9 @@ def contrast_bars_plotter(results: object, ax_to_plot: object, swarm_plot_ax: o ---------- results : object (Dataframe) Dataframe of contrast object comparisons. - ax_to_plot : object + ax_to_plot : axes.Axes Matplotlib axis object to plot on. - swarm_plot_ax : object (ax) + swarm_plot_ax : axes.Axes Matplotlib axis object of the swarm plot. ticks_to_plot : list List of indices of the contrast objects. @@ -917,36 +1015,68 @@ def contrast_bars_plotter(results: object, ax_to_plot: object, swarm_plot_ax: o Whether to show the delta-delta. delta_delta : object delta-delta object. - proportional : bool - Whether the data is proportional. - is_paired : bool - Whether the data is paired. + show_pairs : bool + Whether the data is paired and shown in pairs. + horizontal : bool + Whether the plot is horizontal. + idx : list + List of indices of the raw groups. """ + og_xlim, og_ylim = ax_to_plot.get_xlim(), ax_to_plot.get_ylim() + contrast_means = [] for j, tick in enumerate(ticks_to_plot): - contrast_means.append(results.difference[j]) + contrast_means.append(results.difference[int(j)]) + + unpacked_idx = [element for innerList in idx for element in innerList] + # Colors contrast_bars_colors = ( - [contrast_bars_kwargs.get('color')] * (max(ticks_to_plot) + 1) + [contrast_bars_kwargs.get('color')] * int(max(ticks_to_plot) + 1) if contrast_bars_kwargs.get('color') is not None - else ['black'] * (max(ticks_to_plot) + 1) - if color_col is not None or (proportional and is_paired) or is_paired - else list(plot_palette_raw.values()) + else ['black'] * int(max(ticks_to_plot) + 1) + if color_col is not None or show_pairs + else plot_palette_raw ) contrast_bars_kwargs.pop('color') + + # alpha + contrast_bars_kwargs['alpha'] = contrast_bars_kwargs.get('alpha', 0.15 if color_col is not None or show_pairs else 0.25) + for contrast_bars_x,contrast_bars_y in zip(ticks_to_plot, contrast_means): - ax_to_plot.add_patch(mpatches.Rectangle((contrast_bars_x-0.25,0),0.5, contrast_bars_y, zorder=-1, color=contrast_bars_colors[contrast_bars_x], **contrast_bars_kwargs)) + idx_selector = ( + int(contrast_bars_x) + if type(contrast_bars_colors) == list + else unpacked_idx[int(contrast_bars_x)] + ) + if horizontal: + ax_to_plot.add_patch(mpatches.Rectangle((0, contrast_bars_x-0.5), contrast_bars_y, 0.5, color=contrast_bars_colors[idx_selector], **contrast_bars_kwargs)) + else: + ax_to_plot.add_patch(mpatches.Rectangle((contrast_bars_x-0.25, 0), 0.5, contrast_bars_y, color=contrast_bars_colors[idx_selector], **contrast_bars_kwargs)) - if show_mini_meta: - ax_to_plot.add_patch(mpatches.Rectangle((max(swarm_plot_ax.get_xticks())+2-0.25,0),0.5, mini_meta_delta.difference, zorder=-1, color='black', **contrast_bars_kwargs)) + if show_mini_meta or show_delta2: + diff = mini_meta_delta.difference if show_mini_meta else delta_delta.difference + if horizontal: + ax_to_plot.add_patch(mpatches.Rectangle((0, max(swarm_plot_ax.get_yticks())-0.5), diff, 0.5, color='black', **contrast_bars_kwargs)) + else: + ax_to_plot.add_patch(mpatches.Rectangle((max(swarm_plot_ax.get_xticks())+2-0.25, 0), 0.5, diff, color='black', **contrast_bars_kwargs)) - if show_delta2: - ax_to_plot.add_patch(mpatches.Rectangle((max(swarm_plot_ax.get_xticks())+2-0.25,0),0.5, delta_delta.difference, zorder=-1, color='black', **contrast_bars_kwargs)) + ax_to_plot.set_xlim(og_xlim) + ax_to_plot.set_ylim(og_ylim) -def swarm_bars_plotter(plot_data: object, xvar: str, yvar: str, ax: object, - swarm_bars_kwargs: dict, color_col: str, plot_palette_raw: dict, is_paired: bool): +def swarm_bars_plotter( + plot_data: pd.DataFrame, + xvar: str, + yvar: str, + ax: axes.Axes, + swarm_bars_kwargs: dict, + color_col: str, + plot_palette_raw: dict, + show_pairs: bool, + idx: list + ): """ - Add bars to the raw data plot. + Add bars to the raw data plot. Currently only for vertical plots. Parameters ---------- @@ -956,7 +1086,7 @@ def swarm_bars_plotter(plot_data: object, xvar: str, yvar: str, ax: object, Column name of the x variable. yvar : str Column name of the y variable. - ax : object + ax : axes.Axes Matplotlib axis object to plot on. swarm_bars_kwargs : dict Keyword arguments for the swarm bars. @@ -964,16 +1094,12 @@ def swarm_bars_plotter(plot_data: object, xvar: str, yvar: str, ax: object, Column name of the color column. plot_palette_raw : dict Dictionary of colors used in the plot. - is_paired : bool - Whether the data is paired. + show_pairs : bool + Whether the data is paired and shown in pairs. + idx : list + List of indices of the raw groups. """ - - # if is_paired: - # swarm_bar_xlocs_adjustleft = {'right': -0.2, 'left': -0.2, 'center': -0.2} - # swarm_bar_xlocs_adjustright = {'right': -0.1, 'left': -0.1, 'center': -0.1} - # else: - # swarm_bar_xlocs_adjustleft = {'right': 0, 'left': -0.4, 'center': -0.2} - # swarm_bar_xlocs_adjustright = {'right': -0.1, 'left': -0.1, 'center': -0.1} + og_xlim, og_ylim = ax.get_xlim(), ax.get_ylim() if isinstance(plot_data[xvar].dtype, pd.CategoricalDtype): swarm_bars_order = pd.unique(plot_data[xvar]).categories @@ -981,31 +1107,61 @@ def swarm_bars_plotter(plot_data: object, xvar: str, yvar: str, ax: object, swarm_bars_order = pd.unique(plot_data[xvar]) swarm_means = plot_data.groupby(xvar, observed=False)[yvar].mean().reindex(index=swarm_bars_order) + + unpacked_idx = [element for innerList in idx for element in innerList] + + # Colors swarm_bars_colors = ( - [swarm_bars_kwargs.get('color')] * (max(swarm_bars_order) + 1) + [swarm_bars_kwargs.get('color')] * (len(swarm_bars_order) + 1) if swarm_bars_kwargs.get('color') is not None else ['black']*(len(swarm_bars_order)+1) - if color_col is not None or is_paired - else list(plot_palette_raw.values()) - ) + if color_col is not None or show_pairs + else plot_palette_raw + ) swarm_bars_kwargs.pop('color') - for swarm_bars_x,swarm_bars_y,c in zip(np.arange(0,len(swarm_bars_order)+1,1), swarm_means, swarm_bars_colors): - ax.add_patch(mpatches.Rectangle((swarm_bars_x-0.25,0), - 0.5, swarm_bars_y, zorder=-1,color=c,**swarm_bars_kwargs)) -def delta_text_plotter(results: object, ax_to_plot: object, swarm_plot_ax: object, ticks_to_plot: list, delta_text_kwargs: dict, color_col: str, - plot_palette_raw: dict, is_paired: bool, proportional: bool, float_contrast: bool, - show_mini_meta: bool, mini_meta_delta: object, show_delta2: bool, delta_delta: object): + # alpha + swarm_bars_kwargs['alpha'] = swarm_bars_kwargs.get('alpha', 0.15 if color_col is not None or show_pairs else 0.25) + + for swarm_bars_x,swarm_bars_y in zip(np.arange(0,len(swarm_bars_order)+1,1), swarm_means): + idx_selector = ( + swarm_bars_x + if type(swarm_bars_colors) == list + else unpacked_idx[swarm_bars_x] + ) + ax.add_patch(mpatches.Rectangle((swarm_bars_x-0.25,0), 0.5, swarm_bars_y, + color=swarm_bars_colors[idx_selector],**swarm_bars_kwargs)) + + ax.set_xlim(og_xlim) + ax.set_ylim(og_ylim) + +def delta_text_plotter( + results: pd.DataFrame, + ax_to_plot: object, + swarm_plot_ax: axes.Axes, + ticks_to_plot: list, + delta_text_kwargs: dict, + color_col: str, + plot_palette_raw: dict, + show_pairs: bool, + proportional: bool, + float_contrast: bool, + show_mini_meta: bool, + mini_meta_delta: object, + show_delta2: bool, + delta_delta: object, + idx: list + ): """ - Add text to the contrast plot. + Add delta text to the contrast plot. Parameters ---------- results : object (Dataframe) Dataframe of contrast object comparisons. - ax_to_plot : object + ax_to_plot : axes.Axes Matplotlib axis object to plot on. - swarm_plot_ax : object + swarm_plot_ax : axes.Axes Matplotlib axis object of the swarm plot. ticks_to_plot : list List of indices of the contrast objects. @@ -1015,8 +1171,8 @@ def delta_text_plotter(results: object, ax_to_plot: object, swarm_plot_ax: objec Column name of the color column. plot_palette_raw : dict Dictionary of colors used in the plot. - is_paired : bool - Whether the data is paired. + show_pairs : bool + Whether the data is paired and show pairs. proportional : bool Whether the data is proportional. float_contrast : bool @@ -1029,6 +1185,8 @@ def delta_text_plotter(results: object, ax_to_plot: object, swarm_plot_ax: objec Whether to show the delta-delta. delta_delta : object delta-delta object. + idx : list + List of indices of the raw groups. """ # Begin checks delta_text_x_location = delta_text_kwargs.get('x_location') @@ -1039,14 +1197,23 @@ def delta_text_plotter(results: object, ax_to_plot: object, swarm_plot_ax: objec delta_text_kwargs["va"] = 'bottom' if results.difference[0] >= 0 else 'top' delta_text_kwargs.pop('x_location') + # Colors delta_text_colors = ( - [delta_text_kwargs.get('color')]*(max(ticks_to_plot)+1) + [delta_text_kwargs.get('color')]*int(max(ticks_to_plot)+1) if delta_text_kwargs.get('color') is not None - else ['black']*(max(ticks_to_plot)+1) - if color_col is not None or (proportional and is_paired) or is_paired - else list(plot_palette_raw.values()) + else ['black']*int(max(ticks_to_plot)+1) + if color_col is not None or (proportional and show_pairs) or show_pairs + else plot_palette_raw ) - if show_mini_meta or show_delta2: delta_text_colors.append('black') + + # Idx + unpacked_idx = [element for innerList in idx for element in innerList] + if show_mini_meta or show_delta2: + unpacked_idx.append('extra_delta') + if type(delta_text_colors) == list: + delta_text_colors.append('black') + else: + delta_text_colors['extra_delta'] = 'black' delta_text_kwargs.pop('color') total_ticks = len(ticks_to_plot) + 1 if show_mini_meta or show_delta2 else len(ticks_to_plot) @@ -1054,34 +1221,35 @@ def delta_text_plotter(results: object, ax_to_plot: object, swarm_plot_ax: objec # Collect the Y-values for the delta text Delta_Values = [] for j, tick in enumerate(ticks_to_plot): - Delta_Values.append(results.difference[j]) + Delta_Values.append(results.difference[int(j)]) if show_delta2: Delta_Values.append(delta_delta.difference) if show_mini_meta: Delta_Values.append(mini_meta_delta.difference) # Collect the X-coordinates for the delta text - delta_text_x_coordinates = delta_text_kwargs.get('x_coordinates') + delta_text_x_coordinates = delta_text_kwargs.pop('x_coordinates') + delta_text_x_adjustment = delta_text_kwargs.pop('offset') if delta_text_x_coordinates is not None: - if not isinstance(delta_text_x_coordinates, list): + if not isinstance(delta_text_x_coordinates, (list, tuple)) or not all(isinstance(x, (int, float)) for x in delta_text_x_coordinates): raise TypeError("delta_text_kwargs['x_coordinates'] must be a list of x-coordinates.") - if len(delta_text_x_coordinates) != len(total_ticks): + if len(delta_text_x_coordinates) != total_ticks: raise ValueError("delta_text_kwargs['x_coordinates'] must have the same length as the number of ticks to plot.") else: delta_text_x_coordinates = ticks_to_plot X_Adjust = 0.48 if delta_text_x_location == 'right' else -0.38 + X_Adjust += delta_text_x_adjustment delta_text_x_coordinates = [x+X_Adjust for x in delta_text_x_coordinates] if show_mini_meta: delta_text_x_coordinates.append(max(swarm_plot_ax.get_xticks())+2+X_Adjust) if show_delta2: delta_text_x_coordinates.append(max(swarm_plot_ax.get_xticks())+2-0.35) if show_mini_meta or show_delta2: ticks_to_plot.append(max(ticks_to_plot)+1) - delta_text_kwargs.pop('x_coordinates') # Collect the Y-coordinates for the delta text delta_text_y_coordinates = delta_text_kwargs.get('y_coordinates') if delta_text_y_coordinates is not None: - if not isinstance(delta_text_y_coordinates, list): + if not isinstance(delta_text_y_coordinates, (list, tuple)) or not all(isinstance(y, (int, float)) for y in delta_text_y_coordinates): raise TypeError("delta_text_kwargs['y_coordinates'] must be a list of y-coordinates.") - if len(delta_text_y_coordinates) != len(total_ticks): + if len(delta_text_y_coordinates) != total_ticks: raise ValueError("delta_text_kwargs['y_coordinates'] must have the same length as the number of ticks to plot.") else: delta_text_y_coordinates = Delta_Values @@ -1091,16 +1259,34 @@ def delta_text_plotter(results: object, ax_to_plot: object, swarm_plot_ax: objec # Plot the delta text for x,y,t,tick in zip(delta_text_x_coordinates, delta_text_y_coordinates,Delta_Values,ticks_to_plot): Delta_Text = np.format_float_positional(t, precision=2, sign=True, trim="k", min_digits=2) - ax_to_plot.text(x, y, Delta_Text, color=delta_text_colors[tick], zorder=5, **delta_text_kwargs) - - -def DeltaDotsPlotter(plot_data, contrast_axes, delta_id_col, idx, xvar, yvar, is_paired, color_col, float_contrast, plot_palette_raw, delta_dot_kwargs): + idx_selector = ( + int(tick) + if type(delta_text_colors) == list + else unpacked_idx[int(tick)] + ) + ax_to_plot.text(x, y, Delta_Text, color=delta_text_colors[idx_selector], zorder=5, **delta_text_kwargs) + + +def DeltaDotsPlotter( + plot_data: pd.DataFrame, + contrast_axes: axes.Axes, + delta_id_col: str, + idx: list, + xvar: str, + yvar: str, + is_paired: bool, + color_col: str, + float_contrast: bool, + plot_palette_raw: dict, + delta_dot_kwargs: dict, + horizontal: bool + ): """ Parameters ---------- plot_data : object (Dataframe) Dataframe of the plot data. - contrast_axes : object + contrast_axes : axes.Axes Matplotlib axis object to plot on. delta_id_col : str Column name of the delta id column. @@ -1120,16 +1306,18 @@ def DeltaDotsPlotter(plot_data, contrast_axes, delta_id_col, idx, xvar, yvar, is Dictionary of colors used in the plot. delta_dot_kwargs : dict Keyword arguments for the delta dots. + horizontal : bool + If the rawplot is horizontal. """ # Checks and initializations from .plot_tools import swarmplot - + delta_dot_color = delta_dot_kwargs.pop('color') if color_col is not None: plot_palette_deltapts = plot_palette_raw delta_plot_data = plot_data[[xvar, yvar, delta_id_col, color_col]] else: - plot_palette_deltapts = "k" + plot_palette_deltapts = delta_dot_color delta_plot_data = plot_data[[xvar, yvar, delta_id_col]] # TODO: to make jitter value more accurate and not just a hardcoded eyeball value @@ -1157,6 +1345,8 @@ def DeltaDotsPlotter(plot_data, contrast_axes, delta_id_col, idx, xvar, yvar, is delta_df[yvar] = temp_df_exp[yvar] - temp_df_cont[yvar] final_deltas = pd.concat([final_deltas, delta_df]) + if horizontal: + delta_dot_kwargs.update({'side': 'left'}) # Plot the delta dots swarmplot( data=final_deltas, @@ -1169,12 +1359,62 @@ def DeltaDotsPlotter(plot_data, contrast_axes, delta_id_col, idx, xvar, yvar, is jitter=jitter, is_drop_gutter=True, gutter_limit=1, - **delta_dot_kwargs) + horizontal=horizontal, + **delta_dot_kwargs + ) contrast_axes.legend().set_visible(False) -def slopegraph_plotter(dabest_obj, plot_data, xvar, yvar, color_col, plot_palette_raw, slopegraph_kwargs, rawdata_axes, ytick_color, temp_idx): - +def slopegraph_plotter( + dabest_obj: object, + plot_data: pd.DataFrame, + xvar: str, + yvar: str, + color_col: str, + plot_palette_raw: dict, + slopegraph_kwargs: dict, + rawdata_axes: axes.Axes, + ytick_color: str, + temp_idx: list, + horizontal: bool + ): + """ + Add slopegraph to the rawdata axes. + + Parameters + ---------- + dabest_obj : object + DABEST object. + plot_data : object (Dataframe) + Dataframe of the plot data. + xvar : str + Column name of the x variable. + yvar : str + Column name of the y variable. + color_col : str + Column name of the color column. + plot_palette_raw : dict + Dictionary of colors used in the plot. + slopegraph_kwargs : dict + Keyword arguments for the slopegraph. + rawdata_axes : axes.Axes + Matplotlib axis object to plot on. + ytick_color : str + Color of the yticks. + temp_idx : list + List of indices of the contrast objects. + horizontal : bool + If the plotting will be in horizontal format. + """ + # Jitter Kwargs + # With help from GitHub user: devMJBL + jitter = slopegraph_kwargs.pop("jitter") + if jitter >= 1: + err0 = "Jitter value is too high. Defaulting to 1." + warnings.warn(err0) + jitter = 1 + rng = np.random.default_rng(slopegraph_kwargs.pop("jitter_seed")) + # Pivot the long (melted) data. if color_col is None: pivot_values = [yvar] @@ -1192,10 +1432,19 @@ def slopegraph_plotter(dabest_obj, plot_data, xvar, yvar, color_col, plot_palett current_pair = pivoted_plot_data.loc[ :, pd.MultiIndex.from_product([pivot_values, current_tuple]) ].dropna() + + # Check for correct pairing + if len(current_pair) == 0: + raise ValueError('There are no pairs to plot... check original dataframe for correct ID pairing') + + current_pair = pivoted_plot_data.loc[ + :, pd.MultiIndex.from_product([pivot_values, current_tuple]) + ] grp_count = len(current_tuple) + # Iterate through the data for the current tuple. for ID, observation in current_pair.iterrows(): - x_points = [t for t in range(x_start, x_start + grp_count)] + x_points = [t + 0.15*jitter*rng.standard_t(df=6, size=None) for t in range(x_start, x_start + grp_count)] # devMJBL y_points = observation[yvar].tolist() if color_col is None: @@ -1206,80 +1455,225 @@ def slopegraph_plotter(dabest_obj, plot_data, xvar, yvar, color_col, plot_palett slopegraph_kwargs["color"] = plot_palette_raw[color_key] slopegraph_kwargs["label"] = color_key + x_points, y_points = (y_points, x_points) if horizontal else (x_points, y_points) rawdata_axes.plot(x_points, y_points, **slopegraph_kwargs) x_start = x_start + grp_count -def plot_minimeta_or_deltadelta_violins(show_mini_meta, effectsize_df, ci_type, rawdata_axes, - contrast_axes, violinplot_kwargs, halfviolin_alpha, ytick_color, - es_marker_size, group_summary_kwargs, contrast_xtick_labels, effect_size - ): +def plot_minimeta_or_deltadelta_violins( + show_mini_meta: bool, + effectsize_df: object, + ci_type: str, + rawdata_axes: axes.Axes, + contrast_axes: axes.Axes, + violinplot_kwargs: dict, + halfviolin_alpha: float, + contrast_xtick_labels: list, + effect_size: str, + show_delta2: bool, + plot_kwargs: dict, + horizontal: bool, + es_marker_kwargs: dict, + es_errorbar_kwargs: dict + ): + """ + Add mini meta-analysis or delta-delta violin plots to the contrast plot. + + Parameters + ---------- + show_mini_meta : bool + Whether to show the mini meta-analysis. + effectsize_df : object + DABEST Effectsize object + ci_type : str + Type of confidence interval to plot. + rawdata_axes : axes.Axes + Matplotlib axis object to plot on. + contrast_axes : axes.Axes + Matplotlib axis object to plot on. + violinplot_kwargs : dict + Keyword arguments for the violinplot. + halfviolin_alpha : float + Alpha value for the half violin. + es_marker_size : int + Size of the effect size marker. + contrast_xtick_labels : list + List of xtick labels for the contrast plot. + effect_size : str + Type of effect size to plot. + show_delta2 : bool + Whether to show the delta-delta. + plot_kwargs : dict + Keyword arguments for the plot. + horizontal : bool + If the plot is horizontal. + es_marker_kwargs: dict + Keyword arguments for the effectsize marker. + es_errorbar_kwargs: dict + Keyword arguments for the effectsize errorbar. + """ + + # Plot the curve if show_mini_meta: mini_meta_delta = effectsize_df.mini_meta_delta data = mini_meta_delta.bootstraps_weighted_delta difference = mini_meta_delta.difference if ci_type == "bca": - ci_low = mini_meta_delta.bca_low - ci_high = mini_meta_delta.bca_high + ci_low, ci_high = mini_meta_delta.bca_low, mini_meta_delta.bca_high else: - ci_low = mini_meta_delta.pct_low - ci_high = mini_meta_delta.pct_high + ci_low, ci_high = mini_meta_delta.pct_low, mini_meta_delta.pct_high else: delta_delta = effectsize_df.delta_delta data = delta_delta.bootstraps_delta_delta difference = delta_delta.difference if ci_type == "bca": - ci_low = delta_delta.bca_low - ci_high = delta_delta.bca_high + ci_low, ci_high = delta_delta.bca_low, delta_delta.bca_high else: - ci_low = delta_delta.pct_low - ci_high = delta_delta.pct_high - # Create the violinplot. - # New in v0.2.6: drop negative infinities before plotting. - position = max(rawdata_axes.get_xticks()) + 2 - v = contrast_axes.violinplot( - data[~np.isinf(data)], positions=[position], **violinplot_kwargs - ) + ci_low, ci_high = delta_delta.pct_low, delta_delta.pct_high fc = "grey" - halfviolin(v, fill_color=fc, alpha=halfviolin_alpha) + if horizontal: + violinplot_kwargs.update({'vert': False, 'widths': 1}) + position = max(rawdata_axes.get_yticks()) + 2 + half = "bottom" + effsize_x, effsize_y = difference, [position] + ci_x, ci_y = [ci_low, ci_high], [position, position] + else: + position = max(rawdata_axes.get_xticks()) + 2 + half = "right" + effsize_x, effsize_y = [position], difference + ci_x, ci_y = [position, position], [ci_low, ci_high] + + v = contrast_axes.violinplot( + data[~np.isinf(data)], positions=[position], **violinplot_kwargs + ) + + halfviolin(v, fill_color=fc, alpha=halfviolin_alpha, half=half) # Plot the effect size. contrast_axes.plot( - [position], - difference, - marker="o", - color=ytick_color, - markersize=es_marker_size, + effsize_x, + effsize_y, + **es_marker_kwargs ) # Plot the confidence interval. contrast_axes.plot( - [position, position], - [ci_low, ci_high], - linestyle="-", - color=ytick_color, - linewidth=group_summary_kwargs["lw"], + ci_x, + ci_y, + **es_errorbar_kwargs ) - if show_mini_meta: - contrast_xtick_labels.extend(["", "Weighted delta"]) - elif effect_size == "delta_g": - contrast_xtick_labels.extend(["", "deltas' g"]) + + # Add labels and ticks + if horizontal: + current_yticks = rawdata_axes.get_yticks() + current_yticks = np.append(current_yticks, position) + current_ylabels = rawdata_axes.get_yticklabels() + if show_mini_meta: + current_ylabels.extend(["Weighted delta"]) + elif effect_size == "delta_g": + current_ylabels.extend(["deltas' g"]) + else: + current_ylabels.extend(["delta-delta"]) + + rawdata_axes.set_yticks(current_yticks) + rawdata_axes.set_yticklabels(current_ylabels) + else: - contrast_xtick_labels.extend(["", "delta-delta"]) - - return contrast_xtick_labels + if show_mini_meta: + contrast_xtick_labels.extend(["", "Weighted delta"]) + elif effect_size == "delta_g": + contrast_xtick_labels.extend(["", "deltas' g"]) + else: + contrast_xtick_labels.extend(["", "delta-delta"]) + + # Create the delta-delta axes. + if show_delta2 and not horizontal: + if plot_kwargs["delta2_label"] is not None: + delta2_label = plot_kwargs["delta2_label"] + elif effect_size == "mean_diff": + delta2_label = "delta - delta" + else: + delta2_label = "deltas' g" + fontsize_delta2label = plot_kwargs["fontsize_delta2label"] + delta2_axes = contrast_axes.twinx() + delta2_axes.set_frame_on(False) + delta2_axes.set_ylabel(delta2_label, fontsize=fontsize_delta2label) + og_xlim_delta, og_ylim_delta = contrast_axes.get_xlim(), contrast_axes.get_ylim() + delta2_axes.set_ylim(og_ylim_delta) + else: + delta2_axes = None + + return delta2_axes, contrast_xtick_labels + + +def effect_size_curve_plotter( + ticks_to_plot: list, + ticks_for_baseline_ec: list, + results: pd.DataFrame, + ci_type: str, + contrast_axes: axes.Axes, + violinplot_kwargs: dict, + halfviolin_alpha: float, + bootstraps_color_by_group: bool, + plot_palette_contrast: dict, + horizontal: bool, + es_marker_kwargs: dict, + es_errorbar_kwargs: dict, + idx: list, + is_paired: bool, + es_paired_lines: bool, + es_paired_lines_kwargs: dict, + show_baseline_ec: bool = False + ): + """ + Add effect size curves to the contrast plot. + Parameters + ---------- + ticks_to_plot : list + List of indices of the contrast objects. + ticks_for_baseline_ec : list + List of indices of the baseline effect curve objects. + results : object (Dataframe) + Dataframe of contrast object comparisons. + ci_type : str + Type of confidence interval to plot. + contrast_axes : axes.Axes + Matplotlib axis object to plot on. + violinplot_kwargs : dict + Keyword arguments for the violinplot. + halfviolin_alpha : float + Alpha value for the half violin. + es_marker_size : int + Size of the effect size marker. + bootstraps_color_by_group : bool + Whether to color the bootstraps by group. + plot_palette_contrast : dict + Dictionary of colors used in the contrast plot. + horizontal : bool + If the plot is horizontal. + es_marker_kwargs: dict + Keyword arguments for the effectsize marker. + es_errorbar_kwargs: dict + Keyword arguments for the effectsize errorbar. + idx : list + List of indices of the raw groups. + is_paired : bool + Whether the data is paired. + es_paired_lines : bool + Whether to add lines for repeated measures data. + es_paired_lines_kwargs : dict + Keyword arguments for the repeated measures lines. + show_baseline_ec : bool + Whether to show the baseline effect curve. + """ -def effect_size_curve_plotter(ticks_to_plot, ticks_for_baseline_ec, results, ci_type, contrast_axes, - violinplot_kwargs, halfviolin_alpha, ytick_color, es_marker_size, - group_summary_kwargs, bootstraps_color_by_group, plot_palette_contrast, - show_baseline_ec): - contrast_xtick_labels = [] - def plot_effect_size(tick, group, control, bootstrap, effsize, ci_low, ci_high): # Create the violinplot - # New in v0.2.6: drop negative infinities before plotting. + if horizontal: + violinplot_kwargs.update({'vert': False, 'widths': 1}) + v = contrast_axes.violinplot( bootstrap[~np.isinf(bootstrap)], positions=[tick], @@ -1287,47 +1681,51 @@ def plot_effect_size(tick, group, control, bootstrap, effsize, ci_low, ci_high): ) # Color the violin plot - # Turn the violinplot into half, and color it the same as the swarmplot. - # Do this only if the color column is not specified. - # Ideally, the alpha (transparency) fo the violin plot should be - # less than one so the effect size and CIs are visible. fc = plot_palette_contrast[group] if bootstraps_color_by_group else "grey" - halfviolin(v, fill_color=fc, alpha=halfviolin_alpha) + half = "bottom" if horizontal else "right" + halfviolin(v, fill_color=fc, alpha=halfviolin_alpha, half=half) # Plot the confidence interval - contrast_axes.plot( - [tick, tick], - [ci_low, ci_high], - linestyle="-", - color=ytick_color, - linewidth=group_summary_kwargs["lw"], - ) + if horizontal: + ci_x, ci_y = [ci_low, ci_high], [tick, tick] + else: + ci_x, ci_y = [tick, tick], [ci_low, ci_high] + + contrast_axes.plot(ci_x, ci_y, **es_errorbar_kwargs) return "{}\nminus\n{}".format(group, control) - - # Plot for ticks_to_plot + + # Plot the curves + contrast_xtick_labels = [] for j, tick in enumerate(ticks_to_plot): - current_group = results.test[j] - current_control = results.control[j] - current_bootstrap = results.bootstraps[j] - current_effsize = results.difference[j] - current_ci_low = results.bca_low[j] if ci_type == "bca" else results.pct_low[j] - current_ci_high = results.bca_high[j] if ci_type == "bca" else results.pct_high[j] - - # Plot the effect size + current_group = results.test[int(j)] + current_control = results.control[int(j)] + current_bootstrap = results.bootstraps[int(j)] + current_effsize = results.difference[int(j)] + if ci_type == "bca": + current_ci_low = results.bca_low[int(j)] + current_ci_high = results.bca_high[int(j)] + else: + current_ci_low = results.pct_low[int(j)] + current_ci_high = results.pct_high[int(j)] + + # Plot the effect size marker + if horizontal: + effsize_x, effsize_y = current_effsize, [tick] + else: + effsize_x, effsize_y = [tick], current_effsize + contrast_axes.plot( - [tick], - current_effsize, - marker="o", - color=ytick_color, - markersize=es_marker_size, + effsize_x, + effsize_y, + **es_marker_kwargs ) - label = plot_effect_size(tick, current_group, current_control, current_bootstrap, - current_effsize, current_ci_low, current_ci_high) + label = plot_effect_size(tick, current_group, current_control, current_bootstrap, + current_effsize, current_ci_low, current_ci_high) contrast_xtick_labels.append(label) - + # Add baseline effect curve plotting bec_results = results.drop_duplicates(subset='control', keep='first').reset_index(drop=True) for j, tick in enumerate(ticks_for_baseline_ec): bec_group = bec_results.control[j] @@ -1337,29 +1735,139 @@ def plot_effect_size(tick, group, control, bootstrap, effsize, ci_low, ci_high): bec_ci_low = bec_results.bec_bca_low[j] if ci_type == "bca" else bec_results.bec_pct_low[j] bec_ci_high = bec_results.bec_bca_high[j] if ci_type == "bca" else bec_results.bec_pct_high[j] - # Plot the effect size no matter show_baseline - contrast_axes.plot( - [tick], - bec_effsize, - marker="o", - color=ytick_color, - markersize=es_marker_size, - ) + # Plot the effect size marker regardless of show_baseline_ec + if horizontal: + effsize_x, effsize_y = bec_effsize, [tick] + else: + effsize_x, effsize_y = [tick], bec_effsize + + contrast_axes.plot(effsize_x, effsize_y, **es_marker_kwargs) if show_baseline_ec: _ = plot_effect_size(tick, bec_group, bec_control, bec_bootstrap, - bec_effsize, bec_ci_low, bec_ci_high) - # Baseline Curve don't need ticks text - + bec_effsize, bec_ci_low, bec_ci_high) + # Baseline Curve doesn't need tick text + + # Add lines for repeated measures data + if is_paired and es_paired_lines: + temp_num = 0 + lines_to_plot_list = [] + + for group in idx: + new_group = [] + if len(group) >= 2: + new_group.append(temp_num) + for i in range(1, len(group)): + new_group.append(temp_num+i) + temp_num += len(group) + lines_to_plot_list.append(new_group) + + for group in lines_to_plot_list: + if len(group) > 0: + mean_diffs_for_lines = [] + for ticks in group: + if ticks in ticks_to_plot: + mean_diffs_for_lines.append(results.loc[ticks_to_plot.index(ticks)]["difference"]) + else: + mean_diffs_for_lines.append(int(0)) + + x_data = mean_diffs_for_lines if horizontal else group + y_data = group if horizontal else mean_diffs_for_lines + + contrast_axes.plot( + x_data, + y_data, + **es_paired_lines_kwargs + ) + return current_group, current_control, current_effsize, contrast_xtick_labels +def gridkey_plotter( + is_paired: bool, + idx: list, + all_plot_groups: list, + gridkey_rows: list, + rawdata_axes: axes.Axes, + contrast_axes: axes.Axes, + plot_data: pd.DataFrame, + xvar: str, + yvar: str, + results: pd.DataFrame, + show_delta2: bool, + show_mini_meta: bool, + x1_level: list, + experiment_label: list, + float_contrast: bool, + horizontal: bool, + delta_delta: object, + mini_meta_delta: object, + effect_size: str, + gridkey_kwargs: dict, + ): + """ + Add gridkey to the contrast plot. -def grid_key_WIP(is_paired, idx, all_plot_groups, gridkey_rows, rawdata_axes, contrast_axes, - plot_data, xvar, yvar, results, show_delta2, show_mini_meta, float_contrast, plot_kwargs,): - - gridkey_show_Ns=plot_kwargs["gridkey_show_Ns"] - gridkey_show_es=plot_kwargs["gridkey_show_es"] - gridkey_merge_pairs=plot_kwargs["gridkey_merge_pairs"] + Parameters + ---------- + is_paired : bool + Whether the data is paired. + idx : list + List of indices of the contrast objects. + all_plot_groups : list + List of all plot groups. + gridkey_rows : list + List of gridkey rows. + rawdata_axes : axes.Axes + Matplotlib axis object for the raw data. + contrast_axes : axes.Axes + Matplotlib axis object for the contrast data. + plot_data : object (Dataframe) + Dataframe of the plot data. + xvar : str + Column name of the x variable. + yvar : str + Column name of the y variable. + results : object (Dataframe) + Dataframe of contrast object comparisons. + show_delta2 : bool + Whether to show the delta-delta. + show_mini_meta : bool + Whether to show the mini meta-analysis. + x1_level : list + List of x1 levels. + experiment_label : list + List of experiment labels. + float_contrast : bool + Whether the DABEST plot uses Gardner-Altman or Cummings + horizontal : bool + If the plot is horizontal. + delta_delta : object + delta-delta object. + mini_meta_delta : object + Mini meta-analysis object. + effect_size : str + Type of effect size to plot + gridkey_kwargs : dict + Keyword arguments for the gridkey. + """ + # Extract relevant kwargs + gridkey_show_Ns=gridkey_kwargs["show_Ns"] + gridkey_show_es=gridkey_kwargs["show_es"] + gridkey_merge_pairs=gridkey_kwargs["merge_pairs"] + gridkey_marker = gridkey_kwargs["marker"] + gridkey_delimiters=gridkey_kwargs["delimiters"] # Auto parser for gridkey - implemented by SangyuXu + + if gridkey_rows == "auto": + if experiment_label is not None: + gridkey_rows = list(np.concatenate([experiment_label, x1_level])) + else: + temp_groups = ";".join(all_plot_groups) + for delimiter in gridkey_delimiters: + temp_groups = temp_groups.replace(delimiter, ";") + temp_groups = [i.strip() for i in temp_groups.split(';')] + unique_groups = list(set(temp_groups)) + rank = [sum([temp_groups.index(i) for i in temp_groups if(j in i)]) for j in unique_groups] + gridkey_rows = [x for _,x in sorted(zip(rank,unique_groups))] # Raise error if there are more than 2 items in any idx and gridkey_merge_pairs is True and is_paired is not None if gridkey_merge_pairs and is_paired is not None: @@ -1386,8 +1894,10 @@ def grid_key_WIP(is_paired, idx, all_plot_groups, gridkey_rows, rawdata_axes, co # raise errors if gridkey_rows is not a list, or if the list is empty if isinstance(gridkey_rows, list) is False: - raise TypeError("gridkey_rows must be a list.") - elif len(gridkey_rows) == 0: + raise TypeError("gridkey_rows must be a list (or a string 'auto').") + if any(isinstance(i, str) is False for i in gridkey_rows): + raise TypeError("gridkey_rows must contain only strings.") + if len(gridkey_rows) == 0: warnings.warn("gridkey_rows is an empty list.") # raise Warning if an item in gridkey_rows is not contained in any idx @@ -1406,13 +1916,13 @@ def grid_key_WIP(is_paired, idx, all_plot_groups, gridkey_rows, rawdata_axes, co warnings.warn(i + " is not in any idx. Please check.") # Populate table: checks if idx for each column contains rowlabel name - # IF so, marks that element as present w black dot, or space if not present + # IF so, marks that element as present w black dot (default "\u25CF"), or space if not present table_cellcols = [] for i in gridkey_rows: thisrow = [] for q in groups_for_gridkey: if str(i) in q: - thisrow.append("\u25CF") + thisrow.append(gridkey_marker) else: thisrow.append("") table_cellcols.append(thisrow) @@ -1422,11 +1932,11 @@ def grid_key_WIP(is_paired, idx, all_plot_groups, gridkey_rows, rawdata_axes, co gridkey_rows.append("Ns") list_of_Ns = [] for i in groups_for_gridkey: - list_of_Ns.append(str(plot_data.groupby(xvar).count()[yvar].loc[i])) + list_of_Ns.append(str(plot_data.groupby(xvar, observed=False).count()[yvar].loc[i])) table_cellcols.append(list_of_Ns) # Adds a row for effectsizes with effectsize values - if gridkey_show_es: + if gridkey_show_es and not horizontal: gridkey_rows.append("\u0394") effsize_list = [] results_list = results.test.to_list() @@ -1450,46 +1960,150 @@ def grid_key_WIP(is_paired, idx, all_plot_groups, gridkey_rows, rawdata_axes, co table_cellcols.append(effsize_list) - # If Gardner-Altman plot, plot on raw data and not contrast axes - if float_contrast: - axes_ploton = rawdata_axes + # Set the axes to plot on + if float_contrast or horizontal: + ax_to_plot = rawdata_axes else: - axes_ploton = contrast_axes - - # Account for extended x axis in case of show_delta2 or show_mini_meta - x_groups_for_width = len(groups_for_gridkey) - if show_delta2 or show_mini_meta: - x_groups_for_width += 2 - gridkey_width = len(groups_for_gridkey) / x_groups_for_width - - gridkey = axes_ploton.table( - cellText=table_cellcols, - rowLabels=gridkey_rows, - cellLoc="center", - bbox=[ - 0, - -len(gridkey_rows) * 0.1 - 0.05, - gridkey_width, - len(gridkey_rows) * 0.1, - ], - **{"alpha": 0.5} - ) + ax_to_plot = contrast_axes - # modifies row label cells - for cell in gridkey._cells: - if cell[1] == -1: - gridkey._cells[cell].visible_edges = "open" - gridkey._cells[cell].set_text_props(**{"ha": "right"}) + # Add delta-delta or mini_meta details to the table + if show_mini_meta or show_delta2: + if show_delta2: + added_group_name = ["deltas' g"] if effect_size == "delta_g" else ["delta-delta"] + else: + added_group_name = ["Weighted delta"] + gridkey_rows = added_group_name + gridkey_rows + table_cellcols = [[""]*len(table_cellcols[0])] + table_cellcols + + for group_idx, group_vals in enumerate(table_cellcols): + if group_idx == 0: + added_group = ['', gridkey_marker] + elif gridkey_show_es and (group_idx == len(table_cellcols)-1) and not horizontal: + added_delta_effectsize = delta_delta.difference if show_delta2 else mini_meta_delta.difference + added_delta_effectsize_str = np.format_float_positional( + added_delta_effectsize, + precision=2, + sign=True, + trim="k", + min_digits=2, + ) + added_group = ['-', added_delta_effectsize_str] + else: + added_group = ['', ''] + for n in added_group: + group_vals.append(n) + + # Create the table object + if horizontal: + # Convert the cells format for horizontal table plotting + converted_list = [] + for j in range(0, len(table_cellcols[0])): + temp_list = [] + for i in table_cellcols: + temp_list.append(i[j]) + converted_list.append(temp_list) + + # Plot the table for horizontal format + gridkey = ax_to_plot.table( + cellText=converted_list, + cellLoc="center", + bbox=[ + -len(gridkey_rows) * 0.2, + 0, + len(gridkey_rows) * 0.2, + 1 + ], + **{"alpha": 0.5, "zorder": 5} + ) + + # Add the column labels as text below the table + text_locs = np.arange((-len(gridkey_rows)*0.2) +0.1, 0, 0.2) + for loc, txt in zip(text_locs, gridkey_rows): + ax_to_plot.text( + loc+0.04, + -0.01, + txt, + transform=ax_to_plot.transAxes, + fontsize=10, + ha='right', + rotation=45, + va='top', + ) + else: + # Plot the table for vertical format + gridkey = ax_to_plot.table( + cellText=table_cellcols, + rowLabels=gridkey_rows, + cellLoc="center", + bbox=[ + 0, + -len(gridkey_rows) * 0.1 - 0.05, + 1, + len(gridkey_rows) * 0.1, + ], + **{"alpha": 0.5} + ) + # modifies row label cells + for cell in gridkey._cells: + if cell[1] == -1: + gridkey._cells[cell].visible_edges = "open" + gridkey._cells[cell].set_text_props(**{"ha": "right"}) # turns off both x axes - rawdata_axes.get_xaxis().set_visible(False) - contrast_axes.get_xaxis().set_visible(False) + if horizontal: + rawdata_axes.get_yaxis().set_visible(False) + contrast_axes.get_yaxis().set_visible(False) + else: + rawdata_axes.get_xaxis().set_visible(False) + contrast_axes.get_xaxis().set_visible(False) + +def barplotter( + xvar: str, + yvar: str, + all_plot_groups: list, + rawdata_axes: axes.Axes, + plot_data: pd.DataFrame, + bar_color: str, + plot_palette_bar: dict, + plot_kwargs: dict, + barplot_kwargs: dict, + horizontal: bool + ): + """ + Add bars to the raw data plot. + + Parameters + ---------- + xvar : str + Column name of the x variable. + yvar : str + Column name of the y variable. + all_plot_groups : list + List of all plot groups. + rawdata_axes : object + Matplotlib axis object to plot on. + plot_data : object (Dataframe) + Dataframe of the plot data. + bar_color : str + Color of the bar. + plot_palette_bar : dict + Dictionary of colors used in the bar plot. + plot_kwargs : dict + Keyword arguments for the plot. + barplot_kwargs : dict + Keyword arguments for the barplot. + horizontal : bool + If the plot is horizontal. + """ + + x_label, y_label = rawdata_axes.get_xlabel(), rawdata_axes.get_ylabel() + if horizontal: + x_var, y_var, orient = np.ones(len(all_plot_groups)), all_plot_groups, "h" + else: + x_var, y_var, orient = all_plot_groups, np.ones(len(all_plot_groups)), "v" + + bar1_df = pd.DataFrame({xvar: x_var, "proportion": y_var}) -def barplotter(xvar, yvar, all_plot_groups, rawdata_axes, plot_data, bar_color, plot_palette_bar, plot_kwargs, barplot_kwargs): - # Plot the raw data as a barplot. - bar1_df = pd.DataFrame( - {xvar: all_plot_groups, "proportion": np.ones(len(all_plot_groups))} - ) bar1 = sns.barplot( data=bar1_df, x=xvar, @@ -1500,25 +2114,179 @@ def barplotter(xvar, yvar, all_plot_groups, rawdata_axes, plot_data, bar_color, facecolor=(1, 1, 1, 0), edgecolor=bar_color, zorder=1, + orient=orient, ) bar2 = sns.barplot( data=plot_data, - x=xvar, - y=yvar, + x=yvar if horizontal else xvar, + y=xvar if horizontal else yvar, ax=rawdata_axes, order=all_plot_groups, palette=plot_palette_bar, zorder=1, + orient=orient, **barplot_kwargs ) + # adjust the width of bars bar_width = plot_kwargs["bar_width"] - for bar in bar1.patches: - x = bar.get_x() - width = bar.get_width() - centre = x + width / 2.0 - bar.set_x(centre - bar_width / 2.0) - bar.set_width(bar_width) + if horizontal: + for bar in bar1.patches: + y = bar.get_y() + height = bar.get_height() + centre = y + height / 2.0 + bar.set_y(centre - bar_width / 2.0) + bar.set_height(bar_width) + else: + for bar in bar1.patches: + x = bar.get_x() + width = bar.get_width() + centre = x + width / 2.0 + bar.set_x(centre - bar_width / 2.0) + bar.set_width(bar_width) + + # reset the x and y labels + rawdata_axes.set_xlabel(x_label) + rawdata_axes.set_ylabel(y_label) + +def table_for_horizontal_plots( + effectsize_df: object, + ax: axes.Axes, + contrast_axes: axes.Axes, + ticks_to_plot: list, + show_mini_meta: bool, + show_delta2: bool, + table_kwargs: dict, + + ticks_to_skip: list + ): + """ + Add table axes for showing the deltas for horizontal plots. + + Parameters + ---------- + effectsize_df : object + Effect size DABEST object. + ax : object + Matplotlib axis object to plot the table axes. + contrast_axes : object + Matplotlib axis object to plot the contrast axes. + ticks_to_plot : list + List of indices of the contrast objects. + show_mini_meta : bool + Whether to show the mini meta-analysis. + show_delta2 : bool + Whether to show the delta-delta. + table_kwargs : dict + Keyword arguments for the table. + + ticks_to_skip: list + List of ticks to skip in the table. + """ + + table_color = table_kwargs['color'] + table_alpha = table_kwargs['alpha'] + table_font_size = table_kwargs['fontsize'] if table_kwargs['text_units'] == None else table_kwargs['fontsize']-2 + table_text_color = table_kwargs['text_color'] + text_units = '' if table_kwargs['text_units'] == None else table_kwargs['text_units'] + control_marker = table_kwargs['control_marker'] # Currently unused + fontsize_label = table_kwargs['fontsize_label'] + label = table_kwargs['label'] + + ### Create a table of deltas + cols=['Δ','N'] + lst = [] + for n in np.arange(0, len(effectsize_df.results.difference), 1): + lst.append([effectsize_df.results.difference[n],0]) + if show_mini_meta: + lst.append([effectsize_df.mini_meta_delta.difference,0]) + elif show_delta2: + lst.append([effectsize_df.delta_delta.difference,0]) + tab = pd.DataFrame(lst, columns=cols) + + ### Plot the text + if show_mini_meta or show_delta2: + new_ticks = ticks_to_plot + [max(ticks_to_plot)+2] + else: + new_ticks = ticks_to_plot.copy() + for i,loc in zip(tab.index, new_ticks): + ax.text(0.5, loc, "{:+.2f}".format(tab.iloc[i,0])+text_units, ha="center", va="center", color=table_text_color, size=table_font_size) + + # Plot the dashes + if control_marker is not None: + for loc in ticks_to_skip: + ax.text(0.5, loc, control_marker, ha="center", va="center", color=table_text_color, size=table_font_size) + + ### Parameters for table + ax.axvspan(0, 1, facecolor=table_color, alpha=table_alpha) #### Plot the background color + ax.set_xticks([0.5]) + ax.set_xticklabels([]) + ax.set_ylim(contrast_axes.get_ylim()) + ax.set_yticks([]) + ax.set_yticklabels([]) + ax.tick_params(left=False, bottom=False) + ax.set_xlabel(label, fontsize=fontsize_label) # Set the x-axis label - hardcoded for now + sns.despine(ax=ax, left=True, bottom=True) + + +def add_counts_to_prop_plots( + plot_data: pd.DataFrame, + xvar: str, + yvar: str, + rawdata_axes: axes.Axes, + horizontal: bool, + is_paired: bool, + prop_sample_counts_kwargs: dict + ): + """ + Add counts to the proportion plots. + + Parameters + ---------- + plot_data : object (Dataframe) + Dataframe of the plot data. + xvar : str + Column name of the x variable. + yvar : str + Column name of the y variable. + rawdata_axes : axes.Axes + Matplotlib axis object to plot on. + horizontal : bool + If the plot is horizontal. + is_paired : bool + Whether the data is paired. + prop_sample_counts_kwargs : dict + Keyword arguments for the sample counts. + """ + + # Group orders + if isinstance(plot_data[xvar].dtype, pd.CategoricalDtype): + sample_size_text_order = pd.unique(plot_data[xvar]).categories + else: + sample_size_text_order = pd.unique(plot_data[xvar]) + + # Get the sample size values + ones, zeros = plot_data[plot_data[yvar] == 1], plot_data[plot_data[yvar] == 0] + + sample_size_val1 = ones.groupby(xvar, observed=False)[yvar].count().reindex(index=sample_size_text_order) + sample_size_val0 = zeros.groupby(xvar, observed=False)[yvar].count().reindex(index=sample_size_text_order) + + if "fontsize" not in prop_sample_counts_kwargs.keys(): + fontsize = 8 if horizontal else 10 + fontsize -= 2 if is_paired else 0 + prop_sample_counts_kwargs.update({'fontsize': fontsize}) + + for sample_text_x, sample_text_y0, sample_text_y1 in zip( + np.arange(0,len(sample_size_text_order)+1,1), + sample_size_val0, + sample_size_val1, + ): + if horizontal: + rawdata_axes.text(0.05, sample_text_x, sample_text_y1, **prop_sample_counts_kwargs) + rawdata_axes.text(0.95, sample_text_x, sample_text_y0, **prop_sample_counts_kwargs) + else: + rawdata_axes.text(sample_text_x, 0.05, sample_text_y1, **prop_sample_counts_kwargs) + rawdata_axes.text(sample_text_x, 0.95, sample_text_y0, **prop_sample_counts_kwargs) # %% ../nbs/API/plot_tools.ipynb 6 def swarmplot( @@ -1536,6 +2304,7 @@ def swarmplot( filled: Union[bool, List, Tuple] = True, is_drop_gutter: bool = True, gutter_limit: float = 0.5, + horizontal: bool = False, **kwargs, ): """ @@ -1575,6 +2344,8 @@ def swarmplot( If True, drop points that hit the gutters; otherwise, readjust them. gutter_limit : int | float The limit for points hitting the gutters. + horizontal : bool + If True, the swarm plot is drawn horizontally. Default is False. **kwargs: Additional keyword arguments to be passed to the swarm plot. @@ -1583,8 +2354,8 @@ def swarmplot( axes.Axes Matplotlib axes.Axes object for which the swarm plot has been drawn on. """ - s = SwarmPlot(data, x, y, ax, order, hue, palette, zorder, size, side, jitter) - ax = s.plot(is_drop_gutter, gutter_limit, ax, filled, **kwargs) + s = SwarmPlot(data, x, y, ax, order, hue, palette, zorder, size, side, jitter, horizontal) + ax = s.plot(is_drop_gutter, gutter_limit, ax, filled, horizontal, **kwargs) return ax @@ -1602,6 +2373,7 @@ def __init__( size: float = 5, side: str = "center", jitter: float = 1, + horizontal: bool = False, ): """ Initialize a SwarmPlot instance. @@ -1631,6 +2403,8 @@ def __init__( The side on which points are swarmed ("center", "left", or "right"). Default is "center". jitter : int | float Determines the distance between points. Default is 1. + horizontal : bool + If True, the swarm plot is drawn horizontally. Default is False. Returns ------- @@ -1673,21 +2447,28 @@ def __init__( x_min = min(x_vals) x_max = max(x_vals) - ax.set_xlim(left=x_min - 0.5, right=x_max + 0.5) - y_range = max(y_vals) - min(y_vals) y_min = min(y_vals) - 0.05 * y_range y_max = max(y_vals) + 0.05 * y_range - # ylim is set manually to override Axes.autoscale if it hasn't already been scaled at least once - if ax.get_autoscaley_on(): - ax.set_ylim(bottom=y_min, top=y_max) + if horizontal: + ax.set_ylim(bottom=x_min - 0.5, top=x_max + 0.5) + # ylim is set manually to override Axes.autoscale if it hasn't already been scaled at least once + if ax.get_autoscalex_on(): + ax.set_xlim(left=y_min, right=y_max) + else: + ax.set_xlim(left=x_min - 0.5, right=x_max + 0.5) + # ylim is set manually to override Axes.autoscale if it hasn't already been scaled at least once + if ax.get_autoscaley_on(): + ax.set_ylim(bottom=y_min, top=y_max) figw, figh = ax.get_figure().get_size_inches() w = (ax.get_position().xmax - ax.get_position().xmin) * figw h = (ax.get_position().ymax - ax.get_position().ymin) * figh ax_xspan = ax.get_xlim()[1] - ax.get_xlim()[0] ax_yspan = ax.get_ylim()[1] - ax.get_ylim()[0] + if horizontal: + ax_xspan, ax_yspan = ax_yspan, ax_xspan # increases jitter distance based on number of swarms that is going to be drawn jitter = jitter * (1 + 0.05 * (math.log(ax_xspan))) @@ -1996,6 +2777,7 @@ def plot( gutter_limit: float, ax: axes.Subplot, filled: Union[bool, List, Tuple], + horizontal: bool, **kwargs, ) -> axes.Axes: """ @@ -2069,8 +2851,8 @@ def plot( if values_i.empty: ax.scatter( - values_i["x_new"], - values_i[self.__y], + values_i["x_new"] if not horizontal else values_i[self.__y], + values_i[self.__y] if not horizontal else values_i["x_new"], s=self.__size, zorder=self.__zorder, **kwargs, @@ -2086,13 +2868,10 @@ def plot( for cmap_group_i in cmap_values: cmap.append(self.__palette[cmap_group_i]) - # WIP: legend for swarm plot - swarm_legend_kwargs = {'colors':cmap, 'labels':cmap_values, 'index':index} - cmap = ListedColormap(cmap) ax.scatter( - values_i["x_new"], - values_i[self.__y], + values_i["x_new"] if not horizontal else values_i[self.__y], + values_i[self.__y] if not horizontal else values_i["x_new"], s=self.__size, c=index, cmap=cmap, @@ -2113,8 +2892,8 @@ def plot( facecolor = "none" if not filled else self.__palette[group_i] ax.scatter( - values_i["x_new"], - values_i[self.__y], + values_i["x_new"] if not horizontal else values_i[self.__y], + values_i[self.__y] if not horizontal else values_i["x_new"], s=self.__size, zorder=self.__zorder, facecolor=facecolor, @@ -2134,9 +2913,12 @@ def plot( c=self.__palette[cmap_group_i], label=cmap_group_i, ) - handles, labels = ax.get_legend_handles_labels() - - ax.get_xaxis().set_ticks(np.arange(x_position)) - ax.get_xaxis().set_ticklabels(x_tick_tabels) - return ax, swarm_legend_kwargs if self.__hue is not None else None + if horizontal: + ax.get_yaxis().set_ticks(np.arange(x_position)) + ax.get_yaxis().set_ticklabels(x_tick_tabels) + else: + ax.get_xaxis().set_ticks(np.arange(x_position)) + ax.get_xaxis().set_ticklabels(x_tick_tabels) + + return ax diff --git a/dabest/plotter.py b/dabest/plotter.py index ce2ce6a3..57e41615 100644 --- a/dabest/plotter.py +++ b/dabest/plotter.py @@ -18,7 +18,7 @@ # %% ../nbs/API/plotter.ipynb 5 # TODO refactor function name -def effectsize_df_plotter(effectsize_df, **plot_kwargs): +def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.figure.Figure: """ Custom function that creates an estimation plot from an EffectSizeDataFrame. Keywords @@ -41,17 +41,16 @@ def effectsize_df_plotter(effectsize_df, **plot_kwargs): show_pairs=True, show_delta2=True, group_summaries=None, - group_summaries_offset=0.1, fig_size=None, dpi=100, ax=None, - gridkey_rows=None, + gridkey_rows=None, gridkey_kwargs=None, swarmplot_kwargs=None, violinplot_kwargs=None, slopegraph_kwargs=None, sankey_kwargs=None, reflines_kwargs=None, - group_summary_kwargs=None, + group_summaries_kwargs=None, legend_kwargs=None, title=None, fontsize_title=16, fontsize_rawxlabel=12, fontsize_rawylabel=12, @@ -61,7 +60,11 @@ def effectsize_df_plotter(effectsize_df, **plot_kwargs): contrast_bars=True, contrast_bars_kwargs=None, delta_text=True, delta_text_kwargs=None, delta_dot=True, delta_dot_kwargs=None, - show_baseline_ec=False, + show_baseline_ec=False, + horizontal=False, horizontal_table_kwargs=None, + es_marker_kwargs=None, es_errorbar_kwargs=None, + prop_sample_counts=False, prop_sample_counts_kwargs=None, + es_paired_lines=True, es_paired_lines_kwargs=None, """ from .misc_tools import ( get_params, @@ -75,10 +78,10 @@ def effectsize_df_plotter(effectsize_df, **plot_kwargs): show_legend, Gardner_Altman_Plot_Aesthetic_Adjustments, Cumming_Plot_Aesthetic_Adjustments, - General_Plot_Aesthetic_Adjustments, + Redraw_Spines, + extract_group_summaries ) from .plot_tools import ( - get_swarm_spans, error_bar, sankeydiag, swarmplot, @@ -90,8 +93,10 @@ def effectsize_df_plotter(effectsize_df, **plot_kwargs): slopegraph_plotter, plot_minimeta_or_deltadelta_violins, effect_size_curve_plotter, - grid_key_WIP, + gridkey_plotter, barplotter, + table_for_horizontal_plots, + add_counts_to_prop_plots, ) warnings.filterwarnings( @@ -112,19 +117,21 @@ def effectsize_df_plotter(effectsize_df, **plot_kwargs): ytick_color = plt.rcParams["ytick.color"] # Extract parameters and set kwargs - (dabest_obj, plot_data, xvar, yvar, is_paired, effect_size, proportional, - all_plot_groups, idx, show_delta2, show_mini_meta, float_contrast, - show_pairs, effect_size_type, group_summaries, err_color, show_baseline_ec) = get_params( - effectsize_df=effectsize_df, - plot_kwargs=plot_kwargs - ) - - (swarmplot_kwargs, barplot_kwargs, sankey_kwargs, violinplot_kwargs, - slopegraph_kwargs, reflines_kwargs, legend_kwargs, group_summary_kwargs, redraw_axes_kwargs, - delta_dot_kwargs, delta_text_kwargs, summary_bars_kwargs, swarm_bars_kwargs, contrast_bars_kwargs) = get_kwargs( - plot_kwargs=plot_kwargs, - ytick_color=ytick_color - ) + (dabest_obj, plot_data, xvar, yvar, is_paired, effect_size, proportional, all_plot_groups, idx, + show_delta2, show_mini_meta, float_contrast, show_pairs, effect_size_type, group_summaries, err_color, horizontal, + results, halfviolin_alpha, ci_type, x1_level, experiment_label, show_baseline_ec) = get_params( + effectsize_df = effectsize_df, + plot_kwargs = plot_kwargs, + ) + + (swarmplot_kwargs, barplot_kwargs, sankey_kwargs, + violinplot_kwargs, slopegraph_kwargs, reflines_kwargs, legend_kwargs, + group_summaries_kwargs, redraw_axes_kwargs, delta_dot_kwargs, delta_text_kwargs, + summary_bars_kwargs, swarm_bars_kwargs, contrast_bars_kwargs, table_kwargs, + gridkey_kwargs, es_marker_kwargs, es_errorbar_kwargs, prop_sample_counts_kwargs, es_paired_lines_kwargs) = get_kwargs( + plot_kwargs = plot_kwargs, + ytick_color = ytick_color + ) # We also need to extract the `sankey` and `flow` from the kwargs for plotter.py # to use for varying different kinds of paired proportional plots @@ -137,84 +144,95 @@ def effectsize_df_plotter(effectsize_df, **plot_kwargs): ) # Extract Color palette - (color_col, bootstraps_color_by_group, n_groups, filled, - swarm_colors, plot_palette_raw, bar_color, - plot_palette_bar, plot_palette_contrast, plot_palette_sankey) = get_color_palette( - plot_kwargs=plot_kwargs, - plot_data=plot_data, - xvar=xvar, - show_pairs=show_pairs, - idx=idx, - all_plot_groups=all_plot_groups - ) + (color_col, bootstraps_color_by_group, n_groups, filled, plot_palette_raw, + bar_color, plot_palette_bar, plot_palette_contrast, plot_palette_sankey) = get_color_palette( + plot_kwargs = plot_kwargs, + plot_data = plot_data, + xvar = xvar, + show_pairs = show_pairs, + idx = idx, + all_plot_groups = all_plot_groups, + delta2 = effectsize_df.delta2 + ) # Initialise the figure. - fig, rawdata_axes, contrast_axes, swarm_ylim = initialize_fig( - plot_kwargs=plot_kwargs, - dabest_obj=dabest_obj, - show_delta2=show_delta2, - show_mini_meta=show_mini_meta, - is_paired=is_paired, - show_pairs=show_pairs, - proportional=proportional, - float_contrast=float_contrast, - ) + fig, rawdata_axes, contrast_axes, table_axes = initialize_fig( + plot_kwargs = plot_kwargs, + dabest_obj = dabest_obj, + show_delta2 = show_delta2, + show_mini_meta = show_mini_meta, + is_paired = is_paired, + show_pairs = show_pairs, + proportional = proportional, + float_contrast = float_contrast, + effect_size_type = effect_size_type, + yvar = yvar, + horizontal = horizontal, + show_table = table_kwargs['show'] + ) # Plotting the rawdata. if show_pairs: temp_idx, temp_all_plot_groups = get_plot_groups( - is_paired=is_paired, - idx=idx, - proportional=proportional, - all_plot_groups=all_plot_groups + is_paired = is_paired, + idx = idx, + proportional = proportional, + all_plot_groups = all_plot_groups ) if not proportional: # Plot the raw data as a slopegraph. slopegraph_plotter( - dabest_obj=dabest_obj, - plot_data=plot_data, - xvar=xvar, - yvar=yvar, - color_col=color_col, - plot_palette_raw=plot_palette_raw, - slopegraph_kwargs=slopegraph_kwargs, - rawdata_axes=rawdata_axes, - ytick_color=ytick_color, - temp_idx=temp_idx + dabest_obj = dabest_obj, + plot_data = plot_data, + xvar = xvar, + yvar = yvar, + color_col = color_col, + plot_palette_raw = plot_palette_raw, + slopegraph_kwargs = slopegraph_kwargs, + rawdata_axes = rawdata_axes, + ytick_color = ytick_color, + temp_idx = temp_idx, + horizontal = horizontal ) - - # DELTA PTS ON CONTRAST PLOT WIP + + # Add delta dots to the contrast axes for paired plots. show_delta_dots = plot_kwargs["delta_dot"] if show_delta_dots and is_paired is not None: DeltaDotsPlotter( - plot_data=plot_data, - contrast_axes=contrast_axes, - delta_id_col=dabest_obj.id_col, - idx=idx, - xvar=xvar, - yvar=yvar, - is_paired=is_paired, - color_col=color_col, - float_contrast=float_contrast, - plot_palette_raw=plot_palette_raw, - delta_dot_kwargs=delta_dot_kwargs + plot_data = plot_data, + contrast_axes = contrast_axes, + delta_id_col = dabest_obj.id_col, + idx = idx, + xvar = xvar, + yvar = yvar, + is_paired = is_paired, + color_col = color_col, + float_contrast = float_contrast, + plot_palette_raw = plot_palette_raw, + delta_dot_kwargs = delta_dot_kwargs, + horizontal = horizontal, ) # Set the tick labels, because the slopegraph plotting doesn't. - rawdata_axes.set_xticks(np.arange(0, len(temp_all_plot_groups))) - rawdata_axes.set_xticklabels(temp_all_plot_groups) + if horizontal: + rawdata_axes.set_yticks(np.arange(0, len(temp_all_plot_groups))) + rawdata_axes.set_yticklabels(temp_all_plot_groups) + else: + rawdata_axes.set_xticks(np.arange(0, len(temp_all_plot_groups))) + rawdata_axes.set_xticklabels(temp_all_plot_groups) else: # Plot the raw data as a set of Sankey Diagrams aligned like barplot. sankey_control_group, sankey_test_group = sankeydiag( plot_data, - xvar=xvar, - yvar=yvar, - temp_all_plot_groups=temp_all_plot_groups, - idx=idx, - temp_idx=temp_idx, - palette=plot_palette_sankey, - ax=rawdata_axes, + xvar = xvar, + yvar = yvar, + temp_all_plot_groups = temp_all_plot_groups, + idx = idx, + temp_idx = temp_idx, + palette = plot_palette_sankey, + ax = rawdata_axes, + horizontal = horizontal, **sankey_kwargs ) else: @@ -223,362 +241,368 @@ def effectsize_df_plotter(effectsize_df, **plot_kwargs): asymmetric_side = ( plot_kwargs["swarm_side"] if plot_kwargs["swarm_side"] is not None - else "right" + else "right" if not horizontal + else "left" ) # Default asymmetric side is right # swarmplot() plots swarms based on current size of ax # Therefore, since the ax size for mini_meta and show_delta changes later on, there has to be increased jitter - rawdata_plot, swarm_legend_kwargs = swarmplot( - data=plot_data, - x=xvar, - y=yvar, - ax=rawdata_axes, - order=all_plot_groups, - # hue=xvar if color_col is None else color_col, - hue=color_col, - palette=plot_palette_raw, - zorder=1, - side=asymmetric_side, - jitter=1.25 if show_mini_meta else 1.4 if show_delta2 else 1, # TODO: to make jitter value more accurate and not just a hardcoded eyeball value - filled=filled, - is_drop_gutter=True, - gutter_limit=0.45, - **swarmplot_kwargs - ) + rawdata_plot = swarmplot( + data = plot_data, + x = xvar, + y = yvar, + ax = rawdata_axes, + order = all_plot_groups, + hue = color_col, + palette = plot_palette_raw, + zorder = 1, + side = asymmetric_side, + jitter = 1.25 if show_mini_meta else 1.4 if show_delta2 else 1, # TODO: to make jitter value more accurate and not just a hardcoded eyeball value + filled = filled, + is_drop_gutter = True, + gutter_limit = 0.45, + horizontal = horizontal, + **swarmplot_kwargs + ) if color_col is None: rawdata_plot.legend().set_visible(False) else: # Plot the raw data as a barplot. barplotter( - xvar=xvar, - yvar=yvar, - all_plot_groups=all_plot_groups, - rawdata_axes=rawdata_axes, - plot_data=plot_data, - bar_color=bar_color, - plot_palette_bar=plot_palette_bar, - plot_kwargs=plot_kwargs, - barplot_kwargs=barplot_kwargs + xvar = xvar, + yvar = yvar, + all_plot_groups = all_plot_groups, + rawdata_axes = rawdata_axes, + plot_data = plot_data, + bar_color = bar_color, + plot_palette_bar = plot_palette_bar, + plot_kwargs = plot_kwargs, + barplot_kwargs = barplot_kwargs, + horizontal = horizontal, ) - + # Plot the error bars. if group_summaries is not None: - if proportional: - group_summaries_method = "proportional_error_bar" - group_summaries_offset = 0 - group_summaries_line_color = err_color - else: - # Create list to gather xspans. - xspans = [] - line_colors = [] - for jj, c in enumerate(rawdata_axes.collections): - try: - if asymmetric_side == "right": - # currently offset is hardcoded with value of -0.2 - x_max_span = -0.2 - else: - _, x_max, _, _ = get_swarm_spans(c) - x_max_span = x_max - jj - xspans.append(x_max_span) - except TypeError: - # we have got a None, so skip and move on. - pass - - if bootstraps_color_by_group: - line_colors.append(plot_palette_raw[all_plot_groups[jj]]) - - # Break the loop since hue in Seaborn adds collections to axes and it will result in index out of range - if jj >= n_groups - 1 and color_col is None: - break - - if len(line_colors) != len(all_plot_groups): - line_colors = ytick_color - - # hue in swarmplot would add collections to axes which will result in len(xspans) = len(all_plot_groups) + len(unique groups in hue) - if len(xspans) > len(all_plot_groups): - xspans = xspans[:len(all_plot_groups)] - - group_summaries_method = "gapped_lines" - group_summaries_offset = xspans + np.array(plot_kwargs["group_summaries_offset"]) - group_summaries_line_color = line_colors - - # Plot + (group_summaries_method, + group_summaries_offset, group_summaries_line_color) = extract_group_summaries( + proportional = proportional, + err_color = err_color, + rawdata_axes = rawdata_axes, + asymmetric_side = asymmetric_side if not proportional else None, + horizontal = horizontal, + bootstraps_color_by_group = bootstraps_color_by_group, + plot_palette_raw = plot_palette_raw, + all_plot_groups = all_plot_groups, + n_groups = n_groups, + color_col = color_col, + ytick_color = ytick_color, + group_summaries_kwargs = group_summaries_kwargs + ) + error_bar( plot_data, - x=xvar, - y=yvar, - offset=group_summaries_offset, - line_color=group_summaries_line_color, - gap_width_percent=1.5, - type=group_summaries, - ax=rawdata_axes, - method=group_summaries_method, - **group_summary_kwargs + x = xvar, + y = yvar, + offset = group_summaries_offset, + line_color = group_summaries_line_color, + type = group_summaries, + ax = rawdata_axes, + method = group_summaries_method, + horizontal = horizontal, + **group_summaries_kwargs ) # Add the counts to the rawdata axes xticks. add_counts_to_ticks( - plot_data=plot_data, - xvar=xvar, - yvar=yvar, - rawdata_axes=rawdata_axes, - plot_kwargs=plot_kwargs + plot_data = plot_data, + xvar = xvar, + yvar = yvar, + rawdata_axes = rawdata_axes, + plot_kwargs = plot_kwargs, + flow = sankey_kwargs["flow"], + horizontal = horizontal, ) - # Enforce the xtick of rawdata_axes to be 0 and 1 after drawing only one sankey ----> Redundant code - if one_sankey: - rawdata_axes.set_xticks([0, 1]) + # Add counts to prop plots (embedded in the plot bars) + if proportional and plot_kwargs['prop_sample_counts'] and sankey_kwargs["flow"]: + add_counts_to_prop_plots( + plot_data = plot_data, + xvar = xvar, + yvar = yvar, + rawdata_axes = rawdata_axes, + horizontal = horizontal, + is_paired = is_paired, + prop_sample_counts_kwargs = prop_sample_counts_kwargs, + ) # Plot effect sizes and bootstraps. - plot_groups = temp_all_plot_groups if (is_paired == "baseline" and show_pairs and two_col_sankey) else temp_idx if (two_col_sankey) else all_plot_groups + plot_groups = (temp_all_plot_groups if (is_paired == "baseline" and show_pairs and two_col_sankey) + else temp_idx if two_col_sankey + else all_plot_groups + ) + # Extract ticks for contrast plot (ticks_to_skip, ticks_to_plot, ticks_for_baseline_ec, ticks_to_skip_contrast, ticks_to_start_twocol_sankey) = extract_contrast_plotting_ticks( - is_paired=is_paired, - show_pairs=show_pairs, - two_col_sankey=two_col_sankey, - plot_groups=plot_groups, - idx=idx, - sankey_control_group=sankey_control_group if two_col_sankey else None, - ) + is_paired = is_paired, + show_pairs = show_pairs, + two_col_sankey = two_col_sankey, + plot_groups = plot_groups, + idx = idx, + sankey_control_group = sankey_control_group if two_col_sankey else None, + ) + + # Adjust contrast tick locations to account for different plotting styles in horizontal plots + table_axes_ticks_to_plot = ticks_to_plot + if (horizontal and proportional and not show_pairs) or (horizontal and plot_kwargs["swarm_side"] == "right"): + ticks_to_plot = [x+0.25 for x in ticks_to_plot] # Plot the bootstraps, then the effect sizes and CIs. - es_marker_size = plot_kwargs["es_marker_size"] - halfviolin_alpha = plot_kwargs["halfviolin_alpha"] - ci_type = plot_kwargs["ci_type"] - - results = effectsize_df.results - + es_paired_lines = False if float_contrast or not sankey_kwargs["flow"] else plot_kwargs["es_paired_lines"] (current_group, current_control, current_effsize, contrast_xtick_labels) = effect_size_curve_plotter( - ticks_to_plot=ticks_to_plot, + ticks_to_plot = ticks_to_plot, ticks_for_baseline_ec=ticks_for_baseline_ec, - results=results, - ci_type=ci_type, - contrast_axes=contrast_axes, - violinplot_kwargs=violinplot_kwargs, - halfviolin_alpha=halfviolin_alpha, - ytick_color=ytick_color, - es_marker_size=es_marker_size, - group_summary_kwargs=group_summary_kwargs, - bootstraps_color_by_group=bootstraps_color_by_group, - plot_palette_contrast=plot_palette_contrast, - show_baseline_ec=show_baseline_ec, - ) - - # Plot mini-meta violin - if show_mini_meta or show_delta2: - contrast_xtick_labels = plot_minimeta_or_deltadelta_violins( - show_mini_meta=show_mini_meta, - effectsize_df=effectsize_df, - ci_type=ci_type, - rawdata_axes=rawdata_axes, - contrast_axes=contrast_axes, - violinplot_kwargs=violinplot_kwargs, - halfviolin_alpha=halfviolin_alpha, - ytick_color=ytick_color, - es_marker_size=es_marker_size, - group_summary_kwargs=group_summary_kwargs, - contrast_xtick_labels=contrast_xtick_labels, - effect_size=effect_size + results = results, + ci_type = ci_type, + contrast_axes = contrast_axes, + violinplot_kwargs = violinplot_kwargs, + halfviolin_alpha = halfviolin_alpha, + bootstraps_color_by_group = bootstraps_color_by_group, + plot_palette_contrast = plot_palette_contrast, + horizontal = horizontal, + es_marker_kwargs = es_marker_kwargs, + es_errorbar_kwargs = es_errorbar_kwargs, + idx = idx, + is_paired = is_paired, + es_paired_lines = es_paired_lines, + es_paired_lines_kwargs = es_paired_lines_kwargs, + show_baseline_ec = show_baseline_ec, ) + # Plot mini-meta or delta-delta violin + delta2_axes = None + if show_mini_meta or show_delta2: + delta2_axes, contrast_xtick_labels = plot_minimeta_or_deltadelta_violins( + show_mini_meta = show_mini_meta, + effectsize_df = effectsize_df, + ci_type = ci_type, + rawdata_axes = rawdata_axes, + contrast_axes = contrast_axes, + violinplot_kwargs = violinplot_kwargs, + halfviolin_alpha = halfviolin_alpha, + contrast_xtick_labels = contrast_xtick_labels, + effect_size = effect_size, + show_delta2 = show_delta2, + plot_kwargs = plot_kwargs, + horizontal = horizontal, + es_marker_kwargs = es_marker_kwargs, + es_errorbar_kwargs = es_errorbar_kwargs + ) + # Make sure the contrast_axes x-lims match the rawdata_axes xlims, # and add an extra violinplot tick for delta-delta plot. + # Name is xaxis but it is actually y-axis for horizontal plots set_xaxis_ticks_and_lims( - show_delta2=show_delta2, - show_mini_meta=show_mini_meta, - rawdata_axes=rawdata_axes, - contrast_axes=contrast_axes, - show_pairs=show_pairs, - float_contrast=float_contrast, - ticks_to_skip=ticks_to_skip, - contrast_xtick_labels=contrast_xtick_labels, - plot_kwargs=plot_kwargs, - ) - # Legend - handles, labels = rawdata_axes.get_legend_handles_labels() - legend_labels = [l for l in labels] - legend_handles = [h for h in handles] - - if bootstraps_color_by_group is False: - rawdata_axes.legend().set_visible(False) - show_legend( - legend_labels=legend_labels, - legend_handles=legend_handles, - rawdata_axes=rawdata_axes, - contrast_axes=contrast_axes, - float_contrast=float_contrast, - show_pairs=show_pairs, - legend_kwargs=legend_kwargs - ) - - # Add legend for swarmplot - if not show_pairs and not proportional and color_col is not None and not show_delta2: - if len(np.unique(swarm_legend_kwargs['index'])) > 1: - legend_elements = [] - for color, label in zip(swarm_legend_kwargs['colors'], swarm_legend_kwargs['labels']): - legend_elements.append(Line2D([0], [0], marker='o', color='w', label=label, - markerfacecolor=color, markersize=10)) - rawdata_axes.legend(handles=legend_elements, frameon=False) + show_delta2 = show_delta2, + show_mini_meta = show_mini_meta, + rawdata_axes = rawdata_axes, + contrast_axes = contrast_axes, + show_pairs = show_pairs, + float_contrast = float_contrast, + ticks_to_skip = ticks_to_skip, + contrast_xtick_labels = contrast_xtick_labels, + plot_kwargs = plot_kwargs, + proportional = proportional, + horizontal = horizontal, + ) # Plot aesthetic adjustments. - og_ylim_raw = rawdata_axes.get_ylim() - og_xlim_raw = rawdata_axes.get_xlim() - - if float_contrast: + if float_contrast and not horizontal: # For Gardner-Altman plots only. Gardner_Altman_Plot_Aesthetic_Adjustments( - effect_size_type=effect_size_type, - plot_data=plot_data, - xvar=xvar, - yvar=yvar, - current_control=current_control, - current_group=current_group, - rawdata_axes=rawdata_axes, - contrast_axes=contrast_axes, - results=results, - current_effsize=current_effsize, - is_paired=is_paired, - one_sankey=one_sankey, - reflines_kwargs=reflines_kwargs, - redraw_axes_kwargs=redraw_axes_kwargs, - swarm_ylim=swarm_ylim, - og_xlim_raw=og_xlim_raw, - og_ylim_raw=og_ylim_raw, + effect_size_type = effect_size_type, + plot_data = plot_data, + xvar = xvar, + yvar = yvar, + current_control = current_control, + current_group = current_group, + rawdata_axes = rawdata_axes, + contrast_axes = contrast_axes, + results = results, + current_effsize = current_effsize, + is_paired = is_paired, + one_sankey = one_sankey, + reflines_kwargs = reflines_kwargs, + redraw_axes_kwargs = redraw_axes_kwargs, ) - else: # For Cumming Plots only. + skip_redraw_lines = True if plot_kwargs["gridkey_rows"] is not None else False Cumming_Plot_Aesthetic_Adjustments( - plot_kwargs=plot_kwargs, - show_delta2=show_delta2, - effect_size_type=effect_size_type, - contrast_axes=contrast_axes, - reflines_kwargs=reflines_kwargs, - is_paired=is_paired, - show_pairs=show_pairs, - two_col_sankey=two_col_sankey, - idx=idx, - ticks_to_start_twocol_sankey=ticks_to_start_twocol_sankey, - proportional=proportional, - ticks_to_skip=ticks_to_skip, - temp_idx=temp_idx if is_paired == "baseline" and show_pairs else None, - rawdata_axes=rawdata_axes, - redraw_axes_kwargs=redraw_axes_kwargs, - ticks_to_skip_contrast=ticks_to_skip_contrast, + contrast_axes = contrast_axes, + reflines_kwargs = reflines_kwargs, + is_paired = is_paired, + show_pairs = show_pairs, + two_col_sankey = two_col_sankey, + idx = idx, + ticks_to_start_twocol_sankey = ticks_to_start_twocol_sankey, + proportional = proportional, + ticks_to_skip = ticks_to_skip, + temp_idx = temp_idx if is_paired == "baseline" and show_pairs else None, + rawdata_axes = rawdata_axes, + redraw_axes_kwargs = redraw_axes_kwargs, + ticks_to_skip_contrast = ticks_to_skip_contrast, + show_delta2 = show_delta2, + show_mini_meta = show_mini_meta, + horizontal = horizontal, + skip_redraw_lines = skip_redraw_lines, ) - # General plotting changes - General_Plot_Aesthetic_Adjustments( - show_delta2=show_delta2, - show_mini_meta=show_mini_meta, - contrast_axes=contrast_axes, - redraw_axes_kwargs=redraw_axes_kwargs, - plot_kwargs=plot_kwargs, - yvar=yvar, - effect_size_type=effect_size_type, - proportional=proportional, - effectsize_df=effectsize_df, - is_paired=is_paired, - float_contrast=float_contrast, - rawdata_axes=rawdata_axes, - og_ylim_raw=og_ylim_raw, - effect_size=effect_size, - ) - - ################################################### GRIDKEY WIP - # if gridkey_rows is None, skip everything here - gridkey_rows = plot_kwargs["gridkey_rows"] - if gridkey_rows is not None: - grid_key_WIP( - is_paired=is_paired, - idx=idx, - all_plot_groups=all_plot_groups, - gridkey_rows=gridkey_rows, - rawdata_axes=rawdata_axes, - contrast_axes=contrast_axes, - plot_data=plot_data, - xvar=xvar, - yvar=yvar, - results=results, - show_delta2=show_delta2, - show_mini_meta=show_mini_meta, - float_contrast=float_contrast, - plot_kwargs=plot_kwargs, - ) - - ################################################### Swarm & Contrast & Summary Bars & Delta text WIP - # Swarm bars WIP + # Add the dependent axes spines back in. + Redraw_Spines( + rawdata_axes = rawdata_axes, + contrast_axes = contrast_axes, + redraw_axes_kwargs = redraw_axes_kwargs, + float_contrast = float_contrast, + horizontal = horizontal, + show_delta2 = show_delta2, + delta2_axes = delta2_axes + ) + + # Swarm bars swarm_bars = plot_kwargs["swarm_bars"] - if swarm_bars and not proportional: + if swarm_bars and not proportional and not horizontal: #Currently not supporting swarm bars for horizontal plots (looks weird) swarm_bars_plotter( - plot_data=plot_data, - xvar=xvar, - yvar=yvar, - ax=rawdata_axes, - swarm_bars_kwargs=swarm_bars_kwargs, - color_col=color_col, - plot_palette_raw=plot_palette_raw, - is_paired=is_paired + plot_data = plot_data, + xvar = xvar, + yvar = yvar, + ax = rawdata_axes, + swarm_bars_kwargs = swarm_bars_kwargs, + color_col = color_col, + plot_palette_raw = plot_palette_raw, + show_pairs = show_pairs, + idx = idx, ) - # Contrast bars WIP + # Contrast bars contrast_bars = plot_kwargs["contrast_bars"] if contrast_bars: contrast_bars_plotter( - results=results, - ax_to_plot=contrast_axes, - swarm_plot_ax=rawdata_axes, - ticks_to_plot=ticks_to_plot, - contrast_bars_kwargs=contrast_bars_kwargs, - color_col=color_col, - plot_palette_raw=plot_palette_raw, - show_mini_meta=show_mini_meta, - mini_meta_delta=effectsize_df.mini_meta_delta if show_mini_meta else None, - show_delta2=show_delta2, - delta_delta=effectsize_df.delta_delta if show_delta2 else None, - proportional=proportional, - is_paired=is_paired + results = results, + ax_to_plot = contrast_axes, + swarm_plot_ax = rawdata_axes, + ticks_to_plot = ticks_to_plot, + contrast_bars_kwargs = contrast_bars_kwargs, + color_col = color_col, + plot_palette_raw = plot_palette_raw, + show_mini_meta = show_mini_meta, + mini_meta_delta = effectsize_df.mini_meta_delta if show_mini_meta else None, + show_delta2 = show_delta2, + delta_delta = effectsize_df.delta_delta if show_delta2 else None, + show_pairs = show_pairs, + horizontal = horizontal, + idx = idx ) - # Summary bars WIP + # Summary bars summary_bars = plot_kwargs["summary_bars"] if summary_bars is not None: summary_bars_plotter( - summary_bars=summary_bars, - results=results, - ax_to_plot=contrast_axes, - float_contrast=float_contrast, - summary_bars_kwargs=summary_bars_kwargs, - ci_type=ci_type, - ticks_to_plot=ticks_to_plot, - color_col=color_col, - plot_palette_raw=plot_palette_raw, - proportional=proportional, - is_paired=is_paired + summary_bars = summary_bars, + results = results, + ax_to_plot = contrast_axes, + float_contrast = float_contrast, + summary_bars_kwargs = summary_bars_kwargs, + ci_type = ci_type, + ticks_to_plot = ticks_to_plot, + color_col = color_col, + plot_palette_raw = plot_palette_raw, + proportional = proportional, + show_pairs = show_pairs, + horizontal = horizontal, ) - # Delta text WIP + # Delta text delta_text = plot_kwargs["delta_text"] - if delta_text: + if delta_text and not horizontal: delta_text_plotter( - results=results, - ax_to_plot=contrast_axes, - swarm_plot_ax=rawdata_axes, - ticks_to_plot=ticks_to_plot, - delta_text_kwargs=delta_text_kwargs, - color_col=color_col, - plot_palette_raw=plot_palette_raw, - is_paired=is_paired, - proportional=proportional, - float_contrast=float_contrast, - show_mini_meta=show_mini_meta, - mini_meta_delta=effectsize_df.mini_meta_delta if show_mini_meta else None, - show_delta2=show_delta2, - delta_delta=effectsize_df.delta_delta if show_delta2 else None + results = results, + ax_to_plot = contrast_axes, + swarm_plot_ax = rawdata_axes, + ticks_to_plot = ticks_to_plot, + delta_text_kwargs = delta_text_kwargs, + color_col = color_col, + plot_palette_raw = plot_palette_raw, + show_pairs = show_pairs, + proportional = proportional, + float_contrast = float_contrast, + show_mini_meta = show_mini_meta, + mini_meta_delta = effectsize_df.mini_meta_delta if show_mini_meta else None, + show_delta2 = show_delta2, + delta_delta = effectsize_df.delta_delta if show_delta2 else None, + idx = idx ) - ################################################### Swarm & Contrast & Summary Bars & Delta text WIP END + + # Table Axes for horizontal plots + if horizontal and table_kwargs['show']: + table_for_horizontal_plots( + effectsize_df = effectsize_df, + ax = table_axes, + contrast_axes = contrast_axes, + ticks_to_plot = table_axes_ticks_to_plot, + show_mini_meta = show_mini_meta, + show_delta2 = show_delta2, + table_kwargs = table_kwargs, + + ticks_to_skip = ticks_to_skip + ) + + # Gridkey + gridkey_rows = plot_kwargs["gridkey_rows"] + if gridkey_rows is not None: + gridkey_plotter( + is_paired = is_paired, + idx = idx, + all_plot_groups = all_plot_groups, + gridkey_rows = gridkey_rows, + rawdata_axes = rawdata_axes, + contrast_axes = contrast_axes, + plot_data = plot_data, + xvar = xvar, + yvar = yvar, + results = results, + show_delta2 = show_delta2, + show_mini_meta = show_mini_meta, + x1_level = x1_level, + experiment_label = experiment_label, + float_contrast = float_contrast, + horizontal = horizontal, + delta_delta = effectsize_df.delta_delta if show_delta2 else None, + mini_meta_delta = effectsize_df.mini_meta_delta if show_mini_meta else None, + effect_size = effect_size, + gridkey_kwargs = gridkey_kwargs, + ) + + # Legend + handles, labels = rawdata_axes.get_legend_handles_labels() + legend_labels = [l for l in labels] + legend_handles = [h for h in handles] + + if bootstraps_color_by_group is False and not effectsize_df.delta2: + rawdata_axes.legend().set_visible(False) + show_legend( + legend_labels = legend_labels, + legend_handles = legend_handles, + rawdata_axes = rawdata_axes, + contrast_axes = contrast_axes, + table_axes = table_axes, + float_contrast = float_contrast, + show_pairs = show_pairs, + horizontal = horizontal, + legend_kwargs = legend_kwargs, + table_kwargs = table_kwargs + ) # Make sure no stray ticks appear! rawdata_axes.xaxis.set_ticks_position("bottom") diff --git a/nbs/API/dabest_object.ipynb b/nbs/API/dabest_object.ipynb index 75903f07..dee0aef6 100644 --- a/nbs/API/dabest_object.ipynb +++ b/nbs/API/dabest_object.ipynb @@ -13,6 +13,14 @@ "- order: 2" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "2654032b", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/nbs/API/effsize_objects.ipynb b/nbs/API/effsize_objects.ipynb index cfdc7e92..eec0d119 100644 --- a/nbs/API/effsize_objects.ipynb +++ b/nbs/API/effsize_objects.ipynb @@ -418,12 +418,6 @@ " # References:\n", " # https://en.wikipedia.org/wiki/McNemar%27s_test\n", "\n", - " # df_temp = pd.DataFrame({\"control\": self.__control, \"test\": self.__test})\n", - " # x1 = len(df_temp[(df_temp[\"control\"] == 0) & (df_temp[\"test\"] == 0)])\n", - " # x2 = len(df_temp[(df_temp[\"control\"] == 0) & (df_temp[\"test\"] == 1)])\n", - " # x3 = len(df_temp[(df_temp[\"control\"] == 1) & (df_temp[\"test\"] == 0)])\n", - " # x4 = len(df_temp[(df_temp[\"control\"] == 1) & (df_temp[\"test\"] == 1)])\n", - " # table = [[x1, x2], [x3, x4]]\n", " x1 = np.sum((self.__control == 0) & (self.__test == 0))\n", " x2 = np.sum((self.__control == 0) & (self.__test == 1))\n", " x3 = np.sum((self.__control == 1) & (self.__test == 0))\n", @@ -1305,21 +1299,16 @@ " show_delta2=True,\n", " show_mini_meta=True,\n", " group_summaries=None,\n", - " group_summaries_offset=0.1,\n", " fig_size=None,\n", " dpi=100,\n", " ax=None,\n", - " gridkey_rows=None,\n", - " gridkey_merge_pairs=False,\n", - " gridkey_show_Ns=True,\n", - " gridkey_show_es=True,\n", " swarmplot_kwargs=None,\n", " barplot_kwargs=None,\n", " violinplot_kwargs=None,\n", " slopegraph_kwargs=None,\n", " sankey_kwargs=None,\n", " reflines_kwargs=None,\n", - " group_summary_kwargs=None,\n", + " group_summaries_kwargs=None,\n", " legend_kwargs=None,\n", " title=None,\n", " fontsize_title=16,\n", @@ -1328,7 +1317,7 @@ " fontsize_contrastxlabel=12,\n", " fontsize_contrastylabel=12,\n", " fontsize_delta2label=12,\n", - " #### Contrast bars and delta text and delta dots WIP ####\n", + " #### Contrast bars, Swarm bars, delta text, and delta dots WIP ####\n", " contrast_bars=True,\n", " swarm_bars=True,\n", " contrast_bars_kwargs=None,\n", @@ -1339,7 +1328,30 @@ " delta_text_kwargs=None,\n", " delta_dot=True,\n", " delta_dot_kwargs=None,\n", - " show_baseline_ec=False,\n", + "\n", + " # Horizontal Plots\n", + " horizontal=False,\n", + " horizontal_table_kwargs=None,\n", + "\n", + " # Gridkey\n", + " gridkey_rows=None,\n", + " gridkey_merge_pairs=False,\n", + " gridkey_show_Ns=True,\n", + " gridkey_show_es=True,\n", + " gridkey_delimiters=[';', '>', '_'],\n", + " gridkey_kwargs=None,\n", + "\n", + " es_marker_kwargs=None,\n", + " es_errorbar_kwargs=None,\n", + "\n", + " prop_sample_counts=False,\n", + " prop_sample_counts_kwargs=None,\n", + "\n", + " es_paired_lines=True,\n", + " es_paired_lines_kwargs=None,\n", + "\t\t\n", + "\t\t# Basline EffectSize Curve\n", + "\t\tshow_baseline_ec=False,\n", " ):\n", " \"\"\"\n", " Creates an estimation plot for the effect size of interest.\n", @@ -1418,9 +1430,6 @@ " notched line beside each group. If 'median_quantiles', then the\n", " median and 25th and 75th percentiles of each group is plotted\n", " instead. If 'None', the summaries are not shown.\n", - " group_summaries_offset : float, default 0.1\n", - " If group summaries are displayed, they will be offset from the raw\n", - " data swarmplot groups by this value.\n", " fig_size : tuple, default None\n", " The desired dimensions of the figure as a (length, width) tuple.\n", " dpi : int, default 100\n", @@ -1428,14 +1437,13 @@ " ax : matplotlib.Axes, default None\n", " Provide an existing Axes for the plots to be created. If no Axes is\n", " specified, a new matplotlib Figure will be created.\n", - " gridkey_rows : list, default None\n", - " Provide a list of row labels for the gridkey. The supplied idx is\n", - " checked against the row labels to determine whether the corresponding\n", - " cell should be populated or not.\n", " swarmplot_kwargs : dict, default None\n", " Pass any keyword arguments accepted by the seaborn `swarmplot`\n", " command here, as a dict. If None, the following keywords are\n", " passed to sns.swarmplot : {'size':`raw_marker_size`}.\n", + " barplot_kwargs : dict, default None\n", + " By default, the keyword arguments passed are:\n", + " {\"estimator\": np.mean, \"errorbar\": plot_kwargs[\"ci\"]}\n", " violinplot_kwargs : dict, default None\n", " Pass any keyword arguments accepted by the matplotlib `\n", " pyplot.violinplot` command here, as a dict. If None, the following\n", @@ -1446,7 +1454,7 @@ " of observations when `show_pairs=True`. Pass any keyword arguments\n", " accepted by matplotlib `plot()` function here, as a dict.\n", " If None, the following keywords are\n", - " passed to plot() : {'linewidth':1, 'alpha':0.5}.\n", + " passed to plot() : {'linewidth':1, 'alpha':0.5, 'jitter':0, 'jitter_seed':9876543210}.\n", " sankey_kwargs: dict, default None\n", " Whis will change the appearance of the sankey diagram used to depict\n", " paired proportional data when `show_pairs=True` and `proportional=True`.\n", @@ -1459,12 +1467,13 @@ " command here, as a dict. If None, the following keywords are\n", " passed to Axes.hlines : {'linestyle':'solid', 'linewidth':0.75,\n", " 'zorder':2, 'color' : default y-tick color}.\n", - " group_summary_kwargs : dict, default None\n", + " group_summaries_kwargs : dict, default None\n", " Pass any keyword arguments accepted by the matplotlib.lines.Line2D\n", " command here, as a dict. This will change the appearance of the\n", " vertical summary lines for each group, if `group_summaries` is not\n", " 'None'. If None, the following keywords are passed to\n", - " matplotlib.lines.Line2D : {'lw':2, 'alpha':1, 'zorder':3}.\n", + " matplotlib.lines.Line2D : {'lw':2, 'alpha':1, 'zorder':3, \n", + " 'gap_width_percent':1.5, 'offset':0.1, 'color':None}.\n", " legend_kwargs : dict, default None\n", " Pass any keyword arguments accepted by the matplotlib Axes\n", " `legend` command here, as a dict. If None, the following keywords\n", @@ -1489,7 +1498,6 @@ " fontsize_delta2label : float, default 12\n", " Font size for the delta-delta axes ylabel.\n", " \n", - " \n", " contrast_bars : boolean, default True\n", " Whether or not to display the contrast bars.\n", " swarm_bars : boolean, default True\n", @@ -1497,31 +1505,66 @@ " contrast_bars_kwargs : dict, default None\n", " Pass relevant keyword arguments to the contrast bars. Pass any keyword arguments accepted by \n", " matplotlib.patches.Rectangle here, as a string. If None, the following keywords are passed:\n", - " {\"color\": None, \"alpha\": 0.3}\n", + " {\"color\": None, \"zorder\":-3}\n", " swarm_bars_kwargs : dict, default None\n", " Pass relevant keyword arguments to the swarm bars. Pass any keyword arguments accepted by \n", " matplotlib.patches.Rectangle here, as a string. If None, the following keywords are passed:\n", - " {\"color\": None, \"alpha\": 0.3}\n", + " {\"color\": None, \"zorder\":-3}\n", "\n", " summary_bars : list, default None\n", " Pass a list of indices of the contrast objects to have summary bars displayed on the plot.\n", " For example, [0,1] will show summary bars for the first two contrast objects.\n", " summary_bars_kwargs: dict, default None\n", - " If None, the following keywords are passed: {\"color\": None, \"alpha\": 0.15}\n", + " If None, the following keywords are passed: {\"span_ax\": False, \"color\": None, \"alpha\": 0.15, \"zorder\":-3}\n", " delta_text : boolean, default True\n", " Whether or not to display the text deltas.\n", " delta_text_kwargs : dict, default None\n", " Pass relevant keyword arguments to the delta text. Pass any keyword arguments accepted by\n", " matplotlib.text.Text here, as a string. If None, the following keywords are passed:\n", " {\"color\": None, \"alpha\": 1, \"fontsize\": 10, \"ha\": 'center', \"va\": 'center', \"rotation\": 0, \n", - " \"x_location\": 'right', \"x_coordinates\": None, \"y_coordinates\": None}\n", - " Use \"x_coordinates\" and \"y_coordinates\" if you would like to specify the text locations manually.\n", + " \"x_location\": 'right', \"x_coordinates\": None, \"y_coordinates\": None, \"offset\": 0}\n", + " Use \"x_coordinates\" and \"y_coordinates\" if you would like to specify the text locations manually. \n", + " Use \"x_adjust\" to adjust the x location of all the texts (positive moves right, negative left).\n", " delta_dot : boolean, default True\n", " Whether or not to display the delta dots on paired or repeated measure plots.\n", " delta_dot_kwargs : dict, default None\n", " Pass relevant keyword arguments. If None, the following keywords are passed:\n", - " {\"marker\": \"^\", \"alpha\": 0.5, \"zorder\": 2, \"size\": 3, \"side\": \"right\"}\n", - " show_baseline_ec : boolean, default False\n", + " {\"color\": 'k', \"marker\": \"^\", \"alpha\": 0.5, \"zorder\": -1, \"size\": 3, \"side\": \"right\"}\n", + "\n", + " horizontal_table_kwargs : dict, default None\n", + " {'show: True, 'color' : 'yellow', 'alpha' :0.2, 'fontsize' : 12, 'text_color' : 'black', \n", + " 'text_units' : None, 'control_marker' : '-', 'fontsize_label': 12, 'label': 'Δ'}\n", + " \n", + " gridkey_rows : list, default None\n", + " cell should be populated or not. \n", + " Pass relevant keyword arguments to the gridkey. If None, the following keywords are passed:\n", + " { 'show_es' : True, # If True, the gridkey will show the effect size of each comparison.\n", + " 'show_Ns' :True, # If True, the gridkey will show the number of observations in eachgroup.\n", + " 'merge_pairs' : False, # If True, the gridkey will merge the pairs of groups into a single cell. This is useful for when the groups are paired.\n", + " 'delimiters': [';', '>', '_'], # Delimiters to split the group names.\n", + " 'marker': \"\\u25CF\", # Marker for the gridkey dots.\n", + " }\n", + "\n", + " es_marker_kwargs: dict, default None\n", + " Pass relevant keyword arguments to the effectsize marker plotting. If none, the following keywords are passed:\n", + " {'marker': 'o', 'size': plot_kwargs['es_marker_size'], 'color': 'black', 'alpha': 1, 'zorder': 1}\n", + " es_errorbar_kwargs: dict, default None\n", + " Pass relevant keyword arguments to the effectsize errorbar plotting. If none, the following keywords are passed:\n", + " {'color': 'black', 'lw': 2, 'linestyle': '-', 'alpha': 1,'zorder': 1,}\n", + "\n", + " prop_sample_counts: bool, default False\n", + " Show the sample counts for each group in proportional plots\n", + " prop_sample_counts_kwargs: dict, default None\n", + " Pass relevant keyword arguments. If None, the following keywords are passed:\n", + " {'color': 'k', 'zorder': 5, 'ha': 'center', 'va': 'center'},\n", + "\n", + " es_paired_lines: bool, default True\n", + " Whether or not to add lines to connect the effect size curves in paired plots.\n", + " es_paired_lines_kwargs: dict, default None\n", + " Pass relevant plot keyword arguments. If None, the following keywords are passed:\n", + " {\"linestyle\": \"-\", \"linewidth\": 2, \"zorder\": -2, \"color\": 'dimgray', \"alpha\": 1}\n", + " \n", + "\t\tshow_baseline_ec : boolean, default False\n", " Whether or not to display the baseline error curve. The baseline error curve\n", " represents the distribution of the effect size when comparing the control\n", " group to itself, providing a reference for the inherent variability or noise\n", @@ -1561,7 +1604,6 @@ " del all_kwargs[\"self\"]\n", "\n", " out = effectsize_df_plotter(self, **all_kwargs)\n", - "\n", " return out\n", "\n", " @property\n", diff --git a/nbs/API/misc_tools.ipynb b/nbs/API/misc_tools.ipynb index 499b9be1..460573fd 100644 --- a/nbs/API/misc_tools.ipynb +++ b/nbs/API/misc_tools.ipynb @@ -61,7 +61,8 @@ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", - "import matplotlib" + "import matplotlib\n", + "import matplotlib.axes as axes" ] }, { @@ -146,16 +147,20 @@ " # For dict_keys and other iterables\n", " return np.unique(list(names))\n", "\n", - "def get_params(effectsize_df, plot_kwargs):\n", + "def get_params(\n", + " effectsize_df: object, \n", + " plot_kwargs: dict\n", + " ):\n", " \"\"\"\n", + " Extracts parameters from the `effectsize_df` and `plot_kwargs` objects for use in the plotter function.\n", + " \n", " Parameters\n", " ----------\n", - " effectsize_df : object (Dataframe)\n", + " effectsize_df : object\n", " A `dabest` EffectSizeDataFrame object.\n", " plot_kwargs : dict\n", " Kwargs passed to the plot function.\n", " \"\"\"\n", - " dabest_obj = effectsize_df.dabest_obj\n", " plot_data = effectsize_df._plot_data\n", " xvar = effectsize_df.xvar\n", " yvar = effectsize_df.yvar\n", @@ -164,9 +169,13 @@ " mini_meta = effectsize_df.mini_meta\n", " effect_size = effectsize_df.effect_size\n", " proportional = effectsize_df.proportional\n", + " results = effectsize_df.results\n", + " dabest_obj = effectsize_df.dabest_obj\n", " all_plot_groups = dabest_obj._all_plot_groups\n", " idx = dabest_obj.idx\n", - "\n", + " x1_level = dabest_obj.x1_level\n", + " experiment_label = dabest_obj.experiment_label\n", + " \n", " if effect_size not in [\"mean_diff\", \"delta_g\"] or not delta2:\n", " show_delta2 = False\n", " else:\n", @@ -206,27 +215,43 @@ " err_color = plot_kwargs[\"err_color\"]\n", " if err_color is None: \n", " err_color = \"black\"\n", + "\n", + " # Horizontal\n", + " horizontal = plot_kwargs[\"horizontal\"]\n", + " if horizontal:\n", + " float_contrast = False\n", + "\n", + " # Contrast Axes kwargs\n", + " halfviolin_alpha = plot_kwargs[\"halfviolin_alpha\"]\n", + " ci_type = plot_kwargs[\"ci_type\"]\n", " \n", " # Boolean for showing Baseline Curve\n", " show_baseline_ec = plot_kwargs[\"show_baseline_ec\"]\n", " \n", " return (dabest_obj, plot_data, xvar, yvar, is_paired, effect_size, proportional, all_plot_groups, idx, \n", - " show_delta2, show_mini_meta, float_contrast, show_pairs, effect_size_type, group_summaries, err_color,\n", - " show_baseline_ec)\n", + " show_delta2, show_mini_meta, float_contrast, show_pairs, effect_size_type, group_summaries, err_color, horizontal,\n", + " results, halfviolin_alpha, ci_type, x1_level, experiment_label, show_baseline_ec)\n", "\n", - "def get_kwargs(plot_kwargs, ytick_color):\n", + "def get_kwargs(\n", + " plot_kwargs: dict, \n", + " ytick_color\n", + " ):\n", " \"\"\"\n", + " Extracts the kwargs from the `plot_kwargs` object for use in the plotter function.\n", + "\n", " Parameters\n", " ----------\n", " plot_kwargs : dict\n", " Kwargs passed to the plot function.\n", - " ytick_color : str\n", + " ytick_color : str or color list\n", " Color of the yticks.\n", " \"\"\"\n", " from .misc_tools import merge_two_dicts\n", "\n", " # Swarmplot kwargs\n", - " default_swarmplot_kwargs = {\"size\": plot_kwargs[\"raw_marker_size\"]}\n", + " default_swarmplot_kwargs = {\n", + " \"size\": plot_kwargs[\"raw_marker_size\"]\n", + " }\n", " if plot_kwargs[\"swarmplot_kwargs\"] is None:\n", " swarmplot_kwargs = default_swarmplot_kwargs\n", " else:\n", @@ -235,7 +260,10 @@ " )\n", "\n", " # Barplot kwargs\n", - " default_barplot_kwargs = {\"estimator\": np.mean, \"errorbar\": plot_kwargs[\"ci\"]}\n", + " default_barplot_kwargs = {\n", + " \"estimator\": np.mean, \n", + " \"errorbar\": plot_kwargs[\"ci\"],\n", + " }\n", " if plot_kwargs[\"barplot_kwargs\"] is None:\n", " barplot_kwargs = default_barplot_kwargs\n", " else:\n", @@ -266,6 +294,7 @@ " \"vert\": True,\n", " \"showextrema\": False,\n", " \"showmedians\": False,\n", + " \n", " }\n", " if plot_kwargs[\"violinplot_kwargs\"] is None:\n", " violinplot_kwargs = default_violinplot_kwargs\n", @@ -275,7 +304,12 @@ " )\n", "\n", " # Slopegraph kwargs.\n", - " default_slopegraph_kwargs = {\"linewidth\": 1, \"alpha\": 0.5}\n", + " default_slopegraph_kwargs = {\n", + " \"linewidth\": 1, \n", + " \"alpha\": 0.5,\n", + " 'jitter': 0, \n", + " 'jitter_seed': 9876543210\n", + " }\n", " if plot_kwargs[\"slopegraph_kwargs\"] is None:\n", " slopegraph_kwargs = default_slopegraph_kwargs\n", " else:\n", @@ -298,7 +332,10 @@ " )\n", "\n", " # Legend kwargs.\n", - " default_legend_kwargs = {\"loc\": \"upper left\", \"frameon\": False}\n", + " default_legend_kwargs = {\n", + " \"loc\": \"upper left\", \n", + " \"frameon\": False,\n", + " }\n", " if plot_kwargs[\"legend_kwargs\"] is None:\n", " legend_kwargs = default_legend_kwargs\n", " else:\n", @@ -307,18 +344,29 @@ " )\n", "\n", " # Group summaries kwargs.\n", - " gs_default = {\"mean_sd\", \"median_quartiles\", None}\n", + " gs_default = {\n", + " \"mean_sd\", \n", + " \"median_quartiles\", \n", + " None\n", + " }\n", " if plot_kwargs[\"group_summaries\"] not in gs_default:\n", " raise ValueError(\n", " \"group_summaries must be one of\" \" these: {}.\".format(gs_default)\n", " )\n", "\n", - " default_group_summary_kwargs = {\"zorder\": 3, \"lw\": 2, \"alpha\": 1}\n", - " if plot_kwargs[\"group_summary_kwargs\"] is None:\n", - " group_summary_kwargs = default_group_summary_kwargs\n", + " default_group_summaries_kwargs = {\n", + " \"zorder\": 3, \n", + " \"lw\": 2, \n", + " \"alpha\": 1,\n", + " 'gap_width_percent': 1.5,\n", + " 'offset': 0.1,\n", + " 'color': None\n", + " }\n", + " if plot_kwargs[\"group_summaries_kwargs\"] is None:\n", + " group_summaries_kwargs = default_group_summaries_kwargs\n", " else:\n", - " group_summary_kwargs = merge_two_dicts(\n", - " default_group_summary_kwargs, plot_kwargs[\"group_summary_kwargs\"]\n", + " group_summaries_kwargs = merge_two_dicts(\n", + " default_group_summaries_kwargs, plot_kwargs[\"group_summaries_kwargs\"]\n", " )\n", "\n", " # Redraw axes kwargs.\n", @@ -331,47 +379,187 @@ " }\n", " \n", " # Delta dots kwargs.\n", - " default_delta_dot_kwargs = {\"marker\": \"^\", \"alpha\": 0.5, \"zorder\": 2, \"size\": 3, \"side\": \"right\"}\n", + " default_delta_dot_kwargs = {\n", + " \"color\": 'k',\n", + " \"marker\": \"^\", \n", + " \"alpha\": 0.5, \n", + " \"zorder\": -1, \n", + " \"size\": 3, \n", + " \"side\": \"right\"\n", + " }\n", " if plot_kwargs[\"delta_dot_kwargs\"] is None:\n", " delta_dot_kwargs = default_delta_dot_kwargs\n", " else:\n", " delta_dot_kwargs = merge_two_dicts(default_delta_dot_kwargs, plot_kwargs[\"delta_dot_kwargs\"])\n", "\n", " # Delta text kwargs.\n", - " default_delta_text_kwargs = {\"color\": None, \"alpha\": 1, \"fontsize\": 10, \"ha\": 'center', \"va\": 'center', \"rotation\": 0, \"x_location\": 'right', \"x_coordinates\": None, \"y_coordinates\": None}\n", + " default_delta_text_kwargs = {\n", + " \"color\": None, \n", + " \"alpha\": 1,\n", + " \"fontsize\": 10, \n", + " \"ha\": 'center', \n", + " \"va\": 'center', \n", + " \"rotation\": 0, \n", + " \"x_location\": 'right', \n", + " \"x_coordinates\": None, \n", + " \"y_coordinates\": None,\n", + " \"offset\": 0\n", + " }\n", " if plot_kwargs[\"delta_text_kwargs\"] is None:\n", " delta_text_kwargs = default_delta_text_kwargs\n", " else:\n", " delta_text_kwargs = merge_two_dicts(default_delta_text_kwargs, plot_kwargs[\"delta_text_kwargs\"])\n", "\n", " # Summary bars kwargs.\n", - " default_summary_bars_kwargs = {\"color\": None, \"alpha\": 0.15}\n", + " default_summary_bars_kwargs = {\n", + " \"span_ax\": False,\n", + " \"color\": None, \n", + " \"alpha\": 0.15,\n", + " \"zorder\":-3\n", + " }\n", " if plot_kwargs[\"summary_bars_kwargs\"] is None:\n", " summary_bars_kwargs = default_summary_bars_kwargs\n", " else:\n", " summary_bars_kwargs = merge_two_dicts(default_summary_bars_kwargs, plot_kwargs[\"summary_bars_kwargs\"])\n", "\n", " # Swarm bars kwargs.\n", - " default_swarm_bars_kwargs = {\"color\": None, \"alpha\": 0.3}\n", + " default_swarm_bars_kwargs = {\n", + " \"color\": None, \n", + " \"zorder\":-3\n", + " }\n", " if plot_kwargs[\"swarm_bars_kwargs\"] is None:\n", " swarm_bars_kwargs = default_swarm_bars_kwargs\n", " else:\n", " swarm_bars_kwargs = merge_two_dicts(default_swarm_bars_kwargs, plot_kwargs[\"swarm_bars_kwargs\"])\n", "\n", " # Contrast bars kwargs.\n", - " default_contrast_bars_kwargs = {\"color\": None, \"alpha\": 0.3}\n", + " default_contrast_bars_kwargs = {\n", + " \"color\": None, \n", + " \"zorder\":-3\n", + " }\n", " if plot_kwargs[\"contrast_bars_kwargs\"] is None:\n", " contrast_bars_kwargs = default_contrast_bars_kwargs\n", " else:\n", " contrast_bars_kwargs = merge_two_dicts(default_contrast_bars_kwargs, plot_kwargs[\"contrast_bars_kwargs\"])\n", "\n", - " return (swarmplot_kwargs, barplot_kwargs, sankey_kwargs, violinplot_kwargs, slopegraph_kwargs, \n", - " reflines_kwargs, legend_kwargs, group_summary_kwargs, redraw_axes_kwargs, delta_dot_kwargs,\n", - " delta_text_kwargs, summary_bars_kwargs, swarm_bars_kwargs, contrast_bars_kwargs)\n", + " # Table axes for horizontal plot kwargs.\n", + " default_table_kwargs = {\n", + " 'show': True,\n", + " 'color' : 'yellow',\n", + " 'alpha' : 0.2,\n", + " 'fontsize' : 12,\n", + " 'text_color' : 'black', \n", + " 'text_units' : None,\n", + " 'control_marker' : '-',\n", + " 'fontsize_label': 12,\n", + " 'label': 'Δ'\n", + " }\n", + " if plot_kwargs[\"horizontal_table_kwargs\"] is None:\n", + " table_kwargs = default_table_kwargs\n", + " else:\n", + " table_kwargs = merge_two_dicts(default_table_kwargs, plot_kwargs[\"horizontal_table_kwargs\"])\n", + "\n", + " # Gridkey kwargs.\n", + " default_gridkey_kwargs = {\n", + " 'show_es' : True, # If True, the gridkey will show the effect size of each comparison.\n", + " 'show_Ns' :True, # If True, the gridkey will show the number of observations in eachgroup.\n", + " 'merge_pairs' : False, # If True, the gridkey will merge the pairs of groups into a single cell. This is useful for when the groups are paired.\n", + " 'delimiters': [';', '>', '_'], # Delimiters to split the group names.\n", + " 'marker': \"\\u25CF\", # Marker for the gridkey dots.\n", + " }\n", + " if plot_kwargs[\"gridkey_kwargs\"] is None:\n", + " gridkey_kwargs = default_gridkey_kwargs\n", + " else:\n", + " gridkey_kwargs = merge_two_dicts(default_gridkey_kwargs, plot_kwargs[\"gridkey_kwargs\"])\n", + "\n", + " # Effect size marker kwargs\n", + " default_es_marker_kwargs = {\n", + " 'marker': 'o',\n", + " 'markersize': plot_kwargs['es_marker_size'],\n", + " 'color': ytick_color,\n", + " 'alpha': 1,\n", + " 'zorder': 2,\n", + " }\n", + " if plot_kwargs['es_marker_kwargs'] is None:\n", + " es_marker_kwargs = default_es_marker_kwargs\n", + " else:\n", + " es_marker_kwargs = merge_two_dicts(default_es_marker_kwargs, plot_kwargs['es_marker_kwargs'])\n", + "\n", + " # Effect size error bar kwargs\n", + " default_es_errorbar_kwargs = {\n", + " 'color': ytick_color,\n", + " 'lw': 2,\n", + " 'linestyle': '-',\n", + " 'alpha': 1,\n", + " 'zorder': 1,\n", + " }\n", + " if plot_kwargs['es_errorbar_kwargs'] is None:\n", + " es_errorbar_kwargs = default_es_errorbar_kwargs\n", + " else:\n", + " es_errorbar_kwargs = merge_two_dicts(default_es_errorbar_kwargs, plot_kwargs['es_errorbar_kwargs'])\n", + "\n", + " # Prop sample counts kwargs\n", + " default_prop_sample_counts_kwargs = {\n", + " 'color': 'k', \n", + " 'zorder': 5, \n", + " 'ha': 'center', \n", + " 'va': 'center'\n", + " }\n", + " if plot_kwargs['prop_sample_counts_kwargs'] is None:\n", + " prop_sample_counts_kwargs = default_prop_sample_counts_kwargs\n", + " else:\n", + " prop_sample_counts_kwargs = merge_two_dicts(default_prop_sample_counts_kwargs, plot_kwargs['prop_sample_counts_kwargs'])\n", "\n", "\n", - "def get_color_palette(plot_kwargs, plot_data, xvar, show_pairs, idx, all_plot_groups):\n", + " # RM Lines kwargs\n", + " default_es_paired_lines_kwargs = {\n", + " \"linestyle\": \"-\",\n", + " \"linewidth\": 2,\n", + " \"zorder\": -2,\n", + " \"color\": 'dimgray',\n", + " \"alpha\": 1\n", + " }\n", + " if plot_kwargs[\"es_paired_lines_kwargs\"] is None:\n", + " es_paired_lines_kwargs = default_es_paired_lines_kwargs\n", + " else:\n", + " es_paired_lines_kwargs = merge_two_dicts(default_es_paired_lines_kwargs, plot_kwargs[\"es_paired_lines_kwargs\"])\n", "\n", + " # Return the kwargs.\n", + " return (swarmplot_kwargs, barplot_kwargs, sankey_kwargs, violinplot_kwargs, slopegraph_kwargs, \n", + " reflines_kwargs, legend_kwargs, group_summaries_kwargs, redraw_axes_kwargs, delta_dot_kwargs,\n", + " delta_text_kwargs, summary_bars_kwargs, swarm_bars_kwargs, contrast_bars_kwargs, table_kwargs, gridkey_kwargs,\n", + " es_marker_kwargs, es_errorbar_kwargs, prop_sample_counts_kwargs, es_paired_lines_kwargs)\n", + "\n", + "\n", + "def get_color_palette(\n", + " plot_kwargs: dict, \n", + " plot_data: pd.DataFrame, \n", + " xvar: str, \n", + " show_pairs: bool, \n", + " idx: list, \n", + " all_plot_groups: list,\n", + " delta2: bool,\n", + " ):\n", + " \"\"\"\n", + " Create the color palette to be used in the plotter function.\n", + "\n", + " Parameters\n", + " ----------\n", + " plot_kwargs : dict\n", + " Kwargs passed to the plot function.\n", + " plot_data : object (Dataframe)\n", + " A dataframe of plot data.\n", + " xvar : str\n", + " The name of the x-axis variable.\n", + " show_pairs : bool\n", + " A boolean flag to determine if the plot is for paired data.\n", + " idx : list\n", + " A list of tuples containing the group names.\n", + " all_plot_groups : list\n", + " A list of all the group names.\n", + " delta2 : bool\n", + " A boolean flag to determine if the plot will have a delta-delta effect size.\n", + " \"\"\"\n", " # Create color palette that will be shared across subplots.\n", " color_col = plot_kwargs[\"color_col\"]\n", " if color_col is None:\n", @@ -384,6 +572,7 @@ " bootstraps_color_by_group = False\n", " if show_pairs:\n", " bootstraps_color_by_group = False\n", + "\n", " # Handle the color palette.\n", " filled = True\n", " empty_circle = plot_kwargs[\"empty_circle\"]\n", @@ -420,9 +609,16 @@ " unsat_colors = [sns.color_palette(\"gray\")[3]] + unsat_colors\n", " else:\n", " if isinstance(custom_pal, dict):\n", - " groups_in_palette = {\n", - " k: custom_pal[k] for k in all_plot_groups if k in color_groups\n", - " }\n", + " if delta2:\n", + " groups_in_palette = {\n", + " k: custom_pal[k] for k in color_groups\n", + " }\n", + " elif color_col is None:\n", + " groups_in_palette = {\n", + " k: custom_pal[k] for k in all_plot_groups if k in color_groups\n", + " }\n", + " else:\n", + " raise ValueError(\"The `custom_palette` dictionary is not supported when `color_col` is None.\")\n", "\n", " names = groups_in_palette.keys()\n", " unsat_colors = groups_in_palette.values()\n", @@ -469,8 +665,7 @@ " if color_by_subgroups:\n", " plot_palette_raw = dict()\n", " plot_palette_contrast = dict()\n", - " # plot_palette_bar set to None because currently there is no empty_circle toggle for proportion plots\n", - " plot_palette_bar = None\n", + " plot_palette_bar = None # plot_palette_bar set to None because currently there is no empty_circle toggle for proportion plots\n", " for i in range(len(idx)):\n", " for names_i in idx[i]:\n", " plot_palette_raw[names_i] = swarm_colors[i]\n", @@ -482,40 +677,89 @@ "\n", " plot_palette_sankey = custom_pal\n", "\n", - " return (color_col, bootstraps_color_by_group, n_groups, filled, swarm_colors, plot_palette_raw, \n", - " bar_color, plot_palette_bar, plot_palette_contrast, plot_palette_sankey)\n", + " return (color_col, bootstraps_color_by_group, n_groups, filled, plot_palette_raw, bar_color, \n", + " plot_palette_bar, plot_palette_contrast, plot_palette_sankey)\n", + "\n", + "def initialize_fig(\n", + " plot_kwargs: dict, \n", + " dabest_obj: object, \n", + " show_delta2: bool, \n", + " show_mini_meta: bool, \n", + " is_paired: bool, \n", + " show_pairs: bool, \n", + " proportional: bool,\n", + " float_contrast: bool,\n", + " effect_size_type: str, \n", + " yvar: str, \n", + " horizontal: bool, \n", + " show_table: bool\n", + " ):\n", + " \"\"\"\n", + " Initialize the figure and axes for the plotter function.\n", "\n", - "def initialize_fig(plot_kwargs, dabest_obj, show_delta2, show_mini_meta, is_paired, show_pairs, proportional,\n", - " float_contrast):\n", + " Parameters\n", + " ----------\n", + " plot_kwargs : dict\n", + " Kwargs passed to the plot function.\n", + " dabest_obj : object (EffectSizeDataFrame)\n", + " A `dabest` EffectSizeDataFrame object.\n", + " show_delta2 : bool\n", + " A boolean flag to determine if the plot will have a delta-delta effect size.\n", + " show_mini_meta : bool\n", + " A boolean flag to determine if the plot will have a mini-meta effect size.\n", + " is_paired : bool\n", + " A boolean flag to determine if the plot is for paired data.\n", + " show_pairs : bool\n", + " A boolean flag to determine if the plot will show the paired data.\n", + " proportional : bool\n", + " A boolean flag to determine if the plot is for proportional data.\n", + " float_contrast : bool\n", + " A boolean flag to determine if the plot is for floating contrast data.\n", + " effect_size_type : str\n", + " The type of effect size to be plotted.\n", + " yvar : str\n", + " The name of the y-axis variable.\n", + " horizontal : bool\n", + " A boolean flag to determine if the plot is for horizontal plotting.\n", + " show_table : dict\n", + " A boolean flag to determine if the table will be shown in horizontal plot.\n", + " \"\"\"\n", " # Params\n", " fig_size = plot_kwargs[\"fig_size\"]\n", " face_color = plot_kwargs[\"face_color\"]\n", " if plot_kwargs[\"face_color\"] is None:\n", " face_color = \"white\"\n", "\n", + " # Create Figure and Axes\n", " if fig_size is None:\n", " all_groups_count = np.sum([len(i) for i in dabest_obj.idx])\n", - " # Increase the width for delta-delta graph\n", + " # Increase the width (vertical layout) or height (horizontal layout) for delta-delta or mini-meta graph\n", " if show_delta2 or show_mini_meta:\n", " all_groups_count += 2\n", - " if is_paired and show_pairs and proportional is False:\n", - " frac = 0.8\n", + " \n", + " if horizontal:\n", + " frac = 0.3 if is_paired or show_mini_meta else 0.5\n", + " fig_size = (7, 1 + (frac * all_groups_count))\n", " else:\n", - " frac = 1\n", - " if float_contrast:\n", - " height_inches = 4\n", - " each_group_width_inches = 2.5 * frac\n", - " else:\n", - " height_inches = 6\n", - " each_group_width_inches = 1.5 * frac\n", + " if is_paired and show_pairs and proportional is False:\n", + " frac = 0.8\n", + " else:\n", + " frac = 1\n", + " if float_contrast:\n", + " height_inches = 4\n", + " each_group_width_inches = 2.5 * frac\n", + " else:\n", + " height_inches = 6\n", + " each_group_width_inches = 1.5 * frac\n", "\n", - " width_inches = each_group_width_inches * all_groups_count\n", - " fig_size = (width_inches, height_inches)\n", + " width_inches = each_group_width_inches * all_groups_count\n", + " fig_size = (width_inches, height_inches) \n", "\n", " init_fig_kwargs = dict(figsize=fig_size, dpi=plot_kwargs[\"dpi\"], tight_layout=True)\n", - " width_ratios_ga = [2.5, 1]\n", "\n", - " h_space_cummings = 0.3 if plot_kwargs[\"gridkey_rows\"] == None else 0.1 ##### GRIDKEY WIP addition\n", + " width_ratios_ga = [2.5, 1]\n", + " h_space_cummings = (0.1 if plot_kwargs[\"gridkey_rows\"] is not None\n", + " else 0.3)\n", "\n", " if plot_kwargs[\"ax\"] is not None:\n", " # New in v0.2.6.\n", @@ -527,69 +771,215 @@ " fig = rawdata_axes.get_figure()\n", " fig.patch.set_facecolor(face_color)\n", "\n", - " if float_contrast:\n", - " axins = rawdata_axes.inset_axes(\n", - " [1, 0, width_ratios_ga[1] / width_ratios_ga[0], 1]\n", - " )\n", - " rawdata_axes.set_position( # [l, b, w, h]\n", - " [\n", - " ax_position.x0,\n", - " ax_position.y0,\n", - " (ax_position.x1 - ax_position.x0)\n", - " * (width_ratios_ga[0] / sum(width_ratios_ga)),\n", - " (ax_position.y1 - ax_position.y0),\n", - " ]\n", - " )\n", + " if horizontal:\n", + " plot_width_ratios = [1, 0.7, 0.3]\n", + " contrast_wspace = 0.05\n", + " contrast_axes = rawdata_axes.inset_axes(\n", + " [1+contrast_wspace, 0, (plot_width_ratios[1]/plot_width_ratios[0]), 1]\n", + " )\n", + " if show_table:\n", + " table_axes = rawdata_axes.inset_axes(\n", + " [1+contrast_wspace+(plot_width_ratios[1]/plot_width_ratios[0]), 0, (plot_width_ratios[2]/plot_width_ratios[0]), 1]\n", + " )\n", + " else:\n", + " table_axes = None\n", "\n", - " contrast_axes = axins\n", - " else:\n", - " axins = rawdata_axes.inset_axes([0, -1 - h_space_cummings, 1, 1])\n", - " plot_height = (ax_position.y1 - ax_position.y0) / (2 + h_space_cummings)\n", " rawdata_axes.set_position(\n", - " [\n", - " ax_position.x0,\n", - " ax_position.y0 + (1 + h_space_cummings) * plot_height,\n", - " (ax_position.x1 - ax_position.x0),\n", - " plot_height,\n", - " ]\n", - " )\n", - "\n", - " contrast_axes = axins\n", - " rawdata_axes.contrast_axes = axins\n", + " [ax_position.x0,\n", + " ax_position.y0,\n", + " (ax_position.x1 - ax_position.x0) * (plot_width_ratios[0] / sum(plot_width_ratios)),\n", + " (ax_position.y1 - ax_position.y0)]\n", + " )\n", + " rawdata_axes.contrast_axes = contrast_axes\n", + " rawdata_axes.table_axes = table_axes\n", + " \n", + " else:\n", + " if float_contrast:\n", + " axins = rawdata_axes.inset_axes(\n", + " [1, 0, width_ratios_ga[1] / width_ratios_ga[0], 1]\n", + " )\n", + " rawdata_axes.set_position( # [l, b, w, h]\n", + " [\n", + " ax_position.x0,\n", + " ax_position.y0,\n", + " (ax_position.x1 - ax_position.x0)\n", + " * (width_ratios_ga[0] / sum(width_ratios_ga)),\n", + " (ax_position.y1 - ax_position.y0),\n", + " ]\n", + " )\n", + "\n", + " contrast_axes = axins\n", + " else:\n", + " axins = rawdata_axes.inset_axes([0, -1 - h_space_cummings, 1, 1])\n", + " plot_height = (ax_position.y1 - ax_position.y0) / (2 + h_space_cummings)\n", + " rawdata_axes.set_position(\n", + " [\n", + " ax_position.x0,\n", + " ax_position.y0 + (1 + h_space_cummings) * plot_height,\n", + " (ax_position.x1 - ax_position.x0),\n", + " plot_height,\n", + " ]\n", + " )\n", + "\n", + " # Set axes\n", + " contrast_axes = axins\n", + " rawdata_axes.contrast_axes = axins\n", + " table_axes = None\n", "\n", " else:\n", " # Here, we hardcode some figure parameters.\n", - " if float_contrast:\n", - " fig, axx = plt.subplots(\n", - " ncols=2,\n", - " gridspec_kw={\"width_ratios\": width_ratios_ga, \"wspace\": 0},\n", - " **init_fig_kwargs\n", - " )\n", - " fig.patch.set_facecolor(face_color)\n", - "\n", + " if horizontal:\n", + " if show_table:\n", + " fig, axx = plt.subplots(\n", + " ncols=3, gridspec_kw={'width_ratios' : [1,0.7,0.3], 'wspace' : 0.05}, **init_fig_kwargs\n", + " )\n", + " else:\n", + " fig, axx = plt.subplots(\n", + " ncols=2, gridspec_kw={'width_ratios' : [1,0.7], 'wspace' : 0.05}, **init_fig_kwargs\n", + " )\n", " else:\n", - " fig, axx = plt.subplots(\n", - " nrows=2, gridspec_kw={\"hspace\": h_space_cummings}, **init_fig_kwargs\n", - " )\n", - " fig.patch.set_facecolor(face_color)\n", + " if float_contrast:\n", + " fig, axx = plt.subplots(\n", + " ncols=2,\n", + " gridspec_kw={\"width_ratios\": width_ratios_ga, \"wspace\": 0},\n", + " **init_fig_kwargs\n", + " )\n", + " else:\n", + " fig, axx = plt.subplots(\n", + " nrows=2, gridspec_kw={\"hspace\": h_space_cummings}, **init_fig_kwargs\n", + " )\n", + " fig.patch.set_facecolor(face_color)\n", "\n", " # Title\n", " title = plot_kwargs[\"title\"]\n", " fontsize_title = plot_kwargs[\"fontsize_title\"]\n", " if title is not None:\n", " fig.suptitle(title, fontsize=fontsize_title)\n", + "\n", + " # Set axes \n", " rawdata_axes = axx[0]\n", " contrast_axes = axx[1]\n", + " table_axes = axx[2] if horizontal and show_table else None\n", + "\n", " rawdata_axes.set_frame_on(False)\n", " contrast_axes.set_frame_on(False)\n", - "\n", + " if horizontal and show_table:\n", + " table_axes.set_frame_on(False)\n", + " \n", + " # Swarmplot ylim (Vertical) or xlim (Horizontal)\n", " swarm_ylim = plot_kwargs[\"swarm_ylim\"]\n", " if swarm_ylim is not None:\n", - " rawdata_axes.set_ylim(swarm_ylim)\n", + " if not isinstance(swarm_ylim, list) and not isinstance(swarm_ylim, tuple) or len(swarm_ylim) != 2:\n", + " raise ValueError(\"`swarm_ylim` must be a tuple/list of the lower and upper bound.\")\n", + " if horizontal:\n", + " rawdata_axes.set_xlim(swarm_ylim)\n", + " else:\n", + " rawdata_axes.set_ylim(swarm_ylim)\n", + "\n", + " # Contrastplot ylim (Vertical) or xlim (Horizontal)\n", + " if horizontal or not float_contrast:\n", + " contrast_ylim, delta2_ylim = plot_kwargs[\"contrast_ylim\"], plot_kwargs[\"delta2_ylim\"]\n", + " if contrast_ylim is not None or (delta2_ylim is not None and show_delta2):\n", + " if contrast_ylim is not None:\n", + " if delta2_ylim is not None and show_delta2:\n", + " if contrast_ylim != delta2_ylim:\n", + " raise ValueError(\"Please check if `contrast_ylim` and `delta2_ylim` are assigned with same values.\")\n", + " else:\n", + " contrast_ylim = delta2_ylim\n", + "\n", + " if not isinstance(contrast_ylim, list) and not isinstance(contrast_ylim, tuple) or len(contrast_ylim) != 2:\n", + " raise ValueError(\"`contrast_ylim` must be a tuple/list of the lower and upper bound.\")\n", + "\n", + " if effect_size_type == \"cliffs_delta\":\n", + " # Ensure the ylims for a cliffs_delta plot never exceed [-1, 1].\n", + " l = contrast_ylim[0]\n", + " h = contrast_ylim[1]\n", + " low = -1 if l < -1 else l\n", + " high = 1 if h > 1 else h\n", + " if horizontal:\n", + " contrast_axes.set_xlim(low, high)\n", + " else:\n", + " contrast_axes.set_ylim(low, high)\n", + " else:\n", + " if horizontal:\n", + " contrast_axes.set_xlim(contrast_ylim)\n", + " else:\n", + " contrast_axes.set_ylim(contrast_ylim)\n", + "\n", + " # Set raw axes y-label.\n", + " swarm_label, bar_label = plot_kwargs[\"swarm_label\"], plot_kwargs[\"bar_label\"]\n", + " if swarm_label is None:\n", + " swarm_label = yvar if yvar is not None else \"value\"\n", + " if bar_label is None:\n", + " bar_label = \"proportion of success\" if effect_size_type != \"cohens_h\" else \"value\"\n", + "\n", + " fontsize_rawylabel = plot_kwargs[\"fontsize_rawylabel\"]\n", + " rawdata_label = bar_label if proportional else swarm_label\n", + " if horizontal:\n", + " rawdata_axes.set_xlabel(rawdata_label, fontsize=fontsize_rawylabel)\n", + " rawdata_axes.set_ylabel(\"\")\n", + " else:\n", + " rawdata_axes.set_ylabel(rawdata_label, fontsize=fontsize_rawylabel)\n", + " rawdata_axes.set_xlabel(\"\")\n", + "\n", + " # Set contrast axes y-label.\n", + " contrast_label_dict = {\n", + " \"mean_diff\": \"mean difference\",\n", + " \"median_diff\": \"median difference\",\n", + " \"cohens_d\": \"Cohen's d\",\n", + " \"hedges_g\": \"Hedges' g\",\n", + " \"cliffs_delta\": \"Cliff's delta\",\n", + " \"cohens_h\": \"Cohen's h\",\n", + " \"delta_g\": \"mean difference\",\n", + " }\n", + "\n", + " if proportional and effect_size_type != \"cohens_h\":\n", + " default_contrast_label = \"proportion difference\"\n", + " elif effect_size_type == \"delta_g\":\n", + " default_contrast_label = \"Hedges' g\"\n", + " else:\n", + " default_contrast_label = contrast_label_dict[effect_size_type]\n", + "\n", + " if plot_kwargs[\"contrast_label\"] is None:\n", + " if is_paired:\n", + " contrast_label = \"paired\\n{}\".format(default_contrast_label)\n", + " else:\n", + " contrast_label = default_contrast_label\n", + " contrast_label = contrast_label.capitalize()\n", + " else:\n", + " contrast_label = plot_kwargs[\"contrast_label\"]\n", + "\n", + " fontsize_contrastylabel = plot_kwargs[\"fontsize_contrastylabel\"]\n", + "\n", + " if horizontal:\n", + " contrast_axes.set_xlabel(contrast_label, fontsize=fontsize_contrastylabel)\n", + " else:\n", + " contrast_axes.set_ylabel(contrast_label, fontsize=fontsize_contrastylabel)\n", + " if float_contrast:\n", + " contrast_axes.yaxis.set_label_position(\"right\")\n", "\n", - " return fig, rawdata_axes, contrast_axes, swarm_ylim\n", + " return fig, rawdata_axes, contrast_axes, table_axes\n", "\n", - "def get_plot_groups(is_paired, idx, proportional, all_plot_groups):\n", + "def get_plot_groups(\n", + " is_paired: bool, \n", + " idx: list, \n", + " proportional: bool, \n", + " all_plot_groups: list\n", + " ):\n", + " \"\"\"\n", + " Extract the plot groups from the `idx` object for use in the plotter function.\n", + "\n", + " Parameters\n", + " ----------\n", + " is_paired : bool\n", + " A boolean flag to determine if the plot is for paired data.\n", + " idx : list\n", + " A list of tuples containing the group names.\n", + " proportional : bool\n", + " A boolean flag to determine if the plot is for proportional data.\n", + " all_plot_groups : list\n", + " A list of all the group names.\n", + " \"\"\"\n", "\n", " if is_paired == \"baseline\":\n", " idx_pairs = [\n", @@ -611,7 +1001,37 @@ " return temp_idx, temp_all_plot_groups\n", "\n", "\n", - "def add_counts_to_ticks(plot_data, xvar, yvar, rawdata_axes, plot_kwargs):\n", + "def add_counts_to_ticks(\n", + " plot_data: pd.DataFrame, \n", + " xvar: str, \n", + " yvar: str, \n", + " rawdata_axes: axes.Axes, \n", + " plot_kwargs: dict, \n", + " flow: bool, \n", + " horizontal: bool\n", + " ):\n", + " \"\"\"\n", + "\n", + " Add the counts to the raw data axes labels.\n", + "\n", + " Parameters\n", + " ----------\n", + " plot_data : object (Dataframe)\n", + " A dataframe of plot data.\n", + " xvar : str\n", + " The name of the x-axis variable.\n", + " yvar : str\n", + " The name of the y-axis variable.\n", + " rawdata_axes : object (Axes)\n", + " The raw data axes.\n", + " plot_kwargs : dict\n", + " Kwargs passed to the plot function.\n", + " flow : bool\n", + " Whether sankey flow is enabled or not.\n", + " horizontal : bool\n", + " A boolean flag to determine if the plot is for horizontal plotting.\n", + " \"\"\"\n", + "\n", " # Add the counts to the rawdata axes xticks.\n", " counts = plot_data.groupby(xvar, observed=False).count()[yvar]\n", " \n", @@ -627,23 +1047,61 @@ " pass\n", " print(f\"Key '{text}' not found in counts.\")\n", " return \"N/A\"\n", - "\n", + " \n", " ticks_with_counts = []\n", - " for xticklab in rawdata_axes.get_xticklabels():\n", - " t = xticklab.get_text()\n", - " te = t.split('\\n')[-1] # Get the last line of the label\n", + " if horizontal:\n", + " get_label, get_ticks = rawdata_axes.get_yticklabels, rawdata_axes.get_yticks\n", + " set_label, set_major_loc_method= rawdata_axes.set_yticklabels, rawdata_axes.yaxis.set_major_locator\n", + " else:\n", + " get_label, get_ticks = rawdata_axes.get_xticklabels, rawdata_axes.get_xticks\n", + " set_label, set_major_loc_method = rawdata_axes.set_xticklabels, rawdata_axes.xaxis.set_major_locator\n", + " \n", + " for ticklab in get_label():\n", + " t = ticklab.get_text()\n", + "\n", + " if horizontal and not flow:\n", + " te = t.split('v.s. ')[-1] # Get the last line of the label\n", + " else:\n", + " te = t.split('\\n')[-1] # Get the last line of the label\n", + "\n", " value = lookup_value(te)\n", - " ticks_with_counts.append(f\"{t}\\nN = {value}\")\n", + " if horizontal:\n", + " ticks_with_counts.append(f\"{t} (N={value})\")\n", + " else:\n", + " ticks_with_counts.append(f\"{t}\\n(N={value})\")\n", "\n", " fontsize_rawxlabel = plot_kwargs.get(\"fontsize_rawxlabel\")\n", - " rawdata_axes.set_xticklabels(ticks_with_counts, fontsize=fontsize_rawxlabel)\n", + " set_label(ticks_with_counts, fontsize=fontsize_rawxlabel)\n", "\n", " # Ensure ticks are at the correct locations\n", - " rawdata_axes.xaxis.set_major_locator(plt.FixedLocator(rawdata_axes.get_xticks()))\n", - "\n", - "\n", - "def extract_contrast_plotting_ticks(is_paired, show_pairs, two_col_sankey, plot_groups, idx, sankey_control_group):\n", + " set_major_loc_method(plt.FixedLocator(get_ticks()))\n", + "\n", + "def extract_contrast_plotting_ticks(\n", + " is_paired: bool, \n", + " show_pairs: bool, \n", + " two_col_sankey: bool, \n", + " plot_groups: list, \n", + " idx: list, \n", + " sankey_control_group: list\n", + " ):\n", + " \"\"\"\n", + " Extract the contrast plotting ticks from the `idx` object for use in the plotter function.\n", "\n", + " Parameters\n", + " ----------\n", + " is_paired : bool\n", + " A boolean flag to determine if the plot is for paired data.\n", + " show_pairs : bool\n", + " A boolean flag to determine if the plot will show the paired data.\n", + " two_col_sankey : bool\n", + " A boolean flag to determine if the plot will show a two-column sankey diagram.\n", + " plot_groups : list\n", + " A list of the plot groups.\n", + " idx : list\n", + " A list of tuples containing the group names.\n", + " sankey_control_group : list\n", + " A list of the control group names.\n", + " \"\"\"\n", " # Take note of where the `control` groups are.\n", " ticks_to_skip_contrast = None\n", " ticks_to_start_twocol_sankey = None\n", @@ -655,8 +1113,7 @@ " ticks_to_start_twocol_sankey.pop()\n", " ticks_to_start_twocol_sankey.insert(0, 0)\n", " else:\n", - " # ticks_to_skip = np.arange(0, len(temp_all_plot_groups), 2).tolist()\n", - " # ticks_to_plot = np.arange(1, len(temp_all_plot_groups), 2).tolist()\n", + "\n", " ticks_to_skip = np.cumsum([len(t) for t in idx])[:-1].tolist()\n", " ticks_to_skip.insert(0, 0)\n", " # Then obtain the ticks where we have to plot the effect sizes.\n", @@ -688,46 +1145,147 @@ " \n", " return ticks_to_skip, ticks_to_plot, ticks_for_baseline_ec, ticks_to_skip_contrast, ticks_to_start_twocol_sankey\n", "\n", - "def set_xaxis_ticks_and_lims(show_delta2, show_mini_meta, rawdata_axes, contrast_axes, show_pairs, float_contrast,\n", - " ticks_to_skip, contrast_xtick_labels, plot_kwargs):\n", + "def set_xaxis_ticks_and_lims(\n", + " show_delta2: bool, \n", + " show_mini_meta: bool, \n", + " rawdata_axes: axes.Axes, \n", + " contrast_axes: axes.Axes, \n", + " show_pairs: bool, \n", + " float_contrast: bool,\n", + " ticks_to_skip: list, \n", + " contrast_xtick_labels: list, \n", + " plot_kwargs: dict, \n", + " proportional: bool, \n", + " horizontal: bool):\n", + " \"\"\"\n", + " Set the x-axis/yaxis ticks and limits for the plotter function.\n", "\n", - " if show_delta2 is False and show_mini_meta is False:\n", - " contrast_axes.set_xticks(rawdata_axes.get_xticks())\n", - " else:\n", - " temp = rawdata_axes.get_xticks()\n", - " temp = np.append(temp, [max(temp) + 1, max(temp) + 2])\n", - " contrast_axes.set_xticks(temp)\n", + " Parameters\n", + " ----------\n", + " show_delta2 : bool\n", + " A boolean flag to determine if the plot will have a delta-delta effect size.\n", + " show_mini_meta : bool\n", + " A boolean flag to determine if the plot will have a mini-meta effect size.\n", + " rawdata_axes : object (Axes)\n", + " The raw data axes.\n", + " contrast_axes : object (Axes)\n", + " The contrast axes.\n", + " show_pairs : bool\n", + " A boolean flag to determine if the plot will show the paired data.\n", + " float_contrast : bool\n", + " A boolean flag to determine if the plot is a GA or Cumming design.\n", + " ticks_to_skip : list\n", + " A list of ticks to skip.\n", + " contrast_xtick_labels : list\n", + " A list of contrast xtick labels.\n", + " plot_kwargs : dict\n", + " Kwargs passed to the plot function.\n", + " proportional: bool\n", + " A boolean flag to determine if the plot is a proportional plot.\n", + " horizontal : bool\n", + " A boolean flag to determine if the plot is for horizontal plotting.\n", + " \"\"\"\n", "\n", - " if show_pairs:\n", - " max_x = contrast_axes.get_xlim()[1]\n", - " rawdata_axes.set_xlim(-0.375, max_x)\n", - "\n", - " if float_contrast:\n", - " contrast_axes.set_xlim(0.5, 1.5)\n", - " elif show_delta2 or show_mini_meta:\n", - " # Increase the xlim of raw data by 2\n", - " temp = rawdata_axes.get_xlim()\n", + " if horizontal:\n", + " # Ticks\n", + " if show_delta2 is False and show_mini_meta is False:\n", + " contrast_axes.set_yticks(rawdata_axes.get_yticks())\n", + " else:\n", + " temp = rawdata_axes.get_yticks()\n", + " temp = np.append(temp, [max(temp) + 0, max(temp) + 1])\n", + " contrast_axes.set_yticks(temp) \n", + "\n", + " # Lims\n", " if show_pairs:\n", - " rawdata_axes.set_xlim(temp[0], temp[1] + 0.25)\n", + " max_x = contrast_axes.get_ylim()[1]\n", + " rawdata_axes.set_ylim(-0.375, max_x)\n", + "\n", + " if proportional:\n", + " rawdata_axes.set_ylim(-0.375, max_x+0.1)\n", + "\n", + " if show_delta2 or show_mini_meta:\n", + " # Increase the ylim of raw data by 2\n", + " temp = rawdata_axes.get_ylim()\n", + " if show_pairs:\n", + " rawdata_axes.set_ylim(temp[0], temp[1] + 0.00)\n", + " else:\n", + " rawdata_axes.set_ylim(temp[0], temp[1] + 1)\n", + " contrast_axes.set_ylim(rawdata_axes.get_ylim())\n", " else:\n", - " rawdata_axes.set_xlim(temp[0], temp[1] + 2)\n", - " contrast_axes.set_xlim(rawdata_axes.get_xlim())\n", + " contrast_axes.set_ylim(rawdata_axes.get_ylim())\n", + " # Vertical\n", " else:\n", - " contrast_axes.set_xlim(rawdata_axes.get_xlim())\n", + " # Ticks\n", + " if show_delta2 is False and show_mini_meta is False:\n", + " contrast_axes.set_xticks(rawdata_axes.get_xticks())\n", + " else:\n", + " temp = rawdata_axes.get_xticks()\n", + " temp = np.append(temp, [max(temp) + 1, max(temp) + 2])\n", + " contrast_axes.set_xticks(temp)\n", "\n", - " # Properly label the contrast ticks.\n", - " for t in ticks_to_skip:\n", - " contrast_xtick_labels.insert(t, \"\")\n", + " # Lims\n", + " if show_pairs:\n", + " max_x = contrast_axes.get_xlim()[1]\n", + " rawdata_axes.set_xlim(-0.375, max_x)\n", "\n", - " if plot_kwargs[\"fontsize_contrastxlabel\"] is not None:\n", - " fontsize_contrastxlabel = plot_kwargs[\"fontsize_contrastxlabel\"]\n", + " if float_contrast:\n", + " contrast_axes.set_xlim(0.5, 1.5)\n", + " elif show_delta2 or show_mini_meta:\n", + " # Increase the xlim of raw data by 2\n", + " temp = rawdata_axes.get_xlim()\n", + " if show_pairs:\n", + " rawdata_axes.set_xlim(temp[0], temp[1] + 0.5)\n", + " else:\n", + " rawdata_axes.set_xlim(temp[0], temp[1] + 2)\n", + " contrast_axes.set_xlim(rawdata_axes.get_xlim())\n", + " else:\n", + " contrast_axes.set_xlim(rawdata_axes.get_xlim())\n", "\n", - " contrast_axes.set_xticklabels(\n", - " contrast_xtick_labels, fontsize=fontsize_contrastxlabel\n", - " )\n", + " # Properly label the contrast ticks.\n", + " for t in ticks_to_skip:\n", + " contrast_xtick_labels.insert(t, \"\")\n", + "\n", + " contrast_axes.set_xticklabels(\n", + " contrast_xtick_labels, fontsize=plot_kwargs[\"fontsize_contrastxlabel\"]\n", + " )\n", "\n", "\n", - "def show_legend(legend_labels, legend_handles, rawdata_axes, contrast_axes, float_contrast, show_pairs, legend_kwargs):\n", + "def show_legend(\n", + " legend_labels: list, \n", + " legend_handles: list, \n", + " rawdata_axes: axes.Axes, \n", + " contrast_axes: axes.Axes, \n", + " table_axes: axes.Axes, \n", + " float_contrast: bool, \n", + " show_pairs: bool, \n", + " horizontal: bool, \n", + " legend_kwargs: dict, \n", + " table_kwargs: dict\n", + " ):\n", + " \"\"\"\n", + " Show the legend for the plotter function.\n", + "\n", + " Parameters\n", + " ----------\n", + " legend_labels : list\n", + " A list of legend labels.\n", + " legend_handles : list\n", + " A list of legend handles.\n", + " rawdata_axes : object (Axes)\n", + " The raw data axes.\n", + " contrast_axes : object (Axes)\n", + " The contrast axes.\n", + " table_axes : object (Axes)\n", + " The table axes.\n", + " float_contrast : bool\n", + " A boolean flag to determine if the plot is GA or Cumming format.\n", + " show_pairs : bool\n", + " A boolean flag to determine if the plot will show the paired data.\n", + " horizontal : bool\n", + " A boolean flag to determine if the plot is for horizontal plotting.\n", + " legend_kwargs : dict\n", + " Kwargs passed to the legend function.\n", + " \"\"\"\n", "\n", " legend_labels_unique = np.unique(legend_labels)\n", " unique_idx = np.unique(legend_labels, return_index=True)[1]\n", @@ -735,36 +1293,98 @@ " pd.Series(legend_handles, dtype=\"object\").loc[unique_idx]\n", " ).tolist()\n", "\n", - " if len(legend_handles_unique) > 0:\n", - " if float_contrast:\n", - " axes_with_legend = contrast_axes\n", - " if show_pairs:\n", - " bta = (2.00, 1.02)\n", - " else:\n", - " bta = (1.5, 1.02)\n", + " # Location of the legend\n", + " if \"bbox_to_anchor\" not in legend_kwargs.keys():\n", + " if horizontal:\n", + " bta = (1,1)\n", " else:\n", - " axes_with_legend = rawdata_axes\n", - " if show_pairs:\n", - " bta = (1.02, 1.0)\n", + " if float_contrast:\n", + " bta = (2.00, 1.02) if show_pairs else (1.5, 1.02)\n", " else:\n", - " bta = (1.0, 1.0)\n", + " bta = (1.02, 1.0) if show_pairs else (1.0, 1.0)\n", + " legend_kwargs.update({'bbox_to_anchor': bta})\n", + "\n", + " # Pick the ax to plot\n", + " if horizontal:\n", + " if table_kwargs['show']:\n", + " axes_with_legend = table_axes\n", + " else:\n", + " axes_with_legend = contrast_axes\n", + " elif float_contrast:\n", + " axes_with_legend = contrast_axes\n", + " else:\n", + " axes_with_legend = rawdata_axes\n", + "\n", + " # Plot the legend\n", + " if len(legend_handles_unique) > 0:\n", " leg = axes_with_legend.legend(\n", - " legend_handles_unique,\n", - " legend_labels_unique,\n", - " bbox_to_anchor=bta,\n", - " **legend_kwargs\n", + " legend_handles_unique,\n", + " legend_labels_unique,\n", + " handlelength=0.5,\n", + " **legend_kwargs\n", " )\n", " if show_pairs:\n", " for line in leg.get_lines():\n", " line.set_linewidth(3.0)\n", " \n", - "def Gardner_Altman_Plot_Aesthetic_Adjustments(effect_size_type, plot_data, xvar, yvar, current_control, current_group,\n", - " rawdata_axes, contrast_axes, results, current_effsize, is_paired, one_sankey,\n", - " reflines_kwargs, redraw_axes_kwargs, swarm_ylim, og_xlim_raw, og_ylim_raw):\n", + "def Gardner_Altman_Plot_Aesthetic_Adjustments(\n", + " effect_size_type: str, \n", + " plot_data: pd.DataFrame, \n", + " xvar: str, \n", + " yvar: str, \n", + " current_control: str, \n", + " current_group: str,\n", + " rawdata_axes: axes.Axes, \n", + " contrast_axes: axes.Axes, \n", + " results: pd.DataFrame, \n", + " current_effsize: float, \n", + " is_paired: bool, \n", + " one_sankey: bool,\n", + " reflines_kwargs: dict, \n", + " redraw_axes_kwargs: dict\n", + " ):\n", + " \"\"\"\n", + " Aesthetic adjustments for the Gardner-Altman plot.\n", + " \n", + " Parameters\n", + " ----------\n", + " effect_size_type : str\n", + " The type of effect size.\n", + " plot_data : object (Dataframe)\n", + " A dataframe of plot data.\n", + " xvar : str\n", + " The name of the x-axis variable.\n", + " yvar : str\n", + " The name of the y-axis variable.\n", + " current_control : str\n", + " The name of the current control group.\n", + " current_group : str\n", + " The name of the current test group.\n", + " rawdata_axes : object (Axes)\n", + " The raw data axes.\n", + " contrast_axes : object (Axes)\n", + " The contrast axes.\n", + " results : object (DataFrame)\n", + " A dataframe of the results.\n", + " current_effsize : float\n", + " The current effect size.\n", + " is_paired : bool\n", + " A boolean flag to determine if the plot is for paired data.\n", + " one_sankey : bool\n", + " A boolean flag to determine if the plot is for a single sankey diagram.\n", + " reflines_kwargs : dict\n", + " Kwargs passed to the reference lines.\n", + " redraw_axes_kwargs : dict\n", + " Kwargs passed to the redraw axes.\n", + " \"\"\"\n", " from ._stats_tools.effsize import (\n", " _compute_standardizers,\n", " _compute_hedges_correction_factor,\n", " )\n", + "\n", + " og_ylim_raw = rawdata_axes.get_ylim()\n", + " og_xlim_raw = rawdata_axes.get_xlim()\n", + " \n", " # Normalize ylims and despine the floating contrast axes.\n", " # Check that the effect size is within the swarm ylims.\n", " if effect_size_type in [\"mean_diff\", \"cohens_d\", \"hedges_g\", \"cohens_h\"]:\n", @@ -784,9 +1404,6 @@ " plot_data.groupby(xvar, observed=False).median(numeric_only=True).loc[current_group, yvar]\n", " )\n", "\n", - " if swarm_ylim is None:\n", - " swarm_ylim = rawdata_axes.get_ylim()\n", - "\n", " _, contrast_xlim_max = contrast_axes.get_xlim()\n", "\n", " difference = float(results.difference[0])\n", @@ -811,10 +1428,8 @@ " contrast_axes.set_xlim(contrast_xlim_max - 1, contrast_xlim_max)\n", "\n", " elif effect_size_type in [\"cohens_d\", \"hedges_g\", \"cohens_h\"]:\n", - " if is_paired:\n", - " which_std = 1\n", - " else:\n", - " which_std = 0\n", + "\n", + " which_std = 1 if is_paired else 0 ############################ Unused line of code\n", " temp_control = np.array(plot_data[plot_data[xvar] == current_control][yvar])\n", " temp_test = np.array(plot_data[plot_data[xvar] == current_group][yvar])\n", "\n", @@ -916,254 +1531,360 @@ " )\n", "\n", "\n", - "def Cumming_Plot_Aesthetic_Adjustments(plot_kwargs, show_delta2, effect_size_type, contrast_axes, reflines_kwargs, \n", - " is_paired, show_pairs, two_col_sankey, idx, ticks_to_start_twocol_sankey,\n", - " proportional, ticks_to_skip, temp_idx, rawdata_axes, redraw_axes_kwargs,\n", - " ticks_to_skip_contrast):\n", - " # Set custom contrast_ylim, if it was specified.\n", - " if plot_kwargs[\"contrast_ylim\"] is not None or (\n", - " plot_kwargs[\"delta2_ylim\"] is not None and show_delta2\n", + "def Cumming_Plot_Aesthetic_Adjustments(\n", + " contrast_axes: axes.Axes, \n", + " reflines_kwargs: dict, \n", + " is_paired: bool, \n", + " show_pairs: bool, \n", + " two_col_sankey: bool, \n", + " idx: list, \n", + " ticks_to_start_twocol_sankey: list,\n", + " proportional: bool, \n", + " ticks_to_skip: list, \n", + " temp_idx: list, \n", + " rawdata_axes: axes.Axes, \n", + " redraw_axes_kwargs: dict, \n", + " ticks_to_skip_contrast: list, \n", + " show_delta2: bool, \n", + " show_mini_meta: bool, \n", + " horizontal: bool, \n", + " skip_redraw_lines: bool\n", " ):\n", - " if plot_kwargs[\"contrast_ylim\"] is not None:\n", - " custom_contrast_ylim = plot_kwargs[\"contrast_ylim\"]\n", - " if plot_kwargs[\"delta2_ylim\"] is not None and show_delta2:\n", - " custom_delta2_ylim = plot_kwargs[\"delta2_ylim\"]\n", - " if custom_contrast_ylim != custom_delta2_ylim:\n", - " err1 = \"Please check if `contrast_ylim` and `delta2_ylim` are assigned\"\n", - " err2 = \"with same values.\"\n", - " raise ValueError(err1 + err2)\n", - " else:\n", - " custom_delta2_ylim = plot_kwargs[\"delta2_ylim\"]\n", - " custom_contrast_ylim = custom_delta2_ylim\n", - "\n", - " if len(custom_contrast_ylim) != 2:\n", - " err1 = \"Please check `contrast_ylim` consists of \"\n", - " err2 = \"exactly two numbers.\"\n", - " raise ValueError(err1 + err2)\n", - "\n", - " if effect_size_type == \"cliffs_delta\":\n", - " # Ensure the ylims for a cliffs_delta plot never exceed [-1, 1].\n", - " l = plot_kwargs[\"contrast_ylim\"][0]\n", - " h = plot_kwargs[\"contrast_ylim\"][1]\n", - " low = -1 if l < -1 else l\n", - " high = 1 if h > 1 else h\n", - " contrast_axes.set_ylim(low, high)\n", - " else:\n", - " contrast_axes.set_ylim(custom_contrast_ylim)\n", - "\n", + " \n", + " \"\"\"\n", + " Aesthetic adjustments for the Cumming plot.\n", + " \n", + " Parameters\n", + " ----------\n", + " contrast_axes : object (Axes)\n", + " The contrast axes.\n", + " reflines_kwargs : dict\n", + " Kwargs passed to the reference lines.\n", + " is_paired : bool\n", + " A boolean flag to determine if the plot is for paired data.\n", + " show_pairs : bool\n", + " A boolean flag to determine if the plot will show the paired data.\n", + " two_col_sankey : bool\n", + " A boolean flag to determine if the plot will show a two-column sankey diagram.\n", + " idx : list\n", + " A list of tuples containing the group names.\n", + " ticks_to_start_twocol_sankey : list\n", + " TBC.\n", + " proportional : bool\n", + " A boolean flag to determine if the plot is for proportional data.\n", + " ticks_to_skip : list\n", + " A list of ticks to skip.\n", + " temp_idx : list\n", + " A list of tuples containing the group names.\n", + " rawdata_axes : object (Axes)\n", + " The raw data axes.\n", + " redraw_axes_kwargs : dict\n", + " Kwargs passed to the redraw axes.\n", + " ticks_to_skip_contrast : list\n", + " A list of ticks to skip.\n", + " show_delta2 : bool\n", + " A boolean flag to determine if the plot will have a delta-delta effect size.\n", + " show_mini_meta : bool\n", + " A boolean flag to determine if the plot will have a mini-meta effect size.\n", + " horizontal : bool\n", + " A boolean flag to determine if the plot is for horizontal plotting.\n", + " skip_redraw_lines : bool\n", + " A boolean flag to skip adding spines back if True (for gridkey purposes).\n", + " \"\"\"\n", "\n", - " # If 0 lies within the ylim of the contrast axes,\n", - " # draw a zero reference line.\n", - " contrast_axes_ylim = contrast_axes.get_ylim()\n", - " if contrast_axes_ylim[0] < contrast_axes_ylim[1]:\n", - " contrast_ylim_low, contrast_ylim_high = contrast_axes_ylim\n", + " # If 0 lies within the ylim of the contrast axes, draw a zero reference line.\n", + " if horizontal:\n", + " contrast_axes_lim = contrast_axes.get_xlim()\n", + " method = contrast_axes.axvline\n", " else:\n", - " contrast_ylim_high, contrast_ylim_low = contrast_axes_ylim\n", - " if contrast_ylim_low < 0 < contrast_ylim_high:\n", - " contrast_axes.axhline(y=0, **reflines_kwargs)\n", + " contrast_axes_lim = contrast_axes.get_ylim()\n", + " method = contrast_axes.axhline\n", "\n", - " if is_paired == \"baseline\" and show_pairs:\n", - " if two_col_sankey:\n", - " rightend_ticks_raw = np.array([len(i) - 2 for i in idx]) + np.array(\n", - " ticks_to_start_twocol_sankey\n", - " )\n", - " elif proportional and is_paired is not None:\n", - " rightend_ticks_raw = np.array([len(i) - 1 for i in idx]) + np.array(\n", - " ticks_to_skip\n", - " )\n", - " else:\n", - " rightend_ticks_raw = np.array(\n", - " [len(i) - 1 for i in temp_idx]\n", - " ) + np.array(ticks_to_skip)\n", - " for ax in [rawdata_axes]:\n", - " sns.despine(ax=ax, bottom=True)\n", - "\n", - " ylim = ax.get_ylim()\n", - " xlim = ax.get_xlim()\n", - " redraw_axes_kwargs[\"y\"] = ylim[0]\n", - "\n", - " if two_col_sankey:\n", - " for k, start_tick in enumerate(ticks_to_start_twocol_sankey):\n", - " end_tick = rightend_ticks_raw[k]\n", - " ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs)\n", - " else:\n", - " for k, start_tick in enumerate(ticks_to_skip):\n", - " end_tick = rightend_ticks_raw[k]\n", - " ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs)\n", - " ax.set_ylim(ylim)\n", - " del redraw_axes_kwargs[\"y\"]\n", - "\n", - " if not proportional:\n", - " temp_length = [(len(i) - 1) for i in idx]\n", - " else:\n", - " temp_length = [(len(i) - 1) * 2 - 1 for i in idx]\n", - " if two_col_sankey:\n", - " rightend_ticks_contrast = np.array(\n", - " [len(i) - 2 for i in idx]\n", - " ) + np.array(ticks_to_start_twocol_sankey)\n", - " elif proportional and is_paired is not None:\n", - " rightend_ticks_contrast = np.array(\n", - " [len(i) - 1 for i in idx]\n", - " ) + np.array(ticks_to_skip)\n", - " else:\n", - " rightend_ticks_contrast = np.array(temp_length) + np.array(\n", - " ticks_to_skip_contrast\n", - " )\n", - " for ax in [contrast_axes]:\n", - " sns.despine(ax=ax, bottom=True)\n", - "\n", - " ylim = ax.get_ylim()\n", - " xlim = ax.get_xlim()\n", - " redraw_axes_kwargs[\"y\"] = ylim[0]\n", - "\n", - " if two_col_sankey:\n", - " for k, start_tick in enumerate(ticks_to_start_twocol_sankey):\n", - " end_tick = rightend_ticks_contrast[k]\n", - " ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs)\n", - " else:\n", - " for k, start_tick in enumerate(ticks_to_skip_contrast):\n", - " end_tick = rightend_ticks_contrast[k]\n", - " ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs)\n", - "\n", - " ax.set_ylim(ylim)\n", - " del redraw_axes_kwargs[\"y\"]\n", + " if contrast_axes_lim[0] < contrast_axes_lim[1]:\n", + " contrast_lim_low, contrast_lim_high = contrast_axes_lim\n", " else:\n", - " # Compute the end of each x-axes line.\n", - " if two_col_sankey:\n", - " rightend_ticks = np.array([len(i) - 2 for i in idx]) + np.array(\n", - " ticks_to_start_twocol_sankey\n", - " )\n", - " else:\n", - " rightend_ticks = np.array([len(i) - 1 for i in idx]) + np.array(\n", - " ticks_to_skip\n", - " )\n", + " contrast_lim_high, contrast_lim_low = contrast_axes_lim\n", "\n", - " for ax in [rawdata_axes, contrast_axes]:\n", - " sns.despine(ax=ax, bottom=True)\n", - "\n", - " ylim = ax.get_ylim()\n", - " xlim = ax.get_xlim()\n", - " redraw_axes_kwargs[\"y\"] = ylim[0]\n", + " if contrast_lim_low < 0 < contrast_lim_high:\n", + " method(0, **reflines_kwargs)\n", "\n", + " # Add axes spine lines to link the relevant groups in the plot. (re-add as we removed spines)\n", + " if not skip_redraw_lines:\n", + " if horizontal:\n", " if two_col_sankey:\n", - " for k, start_tick in enumerate(ticks_to_start_twocol_sankey):\n", - " end_tick = rightend_ticks[k]\n", - " ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs)\n", + " rightend_ticks = np.array([len(i) - 2 for i in idx]) + np.array(ticks_to_start_twocol_sankey)\n", + " starting_ticks = ticks_to_start_twocol_sankey.copy()\n", " else:\n", - " for k, start_tick in enumerate(ticks_to_skip):\n", + " if is_paired == \"baseline\" and show_pairs:\n", + " if proportional and is_paired is not None:\n", + " rightend_ticks = np.array([len(i) - 1 for i in idx]) + np.array(ticks_to_skip)\n", + " else:\n", + " rightend_ticks = np.array([len(i) - 1 for i in temp_idx]) + np.array(ticks_to_skip)\n", + " else:\n", + " rightend_ticks = np.array([len(i) - 1 for i in idx]) + np.array(ticks_to_skip)\n", + " starting_ticks = ticks_to_skip.copy()\n", + "\n", + " for ax in [rawdata_axes]:\n", + " sns.despine(ax=ax, left=True)\n", + " xlim, ylim = ax.get_xlim(), ax.get_ylim()\n", + " redraw_axes_kwargs[\"x\"] = xlim[0]\n", + " for k, start_tick in enumerate(starting_ticks):\n", " end_tick = rightend_ticks[k]\n", - " ax.hlines(xmin=start_tick, xmax=end_tick, **redraw_axes_kwargs)\n", - "\n", - " ax.set_ylim(ylim)\n", - " del redraw_axes_kwargs[\"y\"]\n", - "\n", - "def General_Plot_Aesthetic_Adjustments(show_delta2, show_mini_meta, contrast_axes, redraw_axes_kwargs, plot_kwargs,\n", - " yvar, effect_size_type, proportional, effectsize_df, is_paired, float_contrast,\n", - " rawdata_axes, og_ylim_raw, effect_size):\n", - "\n", - " if show_delta2 or show_mini_meta:\n", + " ax.vlines(\n", + " ymin=start_tick, \n", + " ymax=end_tick, \n", + " **redraw_axes_kwargs\n", + " )\n", + " ax.set_xlim(xlim)\n", + " ax.set_ylim(ylim)\n", + " del redraw_axes_kwargs[\"x\"] \n", + "\n", + " # Remove y ticks and labels from the contrast axes.\n", + " sns.despine(ax=contrast_axes, left=True)\n", + " contrast_axes.set_yticks([])\n", + " contrast_axes.set_yticklabels([])\n", + "\n", + " else: # Add spine lines to link the relevant groups in the plot. (re-add as we removed spines) - Vertical plots\n", + " if two_col_sankey:\n", + " rightend_ticks_raw = rightend_ticks_contrast = np.array([len(i) - 2 for i in idx]) + np.array(ticks_to_start_twocol_sankey)\n", + " starting_ticks_raw = starting_ticks_contrast = ticks_to_start_twocol_sankey\n", + " else:\n", + " if is_paired == \"baseline\" and show_pairs:\n", + " if proportional and is_paired is not None:\n", + " rightend_ticks_raw = rightend_ticks_contrast = np.array([len(i) - 1 for i in idx]) + np.array(ticks_to_skip)\n", + " else:\n", + " rightend_ticks_raw = np.array([len(i) - 1 for i in temp_idx]) + np.array(ticks_to_skip)\n", + " temp_length = [(len(i) - 1) * 2 - 1 for i in idx] if proportional else [(len(i) - 1) for i in idx]\n", + " rightend_ticks_contrast = np.array(temp_length) + np.array(ticks_to_skip_contrast)\n", + " starting_ticks_raw, starting_ticks_contrast = ticks_to_skip, ticks_to_skip_contrast\n", + " else:\n", + " rightend_ticks_raw = rightend_ticks_contrast = np.array([len(i) - 1 for i in idx]) + np.array(ticks_to_skip)\n", + " starting_ticks_raw = starting_ticks_contrast = ticks_to_skip\n", + "\n", + " for ax, starting_ticks_current, rightend_ticks_current in zip(\n", + " [rawdata_axes, contrast_axes],\n", + " [starting_ticks_raw, starting_ticks_contrast],\n", + " [rightend_ticks_raw, rightend_ticks_contrast],\n", + " ):\n", + " sns.despine(ax=ax, bottom=True)\n", + " xlim, ylim = ax.get_xlim(), ax.get_ylim()\n", + " redraw_axes_kwargs[\"y\"] = ylim[0]\n", + " for k, start_tick in enumerate(starting_ticks_current):\n", + " end_tick = rightend_ticks_current[k]\n", + " ax.hlines(\n", + " xmin=start_tick, \n", + " xmax=end_tick, \n", + " **redraw_axes_kwargs\n", + " )\n", + " ax.set_xlim(xlim)\n", + " ax.set_ylim(ylim)\n", + " del redraw_axes_kwargs[\"y\"]\n", + "\n", + " # Add x-spine line for delta2/mini meta.\n", + " if (show_delta2 or show_mini_meta) and not horizontal and not skip_redraw_lines:\n", " ylim = contrast_axes.get_ylim()\n", " redraw_axes_kwargs[\"y\"] = ylim[0]\n", " x_ticks = contrast_axes.get_xticks()\n", " contrast_axes.hlines(xmin=x_ticks[-2], xmax=x_ticks[-1], **redraw_axes_kwargs)\n", " del redraw_axes_kwargs[\"y\"]\n", "\n", - " # Set raw axes y-label.\n", - " swarm_label = plot_kwargs[\"swarm_label\"]\n", - " if swarm_label is None and yvar is None:\n", - " swarm_label = \"value\"\n", - " elif swarm_label is None and yvar is not None:\n", - " swarm_label = yvar\n", - "\n", - " bar_label = plot_kwargs[\"bar_label\"]\n", - " if bar_label is None and effect_size_type != \"cohens_h\":\n", - " bar_label = \"proportion of success\"\n", - " elif bar_label is None and effect_size_type == \"cohens_h\":\n", - " bar_label = \"value\"\n", - "\n", - " # Place contrast axes y-label.\n", - " contrast_label_dict = {\n", - " \"mean_diff\": \"mean difference\",\n", - " \"median_diff\": \"median difference\",\n", - " \"cohens_d\": \"Cohen's d\",\n", - " \"hedges_g\": \"Hedges' g\",\n", - " \"cliffs_delta\": \"Cliff's delta\",\n", - " \"cohens_h\": \"Cohen's h\",\n", - " \"delta_g\": \"mean difference\",\n", - " }\n", + " # Modify the ylims of the axes to flip the plot (so it shows the plots from top to bottom)\n", + " if horizontal:\n", + " if not proportional or (proportional and show_pairs):\n", + " swarm_ylim, contrast_ylim = rawdata_axes.get_ylim(), contrast_axes.get_ylim()\n", + " rawdata_axes.set_ylim(swarm_ylim[1], swarm_ylim[0])\n", + " contrast_axes.set_ylim(contrast_ylim[1], contrast_ylim[0])\n", + " # Modify the ylim to reduce whitespace in specific plots.\n", + " if show_delta2 or show_mini_meta or (proportional and show_pairs):\n", + " swarm_ylim, contrast_ylim = rawdata_axes.get_ylim(), contrast_axes.get_ylim()\n", + " rawdata_axes.set_ylim(swarm_ylim[0]-0.5, swarm_ylim[1])\n", + " contrast_axes.set_ylim(contrast_ylim[0]-0.5, contrast_ylim[1])\n", + " \n", + "def Redraw_Spines(\n", + " rawdata_axes: axes.Axes, \n", + " contrast_axes: axes.Axes, \n", + " redraw_axes_kwargs: dict, \n", + " float_contrast: bool, \n", + " horizontal: bool,\n", + " show_delta2: bool, \n", + " delta2_axes: axes.Axes\n", + " ):\n", + " \"\"\"\n", + " Aesthetic general adjustments across both GA and Cumming plots.\n", "\n", - " if proportional and effect_size_type != \"cohens_h\":\n", - " default_contrast_label = \"proportion difference\"\n", - " elif effect_size_type == \"delta_g\":\n", - " default_contrast_label = \"Hedges' g\"\n", - " else:\n", - " default_contrast_label = contrast_label_dict[effectsize_df.effect_size]\n", + " Parameters\n", + " ----------\n", + " rawdata_axes : object (Axes)\n", + " The raw data axes.\n", + " contrast_axes : object (Axes)\n", + " The contrast axes.\n", + " redraw_axes_kwargs : dict\n", + " Kwargs passed to the redraw axes.\n", + " plot_kwargs : dict\n", + " Kwargs passed to the plot function.\n", + " float_contrast : bool\n", + " A boolean flag to determine if the plot is GA or Cum\n", + " horizontal : bool\n", + " A boolean flag to determine if the plot is for horizontal plotting.\n", + " show_delta2 : bool\n", + " A boolean flag to determine if the plot will have a delta-delta effect size.\n", + " delta2_axes : object (Axes)\n", + " The delta2 axes.\n", + " \"\"\"\n", "\n", - " if plot_kwargs[\"contrast_label\"] is None:\n", - " if is_paired:\n", - " contrast_label = \"paired\\n{}\".format(default_contrast_label)\n", - " else:\n", - " contrast_label = default_contrast_label\n", - " contrast_label = contrast_label.capitalize()\n", + " # Because we turned the axes frame off, we also need to draw back the x-spine for both axes.\n", + " og_xlim_raw, og_ylim_raw = rawdata_axes.get_xlim(), rawdata_axes.get_ylim()\n", + " og_xlim_contrast, og_ylim_contrast = contrast_axes.get_xlim(), contrast_axes.get_ylim()\n", + " if horizontal:\n", + " ## Raw axes x spine \n", + " rawdata_axes.hlines(\n", + " og_ylim_raw[0], \n", + " og_xlim_raw[0], \n", + " og_xlim_raw[1], \n", + " **redraw_axes_kwargs\n", + " )\n", + " ## Contrast axes x spine\n", + " contrast_axes.hlines(\n", + " og_ylim_contrast[0], \n", + " og_xlim_contrast[0], \n", + " og_xlim_contrast[1], \n", + " **redraw_axes_kwargs\n", + " )\n", " else:\n", - " contrast_label = plot_kwargs[\"contrast_label\"]\n", + " ## Raw axes y spine \n", + " rawdata_axes.vlines(\n", + " og_xlim_raw[0], \n", + " og_ylim_raw[0], \n", + " og_ylim_raw[1], \n", + " **redraw_axes_kwargs\n", + " )\n", + " ## Contrast axes y spine\n", + " xpos = og_xlim_contrast[1] if float_contrast else og_xlim_contrast[0]\n", + " contrast_axes.vlines(\n", + " xpos, \n", + " og_ylim_contrast[0], \n", + " og_ylim_contrast[1], \n", + " **redraw_axes_kwargs\n", + " )\n", + "\n", + " if show_delta2:\n", + " og_xlim_delta, og_ylim_delta = contrast_axes.get_xlim(), contrast_axes.get_ylim()\n", + " delta2_axes.set_ylim(og_ylim_delta)\n", "\n", - " if plot_kwargs[\"fontsize_rawylabel\"] is not None:\n", - " fontsize_rawylabel = plot_kwargs[\"fontsize_rawylabel\"]\n", - " if plot_kwargs[\"fontsize_contrastylabel\"] is not None:\n", - " fontsize_contrastylabel = plot_kwargs[\"fontsize_contrastylabel\"]\n", - " if plot_kwargs[\"fontsize_delta2label\"] is not None:\n", - " fontsize_delta2label = plot_kwargs[\"fontsize_delta2label\"]\n", + " delta2_axes.vlines(\n", + " og_xlim_delta[1], \n", + " og_ylim_delta[0], \n", + " og_ylim_delta[1], \n", + " **redraw_axes_kwargs\n", + " )\n", + "\n", + " for ax, xlim, ylim in zip([rawdata_axes, contrast_axes], [og_xlim_raw, og_xlim_contrast], [og_ylim_raw, og_ylim_contrast]):\n", + " ax.set_xlim(xlim)\n", + " ax.set_ylim(ylim)\n", + "\n", + "def extract_group_summaries(\n", + " proportional: bool, \n", + " err_color, \n", + " rawdata_axes: axes.Axes, \n", + " asymmetric_side: str, \n", + " horizontal: bool, \n", + " bootstraps_color_by_group: bool, \n", + " plot_palette_raw: list, \n", + " all_plot_groups: list,\n", + " n_groups: int, \n", + " color_col, \n", + " ytick_color, \n", + " group_summaries_kwargs: dict\n", + " ):\n", + " \"\"\"\n", + " Extract the group summaries for the plotter function.\n", "\n", - " contrast_axes.set_ylabel(contrast_label, fontsize=fontsize_contrastylabel)\n", - " if float_contrast:\n", - " contrast_axes.yaxis.set_label_position(\"right\")\n", + " Parameters\n", + " ----------\n", + " proportional : bool\n", + " A boolean flag to determine if the plot is for proportional data.\n", + " err_color : str\n", + " The color of the error bars.\n", + " rawdata_axes : object (Axes)\n", + " The raw data axes.\n", + " asymmetric_side : str\n", + " The side of the asymmetric error bars.\n", + " horizontal : bool\n", + " A boolean flag to determine if the plot is for horizontal plotting.\n", + " bootstraps_color_by_group : bool\n", + " A boolean flag to determine if the bootstraps are colored by group.\n", + " plot_palette_raw : list\n", + " A list of the plot palette colors.\n", + " all_plot_groups : list\n", + " A list of all the plot groups.\n", + " n_groups : int\n", + " The number of groups.\n", + " color_col : str\n", + " The name of the color column.\n", + " ytick_color : str\n", + " The color of the y-ticks.\n", + " group_summaries_kwargs : dict\n", + " Kwargs passed to the group summaries.\n", + " \"\"\"\n", + " \n", + " from .plot_tools import get_swarm_spans\n", "\n", - " # Set the rawdata axes labels appropriately\n", - " if not proportional:\n", - " rawdata_axes.set_ylabel(swarm_label, fontsize=fontsize_rawylabel)\n", + " if proportional:\n", + " group_summaries_method = \"proportional_error_bar\"\n", + " group_summaries_offset = 0\n", + " group_summaries_line_color = err_color\n", " else:\n", - " rawdata_axes.set_ylabel(bar_label, fontsize=fontsize_rawylabel)\n", - " rawdata_axes.set_xlabel(\"\")\n", + " # Create list to gather xspans.\n", + " xspans = []\n", + " line_colors = []\n", + " for jj, c in enumerate(rawdata_axes.collections):\n", + " try:\n", + " if asymmetric_side == \"right\":\n", + " # currently offset is hardcoded with value of -0.2\n", + " x_max_span = -0.2\n", + " else:\n", + " if horizontal:\n", + " x_max_span = 0.1 # currently offset is hardcoded with value of 0.1\n", + " else:\n", + " _, x_max, _, _ = get_swarm_spans(c)\n", + " x_max_span = x_max - jj\n", + " xspans.append(x_max_span)\n", + " except TypeError:\n", + " # we have got a None, so skip and move on.\n", + " pass\n", "\n", - " # Because we turned the axes frame off, we also need to draw back\n", - " # the y-spine for both axes.\n", - " if not float_contrast:\n", - " rawdata_axes.set_xlim(contrast_axes.get_xlim())\n", - " og_xlim_raw = rawdata_axes.get_xlim()\n", - " rawdata_axes.vlines(\n", - " og_xlim_raw[0], og_ylim_raw[0], og_ylim_raw[1], **redraw_axes_kwargs\n", - " )\n", + " if bootstraps_color_by_group:\n", + " line_colors.append(plot_palette_raw[all_plot_groups[jj]])\n", "\n", - " og_xlim_contrast = contrast_axes.get_xlim()\n", + " # Break the loop since hue in Seaborn adds collections to axes and it will result in index out of range\n", + " if jj >= n_groups - 1 and color_col is None:\n", + " break\n", "\n", - " if float_contrast:\n", - " xpos = og_xlim_contrast[1]\n", - " else:\n", - " xpos = og_xlim_contrast[0]\n", + " if len(line_colors) != len(all_plot_groups):\n", + " line_colors = ytick_color\n", + " \n", + " # hue in swarmplot would add collections to axes which will result in len(xspans) = len(all_plot_groups) + len(unique groups in hue)\n", + " if len(xspans) > len(all_plot_groups):\n", + " xspans = xspans[:len(all_plot_groups)]\n", "\n", - " og_ylim_contrast = contrast_axes.get_ylim()\n", - " contrast_axes.vlines(\n", - " xpos, og_ylim_contrast[0], og_ylim_contrast[1], **redraw_axes_kwargs\n", - " )\n", + " group_summaries_method = \"gapped_lines\"\n", + " group_summaries_offset = xspans + np.array(group_summaries_kwargs[\"offset\"])\n", + " group_summaries_line_color = line_colors\n", "\n", - " if show_delta2:\n", - " if plot_kwargs[\"delta2_label\"] is not None:\n", - " delta2_label = plot_kwargs[\"delta2_label\"]\n", - " elif effect_size == \"mean_diff\":\n", - " delta2_label = \"delta - delta\"\n", - " else:\n", - " delta2_label = \"deltas' g\"\n", - " delta2_axes = contrast_axes.twinx()\n", - " delta2_axes.set_frame_on(False)\n", - " delta2_axes.set_ylabel(delta2_label, fontsize=fontsize_delta2label)\n", - " og_xlim_delta = contrast_axes.get_xlim()\n", - " og_ylim_delta = contrast_axes.get_ylim()\n", - " delta2_axes.set_ylim(og_ylim_delta)\n", - " delta2_axes.vlines(\n", - " og_xlim_delta[1], og_ylim_delta[0], og_ylim_delta[1], **redraw_axes_kwargs\n", - " )" + " if group_summaries_kwargs['color'] is not None:\n", + " group_summaries_line_color = group_summaries_kwargs.pop(\"color\")\n", + " group_summaries_kwargs.pop(\"offset\")\n", + "\n", + " return group_summaries_method, group_summaries_offset, group_summaries_line_color" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c5fe4f1", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/nbs/API/plot_tools.ipynb b/nbs/API/plot_tools.ipynb index c5c3b311..61c3ac67 100644 --- a/nbs/API/plot_tools.ipynb +++ b/nbs/API/plot_tools.ipynb @@ -131,6 +131,7 @@ " 1,\n", " ], # The positions of the error bars for the sankey_error_bar method.\n", " method: str = \"gapped_lines\", # The method to use for drawing the error bars. Options are: 'gapped_lines', 'proportional_error_bar', and 'sankey_error_bar'.\n", + " horizontal: bool = False, # If True, the error bars will be horizontal. If False, the error bars will be vertical.\n", " **kwargs: dict,\n", "):\n", " \"\"\"\n", @@ -152,7 +153,11 @@ "\n", " if ax is None:\n", " ax = plt.gca()\n", - " ax_ylims = ax.get_ylim()\n", + "\n", + " if horizontal:\n", + " ax_ylims = ax.get_xlim()\n", + " else:\n", + " ax_ylims = ax.get_ylim()\n", " ax_yspan = np.abs(ax_ylims[1] - ax_ylims[0])\n", " gap_width = ax_yspan * gap_width_percent / 100\n", "\n", @@ -247,25 +252,37 @@ " high = highs[val]\n", "\n", " if low == high == central_measure:\n", - " low_to_mean = mlines.Line2D(\n", - " [_xpos, _xpos], [low, central_measure], **kwargs\n", - " )\n", - " ax.add_line(low_to_mean)\n", - "\n", - " mean_to_high = mlines.Line2D(\n", - " [_xpos, _xpos], [central_measure, high], **kwargs\n", - " )\n", - " ax.add_line(mean_to_high)\n", + " if horizontal:\n", + " low_to_mean = mlines.Line2D(\n", + " [low, central_measure], [_xpos, _xpos], **kwargs\n", + " )\n", + " mean_to_high = mlines.Line2D(\n", + " [central_measure, high], [_xpos, _xpos], **kwargs\n", + " )\n", + " else:\n", + " low_to_mean = mlines.Line2D(\n", + " [_xpos, _xpos], [low, central_measure], **kwargs\n", + " )\n", + " mean_to_high = mlines.Line2D(\n", + " [_xpos, _xpos], [central_measure, high], **kwargs\n", + " )\n", " else:\n", - " low_to_mean = mlines.Line2D(\n", - " [_xpos, _xpos], [low, central_measure - gap_width], **kwargs\n", - " )\n", - " ax.add_line(low_to_mean)\n", - "\n", - " mean_to_high = mlines.Line2D(\n", - " [_xpos, _xpos], [central_measure + gap_width, high], **kwargs\n", - " )\n", - " ax.add_line(mean_to_high)\n", + " if horizontal:\n", + " low_to_mean = mlines.Line2D(\n", + " [low, central_measure - gap_width], [_xpos, _xpos], **kwargs\n", + " )\n", + " mean_to_high = mlines.Line2D(\n", + " [central_measure + gap_width, high], [_xpos, _xpos], **kwargs\n", + " )\n", + " else:\n", + " low_to_mean = mlines.Line2D(\n", + " [_xpos, _xpos], [low, central_measure - gap_width], **kwargs\n", + " )\n", + " mean_to_high = mlines.Line2D(\n", + " [_xpos, _xpos], [central_measure + gap_width, high], **kwargs\n", + " )\n", + " ax.add_line(low_to_mean)\n", + " ax.add_line(mean_to_high)\n", "\n", "\n", "def check_data_matches_labels(\n", @@ -417,6 +434,7 @@ " one_sankey: bool = False, # if True, only draw one sankey diagram\n", " right_color: bool = False, # if True, each strip of the diagram will be colored according to the corresponding left labels\n", " align: str = \"center\", # if 'center', the diagram will be centered on each xtick, if 'edge', the diagram will be aligned with the left edge of each xtick\n", + " horizontal: bool = False, # if True, the horizontal format for the sankey diagram will be used\n", "):\n", " \"\"\"\n", " Make a single Sankey diagram showing proportion flow from left to right\n", @@ -579,16 +597,24 @@ "\n", " # Plot vertical bars for each label\n", " for left_label in left_labels:\n", - " ax.fill_between(\n", - " [leftpos + (-(bar_width) * xMax * 0.5), leftpos + (bar_width * xMax * 0.5)],\n", - " 2 * [leftWidths_norm[left_label][\"bottom\"]],\n", - " 2 * [leftWidths_norm[left_label][\"top\"]],\n", - " color=colorDict[left_label],\n", - " alpha=0.99,\n", - " )\n", + " if horizontal:\n", + " fill_method = ax.fill_betweenx\n", + " else:\n", + " fill_method = ax.fill_between\n", + " fill_method(\n", + " [leftpos + (-(bar_width) * xMax * 0.5), leftpos + (bar_width * xMax * 0.5)],\n", + " 2 * [leftWidths_norm[left_label][\"bottom\"]],\n", + " 2 * [leftWidths_norm[left_label][\"top\"]],\n", + " color=colorDict[left_label],\n", + " alpha=0.99,\n", + " )\n", " if (not flow and sankey) or one_sankey:\n", " for right_label in right_labels:\n", - " ax.fill_between(\n", + " if horizontal:\n", + " fill_method = ax.fill_betweenx\n", + " else:\n", + " fill_method = ax.fill_between\n", + " fill_method(\n", " [\n", " xMax + leftpos + (-bar_width * xMax * 0.5),\n", " leftpos + xMax + (bar_width * xMax * 0.5),\n", @@ -601,16 +627,29 @@ "\n", " # Plot error bars\n", " if error_bar_on and strip_on:\n", - " error_bar(\n", - " concatenated_df,\n", - " x=\"groups\",\n", - " y=\"values\",\n", - " ax=ax,\n", - " offset=0,\n", - " gap_width_percent=2,\n", - " method=\"sankey_error_bar\",\n", - " pos=[leftpos, leftpos + xMax],\n", - " )\n", + " if horizontal:\n", + " error_bar(\n", + " concatenated_df,\n", + " x=\"groups\",\n", + " y=\"values\",\n", + " ax=ax,\n", + " offset=0,\n", + " gap_width_percent=2,\n", + " method=\"sankey_error_bar\",\n", + " pos=[leftpos, leftpos + xMax],\n", + " horizontal=True,\n", + " )\n", + " else:\n", + " error_bar(\n", + " concatenated_df,\n", + " x=\"groups\",\n", + " y=\"values\",\n", + " ax=ax,\n", + " offset=0,\n", + " gap_width_percent=2,\n", + " method=\"sankey_error_bar\",\n", + " pos=[leftpos, leftpos + xMax],\n", + " )\n", "\n", " # Determine widths of individual strips, all widths are normalized to 1\n", " ns_l = defaultdict()\n", @@ -668,7 +707,11 @@ " rightWidths_norm[right_label][\"bottom\"] += ns_r_norm[left_label][\n", " right_label\n", " ]\n", - " ax.fill_between(\n", + " if horizontal:\n", + " fill_method = ax.fill_betweenx\n", + " else:\n", + " fill_method = ax.fill_between\n", + " fill_method(\n", " np.linspace(\n", " leftpos + (bar_width * xMax * 0.5),\n", " leftpos + xMax - (bar_width * xMax * 0.5),\n", @@ -681,7 +724,6 @@ " edgecolor=\"none\",\n", " )\n", "\n", - "\n", "def sankeydiag(\n", " data: pd.DataFrame,\n", " xvar: str, # x column to be plotted.\n", @@ -700,6 +742,7 @@ " right_color: bool = False, # if True, each strip of the diagram will be colored according to the corresponding left labels\n", " align: str = \"center\", # the alignment of each sankey diagram, can be 'center' or 'left'\n", " alpha: float = 0.65, # the transparency of each strip\n", + " horizontal: bool = False, # if True, the horizontal format for the sankey diagram will be used\n", " **kwargs,\n", "):\n", " \"\"\"\n", @@ -827,6 +870,7 @@ " flow=flow,\n", " align=align,\n", " alpha=alpha,\n", + " horizontal=horizontal,\n", " )\n", " xpos += 1\n", " else:\n", @@ -850,6 +894,7 @@ " flow=False,\n", " align=\"edge\",\n", " alpha=alpha,\n", + " horizontal=horizontal,\n", " )\n", "\n", " # Now only draw vs xticks for two-column sankey diagram\n", @@ -857,24 +902,42 @@ " sankey_ticks = (\n", " [f\"{left}\" for left in broadcasted_left]\n", " if flow\n", - " else [\n", - " f\"{left}\\n v.s.\\n{right}\"\n", + " else [f\"{left} v.s. {right}\" if horizontal\n", + " else f\"{left}\\n v.s.\\n{right}\"\n", " for left, right in zip(broadcasted_left, right_idx)\n", " ]\n", " )\n", - " ax.get_xaxis().set_ticks(np.arange(len(right_idx)))\n", - " ax.get_xaxis().set_ticklabels(sankey_ticks)\n", + " if horizontal:\n", + " ax.get_yaxis().set_ticks(np.arange(len(right_idx)))\n", + " ax.get_yaxis().set_ticklabels(sankey_ticks)\n", + " else:\n", + " ax.get_xaxis().set_ticks(np.arange(len(right_idx)))\n", + " ax.get_xaxis().set_ticklabels(sankey_ticks)\n", " else:\n", " sankey_ticks = [broadcasted_left[0], right_idx[0]]\n", - " ax.set_xticks([0, 1])\n", - " ax.set_xticklabels(sankey_ticks)\n", + " if horizontal:\n", + " ax.set_yticks([0, 1])\n", + " ax.set_yticklabels(sankey_ticks) \n", + " else:\n", + " ax.set_xticks([0, 1])\n", + " ax.set_xticklabels(sankey_ticks)\n", "\n", " return left_idx, right_idx\n", "\n", - "def summary_bars_plotter(summary_bars: list, results: object, ax_to_plot: object,\n", - " float_contrast: bool,summary_bars_kwargs: dict, ci_type: str,\n", - " ticks_to_plot: list, color_col: str, plot_palette_raw: dict, \n", - " proportional: bool, is_paired: bool):\n", + "def summary_bars_plotter(\n", + " summary_bars: list, \n", + " results: pd.DataFrame,\n", + " ax_to_plot: axes.Axes,\n", + " float_contrast: bool,\n", + " summary_bars_kwargs: dict, \n", + " ci_type: str,\n", + " ticks_to_plot: list, \n", + " color_col: str, \n", + " plot_palette_raw: dict, \n", + " proportional: bool, \n", + " show_pairs: bool, \n", + " horizontal: bool\n", + " ):\n", " \"\"\"\n", " Add summary bars to the contrast plot.\n", "\n", @@ -882,9 +945,9 @@ " ----------\n", " summary_bars : list\n", " List of indices of the contrast objects to plot summary bars for.\n", - " results : object (Dataframe)\n", + " results : DataFrame\n", " Dataframe of contrast object comparisons.\n", - " ax_to_plot : object\n", + " ax_to_plot : axes.Axes\n", " Matplotlib axis object to plot on.\n", " float_contrast : bool\n", " Whether the DABEST plot uses Gardner-Altman or Cummings.\n", @@ -900,8 +963,10 @@ " Dictionary of colors used in the plot.\n", " proportional : bool\n", " Whether the data is proportional.\n", - " is_paired : bool\n", - " Whether the data is paired.\n", + " show_pairs : bool\n", + " Whether the data is paired and shown in pairs.\n", + " horizontal : bool\n", + " Whether the plot is horizontal.\n", " \"\"\"\n", "# Begin checks \n", " if not isinstance(summary_bars, list):\n", @@ -915,14 +980,18 @@ "# End checks\n", " else:\n", " summary_xmin, summary_xmax = ax_to_plot.get_xlim()\n", + " summary_ymin, summary_ymax = ax_to_plot.get_ylim()\n", + "\n", " summary_bars_colors = (\n", - " [summary_bars_kwargs.get('color')]*(max(summary_bars)+1)\n", + " [summary_bars_kwargs.get('color')]*int(max(ticks_to_plot)+1)\n", " if summary_bars_kwargs.get('color') is not None\n", - " else ['black']*(max(summary_bars)+1)\n", - " if color_col is not None or (proportional and is_paired) or is_paired \n", + " else ['black']*int(max(ticks_to_plot)+1)\n", + " if color_col is not None or (proportional and show_pairs) or show_pairs \n", " else list(plot_palette_raw.values())\n", " )\n", " summary_bars_kwargs.pop('color')\n", + " span_ax = summary_bars_kwargs.pop(\"span_ax\")\n", + "\n", " for summary_index in summary_bars:\n", " if ci_type == \"bca\":\n", " summary_ci_low = results.bca_low[summary_index]\n", @@ -931,16 +1000,44 @@ " summary_ci_low = results.pct_low[summary_index]\n", " summary_ci_high = results.pct_high[summary_index]\n", "\n", - " summary_color = summary_bars_colors[ticks_to_plot[summary_index]]\n", - "\n", - " ax_to_plot.add_patch(mpatches.Rectangle((summary_xmin,summary_ci_low),summary_xmax+1, \n", - " summary_ci_high-summary_ci_low, zorder=-2, color=summary_color, **summary_bars_kwargs))\n", + " if span_ax == True:\n", + " starting_location = summary_ymax if horizontal else summary_xmin\n", + " else:\n", + " starting_location = ticks_to_plot[summary_index] \n", "\n", + " summary_color = summary_bars_colors[int(ticks_to_plot[summary_index])]\n", "\n", - "def contrast_bars_plotter(results: object, ax_to_plot: object, swarm_plot_ax: object,\n", - " ticks_to_plot: list, contrast_bars_kwargs: dict, color_col: str, \n", - " plot_palette_raw: dict, show_mini_meta: bool, mini_meta_delta: object, \n", - " show_delta2: bool, delta_delta: object, proportional: bool, is_paired: bool):\n", + " if horizontal:\n", + " ax_to_plot.add_patch(mpatches.Rectangle(\n", + " (summary_ci_low, starting_location),\n", + " summary_ci_high-summary_ci_low, summary_ymin+1, \n", + " color=summary_color, \n", + " **summary_bars_kwargs)\n", + " )\n", + " else:\n", + " ax_to_plot.add_patch(mpatches.Rectangle(\n", + " (starting_location, summary_ci_low),\n", + " summary_xmax+1, summary_ci_high-summary_ci_low, \n", + " color=summary_color, \n", + " **summary_bars_kwargs)\n", + " )\n", + " \n", + "def contrast_bars_plotter(\n", + " results: pd.DataFrame, \n", + " ax_to_plot: axes.Axes, \n", + " swarm_plot_ax: axes.Axes,\n", + " ticks_to_plot: list, \n", + " contrast_bars_kwargs: dict, \n", + " color_col: str, \n", + " plot_palette_raw: dict, \n", + " show_mini_meta: bool, \n", + " mini_meta_delta: object, \n", + " show_delta2: bool, \n", + " delta_delta: object, \n", + " show_pairs: bool,\n", + " horizontal: bool, \n", + " idx: list\n", + " ):\n", " \"\"\"\n", " Add contrast bars to the contrast plot.\n", "\n", @@ -948,9 +1045,9 @@ " ----------\n", " results : object (Dataframe)\n", " Dataframe of contrast object comparisons.\n", - " ax_to_plot : object\n", + " ax_to_plot : axes.Axes\n", " Matplotlib axis object to plot on.\n", - " swarm_plot_ax : object (ax)\n", + " swarm_plot_ax : axes.Axes\n", " Matplotlib axis object of the swarm plot.\n", " ticks_to_plot : list\n", " List of indices of the contrast objects.\n", @@ -968,36 +1065,68 @@ " Whether to show the delta-delta.\n", " delta_delta : object\n", " delta-delta object.\n", - " proportional : bool\n", - " Whether the data is proportional.\n", - " is_paired : bool\n", - " Whether the data is paired.\n", + " show_pairs : bool\n", + " Whether the data is paired and shown in pairs.\n", + " horizontal : bool\n", + " Whether the plot is horizontal.\n", + " idx : list\n", + " List of indices of the raw groups.\n", " \"\"\"\n", + " og_xlim, og_ylim = ax_to_plot.get_xlim(), ax_to_plot.get_ylim()\n", + "\n", " contrast_means = []\n", " for j, tick in enumerate(ticks_to_plot):\n", - " contrast_means.append(results.difference[j])\n", + " contrast_means.append(results.difference[int(j)])\n", + "\n", + " unpacked_idx = [element for innerList in idx for element in innerList] \n", "\n", + " # Colors\n", " contrast_bars_colors = (\n", - " [contrast_bars_kwargs.get('color')] * (max(ticks_to_plot) + 1) \n", + " [contrast_bars_kwargs.get('color')] * int(max(ticks_to_plot) + 1) \n", " if contrast_bars_kwargs.get('color') is not None \n", - " else ['black'] * (max(ticks_to_plot) + 1) \n", - " if color_col is not None or (proportional and is_paired) or is_paired \n", - " else list(plot_palette_raw.values())\n", + " else ['black'] * int(max(ticks_to_plot) + 1) \n", + " if color_col is not None or show_pairs\n", + " else plot_palette_raw\n", " )\n", " contrast_bars_kwargs.pop('color')\n", + "\n", + " # alpha\n", + " contrast_bars_kwargs['alpha'] = contrast_bars_kwargs.get('alpha', 0.15 if color_col is not None or show_pairs else 0.25)\n", + "\n", " for contrast_bars_x,contrast_bars_y in zip(ticks_to_plot, contrast_means):\n", - " ax_to_plot.add_patch(mpatches.Rectangle((contrast_bars_x-0.25,0),0.5, contrast_bars_y, zorder=-1, color=contrast_bars_colors[contrast_bars_x], **contrast_bars_kwargs))\n", + " idx_selector = (\n", + " int(contrast_bars_x) \n", + " if type(contrast_bars_colors) == list \n", + " else unpacked_idx[int(contrast_bars_x)]\n", + " )\n", + " if horizontal:\n", + " ax_to_plot.add_patch(mpatches.Rectangle((0, contrast_bars_x-0.5), contrast_bars_y, 0.5, color=contrast_bars_colors[idx_selector], **contrast_bars_kwargs))\n", + " else:\n", + " ax_to_plot.add_patch(mpatches.Rectangle((contrast_bars_x-0.25, 0), 0.5, contrast_bars_y, color=contrast_bars_colors[idx_selector], **contrast_bars_kwargs))\n", "\n", - " if show_mini_meta:\n", - " ax_to_plot.add_patch(mpatches.Rectangle((max(swarm_plot_ax.get_xticks())+2-0.25,0),0.5, mini_meta_delta.difference, zorder=-1, color='black', **contrast_bars_kwargs))\n", + " if show_mini_meta or show_delta2:\n", + " diff = mini_meta_delta.difference if show_mini_meta else delta_delta.difference\n", + " if horizontal:\n", + " ax_to_plot.add_patch(mpatches.Rectangle((0, max(swarm_plot_ax.get_yticks())-0.5), diff, 0.5, color='black', **contrast_bars_kwargs))\n", + " else:\n", + " ax_to_plot.add_patch(mpatches.Rectangle((max(swarm_plot_ax.get_xticks())+2-0.25, 0), 0.5, diff, color='black', **contrast_bars_kwargs))\n", "\n", - " if show_delta2:\n", - " ax_to_plot.add_patch(mpatches.Rectangle((max(swarm_plot_ax.get_xticks())+2-0.25,0),0.5, delta_delta.difference, zorder=-1, color='black', **contrast_bars_kwargs))\n", + " ax_to_plot.set_xlim(og_xlim)\n", + " ax_to_plot.set_ylim(og_ylim)\n", "\n", - "def swarm_bars_plotter(plot_data: object, xvar: str, yvar: str, ax: object,\n", - " swarm_bars_kwargs: dict, color_col: str, plot_palette_raw: dict, is_paired: bool):\n", + "def swarm_bars_plotter(\n", + " plot_data: pd.DataFrame, \n", + " xvar: str, \n", + " yvar: str, \n", + " ax: axes.Axes,\n", + " swarm_bars_kwargs: dict, \n", + " color_col: str, \n", + " plot_palette_raw: dict, \n", + " show_pairs: bool, \n", + " idx: list\n", + " ):\n", " \"\"\"\n", - " Add bars to the raw data plot.\n", + " Add bars to the raw data plot. Currently only for vertical plots.\n", "\n", " Parameters\n", " ----------\n", @@ -1007,7 +1136,7 @@ " Column name of the x variable.\n", " yvar : str\n", " Column name of the y variable.\n", - " ax : object \n", + " ax : axes.Axes \n", " Matplotlib axis object to plot on.\n", " swarm_bars_kwargs : dict\n", " Keyword arguments for the swarm bars.\n", @@ -1015,16 +1144,12 @@ " Column name of the color column.\n", " plot_palette_raw : dict\n", " Dictionary of colors used in the plot.\n", - " is_paired : bool\n", - " Whether the data is paired.\n", + " show_pairs : bool\n", + " Whether the data is paired and shown in pairs.\n", + " idx : list\n", + " List of indices of the raw groups.\n", " \"\"\"\n", - "\n", - " # if is_paired:\n", - " # swarm_bar_xlocs_adjustleft = {'right': -0.2, 'left': -0.2, 'center': -0.2}\n", - " # swarm_bar_xlocs_adjustright = {'right': -0.1, 'left': -0.1, 'center': -0.1} \n", - " # else:\n", - " # swarm_bar_xlocs_adjustleft = {'right': 0, 'left': -0.4, 'center': -0.2}\n", - " # swarm_bar_xlocs_adjustright = {'right': -0.1, 'left': -0.1, 'center': -0.1}\n", + " og_xlim, og_ylim = ax.get_xlim(), ax.get_ylim()\n", "\n", " if isinstance(plot_data[xvar].dtype, pd.CategoricalDtype):\n", " swarm_bars_order = pd.unique(plot_data[xvar]).categories\n", @@ -1032,31 +1157,61 @@ " swarm_bars_order = pd.unique(plot_data[xvar])\n", "\n", " swarm_means = plot_data.groupby(xvar, observed=False)[yvar].mean().reindex(index=swarm_bars_order)\n", + "\n", + " unpacked_idx = [element for innerList in idx for element in innerList] \n", + "\n", + " # Colors\n", " swarm_bars_colors = (\n", - " [swarm_bars_kwargs.get('color')] * (max(swarm_bars_order) + 1) \n", + " [swarm_bars_kwargs.get('color')] * (len(swarm_bars_order) + 1) \n", " if swarm_bars_kwargs.get('color') is not None \n", " else ['black']*(len(swarm_bars_order)+1)\n", - " if color_col is not None or is_paired\n", - " else list(plot_palette_raw.values())\n", - " )\n", + " if color_col is not None or show_pairs\n", + " else plot_palette_raw\n", + " )\n", " swarm_bars_kwargs.pop('color')\n", - " for swarm_bars_x,swarm_bars_y,c in zip(np.arange(0,len(swarm_bars_order)+1,1), swarm_means, swarm_bars_colors):\n", - " ax.add_patch(mpatches.Rectangle((swarm_bars_x-0.25,0),\n", - " 0.5, swarm_bars_y, zorder=-1,color=c,**swarm_bars_kwargs))\n", "\n", - "def delta_text_plotter(results: object, ax_to_plot: object, swarm_plot_ax: object, ticks_to_plot: list, delta_text_kwargs: dict, color_col: str, \n", - " plot_palette_raw: dict, is_paired: bool, proportional: bool, float_contrast: bool,\n", - " show_mini_meta: bool, mini_meta_delta: object, show_delta2: bool, delta_delta: object):\n", + " # alpha\n", + " swarm_bars_kwargs['alpha'] = swarm_bars_kwargs.get('alpha', 0.15 if color_col is not None or show_pairs else 0.25)\n", + "\n", + " for swarm_bars_x,swarm_bars_y in zip(np.arange(0,len(swarm_bars_order)+1,1), swarm_means):\n", + " idx_selector = (\n", + " swarm_bars_x\n", + " if type(swarm_bars_colors) == list \n", + " else unpacked_idx[swarm_bars_x]\n", + " )\n", + " ax.add_patch(mpatches.Rectangle((swarm_bars_x-0.25,0), 0.5, swarm_bars_y, \n", + " color=swarm_bars_colors[idx_selector],**swarm_bars_kwargs))\n", + "\n", + " ax.set_xlim(og_xlim)\n", + " ax.set_ylim(og_ylim)\n", + "\n", + "def delta_text_plotter(\n", + " results: pd.DataFrame, \n", + " ax_to_plot: object, \n", + " swarm_plot_ax: axes.Axes, \n", + " ticks_to_plot: list, \n", + " delta_text_kwargs: dict, \n", + " color_col: str, \n", + " plot_palette_raw: dict, \n", + " show_pairs: bool, \n", + " proportional: bool, \n", + " float_contrast: bool,\n", + " show_mini_meta: bool, \n", + " mini_meta_delta: object, \n", + " show_delta2: bool, \n", + " delta_delta: object, \n", + " idx: list\n", + " ):\n", " \"\"\"\n", - " Add text to the contrast plot.\n", + " Add delta text to the contrast plot.\n", "\n", " Parameters\n", " ----------\n", " results : object (Dataframe)\n", " Dataframe of contrast object comparisons.\n", - " ax_to_plot : object\n", + " ax_to_plot : axes.Axes\n", " Matplotlib axis object to plot on.\n", - " swarm_plot_ax : object\n", + " swarm_plot_ax : axes.Axes\n", " Matplotlib axis object of the swarm plot.\n", " ticks_to_plot : list\n", " List of indices of the contrast objects.\n", @@ -1066,8 +1221,8 @@ " Column name of the color column.\n", " plot_palette_raw : dict\n", " Dictionary of colors used in the plot.\n", - " is_paired : bool\n", - " Whether the data is paired.\n", + " show_pairs : bool\n", + " Whether the data is paired and show pairs.\n", " proportional : bool\n", " Whether the data is proportional.\n", " float_contrast : bool\n", @@ -1080,6 +1235,8 @@ " Whether to show the delta-delta.\n", " delta_delta : object\n", " delta-delta object.\n", + " idx : list\n", + " List of indices of the raw groups.\n", " \"\"\"\n", " # Begin checks\n", " delta_text_x_location = delta_text_kwargs.get('x_location')\n", @@ -1090,14 +1247,23 @@ " delta_text_kwargs[\"va\"] = 'bottom' if results.difference[0] >= 0 else 'top'\n", " delta_text_kwargs.pop('x_location')\n", "\n", + " # Colors\n", " delta_text_colors = (\n", - " [delta_text_kwargs.get('color')]*(max(ticks_to_plot)+1)\n", + " [delta_text_kwargs.get('color')]*int(max(ticks_to_plot)+1)\n", " if delta_text_kwargs.get('color') is not None\n", - " else ['black']*(max(ticks_to_plot)+1)\n", - " if color_col is not None or (proportional and is_paired) or is_paired\n", - " else list(plot_palette_raw.values())\n", + " else ['black']*int(max(ticks_to_plot)+1)\n", + " if color_col is not None or (proportional and show_pairs) or show_pairs\n", + " else plot_palette_raw\n", " )\n", - " if show_mini_meta or show_delta2: delta_text_colors.append('black')\n", + "\n", + " # Idx\n", + " unpacked_idx = [element for innerList in idx for element in innerList] \n", + " if show_mini_meta or show_delta2: \n", + " unpacked_idx.append('extra_delta')\n", + " if type(delta_text_colors) == list:\n", + " delta_text_colors.append('black')\n", + " else:\n", + " delta_text_colors['extra_delta'] = 'black'\n", " delta_text_kwargs.pop('color')\n", "\n", " total_ticks = len(ticks_to_plot) + 1 if show_mini_meta or show_delta2 else len(ticks_to_plot)\n", @@ -1105,34 +1271,35 @@ " # Collect the Y-values for the delta text\n", " Delta_Values = []\n", " for j, tick in enumerate(ticks_to_plot):\n", - " Delta_Values.append(results.difference[j])\n", + " Delta_Values.append(results.difference[int(j)])\n", " if show_delta2: Delta_Values.append(delta_delta.difference)\n", " if show_mini_meta: Delta_Values.append(mini_meta_delta.difference)\n", "\n", " # Collect the X-coordinates for the delta text\n", - " delta_text_x_coordinates = delta_text_kwargs.get('x_coordinates')\n", + " delta_text_x_coordinates = delta_text_kwargs.pop('x_coordinates')\n", + " delta_text_x_adjustment = delta_text_kwargs.pop('offset')\n", "\n", " if delta_text_x_coordinates is not None:\n", - " if not isinstance(delta_text_x_coordinates, list):\n", + " if not isinstance(delta_text_x_coordinates, (list, tuple)) or not all(isinstance(x, (int, float)) for x in delta_text_x_coordinates):\n", " raise TypeError(\"delta_text_kwargs['x_coordinates'] must be a list of x-coordinates.\")\n", - " if len(delta_text_x_coordinates) != len(total_ticks):\n", + " if len(delta_text_x_coordinates) != total_ticks:\n", " raise ValueError(\"delta_text_kwargs['x_coordinates'] must have the same length as the number of ticks to plot.\")\n", " else:\n", " delta_text_x_coordinates = ticks_to_plot\n", " X_Adjust = 0.48 if delta_text_x_location == 'right' else -0.38\n", + " X_Adjust += delta_text_x_adjustment\n", " delta_text_x_coordinates = [x+X_Adjust for x in delta_text_x_coordinates]\n", " if show_mini_meta: delta_text_x_coordinates.append(max(swarm_plot_ax.get_xticks())+2+X_Adjust)\n", " if show_delta2: delta_text_x_coordinates.append(max(swarm_plot_ax.get_xticks())+2-0.35)\n", " if show_mini_meta or show_delta2: ticks_to_plot.append(max(ticks_to_plot)+1)\n", - " delta_text_kwargs.pop('x_coordinates')\n", "\n", " # Collect the Y-coordinates for the delta text\n", " delta_text_y_coordinates = delta_text_kwargs.get('y_coordinates')\n", "\n", " if delta_text_y_coordinates is not None:\n", - " if not isinstance(delta_text_y_coordinates, list):\n", + " if not isinstance(delta_text_y_coordinates, (list, tuple)) or not all(isinstance(y, (int, float)) for y in delta_text_y_coordinates):\n", " raise TypeError(\"delta_text_kwargs['y_coordinates'] must be a list of y-coordinates.\")\n", - " if len(delta_text_y_coordinates) != len(total_ticks):\n", + " if len(delta_text_y_coordinates) != total_ticks:\n", " raise ValueError(\"delta_text_kwargs['y_coordinates'] must have the same length as the number of ticks to plot.\")\n", " else:\n", " delta_text_y_coordinates = Delta_Values\n", @@ -1142,16 +1309,34 @@ " # Plot the delta text\n", " for x,y,t,tick in zip(delta_text_x_coordinates, delta_text_y_coordinates,Delta_Values,ticks_to_plot):\n", " Delta_Text = np.format_float_positional(t, precision=2, sign=True, trim=\"k\", min_digits=2)\n", - " ax_to_plot.text(x, y, Delta_Text, color=delta_text_colors[tick], zorder=5, **delta_text_kwargs)\n", - "\n", - "\n", - "def DeltaDotsPlotter(plot_data, contrast_axes, delta_id_col, idx, xvar, yvar, is_paired, color_col, float_contrast, plot_palette_raw, delta_dot_kwargs):\n", + " idx_selector = (\n", + " int(tick)\n", + " if type(delta_text_colors) == list \n", + " else unpacked_idx[int(tick)]\n", + " )\n", + " ax_to_plot.text(x, y, Delta_Text, color=delta_text_colors[idx_selector], zorder=5, **delta_text_kwargs)\n", + "\n", + "\n", + "def DeltaDotsPlotter(\n", + " plot_data: pd.DataFrame, \n", + " contrast_axes: axes.Axes, \n", + " delta_id_col: str, \n", + " idx: list, \n", + " xvar: str, \n", + " yvar: str, \n", + " is_paired: bool, \n", + " color_col: str, \n", + " float_contrast: bool, \n", + " plot_palette_raw: dict, \n", + " delta_dot_kwargs: dict, \n", + " horizontal: bool\n", + " ):\n", " \"\"\"\n", " Parameters\n", " ----------\n", " plot_data : object (Dataframe)\n", " Dataframe of the plot data.\n", - " contrast_axes : object\n", + " contrast_axes : axes.Axes\n", " Matplotlib axis object to plot on.\n", " delta_id_col : str\n", " Column name of the delta id column.\n", @@ -1171,16 +1356,18 @@ " Dictionary of colors used in the plot.\n", " delta_dot_kwargs : dict\n", " Keyword arguments for the delta dots.\n", + " horizontal : bool\n", + " If the rawplot is horizontal.\n", " \"\"\"\n", " \n", " # Checks and initializations\n", " from .plot_tools import swarmplot\n", - "\n", + " delta_dot_color = delta_dot_kwargs.pop('color')\n", " if color_col is not None:\n", " plot_palette_deltapts = plot_palette_raw\n", " delta_plot_data = plot_data[[xvar, yvar, delta_id_col, color_col]]\n", " else:\n", - " plot_palette_deltapts = \"k\"\n", + " plot_palette_deltapts = delta_dot_color\n", " delta_plot_data = plot_data[[xvar, yvar, delta_id_col]]\n", "\n", " # TODO: to make jitter value more accurate and not just a hardcoded eyeball value\n", @@ -1208,6 +1395,8 @@ " delta_df[yvar] = temp_df_exp[yvar] - temp_df_cont[yvar]\n", " final_deltas = pd.concat([final_deltas, delta_df])\n", "\n", + " if horizontal:\n", + " delta_dot_kwargs.update({'side': 'left'})\n", " # Plot the delta dots\n", " swarmplot(\n", " data=final_deltas,\n", @@ -1220,12 +1409,62 @@ " jitter=jitter,\n", " is_drop_gutter=True,\n", " gutter_limit=1,\n", - " **delta_dot_kwargs)\n", + " horizontal=horizontal,\n", + " **delta_dot_kwargs\n", + " )\n", " contrast_axes.legend().set_visible(False)\n", "\n", "\n", - "def slopegraph_plotter(dabest_obj, plot_data, xvar, yvar, color_col, plot_palette_raw, slopegraph_kwargs, rawdata_axes, ytick_color, temp_idx):\n", - " \n", + "def slopegraph_plotter(\n", + " dabest_obj: object, \n", + " plot_data: pd.DataFrame, \n", + " xvar: str, \n", + " yvar: str, \n", + " color_col: str, \n", + " plot_palette_raw: dict, \n", + " slopegraph_kwargs: dict, \n", + " rawdata_axes: axes.Axes, \n", + " ytick_color: str, \n", + " temp_idx: list, \n", + " horizontal: bool\n", + " ):\n", + " \"\"\"\n", + " Add slopegraph to the rawdata axes.\n", + "\n", + " Parameters\n", + " ----------\n", + " dabest_obj : object\n", + " DABEST object.\n", + " plot_data : object (Dataframe)\n", + " Dataframe of the plot data.\n", + " xvar : str\n", + " Column name of the x variable.\n", + " yvar : str\n", + " Column name of the y variable.\n", + " color_col : str\n", + " Column name of the color column.\n", + " plot_palette_raw : dict\n", + " Dictionary of colors used in the plot.\n", + " slopegraph_kwargs : dict\n", + " Keyword arguments for the slopegraph.\n", + " rawdata_axes : axes.Axes\n", + " Matplotlib axis object to plot on.\n", + " ytick_color : str\n", + " Color of the yticks.\n", + " temp_idx : list\n", + " List of indices of the contrast objects.\n", + " horizontal : bool\n", + " If the plotting will be in horizontal format.\n", + " \"\"\"\n", + " # Jitter Kwargs \n", + " # With help from GitHub user: devMJBL\n", + " jitter = slopegraph_kwargs.pop(\"jitter\")\n", + " if jitter >= 1:\n", + " err0 = \"Jitter value is too high. Defaulting to 1.\"\n", + " warnings.warn(err0)\n", + " jitter = 1\n", + " rng = np.random.default_rng(slopegraph_kwargs.pop(\"jitter_seed\"))\n", + "\n", " # Pivot the long (melted) data.\n", " if color_col is None:\n", " pivot_values = [yvar]\n", @@ -1243,10 +1482,19 @@ " current_pair = pivoted_plot_data.loc[\n", " :, pd.MultiIndex.from_product([pivot_values, current_tuple])\n", " ].dropna()\n", + "\n", + " # Check for correct pairing\n", + " if len(current_pair) == 0:\n", + " raise ValueError('There are no pairs to plot... check original dataframe for correct ID pairing')\n", + "\n", + " current_pair = pivoted_plot_data.loc[\n", + " :, pd.MultiIndex.from_product([pivot_values, current_tuple])\n", + " ]\n", " grp_count = len(current_tuple)\n", + "\n", " # Iterate through the data for the current tuple.\n", " for ID, observation in current_pair.iterrows():\n", - " x_points = [t for t in range(x_start, x_start + grp_count)]\n", + " x_points = [t + 0.15*jitter*rng.standard_t(df=6, size=None) for t in range(x_start, x_start + grp_count)] # devMJBL\n", " y_points = observation[yvar].tolist()\n", "\n", " if color_col is None:\n", @@ -1257,80 +1505,225 @@ " slopegraph_kwargs[\"color\"] = plot_palette_raw[color_key]\n", " slopegraph_kwargs[\"label\"] = color_key\n", "\n", + " x_points, y_points = (y_points, x_points) if horizontal else (x_points, y_points)\n", " rawdata_axes.plot(x_points, y_points, **slopegraph_kwargs)\n", "\n", " x_start = x_start + grp_count\n", "\n", - "def plot_minimeta_or_deltadelta_violins(show_mini_meta, effectsize_df, ci_type, rawdata_axes,\n", - " contrast_axes, violinplot_kwargs, halfviolin_alpha, ytick_color, \n", - " es_marker_size, group_summary_kwargs, contrast_xtick_labels, effect_size\n", - " ):\n", + "def plot_minimeta_or_deltadelta_violins(\n", + " show_mini_meta: bool, \n", + " effectsize_df: object, \n", + " ci_type: str, \n", + " rawdata_axes: axes.Axes,\n", + " contrast_axes: axes.Axes, \n", + " violinplot_kwargs: dict, \n", + " halfviolin_alpha: float, \n", + " contrast_xtick_labels: list, \n", + " effect_size: str, \n", + " show_delta2: bool, \n", + " plot_kwargs: dict, \n", + " horizontal: bool, \n", + " es_marker_kwargs: dict, \n", + " es_errorbar_kwargs: dict\n", + " ):\n", + " \"\"\"\n", + " Add mini meta-analysis or delta-delta violin plots to the contrast plot.\n", + "\n", + " Parameters\n", + " ----------\n", + " show_mini_meta : bool\n", + " Whether to show the mini meta-analysis.\n", + " effectsize_df : object\n", + " DABEST Effectsize object\n", + " ci_type : str\n", + " Type of confidence interval to plot.\n", + " rawdata_axes : axes.Axes\n", + " Matplotlib axis object to plot on.\n", + " contrast_axes : axes.Axes\n", + " Matplotlib axis object to plot on.\n", + " violinplot_kwargs : dict\n", + " Keyword arguments for the violinplot.\n", + " halfviolin_alpha : float\n", + " Alpha value for the half violin.\n", + " es_marker_size : int\n", + " Size of the effect size marker.\n", + " contrast_xtick_labels : list\n", + " List of xtick labels for the contrast plot.\n", + " effect_size : str\n", + " Type of effect size to plot.\n", + " show_delta2 : bool\n", + " Whether to show the delta-delta.\n", + " plot_kwargs : dict\n", + " Keyword arguments for the plot.\n", + " horizontal : bool\n", + " If the plot is horizontal.\n", + " es_marker_kwargs: dict\n", + " Keyword arguments for the effectsize marker.\n", + " es_errorbar_kwargs: dict\n", + " Keyword arguments for the effectsize errorbar.\n", + " \"\"\"\n", + "\n", + " # Plot the curve\n", " if show_mini_meta:\n", " mini_meta_delta = effectsize_df.mini_meta_delta\n", " data = mini_meta_delta.bootstraps_weighted_delta\n", " difference = mini_meta_delta.difference\n", " if ci_type == \"bca\":\n", - " ci_low = mini_meta_delta.bca_low\n", - " ci_high = mini_meta_delta.bca_high\n", + " ci_low, ci_high = mini_meta_delta.bca_low, mini_meta_delta.bca_high\n", " else:\n", - " ci_low = mini_meta_delta.pct_low\n", - " ci_high = mini_meta_delta.pct_high\n", + " ci_low, ci_high = mini_meta_delta.pct_low, mini_meta_delta.pct_high\n", " else:\n", " delta_delta = effectsize_df.delta_delta\n", " data = delta_delta.bootstraps_delta_delta\n", " difference = delta_delta.difference\n", " if ci_type == \"bca\":\n", - " ci_low = delta_delta.bca_low\n", - " ci_high = delta_delta.bca_high\n", + " ci_low, ci_high = delta_delta.bca_low, delta_delta.bca_high\n", " else:\n", - " ci_low = delta_delta.pct_low\n", - " ci_high = delta_delta.pct_high\n", - " # Create the violinplot.\n", - " # New in v0.2.6: drop negative infinities before plotting.\n", - " position = max(rawdata_axes.get_xticks()) + 2\n", - " v = contrast_axes.violinplot(\n", - " data[~np.isinf(data)], positions=[position], **violinplot_kwargs\n", - " )\n", + " ci_low, ci_high = delta_delta.pct_low, delta_delta.pct_high\n", "\n", " fc = \"grey\"\n", "\n", - " halfviolin(v, fill_color=fc, alpha=halfviolin_alpha)\n", + " if horizontal: \n", + " violinplot_kwargs.update({'vert': False, 'widths': 1})\n", + " position = max(rawdata_axes.get_yticks()) + 2\n", + " half = \"bottom\"\n", + " effsize_x, effsize_y = difference, [position]\n", + " ci_x, ci_y = [ci_low, ci_high], [position, position]\n", + " else:\n", + " position = max(rawdata_axes.get_xticks()) + 2\n", + " half = \"right\"\n", + " effsize_x, effsize_y = [position], difference\n", + " ci_x, ci_y = [position, position], [ci_low, ci_high]\n", + "\n", + " v = contrast_axes.violinplot(\n", + " data[~np.isinf(data)], positions=[position], **violinplot_kwargs\n", + " )\n", + "\n", + " halfviolin(v, fill_color=fc, alpha=halfviolin_alpha, half=half)\n", "\n", " # Plot the effect size.\n", " contrast_axes.plot(\n", - " [position],\n", - " difference,\n", - " marker=\"o\",\n", - " color=ytick_color,\n", - " markersize=es_marker_size,\n", + " effsize_x,\n", + " effsize_y,\n", + " **es_marker_kwargs\n", " )\n", " # Plot the confidence interval.\n", " contrast_axes.plot(\n", - " [position, position],\n", - " [ci_low, ci_high],\n", - " linestyle=\"-\",\n", - " color=ytick_color,\n", - " linewidth=group_summary_kwargs[\"lw\"],\n", + " ci_x,\n", + " ci_y,\n", + " **es_errorbar_kwargs\n", " )\n", - " if show_mini_meta:\n", - " contrast_xtick_labels.extend([\"\", \"Weighted delta\"])\n", - " elif effect_size == \"delta_g\":\n", - " contrast_xtick_labels.extend([\"\", \"deltas' g\"])\n", + "\n", + " # Add labels and ticks\n", + " if horizontal:\n", + " current_yticks = rawdata_axes.get_yticks()\n", + " current_yticks = np.append(current_yticks, position)\n", + " current_ylabels = rawdata_axes.get_yticklabels()\n", + " if show_mini_meta:\n", + " current_ylabels.extend([\"Weighted delta\"])\n", + " elif effect_size == \"delta_g\":\n", + " current_ylabels.extend([\"deltas' g\"])\n", + " else:\n", + " current_ylabels.extend([\"delta-delta\"])\n", + "\n", + " rawdata_axes.set_yticks(current_yticks)\n", + " rawdata_axes.set_yticklabels(current_ylabels)\n", + "\n", " else:\n", - " contrast_xtick_labels.extend([\"\", \"delta-delta\"])\n", - " \n", - " return contrast_xtick_labels\n", + " if show_mini_meta:\n", + " contrast_xtick_labels.extend([\"\", \"Weighted delta\"])\n", + " elif effect_size == \"delta_g\":\n", + " contrast_xtick_labels.extend([\"\", \"deltas' g\"])\n", + " else:\n", + " contrast_xtick_labels.extend([\"\", \"delta-delta\"])\n", + "\n", + " # Create the delta-delta axes.\n", + " if show_delta2 and not horizontal:\n", + " if plot_kwargs[\"delta2_label\"] is not None:\n", + " delta2_label = plot_kwargs[\"delta2_label\"]\n", + " elif effect_size == \"mean_diff\":\n", + " delta2_label = \"delta - delta\"\n", + " else:\n", + " delta2_label = \"deltas' g\"\n", + " fontsize_delta2label = plot_kwargs[\"fontsize_delta2label\"]\n", + " delta2_axes = contrast_axes.twinx()\n", + " delta2_axes.set_frame_on(False)\n", + " delta2_axes.set_ylabel(delta2_label, fontsize=fontsize_delta2label)\n", + " og_xlim_delta, og_ylim_delta = contrast_axes.get_xlim(), contrast_axes.get_ylim()\n", + " delta2_axes.set_ylim(og_ylim_delta)\n", + " else:\n", + " delta2_axes = None\n", + "\n", + " return delta2_axes, contrast_xtick_labels\n", + "\n", + "\n", + "def effect_size_curve_plotter(\n", + " ticks_to_plot: list, \n", + " ticks_for_baseline_ec: list, \n", + " results: pd.DataFrame, \n", + " ci_type: str, \n", + " contrast_axes: axes.Axes, \n", + " violinplot_kwargs: dict, \n", + " halfviolin_alpha: float, \n", + " bootstraps_color_by_group: bool, \n", + " plot_palette_contrast: dict,\n", + " horizontal: bool, \n", + " es_marker_kwargs: dict, \n", + " es_errorbar_kwargs: dict,\n", + " idx: list, \n", + " is_paired: bool, \n", + " es_paired_lines: bool, \n", + " es_paired_lines_kwargs: dict,\n", + " show_baseline_ec: bool = False\n", + " ):\n", + " \"\"\"\n", + " Add effect size curves to the contrast plot.\n", "\n", + " Parameters\n", + " ----------\n", + " ticks_to_plot : list\n", + " List of indices of the contrast objects.\n", + " ticks_for_baseline_ec : list\n", + " List of indices of the baseline effect curve objects.\n", + " results : object (Dataframe)\n", + " Dataframe of contrast object comparisons.\n", + " ci_type : str\n", + " Type of confidence interval to plot.\n", + " contrast_axes : axes.Axes\n", + " Matplotlib axis object to plot on.\n", + " violinplot_kwargs : dict\n", + " Keyword arguments for the violinplot.\n", + " halfviolin_alpha : float\n", + " Alpha value for the half violin.\n", + " es_marker_size : int\n", + " Size of the effect size marker.\n", + " bootstraps_color_by_group : bool\n", + " Whether to color the bootstraps by group.\n", + " plot_palette_contrast : dict\n", + " Dictionary of colors used in the contrast plot.\n", + " horizontal : bool\n", + " If the plot is horizontal.\n", + " es_marker_kwargs: dict\n", + " Keyword arguments for the effectsize marker.\n", + " es_errorbar_kwargs: dict\n", + " Keyword arguments for the effectsize errorbar.\n", + " idx : list\n", + " List of indices of the raw groups.\n", + " is_paired : bool\n", + " Whether the data is paired.\n", + " es_paired_lines : bool\n", + " Whether to add lines for repeated measures data.\n", + " es_paired_lines_kwargs : dict\n", + " Keyword arguments for the repeated measures lines.\n", + " show_baseline_ec : bool\n", + " Whether to show the baseline effect curve.\n", + " \"\"\"\n", "\n", - "def effect_size_curve_plotter(ticks_to_plot, ticks_for_baseline_ec, results, ci_type, contrast_axes, \n", - " violinplot_kwargs, halfviolin_alpha, ytick_color, es_marker_size, \n", - " group_summary_kwargs, bootstraps_color_by_group, plot_palette_contrast,\n", - " show_baseline_ec):\n", - " contrast_xtick_labels = []\n", - " \n", " def plot_effect_size(tick, group, control, bootstrap, effsize, ci_low, ci_high):\n", " # Create the violinplot\n", - " # New in v0.2.6: drop negative infinities before plotting.\n", + " if horizontal: \n", + " violinplot_kwargs.update({'vert': False, 'widths': 1})\n", + " \n", " v = contrast_axes.violinplot(\n", " bootstrap[~np.isinf(bootstrap)],\n", " positions=[tick],\n", @@ -1338,47 +1731,51 @@ " )\n", " \n", " # Color the violin plot\n", - " # Turn the violinplot into half, and color it the same as the swarmplot.\n", - " # Do this only if the color column is not specified.\n", - " # Ideally, the alpha (transparency) fo the violin plot should be\n", - " # less than one so the effect size and CIs are visible.\n", " fc = plot_palette_contrast[group] if bootstraps_color_by_group else \"grey\"\n", - " halfviolin(v, fill_color=fc, alpha=halfviolin_alpha)\n", + " half = \"bottom\" if horizontal else \"right\"\n", + " halfviolin(v, fill_color=fc, alpha=halfviolin_alpha, half=half)\n", "\n", " # Plot the confidence interval\n", - " contrast_axes.plot(\n", - " [tick, tick],\n", - " [ci_low, ci_high],\n", - " linestyle=\"-\",\n", - " color=ytick_color,\n", - " linewidth=group_summary_kwargs[\"lw\"],\n", - " ) \n", + " if horizontal:\n", + " ci_x, ci_y = [ci_low, ci_high], [tick, tick]\n", + " else:\n", + " ci_x, ci_y = [tick, tick], [ci_low, ci_high]\n", + " \n", + " contrast_axes.plot(ci_x, ci_y, **es_errorbar_kwargs)\n", " \n", " return \"{}\\nminus\\n{}\".format(group, control)\n", - " \n", - " # Plot for ticks_to_plot\n", + "\n", + " # Plot the curves\n", + " contrast_xtick_labels = []\n", " for j, tick in enumerate(ticks_to_plot):\n", - " current_group = results.test[j]\n", - " current_control = results.control[j]\n", - " current_bootstrap = results.bootstraps[j]\n", - " current_effsize = results.difference[j]\n", - " current_ci_low = results.bca_low[j] if ci_type == \"bca\" else results.pct_low[j]\n", - " current_ci_high = results.bca_high[j] if ci_type == \"bca\" else results.pct_high[j]\n", - " \n", - " # Plot the effect size\n", + " current_group = results.test[int(j)]\n", + " current_control = results.control[int(j)]\n", + " current_bootstrap = results.bootstraps[int(j)]\n", + " current_effsize = results.difference[int(j)]\n", + " if ci_type == \"bca\":\n", + " current_ci_low = results.bca_low[int(j)]\n", + " current_ci_high = results.bca_high[int(j)]\n", + " else:\n", + " current_ci_low = results.pct_low[int(j)]\n", + " current_ci_high = results.pct_high[int(j)]\n", + "\n", + " # Plot the effect size marker\n", + " if horizontal:\n", + " effsize_x, effsize_y = current_effsize, [tick]\n", + " else:\n", + " effsize_x, effsize_y = [tick], current_effsize\n", + "\n", " contrast_axes.plot(\n", - " [tick],\n", - " current_effsize,\n", - " marker=\"o\",\n", - " color=ytick_color,\n", - " markersize=es_marker_size,\n", + " effsize_x,\n", + " effsize_y,\n", + " **es_marker_kwargs\n", " )\n", "\n", - " label = plot_effect_size(tick, current_group, current_control, current_bootstrap, \n", - " current_effsize, current_ci_low, current_ci_high)\n", + " label = plot_effect_size(tick, current_group, current_control, current_bootstrap,\n", + " current_effsize, current_ci_low, current_ci_high)\n", " contrast_xtick_labels.append(label)\n", - " \n", "\n", + " # Add baseline effect curve plotting\n", " bec_results = results.drop_duplicates(subset='control', keep='first').reset_index(drop=True)\n", " for j, tick in enumerate(ticks_for_baseline_ec):\n", " bec_group = bec_results.control[j]\n", @@ -1388,29 +1785,139 @@ " bec_ci_low = bec_results.bec_bca_low[j] if ci_type == \"bca\" else bec_results.bec_pct_low[j]\n", " bec_ci_high = bec_results.bec_bca_high[j] if ci_type == \"bca\" else bec_results.bec_pct_high[j]\n", " \n", - " # Plot the effect size no matter show_baseline\n", - " contrast_axes.plot(\n", - " [tick],\n", - " bec_effsize,\n", - " marker=\"o\",\n", - " color=ytick_color,\n", - " markersize=es_marker_size,\n", - " )\n", + " # Plot the effect size marker regardless of show_baseline_ec\n", + " if horizontal:\n", + " effsize_x, effsize_y = bec_effsize, [tick]\n", + " else:\n", + " effsize_x, effsize_y = [tick], bec_effsize\n", + " \n", + " contrast_axes.plot(effsize_x, effsize_y, **es_marker_kwargs)\n", " \n", " if show_baseline_ec:\n", " _ = plot_effect_size(tick, bec_group, bec_control, bec_bootstrap, \n", - " bec_effsize, bec_ci_low, bec_ci_high)\n", - " # Baseline Curve don't need ticks text\n", - " \n", + " bec_effsize, bec_ci_low, bec_ci_high)\n", + " # Baseline Curve doesn't need tick text\n", + "\n", + " # Add lines for repeated measures data\n", + " if is_paired and es_paired_lines:\n", + " temp_num = 0\n", + " lines_to_plot_list = []\n", + "\n", + " for group in idx:\n", + " new_group = []\n", + " if len(group) >= 2:\n", + " new_group.append(temp_num)\n", + " for i in range(1, len(group)):\n", + " new_group.append(temp_num+i)\n", + " temp_num += len(group)\n", + " lines_to_plot_list.append(new_group)\n", + "\n", + " for group in lines_to_plot_list:\n", + " if len(group) > 0:\n", + " mean_diffs_for_lines = []\n", + " for ticks in group:\n", + " if ticks in ticks_to_plot:\n", + " mean_diffs_for_lines.append(results.loc[ticks_to_plot.index(ticks)][\"difference\"])\n", + " else:\n", + " mean_diffs_for_lines.append(int(0))\n", + "\n", + " x_data = mean_diffs_for_lines if horizontal else group\n", + " y_data = group if horizontal else mean_diffs_for_lines\n", + "\n", + " contrast_axes.plot(\n", + " x_data, \n", + " y_data,\n", + " **es_paired_lines_kwargs\n", + " )\n", + "\n", " return current_group, current_control, current_effsize, contrast_xtick_labels\n", "\n", + "def gridkey_plotter(\n", + " is_paired: bool, \n", + " idx: list,\n", + " all_plot_groups: list, \n", + " gridkey_rows: list, \n", + " rawdata_axes: axes.Axes, \n", + " contrast_axes: axes.Axes, \n", + " plot_data: pd.DataFrame, \n", + " xvar: str, \n", + " yvar: str, \n", + " results: pd.DataFrame, \n", + " show_delta2: bool, \n", + " show_mini_meta: bool, \n", + " x1_level: list, \n", + " experiment_label: list, \n", + " float_contrast: bool, \n", + " horizontal: bool, \n", + " delta_delta: object, \n", + " mini_meta_delta: object, \n", + " effect_size: str, \n", + " gridkey_kwargs: dict,\n", + " ):\n", + " \"\"\"\n", + " Add gridkey to the contrast plot.\n", "\n", - "def grid_key_WIP(is_paired, idx, all_plot_groups, gridkey_rows, rawdata_axes, contrast_axes,\n", - " plot_data, xvar, yvar, results, show_delta2, show_mini_meta, float_contrast, plot_kwargs,):\n", - " \n", - " gridkey_show_Ns=plot_kwargs[\"gridkey_show_Ns\"]\n", - " gridkey_show_es=plot_kwargs[\"gridkey_show_es\"]\n", - " gridkey_merge_pairs=plot_kwargs[\"gridkey_merge_pairs\"]\n", + " Parameters\n", + " ----------\n", + " is_paired : bool\n", + " Whether the data is paired.\n", + " idx : list\n", + " List of indices of the contrast objects.\n", + " all_plot_groups : list\n", + " List of all plot groups.\n", + " gridkey_rows : list\n", + " List of gridkey rows.\n", + " rawdata_axes : axes.Axes\n", + " Matplotlib axis object for the raw data.\n", + " contrast_axes : axes.Axes\n", + " Matplotlib axis object for the contrast data.\n", + " plot_data : object (Dataframe)\n", + " Dataframe of the plot data.\n", + " xvar : str\n", + " Column name of the x variable.\n", + " yvar : str\n", + " Column name of the y variable.\n", + " results : object (Dataframe)\n", + " Dataframe of contrast object comparisons.\n", + " show_delta2 : bool\n", + " Whether to show the delta-delta.\n", + " show_mini_meta : bool\n", + " Whether to show the mini meta-analysis.\n", + " x1_level : list\n", + " List of x1 levels.\n", + " experiment_label : list\n", + " List of experiment labels.\n", + " float_contrast : bool\n", + " Whether the DABEST plot uses Gardner-Altman or Cummings\n", + " horizontal : bool\n", + " If the plot is horizontal.\n", + " delta_delta : object\n", + " delta-delta object.\n", + " mini_meta_delta : object\n", + " Mini meta-analysis object.\n", + " effect_size : str\n", + " Type of effect size to plot\n", + " gridkey_kwargs : dict\n", + " Keyword arguments for the gridkey.\n", + " \"\"\"\n", + " # Extract relevant kwargs\n", + " gridkey_show_Ns=gridkey_kwargs[\"show_Ns\"]\n", + " gridkey_show_es=gridkey_kwargs[\"show_es\"]\n", + " gridkey_merge_pairs=gridkey_kwargs[\"merge_pairs\"]\n", + " gridkey_marker = gridkey_kwargs[\"marker\"]\n", + " gridkey_delimiters=gridkey_kwargs[\"delimiters\"] # Auto parser for gridkey - implemented by SangyuXu\n", + "\n", + " if gridkey_rows == \"auto\":\n", + " if experiment_label is not None:\n", + " gridkey_rows = list(np.concatenate([experiment_label, x1_level]))\n", + " else:\n", + " temp_groups = \";\".join(all_plot_groups)\n", + " for delimiter in gridkey_delimiters:\n", + " temp_groups = temp_groups.replace(delimiter, \";\")\n", + " temp_groups = [i.strip() for i in temp_groups.split(';')]\n", + " unique_groups = list(set(temp_groups))\n", + " rank = [sum([temp_groups.index(i) for i in temp_groups if(j in i)]) for j in unique_groups]\n", + " gridkey_rows = [x for _,x in sorted(zip(rank,unique_groups))]\n", " \n", " # Raise error if there are more than 2 items in any idx and gridkey_merge_pairs is True and is_paired is not None\n", " if gridkey_merge_pairs and is_paired is not None:\n", @@ -1437,8 +1944,10 @@ "\n", " # raise errors if gridkey_rows is not a list, or if the list is empty\n", " if isinstance(gridkey_rows, list) is False:\n", - " raise TypeError(\"gridkey_rows must be a list.\")\n", - " elif len(gridkey_rows) == 0:\n", + " raise TypeError(\"gridkey_rows must be a list (or a string 'auto').\")\n", + " if any(isinstance(i, str) is False for i in gridkey_rows):\n", + " raise TypeError(\"gridkey_rows must contain only strings.\")\n", + " if len(gridkey_rows) == 0:\n", " warnings.warn(\"gridkey_rows is an empty list.\")\n", "\n", " # raise Warning if an item in gridkey_rows is not contained in any idx\n", @@ -1457,13 +1966,13 @@ " warnings.warn(i + \" is not in any idx. Please check.\")\n", "\n", " # Populate table: checks if idx for each column contains rowlabel name\n", - " # IF so, marks that element as present w black dot, or space if not present\n", + " # IF so, marks that element as present w black dot (default \"\\u25CF\"), or space if not present\n", " table_cellcols = []\n", " for i in gridkey_rows:\n", " thisrow = []\n", " for q in groups_for_gridkey:\n", " if str(i) in q:\n", - " thisrow.append(\"\\u25CF\")\n", + " thisrow.append(gridkey_marker)\n", " else:\n", " thisrow.append(\"\")\n", " table_cellcols.append(thisrow)\n", @@ -1473,11 +1982,11 @@ " gridkey_rows.append(\"Ns\")\n", " list_of_Ns = []\n", " for i in groups_for_gridkey:\n", - " list_of_Ns.append(str(plot_data.groupby(xvar).count()[yvar].loc[i]))\n", + " list_of_Ns.append(str(plot_data.groupby(xvar, observed=False).count()[yvar].loc[i]))\n", " table_cellcols.append(list_of_Ns)\n", "\n", " # Adds a row for effectsizes with effectsize values\n", - " if gridkey_show_es:\n", + " if gridkey_show_es and not horizontal:\n", " gridkey_rows.append(\"\\u0394\")\n", " effsize_list = []\n", " results_list = results.test.to_list()\n", @@ -1501,46 +2010,150 @@ "\n", " table_cellcols.append(effsize_list)\n", "\n", - " # If Gardner-Altman plot, plot on raw data and not contrast axes\n", - " if float_contrast:\n", - " axes_ploton = rawdata_axes\n", + " # Set the axes to plot on\n", + " if float_contrast or horizontal:\n", + " ax_to_plot = rawdata_axes\n", " else:\n", - " axes_ploton = contrast_axes\n", - "\n", - " # Account for extended x axis in case of show_delta2 or show_mini_meta\n", - " x_groups_for_width = len(groups_for_gridkey)\n", - " if show_delta2 or show_mini_meta:\n", - " x_groups_for_width += 2\n", - " gridkey_width = len(groups_for_gridkey) / x_groups_for_width\n", - "\n", - " gridkey = axes_ploton.table(\n", - " cellText=table_cellcols,\n", - " rowLabels=gridkey_rows,\n", - " cellLoc=\"center\",\n", - " bbox=[\n", - " 0,\n", - " -len(gridkey_rows) * 0.1 - 0.05,\n", - " gridkey_width,\n", - " len(gridkey_rows) * 0.1,\n", - " ],\n", - " **{\"alpha\": 0.5}\n", - " )\n", + " ax_to_plot = contrast_axes\n", "\n", - " # modifies row label cells\n", - " for cell in gridkey._cells:\n", - " if cell[1] == -1:\n", - " gridkey._cells[cell].visible_edges = \"open\"\n", - " gridkey._cells[cell].set_text_props(**{\"ha\": \"right\"})\n", + " # Add delta-delta or mini_meta details to the table\n", + " if show_mini_meta or show_delta2:\n", + " if show_delta2:\n", + " added_group_name = [\"deltas' g\"] if effect_size == \"delta_g\" else [\"delta-delta\"]\n", + " else:\n", + " added_group_name = [\"Weighted delta\"]\n", + " gridkey_rows = added_group_name + gridkey_rows\n", + " table_cellcols = [[\"\"]*len(table_cellcols[0])] + table_cellcols\n", + "\n", + " for group_idx, group_vals in enumerate(table_cellcols):\n", + " if group_idx == 0:\n", + " added_group = ['', gridkey_marker]\n", + " elif gridkey_show_es and (group_idx == len(table_cellcols)-1) and not horizontal:\n", + " added_delta_effectsize = delta_delta.difference if show_delta2 else mini_meta_delta.difference\n", + " added_delta_effectsize_str = np.format_float_positional(\n", + " added_delta_effectsize,\n", + " precision=2,\n", + " sign=True,\n", + " trim=\"k\",\n", + " min_digits=2,\n", + " )\n", + " added_group = ['-', added_delta_effectsize_str]\n", + " else:\n", + " added_group = ['', '']\n", + " for n in added_group:\n", + " group_vals.append(n)\n", + "\n", + " # Create the table object\n", + " if horizontal:\n", + " # Convert the cells format for horizontal table plotting\n", + " converted_list = []\n", + " for j in range(0, len(table_cellcols[0])):\n", + " temp_list = []\n", + " for i in table_cellcols:\n", + " temp_list.append(i[j])\n", + " converted_list.append(temp_list)\n", + "\n", + " # Plot the table for horizontal format\n", + " gridkey = ax_to_plot.table(\n", + " cellText=converted_list,\n", + " cellLoc=\"center\",\n", + " bbox=[\n", + " -len(gridkey_rows) * 0.2, \n", + " 0, \n", + " len(gridkey_rows) * 0.2, \n", + " 1\n", + " ],\n", + " **{\"alpha\": 0.5, \"zorder\": 5}\n", + " )\n", + " \n", + " # Add the column labels as text below the table\n", + " text_locs = np.arange((-len(gridkey_rows)*0.2) +0.1, 0, 0.2)\n", + " for loc, txt in zip(text_locs, gridkey_rows):\n", + " ax_to_plot.text(\n", + " loc+0.04, \n", + " -0.01, \n", + " txt, \n", + " transform=ax_to_plot.transAxes, \n", + " fontsize=10,\n", + " ha='right',\n", + " rotation=45,\n", + " va='top',\n", + " )\n", + " else:\n", + " # Plot the table for vertical format\n", + " gridkey = ax_to_plot.table(\n", + " cellText=table_cellcols,\n", + " rowLabels=gridkey_rows,\n", + " cellLoc=\"center\",\n", + " bbox=[\n", + " 0,\n", + " -len(gridkey_rows) * 0.1 - 0.05,\n", + " 1,\n", + " len(gridkey_rows) * 0.1,\n", + " ],\n", + " **{\"alpha\": 0.5}\n", + " )\n", + " # modifies row label cells\n", + " for cell in gridkey._cells:\n", + " if cell[1] == -1:\n", + " gridkey._cells[cell].visible_edges = \"open\"\n", + " gridkey._cells[cell].set_text_props(**{\"ha\": \"right\"})\n", "\n", " # turns off both x axes\n", - " rawdata_axes.get_xaxis().set_visible(False)\n", - " contrast_axes.get_xaxis().set_visible(False)\n", + " if horizontal:\n", + " rawdata_axes.get_yaxis().set_visible(False)\n", + " contrast_axes.get_yaxis().set_visible(False)\n", + " else:\n", + " rawdata_axes.get_xaxis().set_visible(False)\n", + " contrast_axes.get_xaxis().set_visible(False)\n", + "\n", + "def barplotter(\n", + " xvar: str, \n", + " yvar: str, \n", + " all_plot_groups: list, \n", + " rawdata_axes: axes.Axes, \n", + " plot_data: pd.DataFrame, \n", + " bar_color: str, \n", + " plot_palette_bar: dict, \n", + " plot_kwargs: dict, \n", + " barplot_kwargs: dict, \n", + " horizontal: bool\n", + " ):\n", + " \"\"\"\n", + " Add bars to the raw data plot.\n", + "\n", + " Parameters\n", + " ----------\n", + " xvar : str\n", + " Column name of the x variable.\n", + " yvar : str\n", + " Column name of the y variable.\n", + " all_plot_groups : list\n", + " List of all plot groups.\n", + " rawdata_axes : object\n", + " Matplotlib axis object to plot on.\n", + " plot_data : object (Dataframe)\n", + " Dataframe of the plot data.\n", + " bar_color : str\n", + " Color of the bar.\n", + " plot_palette_bar : dict\n", + " Dictionary of colors used in the bar plot.\n", + " plot_kwargs : dict\n", + " Keyword arguments for the plot.\n", + " barplot_kwargs : dict\n", + " Keyword arguments for the barplot.\n", + " horizontal : bool\n", + " If the plot is horizontal.\n", + " \"\"\"\n", + "\n", + " x_label, y_label = rawdata_axes.get_xlabel(), rawdata_axes.get_ylabel()\n", + " if horizontal:\n", + " x_var, y_var, orient = np.ones(len(all_plot_groups)), all_plot_groups, \"h\"\n", + " else:\n", + " x_var, y_var, orient = all_plot_groups, np.ones(len(all_plot_groups)), \"v\"\n", + "\n", + " bar1_df = pd.DataFrame({xvar: x_var, \"proportion\": y_var})\n", "\n", - "def barplotter(xvar, yvar, all_plot_groups, rawdata_axes, plot_data, bar_color, plot_palette_bar, plot_kwargs, barplot_kwargs):\n", - " # Plot the raw data as a barplot.\n", - " bar1_df = pd.DataFrame(\n", - " {xvar: all_plot_groups, \"proportion\": np.ones(len(all_plot_groups))}\n", - " )\n", " bar1 = sns.barplot(\n", " data=bar1_df,\n", " x=xvar,\n", @@ -1551,25 +2164,179 @@ " facecolor=(1, 1, 1, 0),\n", " edgecolor=bar_color,\n", " zorder=1,\n", + " orient=orient,\n", " )\n", " bar2 = sns.barplot(\n", " data=plot_data,\n", - " x=xvar,\n", - " y=yvar,\n", + " x=yvar if horizontal else xvar,\n", + " y=xvar if horizontal else yvar,\n", " ax=rawdata_axes,\n", " order=all_plot_groups,\n", " palette=plot_palette_bar,\n", " zorder=1,\n", + " orient=orient,\n", " **barplot_kwargs\n", " )\n", + "\n", " # adjust the width of bars\n", " bar_width = plot_kwargs[\"bar_width\"]\n", - " for bar in bar1.patches:\n", - " x = bar.get_x()\n", - " width = bar.get_width()\n", - " centre = x + width / 2.0\n", - " bar.set_x(centre - bar_width / 2.0)\n", - " bar.set_width(bar_width)" + " if horizontal:\n", + " for bar in bar1.patches:\n", + " y = bar.get_y()\n", + " height = bar.get_height()\n", + " centre = y + height / 2.0\n", + " bar.set_y(centre - bar_width / 2.0)\n", + " bar.set_height(bar_width)\n", + " else:\n", + " for bar in bar1.patches:\n", + " x = bar.get_x()\n", + " width = bar.get_width()\n", + " centre = x + width / 2.0\n", + " bar.set_x(centre - bar_width / 2.0)\n", + " bar.set_width(bar_width)\n", + "\n", + " # reset the x and y labels\n", + " rawdata_axes.set_xlabel(x_label)\n", + " rawdata_axes.set_ylabel(y_label)\n", + "\n", + "def table_for_horizontal_plots(\n", + " effectsize_df: object, \n", + " ax: axes.Axes, \n", + " contrast_axes: axes.Axes, \n", + " ticks_to_plot: list, \n", + " show_mini_meta: bool, \n", + " show_delta2: bool, \n", + " table_kwargs: dict,\n", + "\n", + " ticks_to_skip: list\n", + " ):\n", + " \"\"\"\n", + " Add table axes for showing the deltas for horizontal plots.\n", + "\n", + " Parameters\n", + " ----------\n", + " effectsize_df : object\n", + " Effect size DABEST object.\n", + " ax : object\n", + " Matplotlib axis object to plot the table axes.\n", + " contrast_axes : object\n", + " Matplotlib axis object to plot the contrast axes.\n", + " ticks_to_plot : list\n", + " List of indices of the contrast objects.\n", + " show_mini_meta : bool\n", + " Whether to show the mini meta-analysis.\n", + " show_delta2 : bool\n", + " Whether to show the delta-delta.\n", + " table_kwargs : dict\n", + " Keyword arguments for the table.\n", + "\n", + " ticks_to_skip: list\n", + " List of ticks to skip in the table.\n", + " \"\"\"\n", + "\n", + " table_color = table_kwargs['color']\n", + " table_alpha = table_kwargs['alpha']\n", + " table_font_size = table_kwargs['fontsize'] if table_kwargs['text_units'] == None else table_kwargs['fontsize']-2\n", + " table_text_color = table_kwargs['text_color']\n", + " text_units = '' if table_kwargs['text_units'] == None else table_kwargs['text_units']\n", + " control_marker = table_kwargs['control_marker'] # Currently unused\n", + " fontsize_label = table_kwargs['fontsize_label']\n", + " label = table_kwargs['label']\n", + "\n", + " ### Create a table of deltas\n", + " cols=['Δ','N']\n", + " lst = []\n", + " for n in np.arange(0, len(effectsize_df.results.difference), 1):\n", + " lst.append([effectsize_df.results.difference[n],0])\n", + " if show_mini_meta:\n", + " lst.append([effectsize_df.mini_meta_delta.difference,0])\n", + " elif show_delta2:\n", + " lst.append([effectsize_df.delta_delta.difference,0])\n", + " tab = pd.DataFrame(lst, columns=cols)\n", + "\n", + " ### Plot the text\n", + " if show_mini_meta or show_delta2:\n", + " new_ticks = ticks_to_plot + [max(ticks_to_plot)+2]\n", + " else:\n", + " new_ticks = ticks_to_plot.copy()\n", + " for i,loc in zip(tab.index, new_ticks):\n", + " ax.text(0.5, loc, \"{:+.2f}\".format(tab.iloc[i,0])+text_units, ha=\"center\", va=\"center\", color=table_text_color, size=table_font_size)\n", + "\n", + " # Plot the dashes\n", + " if control_marker is not None:\n", + " for loc in ticks_to_skip:\n", + " ax.text(0.5, loc, control_marker, ha=\"center\", va=\"center\", color=table_text_color, size=table_font_size)\n", + "\n", + " ### Parameters for table\n", + " ax.axvspan(0, 1, facecolor=table_color, alpha=table_alpha) #### Plot the background color\n", + " ax.set_xticks([0.5])\n", + " ax.set_xticklabels([])\n", + " ax.set_ylim(contrast_axes.get_ylim())\n", + " ax.set_yticks([])\n", + " ax.set_yticklabels([])\n", + " ax.tick_params(left=False, bottom=False)\n", + " ax.set_xlabel(label, fontsize=fontsize_label) # Set the x-axis label - hardcoded for now\n", + " sns.despine(ax=ax, left=True, bottom=True)\n", + "\n", + "\n", + "def add_counts_to_prop_plots(\n", + " plot_data: pd.DataFrame, \n", + " xvar: str, \n", + " yvar: str, \n", + " rawdata_axes: axes.Axes, \n", + " horizontal: bool, \n", + " is_paired: bool, \n", + " prop_sample_counts_kwargs: dict\n", + " ):\n", + " \"\"\"\n", + " Add counts to the proportion plots.\n", + "\n", + " Parameters\n", + " ----------\n", + " plot_data : object (Dataframe)\n", + " Dataframe of the plot data.\n", + " xvar : str\n", + " Column name of the x variable.\n", + " yvar : str\n", + " Column name of the y variable.\n", + " rawdata_axes : axes.Axes\n", + " Matplotlib axis object to plot on.\n", + " horizontal : bool\n", + " If the plot is horizontal.\n", + " is_paired : bool\n", + " Whether the data is paired.\n", + " prop_sample_counts_kwargs : dict\n", + " Keyword arguments for the sample counts.\n", + " \"\"\"\n", + "\n", + " # Group orders\n", + " if isinstance(plot_data[xvar].dtype, pd.CategoricalDtype):\n", + " sample_size_text_order = pd.unique(plot_data[xvar]).categories\n", + " else:\n", + " sample_size_text_order = pd.unique(plot_data[xvar])\n", + "\n", + " # Get the sample size values\n", + " ones, zeros = plot_data[plot_data[yvar] == 1], plot_data[plot_data[yvar] == 0]\n", + "\n", + " sample_size_val1 = ones.groupby(xvar, observed=False)[yvar].count().reindex(index=sample_size_text_order)\n", + " sample_size_val0 = zeros.groupby(xvar, observed=False)[yvar].count().reindex(index=sample_size_text_order)\n", + "\n", + " if \"fontsize\" not in prop_sample_counts_kwargs.keys():\n", + " fontsize = 8 if horizontal else 10\n", + " fontsize -= 2 if is_paired else 0\n", + " prop_sample_counts_kwargs.update({'fontsize': fontsize})\n", + "\n", + " for sample_text_x, sample_text_y0, sample_text_y1 in zip(\n", + " np.arange(0,len(sample_size_text_order)+1,1), \n", + " sample_size_val0,\n", + " sample_size_val1,\n", + " ):\n", + " if horizontal:\n", + " rawdata_axes.text(0.05, sample_text_x, sample_text_y1, **prop_sample_counts_kwargs)\n", + " rawdata_axes.text(0.95, sample_text_x, sample_text_y0, **prop_sample_counts_kwargs)\n", + " else:\n", + " rawdata_axes.text(sample_text_x, 0.05, sample_text_y1, **prop_sample_counts_kwargs)\n", + " rawdata_axes.text(sample_text_x, 0.95, sample_text_y0, **prop_sample_counts_kwargs)" ] }, { @@ -1595,6 +2362,7 @@ " filled: Union[bool, List, Tuple] = True,\n", " is_drop_gutter: bool = True,\n", " gutter_limit: float = 0.5,\n", + " horizontal: bool = False,\n", " **kwargs,\n", "):\n", " \"\"\"\n", @@ -1634,6 +2402,8 @@ " If True, drop points that hit the gutters; otherwise, readjust them.\n", " gutter_limit : int | float\n", " The limit for points hitting the gutters.\n", + " horizontal : bool\n", + " If True, the swarm plot is drawn horizontally. Default is False.\n", " **kwargs:\n", " Additional keyword arguments to be passed to the swarm plot.\n", "\n", @@ -1642,8 +2412,8 @@ " axes.Axes\n", " Matplotlib axes.Axes object for which the swarm plot has been drawn on.\n", " \"\"\"\n", - " s = SwarmPlot(data, x, y, ax, order, hue, palette, zorder, size, side, jitter)\n", - " ax = s.plot(is_drop_gutter, gutter_limit, ax, filled, **kwargs)\n", + " s = SwarmPlot(data, x, y, ax, order, hue, palette, zorder, size, side, jitter, horizontal)\n", + " ax = s.plot(is_drop_gutter, gutter_limit, ax, filled, horizontal, **kwargs)\n", " return ax\n", "\n", "\n", @@ -1661,6 +2431,7 @@ " size: float = 5,\n", " side: str = \"center\",\n", " jitter: float = 1,\n", + " horizontal: bool = False,\n", " ):\n", " \"\"\"\n", " Initialize a SwarmPlot instance.\n", @@ -1690,6 +2461,8 @@ " The side on which points are swarmed (\"center\", \"left\", or \"right\"). Default is \"center\".\n", " jitter : int | float\n", " Determines the distance between points. Default is 1.\n", + " horizontal : bool\n", + " If True, the swarm plot is drawn horizontally. Default is False.\n", "\n", " Returns\n", " -------\n", @@ -1732,21 +2505,28 @@ "\n", " x_min = min(x_vals)\n", " x_max = max(x_vals)\n", - " ax.set_xlim(left=x_min - 0.5, right=x_max + 0.5)\n", - "\n", " y_range = max(y_vals) - min(y_vals)\n", " y_min = min(y_vals) - 0.05 * y_range\n", " y_max = max(y_vals) + 0.05 * y_range\n", "\n", - " # ylim is set manually to override Axes.autoscale if it hasn't already been scaled at least once\n", - " if ax.get_autoscaley_on():\n", - " ax.set_ylim(bottom=y_min, top=y_max)\n", + " if horizontal:\n", + " ax.set_ylim(bottom=x_min - 0.5, top=x_max + 0.5)\n", + " # ylim is set manually to override Axes.autoscale if it hasn't already been scaled at least once\n", + " if ax.get_autoscalex_on():\n", + " ax.set_xlim(left=y_min, right=y_max)\n", + " else:\n", + " ax.set_xlim(left=x_min - 0.5, right=x_max + 0.5)\n", + " # ylim is set manually to override Axes.autoscale if it hasn't already been scaled at least once\n", + " if ax.get_autoscaley_on():\n", + " ax.set_ylim(bottom=y_min, top=y_max)\n", "\n", " figw, figh = ax.get_figure().get_size_inches()\n", " w = (ax.get_position().xmax - ax.get_position().xmin) * figw\n", " h = (ax.get_position().ymax - ax.get_position().ymin) * figh\n", " ax_xspan = ax.get_xlim()[1] - ax.get_xlim()[0]\n", " ax_yspan = ax.get_ylim()[1] - ax.get_ylim()[0]\n", + " if horizontal:\n", + " ax_xspan, ax_yspan = ax_yspan, ax_xspan\n", "\n", " # increases jitter distance based on number of swarms that is going to be drawn\n", " jitter = jitter * (1 + 0.05 * (math.log(ax_xspan)))\n", @@ -2055,6 +2835,7 @@ " gutter_limit: float,\n", " ax: axes.Subplot,\n", " filled: Union[bool, List, Tuple],\n", + " horizontal: bool,\n", " **kwargs,\n", " ) -> axes.Axes:\n", " \"\"\"\n", @@ -2128,8 +2909,8 @@ "\n", " if values_i.empty:\n", " ax.scatter(\n", - " values_i[\"x_new\"],\n", - " values_i[self.__y],\n", + " values_i[\"x_new\"] if not horizontal else values_i[self.__y],\n", + " values_i[self.__y] if not horizontal else values_i[\"x_new\"],\n", " s=self.__size,\n", " zorder=self.__zorder,\n", " **kwargs,\n", @@ -2145,13 +2926,10 @@ " for cmap_group_i in cmap_values:\n", " cmap.append(self.__palette[cmap_group_i])\n", "\n", - " # WIP: legend for swarm plot\n", - " swarm_legend_kwargs = {'colors':cmap, 'labels':cmap_values, 'index':index}\n", - "\n", " cmap = ListedColormap(cmap)\n", " ax.scatter(\n", - " values_i[\"x_new\"],\n", - " values_i[self.__y],\n", + " values_i[\"x_new\"] if not horizontal else values_i[self.__y],\n", + " values_i[self.__y] if not horizontal else values_i[\"x_new\"],\n", " s=self.__size,\n", " c=index,\n", " cmap=cmap,\n", @@ -2172,8 +2950,8 @@ " facecolor = \"none\" if not filled else self.__palette[group_i]\n", "\n", " ax.scatter(\n", - " values_i[\"x_new\"],\n", - " values_i[self.__y],\n", + " values_i[\"x_new\"] if not horizontal else values_i[self.__y],\n", + " values_i[self.__y] if not horizontal else values_i[\"x_new\"],\n", " s=self.__size,\n", " zorder=self.__zorder,\n", " facecolor=facecolor,\n", @@ -2193,12 +2971,15 @@ " c=self.__palette[cmap_group_i],\n", " label=cmap_group_i,\n", " )\n", - " handles, labels = ax.get_legend_handles_labels()\n", - "\n", - " ax.get_xaxis().set_ticks(np.arange(x_position))\n", - " ax.get_xaxis().set_ticklabels(x_tick_tabels)\n", "\n", - " return ax, swarm_legend_kwargs if self.__hue is not None else None" + " if horizontal:\n", + " ax.get_yaxis().set_ticks(np.arange(x_position))\n", + " ax.get_yaxis().set_ticklabels(x_tick_tabels)\n", + " else:\n", + " ax.get_xaxis().set_ticks(np.arange(x_position))\n", + " ax.get_xaxis().set_ticklabels(x_tick_tabels)\n", + " \n", + " return ax" ] } ], diff --git a/nbs/API/plotter.ipynb b/nbs/API/plotter.ipynb index 2c2bfec7..060e8f64 100644 --- a/nbs/API/plotter.ipynb +++ b/nbs/API/plotter.ipynb @@ -75,7 +75,7 @@ "source": [ "# | export\n", "# TODO refactor function name\n", - "def effectsize_df_plotter(effectsize_df, **plot_kwargs):\n", + "def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.figure.Figure:\n", " \"\"\"\n", " Custom function that creates an estimation plot from an EffectSizeDataFrame.\n", " Keywords\n", @@ -98,17 +98,16 @@ " show_pairs=True,\n", " show_delta2=True,\n", " group_summaries=None,\n", - " group_summaries_offset=0.1,\n", " fig_size=None,\n", " dpi=100,\n", " ax=None,\n", - " gridkey_rows=None,\n", + " gridkey_rows=None, gridkey_kwargs=None,\n", " swarmplot_kwargs=None,\n", " violinplot_kwargs=None,\n", " slopegraph_kwargs=None,\n", " sankey_kwargs=None,\n", " reflines_kwargs=None,\n", - " group_summary_kwargs=None,\n", + " group_summaries_kwargs=None,\n", " legend_kwargs=None,\n", " title=None, fontsize_title=16,\n", " fontsize_rawxlabel=12, fontsize_rawylabel=12,\n", @@ -118,7 +117,11 @@ " contrast_bars=True, contrast_bars_kwargs=None,\n", " delta_text=True, delta_text_kwargs=None,\n", " delta_dot=True, delta_dot_kwargs=None,\n", - " show_baseline_ec=False,\n", + "\t\tshow_baseline_ec=False,\n", + " horizontal=False, horizontal_table_kwargs=None,\n", + " es_marker_kwargs=None, es_errorbar_kwargs=None,\n", + " prop_sample_counts=False, prop_sample_counts_kwargs=None, \n", + " es_paired_lines=True, es_paired_lines_kwargs=None,\n", " \"\"\"\n", " from .misc_tools import (\n", " get_params,\n", @@ -132,10 +135,10 @@ " show_legend,\n", " Gardner_Altman_Plot_Aesthetic_Adjustments,\n", " Cumming_Plot_Aesthetic_Adjustments,\n", - " General_Plot_Aesthetic_Adjustments,\n", + " Redraw_Spines,\n", + " extract_group_summaries\n", " )\n", " from .plot_tools import (\n", - " get_swarm_spans,\n", " error_bar,\n", " sankeydiag,\n", " swarmplot,\n", @@ -147,8 +150,10 @@ " slopegraph_plotter,\n", " plot_minimeta_or_deltadelta_violins,\n", " effect_size_curve_plotter,\n", - " grid_key_WIP,\n", + " gridkey_plotter,\n", " barplotter,\n", + " table_for_horizontal_plots,\n", + " add_counts_to_prop_plots,\n", " )\n", "\n", " warnings.filterwarnings(\n", @@ -169,19 +174,21 @@ " ytick_color = plt.rcParams[\"ytick.color\"]\n", "\n", " # Extract parameters and set kwargs\n", - " (dabest_obj, plot_data, xvar, yvar, is_paired, effect_size, proportional,\n", - " all_plot_groups, idx, show_delta2, show_mini_meta, float_contrast,\n", - " show_pairs, effect_size_type, group_summaries, err_color, show_baseline_ec) = get_params(\n", - " effectsize_df=effectsize_df, \n", - " plot_kwargs=plot_kwargs\n", - " )\n", - "\n", - " (swarmplot_kwargs, barplot_kwargs, sankey_kwargs, violinplot_kwargs, \n", - " slopegraph_kwargs, reflines_kwargs, legend_kwargs, group_summary_kwargs, redraw_axes_kwargs, \n", - " delta_dot_kwargs, delta_text_kwargs, summary_bars_kwargs, swarm_bars_kwargs, contrast_bars_kwargs) = get_kwargs(\n", - " plot_kwargs=plot_kwargs, \n", - " ytick_color=ytick_color\n", - " )\n", + " (dabest_obj, plot_data, xvar, yvar, is_paired, effect_size, proportional, all_plot_groups, idx, \n", + " show_delta2, show_mini_meta, float_contrast, show_pairs, effect_size_type, group_summaries, err_color, horizontal,\n", + " results, halfviolin_alpha, ci_type, x1_level, experiment_label, show_baseline_ec) = get_params(\n", + " \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\teffectsize_df = effectsize_df, \n", + " plot_kwargs = plot_kwargs,\n", + " )\n", + "\n", + " (swarmplot_kwargs, barplot_kwargs, sankey_kwargs, \n", + " violinplot_kwargs, slopegraph_kwargs, reflines_kwargs, legend_kwargs,\n", + " group_summaries_kwargs, redraw_axes_kwargs, delta_dot_kwargs, delta_text_kwargs,\n", + " summary_bars_kwargs, swarm_bars_kwargs, contrast_bars_kwargs, table_kwargs,\n", + " gridkey_kwargs, es_marker_kwargs, es_errorbar_kwargs, prop_sample_counts_kwargs, es_paired_lines_kwargs) = get_kwargs(\n", + " plot_kwargs = plot_kwargs, \n", + " ytick_color = ytick_color\n", + " )\n", "\n", " # We also need to extract the `sankey` and `flow` from the kwargs for plotter.py\n", " # to use for varying different kinds of paired proportional plots\n", @@ -194,84 +201,95 @@ " )\n", "\n", " # Extract Color palette\n", - " (color_col, bootstraps_color_by_group, n_groups, filled,\n", - " swarm_colors, plot_palette_raw, bar_color, \n", - " plot_palette_bar, plot_palette_contrast, plot_palette_sankey) = get_color_palette(\n", - " plot_kwargs=plot_kwargs, \n", - " plot_data=plot_data, \n", - " xvar=xvar, \n", - " show_pairs=show_pairs,\n", - " idx=idx,\n", - " all_plot_groups=all_plot_groups\n", - " )\n", + " (color_col, bootstraps_color_by_group, n_groups, filled, plot_palette_raw, \n", + " bar_color, plot_palette_bar, plot_palette_contrast, plot_palette_sankey) = get_color_palette(\n", + " plot_kwargs = plot_kwargs, \n", + " plot_data = plot_data, \n", + " xvar = xvar, \n", + " show_pairs = show_pairs,\n", + " idx = idx,\n", + " all_plot_groups = all_plot_groups,\n", + " delta2 = effectsize_df.delta2\n", + " )\n", "\n", " # Initialise the figure.\n", - " fig, rawdata_axes, contrast_axes, swarm_ylim = initialize_fig(\n", - " plot_kwargs=plot_kwargs, \n", - " dabest_obj=dabest_obj, \n", - " show_delta2=show_delta2, \n", - " show_mini_meta=show_mini_meta, \n", - " is_paired=is_paired, \n", - " show_pairs=show_pairs, \n", - " proportional=proportional, \n", - " float_contrast=float_contrast,\n", - " )\n", + " fig, rawdata_axes, contrast_axes, table_axes = initialize_fig(\n", + " plot_kwargs = plot_kwargs, \n", + " dabest_obj = dabest_obj, \n", + " show_delta2 = show_delta2, \n", + " show_mini_meta = show_mini_meta, \n", + " is_paired = is_paired, \n", + " show_pairs = show_pairs, \n", + " proportional = proportional, \n", + " float_contrast = float_contrast,\n", + " effect_size_type = effect_size_type,\n", + " yvar = yvar,\n", + " horizontal = horizontal,\n", + " show_table = table_kwargs['show']\n", + " )\n", " \n", " # Plotting the rawdata.\n", " if show_pairs:\n", " temp_idx, temp_all_plot_groups = get_plot_groups(\n", - " is_paired=is_paired, \n", - " idx=idx, \n", - " proportional=proportional, \n", - " all_plot_groups=all_plot_groups\n", + " is_paired = is_paired, \n", + " idx = idx, \n", + " proportional = proportional, \n", + " all_plot_groups = all_plot_groups\n", " )\n", " if not proportional:\n", " # Plot the raw data as a slopegraph.\n", " slopegraph_plotter(\n", - " dabest_obj=dabest_obj, \n", - " plot_data=plot_data, \n", - " xvar=xvar, \n", - " yvar=yvar, \n", - " color_col=color_col, \n", - " plot_palette_raw=plot_palette_raw, \n", - " slopegraph_kwargs=slopegraph_kwargs, \n", - " rawdata_axes=rawdata_axes, \n", - " ytick_color=ytick_color, \n", - " temp_idx=temp_idx\n", + " dabest_obj = dabest_obj, \n", + " plot_data = plot_data, \n", + " xvar = xvar, \n", + " yvar = yvar, \n", + " color_col = color_col, \n", + " plot_palette_raw = plot_palette_raw, \n", + " slopegraph_kwargs = slopegraph_kwargs, \n", + " rawdata_axes = rawdata_axes, \n", + " ytick_color = ytick_color, \n", + " temp_idx = temp_idx,\n", + " horizontal = horizontal\n", " )\n", - "\n", - " # DELTA PTS ON CONTRAST PLOT WIP\n", + " \n", + " # Add delta dots to the contrast axes for paired plots.\n", " show_delta_dots = plot_kwargs[\"delta_dot\"]\n", " if show_delta_dots and is_paired is not None:\n", " DeltaDotsPlotter(\n", - " plot_data=plot_data, \n", - " contrast_axes=contrast_axes, \n", - " delta_id_col=dabest_obj.id_col, \n", - " idx=idx, \n", - " xvar=xvar, \n", - " yvar=yvar, \n", - " is_paired=is_paired, \n", - " color_col=color_col, \n", - " float_contrast=float_contrast, \n", - " plot_palette_raw=plot_palette_raw, \n", - " delta_dot_kwargs=delta_dot_kwargs\n", + " plot_data = plot_data, \n", + " contrast_axes = contrast_axes, \n", + " delta_id_col = dabest_obj.id_col, \n", + " idx = idx, \n", + " xvar = xvar, \n", + " yvar = yvar, \n", + " is_paired = is_paired, \n", + " color_col = color_col, \n", + " float_contrast = float_contrast, \n", + " plot_palette_raw = plot_palette_raw, \n", + " delta_dot_kwargs = delta_dot_kwargs,\n", + " horizontal = horizontal,\n", " )\n", "\n", " # Set the tick labels, because the slopegraph plotting doesn't.\n", - " rawdata_axes.set_xticks(np.arange(0, len(temp_all_plot_groups)))\n", - " rawdata_axes.set_xticklabels(temp_all_plot_groups)\n", + " if horizontal:\n", + " rawdata_axes.set_yticks(np.arange(0, len(temp_all_plot_groups)))\n", + " rawdata_axes.set_yticklabels(temp_all_plot_groups)\n", + " else:\n", + " rawdata_axes.set_xticks(np.arange(0, len(temp_all_plot_groups)))\n", + " rawdata_axes.set_xticklabels(temp_all_plot_groups)\n", "\n", " else:\n", " # Plot the raw data as a set of Sankey Diagrams aligned like barplot.\n", " sankey_control_group, sankey_test_group = sankeydiag(\n", " plot_data,\n", - " xvar=xvar,\n", - " yvar=yvar,\n", - " temp_all_plot_groups=temp_all_plot_groups,\n", - " idx=idx,\n", - " temp_idx=temp_idx,\n", - " palette=plot_palette_sankey,\n", - " ax=rawdata_axes,\n", + " xvar = xvar,\n", + " yvar = yvar,\n", + " temp_all_plot_groups = temp_all_plot_groups,\n", + " idx = idx,\n", + " temp_idx = temp_idx,\n", + " palette = plot_palette_sankey,\n", + " ax = rawdata_axes,\n", + " horizontal = horizontal,\n", " **sankey_kwargs\n", " )\n", " else:\n", @@ -280,362 +298,368 @@ " asymmetric_side = (\n", " plot_kwargs[\"swarm_side\"]\n", " if plot_kwargs[\"swarm_side\"] is not None\n", - " else \"right\"\n", + " else \"right\" if not horizontal\n", + " else \"left\"\n", " ) # Default asymmetric side is right\n", "\n", " # swarmplot() plots swarms based on current size of ax\n", " # Therefore, since the ax size for mini_meta and show_delta changes later on, there has to be increased jitter\n", - " rawdata_plot, swarm_legend_kwargs = swarmplot(\n", - " data=plot_data,\n", - " x=xvar,\n", - " y=yvar,\n", - " ax=rawdata_axes,\n", - " order=all_plot_groups,\n", - " # hue=xvar if color_col is None else color_col,\n", - " hue=color_col,\n", - " palette=plot_palette_raw,\n", - " zorder=1,\n", - " side=asymmetric_side,\n", - " jitter=1.25 if show_mini_meta else 1.4 if show_delta2 else 1, # TODO: to make jitter value more accurate and not just a hardcoded eyeball value\n", - " filled=filled,\n", - " is_drop_gutter=True,\n", - " gutter_limit=0.45,\n", - " **swarmplot_kwargs\n", - " )\n", + " rawdata_plot = swarmplot(\n", + " data = plot_data,\n", + " x = xvar,\n", + " y = yvar,\n", + " ax = rawdata_axes,\n", + " order = all_plot_groups,\n", + " hue = color_col,\n", + " palette = plot_palette_raw,\n", + " zorder = 1,\n", + " side = asymmetric_side,\n", + " jitter = 1.25 if show_mini_meta else 1.4 if show_delta2 else 1, # TODO: to make jitter value more accurate and not just a hardcoded eyeball value\n", + " filled = filled,\n", + " is_drop_gutter = True,\n", + " gutter_limit = 0.45,\n", + " horizontal = horizontal,\n", + " **swarmplot_kwargs\n", + " )\n", " if color_col is None:\n", " rawdata_plot.legend().set_visible(False)\n", "\n", " else:\n", " # Plot the raw data as a barplot.\n", " barplotter(\n", - " xvar=xvar, \n", - " yvar=yvar, \n", - " all_plot_groups=all_plot_groups, \n", - " rawdata_axes=rawdata_axes, \n", - " plot_data=plot_data, \n", - " bar_color=bar_color, \n", - " plot_palette_bar=plot_palette_bar, \n", - " plot_kwargs=plot_kwargs, \n", - " barplot_kwargs=barplot_kwargs\n", + " xvar = xvar, \n", + " yvar = yvar, \n", + " all_plot_groups = all_plot_groups, \n", + " rawdata_axes = rawdata_axes, \n", + " plot_data = plot_data, \n", + " bar_color = bar_color, \n", + " plot_palette_bar = plot_palette_bar, \n", + " plot_kwargs = plot_kwargs, \n", + " barplot_kwargs = barplot_kwargs,\n", + " horizontal = horizontal,\n", " )\n", - "\n", + " \n", " # Plot the error bars.\n", " if group_summaries is not None:\n", - " if proportional:\n", - " group_summaries_method = \"proportional_error_bar\"\n", - " group_summaries_offset = 0\n", - " group_summaries_line_color = err_color\n", - " else:\n", - " # Create list to gather xspans.\n", - " xspans = []\n", - " line_colors = []\n", - " for jj, c in enumerate(rawdata_axes.collections):\n", - " try:\n", - " if asymmetric_side == \"right\":\n", - " # currently offset is hardcoded with value of -0.2\n", - " x_max_span = -0.2\n", - " else:\n", - " _, x_max, _, _ = get_swarm_spans(c)\n", - " x_max_span = x_max - jj\n", - " xspans.append(x_max_span)\n", - " except TypeError:\n", - " # we have got a None, so skip and move on.\n", - " pass\n", - "\n", - " if bootstraps_color_by_group:\n", - " line_colors.append(plot_palette_raw[all_plot_groups[jj]])\n", - "\n", - " # Break the loop since hue in Seaborn adds collections to axes and it will result in index out of range\n", - " if jj >= n_groups - 1 and color_col is None:\n", - " break\n", - "\n", - " if len(line_colors) != len(all_plot_groups):\n", - " line_colors = ytick_color\n", - " \n", - " # hue in swarmplot would add collections to axes which will result in len(xspans) = len(all_plot_groups) + len(unique groups in hue)\n", - " if len(xspans) > len(all_plot_groups):\n", - " xspans = xspans[:len(all_plot_groups)]\n", - "\n", - " group_summaries_method = \"gapped_lines\"\n", - " group_summaries_offset = xspans + np.array(plot_kwargs[\"group_summaries_offset\"])\n", - " group_summaries_line_color = line_colors\n", - "\n", - " # Plot\n", + " (group_summaries_method, \n", + " group_summaries_offset, group_summaries_line_color) = extract_group_summaries(\n", + " proportional = proportional, \n", + " err_color = err_color, \n", + " rawdata_axes = rawdata_axes, \n", + " asymmetric_side = asymmetric_side if not proportional else None, \n", + " horizontal = horizontal, \n", + " bootstraps_color_by_group = bootstraps_color_by_group, \n", + " plot_palette_raw = plot_palette_raw, \n", + " all_plot_groups = all_plot_groups,\n", + " n_groups = n_groups, \n", + " color_col = color_col, \n", + " ytick_color = ytick_color, \n", + " group_summaries_kwargs = group_summaries_kwargs\n", + " )\n", + " \n", " error_bar(\n", " plot_data,\n", - " x=xvar,\n", - " y=yvar,\n", - " offset=group_summaries_offset,\n", - " line_color=group_summaries_line_color,\n", - " gap_width_percent=1.5,\n", - " type=group_summaries,\n", - " ax=rawdata_axes,\n", - " method=group_summaries_method,\n", - " **group_summary_kwargs\n", + " x = xvar,\n", + " y = yvar,\n", + " offset = group_summaries_offset,\n", + " line_color = group_summaries_line_color,\n", + " type = group_summaries,\n", + " ax = rawdata_axes,\n", + " method = group_summaries_method,\n", + " horizontal = horizontal,\n", + " **group_summaries_kwargs\n", " )\n", "\n", " # Add the counts to the rawdata axes xticks.\n", " add_counts_to_ticks(\n", - " plot_data=plot_data, \n", - " xvar=xvar, \n", - " yvar=yvar, \n", - " rawdata_axes=rawdata_axes, \n", - " plot_kwargs=plot_kwargs\n", + " plot_data = plot_data, \n", + " xvar = xvar, \n", + " yvar = yvar, \n", + " rawdata_axes = rawdata_axes, \n", + " plot_kwargs = plot_kwargs,\n", + " flow = sankey_kwargs[\"flow\"],\n", + " horizontal = horizontal,\n", " )\n", "\n", - " # Enforce the xtick of rawdata_axes to be 0 and 1 after drawing only one sankey ----> Redundant code\n", - " if one_sankey:\n", - " rawdata_axes.set_xticks([0, 1])\n", + " # Add counts to prop plots (embedded in the plot bars)\n", + " if proportional and plot_kwargs['prop_sample_counts'] and sankey_kwargs[\"flow\"]:\n", + " add_counts_to_prop_plots(\n", + " plot_data = plot_data, \n", + " xvar = xvar, \n", + " yvar = yvar, \n", + " rawdata_axes = rawdata_axes, \n", + " horizontal = horizontal,\n", + " is_paired = is_paired,\n", + " prop_sample_counts_kwargs = prop_sample_counts_kwargs,\n", + " )\n", "\n", " # Plot effect sizes and bootstraps.\n", - " plot_groups = temp_all_plot_groups if (is_paired == \"baseline\" and show_pairs and two_col_sankey) else temp_idx if (two_col_sankey) else all_plot_groups\n", + " plot_groups = (temp_all_plot_groups if (is_paired == \"baseline\" and show_pairs and two_col_sankey) \n", + " else temp_idx if two_col_sankey \n", + " else all_plot_groups\n", + " )\n", "\n", + " # Extract ticks for contrast plot\n", " (ticks_to_skip, ticks_to_plot, ticks_for_baseline_ec,\n", " ticks_to_skip_contrast, ticks_to_start_twocol_sankey) = extract_contrast_plotting_ticks(\n", - " is_paired=is_paired, \n", - " show_pairs=show_pairs, \n", - " two_col_sankey=two_col_sankey, \n", - " plot_groups=plot_groups,\n", - " idx=idx,\n", - " sankey_control_group=sankey_control_group if two_col_sankey else None,\n", - " )\n", + " is_paired = is_paired, \n", + " show_pairs = show_pairs, \n", + " two_col_sankey = two_col_sankey, \n", + " plot_groups = plot_groups,\n", + " idx = idx,\n", + " sankey_control_group = sankey_control_group if two_col_sankey else None,\n", + " ) \n", + "\n", + " # Adjust contrast tick locations to account for different plotting styles in horizontal plots\n", + " table_axes_ticks_to_plot = ticks_to_plot\n", + " if (horizontal and proportional and not show_pairs) or (horizontal and plot_kwargs[\"swarm_side\"] == \"right\"):\n", + " ticks_to_plot = [x+0.25 for x in ticks_to_plot]\n", "\n", " # Plot the bootstraps, then the effect sizes and CIs.\n", - " es_marker_size = plot_kwargs[\"es_marker_size\"]\n", - " halfviolin_alpha = plot_kwargs[\"halfviolin_alpha\"]\n", - " ci_type = plot_kwargs[\"ci_type\"]\n", - "\n", - " results = effectsize_df.results\n", - "\n", + " es_paired_lines = False if float_contrast or not sankey_kwargs[\"flow\"] else plot_kwargs[\"es_paired_lines\"]\n", " (current_group, current_control,\n", " current_effsize, contrast_xtick_labels) = effect_size_curve_plotter(\n", - " ticks_to_plot=ticks_to_plot, \n", + " ticks_to_plot = ticks_to_plot, \n", " ticks_for_baseline_ec=ticks_for_baseline_ec,\n", - " results=results, \n", - " ci_type=ci_type, \n", - " contrast_axes=contrast_axes, \n", - " violinplot_kwargs=violinplot_kwargs, \n", - " halfviolin_alpha=halfviolin_alpha, \n", - " ytick_color=ytick_color, \n", - " es_marker_size=es_marker_size, \n", - " group_summary_kwargs=group_summary_kwargs, \n", - " bootstraps_color_by_group=bootstraps_color_by_group,\n", - " plot_palette_contrast=plot_palette_contrast,\n", - " show_baseline_ec=show_baseline_ec,\n", - " )\n", - "\n", - " # Plot mini-meta violin\n", - " if show_mini_meta or show_delta2:\n", - " contrast_xtick_labels = plot_minimeta_or_deltadelta_violins(\n", - " show_mini_meta=show_mini_meta, \n", - " effectsize_df=effectsize_df, \n", - " ci_type=ci_type, \n", - " rawdata_axes=rawdata_axes,\n", - " contrast_axes=contrast_axes, \n", - " violinplot_kwargs=violinplot_kwargs, \n", - " halfviolin_alpha=halfviolin_alpha, \n", - " ytick_color=ytick_color, \n", - " es_marker_size=es_marker_size, \n", - " group_summary_kwargs=group_summary_kwargs, \n", - " contrast_xtick_labels=contrast_xtick_labels, \n", - " effect_size=effect_size\n", + " results = results, \n", + " ci_type = ci_type, \n", + " contrast_axes = contrast_axes, \n", + " violinplot_kwargs = violinplot_kwargs, \n", + " halfviolin_alpha = halfviolin_alpha, \n", + " bootstraps_color_by_group = bootstraps_color_by_group,\n", + " plot_palette_contrast = plot_palette_contrast,\n", + " horizontal = horizontal,\n", + " es_marker_kwargs = es_marker_kwargs,\n", + " es_errorbar_kwargs = es_errorbar_kwargs,\n", + " idx = idx,\n", + " is_paired = is_paired,\n", + " es_paired_lines = es_paired_lines,\n", + "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tes_paired_lines_kwargs = es_paired_lines_kwargs,\n", + "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tshow_baseline_ec = show_baseline_ec,\n", " )\n", "\n", + " # Plot mini-meta or delta-delta violin\n", + " delta2_axes = None\n", + " if show_mini_meta or show_delta2:\n", + " delta2_axes, contrast_xtick_labels = plot_minimeta_or_deltadelta_violins(\n", + " show_mini_meta = show_mini_meta, \n", + " effectsize_df = effectsize_df, \n", + " ci_type = ci_type, \n", + " rawdata_axes = rawdata_axes,\n", + " contrast_axes = contrast_axes, \n", + " violinplot_kwargs = violinplot_kwargs, \n", + " halfviolin_alpha = halfviolin_alpha, \n", + " contrast_xtick_labels = contrast_xtick_labels, \n", + " effect_size = effect_size,\n", + " show_delta2 = show_delta2, \n", + " plot_kwargs = plot_kwargs, \n", + " horizontal = horizontal,\n", + " es_marker_kwargs = es_marker_kwargs,\n", + " es_errorbar_kwargs = es_errorbar_kwargs\n", + " )\n", + " \n", " # Make sure the contrast_axes x-lims match the rawdata_axes xlims,\n", " # and add an extra violinplot tick for delta-delta plot.\n", + " # Name is xaxis but it is actually y-axis for horizontal plots\n", " set_xaxis_ticks_and_lims(\n", - " show_delta2=show_delta2, \n", - " show_mini_meta=show_mini_meta, \n", - " rawdata_axes=rawdata_axes, \n", - " contrast_axes=contrast_axes, \n", - " show_pairs=show_pairs, \n", - " float_contrast=float_contrast,\n", - " ticks_to_skip=ticks_to_skip, \n", - " contrast_xtick_labels=contrast_xtick_labels, \n", - " plot_kwargs=plot_kwargs,\n", - " )\n", - " # Legend\n", - " handles, labels = rawdata_axes.get_legend_handles_labels()\n", - " legend_labels = [l for l in labels]\n", - " legend_handles = [h for h in handles]\n", - "\n", - " if bootstraps_color_by_group is False:\n", - " rawdata_axes.legend().set_visible(False)\n", - " show_legend(\n", - " legend_labels=legend_labels, \n", - " legend_handles=legend_handles, \n", - " rawdata_axes=rawdata_axes, \n", - " contrast_axes=contrast_axes, \n", - " float_contrast=float_contrast, \n", - " show_pairs=show_pairs, \n", - " legend_kwargs=legend_kwargs\n", - " )\n", - "\n", - " # Add legend for swarmplot\n", - " if not show_pairs and not proportional and color_col is not None and not show_delta2:\n", - " if len(np.unique(swarm_legend_kwargs['index'])) > 1:\n", - " legend_elements = []\n", - " for color, label in zip(swarm_legend_kwargs['colors'], swarm_legend_kwargs['labels']):\n", - " legend_elements.append(Line2D([0], [0], marker='o', color='w', label=label,\n", - " markerfacecolor=color, markersize=10))\n", - " rawdata_axes.legend(handles=legend_elements, frameon=False)\n", + " show_delta2 = show_delta2, \n", + " show_mini_meta = show_mini_meta, \n", + " rawdata_axes = rawdata_axes, \n", + " contrast_axes = contrast_axes, \n", + " show_pairs = show_pairs, \n", + " float_contrast = float_contrast,\n", + " ticks_to_skip = ticks_to_skip, \n", + " contrast_xtick_labels = contrast_xtick_labels, \n", + " plot_kwargs = plot_kwargs,\n", + " proportional = proportional,\n", + " horizontal = horizontal,\n", + " )\n", "\n", " # Plot aesthetic adjustments.\n", - " og_ylim_raw = rawdata_axes.get_ylim()\n", - " og_xlim_raw = rawdata_axes.get_xlim()\n", - "\n", - " if float_contrast:\n", + " if float_contrast and not horizontal:\n", " # For Gardner-Altman plots only.\n", " Gardner_Altman_Plot_Aesthetic_Adjustments(\n", - " effect_size_type=effect_size_type, \n", - " plot_data=plot_data, \n", - " xvar=xvar, \n", - " yvar=yvar, \n", - " current_control=current_control, \n", - " current_group=current_group,\n", - " rawdata_axes=rawdata_axes, \n", - " contrast_axes=contrast_axes, \n", - " results=results, \n", - " current_effsize=current_effsize, \n", - " is_paired=is_paired, \n", - " one_sankey=one_sankey,\n", - " reflines_kwargs=reflines_kwargs, \n", - " redraw_axes_kwargs=redraw_axes_kwargs, \n", - " swarm_ylim=swarm_ylim, \n", - " og_xlim_raw=og_xlim_raw,\n", - " og_ylim_raw=og_ylim_raw,\n", + " effect_size_type = effect_size_type, \n", + " plot_data = plot_data, \n", + " xvar = xvar, \n", + " yvar = yvar, \n", + " current_control = current_control, \n", + " current_group = current_group,\n", + " rawdata_axes = rawdata_axes, \n", + " contrast_axes = contrast_axes, \n", + " results = results, \n", + " current_effsize = current_effsize, \n", + " is_paired = is_paired, \n", + " one_sankey = one_sankey,\n", + " reflines_kwargs = reflines_kwargs, \n", + " redraw_axes_kwargs = redraw_axes_kwargs, \n", " )\n", - "\n", " else:\n", " # For Cumming Plots only.\n", + " skip_redraw_lines = True if plot_kwargs[\"gridkey_rows\"] is not None else False\n", " Cumming_Plot_Aesthetic_Adjustments(\n", - " plot_kwargs=plot_kwargs, \n", - " show_delta2=show_delta2, \n", - " effect_size_type=effect_size_type, \n", - " contrast_axes=contrast_axes, \n", - " reflines_kwargs=reflines_kwargs, \n", - " is_paired=is_paired, \n", - " show_pairs=show_pairs, \n", - " two_col_sankey=two_col_sankey, \n", - " idx=idx, \n", - " ticks_to_start_twocol_sankey=ticks_to_start_twocol_sankey,\n", - " proportional=proportional, \n", - " ticks_to_skip=ticks_to_skip, \n", - " temp_idx=temp_idx if is_paired == \"baseline\" and show_pairs else None, \n", - " rawdata_axes=rawdata_axes, \n", - " redraw_axes_kwargs=redraw_axes_kwargs,\n", - " ticks_to_skip_contrast=ticks_to_skip_contrast,\n", + " contrast_axes = contrast_axes, \n", + " reflines_kwargs = reflines_kwargs, \n", + " is_paired = is_paired, \n", + " show_pairs = show_pairs, \n", + " two_col_sankey = two_col_sankey, \n", + " idx = idx, \n", + " ticks_to_start_twocol_sankey = ticks_to_start_twocol_sankey,\n", + " proportional = proportional, \n", + " ticks_to_skip = ticks_to_skip, \n", + " temp_idx = temp_idx if is_paired == \"baseline\" and show_pairs else None, \n", + " rawdata_axes = rawdata_axes, \n", + " redraw_axes_kwargs = redraw_axes_kwargs,\n", + " ticks_to_skip_contrast = ticks_to_skip_contrast,\n", + " show_delta2 = show_delta2,\n", + " show_mini_meta = show_mini_meta,\n", + " horizontal = horizontal,\n", + " skip_redraw_lines = skip_redraw_lines,\n", " )\n", " \n", - " # General plotting changes\n", - " General_Plot_Aesthetic_Adjustments(\n", - " show_delta2=show_delta2, \n", - " show_mini_meta=show_mini_meta, \n", - " contrast_axes=contrast_axes, \n", - " redraw_axes_kwargs=redraw_axes_kwargs, \n", - " plot_kwargs=plot_kwargs,\n", - " yvar=yvar, \n", - " effect_size_type=effect_size_type, \n", - " proportional=proportional, \n", - " effectsize_df=effectsize_df, \n", - " is_paired=is_paired, \n", - " float_contrast=float_contrast,\n", - " rawdata_axes=rawdata_axes, \n", - " og_ylim_raw=og_ylim_raw, \n", - " effect_size=effect_size,\n", - " )\n", - "\n", - " ################################################### GRIDKEY WIP\n", - " # if gridkey_rows is None, skip everything here\n", - " gridkey_rows = plot_kwargs[\"gridkey_rows\"]\n", - " if gridkey_rows is not None:\n", - " grid_key_WIP(\n", - " is_paired=is_paired, \n", - " idx=idx, \n", - " all_plot_groups=all_plot_groups, \n", - " gridkey_rows=gridkey_rows, \n", - " rawdata_axes=rawdata_axes, \n", - " contrast_axes=contrast_axes,\n", - " plot_data=plot_data, \n", - " xvar=xvar, \n", - " yvar=yvar, \n", - " results=results, \n", - " show_delta2=show_delta2, \n", - " show_mini_meta=show_mini_meta, \n", - " float_contrast=float_contrast,\n", - " plot_kwargs=plot_kwargs,\n", - " )\n", - "\n", - " ################################################### Swarm & Contrast & Summary Bars & Delta text WIP\n", - " # Swarm bars WIP\n", + " # Add the dependent axes spines back in.\n", + " Redraw_Spines(\n", + " rawdata_axes = rawdata_axes, \n", + " contrast_axes = contrast_axes, \n", + " redraw_axes_kwargs = redraw_axes_kwargs, \n", + " float_contrast = float_contrast, \n", + " horizontal = horizontal,\n", + " show_delta2 = show_delta2, \n", + " delta2_axes = delta2_axes\n", + " )\n", + "\n", + " # Swarm bars\n", " swarm_bars = plot_kwargs[\"swarm_bars\"]\n", - " if swarm_bars and not proportional:\n", + " if swarm_bars and not proportional and not horizontal: #Currently not supporting swarm bars for horizontal plots (looks weird)\n", " swarm_bars_plotter(\n", - " plot_data=plot_data, \n", - " xvar=xvar, \n", - " yvar=yvar, \n", - " ax=rawdata_axes, \n", - " swarm_bars_kwargs=swarm_bars_kwargs, \n", - " color_col=color_col, \n", - " plot_palette_raw=plot_palette_raw,\n", - " is_paired=is_paired\n", + " plot_data = plot_data, \n", + " xvar = xvar, \n", + " yvar = yvar, \n", + " ax = rawdata_axes, \n", + " swarm_bars_kwargs = swarm_bars_kwargs, \n", + " color_col = color_col, \n", + " plot_palette_raw = plot_palette_raw,\n", + " show_pairs = show_pairs,\n", + " idx = idx,\n", " )\n", "\n", - " # Contrast bars WIP\n", + " # Contrast bars\n", " contrast_bars = plot_kwargs[\"contrast_bars\"]\n", " if contrast_bars:\n", " contrast_bars_plotter(\n", - " results=results, \n", - " ax_to_plot=contrast_axes, \n", - " swarm_plot_ax=rawdata_axes,\n", - " ticks_to_plot=ticks_to_plot, \n", - " contrast_bars_kwargs=contrast_bars_kwargs, \n", - " color_col=color_col, \n", - " plot_palette_raw=plot_palette_raw, \n", - " show_mini_meta=show_mini_meta, \n", - " mini_meta_delta=effectsize_df.mini_meta_delta if show_mini_meta else None, \n", - " show_delta2=show_delta2, \n", - " delta_delta=effectsize_df.delta_delta if show_delta2 else None, \n", - " proportional=proportional, \n", - " is_paired=is_paired\n", + " results = results, \n", + " ax_to_plot = contrast_axes, \n", + " swarm_plot_ax = rawdata_axes,\n", + " ticks_to_plot = ticks_to_plot, \n", + " contrast_bars_kwargs = contrast_bars_kwargs, \n", + " color_col = color_col, \n", + " plot_palette_raw = plot_palette_raw, \n", + " show_mini_meta = show_mini_meta, \n", + " mini_meta_delta = effectsize_df.mini_meta_delta if show_mini_meta else None, \n", + " show_delta2 = show_delta2, \n", + " delta_delta = effectsize_df.delta_delta if show_delta2 else None, \n", + " show_pairs = show_pairs,\n", + " horizontal = horizontal,\n", + " idx = idx\n", " )\n", "\n", - " # Summary bars WIP\n", + " # Summary bars\n", " summary_bars = plot_kwargs[\"summary_bars\"]\n", " if summary_bars is not None:\n", " summary_bars_plotter(\n", - " summary_bars=summary_bars, \n", - " results=results, \n", - " ax_to_plot=contrast_axes, \n", - " float_contrast=float_contrast,\n", - " summary_bars_kwargs=summary_bars_kwargs, \n", - " ci_type=ci_type, \n", - " ticks_to_plot=ticks_to_plot, \n", - " color_col=color_col,\n", - " plot_palette_raw=plot_palette_raw, \n", - " proportional=proportional, \n", - " is_paired=is_paired\n", + " summary_bars = summary_bars, \n", + " results = results, \n", + " ax_to_plot = contrast_axes, \n", + " float_contrast = float_contrast,\n", + " summary_bars_kwargs = summary_bars_kwargs, \n", + " ci_type = ci_type, \n", + " ticks_to_plot = ticks_to_plot, \n", + " color_col = color_col,\n", + " plot_palette_raw = plot_palette_raw, \n", + " proportional = proportional, \n", + " show_pairs = show_pairs,\n", + " horizontal = horizontal,\n", " )\n", - " # Delta text WIP\n", + " # Delta text\n", " delta_text = plot_kwargs[\"delta_text\"]\n", - " if delta_text: \n", + " if delta_text and not horizontal: \n", " delta_text_plotter(\n", - " results=results, \n", - " ax_to_plot=contrast_axes, \n", - " swarm_plot_ax=rawdata_axes, \n", - " ticks_to_plot=ticks_to_plot, \n", - " delta_text_kwargs=delta_text_kwargs, \n", - " color_col=color_col, \n", - " plot_palette_raw=plot_palette_raw, \n", - " is_paired=is_paired,\n", - " proportional=proportional, \n", - " float_contrast=float_contrast, \n", - " show_mini_meta=show_mini_meta, \n", - " mini_meta_delta=effectsize_df.mini_meta_delta if show_mini_meta else None, \n", - " show_delta2=show_delta2, \n", - " delta_delta=effectsize_df.delta_delta if show_delta2 else None\n", + " results = results, \n", + " ax_to_plot = contrast_axes, \n", + " swarm_plot_ax = rawdata_axes, \n", + " ticks_to_plot = ticks_to_plot, \n", + " delta_text_kwargs = delta_text_kwargs, \n", + " color_col = color_col, \n", + " plot_palette_raw = plot_palette_raw, \n", + " show_pairs = show_pairs,\n", + " proportional = proportional, \n", + " float_contrast = float_contrast, \n", + " show_mini_meta = show_mini_meta, \n", + " mini_meta_delta = effectsize_df.mini_meta_delta if show_mini_meta else None, \n", + " show_delta2 = show_delta2, \n", + " delta_delta = effectsize_df.delta_delta if show_delta2 else None,\n", + " idx = idx\n", " )\n", - " ################################################### Swarm & Contrast & Summary Bars & Delta text WIP END\n", + "\n", + " # Table Axes for horizontal plots\n", + " if horizontal and table_kwargs['show']:\n", + " table_for_horizontal_plots(\n", + " effectsize_df = effectsize_df,\n", + " ax = table_axes,\n", + " contrast_axes = contrast_axes,\n", + " ticks_to_plot = table_axes_ticks_to_plot, \n", + " show_mini_meta = show_mini_meta,\n", + " show_delta2 = show_delta2,\n", + " table_kwargs = table_kwargs,\n", + "\n", + " ticks_to_skip = ticks_to_skip\n", + " )\n", + "\n", + " # Gridkey\n", + " gridkey_rows = plot_kwargs[\"gridkey_rows\"]\n", + " if gridkey_rows is not None:\n", + " gridkey_plotter(\n", + " is_paired = is_paired, \n", + " idx = idx, \n", + " all_plot_groups = all_plot_groups, \n", + " gridkey_rows = gridkey_rows, \n", + " rawdata_axes = rawdata_axes,\n", + " contrast_axes = contrast_axes,\n", + " plot_data = plot_data, \n", + " xvar = xvar, \n", + " yvar = yvar, \n", + " results = results, \n", + " show_delta2 = show_delta2, \n", + " show_mini_meta = show_mini_meta, \n", + " x1_level = x1_level,\n", + " experiment_label = experiment_label,\n", + " float_contrast = float_contrast,\n", + " horizontal = horizontal,\n", + " delta_delta = effectsize_df.delta_delta if show_delta2 else None,\n", + " mini_meta_delta = effectsize_df.mini_meta_delta if show_mini_meta else None,\n", + " effect_size = effect_size,\n", + " gridkey_kwargs = gridkey_kwargs,\n", + " )\n", + " \n", + " # Legend\n", + " handles, labels = rawdata_axes.get_legend_handles_labels()\n", + " legend_labels = [l for l in labels]\n", + " legend_handles = [h for h in handles]\n", + "\n", + " if bootstraps_color_by_group is False and not effectsize_df.delta2:\n", + " rawdata_axes.legend().set_visible(False)\n", + " show_legend(\n", + " legend_labels = legend_labels, \n", + " legend_handles = legend_handles, \n", + " rawdata_axes = rawdata_axes, \n", + " contrast_axes = contrast_axes, \n", + " table_axes = table_axes,\n", + " float_contrast = float_contrast, \n", + " show_pairs = show_pairs, \n", + " horizontal = horizontal,\n", + " legend_kwargs = legend_kwargs,\n", + " table_kwargs = table_kwargs\n", + " )\n", "\n", " # Make sure no stray ticks appear!\n", " rawdata_axes.xaxis.set_ticks_position(\"bottom\")\n", @@ -674,24 +698,39 @@ " - show_pairs=True,\n", " - show_delta2=True,\n", " - group_summaries=None,\n", - " - group_summaries_offset=0.1,\n", " - fig_size=None,\n", " - dpi=100,\n", " - ax=None,\n", - " - gridkey_rows=None,\n", + " - gridkey_rows=None, gridkey_kwargs=None,\n", " - swarmplot_kwargs=None,\n", " - violinplot_kwargs=None,\n", " - slopegraph_kwargs=None,\n", " - sankey_kwargs=None,\n", " - reflines_kwargs=None,\n", - " - group_summary_kwargs=None,\n", - " - egend_kwargs=None,\n", + " - group_summaries_kwargs=None,\n", + " - legend_kwargs=None,\n", " - title=None, fontsize_title=16,\n", " - fontsize_rawxlabel=12, fontsize_rawylabel=12,\n", " - fontsize_contrastxlabel=12, fontsize_contrastylabel=12,\n", - " - fontsize_delta2label=12" + " - fontsize_delta2label=12,\n", + " - swarm_bars=True, swarm_bars_kwargs=None,\n", + " - contrast_bars=True, contrast_bars_kwargs=None,\n", + " - delta_text=True, delta_text_kwargs=None,\n", + " - delta_dot=True, delta_dot_kwargs=None,\n", + " - horizontal=False, horizontal_table_kwargs=None,\n", + " - es_marker_kwargs=None, es_errorbar_kwargs=None\n", + " - prop_sample_counts=False, prop_sample_counts_kwargs=None\n", + " - es_paired_lines=True, es_paired_lines_kwargs=None" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d23e292", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "id": "f1cc27d4", diff --git a/nbs/tests/mpl_image_tests/baseline_images/test_01_gardner_altman_unpaired_meandiff.png b/nbs/tests/mpl_image_tests/baseline_images/test_01_gardner_altman_unpaired_meandiff.png index 3abf1737..6e357423 100644 Binary files a/nbs/tests/mpl_image_tests/baseline_images/test_01_gardner_altman_unpaired_meandiff.png and 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a/nbs/tests/mpl_image_tests/test_10_proportion_plot.py b/nbs/tests/mpl_image_tests/test_10_proportion_plot.py index 5a75aa86..5fbf809f 100644 --- a/nbs/tests/mpl_image_tests/test_10_proportion_plot.py +++ b/nbs/tests/mpl_image_tests/test_10_proportion_plot.py @@ -389,6 +389,23 @@ def test_134_separate_control_sankey_off(): def test_135_separate_control_flow_off(): return multi_groups_sequential.mean_diff.plot(sankey_kwargs={"flow": False}) +# Show sample counts +@pytest.mark.mpl_image_compare(tolerance=8) +def test_137_multi_2group_show_sample_counts(): + return multi_2group.mean_diff.plot(prop_sample_counts=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_138_multi_groups_paired_show_sample_counts(): + return multi_groups_paired.mean_diff.plot(prop_sample_counts=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_139_multi_2group_show_sample_counts_and_kwargs(): + return multi_2group.mean_diff.plot(prop_sample_counts=True, prop_sample_counts_kwargs={ + "color": "red", "fontsize": 12, "fontweight": "bold"}) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_140_multi_groups_paired_show_sample_counts_with_sankey_off(): + return multi_groups_paired.mean_diff.plot(prop_sample_counts=True, sankey_kwargs={"sankey": False}) @pytest.mark.mpl_image_compare(tolerance=8) def test_136_style_sheets(): diff --git a/nbs/tests/mpl_image_tests/test_Gridkey.py b/nbs/tests/mpl_image_tests/test_Gridkey.py new file mode 100644 index 00000000..5798f21a --- /dev/null +++ b/nbs/tests/mpl_image_tests/test_Gridkey.py @@ -0,0 +1,313 @@ +import pytest +import numpy as np +import pandas as pd +from scipy.stats import norm + + +import matplotlib as mpl + +mpl.use("Agg") +import matplotlib.pyplot as plt +import matplotlib.ticker as Ticker +import seaborn as sns + +from dabest._api import load + +def create_demo_dataset(seed=9999, N=20): + import numpy as np + import pandas as pd + from scipy.stats import norm # Used in generation of populations. + + np.random.seed(9999) # Fix the seed so the results are replicable. + # pop_size = 10000 # Size of each population. + + # Create samples + c1 = norm.rvs(loc=3, scale=0.4, size=N) + c2 = norm.rvs(loc=3.5, scale=0.75, size=N) + c3 = norm.rvs(loc=3.25, scale=0.4, size=N) + + t1 = norm.rvs(loc=3.5, scale=0.5, size=N) + t2 = norm.rvs(loc=2.5, scale=0.6, size=N) + t3 = norm.rvs(loc=3, scale=0.75, size=N) + t4 = norm.rvs(loc=3.5, scale=0.75, size=N) + t5 = norm.rvs(loc=3.25, scale=0.4, size=N) + t6 = norm.rvs(loc=3.25, scale=0.4, size=N) + + # Add a `gender` column for coloring the data. + females = np.repeat("Female", N / 2).tolist() + males = np.repeat("Male", N / 2).tolist() + gender = females + males + + # Add an `id` column for paired data plotting. + id_col = pd.Series(range(1, N + 1)) + + # Combine samples and gender into a DataFrame. + df = pd.DataFrame( + { + "Control 1": c1, + "Test 1": t1, + "Control 2": c2, + "Test 2": t2, + "Control 3": c3, + "Test 3": t3, + "Test 4": t4, + "Test 5": t5, + "Test 6": t6, + "Gender": gender, + "ID": id_col, + } + ) + + return df + +def create_demo_dataset_delta(seed=9999, N=20): + + import numpy as np + import pandas as pd + from scipy.stats import norm # Used in generation of populations. + + np.random.seed(seed) # Fix the seed so the results are replicable. + # pop_size = 10000 # Size of each population. + + from scipy.stats import norm # Used in generation of populations. + + # Create samples + y = norm.rvs(loc=3, scale=0.4, size=N * 4) + y[N : 2 * N] = y[N : 2 * N] + 1 + y[2 * N : 3 * N] = y[2 * N : 3 * N] - 0.5 + + # Add drug column + t1 = np.repeat("Placebo", N * 2).tolist() + t2 = np.repeat("Drug", N * 2).tolist() + treatment = t1 + t2 + + # Add a `rep` column as the first variable for the 2 replicates of experiments done + rep = [] + for i in range(N * 2): + rep.append("Rep1") + rep.append("Rep2") + + # Add a `genotype` column as the second variable + wt = np.repeat("W", N).tolist() + mt = np.repeat("M", N).tolist() + wt2 = np.repeat("W", N).tolist() + mt2 = np.repeat("M", N).tolist() + + genotype = wt + mt + wt2 + mt2 + + # Add an `id` column for paired data plotting. + id = list(range(0, N * 2)) + id_col = id + id + + # Combine all columns into a DataFrame. + df = pd.DataFrame( + {"ID": id_col, "Rep": rep, "Genotype": genotype, "Treatment": treatment, "Y": y} + ) + return df + + +def create_demo_prop_dataset(seed=9999, N=40): + np.random.seed(9999) # Fix the seed so the results are replicable. + # Create samples + n = 1 + c1 = np.random.binomial(n, 0.2, size=N) + c2 = np.random.binomial(n, 0.2, size=N) + c3 = np.random.binomial(n, 0.8, size=N) + + t1 = np.random.binomial(n, 0.5, size=N) + t2 = np.random.binomial(n, 0.2, size=N) + t3 = np.random.binomial(n, 0.3, size=N) + t4 = np.random.binomial(n, 0.4, size=N) + t5 = np.random.binomial(n, 0.5, size=N) + t6 = np.random.binomial(n, 0.6, size=N) + t7 = np.zeros(N) + t8 = np.ones(N) + t9 = np.zeros(N) + + # Add a `gender` column for coloring the data. + females = np.repeat("Female", N / 2).tolist() + males = np.repeat("Male", N / 2).tolist() + gender = females + males + + # Add an `id` column for paired data plotting. + id_col = pd.Series(range(1, N + 1)) + + # Combine samples and gender into a DataFrame. + df = pd.DataFrame( + { + "Control 1": c1, + "Test 1": t1, + "Control 2": c2, + "Test 2": t2, + "Control 3": c3, + "Test 3": t3, + "Test 4": t4, + "Test 5": t5, + "Test 6": t6, + "Test 7": t7, + "Test 8": t8, + "Test 9": t9, + "Gender": gender, + "ID": id_col, + } + ) + + return df + +df = create_demo_dataset() +df_delta = create_demo_dataset_delta() +df_prop = create_demo_prop_dataset() + +# Two group +two_groups_unpaired = load(df, idx=("Control 1", "Test 1")) +two_groups_paired = load(df, idx=("Control 1", "Test 1"), paired='baseline', id_col='ID') + +# Multi two group +multi_2group_unpaired = load(df, idx=(("Control 1","Test 1",),("Control 2", "Test 2"),),) +multi_2group_paired = load(df, idx=(("Control 1","Test 1",),("Control 2", "Test 2"),), paired='baseline', id_col='ID') + +# Multi-group +shared_control = load(df, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6")) +repeated_measures = load(df, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6"), paired='baseline', id_col='ID') + +# Mixed multi group and two group +multi_groups_unpaired = load(df,idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),),) +multi_groups_paired = load(df,idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),), + paired='baseline', id_col='ID') + + +# Proportions +multi_groups_unpaired_prop = load(df_prop, idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),), + proportional=True,) + +multi_groups_paired_baseline_prop = load(df_prop, idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),), + paired="baseline", id_col="ID", proportional=True,) + +# delta-delta +delta_delta_unpaired = load(data=df_delta, x=["Genotype", "Genotype"], y="Y", delta2=True, experiment="Treatment") +delta_delta_paired = load(data = df_delta, x = ["Treatment", "Rep"], y = "Y", delta2 = True, experiment = "Genotype", paired="baseline", id_col="ID") + +# mini_meta +mini_meta_unpaired = load(df, idx=(("Control 1", "Test 1"), ("Control 2", "Test 2"), ("Control 3", "Test 3")),mini_meta=True) +mini_meta_paired = load(df, idx=(("Control 1", "Test 1"), ("Control 2", "Test 2"), ("Control 3", "Test 3")),mini_meta=True, paired='baseline', id_col='ID') + + +# Two Group +@pytest.mark.mpl_image_compare(tolerance=8) +def test_250_2group_unpaired_meandiff_gridkey_autoparser(): + return two_groups_unpaired.mean_diff.plot(gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_251_2group_unpaired_meandiff_gridkey_userdefinedrows(): + return two_groups_unpaired.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_252_2group_paired_meandiff_gridkey_autoparser(): + return two_groups_paired.mean_diff.plot(gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_253_2group_paired_meandiff_gridkey_userdefinedrows(): + return two_groups_paired.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +# Multi 2 Group +@pytest.mark.mpl_image_compare(tolerance=8) +def test_254_multi_2group_unpaired_meandiff_gridkey_autoparser(): + return multi_groups_unpaired.mean_diff.plot(gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_255_multi_2group_unpaired_meandiff_gridkey_userdefinedrows(): + return multi_groups_unpaired.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +# Shared Control and Repeated Measures +@pytest.mark.mpl_image_compare(tolerance=8) +def test_256_shared_control_meandiff_gridkey_autoparser(): + return shared_control.mean_diff.plot(gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_257_shared_control_meandiff_gridkey_userdefinedrows(): + return shared_control.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_258_repeated_measures_meandiff_gridkey_autoparser(): + return repeated_measures.mean_diff.plot(gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_259_repeated_measures_meandiff_gridkey_userdefinedrows(): + return repeated_measures.mean_diff.plot(gridkey_rows=['Control', 'Test']); + + +# Multi groups +@pytest.mark.mpl_image_compare(tolerance=8) +def test_260_multigroups_unpaired_meandiff_gridkey_userdefinedrows(): + return multi_groups_unpaired.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_261_multigroups_unpaired_meandiff_gridkey_autoparser(): + return multi_groups_unpaired.mean_diff.plot(gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_262_multigroups_paired_meandiff_gridkey_userdefinedrows(): + return multi_groups_paired.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_263_multigroups_paired_meandiff_gridkey_autoparser(): + return multi_groups_paired.mean_diff.plot(gridkey_rows='auto'); + +# Proportions +@pytest.mark.mpl_image_compare(tolerance=8) +def test_264_multigroups_prop_unpaired_meandiff_gridkey_userdefinedrows(): + return multi_groups_unpaired_prop.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_265_multigroups_prop_unpaired_meandiff_gridkey_autoparser(): + return multi_groups_unpaired_prop.mean_diff.plot(gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_266_multigroups_prop_paired_meandiff_gridkey_userdefinedrows(): + return multi_groups_paired_baseline_prop.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_267_multigroups_prop_paired_meandiff_gridkey_autoparser(): + return multi_groups_paired_baseline_prop.mean_diff.plot(gridkey_rows='auto'); + + + +# delta-delta +@pytest.mark.mpl_image_compare(tolerance=8) +def test_268_delta_delta_unpaired_meandiff_gridkey_autoparser(): + return delta_delta_unpaired.mean_diff.plot(gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_269_delta_delta_paired_meandiff_gridkey_autoparser(): + return delta_delta_paired.mean_diff.plot(gridkey_rows='auto'); + + +# mini-meta +@pytest.mark.mpl_image_compare(tolerance=8) +def test_270_mini_meta_unpaired_meandiff_gridkey_userdefinedrows(): + return mini_meta_unpaired.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_271_mini_meta_unpaired_meandiff_gridkey_autoparser(): + return mini_meta_unpaired.mean_diff.plot(gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_272_mini_meta_paired_meandiff_gridkey_userdefinedrows(): + return mini_meta_paired.mean_diff.plot(gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_273_mini_meta_paired_meandiff_gridkey_autoparser(): + return mini_meta_paired.mean_diff.plot(gridkey_rows='auto'); + + +# Gridkey kwargs +multi_2group_paired_test = load(df, idx=(("Control 1","Control 2",),("Test 1", "Test 2"),), paired='baseline', id_col='ID') +@pytest.mark.mpl_image_compare(tolerance=8) +def test_274_gridkey_merge_pairs_and_autoparser(): + return multi_2group_paired_test.mean_diff.plot(gridkey_rows=['Control', 'Test'], gridkey_kwargs={'merge_pairs': True}); + +gridkey_kwargs = {'show_es': False, 'show_Ns': False, 'marker': '√'} +@pytest.mark.mpl_image_compare(tolerance=8) +def test_275_gridkey_kwargs_and_autoparser(): + return two_groups_unpaired.mean_diff.plot(gridkey_rows='auto', gridkey_kwargs=gridkey_kwargs); + diff --git a/nbs/tests/mpl_image_tests/test_Horizontal_Plots.py b/nbs/tests/mpl_image_tests/test_Horizontal_Plots.py new file mode 100644 index 00000000..a042a98c --- /dev/null +++ b/nbs/tests/mpl_image_tests/test_Horizontal_Plots.py @@ -0,0 +1,894 @@ +import pytest +import numpy as np +import pandas as pd +from scipy.stats import norm + + +import matplotlib as mpl + +mpl.use("Agg") +import matplotlib.pyplot as plt +import matplotlib.ticker as Ticker +import seaborn as sns + +from dabest._api import load + +def create_demo_dataset(seed=9999, N=20): + import numpy as np + import pandas as pd + from scipy.stats import norm # Used in generation of populations. + + np.random.seed(9999) # Fix the seed so the results are replicable. + # pop_size = 10000 # Size of each population. + + # Create samples + c1 = norm.rvs(loc=3, scale=0.4, size=N) + c2 = norm.rvs(loc=3.5, scale=0.75, size=N) + c3 = norm.rvs(loc=3.25, scale=0.4, size=N) + + t1 = norm.rvs(loc=3.5, scale=0.5, size=N) + t2 = norm.rvs(loc=2.5, scale=0.6, size=N) + t3 = norm.rvs(loc=3, scale=0.75, size=N) + t4 = norm.rvs(loc=3.5, scale=0.75, size=N) + t5 = norm.rvs(loc=3.25, scale=0.4, size=N) + t6 = norm.rvs(loc=3.25, scale=0.4, size=N) + + # Add a `gender` column for coloring the data. + females = np.repeat("Female", N / 2).tolist() + males = np.repeat("Male", N / 2).tolist() + gender = females + males + + # Add an `id` column for paired data plotting. + id_col = pd.Series(range(1, N + 1)) + + # Combine samples and gender into a DataFrame. + df = pd.DataFrame( + { + "Control 1": c1, + "Test 1": t1, + "Control 2": c2, + "Test 2": t2, + "Control 3": c3, + "Test 3": t3, + "Test 4": t4, + "Test 5": t5, + "Test 6": t6, + "Gender": gender, + "ID": id_col, + } + ) + + return df + +def create_demo_dataset_delta(seed=9999, N=20): + + import numpy as np + import pandas as pd + from scipy.stats import norm # Used in generation of populations. + + np.random.seed(seed) # Fix the seed so the results are replicable. + # pop_size = 10000 # Size of each population. + + from scipy.stats import norm # Used in generation of populations. + + # Create samples + y = norm.rvs(loc=3, scale=0.4, size=N * 4) + y[N : 2 * N] = y[N : 2 * N] + 1 + y[2 * N : 3 * N] = y[2 * N : 3 * N] - 0.5 + + # Add drug column + t1 = np.repeat("Placebo", N * 2).tolist() + t2 = np.repeat("Drug", N * 2).tolist() + treatment = t1 + t2 + + # Add a `rep` column as the first variable for the 2 replicates of experiments done + rep = [] + for i in range(N * 2): + rep.append("Rep1") + rep.append("Rep2") + + # Add a `genotype` column as the second variable + wt = np.repeat("W", N).tolist() + mt = np.repeat("M", N).tolist() + wt2 = np.repeat("W", N).tolist() + mt2 = np.repeat("M", N).tolist() + + genotype = wt + mt + wt2 + mt2 + + # Add an `id` column for paired data plotting. + id = list(range(0, N * 2)) + id_col = id + id + + # Combine all columns into a DataFrame. + df = pd.DataFrame( + {"ID": id_col, "Rep": rep, "Genotype": genotype, "Treatment": treatment, "Y": y} + ) + return df + +def create_demo_prop_dataset(seed=9999, N=40): + np.random.seed(9999) # Fix the seed so the results are replicable. + # Create samples + n = 1 + c1 = np.random.binomial(n, 0.2, size=N) + c2 = np.random.binomial(n, 0.2, size=N) + c3 = np.random.binomial(n, 0.8, size=N) + + t1 = np.random.binomial(n, 0.5, size=N) + t2 = np.random.binomial(n, 0.2, size=N) + t3 = np.random.binomial(n, 0.3, size=N) + t4 = np.random.binomial(n, 0.4, size=N) + t5 = np.random.binomial(n, 0.5, size=N) + t6 = np.random.binomial(n, 0.6, size=N) + t7 = np.zeros(N) + t8 = np.ones(N) + t9 = np.zeros(N) + + # Add a `gender` column for coloring the data. + females = np.repeat("Female", N / 2).tolist() + males = np.repeat("Male", N / 2).tolist() + gender = females + males + + # Add an `id` column for paired data plotting. + id_col = pd.Series(range(1, N + 1)) + + # Combine samples and gender into a DataFrame. + df = pd.DataFrame( + { + "Control 1": c1, + "Test 1": t1, + "Control 2": c2, + "Test 2": t2, + "Control 3": c3, + "Test 3": t3, + "Test 4": t4, + "Test 5": t5, + "Test 6": t6, + "Test 7": t7, + "Test 8": t8, + "Test 9": t9, + "Gender": gender, + "ID": id_col, + } + ) + + return df + +df = create_demo_dataset() +df_delta = create_demo_dataset_delta() +df_prop = create_demo_prop_dataset() + +# Two group +two_groups_unpaired = load(df, idx=("Control 1", "Test 1")) +two_groups_paired = load(df, idx=("Control 1", "Test 1"), paired='baseline', id_col='ID') + +# Multi two group +multi_2group_unpaired = load(df, idx=(("Control 1","Test 1",),("Control 2", "Test 2"),),) +multi_2group_paired = load(df, idx=(("Control 1","Test 1",),("Control 2", "Test 2"),), paired='baseline', id_col='ID') + +# Multi-group +shared_control = load(df, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6")) +repeated_measures = load(df, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6"), paired='baseline', id_col='ID') + + +# Mixed multi group and two group +multi_groups_unpaired = load(df,idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),),) +multi_groups_paired_baseline = load(df,idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),), + paired='baseline', id_col='ID') +multi_groups_paired_sequential = load(df,idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),), + paired='sequential', id_col='ID') + +# Proportion plots +df_prop = create_demo_prop_dataset() + +two_groups_unpaired_prop = load(df_prop, idx=("Control 1", "Test 1"), proportional=True) + +two_groups_paired_baseline_prop = load(df_prop, idx=("Control 1", "Test 1"), paired="baseline", id_col="ID", proportional=True) + +two_groups_paired_sequential_prop = load(df_prop, idx=("Control 1", "Test 1"), paired="sequential", id_col="ID", proportional=True) + +multi_2group_unpaired_prop = load(df_prop, idx=(("Control 1","Test 1",),("Control 2", "Test 2"),), proportional=True,) + +multi_2group_paired_baseline_prop = load(df_prop, idx=(("Control 1", "Test 1"), ("Control 2", "Test 2")), paired="baseline", id_col="ID", proportional=True,) + +multi_2group_paired_sequential_prop = load(df_prop, idx=(("Control 1", "Test 1"), ("Control 2", "Test 2")), paired="sequential", id_col="ID", proportional=True,) + +shared_control_prop = load(df_prop, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6"), proportional=True,) + +repeated_measures_baseline_prop = load(df_prop, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6"), + paired="baseline", id_col="ID", proportional=True,) + +repeated_measures_sequential_prop = load(df_prop, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6"), + paired="sequential", id_col="ID", proportional=True,) + +multi_groups_unpaired_prop = load(df_prop, idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),), + proportional=True,) + +multi_groups_paired_baseline_prop = load(df_prop, idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),), + paired="baseline", id_col="ID", proportional=True,) + +multi_groups_paired_sequential_prop = load(df_prop, idx=(("Control 1","Test 1",),("Control 2", "Test 2", "Test 3"), + ("Control 3", "Test 4", "Test 5", "Test 6"),), paired="sequential", + id_col="ID", proportional=True,) + +zero_to_zero_prop = load(df_prop, idx=("Test 7", "Test 9"), proportional=True, paired="sequential", id_col="ID") +zero_to_one_prop = load(df_prop, idx=("Test 7", "Test 8"), proportional=True, paired="sequential", id_col="ID") +one_to_zero_prop = load(df_prop, idx=("Test 8", "Test 7"), proportional=True, paired="sequential", id_col="ID") +one_in_separate_control_prop = load(df_prop,idx=((("Control 1", "Test 1"), ("Test 2", "Test 3"), ("Test 4", "Test 8", "Test 6"))), + proportional=True, paired="sequential", id_col="ID",) + + + +# delta-delta +delta_delta_unpaired = load(data = df_delta, x = ["Genotype", "Genotype"], y = "Y", delta2 = True, experiment = "Treatment") +delta_delta_unpaired_specified = load(data = df_delta, x = ["Genotype", "Genotype"], y = "Y", + delta2 = True, experiment = "Treatment", + experiment_label = ["Drug", "Placebo"], + x1_level = ["M", "W"]) +delta_delta_paired_baseline = load(data = df_delta, x = ["Treatment", "Rep"], y = "Y", delta2 = True, experiment = "Genotype", paired="baseline", id_col="ID") +delta_delta_paired_sequential = load(data = df_delta, x = ["Treatment", "Rep"], y = "Y", delta2 = True, experiment = "Genotype", paired="sequential", id_col="ID") + +# mini_meta +mini_meta_unpaired = load(df, idx=(("Control 1", "Test 1"), ("Control 2", "Test 2"), ("Control 3", "Test 3")), mini_meta=True) +mini_meta_paired_baseline = load(df, id_col = "ID", idx=(("Control 1", "Test 1"), ("Control 2", "Test 2"), ("Control 3", "Test 3")), + paired = "baseline", mini_meta=True) +mini_meta_paired_sequential = load(df, id_col = "ID", idx=(("Control 1", "Test 1"), ("Control 2", "Test 2"), ("Control 3", "Test 3")), + paired = "sequential", mini_meta=True) + + +# Tests +# Two Group + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_300_2group_unpaired_meandiff(): + return two_groups_unpaired.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_301_2group_unpaired_mediandiff(): + return two_groups_unpaired.median_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_302_2group_unpaired_hedges_g(): + return two_groups_unpaired.hedges_g.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_303_2group_paired_meandiff(): + return two_groups_paired.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_304_2group_paired_hedges_g(): + return two_groups_paired.hedges_g.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_305_2group_cummings_unpaired_meandiff(): + return two_groups_unpaired.mean_diff.plot(horizontal=True, fig_size=(6, 4), float_contrast=False) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_306_2group_cummings_paired_meandiff(): + return two_groups_paired.mean_diff.plot(horizontal=True, float_contrast=False) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_307_multi2group_unpaired(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_308_multi2group_paired(): + return multi_2group_paired.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_309_sharedcontrol(): + return shared_control.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_310_repeatedmeasure(): + return repeated_measures.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_311_multigroups_unpaired(): + return multi_groups_unpaired.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_312_multigroups_paired_baseline(): + return multi_groups_paired_baseline.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_313_multigroups_paired_sequential(): + return multi_groups_paired_sequential.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_314_2group_unpaired_ylabel(): + return two_groups_unpaired.mean_diff.plot(horizontal=True, + swarm_label="This is my\nrawdata", contrast_label="The bootstrap\ndistribtions!" + ) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_315_multi2group_color(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, color_col="Gender") + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_316_2group_paired_color(): + return two_groups_paired.mean_diff.plot(horizontal=True, color_col="Gender") + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_317_multi2group_unpaired_change_palette_a(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, color_col="Gender", custom_palette="Dark2") + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_318_multi2group_unpaired_change_palette_b(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, custom_palette="Paired") + +my_color_palette = { + "Control 1": "blue", + "Test 1": "purple", + "Control 2": "#cb4b16", # This is a hex string. + "Test 2": (0.0, 0.7, 0.2), # This is a RGB tuple. +} + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_319_multi2group_unpaired_change_palette_c(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, custom_palette=my_color_palette) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_320_multi2group_unpaired_desat(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, + custom_palette=my_color_palette, swarm_desat=0.75, halfviolin_desat=0.25 + ) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_321_multi2group_unpaired_dot_sizes(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, raw_marker_size=3, es_marker_size=12) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_322_multi2group_unpaired_change_ylims(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, swarm_ylim=(0, 5), contrast_ylim=(-2, 2)) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_323_2group_unpaired_ticker(): + f = two_groups_unpaired.mean_diff.plot(horizontal=True) + + rawswarm_axes = f.axes[0] + contrast_axes = f.axes[1] + + rawswarm_axes.xaxis.set_major_locator(Ticker.MultipleLocator(1)) + rawswarm_axes.xaxis.set_minor_locator(Ticker.MultipleLocator(0.5)) + + contrast_axes.xaxis.set_major_locator(Ticker.MultipleLocator(0.5)) + contrast_axes.xaxis.set_minor_locator(Ticker.MultipleLocator(0.25)) + + return f + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_324_multi2group_unpaired_ticker(): + f = multi_2group_unpaired.mean_diff.plot(horizontal=True, swarm_ylim=(0, 6), contrast_ylim=(-3, 1)) + + rawswarm_axes = f.axes[0] + contrast_axes = f.axes[1] + + rawswarm_axes.xaxis.set_major_locator(Ticker.MultipleLocator(2)) + rawswarm_axes.xaxis.set_minor_locator(Ticker.MultipleLocator(1)) + + contrast_axes.xaxis.set_major_locator(Ticker.MultipleLocator(0.5)) + contrast_axes.xaxis.set_minor_locator(Ticker.MultipleLocator(0.25)) + + return f + +np.random.seed(9999) +Ns = [20, 10, 21, 20] +c1 = pd.DataFrame({"Control": norm.rvs(loc=3, scale=0.4, size=Ns[0])}) +t1 = pd.DataFrame({"Test 1": norm.rvs(loc=3.5, scale=0.5, size=Ns[1])}) +t2 = pd.DataFrame({"Test 2": norm.rvs(loc=2.5, scale=0.6, size=Ns[2])}) +t3 = pd.DataFrame({"Test 3": norm.rvs(loc=3, scale=0.75, size=Ns[3])}) +wide_df = pd.concat([c1, t1, t2, t3], axis=1) + +long_df = pd.melt( + wide_df, + value_vars=["Control", "Test 1", "Test 2", "Test 3"], + value_name="value", + var_name="group", +) +long_df["dummy"] = np.repeat(np.nan, len(long_df)) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_325_wide_df_nan(): + wide_df_dabest = load(wide_df, idx=("Control", "Test 1", "Test 2", "Test 3")) + + return wide_df_dabest.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_326_long_df_nan(): + long_df_dabest = load( + long_df, x="group", y="value", idx=("Control", "Test 1", "Test 2", "Test 3") + ) + + return long_df_dabest.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_327_2group_paired_slopegraph_kwargs(): + return two_groups_paired.mean_diff.plot(horizontal=True, slopegraph_kwargs=dict(linestyle="dotted")) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_328_2group_unpaired_reflines_kwargs(): + return two_groups_unpaired.mean_diff.plot(horizontal=True, reflines_kwargs=dict(linestyle="dotted")) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_329_2group_unpaired_cumming_reflines_kwargs(): + return two_groups_unpaired.mean_diff.plot(horizontal=True, + fig_size=(12, 10), + float_contrast=False, + reflines_kwargs=dict(linestyle="dotted", linewidth=2), + contrast_ylim=(-1, 1), + ) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_330_2group_paired_cumming_slopegraph_reflines_kwargs(): + return two_groups_paired.mean_diff.plot(horizontal=True, + float_contrast=False, + color_col="Gender", + slopegraph_kwargs=dict(linestyle="dotted"), + reflines_kwargs=dict(linestyle="dashed", linewidth=2), + contrast_ylim=(-1, 1), + ) + + + +# Proportion plots + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_331_2group_unpaired_propdiff(): + return two_groups_unpaired_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_332_2group_unpaired_cummings_propdiff(): + return two_groups_unpaired_prop.mean_diff.plot(horizontal=True, fig_size=(6,4), float_contrast=False) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_333_multi2group_unpaired_propdiff(): + return multi_2group_unpaired_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_334_shared_control_propdiff(): + return shared_control_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_335_repeated_measures_baseline_propdiff(): + return repeated_measures_baseline_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_336_repeated_measures_sequential_propdiff(): + return repeated_measures_sequential_prop.mean_diff.plot(horizontal=True) + + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_337_multi_groups_unpaired_propdiff(): + return multi_groups_unpaired_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_338_multi_groups_paired_baseline_propdiff(): + return multi_groups_paired_baseline_prop.mean_diff.plot(horizontal=True) + + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_339_multi_groups_paired_sequential_propdiff(): + return multi_groups_paired_sequential_prop.mean_diff.plot(horizontal=True) + + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_340_2group_unpaired_prop_change_fig_size_and_palette_a(): + return two_groups_unpaired_prop.mean_diff.plot(horizontal=True, fig_size=(6, 6), custom_palette="Dark2") + + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_341_multi2group_unpaired_prop_change_palette_b(): + return multi_2group_unpaired_prop.mean_diff.plot(horizontal=True, custom_palette="Paired") + +my_color_palette = { + "Control 1": "blue", + "Test 1": "purple", + "Control 2": "#cb4b16", # This is a hex string. + "Test 2": (0.0, 0.7, 0.2), # This is a RGB tuple. +} + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_342_multi2group_unpaired_prop_change_palette_c(): + return multi_2group_unpaired_prop.mean_diff.plot(horizontal=True, custom_palette=my_color_palette) + + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_343_multi2group_unpaired_prop_desat(): + return multi_2group_unpaired_prop.mean_diff.plot(horizontal=True, + custom_palette=my_color_palette, bar_desat=0.1, halfviolin_desat=0.25 + ) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_344_2group_unpaired_prop_err_color(): + return two_groups_unpaired_prop.mean_diff.plot(horizontal=True, err_color="purple") + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_345_2group_unpaired_cummings_meandiff_bar_width(): + return two_groups_unpaired_prop.mean_diff.plot(horizontal=True, bar_width=0.4, float_contrast=False) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_346_2group_unpaired_prop_cohens_h(): + return two_groups_unpaired_prop.cohens_h.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_347_2group_unpaired_prop_cummings_cohens_h(): + return two_groups_unpaired_prop.cohens_h.plot(horizontal=True, float_contrast=False) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_348_2group_sankey(): + return two_groups_paired_baseline_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_349_2group_sankey_cummings(): + return two_groups_paired_baseline_prop.mean_diff.plot(horizontal=True, float_contrast=False) + + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_350_multi2group_sankey_baseline(): + return multi_2group_paired_baseline_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_351_multi2group_sankey_sequential(): + return multi_2group_paired_sequential_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_352_multigroups_sankey_baseline(): + return multi_groups_paired_baseline_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_353_multigroups_sankey_sequential(): + return multi_groups_paired_sequential_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_354_2group_sankey_transparency(): + return two_groups_paired_baseline_prop.mean_diff.plot(horizontal=True, sankey_kwargs={"alpha": 0.2}) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_355_zero_to_zero(): + return zero_to_zero_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_356_zero_to_one_prop(): + return zero_to_one_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_357_one_to_zero(): + return one_to_zero_prop.mean_diff.plot(horizontal=True) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_358_repeated_measures_baseline_sankey_off(): + return repeated_measures_baseline_prop.mean_diff.plot(horizontal=True, sankey_kwargs={"sankey": False}) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_359_repeated_measures_baseline_flow_off(): + return repeated_measures_baseline_prop.mean_diff.plot(horizontal=True, sankey_kwargs={"flow": False}) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_360_multigroups_paired_sequential_sankey_off(): + return multi_groups_paired_sequential_prop.mean_diff.plot(horizontal=True, sankey_kwargs={"sankey": False}) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_361_multigroups_paired_sequential_flow_off(): + return multi_groups_paired_sequential_prop.mean_diff.plot(horizontal=True, sankey_kwargs={"flow": False}) + + + +# delta-delta +@pytest.mark.mpl_image_compare(tolerance=8) +def test_362_cummings_unpaired_delta_delta_meandiff(): + return delta_delta_unpaired.mean_diff.plot(horizontal=True); + + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_363_cummings_sequential_delta_delta_meandiff(): + return delta_delta_paired_sequential.mean_diff.plot(horizontal=True); + + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_364_cummings_baseline_delta_delta_meandiff(): + return delta_delta_paired_baseline.mean_diff.plot(horizontal=True); + + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_365_delta_plot_ylabel(): + return delta_delta_paired_baseline.mean_diff.plot(horizontal=True, + swarm_label="This is my\nrawdata", + contrast_label="The bootstrap\ndistribtions!", + delta2_label="This is delta!"); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_366_delta_plot_change_palette_a(): + return delta_delta_paired_sequential.mean_diff.plot(horizontal=True, custom_palette="Dark2"); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_367_delta_specified(): + return delta_delta_unpaired_specified.mean_diff.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_368_delta_change_ylims(): + return delta_delta_paired_sequential.mean_diff.plot(horizontal=True, swarm_ylim=(0, 9), + contrast_ylim=(-2, 2), + fig_size=(15,6)); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_369_delta_invert_ylim(): + return delta_delta_paired_sequential.mean_diff.plot(horizontal=True, + contrast_ylim=(2, -2), + contrast_label="More negative is better!"); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_370_delta_median_diff(): + return delta_delta_paired_sequential.median_diff.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_371_delta_cohens_d(): + return delta_delta_unpaired.cohens_d.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_372_delta_show_delta2(): + return delta_delta_unpaired.mean_diff.plot(horizontal=True, show_delta2=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_373_delta_axes_invert_ylim(): + return delta_delta_unpaired.mean_diff.plot(horizontal=True, delta2_ylim=(2, -2), + delta2_label="More negative is better!"); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_374_delta_axes_invert_ylim_not_showing_delta2(): + return delta_delta_unpaired.mean_diff.plot(horizontal=True, delta2_ylim=(2, -2), + delta2_label="More negative is better!", + show_delta2=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_375_unpaired_delta_g(): + return delta_delta_unpaired.delta_g.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_376_sequential_delta_g(): + return delta_delta_paired_sequential.mean_diff.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_377_baseline_delta_g(): + return delta_delta_paired_baseline.mean_diff.plot(horizontal=True); + + +# mini_meta +@pytest.mark.mpl_image_compare(tolerance=8) +def test_378_cummings_unpaired_mini_meta_meandiff(): + return mini_meta_unpaired.mean_diff.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_379_cummings_sequential_mini_meta_meandiff(): + return mini_meta_paired_sequential.mean_diff.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_380_cummings_baseline_mini_meta_meandiff(): + return mini_meta_paired_baseline.mean_diff.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_381_mini_meta_plot_ylabel(): + return mini_meta_paired_baseline.mean_diff.plot(horizontal=True, swarm_label="This is my\nrawdata", + contrast_label="The bootstrap\ndistribtions!"); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_382_mini_meta_plot_change_palette_a(): + return mini_meta_unpaired.mean_diff.plot(horizontal=True, custom_palette="Dark2"); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_383_mini_meta_dot_sizes(): + return mini_meta_paired_sequential.mean_diff.plot(horizontal=True, show_pairs=False,raw_marker_size=3, + es_marker_size=12); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_384_mini_meta_change_ylims(): + return mini_meta_paired_sequential.mean_diff.plot(horizontal=True, swarm_ylim=(0, 5), + contrast_ylim=(-2, 2), + fig_size=(15,6)); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_385_mini_meta_invert_ylim(): + return mini_meta_paired_sequential.mean_diff.plot(horizontal=True, contrast_ylim=(2, -2), + contrast_label="More negative is better!"); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_386_mini_meta_median_diff(): + return mini_meta_paired_sequential.median_diff.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_387_mini_meta_cohens_d(): + return mini_meta_unpaired.cohens_d.plot(horizontal=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_388_mini_meta_not_show(): + return mini_meta_unpaired.mean_diff.plot(horizontal=True, show_mini_meta=False); + + +# Aesthetic kwargs +# Swarm_Side +@pytest.mark.mpl_image_compare(tolerance=8) +def test_389_Swarm_Side_Center(): + return two_groups_unpaired.mean_diff.plot(horizontal=True, swarm_side='center'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_390_Swarm_Side_Right(): + return two_groups_unpaired.mean_diff.plot(horizontal=True, swarm_side='right'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_391_Swarm_Side_Left(): + return two_groups_unpaired.mean_diff.plot(horizontal=True, swarm_side='left'); + +# Empty Circle +@pytest.mark.mpl_image_compare(tolerance=8) +def test_392_Empty_Circle(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, empty_circle=True); + +# Table kwargs +@pytest.mark.mpl_image_compare(tolerance=8) +def test_393_Horizontal_Table_Kwargs(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, horizontal_table_kwargs={'color': 'red', 'alpha': 0.5, 'text_color': 'white', + 'text_units':'mm', 'label': 'delta mm', 'control_marker': 'o',}); + +# Gridkey +# Two Group +@pytest.mark.mpl_image_compare(tolerance=8) +def test_394_2group_unpaired_meandiff_gridkey_autoparser(): + return two_groups_unpaired.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_395_2group_paired_meandiff_gridkey_autoparser(): + return two_groups_paired.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + +# Multi 2 Group +@pytest.mark.mpl_image_compare(tolerance=8) +def test_396_multi_2group_unpaired_meandiff_gridkey_userdefinedrows(): + return multi_groups_unpaired.mean_diff.plot(horizontal=True, gridkey_rows=['Control', 'Test']); + +# Shared Control and Repeated Measures +@pytest.mark.mpl_image_compare(tolerance=8) +def test_397_shared_control_meandiff_gridkey_autoparser(): + return shared_control.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_398_repeated_measures_meandiff_gridkey_autoparser(): + return repeated_measures.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + + +# Multi groups +@pytest.mark.mpl_image_compare(tolerance=8) +def test_399_multigroups_unpaired_meandiff_gridkey_userdefinedrows(): + return multi_groups_unpaired.mean_diff.plot(horizontal=True, gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_400_multigroups_unpaired_meandiff_gridkey_autoparser(): + return multi_groups_unpaired.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_401_multigroups_paired_meandiff_gridkey_userdefinedrows(): + return multi_groups_paired_baseline.mean_diff.plot(horizontal=True, gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_402_multigroups_paired_meandiff_gridkey_autoparser(): + return multi_groups_paired_baseline.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + +# Proportions +@pytest.mark.mpl_image_compare(tolerance=8) +def test_403_multigroups_prop_unpaired_meandiff_gridkey_userdefinedrows(): + return multi_groups_unpaired_prop.mean_diff.plot(horizontal=True, gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_404_multigroups_prop_unpaired_meandiff_gridkey_autoparser(): + return multi_groups_unpaired_prop.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_405_multigroups_prop_paired_meandiff_gridkey_userdefinedrows(): + return multi_groups_paired_baseline_prop.mean_diff.plot(horizontal=True, gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_406_multigroups_prop_paired_meandiff_gridkey_autoparser(): + return multi_groups_paired_baseline_prop.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + + +# delta-delta +@pytest.mark.mpl_image_compare(tolerance=8) +def test_407_delta_delta_unpaired_meandiff_gridkey_autoparser(): + return delta_delta_unpaired.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_408_delta_delta_paired_meandiff_gridkey_autoparser(): + return delta_delta_paired_baseline.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + + +# mini-meta +@pytest.mark.mpl_image_compare(tolerance=8) +def test_409_mini_meta_unpaired_meandiff_gridkey_userdefinedrows(): + return mini_meta_unpaired.mean_diff.plot(horizontal=True, gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_410_mini_meta_unpaired_meandiff_gridkey_autoparser(): + return mini_meta_unpaired.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_411_mini_meta_paired_meandiff_gridkey_userdefinedrows(): + return mini_meta_paired_baseline.mean_diff.plot(horizontal=True, gridkey_rows=['Control', 'Test']); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_412_mini_meta_paired_meandiff_gridkey_autoparser(): + return mini_meta_paired_baseline.mean_diff.plot(horizontal=True, gridkey_rows='auto'); + +# Gridkey kwargs +multi_2group_paired_test = load(df, idx=(("Control 1","Control 2",),("Test 1", "Test 2"),), paired='baseline', id_col='ID') +@pytest.mark.mpl_image_compare(tolerance=8) +def test_413_gridkey_merge_pairs_and_autoparser(): + return multi_2group_paired_test.mean_diff.plot(horizontal=True, gridkey_rows=['Control', 'Test'], gridkey_kwargs={'merge_pairs': True}); + +gridkey_kwargs = {'show_es': False, 'show_Ns': False, 'marker': '√'} +@pytest.mark.mpl_image_compare(tolerance=8) +def test_414_gridkey_kwargs_and_autoparser(): + return two_groups_unpaired.mean_diff.plot(horizontal=True, gridkey_rows='auto', gridkey_kwargs=gridkey_kwargs); + +# Table hide +@pytest.mark.mpl_image_compare(tolerance=8) +def test_415_Horizontal_Table_hide(): + return multi_2group_unpaired.mean_diff.plot(horizontal=True, horizontal_table_kwargs={'show': False}); + +# Delta-dots +@pytest.mark.mpl_image_compare(tolerance=8) +def test_416_delta_dot_hide(): + return multi_2group_paired.mean_diff.plot(horizontal=True, delta_dot=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_417_delta_dot_kwargs(): + return multi_2group_paired.mean_diff.plot(horizontal=True, delta_dot_kwargs={"color":'red', "alpha":0.1, 'zorder': 2, 'size': 5, 'side': 'left'}); + +# Contrast bars +@pytest.mark.mpl_image_compare(tolerance=8) +def test_418_shared_control_meandiff_showcontrastbars(): + return shared_control.mean_diff.plot(horizontal=True, contrast_bars=True, swarm_bars=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_419_shared_control_meandiff_hidecontrastbars(): + return shared_control.mean_diff.plot(horizontal=True, contrast_bars=False, swarm_bars=False); + +contrast_kwargs = {'color': "red", 'alpha': 0.2} +@pytest.mark.mpl_image_compare(tolerance=8) +def test_420_shared_control_meandiff_contrastbars_kwargs(): + return shared_control.mean_diff.plot(horizontal=True, contrast_bars=True, contrast_bars_kwargs = contrast_kwargs, swarm_bars=False); + +# Summary bars +summary_bars=[0, 1] +@pytest.mark.mpl_image_compare(tolerance=8) +def test_421_shared_control_meandiff_summarybars(): + return shared_control.mean_diff.plot(horizontal=True, summary_bars=[0, 1], swarm_bars=False, contrast_bars=False,); + +summary_bars_kwargs = {'color': "black", 'alpha': 0.2, 'span_ax': True} +@pytest.mark.mpl_image_compare(tolerance=8) +def test_422_shared_control_meandiff_summarybars_kwargs(): + return shared_control.mean_diff.plot(horizontal=True, summary_bars=[0, 1], summary_bars_kwargs = summary_bars_kwargs, + contrast_bars=False, swarm_bars=False); + +# Add counts to prop plots +@pytest.mark.mpl_image_compare(tolerance=8) +def test_423_shared_control_propdiff_show_counts(): + return shared_control_prop.mean_diff.plot(horizontal=True, prop_sample_counts=True,) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_424_repeated_measures_baseline_propdiff_show_counts(): + return repeated_measures_baseline_prop.mean_diff.plot(horizontal=True, prop_sample_counts=True,) + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_425_repeated_measures_baseline_propdiff_show_counts_and_kwargs(): + return repeated_measures_baseline_prop.mean_diff.plot(horizontal=True, + prop_sample_counts=True, prop_sample_counts_kwargs={"color": "red", "fontsize": 12, "fontweight": "bold"}) + +# Effect size paired lines +@pytest.mark.mpl_image_compare(tolerance=8) +def test_426_repeatedmeasures_meandiff_show_es_paired_lines(): + return repeated_measures.mean_diff.plot(horizontal=True, es_paired_lines=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_427_repeatedmeasures_meandiff_hide_es_paired_lines(): + return repeated_measures.mean_diff.plot(horizontal=True, es_paired_lines=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_428_multigroups_paired_meandiff_es_paired_lines_kwargs(): + return multi_groups_paired_baseline.mean_diff.plot(horizontal=True, es_paired_lines=True, es_paired_lines_kwargs={'color':'red', 'linestyle': '--', 'linewidth': 2, 'alpha': 0.5}); diff --git a/nbs/tests/mpl_image_tests/test_plot_aesthetics.py b/nbs/tests/mpl_image_tests/test_plot_aesthetics.py index 6d362d6f..6c056ea7 100644 --- a/nbs/tests/mpl_image_tests/test_plot_aesthetics.py +++ b/nbs/tests/mpl_image_tests/test_plot_aesthetics.py @@ -113,42 +113,26 @@ def create_demo_dataset_delta(seed=9999, N=20): two_groups_unpaired = load(df, idx=("Control 1", "Test 1")) -multi_2group = load( - df, - idx=( - ( - "Control 1", - "Test 1", - ), - ("Control 2", "Test 2"), - ), -) +multi_2group = load(df, idx=(("Control 1", "Test 1",), ("Control 2", "Test 2"),),) -shared_control = load( - df, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6") -) +multi_2group_paired = load(df, idx=(("Control 1", "Test 1"), + ("Control 2", "Test 2")),paired='baseline', id_col='ID') -multi_groups = load( - df, - idx=( - ( - "Control 1", - "Test 1", - ), - ("Control 2", "Test 2", "Test 3"), - ("Control 3", "Test 4", "Test 5", "Test 6"), - ), -) +shared_control = load(df, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6")) -unpaired_delta_delta = load( - data=df_delta, x=["Genotype", "Genotype"], y="Y", delta2=True, experiment="Treatment" -) +repeated_measures = load(df, idx=("Control 1", "Test 1", "Test 2", "Test 3", "Test 4", "Test 5", "Test 6"), paired='baseline', id_col='ID') -unpaired_mini_meta = load(df, idx=(("Control 1", "Test 1"), ("Control 2", "Test 2"), ("Control 3", "Test 3")), - mini_meta=True) +multi_groups_paired_baseline = load(df,idx=(("Control 1","Test 1", "Test 2"),("Control 2", "Test 3"),("Control 3", "Test 4", "Test 5", "Test 6"),), + paired='baseline', id_col='ID') -multi_groups_change_idx_original = load( - df, +multi_groups = load(df, idx=(("Control 1", "Test 1",), ("Control 2", "Test 2", "Test 3"), + ("Control 3", "Test 4", "Test 5", "Test 6"),),) + +unpaired_delta_delta = load(data=df_delta, x=["Genotype", "Genotype"], y="Y", delta2=True, experiment="Treatment") + +unpaired_mini_meta = load(df, idx=(("Control 1", "Test 1"), ("Control 2", "Test 2"), ("Control 3", "Test 3")), mini_meta=True) + +multi_groups_change_idx_original = load(df, idx=( ("Control 1", "Test 1", "Test 2"), ("Control 2", "Test 3", "Test 4"), @@ -173,6 +157,27 @@ def create_demo_dataset_delta(seed=9999, N=20): "Test 5": sns.color_palette("magma")[3], "Test 6": sns.color_palette("magma")[1]} +# Jitter tests +np.random.seed(9999) # Fix the seed to ensure reproducibility of results. +Ns = 20 # The number of samples taken from each population +# Create samples +c1 = [0.5]*Ns + [1.5]*Ns +c2 = [2]*Ns + [1]*Ns +t1 = [1]*Ns + [2]*Ns +t2 = [1.5]*Ns + [2.5]*Ns +t3 = [2]*Ns + [1]*Ns +t4 = [1]*Ns + [2]*Ns +t5 = [1.5]*Ns + [2.5]*Ns +id_col = pd.Series(range(1, 2*Ns+1)) +df_jittertest= pd.DataFrame({'Control 1' : c1, 'Test 1' : t1, + 'Control 2' : c2, 'Test 2' : t2, 'Test 3' : t3, + 'Test 4' : t4, 'Test 5' : t5, 'ID' : id_col}) +multi_2group_jitter = load(df, idx=(("Control 1","Test 1",), ("Control 2", "Test 2"), ), paired='baseline', id_col = 'ID') + + +# Tests + +# Empty circle @pytest.mark.mpl_image_compare(tolerance=8) def test_207_gardner_altman_meandiff_empty_circle(): return two_groups_unpaired.mean_diff.plot(empty_circle=True); @@ -201,6 +206,8 @@ def test_212_cummings_unpaired_delta_delta_meandiff_empty_circle(): def test_213_cummings_unpaired_mini_meta_meandiff_empty_circle(): return unpaired_mini_meta.mean_diff.plot(empty_circle=True); + +# Change palette @pytest.mark.mpl_image_compare(tolerance=8) def test_214_change_idx_order_custom_palette_original(): return multi_groups_change_idx_original.mean_diff.plot(custom_palette=palette); @@ -209,10 +216,102 @@ def test_214_change_idx_order_custom_palette_original(): def test_215_change_idx_order_custom_palette_new(): return multi_groups_change_idx_new.mean_diff.plot(custom_palette=palette); +# Swarm bars +@pytest.mark.mpl_image_compare(tolerance=8) +def test_216_cummings_shared_control_meandiff_showswarmbars(): + return shared_control.mean_diff.plot(swarm_bars=True, contrast_bars=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_217_cummings_shared_control_meandiff_hideswarmbars(): + return shared_control.mean_diff.plot(swarm_bars=False, contrast_bars=False); + +swarm_kwargs = {'color': "red", 'alpha': 0.2} +@pytest.mark.mpl_image_compare(tolerance=8) +def test_218_cummings_shared_control_meandiff_swarmbars_kwargs(): + return shared_control.mean_diff.plot(swarm_bars=True, swarm_bars_kwargs = swarm_kwargs, contrast_bars=False); + + +# Contrast bars +@pytest.mark.mpl_image_compare(tolerance=8) +def test_219_cummings_shared_control_meandiff_showcontrastbars(): + return shared_control.mean_diff.plot(contrast_bars=True, swarm_bars=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_220_cummings_shared_control_meandiff_hidecontrastbars(): + return shared_control.mean_diff.plot(contrast_bars=False, swarm_bars=False); + +contrast_kwargs = {'color': "red", 'alpha': 0.2} +@pytest.mark.mpl_image_compare(tolerance=8) +def test_221_cummings_shared_control_meandiff_contrastbars_kwargs(): + return shared_control.mean_diff.plot(contrast_bars=True, contrast_bars_kwargs = contrast_kwargs, swarm_bars=False); + + +# Summary bars +summary_bars=[0, 1] +@pytest.mark.mpl_image_compare(tolerance=8) +def test_222_cummings_shared_control_meandiff_summarybars(): + return shared_control.mean_diff.plot(summary_bars=[0, 1], swarm_bars=False, contrast_bars=False,); + +summary_bars_kwargs = {'color': "black", 'alpha': 0.2, 'span_ax': True} +@pytest.mark.mpl_image_compare(tolerance=8) +def test_223_cummings_shared_control_meandiff_summarybars_kwargs(): + return shared_control.mean_diff.plot(summary_bars=[0, 1], summary_bars_kwargs = summary_bars_kwargs, + contrast_bars=False, swarm_bars=False); + + +# Delta text +@pytest.mark.mpl_image_compare(tolerance=8) +def test_224_multi_2group_meandiff_showdeltatext(): + return multi_2group.mean_diff.plot(delta_text=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_225_multi_2group_meandiff_hidedeltatext(): + return multi_2group.mean_diff.plot(delta_text=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_226_multi_2group_meandiff_deltatext_kwargs(): + return multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={"color":"red", "rotation":45, "va":"bottom", "alpha":0.7}); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_227_multi_2group_meandiff_deltatext_kwargs_specificy_coordinates(): + return multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={"x_coordinates":(0.5, 2.75), "y_coordinates":(0.5, -1.7)}); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_228_multi_2group_meandiff_deltatext_kwargs_x_adjust(): + return multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={"offset":0.1}); + +# Jitter +@pytest.mark.mpl_image_compare(tolerance=8) +def test_229_samevalues_jitter(): + return multi_2group_jitter.mean_diff.plot(slopegraph_kwargs={'jitter': 1}); + +# Delta-dots +@pytest.mark.mpl_image_compare(tolerance=8) +def test_230_delta_dot_hide(): + return multi_2group_paired.mean_diff.plot(delta_dot=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_231_delta_dot_kwargs(): + return multi_2group_paired.mean_diff.plot(delta_dot_kwargs={"color":'red', "alpha":0.1, 'zorder': 2, 'size': 5, 'side': 'left'}); + +# Effect size paired lines +@pytest.mark.mpl_image_compare(tolerance=8) +def test_232_repeatedmeasures_meandiff_show_es_paired_lines(): + return repeated_measures.mean_diff.plot(es_paired_lines=True); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_233_repeatedmeasures_meandiff_hide_es_paired_lines(): + return repeated_measures.mean_diff.plot(es_paired_lines=False); + +@pytest.mark.mpl_image_compare(tolerance=8) +def test_234_multigroups_paired_meandiff_es_paired_lines_kwargs(): + return multi_groups_paired_baseline.mean_diff.plot(es_paired_lines=True, es_paired_lines_kwargs={'color':'red', 'linestyle': '--', 'linewidth': 2, 'alpha': 0.5}); + +# Baseline Error Curve @pytest.mark.mpl_image_compare(tolerance=8) -def test_216_cummings_multi_groups_meandiff_show_baseline_ec(): +def test_235_cummings_multi_groups_meandiff_show_baseline_ec(): return multi_groups.mean_diff.plot(show_baseline_ec=True); @pytest.mark.mpl_image_compare(tolerance=8) -def test_217_cummings_multi_2_group_meandiff_show_baseline_ec(): +def test_236_cummings_multi_2_group_meandiff_show_baseline_ec(): return multi_2group.mean_diff.plot(show_baseline_ec=True); \ No newline at end of file diff --git a/nbs/tutorials/01-basics.ipynb b/nbs/tutorials/01-basics.ipynb index 23c16177..07da983a 100644 --- a/nbs/tutorials/01-basics.ipynb +++ b/nbs/tutorials/01-basics.ipynb @@ -305,7 +305,16 @@ "execution_count": null, "id": "dfb7a0a1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + } + ], "source": [ "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), resamples=5000)" ] @@ -331,8 +340,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:35:21 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:54 2024.\n", "\n", "Effect size(s) with 95% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -370,7 +379,16 @@ "execution_count": null, "id": "407f6d9b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + } + ], "source": [ "two_groups_unpaired_ci90 = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), ci=90)" ] @@ -387,8 +405,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:35:21 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:54 2024.\n", "\n", "Effect size(s) with 90% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -444,8 +462,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:35:22 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:54 2024.\n", "\n", "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.221, 0.768].\n", "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", @@ -728,8 +746,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:35:23 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:55 2024.\n", "\n", "The unpaired Hedges' g between Control 1 and Test 1 is 1.03 [95%CI 0.349, 1.62].\n", "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", @@ -902,7 +920,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -923,7 +941,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -995,7 +1013,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1030,7 +1048,16 @@ "execution_count": null, "id": "1ab93ba9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + } + ], "source": [ "shared_control = dabest.load(df, idx=(\"Control 1\", \"Test 1\",\n", " \"Test 2\", \"Test 3\",\n", @@ -1050,8 +1077,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:35:26 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:57 2024.\n", "\n", "Effect size(s) with 95% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -1085,8 +1112,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:35:31 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:00 2024.\n", "\n", "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.221, 0.768].\n", "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", @@ -1131,7 +1158,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1177,8 +1204,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:35:32 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:01 2024.\n", "\n", "Effect size(s) with 95% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -1212,8 +1239,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:35:37 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:05 2024.\n", "\n", "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.221, 0.768].\n", "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", @@ -1258,7 +1285,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -1410,14 +1437,22 @@ "id": "fdee72da", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + }, { "data": { "text/plain": [ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:35:38 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:06 2024.\n", "\n", "Effect size(s) with 95% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -1445,7 +1480,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/nbs/tutorials/02-repeated_measures.ipynb b/nbs/tutorials/02-repeated_measures.ipynb index 67ca28f9..b91ac65b 100644 --- a/nbs/tutorials/02-repeated_measures.ipynb +++ b/nbs/tutorials/02-repeated_measures.ipynb @@ -130,7 +130,16 @@ "execution_count": null, "id": "76040145", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + } + ], "source": [ "two_groups_paired_sequential = dabest.load(df, idx=(\"Control 1\", \"Test 1\"),\n", " paired=\"sequential\", id_col=\"ID\")" @@ -148,8 +157,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:36:05 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:54 2024.\n", "\n", "Paired effect size(s) for the sequential design of repeated-measures experiment \n", "with 95% confidence intervals will be computed for:\n", @@ -172,7 +181,16 @@ "execution_count": null, "id": "d6c78841", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + } + ], "source": [ "two_groups_paired_baseline = dabest.load(df, idx=(\"Control 1\", \"Test 1\"),\n", " paired=\"baseline\", id_col=\"ID\")" @@ -190,8 +208,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:36:05 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:54 2024.\n", "\n", "Paired effect size(s) for repeated measures against baseline \n", "with 95% confidence intervals will be computed for:\n", @@ -229,8 +247,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:36:07 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:55 2024.\n", "\n", "The paired mean difference for the sequential design of repeated-measures experiment \n", "between Control 1 and Test 1 is 0.48 [95%CI 0.237, 0.73].\n", @@ -265,8 +283,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:36:08 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:55 2024.\n", "\n", "The paired mean difference for repeated measures against baseline \n", "between Control 1 and Test 1 is 0.48 [95%CI 0.237, 0.73].\n", @@ -308,9 +326,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -329,9 +347,9 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -350,9 +368,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -371,9 +389,9 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -397,7 +415,16 @@ "execution_count": null, "id": "59fdde69", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + } + ], "source": [ "sequential_repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),\n", " paired=\"sequential\", id_col=\"ID\")" @@ -415,8 +442,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:36:12 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:59 2024.\n", "\n", "The paired mean difference for the sequential design of repeated-measures experiment \n", "between Control 1 and Test 1 is 0.48 [95%CI 0.237, 0.73].\n", @@ -455,9 +482,9 @@ "outputs": [ { "data": { - "image/png": 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6cRgYGDB//nykUilHjx5lw4YNREdHExoaSnp6Ounp6eTl5bFgwQJCQ0Nf67PxN5GOjg727NmDTCbD3NycefPm6ezFNTQ0cOjQIYKCgliyZMmw/v59fX2kpqaSm5uLi4sLGzZsGOSj+bpjIGgnTeoR2bBhA46Ojvz+978nMTGR8ePH84c//GHI28rlcuRyufj/vLw8Zs6cya1bt5g4ceILWrGeu3fvcuzYMcLCwli2bBlXr17l6tWr4j7Y0xShNDU1kZycTFVVFYGBgcybN2/QVIT7uXXrFmfOnCE4OJgVK1Zgamr6LC8JlUrF3r17aW1tZcuWLaJ/Z3t7O+fOnaOiooKQkBAWLFiAk5PTMz2XntFBd3c3O3bsQKlUIpPJCAkJYfXq1aKgdXR0sH37dhwdHfnggw8e+xnTaDTk5ORw+fJlAJKSkpg8efIznYy9qujF7gG+/PJL/vM//5OcnBzMzc0fK3Y///nP+cUvfjHo93qxe3Hk5+dz4sQJoqKimDNnDsePH6euro6kpCSmTZv2xJFPd3c3qamp3LlzBxcXF+bNm0dwcPCwHqe8vJzDhw/j7OzMmjVrnrmxd2BggJ07d6JQKNiyZQs2NjbANxFnSUkJFy5cQCqVMnXqVGbMmPHMAqvn5dHb28uOHTtQqVQYGBhgZGTE1q1bxX46qVTK9u3bMTY2ZvPmzVhaWj7y8aqqqjh37hxtbW1MmjSJpKSkx97ndUYvdvdRV1fH5MmTSUlJEffq9JHd6Ob27ducOnWK8ePHEx4ezsmTJzEyMuLdd9994rSlXC4nIyODrKwszMzMmDVrFhMnTnzis+Dm5mb279+PkZERa9eu1ZkY/TR0d3ezfft2LC0t2bRpk44FlFKpJDMzk4yMDCwtLZk/fz4RERH61OYrRn9/P7t27aK/vx93d3dqamrYsmWLmEmQyWTs2rWLvr4+Pvzww0fus0kkElJSUrh79y4+Pj4sWrRoWL13KpWKpqam13aKuV7s7uOrr75i2bJlGBkZib9Tq9UYGBhgaGiIXC7XuW4ocnNzmTRpkl7sXgA3b97k66+/ZuLEiVhaWpKRkUFwcPATpy01Gg25ublcvnwZuVzO1KlTmTZt2jP5CnZ3d7N//356enpYvXr1M3tttra2smPHDjw9PVm7du2gz2FXVxfnz5+ntLSUgIAAFi1a9Mwiq+fFIJfL2b17NxKJhIkTJ5KRkcGyZcvEfjqVSsW+fftobm5m8+bNg+YualEqlVy7do2MjAzMzc2ZO3cu0dHRwz7xSU1NJTMzk3/4h394La3G9GJ3H1KplJqaGp3fbdq0ibCwMH7yk58Mq49FL3YvhuvXr3P+/HnGjh2LRCKhvr7+idOWgiBQVlZGSkoK7e3tjB07ltmzZ+sUnzwLMpmMw4cPU1NTw9KlS4mOjn6mx6uurmbv3r1ERESwfPnyIV9nWVkZ586dQyKREBcXR2Jiot4MeBSjVCrZt28fLS0tLFiwgNOnTzNhwgRxkoFGo+Ho0aPcu3eP9evXD5mteDClPWXKFGbMmPFEf/eWlha2bdvGjBkzmDVr1oi9vtGEvhrzPmxsbAYJmpWVFU5OTk/csPkyaWlpoaioCB8fH7y9vXU89F4HMjMzSUlJwd/fn7KyMkxMTNi4ceMTNXY3Nzdz4cIFqqqqCAgIYPny5U9ts/QwzM3NWbt2LadPn+bYsWNIJJKnbn0A8Pf3Z/ny5Rw9ehRbW1vmzp076DYhISEEBASQlZVFeno6BQUFzJ07l7Fjx+pTm6MMlUrFl19+SVNTEytXruTMmTO4u7uzYMEC4BsRO3/+PMXFxaxatWpIoWtra+PcuXNUVlYSGhrK+vXrn7hYSaPRcOrUKZycnJgxY8aIvLbRiF7sXkM6OjrIycnhypUrALi4uIjC5+Pjg7Oz8yt74Lty5Yo45buqqoqQkBCWL18+7I33np4esfjEycmJNWvWEBIS8tzeDyMjI9555x3s7e25dOkSEomExYsXP3U1XGRkJL29vZw7dw4bG5shm4mNjY2ZMWMGY8eOJSUlhRMnTnDz5s1h793oef5oNBpxSPD7779PVlYWCoWCTZs2if2TV69eJTs7myVLlhAWFqZzf5lMRlpaGtnZ2djb27NmzRpCQ0Ofai3Z2dk0NjayefPm17p38/V9ZSNEWlray17CExMREUF4eDidnZ3U19dTV1dHXV0dt2/fRhAEzM3N8fb2FsXPy8tr1Ed/giBw+fJlUlJSEASBvr4+5s6dO+y0pVwuJzMzk6ysLExNTVm0aBGTJk16ISXYBgYGJCYmYm9vz6lTp+ju7mblypVPnV6Mi4ujp6eHCxcuYGNjQ2Rk5JC3s7OzY8WKFUyaNImzZ8/y+eefM3nyZJKSkrCwsHiWl6TnGRAEga+++orS0lJWr15NbW0tFRUVrFu3Tiw8yc3NJTU1lVmzZjFp0iSd++bl5XHx4kWUSiVJSUnEx8c/tUhJJBIuXbpETEzMa1uYokW/ZzfCjOY9O7lcTkNDgyiA9fX1DAwMYGBggIuLiyh+Pj4+ODk5jZroTxAEUlJS+Prrr1GpVGIf23DSlhqNhtu3b3P58mVkMhlTpkxh+vTpL20fq7KykkOHDuHg4MDatWvFVoInRRAETpw4wd27d1m/fv1jC2DUarXYb2VkZMTs2bOZMGHCG9lv9TIRBIEzZ85w69YtsRdz//79JCUlkZCQAEBpaSlffvklkydPZtGiReL3sL6+nrNnz9LY2Cjayj3t50e7lv3799Pa2sonn3zy2u/t6sVuhBnNYvcggiDQ0dGhE/21tbUhCAIWFhaDor+X8WXQHhwOHz6MmZkZiYmJLFu27LFpS0EQKC8vJyUlhdbWVrH4ZDRYI7W0tLB//34MDAxYu3btQ6vrHodarRa9Ezdt2oSbm9tj79Pb28vFixfJy8vD09OTRYsW4e3t/VTPr+fJ0J60Xbt2jXfeeQd/f38+//xzfH19xcbx2tpa9uzZQ2hoKCtWrMDQ0FDnb+bh4cHChQtHxHj8zp07nDhx4plSoK8SerEbYV4lsRsKmUw2KPqTyWQYGBjg6uqqE/05Ojo+1+hPEAQOHz7MgQMH8PDwYN26dcNKWzY3N5OcnExlZSX+/v7MmzcPT0/P57bOp6Gnp4cDBw7Q1dXFqlWrnmo0C3wTre/cuZP+/n62bNkybDGvq6vj7NmzNDU1MWHCBObMmTMqRh29zqSlpZGWlsaiRYuYMGECO3bsQCaTsXXrViwsLMT2End3d9atW4eBgQE3btzgypUrIx6N9/X18emnnxIUFMSKFStG4NWNfvRiN8K86mL3IIIg0N7ePij6A7C0tBwU/Y2Ug4dGo2Hbtm0cP36csWPH8r3vfe+xZ7M9PT1cvnyZvLw8nJycmDt37qj2jpTL5Rw5coTKykreeeedQXPKhovWWcPExITNmzcPez9O21946dIlBEFg1qxZxMTE6FObz4GsrCwuXLjA7NmzmTFjBidPnqSgoIAPP/wQd3d30TjAwsKCTZs2UV9fz/nz5+no6CA2NpbExMQR3Wc9duwY5eXlfPe7331jTnL0YjfCjAax6+7uFp0QnscHWSaTUV9frxP9yeVyDAwMcHNzE8XP29v7qaI/lUrFf/zHf5Cens78+fP5+7//+0emLRUKBZmZmVy7dg0TExMSExOZNGnSYw0ARgNqtZozZ86Qm5vLrFmzSEhIeCpxbm9vZ/v27bi6urJ+/fonKljo7+8nNTWVW7du4erqysKFC5+5CV7P/3Hr1i1Onz7NjBkzmD17Nrm5uZw6dYqlS5cyfvx4BgYGRD/M5cuXk5mZSWlpKf7+/ixcuHBY6ekn4d69exw4cECncf1NQC92I8xoEDvtlwnAyckJX19f8fI8Uo+CINDW1qYT/bW3twPfRH/3tz14eno+Mvrr6uriX/7lXygtLWXz5s2sXbv2oevVaDTk5eWRmpqKTCYjPj6e6dOnj/rK0gcRBIGrV6+SmprK+PHjWbJkyVMJtXYy+/37PU9CY2MjZ8+epb6+nujoaObOnTtiDfZvKlrf1tjYWBYsWEBTUxM7duxg3LhxLFmyBKVSyZ49e2hpaSE8PJy7d+9iZWXFvHnznovtm1wu589//jPOzs5iqvRNQS92I8xoEDv4Jrqrra2ltraWuro6WlpaEAQBKysrfHx8RPHz8PB4LhHQwMCATvTX0NCAXC7H0NBwUPTn4OCAgYEBxcXF/Md//AddXV38+Mc/fqSTQ3l5OcnJyWLxSVJSEvb29iP+Ol4k+fn5nDx5En9/f957772nKgjSVvLFxMSwcOHCJz6YCYLAnTt3SElJQalUMnPmTOLj41+JKHm0UVJSwuHDhxk3bhxvv/02MpmMbdu2YWlpyebNmzE0NOTgwYPcuHEDBwcHTExMmDZtGtOmTXtuht7nzp0jNzeX73znOzg4ODyX5xit6MVuhBktYvcg2tSjVvzq6+tRKpUYGxvj5eUlip+3t/dz6cHSaDSDor+Ojg7gm+ivs7OTa9euYW1tzS9/+cuHvnctLS0kJydTUVGBn58f8+bNw8vLa8TX+7Koqqri0KFD2NnZsXbt2qeKrLSeoXPmzGH69OlPtY77m5YdHBxYtGgRQUFBT/VYbyIVFRUcOHCAsLAw3n33XQwMDDhw4AD19fV8/PHH2NnZsXv3bk6ePImPjw/Tpk1j3rx5z1WA6urq2LFjB/PmzWPKlCnP7XlGK3qxG2FGq9g9iFqtprm5WRS/2tpaent7xZ67+1OfdnZ2zyXd0d/fT0lJCfv27ePKlSsYGhoydepUnJyccHd314n+jIyMxOITR0dH5s6dy5gxY17LNExrayv79+9Ho9Gwdu3aR87QexiXL1/mypUrz7wv09LSwrlz56iuriY8PJz58+e/8hH086ampoZ9+/YREBDAqlWrMDIyIi0tjStXrrBu3To8PDz4/e9/T0pKClOmTOHDDz987icSKpWKbdu2YWpqypYtW97IIiS92I0wr4rYPYggCHR1demIn7bq0sbGRkf83NzcRuTLUlZWxpEjR7hz5w5+fn58+9vfxsLCYlDlpzYN6+joSGJiInPmzMHb2xsTE5NnXsNoRSqVcuDAATo7O3nvvfee+GAoCAKnTp3izp07rF279pkOpoIgcPfuXS5cuMDAwAAzZsxg6tSpr/X7/7Q0Njaye/duPD09WbNmDSYmJpSXl7N//34SEhKwtrZm165dlJSUsGrVKrZs2fJCUsRpaWmkp6fz8ccfj3jBy6uCXuxGmFdV7Iaiv79fFJ3a2loaGhpQq9WYmpri7e0tit+TNpyr1WouX75MWloaLS0t+Pj4sHnzZp3mZm3xyYULF2hubsbLywsHBwdaW1tRKpUYGhri4eGhE/09rwj0ZaFQKDhy5AgVFRUsWbKECRMmPNH91Wo1X375JTU1NWzatOmZfTEVCgXp6elkZWVha2vLggULRnVrx4umtbWVnTt34uTkJE4Rl0gkbNu2DXNzc0xNTSkoKKCrq4vVq1fzzjvvvLB1bdu2jWnTppGUlPRCnnM0ohe7EeZ1ErsHUalUNDY26kR/Wrsxd3d3Ufx8fHweutfU3d3NsWPHqKysRC6XiweG+5u+KyoqSE5OpqWlhejoaGbPni2mzjQaDS0tLTrRX1dXF/BNBHp/07uHh8crb2yr0Wg4e/YsN2/eJCEhgVmzZj2RuCgUCnbv3k13dzdbtmwZkT2h9vZ2zp07R0VFBSEhISxYsOCJnfaHQqPRoFAoUCgUyOVynZ+WlpYj4hryvOjo6GDnzp1YW1uzYcMGLCwsUKlUfPbZZ9y5cwcPDw+srKzo6upiypQpLFu27IWcJGg0GrF5/Vvf+tYr/314FvRiN8K8zmL3INqG8/vFr7OzEwB7e3sd8XN1daW8vJwTJ06g0WjQaDSYmJiwfv16cU+qtbWV5ORkysvL8fX1Zd68ecOysurt7dWp/GxsbESpVGJkZDRk9PeqIQgC165dIyUlRazse5LUV19fH9u3b8fAwIAtW7YMe0LE49ZUWlrKmTNnkEgkTJo0iUmTJiEIwiChksvlw/qdQqF45HO+++67zzwT8HnQ3d3Njh07MDExYdOmTVhZWaFSqfj1r39Namoq8fHxJCQkkJOTg4+PD2vWrHlh1a3Z2dmcPXuWTZs2DTki6E1CL3YjzJskdkPR29urI35NTU1iRNjZ2UlISAimpqZYW1uzefNmXFxckEqlpKWlkZubi4ODA3PnziUsLOypz3zVavWg6E8ikQBga2urE/25u7u/Mme7hYWFnDhxAl9fX1atWvVE/YSdnZ1s375dHAej0WiGFKAnESftT+3f2sTEhKCgIFxcXMS/nYmJCWZmZpiZmWFqaqrzc6jfPey6CxcuUFxczObNm0fVmKLe3l527NiBIAhs2rQJGxsb7t27x/bt28nJyWHFihUsX76c/fv3Y2dnx4YNG55bW8GDdHd389lnnzF27FhxGOybjF7sRpg3XewepK2tje3bt3Pv3j1cXFwoKipCoVAwceJE/Pz8xKjMycmJefPmMXny5Ody1tvb2yu2XGijP5VKhZGREZ6enjrR32hrpFar1aK4VFRUcPToUczMzFiwYAFmZmbDFqr29nZx/llUVNSQJxOGhobDFqD7fyeTybh27RrV1dUEBgayePFivL29R6zqT6lUsmPHDvr7+9m6deuosLjq7+9n165dDAwMsHnzZtRqNefPn+f27dvU1NTwzjvvsGzZMnbs2IGBgQGbN29+YesWBIEDBw7Q0tLCd77znVfOaOF5oBe7EUYvdv9HWVkZx48fx9TUlLlz53Lp0iXUajULFiwgNzdXnEjg7OyMr6+vuO+nbXp/nmOGtK0X90d/3d3dwDdz4B6M/p5EgAVBQKVSPXWk9OB1KpVK5/H7+/vJz89Ho9EQHR2Ng4PDsEWptbWVlJQUoqOjRbG8/3bGxsbP9J6Xl5dz7tw5urq6iIuLY+bMmSN2oO3u7ubzzz/H1dWVdevWvdRGd7lczu7du5FIJKxZs4bi4mKuX7+OhYUFHR0d+Pv7s27dOvbt24dUKh2x/dLhUlBQwLFjx3j//fcZM2bMC3ve0Yxe7EYYvdh9IySpqalkZmYSGhpKQkICR44cwcjIiJkzZ5KVlUVzczNRUVHMnj0bQ0NDMRVWW1srur1oixK04ve8C06kUqlO9KdNwRobGw+K/qysrMjPz6ewsBCZTDZIsDQazUOfx8DA4Kmip/t/KhQKTp48KU5NCAkJGfbrzMvL46uvviIxMZHExMQReOd0UalUXL9+nStXrmBmZsbcuXMZO3bsiJy41NTUsHv3btF+62WgVCrZt28fzc3NxMbGcvv2beRyOdOnT6empoampiY+/PBDzpw5Q0NDA5s2bXqqXsmnpb+/n08//ZSAgABWrlw57PsJgoBUKh11mY2RQi92I8ybLnbd3d0cPXqUhoYG5syZQ0hICHv27EGhUODi4kJ9fT0+Pj7Mnz//ocUncrlcdHupra0d0u1FG3U9z4nbKpVqyOivo6ODpqYment7cXJyYtq0aQQEBGBubj4swTIxMRmRA79CoeDYsWPcu3ePxYsXM3ny5GHf9+rVq1y6dIm33377uX1Oe3p6SE5OprCwEB8fHxYtWjQi+23aogutkfKLRKVScfDgQe7evYuzszO9vb1ERUUxd+5c8vLySEtLY82aNeTn51NUVDSswbojzYkTJ7h37x6ffPIJ1tbWj7ytIAg0NDRQUlJCcXEx3d3d/OhHP3otB7nqxW6EeZPF7t69e5w4cQJTU1NWrFiBmZkZn3/+OQ0NDTg6OuLm5sacOXMIDw9/ooO9tuBEK35atxcAV1dXnejP3t7+uaU+a2pqOH78ONevXxenvBsZGTFmzBgmTZpETEwMEyZMeKH7SRqNhvPnz5Odnc306dOZPXv2sF6/IAicPXuWW7dusXr16uc6vLOqqopz587R1tbGpEmTSEpKeqaKUG3DfEFBAZs2bXphdnEajYa9e/eSnJyMi4sLY8aMESdE3N84LpfLuXHjBitXriQiIuKFrE1LeXk5+/bt45133nloX6Zaraa6upqSkhJKSkqQSqVYWVkxZswYwsLCCAoKei29UPViN8K8iWL3YNpy2bJltLW18atf/YqmpiYmT57M3LlziYmJGZEvkSAISCQSHfF70O1FK37u7u7DKpIQBAGFQoFEIqGxsZHm5mZaWlpoa2ujurqaoqIimpqa6O/vRxAEzM3NcXZ2Ri6XAzB+/Hjc3d2xsLAgMjKSmJgYvL29X0gvlSAIXL9+neTkZCIjI1m6dOmw0r0ajYbDhw9TUVHBhg0bnuvEcrVaTU5ODpcvX8bQ0JDZs2czceLEpy5gUalU7Nq1i56eHrZu3frYCOZZUalU/OY3v+HSpUuMGzeO9957j8mTJ2NoaCg2jnt7e+Pn58fFixdZvHgxMTExz3VND6JQKPjzn/+Mo6Mj69ev1/nsKRQKysvLKS4upqysDJlMhr29PeHh4YSFheHj4/PaW4jpxW6EedPE7sG0ZXx8PBcvXuSPf/wjxsbGbNmyhblz5z7XdCN8M2Xh/n0/ba+doaEhLi4uODg4YG9vL5pOt7W10dbWRkdHB11dXUgkEnp7e1EqleJjasvz5XI5xsbGmJub4+LiQnx8PDNmzMDJyYnk5GSOHz+OXC4nKCgIT09P5HI5FhYW+Pv7ExMTQ1RU1AspNy8qKuL48eN4eXmxevXqYb3nSqWSvXv30t7ezpYtW0akOfxR9Pb2cvHiRfLy8vDw8GDRokX4+Pg81WP19PTw+eef4+joyIYNG55bNFJRUcFvfvMbSkpKWLFiBZs2bRIjU5VKJVaJxsfHc/78eRISEl6KU8n58+e5desW3/72t3F0dKSvr4/S0lJKSkqorKxEpVLh7u5OWFgYYWFhuLm5vVHuN3qxG2HeJLF7MG2p3c+4dOkSoaGh/PSnP9VxRhkJBEFAJpPR29tLX1/foJ89PT10dHTQ2toqemtKJBK6u7uRy+VoNBosLCywsbHBxsYGT09P3NzccHFxwcXFBTc3N+zs7KipqaGsrEwsNjExMWHixIkkJSVRU1PDmTNnyMzMRCqVYm5uLgpcSEgINjY2SKVS8fm8vb2JjY1l8uTJODs7j+j78SB1dXUcPHgQS0tL1q5dO6wKwIGBAbZv345arWbLli3PPUrSrvPs2bM0NTUxfvx45syZ81TPW1dXx65du5g4cSKLFy8e0TVKJBIuXLjA119/TU9PD5988gnz5s3Tuc3p06e5c+cOiYmJOvMIX7SI1NfXs337duLi4rCzs6OkpITa2loAfH19RYF708b63I9e7EaYN0Hs7k9bjhkzhmnTppGRkUF2djY1NTVMnz6d7373u8Pe5BYEgYGBAR3hepiY9fb2MjAwgEwmEy8KhQJBENBoNKjVaoyNjTE1NcXExAQHBwdRyCwsLFCr1fT29tLV1UV/fz+GhobY29uLLQYtLS0UFxeLBTFyuRxvb2/GjRtHYWEhaWlpNDQ0YGlpSVxcHLa2tuTk5NDR0UF/fz8GBgYEBQVhb2+PXC6nu7ub/v5+jIyMcHJyIiYmhqlTpzJmzJjnljbq6Ohg//79yOVy1qxZM6w9LYlEwvbt27G2tmbjxo0vpEBBo9GQm5vLpUuX0Gg0zJo1i9jY2Cd+X7STwJcsWcKkSZOeeV1KpZLMzEwyMjJobGxEEAQ2btxIXFyczu20Va1xcXHk5uYSGBjIqlWrXmg6UBAEGhsb+fWvf01bWxvBwcGYmJgQGBhIWFgYY8aMGRU9iaMBvdiNMK+72N2ftpw2bRr9/f3cvn0bpVJJd3c3kyZNEu2Q+vv7HypY9//s6+sTS/UFQUCpVKJWqzEwMEAQBLFvTalUijZgJiYmmJqaYmdnp5Om1P7UXh61d6VtNK+qquLq1avcunULhUKBlZUVpqamottKZ2cnlZWVAISGhjJ//nyxyEIQBC5cuMCFCxfo7u7Gw8MDiURCdHQ0VlZWVFdXU1tbS3NzMx0dHSiVSqysrAgNDWXp0qXMmDEDGxubEf879fX1cfDgQVpaWlixYsWweq1aWlrYsWMH3t7eL9TSqr+/n9TUVG7duoWLiwuLFi164grGr7/+mtu3b7Nx48anTosKgkBxcTHJyclIpVLs7Oxoa2tj3rx5zJgxQ+e2zc3N/O1vf8Pf35+GhgZcXFxYv379C5kEodFoqKurEwtM8vLyqKurY/Xq1UyZMoXg4ODXspryWdGL3QjzOouddvKySqXC1dWV0tJSlEoljo6OVFRU4ODgQFRUFAMDA2Ihx/1obcJMTU1FIVOr1ahUKtEbUWssrT3Qmpubi8J1v5Bp//0se2GCIFBQUEBqaird3d04OjpSXl5OaWkp3d3dYurTxsaGsWPHMm/ePCZOnIivr69Oyk0QBNLS0ti/fz8KhYK4uDja29tZvnw5UVFRYtFLWVkZN2/e5NatW9TV1TEwMICdnR3jx49nwYIFTJ48GU9PzxFrwlYqlZw4cYLi4mIWLlxIbGzsY+9TVVXFvn37iIqKYunSpS80HdfU1MSZM2eor68nKiqKefPmDbvnS61Ws3v3bjo7O/n444+f+ASitbWVc+fOUVVVRWhoKG5ubly9epUZM2Ywe/ZsndsODAzw+eefiydhlpaWbNq06bm3wVRWVlJSUkJpaSl9fX3Y2Njg7u7OzZs3WbBgAfPnz3+m59BoNLS3t+Pq6jpCqx5d6MVuhHnVxE6tVj82+pJKpeTl5VFeXi5GSmq1Gi8vL1HofHx8mDlzJnZ2dpiamooHAq2TiFwuF9OHMplMfH4TE5OHCpm9vf1zOYAIgkB5eTkXL16kpaUFJycnamtruXPnDn19fWKlZXR0NJMnT8bGxobm5mYdj01HR0d8fX0JCQkhIiICAwMDMjMz+eMf/4iFhQWzZs2itraWFStWDCo/FwSBsrIyLl++THJyMmVlZfT392Nvb09ISAgxMTH4+fnh6emJp6cnHh4eTy3qgiCQnJxMVlYWU6dOZe7cuY8VsMLCQo4ePcr06dOZM2fOUz3v0yIIAnfu3CElJQWlUklCQgLx8fHDqi7t7e3l888/x9bWlo0bNw7rPjKZjMuXL5OTk4ODgwMLFixgYGCAEydOiI3r979fgiBw8OBBKisrMTc3x8jIiC1btjyXRmyZTEZZWRnFxcWUl5ejUChwcnIiLCyM8PBwPD092bVrF319fXzrW9965qgyNTWVa9eu8b3vfe+5ZBteNnqxG2FGg9hp96WGswc2MDAw6P4WFhZYWVlhbW2NgYEBt2/fprGxUSzsCA8PZ+rUqTQ0NHD69GlcXV2Jioqip6cHiURCX1+f+FhGRkY6acUHRc3S0vKFRg91dXVcvHiRsrIy4JtxNXl5ecjlctzd3YmIiCApKYmYmJghXS96enp0Wh6am5tJSkoiISEBgKysLH75y1/i5eVFYmIi5eXlj+xjEwSBpqYmkpOTOXv2LFVVVQB4enri6+uLo6MjhoaGODs7i+Ln6emJu7v7Ex3cbty4wfnz5wkPD2fZsmWPvW9WVhYXLlxg0aJFw4oIRxqZTEZaWhrZ2dk4ODgwb948goKCHitgDQ0N7Ny5k7Fjxz6yUEQ7L/HixYuoVCpmzpxJfHw89+7d48iRI+J0iQfvn56ezsWLF8XPrdbMfKSQSqWUlpZSXFxMdXU1arUaT09PsUXA2dlZXFNOTg5nzpxh48aNz9y4XlxczKFDh5gzZw7Tp08fgVcy+njlxa6hoYH09HRaW1t599138fb2Rq1W093djZ2d3QtvjhwNYnf79m1Onjyp8ztLS0usra1FEXvUTwMDA3p6erh16xaHDh2iqqoKc3NznJycxAnhzc3NFBcX4+7uTmxsLI6OjkNGZzY2NqOivLmtrY1z586RmZkpFsPU1taiUCjw8/Nj4cKFTJs2jYiIiGGLiEaj4dKlS2RmZuqIwpUrV/iP//gPoqOjiYmJoaKigjVr1jx2WrggCBQVFXHq1Cmx0tPJyYno6GhCQkIYGBigubkZtVottlTcL4Bubm6PFIOSkhKOHTuGu7s777///mMbuy9cuMD169dfSnO0ltbWVs6ePUt1dTUmJib4+voSEBBAQEAAHh4eQxaDaAtHHtbrVldXx7lz52hsbGTcuHHMmTMHGxsbKioqOHDgAGFhYbz77ruDHruiooK9e/eiVqsxNzfngw8+eOr9wfvp6OiguLiYkpIS6uvrMTQ0xN/fXywwGWosVU9PD5999hlRUVEsWbLkmZ6/ra2NL774guDgYBYvXvzaFrS8smInCAL/+I//yKeffopKpcLAwICUlBSSkpLo7u7Gx8eHf//3f+f73//+C13XaBC7np4eWltbRfGysrLS+eJqPfAkEonYY6a9aP9fWlpKYWEharWawMBAYmNjiYyMxMHBgZaWFm7cuEFMTAzvvffeC9mUf1ra2to4ePAg6enpSKVSzMzMxOgzODiYlStXMnPmzMeenff19dHa2kpLS4t4aW1tRa1Wo9FoGBgYYO3atYwbNw6AU6dO8fvf/56EhAQCAwOpr69n7dq1wz4DVyqVXLx4kXPnznH37l0MDQ1FW6qgoCB6e3tpbGyksbGRlpYWNBoNRkZGuLq66gigq6urzglfQ0MDBw4cwMzMjHXr1uHo6PjQNQiCwLFjxygpKWH9+vUvbR6aIAg0NzdTVVVFVVUVNTU1KBQKzM3N8fPzE8XP1dVVPLE6d+4cOTk5bNiwQVy3VCrl4sWL4jDV+3v8ampq2LdvHwEBAaxatWrQSbK2cbylpQVbW1vWrFnz1K4z2mheK3BtbW2YmJgQHBxMWFgYoaGhj0zfa1OpTU1NfPLJJ8+0xyuRSPjNb35DZ2cnoaGh9Pb28pOf/GRUf6eflldW7P73f/+Xf/7nf+YnP/kJs2fPZu7cuVy8eFFs5ty4cSMVFRVcvXr1ha5rNIidIAj09/frCNmDoqZWq8XbW1lZiRGZgYEBp0+fpqysjLCwMDZu3MjUqVPFiEGbOomJiWHRokWjImp7EJVKRUFBAcePHycrK0v05RwYGEAqleLv78/777/PvHnzBkVCarWa9vZ2HVFraWlBKpUCYGxsjKurK25ubri5uaFWq8nKyuLWrVsIgsDf/d3fMW3aNAB27tzJ/v37mTdvHk5OTrS0tLB+/fonjgaampo4deoUaWlptLS04OjoyOTJk5k1axZRUVGYmZnR0tIiil9jYyNtbW1oNBqMjY1xc3PTEUBjY2MOHDjAwMAA77///iPXo1Kp2L9/P01NTWzZsmVEU3ZPi1qtprGxURS/2tpa1Go1VlZWovD5+vry9ddfi83yxcXFpKenY2RkxOzZs5kwYYJ4AtjY2Mju3bvx9PRkzZo1gw70KpWKnTt3cufOHezs7FixYsVDrbgeteaamhqxgrKnpwcLCwsdi67hCszdu3c5cuQIq1atIjw8/InWoVKpqK+vp7KykoqKCs6fP093dzdJSUlER0cTGBjImDFjXpkZj0/CKyt2ISEhTJ8+nZ07d9LR0YGLi4uO2P3ud7/jf/7nf2hpaXmh6xoNYpebm8upU6fE/2srGh9WBKItKDl9+jSff/45arWaNWvW8O677+qkuq5fv8758+eJj49n/vz5o0roNBoNVVVV3L59m5SUFO7du4dGo8HDwwMTExM6Oztxd3dnxYoVzJs3D0NDQ6RS6SBRa29vF9sg7O3tRVHTXrR7aPBNybxUKsXe3p68vDz+/Oc/U1dXx7Jly1i5ciUuLi787ne/Iy0tjblz52Jubk5XVxcbNmx4qmZ7hULBrVu3+PrrrykuLkYmk+Hl5UV8fDyTJk0iLCxMPMtXKpU0NzfrCGB7ezuCIGBiYoKjoyP37t1DoVCwZs0apkyZ8tD+MJlMxs6dO5HJZM+tGONZUCqVYgtJVVUVDQ0NoqXbzZs36e3tZfz48cycOZPExESdqKm1tZWdO3fi5OTEBx98MGQh0Ndff83XX3+NlZWV2C4yHBQKBRUVFZSUlHDv3j2x+lbb4O3n5/fEPXn9/f189tln4gDfx6GNiisrK8WoWKlUYmlpSX9/P01NTXz00UdPZCL+qvLKip25uTl/+tOf+Oijj4YUu23btvH9739/yAKM58loEDuJREJTU5Moao9Lc1RUVPCnP/2JvLw8xo0bx49+9KNBPokZGRlcvHjxicyGnzeCIFBXV0dhYSEFBQWUlZVRV1eHWq3G2dkZV1dX+vr6MDU1ZcKECYSHh9Pb2ysKm/azYWZmhpubm07E5urqqvO+9ff309jYSFNTkyge2vl3JiYmeHt74+7uzvnz5ykpKSE8PFw0ht6/fz/37t0jPj4eExMT+vr62LBhw1OPfdG+7oyMDHG/2szMDB8fHyZNmkRUVBShoaGDIgW5XK4jgHV1dVy7do3W1lbCwsKIi4vTiQAdHR3Fv3NPTw/bt2/HzMyMzZs3j+phoDKZjPz8fI4fP87NmzdpaGggNDSUOXPmEBgYSEBAAP7+/gwMDLBz506sra3ZsGHDkKnDO3fu8Pnnn6NSqVi6dOmg6swH6e/v5969e5SUlFBRUYFSqcTV1VUUOA8Pj2f67nz11VeUlJTwySefPLRisquri8rKSlHg+vv7MTExwc/Pj8DAQAIDA+nq6uLQoUPMnj172OL9qvPKip2vry8bN27k3//934cUu61bt3LlyhVKS0tf6LpGg9gNl/b2dk6ePCkWs2zatGlQb5UgCKSnp3P58mUSExOZOXPmSxU67ZlqYWEhhYWFohWYdvyOtbW16E/Z0dGBubk5Hh4e2NnZYWBggJOT06BoTXudFq2w3S9uWmHTPp6Hhweenp5YW1vT2NgoVmdKpVKxhUE7987b25u6ujoAgoODMTQ0RKVSsXHjxmdOC/b19ZGbm0tGRoZYnm5lZYWXlxeRkZFiauphhVoDAwMcOXKEtLQ03N3dcXV1FdsrtK9VK36mpqZigcu6detGZapLoVBw9epVrl27hrW1NfPnz6enp4c9e/YQGBiImZkZHR0dyOVyysvLcXV1ZevWrYSFhQ1qxG5ububXv/41zc3NLF26lBUrVgz52e/u7hbTkzU1NQiCgLe3tyhwI+U3WllZyZ49ewaNZerv76eqqkoUuK6uLgwMDPDy8hLFzdvbW/x7tbe388UXXxAYGMh77703Kk5cXwSvrNh9//vf58CBA1y/fl100bh06RKzZs0iOTmZt956ix//+Mf88pe/fKHrehXErq+vjytXrnD+/HmqqqoIDw/n7/7u7wbt3QiCQGpqKlevXn3pZ4Dt7e0UFBRQWFhIR0cHxsbG9Pb2kpeXR2NjoxhdaVOW5ubmxMbGEhsbi4eHh+h/+WC009fXJwraw4RN2+vm6emJg4PDQw8OgiDQ0dFBWVkZu3fvpqmpSdyra29vR6VSERgYSGhoqLg/umnTphE5GGo0GsrKysjJySE/P5/u7m5MTEywsrLCycmJiIgIoqKi8PPzG3L9OTk5nD17Vhxb097erpMC1b4ncrmcsrIyIiIiWL16NV5eXtja2r70A6YgCBQWFpKSkkJ/fz/Tp09n2rRp4t87OTmZ69evs379ekxNTfnjH/9IR0cHQUFBKBQKDA0N8fLyEvf8XFxc+OMf/0hOTg5vv/02H3zwgSgWgiDQ1tYmzoBramrCyMiIgIAAwsPDGTNmzIj7iyoUCv7yl79gZ2fHmjVrqK2tFQWuqakJAGdnZ1Hc/P39h4y+5XI5X3zxBQYGBnz44YdvlNPKKyt23d3dJCQkUFVVxYwZMzh//jxz586lt7eXrKwsJkyYQHp6+jPNzXoaRrPY3T9BuqKiAoDZs2ezfPnyQSmc+5uR58+fz5QpU174eiUSCfn5+WRnZ1NZWYlCocDS0pKmpiZKS0vp6enBxsaG+Ph4wsPDqa+vR61WM336dBYvXjzobz+SwvY4+vr6RDf8xMRE8vLy2Lt3L/X19VhaWuLo6CiK8Mcff0x4ePiIRUqdnZ3cvHmT3Nxc2tvbMTY2xtDQEBMTE2xtbYmKiiIqKgpPT0+d16ftMXN1dWXNmjU6Jeh9fX2i8OXk5JCSkoKLiwtBQUFiNH3/5UU2JTc3N3P27Flqa2sJDw9n/vz52Nvb69xGo9Gwf/9+ampqMDc3F3vk7O3t6ezsFPf7qqqq6Ovr486dO+Kx5R/+4R/w9/ensbFRrKDs7OzE1NSUkJAQwsPDCQkJeW7CodFoOHjwIJcvX2b8+PF0dXWhVquxsbERxS0gIOCxe6mCIIitRFu3bn3uEy5GG6+s2ME3KZjf/va3HD16lLKyMjQaDUFBQbz33nv86Ec/eu5jZYZiNIqd9qz34sWLtLW10dfXh62tLYsXLyYuLm7QAV0QBM6dO0d2dvYLbSru7++nsrKSGzducPv2bWpqahgYGBCdVGQymWizFRQUxOrVq5k1axapqakUFxeL/XLu7u46wqYVt+clbA+ju7ubHTt2YGpqyqZNmwD493//d+7evUtbWxtyuRxzc3NsbW2JiYkhMDAQX19fcR7fs35+lUold+/eJScnh/r6egCsra1RKpUoFAocHR2JiooiOjpaTKc2NjZy4MABTExMWLt27UOnNGRnZ3PixAnGjh2Lu7u7+D5rDQW0EyXuv4x0/1Z/fz+XL1/m5s2bODs7s3DhQgIDAx96e4lEwscff4xSqeTTTz8dskhIEAQOHz7MH/7wB1xcXPD396etrY3u7m4sLCzw8PAgNjaW+Ph4AgMDn0sqV5sh0KYl8/PzuXbtGmPGjCExMVEUuPsbzIfDlStXuHz58kPbJhQKBU1NTS+txeR580qL3WhktIldTU0NycnJNDQ0YGtri0QiwdHRkZUrVw7phq+tyrx9+zZvvfXWiLjIP8iD5f11dXUUFBRQXV1NV1eXmBIKDQ3F0tKSuro6Kisr6e/vJzg4mFWrVjFp0iSysrLIyMjA2NiYqKgobGxsaGpqeqiwacXteQjbw+jo6GDHjh3Y2dmxYcMGOjs7+dvf/oajoyO3bt2irKxMbJaeNWsW7e3tYpuDdgq79vLg3uKT0NDQwM2bNykoKECtVuPi4oKZmRmtra3I5XLc3NyIjo4mKioKgP3799Pb28v777+Pr6/vkI956dIlrl69yrvvvkt0dDSCINDT06OT/mxsbBQLgezs7AYJ4NMIukaj4datW6SmporTEh43GFipVLJv3z4qKipQqVRMnjyZd999d9D7mZ+fz9///d9jYmJCfHw8hoaGGBoaYm1tLVbwajQaLC0txZRnQECATjHP0yCVSnX23Xp6ejAyMsLT05PCwkJcXFz40Y9+9NT9b/fu3ePgwYPivjt88z42NjZSUVFBZWUldXV1CILAj3/845cSKDxv9GI3wowWsevo6ODixYuiy4mFhQVVVVWEhYXxzjvvDPlh1mg0nDx5kvz8fJYuXSo2SD8tgiDoVD9qL21tbSiVStrb2+nt7UUmk2FpacmYMWOIiYnBxcWF4uJiioqKqK+vRy6X4+fnx5IlS4iIiCArK4uzZ8+KvpbOzs4YGRlhbm6uE62NlLBp+xY7Ozvp7Oykq6uLzs5OmpqaaGtrw9vb+5GuNL29vRw4cAAPDw/Wrl1LYWEhJ0+eZNGiRWRkZHD58mU6Ozvx8vLiH//xHwkODqa+vn7QFHZbW1txAruvry9ubm5PXLo+MDBAXl4eOTk5dHZ24uLigru7O0qlUqwe9PHxITg4mOLiYtrb21m2bBmRkZFDvi9fffUVhYWFrF27dsioSjtV/kEB1E54d3Bw0BE/Dw+PR1Z61tTUcO7cOVpaWpgwYQKzZ89+bMSonbNYV1fHBx98QE9PD4cPH2bu3LlMmzaN3t5eSktLuXnzJp9++ilqtZr169czdepUwsLCdJrVVSrVoDYHjUaDra2tjvgN5XpyP3K5nOrqalHctH9jd3d3MXLz9fXlxo0bXL58mY8++ggPD49HPubD6Ojo4PPPP8ff35+5c+dSVVVFRUUF1dXVyGQyzMzMCAgIIDAwkKCgoGcW7tHKKyt2mzdvfuxtDAwM2L59+7Af8y9/+Qt/+ctfqK6uBiAyMpKf/exnLFy4cNiPMRrErqCggBMnTmBjY0NMTAzFxcU0Nzczd+7cIdOW8E20deLECYqKikS3/idBqVTS1tY2SNj6+/uBbyYeODs7o1arkUgkdHZ2il+yqKgovLy8KCsr4/bt26JZdE9Pj3gbJycnqqurxevd3d1JSEggJCRkRIRNo9HQ09OjI2b3/1uhUOi8Vx0dHdTW1qJSqUhISMDPz09nZNH9TfvwjUlxcXExHh4ezJo1i6KiIpqamli2bBmlpaXcuXOHpqYmTExMmDNnDrNnzyY6OloclfTgFHa1Wo2ZmRne3t6i+Hl5eQ3bMFoQBCorK8nJyaG0tBRTU1MiIyOxs7OjoaFBjIC0r33VqlXMmjVr0PurVqtFIdm0adOw2ikEQaCzs1NH/JqamsT32MnJaZAADgwMkJKSQmFhId7e3ixcuHBYc/o0Gg1HjhyhrKyMtWvXEhAQAMCJEyc4c+aMWKCiVqvJyMhgYGCA3/3ud8Peo5bL5WKxSFVVFc3NzQiCgJOTkyh82mIRbTN3ZWWlKJL29vY6+273C3dHRwd/+ctfiIuLY+7cucNaz4N0dnby29/+lvb2doKDg+nr68PQ0BAfHx/xeb28vDA0NKSjo4OCgoKXXnH9vHhlxc7f33/IL15TU5OYprGyshLnkA2H06dPY2RkREhICIIgsHv3bn79619z+/btIc9sh2I0iN3du3c5fvw4gYGBFBYW4uzsLFbODYVarebo0aPcu3ePFStWPNKVQRAEuru7B4laR0cHgiBgYGCAo6OjWNavdS6pra2lpKRENFyOiooiPDyc1tZWbt26RXFxMf39/eK+QV9fH05OTvj5+WFpaSlaoHl6erJ8+XImT578xF9IlUoliteDgna/q4yBgYHYo6j1/LSzs6OlpYXMzEyKioro6+vD1dVV7F374IMPWLVqFWZmZjrT1O833r537x7nz5/HxcWF0NBQ0tLS6OvrY8KECZSXl4v7kUZGRuJzjx07lvDwcOzs7MRo0dzcHKlUSmdnpziNQSaTYWhoiIeHh86+33CqAiUSCbdu3SI3N5e+vj4CAgKIjo5GrVZz9+5d0tLSqKmpISYmhnXr1hEWFqYjqgqFgl27diGVStmyZcug4pDhoNFo6OjoGCSAWitAQ0NDLCwsmDNnDuPGjRvW314QBE6cOEFhYSGrVq3C1tZWrKBsaWmhqKgIY2NjPv74Y7Hq+N/+7d8GjfR5Evr7+8WILT8/n4qKCp2CEnd3dyZMmMCYMWMIDAx86AmaIAjie/rtb3972OlLpVJJbW2t6JBy8eJFurq6mDdvHuPGjSMwMBA/Pz+dYhqZTMaJEye4ePEiCoWCP//5z/qpB68CSqWSbdu28Yc//IGUlBTxTO5pcXR05Ne//jVbtmwZ1u1Hg9jdu3ePv/71r+Tl5eHo6EhkZCS+vr54e3vj7e2Nj4+PWLmlUqk4fPgwFRUVrFq1SmfjWi6XD/KDbGlpEVNQFhYWg3rWtOX9tbW1FBYWisLg5OQkVgEODAyQmprKjRs3aGtrE1NxPT09qFQqwsPDmTVrFqGhoXR0dHDjxg0xgnrcuJeBgYFBgqb92dPTI95OO8X8fkFzdHTE0dFRx0C8p6eHM2fOkJKSQl1dHVZWVkRGRjJr1ixxQOt//dd/cf36dWJjY3n77beJiYl56BqLioo4cuQIkyZNYurUqWzbtg1PT08WLlzImTNnSEtLo7e3Fzc3NywsLKipqcHQ0FAsonnw62pkZCQOkR0YGKCvr4/u7m6USiUmJia4ubkREBBAcHAwoaGhjyxqUKlUFBcXk5OTQ21tLTY2NkyaNInQ0FBSUlI4fvw4xsbGjBs3jsjISKKioggODsbIyIje3l62b9+OkZERmzdvHpEqaI1GQ1tbG42NjchkMiZOnDjsikft3vPly5cJCwtjYGAAiUSCubk5oaGhhIeH4+Xlxe7du7l58yZVVVVs2rRJLCR6GiQSidjIXVlZKUb45ubmGBoaIpfLEQRB3IvTRn4+Pj6DxEw7fX3Dhg2PPIZp+061+27abIO1tTUymYz6+no+/PDDQQ4p/f39lJWVkZKSwuXLlxkYGCA4OJjExESWL18+qk0DnpbXTuy0fOc736GmpoYzZ8481f3VajVHjhxhw4YN3L59+6Gu79pZbVry8vKYOXPmSxW7mzdvcu7cOWbPno2vry8NDQ3U1dVRX18vNgzb2tri4eFBcXExfX19rFy5EltbWx1R6+rqAhBHzDwobPdPNNCa22qbvXt6erCzsxOrxmQyGTdv3iQvL4+mpiaMjY3FCKSnpweZTMbYsWN5++238fT0pKGhgXPnzlFfX090dDRz587F1tZW3Ad8MM2o/Xm/Y46FhYWOkN3/81HTGDQaDTdv3uTkyZPcvHkTpVJJUFAQ8+bNY/r06bi7u+vcV6VS8cUXX5CVlYW7uzvu7u7MnDmT8ePHD1k0oZ1KMX36dHx8fDh48CBz5sxh2rRpXLp0ibNnzyKVSpk6dSrz58/n+vXrFBQUYGlpSUxMDGPGjEGhUDxyfFNHRwcdHR3iENre3l4MDAywsrLC3d0dLy8vfHx88Pb2xs7OTtxf1EaPUqmUmzdvkp+fj0qlIiwsTOxllcvleHp60t3djbm5udjDZ2Njo2O99TLMhLV7j19++SWZmZliX6N2Bpyfn5/O3+TEiRP88Ic/ZOLEiRw6dOiJ9kAHBgZ0iko6OzsxMDDA09NTTBH6+Pjo9Od1dXUNanMwMjLCx8dH3Deztrbmr3/9KxEREbzzzjuDnlcrqhUVFToOKf7+/uLzdnd3c/DgQRISEpg1a5ZYjFJWVkZ5eTnFxcWUlZUhCAKTJ08WMzovekrMi+S1Fbtt27bxwx/+UKxsGy4FBQVMmTIFmUyGtbU1Bw4cYNGiRQ+9/c9//nN+8YtfDPr9yxS7R00cbmlpoaCggIKCAs6ePUt9fT0ODg6YmZlhY2ODq6srQUFBhIWFERAQgLu7O87Ozg+NVNra2kSB06adnJycsLS0RKFQ0NzcTFNTk+hmEhQUxNSpUwkODiYvL4/Kykq8vLyYM2cOAQEB9PX1kZKSwvXr17GwsGDChAmYmZmJgtbV1YVSqRSf39bWVicqu1/QnqSiTBAEsfjh8uXLtLa2Ym9vz8yZM1myZAlBQUGPTJ3JZDJ27dpFW1sbvr6+VFVV4ejoKJo1P3hf7by4OXPmIJfLycjI4IMPPiAgIICrV69y7NgxJBIJSUlJrFmzhu7ubjIyMrhz5w7m5uZMnTqVmJiYh0Y6giDoCOL9vWR1dXVilaQ28rC2tsbOzg5bW1uxL8/S0lJ0HNHe3srKip6eHnx9fVm0aBE9PT2Ul5cjkUiwtrbGzc2NgoICJkyYwKpVq564gOZpGBgY0BlyWlZWRmtrK4sXL2bp0qWD+gm1FBUV8cMf/hAbGxtCQ0OZO3euOJdwKLQenFpxa2pqEvfn7m/mHu7nTtucrhVMbcFIaWkphoaGfPTRR4SFhWFvby+mRisqKnRENSgoSBRVrVB1dnby+eef4+rqysSJEykvL6eiokI8EZRKpfT19REREcGyZctGZEzRq8BrK3YrVqzg6tWrT2wErVAoqK2tpbu7m6NHj/K3v/2NK1euvFKRHfxfef+DaUhtqvDu3bsIgsDChQvx8PBArVbT399Pe3u7GNHZ2NiIZ/8+Pj54eHhgbGxMV1cX2dnZZGVliV9Q7bw8BwcHTE1N0Wg0SCQSZDIZrq6uolmxoaEhqamp4kF77NixODo60tHRIe4byWQy/P39RYf+B/fPtMJmb2//TNGDIAg6TdLaga7R0dG89dZbJCQkiAcQQRDo6+sbNEFCo9EQHx+Pm5sbUqmU7du3Y2JiwqJFi8jKyuLevXu4ubmRlJREaGiozkH38uXLXLlyhUWLFlFcXExraysff/wxtra2ZGdns3//fjo6Oli4cCGrV6/GyMgIiURCRkYGt2/fxtTUlPj4eOLi4p447aRWq2lubhaLXiorK5FIJCiVSmxsbHB0dMTW1hYrKytxJFRdXR337t2jvr6e1tZWLCwsiImJwcvLC5VKhUQiEaPJtrY2UfD8/PweOm7qaenp6REtuqqrq9FoNHh7e6NSqaisrGTJkiWPdPypr6/nhz/8IYIg8Omnn3L37l2uXLnC+++/L6byNRoNTU1NohjdnyLURmGBgYGPrbwcLhqNhitXrrB7927c3Nxoa2ujvb1dNJD28/Nj0qRJjB8/noCAgEGiqtFoqKys5E9/+hMtLS0EBwdjbGyMp6cn/v7+4ntmZmbGnDlzGD9+/GtZiPIwXlmx+/d///chfy+RSEhPTyc3N5d/+qd/4le/+tUzPc+cOXMICgpi27Ztw7r9aNizKygo4KuvvhILLuzs7HR8INPT05HJZHzwwQeDDJ/hm8rB+vp66uvrqauro7q6WjQQ1s6C036JAgMDGTt2rM5Q14qKCuRyuZiacXR0pLm5mYyMDO7evYtarRb9JQ0MDOjt7aWhoQGVSsXYsWOZNWuWaERsa2s7otHB/d6a165do6ioCIlEgqurK1OnTmXq1KmYmJgMORbp/ojSwsICe3t7ZDIZEomEqKgoMV20Y8cOMZXX3NzMpUuXqK6uxtvbm9mzZ4t7MIIgcP78ebKzs1mwYAEZGRk4ODiwYcMGjIyMyMvLY8eOHbS2trJ06VLee+89nf3NzMxMbt26hZGREXFxccTHxz/1Xpm2QvL+KewdHR3AN5+f+/v9jI2NxYNyc3MzEyZMIC4uDicnJ/r7+6mpqeHGjRvk5+djbW2Nl5cXrq6uuLq6YmlpiYWFhU7K9GE/raysdNJqWouukpISGhoaMDQ0JCAgQBxyWlZWxunTp5kxY8Yji0w6Ojr4t3/7NxoaGvjVr35FVFSUOCOuuLiYhIQEMRKWyWSYmprqpAhdXFxGVCS0EV5RURGff/45Go2GMWPGYGFhga2tLUZGRiiVSjo7O9FoNNjY2Ij7fc7OzrS3t1NeXk55eTm5ublIpVLee+89Jk2aRFBQELW1tSQnJyOVSomLi2PmzJmDMgLaYqSSkhJWrlz5WorgKyt2DzsAOjg4EBQUxIcffshHH330zH+0pKQkfH192bVr17BuPxrErr29ncrKSlHgtGf9/f397N27F4lEwgcffDBk345UKhWdR6qrq7lz5w6VlZW0trai0Wh0RgPZ2dlhYWFBX18fLS0t9PX1YW5ujqurKzY2NqLhcV1dHS0tLVhZWTFx4kTi4uJwcXHB2NiY3NxcysvLxbTY0/YSPQpBEGhtbSU3N5ecnByxFUMQBBwcHAgICMDe3l4c7QPftEpoX+tQo5G0Bwu1Wk1eXh5Xrlyht7eXiRMnEhQUJFbDrlq1CgMDAyorK0lNTaWhoYHAwECSkpLw9vYWe9W0Jd9XrlwhLi6O+fPnA9+k2v7617/S1NTEe++9N2iCdm9vL9euXePmzZsAxMTEMGXKlBHxZuzr6xvU8qDRaDA3N8fHxwd3d3cyMjLIzc3F0dGR8PBwJk2axKRJk7C3tyc1NZWjR4/i4eEhplPt7e3x8vLCxcVF3H/VXieTyQatwdLSEisrK9RqNZ2dnZiYmBASEkJYWBghISFidJOfn8+JEyeIjY195GQCqVTK//7v/3Lr1i2++93vipaDlZWV3Lt3j8uXL2NgYMDbb78tVkx6eXmN+F6WVCoV05KVlZX09vZSXl6OXC7nww8/JDo6etCEBIVCQVVVFdnZ2eTm5lJWVkZvby8WFhYEBwdjbW0tVm9GRkbS0tIi+t+GhoYyf/78QRZhcrmc3Nxcrl+/Tnd3N8HBwSxfvvyF2yy+CF5ZsXse/PM//zMLFy7E19cXqVTKgQMH+J//+R8uXLgw7D6X0SB2Q9HX18eePXvo7e3lgw8+ENNuD3pFdnV10dHRgUQiQaFQYGFhgb+/P+Hh4Xh7e9Pf309HRwelpaXcvn2bhoYGsVze0dERZ2dnsfhBa3tkZWUlGvNaWFigUqnIzMwkIyMDc3Nz5s6dS3R09DOfmCiVSp1IrKqqirt373Lv3j2am5vp6ekR+9O8vLyIiIhgzJgxYkr0flGzsLB4ovUolUpycnLIyMhAoVDg7e1NRUUFsbGxvPXWWxgYGCAIAqWlpaSmpopjdWbNmoWLiwuHDx+mvLycyMhI7ty5w8qVK8V2l/Lycv7f//t/1NXVsW7dOpYvXz5obf39/WRlZZGdnY1arWbSpElMmzZtRGfPKZVKGhoaRPHTtjzU1dXR0NCAq6srzs7OYsXq5MmTKS4uJi8vj3fffVe0rdNa+/n5+REdHU14eDiWlpaoVKpBhTbanxqNhuDgYAIDAwelrouLizly5Ajjxo3j7bfffujfTSaT8ac//YmzZ88SHR3NmDFjxGZuV1dXsRUgOTmZ4OBgVq9ePWIRjkKh0Nl3u7+JXDu49dKlS7zzzjuDKie7u7vFyK2yshK5XI6VlZVoKadWq8nPzyctLQ0/Pz8mTJhAd3c37e3tBAYG8tZbbxESEqLzmFKplBs3bnDz5k0UCgXR0dFMnToVNze3EXm9oxG92N3Hli1buHTpEk1NTdjZ2TF27Fh+8pOfPFFD52gUO6lUyrZt22hvbyc+Pp6BgQEaGxvF4h1tWXRHR4c44NPOzg47OzssLS3Fg4t236qjowOlUomLiwuTJ09m2rRpeHl50d7eTm1tLRkZGWRkZCCRSHB3dycyMpLg4GC8vb2Ry+XiCJz4+HgSEhKGXU6uVqvp7u5+6AT23t5e+vv7xb0OlUolOqsYGBjg5ubGxIkTSUxMJCAg4LmkauRyOdeuXSMrK4umpiakUilr167V+QxpNBoKCwu5fPkyEomE6Ohopk+fzvnz56mrq8PZ2ZmOjg62bt0qelPW1NTw29/+lurq6iFHMWkZGBjgxo0bXL9+HaVSyYQJE5g+ffpT9b49Do1GQ2trK7W1tVy5coVLly5hbm6Ok5MTfX19GBgY4O3tjZGREaampnz88cd4eXkhk8koLi6msLCQyspKDAwMCA4OJioqalAP3+OoqKjgwIEDhIWFDYp64ZvPTENDA2VlZezdu5fs7Gzc3NxYsGABYWFhYjP3/ZGw1lpLW8n4tO9NQ0ODWMxSV1eHRqMRK5SDgoLEJnKlUslf/vIXbGxs2LhxI2q1mtraWlHgWltbMTAwEJ1tgoODdaK+rq4uPv/8cxwdHbGwsCAlJYWOjg7c3Nzw9vYWR/0EBASIA23z8/MxNjZm0qRJxMfHj7qBvM+DV0bsamtrn+p+D/P1e16MBrErKiri/PnzSKVS2tvbuXnzJjKZDF9fXywsLLCwsMDMzIyBgQGxylEQBKytrfHx8SEiIgIfHx8x4tGWWFdXVyMIAmFhYUycOJHAwEDx4KKNWi5dukRbWxsRERHExcUhl8upq6ujuLhYHDTq5OTEtGnTCAsLEwtg7O3tRW/FofbLurq6kEqlYp+ZgYGBWImpLZppaWmht7dXLJSRyWTI5XIcHByIjY1l4sSJL8zzr6+vj6tXr3LkyBFqa2tZs2YN69ev16lqVavV3L59mytXrtDX10d0dDT19fVIpVLx9X300Ufiwb+xsZH//u//prKykq1bt7JkyZKHCrZcLicnJ4dr164hk8kYN24cM2bMwNHR8bm95oqKCnbv3o1Go2Hs2LGUlZWRn58vjjhycnJi69atzJo1C3d3dwwNDent7aWoqIiCggLq6uowMTEhNDSU6OhoscDiYdTU1LBv3z4CAgJYtWoVRkZG4v6XVmSqq6vFsUT19fX4+PjwT//0T0NWyN7P1atXuXTpEqtWrXqkyYIW7Z6nNi35JFZcKSkppKWlkZiYSHt7O1VVVSgUCmxsbERxCwwMHPKzq1Ao2L59O01NTTg6OtLd3c3EiRNJSkoS056VlZXcvn1bnNbg6urK9OnTmTdvntgn+SbwyoidoaHhU52JP2jb9LwZDWK3Z88ePv/8c2Qymehs4u7ujrm5OXK5XBQBrcGtm5ubWBBibGyMgYEBarVatP+Sy+XY2tqKX1hbW1tMTEwwNTXF1NSUzs5O8vLyaG9vx9fXl4SEBLy9vTE1NUUQBLKzs7l9+zb29vZER0ejUCgoLy+nurqalpYWZDIZgiBgamqKjY0Ntra22NjYDNonu///Go2G0tJSCgsLxXl22hObpqYm+vv78ff3Jy4ujjFjxryQEvihkEgk/O53v+Pq1avExcWxatUqxo0bp7Oe+1OgfX19dHZ2ioU548eP10lbtra28stf/pKysjK+/e1v8/bbbz/y+RUKBbdu3SIzM1MU1ISEhIdOM3hWWlpa2L9/PwYGBqxduxYbGxvu3bvHhQsXOHToED09PQQHBxMUFCSeMGkND/r7+8U2lubmZszNzQkPDycqKoqAgACd96yxsZHdu3fj6enJ4sWLday4ent7MTIywtfXl4CAAKqrq8nKysLIyIgNGzYQExPz2NchCAJHjhyhvLycDz/8cMg2nr6+PlFMKioq6O7ufqgV14OoVCqxkGf//v24urqKDeYhISEEBwfj5ub2yGOe1uXp/Pnz+Pj4EB4eLlZXA+J3JDMzk7q6OiwtLcX9x5qaGmQymTjBXFvwoj0JeR15ZcRu165dTyV2GzZseA6reTijQezy8vI4ceIEZWVlWFtbM2vWLPr6+sSKR3t7e7GCzd7eHqVSiVKpRC6XU1FRIdocacu5/f39cXR0FEfDaH+2t7dz9+5dmpubsbS0xNfXV3RuGBgYoKmpiZqaGuRyOTY2NuKZqZGREUZGRmKUqd3PUqvVyOVyTExMsLCwwNXVVfRH9Pb2xszMTCyTb2trw9TUlNDQUDw9Penq6hJbB8aNG0dsbOyo2X/QaDTs3LmTlJQUPDw8CAoKIikpifDwcJ3PtFwuJysri7S0NG7evImNjQ3e3t6sXLlSZ8xSZ2cnP//5z7l37x7f/e53eeuttx67BqVSye3bt8nIyEAqlRIREUFCQsJzeY96eno4cOAAXV1drFq1SjSI7uzs5Fe/+pV44NW2rGj3+dzd3UWja0tLS6qrqykoKBDFf8GCBYSHh1NXV8cf//hHVCoVAQEBSCQSDAwM8PDw0GnmNjExIT09nVOnTtHf38/cuXMfmv4dCoVCwd/+9jdUKhUfffQRxsbG4ufv/qGp2rl+Q1lx3U9nZ6fYB1hdXY1CoaCoqAhnZ2c++eQTgoODh91ColAo+Otf/yoW5axfv57IyEgMDAxQKpXcuXOHa9eu0dnZib+/P1OnTiUkJER87RqNhubmZrH3sqamBqVSibm5Od///vf1Dip6Hs9oELv29nY+++wzOjo6xDNma2tr0eLJ29tb5wvf09NDXl4eubm5Yhn+xIkTGTdu3KDUiUwmo6qqipSUFDHvr93z0PbVdXd3c+/ePfr6+vDx8WHcuHE4OTlhbm6OhYUF5ubm4gFBoVCIF6VSiUwmo7Ozk9bWVrFPsLm5md7eXvHL6OLigpeXF1ZWVrS2ttLd3Y2ZmRm+vr5iT9f9kaepqanO/5/0OiMjoyEPkD09PXR1delUvD4MlUrFvn37uHfvHl5eXrS1teHp6cns2bMJDAzUefz+/n7Onz/PF198gUQiISwsjJ/97Gc6tlE9PT389Kc/pbi4mO9973ssXrx4WJ8NlUrFnTt3uHr1qvjYCQkJQ852exbkcjlHjhyhsrKSt99+m/HjxwPfRN1alxU/Pz/y8vLo6OgQU9JKpVIcz+Tg4ICPjw+WlpYUFxdz+/ZtAHEAbmJiorjv5u/vP6iCMDc3l+PHj9PT00N4eDgffvjhE/VlCoJAcXExf/rTnxAEAS8vL9RqNdbW1jr7bg/b71IqlVRXV4sC19nZKUacwcHBdHV1cfPmTT766KNhmVpr15Sfn8+hQ4e4fv06ixcvFkcS9ff3k5OTQ3Z2Nv39/URERDB16tRhPbZ2b7OxsZH4+Phhv0evEnqxG2FGg9idPHmSv/3tb0yePJkJEyYQFRWFv7+/TnpCo9FQVlZGbm4u9+7dE2fCRUVFicL1YBFIa2srpaWlYtowKCiIyMhIcW/PwsKC4uJiKisr8fHx4e23334qb9K+vj6xgEF7xqm1tNKOqKmtrUUul+Ph4SFW9GkFVaVSDRLRof6tUChQqVSPXY+hoaGYku3p6RH3FbVVqNqJDl5eXmJKyM/PT4xmtUImk8nYuXMnAwMDzJkzh5ycHOrq6vD392fOnDmDeh4rKyv5xS9+wZ07d/D29ubHP/4x06ZNE/dYent7+bd/+zcKCwv5/ve/P6wIT4taraagoICrV6/S0dFBSEgICQkJI+qmoVarOXPmDLm5ucyaNYuEhAQMDAyoqKhg//79jBs3joULF4p+nPX19djZ2RERESEaDdTW1tLU1CQaRV+/fh0rKyt+/OMfs2jRoodGaaWlpRw8eJD+/n4cHBz4+OOPh7VfOZQVl1Qqpbq6mpkzZ7J69eqH9tlpq4+1hSXV1dViJiU4OJiQkBD8/f1FR6A///nPxMTEiG0mj0Nroafdf5wxYwZbt26lu7ubrKws8WRg/PjxTJky5bnuz76KvPJil5mZSW5uLt3d3Tp9UvBNEcNPf/rTF7qe0SB2UqmUhoaGITf429rayMjIIDs7m46ODnH6sq2trVjNqMXIyAh7e3usrKxoaWmhqqoKS0tLsUrN3t4eAwMD0Uvy8uXLCIIgDtN8ktx/f38/JSUlFBYWiiOWtON/wsLCkEgk3Lhxg8LCQgRBwM/PD3d3dwYGBqirq6O9vR34pi9L6/iirUR7VHWfRqMZlJ7VXiQSCTU1NdTU1FBfX09nZydqtRorKyucnJxEt5iWlhaam5tpa2sTi2i0+6F2dnZiOtbZ2RlDQ0OuXr2KlZUVK1asoKenR/z8RkZGMn/+fJ0xOY2NjfzhD38gMzMTFxcXEhMTRRNqQ0NDBgYG+Jd/+Rfy8/P5wQ9+MOwI7/7Xf/fuXdLT02lrayMwMJCEhAT8/f2f6HEehiAIXL16ldTUVMaPH8+SJUswMjIiPz+f48ePk5CQQFJSkvhac3JyKCgoQBAEIiIiiImJwc3NjebmZr766itx3l5xcTG+vr4sWbJEnLKupba2lj179qDRaFCr1axZs4YxY8YMuT5tpuJBKy5tBaM2JXrjxg2Sk5N1WkLg/3rftAKnHT7s7+8vCpyTk5OOOAqCwJ49e5BIJHz7299+bPWpVCrl0qVL5OXl4eLiIlqzvfXWW+Tm5lJUVISFhQWxsbHExsa+lj1yI8ErK3adnZ0sXryY7OxscbTM/ZV62t+9iQUq/f39NDc3i5FZe3u76DzR2NiIkZERbm5ueHl5iZWQQzVPm5ubk5ubS3p6OnK5nNjYWKZPn67zZaqpqeHs2bO0trYOe5imFplMJgpcZWUlgiDg7+8vCpy5uTklJSXcuHGD2tpa7OzsiImJYeLEiYO+0AMDAzqG19qhr9qWg/snPjxsOGVfXx/V1dXiRdsL5ezsjL+/v3h5WMO2tkn6/krA+vp6sVVDa8QM30Qe1tbWTJgwAUNDQ1pbW8XKQV9fX8aNGyfuZfX29nLmzBkaGxuJiooST1DmzZtHdHQ0SqWSf/7nfyYvL48f/OAHTxTh3b92bcVsc3Mzfn5+JCQkDEqxPi35+fmcPHkSPz8/3nvvPczNzcnMzCQlJYW33npLp7dMG73fvHlTLKHX7udu3rwZBwcHqqurOX36NBKJhBkzZjB9+nSMjY1pbW1lx44d4iSGhIQEHTcVtVqt42/Z0NCAIAg4OjqK+25D+VsKgsDx48cpLi5m6dKloidoTU0NarUaBwcHsbDE39//kQKWm5vLqVOnWL9+PUFBQQ+9nUql4vr166Snp2NsbMysWbOoqanh2rVr+Pv709nZiaOjI1OmTGH8+PEvxXj7VeKVFbstW7bw5ZdfsmPHDuLi4ggMDOTChQsEBATw+9//nqysLM6dO/fCixRGg9jl5eXx1VdfiWNNurq6MDAwwNfXl4kTJzJp0iRcXV0fasUlCAIFBQWkpqbS3d3N+PHjSUxM1PEA7OnpITk5+YmHacrlcrGKUlsE4+vrS2RkJBEREVhbW9PX1ye6nfT09DxVVaW2BF1reVZfXy+Klzb601YkaoWytbUV+GZ46P3i9qyzvbTFQfdfWlpauH37Np6eniQlJeHo6IiNjQ01NTXcvHmTnp4esThIrVZTU1MjzhuLjY0V/6729vZERkbi5eXF119/TV1dHStXrhRPOu6/3N8z+aj37d69e6Snp9PQ0IC3t7c4JPdZRa+qqopDhw5hZ2cnVmpq7dJWrVpFWFjYoLVoB8y2trby/vvv60RxKpWK9PR0MjIycHJyYubMmSQnJwPfnEh5e3uzdu1aOjo6xJaAmpoaFAoFlpaWBAQEiAL3qD5EuVxOZWUlJSUlHDhwAKlUSmxsLGPGjBFbAx50JnkYUqmUzz77jLCwMJYuXTrkbbR/gwsXLiCRSMSTzOPHj3Po0CGxcVzbvjOS1ZPa1p3XkVdW7Dw8PHj//ff53e9+R0dHBy4uLqSkpIhnccuXL8fMzIyDBw++0HWNBrHTflHa2tqwsrJi3LhxTJw4ccjy6fsRBIGysjIuXbpES0sLYWFhzJ49e9ABJisri/T0dExNTZk7d+5jh2kqFAru3btHYWEh5eXlqFQqfHx8RIHTbvA3NTWRnZ1NQUEBAGPHjiU2NnZY06+Hg9bAOi8vj+LiYurr61GpVDouMRMnTiQsLGxQ6mkk0fZkZWZmcvjwYRwcHHBxcUGj0WBkZISrqytSqZT6+nqsrKxITExk+vTplJaW8rOf/QxLS0t+8pOf0NzczNWrV6mvr8fR0ZGAgADOnTtHRUUF8fHxQ0YNpqamQ4rgg7+zsLCgubmZzMxMamtr8fDwICEhgbCwsGd6X1pbW9m/fz8ajYa1a9fi6uoqDg7esGHDU+0ZtrS0cOzYMb7++ms8PT0JDg6mvb2diRMn0tjYSG9vrzhSSltY8uCYpvvR2stpx+HU1tai0WhwcnLCw8OD7OxswsLC2Lhx4xMLzeHDh6mpqeGTTz4ZMt3Y1tbG+fPnqaioICgoiMTERGprazl79izXrl0jLi6Ob3/72/j6+o7o51OpVJKcnExBQQHf/e53X0vBe2XFzsLCgk8//ZQtW7Ygl8uxsLDgxIkT4vynv/71r/zLv/wLnZ2dL3Rdo0HsqqurSUtLY9KkSYSHhz+yMVdLXV0dFy9epKamBj8/P+bMmTPowKOdtC2RSERD2YdVISqVSsrKykS7LqVSiZeXF5GRkURGRopRokajobi4mOzsbGpqah6ZqnxSZDIZNTU1VFdXU1VVRUtLC4IgYG9vr1NE0tPToxP9CYKAhYWFTurTy8tr2E4vT4J2tl1CQgKhoaFi5KedLKD1FbWzs2Pq1Kk4OTmxe/duoqOj+d///V+MjIx0TlACAwO5ceMGRUVFfOtb32LhwoX09fWJl/7+fp3/3/97hUIxaH1mZmaiMUB3d7fomhMREYGNjY2OUFpaWg7r4K+14uvs7GTlypX4+/uzd+9eWltb2bJlyxP3APb29vKHP/yBGzdu0NjYSHd3N9OnT2fKlCnivpuvr+8jo1qZTEZlZaUocFKpFBMTEwICAsT0pIODA/BNhLp3714dD9PhUFxczKFDh1ixYgVRUVE61w0MDHDlyhWys7Oxt7dn2rRp4iQQ7R58TEwM3/nOd0a8D66trY2jR4/S0dHB/PnzmTx58mtpBP34o+AoxdPTk+bmZuCbL6Srqyt37twRxa6hoeG1/IMNB39/fzZu3Dis27a1tXHp0iVKSkpwc3Nj7dq1BAcH67x3HR0dnD9/nrKyMgIDAwelk7SoVCrKy8u5e/cupaWlKBQKPDw8mDlzJpGRkeLBAr7ZV7x165aYqtTu5TxLWkYmk1FbWyuKm9bs2c7OjoCAAOLj4/H39x8yZTVhwgTxMbRiU1dXR1ZWlmgO7OLiIha+aNOgz/oZmzBhAlKplNTUVOzs7IiLixOv6+/vFwduXr58mTNnzoj70qdOnaKtrY1PPvkEb29vPvzwQ0pLS7l8+bJYHfvpp58C8N577w1rnUql8pHCWFNTQ35+PocPH8bExARvb2+dxmcDAwMsLCweGi3e/7tVq1Zx5swZDhw4wFtvvcXq1avZuXMne/fu5cMPP3xk6vh+K67y8nLOnTtHZ2cnY8aMwdTUVCy4cnBwID4+fsjH0k6/0LYF1NfXo9FocHFxISoqipCQEHHCw4MEBAQwf/58zp07h4eHB2PHjn3seyuTyTh79iyhoaE6BS4ajYbc3FxSU1NRqVRMnDgRuVzO2bNnMTExYcKECZSWluLq6srmzZtHfALI7du3OXfuHPb29nz00Uejpjf1efDKRnYbN24UIxiA733ve2zfvp1//ud/RqPR8L//+7/Mnz+fo0ePvtB1jYbIbjh0d3dz+fJl7ty5g729vVjh96DLenp6OllZWdjY2DB//vxBaSy1Wk1FRYU4HkQul+Pm5iZGcA/uZTQ3N3Pjxg0xVRkdHU1cXNxTpSrlcrmOuGmHadra2uLv709AQIAobk8rStpy8vsLX1pbWxEEAXNzc3F8jYuLC87Ozri4uDyxJZkgCJw7d46cnBxWr1790MrBrq4uzpw5w7Vr18jPz6e+vp6YmBgiIyPFoiNPT096e3spKSnh0qVLdHd38/d///ds2bJlxE7+GhoauHLlCkVFRVhZWTF+/Hj8/PyQyWSPjCAfrJaGbyonW1paiIqKIjIykqtXr2JjY8O7776Lo6OjKI4ajWbQkFOte09PTw8rVqwgOzubiIgIli5dSlFREefOnUOtVjN37lwmTpyITCajoqJCrJzs7e3F1NSUwMBAce9tuB6igiBw8uRJCgsL2bx582P7FE+fPk1hYSHf+c53xKxGdXU158+fp6mpSXRaqa+vx9bWlilTpjBhwgTOnTtHUVERW7ZsGbF0PnwjvqdPn+bu3btMmjSJBQsWvPYFLq+s2BUUFJCSksInn3yCmZkZXV1drFy5ktTUVAASEhI4ePDgcxkZ8yhGu9j19/dz9epVcnJyMDMzIyEhgcmTJ+v442nd6ZOTkxkYGBAnFmi/DGq1WpwoUFxcjEwmw8XFRRS4B6M+jUYjVlXW1NRga2srelU+SapSO1hXWy2pHTljY2OjI24ODg7PNaqXy+Vi9NfQ0EB7ezudnZ1i1GVtbY2Li8ugi6Wl5UPXpdFohr13pY3G//znP9PU1MQnn3zClClTaGxsFKs/tSbN6enpdHV1sXDhQn71q1+N6AGzubmZ9PR0ioqKsLOzY/r06UyYMGHIaEgQBORy+SAB7O3t5ebNm6JBs6enJ1evXsXMzExsr9ByvxVXUFAQxcXFZGZmsnjxYq5fv46RkREffvihWAnZ39/Pl19+SXp6uhiZW1pa4ubmJrYF3D/h+0lRqVTs3LmT3t5etm7d+tAq5Orqanbt2sXixYuJiYlBIpGQkpJCYWEhhoaGmJubMzAwgJubG1OnTiUqKgojIyNu3LjBuXPnePfdd4mOjn6qNQ5FfX09R48eRSaTsWTJEp1I83XmlRW7oqKiIaeHSyQSjIyMnrmC7mkZrWKnUCi4fv06mZmZCILA1KlTmTJlyqB9qObmZs6dO0dNTQ3h4eHMnz9fnPVWXV0tClx/fz9OTk6iwLm6ug45dubBVGVcXNywU5UKhUIcHltdXU1DQwMajQZra2uxUlI7HPZlp6xVKhUdHR20tbXpXLS9efDNPvNQImhjY4OBgQEqlUrcu9q8efOQqeL70U5AqK+vZ926daxfv57AwEBxqkV9fT0VFRV89tlnVFVV4ebmxqxZs5g+fToBAQF4e3vj7u7+zGf0ra2tXL16lcLCQqytrZk2bRqTJk16osctLCzkxIkT+Pr6Eh8fz6FDhwgODmbOnDn09/ej0Wh09k21QjB37lzRF3Pr1q2Ym5vrRG/aCLO9vR0LCwuWLFnCvHnzRsz8uKenh23btuHs7MwHH3ww6HFVKhV/+ctfsLS0ZP369WRmZpKenk5nZyfm5uaYm5sTGBjItGnTCAoKEj/H1dXV7Nmz54n3BR+FIAhkZmaSmpqKp6cnK1aseC7TMEYrr6zYGRoaEh0dzapVq3jvvfcIDg5+2UsCRp/YqdVqcnNzuXLlCgMDA8TExDBjxoxBZ6EDAwOkpqZy8+ZNnJ2dWbhwIf7+/tTW1nL37l2Kioro6+vDwcFBFLiHVbQ9bapSqVQOEjdtE/f94vY8KyVHGrVaTVdX1yAR1I4ggm/2nO8XvitXrmBqasp3v/tdnXaPoWhra2PTpk20tLQwbdo0sdfxfjcWbeN5cnIydnZ2uLu74+joiIeHByYmJjqjYLy8vJ56L7Kjo4OrV6+Sn5+PhYUFU6dOJSYmZtgje2pqavjyyy+xtrZm4sSJJCcnM2XKFObNm6dzu7t373L06FFxMvuJEycYN24cCoWCxsZGBEHAw8NDTE16e3uj0Wi4cuUK165dw9nZmbfffnuQY83TUltby65du5g8eTKLFi3Sue7SpUtkZmaSmJjItWvXRLciNzc3xo0bx7Rp0wZln7q7u/n8889xcXHhgw8+GJF9OqlUyokTJ6iqqmL69OkkJiYOEmbtXuhIuuiMJl5Zsdu2bRuHDx/mypUrCILA+PHjWb16Ne+99x5+fn4vbV2jRey0qcjLly/T1dXF2LFjRdeT+9FukF+6dAmNRsPMmTPx8PCgpKSEoqIipFIpdnZ2osB5enoOeSAcKlUZExPDpEmTHpqq1E4x14pbfX09arUaS0tLHXEbiUKQ0YZGo0EikYjCd78QSqVScnNzMTMzY+7cueJkb+2eoKOjo84BsLCwkH/913/FwsKCcePGIZfLCQsLIykpSWw3GRgY4H/+53/IyMhgzJgxODk5IQgCgYGB2Nraig4wAObm5qL5tlYAn6QUvauri4yMDPLy8jA1NWXKlCnExsYOy1y4vb2d/fv3o1QqCQ8PJycnhwULFoh+jVVVVezYsQMHBwfMzMz46quv8PDwIDIykqCgIHGiwsMyO83NzZw6dYqmpiZiY2NJSkoakSrbmzdv8vXXX/POO++IxU7Nzc389re/RS6Xiyc3oaGhTJs2jSlTpgwZVQ03NfoklJWV8dVXX2FgYMDy5ctFY24tgiCIe7xdXV384Ac/GJHnHW28smKnpaWlhSNHjnD48GEyMzMBiI2NZfXq1axcuXLEDW4fx2gQu7q6Os6ePUtTUxOhoaHMnj17yCorbf9OU1MTPj4+ODs7U1lZSU9PDzY2NqLAPWgcfT/9/f1iA3h3dzd+fn7ExsYSFhY2ZEqnoaFBnI33YJ+b9jJUSvRNQeu/WVJSwu7duzE2NiY6OpqOjg5kMhnwjY2bk5OTTir0zp07HDhwgMjISBYtWkReXh4SiYSxY8eSmJiIg4MDfX19/OY3v+HGjRviANuioiJsbW1JTExkzJgxNDc3i3uRDQ0N9Pb2AmBvby8Kn7e3txgVPoru7m7Rzs/Y2Ji4uDji4+MfW8DT29vLwYMHRbPsmpoaMV2p7ZsNDQ2lvLyckJAQvv3tb+Pj4zPsCEij0XDjxg1SU1OxtLRk8eLFhIaGDuu+D0MQBL7++mvy8vLYtGkTdnZ2fPe736WgoAB3d3fGjh3LokWLmDx58kNP/u4vetmyZcsz1xuo1WouXrxIVlYWISEhLF26dJCIVVVVcfHiRdFecPbs2S+8zuFF8cqL3f00NDSIwpednS2Ou3iRjAax07ptzJkzZ8goVyqVkpyczLVr11Cr1eIZprW1NREREURGRj62abW5uZns7Gzy8/OBb1KVsbGxOl8UrZO6Vtzq6upQqVSYm5vriNvj5na9qdTV1bFnzx6Cg4NZsWIFAwMDg9KhbW1t9PX1iWXk1dXVRERE8N5774l2bIaGhsTGxjJjxgwAfv/735OTk8Ps2bNZtmwZ2dnZ3L17F2dnZ2bNmkVERIRoudfd3a3T+9fU1IRSqcTQ0BBXV1ed6O9hBslSqZRr165x8+ZNDAwMiI2NZcqUKY+MHhQKBcePH6ekpARLS0s6OjooLCzEx8eHzZs3c+vWLQYGBvj444+fOgrRVreWl5cTFRXFggULnqmZWqVSsWPHDq5evSqm4efOncuHH3740MKd+8nJyeHMmTMsW7aMcePGPfU64Bs7xaNHj9LS0sKcOXOIj4/X+ds0NjZy6dIlKioq8PLyYs6cOU9l2v4q8VqJnUaj4dKlS3z55ZccOXKEvr6+N9IbExC9Qe9HpVJx9uxZTp48SXt7O+7u7gQGBooRnJ+f3yPPjh+Wqpw4cSJWVlao1WoaGxt1xE07lsfPz09H3F7XAZEjTWlpKV9++SWTJk1i8eLFQ4pJf38/7e3t1NTU8Le//Y3S0lLc3d2JiIjAyMiIhoYG2trasLCwEO3iLly4QGlpKYmJiXz00Uf09fWRmppKWVkZ7u7uzJ49e1C/JSBWed4f/Wkb8c3MzPD09BSjPy8vL510Yl9fH1lZWaKf7eTJk5k6depDU44ajYYLFy5w/fp14Bsbty1btojVxBs3bnzm/SWtNd758+cRBIF58+Yxfvz4Jz75UqlUnDlzhl27dpGXl4ehoSHf+973+Lu/+7thPZZ23y8mJoaFCxc+7csBvvEh/frrr7G2tmbFihU62a329nYuX77M3bt3cXFxISkp6ZldcV4VXnmxEwSBtLQ0Dh06xIkTJ2hvb8fBwYHly5ezatUqHRPYF8FoEbv7aW1tJTk5WRS5gIAAFi1axIQJEwZNgB6KB1OVvr6+xMXFERISIhoYV1VVUVtbi1KpxMzMTEfcXufpxy8CrXFwUlISCQkJj7xtbW0tf/nLX+jo6CA6OpoFCxaI3pyZmZncuXMHuVyOq6srDQ0NdHV1ERERwbvvvktgYCByuZz8/Hyam5vx9fVl9uzZj90Dl8vlNDY26rRjSKVSAGxtbXWiP09PT9RqNdevX+fGjRuoVComTJjA9OnThyzGEQSBGzdukJeXx6pVq2hoaODo0aMsWrRIZ6Dts9Lf38+FCxe4c+cOAQEBLFmyZFgjcmQyGZcuXeLAgQM0NDQQHh6OpaUlRUVFbN26lWXLlj32MXp6evj8889xcnIasqJzuGib0e/cucO4ceNYtGiRuB/Z09PDlStXuH37NjY2NiQmJjJu3Lg36nv5yord1atXOXz4MEePHqW1tRVbW1uWLl3KqlWrmDNnzrAssp4Ho0XstFPEs7OzuX79Ot3d3URERPD+++8TGxs7rC9US0sLN27cEFOV2uhvYGBAFDeFQoGpqSm+vr5in5uHh8cb9SV6EaSnp5Oamsrbb7/92M/V9evXOXbsGGq1msjISNavXy9WRPb29pKamkpGRga9vb3U1tbS1taGm5sb4eHhWFhYIAgCMpmM5uZmlEolY8aMYf78+URFRWFlZfXYKEAQBNHbUxv9NTY2olAoMDAwENOfzs7OtLa2UlxcjFKpZNy4ccyYMUPHaed+2tra+OKLLxgzZgzLly9/LtFIRUUFX3/9NVKplMTERKZMmTLkd6W7u5v09HSOHz9ObW0tAQEBbN68GQsLC06ePMmECRO4ffv2oIkOD6JSqdi1axc9PT1s3br1qdOoTU1NHD16FKlUyuLFi8U06MDAABkZGdy4cQNTU1NmzJhBTEzMSzs+vkxeWbHTzgtbsmQJq1atYsGCBcMucX6ejAaxy83N5cSJEzQ2NjIwMICvry/vv/8+Y8eOfewBQqPRUFpayo0bN6iqqgIQJ3G3tLQgl8sxMTEZJG4j1bekZ2gEQeDs2bPcvHnzkS4r2tsePXqUW7duYWxszJgxY3j//fd1DnBdXV2kpaWRlZVFQUGBuJf27rvvYmhoSFtbG62trRQUFHD79m16e3txdnYmPDwcf3//Qb2Ctra2j/xsaTQacQqFVgC1TjRGRkbIZDLa2towMzMjPj6e+fPn63hkyuVyvvjiCwwNDXUax58HCoVCfG/c3Nx4++23xVRgS0sLGRkZpKSkUFtbi7u7O++99x6zZ89GLpfz2WefERISwvLlyzl79iy3bt1iw4YN+Pr6Dvlcp0+f5s6dO2zatGnY08rvRxv5pqSk4OrqyooVK3ByckKhUHDjxg0yMzPRaDRMmTKFqVOnPhd/11eFV1bsjh07xuLFi4dVzvwiGQ1iV1BQwL59+7C0tBRnfT3u4NDf3y8OYK2trcXY2BhLS0tsbGwwMzPDx8dHFDdPT0+9uL0ENBoNR44coby8nA8++OCR+1VacdA6u4SHh7NixYpBEXdraysnTpzgyy+/pL+/n7i4OP7xH/9RJ3WpUqnIyMjgwoULtLS04OLigru7O/39/WIBmKmpqU57hPZib2//0Chf2xenTX/W1tZSWlpKXV0dABERESQlJREVFUVOTg4VFRVs3bp12ON0npXGxkZOnTpFc3Mz/v7+CIJAfn4+DQ0N2NraMm/ePBYsWCBO7Thy5AhVVVV897vfxdLSErVazZ49e+jo6GDr1q3i7bRo2xWWLl3K+PHjn3h9fX19fPXVV5SVlTFlyhRmz56NgYGBTl/t5MmTSUhIeC1bCZ6UV1bsRiujQeyam5tJS0tj/vz5D00Jwf/14p0/f56cnBwkEgmOjo74+fkREREh9rl5eXnpxW2U8CQuK62trXzxxRfY2trS2dnJuHHjeOedd4aMwG7evMl//dd/UVVVhY+PD//wD/9AYmKizm0eNCiYMGECY8eORSaTDeoVlMvlABgbG+sI4P29gkN9pqRSKdXV1aSnp5OZmUlLSwsODg74+vry4YcfDuma9LzQaDTk5+ezf/9+bty4gVKpJCAggISEBBYvXqxzslFaWsrBgwdZvny5jjF0X18f27Ztw8bGhk2bNonRdV1dHbt27WLSpEmDGtGHQ1VVFcePH0etVrNs2TKCg4MpLCwkNTVVbDkZqq/2TUYvdiPMaBC7h6Gd01VZWUlWVhZZWVlild748eNJSEggIiICLy+vNzKn/6owMDDAzp07kcvlbNmyZVDEcD8FBQUcO3aM0NBQysrKRPupoQSvtraW3//+9+Tm5mJgYMCCBQtYv379oPSaUqkkOzubjIwMVCoVsbGxTJs2Tewf0+7ZPegY09raysDAAPDNNsSDvYIuLi44OTmJnz21Wk1eXh7nz5+nvb0dT0/PF+Kko1AoyM3N5fr166LPaFdXF52dndjZ2YkRnTZa0qYv3dzcWLNmzaA1NTY2smPHDqKionjnnXfo7e1l27ZtODo6smHDhic6kVSr1aSlpZGRkYG/vz/Lli2jpaWFS5cu0dzczJgxY5g9e/ZjZ1e+iejFboQZTWKnndatdSgpKyujoqKCpqYmTE1NGTNmDElJSSQmJo66dLCeR9PT08P27dsxNzdn06ZNj/z7afeOJk6cSE5ODrNmzWLmzJlD3raqqoo9e/ZQXl5OR0cHfn5+JCYmkpSUNCiKlMlk4kmTgYEBU6dOJT4+/qH7QoIg0N/fP2SvoLZ53cDAQBxme78AagteampqBhmAa8XvWQ3Ae3t7yc7OJicnB5lMhr29Pd3d3RgYGBAXF0dCQgIlJSVcuHABAwMD5s+fz9ixY8UKyO985zsPjaTu3LnDiRMnmD9/PkVFRUgkEj7++OMnKkiRSCQcO3aMhoYGZs2aha+vL6mpqY+cQann/9CL3QgzGsSurq6O69evU11dTV9fHwMDAwwMDNDX14etrS3Tpk1j6tSpL9xdRs/I0tbWxo4dO3B1dWX9+vUPjca1FX9SqZSoqCgyMzN1LLgepLy8nAMHDtDT04NUKsXKygo7OzvGjRtHYmLioAN6X18fGRkZ5OTkiBV/kydPfiIj6IGBgUGp0La2Nrq7u3VuZ2BggKGhIVKplO7ubnGNBgYGWFlZ4e7ujru7O56entjZ2WFsbIyJiQnGxsaD/q39f09PD/n5+aJvZUBAAFKplI6ODsaMGcOiRYt0imX6+vo4f/48BQUF2Nvb09TUxPLly3VmEQ7FhQsX2LNnD25ubvzgBz94Im/OoqIiTp06hbm5OTNnzqSkpETsp3xYT6QeXfRiN8KMBrErLy/n8uXLGBkZ0d7ejlQqxd7eXvSq1G9Wvz7U1tayZ88eQkNDhyxA0dLd3c22bdtwd3fHzc2NrKysRxZGaJvZlUolBgYG+Pr60t3dLRY9zJgxY1BUcn8vl7W1NTNnzmT8+PHPtN+r9ZWUSCQolUpUKhUqlUrn3319fTQ1NdHY2Ehzc7M4acLc3BwHBwfs7e2xtbXF2NhYvK9Go6G7u5u6ujra29sxNTXF3d0duVxOS0sLlpaWBAcHi712RkZGg8Syvb2d06dPA7B48WIiIiIwNTUdUlCNjY25d+8eO3fuxMvLi+9///s4OjoOKcLafxsZGaFSqTh//jy3bt3C398fCwsLSkpKsLe3F4t39CI3PPRiN8KMBrErKyvjzJkzSCQSfHx8iIuLIzw8XF9k8pqiFSat+8bDDn4VFRXs27ePhIQEent7yc3N5b333iM8PHzI2xcVFXH48GGMjY1RKpVMnToVCwsL0WYuPj6eadOmDUqhdnR0kJaWRmFhIQ4ODsyaNeuFHpQHBgaoqakRnXxaWlqAbxxYtFWmNTU1tLa24uDgwPjx45HL5WRmZqJWq8WBuBqNZkhx1f771q1b3LlzB09PT+rq6rC1tSU6Ohpra+tB92lvbxcnivT09GBsbMyECRMe+Z3s7++nuLiYgYEBrK2tUSgUmJubExYWRmBgIGZmZo8Uy6f5t1ZkX0f0YjfCjAaxa2pq4vr168TFxelTlW8It27d4vTp08yePVv0wByKK1eukJaWxvvvv09+fj7FxcWsWbOGoKCgIW+fn5/PiRMnsLS0pLe3l/j4eGbOnMm1a9e4ceMGxsbGTJs2jbi4uEFpy5aWFlJTUyktLcXNzY2kpCRCQ0NfeCTS19dHeXm5WNjR1tYmpmV9fX2prq4GIC4ujqSkpGFlPlpaWti2bRsJCQkkJib+f+3dd1RU1/o38O/QO6iAYKGqCIIiKFJULIgNG4IVsUs00SQm8adJbDfxenNTrsZcDRpFxN67IiJFBURULBQLTQWkSAeZAea8f+TlXEdmkDaF4fmsNWs555w555nNOM/sfXZBdnY2zp8/j4KCAri4uGDEiBFsedR3SNHV1YW/vz9ycnIQFBSEXr16YezYsairqxNIjjU1NXj48CEiIyNRVlYGFRUVqKqqwsbGhl3KrLEk/OG/65eSaqrvv/9eLjuoUbJrY7KQ7EjHFBUVhYiICIFlZj7EMAwOHz6M169fY8mSJbh69SoyMzMbHbdXP11Z586dUVRUhIEDB2LSpEmorKxEdHQ07t27B01NTQwfPhwODg4NagavX79GeHg4MjIy0KNHD4wePVpikw6/e/cOd+/eRXx8PCorK9G3b18MGDAAhYWF7AoDKioq7Np39Z1dTE1NRa7OwOfzsXfvXvB4PAQEBAj0Ho2JiUFUVBS0tbUxadIkmJqaIjg4GMXFxVi2bBk7D+iTJ09w8uRJjB07Fi4uLgLxnjlzhl1yy8zMDK6urgK9XZuLYRiBxPexBDlgwAC5bBqlZNfGKNkRaWEYBpcuXcL9+/cxa9YskcvWvHv3DoGBgezq2UePHkVeXh4WLlwodCkoAIiPj8fly5fRvXt35OTkwMbGBt7e3lBUVERxcTEiIiLYDhv1zZYf3j9MT09HeHg4srOzYW5u3mCR2bZUUlKC2NhYPHjwAHw+H/b29nBxcYGWlhZu3ryJ2NhYaGlpYcyYMejRoweysrLYOV5LSkrA4XBgZGTETqRgamrK9jKNi4tDaGgoFi1aJPQHwtu3b3HhwgVkZmairq4OHA4HS5cubXDs9evXcfv2bXaF+czMTOzYsQNPnz6Fubk5PD094e7u3ujQEtJ0lOzaGCU7Ik18Ph/Hjx9HWloa5s+fLzKZ5OTkYO/evRg4cCA8PDwQHByM8vJyLFy4UOQMJbGxsQgNDYWFhQWysrJgYWGBGTNmsM11eXl5iIiIQGpqKgwNDTF69OgGzZYMw+Dp06e4ceMG8vPz2eEvopJsc+Xm5iImJgZJSUlQVVWFk5MTnJycoKGhgUePHuH69et49+4dhg4dCjc3N6E9RktKStj7fRkZGSgrK4OCggKMjY1hYGCA6OhouLu7Y8qUKSLjYBgGR44cwb59+2BjY4OlS5c2uG/J5/Nx+PBhvHr1Cnp6erh48SKUlJTg7e0NLy8vic0U01FQsmtjlOyItNXU1CAkJAQFBQVYvHixQLf599Xf56ufgSMoKAg1NTVYtGiR0BUIgP9NSG1jY4Pnz5+je/fumD17tsDYuqY0W/L5fCQlJSEiIgLFxcWwtbXFyJEjm7TSwIcYhkF6ejpu376N9PR0dOrUCS4uLrC3t4eKigpev36Nq1ev4vXr1+jXrx/GjBnT5JlFGIZBUVERMjMzkZ6ejtOnT6OoqAhDhgyBqakpW/Pr2bOnQOLMzs5GUFAQevfuDQ6Hg+TkZPTu3RsTJ04UuHZ8fDxWrlyJ4uJiTJ06FatWrRJbbbejo2TXxijZEVlQP8sKj8fD4sWLha4ZV78ydlJSEpYsWQJ1dXXs27cPSkpKWLhwociOGjdu3EB0dDQcHByQnJyMLl26YO7cuQL3lOoTUHh4OHJycmBpaYnRo0c36DBVP0tKVFQUKioqMHDgwCY33dXV1SEpKQkxMTF48+YNunXrBjc3N1hbW7Nj8cLDw5GYmAgjIyOMHz/+o8sVNebhw4c4ffo0xo8fD0VFRbb2V1VVBUVFRfTo0QPm5ubo2rUrLl68iE6dOmHBggVQUlLC06dPcenSJVRXV2PUqFHo0aMHDh8+jLCwMKirq6Nr167w9PSEj4+PXN4vkwWU7NoYJTsiK0pLS7F3716oq6uLnGWlpqYGf/31F2pra7F06VJUVVVh37590NbWxvz584W+hmEYhIWFISYmBi4uLnj48CG0tLQwb968BkmVYRikpKTgxo0bKCwshI2NDUaOHNlgNpaamhokJCTg5s2b4PF4GDx4MIYOHSo04XK5XHY6r9LSUvTu3Ruurq4wMzMDh8NBbW0t4uLiEB0dDSUlJYwaNQoODg6tWnaqsrISf/zxB3r16oXp06cLvL/313TMyMhAXFwcuFwupk2bBmtra5ibm6Nbt26ora3FmTNncPLkSbx69QpaWloYP348li9fjpcvX+LYsWPw8PDA0KFDWxwnEY2SXRujZEdkSX5+Pvbt2wcjIyP4+fkJ7VJeVFSEwMBA9h5cfn4+goKC0LVrV/j5+Qm9r8UwDK5cuYK7d+/C3d0d9+/fh5KSEvz9/YU2EdZPqhwREYGysjLY29vD3d29wbFcLhdxcXGIiYkBwzBwcXGBi4sL1NTUUF5ejjt37iAhIQE1NTWws7ODq6srOw9k/f3Aa9euoaSkBE5OTnB3dxfZq7I5Tp06hRcvXuCzzz5rdGjCpUuXEBkZCRcXF1RXVyMrKwtcLhd8Ph8VFRXIz89HTk4Oampq0LdvX8ycORPu7u5QVlbGjRs3cPPmTcyZMwe9e/dudcxEECW7NkbJjsiapsyykpqaiqNHj8LT0xOurq54/fo1Dhw4AFNTU8yaNUvoQGOGYXDhwgU8ePAAHh4eSEhIAJ/Ph7+/v8jOFfWDsaOjo1FdXS1yCZqqqircvn0b8fHx7BReT58+hZKSEhwdHeHs7CzQ1FlQUICrV68iLS0NlpaWGDduXKMrQjTHs2fPcPjwYUybNo1dFFWY+vkvJ06ciMGDBwP4u0Z44cIFXL9+Ha9evUJxcTE6d+4Me3t7KCsr482bNzA1NcWcOXNgbm6OI0eO4OXLl1i6dCl1UGljlOzaGCU7IotSU1Nx7NixRmdZCQsLQ2xsLObPnw9TU1Okp6fj0KFD6Nu3L7uo64f4fD7Onj2LJ0+eYOLEiYiLi0NVVRXmzZsHIyMjkfHweDzExcXh9u3bYBgGzs7OcHV1bdBsWl5ejujoaGRlZWHAgAFwdHQUOObdu3eIjIzE3bt3oaenh7Fjx7bpwHUul4udO3dCX18ffn5+Is9bv7KBnZ0dJk+ejJqaGnbxVB6PB4ZhUFNTAwcHBwwYMADZ2dnIzMxESkoKkpOTUVlZCXt7e3h6eiIhIQE6OjpYunRph15sta1RsmtjlOyIrKpfLFTUfSE+n48DBw6gsLAQAQEB0NbWRkpKCo4fP84OJBf2Zc/n83Hq1CmkpqZiypQpiIuLQ1FREfz8/D7as7C+Bnfnzh0oKytj6NChcHJy+ugk0nw+H/fv38eNGzdQW1sLd3d3DBkypM1n/rhy5Qru37+PFStWiFwbsrKyErt374ampibmz5+Px48fIzIyEu/evYOZmRlyc3NRV1cHLy8v2NnZCby2trYWr1+/RmhoKMLCwlBeXs6OZbSyssLcuXNhbm4OfX196rjSSpTs3rN161acPn0aqampUFdXh6urK3766SdYWVk1+RyU7Igsi4yMRGRkpMhJoN9fa83f3x+KiopITEzE2bNn4erqijFjxgj90q2rq2PH902fPh2xsbF48+YNZs+e3aTZUsrLyxEVFYX79+9DU1MT7u7uIueOzMzMxJUrV5CXlwd7e3t4eHg0a6mcpnr16hX27dsHT09PgVlO3sfn8xESEoK8vDwMGzYMd+/eRXFxMezs7KChoYH4+HgYGxtj+vTpHx1WUVZWhgsXLiA+Ph48Hg+ZmZkwNjaGiYkJtLS02NldzMzM0LlzZ0p+zUTJ7j3jxo3DrFmzMHjwYNTW1uLbb7/FkydPkJyc3OSVAijZEVnGMAwuXryIBw8eYPbs2UI7QmRlZSE4OBjOzs7w9PQEANy5cwdXrlxpdO7N2tpaHD16FFlZWZg5cyZiY2ORlZWFGTNmiJzN5UNFRUWIiIgQOol0SUkJrl27huTkZPTo0QPjx49vsLBsW6mtrUVgYCBUVFSwePFikT05r169iitXrsDQ0BA1NTWwsrLCkCFDEBMTgxcvXsDNzQ2jRo1q1uTKKSkpuHz5MlJTU1FXV4eZM2eyQx1ycnLAMAx0dHQEkp+oWif5H0p2jSgoKIChoSGioqIwfPjwJr2Gkh2RdXw+H8eOHUN6errIWVbqZ0uZOXMmuypC/dybEyZMgJOTk9Bz19TU4PDhw8jOzsacOXNw584dPH36FN7e3rC1tW1yjB9OIm1ubo6EhASoq6tjzJgxsLOzE2vNJjIyEtHR0QgICBA5u0tYWBj++9//Ql9fH66urvDw8EBNTQ3OnDkDhmHg7e0tcoLtj6murkZYWBiCg4PBMAx++OEH2NjYgMvlCkxt9ubNGzAMAz09PTb5mZub0xRjQlCya8SLFy/Qu3dvPH78WOR/VC6XCy6Xyz5PTEyEu7s7JTsi02pqanDgwAG8ffsWixcvbtDzj2EYnDhxAmlpaVi2bBm6dOkChmFw7do1xMbGwtvbG/379xd6bh6Ph4MHDyI/Px/z5s1DfHw8Hj16hEmTJjX7/8SrV68QHh6OV69ewdXVFcOGDYOKikqL33dT5OfnIzAwkK2VCdt/6tQpnDhxAr1798ZXX30FCwsLRERE4Pbt27C0tMS0adPapGn12bNn+P7771FZWYlVq1Zh9OjRAvclRS1n1LlzZ7bWZ2ZmJnRSgY6Gkp0IfD4fkydPRklJCW7duiXyuE2bNmHz5s0NtlOyI7Lu3bt32LdvH2pqaoTOssLlcrF7924oKipiyZIlUFFRAcMwOH/+PB4+fIiZM2eKvJ/N5XJx4MABFBcXY/78+UhISMDdu3cbzPLfFPVfUZK4R8Xn87Fv3z5UV1fjk08+EUgsJSUlbM/P5ORk2NnZsYno5MmTyM3NxejRo+Hq6tqmsebn5+O7775DcXExOyeniYmJ0GMrKysFkl9BQQEAQF9fXyD5dcQFnCnZibB8+XJcuXIFt27darRHGdXsSHtWP8uKhoYGFixY0KDrf35+Pvbs2QMbGxtMnToVHA4HfD4fJ0+exLNnz9jegsK8e/eOnWB6wYIFePjwIW7duoWRI0di+PDhMtnBov7e5MKFC9mpxSorK3Hz5k3cvXsXqqqqqKqqgpqaGj755BO8fv0aFy5cgIaGBnx8fMR2D/HFixcIDAwEn8+HtrY2Bg0aBA8PD6Ez3LyvoqKCbfLMzMzE27dvAQCGhoYCya8tBt7LOkp2Qnz22Wc4d+4coqOjm73uFt2zI+1N/SwrxsbGmDt3boPu+48ePcLp06fh5eWFQYMGAfhfZ5SXL19i/vz5Ir/kKysrsX//flRXV2PhwoVISkpCeHh4oz07paW0tBT//e9/0b9/f3h5eYHL5SI2NhYxMTHgcDhwc3NDRUUFEhISMHPmTKSmpuLBgwews7ODl5eX2MfE3bp1C2FhYbC2tkZ6ejpUVVUxYcIEkSvNC1NWViaQ/IqLi8HhcNj7omZmZujVq5dcrlZOye49DMNg5cqVOHPmDCIjI1s0ZQ8lO9IeZWVlISQkBFZWVkInI65fJ2/RokVsYqu/N1dQUICFCxey03Z9qKKiAkFBQaitrcXChQvx7NkzXL58GY6Ojpg4cWKr5qxsK/WL2ubl5WHZsmV48uQJoqOjwePx4OTkhKFDhyI9PR0nT57EoEGDkJmZidLSUkycOFFii50yDIOTJ0/i+fPn8PX1RUJCAp4+fQpra2tMmDChRfflPlzOqLKyEmvXrv3oOMf2iJLde1asWIHDhw/j3LlzAvcidHV1m1zNp2RH2qv6AeROTk4YN26cwBd4bW0tgoKCUFFRgYCAAHaFg+rqauzfvx+VlZVYuHChyLFkZWVlCAoKAofDwYIFC5Ceno5z587B1tYWU6dOlXpN4vHjxzh58iQGDhzIrmE3cOBAjBgxAjo6OsjLy8OePXugrKwMLpcLQ0ND+Pj4iFw+SVx4PB67SvrSpUuRkZGBK1euoKamBmPGjIGjo2OLEy/DMCgvL5fbnpyU7N4j6kMSFBSEBQsWNOkclOxIe9bYLCulpaUIDAxEt27dMHfuXPb/S2VlJfbt2wc+n49FixaJrGGUlJQgKCgIysrKWLBgAV6+fIlTp06hV69e8PX1bfPZT5qqsrISGzduRHFxMXr27AkbGxuMGjWKTWTv3r3DH3/8gdTUVHTr1o1tgpVWvMXFxdi9ezf7d+ByuQgLC8P9+/dhYmKCyZMnSzwJtwfSbz+QIQzDCH00NdER0t4NGjQI7u7uuH79OhITEwX26erqwtvbG2lpaYiOjma3a2pqwt/fn51urKqqSui59fT04O/vDy6Xi5CQEJiZmWH27NnsHJw8Hk+cb02ozMxMfPPNN0hMTMSQIUOwdOlSzJgxg00WfD4fu3btQlRUFExMTODn54fx48dLLdEBQKdOneDr68uuF6iuro7JkydjwYIFqKysZOOtq6uTWoyyiJIdIUTAiBEj4ODggPPnz+P58+cC+3r16oURI0YgMjISL168YLfr6upi3rx5qKqqwsGDBwV6KL+vS5cu8Pf3R0VFBUJCQtCjRw/4+fkhJycHBw4cwLt378T63url5ubi4MGD+O233/Dq1St8/vnnWLZsmUBHGz6fj99++w0XLlzA8OHD8eWXXzZr6kBxsrCwgKenJ27fvo3Hjx8DAMzMzPDJJ5/A1dUVUVFRCAwMxKtXr6QcqeygZEcIEcDhcODl5YXevXvj+PHjyM7OFtg/fPhwWFpa4tSpUygtLWW3168MUFRUhCNHjqCmpkbo+Q0MDODv74+SkhIcPHgQRkZGmD9/PoqKihAcHIzKykqxvbeioiKcPHkSgYGBKCwsZIcMeHl5CRxXWlqKf/7zn7h48SJ8fHzw9ddfy9y9LGdnZ/Tv3x/nz59Hbm4uAEBZWRmjR49GQEAAlJWVsW/fPly+fFnkj4+OhO7ZtTG6Z0fkRWOzrFRVVSEwMBBaWlpYuHChQLPey5cvERISAnNzc3ZeR2FycnIQHBwMIyMjzJ07FyUlJThw4ADU1NQwb9486Orqttl7eX+iaS0tLYwYMQJv3rzBgwcPsHz5coGONampqTh06BDu378PLy8vfPLJJzI1ROJ9NTU12LdvH6qqqrBs2TKBweJ8Ph/x8fEIDw+HsrIyPDw8YGpqCi6XCx6Pxz4+fO7h4SGz77c1KNm1MUp2RJ5UVVVh3759qK2txZIlSwSmwMrOzsa+ffvg4OCAiRMnCrzuxYsXOHLkCGxsbODt7S3yy/PVq1dsc+bs2bNRXl6OAwcOAAD8/f0/ulLAx7x7945dQkhJSQnDhg3D4MGDkZeXh71792LMmDFwdXUF8HfiuHbtGmJiYpCdnY2BAwdi+fLlYp+e7EN8Pl8gAYn6d/3z4uJiXL58GRoaGnByckJtba3AsWVlZXj27BmKiopgYGCA3r17N3hPKioqUFVVhYqKCpYvXy7Ve5LiQsmujVGyI/KmtLQUf/31FzQ1NbFw4UKBwdP1vTeFzZWZlJTEjkubMGGCyISXmZmJQ4cOwczMDLNmzUJlZSUOHDiA6upq+Pv7ixy/15j6xVNv3bqFuro6uLi4sIvD1tXVITAwEEpKSliyZAkUFBRQUFCAkydPoqCgABwOB8rKyggICPjoagIMw7DJ5WPJqbEa1fv/rq2tbfSaCgoKAslJRUUF5eXliI2NRd++fTFkyBCBfaqqqlBWVkZmZiY7QN7DwwODBg2CmpoalJWV5bIm9yFKdm2Mkh2RR3l5eQgKCkK3bt0wZ84c9pc/wzA4e/YskpOTsXTp0gaJ6cGDBzh37hyGDRuG0aNHizx/Wloajhw5gt69e8PHxwfV1dUICQlBaWkp5s2bh27dujUpzrq6Ojx48ABRUVGorKzEoEGDMHz4cLZGyjAMwsPDERERgblz50JXVxcPHjxAeHg4NDQ0oKuri2fPnrFDD5qSqPh8fqMxKSkpNUhOov7dlH2KiopCk1N8fDwuX76MadOmYcCAAUJjqaqqwrVr15CYmAgzMzNMmjSpwSTg8oqSXRujZEfkVWZmJg4ePIi+ffti+vTp7BduTU0N/vrrL9TW1mLZsmUNps2qXy5ozJgxcHNzE3n+Z8+e4dixY7C2toa3tzd4PB4OHTqE/Px8+Pj4QE9Pr9Fa07Nnz3Dv3j2UlZXB2NgYvXr1YgeB1x9XXFyMhIQE9OzZEyYmJnj69CkKCgpgbGwMPT09pKSkoE+fPrCysmpWAhL1b2VlZYkNmK+fpPvx48dYtGhRoz8Q0tPTceHCBZSXl8Pd3R2urq5SH9gvbpTs2hglOyLPkpOTceLECQwZMgRjx45lE97bt2+xe/duWFpawtfXt0HNIyIiAlFRUZg0aRIcHR1Fnj8lJQUnTpxA//79MWXKFNTU1ODo0aNIT08XejyHw0F5eTmysrJQWVmJbt26wc7ODl27dm2QgJSVlREaGgoej4fRo0cjOjoatbW1mDhxIrp164aDBw+iT58+mDFjRrtt1qutrcX+/ftRVlaGZcuWNbrMUE1NDSIjIxEbGwsDAwNMnjxZbBNZywJKdm2Mkh2Rd3fv3sWlS5ca1NRSUlJw7Ngxocv4MAyDq1evIj4+HtOnT290IdfHjx/j9OnT7NyZfD4fr169gqKiokCNqqCgABEREcjKyoKJiQlGjx7NrlQgKu6LFy+iX79+SE1NRffu3TF9+nSoqalhz549AksZtWdlZWXYvXs3OnfujPnz53+0xpabm4vz58/jzZs3GDJkCEaNGtXuy0AY+etyQwgRq8GDB6O8vBxhYWHQ0tJi7w9ZW1vD1dUVYWFh6Natm0Di4XA4GDduHKqrq3H69GmoqKigT58+Qs9vZ2eHuro6nD17FkpKShg7dizMzMzY/QUFBQgNDUVqaioMDQ0xZ84c9O7du9HaWFlZGS5duoSysjKkpKRg6NChGDFiBBQUFHDkyBFUVlZi2bJlcvElr6Ojg5kzZ2L//v24evVqg56yHzI2NsbSpUsRFxeH+/fvY+TIkRKKVLIo2RFCmm3kyJEoLy/HuXPnoKmpiV69egEAPDw8kJ2djZMnTyIgIECgGY3D4WDKlCngcrk4fvw45s2bJ7ImZm9vj9raWly8eBFKSkoYPXo0SktLERkZiYcPH7JTl9na2n501QSGYfDXX38hISEBQ4cOxYwZM2BhYQEAiIyMxPPnzzFnzpxWD3OQJT179sSECRNw4cIFGBsbf7SVSUFBAa6urnB2dpaJVSjEQT7fFSFErDgcDiZNmoRevXoJzLKioKAAHx8fdjmaD3sq1u83MTHB4cOHkZOTI/IagwYNwrhx43Dr1i0cPHgQO3bswPPnzzF+/HisXLkS/fv3/+gXc11dHfbs2YPz589j+PDhWLlyJZvonj59isjISIwcObJFy3nJOkdHRwwaNAiXLl1q8rRh8proAEp2hJAWUlBQgK+vLwwNDXH48GF2FWxtbW34+vri5cuXCA8Pb/A6JSUlzJo1CwYGBux6eKI4OztjzJgxyMnJgbu7Oz7//HM4OTk1qefg27dvsWvXLpw6dQqjR4/GN998w84wUlhYiNOnT8Pa2hrDhg1rYQnIvvHjx6N79+44fvw4ysvLpR2OVFGyI4S0mLKyMubMmQN1dXUcPHgQFRUVAABTU1N4eHjg9u3bSE1NbfA6FRUVzJ07F9ra2ggJCUFJSYnIa7i5uWHNmjUYPnx4k++pPXr0CIGBgUhMTISjoyO++OIL9p4el8vF0aNHoaOjg6lTp7bbnpdNoaioyPYuPXbs2EcHrMszSnaEkFbR0NCAn58famtrcejQIXbSYRcXF1hbW+PMmTMoKipq8Dp1dXXMmzcPSkpKOHDgQKM1j6YmJC6XizNnzuD06dPo1KkTjIyM4OPjw66xxzAMzpw5g/LycsyaNavBmEB5pKWlhZkzZ+LNmze4fPkyOmoHfEp2hJBW09PTY1c8OHbsGOrq6tgOKVpaWjh27JjQVRC0tLTg7++P2tpahISEtGqJn9zcXOzevRspKSmYNGkSeDweevXqhYEDB7LHREdHIzU1FdOnT+8wM4cAQPfu3eHl5YX79+8jISFB2uFIBSU7Qkib6Nq1K2bPno2srCycPXsWDMNATU0NM2bMQFFRES5evCi0VqGnp4d58+ahoqKiRYu4MgyDuLg4/PXXX1BVVUVAQADevn2L8vJyTJo0ia0VPnv2jO2QImrYgzyzt7fHkCFDcOXKFWRlZUk7HImjZEcIaTNmZmaYPn06njx5gmvXrgH4Owl6eXnh4cOHuH//vtDXGRgYwM/PDwUFBTh69GiT7y1VVlbi8OHDuHr1KpycnLB48WJUV1cjNjYWI0aMYGtvb9++xalTp2BlZYXhw4e3zZtthzw9PWFiYoLjx48LrEXYEVCyI4S0KRsbG4wfPx6xsbGIiYkBAAwYMACDBg3C5cuXRQ43qJ9k+uXLl0KHLXwoIyMDf/75J3JycjB37lyMHTsWAHD+/HkYGRmxS/fUd0jR1tbGtGnT5LpDyscoKirC19cXSkpKIpuW5RUlO0JIm3NycsKwYcNw7do1PHr0CAAwbtw4dO3aFcePHxd5b87U1BQzZ87Es2fPcO7cOaHNnnV1dQgPD8eBAwdgYGCATz75hB0nFxMTg4KCAkyePBkKCgrsqgxlZWUdpkPKx2hqamLWrFkoKCgQ2bQsjyjZEULEYtSoUbC3t8fZs2eRlpYGJSUlzJgxA1wuF6dPnxb5Jdu7d294e3vj0aNHuHr1qsBxJSUl2L9/P27fvo1Ro0Zh3rx5bE/LwsJCREVFwcXFBcbGxgCAW7duISUlBdOmTYO+vr7433Q7YWxsjMmTJ+Phw4e4c+eOtMORCEp2hBCxqJ9lxdLSEseOHUNOTg709PQwffp0vHjxAjdv3hT5WltbW3h5eeHOnTuIjIwE8PdisH/++SfKy8uxcOFCDBs2jG2SZBgGFy5cgI6ODkaMGAEAeP78OW7cuAF3d3f07dtX3G+33bGzs4OrqyuuXbuGjIwMaYcjdpTsCCFiU3+PyNDQEIcOHUJRURF69eoFd3d3REREIC0tTeRrHR0dMWbMGERFRWH//v04ceIELC0t8cknn6Bnz54Cx96/fx9ZWVmYNGkSlJWVUVRUhFOnTqF3795s8iMNeXh4wNzcHCdOnGh0YL88oGRHCBErFRUVzJkzB2pqauwsK8OHD4elpSVOnTrVaK9ANzc3DB8+HNnZ2Zg8eTJ8fHygpqYmcExZWRmuXbuGgQMHwtzcHDweD0ePHoWmpia8vb07dIeUj6mfq1RVVRVHjx6V6w4rlOwIIWKnoaGBefPmgcfj4fDhw6ipqYG3tzeUlZVx4sQJ1NXViXztqFGjsHbtWjg4ODRIXAzD4PLly1BWVoanpycYhsG5c+dQUlKCWbNmNUiMpCF1dXXMmjULb9++FdkpSB5QsiOESET9LCtv377F8ePHoaqqihkzZiA3NxehoaGNvlbUxM8pKSlITU3FhAkToK6ujtu3byMpKQnTpk2DgYGBON6GXOratSumTp2K169fo7KyUtrhiAUlO0KIxBgZGWHWrFnIzMzEuXPn0K1bN4wbNw7x8fF4/Phxs8717t07XL58GX379oW1tTVevHiB8PBwDB8+HNbW1mJ6B/KrX79++PTTTwXWIJQnlOwIIRJlbm4Ob29vPH78GGFhYRg0aBD69++P8+fPIz8/v8nnCQsLQ01NDSZMmICSkhKcOnUKvXr1og4praCsrCztEMSGkh0hROL69euHcePGISYmBnFxcfDy8kKnTp1w/PhxdtWExmRkZOD+/fsYM2YM1NTUcPToUairq8Pb21uuFyAlLUefCkKIVAwZMgRDhw5FaGgonj59ihkzZqC8vBznz59vtJNETU0NLly4AFNTUzg4OOD8+fMoLi7GrFmzoK6uLsF3QNoTSnaEEKkZPXo0BgwYgLNnz6K0tBRTpkxBUlJSo7N6REZGoqysDJMmTUJcXByePHmCKVOmwNDQUIKRk/aGkh0hRGo4HA4mT54MCwsLHDt2DJ06dYKLiwuuXbuGly9fNjg+NzcXsbGxcHd3R1lZGcLCwjB06FD069dPCtGT9oSSHSFEqupnWTEwMMDBgwfh4OCAHj164MSJE6ioqGCP4/P5OH/+PAwMDGBjY4OTJ0/CwsICo0aNkmL0pL2gZEcIkbr3Z1k5cuQIJkyYAIZhcOrUKXapn9jYWLx58wbjx4/HiRMnoKqqCh8fH+qQQpqEPiWEEJmgqakJPz8/8Hg8nD9/HpMnT0ZWVhZu3LiBoqIiREREYMiQIbh//z7evn1LHVJIs1CyI4TIjE6dOmHu3Ll4+/Yt7ty5gxEjRuDWrVs4dOgQtLW1oampiUePHmHKlCno2rWrtMMl7QglO0KITDE2NmZnWSkoKICVlRXevn2LAQMGICIiAq6urrC1tZV2mKSdoWRHCJE55ubmmDZtGh4/fgw9PT3MmDED8fHxMDMzg4eHh7TDI+2QkrQDIIQQYWxtbVFRUYGrV68iKSkJKioq1CGFtBh9aj4QHR2NSZMmoVu3buBwODh79qy0QyKkw3J2dsbQoUPB4/Ewc+ZMaGhoSDsk0k5Rze4DlZWVGDBgABYtWgRvb29ph0NIh+fh4YERI0ZASYm+rkjL0afnA+PHj8f48eOlHQYh5D2U6Ehr0SeolbhcrsAs7e/P+EAIIUQ20D27Vtq6dSt0dXXZh7u7u7RDIoQQ8gFKdq20bt06lJaWso+oqChph0QIIeQD1IzZSqqqqlBVVWWfy+uS9oQQ0p5RzY4QQojco5rdByoqKvDixQv2eUZGBhITE9G5c2eYmJhIMTJCCCEtRcnuAwkJCRg5ciT7fPXq1QCA+fPnY//+/VKKqvlyc3ORm5sr7TAIIe2IsbExjI2NpR2GWHAYhmGkHYQ8yc3NRWBgIAICAqT2oeFyuRg7dix1liGENIu7uztCQ0MF+iHIC0p2cqisrAy6urqIioqiDjNiVFFRAXd3dypnMaNyloz6ci4tLYWOjo60w2lz1Iwpx+zt7eXyQysrysrKAFA5ixuVs2TUl7O8ot6YhBBC5B4lO0IIIXKPkp0cUlVVxcaNG+XyJrMsoXKWDCpnyZD3cqYOKoQQQuQe1ewIIYTIPUp2hBBC5B4lO0IIIXKPkh1pVGZmJjgcTruaKo0QQj5Eya4NpaWlISAgABYWFlBTU4OOjg7c3Nywfft2vHv3TmzXTU5OxqZNm5CZmSm2azTFli1bMHnyZHTt2hUcDgebNm2SajwAwOFwmvSIjIxs9bWqqqqwadOmZp1LFsusJWS5nFNTU7FmzRrY29tDW1sbxsbGmDhxIhISElodi6TJcjnn5OTAz88PVlZW0NbWhp6eHpycnBAcHAxZ6AdJM6i0kUuXLsHX1xeqqqrw9/eHra0teDwebt26hW+++QZJSUnYvXu3WK6dnJyMzZs3Y8SIETAzMxPLNZri+++/h5GREQYOHIjQ0FCpxfG+kJAQgecHDhxAWFhYg+3W1tatvlZVVRU2b94MABgxYkSTXiOLZdYSslzOf/31F/bu3Yvp06djxYoVKC0tRWBgIJydnXH16lV4eHi0OiZJkeVyLiwsxOvXr+Hj4wMTExPU1NQgLCwMCxYswNOnT/HPf/6z1TG1CkNaLT09ndHS0mL69u3L5OTkNNj//PlzZtu2bWK7/okTJxgATERExEeP5fP5TFVVVZPPnZGRwQBggoKCmnQswzBMQUEBA4DZuHFjk68jKZ9++ikjro99S953eyizlpClck5ISGDKy8sFthUWFjIGBgaMm5ubGCKUHFkqZ1G8vLwYTU1Npra2tm0CayFqxmwD//73v1FRUYG9e/cKXemgV69e+Pzzz9nntbW1+OGHH2BpaQlVVVWYmZnh22+/BZfLFXidmZkZvLy8cOvWLTg5OUFNTQ0WFhY4cOAAe8z+/fvh6+sLABg5cmSDZoz6c4SGhmLQoEFQV1dHYGAgACA9PR2+vr7o3LkzNDQ04OzsjEuXLrW4HKRZq2wNPp+Pbdu2oV+/flBTU0PXrl0REBCA4uJigeMSEhIwduxY6OvrQ11dHebm5li0aBGAv+9tGhgYAAA2b97M/h0+1izZXsusJaRVzo6Ojg0mkO7SpQuGDRuGlJSUtn2TMkCan2dhzMzMUFVVBR6P1+r31hrUjNkGLly4AAsLC7i6ujbp+CVLliA4OBg+Pj746quvcOfOHWzduhUpKSk4c+aMwLEvXryAj48PFi9ejPnz52Pfvn1YsGABHB0d0a9fPwwfPhyrVq3C77//jm+//ZZtvni/GePp06eYPXs2AgICsHTpUlhZWSEvLw+urq6oqqrCqlWr0KVLFwQHB2Py5Mk4efIkpk2b1nYFJOMCAgKwf/9+LFy4EKtWrUJGRgb++OMPPHjwALdv34aysjLy8/Ph6ekJAwMDrF27Fnp6esjMzMTp06cBAAYGBti1axeWL1+OadOmwdvbGwDQv39/ab41mSJr5fzmzRvo6+u36XuUBdIu53fv3qGyshIVFRWIiopCUFAQXFxcoK6uLtb3/VFSrVfKgdLSUgYAM2XKlCYdn5iYyABglixZIrD966+/ZgAwN27cYLeZmpoyAJjo6Gh2W35+PqOqqsp89dVX7LbGmjHrz3H16lWB7V988QUDgLl58ya7rby8nDE3N2fMzMyYuro6hmGa14xZT5ab5D5s9rl58yYDgDl06JDAcVevXhXYfubMGQYAc/fuXZHnbs37luUyawlZLed60dHRDIfDYdavX9/ic8gCWSznrVu3MgDYx+jRo5mXL1826xziQM2YrVS/LIa2tnaTjr98+TKA/62AXu+rr74CgAbNiDY2Nhg2bBj73MDAAFZWVkhPT29yjObm5hg7dmyDOJycnDB06FB2m5aWFpYtW4bMzEwkJyc3+fzt2YkTJ6Crq4sxY8agsLCQfdQ3fUVERAAA9PT0AAAXL15ETU2NFCNun2SpnPPz8zFnzhyYm5tjzZo1YrmGtMhCOc+ePRthYWE4fPgw5syZAwBi7Y3eVJTsWql+fa3y8vImHZ+VlQUFBQX06tVLYLuRkRH09PSQlZUlsN3ExKTBOTp16tSg/b0x5ubmQuOwsrJqsL2++fPDOOTV8+fPUVpaCkNDQxgYGAg8KioqkJ+fD+DvFZynT5+OzZs3Q19fH1OmTEFQUFCD+6xEOFkp58rKSnh5eaG8vBznzp2Tu8VgZaGcTU1N4eHhgdmzZ+PQoUOwsLCAh4eH1BMe3bNrJR0dHXTr1g1Pnjxp1us4HE6TjlNUVBS6nWnGuBWpt5XLMD6fD0NDQxw6dEjo/vqb9BwOBydPnkRcXBwuXLiA0NBQLFq0CL/++ivi4uLk7kuzrclCOfN4PHh7e+PRo0cIDQ2Fra1ti88lq2ShnD/k4+ODPXv2IDo6ukELkyRRsmsDXl5e2L17N2JjY+Hi4tLosaampuDz+Xj+/LlAJ5K8vDyUlJTA1NS02ddvauL8MI6nT5822J6amsru7wgsLS1x/fp1uLm5NelHgbOzM5ydnbFlyxYcPnwYc+fOxdGjR7FkyZIW/R06CmmXM5/Ph7+/P8LDw3H8+HG4u7u35G3IPGmXszD1NbrS0tI2OV9LUTNmG1izZg00NTWxZMkS5OXlNdiflpaG7du3AwAmTJgAANi2bZvAMb/99hsAYOLEic2+vqamJgCgpKSkya+ZMGEC4uPjERsby26rrKzE7t27YWZmBhsbm2bH0R7NmDEDdXV1+OGHHxrsq62tZcu0uLi4QW3a3t4eANimHw0NDQDN+zt0FNIu55UrV+LYsWPYuXMn27NQHkmznAsKCoRu37t3LzgcDhwcHJp0HnGhml0bsLS0xOHDhzFz5kxYW1sLzKASExODEydOYMGCBQCAAQMGYP78+di9ezdKSkrg7u6O+Ph4BAcHY+rUqRg5cmSzr29vbw9FRUX89NNPKC0thaqqKkaNGgVDQ0ORr1m7di2OHDmC8ePHY9WqVejcuTOCg4ORkZGBU6dOQUGh+b+DQkJCkJWVhaqqKgBAdHQ0fvzxRwDAvHnzZLK26O7ujoCAAGzduhWJiYnw9PSEsrIynj9/jhMnTmD79u3w8fFBcHAwdu7ciWnTpsHS0hLl5eXYs2cPdHR02B8w6urqsLGxwbFjx9CnTx907twZtra2jTaXtccyawlplvO2bduwc+dOuLi4QENDAwcPHhTYP23aNPYHY3snzXLesmULbt++jXHjxsHExARFRUU4deoU7t69i5UrVzbopyBx0u0MKl+ePXvGLF26lDEzM2NUVFQYbW1txs3NjdmxYwdTXV3NHldTU8Ns3ryZMTc3Z5SVlZmePXsy69atEziGYf4eNjBx4sQG13F3d2fc3d0Ftu3Zs4exsLBgFBUVBYYhiDoHwzBMWloa4+Pjw+jp6TFqamqMk5MTc/HiRYFjmjP0wN3dXaDL8fuPpszuIgmiZpzYvXs34+joyKirqzPa2tqMnZ0ds2bNGnZGnPv37zOzZ89mTExMGFVVVcbQ0JDx8vJiEhISBM4TExPDODo6MioqKk3qtt0eyqwlZKmc58+fL7KMAbCz2LRHslTO165dY7y8vJhu3boxysrK7PdfUFAQw+fz2/R9twStVE4IIUTu0T07Qgghco+SHSGEELlHyY4QQojco2RHCCFE7lGyI4QQIvco2RFCCJF7lOwkZP/+/eBwOFBTU0N2dnaD/SNGjJD4XH3h4eFYtGgR+vTpAw0NDVhYWGDJkiXIzc0VenxMTAyGDh0KDQ0NGBkZYdWqVaioqJBozB9D5SwZVM6SQeXcdijZSRiXy8W//vUvaYcBAPi///s/REZGYtq0afj9998xa9YsHD9+HAMHDsSbN28Ejk1MTMTo0aNRVVWF3377DUuWLMHu3bvZVdJlDZWzZFA5SwaVcxuQ9qj2jiIoKIgBwNjb2zOqqqpMdna2wH53d3emX79+Eo0pKiqKXaT1/W0AmO+++05g+/jx4xljY2OmtLSU3bZnzx4GABMaGiqReJuCylkyqJwlg8q57VDNTsK+/fZb1NXVycSvtOHDhzeYA3P48OHo3LkzUlJS2G1lZWUICwuDn58fu34fAPj7+0NLSwvHjx+XWMxNReUsGVTOkkHl3Ho0EbSEmZubw9/fH3v27MHatWvRrVu3Zr2+qqqKnTS4MYqKiujUqVOz46uoqEBFRQX09fXZbY8fP0ZtbS0GDRokcKyKigrs7e3x4MGDZl9H3KicJYPKWTKonFuPanZS8N1336G2thY//fRTs1/773//u8EKxMIeAwcObFFs27ZtA4/Hw8yZM9lt9TeejY2NGxxvbGyMnJycFl1L3KicJYPKWTKonFuHanZSYGFhgXnz5mH37t1Yu3at0A+DKP7+/hg6dOhHj2vJ6uTR0dHYvHkzZsyYgVGjRrHb6xdfVFVVbfAaNTU1dr+soXKWDCpnyaBybh1KdlLy/fffIyQkBP/617/YhV2bwsLCAhYWFm0eT2pqKqZNmwZbW1v89ddfAvvq/wPUL+r4vurq6hb9B5EUKmfJoHKWDCrnlqNkJyUWFhbw8/Njf6U1VX3b+McoKirCwMCgSed89eoVPD09oauri8uXL0NbW1tgf/0vSGHjaHJzc5t9/0CSqJwlg8pZMqicW47u2UnR999/3+w2+F9++QXGxsYffQwePLhJ53v79i08PT3B5XIRGhoqtGnE1tYWSkpKSEhIENjO4/GQmJgIe3v7JscvDVTOkkHlLBlUzi1DNTspsrS0hJ+fHwIDA2FqagolpY//Odqy7b2yshITJkxAdnY2IiIi0Lt3b6HH6erqwsPDAwcPHsT69evZX3AhISGoqKiQ2YG49aicJYPKWTKonFtIoqP6OrD6waF3794V2P78+XNGUVGRASDxwaFTpkxhADCLFi1iQkJCBB5nzpwROPbevXuMqqoqM3DgQGbXrl3Md999x6ipqTGenp4SjfljqJwlg8pZMqic2w4lOwkR9aFlGIaZP3++VD60pqamDAChD1NT0wbH37x5k3F1dWXU1NQYAwMD5tNPP2XKysokGvPHUDlLBpWzZFA5tx0OwzCMeOqMhBBCiGygDiqEEELkHiU7Qgghco+SHSGEELlHyY4QQojco2RHCCFE7lGyI4QQIvco2RFCCJF7lOwIIYTIPUp2hBBC5B4lO0IIIXKPkh0hhBC5R8mOEEKI3KNkRwghRO5RsnvPrl270L9/f+jo6EBHRwcuLi64cuWKtMMihBDSSrTEz3suXLgARUVF9O7dGwzDIDg4GD///DMePHiAfv36STs8QgghLUTJ7iM6d+6Mn3/+GYsXL27S8bm5uQgMDERAQACMjY3FHB0hhJCmoGZMEerq6nD06FFUVlbCxcWlya/Lzc3F5s2bkZubK8boCCGENIeStAOQNY8fP4aLiwuqq6uhpaWFM2fOwMbGRuTxXC4XXC6XfV5RUSGJMAkhhDQD1ew+YGVlhcTERNy5cwfLly/H/PnzkZycLPL4rVu3QldXl324u7tLMFpCCCFNQffsPsLDwwOWlpYIDAwUuv/Dml1iYiLc3d1x7949ODg4SCpMQgghjaBmzI/g8/kCyexDqqqqUFVVZZ9raWlJIixCCCHNQMnuPevWrcP48eNhYmKC8vJyHD58GJGRkQgNDZV2aIQQIlY8Hg8JCQkYNGgQVFRUpB1Om6Nk9578/Hz4+/sjNzcXurq66N+/P0JDQzFmzBhph0YIIWIVFxeHkJAQ1NXVYdiwYdIOp81RsnvP3r17pR0CIYRIHJfLRWhoKDIyMnD16lU4OTkJ3J6RB9QbkxBCOrg7d+7g2bNn6N+/P549e4b4+Hhph9TmKNkRQkgHVl+rU1FRgY6ODlRUVHD16tVGO+a1R5TsCCGkA3vw4AHS0tJQWVmJpKQkVFZWIi0tDQ8ePJB2aG2K7tkRQkgH1rNnT8ydO1fodnlCyY4QQjqw7t27o3v37tIOQ+yoGZMQQojco2RHCCFE7lGyI4QQIvco2RFCCJF7lOwIIYTIPUp2hBBC5B4lO0IIIXKPkh0hhBC5R8mOEEKI3KNkRwghpFE8Hg8xMTHg8XjSDqXFKNkRQghpVFxcHIKCgnDnzh1ph9JilOwIIYSIrL19uLBre136h5IdIYQQkbU3eVnYlZIdIYR0cKJqb/K0sCslO0II6eBE1d7kaWFXWs+OEEI6MFG1NycnJ7la2JWSHSGEdGD1tbfq6mokJSWhpqaGrb05OzvLzcKulOwIIaQDk6faW2Mo2RFCSAfWvXt3uam9NYY6qBBCCJF7MpnscnNz8fDhQ1RWVkr0ulu3bsXgwYOhra0NQ0NDTJ06FU+fPpVoDIQQQtqeTCW7c+fOoW/fvujRowccHBzYwY2FhYUYOHAgzp49K9brR0VF4dNPP0VcXBzCwsJQU1MDT09PiSddQgiRFfIwLyYgQ8nuwoUL8Pb2hr6+PjZu3AiGYdh9+vr66N69O4KCgsQaw9WrV7FgwQL069cPAwYMwP79+/Hy5Uvcu3dPrNclhBBZJQ/zYgIylOz+8Y9/YPjw4bh16xY+/fTTBvtdXFwkPpCxtLQUANC5c2eRx3C5XJSVlbGPiooKSYVHCCFiJS/zYgIylOyePHmCGTNmiNzftWtX5OfnSywePp+PL774Am5ubrC1tRV53NatW6Grq8s+3N3dJRYjIYS0FWHNlfIyLyYgQ8lOQ0Oj0Xtj6enp6NKli8Ti+fTTT/HkyRMcPXq00ePWrVuH0tJS9hEVFSWhCAkhpO182FwpT/NiAjKU7EaOHIng4GDU1tY22PfmzRvs2bMHnp6eEonls88+w8WLFxEREYEePXo0eqyqqip0dHTYh5aWlkRiJISQtiKsuVKe5sUEZGhQ+ZYtW+Ds7IzBgwfD19cXHA4HoaGhuHHjBgIDA8EwDDZu3CjWGBiGwcqVK3HmzBlERkbC3NxcrNcjhBBZIKy50sLCQq5mVpGZZGdlZYVbt27h888/x/r168EwDH7++WcAwIgRI/Df//4XZmZmYo3h008/xeHDh3Hu3Dloa2vjzZs3AABdXV2oq6uL9dqEECINoporN2zYgEmTJkk7vDYjM8kOAPr164fr16+juLgYL168AJ/Ph4WFBQwMDCRy/V27dgH4O7m+LygoCAsWLJBIDKT94PF4SEhIwKBBg6CioiLtcAhpkY9NBC0vZCrZ1evUqRMGDx4s8eu+P7aPkI+Ji4tDSEgI6urqMGzYMGmHQ0iL0ETQEvb777/j0qVLCA0NFbp//PjxmDx5MpYvXy7hyAhp6MMb+k5OTlBVVZV2WIQ0G00ELWF79+6FjY2NyP02NjbYvXu3BCMiRDR5Gn9ESEcgM8kuLS0N1tbWIvf37dsXaWlpEoyIEOHkbfwRIR2BzCQ7FRUVtvejMLm5uVBQkJlwSQcmb+OPCOkIZOaenbOzM/bv348vv/wS2traAvtKS0sRFBQkVz2DSPvVUW7ok46Hz+fLbaVCZpLdxo0b4e7uDnt7e3zxxRfo168fgL/nzNy2bRtyc3Nx+PBhKUdJSMe5oU86ntraWrkdRiMzyW7IkCG4cOECAgIC8Pnnn4PD4QD4eziAubk5zp8/DxcXFylHSQgh8kueh1/JTLIDgDFjxuDFixfsPREAsLS0hIODA5v8CCGEkOaSqWQHAAoKCnB0dISjo6O0QyGEkA6FanYSlJycjPT0dBQXFwsteH9/fylERQgh8q+urk7aIYiNzCS7tLQ0+Pn5IT4+XuSvCw6HQ8mOEELEhMfjQV1dXS57ZMpMsgsICMDjx4+xbds2DBs2DJ06dZJ2SIQQ0qEwDIPy8nLo6upKO5Q2JzPJ7vbt2/j222+xcuVKaYdCCCEdVlFRkVwmO5mpq+rr68tlARP5xePxEBMTAx6PJ+1QCGkzjc1k1Z7JTLL75JNPcPDgQbm+QUrkS1xcHIKCgnDnzh1ph0JIq/F4PMTHx+Ply5fSDkUsZKYZs0+fPqirq8OAAQOwaNEi9OzZE4qKig2O8/b2lkJ0hAiiJX6IvImLi8Phw4dhZGSEKVOmQE1NTdohtSmZSXYzZ85k//31118LPYbD4VDNj8gEYUv80AKupL2q//GWlZWFwsJCpKWlsVM2yguZSXYRERHSDoGQJhG1xA/V7kh7Vf/jrV+/frhz5w4uXrxIyU5c3N3dpR0CIU1SP51ddXU1kpKSUFNTwy7xQytzkPbm/R9v2traUFRURFRUFObNm4du3bpJO7w2IzPJrh6Xy8X9+/eRn58PNzc36OvrSzskQgTQEj9Enrz/4y0lJQU8Hg8FBQU4cuQIVq9eLTfzEstUsvv999+xadMmlJaWAgDCwsIwatQoFBYWom/fvvj3v/+NRYsWSTlK0tHREj9EntT/eFu9ejXevn0LJSUl+Pr6ora2FsnJyXLTnCkzQw+CgoLwxRdfYNy4cdi7d6/AlGH6+voYNWoUjh49KsUICSFE/nTv3h2TJk3Cu3fvUFxcjJqaGgwYMACdOnVCbGwssrOzpR1im5CZZPfrr79iypQpOHz4MCZNmtRgv6OjI5KSkqQQGSGEdEx8Ph+hoaF49eqVtENpNZlJdi9evMD48eNF7u/cuTPevn0rwYgIaXs06wppb2pra3H16lU8fPiwSUsAyepnXGaSnZ6eHgoLC0XuT05OhpGRkdjjiI6OxqRJk9CtWzdwOBycPXtW7NckHQfNukLaI4ZhcOfOHYSGhuLdu3eNJjRZ/YzLTLKbMGECdu/ejZKSkgb7kpKSsGfPHkyePFnscVRWVmLAgAH473//K/ZrEfkl7Mvgw1lXuFyuFCMkpPlevnyJkydP4vz580ITmix/xmUm2f3444+oq6uDra0tvv/+e3A4HAQHB8PPzw+DBg2CoaEhNmzYIPY4xo8fjx9//BHTpk0T+7VI+9bcX7fCZl0hpL0pKyvDvn378PDhQ1y5ckUgocnyZ1xmkl23bt1w7949jBs3DseOHQPDMAgJCcGFCxcwe/ZsxMXFyeSYOy6Xi7KyMvZRUVEh7ZCIhIhqrhH261bUrCuy9MuXkA/V1tYiLS0NtbW17LaMjAzk5eVBR0cH0dHRuHnzJgDRMwvJymdcJpIdl8vF+fPn8ebNG/z1118oKipCXl4ecnNzUVxcjH379sHQ0FDaYQq1detW6Orqsg+aCaZjaKy5Rtiv2/qBu5WVlUhKSkJlZSU76wohsio9PR0xMTHIyMgAANTU1CA5ORmKiopQV1cHj8fDH3/8gaysLJn/jMvEoHIVFRX4+vpi+/bt6N+/PwDAwMBAylE1zbp167B69Wr2eWJiIiW8DkDURNCift0uXryYZl0h7Up9YissLERSUhLMzMzw6tUrFBQUoKamBjk5Oairq0N2djb+/PNPuLm5YdasWQ1Wq5GVz7hMJDsOh4PevXs32htTVqmqqgpM/qulpSXFaIgkvJ/QtLS0BCaCFjVvZn5+vtDxo4TIqvrmyu7duyMvLw+ZmZnQ19eHk5NTg2P19PSQk5ODLl26YPjw4ejcubMUIm6cTCQ7APj222+xevVq+Pr6wsrKStrhECLS+wntyZMn4PP5bHMNzZtJ2qOXL1+isrISwN8dr/Ly8gSaK8vKypCUlISJEydiwIABIs/z9u1bnDlzBkOHDpW573GZSXZxcXHo0qULbG1tMWLECJiZmUFdXV3gGA6Hg+3bt4s1joqKCrx48YJ9npGRgcTERHTu3BkmJiZivTZpH95PaO/evWM/pz179qR5M0m7Eh8fjx9++AGXLl1iB4xXVVVhw4YN0NXVhaGhIerq6lBXV4eCggK8evUKFhYWjZ6zrq4OUVFRKCoqgrOzs8xMJM1hmjIkXgIUFD7eV0YSi7dGRkZi5MiRDbbPnz8f+/fv/+jr79+/D0dHR9y7dw8ODg5iiJDIkqKiImhqakJVVRU8Hg8JCQkYNGgQVFRUpB0aIY06ffo0Zs6cCYZhhH6vcjgccDgcjBkzBpaWlgAAExMTdOrUqcnX6NWrF0aOHCkTCa9ZNTtzc/NmB83hcJCWlvbR4/h8frPOKy4jRoxo0pQ4hNTLzc2FmZkZ4uLiEBISgrq6Olq1nMi0+Ph4zJw5E3V1dSK/7xiGAcMwCAsLg4ODA8zMzJp9nRcvXkBJSQnDhg2TesJr1tADd3f3Bg9NTU1kZmZCQ0MDAwcOxMCBA6GhoYHMzExoaWlh+PDh4oqdEJnw9OnTZs8cIavzB5KO4ccff2STWVNcvny5xddKTU1tUoVH3JpVs/uwGe/s2bM4e/YswsLCMHr0aIF9YWFhmDFjBn744YdmBRQXF4eIiAjk5+djxYoV6N27N6qqqpCamoo+ffpQb0cic16/fo2oqCihQxFEoVogkZaXL1/i4sWLTU50fD4fjx49QlFRUYt7WSYkJMDS0lKqtbtWDSrfsGEDVq5c2SDRAcCYMWPw2Wef4fvvv2/SuXg8Hry9veHm5obvvvsOv//+O7ushIKCAjw9PcXeOYWQ5hg0aBBsbW2xefNm7NmzBwoKCk2aOUKW5w8k8i88PLzZt2oYhkFqamqLr1lWViZ03mNJalWye/78Obp06SJyf5cuXZpcfV2/fj0uXryIXbt24enTpwJ/DDU1Nfj6+uLcuXOtCZeQNvXmzRt2lp/MzEw8f/4ct2/fRkVFRaMzR8jy/IFE/pWXlzepQ+D7OBwOqqurW3XdsrKyVr2+tVqV7CwtLREUFCR0Psjy8nLs27fvo91U6x05cgTLly/HsmXLhFaVra2tkZ6e3ppwCRELBQUFODk5wcXFBX369IGlpSWcnZ1hYGDQ4N6crM8fSOSftrZ2szsEMgwDNTW1Vl1X2h3/WjXO7scff4SPjw/69u2LBQsWoFevXgD+rvEFBwcjLy8PJ06caNK58vPzYWdnJ3K/oqIiqqqqWhMuIW3m5cuXKC0tBfB3AuvZs2eDH2mRkZEoKytDQkICAgICMHz4cJEzrDx48ADOzs7SeCukgxk9ejQ4HE6zkg+Hw0Hfvn1bdd3mDFkQh1Ylu6lTp+Ly5cv4v//7P/zzn/8U2Gdvb4+9e/di7NixTTpXz549G20Tvn37NptMCZEWYYNwuVwuvv32W9jZ2WHixIlsF+3q6mqEhYUhIyMD27Ztg7a2NgwNDWmGFSJVJiYm8PLywuXLl5s0bllBQQF2dnbN7pxSW1uLrKwsmJqawtzcHLq6ui0NuU20egYVT09PeHp64s2bN8jKygIAmJqaNntV8Tlz5uC3337D9OnT0adPHwBge+7s2bMHx48fx7/+9a/WhktIi70/CPfDX8UMw+DJkyd48uQJli5dCgcHB4G5BbOysnD48GH07dsXJiYm6N27N3r27Nlg0lxCJGH9+vW4cuVKk2t4EyZMELnv/aSmpPS/lJKeno47d+5AWVkZ8+fPb5O4W6PNpgszMjJqdoJ733fffYe4uDgMHz4c1tbW4HA4+PLLL1FUVITXr19jwoQJ+PLLL9sqXEKapSmDcOvvg+zZswdfffWV0LkFzczMkJGRgYyMDKirq8PKygr9+vWDpqamJN8O6eAGDx6MY8eONTqDSn0nlmXLlqFHjx5IS0trkNCA/yU1Pp+P3r17A/jfiglv375FRUVFg9dIQ6vXs3v58iU++eQTWFlZoXPnzoiOjgYAFBYWYtWqVU1ey6j+Rn1QUBAsLCzQt29fcLlc9O/fH/v378eFCxfoVzCRmuYOwj1z5gwKCgrA4/GQk5MDHo/Hzi1Y7927d0hMTMSRI0dw/fp1ZGdnS/0mPuk4vL29ERMTgwkTJjQY/8bhcGBnZ4f/+7//w8CBAxusa1fvw2WAampqAPw9p3BBQQGGDRuG7Oxsmehx3Kp0m5ycjGHDhoHP52PIkCF48eIFu6Ktvr4+bt26hcrKSuzdu7fBa1evXo158+Zh4MCBAP5OmgYGBvDz84Ofn19rwiKkTbVkEO6LFy8wd+7cBvcphN2k5/P5SE9PR3p6OnR1dWFjY4O+fftCWVm5TeInRJTBgwfj/PnzePnyJWxtbVFeXg5VVVVs2rSJvUcnbF27+s+msGWAzMzMkJ6eDjMzMxgbG6OiooJdAuv95dAkrVU1uzVr1kBPTw/Pnj3DwYMHG3wZTJw4kV2y/UPbtm1DSkoK+9zc3BxnzpxpTTiEiEVLBuECfy93MmDAAIHHx3qklZaWIjY2FidPnqTex0RiunbtKvBcW1ub/bewhAY0XLVcUVERSUlJUFRUhLKyMmpqamRqxfJW1eyio6OxYcMGGBgY4O3btw32m5iYIDs7W+hru3btKjBujppviKyqH4Tb3LFJWVlZqKmpaVENrby8HAUFBTA1NW32awlprjt37rCtcnw+H5mZmejdu3eDhPb+vecPVy1XVFSEqqoqunXrJrR1Tto9jluV7Ph8PjQ0NETuLygoEFltnThxIv7xj3/g2rVr0NPTAwD8+uuvOHr0qMjzcTgcmkWFSFxLBuECf68LVv+l0Vympqa0Lh6RiPqJDt4nKqG9v65dp06d4OTkBA6HAwsLC1hYWEBRUREODg4y+dltVbJzcHDApUuXsGLFigb7amtrcfToUZEDZbdv3w5DQ0NEREQgKSkJHA4Hr169QlFRkcjrSXuJCNIxtWQQLgDo6uo2uMfRGA6HAzMzM9jZ2TXo2Uxr5RFxqZ/o4P3P94cJ7UOdOnVCp06d0K1bN4waNUomk9uHWpXs1q1bBy8vLyxfvhyzZs0CAOTl5eH69ev45z//iZSUFPzxxx9CX6upqSkwEF1BQQHbtm3DnDlzWhMSIW2uuYNwgb8THYfDadLqzp07d4alpSX69OkjcggCrZJAxKVnz56YO3curl+/jurqaqioqMDJyYlNaKLuMxsYGGDMmDHtZiWaViW78ePHY//+/fj888+xe/duAICfnx8YhoGOjg4OHDggcj07b29vfPnll+x/3IiICNjY2LQmHELEpjmDcBUUFODh4cHe9P/wy0JBQQFGRkYwMTGBiYkJ24wvyoerJEi7VxuRL927d0f37t3ZuS+VlZUxYMCARl/Tu3dvDBs2TCbGzzVVqyOdN28evL29ERYWhufPn4PP58PS0hJjx44V6NHzoXPnzmH69Ons81GjRiEkJIRqdkQmNXcQbv2QmnocDgfdu3dH7969YWRkhMePH6Nv374CTZKimiqFrZJAtTsiDQoKCnBxcYGNjU27u63U4mRXVVWFnj17Yu3atfjmm28wderUZr2+e/fuePDgATtPIMMw7a7wSMdSPwh39erVuHXrVoP9FhYW8PX1hZmZGTuFkpWVFaytrdGvXz/o6OgA+LsXs7AmSWFNlaJWSaDaHZE0VVVVeHp6wtjYWNqhtEiLx9lpaGhASUmpxdMczZo1C7/99htMTEzQv39/AMDatWvRv39/kY+PVa0JEbfBgwfj6NGj2Lt3L3uvQlVVFfPmzcOSJUtgZmYGDoeDd+/eISsrCxYWFnBxcWETnaiFW0Vtr+88UFlZKVNjlkjHoq6ujsmTJ7fbRAe0shlz+vTpOHnyJJYvX97sWtnWrVvRq1cvREREID8/HxwOB5qamo0uBkuILOjevTsWLVqEDRs2oKKiAurq6hg6dCiAv4cMODg4YNu2bSgsLERYWBhcXFzYWpioJklR2+s7D3xI2mOWSMehqKiIcePGSX2JntZqVbKbNWsWVqxYgZEjR2Lp0qUwMzODurp6g+McHBwabFNUVMSyZcuwbNkyAH+3BX///fd0z460G1paWtDQ0GATWf/+/TFkyBDcvHlTaOIS1SQ5YMAAkU2V9Z0HCJEWFxcXGBgYSDuMVmtVshsxYgT7b2HTgtXfh2tKd+2MjAy5KFDSMXC5XEyfPh23bt2CpqYmLC0tMWTIEPB4PJGJS9TCrcePH6cFXRtBYwylx9jYGNbW1tIOo020KtkFBQW1VRw0LRJpV+qbHfv164cHDx5ASUkJHA6n0ZXIRTVJGhsbN5ibEKCmyno0xlA66urq2Dku5eFHRquSXWsW5FNQUICCggKqqqqgoqICBQWFj97343A47Pxt4vTf//4XP//8M968eYMBAwZgx44dQmcRIB3T+82R2tra6Ny5M65duwZnZ+dG77FRk2Tz0RhD6amtrcWpU6egqakpFz8ypDYicMOGDeBwOOygxPrn0nbs2DGsXr0af/75J4YMGYJt27Zh7NixePr0KQwNDaUdHpEB79feUlJSwDCMQLMjJbS2Q2MMJcfIyAh8Ph/Kysrs0Bl5+pHBYZox4d+iRYvA4XCwe/duKCoqYtGiRR+/AIcjdD07WTVkyBAMHjyYneaMz+ejZ8+eWLlyJdauXfvR19+/fx+Ojo64d++e0I45pP3Lzs7G/fv3AQCVlZXQ0NAAh8OR2Qlw2ysul4t//OMf7GTaz58/h5mZGTZs2NDuv3hlVVFREU6ePIni4mIkJCSgZ8+eePXqFVatWtXuf2Q0q2Z348YNdqkTRUVF3Lhxo0lNj+0Fj8fDvXv3sG7dOnZb/dRPsbGxUoyMyJL3myO5XC598YpJY/c/qeOO+NTU1CAjI0PuJjJoVrKrX7RP1PPmOHDgQIte5+/v3+JrfkxhYSHq6uoadBbo2rUrUlNThb6Gy+WyA4ABoKKiAsDf7d31S9QT+cXn8+nvLCZGRkaYOXOm0O1U5m2Px+MhJiYG6enpKCwsBI/Hw+PHj1FTU4Pnz5/j7t27GDJkiLTDbKCp60VK7Z7dggULGmyrrwV+2LL6fu1QnMmuJbZu3YrNmzc32C6LHwpCCGmpEydOSDsEoZp6J05qyS4jI0PgeUlJCebPnw9dXV2sXLkSVlZWAIDU1FTs2LED5eXlCA4OFmtM+vr6UFRURF5ensD2vLy8BuuL1Vu3bh1Wr17NPk9MTIS7uzvu3LnTYDJgIl9u3ryJQ4cOwc/Pj51BhZD2iMvl4scff8Tt27fRq1cv7Nixo103WQrT6mR35coV/Pbbb7h//z5KS0uFZllhg8o/HFe3adMmGBgY4Nq1awI1OTs7O0yfPh2enp74z3/+06Zj+z6koqICR0dHhIeHsxNb8/l8hIeH47PPPhP6GlVVVYEPRf18iUpKSk2uXpP2h8vlIjw8HFlZWbh+/TpcXV3l7stBVjQ2qJwGnLeN2NhYpKWlwc7ODllZWXjw4EG775DyoRZPBA0Ap06dgpeXF/Ly8jBr1izw+XzMnj0bs2bNgrq6Ovr3748NGzY06Vxnz57FtGnThHZoUVBQgLe3N86dO9eacJtk9erV2LNnD4KDg5GSkoLly5ejsrISCxcuFPu1SfshrEs8EY+4uDgEBQXhzp07zdpHmubDcaPq6uoCk5HLi1Ylu61bt7LTINXft1q0aBEOHTqEJ0+eIDc3F+bm5k06F8MwIjuBAEBycnKT22ZbY+bMmfjll1+wYcMG2NvbIzExEVevXhU6wwXpmETNcSlvXw6yQNRqEB/bR5ru/ZU1UlJSwOVy5XJljVY1YyYnJ2Pr1q1QVFRkB4fX95IyMzPDihUr8NNPPzWpU8nUqVOxa9cumJmZ4ZNPPoGGhgaAv9fN27VrFwIDA4XOTCEOn332mchmS0KoS7zkNDaonAact433Z/2pqKiAhoYGFBQU5G66ulYlOw0NDbadXE9PD6qqqsjNzWX3d+3atUFHFFG2b9+OjIwMfP3111i3bh27blJubi5qamrg5uaGbdu2tSZcQtoELbsjGY0tXAuAFrVtI++PG62srGzxGqWyrlXJzsrKCsnJyexze3t7hISEwM/PD7W1tTh8+DBMTEyadC5dXV1ERUXh3LlzuHLlCrKysgAA48aNw4QJEzBp0qR2NUCdyC+a41IyGqtBA2hx7Zo6tYhW30Inj1r1zry9vfH777/jl19+gaqqKr777jtMmTIFenp64HA4qKysxL59+5p1zilTpmDKlCmtCYsQIgc+VoNuae2aVlEQTVFRUdohiE2Lkl11dTXOnTuHmpoafP/99ygqKoKxsTG8vLwQGRmJ06dPQ1FRERMnTsTIkSPbOmZCSAfwsRp0S2rXtIpC4yTRCVBamp3s8vPz4erqioyMDHZxVnV1dZw9exYeHh4YNmwY/VoihEhEc8fgUaeWxvH5fGmHIDbNHnrwww8/IDMzE19++SUuXryI//znP1BXV0dAQIA44iOkXaqfZ5DH4zVrH2me5ozBoyEjH0fJ7j3Xrl2Dv78/fvnlF0yYMAGrVq3CH3/8gczMTDx9+lQcMRIikxpLWjQQuu2IKufmjsF7fzxZUlISKisr5XI8GRGu2cnu5cuXDeYBHDp0KBiGaTCnJCHyTFTSooHQbUtUOTc2i42wffUdXhYvXgx/f38sXrwYc+fOpSEj/x+Px8Pdu3fltjWi2cmOy+VCTU1NYFv989ra2raJihAZ11jSau6XMBGtvpzT09MFyrmxJklR+/T19TFp0qQGDxpG8rf6Xqry2hrRot6YmZmZ7ErNAFBaWgoAeP78OfT09Boc39QVu1NSUhAUFIT09HQUFxcLXeonPDy8JSET0qZEdXSggdBtS1Q5i2sMXkfVWC9VeenB2qJkt379eqxfv77B9hUrVgg8r++tKWzVgw+FhIRg4cKFUFZWhpWVFTp16tTgGHnuFkvaj8YSGn0Jt53GyllcY/A6qo4wLVuzk524ltjZtGkTBg4ciCtXrkBfX18s1yCkLTSW0OhLuO28X85PnjxBXV2dwI+Dth6D11F1lNaIZie7+fPniyMO5OTk4Ouvv6ZER2ReYwlNHAOhO6r3y7mqqgrq6urgcDj046CNdZTWCJmZCK1///7IycmRdhiEfBTNjSkZ75dzUVERFBQUBPoE0ByXbaOjtEbITLL77bff4Ovri/Hjx8PV1VXa4RBCZEx+fr5AsqM5LttGR2mNkJlk99NPP0FXVxfDhg2DjY0NTExMGkxKyuFwJLJaOSFE9uTm5qJPnz4A5KeHIJEcmUl2jx49AofDgYmJCSoqKgSWDqpHS/wQ0nGlp6fDwcEB2tractNDkEiOzCS7zMxMaYdACJFBPB4P8fHxePfuHS5duoSRI0fKTQ9BIjkyk+wIIUSY/v3749WrV9DW1sY//vEP7NixA4mJiVBWVm73PQSJ5MhksisvL0dpaanQGbibuvI5IaT943K5yMnJQVVVFerq6lBTUwNtbW2YmZnByMgINjY2bE/M9thDkEiOTCW7Xbt24bfffkN6errIY5oyGwshRD7cuXOHnXOXz+cjMzMTvXv3ZmdYqqqqgq2tLfr06UP39Emjmj0RtLj8+eef+PTTT9GrVy/8+OOPYBgGX3zxBdauXQsjIyMMGDAAe/fulXaYhBAJqe9x+b76Zst67969Q1RUFE6ePIm0tDSaUpCIJDPJbseOHRg7diyuXLmCZcuWAQAmTpyILVu2IDk5GeXl5Xj79q2UoySESEr9zB7vJ7CCggK8evWqwbHFxcUIDw/HsWPH8PjxY5FLJ8nDUjWkZWQm2aWlpWHSpEkAAGVlZQBgP5C6urpYsmQJdu7cKbX4CCGS1bNnT3h6erLjbRUUFGBtbS10kvh6ZWVliI2NxaFDh3Dz5s0GP5DlYaka0jIyc89OV1eXbZvX0dGBhoaGwC84bW1tvHnzRlrhEUIkKD4+Hj/88AMuXbrE1uy4XC4OHjwIOzs7TJw4ET169EBWVhZMTU2hpPS/r7La2lp2PseUlBQYGxtjwIABMDQ0pIHoHZjMJDtbW1s8fPiQfe7s7Ixdu3ZhwoQJ4PP5CAwMZGdPEJctW7bg0qVLSExMhIqKCkpKSsR6PUJIQ6dPn8bMmTPBMEyDe3AMw+DJkyd48uQJvLy8UFRUBD6fj969e7PHpKen486dO+z23Nxc5ObmIi8vD4mJiTQQvYOSmWZMPz8/PHnyhG1r37x5M1JSUmBiYgIzMzM8ffoUP/74o1hj4PF48PX1xfLly8V6HUKIcPHx8Zg5cybq6upE9rzm8/ng8/m4cOECXr16JdBppaamBsnJySgsLGywPTY2FgUFBcjPzweHw2mwwjyRbzJTs1u4cCEWLlzIPndzc0NSUhIuXLgARUVFeHp6ir1mt3nzZgDA/v37xXodQohw9T2xm9KrkmEYVFZWIi8vjx2SkJGRgby8PHTv3l1g+6tXr1BQUICamhqkpKQA+HsYEw1E7zhkJtkJY2Fhgc8//1zaYTSKy+UK/DqsqKiQYjSEtF8vX77ExYsXmzV8oLCwEN26dUNSUhK6d++O5ORkKCoqQl1dHWVlZUhKSoKZmRk6derELkZar0uXLujRo0dbvw0io2Qu2cXFxSEiIgL5+flYsWIFevfujaqqKqSmpqJPnz7Q0tKSdogCtm7dytYICSEtFx4e3qJxcsXFxVBRUcG9e/fY2ltOTg7q6urYoQoWFhZCe3G+fv2aEl4HITP37Hg8Hry9veHm5obvvvsOv//+O9sbU0FBAZ6enti+fXuzz7t27VpwOJxGH6mpqS2Oe926dSgtLWUfUVFRLT4XIR1ZeXk5FBSa/5VkamoKJycn9OzZE05OTnBzc4OzszPc3Nzg5OTU6FCFR48eUS/vDkJmanbr16/HxYsXsWvXLowcORJWVlbsPjU1Nfj6+uLcuXP47rvvmnXer776CgsWLGj0GAsLi5aEDABQVVUV6L4sazVPQtoLbW1tofPhfoylpSUGDBjQ4mu+vyBsRybvK7/LTLI7cuQIli9fjmXLlgmdKcXa2honTpxo9nkNDAxgYGDQFiESQsRo9OjR4HA4zWrK5HA46Nu3b7OvxeFw0KdPHzg7O9NYu/9P3ld+l5lkl5+fDzs7O5H7FRUVUVVVJdYYXr58iaKiIrx8+RJ1dXVITEwEAPTq1YtqbISImYmJCby8vHD58uUmTfiuoKAAOzs7dO7cucnX4HA4sLS0xMCBAxtt3uxoOsLK7zKT7Hr27NnovbPbt2+jV69eYo1hw4YNCA4OZp8PHDgQABAREYERI0aI9dqEkL9vZ1y5cqXJNbwJEyY06bzKysqwsrKCnZ0dtLW1Wxum3OkIK7/LTAeVOXPmIDAwELGxsey2+iU79uzZg+PHj8Pf31+sMezfv58d4/P+gxIdIZIxePBgHDt2DIqKiuycmB9SUFCAgoICli1bBjMzs0bPp6enB1dXV8ydOxeurq6U6ISor9V9uPK7vA24l5ma3XfffYe4uDgMHz4c1tbW4HA4+PLLL1FUVITXr19jwoQJ+PLLL6UdJiFEzLy9vRETE4Mffvihwbg7DocDOzs7TJgwQWSi43A4MDExga2tLbp160br3H1E/eoS1dXVcr3yO4eRoQWgGIbBoUOHcPLkSTx//hx8Ph+WlpaYMWMG5s2b1y4+tPfv34ejoyPu3bsHBwcHaYdDSLv28uVL2Nvbo7i4GBoaGli/fn2j9+h69OgBFxcXuh/XDNnZ2bh//36D7Q4ODujevbsUIhIPmanZAX//IvPz84Ofn5+0QyGEyAATExNoaGiwA8dFJTpFRUW4uLiwrUKk6bp37y5XSU0UmUp2hBDSXPr6+nB3d0eXLl2kHQqRYTKV7G7duoV9+/YhPT0dxcXFDXpjcTgcgWWACCEdl7q6OgYNGoS+fftSbY58lMwku99++w3ffPMN1NTUYGVl1ayxM4SQjqVfv34YPHiwXM70QcRDZpLdzz//DDc3N1y4cAG6urrSDocQIqNGjBgh9uW+iPyRmWRXVVWFuXPnUqIjhAgwMjICn8+HsrIyzM3NKdGRFpGZZDdy5Eg8fvxY2mEQQmRMQkICioqKcPLkSXZWI0KaS2ZmUNmxYwfCw8Pxyy+/oKioSNrhEEJkTNeuXaGvry/tMEg7JTPJrmfPnggICMDatWthYGAATU1N6OjoCDyoiZOQjsvS0lLaIZB2TGaaMTds2IAtW7age/fuGDRoECU2QoiA9wc+y/vaa6TtyUyy+/PPPzFx4kScPXu2RasVE0Lkl6qqKjQ0NNjn8r72Gml7MpNVeDweJk6cSImOENKApqYmO3D8w7XX5G12fiIeMpNZvLy8cPPmTWmHQQiRccLWXiPkY2Qm2W3cuBHJyclYsWIF7t27h4KCAhQVFTV4EEI6Fh6Ph5iYGPB4vA6z9hppezJzz87KygoAkJiYiMDAQJHH1dXVSSokQogMeP/+nLKycodYe420PZlJdhs2bKDJXAkhAj68P7d48WLMnTu3wXE9e/aUQnSkPZGZZLdp0yZph0AIkTEf3p/Lzs7GpEmTpB0WaYdk5p4dIYS8j+7PkbZEyY4QIpMePHiAtLQ0VFZWIikpCZWVlez9OUKaS2aaMQkh5H09e/YUy/05mn2lY6JkRwiRSd27dxeYIqyt0OwrHRM1YxJC5M77Y/PeR7OvdFyU7P6/zMxMLF68GObm5lBXV4elpSU2btzY4D8LIUT2xcXFISgoCHfu3BHYTrOvdFyU7P6/1NRU8Pl8BAYGIikpCf/5z3/w559/4ttvv5V2aISQZhBVe6PenR0bJbv/b9y4cQgKCoKnpycsLCwwefJkfP311zh9+rS0QyOkQxPVJClqn6jaG/Xu7Niog0ojSktL0blz50aP4XK5Ar8MKyoqxB0WIR1KYx1KPtwnqvbm5OQktt6dpH2gZCfCixcvsGPHDvzyyy+NHrd161Zs3rxZQlER0rF82CTp5OQEVVVVkfvqa2+i5s4UR+9O0j7IfbJbu3Ytfvrpp0aPSUlJQd++fdnn2dnZGDduHHx9fbF06dJGX7tu3TqsXr2afZ6YmAh3d/fWBU0IASC8SbK+didsn4WFBdXeiFByn+y++uorLFiwoNFjLCws2H/n5ORg5MiRcHV1xe7duz96flVVVfaXJgBoaWm1OFZCyP801iQJQOi+DRs20NyZRCi5T3YGBgYwMDBo0rHZ2dkYOXIkHB0dERQURKumEyJFjTVJAqClfkizyH2ya6rs7GyMGDECpqam+OWXX1BQUMDuMzIykmJkhHRMH+tQQs2VpDko2f1/YWFhePHiBV68eIEePXoI7GMYRkpREdJxfWy6MOpsQpqD2un+vwULFoBhGKEPQgiRd42NZ5QHlOwIIYSInGJNXlCyI4SQDq4jTJBNyY4QQjq4jjBBNiU7QohMk/d7SdLWUSbIpmRHCJFp8n4vSdo6ygTZNPSAECKzGpsbk7SNjjJBNiU7QojMamxuTNI2PjaeUV5QMyYhRCZ1lHtJRDIo2RFCZFJHuZdEJIOaMQkhMqmj3EsikkHJjhAikzrKvSQiGdSMSQghRO5RsiOEECL3KNkRQgiRe3TPTk7l5uYiNzdX2mEQQtoRY2NjGBsbSzsMsaBk18aMjY2xceNGqX5guFwuZs+ejaioKKnFQAhpf9zd3REaGiqXs9RwGFqdVO6UlZVBV1cXUVFR0NLSknY4cquiogLu7u5UzmJG5SwZ9eVcWloKHR0daYfT5qhmJ8fs7e3l8kMrK8rKygBQOYsblbNk1JezvKIOKoQQQuQeJTtCCCFyj5KdHFJVVcXGjRvl8iazLKFylgwqZ8mQ93KmDiqEEELkHtXsCCGEyD1KdoQQQuQeJTtCCCFyj5IdIYQQuUfJjsg1DofTpEdkZGSrr1VVVYVNmzY161xbtmzB5MmT0bVrV3A4HGzatKnVcUiDLJdzamoq1qxZA3t7e2hra8PY2BgTJ05EQkJCq2ORNFku55ycHPj5+cHKygra2trQ09ODk5MTgoODIQv9IGkGFSLXQkJCBJ4fOHAAYWFhDbZbW1u3+lpVVVXYvHkzAGDEiBFNes33338PIyMjDBw4EKGhoa2OQVpkuZz/+usv7N27F9OnT8eKFStQWlqKwMBAODs74+rVq/Dw8Gh1TJIiy+VcWFiI169fw8fHByYmJqipqUFYWBgWLFiAp0+f4p///GerY2oVhpAO5NNPP2XE9bEvKChgADAbN25s8msyMjJa/FpZJkvlnJCQwJSXlwtsKywsZAwMDBg3NzcxRCg5slTOonh5eTGamppMbW1t2wTWQtSMSTo8Pp+Pbdu2oV+/flBTU0PXrl0REBCA4uJigeMSEhIwduxY6OvrQ11dHebm5li0aBEAIDMzEwYGBgCAzZs3s81JH2uWNDMzE8dbkknSKmdHR8cGE0h36dIFw4YNQ0pKStu+SRkgzc+zMGZmZqiqqgKPx2v1e2sNasYkHV5AQAD279+PhQsXYtWqVcjIyMAff/yBBw8e4Pbt21BWVkZ+fj48PT1hYGCAtWvXQk9PD5mZmTh9+jQAwMDAALt27cLy5csxbdo0eHt7AwD69+8vzbcmU2StnN+8eQN9ff02fY+yQNrl/O7dO1RWVqKiogJRUVEICgqCi4sL1NXVxfq+P0qq9UpCJOzDZp+bN28yAJhDhw4JHHf16lWB7WfOnGEAMHfv3hV57tY0+8h7M6aslHO96OhohsPhMOvXr2/xOWSBLJbz1q1bGQDsY/To0czLly+bdQ5xoGZM0qGdOHECurq6GDNmDAoLC9lHfdNXREQEAEBPTw8AcPHiRdTU1Egx4vZJlso5Pz8fc+bMgbm5OdasWSOWa0iLLJTz7NmzERYWhsOHD2POnDkA/q7tSRslO9KhPX/+HKWlpTA0NISBgYHAo6KiAvn5+QD+XsF5+vTp2Lx5M/T19TFlyhQEBQWBy+VK+R20D7JSzpWVlfDy8kJ5eTnOnTsnd4vBykI5m5qawsPDA7Nnz8ahQ4dgYWEBDw8PqSc8umdHOjQ+nw9DQ0McOnRI6P76m/QcDgcnT55EXFwcLly4gNDQUCxatAi//vor4uLi5O5Ls63JQjnzeDx4e3vj0aNHCA0Nha2tbYvPJatkoZw/5OPjgz179iA6Ohpjx45ts/M2FyU70qFZWlri+vXrcHNza9INdGdnZzg7O2PLli04fPgw5s6di6NHj2LJkiXgcDgSiLh9knY58/l8+Pv7Izw8HMePH4e7u3tL3obMk3Y5C1NfoystLW2T87UUNWOSDm3GjBmoq6vDDz/80GBfbW0tSkpKAADFxcUNZoGwt7cHALbpR0NDAwDY15D/kXY5r1y5EseOHcPOnTvZnoXySJrlXFBQIHT73r17weFw4ODg0KTziAvV7EiH5u7ujoCAAGzduhWJiYnw9PSEsrIynj9/jhMnTmD79u3w8fFBcHAwdu7ciWnTpsHS0hLl5eXYs2cPdHR0MGHCBACAuro6bGxscOzYMfTp0wedO3eGra1to81lISEhyMrKQlVVFQAgOjoaP/74IwBg3rx5MDU1FX8hSIA0y3nbtm3YuXMnXFxcoKGhgYMHDwrsnzZtGjQ1NcVeBpIgzXLesmULbt++jXHjxsHExARFRUU4deoU7t69i5UrV6JXr16SLIqGpNwblBCJEjXjxO7duxlHR0dGXV2d0dbWZuzs7Jg1a9YwOTk5DMMwzP3795nZs2czJiYmjKqqKmNoaMh4eXkxCQkJAueJiYlhHB0dGRUVlSZ123Z3dxfopv3+IyIioq3etsTJUjnPnz9fZBkDYGexaY9kqZyvXbvGeHl5Md26dWOUlZUZbW1txs3NjQkKCmL4fH6bvu+WoJXKCSGEyD26Z0cIIUTuUbIjhBAi9yjZEUIIkXuU7AghhMg9SnaEEELkHiU7Qgghco+SHSGNyMzMBIfDwf79+6UdilyjcpaMjlzOlOwIIYTIPRpUTkgjGIYBl8uFsrIyFBUVpR2O3KJyloyOXM6U7AghhMg9asYkcm/Tpk3gcDh49uwZ/Pz8oKurCwMDA6xfvx4Mw+DVq1eYMmUKdHR0YGRkhF9//ZV9rbB7HAsWLICWlhays7MxdepUaGlpwcDAAF9//TXq6urY4yIjI8HhcBAZGSkQj7BzvnnzBgsXLkSPHj2gqqoKY2NjTJkyBZmZmWIqlbZH5SwZVM4tQ8mOdBgzZ84En8/Hv/71LwwZMgQ//vgjtm3bhjFjxqB79+746aef0KtXL3z99deIjo5u9Fx1dXUYO3YsunTpgl9++QXu7u749ddfsXv37hbFNn36dJw5cwYLFy7Ezp07sWrVKpSXl+Ply5ctOp80UTlLBpVzM0ln/mlCJGfjxo0MAGbZsmXsttraWqZHjx4Mh8Nh/vWvf7Hbi4uLGXV1dWb+/PkMwzBMRkYGA4AJCgpij6mfRf8f//iHwHUGDhzIODo6ss8jIiKErl7w4TmLi4sZAMzPP//cNm9YSqicJYPKuWWoZkc6jCVLlrD/VlRUxKBBg8AwDBYvXsxu19PTg5WVFdLT0z96vk8++UTg+bBhw5r0ug+pq6tDRUUFkZGRKC4ubvbrZQ2Vs2RQOTcPJTvSYZiYmAg819XVhZqaGvT19Rts/9h/UjU1NRgYGAhs69SpU4v+c6uqquKnn37ClStX0LVrVwwfPhz//ve/8ebNm2afSxZQOUsGlXPzULIjHYawrtaiul8zH+mk3JRu2xwOR+j292/61/viiy/w7NkzbN26FWpqali/fj2sra3x4MGDj15H1lA5SwaVc/NQsiNETDp16gQAKCkpEdielZUl9HhLS0t89dVXuHbtGp48eQIejyfQk44IR+UsGe29nCnZESImpqamUFRUbNATbufOnQLPq6qqUF1dLbDN0tIS2tra4HK5Yo+zvaNyloz2Xs5KUrsyIXJOV1cXvr6+2LFjBzgcDiwtLXHx4kXk5+cLHPfs2TOMHj0aM2bMgI2NDZSUlHDmzBnk5eVh1qxZUoq+/aByloz2Xs6U7AgRox07dqCmpgZ//vknVFVVMWPGDPz888+wtbVlj+nZsydmz56N8PBwhISEQElJCX379sXx48cxffp0KUbfflA5S0Z7LmeaLowQQojco3t2hBBC5B4lO0IIIXKPkh0hhBC5R8mOEEKI3KNkRwghRO5RsiNEBghbE4wQ0nYo2ZF2Jy0tDQEBAbCwsICamhp0dHTg5uaG7du34927d2K7bnJyMjZt2iT1hT63bNmCyZMno2vXruBwONi0aZNU4wH+njexKY8PF/5siaqqKmzatKlZ55LFMmsJWS7n1NRUrFmzBvb29tDW1oaxsTEmTpyIhISEVsfSFmhQOWlXLl26BF9fX6iqqsLf3x+2trbg8Xi4desWvvnmGyQlJbV4wcmPSU5OxubNmzFixAiYmZmJ5RpN8f3338PIyAgDBw5EaGio1OJ4X0hIiMDzAwcOICwsrMF2a2vrVl+rqqoKmzdvBgCMGDGiSa+RxTJrCVku57/++gt79+7F9OnTsWLFCpSWliIwMBDOzs64evUqPDw8Wh1Ta1CyI+1GRkYGZs2aBVNTU9y4cQPGxsbsvk8//RQvXrzApUuXpBjh/zAMg+rqaqirq7f5uTMyMmBmZobCwsIGy7JIi5+fn8DzuLg4hIWFNdguLbJYZi0hy+U8e/ZsbNq0CVpaWuy2RYsWwdraGps2bZJ6sqNmTNJu/Pvf/0ZFRQX27t0rkOjq9erVC59//jn7vLa2Fj/88AMsLS2hqqoKMzMzfPvttw0mozUzM4OXlxdu3boFJycnqKmpwcLCAgcOHGCP2b9/P3x9fQEAI0eObNBcVH+O0NBQDBo0COrq6ggMDAQApKenw9fXF507d4aGhgacnZ1blZSlWatsDT6fj23btqFfv35QU1ND165dERAQ0GDNtISEBIwdOxb6+vpQV1eHubk5Fi1aBODve5v1yWrz5s3s3+FjzZLttcxaQlrl7OjoKJDoAKBLly4YNmwYUlJS2vZNtgDV7Ei7ceHCBVhYWMDV1bVJxy9ZsgTBwcHw8fHBV199hTt37mDr1q1ISUnBmTNnBI598eIFfHx8sHjxYsyfPx/79u3DggUL4OjoiH79+mH48OFYtWoVfv/9d3z77bdsM9H7zUVPnz7F7NmzERAQgKVLl8LKygp5eXlwdXVFVVUVVq1ahS5duiA4OBiTJ0/GyZMnMW3atLYrIBkXEBCA/fv3Y+HChVi1ahUyMjLwxx9/4MGDB7h9+zaUlZWRn58PT09PGBgYYO3atdDT00NmZiZOnz4NADAwMMCuXbuwfPlyTJs2Dd7e3gCA/v37S/OtyRRZK+c3b940WFBWKhhC2oHS0lIGADNlypQmHZ+YmMgAYJYsWSKw/euvv2YAMDdu3GC3mZqaMgCY6Ohodlt+fj6jqqrKfPXVV+y2EydOMACYiIiIBterP8fVq1cFtn/xxRcMAObmzZvstvLycsbc3JwxMzNj6urqGIZhmIyMDAYAExQU1KT3xzAMU1BQwABgNm7c2OTXSMqnn37KvP/1cvPmTQYAc+jQIYHjrl69KrD9zJkzDADm7t27Is/dmvcty2XWErJazvWio6MZDofDrF+/vsXnaCvUjEnahbKyMgCAtrZ2k46/fPkyAGD16tUC27/66isAaNCMaGNjg2HDhrHPDQwMYGVlhfT09CbHaG5ujrFjxzaIw8nJCUOHDmW3aWlpYdmyZcjMzERycnKTz9+enThxArq6uhgzZgwKCwvZR33TV0REBABAT08PAHDx4kXU1NRIMeL2SZbKOT8/H3PmzIG5uTnWrFkjlms0ByU70i7o6OgAAMrLy5t0fFZWFhQUFNCrVy+B7UZGRtDT02uwurKJiUmDc3Tq1KnBfY7GmJubC43Dysqqwfb65k9RqzzLm+fPn6O0tBSGhoYwMDAQeFRUVLBrorm7u2P69OnYvHkz9PX1MWXKFAQFBdHiqk0kK+VcWVkJLy8vlJeX49y5cw3u5UkD3bMj7YKOjg66deuGJ0+eNOt1HA6nSccpKioK3c40YwUscfS8lBd8Ph+GhoY4dOiQ0P31nSE4HA5OnjyJuLg4XLhwAaGhoVi0aBF+/fVXxMXFycSXpiyThXLm8Xjw9vbGo0ePEBoaKrDWnTRRsiPthpeXF3bv3o3Y2Fi4uLg0eqypqSn4fD6eP38u0IkkLy8PJSUlMDU1bfb1m5o4P4zj6dOnDbanpqay+zsCS0tLXL9+HW5ubk36UeDs7AxnZ2ds2bIFhw8fxty5c3H06FEsWbKkRX+HjkLa5czn8+Hv74/w8HAcP34c7u7uLXkbYkHNmKTdWLNmDTQ1NbFkyRLk5eU12J+Wlobt27cDACZMmAAA2LZtm8Axv/32GwBg4sSJzb6+pqYmAKCkpKTJr5kwYQLi4+MRGxvLbqusrMTu3bthZmYGGxubZsfRHs2YMQN1dXX44YcfGuyrra1ly7S4uLhBbdre3h4A2CY2DQ0NAM37O3QU0i7nlStX4tixY9i5cyfbg1NWUM2OtBuWlpY4fPgwZs6cCWtra4EZVGJiYnDixAksWLAAADBgwADMnz8fu3fvRklJCdzd3REfH4/g4GBMnToVI0eObPb17e3toaioiJ9++gmlpaVQVVXFqFGjYGhoKPI1a9euxZEjRzB+/HisWrUKnTt3RnBwMDIyMnDq1CkoKDT/92ZISAiysrJQVVUFAIiOjsaPP/4IAJg3b55M1hbd3d0REBCArVu3IjExEZ6enlBWVsbz589x4sQJbN++HT4+PggODsbOnTsxbdo0WFpaory8HHv27IGOjg77A0ZdXR02NjY4duwY+vTpg86dO8PW1rbR5rL2WGYtIc1y3rZtG3bu3AkXFxdoaGjg4MGDAvunTZvG/mCUCin3BiWk2Z49e8YsXbqUMTMzY1RUVBhtbW3Gzc2N2bFjB1NdXc0eV1NTw2zevJkxNzdnlJWVmZ49ezLr1q0TOIZh/h42MHHixAbXcXd3Z9zd3QW27dmzh7GwsGAUFRUFhiGIOgfDMExaWhrj4+PD6OnpMWpqaoyTkxNz8eJFgWOaM/TA3d2dASD0IWxYhDR82CW+3u7duxlHR0dGXV2d0dbWZuzs7Jg1a9YwOTk5DMMwzP3795nZs2czJiYmjKqqKmNoaMh4eXkxCQkJAueJiYlhHB0dGRUVlSZ1j28PZdYSslTO8+fPF1nGAJiMjIy2fOvNxmGYZtyBJ4QQQtohumdHCCFE7lGyI4QQIvco2RFCCJF7lOwIIYTIPUp2hBBC5B4lO0IIIXKPkh0hhBC5R8mOEEKI3KNkRwghRO5RsiOEECL3KNkRQgiRe5TsCCGEyD1KdoQQQuTe/wMjvN5kF/G4gQAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] }, "metadata": {}, @@ -473,7 +500,16 @@ "execution_count": null, "id": "469088f9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + } + ], "source": [ "baseline_repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),\n", " paired=\"baseline\", id_col=\"ID\")" @@ -491,8 +527,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:36:16 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:02 2024.\n", "\n", "The paired mean difference for repeated measures against baseline \n", "between Control 1 and Test 1 is 0.48 [95%CI 0.237, 0.73].\n", @@ -531,9 +567,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, diff --git a/nbs/tutorials/03-proportion_plot.ipynb b/nbs/tutorials/03-proportion_plot.ipynb index ffaa1ccb..e28a6dab 100644 --- a/nbs/tutorials/03-proportion_plot.ipynb +++ b/nbs/tutorials/03-proportion_plot.ipynb @@ -399,7 +399,16 @@ "execution_count": null, "id": "85d38228", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + } + ], "source": [ "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), proportional=True)" ] @@ -416,8 +425,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:37:29 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:57 2024.\n", "\n", "Effect size(s) with 95% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -469,8 +478,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:37:30 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:57 2024.\n", "\n", "The unpaired mean difference between Control 1 and Test 1 is 0.575 [95%CI 0.35, 0.725].\n", "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", @@ -513,8 +522,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:37:31 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:36:59 2024.\n", "\n", "The unpaired Cohen's h between Control 1 and Test 1 is 1.24 [95%CI 0.769, 1.66].\n", "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", @@ -563,9 +572,17 @@ "id": "b8c30a86", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -584,9 +601,17 @@ "id": "4096bdb3", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -616,9 +641,17 @@ "id": "d4d75d09", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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/+Pr6AgC2b9+OkydPYteuXTK74d61axdevHiBy5cvQ0dHBwAgFAoVOiYhRDPI1TJbunQpTp06hU6dOsHCwgI8Hg+zZs2Cubn5Gz+KqKysRFpaGjw9Pf8XTksLnp6eSElJkbnNsWPH0KtXL8yZMwcCgQAODg5Ys2YNRCJRncepqKhAcXGx5FNaWqpQTkKIepKrZTZlyhS4uroiOTkZubm5CA0NxahRo/Duu+8qLUh+fj5EIhEEAoHUfIFAUGcPHI8ePcLZs2cxadIknDp1Cg8ePEBAQACqqqoQEhIic5vw8HCEhYUpLTchRD3I/QaAnZ0d7OzsAAC7d+/G1KlTMWLECJUFk4dYLIaFhQUiIyOhra0NZ2dnPH36FF9//XWdxSwoKAiBgYGS6fT0dHh4eDRWZEKIirB6nSkzM1PZOWBmZgZtbW3k5uZKzc/NzYWlpaXMbaysrKCjowNtbW3JvK5duyInJweVlZVS74zW4PP54PP5kmlDQ0MlfQNCCJdYP2cmEokQHR2Njz76CG5ubnBzc8NHH32EvXv3vvGaVV10dXXh7OyMpKQkybyal9Z79eolcxt3d3c8ePBAarSoe/fuwcrKSmYhI4RoLlbFrKioCO7u7pg2bRpOnz6NqqoqVFVVITExEb6+vujTpw+Ki4sV3m9gYCCioqIQHR2NjIwMzJ49G2VlZZK7mz4+PggKCpKsP3v2bLx48QLz58/HvXv3cPLkSaxZswZz5sxh87UIIU0Yq9PMZcuWIS0tDZs3b4afn5/ksYiqqip8//33mDdvHpYtW4bNmzcrtN/x48fj+fPnCA4ORk5ODpycnBAfHy+5KZCdnQ0trf/V3/bt2yMhIQELFy7Eu+++i3bt2mH+/Pn44osv2HwtQkgTxqqYxcXFISAgAAEBAVLzdXR0MHv2bGRkZODw4cMKFzMAmDt3LubOnStzWXJycq15vXr1wpUrVxQ+DiFEs7A6zfznn38kdzZl6dKlS70P1BJCiDKxKmadOnXCsWPH6lx+7Ngx2Nrasg5FCCGKYlXMAgICcPr0aQwZMgSnT59GVlYWsrKykJCQgKFDhyIxMbHOU0VCCFEFVtfMAgICkJeXh7Vr1yIhIUFqmY6ODoKDgzF79mylBCSEEHmwHgMgNDQUc+fOxZkzZyRjaFpbW8PT0xNmZmZKC0gIIfJo0IAmZmZm+Pjjj5WVhRBCWKOeZgkhGoGKGSFEI1AxI4RoBCpmhBCNQMWMEKIRqJgRQjQCq2LGMAx27NgBV1dXSaeK//20aNGgpz4IIUQhrCrO4sWLsWHDBjg5OWHy5MkwMTFRdi5CCFEIq2IWHR2NMWPG4ODBg8rOQwghrLA6zXz58qXUkHCEEMI1VsXs/fffx7Vr15SdhRBCWGNVzLZt24YrV65gzZo1+Oeff5SdiRBCFMaqmNnZ2eHRo0dYsWIFLCws0LJlSxgZGUl9WrdureyshBBSJ1Y3AMaMGQMej6fsLIQQwhqrYrZnzx4lxyCEkIahNwAIIRqBdTErLi5GWFgYXF1dIRAIIBAI4OrqipUrV7IaAJgQQhqCVTH7+++/0b17d4SFhaG0tBTu7u5wd3dHWVkZQkND0aNHDzx79kzZWQkhpE6srpl98cUXyMnJwYkTJzBkyBCpZb/88gvGjRuHJUuWIDo6WikhCSGkPqxaZvHx8ViwYEGtQgYAH374IebNm4dTp041OBwhhMiLVTErKyuDQCCoc7mlpSXKyspYhyKEEEWxKmb29vY4cOAAKisray2rqqrCgQMHYG9vzzrU1q1bIRQKoaenBzc3N6Smpsq1XUxMDHg8Hry9vVkfmxDSNLG+ZjZ+/Hi4uroiICAAnTt3BgDcvXsX27dvxx9//IHY2FhWgWJjYxEYGIjt27fDzc0NERER8PLywt27d2FhYVHndllZWVi0aBH69u3L6riEkKaNVTEbN24cysrKsGTJEsyaNUvyNgDDMLCwsMCuXbswduxYVoE2bNgAPz8/+Pr6AgC2b9+OkydPYteuXViyZInMbUQiESZNmoSwsDBcvHgRhYWFrI5NCGm6WHcH+8knn2Dy5Mm4fv261IjmLi4urHuZraysRFpaGoKCgiTztLS04OnpiZSUlDq3W7lyJSwsLDB9+nRcvHjxjceoqKhARUWFZLq0tJRVVkKIemlQ39YtWrRAz5490bNnT6WEyc/Ph0gkqnVzQSAQ4M6dOzK3uXTpEnbu3In09HS5jhEeHo6wsLCGRiWEqBm5itmFCxcAAP369ZOark/N+qpSUlKCKVOmICoqCmZmZnJtExQUhMDAQMl0eno6PDw8VBWRENJI5Cpm/fv3B4/Hw8uXL6GrqyuZrgvDMODxeBCJRAqFqRkcJTc3V2p+bm4uLC0ta63/8OFDZGVlYfjw4ZJ5YrEYwOtW4927d2Frayu1DZ/PB5/Pl0wbGhoqlJEQop7kKmbnzp0DAOjq6kpNK5uuri6cnZ2RlJQkebxCLBYjKSkJc+fOrbV+ly5d8Oeff0rNW758OUpKSrBp0ya0b99eJTkJIepHrmL239MwVZ6WBQYGYurUqXBxcYGrqysiIiJQVlYmubvp4+ODdu3aITw8HHp6enBwcJDa3tjYGABqzSeEaDZWD80OHDgQSUlJdS4/d+4cBg4cyCrQ+PHj8c033yA4OBhOTk5IT09HfHy85KZAdnY2vcROCKmF1d3M5ORkzJgxo87leXl5OH/+POtQc+fOlXlaWXPsN6GOIwlpnlj3Z/amGwAPHjxAq1at2O6aEEIUJnfLLDo6WqpLny+//BJRUVG11issLMQff/whs0cNQghRFbmLWXl5OZ4/fy6ZLikpgZaWdMOOx+OhZcuWmDVrFoKDg5WXkhBC6iF3MZs9ezZmz54NALCxscGmTZswYsQIlQUjhBBFKHzN7OXLl/D29qah5gghakXhYqavr4/IyMhaT+kTQgiXWN3NdHZ2xs2bN5WdhRBCWGNVzCIiIhATE4Pvv/8e1dXVys5ECCEKY/XQ7CeffAItLS34+/tj3rx5aNeuHfT19aXW4fF4+P3335USkhBC6sOqmJmamqJNmzaws7NTdh5CCGGF9etMhBCiTli/zkQIIeqEdbfZIpEIP/zwA06ePCk1BsCwYcMwadIkaGtrKy0kIYTUh1XLrKioCO7u7pg2bRpOnz6NqqoqVFVVITExEb6+vujTpw+Ki4uVnZUQQurEqpgtW7YMaWlp2Lx5M54/f44bN27gxo0byMvLw5YtW3D9+nUsW7ZM2VkJIaROrIpZXFwcAgICEBAQAB0dHcl8HR0dyTucP/30k9JCEkJIfVgVs3/++eeNj2V06dIFL168YB2KEEIUxaqYderUCceOHatz+bFjx2qNikQIIarEqpgFBATg9OnTGDJkCE6fPo2srCxkZWUhISEBQ4cORWJiYp3dXhNCiCqwejQjICAAeXl5WLt2LRISEqSW6ejoIDg4WNL3GSGENAbWz5mFhoZi7ty5SExMRHZ2NoDXz5l5enrKPbo4IYQoC+tiBrwegXzChAnKykIIIaw1qJidOHECp06dQlZWFgBAKBRiyJAhGDZsmDKyEUKI3FgVs8LCQowaNQoXLlyAtrY2rKysAABnzpzBjh070LdvXxw9elQyujghhKgaq7uZ8+fPx8WLF7Fu3ToUFBTg8ePHePz4MQoKCrB27VpcunQJ8+fPV3ZWQgipE6uW2dGjRxEQEIBFixZJzW/ZsiU+//xzZGdnY+/evUoJSAgh8mDVMtPR0an3DYB/v+ZECCGqxqqYjRkzBocOHYJIJKq1rLq6GgcPHsS4ceNYh9q6dSuEQiH09PTg5uaG1NTUOteNiopC3759YWJiAhMTE3h6er5xfUKIZmJVzCZPnoyCggL07t0bO3fuxPnz53H+/Hl8//336N27N4qKijBp0iRJbxo1H3nExsYiMDAQISEhuHHjBhwdHeHl5YW8vDyZ6ycnJ2PChAk4d+4cUlJS0L59ewwePBhPnz5l89UIIU0Uq2tmHh4ekj9fu3ZNMiAwwzAy12EYBjweT2ZL7r82bNgAPz8/+Pr6AgC2b9+OkydPYteuXViyZEmt9X/88Uep6e+//x4//fQTkpKS4OPjo9gX02AuLi7IycmBpaUlrl+/znUcQpSOVTHbvXu3snMAACorK5GWloagoCDJPC0tLXh6eiIlJUWufZSXl6OqqgqmpqYyl1dUVKCiokIyXVpa2rDQTUROTg61VolGY1XMpk6dquwcAID8/HyIRCIIBAKp+QKBAHfu3JFrH1988QXatm0LT09PmcvDw8MRFhbW4KyEEPXS4AFNSktLkZGRgYyMDM5bOWvXrkVMTAzi4uKgp6cnc52goCAUFRVJPufPn2/klIQQVWBdzK5du4YBAwbAxMQEDg4OcHBwgImJCQYOHMj6moyZmRm0tbWRm5srNT83NxeWlpZv3Pabb77B2rVrcfr0abz77rt1rsfn82FkZCT5GBoasspKCFEvrE4zr169iv79+0NXVxczZsxA165dAQAZGRk4cOAA+vXrh+TkZLi6uiq0X11dXTg7OyMpKQne3t4AALFYjKSkpDf2j/bVV19h9erVSEhIgIuLC5uvRAhp4lgVs2XLlqFdu3a4dOlSrRZTaGgo3N3dsWzZMiQmJiq878DAQEydOhUuLi5wdXVFREQEysrKJHc3fXx80K5dO4SHhwMA1q1bh+DgYOzfvx9CoRA5OTkAAENDQ2p1EdKMsDrNvHr1Kvz9/WWe+gkEAsycORNXrlxhFWj8+PH45ptvEBwcDCcnJ6SnpyM+Pl5yUyA7OxvPnj2TrP/dd9+hsrISY8eOhZWVleTzzTffsDo+IaRpYtUy09LSQnV1dZ3LRSIRtLTY31uYO3dunaeVycnJUtM13Q8RQpo3VhWnd+/e2Lp1q2Qk83/Lzs7Gtm3b4O7u3uBwhBAiL1YtszVr1qBv377o0qULRo0ahc6dOwMA7t69i59//hktWrSQXNMi6qHmkkB9d4UJaapYFbPu3bsjNTUVy5Ytw7Fjx1BeXg4AMDAwwAcffIAvv/wS9vb2Sg1KGoZeYSKaTuFiVlFRgYSEBAiFQsTFxUEsFuP58+cAAHNz8wZdK2tODJhylBeWY+SCNVxHUS2eAdcJSDOhcOXR1dXFuHHjcPny5dc70NKCQCCAQCCgQkYI4YzCLTMej4e3334b+fn5qshDVOT8ga2oKC8F38AQHhPmcB2HEKVj1ZRaunQptmzZgrt37yo7D1GRivJSvCotRkV58+glhDQ/rG4AXLlyBW3atIGDgwP69+8PoVAIfX19qXV4PB42bdqklJCEEFIfVsVsy5Ytkj8nJSXJXIeKGSGkMbEqZmKxWNk5CCGkQej2IyFEI7BqmdW4efMmTp06JXk/UigU4sMPP0S3bt2UkY0QQuTGqphVVFTA398f+/btA8MwkufLxGIxgoKCMGnSJHz//ffQ1dVValhCCKkLq9PML774Anv37sXs2bORkZGBV69eoaKiAhkZGZg1axZ++OEHLF68WNlZCSGkTqxaZj/88AOmTJkidVcTAOzs7LB161YUFxfjhx9+QEREhDIyEkJIvVi1zKqqqtCzZ886l/fu3fuN/Z2Rxsc3MISeoRH4BtT7LtFMrFpmXl5eSEhIwOzZs2Uuj4+Px+DBgxsUjCgXvcJENB2rYrZq1Sp89NFHGD16NObMmYNOnToBAO7fvy/ptDE2NhYvXryQ2q6ugXkJIaShWBWzmtGY/vzzT/z8889SyxiGAQCZ/ZmJRCI2hyOEkHqxKmbBwcHg8XjKzkIIIayxKmahoaFKjkEIIQ1DrzMRQjQCFTNCiEagYkYI0QhUzAghGoGKGSFEI1AxI4RoBLUsZlu3boVQKISenh7c3NyQmpr6xvUPHTqELl26QE9PD926dcOpU6caKSkhRF2oXTGLjY1FYGAgQkJCcOPGDTg6OsLLywt5eXky1798+TImTJiA6dOn47fffoO3tze8vb1x8+bNRk5OCOGS2hWzDRs2wM/PD76+vrC3t8f27dthYGCAXbt2yVx/06ZN+OCDD/D555+ja9euWLVqFXr06FGreyJCiGZTq2JWWVmJtLQ0eHp6SuZpaWnB09MTKSkpMrdJSUmRWh943atHXesTQjRTg8YAULb8/HyIRCIIBAKp+QKBAHfu3JG5TU5Ojsz1c3JyZK5fUVGBiooKyXRpafMZFPdVWTFelZU07jF5etAqN8CNGzca9biN7c5f/6DgZeN3pGDaSh+mrfTrX7EZUKti1hjCw8MRFhYmNc/DwwNWVlaNluFA6IxGO1aNiooKeHl54cL5841+bAA4HfklJ8fVdB4eHkhIiAGfz+c6CufUqpiZmZlBW1sbubm5UvNzc3NhaWkpcxtLS0uF1g8KCkJgYKDUPD6fr/H/MVRUVOD8+fM4f/48DA2pt1lNUFpaCg8PD1RUVGj8f7/yUKtipqurC2dnZyQlJcHb2xvA6xGfkpKSMHfuXJnb9OrVC0lJSViwYIFkXmJiInr16iVz/eZQuN7EyckJRkZGXMcgSlBcXMx1BLWiVsUMAAIDAzF16lS4uLjA1dUVERERKCsrg6+vLwDAx8cH7dq1Q3h4OABg/vz58PDwwPr16zF06FDExMTg+vXriIyM5PJrEEIamdoVs/Hjx+P58+cIDg5GTk4OnJycEB8fL7nIn52dLRmnE3g9eMr+/fuxfPlyLF26FG+//TaOHj0KBwcHrr4CIYQDPKamn2ui0SoqKhAeHo6goKBmfZqtSeg3lUbFjBCiEdTqoVlCCGGLihkhRCNQMSOEaAQqZoSVrKws8Hg87Nmzh+sohACgYtYoHj58CH9/f3Ts2BF6enowMjKCu7s7Nm3ahJcvX6rsuLdv30ZoaCiysrJUdgx5rF69GiNGjIBAIACPx2s2QxXyeDy5PsnJyQ0+Vnl5OUJDQxXal6b9Lmr3nJmmOXnyJMaNGwc+nw8fHx84ODigsrISly5dwueff45bt26p7AHf27dvIywsDP3794dQKFTJMeSxfPlyWFpaonv37khISOAsR2Pbt2+f1PTevXuRmJhYa37Xrl0bfKzy8nLJO8f9+/eXaxtN+12omKlQZmYmPv74Y1hbW+Ps2bNSL7PPmTMHDx48wMmTJzlM+D8Mw+DVq1fQ11d+DwyZmZkQCoXIz8+Hubm50vevriZPniw1feXKFSQmJtaazxVN+13oNFOFvvrqK5SWlmLnzp0ye+Xo1KkT5s+fL5murq7GqlWrYGtrCz6fD6FQiKVLl0p1WQQAQqEQw4YNw6VLl+Dq6go9PT107NgRe/fulayzZ88ejBs3DgAwYMCAWqc0NftISEiAi4sL9PX1sWPHDgDAo0ePMG7cOJiamsLAwAA9e/ZsUNHlslWo7sRiMSIiIvDOO+9AT08PAoEA/v7+KCgokFrv+vXr8PLygpmZGfT19WFjY4Np06YBeH39sqYYhYWFSX7r+k4bNe13oZaZCh0/fhwdO3ZE79695Vp/xowZiI6OxtixY/HZZ5/h6tWrCA8PR0ZGBuLi4qTWffDgAcaOHYvp06dj6tSp2LVrFz755BM4OzvjnXfeQb9+/TBv3jx8++23WLp0qeRU5t+nNHfv3sWECRPg7+8PPz8/2NnZITc3F71790Z5eTnmzZuHNm3aIDo6GiNGjMDhw4cxatQo5f0FEfj7+2PPnj3w9fXFvHnzkJmZiS1btuC3337Dr7/+Ch0dHeTl5WHw4MEwNzfHkiVLYGxsjKysLBw5cgQAYG5uju+++w6zZ8/GqFGjMHr0aADAu+++y+VXa3wMUYmioiIGADNy5Ei51k9PT2cAMDNmzJCav2jRIgYAc/bsWck8a2trBgBz4cIFyby8vDyGz+czn332mWTeoUOHGADMuXPnah2vZh/x8fFS8xcsWMAAYC5evCiZV1JSwtjY2DBCoZARiUQMwzBMZmYmA4DZvXu3XN+PYRjm+fPnDAAmJCRE7m00yZw5c5h//1/u4sWLDADmxx9/lFovPj5ean5cXBwDgLl27Vqd+27I362m/C50mqkiNd2ztGrVSq71a0aU+m9fa5999hkA1DrNs7e3R9++fSXT5ubmsLOzw6NHj+TOaGNjAy8vr1o5XF1d0adPH8k8Q0NDzJw5E1lZWbh9+7bc+ydvdujQIbRu3RqDBg1Cfn6+5OPs7AxDQ0OcO3cOAGBsbAwAOHHiBKqqqjhMrN6omKlITZ9hJSXydVP9+PFjaGlpoVOnTlLzLS0tYWxsjMePH0vN79ChQ619mJiY1LrW8iY2NjYyc9jZ2dWaX3N6+t8chL379++jqKgIFhYWMDc3l/qUlpZKRiTz8PDAmDFjEBYWBjMzM4wcORK7d++udS21uaNrZipiZGSEtm3bKjzkHY/Hk2s9bW1tmfMZBfoNUMWdSyI/sVgMCwsL/PjjjzKX11zU5/F4OHz4MK5cuYLjx48jISEB06ZNw/r163HlyhXqOfj/UTFToWHDhiEyMhIpKSl19nxbw9raGmKxGPfv35e6SJ+bm4vCwkJYW1srfHx5C+N/c9y9e7fW/JoBZdjkILLZ2trizJkzcHd3l+sflp49e6Jnz55YvXo19u/fj0mTJiEmJgYzZsxg9VtrGjrNVKHFixejZcuWmDFjRq1xCoDXbwZs2rQJADBkyBAAQEREhNQ6GzZsAAAMHTpU4eO3bNkSAFBYWCj3NkOGDEFqaqrUUH1lZWWIjIyEUCiEvb29wjmIbB999BFEIhFWrVpVa1l1dbXkdysoKKjV4nZycgIAyammgYEBAMV+a01DLTMVsrW1xf79+zF+/Hh07dpV6g2Ay5cv49ChQ/jkk08AAI6Ojpg6dSoiIyNRWFgIDw8PpKamIjo6Gt7e3hgwYIDCx3dycoK2tjbWrVuHoqIi8Pl8DBw4EBYWFnVus2TJEhw4cAAffvgh5s2bB1NTU0RHRyMzMxM//fSTVC+/8tq3bx8eP36M8vJyAMCFCxfw5ZevR2uaMmVKs23teXh4wN/fH+Hh4UhPT8fgwYOho6OD+/fv49ChQ9i0aRPGjh2L6OhobNu2DaNGjYKtrS1KSkoQFRUFIyMjyT+C+vr6sLe3R2xsLDp37gxTU1M4ODi8scdljftduL6d2hzcu3eP8fPzY4RCIaOrq8u0atWKcXd3ZzZv3sy8evVKsl5VVRUTFhbG2NjYMDo6Okz79u2ZoKAgqXUY5vVjFUOHDq11HA8PD8bDw0NqXlRUFNOxY0dGW1tb6jGNuvbBMAzz8OFDZuzYsYyxsTGjp6fHuLq6MidOnJBaR5FHMzw8PBgAMj+yHhvRVP99NKNGZGQk4+zszOjr6zOtWrViunXrxixevJj5+++/GYZhmBs3bjATJkxgOnTowPD5fMbCwoIZNmwYc/36dan9XL58mXF2dmZ0dXXletRC034X6mmWEKIR6JoZIUQjUDEjhGgEKmaEEI1AxYwQohGomBFCNAIVM0KIRqBixqE9e/aAx+NBT08PT58+rbW8f//+b3zosTH4+fmBx+Nh2LBhMpcfO3YMPXr0gJ6eHjp06ICQkBBUV1c3ckr1Qb8pd6iYqYGKigqsXbuW6xi1XL9+HXv27IGenp7M5b/88gu8vb1hbGyMzZs3w9vbG19++SU+/fTTRk6qfug35QDXT+02Z7t372YAME5OTgyfz2eePn0qtdzDw4N55513OMkmFouZXr16MdOmTavzbQF7e3vG0dGRqaqqksxbtmwZw+PxmIyMjMaMqzboN+UOtczUwNKlSyESidTqX/J9+/bh5s2bWL16tczlt2/fxu3btzFz5ky0aPG/V3wDAgLAMAwOHz7cWFHVEv2mjY9eNFcDNjY28PHxQVRUFJYsWYK2bdsqtH15ebnkZeE30dbWhomJSb3rlZSU4IsvvsDSpUthaWkpc53ffvsNAODi4iI1v23btnjrrbcky5sr+k0bH7XM1MSyZctQXV2NdevWKbztV199VaunUlmf7t27y7W/lStXQl9fHwsXLqxznWfPngGAzFGnrKys8Pfffyv8PTQN/aaNi1pmaqJjx46YMmUKIiMjsWTJEpn/QdXFx8dHqs/+usjTAeC9e/ewadMmHDhwAHw+v871akZil7WOnp6eZAyE5ox+08ZFxUyNLF++HPv27cPatWslnTbKo2PHjujYsaNSMsyfPx+9e/fGmDFj3rhezf+JZPVDr6rBhJsi+k0bDxUzNdKxY0dMnjxZ8i+5vEpLS1FaWlrvetra2m8cufrs2bOIj4/HkSNHkJWVJZlfXV2Nly9fIisrC6ampjAyMpK0Mp49e4b27dtL7efZs2dwdXWVO78mo9+0EXF9O7U5q7mN/+/xEB88eMC0aNGCmT9/vty38UNCQursZO/fH2tra7nyvOmzceNGhmEY5ubNmwwAZuvWrVL7ePr0KQOAWblypcJ/H5qAflPuUMtMzdja2mLy5MnYsWMHrK2tpW6R10VZ11cGDhxYa+R0AJg5cyasra2xbNkydOvWDQDwzjvvoEuXLoiMjIS/v79ktKjvvvsOPB4PY8eOrTdPc0G/aSPhupo2Z7L+FWcYhrl//76km2uuHrD8t7oesDx+/DjD4/GYgQMHMpGRkcy8efMYLS0txs/Pj4OU6oF+U+7QoxlqqFOnTpg8eTLXMeo1bNgwHDlyBC9evMCnn36KI0eOYOnSpdi6dSvX0dQO/aaqR2MAEEI0ArXMCCEagYoZIUQjUDEjhGgEKmaEEI1AxYwQohGomBFCNAIVM0KIRqBiRgjRCFTMCCEagYoZIUQjUDEjhGgEKmaEEI1AxYwQohGomBFCNAIVM0KIRmj2xezZs2cIDQ2VjBlICGmaqJg9e4awsDAqZoQ0cc2+mBFCNAMVM0KIRqBiRgjRCFTMCCEagYoZIUQjUDEjhGgEKmaEEI1AxYyQpkxUzXUCtUHFjJCmjBFznUBtUDEjhGgEKmaEEI1AxYwQohGomBHSlPF4XCdQG6yLWXFxMdauXQsvLy90794dqampAIAXL15gw4YNePDggdJCEkJIfVqw2ejJkyfw8PDAX3/9hbfffht37txBaWkpAMDU1BQ7duzA48ePsWnTJqWGJYSQurAqZp9//jlKSkqQnp4OCwsLWFhYSC339vbGiRMnlBKQEPIGDMN1ArXB6jTz9OnTmDdvHuzt7cGTcc7esWNH/PXXXw0ORwipDxWzGqyK2cuXL2Fubl7n8pKSEtaBCCEKEIu4TqA2WBUze3t7XLhwoc7lR48eRffu3VmHIoTIid4AkGBVzBYsWICYmBisW7cORUVFAACxWIwHDx5gypQpSElJwcKFC5UalBAig5jezazB6gbA5MmT8fjxYyxfvhzLli0DAHzwwQdgGAZaWlpYs2YNvL29lZmTECKLqIrrBGqDVTEDgGXLlmHKlCn46aef8ODBA4jFYtja2mL06NHo2LGjMjMSQuoiquA6gdpgXcwAoEOHDnQ6SQiXqqmY1WB1zezGjRvYtm1bncu3bduG9PR0tpkIIfKqesl1ArXBqpgtW7YMZ86cqXP52bNnsXz5ctahCCFyqizjOoHaYFXM0tLS0Ldv3zqX9+3bF9evX2cdihAip8pSrhOoDVbFrKSkBC1a1H25TUtLS/LIBiFEhSqKuU6gNlgVs7fffhunT5+uc3l8fDzd0SSkMbws5DqB2mBVzKZPn46TJ08iMDAQhYWFkvmFhYVYuHAh4uPjMX36dGVlJITU5VUh1wnUBqtHM+bNm4f09HRERETg22+/Rdu2bQEAf//9N8RiMaZMmUKPbBDSGMr/4TqB2mDVMuPxeNi9ezeSkpIwa9YsODg4wMHBAbNnz8bZs2cRHR0tszcNeWzduhVCoRB6enpwc3OTdPpYl4iICNjZ2UFfXx/t27fHwoUL8erVK1bHJqTJKcvnOoH6YNRITEwMo6ury+zatYu5desW4+fnxxgbGzO5ubky1//xxx8ZPp/P/Pjjj0xmZiaTkJDAWFlZMQsXLpT7mGlpaQwAJi0tTVlfg5DGc2Aiw1SUcZ1CLajVGAAbNmyAn58ffH19YW9vj+3bt8PAwAC7du2Suf7ly5fh7u6OiRMnQigUYvDgwZgwYUK9rTlCNEppDtcJ1AKrYsYwDHbs2AFXV1eYmZlBW1u71udNj27IUllZibS0NHh6ev4vnJYWPD09kZKSInOb3r17Iy0tTVK8Hj16hFOnTmHIkCF1HqeiogLFxcWST01334Q0WcXPuE6gFljdAFi8eDE2bNgAJycnTJ48GSYmJg0Okp+fD5FIBIFAIDVfIBDgzp07MreZOHEi8vPz0adPHzAMg+rqasyaNQtLly6t8zjh4eEICwtrcF5C1EbxU64TqAVWxSw6OhpjxozBwYMHlZ1HIcnJyVizZg22bdsGNzc3PHjwAPPnz8eqVauwYsUKmdsEBQUhMDBQMp2eng4PD4/GikyI8hVmc51ALbAqZi9fvpQ6HVSGmtPV3Nxcqfm5ubmwtLSUuc2KFSswZcoUzJgxAwDQrVs3lJWVYebMmVi2bBm0tGqfRfP5fPD5fMm0oaGhEr8FIRwofMx1ArXA6prZ+++/j2vXrik1iK6uLpydnZGUlCSZJxaLkZSUhF69esncpry8vFbB0tbWBvD6uh4hzcKLTBqlCSyL2bZt23DlyhWsWbMG//yjvIf2AgMDERUVhejoaGRkZGD27NkoKyuDr68vAMDHxwdBQUGS9YcPH47vvvsOMTExyMzMRGJiIlasWIHhw4dLihohGq+iBCihO5qsTjPt7OwgFouxYsUKrFixAnp6erWKB4/HU/hl8/Hjx+P58+cIDg5GTk4OnJycEB8fL7kpkJ2dLdUSW758OXg8HpYvX46nT5/C3Nwcw4cPx+rVq9l8LUKarrzbgJEV1yk4xWNYnI998skncj3hv3v3blahGtONGzfg7OyMtLQ09OjRg+s4hCgmZhJQ9AR4ZxTQZwHXaTjFqmW2Z88eJccghDTIU+o/UK3eACCEsFT4V7N/eJZ1McvOzsasWbNgZ2cHExMTyaDA+fn5mDdvHn777TelhSSEyCGz7oG5mwNWxez27dvo3r07YmNjYWNjg+LiYlRXvx6M1MzMDJcuXcKWLVuUGpQQUo9H57hOwCnWrzMZGxvjypUr4PF4sLCwkFo+dOhQxMbGKiUgIUROeRmv3wYw7sB1Ek6waplduHABs2fPhrm5ucy7mh06dMDTp/S+GCGN7s4prhNwhlUxE4vFMDAwqHP58+fPpV4ZIoQ0knu/AKIqrlNwglUx69GjB06ePClzWXV1NWJiYtCzZ88GBSOEsPCyEHh0nusUnGBVzIKCghAfH4/Zs2fj5s2bAF6/EH7mzBkMHjwYGRkZWLJkiVKDEkLkdPMnrhNwgtUNgA8//BB79uzB/PnzERkZCQCYPHkyGIaBkZER9u7di379+ik1KCFETnm3gdxbgOAdrpM0KlbFDACmTJmC0aNHIzExEffv34dYLIatrS28vLzQqlUrZWYkhCjqj1hg0EquUzQqhYtZeXk52rdvjyVLluDzzz+Ht7e3CmIRQhok8+LrdzZbv8V1kkaj8DUzAwMDtGjRAi1btlRFHkKInFxcXPDWnDi4rLlReyEjft06a0ZY3QAYM2YMDh8+TB0gEsKhnJwcPH3xEjnFlbJXuBsPlL9o3FAcYnXN7OOPP0ZAQAAGDBgAPz8/CIVC6Ovr11qPutQhhEOiytd3Nl39uE7SKFgVs/79+0v+fPHixVrLGYYBj8eDSCRiHYwQogS3jgJOEwFdzb8sxKqYNYVOFwkhACpLgVtxQPfJXCdROVbFbOrUqcrOQQhRld9jAHtvgK/ZI5E1uHPGZ8+e4ffff0dZWZky8hBClK2iBEj/kesUKse6mP3888/o0qUL3nrrLfTo0QNXr14F8Lpzxu7duyMuLk5pIQkhDfTnodfPnWkwVsXs+PHjGD16NMzMzBASEiL1iIaZmRnatWtH4wQQok5EVcDFDRo9viarYrZy5Ur069cPly5dwpw5c2ot79WrF3WbTYi6eZoG3NXc/s5YFbObN2/io48+qnO5QCBAXl4e61CEEBW5vEVjTzdZFTMDA4M3XvB/9OgR2rRpwzoUIURFqsqBpFUa2YEjq2I2YMAAREdHSwYx+becnBxERUVh8ODBDQ5HCFGB53eA1EiuUygdq2K2evVqPHnyBO+99x527NgBHo+HhIQELF++HN26dQPDMAgJCVF2VkKIsvxxEMj6lesUSsWqmNnZ2eHSpUto06YNVqxYAYZh8PXXX2PNmjXo1q0bLl68CKFQqOSohBClOr8OKPuH6xRKI9cbAH/88Qesra3RunVrybx33nkHZ86cQUFBAR48eACxWIyOHTvC3NxcZWEJIUr0quh1QftwHSBjlLWmRq6WWffu3aUGMBk4cCCSkpIAACYmJnjvvffg5uZGhYyQpuavq8C9BK5TKIVcxUxfXx/l5eWS6eTkZOTm5qosFCGkEaVs0Yh+z+Q6zXR0dMSGDRugra0tOdW8du0a9PT03rjd6NGjG56QEKJaFSXA5c2AZ9O+acdj5Ogu9tq1axg3bhyys7Nfb8Tj1dvLbFPpz+zGjRtwdnZGWloadSZJmpS33noLT58+RTtjXTxZq4Rxar1WA8I+Dd8PR+Rqmb333nt48OABHj58iNzcXPTv3x9Lly7FoEGDVJ2PENJYLnwDWHYD9FrXv64akquYHTt2DC4uLrCzs4OdnR2mTp2K4cOHw83NTdX5CCGN5WUBcOFrYNCqJnl3U64bAKNGjUJycrJk+vz583QDgBBNlHkRuH2U6xSsyFXMWrVqhcLCQsl0VlYWSktLVZWJEMKly1tej4jexMh1munq6orVq1cjNzdXcjfz1KlTyMnJqXMbHo+HhQsXKiclIaTxiKuBxGBgVCTQsul0GCHX3cwHDx7Ax8cHV65ceb0R3c0khHNKv5v5X+ZdgBHfAi34yt+3CsjVMuvUqRMuX76MV69eIS8vD0KhEBERERg5cqSq8xFCuPL8DpC8Fng/uEncEFBodCY9PT106NABISEhGDhwIKytrVWVixCiDh6efd1CcxzPdZJ6sRpqjrr3IaQZubodELwDWDpwneSN5Cpm06ZNA4/HQ2RkJLS1tTFt2rR6t+HxeNi5c2eDAxJCOMaIgeRwYOwutb5+JlcxO3v2LLS0tCAWi6GtrY2zZ8+CV885dH3LCSFNSNET4I9YoIcP10nqJNdzZllZWXj06BF0dHQk05mZmW/8PHr0iFWgrVu3QigUQk9PD25ubkhNTX3j+oWFhZgzZw6srKzA5/PRuXNnnDqluSPQEMKZ32OAV8Vcp6hTg0c0V6bY2FgEBgYiJCQEN27cgKOjI7y8vOoc6amyshKDBg1CVlYWDh8+jLt37yIqKgrt2rVr5OSENAOVZWrd95laFbMNGzbAz88Pvr6+sLe3x/bt22FgYIBdu3bJXH/Xrl148eIFjh49Cnd3dwiFQnh4eMDR0bGRkxPSTNxv4sVMS0sL2traCn8UUVlZibS0NHh6ekod19PTEykpKTK3OXbsGHr16oU5c+ZAIBDAwcEBa9aseePDuhUVFSguLpZ86LUsQhTwzwOg6hXXKWSS6wZAcHBwrQv6cXFxuHXrFry8vGBnZwcAuHPnDk6fPg0HBwd4e3srFCQ/Px8ikQgCgUBqvkAgwJ07d2Ru8+jRI5w9exaTJk3CqVOn8ODBAwQEBKCqqqrOx0fCw8MRFhamUDZC1E12drak9+fySjGyX7xCB9M3d5aqFAzz+maAWSfVH0tBchWz0NBQqenIyEjk5eXh5s2bkkJWIyMjAwMHDkTbtm2VFrIuYrEYFhYWkkdGnJ2d8fTpU3z99dd1FrOgoCAEBgZKptPT0+Hh4aHyrIQoQ2pqKlatWoWTJ09KXiksKK+GcFkqhnUzxYoh1nhP2Eq1IdT0SQVW18y+/vprzJ07t1YhA4CuXbti7ty5+OqrrxTap5mZGbS1tWt1LZSbmwtLS0uZ21hZWaFz585Sp7Rdu3ZFTk4OKisrZW7D5/NhZGQk+RgaGiqUkxCuHDlyBO7u7vjll19qvRvNMMCpmy/Q+6t0HPktX7VB+CouliyxKmZPnjyRPKYhi46ODp48eaLQPnV1deHs7CwZ9Ql43fJKSkpCr169ZG7j7u4uGeauxr1792BlZQVdXV2Fjk+IOktNTcX48eMhEonqvCYsEgMiMYPxURm4llWimiC6hkBL9RyFjVUxc3BwwLZt2/D06dNay548eYJt27ahW7duCu83MDAQUVFRiI6ORkZGBmbPno2ysjL4+voCAHx8fBAUFCRZf/bs2Xjx4gXmz5+Pe/fu4eTJk1izZg3mzJnD5msRora+/PJLMAxTb281DAAGDL489Vg1QczeVtvTTFbvZm7cuBFeXl7o3LkzRo0ahU6dXl8MvH//Po4ePQqGYfDDDz8ovN/x48fj+fPnCA4ORk5ODpycnBAfHy+5KZCdnQ0trf/V3/bt2yMhIQELFy7Eu+++i3bt2mH+/Pn44osv2HwtQtRSdnY2Tpw4UW8hqyESA8f/fKGamwKCd5S7PyWSqz8zWW7evIkVK1bg9OnTePnyJYDX42t6eXkhLCyMVcuMC9SfGVF3u3fvlut96Frb+XTGJ71lX29m7YO1gLXsyz5cY9UyA16fasbFxUEsFuP58+cAAHNzc6mWEyGk4UpKSiTvRstLiwcUv1JB56gWXZW/TyVhXcxqaGlp1Xo2jBCiPK1atVKokAGAmAGM9BR7cL3+IFaAvrFy96lE1IwiRM29//77CvdCw+MBA7sYKzdIG1vl7k/JqJgRouY6dOiAYcOGyf2KoLYWMLybqfIv/psIlbs/JaNiRkgTsGLFCvB4vPr7EQTAAw/Lh6igS3vjDsrfpxJRMSOkCXjvvfcQGxv7xk4ctLUAbS0eDvp1Vc0rTcbqPeYHFTNCmojRo0fj8uXLGDJkSK0WGo8HDHUwxeXFThjV3Uz5B+fx1L5l1qC7mbdv38ajR49QUFAg84E+Hx/17WKXkKbovffew7Fjx5CdnQ0nJycUFBTAxKAF0pf3UG2vGaYdAV0D1e1fCVgVs4cPH2Ly5MlITU2t86lkHo9HxYwQFenQoQMMDAxQUFAAA10t1Xf/Y/muavevBKyKmb+/P/78809ERESgb9++MDExUXYuQog6senLdYJ6sSpmv/76K5YuXYpPP/1U2XkIIeqmpTlg5cR1inqxugFgZmaG1q1bKzsLIUQd2Y8AtJT8NoEKsCpms2bNwg8//PDGvvYJIRqA3wqwH8l1CrmwOs3s3LkzRCIRHB0dMW3aNLRv317msy+jR49ucEBCCIe6TwH0msZZGKtiNn78eMmfFy1aJHMdHo9HLTdCmjKLroDDGK5TyI1VMTt37pyycxBC1ImOATBgGaDd4I51Gg2rpDSaESEarv8SwLg91ykU0uCye/v2bTx+/Lq/cWtra9jb2zc4FCGEQ90nAx2bXoOFdTH7+eefERgYiKysLKn5NjY22LBhA0aMGNHQbISQxvbWe4DLdK5TsMLq0YxTp05hzJjXFwbXrFmDuLg4xMXFYc2aNWAYBqNHj0Z8fLxSgxJCVKylOTBwOdBEu75nNaBJr169UFFRgYsXL6Jly5ZSy8rKytCnTx/o6ekhJSVFaUFVhQY0IU3VW2+9hadPn6KdsS6erO3ZsJ3xeMDQ9UA7Z+WE4wCrEvzHH39g6tSptQoZALRs2RKffPIJ/vjjjwaHI4Q0EnvvJl3IAJbFTE9PDy9evKhz+YsXL6Cnp+K3+AkhymFgCrw3g+sUDcaqmA0cOBCbNm2SeRp59epVfPvtt/D09GxwOEJII3jPD+Abcp2iwVjdzfzqq6/Qq1cv9OnTB66urrCzswMA3L17F6mpqbCwsMC6deuUGpQQogIm1kDnD7hOoRSsWmY2Njb4448/MG/ePBQUFCA2NhaxsbEoKCjA/Pnz8fvvv0MoFCo5KiFE6VymNdm7l//F+jkzCwsLbNy4ERs3blRmHkJIYzG1AYT9uE6hNJpRkgkhitOgVhkgZ8ts2rRp4PF4iIyMhLa2NqZNm1bvNjweDzt37mxwQEKICph3AYTq3xW2IuQqZmfPnoWWlhbEYjG0tbVx9uzZ+gcjVXA4eUJII+oV8PpBWQ0iVzH77/uX/50mhDQhHT0AK0euUygdqxPm7OxsvHz5ss7lL1++RHZ2NutQhBAV0dEHes3lOoVKsH40Iy4urs7lx44dg42NDetQhBAVcZkGGFpwnUIlWBWz+t5Nr6qqgpYG3SUhRCNY2AMOY7lOoTJyP2dWXFyMwsJCyfQ///wj81SysLAQMTExsLKyUkpAQogSaOsC/b/QqEcx/kvuYrZx40asXLkSwOs7lQsWLMCCBQtkrsswDL788kulBCSEKEHP2YCJkOsUKiV3MRs8eDAMDQ3BMAwWL16MCRMm1Or/i8fjoWXLlnB2doaLi4vSwxJCWGjvBrwziusUKid3MevVqxd69eoF4HUHjGPGjIGDg4PKghFClECv9evBSTTsmTJZFH43s7y8HN9++y0MDAyomBGi7tznv+6vrBlQ+GqggYEBWrRoIbOXWUKIGrHuDdgO5DpFo2F1a2PMmDE4fPhwvY9oEEI4wtMC3GY1i9PLGqy6APr4448REBCAAQMGwM/PD0KhEPr6+rXWowFCCOHI24Ned7zYjLAqZv3795f8+eLFi7WWMwwDHo8HkUjEOhghpAHeGc11gkbHqpjt3r1b2TmkbN26FV9//TVycnLg6OiIzZs3w9XVtd7tYmJiMGHCBIwcORJHjx5VaUZC1FYbW8CiC9cpGh2rYjZ16lRl55CIjY1FYGAgtm/fDjc3N0RERMDLywt3796FhUXd75RlZWVh0aJF6NtXs/poIkRhGtZPmbwa/G5DaWkpMjIykJGRgdLS0gYH2rBhA/z8/ODr6wt7e3ts374dBgYG2LVrV53biEQiTJo0CWFhYejYsWODMxDSpHXoxXUCTrAuZteuXcOAAQNgYmICBwcHODg4wMTEBAMHDsT169dZ7bOyshJpaWlSw9RpaWnB09PzjaOjr1y5EhYWFpg+fXq9x6ioqEBxcbHko4wCTIja4LcCzDpznYITrE4zr169iv79+0NXVxczZsxA165dAQAZGRk4cOAA+vXrh+TkZLmuc/1bfn4+RCIRBAKB1HyBQIA7d+7I3ObSpUvYuXMn0tPT5TpGeHg4wsLCFMpFSJNh+a5Gv0z+JqyK2bJly9CuXTtcunQJlpaWUstCQ0Ph7u6OZcuWITExUSkh61JSUoIpU6YgKioKZmZmcm0TFBSEwMBAyXR6ejo8PDxUFZGQxtXWiesEnGHdMgsODq5VyIDXraiZM2di1apVCu/XzMwM2trayM3NlZqfm5sr81gPHz5EVlYWhg8fLpknFosBAC1atMDdu3dha2srtQ2fzwefz5dMGxo2/ZGcCZFo253rBJxh1R7V0tJCdXV1nctFIhGrzhl1dXXh7OyMpKQkyTyxWIykpCTJS+7/1qVLF/z5559IT0+XfEaMGIEBAwYgPT0d7du3VzgDIU0WvxVgalv/ehqKVcusd+/e2Lp1KyZOnAhra+mnjLOzs7Ft2za4u7uzChQYGIipU6fCxcUFrq6uiIiIQFlZGXx9fQEAPj4+aNeuHcLDw6Gnp1frZXdjY2MAoJfgSfPTjK+XASyL2Zo1a9CvXz906dIFo0aNQufOr++e3L17Fz///DNatGiB8PBwVoHGjx+P58+fIzg4GDk5OXByckJ8fLzkpkB2djZ1yU2ILM34ehkAgGHp1q1bjLe3N9OyZUuGx+MxPB6PadmyJTNq1Cjm1q1bbHfb6NLS0hgATFpaGtdRCFFIu3btGABMO2Ndhtnej2Fyb3MdiVOsWmYAYG9vj7i4OIjFYjx//hwAYG5uTq0mQrigrQu0eZvrFJxiXcxq8Hg8yejlNIo5IRwx6wxoN/j/zk0a62bU7du3MXbsWBgZGcHKygpWVlYwMjLC2LFjcfPmTWVmJITUx9yO6wScY1XKL168iA8//BBisRgjR46UugFw7Ngx/PLLL4iPj6eXvglpLGbN+xQTYFnMFi5cCAsLC5w/f77Ws1x//fUX+vXrh8DAQFy7dk0pIQkh9WjTiesEnGN1mnnr1i0EBATIfCi1ffv2mD17Nm7dutXgcIQQORl34DoB51gVM2tra1RUVNS5vLKykp6+J6Sx8LSBFvz619NwrIpZcHAwvv32W5k9Vfz222/YvHkzQkNDGxiNECIXLW2uE6gFVtfMrly5AoFAAGdnZ/Tu3RudOr0+X79//z5SUlLg4OCAlJQUqT7IeDweNm3apJzUhJDXnS+8fAFLM2Ouo6gFHsMoPl4cmwdj1XWAkxs3bsDZ2RlpaWk0mhRpemImAfbewLvjuE7COVYts5pudgghaqCVoP51mgF694iQpq5l3QP9NCcNev8hMzMTv/zyCx4/fgzg9V3ODz/8EDY2NkoJRwiRg0EbrhOoBdbF7LPPPsOmTZtqnXJqaWlhwYIF+OabbxocjhBSDx4P0DfhOoVaYHWauX79emzcuBGjR49GSkoKCgsLUVhYiJSUFIwdOxYbN27Exo0blZ2VEPJfuq2a/QvmNVj9LURFRWHEiBE4ePCg1Hw3NzfExMTg1atX2LFjBxYuXKiUkISQOvBbcZ1AbbBqmWVlZcHLy6vO5V5eXsjKymKbiRAiL92WXCdQG6yKmYWFBX7//fc6l//+++8wNzdnHYoQIicdA64TqA1WxWzcuHH4/vvvsXbtWpSVlUnml5WVYd26dfj+++8xfvx4pYUkhNRBR4/rBGqD1RsA5eXlGD58OM6dO4cWLVqgbdu2AIC///4b1dXVGDBgAI4fPw4DA/X/V4PeACBNWmoU4OrHdQq1wOoGgIGBAZKSkvDzzz9LPWf2wQcfYMiQIRg+fDh1oU1IY9DW5TqB2lC4mJWXl2Py5MkYM2YMJk2ahJEjR6oiFyFEHtT1j4TC18wMDAxw5swZlJeXqyIPIUQR1DKTYHUDoE+fPlLd+xBCOEItMwlWxWzLli24ePEili9fjidPnig7EyFEXtQyk2BVzBwdHfHkyROEh4fD2toafD4fRkZGUp/WrVsrOysh5L+omEmwups5ZswYultJiDqg00wJVsVsz549So5BCGGFWmYSChWzV69e4eeff0ZmZibMzMwwdOhQWFlZqSobIaQ+VMwk5C5meXl56N27NzIzM1Hz0oCBgQGOHj0KT09PlQUkhLxBC3qdqYbcNwBWrVqFrKwsLFy4ECdOnEBERAT09fXh7++vynyEkDfR1uE6gdqQu2V2+vRp+Pj4SPUgKxAIMHHiRNy9exd2dnYqCUgIeQM6zZSQu2WWnZ2NPn36SM3r06cPGIZBbm6u0oMRQuRAxUxC7mJWUVEBPT3p8/Oa6erqauWmIoTIh0Yzl1DobmZWVhZu3LghmS4qKgLweiRzY2PjWutTlzqEqJgW9f9fQ+7+zLS0tGQ+KMswTK35NfPUcQTz/6L+zEiTVlkO6Kp/v4GNQe6yvnv3blXmIISwQW/iSMhdzKZOnarKHIQQVqiY1WD1ojkhRE1Qy0yCihkhRCNQMSOEaAQqZoQ0ZfTQrAQVM0KaMrpmJqGWxWzr1q0QCoXQ09ODm5sbUlNT61w3KioKffv2hYmJCUxMTODp6fnG9QkhmkntillsbCwCAwMREhKCGzduwNHREV5eXsjLy5O5fnJyMiZMmIBz584hJSUF7du3x+DBg/H06dNGTk4I4RKrEc1Vyc3NDe+99x62bNkCABCLxWjfvj0+/fRTLFmypN7tRSIRTExMsGXLFvj4+NS7Pr0BQIhmUKuWWWVlJdLS0qQ6e9TS0oKnp6fcQ9uVl5ejqqoKpqamMpdXVFSguLhY8iktLVVKdkIIt9SqmOXn50MkEkEgEEjNFwgEyMnJkWsfX3zxBdq2bVtn77fh4eFo3bq15OPh4dHg3IQQ7qlVMWuotWvXIiYmBnFxcbW6K6oRFBSEoqIiyef8+fONnJIQogpq1X+ImZkZtLW1a3X2mJubC0tLyzdu+80332Dt2rU4c+YM3n333TrX4/P54PP/NzyXoaFhw0I3Ic+ePcOzZ8+4jkGUyMrKigYVqsGoGVdXV2bu3LmSaZFIxLRr144JDw+vc5t169YxRkZGTEpKisLH+/vvv5mQkBDm77//ZpW3qXj16hXj4eHBAKCPBn08PDyYV69ecf2fl1pQu7uZsbGxmDp1Knbs2AFXV1dERETg4MGDuHPnDgQCAXx8fNCuXTuEh4cDANatW4fg4GDs378f7u7ukv0YGho2q1ZXfYqLi9G6dWucP3+e/l40RGlpKTw8PFBUVAQjIyOu43BOrU4zAWD8+PF4/vw5goODkZOTAycnJ8THx0tuCmRnZ0NL63+X+r777jtUVlZi7NixUvsJCQlBaGhoY0ZvEpycnOg/fA1RXFzMdQS1onYtM6IaNS0z+ldcc9BvKk2j7mYSQpovKmbNBJ/PR0hIiNSdXNK00W8qjU4zCSEagVpmhBCNQMWMEKIRqJgRQjQCFTNCiEagYkaIivB4PLk+ycnJDT5WeXk5QkNDFdrX6tWrMWLECAgEAvB4vCb/kLnavQFAiKbYt2+f1PTevXuRmJhYa37Xrl0bfKzy8nKEhYUBAPr37y/XNsuXL4elpSW6d++OhISEBmfgGhUzQlRk8uTJUtNXrlxBYmJirflcyczMhFAoRH5+PszNzbmO02B0mkkIh8RiMSIiIvDOO+9AT08PAoEA/v7+KCgokFrv+vXr8PLygpmZGfT19WFjY4Np06YBALKysiTFKCwsTHL6Wt9po1AoVMVX4gy1zAjhkL+/P/bs2QNfX1/MmzcPmZmZ2LJlC3777Tf8+uuv0NHRQV5eHgYPHgxzc3MsWbIExsbGyMrKwpEjRwAA5ubm+O677zB79myMGjUKo0ePBoA39uunkbjsf4iQ5mTOnDnMv/8vd/HiRQYA8+OPP0qtFx8fLzU/Li6OAcBcu3atzn0/f/6cAcCEhIQonKsh26oTOs0khCOHDh1C69atMWjQIOTn50s+zs7OMDQ0xLlz5wAAxsbGAIATJ06gqqqKw8TqjYoZIRy5f/8+ioqKYGFhAXNzc6lPaWmpZKxYDw8PjBkzBmFhYTAzM8PIkSOxe/duVFRUcPwN1AtdMyOEI2KxGBYWFvjxxx9lLq+5qM/j8XD48GFcuXIFx48fR0JCAqZNm4b169fjypUr1HPw/6NiRghHbG1tcebMGbi7u0NfX7/e9Xv27ImePXti9erV2L9/PyZNmoSYmBjMmDEDPB6vERKrNzrNJIQjH330EUQiEVatWlVrWXV1NQoLCwEABQUFYP7TU5eTkxMASE41DQwMAECyTXNELTNCOOLh4QF/f3+Eh4cjPT0dgwcPho6ODu7fv49Dhw5h06ZNGDt2LKKjo7Ft2zaMGjUKtra2KCkpQVRUFIyMjDBkyBAAgL6+Puzt7REbG4vOnTvD1NQUDg4OcHBwqPP4+/btw+PHj1FeXg4AuHDhAr788ksAwJQpU2Btba36vwRl4vp2KiHNxX8fzagRGRnJODs7M/r6+kyrVq2Ybt26MYsXL5YMf3jjxg1mwoQJTIcOHRg+n89YWFgww4YNY65fvy61n8uXLzPOzs6Mrq6uXI9avGnowXPnzinrazca6mmWEKIR6JoZIUQjUDEjhGgEKmaEEI1AxYwQohGomBFCNAIVM0KIRqBiRoiaysrKAo/Hw549e7iO0iRQMSOEaAR6aJYQNcUwDCoqKqCjowNtbW2u46g9KmaEEI1Ap5mEqFBoaCh4PB7u3buHyZMno3Xr1jA3N8eKFSvAMAz++usvjBw5EkZGRrC0tMT69esl28q6ZvbJJ5/A0NAQT58+hbe3NwwNDWFubo5FixZBJBJJ1ktOTpY5Jqesfebk5MDX1xdvvfUW+Hw+rKysMHLkSGRlZanob0U1qJgR0gjGjx8PsViMtWvXws3NDV9++SUiIiIwaNAgtGvXDuvWrUOnTp2waNEiXLhw4Y37EolE8PLyQps2bfDNN9/Aw8MD69evR2RkJKtsY8aMQVxcHHx9fbFt2zbMmzcPJSUlyM7OZrU/znD3jjshmi8kJIQBwMycOVMyr7q6mnnrrbcYHo/HrF27VjK/oKCA0dfXZ6ZOncowDMNkZmYyAJjdu3dL1pk6dSoDgFm5cqXUcbp37844OztLps+dOyez94v/7rOgoIABwHz99dfK+cIcopYZIY1gxowZkj9ra2vDxcUFDMNg+vTpkvnGxsaws7PDo0eP6t3frFmzpKb79u0r13b/pa+vD11dXSQnJ9caq7OpoWJGSCPo0KGD1HTr1q2hp6cHMzOzWvPrKyp6enq1RiA3MTFhVYz4fD7WrVuHX375BQKBAP369cNXX32FnJwchffFNSpmhDQCWY9W1PW4BVPPAwbyPKZR15gA/75JUGPBggW4d+8ewsPDoaenhxUrVqBr16747bff6j2OOqFiRogGMjExAVB7TIDHjx/LXN/W1hafffYZTp8+jZs3b6KyslLqzmpTQMWMEA1kbW0NbW3tWndGt23bJjVdXl6OV69eSc2ztbVFq1atmty4nDSgCSEaqHXr1hg3bhw2b94MHo8HW1tbnDhxQjKwcI179+7h/fffx0cffQR7e3u0aNECcXFxyM3Nxccff8xRenaomBGioTZv3oyqqips374dfD4fH330Eb7++mupEZvat2+PCRMmICkpCfv27UOLFi3QpUsXHDx4EGPGjOEwveLodSZCiEaga2aEEI1AxYwQohGomBFCNAIVM0KIRqBiRgjRCFTMCCEaMd4AFTNCFPTw4UP4+/ujY8eO0NPTg5GREdzd3bFp0ya8fPlSZce9ffs2QkNDOe80cfXq1RgxYgQEAgF4PB5CQ0M5zVODHpolRAEnT57EuHHjwOfz4ePjAwcHB1RWVuLSpUv4/PPPcevWLdadJNbn9u3bCAsLQ//+/SEUClVyDHksX74clpaW6N69OxISEjjL8V9UzAiRU2ZmJj7++GNYW1vj7NmzsLKykiybM2cOHjx4gJMnT3KY8H8YhsGrV6+gr6+v9H1nZmZCKBQiPz+/VldEXKLTTELk9NVXX6G0tBQ7d+6UKmQ1OnXqhPnz50umq6ursWrVKtja2oLP50MoFGLp0qW1XuAWCoUYNmwYLl26BFdXV+jp6aFjx47Yu3evZJ09e/Zg3LhxAIABAwaAx+NJ9fFfs4+EhAS4uLhAX18fO3bsAAA8evQI48aNg6mpKQwMDNCzZ88GFV0uW4VvQsWMEDkdP34cHTt2RO/eveVaf8aMGQgODkaPHj2wceNGeHh4IDw8XOYL3A8ePMDYsWMxaNAgrF+/HiYmJvjkk09w69YtAEC/fv0wb948AMDSpUuxb98+7Nu3D127dpXs4+7du5gwYQIGDRqETZs2wcnJCbm5uejduzcSEhIQEBCA1atX49WrVxgxYgTi4uKU8LeiRjjttJuQJqKoqIgBwIwcOVKu9dPT0xkAzIwZM6TmL1q0iAHAnD17VjLP2tqaAcBcuHBBMi8vL4/h8/nMZ599Jpl36NAhmf36/3sf8fHxUvMXLFjAAGAuXrwomVdSUsLY2NgwQqGQEYlEDMPIHm+gPs+fP2cAMCEhIXJvo0rUMiNEDsXFxQCAVq1aybX+qVOnAACBgYFS8z/77DMAqHWaZ29vj759+0qmzc3N5R4PoIaNjQ28vLxq5XB1dUWfPn0k8wwNDTFz5kxkZWXh9u3bcu9f3VExI0QORkZGAICSkhK51n/8+DG0tLTQqVMnqfmWlpYwNjau1ePrf8cIABTv19/GxkZmDjs7u1rza05P6+p5timiYkaIHIyMjNC2bVvcvHlToe3q6ov/v9iOB/Bvqrhz2ZRQMSNETsOGDcPDhw+RkpJS77rW1tYQi8W4f/++1Pzc3FwUFhbC2tpa4ePLWxj/m+Pu3bu15t+5c0eyXFNQMSNETosXL0bLli0xY8YM5Obm1lr+8OFDbNq0CQAwZMgQAEBERITUOhs2bAAADB06VOHjt2zZEkDtQUreZMiQIUhNTZUqwGVlZYiMjIRQKIS9vb3COdQVPTRLiJxsbW2xf/9+jB8/Hl27dpV6A+Dy5cs4dOgQPvnkEwCAo6Mjpk6disjISBQWFsLDwwOpqamIjo6Gt7c3BgwYoPDxnZycoK2tjXXr1qGoqAh8Ph8DBw6EhYVFndssWbIEBw4cwIcffoh58+bB1NQU0dHRyMzMxE8//QQtLcXbM/v27cPjx49RXl4OALhw4QK+/PJLAMCUKVO4a+1xfTuVkKbm3r17jJ+fHyMUChldXV2mVatWjLu7O7N582bm1atXkvWqqqqYsLAwxsbGhtHR0WHat2/PBAUFSa3DMK8fqxg6dGit43h4eDAeHh5S86KiopiOHTsy2traUo9p1LUPhmGYhw8fMmPHjmWMjY0ZPT09xtXVlTlx4oTUOoo8muHh4cEAkPmR9dhIY6ExAAghGoGumRFCNAIVM0KIRqBiRgjRCFTMCCEagYoZIUQjUDEjhGgEKmaEEI1AxYwQohGomBFCNAIVM0KIRqBiRgjRCFTMCCEagYoZIUQj/B9Ehnu8npD13gAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -646,9 +679,17 @@ "id": "20997acf", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -677,9 +718,17 @@ "id": "8903725f", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -707,9 +756,17 @@ "id": "5fdb7ad6", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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6qVg/gk4MaqIq7syZM2KXQHq6ffs29uzZ88qQfk6lBnb/9gC3HzyFW02r8hdQzQaoXrv841QAfWZgBIA2bdrg1KlTFVxV+TCoiQgqlUrrOp0pFarUKFSpIVep8ezZM1FqqGz2799f5pB+ThCAAxcfYlgb51d3fhVHD0ClKvpUoMLCwgodv7JgUBNJwCOZPZBbiL0LBouy/e8P/4YffpbA+5snfy92BWZt5HfXMPK7a0YY6QQAaT3CZM4Y1ESE9zs3QkinRqJt3154BMvqr6PVP9eJVkNlsn79eowaNUrv9eKHvGGcI+p2EwHf3uUf5xXOnz+P1q1bV/h2pI5BTURQyMV9AMRCkMNCIde8b5lKFxQUBJlMptfpb5kM6ObrgGoKI+xrJ2/ABPvKwoIRBfDxLCKiSsfNzQ09e/bUelFHaRRyoFeTmsa5kQwA7OsZZxwqEwY1URU3ceV+DPt8Fyau3C92KaSHWbNmQSaTQSaTldpPBkAGGSK7G+lxKoUlYFPTOGNRmTCoiaq4h7lP8Ff2EzzMfSJ2KaSHVq1aYcuWLVAoFCUeWSvkgEIuw48jGxrvNaLVXYrOo5PJMKiJiCqpfv364eTJk+jevXuxI2uZDOjRuCZOTvND3+aOxtuoXR3jjUVlwiv1RESVWKtWrfDTTz/h9u3b8PPzw8OHD+FgY4HkyBbGuyb9ohpuxh+TSsUjaiIiM+Dm5gYbGxsAgI2lvGJCGgAc36iYcalEDGoiIio7Z/Get6+qGNRERFQ21V0BO2m+49ucMaiJiKhsPNqLXUGVxKAmIqKyqd9F7AqqJAY1ERG9mlMDwMlH7CqqJAY1ERG9mt8gvuhEJAxqIiIqnXMjwKOj2FVUWQxqIiIqmUwGtB0PiDzDWlXGP3kiIipZ4wFArQZiV1GlMaiJiEg3+7pAqxFiV1EpZGdnY9GiRQgKCkLz5s1x+vRpAMCDBw+wdOlSXL9+3eCx+a5vIiLSLXAaUK2CXkVqRu7cuYPAwED88ccfeOONN3D58mXk5uYCAGrWrInVq1fj1q1biI2NNWh8BjURERXXqC/g2kzsKiqFqVOnIicnB8nJyahVqxZq1aqltTw4OBh79uwxeHye+iaq4hxsrfG6nTUcbK3FLoWkwroG0Gq42FVUGgcOHMD48ePh6+tbbLpRAPDy8sIff/xh8Pg8oiaq4mI+CRK7BJKaViMBZXWxq6g0njx5AicnpxKX5+TklGt8HlETEdHf7OsCPu+JXUWl4uvri2PHjpW4fNeuXWjevLnB4zOoiYjoby0/BOQKsauoVCZOnIjNmzdj8eLFePToEQBArVbj+vXrGDp0KJKSkjBp0iSDx+epbyIiKmLrDHi/LXYVlc6QIUNw69YtREZGYubMmQCAd999F4IgQC6XY+HChQgODjZ4fAY1EREVadyfR9MGmjlzJoYOHYrt27fj+vXrUKvV8Pb2Rr9+/eDl5VWusY0a1IIg4Oeff0Z+fj7at2+P6tV5MwIRUaVgoeS16XJyc3Mr1ynukhh8jXrmzJno3Lmz5rsgCOjWrRu6du2KHj16oEmTJrhx44ZRiiQiogpWvwtgZSd2FZXSuXPnsHLlyhKXr1y5EsnJyQaPb3BQb9++HQEBAZrv27Ztw+HDhzF//nzs2bMHKpUKc+bMMbgwIiIyocb9xa6g0po5cyYOHTpU4vIjR44gMjLS4PENDuq7d++ifv36mu87duyAr68vIiIi0L17d4wZMwaJiYkGF0ZERCZSuznwurfYVVRaZ8+eRYcOHUpc3qFDB5w5c8bg8Q0OagsLC+Tn5wMoOu19+PBhvPvuu5rlzs7OyMzM1HvcFStWwMPDA1ZWVmjdurXmxeYlycrKwtixY+Hq6gqlUok333wT+/bt03u7RERVlt9gsSuo1HJycmBhUfItX3K5XPPYliEMDurGjRvju+++w8OHD7Fu3Tr89ddf6NGjh2b5rVu34OjoqNeYW7ZsQXh4OKKionDu3Dk0a9YMQUFByMjI0Nm/oKAAXbt2RWpqKrZt24YrV64gPj4ederUMfTHIiKqWpx8gLqtxK6iUnvjjTdw4MCBEpcnJCSU685vg4N69uzZSE5OhqOjI0aOHIl27dpp3Vy2d+9etGql385funQpRo4cibCwMPj6+mLVqlWwsbHB2rVrdfZfu3YtHjx4gF27dqFdu3bw8PBAYGAgmjXji+SJiMqkZRig4/3UVHbDhw/H3r17ER4ejqysLE17VlYWJk2ahISEBAwfbvi70w1+PKtr1644d+4cDh48iBo1aiAkJESz7OHDh+jYsSP69OlT5vEKCgpw9uxZREREaNrkcjm6dOmCpKQknev89NNPaNOmDcaOHYt///vfcHJywuDBg/Hpp59CoeCzgEREpXJuBLi9JXYVld748eORnJyMmJgYfP3116hduzYA4M8//4RarcbQoUPFezOZr68vfH19i7U7ODjgq6++0muszMxMqFQqODs7a7U7Ozvj8uXLOtdJSUnBkSNH8MEHH2Dfvn24fv06PvnkEzx79gxRUVE618nPz9dcWwegmTOUiKjKaf0xj6aNQCaTYd26dQgNDcX27duRkpICAOjTpw/69++PTp06lWt8g4M6JycHWVlZqFevnqbtzz//xKpVq5Cfn48BAwbofepbX2q1GrVq1UJcXBwUCgVatmyJu3fv4osvvigxqKOjozF37twKrYuISPI8OwCuTcWuwqx07txZ6xKwsRh8jXrUqFEYOHCg5nt2djbeeustzJ8/H0uWLEGHDh30ejzL0dERCoUC6enpWu3p6elwcXHRuY6rqyvefPNNrdPcDRs2RFpaGgoKCnSuExERgUePHmk+R48eLXONRERmQWEJvDVW7CqojAwO6hMnTqBnz56a79999x3+/PNPnDx5Eg8fPkTTpk0xf/78Mo9naWmJli1b4vDhw5o2tVqNw4cPo02bNjrXadeuneadqs9dvXoVrq6usLS01LmOUqmEnZ2d5mNra1vmGomIzEKz9wE7V7GrMBuCIGD16tUICAjQHHS+/Cnt8a1XMXjNzMxMrcegfvrpJ7Rv3x5vvVV0Y0JoaKjep5jDw8MxbNgw+Pv7IyAgADExMXj8+DHCwsI0Y9apUwfR0dEAgDFjxmD58uWYMGEC/vnPf+LatWtYuHAhxo8fb+iPRURk3mydAb8PxK7CrEybNg1Lly6Fn58fhgwZAgcHB6OOb3BQ16hRA2lpaQCAJ0+e4Pjx45rpvYCiF6Lk5eXpNWZISAju37+P2bNnIy0tDX5+fkhISNDcYHb79m3I5X+fBKhXrx7279+PSZMmoWnTpqhTpw4mTJiATz/91NAfi4jIvLUeDVSzErsKs7Jhwwb0798fP/74Y4WMb3BQt23bFitXrkSDBg2QkJCAp0+faj2OdfXqVYNePDJu3DiMGzdO5zJd17zbtGmDU6dO6b0dIqIqx8kH8DL+zU5V3ZMnT9ClS5cKG9/ga9SLFy9GtWrV0L9/f8THxyM8PByNGjUCAKhUKmzduhWBgYFGK5SIiMqpZRggN/iffSrBO++8g19//bXCxjf4iLp+/fq4cuUKLl68CHt7e3h4eGiW5eXlYfny5XxDGBGRVNSoB9RrLXYVZmnlypUICgrCwoULMXr0aLz++utGHb9cLzypVq2azjCuXr26Xm8lIyKiCtawN4+mK4iPjw/UajVmzZqFWbNmwcrKqtjbMWUymcETc5QrqLOzs7Fy5Ur8/PPPyMjI0Nye/uDBA6xfvx69e/fWmgqTiIhE4tVJ7ArMVv/+/SGrwDe8GRzUd+7cQWBgIP744w+88cYbuHz5suZ1nDVr1sTq1atx69YtxMbGGq1YIiIygOMbgG0tsaswiRUrVuCLL75AWloamjVrhmXLliEgIOCV623evBmDBg1Cnz59sGvXLr22uX79esOKLSODz4NMnToVOTk5SE5OxtGjRyEIgtby4OBgHDp0qNwFEhFROdVpKXYFJqHvVMnPpaamYsqUKejQoYOJKtWPwUF94MABjB8/Hr6+vjoP+b28vPDHH3+UqzgiIjICl6rxTm99p0oGip5S+uCDDzB37txyzRl9+/ZtfPzxx/Dx8YGDgwOOHTsGoOjlYOPHj8f58+cNHtvgoH7y5AmcnJxKXJ6Tk2Po0EREZEy1GopdQbnk5uYiOztb83lxBsTnnk+V/OLzzK+aKhkAPvvsM9SqVatc80VfvHgRzZs3x5YtW+Dp6Yns7GwUFhYCKJrH4sSJE1i+fLnB4xsc1L6+vprfGHTZtWsXmjdvbujwRERkDNVdAJuaYldRLoGBgbC3t9d8nr9G+kWlTZX8/C2aLztx4gTWrFmD+Pj4ctU3bdo01KhRA1evXsV3331X7FJwjx49cPz4cYPHN/hmsokTJ2LYsGFo2rSpZhYttVqN69evY+7cuUhKSsL27dsNLoyIiIzAyUfsCsrt6NGj8PPz03xXKpXlHjMnJwdDhw5FfHw8HB0dyzXWsWPHMHv2bDg5OeGvv/4qttzNzQ137941eHyDg3rIkCG4desWIiMjNe/4fvfddyEIAuRyORYuXIjg4GCDCyMiIiNwqtynvQHA1tYWdnZ2pfbRd6rkGzduIDU1Fb169dK0PZ+J0cLCAleuXIG3t3eZ6lOr1bCxsSlx+f3798v1y0W5nqOeOXMmhg4diu3bt2umm/T29ka/fv3KdVGeiIiMpFYDsSswiRenSn5+kPh8qmRd80c0aNAAv/32m1ZbZGQkcnJyEBsbi3r16pV52y1atMDevXvxySefFFtWWFiIzZs3a2aWNES5ghooOqSfNGlSeYchIiJjk8kAx8p/6rus9Jkq2crKCo0bN9Zav0aNGgBQrP1VIiIi0LNnT4wZMwbvv/8+gKIj+UOHDmHhwoW4dOlSuW4mMzioz507h1OnTun8DQIoevdp27Ztta4rEBGRCdVwAyxLPiVrbvSdKtlY3nvvPaxfvx4TJkxAXFwcgKLLw4IgwM7ODt9++y06duxo8PgGB/XMmTNhbW1dYlAfOXIE+/btw549ewwujoiIyqEKHU0/p+9UyS8qzxvGhg4din79+uHgwYO4du2a5lJwUFAQqlevbvC4QDmC+uzZs4iIiChxeYcOHXTeQk9ERCbi+IbYFZi9vLw81KtXD9OnT8fUqVMr5CZqg88B5OTkwMKi5JyXy+UGzxRCRERGULNsdy2T4WxsbGBhYYHXXnutwrZhcFC/8cYbOHDgQInLExISeOc3EZGYanqKXUGV0L9/f2zbtq3Yi06MxeCgHj58OPbu3Yvw8HBkZWVp2rOysjBp0iQkJCSU65VsRERUDlZ2lf6NZJXF+++/j4yMDHTu3Bnff/89/vvf/+LcuXPFPoYy+Br1+PHjkZycjJiYGHz99deoXbs2AODPP/+EWq3G0KFD+dgWEZFYariJXUGV0alTJ83/1/WqUEEQIJPJoFKpDBrf4KCWyWRYt24dQkNDsX37dqSkpAAA+vTpg/79+2sVTkREJmbPoDaVdevWVej45X7hSefOndG5c2dj1EJERMZiV1vsCqqMYcOGVej4Bl+jvnnzJnbv3l3i8t27dyM1NdXQ4YmIqDyqu4pdQZV07949/O9//8Pjx4+NNqbBQT1lyhR8/fXXJS5fsWIFpk+fbujwRESkJxcXF9Sp7QoXO8ui6S3JZP7973+jQYMGqFu3Llq0aIFffvkFQNH0m82bN8fOnTsNHtvgoE5KSkLXrl1LXP7OO++Ua/5NIiLSz5kzZ3Dn0lmcmdECsHV+9QpkFLt370a/fv3g6OiIqKgorce0HB0dUadOnXK99czgoH748GGpr0WztbXVOS8nERFVMJmcj2aZ0GeffYaOHTvixIkTGDt2bLHlbdq0wfnz5w0e3+CgdnNzw3//+98Slx8/fhx169Y1dHgiIjKUtQMgV4hdRZVx4cIF/OMf/yhxubOzMzIyMgwe3+CgHjRoEH744Qd8/fXXmsm2AUClUiE2NhZbtmzB4MGDDS6MiIgMxKNpk7KxsSn15rGUlBS8/vrrBo9vcFBHRESgc+fOmDhxIlxdXdGxY0d07NgRtWvXxqRJkxAYGIiZM2caXBgRERnI2kHsCqqUzp07Y8OGDSgsLCy2LC0tDfHx8ejWrZvB4xsc1EqlEgcOHMCaNWsQEBCAzMxMZGZmIiAgAGvXrsWhQ4egVCoNLoyIiAxkZS92BVXKggULcOfOHbRq1QqrV6+GTCbD/v37ERkZiSZNmkAQBERFRRk8frleeCKXyxEWFoawsLDyDENERMZkaSt2BVWKj48PTpw4gQkTJmDWrFkQBAFffPEFgKLXi65YsQIeHh4Gj1/uN5MREZHEWFbclIsE/N///R/c3d1hb//3mYtGjRrh0KFDePjwIa5fvw61Wg0vLy84OTmVe3sGB/Xbb7/9yj4ymQyHDx82dBNERGQIBnWFat68OTZu3Ki5Yfrtt9/GzJkz8c4778DBwQGtWrUy6vYMvkatVqshCILWp7CwEDdu3EBiYiLu3LmjdTc4ERGZiIWV2BWYNWtra+Tl5Wm+JyYmIj09vcK2Z/ARdWJiYonL9uzZg1GjRmHp0qWGDk9ERIZiUFeoZs2aYenSpVAoFJrT37/++iusrEr/c+/Xr59B26uQa9Q9e/bEkCFDMHHiRBw9erQiNkFERCWxsBS7ArMWExODgQMHYvjw4QCKLvPGxsYiNja2xHVEmY/6Vby9vbF8+fKKGp6IiEoiryZ2BWatVatWuH79Om7cuIH09HR06tQJM2bMKHX+i/KokKAuLCzEjz/+CEdHx4oYnoiISqPgEXVF+umnn+Dv7w8fHx/4+Phg2LBh6NWrF1q3bl0h2zM4qD/66COd7VlZWTh16hTS0tJ4jZqISAwM6grVt29frbu+jx49ir59+1bY9gwO6iNHjkAmk2m1yWQyODg4oH379hgxYkS5XplGREQGUvDUd0WqXr06srKyNN9TU1ORm5tbYdszOKhTU1ONWAYRERkNj6grVEBAABYsWID09HTNXd/79u1DWlpaievIZDJMmjTJoO0ZHNTJycm4dOkSBg0apGnbv38/FixYgPz8fAwePBgTJkwwdHgiIjIUj6gr1MqVKxEaGop58+YBKArhTZs2YdOmTSWuI0pQT5s2DTY2NpqgvnnzJvr27YvXX38dtWvXRnh4OKytrTFq1ChDN0FERIZgUFeo+vXr4+TJk3j69CkyMjLg4eGBmJgY9OnTp0K2Z3BQ/+9//8PUqVM137/99lsoFAqcP38ejo6OCAkJwapVqxjURESmxsezTMLKygpubm6IiorC22+/DXd39wrZjsFB/ejRI62JsPft24euXbtqHsnq2rUr/vOf/5S/QiIi0o8Fpxg2pfJMYVkWBge1q6srLl26BAC4d+8ezp49qzXdZW5uLuRyg18lTkREhpJzYsSK9NFHH0EmkyEuLg4KhaLEx5VfJJPJsGbNGoO2Z/De7NOnD5YtW4anT5/il19+gVKp1HqO7H//+x+8vLwMHZ6IiAzFa9QV6siRI5DL5VCr1VAoFDofV37Zq5aXxuBD3vnz56Nfv37YuHEjMjIysH79ejg7OwMAsrOzsW3bNoOfo34+ybaVlRVat26N06dPl2m9zZs3QyaTITg42KDtEhGZBT6eVaFSU1ORkpKCatWqab7fvHmz1E9KSorB2zP4iNrW1hbff/99icvu3LkDGxsbvcfdsmULwsPDsWrVKrRu3RoxMTEICgrClStXUKtWrRLXS01NxZQpU9ChQwe9t0lEZDbkiqIPmY0KuYgsl8thb2+v+W1DH0uXLsXIkSMRFhYGX19frFq1CjY2Nli7dm2J66hUKnzwwQeYO3cuT7cTUdXG69MVTi6XQ6FQ6P0xlKT2aEFBAc6ePYuIiAhNm1wuR5cuXZCUlFTiep999hlq1aqF4cOH4/jx46VuIz8/H/n5+ZrvFfnaNyIik+PRdIWbPXt2sWvOO3fuxO+//46goCD4+PgAAC5fvowDBw6gcePG5bokK6mgzszMhEql0lzrfs7Z2RmXL1/Wuc6JEyewZs0aJCcnl2kb0dHRmDt3bnlLJSKSJh5RV7g5c+ZofY+Li0NGRgYuXLigCennLl26hLfffhu1a9c2eHuV+vmpnJwcDB06FPHx8WWeUjMiIgKPHj3SfI4ePVrBVRIRmZCsUv+zXil98cUXGDduXLGQBoCGDRti3Lhx+Pzzzw0eX1K/ejk6OkKhUCA9PV2rPT09HS4uLsX637hxA6mpqejVq5emTa1WAwAsLCxw5coVeHt7a62jVCqhVP79MgBbW1tj/ghEROJiUJvcnTt3Sr0nq1q1arhz547B40tqj1paWqJly5Y4fPiwpk2tVuPw4cNo06ZNsf4NGjTAb7/9huTkZM2nd+/e6Ny5M5KTk1GvXj1Tlk9EJAGGP69LhmncuDFWrlyJu3fvFlt2584drFy5Ek2aNDF4fEkdUQNAeHg4hg0bBn9/fwQEBCAmJgaPHz/WvPUsNDQUderUQXR0NKysrNC4cWOt9WvUqAEAxdqJiIgqwldffYWgoCC8+eab6Nu3L+rXrw8AuHbtGnbt2gVBEPDdd98ZPL7kgjokJAT379/H7NmzkZaWBj8/PyQkJGhuMLt9+zZfTUpERJLRvn17/PLLL5g1axZ27tyJJ0+eAACsra0RFBSEuXPnmtcRNQCMGzcO48aN07ksMTGx1HXXr19v/IKIiIhK0bhxY+zcuRNqtRr3798HADg5ORnlwFKSQU1ERAYqxzulqfzkcnmxR4zLPaZRRyMiInFxQg6zw6AmIiKSMAY1ERGZDX1mX4yPj0eHDh3g4OAABwcHdOnSpcyzNZoSg5qIiMzC89kXo6KicO7cOTRr1gxBQUHIyMjQ2T8xMRGDBg3Czz//jKSkJNSrVw/dunXT+Ty0mBjURERkFvSdffH777/HJ598Aj8/PzRo0AD/+te/NC/ZkhIGNRERSVpubi6ys7M1nxdnQHzu+eyLXbp00bSVZfbFF+Xl5eHZs2eoWbOm0Wo3BgY1ERFJWmBgIOzt7TWf6OjoYn1Km30xLS2tTNv59NNPUbt2ba2wlwI+R01ERJJ29OhR+Pn5ab6/OLGSsSxatAibN29GYmIirKysjD5+eTCoiYhI0mxtbWFnZ1dqH31nX3zRl19+iUWLFuHQoUNo2rRpues1Np76JiKiSk/f2Ref+/zzzzFv3jwkJCTA39/fFKXqjUfURERkFvSZfREAFi9ejNmzZ2PTpk3w8PDQXMu2tbWFra2taD/HyxjURERkFvSdffGbb75BQUEBBgwYoDVOVFQU5syZY8rSS8WgJiIis6HP7IupqakVX5AR8Bo1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMEkG9YoVK+Dh4QErKyu0bt0ap0+fLrFvfHw8OnToAAcHBzg4OKBLly6l9iciIqpMJBfUW7ZsQXh4OKKionDu3Dk0a9YMQUFByMjI0Nk/MTERgwYNws8//4ykpCTUq1cP3bp1w927d01cORERkfFJLqiXLl2KkSNHIiwsDL6+vli1ahVsbGywdu1anf2///57fPLJJ/Dz80ODBg3wr3/9C2q1GocPHzZx5ZWTv78/6tatC39/f7FLISIiHSzELuBFBQUFOHv2LCIiIjRtcrkcXbp0QVJSUpnGyMvLw7Nnz1CzZk2dy/Pz85Gfn6/5npubW76iK7m0tDSefSAikjBJHVFnZmZCpVLB2dlZq93Z2RlpaWllGuPTTz9F7dq10aVLF53Lo6OjYW9vr/kEBgaWu24iIqKKIqmgLq9FixZh8+bN2LlzJ6ysrHT2iYiIwKNHjzSfo0ePmrhKIiKispPUqW9HR0coFAqkp6drtaenp8PFxaXUdb/88kssWrQIhw4dQtOmTUvsp1QqoVQqNd9tbW3LVzQREVEFktQRtaWlJVq2bKl1I9jzG8PatGlT4nqff/455s2bh4SEBN4URUREZkVSR9QAEB4ejmHDhsHf3x8BAQGIiYnB48ePERYWBgAIDQ1FnTp1EB0dDQBYvHgxZs+ejU2bNsHDw0NzLdvW1pZHy0REVOlJLqhDQkJw//59zJ49G2lpafDz80NCQoLmBrPbt29DLv/7RMA333yDgoICDBgwQGucqKgozJkzx5SlExERGZ3kghoAxo0bh3HjxulclpiYqPU9NTW14gsiIiISiaSuURMREZE2BjUREZGEMaiJiIgkjEFNRERmQ5/ZFwFg69ataNCgAaysrNCkSRPs27fPRJWWHYO6inNxcUGdOnVe+UIZIiKp03f2xZMnT2LQoEEYPnw4zp8/j+DgYAQHB+PChQsmrrx0DOoq7syZM7hz5w7OnDkjdilEROWi7+yLsbGxePfddzF16lQ0bNgQ8+bNQ4sWLbB8+XITV146BjUREVV6z2dffHFCplfNvpiUlFRsAqegoKAyz9ZoKpJ8jppMS6VSQa1Wi7Z9taoQapUKalUhnj17JlodYilUqVGoEu/PXwoKBTXkKnWV3P9UssLCQgBF0xFnZ2dr2l+eswEoffbFy5cv6xw/LS2tXLM1mgqDWgJshDzkZeWhz8SFomz/8qnDuPrLEVG2/bIf548RuwQS0+Tvxa6AJOjl6Yir2psnGdQEn4DOeLNVJ1FryJPZwNH+NXw3e7iodYjh12VhuJ9bKHYZorIXHsGy+uto9c91YpdCEnL+/Hm0bt0aR48ehZ+fn6b95aNpwLDZF11cXAyardHUGNQEmVwOmcg1yGUKyBUWqFatmsiVmJ6FQg4LRdW+XcRCKPozqIr7n0pmYVEUUba2trCzsyu174uzLwYHBwP4e/bFkl5J3aZNGxw+fBgTJ07UtB08eLDU2RrFwKCu4o7+sAL5eblQ2tgicNBYscshIjKYvrMvTpgwAYGBgViyZAl69OiBzZs348yZM4iLixPzxyiGQV3F5efl4mlu9qs7EhFJnL6zL7Zt2xabNm1CZGQkZsyYgTfeeAO7du1C48aNxfoRdGJQExGR2dBn9kUAGDhwIAYOHFjBVZVP1b4wRkREJHEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkY3/VdxSltbLX+l4iIpIVBXcVxaksiImnjqW8iIiIJY1ATERFJGIOaiIhIwhjUREREEsagJiIikjAGNRERkYQxqImIiCSMQU1ERCRhDGoiIiIJY1ATERFJGIOaiIhIwhjUREREEsagJiIikjAGNRERkYQxqImIiCSMQU1ERCRhDGoiIiIJY1ATERFJGIOaiIhIwiQZ1CtWrICHhwesrKzQunVrnD59utT+W7duRYMGDWBlZYUmTZpg3759JqqUiIioYkkuqLds2YLw8HBERUXh3LlzaNasGYKCgpCRkaGz/8mTJzFo0CAMHz4c58+fR3BwMIKDg3HhwgUTV05ERGR8kgvqpUuXYuTIkQgLC4Ovry9WrVoFGxsbrF27Vmf/2NhYvPvuu5g6dSoaNmyIefPmoUWLFli+fLmJKyciIjI+SQV1QUEBzp49iy5dumja5HI5unTpgqSkJJ3rJCUlafUHgKCgoBL7ExERVSYWYhfwoszMTKhUKjg7O2u1Ozs74/LlyzrXSUtL09k/LS1NZ//8/Hzk5+drvufm5gIALl26VJ7SDfbg3i08zXkgyral5KnMCvI8G5w7d07sUkzu8h9/4eETldhliMpWyEU1G8Dipf3v6uoKV1dXkaoqn3v37uHevXtil1GpifXvstRIKqhNITo6GnPnztVqc3d3x5AhQ0SqiF50IG6+2CWQmJZo3wgaFRWFOXPmiFNLOa1evbrYvzWkv8DAwEr7y5qxSCqoHR0doVAokJ6ertWenp4OFxcXneu4uLjo1T8iIgLh4eFabQ8ePMCDB1XzqDY3NxeBgYE4evQobG1txS6HRCDlvwOV+R/o0aNHo3fv3ibdppT3paEq81kVY5EJgiCIXcSLWrdujYCAACxbtgwAoFar4ebmhnHjxmH69OnF+oeEhCAvLw+7d+/WtLVt2xZNmzbFqlWrTFZ3ZZWdnQ17e3s8evQIdnZ2YpdDIuDfAfPBfWmeJHVEDQDh4eEYNmwY/P39ERAQgJiYGDx+/BhhYWEAgNDQUNSpUwfR0dEAgAkTJiAwMBBLlixBjx49sHnzZpw5cwZxcXFi/hhERERGIbmgDgkJwf379zF79mykpaXBz88PCQkJmhvGbt++Dbn875vV27Zti02bNiEyMhIzZszAG2+8gV27dqFx48Zi/QhERERGI7lT32Ra+fn5iI6ORkREBJRKpdjlkAj4d8B8cF+aJwY1ERGRhEnqhSdERESkjUFNREQkYQxqMqrU1FTIZDKsX79e7FKIiMwCg1pEN27cwOjRo+Hl5QUrKyvY2dmhXbt2iI2NxZMnTypsuxcvXsScOXOQmppaYdsoiwULFqB3795wdnaGTCartG+gqmgymaxMn8TExHJvKy8vD3PmzNFrLO5H/XB/kr4k93hWVbF3714MHDgQSqUSoaGhaNy4MQoKCnDixAlMnToVv//+e4U9C37x4kXMnTsXnTp1goeHR4VsoywiIyPh4uKC5s2bY//+/aLVIXUbN27U+v7tt9/i4MGDxdobNmxY7m3l5eVpXnvZqVOnMq3D/agf7k/SF4NaBDdv3sT7778Pd3d3HDlyROv1eGPHjsX169exd+9eESv8myAIePr0KaytrY0+9s2bN+Hh4YHMzEw4OTkZfXxz8fJ76E+dOoWDBw9K5v303I/64f4kffHUtwg+//xz5ObmYs2aNTrfYVu/fn1MmDBB872wsBDz5s2Dt7c3lEolPDw8MGPGDK1ZwADAw8MDPXv2xIkTJxAQEAArKyt4eXnh22+/1fRZv349Bg4cCADo3LlzsdNsz8fYv38//P39YW1tjdWrVwMAUlJSMHDgQNSsWRM2NjZ46623yvULhZhH8+ZGrVYjJiYGjRo1gpWVFZydnTF69Gg8fPhQq9+ZM2cQFBQER0dHWFtbw9PTEx999BGAovsLnv/DPHfuXM3fjVed+uR+ND7uT3oRj6hFsHv3bnh5eaFt27Zl6j9ixAhs2LABAwYMwOTJk/HLL78gOjoaly5dws6dO7X6Xr9+HQMGDMDw4cMxbNgwrF27Fh9++CFatmyJRo0aoWPHjhg/fjy+/vprzJgxQ3N67cXTbFeuXMGgQYMwevRojBw5Ej4+PkhPT0fbtm2Rl5eH8ePH4/XXX8eGDRvQu3dvbNu2DX379jXeHxDpbfTo0Vi/fj3CwsIwfvx43Lx5E8uXL8f58+fx3//+F9WqVUNGRga6desGJycnTJ8+HTVq1EBqaip27NgBAHBycsI333yDMWPGoG/fvujXrx8AoGnTpmL+aFUS9ydpEcikHj16JAAQ+vTpU6b+ycnJAgBhxIgRWu1TpkwRAAhHjhzRtLm7uwsAhGPHjmnaMjIyBKVSKUyePFnTtnXrVgGA8PPPPxfb3vMxEhIStNonTpwoABCOHz+uacvJyRE8PT0FDw8PQaVSCYIgCDdv3hQACOvWrSvTzycIgnD//n0BgBAVFVXmdaqysWPHCi/+p3v8+HEBgPD9999r9UtISNBq37lzpwBA+PXXX0scuzz7gvvRMNyf9Co89W1i2dnZAIDq1auXqf++fUXz8748NefkyZMBoNipZ19fX3To0EHz3cnJCT4+PkhJSSlzjZ6enggKCipWR0BAANq3b69ps7W1xahRo5CamoqLFy+WeXwyrq1bt8Le3h5du3ZFZmam5tOyZUvY2tri559/BgDUqFEDALBnzx48e/ZMxIqpNNyf9DIGtYk9n3ouJyenTP1v3boFuVyO+vXra7W7uLigRo0auHXrlla7m5tbsTEcHByKXdsqjaenp846fHx8irU/P2X+ch1kOteuXcOjR49Qq1YtODk5aX1yc3ORkZEBAAgMDET//v0xd+5cODo6ok+fPli3bl2xex1IXNyf9DJeozYxOzs71K5dGxcuXNBrPZlMVqZ+CoVCZ7ugxyvdK+IOb6o4arUatWrVwvfff69z+fMbimQyGbZt24ZTp05h9+7d2L9/Pz766CMsWbIEp06dgq2trSnLphJwf9LLGNQi6NmzJ+Li4pCUlIQ2bdqU2tfd3R1qtRrXrl3TuuErPT0dWVlZcHd313v7ZQ39l+u4cuVKsfbLly9rlpM4vL29cejQIbRr165Mv2S99dZbeOutt7BgwQJs2rQJH3zwATZv3owRI0YY9HeDjIv7k17GU98imDZtGl577TWMGDEC6enpxZbfuHEDsbGxAIDu3bsDAGJiYrT6LF26FADQo0cPvbf/2muvAQCysrLKvE737t1x+vRpJCUladoeP36MuLg4eHh4wNfXV+86yDj+8Y9/QKVSYd68ecWWFRYWavbzw4cPi51Z8fPzAwDN6VIbGxsA+v3dIOPi/qSX8YhaBN7e3ti0aRNCQkLQsGFDrTeTnTx5Elu3bsWHH34IAGjWrBmGDRuGuLg4ZGVlITAwEKdPn8aGDRsQHByMzp076719Pz8/KBQKLF68GI8ePYJSqcTbb7+NWrVqlbjO9OnT8cMPP+C9997D+PHjUbNmTWzYsAE3b97E9u3bIZfr/zvfxo0bcevWLeTl5QEAjh07hvnz5wMAhg4dyqP0MgoMDMTo0aMRHR2N5ORkdOvWDdWqVcO1a9ewdetWxMbGYsCAAdiwYQNWrlyJvn37wtvbGzk5OYiPj4ednZ3mF0Jra2v4+vpiy5YtePPNN1GzZk00btwYjRs3LnH73I/Gxf1JxYh813mVdvXqVWHkyJGCh4eHYGlpKVSvXl1o166dsGzZMuHp06eafs+ePRPmzp0reHp6CtWqVRPq1asnREREaPURhKJHq3r06FFsO4GBgUJgYKBWW3x8vODl5SUoFAqtR7VKGkMQBOHGjRvCgAEDhBo1aghWVlZCQECAsGfPHq0++jyeFRgYKADQ+dH16BgVeflxnufi4uKEli1bCtbW1kL16tWFJk2aCNOmTRP+/PNPQRAE4dy5c8KgQYMENzc3QalUCrVq1RJ69uwpnDlzRmuckydPCi1bthQsLS3L9HgO92P5cH/Sq8gEQY+7jIiIiMikeI2aiIhIwhjUREREEsagJiIikjAGNRERkYQxqImIiCSMQU1ERCRhDGoiokokNTUVMpkM69evF7sUMhEGtUStX78eMpkMVlZWuHv3brHlnTp1KvXtQqYwcuRIyGQy9OzZU+fyn376CS1atICVlRXc3NwQFRWFwsJCE1dZOXH/E9FzDGqJy8/Px6JFi8Quo5gzZ85g/fr1sLKy0rn8P//5D4KDg1GjRg0sW7YMwcHBmD9/Pv75z3+auNLKjfufXubu7o4nT55g6NChYpdCJsJ3fUucn58f4uPjERERgdq1a4tdDoCiKTPHjx+P0NBQHD58WGefKVOmoGnTpjhw4AAsLIr+mtnZ2WHhwoWYMGECGjRoYMqSKy3uf3rZ8zMtVHXwiFriZsyYAZVKJamjqo0bN+LChQtYsGCBzuUXL17ExYsXMWrUKM0/0gDwySefQBAEbNu2zVSlVnrc/+Zpzpw5kMlkuHr1KoYMGQJ7e3s4OTlh1qxZEAQBf/zxB/r06QM7Ozu4uLhgyZIlmnV1XaP+8MMPYWtri7t37yI4OBi2trZwcnLClClToFKpNP0SExMhk8mQmJioVY+uMdPS0hAWFoa6detCqVTC1dUVffr0QWpqagX9qVBJGNQS5+npidDQUMTHx+PPP//Ue/28vDxkZma+8vPw4cMyjZeTk4NPP/0UM2bMgIuLi84+58+fBwD4+/trtdeuXRt169bVLKdX4/43byEhIVCr1Vi0aBFat26N+fPnIyYmBl27dkWdOnWwePFi1K9fH1OmTMGxY8dKHUulUiEoKAivv/46vvzySwQGBmLJkiWIi4szqLb+/ftj586dCAsLw8qVKzF+/Hjk5OTg9u3bBo1HhmNQVwIzZ85EYWEhFi9erPe6n3/+OZycnF75ad68eZnG++yzz2BtbY1JkyaV2OfevXsAAFdX12LLXF1dDQqcqoz733wFBARg06ZNGDNmDP7973+jbt26mDx5siYcx4wZgz179sDa2hpr164tdaynT58iJCQEa9aswccff4xt27ahefPmWLNmjd51ZWVl4eTJk4iMjMS8efMwfPhwRERE4MiRI+jYsaOhPy4ZiNeoKwEvLy8MHToUcXFxmD59us5/AEsSGhqK9u3bv7KftbX1K/tcvXoVsbGx+OGHH6BUKkvs9+TJEwDQ2cfKygrZ2dmv3Bb9jfvffI0YMULz/xUKBfz9/XHnzh0MHz5c016jRg34+PggJSXlleN9/PHHWt87dOiAjRs36l2XtbU1LC0tkZiYiOHDh8PBwUHvMch4GNSVRGRkJDZu3IhFixYhNja2zOt5eXnBy8vLKDVMmDABbdu2Rf/+/Uvt9/wf/fz8/GLLnj59WqZQIG3c/+bJzc1N67u9vT2srKzg6OhYrP2vv/4qdSwrKys4OTlptTk4OJT5ssaLlEolFi9ejMmTJ8PZ2RlvvfUWevbsidDQ0BIveVDFYVBXEl5eXhgyZIjmqKqscnNzkZub+8p+CoWi2H/kLzpy5AgSEhKwY8cOrZtJCgsL8eTJE6SmpqJmzZqws7PTHPHdu3cP9erV0xrn3r17CAgIKHP9VIT73zwpFIoytQFFd9vrO9bLZDKZzvYXbzh7buLEiejVqxd27dqF/fv3Y9asWYiOjsaRI0fKfKmEjIPXqCuRyMhIva9Vfvnll3B1dX3lp1WrVqWO8/wGkn79+sHT01PzuXv3Lo4cOQJPT0/NNTQ/Pz8ARc/avujPP//EnTt3NMtJP9z/VF7PT2FnZWVptd+6dUtnf29vb0yePBkHDhzAhQsXUFBQoHUHOpkGj6grEW9vbwwZMgSrV6+Gu7u71qMvJTHWNcq3334bO3fuLNY+atQouLu7Y+bMmWjSpAkAoFGjRmjQoAHi4uIwevRozW/633zzDWQyGQYMGPDKeqg47n8qL3d3dygUChw7dgzBwcGa9pUrV2r1y8vLg1wu13pe29vbG9WrV9d5SYMqFoO6kpk5cyY2btyIK1euoFGjRq/sb6xrlG5ubsWupwFFp8ecnZ21/qMHgC+++AK9e/dGt27d8P777+PChQtYvnw5RowYgYYNG5a7nqqK+5/Kw97eHgMHDsSyZcsgk8ng7e2NPXv2ICMjQ6vf1atX8c477+Af//gHfH19YWFhgZ07dyI9PR3vv/++SNVXXTz1XcnUr18fQ4YMEbuMV+rZsyd27NiBBw8e4J///Cd27NiBGTNmYMWKFWKXVqlx/1N5LVu2DH369MGqVasQGRkJNzc3bNiwQatPvXr1MGjQICQmJiIiIgIRERHIzs7Gjz/++MqbCcn4ZMKr7lAgIiIi0fCImoiISMIY1ERERBLGoCYiIpIwBjUREZGEMaiJiIgkjEFNREQkYQxqIiIqJjU1FTKZDOvXrxe7lCqPQU1EVE43btzA6NGj4eXlBSsrK9jZ2aFdu3aIjY3VTPtZES5evIg5c+ZoTZQihgULFqB3795wdnaGTCbDnDlzRK3H3PAVokRE5bB3714MHDgQSqUSoaGhaNy4MQoKCnDixAlMnToVv//+O+Li4ipk2xcvXsTcuXPRqVMneHh4VMg2yiIyMhIuLi5o3rw59u/fL1od5opBTURkoJs3b+L999+Hu7s7jhw5opniEwDGjh2L69evY+/evSJW+DdBECpsPvCbN2/Cw8MDmZmZpU6XSobhqW8iIgN9/vnnyM3NxZo1a7RC+rn69etjwoQJmu+FhYWYN28evL29oVQq4eHhgRkzZhSbkcrDwwM9e/bEiRMnEBAQACsrK3h5eeHbb7/V9Fm/fj0GDhwIAOjcuTNkMhlkMhkSExO1xti/fz/8/f1hbW2N1atXAwBSUlIwcOBA1KxZEzY2NnjrrbfK9QuFmEfzVQGDmojIQLt374aXlxfatm1bpv4jRozA7Nmz0aJFC3z11VcIDAxEdHS0zhmprl+/jgEDBqBr165YsmQJHBwc8OGHH+L3338HAHTs2BHjx48HAMyYMQMbN27Exo0btWYnu3LlCgYNGoSuXbsiNjYWfn5+SE9PR9u2bbF//3588sknWLBgAZ4+fYrevXvrnMqUJEAgIiK9PXr0SAAg9OnTp0z9k5OTBQDCiBEjtNqnTJkiABCOHDmiaXN3dxcACMeOHdO0ZWRkCEqlUpg8ebKmbevWrQIA4eeffy62vedjJCQkaLVPnDhRACAcP35c05aTkyN4enoKHh4egkqlEgRBEG7evCkAENatW1emn08QBOH+/fsCACEqKqrM69Cr8YiaiMgA2dnZAIDq1auXqf++ffsAAOHh4VrtkydPBoBip559fX3RoUMHzXcnJyf4+PggJSWlzDV6enoiKCioWB0BAQFo3769ps3W1hajRo1CamoqLl68WObxyTQY1EREBrCzswMA5OTklKn/rVu3IJfLUb9+fa12FxcX1KhRA7du3dJqd3NzKzaGg4MDHj58WOYaPT09ddbh4+NTrP35KfOX6yDxMaiJiAxgZ2eH2rVr48KFC3qtJ5PJytRPoVDobBcEoczbqog7vMn0GNRERAbq2bMnbty4gaSkpFf2dXd3h1qtxrVr17Ta09PTkZWVBXd3d723X9bQf7mOK1euFGu/fPmyZjlJC4OaiMhA06ZNw2uvvYYRI0YgPT292PIbN24gNjYWANC9e3cAQExMjFafpUuXAgB69Oih9/Zfe+01AEBWVlaZ1+nevTtOnz6t9cvF48ePERcXBw8PD/j6+updB1UsvvCEiMhA3t7e2LRpE0JCQtCwYUOtN5OdPHkSW7duxYcffggAaNasGYYNG4a4uDhkZWUhMDAQp0+fxoYNGxAcHIzOnTvrvX0/Pz8oFAosXrwYjx49glKpxNtvv41atWqVuM706dPxww8/4L333sP48eNRs2ZNbNiwATdv3sT27dshl+t//LZx40bcunULeXl5AIBjx45h/vz5AIChQ4fyKL28xL7tnIiosrt69aowcuRIwcPDQ7C0tBSqV68utGvXTli2bJnw9OlTTb9nz54Jc+fOFTw9PYVq1aoJ9erVEyIiIrT6CELRo1U9evQotp3AwEAhMDBQqy0+Pl7w8vISFAqF1qNaJY0hCIJw48YNYcCAAUKNGjUEKysrISAgQNizZ49WH30ezwoMDBQA6PzoenSM9CMTBD3uTCAiIiKT4jVqIiIiCWNQExERSRiDmoiISMIY1ERERBLGoCYiIpIwBjUREZGEMaiJiIgkjEFNREQkYQxqIiIiCWNQExERSRiDmoiISMIY1ERERBLGoCYiIpKw/wf8LbPRoHn0LgAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -737,9 +794,17 @@ "id": "ef6ba800", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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", 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kyt0owKEpULOltiPROdOnT4eJiQn8/f1V7j9+/DgOHTqEAwcOiG5DVKKeM2cO/Pz84OnpCUEQ0KNHD3h5/fcMY8+ePfDx8REVUEBAQIG3uqOjo5W29fX1ERwcjODgYFFtERFRIZ1eDFR1B0wqaTsSnXLlyhWlO71va968OcLCwtRqQ1Si9vT0xO3bt3H27FlYWloqDcZKSkqCv78/B2gREZUlr5KBs8uBj4O0HYlOSU1NVUz4pYpUKhX1KFjpHGIPtLGxQefOnfMlZEtLS4wdO1bUFKJERKTD7h8D4q5rOwqdUrt2bRw+fLjA/ZGRkWqP/BY94YlMJsPOnTtx4sQJJCQkYNasWahXrx6Sk5Nx7Ngx+Pj4iHpOTUSkbTmZqXgYuQaJ9y4AEims6zRFTb8R0DM0KfCYP7dMQUqschKza9gOtdrnPcqL/+MI7v0SrvJYr/E/wtDMUlPhF6/zq4HOKwEV81qXR0OGDMH48eMRGBiIoKAgxYJUSUlJCA0NRWRkZJHfgnqbqESdlJSETz/9FBcvXoS5uTnS09Px1VdfAch73WnMmDEYMGAA5s6dq1ZwRETF5c8tU2Dr/jFs3dvm23d370JkpyXCre83kMtkuPdLOO4fXA6XrpPeeU7bBn5w8P1vjgmpgbHiz9auLVDJWXn5yLv7l0Cem1N6kjQAxP8FxN8A7OppOxKVVq5ciYULFyIuLg7u7u5Yvny50hiqtyUlJWH69On4+eefkZiYCAcHB4SHhxd6KuoxY8bg2rVrCA8Px7Jly1CtWjUAwL///gu5XI7+/fur/dqWqFvfU6ZMwV9//YWoqCg8fPhQ6Z1lPT099OjRA4cOHVIrMCIibch4HouXD66gVoexqFC9DirW+BDOn47As79OISv1xTuP1TMwhqG5leKjb2T6xj4jpX0SiR6SY/6Enccnxf2VNO/Gz9qOQKWirsCYnZ2Ntm3bIiYmBrt27cKdO3ewbt06VK9evdBtSiQSbNy4EceOHcPIkSPh5uYGNzc3jBo1CsePH8fmzZtVrqpVFKJ61Hv37sVXX32Ftm3b4sWL/P9wP/jgA2zatEmtwIiItCHln9vQMzZDhWq1FWWWTg0AiQSpT+7AqE7TAo9NuHECCddPwNC8Eqxqe8G+eW/ovdGrflP89WOQGhihcl1xb8hoVex5IDcb0DfUdiRKiroC44YNG5CYmIizZ8/CwMAAAJQm8yqKVq1aoVWrVqJjfxdRPerk5GQ4OTkVuD8nJwe5ubmigyIi0pactJcwNLVUKpNI9WBgUgE56S8LPK6Kmy9cOk9Evf5h+F/Tnki4fhx3935bYP34a4dh4+YLPQOjAuvorJwMIF63BpWJWYFx//79aNKkCUaPHg1bW1u4ublh7ty5kMlkJRV2oYjqUTs7O+Pq1asF7j98+DBcXV1FB0VEpGl/n9mOv3/bodiW52Yj9cltPIhcoyhrOHK16PPbNWyn+LNZFUcYmlvhxo/TkJn4FCZWVZXqpvxzC5nP/4ZL5wmi29O6l4+B6o3eX08D0tLSkJKSoth+eypoQNwKjA8fPsTx48fRt29fHDp0CPfv34e/vz9ycnIKPT+HIAiIiIjA+vXr8fDhQ7x8mf+XOYlEolbnVVSiHjp0KCZPnoyWLVvi448/VgSSlZWFWbNmITIyEhEREaKDIiLSNLtG7WHt2lyxfWfvQljX8UHlN25lG1WoDAPzSsjOSFI6VpDLkJOZCgOzwk/2UaG6CwDg1ct/8yXq+N+jYGZbE+ZVa6s6VJTY2FhkZGQAADKy5YhNfIUaVqpvu2tE+rPiO/db3n4NODg4GCEhIWqfVy6Xo0qVKoiIiICenh4aNWqEJ0+eYOHChYVO1JMmTcLixYvh4eGBfv36oVIlzU8IIypRjx07Fn/99Rf69OmjGIr+xRdf4MWLF8jNzcWIESMwZMgQTcZJRKQWA5MKMDCpoNiW6hvBwKwiTKyqKdWz+F8dyF6lI+3pPUUiTXr0ByAIiuRbGOnxDwEAhubK6znLsjPx/NYZOLQaKParKLl48SJmz56NgwcPKgb2vszIheP0i/isnhVmtnfAR44V3nMWEaSi3+4tspMnTyrNzfF2bxoQtwJj1apVYWBgoLQ2RN26dREXF4fs7GwYGr7/GfzmzZvRvXt37Nix4711xRL1jFoikWDdunU4deoUBgwYgHbt2sHDwwPDhw9HdHQ0Vq8Wf/uIiEibTK1roJJzI9w7uBypT+4g5e+beBC1GjYftoBRhcoAgKyU57iyegRSn9wBAGQmPkXs6Z+Q9vQeXiXF48Xd87i7bxEsarjBzFZ5PM+zv05BkMtQpZ76A49+/vln+Pj44Ndff823YqAgAIduJKLpgmv4+ffnareVj2HJraZlbm4OCwsLxUdVon5zBcbXXq/A2KRJE5Xn9fHxUSxL+drdu3dRtWrVQiVpAMjMzFR6Ll4c1PqVqFmzZmjWrJmmYiEi0gkfdPkaDyNX48aP0wGJBJXr+MDZb4RivyCXIfPFP5DlZAEApHr6SHp0Df9e3AdZ9isYWdigcl0f2Dfrne/c8X8cRmWXptA3Vi/RXbx4Eb169YJMJitwWV+ZHJBAQK91t3B2kodme9YV/6e5c2lIYGAgBg4cCE9PT3h5eSE8PDzfCozVq1dXzL09atQorFixAmPHjsVXX32Fe/fuYe7cuRgzZkyh2/z4449x6dIlDB8+vFi+EyAyUT969Ag3btxQWjHrTb/88gvq1asnepg7EZUccztzpf+WF/UHzCtwn4FJhXdObmJsaYtmMw4qto0q2qD+gPmFatf9y0WFD/IdvvnmGwiCUGCSfk0AIEDAN4ceY5+/m0baBgBUctDcuTSkqCsw2tvbIyoqCuPHj0f9+vVRvXp1jB07FpMnTy50m6tWrYKfnx/mzp2LESNGoHLlyhr/XqIS9cSJE5GSklJgol65ciUsLS2xbds2tYIjouI3/HLx9QSoeMTGxuLAgQPvTdKvyeTAL9cTNTfAzMAUqFDt/fW0oCgrMAJAkyZNcP78edHtubi4QC6XY+bMmZg5cyaMjY2VnnkDeY+L1VmYQ1SiPnfuHMaNG1fg/o8//hjh4eEiQyKikiaTyZSe05WkXJkcuTI5pDI5cnJytBJDSZHnZkMuU3+OiUMHfyl0kn5NEICom4kY2LiK2u0LVvZAViakxTzhSWmYj6N79+5qzzz2PqIS9cuXL1GhQsHPOszNzVXOWEZEqiVLKgJpuTg45wuttP/jsev46cQNrbStZMKP2o6gTBv+w30M/+G+Bs50FsA6DZyn9CuJWThFJeoaNWrgt99+w6hRo1TuP336NP73P90baEBEqvVu9SF6tfxQa+1XFJJhWKEyPvpqo9ZiKG65WRlIvHcZUj19SNTsiW7bcwDjZxR90aM1vR0wwEv9Z6gZLt3xqqo3rGp7Ks1nrmm///47vL29i+38pYWoRN2nTx/Mnj0bXl5eCAgIUDycl8lkWLFiBbZv347p06drNFAiKj56UtFL02uEviCFvp5UMd9yWSSRG8DAQB96RqZqTxv6ccsWkEjCinT7WyIB2tapCAN9vfdXfg+9yo4wMNCHgYEB9Ivxmunrl9y72uqIjY3F3LlzFcs+79u3Dy1atMDz588xa9YsDBo0CA0aNBB9flF/C1OnTsWZM2cwbtw4zJkzBy4ueZMA3LlzB8+ePUPLli2ZqImIiol99arwa90CR6LPFGpeaj0p0N7VEjWsNDOvuNxU/efcZcXNmzfRvHlzyOVyeHt74/79+4pn69bW1jhz5gzS09Oxfv160W2I+jXayMgIhw8fxvr16+Hl5YXnz5/j+fPn8PLywoYNG3D06FGVL6QTke65ucoBfyyoiZurdO91GyrY118Nh0SC9w5kkgCQQIKpflXfWa/QpAYQjCw0c64yYNKkSbC0tMTdu3fxww8/5LvL0aFDB5w+fVqtNkTfV5BKpRg0aJDiRXIiKp1y0vSQk1J2bzmXVQ3d3bBh+QIM/moSBAEqe9Z60rwk/dMgZ3zkoJn35OWmlfPuoxMA4NSpUwgKCoKNjY3KQdQ1atTAkydP1GpDVI86MTERf/75Z4H7r1+/rnIFESIi0pyOn7ZB1K4taNuyWb6etUSSd7v71Pg66OKuuYUiBN72ViKXy2FqWvCAumfPnql9h1lUoh4/fvw7p0sbMWIEJk6cKDooIiIqnIbubvjpu2X44/SvsKyYd0u6koke7gfXx8/Da2usJ/2a3Fz1AhflVcOGDXHw4EGV+3Jzc7Ft2zY0btxYrTZEJerjx4+jU6dOBe7v2LEjjh49KjooIiIqGvvqVWFqkjfrmKmhVGMDx94mq1ijWM5bWk2dOhWRkZEYNWoUbtzIm4sgPj4eR48exSeffIJbt25hypQparUh6hn1s2fPYG1tXeD+ypUrIyEhQXRQRESkm2SVnLUdgk5p164dNm3ahLFjxyIiIgIA0K9fPwiCAAsLC2zZsgUtWrRQqw1Ribpq1ar4/fffC9x/5coV2NjYiA6KiIh0j2BqDcHMBvj/VcMoT//+/dGtWzccOXIE9+7dg1wuh7OzM/z8/N45i2dhiUrUXbp0wcqVK9GuXbt8t8D37duHjRs3FjhrGRERlU65dh7aDkGnZGRkwN7eHlOmTMHXX3+NLl26FEs7ohJ1SEgIjh49iq5du8Ld3R1ubnlLp924cQN//PEH6tati9DQUI0GSkRE2pVTndN5vsnU1BT6+vowMzMr1nZEDSarWLEizp8/jxkzZiAnJwe7du3Crl27kJOTg5kzZ+LChQuwtLTUcKhERKQtcktHyCs6ajsMndO9e3fs2rWryKuZFYXoCU/MzMwQGhrKnjMRUTmQ7fwpJzpRoXfv3vD390erVq0wbNgwODo6wsTEJF+9hg0bim6jdMx4TkREWiOrVBO5VcUnmrKsZcuWij+rmipUEARIJJJCzcleEFGJevDgwe+tI5FI1JqEnIiIdIEEWW59AIl2V1jTVRs3Fv/SrKIS9fHjx/NNVyeTyfD06VPIZDLY2NgU+8N1IiIqfjk1P4bc0knbYeisgQMHFnsbohJ1TEyMyvKcnBysXbsW4eHhOHLkiDpxERGRlsnNbJHl0lXbYZQaT58+RUJCAmrVqqXRzqpG72UYGBggICAAn3zyCQICAjR5aiIiKmFZ7gMBfS5Z/D779u1DnTp18L///Q8NGzbEhQsXAADPnz9HgwYNsGfPHrXOXywPHdzd3XHq1KniODUREZWAHMdWkFX+QNth6LxffvkF3bp1g7W1NYKDg5Ve07K2tkb16tWxadMmtdoolkR95MiRdy77RUS6w8BcBgOLHBiYix+VSmWLYFgBWXV4y7swZs2ahRYtWuDMmTMYPXp0vv1NmjR555TbhSHqGfWsWbNUliclJeHUqVO4evWq2quFEFHJcPV/rO0QSMdk1+kKGLCzVRg3btzA4sWLC9xva2ur9iJVoqcQVaVSpUpwdnbGmjVrMGzYMHXiIiIiLZCb2SLH3kfbYZQapqamSE9PL3D/w4cPUblyZbXaEJWo5XK5Wo0SEZFuyv6gIyDV03YYpUarVq2wefNmjBs3Lt++uLg4rFu3Dp999plabfANdiIiAgAIJlbIrfaRtsMoVebMmYN//vkHH330EdauXQuJRIKoqCjMmDED9erVgyAICA4OVqsNUYk6NjYWZ86cUSr7448/MGDAAPTq1Qt79+5VKygiIip52U4fszddRC4uLjhz5gwqV66MmTNnQhAELFy4EHPnzkW9evVw+vRpODo6qtWGqFvfY8aMQVpaGo4ePQoAiI+PR6tWrZCdnY0KFSpg165d2LlzJ7p166ZWcEREVEL0DJBj30zbUei8P//8Ew4ODqhYsaKi7MMPP8TRo0fx8uVL3L9/H3K5HDVr1oSNjY1G2hTVo7548SLatm2r2N6yZQsyMzPxxx9/4MmTJ/j444/x7bffaiRAIiIqfjnVvQFDTv38Pg0aNMDBgwcV261bt8axY8cA5A2o/uijj+Dt7a2xJA2ITNSJiYmoUqWKYvvAgQPw9fWFs7MzpFIpunXrhtu3b2ssSCIiKl45Th9rO4RSwcTEBBkZGYrt6OhoxMfHF2ubom5929jY4PHjvHcvk5KScP78ecybN0+xPzc3F7m5uZqJkIiIipWsch3ILey1HUap4O7ujsWLF0NPT09x+/vSpUswNjZ+53HqPAoWlajbtGmDZcuWwcLCAtHR0ZDL5ejSpYti/82bN2FvL+6ir1y5EgsXLkRcXBzc3d2xfPlyeHl5FVg/KSkJ06dPx88//4zExEQ4ODggPDwc7du3F9U+EVF5k13rU22HUGqEh4ejZ8+eGDJkCIC8JZ2XLl2KpUuXFniMVtajnjdvHu7evYuJEyfC0NAQ3377LZyc8pZBy8rKwo4dO/DFF18U+bzbt29HYGAg1qxZA29vb4SHh8PPzw937txRutX+WnZ2Ntq2bYsqVapg165dqF69Oh4/fgxLS0sxX4uIqNyRV3SAzOZDbYdRanz00Ue4f/8+Hjx4gPj4eLRs2RLTpk1TGrelaaISta2tLX777TckJyfDxMQEhoaGin1yuRzHjh0T1aNevHgxhg0bhkGDBgEA1qxZg4MHD2LDhg0qpyTdsGEDEhMTcfbsWRgYGACA2sPgiYjKkyyXzoBEou0wSo39+/fD09MTLi4ucHFxwcCBA9GxY0d4e3sXW5tqTXhSsWJFpSQN5D1od3d3h5WVVZHOlZ2djStXrqBNmzb/BSeVok2bNjh37pzKY/bv348mTZpg9OjRsLW1hZubG+bOnavWLQYiovJCVqkmZFXqaTuMUqVr166Ijo5WbJ88eVI3B5MVh+fPn0Mmk8HW1lap3NbWtsAR5A8fPsTx48fRt29fHDp0CPfv34e/vz9ycnIKnAkmKysLWVlZiu20tDTNfQkiolIku25P9qaLqEKFCkhKSlJsx8TEFHse0ZlELYZcLkeVKlUQEREBPT09NGrUCE+ePMHChQsLTNRhYWEIDQ0t4UiJiHRLrl0DyCrX1nYYpY6XlxfmzJmD+Ph4xajvQ4cOIS4ursBjJBIJxo8fL7pNnUnU1tbW0NPTy3cLIT4+HnZ2diqPqVq1KgwMDKCn99+Ud3Xr1kVcXByys7Pz3ZYHgKlTpyIwMFCxfe3aNfj6+mroWxARlQJSA2R92EvbUZRKq1atwoABAzB79mwAeUl469at2Lp1a4HHlJlEbWhoiEaNGuHYsWOKV71eD0wLCAhQeYyPjw+2bt0KuVwOqTTvcfvdu3dRtWpVlUkaAIyMjGBkZKTYNjc31+wXISLScdnOfhBMrbUdRqlUq1YtnD17Fq9evUJCQgIcHR0RHh6Ozp07F1ubhRpMZmVlhV27dim2Z82ahRs3bmg8mMDAQKxbtw6bN2/GrVu3MGrUKKSnpytGgQ8YMABTp05V1B81ahQSExMxduxY3L17FwcPHsTcuXMxevRojcdGRFQWCCZWyK7VTtthlHrGxsaoUaMGgoOD0bp1azg4OLzzo45C9ajT0tKUpkwLCQlBrVq14Obmplbjb+vVqxeePXuGoKAgxMXFwcPDA5GRkYoBZrGxsYqeMwDY29sjKioK48ePR/369VG9enWMHTsWkydP1mhcRERlRVbdHoC+0fsrUqGou4RlYRQqUTs7O2PXrl1o3rw5LCwsAADp6elITEx853FFfUULAAICAgq81f3mkPjXmjRpgvPnzxe5HSKi8kZe0QG51Ty1HUapNnjwYEgkEsUg5sGDB7/3GIlEgvXr14tus1CJetq0aRg0aJBixRCJRIKRI0di5MiR7zyO7zMTEemOvMlN1Jo+o9w7fvw4pFIp5HI59PT0cPz4cUje84rb+/a/T6ESdf/+/eHl5aVYJSQkJARdu3ZF/fr11WqciIhKhtzcDrIqmn1cWR7FxMS8c7s4FHrU9+vp0gBg48aNGDhwIDp16lRsgRERkebk1GjB3nQpJer1rEePHmk6DiIiKkZ8Nl16if71SiaTYfPmzfj888/h7e0Nb29vfP7559iyZQufTRMR6RB5xRoQTIo+uLc0WrlyJRwdHWFsbAxvb29cvHixUMdt27YNEolEaclmVaRSKfT09Ir8UYeoHnVycjL8/Pxw6dIlVKhQATVr1gQAHDlyBLt378bq1asRFRWlGCFORETak2tdV9shlIiiLpX8WkxMDCZOnIjmzZu/t42goKB8g8P27NmDv/76C35+fopHxLdv38bhw4fh5ub23uT/PqIS9fTp03HlyhUsX74cw4YNUywxmZOTg++++w5jxozB9OnTsXz5crWCIyIi9cmsysec3kVdKhnIuzvct29fhIaG4vTp00oLbqgSEhKitB0REYGEhATcuHFDkaRfu3XrFlq3bo1q1aqJ/k6AyFvfe/bsgb+/P/z9/RVJGgAMDAwwatQojBo1Crt371YrMCIi0gx5pZraDkEtaWlpSElJUXzeXAHxNTFLJQN5M21WqVIFQ4YMERXbwoULERAQkC9JA3lrTwQEBGDBggWizv2aqET94sULlUG9VqdOnfdOhkJERMVPMKkMwah0P4b09fVFxYoVFZ+wsLB8dd61VHJBK1udOXMG69evx7p160TH9s8//yh1WN9mYGCAf/75R/T5AZGJulatWti/f3+B+/fv3w9nZ2fRQRERkWbILB21HYLaTp48ieTkZMXnzTUfxEpNTUX//v2xbt06WFuLX6DEzc0Nq1atwpMnT/Lt++eff7Bq1SrUq1dPnVDFPaP29/dHQEAA2rdvj3HjxuGDDz4AANy5cwfLli3DkSNHsGLFCrUCIyIi9cksnbQdgtrMzc3fOzi5qEslP3jwADExMejYsaOiTC6XAwD09fVx586dQnU4lyxZAj8/P3zwwQfo2rUratWqBQC4d+8e9u7dC0EQ8MMPP7z3PO8iOlEnJCRg3rx5iIqKUtpnYGCAoKAgjBo1Sq3AiIhIffIykKgLo6hLJdepUwfXr19XKpsxYwZSU1OxdOlS2NvbF6rdZs2a4cKFC5g5cyb27NmDzMxMAICJiQn8/PwQGhqqnR41kDfyLSAgAEePHsXjx48BAA4ODmjTpo1atxGIiEhTJJBZqrfEYmkSGBiIgQMHwtPTE15eXggPD8+3VHL16tURFhYGY2PjfCtAWlpaAkCRV4Z0c3PDnj17IJfL8ezZMwCAjY2N0mqP6hCdqIG8Ww29e/fWSCBERKRZcnM7QN9Y22GUmKIulaxpUqk032A2TVArURMRke6Sl6Pe9GtFXSr5TZs2bdJ8QBrAGdqJiMoomUUNbYdAGsBETURURskt/qftEEgDmKiJiMooJuqygYmaiKgMEgzNSv2MZJSHg8mIiMoguXlVbYdQrty8eRMPHz7Ey5cvIQhCvv0DBgwQfW5RiVoQBERERGD9+vWKwN4mkUiQm5srOjAiIhJPbqb514QovwcPHqBfv364ePGiygQN5OXDEk/UkyZNwuLFi+Hh4YF+/fqhUqVKogMgIiLNE8wKXn+ZNGfEiBG4fv06wsPD0bx582LJh6IS9ebNm9G9e3fs2LFD0/EQEZEGyE04Q2RJ+O233zBt2jR89dVXxdaGqESdmZmptOYnERFpXxUba0CQw9YwA3LTytoOp1ywtrZGxYoVi7UNUaO+P/74Y1y6dEnTsRARkRpO7P8JN49vx4WvP4RgwkRdEkaOHIkffvgBMpms2NoQ1aNetWoV/Pz8MHfuXIwYMQKVK/MfBBGRzpBI+WpWCfnggw8gk8ng7u6OwYMHw97eHnp6evnqdevWTXQbohK1i4sL5HI5Zs6ciZkzZ8LY2DhfYBKJBMnJyaIDIyIicQTDCoA0f7IgzevVq5fizxMnTlRZRyKRqNXjFpWou3fvDolEIrpRIiIqPoJx8T4zpf+cOHGi2NsQlah1dYURIiL6/x41lQhfX99ib4MzkxERlTFM1Npx8+ZNPH78GADg4OAAV1dXjZxX9FzfKSkpCA0NhZeXF2xtbWFrawsvLy/MmjULKSkpGgmOiIiKTjAw0XYI5cq+ffvg7OyMevXq4bPPPsNnn32GevXqoVatWti/f7/a5xeVqP/99180aNAAoaGhSEtLg4+PD3x8fJCeno6QkBA0bNgQT58+VTs4IiIqOsHAVNshlBuHDh1C9+7dAQBz587Fnj17sGfPHsydOxeCIKBbt26IjIxUqw1Rt74nT56MuLg4HDhwAO3bt1fa9+uvv6Jnz56YMmUKNm/erFZwRERUdIK+sbZDKDdmz56N+vXr4/Tp0zAzM1OUd+rUCQEBAWjWrBlCQ0Px6aefim5DVI86MjIS48aNy5ekAaBdu3YYM2YMDh06JDooIiJSg56RtiMoN/78808MHDhQKUm/ZmZmhi+//BJ//vmnWm2IStTp6emwtS14ZRY7Ozukp6eLDoqIiMQT9Ay1HUK5YWxsjMTExAL3JyYmwthYvTscohK1q6srfvrpJ2RnZ+fbl5OTg59++kljo92IiKiI9Ay0HUG50bp1ayxduhTnzp3Lt+/ChQtYtmyZ2mtjiH5G3atXL3h5ecHf3x8ffPABAODOnTtYs2YN/vzzT2zfvl2twIiISCQp37wtKQsWLECTJk3QrFkzeHl5wcXFBUBePrx48SKqVKmC+fPnq9WGqKvZs2dPpKenY8qUKRg5cqRiljJBEFClShVs2LABPXr0UCswIiISR5CyR11SnJyc8OeffyIsLAy//vqropPq4OCAsWPHYsqUKahSRb21wUX/2vXll1+iX79+uHz5stIL3p6entDX529zRERawx51iapSpQqWLFmCJUuWFMv51bqa+vr6aNy4MRo3bqypeIiISF3sUZcphUrUp06dAgC0aNFCaft9XtcnIqKSI+ixR11cBg8eDIlEgoiICOjp6WHw4MHvPUYikWD9+vWi2yzU1WzZsiUkEgkyMzNhaGio2C6IIAhqL+tFREQi8dZ3sTl+/DikUinkcjn09PRw/Pjx964mqe5qk4W6mq+X8TI0NFTaJiIi3cPBZMUnJibmndvFoVCJ+u1lvEpiWS8iIhKJPeoSExsbCxsbG5iYqF4IJTMzE8+ePUONGjVEtyFqwpPWrVvj2LFjBe4/ceIEWrduLTooIiJSA3vUJcbJyQl79uwpcP/+/fvh5OSkVhuiEnV0dDTi4+ML3J+QkICTJ0+KDoqIiMQT2KMuMYIgvHN/Tk4OpFLRK0oDUOP1rHc9HL9//z4qVODC5UREWsFEXaxSUlKQlJSk2H7x4gViY2Pz1UtKSsK2bdtQtWpVtdor9NXcvHmz0rKV33zzDdatW6cysD///FPlylqFtXLlSixcuBBxcXFwd3fH8uXL4eXl9d7jtm3bhj59+qBz587Yu3ev6PaJiEo1JupitWTJEsyaNQtAXqd13LhxGDdunMq6giDgm2++Uau9Ql/NjIwMPHv2TLGdmpqarzsvkUhgZmaGkSNHIigoSFRA27dvR2BgINasWQNvb2+Eh4fDz88Pd+7ceec0bDExMZg4cSKaN28uql0iojJBIgWketqOokz75JNPYG5uDkEQMGnSJPTp0wcNGzZUqvM6HzZq1Aienp5qtVfoRD1q1CiMGjUKQN7D86VLl6JTp05qNa7K4sWLMWzYMAwaNAgAsGbNGhw8eBAbNmzAlClTVB4jk8nQt29fhIaG4vTp00q3JIiIyhUJk3Rxa9KkCZo0aQIgb9nn7t27w83NrdjaK/IT7szMTHTp0kXtF7hVyc7OxpUrV5SWBJNKpWjTpo3KJcRemzVrFqpUqYIhQ4a8t42srCykpKQoPmlpaRqJnYhIFwjsTZeYjIwMLFu2DL/++muxtlPkRG1iYoKIiIh3jvoW6/nz55DJZLC1tVUqt7W1RVxcnMpjzpw5g/Xr16t8Xq5KWFgYKlasqPjwnXAiKlPYoy4xpqam0NfXh5mZWbG2I2rMeKNGjXDjxg1Nx1Jkqamp6N+/P9atWwdra+tCHTN16lQkJycrPnyNjIjKFIl6rwJR0XTv3h27du1672ta6hA1NDA8PBzt27eHm5sbvvzyS40ta2ltbQ09Pb18vfX4+HjY2dnlq//gwQPExMSgY8eOijK5XA4gb2WvO3fuwNnZWekYIyMjGBkZKbbNzc01EjsRkU4ohseSVLDevXvD398frVq1wrBhw+Do6KhylrK3B5sVhagM++WXX0IqlWLEiBEYM2YMqlevni8wiUSCP/74o0jnNTQ0RKNGjXDs2DF06dIFQF7iPXbsGAICAvLVr1OnDq5fv65UNmPGDKSmpmLp0qWwt7cv2hcjIir1mKhLUsuWLRV/Pn36dL79mlikSlSitrKyQuXKleHi4iK64YIEBgZi4MCB8PT0hJeXF8LDw5Genq4YBT5gwABUr14dYWFhMDY2zjfSztLSEgCKdQQeERERAGzcuLHY2xCVqKOjozUcxn969eqFZ8+eISgoCHFxcfDw8EBkZKRigFlsbKza07ERERFpwsCBA4u9DZ2cviYgIEDlrW7g/b8kbNq0SfMBERERvUdaWhr+/vtvAIC9vb3GxkCJ7prKZDJs3rwZn3/+Oby9veHt7Y3PP/8cW7ZsUetePBERqYGDyUrcpUuX0KpVK1SqVAlubm5wc3NDpUqV0Lp1a1y+fFnt84vqUScnJ8PPzw+XLl1ChQoVULNmTQDAkSNHsHv3bqxevRpRUVGwsLBQO0AiIioCzvNdoi5cuICWLVvC0NAQQ4cORd26dQEAt27dwk8//YQWLVogOjq6UOtVFETUFZ0+fTquXLmC5cuXY9iwYTAwyFv7NCcnB9999x3GjBmD6dOnY/ny5aIDIyIi0nXTp09H9erVcebMmXyvEYeEhMDHxwfTp0/HkSNHRLch6tb3nj174O/vD39/f0WSBgADAwPFnOC7d+8WHRQREZEYK1euhKOjI4yNjeHt7Y2LFy8WWHfdunVo3rw5KlWqhEqVKqFNmzbvrK/KhQsXMGLECJVzfdja2mL48OE4f/58kb/Hm0Ql6hcvXrzz1aw6deogMTFRdFBERERF9Xr1xeDgYFy9ehXu7u7w8/NDQkKCyvrR0dHo06cPTpw4gXPnzsHe3h6ffPIJnjx5Uug2pVIpcnNzC9wvk8nUflNJ1NG1atXC/v37C9y/f//+fDOCERERFac3V190dXXFmjVrYGpqig0bNqis/+OPP8Lf3x8eHh6oU6cOvvvuO8UkW4XVtGlTrFy5Eo8fP863LzY2FqtWrYKPj4/o7wSIfEbt7++PgIAAtG/fHuPGjcMHH3wAALhz5w6WLVuGI0eOYMWKFWoFRkREBOS99pSSkqLYfnsqaOC/1RenTp2qKCvM6otvysjIQE5ODqysrAod29y5c9GiRQvUqVMHXbt2VcqH+/btg76+PsLCwgp9PlVEJ+qEhATMmzcPUVFRSvsMDAwQFBSkWLuaiIhIHW+vchgcHIyQkBClsnetvnj79u1CtTN58mRUq1ZNaanl92nQoAEuXLiA6dOnY//+/cjIyACQt7LWp59+im+++Qaurq6FPp8qosfxh4SEICAgAEeOHEFsbCwAwMHBAW3atCn0SlZERETvc/LkSXh4eCi23+5Na8K8efOwbds2REdHw9jYuEjHurq6Ys+ePZDL5Xj27BkAwMbGRmOzaKr1wp21tTX69OmjkUCIiIhUMTc3f++8HEVdffFN3377LebNm4ejR4+ifv36ouOUSCSQ/P+EMxINTjyjVro/cOAA/P390b59e7Rv3x7+/v44cOCApmIjIiIqlDdXX3zt9cCwJk2aFHjcggULMHv2bERGRsLT01NU2zdv3kSPHj1gYWGBqlWromrVqrCwsECPHj1w48YNUed8k6gedVJSErp27YpTp05BT08PVatWBQAcPXoUa9euRfPmzbF3717FSlZERETFrSirLwLA/PnzERQUhK1bt8LR0RFxcXEA8nrwhZ2n+/Tp02jXrh3kcjk6d+6sNJhs//79+PXXXxEZGYnmzZuL/l6iEvXYsWNx+vRpzJ8/H6NGjYKZmRkAID09HatWrcLUqVMxduxYbN68WXRgRERERVHU1RdXr16N7Oxs9OjRQ+k8qgarFWT8+PGoUqUKTp48CXt7e6V9f//9N1q0aIHAwEBcunRJ9PcSlaj37t0Lf39/TJw4UanczMwMX3/9NWJjY7FlyxbRQREREYlRlNUXY2Ji1G7vr7/+wuzZs/MlaSBvBa1Ro0YVOukXRNQzagMDg/fOTPbm1KJERERlkYODA7Kysgrcn52drTKJF4WoRN29e3fs3LlT5XKWubm52LFjB3r27KlWYERERLouKCgIy5Ytw7Vr1/Lt+/3337F8+XK1e9Sibn3369cPAQEBaNq0KYYPH45atWoBAO7du4eIiAhkZ2ejb9++uHr1qtJxDRs2VCtYIiIiXXL+/HnY2tqiUaNGaNq0qVI+PHfuHNzc3HDu3Dml2dEkEgmWLl1a6DZEJeo3Z4m5dOmS4n0xQRBU1hEEARKJRGUPnIiIqLR6c7rs3377Db/99pvS/uvXr+P69etKZSWSqDdu3CjmMCIiojJFLpcXexuiEvXAgQM1HQcRERGpoNYUokDeqiZ///03gLyh6IV9SZyIiKisePToEX799VfFcpcODg5o164dnJyc1D636ER96dIlTJo0CWfOnFF0/aVSKZo3b44FCxaInoqNiIioNJkwYQKWLl2a7za4VCrFuHHj8O2336p1flGJ+sKFC2jZsiUMDQ0xdOhQ1K1bFwBw69Yt/PTTT2jRogWio6Ph5eWlVnBERES6bNGiRViyZAl69OiBCRMmKOXDJUuWYMmSJahevTrGjx8vug1RiXr69OmoXr06zpw5k29VkpCQEPj4+GD69Ok4cuSI6MCIiIh03bp169CpUyfs2LFDqdzb2xvbtm3Dq1evsHbtWrUStagJTy5cuIARI0aoXDrM1tYWw4cPx/nz50UHRUREVBrExMTAz8+vwP1+fn5qT1UqKlFLpVLk5uYWuF8mk2lswWwiIiJdVaVKFfzxxx8F7v/jjz9gY2OjVhuismnTpk2xcuVKxei2N8XGxmLVqlXw8fFRKzAiIiJd17NnT3z33XeYN28e0tPTFeXp6emYP38+vvvuO/Tq1UutNkQ9o547dy6aN2+OOnXqoGvXrkrrb+7btw/6+vqK9T6JiIjKqtmzZ+PatWuYNm0agoKCUK1aNQDAv//+i9zcXLRq1QqzZs1Sqw1RibpBgwa4ePEipk+fjv379yMjIwMAYGpqik8//RTffPMNXF1d1QqMiIhI15mamuLYsWPYt2+f0nvUn376Kdq3b4+OHTsqptkWq8iJOisrC1FRUXB0dMSePXsgl8vx7NkzAICNjQ2fTRMRUbmQkZGBfv36oXv37ujbty86d+5cLO0UOasaGhqiZ8+eOHv2bN4JpFLY2trC1taWSZqIiMoNU1NTHD16VHFXubgUObNKJBLUrl0bz58/L454iIiISo1mzZopLWFZHER1gadNm4YVK1bgzp07mo6HiIio1FixYgVOnz6NGTNm4J9//imWNkQNJjt//jwqV64MNzc3tGzZEo6OjjAxMVGqU9T1NomIiEobd3d35ObmIiwsDGFhYdDX14eRkZFSHYlEguTkZNFtiErUby6UfezYMZV1mKiJiKis6969u9qjut9HVKIuiYWyiYiIdN2mTZuKvQ2116MmIiIqb169eoV9+/bh0aNHsLa2RocOHVC1atViaUutRH3jxg0cOnRIMeG4o6Mj2rVrh3r16mkiNiIiIp2TkJCApk2b4tGjRxAEAUDeq1p79+5FmzZtNN6eqESdlZWFESNG4Pvvv4cgCIr3p+VyOaZOnYq+ffviu+++g6GhoUaDJSIi0rbZs2cjJiYG48ePR+vWrXH//n3Mnj0bI0aMwIMHDzTenqhEPXnyZGzZsgX+/v746quv4OzsDIlEgvv372PZsmVYvXo1rKysEB4eruFwiYiItOvw4cMYMGAAvv32W0WZra0tvvjiC9y5cwcuLi4abU/Ue9Q//PAD+vfvjxUrVsDFxQX6+vrQ09ODi4sLVq5cib59++KHH37QaKBERES6IDY2Fs2aNVMqa9asGQRBQHx8vMbbE5Woc3Jy0Lhx4wL3N23a9J3rVRMREZVWWVlZMDY2Vip7vV0cuU/UrW8/Pz9ERUVh1KhRKvdHRkbik08+USswIiIiXRUTE4OrV68qtl9PaHLv3j1YWlrmq9+wYUPRbYlK1LNnz8bnn3+Obt26YfTo0ahVq5YiwJUrV+Lx48fYvn07EhMTlY6zsrISHSgREZGumDlzJmbOnJmv3N/fX2lbEARIJBLIZDLRbYlK1HXr1gUAXL9+Hfv27csXFACV61GrEygREZEu2LhxY4m2JypRBwUFFfuUaURERLpo4MCBJdqeqEQdEhKi4TCUrVy5EgsXLkRcXBzc3d2xfPlyeHl5qay7bt06bNmyBTdu3AAANGrUCHPnzi2wPhERUWkiatR3cdq+fTsCAwMRHByMq1evwt3dHX5+fkhISFBZPzo6Gn369MGJEydw7tw52Nvb45NPPsGTJ09KOHIiIiLN07lEvXjxYgwbNgyDBg2Cq6sr1qxZA1NTU2zYsEFl/R9//BH+/v7w8PBAnTp18N1330Eulxe4qhcpi/CMwOL/LUaEZ4S2QyEiIhV0KlFnZ2fjypUrSnOlSqVStGnTBufOnSvUOTIyMpCTk1PgCPOsrCykpKQoPmlpaRqJvbRKi0tD6pNUpMWV778HIiJdpVOJ+vnz55DJZLC1tVUqt7W1RVxcXKHOMXnyZFSrVq3AidHDwsJQsWJFxcfX11ftuImIiIqLTiVqdc2bNw/btm3Dnj178s0a89rUqVORnJys+Jw8ebKEoyQiIio8nVqP2traGnp6evnmSo2Pj4ednd07j/32228xb948HD16FPXr1y+wnpGREYyMjBTb5ubm6gVNRERUjHSqR21oaIhGjRopDQR7PTCsSZMmBR63YMECzJ49G5GRkfD09CyJUImIiEqETvWoASAwMBADBw6Ep6cnvLy8EB4ejvT0dAwaNAgAMGDAAFSvXh1hYWEAgPnz5yMoKAhbt26Fo6Oj4lm2ubk5e8tERFTq6Vyi7tWrF549e4agoCDExcXBw8MDkZGRigFmsbGxkEr/uxGwevVqZGdno0ePHkrnCQ4OLvaJWYiIiIqbziVqAAgICEBAQIDKfdHR0UrbMTExxR8QERGRlujUM2oiIiJSxkRNRESkw5ioiYiIdBgTNRERlRkrV66Eo6MjjI2N4e3tjYsXL76z/s6dO1GnTh0YGxujXr16OHToUAlFWnhM1OWcuZ05KlSvAHM7vspGRKVbUVdfPHv2LPr06YMhQ4bg999/R5cuXdClSxfFssm6gom6nBt+eTgC/wnE8MvDtR0KEZFairr64tKlS/Hpp5/i66+/Rt26dTF79mw0bNgQK1asKOHI342JmoiISj0xqy+eO3cu3wJOfn5+hV6tsaTo5HvUVLJkMhnkcrnW2pfLciGXySCX5SInJ0drcWhLrkyOXJn2/v51Qa4gh1QmL9PXPzcnBzk5uZDJMyDJydV2OGoRcrMV/78K0uK7Zrm5eX9PaWlpSElJUZS/vWYD8O7VF2/fvq3y/HFxcWqt1lhSmKh1gKmQgYykDHQeN1cr7d8+fwx3LxzXSttv2/HNKG2HQNo04UdtR0A66O3liMvbzJNM1AQXr1b44KOWWo0hQ2IK64pm+CFoiFbj0IZLywfhWVrp7mGpq6KQDMMKlfHRVxu1HUqxkv9/T7QskOrpQ6pvWKxt/P777/D29sbJkyfh4eGhKH+7Nw2IW33Rzs5O1GqNJY2JmiCRSiHRcgxSiR6kevowMDDQciQlT19PCn298j1cRF/I+zso89e/rH8/DdPXz0tR5ubmsLCweGfdN1df7NKlC4D/Vl8saErqJk2a4NixYxg3bpyi7MiRI+9crVEbmKjLOZefcmGQISDHVII7ffjPgYhKr6Kuvjh27Fj4+vpi0aJF6NChA7Zt24bLly8jIiJCm18jH/5kLucMMgQYpgGAoO1QiIjUUtTVF5s2bYqtW7dixowZmDZtGmrXro29e/fCzc1NW19BJSZqIiIqM4qy+iIA9OzZEz179izmqNRTvh+MERER6TgmaiIiIh3GRE1ERKTDmKiJiIh0GBM1ERGRDmOiJiIi0mFM1ERERDqMiZqIiEiHMVETERHpMCZqIiIiHcZETUREpMM413c5l2MqASD8/3+JiEjXMFGXc1zakohIt/HWNxERkQ5joiYiItJhTNREREQ6jImaiIhIhzFRExER6TAmaiIiIh3GRE1ERKTDmKiJiIh0GBM1ERGRDmOiJiIi0mFM1ERERDqMiZqIiEiHMVETERHpMCZqIiIiHcZETUREpMOYqImIiHQYEzUREZEOY6ImIiLSYUzUREREOkwnE/XKlSvh6OgIY2NjeHt74+LFi++sv3PnTtSpUwfGxsaoV68eDh06VEKREhERFS+dS9Tbt29HYGAggoODcfXqVbi7u8PPzw8JCQkq6589exZ9+vTBkCFD8Pvvv6NLly7o0qULbty4UcKRExERaZ7OJerFixdj2LBhGDRoEFxdXbFmzRqYmppiw4YNKusvXboUn376Kb7++mvUrVsXs2fPRsOGDbFixYoSjpyIiEjzdCpRZ2dn48qVK2jTpo2iTCqVok2bNjh37pzKY86dO6dUHwD8/PwKrE9ERFSa6Gs7gDc9f/4cMpkMtra2SuW2tra4ffu2ymPi4uJU1o+Li1NZPysrC1lZWYrttLQ0AMCtW7fUCV20xKeP8So1UStt65JXEmNIM0xx9epVbYdS4m7//QIvM2XaDkOrzIU0GJgC+m9d/6pVq6Jq1apaiko9T58+xdOnT7UdRqmmrZ/LukanEnVJCAsLQ2hoqFKZg4MD+vXrp6WI6E2HI77RdgikTYuUB4IGBwcjJCREO7Goae3atfl+1lDR+fr6ltpf1jRFpxK1tbU19PT0EB8fr1QeHx8POzs7lcfY2dkVqf7UqVMRGBioVJaYmIjExPLZq01LS4Ovry9OnjwJc3NzbYdDWqDL/wZK8w/oESNGoFOnTiXapi5fS7FK810VTZEIgiBoO4g3eXt7w8vLC8uXLwcAyOVy1KhRAwEBAZgyZUq++r169UJGRgZ++eUXRVnTpk1Rv359rFmzpsTiLq1SUlJQsWJFJCcnw8LCQtvhkBbw30DZwWtZNulUjxoAAgMDMXDgQHh6esLLywvh4eFIT0/HoEGDAAADBgxA9erVERYWBgAYO3YsfH19sWjRInTo0AHbtm3D5cuXERERoc2vQUREpBE6l6h79eqFZ8+eISgoCHFxcfDw8EBkZKRiwFhsbCyk0v8Gqzdt2hRbt27FjBkzMG3aNNSuXRt79+6Fm5ubtr4CERGRxujcrW8qWVlZWQgLC8PUqVNhZGSk7XBIC/hvoOzgtSybmKiJiIh0mE5NeEJERETKmKiJiIh0GBM1aVRMTAwkEgk2bdqk7VCIiMoEJmotevDgAUaMGIGaNWvC2NgYFhYW8PHxwdKlS5GZmVls7d68eRMhISGIiYkptjYKY86cOejUqRNsbW0hkUhK7QxUxU0ikRTqEx0drXZbGRkZCAkJKdK5eB2LhteTikrnXs8qLw4ePIiePXvCyMgIAwYMgJubG7Kzs3HmzBl8/fXX+Ouvv4rtXfCbN28iNDQULVu2hKOjY7G0URgzZsyAnZ0dGjRogKioKK3Foeu+//57pe0tW7bgyJEj+crr1q2rdlsZGRmKaS9btmxZqGN4HYuG15OKiolaCx49eoTevXvDwcEBx48fV5oeb/To0bh//z4OHjyoxQj/IwgCXr16BRMTE42f+9GjR3B0dMTz589hY2Oj8fOXFW/PQ3/+/HkcOXJEZ+an53UsGl5PKire+taCBQsWIC0tDevXr1c5h22tWrUwduxYxXZubi5mz54NZ2dnGBkZwdHREdOmTVNaBQwAHB0d8dlnn+HMmTPw8vKCsbExatasiS1btijqbNq0CT179gQAtGrVKt9tttfniIqKgqenJ0xMTLB27VoAwMOHD9GzZ09YWVnB1NQUjRs3VusXCm325ssauVyO8PBwfPjhhzA2NoatrS1GjBiBly9fKtW7fPky/Pz8YG1tDRMTEzg5OWHw4MEA8sYXvP7BHBoaqvi38b5bn7yOmsfrSW9ij1oLfvnlF9SsWRNNmzYtVP2hQ4di8+bN6NGjByZMmIALFy4gLCwMt27dwp49e5Tq3r9/Hz169MCQIUMwcOBAbNiwAV9++SUaNWqEDz/8EC1atMCYMWOwbNkyTJs2TXF77c3bbHfu3EGfPn0wYsQIDBs2DC4uLoiPj0fTpk2RkZGBMWPGoHLlyti8eTM6deqEXbt2oWvXrpr7C6IiGzFiBDZt2oRBgwZhzJgxePToEVasWIHff/8dv/32GwwMDJCQkIBPPvkENjY2mDJlCiwtLRETE4Off/4ZAGBjY4PVq1dj1KhR6Nq1K7p16wYAqF+/vja/WrnE60lKBCpRycnJAgChc+fOhap/7do1AYAwdOhQpfKJEycKAITjx48ryhwcHAQAwqlTpxRlCQkJgpGRkTBhwgRF2c6dOwUAwokTJ/K19/ockZGRSuXjxo0TAAinT59WlKWmpgpOTk6Co6OjIJPJBEEQhEePHgkAhI0bNxbq+wmCIDx79kwAIAQHBxf6mPJs9OjRwpv/654+fVoAIPz4449K9SIjI5XK9+zZIwAQLl26VOC51bkWvI7i8HrS+/DWdwlLSUkBAFSoUKFQ9Q8dyluf9+2lOSdMmAAA+W49u7q6onnz5optGxsbuLi44OHDh4WO0cnJCX5+fvni8PLyQrNmzRRl5ubmGD58OGJiYnDz5s1Cn580a+fOnahYsSLatm2L58+fKz6NGjWCubk5Tpw4AQCwtLQEABw4cAA5OTlajJjehdeT3sZEXcJeLz2XmppaqPqPHz+GVCpFrVq1lMrt7OxgaWmJx48fK5XXqFEj3zkqVaqU79nWuzg5OamMw8XFJV/561vmb8dBJefevXtITk5GlSpVYGNjo/RJS0tDQkICAMDX1xfdu3dHaGgorK2t0blzZ2zcuDHfWAfSLl5PehufUZcwCwsLVKtWDTdu3CjScRKJpFD19PT0VJYLRZjSvThGeFPxkcvlqFKlCn788UeV+18PKJJIJNi1axfOnz+PX375BVFRURg8eDAWLVqE8+fPw9zcvCTDpgLwetLbmKi14LPPPkNERATOnTuHJk2avLOug4MD5HI57t27pzTgKz4+HklJSXBwcChy+4VN+m/HcefOnXzlt2/fVuwn7XB2dsbRo0fh4+NTqF+yGjdujMaNG2POnDnYunUr+vbti23btmHo0KGi/m2QZvF60tt461sLJk2aBDMzMwwdOhTx8fH59j948ABLly4FALRv3x4AEB4erlRn8eLFAIAOHToUuX0zMzMAQFJSUqGPad++PS5evIhz584pytLT0xEREQFHR0e4uroWOQ7SjM8//xwymQyzZ8/Oty83N1dxnV++fJnvzoqHhwcAKG6XmpqaAijavw3SLF5Peht71Frg7OyMrVu3olevXqhbt67SzGRnz57Fzp078eWXXwIA3N3dMXDgQERERCApKQm+vr64ePEiNm/ejC5duqBVq1ZFbt/DwwN6enqYP38+kpOTYWRkhNatW6NKlSoFHjNlyhT89NNPaNeuHcaMGQMrKyts3rwZjx49wu7duyGVFv13vu+//x6PHz9GRkYGAODUqVP45ptvAAD9+/dnL72QfH19MWLECISFheHatWv45JNPYGBggHv37mHnzp1YunQpevTogc2bN2PVqlXo2rUrnJ2dkZqainXr1sHCwkLxC6GJiQlcXV2xfft2fPDBB7CysoKbmxvc3NwKbJ/XUbN4PSkfLY86L9fu3r0rDBs2THB0dBQMDQ2FChUqCD4+PsLy5cuFV69eKerl5OQIoaGhgpOTk2BgYCDY29sLU6dOVaojCHmvVnXo0CFfO76+voKvr69S2bp164SaNWsKenp6Sq9qFXQOQRCEBw8eCD169BAsLS0FY2NjwcvLSzhw4IBSnaK8nuXr6ysAUPlR9eoY5Xn7dZ7XIiIihEaNGgkmJiZChQoVhHr16gmTJk0S/v33X0EQBOHq1atCnz59hBo1aghGRkZClSpVhM8++0y4fPmy0nnOnj0rNGrUSDA0NCzU6zm8jurh9aT3kQhCEUYZERERUYniM2oiIiIdxkRNRESkw5ioiYiIdBgTNRERkQ5joiYiItJhTNREREQ6jIlahy1YsAB16tSBXC7Xdihq6927Nz7//HNth1Gq8PqTKjExMZBIJNi0aZO2Q6ESwkSto1JSUjB//nxMnjxZMeuXRCKBRCLBokWL8tXftGkTJBIJLl++rPFY2rZtC4lEgoCAAJX7169fj7p168LY2Bi1a9fG8uXL89WZPHkydu/ejT/++EPj8ZVFvP5E9BoTtY7asGEDcnNz0adPn3z7Fi5cqJjer7j9/PPPSvN7v23t2rUYOnQoPvzwQyxfvhxNmjTBmDFjMH/+fKV6DRo0gKenp8okQ/nx+lNBHBwckJmZif79+2s7FCop2p4ajVSrX7++0K9fP6UyAIKHh4cAQFi0aJHSvo0bNwoAhEuXLmkshszMTMHR0VGYNWuWAEAYPXq00v6MjAyhcuXK+aYc7du3r2BmZiYkJiYqlX/77beCmZmZkJqaqrEYyypefyJ6jT1qHfTo0SP8+eefaNOmTb59Pj4+aN26NRYsWIDMzMxijWPBggWQy+WYOHGiyv0nTpzAixcv4O/vr1Q+evRopKen4+DBg0rlbdu2RXp6Oo4cOVJsMZcFvP5lX0hICCQSCe7evYt+/fqhYsWKsLGxwcyZMyEIAv7++2907twZFhYWsLOzU7oToeoZ9Zdffglzc3M8efIEXbp0gbm5OWxsbDBx4kTIZDJFvejoaEgkEkRHRyvFo+qccXFxGDRoEP73v//ByMgIVatWRefOnRETE1NMfytUECZqHXT27FkAQMOGDVXuDwkJQXx8PFavXv3O82RlZeH58+eF+rwtNjYW8+bNw/z58wtcE/f3338HAHh6eiqVN2rUCFKpVLH/NVdXV5iYmOC33357Z9zlHa9/+dGrVy/I5XLMmzcP3t7e+OabbxAeHo62bduievXqmD9/PmrVqoWJEyfi1KlT7zyXTCaDn58fKleujG+//Ra+vr5YtGgRIiIiRMXWvXt37NmzB4MGDcKqVaswZswYpKamIjY2VtT5SDwuc6mDbt++DQBwcnJSub958+Zo1aoVFi5ciFGjRhX4g/Snn37CoEGDCtWm8NbaLBMmTECDBg3Qu3fvAo95+vQp9PT08i2PaWhoiMqVK+Pff/9VKtfX14e9vT1u3rxZqJjKK17/8sPLywtr164FAAwfPhyOjo6YMGECwsLCMHnyZABAnz59UK1aNWzYsAEtWrQo8FyvXr1Cr169MHPmTADAyJEj0bBhQ6xfvx6jRo0qUlxJSUk4e/YsFi5cqHRHZerUqUX9iqQBTNQ66MWLF9DX14e5uXmBdUJCQuDr64s1a9Zg/PjxKuv4+fmJus144sQJ7N69GxcuXHhnvczMTBgaGqrcZ2xsrPLWbKVKlVT24Og/vP7lx9ChQxV/1tPTg6enJ/755x8MGTJEUW5paQkXFxc8fPjwvecbOXKk0nbz5s3x/fffFzkuExMTGBoaIjo6GkOGDEGlSpWKfA7SHCbqUqpFixZo1aoVFixYkO9/zteqVq2KqlWrFum8ubm5GDNmDPr374+PPvronXVNTEyQnZ2tct+rV69U9vQEQYBEIilSTJQfr3/ZUKNGDaXtihUrwtjYGNbW1vnKX7x48c5zGRsbw8bGRqmsUqVKePnyZZHjMjIywvz58zFhwgTY2tqicePG+OyzzzBgwADY2dkV+XykHiZqHVS5cmXk5uYiNTUVFSpUKLBecHAwWrZsibVr18LS0jLf/szMTCQnJxeqzdf/823ZsgV37tzB2rVr8w0aSU1NRUxMDKpUqQJTU1NUrVoVMpkMCQkJSrc/s7Oz8eLFC1SrVi1fOy9fvkTt2rULFVN5xetffujp6RWqDMj/eKKwx72poF+S3hxw9tq4cePQsWNH7N27F1FRUZg5cybCwsJw/PhxNGjQ4L1tkeZwMJkOqlOnDoC80b/v4uvri5YtW2L+/PkqbzNu375d0at63+e12NhY5OTkwMfHB05OTooPkPdD3MnJCYcPHwYAeHh4AEC+STYuX74MuVyu2P9abm4u/v77b9StW7dIfx/lDa8/FZfXt7CTkpKUyh8/fqyyvrOzMyZMmIDDhw/jxo0byM7O5rvwWsAetQ5q0qQJgLwfePXr139n3ZCQELRs2VLlyE4xzyh79+6d7wcsAHTt2hXt27fHsGHD4O3tDQBo3bo1rKyssHr1arRv315Rd/Xq1TA1NUWHDh2UznHz5k28evUKTZs2LVJM5Q2vPxUXBwcH6Onp4dSpU+jSpYuifNWqVUr1MjIyIJVKYWxsrChzdnZGhQoVkJWVVVLh0v9jotZBNWvWhJubG44ePYrBgwe/s66vry98fX1x8uTJfPvEPKOsU6eOokf3NicnJ6X/uU1MTDB79myMHj0aPXv2hJ+fH06fPo0ffvgBc+bMgZWVldLxR44cgampKdq2bVukmMobXn8qLhUrVkTPnj2xfPlySCQSODs748CBA0hISFCqd/fuXXz88cf4/PPP4erqCn19fezZswfx8fHvfBOAigcTtY4aPHgwgoKCkJmZWeDrN6+FhISgVatWJRSZMn9/fxgYGGDRokXYv38/7O3tsWTJEowdOzZf3Z07d6Jbt27vfO5KeXj9qbgsX74cOTk5WLNmDYyMjPD5559j4cKFcHNzU9Sxt7dHnz59cOzYMXz//ffQ19dHnTp1sGPHDnTv3l2L0ZdPEuF9IxRIK5KTk1GzZk0sWLBA6VWN0uratWto2LAhrl69qvLWKinj9Sei15ioddj8+fOxceNG3Lx5U7GCUmnVu3dvyOVy7NixQ9uhlBq8/kQEMFETERHptNL9azoREVEZx0RNRESkw5ioiYiIdBgTNRERkQ5joiYionxiYmIgkUiwadMmbYdS7jFRExGp6cGDBxgxYgRq1qwJY2NjWFhYwMfHB0uXLlU5D7um3Lx5EyEhIfkWUClpc+bMQadOnWBrawuJRIKQkBCtxlPWcGYyIiI1HDx4ED179oSRkREGDBgANzc3ZGdn48yZM/j666/x119/qZyLXRNu3ryJ0NBQtGzZEo6OjsXSRmHMmDEDdnZ2aNCgAaKiorQWR1nFRE1EJNKjR4/Qu3dvODg44Pjx40pzq48ePRr379/HwYMHtRjhfwRBKHCdcHU9evQIjo6OeP78eb41sUl9vPVNRCTSggULkJaWhvXr16tcAKVWrVpK857n5uZi9uzZcHZ2hpGRERwdHTFt2rR8K1I5Ojris88+w5kzZ+Dl5QVjY2PUrFkTW7ZsUdTZtGkTevbsCQBo1aoVJBIJJBIJoqOjlc4RFRUFT09PmJiYYO3atQCAhw8fomfPnrCysoKpqSkaN26s1i8U2uzNlwdM1EREIv3yyy+oWbNmoZfuHDp0KIKCgtCwYUMsWbIEvr6+CAsLU7ki1f3799GjRw+0bdsWixYtQqVKlfDll1/ir7/+AgC0aNECY8aMAQBMmzYN33//Pb7//nul9b7v3LmDPn36oG3btli6dCk8PDwQHx+Ppk2bIioqCv7+/pgzZw5evXqFTp06Yc+ePRr4WyGNE4iIqMiSk5MFAELnzp0LVf/atWsCAGHo0KFK5RMnThQACMePH1eUOTg4CACEU6dOKcoSEhIEIyMjYcKECYqynTt3CgCEEydO5Gvv9TkiIyOVyseNGycAEE6fPq0oS01NFZycnARHR0dBJpMJgiAIjx49EgAIGzduLNT3EwRBePbsmQBACA4OLvQx9H7sURMRiZCSkgIAhV6289ChQwCAwMBApfIJEyYAQL5bz66urmjevLli28bGBi4uLnj48GGhY3RycoKfn1++OLy8vNCsWTNFmbm5OYYPH46YmBjcvHmz0OenksFETUQkgoWFBQAgNTW1UPUfP34MqVSKWrVqKZXb2dnB0tISjx8/ViqvUaNGvnNUqlQJL1++LHSMTk5OKuNwcXHJV/76lvnbcZD2MVETEYlgYWGBatWq4caNG0U6TiKRFKqenp6eynKhCAseFscIbyp5TNRERCJ99tlnePDgAc6dO/feug4ODpDL5bh3755SeXx8PJKSkuDg4FDk9gub9N+O486dO/nKb9++rdhPuoWJmohIpEmTJsHMzAxDhw5FfHx8vv0PHjzA0qVLAQDt27cHAISHhyvVWbx4MQCgQ4cORW7fzMwMAJCUlFToY9q3b4+LFy8q/XKRnp6OiIgIODo6wtXVtchxUPHihCdERCI5Oztj69at6NWrF+rWras0M9nZs2exc+dOfPnllwAAd3d3DBw4EBEREUhKSoKvry8uXryIzZs3o0uXLmjVqlWR2/fw8ICenh7mz5+P5ORkGBkZoXXr1qhSpUqBx0yZMgU//fQT2rVrhzFjxsDKygqbN2/Go0ePsHv3bkilRe+/ff/993j8+DEyMjIAAKdOncI333wDAOjfvz976erS9rBzIqLS7u7du8KwYcMER0dHwdDQUKhQoYLg4+MjLF++XHj16pWiXk5OjhAaGio4OTkJBgYGgr29vTB16lSlOoKQ92pVhw4d8rXj6+sr+Pr6KpWtW7dOqFmzpqCnp6f0qlZB5xAEQXjw4IHQo0cPwdLSUjA2Nha8vLyEAwcOKNUpyutZvr6+AgCVH1WvjlHRSAShCCMTiIiIqETxGTUREZEOY6ImIiLSYUzUREREOoyJmoiISIcxURMREekwJmoiIiIdxkRNRESkw5ioiYiIdBgTNRERkQ5joiYiItJhTNREREQ6jImaiIhIhzFRExER6bD/A1xPCR+KYV0BAAAAAElFTkSuQmCC", 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" ] @@ -887,9 +952,17 @@ "id": "1d0e1042", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -908,9 +981,17 @@ "id": "c012a174", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -955,9 +1036,17 @@ "id": "1e8639a1", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -999,9 +1088,17 @@ "id": "fafe0150", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1034,7 +1131,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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", + "image/png": 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", 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" ] @@ -1127,9 +1224,17 @@ "id": "e8b6e61c", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n" + ] + }, { "data": { - "image/png": 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", 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", 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", 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", 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AACjhHPJy2bFjxyopKUlffvmlJCkuLk6dOnVSWlqaypUrp3Xr1mnt2rXq1auXyUkBAAAAoGRxyJHMffv2qXPnztb3H3zwga5du6b//e9/OnPmjO6//379+9//NjEhAAAAAGe0ePFivf7661q8eLHZUeyWQxaZly5dkq+vr/X95s2bFRISojp16sjFxUW9evXSL7/8YmJCAAAAAM4oKSlJV65cUVJSktlR7JZDFpk+Pj46ffq0pD+fjbl3716FhYVZ12dkZCgjI8OseIBD8vH0lF8ZT/l4epodBQAAAA7MIe/JDA0N1X//+1+VL19eO3fuVFZWlnr06GFd//PPP6tGjRrmBQQc0IbuYbfeCAAAALgFhywyX3nlFf3666968cUX5ebmpn//+9+qVauWJCk1NVVr1qzRgAEDTE4JAAAAACWPQxaZfn5++u6775SYmChPT0+5ublZ12VlZSkyMpKRTAAAAAAwgUMWmTdUqFAhxzJPT081adLEhDQAAAAAAIec+KeoLVy4UIGBgfLw8FDr1q21b9++m25/+fJlPf3006patarc3d111113aevWrcWUFgAAAADsh0OPZBaF1atXa9y4cVq0aJFat26t+fPnKywsTMeOHcv22JQb0tLS1LlzZ/n6+mrdunWqXr26Tp8+rYoVKxZ/eAAAAAAwGUXm37zxxhsaNmyYhg4dKklatGiRtmzZovfff18TJ07Msf3777+vS5cuaffu3SpdurQkKTAwsDgjAwAAAIDd4HLZv0hLS9PBgwcVGhpqXebi4qLQ0FDt2bMn1302bdqktm3b6umnn5afn58aNWqkuXPnKjMzM8/jpKam6sqVK9YXD3IFAAAA4CwcosisXLmy1q1bZ33/0ksv6ciRIzY/zoULF5SZmSk/P79sy/38/BQbG5vrPidPntS6deuUmZmprVu3atq0aXr99dc1Z86cPI8zb948VahQwfoKCQmx6ecAAAAAALM4RJGZlJSklJQU6/uZM2fq8OHDJib6P1lZWfL19dWSJUsUFBSkfv36acqUKVq0aFGe+0yaNEmJiYnW19dff12MiQEAAADcLi8vL5UvX15eXl5mR7FbDnFPZp06dbRu3Tq1b99e5cuXlyQlJyfr0qVLN92vcuXKBTqOt7e3XF1dFRcXl215XFyc/P39c92natWqKl26tFxdXa3LGjRooNjYWKWlpWV7hucN7u7ucnd3t77nLygAAABgHwzDuOn64cOH53vbksohRjInT56srVu3qm7duvL19ZXFYtHIkSPl4+Nz01dBubm5KSgoSJGRkdZlWVlZioyMVNu2bXPdJzg4WL/99puysrKsy3799VdVrVo11wITAAAAgH1xc3OTxWIpsvYtFkuJqg0cYiTz8ccfV6tWrbRz507FxcVp5syZ6tmzp+655x6bH2vcuHEaMmSIWrRooVatWmn+/PlKTk62zjY7ePBgVa9eXfPmzZMkjRo1Sm+99ZaeffZZPfPMMzp+/Ljmzp2rsWPH2jwbAAAAANurUqWKnn76aaWlpRVJ+25ubqpSpUqRtG2PHKLIlKR69eqpXr16kqRly5ZpyJAh6t69u82P069fP8XHx2v69OmKjY1V06ZNtW3bNutkQDExMXJx+b8B4Bo1aig8PFzPP/+87rnnHlWvXl3PPvusJkyYYPNsAAAAAIpGufQ0GWnXi6TtIhwktUsOU2T+1alTp4q0/TFjxmjMmDG5rtu5c2eOZW3bttXevXuLNBMAAACAopEWe04xk8YV6TEC5r0hN/+qRXoMe+GQRaYkZWZm6qOPPtKWLVt0+vRpSVLNmjXVrVs3DRw4MNtEPAAAAACQFyM1/yOYPT8PV/y16/Lx9NCGh8OK5BiOziEm/vm7xMREBQcH68knn9T27duVnp6u9PR0RUREaOjQobr33nt15coVs2MCAAAAcDQWy01f8deuKy7lmuKvXb/ltiXuOtn/zyGLzClTpujgwYN68803FR8fr6ioKEVFRen8+fN66623dODAAU2ZMsXsmAAAAABQ4jhkkblhwwaNHj1ao0ePVunSpa3LS5curVGjRmnUqFH69NNPTUwIAAAAACWTQxaZFy9etM40m5v69evr0qVLxZgIAAAAACA5aJFZt25dbdq0Kc/1mzZtUp06dYoxEQAAAABActAic/To0dq+fbu6dOmi7du3Kzo6WtHR0QoPD1fXrl0VERGR5yNIAAAAAABFxyEfYTJ69GidP39er7zyisLDw7OtK126tKZPn65Ro0aZlA4AAAAASi6HLDIlaebMmRozZoy+/PLLbM/JDA0Nlbe3t8npAAAAAKBkctgiU5K8vb312GOPmR0DAAAAAPD/OeQ9mQAAAAAA+0SRCQAAAACwGYpMAAAAAIDNOPQ9mQAAAABQnHw8PbP9FzlRZAIAAABAPm3oHmZ2BLvH5bIAAAAAAJtxyCLTMAwtXrxYrVq1kre3t1xdXXO8SpVikBYAAAAAiptDVmLjx4/XG2+8oaZNm2rQoEGqVKmS2ZEAAAAAAHLQInPFihXq3bu31qxZY3YUAAAAAMBfOOTlsteuXVNoaKjZMQAAAAAAf+OQReb999+v/fv3mx0DAAAAAPA3Dllkvv3229q7d6/mzp2rixcvmh0HAAAAAPD/OWSRWa9ePZ08eVLTpk2Tr6+vypYtq/Lly2d7VahQweyYAAAAAFDiOOTEP71795bFYjE7BgAAAADgbxyyyFy+fLnZEQAAAAAAuXDIy2WL2sKFCxUYGCgPDw+1bt1a+/bty9d+n3zyiSwWi3r06FG0AQEAAADATjlskXnlyhXNmjVLrVq1kp+fn/z8/NSqVSu99NJLunLlym23u3r1ao0bN04zZsxQVFSUmjRporCwMJ0/f/6m+0VHR+vFF19U+/btb/vYAAAAAODoHLLIPHv2rJo1a6ZZs2YpKSlJwcHBCg4OVnJysmbOnKnmzZvr3Llzt9X2G2+8oWHDhmno0KFq2LChFi1apDJlyuj999/Pc5/MzEwNHDhQs2bNUu3atW/3YwEAAACAw3PIInPChAmKjY3V5s2b9fPPP2v9+vVav369fvrpJ23ZskWxsbGaOHFigdtNS0vTwYMHFRoaal3m4uKi0NBQ7dmzJ8/9XnrpJfn6+uof//hHvo6TmpqqK1euWF9JSUkFzgoAAAAA9sghi8xt27bpueeeU5cuXXKse+ihhzR27Fht3bq1wO1euHBBmZmZ8vPzy7bcz89PsbGxue7z7bff6r333tPSpUvzfZx58+apQoUK1ldISEiBswIAAACAPXLIIjM5OTlHIfhX/v7+Sk5OLvIcV69e1eOPP66lS5fK29s73/tNmjRJiYmJ1tfXX39dhCkBAAAAoPg45CNMGjZsqI8//lgjR46Um5tbtnXp6en6+OOP1bBhwwK36+3tLVdXV8XFxWVbHhcXJ39//xzbnzhxQtHR0Xr44Yety7KysiRJpUqV0rFjx1SnTp0c+7m7u8vd3d363svLq8BZAQAAAMAeOWSROWHCBPXr10+tWrXS6NGjddddd0mSjh07pkWLFunw4cNavXp1gdt1c3NTUFCQIiMjrY8hycrKUmRkpMaMGZNj+/r16+vHH3/Mtmzq1Km6evWqFixYoBo1ahT8wwEAAACAA3PIIrNv375KTk7WxIkTNXLkSFksFkmSYRjy9fXV+++/rz59+txW2+PGjdOQIUPUokULtWrVSvPnz1dycrKGDh0qSRo8eLCqV6+uefPmycPDQ40aNcq2f8WKFSUpx3IAAICbWbx4sZKSkuTl5aURI0aYHQcAbptDFpmS9MQTT2jQoEE6cOCATp8+LUmqWbOmWrRooVKlbv9j9evXT/Hx8Zo+fbpiY2PVtGlTbdu2zXoPaExMjFxcHPJWVgAAYMeSkpIK9axvALAXDltkSn/e99imTRu1adPGpu2OGTMm18tjJWnnzp033Xf58uU2zQIAAAAAjsQhisxdu3ZJkjp06JDt/a3c2B4AAAAAUDwcosjs2LGjLBaLrl27Jjc3N+v7vBiGIYvFoszMzGJMCQAAAABwiCJzx44dkmR9XMmN9wAAlERMEAMAsGcOUWSGhITc9D0AACUJE8QAAOyZQ06Tet999ykyMjLP9Tt27NB9991XjIkAAAAAAJKDFpk7d+5UXFxcnuvPnz+vr7/+uhgTAQAAAAAkBy0yJd104p/ffvtN5cqVK8Y0AAAAAADJQe7JlKQVK1ZoxYoV1vdz5szR0qVLc2x3+fJlHT58WF26dCnOeAAAAAAAOVCRmZKSovj4eOv7q1evysUl+0CsxWJR2bJlNXLkSE2fPr24IwIAAABAiecwReaoUaM0atQoSVKtWrW0YMECde/e3eRUAAAAt2YYxi23KVu2rAzDsP4XAByVwxSZN1y7dk09evS46T2ZAAAAZnNzc5PFYsl3wVjQZ55aLBbrM8QBwJ44XJHp6empJUuW6O677zY7CgAAQJ6qVKmip59+WmlpaUXSvpubm6pUqVIkbQNAYThckSlJQUFBOnLkiNkxAAAAbqpcepqMtOtF0jYXdQGwVw5ZZM6fP19dunRRo0aN9MQTT6hUKYf8GAAA5MC9e84jLfacYiaNK9JjBMx7Q27+VYv0GABQUA5ZnT3xxBNycXHRiBEjNHbsWFWvXl2enp7ZtrFYLPrf//5nUkIAAPKPe/eck5FaNCOYxX0MACgohywyK1eurCpVqqhevXpmRwEAoNC4d68EyMe1rT03hSv+2jX5eHpqQ/ewm2/MCDYAO+aQRebOnTvNjgAAgE1RBCL+2jXFpVwzOwYAFJpDFpkAADibtNhzRXbpo8Xdg/v2AADFxmGLzMzMTH300UfasmWLTp8+LUmqWbOmunXrpoEDB8rV1dXkhAAA5A8TxAAAnIlDFpmJiYkKCwvT/v37Va5cOdWuXVuSFBERoU8//VTvvPOOwsPDVb58eZOTAgBwawUdwez5ebjir12Xj6eHNjx8i3v3bvMYAADcLhezA9yOKVOm6ODBg3rzzTcVHx+vqKgoRUVF6fz583rrrbd04MABTZkyxeyYAAAUnMVyy1f8teuKS7mm+GvXb709AADFzCGLzA0bNmj06NEaPXq0SpcubV1eunRpjRo1SqNGjdKnn35qYkIAAAAAKJkc8nLZixcv3vTxJfXr19elS5eKMREA2KfFixcrKSlJXl5eBX62IgAAwO1wyJHMunXratOmTXmu37Rpk+rUqVOMiQDAPiUlJenKlStKSkoyOwoAACghHLLIHD16tLZv364uXbpo+/btio6OVnR0tMLDw9W1a1dFRERozJgxZscEAAAAgBLHIS+XHT16tM6fP69XXnlF4eHh2daVLl1a06dP16hRo0xKBwAAAAAll0OOZErSzJkz9ccff+ijjz7S3LlzNXfuXK1cuVJ//PGHZsyYUai2Fy5cqMDAQHl4eKh169bat29fntsuXbpU7du3V6VKlVSpUiWFhobedHsAAIDc+Hh6yq+Mp3w8Pc2OAgCF4pAjmTd4e3urf//+Nm1z9erVGjdunBYtWqTWrVtr/vz5CgsL07Fjx+Tr65tj+507d6p///5q166dPDw89Oqrr+qBBx7QTz/9pOrVq9s0GwAAcF4buufvmacAYO8cusjcvHmztm7dqujoaElSYGCgunTpom7dut12m2+88YaGDRumoUOHSpIWLVqkLVu26P3339fEiRNzbL9y5cps79999119+umnioyM1ODBg287hz1jtkoAAAAAeXHIIvPy5cvq2bOndu3aJVdXV1WtWlWS9OWXX2rx4sVq3769Nm7cqIoVKxao3bS0NB08eFCTJk2yLnNxcVFoaKj27NmTrzZSUlKUnp6uypUr57lNamqqUlNTre8dbdbHG7NVAgAAAMDfOeQ9mc8++6y++eYbvfrqq0pISNDp06d1+vRpJSQk6JVXXtG3336rZ599tsDtXrhwQZmZmfLz88u23M/PT7GxsflqY8KECapWrZpCQ0Pz3GbevHmqUKGC9RUSElLgrACAkot79wAA9swhRzI3btyo0aNH68UXX8y2vGzZsvrnP/+pmJgYffDBB8We65VXXtEnn3yinTt3ysPDI8/tJk2apHHjxlnfHzp0iEITQJHw8vLK9l84B+7dAwDYM4csMkuXLq169erlub5+/foqXbp0gdv19vaWq6ur4uLisi2Pi4uTv7//Tff997//rVdeeUVffvml7rnnnptu6+7uLnd3d+t7fvkDcDsMw7jlNsOHDy/Q9gAAAIXlkJfL9u7dW2vXrlVmZmaOdRkZGVqzZo369u1b4Hbd3NwUFBSkyMhI67KsrCxFRkaqbdu2ee732muvafbs2dq2bZtatGhR4OMCQH65ubnJYrEUWfsWi0Vubm5F1j4AAHB+DjmSOWjQII0ZM0bt2rXT8OHDVbduXUnS8ePHtWTJEqWlpWngwIGKiorKtl/z5s1v2fa4ceM0ZMgQtWjRQq1atdL8+fOVnJxsnW128ODBql69uubNmydJevXVVzV9+nStWrVKgYGB1ns3vby8GKEEYHNVqlTR008/rbS0tCJp383NTVWqVCmStgEAQMngkEXmX+9f3L9/v/Vb/b9eCvbXbQzDkMViyXXk8+/69eun+Ph4TZ8+XbGxsWratKm2bdtmnQwoJiZGLi7/NwD8zjvvKC0tTX369MnWzowZMzRz5szb+nwAcDPl0tNkpF0vkraLcJAUAACUEA5ZZC5btqxI2x8zZozGjBmT67qdO3dme3/jGZ3OIj/3bJUtW1aGYVj/C6D4pMWeU8ykcbfesBAC5r0hN/+qRXoMAADgvByyyBwyZIjZEZzKjXu88lswjhgxosDH4D4vwDaM1IKNYPb8PFzx167Lx9NDGx7O34ykBT0GAADAXzlkkflXSUlJ+v333yVJNWrU4D7I21DU93hJ3OcFFIl8XNsaf+264lKu5W97rkwAAAA24LBF5v79+zV+/Hh9++23ysrKkiS5uLioffv2eu2115jltYAoAAEAAADYgkMWmd9//706duwoNzc3PfXUU2rQoIEk6ejRo/r444/VoUMH7dy5U61atTI5qeNIiz1XpJfIWdw9uMcLAAAAKAEcssicMmWKqlevrm+//Vb+/v7Z1s2cOVPBwcGaMmWKIiIiTEroWIpjIhGJyUQAAACAksDl1pvYn++//14jRozIUWBKkp+fn4YPH669e/eakMwx3c5EIveu+Uw9Pw8v0uMAAAAAcDwOOZLp4uKijIyMPNdnZmZme5YlCsDWE4lITCYCAAAAlCAOWYm1a9dOCxcu1OnTp3Osi4mJ0dtvv63g4GATkgEAAABAyeaQI5lz585V+/btVb9+ffXs2VN33XWXJOnYsWP67LPPVKpUKc2bN8/klAAAAABQ8jhkkdmsWTPt27dPU6ZM0aZNm5SSkiJJKlOmjB588EHNmTNHDRs2NDklAJjPx9Mz238BAACKmsMVmampqQoPD1dgYKA2bNigrKwsxcfHS5J8fHy4FxMA/mJD9zCzIwAAgBLG4SoyNzc39e3bV7t375b05yRAfn5+8vPzo8AEAAAAAJM5XFVmsVh055136sKFC2ZHAQAAAAD8jcMVmZI0efJkvfXWWzp27JjZUUokH09P+ZXx5B4vAAAAADk43D2ZkrR3715VqVJFjRo1UseOHRUYGCjPvxU8FotFCxYsMCmhc+MeLwAAAAB5ccgi86233rL+f2RkZK7bUGQCAAAAQPFzyCIzKyvL7AgAAAAAgFw45D2ZAAAAAAD75JAjmTccOXJEW7duVXR0tCQpMDBQDz30kBo3bmxuMAAAAAAooRyyyExNTdWIESP04YcfyjAM6/Mxs7KyNGnSJA0cOFDvvvuu3NzcTE4KAAAAACWLQ14uO2HCBH3wwQcaNWqUjh49quvXrys1NVVHjx7VyJEj9dFHH2n8+PFmxwQAAACAEschRzI/+ugjPf7449lmmZWkevXqaeHChbpy5Yo++ugjzZ8/35yAAAAAAFBCOeRIZnp6utq0aZPn+nbt2ikjI6MYEwEAAAAAJActMsPCwhQeHp7n+m3btumBBx4oxkQAAAAAAMlBL5edPXu2Hn30UfXq1UtPP/206tatK0k6fvy4Fi5cqNOnT2v16tW6dOlStv0qV65sRlwAAAAAKDEcciSzQYMG+vHHH7Vx40Y98MADql27tmrXrq2wsDB99tlnOnz4sBo2bCgfH59sr/xauHChAgMD5eHhodatW2vfvn033X7t2rWqX7++PDw81LhxY23durWwHxEAAAAAHJJDjmROnz5dFoulSNpevXq1xo0bp0WLFql169aaP3++wsLCdOzYMfn6+ubYfvfu3erfv7/mzZunbt26adWqVerRo4eioqLUqFGjIskIAAAAAPbKIYvMmTNnFlnbb7zxhoYNG6ahQ4dKkhYtWqQtW7bo/fff18SJE3Nsv2DBAj344IP65z//KenPS3kjIiL01ltvadGiRUWWEwAAAADskUMWmUUlLS1NBw8e1KRJk6zLXFxcFBoaqj179uS6z549ezRu3Lhsy8LCwrRx48Y8j5OamqrU1FTr+6SkpMIFtyXDMDsBigL96pzoV+dEvzon+tU50a/OiX4tNIe8J7OoXLhwQZmZmfLz88u23M/PT7GxsbnuExsbW6DtJWnevHmqUKGC9RUSElL48IVgcfdwquPgT/SrcyqOP2/6tPjRr86JfnVO9Ktzol9ti5FME0yaNCnb6OehQ4dMLTTd/KsqYN4bMlKvF9kxLO4ecvOvWmTtIyf61TkVdb/Sp+agX50T/eqc6FfnRL/aFkXmX3h7e8vV1VVxcXHZlsfFxcnf3z/Xffz9/Qu0vSS5u7vL3d3d+t7Ly6sQqW2jJP2lL0noV+dEvzon+tU50a/OiX51TvSr7XC57F+4ubkpKChIkZGR1mVZWVmKjIxU27Ztc92nbdu22baXpIiIiDy3BwAAAABnxkjm34wbN05DhgxRixYt1KpVK82fP1/JycnW2WYHDx6s6tWra968eZKkZ599ViEhIXr99dfVtWtXffLJJzpw4ICWLFli5scAAAAAAFNQZP5Nv379FB8fr+nTpys2NlZNmzbVtm3brJP7xMTEyMXl/waA27Vrp1WrVmnq1KmaPHmy7rzzTm3cuJFnZAIAAAAokSyGwRy9ZouKilJQUJAOHjyo5s2bmx0HAAAAAG4b92QCAAAAAGyGIhMAAAAAYDPck4nbcu7cOZ07d87sGLCxqlWrqmpVpu92Npyvzonz1TlxvgKOgX+Db44i0w5UrVpVM2bMcJi/qKmpqerfv7++/vprs6PAxkJCQhQeHp7tOa5wbJyvzovz1flwvgKOg3+Db46Jf1BgV65cUYUKFfT111/Ly8vL7DiwkaSkJIWEhCgxMVHly5c3Ow5shPPVOXG+OifOV+dz41ylT50L/wbfGiOZuG1NmzblxHIiV65cMTsCihDnq3PhfHVunK/O48a5Sp86F/4NvjUm/gEAAAAA2AxFJgAAAADAZigyUWDu7u6aMWMGNzo7GfrVOdGvzol+dU70q/OhT50T/XprTPwDAAAAALAZRjIBAAAAADZDkQkAAAAAsBmKTAAAAACAzVBkwlTR0dGyWCxavny52VEAAAAA2ABFpgM5ceKERowYodq1a8vDw0Ply5dXcHCwFixYoGvXrhXZcX/++WfNnDlT0dHRRXaM/Hj55ZfVvXt3+fn5yWKxaObMmabmKW4WiyVfr507dxb6WCkpKZo5c2aB2irp/XO77Llff/nlF40fP15NmzZVuXLlVLVqVXXt2lUHDhwodBZnZ8/9evbsWQ0aNEj16tVTuXLlVLFiRbVq1UorVqwQcwHenD3369+tXLlSFotFXl5ehc7i7Oy5X2fOnHnTTN99912hMzkre+7XG06cOKEBAwbI19dXnp6euvPOOzVlypRC57EHpcwOgPzZsmWL+vbtK3d3dw0ePFiNGjVSWlqavv32W/3zn//UTz/9pCVLlhTJsX/++WfNmjVLHTt2VGBgYJEcIz+mTp0qf39/NWvWTOHh4ablMMuHH36Y7f0HH3ygiIiIHMsbNGhQ6GOlpKRo1qxZkqSOHTvma5+S3j+3y5779d1339V7772n3r17a/To0UpMTNTixYvVpk0bbdu2TaGhoYXO5KzsuV8vXLigP/74Q3369FFAQIDS09MVERGhJ554QseOHdPcuXMLnclZ2XO//lVSUpLGjx+vsmXLFjpHSWDP/dqrVy/VrVs3x/LJkycrKSlJLVu2LHQmZ2XP/SpJhw4dUseOHVW9enW98MILqlKlimJiYvT7778XOo9dMGD3Tp48aXh5eRn169c3zp49m2P98ePHjfnz5xfZ8deuXWtIMnbs2HHLbbOysoyUlJR8t33q1ClDkrFs2bJ8bWsYhhEfH29IMmbMmJHv4zijp59+2iiqU/h2/ozpH9uwp349cOCAcfXq1WzLLly4YPj4+BjBwcFFkNB52VO/5qVbt25G2bJljYyMDNsEKwHstV8nTJhg1KtXzxg4cKBRtmxZ24dzcvbarzfExMQYFovFGDZsmO2ClQD21K+ZmZlGo0aNjNatWxfo92ZHwuWyDuC1115TUlKS3nvvPVWtWjXH+rp16+rZZ5+1vs/IyNDs2bNVp04dubu7KzAwUJMnT1Zqamq2/QIDA9WtWzd9++23atWqlTw8PFS7dm198MEH1m2WL1+uvn37SpI6deqU49KCG22Eh4erRYsW8vT01OLFiyVJJ0+eVN++fVW5cmWVKVNGbdq00ZYtW277z8HMUVRHkZWVpfnz5+vuu++Wh4eH/Pz8NGLECCUkJGTb7sCBAwoLC5O3t7c8PT1Vq1YtPfnkk5L+vE/Wx8dHkjRr1ixrn9/q8lf6p+iY1a9BQUE5LrWrUqWK2rdvr6NHj9r2Q5ZAZp6vuQkMDFRKSorS0tIK/dlKMrP79fjx4/rPf/6jN954Q6VKccGarZjdr3/18ccfyzAMDRw40CafrSQzq1+3b9+uI0eOaMaMGfL09FRKSooyMzOL7HOagX99HMDnn3+u2rVrq127dvna/qmnntKKFSvUp08fvfDCC/r+++81b948HT16VBs2bMi27W+//aY+ffroH//4h4YMGaL3339fTzzxhIKCgnT33XerQ4cOGjt2rP773/9q8uTJ1ksK/nppwbFjx9S/f3+NGDFCw4YNU7169RQXF6d27dopJSVFY8eOVZUqVbRixQp1795d69atU8+ePW33BwSrESNGaPny5Ro6dKjGjh2rU6dO6a233tIPP/yg7777TqVLl9b58+f1wAMPyMfHRxMnTlTFihUVHR2t9evXS5J8fHz0zjvvaNSoUerZs6d69eolSbrnnnvM/Gglmr31a2xsrLy9vW36GUsis/v12rVrSk5OVlJSkr7++mstW7ZMbdu2laenZ5F+bmdndr8+99xz6tSpk7p06aI1a9YU6WctSczu179auXKlatSooQ4dOtj8c5Y0ZvXrl19+KUlyd3dXixYtdPDgQbm5ualnz556++23Vbly5aL/8EXN7KFU3FxiYqIhyXjkkUfytf2hQ4cMScZTTz2VbfmLL75oSDK++uor67KaNWsakoxdu3ZZl50/f95wd3c3XnjhBeuym10ue6ONbdu2ZVv+3HPPGZKMb775xrrs6tWrRq1atYzAwEAjMzPTMIyCXS57A5dj/unvl3188803hiRj5cqV2bbbtm1btuUbNmwwJBn79+/Ps+3C/BnTP4Vjr/16w65duwyLxWJMmzbtttsoieyxX+fNm2dIsr7uv/9+IyYmpkBtlHT21q+bN282SpUqZfz000+GYRjGkCFDuFz2Nthbv/7VkSNHDEnG+PHjb2v/ksye+rV79+6GJKNKlSrGwIEDjXXr1hnTpk0zSpUqZbRr187Iysoq+Ae0M1wua+euXLkiSSpXrly+tt+6daskady4cdmWv/DCC5KU43LVhg0bqn379tb3Pj4+qlevnk6ePJnvjLVq1VJYWFiOHK1atdK9995rXebl5aXhw4crOjpaP//8c77bR/6sXbtWFSpUUOfOnXXhwgXr68Yljzt27JAkVaxYUZK0efNmpaenm5gY+WFP/Xr+/HkNGDBAtWrV0vjx44vkGCWFPfRr//79FRERoVWrVmnAgAGSVKQzlZcEZvZrWlqann/+eY0cOVINGza0SZv4kz2crzesXLlSkrhU1gbM7NekpCRJUsuWLfXRRx+pd+/eeumllzR79mzt3r1bkZGRNjmOmSgy7Vz58uUlSVevXs3X9qdPn5aLi0uOmcj8/f1VsWJFnT59OtvygICAHG1UqlQpx7XoN1OrVq1cc9SrVy/H8huX2f49Bwrv+PHjSkxMlK+vr3x8fLK9kpKSdP78eUlSSEiIevfurVmzZsnb21uPPPKIli1bluOeXdgHe+nX5ORkdevWTVevXtVnn33GYxEKyR76tWbNmgoNDVX//v21cuVK1a5dW6GhoRSahWBmv/7nP//RhQsXrDNcwnbs4XyVJMMwtGrVKjVq1IhbWGzAzH69cVtC//79sy2/8YXf7t27b7tte8E9mXaufPnyqlatmo4cOVKg/SwWS762c3V1zXW5UYBnpXH/jn3IysqSr6+v9VvOv7txU7rFYtG6deu0d+9eff755woPD9eTTz6p119/XXv37qV4sDP20K9paWnq1auXDh8+rPDwcDVq1Oi228Kf7KFf/65Pnz5aunSpdu3alePqFOSPWf2amJioOXPmaPTo0bpy5Yr1KqikpCQZhqHo6GiVKVNGvr6+hfuAJZS9nK/fffedTp8+rXnz5hWqHfzJzH6tVq2aJMnPzy/b8hvnaEEGe+wVRaYD6Natm5YsWaI9e/aobdu2N922Zs2aysrK0vHjx7NNzhMXF6fLly+rZs2aBT5+fgvWv+c4duxYjuW//PKLdT1sq06dOvryyy8VHBycr8K/TZs2atOmjV5++WWtWrVKAwcO1CeffKKnnnrqtvocRcPsfs3KytLgwYMVGRmpNWvWKCQk5HY+Bv7G7H7NzY0RzMTERJu0VxKZ1a8JCQlKSkrSa6+9ptdeey3H+lq1aumRRx7Rxo0bC/Jx8P/Zy/m6cuVKWSwW62gXCsfMfg0KCtLSpUt15syZbMvPnj0r6f8KXEfG5bIO4MYDlZ966inFxcXlWH/ixAktWLBAktSlSxdJ0vz587Nt88Ybb0iSunbtWuDj33iY8+XLl/O9T5cuXbRv3z7t2bPHuiw5OVlLlixRYGAg94sUgUcffVSZmZmaPXt2jnUZGRnW/ktISMgxUt20aVNJsl76UaZMGUkF63MUDbP79ZlnntHq1av19ttvW2fMQ+GZ2a/x8fG5Ln/vvfdksVjUvHnzfLWDnMzqV19fX23YsCHHq1OnTvLw8NCGDRs0adKk2/9gJZzZ/w5LUnp6utauXat7770311udUHBm9usjjzwid3d3LVu2TFlZWdbl7777riSpc+fOBfkodomRTAdQp04drVq1Sv369VODBg00ePBgNWrUSGlpadq9e7fWrl2rJ554QpLUpEkTDRkyREuWLNHly5cVEhKiffv2acWKFerRo4c6depU4OM3bdpUrq6uevXVV5WYmCh3d3fdd999N73sZuLEifr444/10EMPaezYsapcubJWrFihU6dO6dNPP5WLS8G/3/jwww91+vRppaSkSJJ27dqlOXPmSJIef/zxEj86GhISohEjRmjevHk6dOiQHnjgAZUuXVrHjx/X2rVrtWDBAvXp00crVqzQ22+/rZ49e6pOnTq6evWqli5dqvLly1u/pPD09FTDhg21evVq3XXXXapcubIaNWp008sk6Z+iYWa/zp8/X2+//bbatm2rMmXK6KOPPsq2vmfPntYvoVAwZvbryy+/rO+++04PPvigAgICdOnSJX366afav3+/nnnmmRz39CP/zOrXMmXKqEePHjmWb9y4Ufv27ct1HfLP7J+vkhQeHq6LFy8y4Y8Nmdmv/v7+mjJliqZPn64HH3xQPXr00P/+9z8tXbpU/fv3V8uWLYvzj6JomDavLQrs119/NYYNG2YEBgYabm5uRrly5Yzg4GDjzTffNK5fv27dLj093Zg1a5ZRq1Yto3Tp0kaNGjWMSZMmZdvGMP58/EjXrl1zHCckJMQICQnJtmzp0qVG7dq1DVdX12yPM8mrDcMwjBMnThh9+vQxKlasaHh4eBitWrUyNm/enG2bgjzCJCQkJNt0+3995fZ4FWf396m4b1iyZIkRFBRkeHp6GuXKlTMaN25sjB8/3jh79qxhGIYRFRVl9O/f3wgICDDc3d0NX19fo1u3bsaBAweytbN7924jKCjIcHNzy9e03PSPbdhTvw4ZMiTPPpVknDp1ypYf3anZU79u377d6Natm1GtWjWjdOnS1p8ly5Ytc4pp84uTPfVrbniEye2xx3597LHHjNKlSxsXL160yWcsieytX7Oysow333zTuOuuu6y/r0+dOtVIS0uz2Wc2k8UwCjDDCwAAAAAAN8E9mQAAAAAAm6HIBAAAAADYDEUmAAAAAMBmKDIBAAAAADZDkQkAAAAAsBmKTAAAAACAzVBkOonly5fLYrHIw8NDZ86cybG+Y8eOt3zQb1EbNmyYLBaLunXrluv6TZs2qXnz5vLw8FBAQIBmzJihjIyMYk5pX+hX50S/Oif61TnRr86JfnU+9Kl9och0MqmpqXrllVfMjpHDgQMHtHz5cnl4eOS6/osvvlCPHj1UsWJFvfnmm+rRo4fmzJmjZ555ppiT2if61TnRr86JfnVO9Ktzol+dD31qJww4hWXLlhmSjKZNmxru7u7GmTNnsq0PCQkx7r77blOyZWVlGW3btjWefPJJo2bNmkbXrl1zbNOwYUOjSZMmRnp6unXZlClTDIvFYhw9erQ449oV+tU50a/OiX51TvSrc6JfnQ99al8YyXQykydPVmZmpl19g/Phhx/qyJEjevnll3Nd//PPP+vnn3/W8OHDVapUKevy0aNHyzAMrVu3rrii2i361TnRr86JfnVO9Ktzol+dD31qH0rdehM4klq1amnw4MFaunSpJk6cqGrVqhVo/5SUFKWkpNxyO1dXV1WqVOmW2129elUTJkzQ5MmT5e/vn+s2P/zwgySpRYsW2ZZXq1ZNd9xxh3V9SUa/Oif61TnRr86JfnVO9KvzoU/tAyOZTmjKlCnKyMjQq6++WuB9X3vtNfn4+Nzy1axZs3y199JLL8nT01PPP/98ntucO3dOklS1atUc66pWraqzZ88W+HM4I/rVOdGvzol+dU70q3OiX50PfWo+RjKdUO3atfX4449ryZIlmjhxYq5/YfMyePBg3XvvvbfcztPT85bb/Prrr1qwYIE+/vhjubu757ndtWvXJCnXbTw8PHTlypVbHqskoF+dE/3qnOhX50S/Oif61fnQp+ajyHRSU6dO1YcffqhXXnlFCxYsyPd+tWvXVu3atW2S4dlnn1W7du3Uu3fvm2534yRNTU3Nse769ev5OolLCvrVOdGvzol+dU70q3OiX50PfWouikwnVbt2bQ0aNMj6DU5+JSUlKSkp6Zbbubq6ysfHJ8/1X331lbZt26b169crOjraujwjI0PXrl1TdHS0KleurPLly1u/XTp37pxq1KiRrZ1z586pVatW+c7v7OhX50S/Oif61TnRr86JfnU+9KnJTJzZFjZ0Y9rm/fv3W5f99ttvRqlSpYxnn30239M2z5gxw5B0y1fNmjXzledmr//85z+GYRjGkSNHDEnGwoULs7Vx5swZQ5Lx0ksvFfjPw1nQr86JfnVO9Ktzol+dE/3qfOhT+8JIphOrU6eOBg0apMWLF6tmzZrZpkTOi62uQ7/vvvu0YcOGHMuHDx+umjVrasqUKWrcuLEk6e6771b9+vW1ZMkSjRgxQq6urpKkd955RxaLRX369LllnpKEfnVO9Ktzol+dE/3qnOhX50OfmsjsKhe2kdu3N4ZhGMePHzdcXV0NSaY9gPav8noA7eeff25YLBbjvvvuM5YsWWKMHTvWcHFxMYYNG2ZCSvtBvzon+tU50a/OiX51TvSr86FP7QuPMHFydevW1aBBg8yOcUvdunXT+vXrdenSJT3zzDNav369Jk+erIULF5odzS7Rr86JfnVO9Ktzol+dE/3qfOhTc1gMwzDMDgEAAAAAcA6MZAIAAAAAbIYiEwAAAABgMxSZAAAAAACbocgEAAAAANgMRSYAAAAAwGYoMgEAAAAANkORCQAAAACwGYpMAAAAAIDNUGQCAAAAAGyGIhMAAAAAYDMUmQAAAAAAm6HI/Itdu3bp4YcfVrVq1WSxWLRx48Zb7rNz5041b95c7u7uqlu3rpYvX17kOQEAAADAXlFk/kVycrKaNGmihQsX5mv7U6dOqWvXrurUqZMOHTqk5557Tk899ZTCw8OLOCkAAAAA2CeLYRiG2SHskcVi0YYNG9SjR488t5kwYYK2bNmiI0eOWJc99thjunz5srZt21YMKQEAAADAvjCSWQh79uxRaGhotmVhYWHas2ePSYkAAAAAwFwUmYUQGxsrPz+/bMv8/Px05coVXbt2Lc/9UlNTdeXKFevr119/1dSpU3Xu3LmijgwAAAAARYoi0wTz5s1ThQoVrK969erp5ZdfpsgEAAAA4PAoMgvB399fcXFx2ZbFxcWpfPny8vT0zHO/SZMmKTEx0fr6+uuvizoqAAAAABSLUmYHcGRt27bV1q1bsy2LiIhQ27Ztb7qfu7u73N3dre+9vLyKJB8AAAAAFDdGMv8iKSlJhw4d0qFDhyT9+YiSQ4cOKSYmRtKfI5CDBw+2bj9y5EidPHlS48eP1y+//KK3335ba9as0fPPP29GfAAAAAAwHUXmXxw4cEDNmjVTs2bNJEnjxo1Ts2bNNH36dEnSuXPnrAWnJNWqVUtbtmxRRESEmjRpotdff13vvvuuwsLCTMkPAAAAAGbjOZl2ICoqSkFBQTp48KCaN29udhwAAAAAuG2MZAIAAAAAbIYiEwAAAABgMxSZAAAAQBExDEOpqalmxwCKFUUmAAAAUEQMw9CVK1fMjgEUK4pMAAAAoAhRZKKkocgEYJWWlmZ2BAAAnM6lS5fMjgAUK4pMAFY80QgAANs7d+6c2RGAYlXK7AB/d+bMGe3atUvnz59X7969dccddygzM1OJiYmqUKGCXF1dzY4IAAAA5FtcXJySk5NVtmxZs6MAxcJuRjINw9C4ceNUq1YtDRw4UOPGjdOvv/4qSUpKSlJgYKDefPNNk1MCzi0zM9PsCAAAOB3DMHTs2DGzYwDFxm6KzH/9619asGCBXnzxRUVERGS7bK9ChQrq1auXPv30UxMTAs7v+vXrZkcAAMApHT58WElJSWbHAIqF3RSZS5cu1eDBgzV37lw1bdo0x/p77rnHOrIJoGhcvXrV7AgAADiltLQ0bd++nUn2UCLYTZH5+++/q127dnmuL1u2LNM/A0XswoULZkcAAMBpXbhwQZs2bWK2WTg9uykyfX199fvvv+e5/uDBgwoICCjGREDJc/78eWVlZZkdAwAAp3Xp0iWtX79ee/fuZVQTTstuisxevXpp0aJFOnnypHWZxWKRJG3fvl3Lly9X3759zYoHlAjp6emKj483OwYAAE4tKytLhw8f1po1a/THH3+YHQewObspMmfNmqWqVauqadOmGjx4sCwWi1599VXde++9euihh3TPPfdo8uTJZscEnB4/7AAAKB4pKSn64osvtH//fmZ4h1OxmyKzQoUK2rt3r8aPH68zZ87Iw8NDX3/9tS5fvqwZM2bom2++UZkyZcyOCTi948ePZ5vdGQAA3J4WLVooICBAL7/8cp7bGIahH374QevWrdPp06eLMR1QdEqZHeCvPD09NXXqVE2dOtXsKECJdeXKFR09elQNGzY0OwoAAA4tNjZWZ86cUcWKFW+5bWJiosLDwxUQEKDg4GCVK1eu6AMCRcRuRjIzMjJuOnvslStXlJGRUYyJgJJr7969unjxotkxAAAocWJiYrRmzRrt3r2bJyvAYdlNkTl27NibPsIkODhYL7zwQjEmAkqujIwMhYeHKzk52ewoAACUOJmZmTpy5Ig++eQTbd26VdHR0dzKAodiN0Xmtm3b1KdPnzzX9+nTR1u3bi3GREDJlpSUpG3btik9Pd3sKAAAlFh//PGHtm/frrVr1+q3336j2IRDsJsi8+zZs6pevXqe66tVq6YzZ84UYyIAFy9e1Pbt25nxDgCAAoqJiVFKSookKS0tTZcuXSpUe5cvX9ZXX32ljz/+WFFRUVxKC7tmN0VmlSpVdOzYsTzXHz16VOXLly/GRAAk6cyZM9q5c6eysrLMjgIAgN3bt2+fHn74YQUGBiohIUHSn48qmTx5shYuXKjo6OhCtZ+UlKQDBw7ok08+0WeffaajR4/yZTDsjt0UmQ8++KAWL16sH374Ice6qKgoLVmyRA899JAJyQCcOHFCkZGRTL4FAMBNrF+/XsHBwfriiy9yXNZqGIaOHDmiV199VVFRUTY5XlxcnL755hutXr2aS2lhVyyGnfxtPHv2rFq2bKnz58+re/fuuvvuuyVJR44c0eeffy5fX199//33uuOOO0xOantRUVEKCgrSwYMH1bx5c7PjoIRq0aKFoqOjVbZsWU2ZMiXXbXx8fBQaGsq06gAA/M2+ffsUHByszMzMWxZ7Li4umjBhggIDA22aoVKlSrr77rt11113qVQpu3pSIUoYuxnJrFatmg4cOKABAwYoMjJSc+bM0Zw5c/TVV19p4MCB2r9/v1MWmIC9iI2N1cWLF296j0d8fLzWrVuno0eP8m0pAAB/MWfOHBmGke+fj0UxoWVCQoK+/fZbrVq1SufPn7d5+0B+2dVXHFWrVtWKFStkGIbi4+Ml/TlyYrFYTE4G4Ib09HR98803+vXXXxUcHCxvb2+zIwEAYKqYmBht3rw53wVmVlaWDh8+rEuXLqly5co2z3P9+nUeQwZT2c1I5l9ZLBb5+vrK19eXAhOwU3FxcdqwYYN27dql69evmx0HAADTREZGFvgKH8Mw9MsvvxRRIqlMmTJF1jZwK3Y1kpmQkKCPP/5YJ0+eVEJCQo6T1WKx6L333jMpHYC/u/ED8tSpU2rbtq3uvPNOvhgCAJQ4V69elYuLS4FmYrdYLEX2Ja27u7vKli1bJG0D+WE3RWZ4eLj69Omj5ORklS9fXpUqVcqxDb+8AvYpNTVVO3fu1PHjx9WhQwcmBgIAlCjlypUr8KO+DMOQh4eHzbOUL19eXbp0kZeXl83bBvLLborMF154Qf7+/lq/fr0aN25sdhwAt+HMmTNau3atmjdvrsaNG8vV1dXsSAAAFLn7779fFoulQJfMWiwW1a9f36Y5XFxcdN999/FseZjObu7J/O233zR27FgKTMDBZWRkaN++fVqzZo1+/fVXZqEFADi9gIAAdevWLd9frrq4uOiee+6x6aQ/d9xxh7p37y5fX1+btQncLrsZybzzzjt19epVs2MAsJGrV69q586d+uGHHxQUFKQ6depwyTsAwGlNmzZNX3zxRb5HNLt06VLoY5YqVUoNGjTQ3Xffzegl7IrdjGTOmTNHb7/9tqKjo82OAsCGEhMT9dVXX2n9+vU6e/as2XEAACgSLVu21OrVq+Xq6prniKaLi4tcXFw0fPhwBQYG3vaxLBaL7rrrLj322GNq27YtBSbsjt2MZEZGRsrHx0cNGjRQ586dVaNGjRwnqMVi0YIFC0xKCKAwLl68qM2bN6tRo0Zq06aNXFzs5jsuAABsolevXtq9e7dmz56d47mZFotFjRs3VpcuXW67wHR3d1e9evXUsGFDCkvYNYthJzdM5ecXTovFoszMzGJIU7yioqIUFBSkgwcPqnnz5mbHQQkUExOjpk2bKiEhQWXKlNG0adOK5OHQN9SpU0f33Xcfl88CAJyWLX+2enl5qXnz5rrzzjuZVA8OwW6GErKysm75csYCEzDTvn379PDDDyswMFAJCQmSpJSUFE2ePFkLFy4sssvXT5w4oR9//LFI2gYAwB4EBASoTJkykiQ3N7fbLjAbNGigvn37qn79+hSYcBh2c7ksgOK1fv169evXT4Zh5JigwDAMHTlyREeOHNGwYcOKZIT9wIEDqlWrFs/UBAAgF+XKlVOHDh1UvXp1s6MABWY3I5k37N27V/PmzdPzzz+v48ePS/pzZCUqKkpJSUkmpwOcw759+9SvXz9lZmbmeYXAjSsIli5dWiQjmjcedQIAALLz8/NTr169KDDhsOymyExLS1OvXr0UHBysKVOm6L///a9+//13SX/er/nAAw8w6Q9gI3PmzMl1BDMvW7duLZIcJ0+eVGJiYpG0DQCAo7FYLLr77rvVtWtXubu7mx0HuG12U2ROmzZNmzdv1jvvvKNjx45l++XXw8NDffv21WeffWZiQsA5xMTEaPPmzfm+xzkrK0uHDx/WpUuXbJ7FMAz99ttvNm8XAABH4urqqrvvvlv9+vVTcHCwSpXijjY4NrspMj/++GONGjVKw4cPz/XG6AYNGujkyZMmJAOcS2RkZL5HMG8wDEO//PJLkeS5cOFCkbQLAIAjqF+/vvr376/g4GAeSwKnYTdfk5w/f16NGzfOc72rq6tSUlKKMRHgnK5evSoXFxdlZWXlex+LxaLr168XSR5mygMAlEReXl7q2LGjqlWrZnYUwObspsisUaPGTUdKvvvuO9WtW7cYEwHOqVy5cgUqMKU/RzI9PDyKJE+tWrWKpF0AAOxVjRo1dN9993HfJZyW3VwuO2DAAC1evFh79uyxLrvxoPalS5dqzZo1Gjx4sFnxAKdx//33W8+t/LJYLKpfv77Ns1SvXl21a9e2ebsAANirO+64Q2FhYRSYcGp2M5I5ZcoU7d27Vx06dFCDBg1ksVj0/PPP69KlS/rjjz/UpUsXPf/882bHBBxeQECAunXrpq1bt+Zr8h8XFxc1btz4th8inRcfHx+FhoYWuOAFAMBReXp6qlOnTnJxsZtxHqBI2M3fcDc3N23btk3Lli1T7dq1Vb9+faWmpuqee+7R8uXL9fnnnxfbvVsLFy5UYGCgPDw81Lp165s+y2/58uWyWCzZXkV1WSFgK9OmTbP+fc2PLl262PT41atXZ3p2AECJ06JFC3l6epodAyhydjGSee3aNU2ZMkWdOnXSoEGDNGjQINOyrF69WuPGjdOiRYvUunVrzZ8/X2FhYTp27Jh8fX1z3ad8+fI6duyY9T0jM7B3LVu21OrVq9WvXz8ZhpHriOaNb1mHDx+uwMBAmx27fv36uvfee/kWFwBQori5uenOO+80OwZQLOzitzxPT08tXrxYcXFxZkfRG2+8oWHDhmno0KFq2LChFi1apDJlyuj999/Pcx+LxSJ/f3/ry8/PrxgTA7enV69e2r17t7p06ZLjixGLxaLGjRtrwoQJatasmU2O5+LiouDgYLVv354CEwBQ4tSuXZvnX6LEsJu/6UFBQTpy5IipGdLS0nTw4EFNmjTJuszFxUWhoaHZJiT6u6SkJNWsWVNZWVlq3ry55s6dq7vvvjvP7VNTU5Wampptf8AMLVu21KZNmxQTE6OmTZsqISFBZcqU0bRp02x6D2b58uXVqVMnvoABAJRYPCUBJYndDCfMnz9fn3zyid59911lZGSYkuHChQvKzMzM8Yuwn5+fYmNjc92nXr16ev/99/XZZ5/po48+UlZWltq1a6c//vgjz+PMmzdPFSpUsL5CQkJs+jmAggoICFCZMmUk/Xk5j60KTBcXFzVp0kS9e/emwAQAlFg3rnoDSgq7Gcl84okn5OLiohEjRmjs2LGqXr16jhujLRaL/ve//5mUMHdt27ZV27Ztre/btWunBg0aaPHixZo9e3au+0yaNEnjxo2zvj906BCFJpxO7dq11bJlS1WoUMHsKAAAmOJGYVmmTBluFUGJYjdFZuXKlVWlShXVq1fPtAze3t5ydXXNcW9oXFxcvr99Kl26tJo1a6bffvstz23c3d2zzarp5eV1e4EBOxQQEKAWLVrI29vb7CgAAJjqwIEDysrK0k8//WR2FKBY2U2RuXPnTrMjyM3NTUFBQYqMjFSPHj0kSVlZWYqMjNSYMWPy1UZmZqZ+/PFHmz/yAbB3vr6+at26tapWrWp2FAAA7ErFihXNjgAUK7spMu3FuHHjNGTIELVo0UKtWrXS/PnzlZycrKFDh0qSBg8erOrVq2vevHmSpJdeeklt2rRR3bp1dfnyZf3rX//S6dOn9dRTT5n5MYBi4+npaT0HeHwPAAA58Qx1lDR2VWReuXJFb7/9tnbs2KHz589r8eLFatWqlS5duqTly5ere/fuRT4zV79+/RQfH6/p06crNjZWTZs21bZt26yTlsTExGS7pj4hIUHDhg1TbGysKlWqpKCgIO3evVsNGzYs0pyAPahbt66Cg4OzXf4NAACyK126tNkRgGJlMQzDMDuEJP3xxx8KCQnR77//rjvvvFO//PKLIiIidN9990n6cxbXBx98UAsWLDA5qe1FRUUpKChIBw8eVPPmzc2OgxLqjjvu0JkzZ1SxYkW9+uqrN922VKlSuvfee3XXXXcVUzoAABzTjV+1udoHJYndjGT+85//1NWrV3Xo0CH5+vrK19c32/oePXpo8+bNJqUDcIOXl5fCwsJUpUoVs6MAAGD3KC5REtnNXMrbt2/X2LFj1bBhw1xPxtq1a+v33383IRmAG7y9vdWjRw8KTAAAAOTJbkYyr127Jh8fnzzXX716tRjTAPi7qlWrKiwsTG5ubmZHAQAAgB2zm5HMhg0bateuXXmu37hxo5o1a1aMiQDcUK1aNT300EMUmAAAALgluykyn3vuOX3yySd69dVXlZiYKOnPZ1T+9ttvevzxx7Vnzx49//zzJqcESh5vb2+FhYWpVCm7ufABAAAAdsxufmscNGiQTp8+ralTp2rKlCmSpAcffFCGYcjFxUVz585Vjx49zA0JlDDu7u7q3LkzU68DAAAg3+ymyJSkKVOm6PHHH9enn36q3377TVlZWapTp4569eql2rVrmx0PKHHatm2rcuXKmR0DAAAADsS0IrN58+aaO3euHnzwQUnSBx98oA4dOigwMJDLYgE74OPjozvvvNPsGADykJycrLJly5odAwCAHEy7J/Pw4cO6cOGC9f3QoUO1e/dus+IA+JtmzZrxbC/Ajl27ds3sCAAA5Mq0IrNmzZr68ssvlZmZKUkyDINfaAE7UaZMGQUEBJgdA8BNpKWlmR0BAIBcmVZkjhw5Uh988IE8PDxUvnx5WSwW/eMf/1D58uXzfFWoUMGsuECJEhgYKBcXu5l8GkAuUlNTzY4AAECuTLsn85///KeaNGmiHTt2KC4uTsuXL1fLli2Z4AewA1WrVjU7AoBbSElJMTsCAAC5MnV22QceeEAPPPCAJGn58uUaMWKEBgwYYGYkAPrz2ZgA7Nvly5fNjgAAQK5Mux6ucuXKWrdunfX9jBkzdM8995gVB8D/Z7FYVL58ebNjALiFc+fOWec1AADAnphWZCYlJWW71Oell17S4cOHzYoD4P+zWCxMwgU4gNTUVJ0+fdrsGAAA5GDa5bJ16tTRunXr1L59e5UvX16GYSg5OVmXLl266X6VK1cupoRAyeTq6mp2BAD59OuvvzKXAQDA7hSoyKxVq1aBRzgsFotOnDiRY/nkyZM1dOhQbdmyxbrdyJEjNXLkyJu2x6VBQNHw9/fX9evX5efnZ3YUAPl09uxZZWZm8uUQAMCuFKjIDAkJyVFkHjhwQD/99JMaNmyoevXqSZKOHTumn3/+WY0aNVJQUFCubT3++ONq1aqVdu7cqbi4OM2cOVM9e/bkvkzAJAcOHNCmTZsUGhpqdhQA+ZSRkaFz587pjjvuMDsKAABWBSoyly9fnu39xo0btXHjRkVEROj+++/Pti4iIkKPPvqoZs+enWd79erVsxamy5Yt05AhQ9S9e/eCRAJgQ+XLl1eZMmXMjgGgAI4dO0aRCQCwK4Wa+Gf69Ol65plnchSYktS5c2eNGTNGU6dOzVdbp06dosAETFapUiWzIwAooJMnT+r8+fNmxwAAwKpQE/8cP35cVapUyXN9lSpVcr0fU5J27dolSerQoUO297dyY3sAtufl5WV2BAAFZBiGIiMj1bNnT3l4eJgdBwCAwhWZderU0bJly/SPf/wjxy+nV69e1fvvv5/nrHcdO3aUxWLRtWvX5ObmZn2fF8MwZLFYmPgHKEL8ggo4pqtXryo8PFxdunRR6dKlzY4DACjhClVkzpkzR3369FH9+vX1xBNPqG7dupL+HOFcsWKF4uLitHbt2lz33bFjhyTJzc0t23sA5nF3dzc7AoB8aNGihU6ePKly5cppypQpkqS4uDht3rxZYWFh3FsNADBVoYrMHj16aOvWrZowYYLmzp2bbV3Tpk313nvvKSwsLNd9Q0JCbvoeQPFjBARwDLGxsUpISJBhGNmWx8fH69NPP9V9992n6tWrm5QOAFDSFarIlKQHHnhADzzwgGJjY3X69GlJUs2aNeXv71/ocACKV6lShf4nAYDJrl27pq1bt6px48Zq0aIF5zUAoNjZ7CePv79/gQrLJ598ssDHsFgseu+99wq8H4D8udl90QAch2EYOnz4sE6dOqU2bdooMDCQ8xsAUGwKXWTGxMRo7ty52rFjh+Lj47Vx40Z16NBBFy5c0EsvvaShQ4eqWbNmOfb76quvcvzAS0lJUXx8vKT/e5RCQkKCJMnHx0dly5YtbFwAN8GIB+Bcrl69qoiICFWrVk333nuvKlasaHYkAEAJUKjnZP78889q1qyZVq9erVq1aikxMVEZGRmSJG9vb3377bd66623ct03Ojpap06dsr62bNmi0qVLa/LkyTp//rwuXryoixcv6vz585o0aZLc3Ny0ZcuWwsQFcAs3JuIC4FzOnj2rTz/9VIcOHVJWVpbZcQAATq5Qwxbjx49XxYoVtXfvXlksFvn6+mZb37VrV61evTpfbT3zzDN66KGHNGfOnGzLvb299fLLL+v8+fN65pln9OWXXxYmMgAAJVJmZqb27dunX3/9Va1atVLNmjW5hBYAUCQKNZK5a9cujRo1Sj4+Prn+oAoICNCZM2fy1dbevXvVvHnzPNc3a9ZMe/fuve2sAABAunz5srZv365Nmzbp7NmzZscBADihQhWZWVlZN30WV3x8fL6fu1e5cmV98cUXea7funUr95IAAEq8mJgYpaSkSJLS0tJ06dKl22rnxnM1P//8c8XExOR4HAoAALerUEVm8+bN87xPMiMjQ5988onatGmTr7ZGjBihzZs365FHHtGXX36p6OhoRUdHKyIiQt27d9cXX3yhkSNHFiYuAAAOa9++fXr44YcVGBhonRQvJSVFkydP1sKFCxUdHX1b7Z47d07btm3T6tWr9eOPPyo9Pd2GqQEAJZHFKMRXl1988YW6deum4cOH67HHHlOnTp20cuVK+fj4aO7cufrmm28UGRmpDh065Ku9adOm6V//+leOH3ClSpXSiy++qJdffvl2o9q1qKgoBQUF6eDBgze9ZBgAUDKtX79e/fr1k2EYyszMzLHexeXP74yHDRtW6J8j7u7uat68ue6++25ruwAAFEShikxJ+vDDD/Xss88qMTFRhmHIYrHIMAyVL19e77zzjvr371+g9i5cuKAvv/xSp0+fliTVrFlToaGh8vb2LkxMu0aRCQDIy759+xQcHKzMzMxbXtLq4uKiCRMmKDAwsNDHrVKlioKDgwv0DGwAACQbFJmSlJycrIiICB0/flxZWVmqU6eOwsLCVK5cOVtkdHoUmQCAvHTv3l1bt27NdQTz71xcXNS4cWONHj3aZsevW7eu2rVrJw8PD5u1CQBwbrf9CJOUlBTVqFFDEydO1D//+U/16NHDhrEAAEBMTIw2b96c70l5srKydPjwYV26dEmVK1e2SYbffvtN8fHx6t69uzw9PW3SJgDAud32zRZlypRRqVKlVLZsWVvmAQAA/19kZGSBZ301DEO//PKLTXMkJiZq+/bt+RpNBQCgUHf09+7dW+vWrWPacwAAisDVq1cLPPmOxWLR9evXbZ4lLi5Ohw4dsnm7AADnc9uXy0rSY489ptGjR6tTp04aNmyYAgMDc72UhvsMAQAouHLlyikrK6tA+xiGUWT3T3L1EgAgPwpVZHbs2NH6/998802O9Tdmm+XyGgAACu7++++3ztqeXxaLRfXr17d5Fm9vb9WrV8/m7QIAnE+hisxly5bZKgcAAPibgIAAdevWrcCzy9pq0p8bSpcurfbt28tisdi0XQCAcypUkTlkyBBb5ZBhGFqyZInee+89nTx5UgkJCTm2sVgsysjIsNkxAQCwd9OmTdMXX3yR7xHNLl262PT4lSpVUufOnVWxYkWbtgsAcF6FKjJtafz48XrjjTfUtGlTDRo0SJUqVTI7EgAApmvZsqVWr16tfv36yTCMXEc0b0wONHz4cAUGBtrs2AEBAbr//vtVunRpm7UJAHB+BSoyn3zySVksFi1ZskSurq568sknb7mPxWLRe++9d8vtVqxYod69e2vNmjUFiQQAgNPr1auXdu/erdmzZ+d4bqbFYlHjxo3VpUsXmxWYbm5uCgoKUqNGjbhEFgBQYAUqMr/66iu5uLgoKytLrq6u+uqrr275wye/P5yuXbum0NDQgsQpMgsXLtS//vUvxcbGqkmTJnrzzTfVqlWrPLdfu3atpk2bpujoaN1555169dVXbX65EgCgZGvZsqU2bdqkmJgYNW3aVAkJCSpTpoymTZtms3swS5UqpUaNGqlJkyZyd3e3SZsAgJKnQEVmdHT0Td8Xxv3336/9+/dr+PDhNmvzdqxevVrjxo3TokWL1Lp1a82fP19hYWE6duyYfH19c2y/e/du9e/fX/PmzVO3bt20atUq9ejRQ1FRUWrUqJEJnwAA4MwCAgJUpkwZJSQkyM3NzWYFZp06ddSmTRseUwIAKDSLUZB50YvQ2bNnFRYWpv79+2vEiBGqUqWKKTlat26tli1b6q233pIkZWVlqUaNGnrmmWc0ceLEHNv369dPycnJ2rx5s3VZmzZt1LRpUy1atChfx4yKilJQUJAOHjzIM0UBALd0xx136MyZM6pYsaJeffXVQrVVvXp1tWjRQn5+fjZKBwAo6exm4p969eopKytL06ZN07Rp0+Th4SFXV9ds21gsFiUmJhZZhrS0NB08eFCTJk2yLnNxcVFoaKj27NmT6z579uzRuHHjsi0LCwvTxo0b8zxOamqqUlNTre+TkpIkSRkZGUpPTy/EJwAAlAQ3vh/OayKg/KhWrZqCgoKsxSU/fwAAt5LfieAKXWR+8cUXeuONNxQVFaXExMRcp1fPzw/A3r17mz65wIULF5SZmZnj21w/Pz/98ssvue4TGxub6/axsbF5HmfevHmaNWtWjuWtW7e+jdQAgJIqMTFRo0ePNjsGAKCEyO9FsIUqMj/99FM9+uijuvvuu/XYY4/pnXfe0YABA2QYhj777DPdeeed6tGjR77aWr58eWGiOJRJkyZlG/08dOiQQkJC9P3336tZs2YmJgMAOILAwECdPXtWFSpU0Lx58265falSpVS7dm01aNBAPj4+xZAQAFCSFarInDdvnlq1aqVvv/1WCQkJeuedd/Tkk0/qvvvuU3R0tNq0aaNatWrZKmuR8/b2lqurq+Li4rItj4uLk7+/f677+Pv7F2h7SXJ3d882a5+Xl5ekP38J4FlkAIBbuXHlj8ViyXFryV9VrlxZd999t+rWrcvPFwBAsXEpzM4///yzHnvsMbm6uqpUqT/r1Rv3dAQGBmr06NEFmpDgypUrmjVrllq1aiU/Pz/5+fmpVatWeumll3TlypXCRM2XG88Fi4yMtC7LyspSZGSk2rZtm+s+bdu2zba9JEVEROS5PQAARc3b21sPPvigevfurQYNGlBgAgCKVaFGMsuUKSM3NzdJUsWKFeXu7q5z585Z1/v5+enUqVP5auvs2bNq3769Tp06pfr16ys4OFiSdOzYMc2cOVMffPCBvvnmG1WtWrUwkW9p3LhxGjJkiFq0aKFWrVpp/vz5Sk5O1tChQyVJgwcPVvXq1a2XJz377LMKCQnR66+/rq5du+qTTz7RgQMHtGTJkiLNCQDA35UpU0atW7dW3bp1TZ/nAABQchWqyKxXr55+/vln6/umTZvqww8/1KBBg5SRkaFVq1YpICAgX21NmDBBsbGx2rx5s7p06ZJt3RdffKG+fftq4sSJWrFiRWEi31K/fv0UHx+v6dOnKzY2Vk2bNtW2bdusk/vExMTIxeX/BoDbtWunVatWaerUqZo8ebLuvPNObdy4kWdkAgCKVUBAgDp27CgPDw+zowAASrhCPSfz9ddf13//+1/9+uuvcnd31+bNm/XII4/I09NTFotFycnJev/99/XEE0/csi0fHx8NHz5cL7/8cq7rJ0+erKVLlyo+Pv5249otnpMJACiIvz8ns27duurUqROjlwAAu3BbI5nXr1/XZ599pvT0dE2dOlWXLl1S1apV1a1bN+3cuVPr16+Xq6urunbtqk6dOuWrzeTk5Js+CNrf31/Jycm3ExcAAKfl7e2tkJAQCkwAgN0ocJF5/vx5tWvXTqdOnZJhGLJYLPL09NTGjRsVGhqq9u3bq3379gUO0rBhQ3388ccaOXKk9T7PG9LT0/Xxxx+rYcOGBW4XAABndu+99950hlkAAIpbgYvM2bNnKzo6Ws8//7zuu+8+/fbbb5o9e7ZGjBihEydO3HaQCRMmqF+/fmrVqpVGjx6tu+66S9KfE/8sWrRIhw8f1urVq2+7fQAAnI2rq6t8fX3NjgEAQDYFLjK3b9+uwYMH69///rd1mZ+fnwYMGKBjx46pXr16txWkb9++Sk5O1sSJEzVy5EjrZT+GYcjX11fvv/+++vTpc1ttAwDgTPz9/ZWSklLkM64DAHA7ClxkxsTEaMKECdmW3XvvvTIMQ3FxcbddZErSE088oUGDBunAgQM6ffq0JKlmzZpq0aKF9TmcAACUdAcOHNCqVavUu3dvs6MAAJBDgSu31NTUHNOj33ifkZFR+EClSqlNmzZq06ZNodsCAMBZVahQQe7u7mbHAAAgh9saHoyOjlZUVJT1fWJioiTp+PHjqlixYo7tc3ssx65duyRJHTp0yPb+Vm5sDwBASVapUiWzIwAAkKsCPyfTxcUl12nSb8w0m9uyzMzMPNu5du2a3Nzc8mw3P205Op6TCQAoqB9//FGNGzc2OwYAADkUeCRz2bJlNjnwjh07JMn6uJIb7wEAwK2VLVvW7AgAAOSqwEXmkCFDbHLgkJCQm74HAAB58/T0NDsCAAC5cjE7wA333XefIiMj81y/Y8cO3XfffcWYCAAA+8WkPwBgHltMeOrM7KbI3Llzp+Li4vJcf/78eX399dfFmAgAAPvl6upqdgQAKLHS09NVwKltShS7KTIl3XTin99++03lypUrxjQAANgvFxe7+hEOACUOo5l5u61HmNjKihUrtGLFCuv7OXPmaOnSpTm2u3z5sg4fPqwuXboUZzwAAOwWRSYAmCstLU2lS5c2O4ZdMrXITElJUXx8vPX91atXc/zQtFgsKlu2rEaOHKnp06cXd0QAAOxSqVKm/ggHgBLv2rVrzPSdB1N/Qo0aNUqjRo2SJNWqVUsLFixQ9+7dzYwEAIBDYCQTAMyVlJQkb29vs2PYJbv4CXXt2jX16NHjpvdkAgCA/8PPTAAw1+XLl82OYLfsosj09PTUkiVLbjq7LAAA+D/MaggA5qJ2yZtdFJmSFBQUpCNHjpgdAwAAAABu6cyZM0pNTTU7hl2ymyJz/vz5+uSTT/Tuu+8yHTAAALfAjIYAYK6MjAz973//MzuGXbKbqemeeOIJubi4aMSIERo7dqyqV68uT0/PbNtYLBY6EgAAAIBdOHz4sGrXrs0EQH9jN0Vm5cqVVaVKFdWrV8/sKAAAAABwS1lZWfrmm2+YxPRv7KbI3Llzp9kRAAAAAKBA4uPjdeLECdWtW9fsKHbDbu7JBAAAAABHtGfPHiUnJ5sdw27YzUimJGVmZuqjjz7Sli1bdPr0aUlSzZo11a1bNw0cOFCurq4mJwQAAACA7K5du6atW7fqwQcfVLly5cyOYzq7GclMTExUcHCwnnzySW3fvl3p6elKT09XRESEhg4dqnvvvVdXrlwxOyYAAAAA5JCQkKD169fr119/LfHPMrabInPKlCk6ePCg3nzzTcXHxysqKkpRUVE6f/683nrrLR04cEBTpkwxOyYAAACAEqxFixaqW7euXn755RzrUlNTtXPnTm3atEkXLlwwIZ19sJsic8OGDRo9erRGjx6d7dlfpUuX1qhRozRq1Ch9+umnJiYEAAAAUNLFxsbq7NmzN73KMi4uThs2bNA333yja9euFWM6+2A392RevHjxpo8vqV+/vi5dulSMiQAAAADg9hiGoaNHj+rEiRNq0qSJGjVqlG0wzZnZzUhm3bp1tWnTpjzXb9q0SXXq1CnGRAAAAABQOGlpadq/f78+/vhjHT58WJmZmWZHKnJ2U2SOHj1a27dvV5cuXbR9+3ZFR0crOjpa4eHh6tq1qyIiIjRmzBizYwIAAABAgV2/fl179+7VmjVrdPz4caeeHMhuLpcdPXq0zp8/r1deeUXh4eHZ1pUuXVrTp0/XqFGjTEoHAAAAAIV39epV7dixQ4cOHVKzZs1Up04dWSwWs2PZlN0UmZI0c+ZMjRkzRhEREYqJiZH053MyQ0ND5e3tbXI6AAAAALCNhIQEffXVV4qKilLr1q0VEBDgNMWmXRWZkuTt7a3+/fubHQMAAAAAsomJiVFKSoqkP++1vHTpkipXrlyoNi9fvqzw8HDVqFFD7dq1U4UKFWwR1VQWw84uBt68ebO2bt2q6OhoSVJgYKC6dOmibt26mRusCEVFRSkoKEgHDx5U8+bNzY4DAAAA4C/27dun2bNna8uWLdnupbRYLGrcuLG6du2qwMDAQh/HxcVFjRo1UvPmzeXm5lbo9sxiN0Xm5cuX1bNnT+3atUuurq6qWrWqJOncuXPKzMxU+/bttXHjRlWsWNHcoEWAIhMAAACwT+vXr1e/fv1kGEauM8O6uPw5l+qwYcNs9rt8uXLlFBoaKh8fH5u0V9zsZnbZZ599Vt98841effVVJSQk6PTp0zp9+rQSEhL0yiuv6Ntvv9Wzzz5rdkwAAAAAJcS+ffvUr18/ZWZm5vnokaysLGVlZWnp0qXWqzEL6+rVq9q8ebN1nhpHYzdF5saNGzV69Gi9+OKLKlu2rHV52bJl9c9//lOjRo3Sxo0bzQsIAAAAoESZM2eODMPI9+NGtm7darNjp6enKzw8XD/88IPDPe7EborM0qVLq169enmur1+/vkqXLl2MiQAAAACUVDExMdq8eXOeI5h/l5WVpcOHD+vSpUs2y2AYhvbv36/vvvvOoQpNuykye/furbVr1+baiRkZGVqzZo369u1rQjIAAAAAJU1kZGSBCzvDMPTLL7/YPMvPP/+s77//3mEKTbt5hMmgQYM0ZswYtWvXTsOHD1fdunUlScePH9eSJUuUlpamgQMHKioqKtt+TJQDAAAAwNauXr0qFxcXZWVl5Xsfi8Wi69evF0mew4cPq0aNGqpevXqRtG9LdlNkhoSEWP9///791geR/rVa/+s2hmHIYrHke/gaAAAAAPKrXLlyBSowpT9rFA8PjyLJ4+Xl5TBP2rCbInPZsmVmRwAAAAAASdL9998vi8VSoEtULRaL6tevb/Msfn5+6ty5s8qUKWPztouC3RSZQ4YMMTsCAAAAAEiSAgIC1K1bN23dujVfV0+6uLiocePGqly5ss0yuLi4qEmTJmrevLlcXV1t1m5Rs5uJf/4qKSlJR48e1dGjR5WUlFRsx7106ZIGDhyo8uXLq2LFivrHP/5xy+N37NhRFosl22vkyJHFlBgAAABAUZk2bZr1d/z86NKli82OXbt2bfXt21ctW7Z0qAJTsrMic//+/erUqZMqVaqkRo0aqVGjRqpUqZLuu+8+HThwoMiPP3DgQP3000+KiIjQ5s2btWvXLg0fPvyW+w0bNkznzp2zvl577bUizwoAAACgaLVs2VKrV6+Wq6trnoWei4uLXFxcNHz4cAUGBhb6mD4+PurZs6dCQ0NVoUKFQrdnBru5XPb7779Xx44d5ebmpqeeekoNGjSQJB09elQff/yxOnTooJ07d6pVq1ZFcvyjR49q27Zt2r9/v1q0aCFJevPNN9WlSxf9+9//VrVq1fLct0yZMvL39y+SXAAAAADM06tXL+3evVuzZ8/W5s2bs92jabFY1LhxY3Xp0qXQBaaHh4datmyp+vXr53vk1F5ZDDt52EpoaKiio6P17bff5ijY4uLiFBwcrFq1aikiIqJIjv/+++/rhRdeUEJCgnVZRkaGPDw8tHbtWvXs2TPX/Tp27KiffvpJhmHI399fDz/8sKZNm1agm3KjoqIUFBSkgwcP8kgWAAAAwE7FxMSoadOmSkhIUJkyZTRt2rRC34N5417Opk2byt3d3UZJzWVXI5nTp0/PdUTQz89Pw4cP1+zZs4vs+LGxsfL19c22rFSpUqpcubJiY2Pz3G/AgAGqWbOmqlWrpsOHD2vChAk6duyY1q9fn+c+qampSk1Ntb4vzvtOAQAAANyegIAAlSlTRgkJCXJzcyt0gVm1alW1b9/eYR5Nkl92U2S6uLgoIyMjz/WZmZlycSn4LaQTJ07Uq6++etNtjh49WuB2b/jrPZuNGzdW1apVdf/99+vEiROqU6dOrvvMmzdPs2bNuu1jAgAAAHBcZcuWVatWrVS3bl2HvzQ2N3ZTZLZr104LFy60jgz+VUxMjN5++20FBwcXuN0XXnhBTzzxxE23qV27tvz9/XX+/PlsyzMyMnTp0qUC3W/ZunVrSdJvv/2WZ5E5adIkjRs3zvr+0KFDCgkJyfcxAAAAADgeNzc3NW3aVI0aNVKpUnZTitmc3XyyuXPnqn379qpfv7569uypu+66S5J07NgxffbZZypVqpTmzZtX4HZ9fHzk4+Nzy+3atm2ry5cv6+DBgwoKCpIkffXVV8rKyrIWjvlx6NAhSX8OfefF3d092/XWXl5e+W4fAAAAgOOpW7eu2rRpU6C5WxyV3RSZzZo10759+zRlyhRt2rRJKSkpkv6cufXBBx/UnDlz1LBhwyI7foMGDfTggw9q2LBhWrRokdLT0zVmzBg99thj1pllz5w5o/vvv18ffPCBWrVqpRMnTmjVqlXq0qWLqlSposOHD+v5559Xhw4ddM899xRZVgAAAACOoUKFCgoODtYdd9xhdpRiYxdFZmpqqsLDwxUYGKgNGzYoKytL8fHxkv4cibydezFvx8qVKzVmzBjdf//9cnFxUe/evfXf//7Xuj49PV3Hjh2zFsBubm768ssvNX/+fCUnJ6tGjRrq3bu3pk6dWix5AQAAANgni8Wipk2bqnnz5nk+Y9NZ2UWR6ebmpr59+2rBggW655575OLiIj8/v2LPUblyZa1atSrP9YGBgdmei1OjRg19/fXXxRENAAAAgIPw9PRUaGjoTW+hc2Z2UWRaLBbdeeedunDhgtlRAAAAAOC2+fr6qnPnzipbtqzZUUxTPNeh5sPkyZP11ltv6dixY2ZHAQAAAIACCwgIULdu3Up0gSnZyUimJO3du1dVqlRRo0aN1LFjRwUGBsrT0zPbNhaLRQsWLDApIQAAAADkzs/PT507dy5x91/mxm6KzLfeesv6/5GRkbluQ5EJAAAAwN54enpSYP6F3RSZWVlZZkcAAAAAgAK79957S8TzL/PLbu7JBAAAAABHExAQoMDAQLNj2BW7Gcm84ciRI9q6dauio6Ml/fnYkIceekiNGzc2NxgAAAAA/EWpUqUUHBwsi8VidhS7YjdFZmpqqkaMGKEPP/xQhmHIxeXPQdasrCxNmjRJAwcO1Lvvvis3NzeTkwIAAACA1LhxY5UrV87sGHbHbi6XnTBhgj744AONGjVKR48e1fXr15WamqqjR49q5MiR+uijjzR+/HizYwIAAAAowfz9/VWtWjVVqFBBjRo1MjuOXbIYhmGYHUKSvL291bVrV61YsSLX9Y8//ri++OILXbhwoZiTFb2oqCgFBQXp4MGDat68udlxAAAAANzEtWvXtHPnTj300ENmR7FLdjOSmZ6erjZt2uS5vl27dsrIyCjGRAAAAACQu2rVqpkdwW7ZTZEZFham8PDwPNdv27ZNDzzwQDEmAgAAAIDcVaxY0ewIdstuJv6ZPXu2Hn30UfXq1UtPP/206tatK0k6fvy4Fi5cqNOnT2v16tW6dOlStv0qV65sRlwAAAAAJZiHh4fZEeyW3RSZDRo0kCT9+OOP+uyzz7Ktu3HbaMOGDXPsl5mZWfThAAAAAOAveOpF3uymyJw+fTrPlwEAAADgECgy82Y3RebMmTPNjgAAAAAA+eLu7m52BLtlNxP/AAAAAIAjsFgscnV1NTuG3aLIBAAAAIACcHV15Va/m6DIBAAAAADYDEUmAAAAABRAqVJ2M7WNXaLIBAAAAIAC4FLZm6PIBAAAAADYDEUmAAAAAMBmKDIBAAAAADZDkQkAAAAAsBmKTAAAAACAzVBkAgAAAABshge84LacO3dO586dMzsGbKxq1aqqWrWq2TFgY5yvzonz1TlxvgKOgX+Db44i0w5UrVpVM2bMcJi/qKmpqerfv7++/vprs6PAxkJCQhQeHi53d3ezo8BGOF+dF+er8+F8BRwH/wbfnMUwDMPsEHAsV65cUYUKFfT111/Ly8vL7DiwkaSkJIWEhCgxMVHly5c3Ow5shPPVOXG+OifOV+dz41ylT50L/wbfGiOZuG1NmzblxHIiV65cMTsCihDnq3PhfHVunK/O48a5Sp86F/4NvjUm/gEAAAAA2AxFJgAAAADAZigyUWDu7u6aMWMGNzo7GfrVOdGvzol+dU70q/OhT50T/XprTPwDAAAAALAZRjIBAAAAADZDkQkAAAAAsBmKTAAAAACAzVBkAgAAAABshiITcBAWiyVfr507dxb6WCkpKZo5c2aB2nr55ZfVvXt3+fn5yWKxaObMmYXOATgqez5fz549q0GDBqlevXoqV66cKlasqFatWmnFihViLkCURPZ8vs6cOfOmmb777rtCZ3JW9tyvN5w4cUIDBgyQr6+vPD09deedd2rKlCmFzmMPSpkdAED+fPjhh9nef/DBB4qIiMixvEGDBoU+VkpKimbNmiVJ6tixY772mTp1qvz9/dWsWTOFh4cXOgPgyOz5fL1w4YL++OMP9enTRwEBAUpPT1dERISeeOIJHTt2THPnzi10JsCR2PP52qtXL9WtWzfH8smTJyspKUktW7YsdCZnZc/9KkmHDh1Sx44dVb16db3wwguqUqWKYmJi9Pvvvxc6jz2gyAQcxKBBg7K937t3ryIiInIsN8upU6cUGBioCxcuyMfHx+w4gKns+Xy95557cnzbPmbMGD388MP673//q9mzZ8vV1dWccIAJ7P18veeee7It+/333/XHH3/oqaeekpubm0nJ7J8992tWVpYef/xx1a9fXzt27JCnp6fZkWyOy2UBJ5KVlaX58+fr7rvvloeHh/z8/DRixAglJCRk2+7AgQMKCwuTt7e3PD09VatWLT355JOSpOjoaGuROGvWLOvlJLe6/DUwMLAoPhLgtMw8X3MTGBiolJQUpaWlFfqzAc7Gns7Xjz/+WIZhaODAgTb5bCWZWf26fft2HTlyRDNmzJCnp6dSUlKUmZlZZJ/TDIxkAk5kxIgRWr58uYYOHaqxY8fq1KlTeuutt/TDDz/ou+++U+nSpXX+/Hk98MAD8vHx0cSJE1WxYkVFR0dr/fr1kiQfHx+98847GjVqlHr27KlevXpJUo5vUgEUjtnn67Vr15ScnKykpCR9/fXXWrZsmdq2beuU36gDhWX2+fpXK1euVI0aNdShQwebf86Sxqx+/fLLLyVJ7u7uatGihQ4ePCg3Nzf17NlTb7/9tipXrlz0H76oGQAc0tNPP2389RT+5ptvDEnGypUrs223bdu2bMs3bNhgSDL279+fZ9vx8fGGJGPGjBkFzlWYfQFnZY/n67x58wxJ1tf9999vxMTEFKgNwBnZ4/l6w5EjRwxJxvjx429r/5LMnvq1e/fuhiSjSpUqxsCBA41169YZ06ZNM0qVKmW0a9fOyMrKKvgHtDNcLgs4ibVr16pChQrq3LmzLly4YH0FBQXJy8tLO3bskCRVrFhRkrR582alp6ebmBgouezhfO3fv78iIiK0atUqDRgwQNKfo5sAsrOH8/WGlStXShKXytqAmf2alJQkSWrZsqU++ugj9e7dWy+99JJmz56t3bt3KzIy0ibHMRNFJuAkjh8/rsTERPn6+srHxyfbKykpSefPn5ckhYSEqHfv3po1a5a8vb31yCOPaNmyZUpNTTX5EwAlhz2crzVr1lRoaKj69++vlStXqnbt2goNDaXQBP7GHs5XSTIMQ6tWrVKjRo24hcUGzOzXG7cl9O/fP9vyG1/47d69+7bbthfckwk4iaysLPn6+lq/5fy7GzelWywWrVu3Tnv37tXnn3+u8PBwPfnkk3r99de1d+9eeXl5FWdsoESyx/O1T58+Wrp0qXbt2qWwsDCbtQs4Ons5X7/77judPn1a8+bNK1Q7+JOZ/VqtWjVJkp+fX7blvr6+kpRj4iFHRJEJOIk6deroyy+/VHBwcL4m7mjTpo3atGmjl19+WatWrdLAgQP1ySef6KmnnpLFYimGxEDJZY/n640RzMTERJu0BzgLezlfV65cKYvFYh3tQuGY2a9BQUFaunSpzpw5k2352bNnJf1fgevIuFwWcBKPPvqoMjMzNXv27BzrMjIydPnyZUl/fjtmGEa29U2bNpUk66UfZcqUkSTrPgBsy8zzNT4+Ptfl7733niwWi5o3b56vdoCSwh5+vqanp2vt2rW69957FRAQULAPgFyZ2a+PPPKI3N3dtWzZMmVlZVmXv/vuu5Kkzp07F+Sj2CVGMgEnERISohEjRmjevHk6dOiQHnjgAZUuXVrHjx/X2rVrtWDBAvXp00crVqzQ22+/rZ49e6pOnTq6evWqli5dqvLly6tLly6S/rxXoGHDhlq9erXuuusuVa5cWY0aNVKjRo3yPP6HH36o06dPKyUlRZK0a9cuzZkzR5L0+OOPq2bNmkX/hwA4CDPP15dfflnfffedHnzwQQUEBOjSpUv69NNPtX//fj3zzDOqW7ducf5RAHbP7J+vkhQeHq6LFy8y4Y8Nmdmv/v7+mjJliqZPn64HH3xQPXr00P/+9z8tXbpU/fv3V8uWLYvzj6JomDq3LYDb9vepuG9YsmSJERQUZHh6ehrlypUzGjdubIwfP944e/asYRiGERUVZfTv398ICAgw3N3dDV9fX6Nbt27GgQMHsrWze/duIygoyHBzc8vXtNwhISHZHofw19eOHTts9bEBh2RP5+v27duNbt26GdWqVTNKly5tlCtXzggODjaWLVvmFNPmA4VlT+frDY899phRunRp4+LFizb5jCWRvfVrVlaW8eabbxp33XWXUbp0aaNGjRrG1KlTjbS0NJt9ZjNZDONv478AAAAAANwm7skEAAAAANgMRSYAAAAAwGYoMgEAAAAANkORCQAAAACwGYpMAAAAAIDNUGQCAAAAAGyGIhMoIaKjo2WxWLR8+XKzowC4Bc5XwHFwvjon+rVwKDIBAAAAADZjMQzDMDsEgKJnGIZSU1NVunRpubq6mh0HwE1wvgKOg/PVOdGvhUORCQAAAACwGS6XBRzIzJkzZbFY9Ouvv2rQoEGqUKGCfHx8NG3aNBmGod9//12PPPKIypcvL39/f73++uvWfXO7t+CJJ56Ql5eXzpw5ox49esjLy0s+Pj568cUXlZmZad1u586dslgs2rlzZ7Y8ubUZGxuroUOH6o477pC7u7uqVq2qRx55RNHR0UX0pwLYJ85XwHFwvjon+tU8FJmAA+rXr5+ysrL0yiuvqHXr1pozZ47mz5+vzp07q3r16nr11VdVt25dvfjii9q1a9dN28rMzFRYWJiqVKmif//73woJCdHrr7+uJUuW3Fa23r17a8OGDRo6dKjefvttjR07VlevXlVMTMxttQc4Os5XwHFwvjon+tUEBgCHMWPGDEOSMXz4cOuyjIwM44477jAsFovxyiuvWJcnJCQYnp6expAhQwzDMIxTp04Zkoxly5ZZtxkyZIghyXjppZeyHadZs2ZGUFCQ9f2OHTsMScaOHTuybff3NhMSEgxJxr/+9S/bfGDAgXG+Ao6D89U50a/mYSQTcEBPPfWU9f9dXV3VokULGYahf/zjH9blFStWVL169XTy5Mlbtjdy5Mhs79u3b5+v/f7O09NTbm5u2rlzpxISEgq8P+CMOF8Bx8H56pzo1+JHkQk4oICAgGzvK1SoIA8PD3l7e+dYfqt/tDw8POTj45NtWaVKlW7rHzt3d3e9+uqr+uKLL+Tn56cOHTrotddeU2xsbIHbApwF5yvgODhfnRP9WvwoMgEHlNtU2nlNr23cYgLp/EzLbbFYcl3+15vcb3juuef066+/at68efLw8NC0adPUoEED/fDDD7c8DuCMOF8Bx8H56pzo1+JHkQnglipVqiRJunz5crblp0+fznX7OnXq6IUXXtD27dt15MgRpaWlZZuxDUDR4XwFHAfnq3OiXykyAeRDzZo15erqmmPGtbfffjvb+5SUFF2/fj3bsjp16qhcuXJKTU0t8pwAOF8BR8L56pzoV6mU2QEA2L8KFSqob9++evPNN2WxWFSnTh1t3rxZ58+fz7bdr7/+qvvvv1+PPvqoGjZsqFKlSmnDhg2Ki4vTY489ZlJ6oGThfAUcB+erc6JfKTIB5NObb76p9PR0LVq0SO7u7nr00Uf1r3/9S40aNbJuU6NGDfXv31+RkZH68MMPVapUKdWvX19r1qxR7969TUwPlCycr4Dj4Hx1TiW9Xy3Gre5uBQAAAAAgn7gnEwAAAABgMxSZAAAAAACbocgEAAAAANgMRSYAAAAAwGYoMgEAAAAANkORCcDmoqOjZbFYtHz5crOjAAAAoJhRZAImO3HihEaMGKHatWvLw8ND5cuXV3BwsBYsWKBr164V2XF//vlnzZw5U9HR0UV2jPx4+eWX1b17d/n5+clisWjmzJmm5gFswWKx5Ou1c+fOQh8rJSVFM2fOzHdbv/zyi8aPH6+mTZuqXLlyqlq1qrp27aoDBw4UOgvgiOz5fP27lStXymKxyMvLq9BZnJ099+vMmTNvmum7774rdCazlTI7AFCSbdmyRX379pW7u7sGDx6sRo0aKS0tTd9++63++c9/6qefftKSJUuK5Ng///yzZs2apY4dOyowMLBIjpEfU6dOlb+/v5o1a6bw8HDTcgC29OGHH2Z7/8EHHygiIiLH8gYNGhT6WCkpKZo1a5YkqWPHjrfc/t1339V7772n3r17a/To0UpMTNTixYvVpk0bbdu2TaGhoYXOBDgSez5f/yopKUnjx49X2bJlC52jJLDnfu3Vq5fq1q2bY/nkyZOVlJSkli1bFjqT2SgyAZOcOnVKjz32mGrWrKmvvvpKVatWta57+umn9dtvv2nLli0mJvw/hmHo+vXr8vT0tHnbp06dUmBgoC5cuCAfHx+btw+YYdCgQdne7927VxERETmWm6F///6aOXNmtpGQJ598Ug0aNNDMmTMpMlHi2PP5+ldz5sxRuXLl1KlTJ23cuNHsOHbPnvv1nnvu0T333JNt2e+//64//vhDTz31lNzc3ExKZjtcLguY5LXXXlNSUpLee++9bAXmDXXr1tWzzz5rfZ+RkaHZs2erTp06cnd3V2BgoCZPnqzU1NRs+wUGBqpbt2769ttv1apVK3l4eKh27dr64IMPrNssX75cffv2lSR16tQpxyUjN9oIDw9XixYt5OnpqcWLF0uSTp48qb59+6py5coqU6aM2rRpU6hi2MxRVMBMWVlZmj9/vu6++255eHjIz89PI0aMUEJCQrbtDhw4oP/X3r2GNPm+cQD/LvNYmpWOCEqnkGRGgSAeqmGQkkpmjUqjLLPsQGIZkkGEVEhBphUGC6pRajnLQgmFDqDYwaIiOlvp3kSakjaV0PT6vwhHa9Zv2vrP7PuBvfB67t3PczuvR+5n9yE6OhpeXl5wdXWFSqVCSkoKgG/znwcezuTk5Jhy+VfDzoODgy2G2k2ePBnz58/HixcvbNtIolHCXvk6oKGhAUePHkVeXh7GjuV3RLZi78/1eyUlJRARrF692iZtszf+lRLZSUVFBfz8/BAeHm5V+dTUVOh0Omg0GmRmZuLevXvIzc3FixcvUF5eblb2zZs30Gg02LBhA5KTk3H69GmsW7cOwcHBmDVrFhYsWID09HQcO3YMe/bsMQ0V+X7IyKtXr5CYmIi0tDRs3LgRAQEBaG5uRnh4OLq7u5Geno7JkydDp9NhyZIlKCsrQ0JCgu1+QUSjXFpaGs6ePYv169cjPT0djY2NOHHiBB49eoS6ujo4OjqipaUFUVFR8Pb2xu7du+Hp6YmmpiZcvnwZAODt7Y2TJ09iy5YtSEhIwLJlywDA4gm5NT58+AAvLy+btpFotLB3vmZkZCAyMhIxMTEoLS39o239l9j7c/1eUVERpk2bhgULFti8nXYhRPR/19HRIQAkPj7eqvKPHz8WAJKammoW37VrlwCQmzdvmmI+Pj4CQGpqakyxlpYWcXZ2lszMTFNMr9cLALl165bF+QbqqKqqMotnZGQIAKmtrTXFjEajqFQq8fX1lb6+PhERaWxsFABy5swZq9onIvLx40cBIPv27bP6PUR/i23btsn3/3Jra2sFgBQVFZmVq6qqMouXl5cLALl///5P67ZF7tTU1IhCoZC9e/cOuw6i0WKk5WtlZaWMHTtWnj17JiIiycnJMm7cuCG0iERG3uf6vadPnwoAycrKGtb7RyIOlyWyg8+fPwMA3N3drSp/7do1AMDOnTvN4pmZmQBgMVw1MDAQ8+fPN/3s7e2NgIAAvHv3zuprVKlUiI6OtriOkJAQzJs3zxQbP348Nm3ahKamJjx//tzq+on+ZXq9HhMmTMCiRYvQ2tpqeg0MZb116xYAwNPTEwBQWVmJ3t7eP3ItLS0tSEpKgkqlQlZW1h85B9HfzJ752tPTgx07dmDz5s0IDAy0SZ30zUi6DxcVFQHAqBkqC3BOJpFdeHh4AACMRqNV5Q0GA8aMGWOxEtmUKVPg6ekJg8FgFp8+fbpFHRMnTrSYY/ArKpVq0OsICAiwiA8Ms/3xOohocA0NDejo6IBSqYS3t7fZq7OzEy0tLQAAtVqN5cuXIycnB15eXoiPj8eZM2cs5mIPV1dXF+Li4mA0GnH16lVui0A0CHvm69GjR9Ha2mpauZRsZ6Tch0UExcXFCAoKGtZUh5GKczKJ7MDDwwNTp07F06dPh/Q+hUJhVTkHB4dB4yJi9bn+xEqyRPRNf38/lEql6en1jwYWkVAoFCgrK8Pdu3dRUVGB6upqpKSk4MiRI7h79+5vdQp7enqwbNkyPHnyBNXV1QgKChp2XUSjmb3ytaOjAwcOHMDWrVvx+fNn0yiozs5OiAiamprg5uYGpVL5ew38R42E+zAA1NXVwWAwIDc397fqGWnYySSyk7i4OGi1Wty5cwdhYWG/LOvj44P+/n40NDSYLc7T3NyM9vZ2+Pj4DPn81nZYf7yOV69eWcRfvnxpOk5E/83f3x/Xr19HRESEVQ90QkNDERoaioMHD6K4uBirV6/GhQsXkJqaOqxc7u/vx9q1a3Hjxg2UlpZCrVYPpxlE/wR75eunT5/Q2dmJw4cP4/DhwxbHVSoV4uPjuZ3JMNn7PjygqKgICoUCSUlJw65jJOJwWSI7GdhQOTU1Fc3NzRbH3759i4KCAgBATEwMACA/P9+sTF5eHgAgNjZ2yOcf2My5vb3d6vfExMSgvr4ed+7cMcW6urqg1Wrh6+vL+SJEVlqxYgX6+vqwf/9+i2Nfv3415eWnT58sRiDMnTsXAExDtdzc3AAMLZe3b9+OixcvorCw0LQSIhENzl75qlQqUV5ebvGKjIyEi4sLysvLkZ2dPfyG/ePsfR8GgN7eXuj1esybN2/QqU5/M36TSWQn/v7+KC4uxsqVKzFz5kysXbsWQUFB6Onpwe3bt6HX67Fu3ToAwJw5c5CcnAytVov29nao1WrU19dDp9Nh6dKliIyMHPL5586dCwcHBxw6dAgdHR1wdnbGwoULfznsZvfu3SgpKcHixYuRnp6OSZMmQafTobGxEZcuXcKYMUN/bnXu3DkYDAZ0d3cDAGpqanDgwAEAwJo1a/jtKI1KarUaaWlpyM3NxePHjxEVFQVHR0c0NDRAr9ejoKAAGo0GOp0OhYWFSEhIgL+/P4xGI06dOgUPDw/TwydXV1cEBgbi4sWLmDFjBiZNmoSgoKCfDn/Nz89HYWEhwsLC4ObmhvPnz5sdT0hIMD2EIiL75aubmxuWLl1qEb9y5Qrq6+sHPUbWs+d9eEB1dTXa2tpG1YI/JvZc2paIRF6/fi0bN24UX19fcXJyEnd3d4mIiJDjx4/Lly9fTOV6e3slJydHVCqVODo6yrRp0yQ7O9usjMi37UdiY2MtzqNWq0WtVpvFTp06JX5+fuLg4GC2ncnP6hARefv2rWg0GvH09BQXFxcJCQmRyspKszJD2cJErVYLgEFfg22vQvQ3+nHp/AFarVaCg4PF1dVV3N3dZfbs2ZKVlSXv378XEZGHDx9KYmKiTJ8+XZydnUWpVEpcXJw8ePDArJ7bt29LcHCwODk5/ecy+snJyT/NOQDS2Nhoy6YT/XVGUr4OhluYDM9I/FxXrVoljo6O0tbWZpM2jiQKkSGsBEJERERERET0C5yTSURERERERDbDTiYRERERERHZDDuZREREREREZDPsZBIREREREZHNsJNJRERERERENsNOJhEREREREdkMO5lERERERERkM+xkEhERERERkc2wk0lEREREREQ2w04mERERERER2Qw7mURERERERGQz7GQSERERERGRzbCTSURERERERDbzP1xc2eK079IfAAAAAElFTkSuQmCC", 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", 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", + "image/png": 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", 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" ] @@ -1226,7 +1331,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1238,6 +1343,96 @@ "source": [ "two_groups_baseline.mean_diff.plot(sankey_kwargs = {\"alpha\": 0.2});" ] + }, + { + "cell_type": "markdown", + "id": "0eb03472", + "metadata": {}, + "source": [ + "## Add counts to proportion plots\n", + "\n", + "By default, the sample counts for each bar in proportion plots are not shown.\n", + "\n", + "This feature can be turned on by setting `prop_sample_counts=True` in the `plot()` function.\n", + "\n", + "**Note**: This feature is not compatible with `flow=False` in `sankey_kwargs`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee12ee15", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_dabest_object.py:115: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", + " all_plot_groups = pd.unique([t for t in idx]).tolist()\n", + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), proportional=True)\n", + "two_groups_unpaired.mean_diff.plot(prop_sample_counts=True);" + ] + }, + { + "cell_type": "markdown", + "id": "a363d741", + "metadata": {}, + "source": [ + "The sample counts kwargs can be utilised via `prop_sample_counts_kwargs` in the `plot()` function.\n", + "\n", + "By default, the following keywords are passed:\n", + "\n", + "- 'color': 'k'\n", + "- 'zorder': 5 \n", + "- 'ha': 'center'\n", + "- 'va': 'center" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fa318c87", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/anaconda3/envs/DABESTDEV/lib/python3.11/site-packages/seaborn/categorical.py:641: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped_vals = vals.groupby(grouper)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(prop_sample_counts=True, prop_sample_counts_kwargs={\"color\":\"red\"});" + ] } ], "metadata": { diff --git a/nbs/tutorials/04-mini_meta_delta.ipynb b/nbs/tutorials/04-mini_meta_delta.ipynb index dcac4a8e..55119e65 100644 --- a/nbs/tutorials/04-mini_meta_delta.ipynb +++ b/nbs/tutorials/04-mini_meta_delta.ipynb @@ -327,8 +327,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:39:44 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:00 2024.\n", "\n", "Effect size(s) with 95% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -368,8 +368,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:39:47 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:02 2024.\n", "\n", "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.221, 0.768].\n", "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", @@ -862,7 +862,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", + "image/png": 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", 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", + "image/png": 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", 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", + "image/png": 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", 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" + "
" ] }, "execution_count": null, @@ -961,9 +961,9 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, diff --git a/nbs/tutorials/05-delta_delta.ipynb b/nbs/tutorials/05-delta_delta.ipynb index 9dfe1c32..c3152ce7 100644 --- a/nbs/tutorials/05-delta_delta.ipynb +++ b/nbs/tutorials/05-delta_delta.ipynb @@ -289,8 +289,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:44:01 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:04 2024.\n", "\n", "Effect size(s) with 95% confidence intervals will be computed for:\n", "1. M Placebo minus W Placebo\n", @@ -330,8 +330,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:44:04 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:06 2024.\n", "\n", "The unpaired mean difference between W Placebo and M Placebo is 1.23 [95%CI 0.948, 1.52].\n", "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", @@ -367,7 +367,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -437,7 +437,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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cmqf4kJ1L/EPH0Zw+ktMfYLQePKP+MCRJYmqgi++8MEkqX+LH566TLT74DYMgCILw6InALQiC8DmT/Z1M9Hfwya1lNhKfdQ1x2qz84NQBfC4HP78wzVr8/jPQkqwQmjyDqeukZ87i7BjB3T1OduFTatkv71xy5/ZGs0569tw3que+ozPk5YenD6EqMj85d4PVB4xdEARBePRE4BYEQfgcSZJ4YXyAnoifX1+d37WCo2ZR+e4Lk/RE/Lx/eY7Ztdh9j6HanAQnXqaW3aawfhP/8HFs/g6Stz6gWXnw7PjO7e/Ug6fWKW3NPpLH5XbY+MGpg3SHfbx/eZbL8+uPJMwLgiAIX0wEbkEQnnvlWp1bK9u7wqcsS7x6ZASfy867l2YpVWs7P1MUmdeOjDLeH+X8rWUuza3dN7jaA114eg+QX7lGPZ8kNHkGRbOTvPneQ3UuadeDj5Nduky98Gg6jVhUhdeOjHJ8rI8bi5u8e2n2C7uvCIIgCN+cCNyCIDz3NpM5Pp1Z4ZPp3YvcqIrCm8cnUGSZX17cHUwlSeLkxADHx/q5sbTJxzcW0Y17e3V7Bw5h9UZ2OpXs6lxifnFvbwDf4DE0p5/U9IcPFdIfhiRJHBzq5s0T4ySyRX587gb5UvWRHFsQBEG4lwjcgiA898Z6o7x0YIi5tfg9i9zYrRa+fWKCar3R7tF9V6huB9cuzhweYXk7zbuXZmm2drf/kySZ0OQrAKSmP0K1uwhNvvrQnUskWSE0dQZTb5KZPftIS0B6wn7ePn0QSZL48bnrrCdEXbcgCMJeEIFbEASBduh+7dgY64kMv7o0Q6P12Wy212XnzWPjJHJFzt5Yuif0DnWF+fbxCZK5Ij/75BbV+u7OIopmJzR5hno+QX7lOjZ/B/6RkxQ35yhufXm/bdXmIjj+MpX0JsWN6UfzgG/zOO289dIBOgJe3r00y9WFDVHXLQiC8IipT3oAgiAID6vVaqHrX76AzNdhGjodPievHhri/asL/OTj67xxbBSbZgHA57RycryXj64vYVVlDg9377p9wG3jzaOjvHt5jr/68CrfOj6G22Hb+bnqCuIdOExu+SpWbxh31yjNSo7swgUsdjc2f8cXjs8e7MbTO0Vu+QpWTxirN/zIHrumqrxxbIxri5tcXVgnWyzz8qFhNFW8RAiCIDwKkimmMp64S5cuceLECS5evMjx48ef9HAEYV9qtVrcunWLavXR1xobuQ3MxAzSwMvImoNitcHV1RSKLHF0IIxd+yx4riQLLMbyTPYE6PI77zlWtdHi6kqSpm5wpD+Ex2EFwG63Mzk5SXbmQxrFNB3H30Kx2klef49GKU306PexODxfOE7T0Ilf+yV6rUzHibdQLLYv3P/rWE9k+PDaAg6blTePjeFx2h/5fQiCIDxvREmJIAhPBV3XqVarWCwWnE7nI91sFhm5mkKaewdrPU1HyM+ZgwNomsb1jRyGrO7sO9XfwXBXkKVkiaou3XOskN/Lq4cG8bmd3NjMU2lJWCwWqtUqhmEQnDiNpCikpj8E0yQ4+QqyxUry5vtfusjNTn9vo93fey/mS3ojAd5+6RCmYfLjszfYSGa//EaCIAjCFxKB+xH7N//m3yBJEv/oH/2jJz0UQXgmaZr2yDdnzwE8x/8OimajPv1TWqvn8DqsnDk4gMOmcXExQamuo2kaVquVI8NdRP1urq+lqLXMe47ncth5ZaqfqN/N1dUkicJdLQUtNkKTr9IoZcgtX0GxWAkfeAO9USV168s7l6hWB8GJl6lmtiis39yT59jrsvP26YNE/G7evTjLjaVNUdctCILwDYjA/QhduHCBP/3TP+Xw4cNPeiiCIHxFqieC+4W/i9Y5SX3jOqVL/w21luWl8R7cDivn5zaJZ9sL4MiSxPHhThxWjQvzm1QbzXuOpygyx0c66Q15uLGWZDmR3wmtVk8I3+AxChszVFJrWBwewlOvUsvFyC5e+tKx2gNdePva/b1rucSjfSJu0ywqbx4f59BwN5fm1vj11fl7OrAIgiAID0cE7kekVCrx27/92/zZn/0Zfr//SQ9HEISvQVYsOCe+hfPA9zHqFUpX/hJ96yonh0JEvA4uLm6znmqvEqkqMidHu5CQ+HR+i+Z9TuaUJYmD/RFGOgMsxQtcmFnFMNqh2909jiPcR3r2HM1qEZu/E//ICxQ3Zyltf3nnEu/AYazeMKmZD9EbtS/d/+uQJImjo728fmyczWSOd87foFjZm/sSBEF4lonA/Yj8g3/wD/jhD3/Id77znSc9FEEQvqJquUhifX5nBlqLjOA6/ndQXGFqKxeozfyKQyHoCbq5thxjcbvdr9qmqZwc7aJSb3JpIbYTpu8mSRIjnX4mewIsbqZ478osLV1HkiSCY6dQLLZ2KYmh4+4aw901Smb+ArXs/ZeM/+y4MsGJV8A0Sc189FCL6Hxd/dEAb710kJZu8Ndnr7Odyu/ZfQmCIDyLROB+BP7iL/6CS5cu8Ud/9EcPtX+9XqdQKOxspVJpj0coCMIXSSxcInflr5j94P9LId0u0VAdXlyH3kLrPIBeSlKb/5BRaYOhsIuZjRTT60lM08TtsHJipItMscKN1cQDa527/E5eOzrCdrrAzy9MU2s0kVWN0NQZmpX8ziI4/uETWH1RUtMf0KwWv3DcqtVBaOJl6rk4hbW9qee+w+928PZLhwh5Xfzi02luLm+Jum5BEISHJAL3N7S+vs4//If/kP/8n/8zNtvDtej6oz/6I7xe7872+uuv7/EoBUH4It3DB3GF+7EUN9k6+xfMX/g51UoRSbViH34Z28ALIMs0k4v0lm8w5m2xFMtydTmOYZiEPA4ODURZT+VZ2H5wV4/ukI/vn5yiUK7xzvmblKo1NFeAwMgJilvzlBMrO51IHrZzic3fiafvIPnV69Sy24/6qdnFqql86/gEBwa7uDi7yofXFmjtUV90QRCEZ4now/0N/eVf/iW/+Zu/iaIoO9fptz8ulmWZer2+62fQnuGu1+s731+5coXXX39d9OEWhC9Qr9e5cuUKTqcTTdMe6bGb6RVqW9NgdZBPblPLbtFQXNj6jtM3dhjVotHMrFHfuonZqiMpFhK6h+man0jAz/HhThRFZn4rzdxmmqNDHXQHP+up3Wg0KJfLHD16FKvVSqFc5RefzqAbBt8+MYHf7SA9e5Zqap2OYz/A4vTSrOSJXf4pVk+I8ME3kKQHz4+YpkHi+rs0yzk6jr+FanU80ufnfpa3U3x8Ywmv08Ybx8Zw2R99T3BBEIRnhZjh/oa+/e1vc/36da5cubKzvfDCC/z2b/82V65cuSdsA1itVjwez87mcrmewMgFQbhDDfRj6zmI3GrgD3cRnXoVp1WltfQBM+/9BZvLsyi+HuyDp5BtHpAUItY6h9QNEtvrnJtdp9HSGekM0BPycG05TrpQeeD93VlO3WHV+OknN4mlCwRGT6LYnCSnP8DQm1gcXkKTr1LLxsgtfXHnEkmSCU28DEB6j+u57xjsDPHWqQM0mi3++uMbxDKirlsQBOFBROD+htxuNwcPHty1OZ1OgsEgBw8efNLDEwThIRiGSdPRgX3oJSRJRq7l6DhwhvDIcVxmmeLNn3Lrw/9OtlzHPnQaxe4BwyAcCnDMkye3OcdHV2eoNVsc6o8ScNu5uLBNsVp/4H3arRrfe3GKsM/NLy/NsBLPEZ58Fb1WIjN/AdM0sQc68Q+foLAxS2l74Qsfg6LZCU2eoZ5Pkl+5/qifovsKeJy8ffoQAY+Dn1+YZnp1W9R1C4Ig3IcI3MIu1XqD7XT+vt0WBOFZtZrM8/71FaYTNZS+k6jeDprJJWwuH90nf4Ng5wCO8gbxC3/JzJWPaYYmUD0R9FKGQLiTF/tc1FJrfHD2E8qVEseHO7FpKhfmtqg1Ww+8X4uq8ObxcQY7g3x4bYG5RBn/yIuU48uUY4sAuHY6l3xCLRf/wsdh80XxDhymsH6TambrkT5HD7xPzcK3T0wy0d/BhekVPr6xiK7v/Qy7IAjC00TUcO8Dly5d4sSJE/uihnt2Lcb5W8tYLRZ6Ij76ogE6g17U+5TGCMLjtJc13C3dYDmeYymWQUJiqNNPr7VKK3YLyWJF6zpEq5ggu3iRci5FVXFh7ZyiO+yH7DKyK0zT6uP8jUUausmLh8ZxBrr4eGYDm6ZyfDBCvVbdqeH+PNM0uTy/zo2lTSb7OxlS4pTjy3Qc+x6aK4Bp6J/VaB/7Pqrd/cDHYpomyRvv0ihm6Djx9mOp575jaSvJ2RtL+N0OXj82htN272MVBEF4HokZbmGXsd4ob790iNHeCMlciXcvzfK//eoi71+eY2krSeMLZusE4WlVrNYpVuucmeqjO+hmbjPNh+t1Mv5DmJJCfeUCisVG5IXfoHPyFH4rmBsXWLh1kZTpRS9lUIvbnHnxOC63m7NXpkkvXuKFfj+laoOrKwmML5jbkCSJ42N9nJoaZGY1xo2SB9XuJnXrQ4xWo925ZOpVZFUjcfN9jNa9K1vefazgxMtIskJqut3f+3EZ6grz/VMHqNab/PjsDRLZwhfub5omrXqFejH9mEYoCILwZIgZ7n1gP81wf16uVGE9nmUtniFdKCHLMh0BD72RAH1RP3bro51pFIQH2csZ7kS+zOXFbWyaygsjXQDMbqbZzhRx2yxM2LM4anFUTwda1wGMSo7y2mVysRXKdYOWPUTEY8XtdGDpOsyl1Qzx7XUO+A3s4X4uxk0ibit/9603vrR96Go8w4dX5wk5Zcb1RZyhbkKTZ5Ak6a7OJWHCB1//ws4ltXyCxNVf4O6ZxD907JE+X1+mWm/y/pU5krkiJ8d7GQ67aNVKtGpFmtXS7cslWtUSpqEjKyo9r/xdJEl6rOMUBEF4XETg3gf2c+C+W7laZy2RYT2eJZ4tgAkhn4u+aIDeSACPU7QFE/bOXgZugFK1wacLWzSaOkeHO4h4nWRLVWY2UmSKVTq1Kv1sY7fbsfYcQba5aaaWKa5dI5+JU24pWDWNgM+Hu+8w0wUrq+urjNnySBYrNwpu3v7WGY6O9X/pWBLZAr+6NIurlWNC3SI6cQp39wQA1cw2yRvv4u6ewD/8xX8vCuu3yC5dJnLwDezB7kfyPH2eaZoYzfpdIbpIq1aiUSmyvLZGOpUi4HHRHfYhKyqq3YVqa28WuwvV5m5/7/CIwC0IwjNLBO594GkJ3HerNZpsJNsz39upPLph4Hc7bs98B/C7HeLFU3ik9jJw64axc6LwlaUYiXyF8Z4gwx1+ABK5MtMbKWrlIkPSFhG7jrNrEjU4gNmsUt+eprg5Sz6fp6m3cNjs+AeOsGXpZWEzSY+UpFEpUnQN8IM3X2Wop+NLx5QrVfjlpzNYsvOMu+sMvPg2Vk8IgOLmDJmFiwTHX8LVMfzAY5imSerm+9QLyXZ/btvXa0FqGjqteoVWdXeovrPdXeKiaLadQK3aXGwXmlxZS+PzB3ntxCGcdlHXLQjC80cE7n3gaQzcd2u2dLZSOdYSWTYTWRqtFi67ld5ogL5IgLDPjSyL8C18M3sZuFcTOWY2UvSFvQxEfKwl8yxsZ+gMuDkyEEVRZAzTZCNVYG4jia24Ro+aJdTRh7PvMJJqpVVMUNu6SSG+RqmQRzKaWIJ91LtOMxMrEJIKuJQmqZrM22++Qv/Q2JeOq1yr86tPb2GunWes08fomb+FYrFhmiaZ+U8ox5eIHPo2Nl/kgcfQm3Vil36CotmJHvkOknz/E6CNVmMnUDc/F6j1Wnmn3Z8kSZ8FavvnvtrcyKrlnmMnc0XeuzwHwBvHxgj7HnzSpyAIwrNIBO594GkP3HfTDYN4psBaPMN6Iku13sCmWeiJ+NsdTwJeFEWcqyt8dXsZuGuNFsvxLGvJdkvM7qAHp83C/FYGp83CiZEuHNZ2kGx3NMmysbqMv7JM0OskOv4imjuEaejtVSu3Z8gnN2iUsuiKg1L0BZaqTo6ND1JILJPN5Pj+iRF6D5z60i4ijWaL9z65Sn3hfYaHR5l85W8gSdLtziW/olnOf2nnknohRfzKz3CE+3F1juyepb4dsvXmZz3DZdXSLvWw31360d4Um/MLa8cfpFpv8N7lOdKFMi9NDTLS8+A3CYIgCM8aEbj3gf0UuPOlKsvbKUZ7It/4o1/TNEnmSqwnMqzFMxQrNSyqQnfIT2/UT3fYh6aqj2jkwrNur2u4of1pzWoyz0o8R72p43Vo5Ct1NFXh2HAnIc9n4bjWbLG4vk1p9QoOo0ywf4qOoQPIsoLRqNKIzVCJzVNOrlFvNklrPZQ6X6K3p5diNkE1vcFrAzY6xk7g7Bj5whIsXTf46Ow58rMfMHD4ZQ6dfLV9fbNG/PLPkGSZ6NHvgyTdU0t9J1CXE8tU05s4wv1oTh+K1X7XTLV716y1rFr3pCRMNwwuTK8wtx5nvK+DFyb6UWTxBlwQhGefCNz7wH4K3Cvb6Z2FK7ojPsZ6o3QFfd+4JMQ0TXKl6u2Z7wyZQhlZlukMeumLBOiJ+LFb7/0oWhDueByB+w7dMNhMF1mKZSlUahSrDTRV4YWRLgaivl1htFipsTp7hWZyEdkZoGvyJcKBdu13q5ikvn2L8votKsUMVWuQdW0Eb/8hJFnBWkty3FvE6Y8QHD2Fxel94JhM0+STX/+M2PwlohMvc3Ckl1atRC0fJzP/CbKqYfN17oxNVpRdIVqxuihuztCqFuk6+RtfeF97bXYtzoWZFUJeF68fHRO/+4IgPPNE4N4H9lPgBmi0WixvpZlbj5MtlnHZrYz2RBnpCT+yNoClao212+0Gk9kiAGG/m75ou/TEZRcdT4TdHmfgvsMwTRK5MgtbaRa2s1TqTSZ6Q7w61YdF3V0LnUlsEpv5hGq9AdEDjIyM4nVYMQ2damyB8tInKPUMhQasNv1UfSNYQ4MMhexMatsY9Qqe3gN4eibQG7V7Z6prJZqVIksLM8SyFazREU4MBNAcbgy9QWlrvt25ZOSFdumHZr9nltpoNdi+9BMUVSN69HsPrOd+HBLZAu9fmUeSJN44NkbI+/VO6BQEQXgaiMC9D+y3wH2HaZqk82Xm1uMsx9IYhkFfNMBYb5SOwKNr4VWtN9lIZFlPZNhK5zEMA7/bSV+03evb5xIdT4QnE7jvME2TTLHKhfktZjdSuOwar0z2MtIVRL3rnASjWSMx/ynp2AYZNYK7e4LxnjCKZFLKpelSMmTnz1MqlVkpW0gZLqqObo6N9jBmSVCOLyNJErZAN6rNiSTLqDbnrtIPSVFZvPgeyzkd19irvH58HE1VKWzMkF388s4l9WKa+JWf4eocITBy8nE8fQ9UrtV5//IchXKNv/3GMVFiJgjCM0sE7n1gvwbuu9UbLZa2k8ytJ8iXKngcdsb6Igx1hbFpj+7j4EarxVYyz1o8w2YqS7Ol43bYdtoNhn0uEb6fU08ycN9tI1Xg3WvL5Mp1+sIeJnvDDER8aJb2bLFpmtQTi6SXrpKs6BSsUaIuDb/Wor8rQiOzQW7lGo1aha2alXjTSkn2MTZxgJcnuqkkV9DrFdzdEwTHT6FY7v20p5aLs3jur5ktO9E6J/n2iQlsmoXM/HnK8WUih7+NzfvgkxKLW3Nk5i8QmjqDM/zlfcH3kq4bpAslIn7PEx2HIAjCXhKBex94GgL3HaZpksgWmVuPsxrPIAH9HUHGeiOEfe5HGoZ13WA7k2c93p79rjWa2K0avRE/vZEAHUGPOOHqObJfAjdAvdni7K01VuJprLKJxyrR5ZLodxvYzBpmo4beKNPKx6jWGyRNHxXFw8GpKYYHB1A1O8lbv6awOUO6JrGSM6ibCpGhQ5x+/Xt49Cy55StIskJg5CT2UO89v1v5tRtsz1zgVqsbnGG+88IEbrvW7lxSKbQ7lzyg77ZpmqRnPqKa2aLj2A+wOETYFQRB2EsicO8DT1Pgvlu13mRxM8n8RpxipYbP5WCsN8pQVwjN8mg/GjYMk1S+yGq8vdJlqVpDU1W6wz76ogG6Qr57amqFZ8vjDtymaWK26piNKkazgtmoYDSqmI0KZqNKq1ljLgsreROrRUZSLBiyhQ6fg+EOP16PB0mx0EguUklvsVF3Ug4ewON2cmy0j/6OALmly8Su/Ix0Ns9ywaRpSHh9AULDxzh05BhG7CaV1AaOYDf+kZOoNueu8SVvvEcxE+emOUhVV/jWiXECTguxyz9FVlSiR753377YAEarSezyT5BklejR7yEropxDEARhr4jAvQ88rYH7DtM02U7nmVuPs57IIssyg51Bxnqje3IilGmaZIuVnXaD2WIFRZbpDH3W8eRRlrkI+8NeBm6jVkIvpzEaFcxmtf21UcU09J19ZIsVyeJA1uxImgNZcyBpdjbyLW5u5vDYrYR9TjZTBaqNJmGvk6EOPwGXjVpymcrGDULdQ2xqg6zn6gQ8Tk6M9+OTSmxfeoettWWWsw0k1YrP7aCluuiaPMVoT5jy6mXMVhPf4BFcXWM7fbD1Zo3YpZ9gKjZutHpIF6u8fmSUiFMifuVn2LwRQgdef+AnT41Shtjln+GMDhIcO/VIn1NBEAThMyJw7wNPe+C+W6XWYH4jwcJGgnKtTtDjYqw3ykBncM9moAvl2k74TuVKIEHU76E36qcvEhBLST8j9jJwNzNrNLZnkDT7TpCWNceugP1FHT2ypSoXF7aRJDg+1Eml0WRxO0uxWsfntNEbdOEwivRYikhmCzMyxY00pHJFusN+Dvd6aSyfZ3VxhoXtLFabg76OIJl8mZYjxOCh03SpRSrxRTRXgMDYi2iuQPt5ubOoTecoN0oe1uNZXjowRI+zSfLG+3h6JvENHXvg2Evb86TnPiE0+QrOyMAjfV4FQRCENhG494FnKXDfYRgmW6kcc+txNpM5VFVmqCvMWG8Ev9v55Qf4mqr1Bmu3a75jmQKGYRD0uOiLBui93fFEeDrtZeA2DQMkvtYKinfUGi0uLmxTqNY51B+hO+gmWaiwtJ0lkSuiSibfPnWUSHODWmoVZ8cwJfcglxe2KFXqDHX46DPW2Fya4fpqCp/dwpGxPpK5UrtvfaCf0fFDuEqLtKpFPD2TePoPISt3dSiZfJWbSZ3Z9RhHRnoYsBbJLV0mOHEaV3To/o/dNEnPfkw1tUHH8R9gcTy5/tyCIAjPKhG494FnMXDfrVStMb+RZGEjQbXeIOxzt2e9O4J7usx7o9liM5m73fEkR0vX8Tjt9N3ueBL0OkXHk6fIfjpp8kF0w+DGapKNVJ7BqJ+J3hCyJJHIFphZi6M4vDjtNgbcBqHKInanG//4K6xk6lxb3KDZbDHmKNBKzHFpNUfAbefUcJgWKluJFPlqE1vnBCM9YSzZJVSrg8DoSay+DlK3PqCWi9Fx7C1mtgtcnl9jpDvCqCVONblK9PB3sHrD9x23oTeJXXoHSZKIHvuBqOcWBEF4xJ75wH369Gn+7M/+jIMHDz7poTzQsx6479ANg41Elrn1ONvpPJpFZbg7zHhvFI/Tvqf33dJ1ttN3Op5kqTebOGxWeiPtspNIwC06nuxzT0PghvaM8Woiz631JAGXnePDnWDqlMtlhkYnWNhKs7iVhFadiB5jwNWia/IUlmAft1Zi3FrZxlZL4szNspCo4In0cqZPQ5VNSg2Jza0tyqYFb+9BBlwN5EoaZ3QQb/9BktffQ1IsdBz7Hovbac7eWKIr6GFCWsdslL6wc0mjnCN++R0c4X6C46cf75MmCILwjHvmA3dnZyeZTIZ/+k//Kb//+7+Pzbb/VjB8XgL33QrlKnPrCRY3k9SbTToCXsZ6o/RG/XsefA3DJJErtJeZj2cp1+poFpWesP92xxMvqiI6nuw3exm4C5U66UKFqN+F4xEtM54uVLi0uI0iyxwZCCEbLY4ePYrVaqVSazCzGmNmdYtSaoOIXODw+BADh16h1jK5srDOytIS5tYlcoUSjoHjfHcigJ7dQLZYSReqbMdj1Cw+Ij1DdElpLIqMq3OEwsY0ro5hAqMvspnM8f6VOTx2C1PSMnab9XZHkvs/xlJskfTsuS9dPEcQBEH4ap75wF0oFPi93/s9/vRP/5TBwUF+9KMf8Z3vfOdJD2uX5zFw36HrBqvxNHPrCRLZAjbNwkhPhNGeCG7H3r85Mk2TdKHMeqK9zHy+VEFRFLpDXnojAXrCfqya+Hh9P9jLwL0Sz3JzLQmAy64R8TqJ+lz4XDbkb1B2VKk323Xd5SrDERfff/1lrNbPTuJttFrMrSW4evMmme1Vuv0OTp1+le6eXrLFCpduzrH06S+oFpLYeo/wN7/1CkbsJo1SFtnuZiueJJnK0HJ10BEKEJWyKLKC3qwSOfQtnJEBUvkSv7o4g2w0OSivEIx2EZp67YHlVOnZs1SSq0SP/QDN6fvaj10QBEH4zDMfuO+4cOECf//v/32uXLnC3/t7f48/+ZM/IRy+fz3j4/Y8B+67ZYsV5jfiLG4mabUMusI+xnojdIf8yPLjqbUulKusxTOsJbKkckUkSaIj4GmfdBkJ4LDt31KGZ91eBu7VRI5ba0lcdg1VUShVGzRaLSyqQsTrJOJzEvY4vlanHV03uLSwyWo8y7dPH+Pk5NA9/5913WBuaYULF86RL5bp7R/ixLFj9ET8bKWy/Pgv/z9U40tI/n6+9zf+Nl1qkdzKVQAMi5P1tVXSxQp4uulyS7hLa6hWO32v/TaaO0ChXOOXF6epFrIc1DbpGz2Eb/Dofcdr6C3il9/BNE06jv/ggbPhgiAIwsN7bgI3gGEY/Lt/9+/4F//iX6AoCr29vffsI0kSV69efazjEoF7t2ZLZzWWZm49TipfwmGzMtoTYaQnjNP2+Fr8lWt1Nm7PfMcyBUzTJORz0xdpl57sdd25sNteBu5qo8l6ssBaMk+92cLrsOF325GBVLFCoVJHkiQCLjsRn5Ooz4nzK7z5qtfrzKzFKWGjryPEq4dH7rs4lKG3uHnpY67cmqMkuejsH+XQSB/dYS//+3//H2QXPqWpeRg6+V3ePDpOY/smpdgSFrubii6xtrJIvg6KK0S4Mo/f5aD/zf8Ldn8H1XqTdy/NEN9c5aAjw9SJV3FGB+873mYlT+zSO9hDPQTHX36kJxebho7eqKLXq+2vjQqG3sLbt3/PsxEEQfimnqvA3Wg0+Ff/6l/xx3/8xwSDQcbHx++737vvvvtYxyUC94Ol8iXm1xMsb6fQDYOesJ+x3ihdIe9j7TBSb7TYSLbbDW6m8ui6jtfluD3z7SfoER1P9trjOGnSME0SuTJryTzJfAWLItMddBPxOanUm8RzZdLFKoZh4LRpRH1OIj4X/i8pPWk0GpTLZSI9g5yfXsWmWXjj+NgD21SWk2vMXf6QhaxB0daJ1+tnqDvEwtws+fmPaeoS9BznpeNHGA1aKC5fplHKYPVGSOcKbK6tkG/KUMszFrHTe+xb+AaPopsy71+ZY2n2Bgc8NV54/S2sntD9x5BYITX9EcGxF3F1jn7pc3e/IK03anddV2lfbjZ23U6SFVSbg84X/ifxOyQIwjPruQncv/jFL/jd3/1dlpaW+N3f/V3+9b/+17jd7ic9LEAE7ofRaLVY3koxtx4nW6zgstsY640w3B3B/ohOcntYLV1nK5VnLZ5hI5ml0WzhtFnbC+1EA0R8nsdWAvM8edxdSir1JmvJPOvJAo1Wi4DbTl/YS8jjIFuqkciVSeTL1Jt3lZ54nYS995ae3AncR48epd4yee/yLOVanTOHR+iNBO57/61aidT0RySTSWJqN7GGHd0wyWfTBMtz0ChT9IwS6B7h8HAXXZYixdVrmKaJ5o2ysbHG5toymVKdaDjE1Eg/kbFTaP5Ozt1Y5Oql80wEZF797m9gsd+/c0l67jyl2CLhqVdRLLbbQfqu7UuCtGK1o1hsKFYHimZvb1Y7iuX2V82OrGoiaAuC8Mx75gN3MpnkH//jf8x/+S//hUOHDvG//q//Ky+++OKTHtYuInA/PNM0SeZKzK3HWY2lMYG+SICxvghRv+exv3DrhkEiU2QtkWE9kaVSq2O1WOiN+OmN+ukK+va01/jz5Em1BTQMk1iuxFoiT7pYQVMVekIeesNenFYL+XKdRL5MPFe6p/Qk4nPismm7ArfVaqXRavHx9UXW4hmOjPRyeLj7vv93TUMnv3KN/PotTFeEuNbP1aUYCxsxRpQ4QfIYgWGqrn7cLjtHh6J4ymuU40uoDg+y3cfMp++TSGdouXvoi/gYHxnGP/ICVxc2+OSjdxkKaLz8ymtgtHYH6WaVVq1MYf0Wpmng6hhBkhUkWb4rPN8VpDUbiuYQQVoQBOE+nvnAHQgEaDQa/Mt/+S/5J//kn6Dsw3ZvInB/PfVGi8WtBHNrCQqVKh6nnbHeKMNd4SfSWcQ0TdL58u2TLjMUylVURaE75KMvGqA77Ltv3a7wcPZDH+5SrcF6Ms96qkCzpRN0O+iLeOnwuZBliWq9eTt87y49CTituCzw+sunsNvb3XdM0+Ta4iZXF9bpiwZ4+dAwmnr//x/VzBbp2bMgSbiGT3FuKce7F6cJGSk6jG0CnYNY+0+wlSkR8jo5GLYgJ25SyyfQnF6Sq7PE0lmKppOGpDHgkeiMBsnVYHV1Fa/bwejYBBab864gbUPR7JimSWb+PI5AD6GDr6NYbCJIC4IgfEXPfOB+++23+ff//t8zMDDwpIfyQCJwfzOmaRLPFphbS7CWyCABA51BxnqjhLyuJxYOcqUK6/H2SZfpQglZlukIeOiNBOiL+rFbRceTr2I/BO47dMMgli2xmsiTLVXRVJXesIe+sHenj3dLN0gXKsRzZbYzBYrlKn293fR3hOgJ++kK+bBqKuuJDB9eW8Bps/LGsXE8zvu3w2xWiyRv/ppadhtHZICNqsa5m8s0akVs+VUcNo2Bvj6a1TK1RgOPw0bIbmKW05iY6I0aVdNKtiGTrUuodg+HR3rRXVF+fXmGzu4B3v7ed+/7ZrWcXCV160MCoydxd43t6XMrCILwLHrmA/fTQATuR6dab7C4mWRuPU6pWsfvdjLWG2WwK/jA2cPHoVyts5bIsBbPkMgUAQj73e2VLqOBx9Jz/Gm3nwL33YqVOmvJPJvpIk3dIOx10Bf2EvE5d06krNfrxNI5fJFu4rkSmUIZSZKI+N10B724LPDpzAqVWpXTwyHCDvmz2uhG9fbJhzXApJ5PUMslUG1OMkqEREUHzU1ibRYVA9/QMcKdfaRLNSotmaHuEINqlsr6FarZOIGRF0jnS6ytLpOpSwSCYTqCfi4spwn2jPD2G6/gtN/bDSizcIHS9gLRo9/D6g4+5mdZEATh6SYC9z4gAvejZ5omW6k8c+txNhJZFEVmsDPEWG+UoNf5RMdWazTb7QYTGbZTeXTDwO927PT69rsd4iP7+9ivgfsOXTfYyhRZSxbIlavYLDK9fjvdXiuyXqNSzDEy0IdsNqmUi6TTGXK5LKViu+WkolhYq2qUDZXj/T4muvyoO6Udn9VGK5qdZrVIZuECpmlys9lNrqlwYqSTy+//NXoxjhkaxxYdxemwkilUMIHJqAP31odUkyuEJ1/D4u9g+dZFNjc3yes2vE6NWMOKr+8Q33/lBH737t8T09CJX/kZeqtB5/G3kNX9928gCIKwX4nAvQ+IwL23yrU6CxsJ5tYTVOsNQl4XY71RBjqDT3wJ92ZLZyuV2+l4ohsmf/dbJ57obPx+tV8Ct2kYmHoDs1nDbNXbW7N+1+UalWqZfKFIsVLHME0cmopdUxgZGcXmcN8Vnh2gaqQrOrF8nc1shaV4nnShwnB3mG8dH6cvGrxvmYfeqJGePUshucmlkh/JHeWVQ0Nc/PCXmOlF7KF+YpY+FIsFzaJQrjawW2SGK5ewVuK4u0bx9h6kWi2zeO08m8k0ubpEWQ0QHj3Od08fpSPg3XWfrWqR7Us/webrIDT1qnhjKAiC8JBE4N4H9lPgzhTKLG2l6O8IPNH6571gGCYbySxz63G2U3ksqsJQd3vW+0H9kB8n3TDIFiuEvPdv0fa82+vAfd8gfXeYbtYwWnXQG9z9V1OSJCTV2t4sd77akFQNXbKQKLVYTpVJ5msMD/YzOdjFSHfkvquWmqZJulDm4swqH99YRDcMBjtDdIf99IT99Eb8eJyfnbRomibFjWm25y7xcUwm0DPK6ycO8OGHHyDFb9Df10fRP8VSokRT15GQ0OsVuovXiHot+L1+LE4v7q5xUpsLLFy7wGYyw7oRwj9wmB+++TKDnbv7dFdS6yRv/hr/8Ak8PROP/N9BEAThWSQC9z6wnwL3ajzD+ZtL1BpNHDYrfc9ob+lipcb8eoKFzQS1RpOI38N4b5S+aEC08dun9jJwNzNrNLZvfXmQ3rlsQ1KtyBYrKF/e/q5erxNLZdG8ETbSBQzDoC8SYLQ3Qmfw/os4ZQplfvrJTTKFMp0hL9V6C13XcTts9IT99ET8RPxuFFmmXkixdPl93l/I0Tc0wRsvn+TX5z6luXqB4a4g3UfeZDGrM7cWp1ip0SpnCRRu4e8aZDBgR2sVcYb7sAW6WLr0Hgs3L7Fcd1Fwj/A3vvU6Jw/tPlEyu3iR4uZsu577AQvnCIIgCJ8RgXsf2E+BG9ozwYlcod3eLt7uLW3TLPRFA/RFA0QDHhT52QilumGwFs8wtx4nnilgtVgY6Qkz2hN9YLcI4cnYy8Bt1Iro1dztIK3d/mpBkh7N//O7+3BLssLS7UWccqUKboeN0Z4ow93hexZxqjWa/PrKPPFsgeNjvXgcdjZTOdYTWar1Bpqq0hXy0RPxEfXaWb52lveuLTM21Mfrr73Jh1dmKC6cY9CvMnzsNbTwIPPrCaZXY2yszCMVNrFHhhnrdNNLAk2R8PRNUc2nmPnwf7CSN1jVwwxMHOV/+Z++h+32824aOvGrv0BvVOg4/jaK5d6TLAVBEITPiMC9D+ynwN2qV2iW86h2F6rVAZJMKl9iNdbusFGq1tAsKr0RP/3RIJ1B7zMzI5wvVZnbiLO4maTRbNEZ9DHWG6En4n9m3mA8zfZLDffX8fmFb+DOIk5F5tYTX7iIk2GYXJxdZXp1m5HuCKemBpFliUyhwkYyy0YiS7pQQkIi5HNRz8dZWFzkeH+Al1//Dp8uJohNn2fQUWFw6jj+oeMYSCxtJjj34XvE0jkazk78bgdH/XWicha7y4ei2UktXGRxO8tqrkXN1cP3vvcWhybGkGWJVq1M7NKP0Txhwgdef6bKzwRBEB41Ebj3gf0UuEvb86TnPgHaH6krVgeqzYVqd6NYnRQNC9uFJpvZGoVqE82i0BP27yzs8qRPQnwUWrrOaqw9653MFbFbNUZ6Ioz1RO7bLk14PJ61wH23WqPJ0lbyCxdxWtxMcu7mEn6PkzeOju2qAa/UGmwmc6wnM2ynC6xvxkjEtznSofLKqVNkTCdLty4xpCTpGxhuL9Wu2WjWylx5/69YzMts6F4K5TqdbpkTvjIhrQGtGqYJqZrE9PQ0RUMjPHSUV17/Nj3RILXMFokb7+EfOoand+qxPZ+CIAhPGxG494H9FLhNQ0evV2jVSjSrJVq121u1RKtWxGg1d/Yt6TKJmsZ2RaLYlNA0K92RIAM9HfR3d2J9ykLR/WQKZebXEyxtJ2m1DLrDPsZ6o3SFfM9UTfvT4FkO3HfcbxGn/o72Ik5hn4t0ocx7l+cwTZPXj44R8bvvOUZL19lO5/nZ+Zvcmp8nbGkQDofRfF0U0zEO2uIMdXcQOfgamitALRsjcf1X1H3DLFVdXJ5fJ1+qMOxuccxXwl7eRHMHkftPceH9d6jlU5jOIJGpM5x+8SQk5yhuTBM58h1s3sgePouCIAhPLxG494H9FLi/jN6sfy6Et7dcPs9GssBWsUW2aqDIElGvnb6wl96OIA6Xpz1TbnOh2l3IqvWp+gi62dJZ3m7X3WYKZZw2K6O9kQd2mxAevechcN+tWm+yuNluZ1mq1vC5HIz1RukMejh7c5lUvsSpyUFGe+8fcnXD4BefTrO8vEwXKUqmhW3dRzKT56AtzljEQe+RN+joH6OwdpP86jXCB9+gZvFxcXaVc7eWKRVLTDrzTBiLeL0+PMf/FmcvX6e1fhnFqFN1DzB47A16jE0sepWO42+haOLcB0EQhM8TgXsfeJoC9xe5Mzuez2VY2Yqzup0ikS1i6g2CVoOo3aTDrWJTJWTVgmpzt2vFba5dYVy1OpDk/VmaYpom6XyZufU4y7H0TreJsd4oHUHPU/Um4mnzvAXuO0zTZDvdXsRpPZFFlmX6owEqtQaxTJ7x3g5emOy/73kGjWaLn35yk1qlzAuuFK16iRV6Ob+cJVBdplurIIdGCY8ew5+fwW5W6Hrhh6hWB+VqnfO3lvnw+gKNXIKD5gzDYScdU69wOatR3ZrGX1qi0JSpByeIOmWmBrvoPPwt8XsgCILwOSJw7wPPSuC+n0qtwfrtJc23k1n0Vp2gQ6XTrdLhNNGMGq1aCb1W5s5/xd214/cG8v0yO95otljcSjK3niB/u9vEWG+724RNs3z5AYSv5HkN3Her1BosbCaYX09QrtVp6jqlSp2RngjfOj5xT5cTgHK1zo/P3cCuKZwMVKkllqg6OrmYtmEpbdJhxCjiImvvx5u7jtfjp/P49+iJBLFbLdTqTT6+scgHn1zCmp1l2Asj/b0klQjJpo2R5iylxCqJpp2qFuDEyZc4fPylffE7KgiCsF+IwL0PPMuB+261RpP1+O0lzdN5DMMg5HPTHw3QG/HhkPX7lqu0aiX0ZmPnOO3Z8btDuPuJzo7f6TYxe7vbBNyuu+2JEPG7RfB4RETg/oxhmGylcsytx5ldi7OeyBDyuviNM0cY6bm3xCRTKPPO+Zt0BDyc7LGSW7hAqaVytRrGIdWY0pKgWinau0jPnSenhKl6hwn5XDs9vx1WC79695dcuXYdVTIYdOvYXR4KjgEmO92w+gFb2zESLTe+g9/mpRdP3rNSpSAIwvNKBO594HkJ3HdrNFtsJLOsxjJspXLohkHA46QvGqA/GsTrsu/aX2/W0WvlXSH87lC+X2bHa40mi5tJ5tbbC4x4XQ7GeiMMd4XRLGK59m9CBO77K1frXF/a5GcXblEo1zg03M0rh4YZ6Aju6hq0mczxq0szjPVEOTYYJDPzEblshiuVEIpm55gjiVXWsfm7KMSWaEaOEGva2Erlaek6LruV7pAPa36RteUFbhSduCpb+OQKuCJMnHyNrtoSKxd+SrImU42eoHPyJU5MDuJx2r/gEQiCIDz7RODeB57HwH23ZktnM5ljLZ5hI5mlpet4XQ76by+043c7vjAkm6axO4x/pdnxu0O585HNjpumSSxdYG49zloigyzLDN7uNhH0OsWs99cgAveX3EezxY/P3eDK/Do2TaU/GmS4J8xYbxSfywHA3HqcczeXODHez1R/lNzyZZIrM1zK2dEdEV70F9HqWZAkJFmh68TbSJqTWKbARiLLRjJLqVKlnlzGZ2lR9Qywvb6Co7CIRdLpGDnGqy8cZPOX/y8yxRIFWxfV4EEGJ49wZKRXlFoJgvDcEoF7H9hPgbtRzlFJruIMD2BxPv6Pg++0NFuNZdhIZGm0Wrgdtp2Z768TVo1W454Q/jhnxz9fdxvwOBnrjTLYGcKitgO+aZrUGi3K1Tohn+sr38fzQATuL2eaJtOrMc7eWMQwTJw2jZZhEPF7GOuN0B8NcnVxgxtLm7x2ZIyBziCV1Drx6bNc2KxTtXfxUq+GNb9Mo5TG1TFK54m3dt6ImqZJrlRhZSPG9KWPyDUktGA/mUKR2tYs7sY2LpeHA0dO4kpdw6xkyDUkMmqEVuQQU1NTTPR1PDOLZQmCIDwsEbi/oR/96Ef86Ec/YmVlBYADBw7w+7//+7z11lsPfYz9FLhz20skps9iVUBzenGE+3GE+7E4PI99LLphEEsXWI2nWY9nqTebOG3WdvjuCBD2ffP6aNM02n3H7xvIi490dtwwTNaTGa4tbLISS6PrOl6XHZfDhq4bNJotJEni7333RbGy5X2IwP3wttN5fn1lHlWRGe2JEMsUiGXyWC0WhrpCZIplUrkS3z05ScTvoVUrE7/5AefmtsgqYV6e6MKRvEYltU744BuED7x272MqZli9+A45JUTJ2c/iZpKFpSW07DxBtYrb4ycS8DIYdtFKr5CpmWSsvcgdBzh+YIy+aEB80iMIwnNDBO5v6K/+6q9QFIXR0VFM0+Q//af/xB//8R9z+fJlDhw48FDH2E+Be3Ytxvmbi3TbW/Q66tgaWUy9heby4wj34wz3odrvXWxjrxlGe0GQtXi740m13sBu1eiLtMtOogHPnixE89Vmx+2oNheK1YWh2qmZKmVdpdRSKNZa5Cs1StU6pmnSaLYolGuUaw0kCaIBL5P9HYz3dRASJSf3JQL3V1Oq1nj30hzFSo1XDg3jdzuYW0+wsJmgVm+SKZSx2zT+T99+Ab/biWnoZFeu8dGFy2zUbLx0ZApv4gLl5Ao9p/8O/qF7/zZVkmskb32Ab+Awrp4DxDJ5Prq+wPnz5wk21gnKFepagODoCUblDZTiNlnDQdo+gLd3ihOTQ4R9j//viSAIwuMmAvceCAQC/PEf/zG/8zu/81D776fAncwW+fXVeVqGQb3RxO+0MhqQCFCknt3C0HWs7iCOcB+OcD+qzfnYx9juClK6PfOdoVStY7VY6I346esI0Bn0PpYZ4pbeIp/NksumKeYzlApZKsU89VIBo1FGNpqAhGZRsNrs2JweHG4fLo8Pjy+Aw+1DtjqJFRosLCyS3V7Eqpf4/v/8O1hFres9ROD+6potnbM3lliJpTg03MPRkR4Mw2Q1nubm8jZnbyyiKjJvnz7EgcEu3A4blfQWH3/4LjPJOkenpujIX6Ka3qT3lf8Z3+Cxe+4jv3qd3Mo1QlNncIb7AcgVK/y/3/mI/MpVBhoLlLCxaZ/EYbczbtkiolYoKX5yzgG6hw5wbLwPl10smCMIwrNLtE14hHRd57/+1/9KuVzm9OnTD9yvXq9Tr9d3vi+VSo9jeA+l3mphArV6A7fDRsuU+GS9ht3qZLz7NL3OFq3cBrmVa2SXLmP1hHBG+rGH+lCtjscyRkmSiPjdRPxuXhjvJ10osxZrz3wvbCawqAo9kQD90QBdIe+uTg1f1Z3a6kK5Sr5cpVCu7Vy+M1sNoKkWPK5+PCEbnU47HpcdlybjkHXMZnn3LHk1S3l1jXy9QrOSo1Up0IFJWLVTdUZQ0QERuIVvzqIqvHpkhIDHweW5dbKFMmcOjzDUFWaoK8zR0V7+t19d4KfnbzK7GqM74mesN8rr3/tbOD/+FZ9ev85o/yBDfp3Nc39Jq1EjOPrirvIpT99BmpU8mdmzqDYXVncQn9vB/+NvvsEvPo2yMd9Nd/Ycfn2OVKODT2phzGadQTVFT/kKsfwGf70xwd/+wbd2zmkQBEF41ogZ7kfg+vXrnD59mlqthsvl4s///M95++23H7j/H/zBH/CHf/iH91y/H2a4oV07vbyd4ubyNvlSBafNikVVKFRqyJLESE+Y8e4gSjVFJblGLbsNponVG27XfIf6nsjyzndO6FqLZ1iNZciVKqiKQnfYR180QHfYh6be/z2mbhgUKzXy5RqFUpVCpbpzudFqASAh4XJY8TjteJw2vHd9tWmWLy0DMU2TRilDJblGJblCo5RDQsLi8mNxeJAUFaNZI3L4O6Kk5D7EDPc3s5nM8cHVeWxWC28eG99pvZnKlfjJ+RtYFAW300Y6X8Ju1RjpDmFk1jh3bYZOn40pWxpadXxDxwhPvbbrd9zQWySu/gK9USV67Ps7b75bus6vr8wTX7hCqDxPzVBomjIFLcJqWaVeyNKp5Ii4VP72/+2fYXlCz40gCMJeE4H7EWg0GqytrZHP5/lv/+2/8R/+w3/g/fffZ2pq6r77f36G+8qVK7z++uv7InAbehPTMFAsVkzTZDOZ48byFolsAbtNw6FpFCs1mi2dvmiAyYFOgi6NanqDSmKVWi4GgNUXxRnuxx7qRbE8mRfRQrnK6u2Z73ShhCzLhLwuAm4HDpu2a+a6VKljcme2WsXjsuNx3A7Vty97HLav3F3BNE2apSyV5Crl1BqtaglFs+EI9eII9WH1RZAkcYLkwxCB+5srlKu8e3mOSq3Oq4dH6Yn4AVhPZHjv0hwTAx0Md4WZW4+ztJVC1w2ccpW1pQU6LWUOBVvY7G6svgjhA6+juQI7x27VK8Qv/xRFsxM58h1kpf3m1jBMzt1cInbtl0TtBk1HlMLWPCgaTW8fq/E8RrPG//P//n/FahNlJYIgPJtE4N4D3/nOdxgeHuZP//RPH2r//VTDXYotkpk7j8XpxeqNYvNGsHojpMtNbixvspHIYrWoeJx2yrU6lVqDsM/N1EAnvZEAZqtOJbVOJblKPZ8AwObvbNd8h3qR1b0PSrpuUKzunq2OZ4usxzOk8iUqtQYSEiGfi96In4HOIGGfe2fG+mFmq7+IaZo0y9nbM9lrNCoFJFXD4u/C4usBZwDdMGm1DJq6/tlXXUc3TI6N9j7CZ+PZIQL3IxpLq8WH1xbYTOQ4MtrDoaFuJEliZjXGJ9PLnJwcYLK/k0arxcp2mrn1OJuxJLHVefrZ5GinnWDvKJg6gfHTO3XbAPVimsTVn2MP9hCceGXn98g0Ta7OLrN67r8TCUfoO/YG0xfeo5paR3WHcfdOcub0y0/oGREEQdh7ooZ7DxiGsWsG+2liD3QRGH+Jei5ONbNJcXMWAIvTy1FvhKmAn8WswXKyiCJJRP0emi2d96/M4bLbmBzoYKR7CHfXKHqjSiW5Rjm5Snr2HJn5T7D7O3FEBrAHupHVr1+n/Pna6ny5SrFce+BsdcTnZrQ7gsdlx6LI5IoV1pNZEpkiS5spytUGfdEATpuVZku/Jwg3W5//3qB19z6tFs1KAbOwDcVtzHoJHYWaLURNC9Cy+qAkw/o2sH3P41EVBYuqoCoyR0d6REmJsGc0VeXNY+NcW9zgyvw62UKFlw8NM9HfQala59Pp1Z32m2O9UUZ7IqTzZS7PdfLhuXO0lq7Tny/RO3US49YHNPuyeAeOIEkSVneQwPhpUrc+xOLw4e0/CLTPuzg6MYSNHzD/8V/RuHGR13/4v7C+PMf8xffJzZ2jfuy4mOEWBOGZJWa4v6Hf+73f46233qKvr49iscif//mf82//7b/lpz/9Kd/97ncf6hj7aYb781r1CvVcnFo+QT0fp1kpAmBaHMRrKmtFaGpeQsEQpmmSyBWxqApjPVEm+jtw2LSd41SSq1SSa9QLKSRZwR7sxhHua4dv5QG11feZrb5zudZsYhgmpmFit1lw2qzYrBYcVg27ZsGqqciyTEs32oFZ12nqBq27LldrDVL5IslcmXypgmGaOGwaPpcdr9N+3+XY7w7HFr2KtZZCrSZQmhUUVUPxdqD6e9A8USyaikVRUBUFVZV3LltUeddxRMD+cmKG+9Fbi2f48NoCLruVN46N43ZY+fWVeTZSOb5/cmrXIkytVotMvsj/72fvYl19H7fVgtY5QUSr09E7TGTqlZ1PsAprNyiu3yAw/gr20O5PbJZvfsr85Q+Qe0/w6ssvo0qQTmwR6erbs8epKArqA87fEARBeBxE4P6Gfud3fodf/vKXbG9v4/V6OXz4MP/8n//zhw7b8PUCd6vVQtf1rzvsr01vVKnnEzQKSer5JLVSlkyhTKJsUFNcOINdyK4QqVIT3TAY6Agy0RfF47R9FnzrZWqZTarJNRqlDCYyLXuQiiVIHieFapNipUaxUqNSa6AbBoZpIt1usXcnqFpUBatFxWpR79uDW0JCvRNsbwfeXWH57usUBQODbKFCIlsknS8DJkGvi75okMHOIAGPE1WRaVULt8tFVmmU88iqBXuwB2e4H5u/45EtDy/sJgL33sgWK7x3eZZ6s8VrR0aJ+N38/MI0xUqNt1462O5W1Gpx69YtqtUqTd1gZnYGa/wKFs1K1eLFotewO504e4/i8/kAMBPTmOU0cvdRJOtnvbZN06S8doV4bJuM9wCHhrqxaXsbhu12O1NTUyJ0C4LwxIjAvQ981cB994vfo1aqNYjnq4TdNiyqgm6Y6IZx+6tJSzd2XWe0Gkj1PFItT6OUoVkp0tINWoqVvOwj1bJTMSxYNStuh4YqSyArOF1uGi0do15Cq6ZwtTLYzBqmrNK0BTGdURRPBLfTgcdhw+204bBqWCwqFkV+4IzxncsWVUGRv/7McaPVYjOZYy2eYSOZo1Gr4DCrhJUSIbWGz2HBEe7FEe7H7u8UIfsxEIF779QbLT64Ns92Ks/x8T6GukK8c/4mkiTx1qmDYOpcuXIFi8WCpmnohsHctfM0kwu4PD5smka+VKXZ0qn6x4h29tLpd8DWZcxWHWv/KaS7Tp429SbF+Y9YTVdJuSd4YbQLt31vnpdGo0Gz2dy3z70gCM8H8Xb/KaTrOtVqdefF71Ga385zfmaFpqRh11Rcdg2XzfK5hWQkVEVGlSUURUGxBFGtYZSAjNVsYuRTNLJJXPU8ITlFTbKQrNvJVWzt2WC7g65ImHDQi89pJ+B24vM4cMkN5FKCWnqNZqWAYklhD/bgCEew+aOPtZuHpqr0+KwEmk2Gmik240liFZMl3cmyLULAFqJfDtOn+rCLLiPCU86qqXzr+ARX5te5OLtKpljh9aNj/PzCNO9enuW1Q0MAaJq28zfn4AtnWPy0Tj6bwdC8DEUt1FomueIy26tlFuOddHn76G7NosZuYB+8u3+3hjryIhbpLJTjXFxSefPQwJ714W42m3tyXEEQhIclAvdT7O4Xv0dlwq/T1ZUnbQmTwEeh1kKSZMJeJ70hL1F/u6zCME0qtSblepNStUGp1qBca1KsQVP1Q8hHqaGTrFZQGwUizjqjVpNSrU6mWofMEmFvJ5OhQbwhD6rD056NjnRiDh6mWc7t1HyXYksoFuvtTid720qvVSvtlIvUixlkRcEe6ObwqYO8GOjCRGY7nWM1nmF+Lcb1xQ2cNo2+iJ++iI+Q14FE+2NzTBMwP7tsmu2TOU0DTDBNA7j91aR9PWDzd+zJYxOELyLLEsfH+/B7HHx8Y4l8qcKpqUE+ur7A2VvLOD/3YagiKwwfPcP6pV+wXa7SskQYUNN0BdyEWwVyssJyJUq8EqI7vYCnahIdf3HnvAjF4cPRNcXo1k16/bJY9EYQhGeaCNzCLq5wLzaphS+5yJCZoR7oZbXqYCOdZm51E9M0cVhk7CrYLBKSBBZZxq6p+GwqnW4Vh1XFrinYNBVZclOq+tlI5UkXKticTUZdDaxOhatzK1y+OUuP02AoYMHv82NxerE4fSiaA0kysfo7UWxO6vkE6dmzJK7/CknRsHqCWD0hVNud2tD7Bdv7XL4dgjGNdh8T08Bo1KmXMjRKGVq1MpIkYbF7sDi9SHY31cwWlfTm7du1j9EDdKkm6YbBdqLFlUWdcy0TmyrR6VbodKsEHTLyVyxpkSSJvtf+3iP9NxWEr2KwM4TXaee9y7N8Mr3MZH8HVxfW0Vpljrhcu/ZVNAc9B06j3vyQxXKNlm+AUTZQJImQmSXihFL3BLFthfTWDVZyLbzd4/SFvXidVtRAH1olg1JcwtR7kBSxwqogCM8mEbiFXXLxdbJL12k0G8jVLErrFi5ZY8DipS45yOsquZJKGRlJk+h2y3TbwWGRwQDqtzfgzoe4FmBIkej1GCTzFbLFKg6pzqGwm7LpYy1TY229QTi2RZ9tAZ/FQLGoqHYPFrsL1eFFtXuxOHzo9TL1UoZaNkYluYZssWL1hNDcISx2N5IsgyQjA0gySHw2Gy7drumWJPRmnUYhRT2foFkpIMkKjmAPVl8UqyeCrKqAtLN/uxZcun2M28cGIpLMpCRhAJlCjfV0kfV0kav1FlZDpTfkoTfsJep3oyjyzlik22NDkpHag7zrfgThyQp4nLz10iF+fXWOmyvbhLwurk1v4/e4GekO7dpXdYeJDB5AWZvhZsnNtHeESdsmZjWPXkribNU4MHScasBKZm2a9eQGH6XyeBw2+iNeOqNTWPwlEbYFQXimicAt7NK0+ki5p3DYVRyaFadUQyusoBo1NH8vlvAQpqySKTXYzJSI5Sts1k0Cmo3ugJuOgBtNVWAnoO4OkY5GA0++gNUXZSmWodnSmRwJ4LJbWU9kWSqW8VlNhnwyfrlEs5TGaDaQAKsnjDM6gNUbweL00SikqaTaZSetahFMA0e4H2e4H4vLf094bdUrVFNrlJNr1PNJJFnG3TXWPvEx2PON+oIDuCPQP9IuJ0nny6zG0+1l5udTaGqOnoif/o4AXUHfV16xUhAeN7vVwndemOTi7Co3FjdAghtrSTxOOxGfc9e+lsgIvkqOw4UkV8o2rjv7OBQoQHYVvZyhunwOresAkZ4BAsUU5WAXa3mD6ysJphWJroCbKbshfi8EQXhmicAt7BINBYmGgruuM81RWuk1Gol59GoOa8cE4WAnkVCAlm4Qz5XYTBe5sZHl1maWiM9Fd9BNxOu8b0mFpiocGenh2PgA8xsJple2WY2l6Q75GOgIEs8WuJws4LKHGO+dos8jo5fas9G55auYho6sWrB6I9i8EUJTr2IaLSrJdcqxRQrrt7DY3TjC/Vi9EZqVPNXUOvVCEiQJm7+T4MRpHMGePVn5UpLaq1iGfC6Oj/WRLVbawTueYWkriaoo9IT99EUDdId9onZV2LcUWebFyUHcNo2/jMcpVup8MrfJqwf68Do/W6RGkmSsPYcxF89ywprlYkXjsuHheNdRpMQ0RjlLfe0SlvAwsubAnZvlxNBp6obMeqpAtlS7b2tPQRCEZ4VoC7gPfNW2gHvZHi1fqRPLFPG77Phdtl1h0GjWaMRmaOVjKM4A1s4pZNtnNZ21RoutTJHNdIFCpY6mKnQG3HQH3ficNiRJum97NN0wWNlOc3N5i1ypQsjnpifsI1+qshJLY1EURnsj7YV0NJV6MU09l6CeT1AvJDB0HVlRsXrDaO4QZqtFKbFIaWu+3e1Es+GMDuIbPIq7ewLF8uRag+VL1Z2Z70yhjCLLdIV89HcE6An777vQjtAm2gI+OfV6nV9/fJ5bWwU2MyWiPiffOTqE3br7UyG9lKa2eoGmp4+LGRsSEicH/KipWzSz7fMgFG8XNKvINje2gZN73lLzaX/uBUF4NohXd2GXSq3BWrLAwnYGkHDbNfwu204Ad/QcQfX30Ni6RXXxIyyhASyhYSRFxaapDHX4GerwU6zU2UgX2MoUWU3kcFg1uoNuwp57l25WZJnh7jBDXSE2kzluLG9xZX4dj9POkeEe6s0Wc+txbq1sM9AZ4sBAJ4HbS0abhk6jmKGS3qC4OUN69tztmmwZq68DZ3QIxerAaFTIr96gmt7AEe7HEe7HYnffM5a95nXZOezq4fBwD8VKbWfm+8NrC8iyTGfQy6tHRtDEAh3CPuNxWHllsofLKwlurCb42eVF3n5hdNebcsUVxBIZhcQ8L/Ue5dOtGueWMrwwcgSHw089NkMrvYziCNAqJmhs3UTrPiTOXRAE4ZknXtWFXcKWGq94YrSsfvKSm1xDJVuqsZbMA2C1qPhdNnyuKVyNJPbUCq3cNlrnJKonunMct8PKpCPMeE+ITLHKZrrAUizLzHoTuyrhDCUY7e3EetcKc5Ik0RPx0xPxk8gWubm8xZWFdexWjcn+TmRZYmEjwf+xlaQj4GWiJ4CfItXUOrVcDIDA6ItYnF5kxUKjnKOeT7TruyUJWVFplHJUM9tkly5j84Ruh+8+VNvu7guPg9th48BgFwcGuyjX6qzFM6TyZSyKKDER9iebpnJmqg+7ZuHczAb/4/wsf/PUBKr6We21JTSEUcmiJ27y0tBLfLqS4fzcNi+M9uMbDlJbu4ReiIGqUY/NIlldaOGhJ/ioBEEQ9p4I3MIukmJB1hwoxU38eouAakHxhTE7AxRxkq3qZEo15rdz6IaCZPTibKZxJy4RDAaJ9E9hd34WXmVJIuRxEPI4ONhnsJ7Msbyd4sLMKlcWt+gJ+xjsCtMT2n0iYcTvJuIfJ1eqcGt5mxvLW6iyzHCnD3ujyfbyp1y5sY1Ns9DRPUD/6AlckX4UbfcMumkaNEs5avl4uwQln8A0dFq1EqVKgcLGDIrVjiPUhzM61A7fVsdje77vcNqsTPZ3Pvb7FYSvSpFlXhxrL8f+7tVl/vez0/zGqTFsWru8RJIkrN2HqS5+jBG7zotjL3B5Kc6FuU2ODHXQMfY6tbUrNJNz6NUi1cWPkTQnFm/0S+5ZEATh6SUCt7CL4vChOI5imgZGpd3WSy8m0XNbOCVw230MBkJIvSFKppVcuU6m6COdTrG2GsNc+RC3P0Qo0kXA48TvsuGyaUiShKLIdAVceK0S45MH2MoUWNpK8f7lWTSLykBHkKGuMGGfa+cjZp/LwUuTvYx6myzN3CBx4T1M08Qf6aHn+OvEGg6uZirMzBUZr6UY74vuvPBD+2QuzR1AcwegZxLTNGmWc9TzcWq5BLXsNrVCitzyFbKLF1GtDuyhPjy9U7g6hlA0+5P6pxCEfe3wQBRVlvjl1WX+8twsb50Y2TmRUlI1rL1HqC1/gpFa4IWRca6txLm8GONgf5i+4VMorsDObHf5xl/jefG3kC3i900QhGeTCNzCfUmSjOL0ozj9EB3DaNba4buUoplewUwsoKkaXe4wveEQ8sA4teYoibV5Uokt0mt5NrQQkmbHoir4ne06cJdVQcXAbrUwNdDF1EAX2WKF5a0US9sp5tbjuB02BqJ+Oq11lNI21ew2pmHQHwkzOv42G1Ubs9s5lmJN+qI2zhzuIpEtcmN5ixvLWwx3hZga6MTjvPfFW5IkNJcfzeXH3T3RDuCVPPV8gmp6k+L2PMWtWXJLl1A0G/ZgD+6eSbz9h55Izbcg7GdTfRFME359c5V3Li5w5kAf3UEPAIrDjxYdpx6bQXH4OTIYRVMVbqwmqDd1RrvGUFxBqvMfoVcyIIlSKkEQnl0icAsPRbbYkP29WPy9mIaBUc2hF5O0Sima2U0kCWS7n65AiJ7oYRrpNRrlLcrWCCV7F7mqwWIsQ73RpNlskmzZ6Ar5ifjdhH1ujo/3cWSog9XleWbmFzg3e5GmbhAJeBkbGmJ8YhKnq/1CHgAOjBosbiW5ubzFajxNR8DL6QNDFCs15tbjzK8n6I74ODDQRcTvfuBJWZIkoTl9aE4f7q4xwgffoFUtUEltUNyYoRRboPjJ/2D7wl9h9UZwdY7i6ZvCHuh+ot1OBGG/mOoL09QNLi1u8/H0Ogf7I4z3hJAlCTXYj17JUt+8jn34ZSZ7Q2gWhdmNFPVmiwP9EZwHf4BeSu1Ji05BEIT9QgRu4SuTZBnFGUBxBtAYx2hU0Usp9FKSZnIJ09CRVCsWqwNPdR1vK8VQxwTy6CC5YoWtZA6Pw8Z6Isv08gaWehqPnsNDCaemMh7q5NTUS2QkL2vpMjdTOW59PE13yMdQ92f13mO9UUa6I6wnMtxY2uLDa/P43U6OjfZiGCbTazF++slNgh4XU4Od9EeDX9rrV5IkLA4v3j4v3r4DmKZJvZiisHKNwtYcmfnzpGY+xGJ3Yw/24uoawxHswuqNoFju7cDysEzTxDBMdMMQrQGFp4okSRwejFJvtliKZZleT1GoNDg23IGmKli7D1Jd/Jj6+hVsg6cY6QygqQrXVxI0WgZHh6JY/N1P+mEIgiDsKfHKLnxjsmZHDvRiCdye/a5kaZWS6MUUkmxBLyYoZzdQ3GHsnYfo8rmY7LDQyqfIm2uUzQoVyU5e6mPNcKMXrFgqFUJehYjfxVBniGK1xno8+7l67xBhn5v+jiB90QCxTIGby1t8fGMRl719EqLDpjG3HueDq/Ncsq0xOdDBSE9kV9u9u8Puzqbf/b2G0XUCa8cxpFqFQmyZ7PYi1dVtGgsrIFmQbS4s7hCqM4Bs9yLb3SBZ7jqGiXHfY3/2MwAJif/zD156Qv+SgvD1yJLE8ZFOGi2DbKlCqlDmo1vrvDDSidthxdp7lNryeRqxGaxdB+gLe9FUhctLMS7MbXFitFN05xEE4ZkmArfwSEmyjOIKoriC0MHt2e8kjdQyjc0b1DdvYkgymxuDuKKDBPoP0B0eRLY60Q2DerNFKlcinimSzBX5JJai3mgB4LJbsVpUqrUG528t8+G1BWyahWjAQ9TvwaqpOGwaYZ+b1Via64tbKIpE1O/BabeylshwcW4NCQh6nAS9LhRF3gm7D8swZAxlBCk4gFEtoJfTGIU85DZQ5W1kRcGi2bDYHFid3vbm8mGx2ZBlCUWWUe58VeS7rmtfrtVqe9aXWFEUVNHjW9gDFkXh5GgXH0+vY5omSCYfTa9zdKiDDr8XrWOC+tYtFGcA1dtJh9/Fi2PdXJzf4tzMJi9NdIvQLQjCM0u88gq7NFo61UYLwzDas763Z3+Nu77emZH97PIDfm7oyNUslloKSy2DqftpYadeq7C9VUDLzCMtbtLSPDRtAZrWAIbqgLvCpqaqmKZJudpgM5mjXKtTb7YDuASYwPxGAouqEPQ4iQY8RPxuhrsj9EUDbKfzxLNF0oUy3WEfh4e6SRfKbCZzpPIlukM+Rno7CHgdu0LvncuKcncYljFNg9mZaeq1GpJkAexAFLNZxSwlMUsJzFoeSc+CrmEWN6AotQO0xYFk8yLZfRg2L6bFRuuu5940TdCbZLf3rpbVbrczNTUlQrewJ2ya2g7dM+t4bFY8NisXF7YY7Qoy0tmDWslR37yBbHMjW10E3XZemuhhM11AleUvvwNBEISnlHjVFXaJ58pcW459wR4SiiwhyxKydHuTb18nyciSibWZx1FPo9WzyKaOqTkxQoMYzjCSbMWolIi6TPT8JjZFwuFyIzfLYBZQNSfWQCdWXxc2fxSLRdsJu3fCb6PZIpUvkcgWSeZKJLMFMsUKhXKN1XiaVL7EcFeYw8M9fP/FAzRaOrNrMWbWYmyl8wx0hnjz2BipQpnplRi3VreIBjwcGOiiO+z7wtnler1Oo15H07TPLS/uBF8ImMRolDEKcfRCHKNear8zUG1IyJj1LEZ+DYxWe0lr1YqkWEBWkMz2TLt1/Nt7MsPdaDSoVqvoui4Ct7Bn3A4rJ0a6+GRuk+6Am7HuIHObGQqVOof7JzCqBWrrV7APnUaSFTwOKx5H+EkPWxAEYU+JV11hl4jXwStTfSiShCRLKLcDtSxLKJKMJHFPGDQNA72cRi/EaBXimHIL2edC9R5C9XQg37WKY6PRoFy2cvToUcxKlszCBVrVIq7+g1h9Uer5BLXMFs21TcobMlZvBHugCy3Qhap5kCQJu1WjNxKgNxIAQNcN0oUyyVyRzWSWufUEl+fX+fjGIk67lcHOEAcGO/nOiQni2SIzqzGWt5J0h/28dHCQRqPFrdUYv7o0g8dpZ2qgk6GuEOoXfLx9d+C+MzNtNGuYzRpSq4asyMguP4YsoZcS6PlN9GYDSZaRLHYk1QqShNQsY9ZbIKlIVgeKK4RFkfasY0Oz2dyT4wrC3UIeB4cGolxbjjHeHeKF0U6uLMX4eHaL470HULY+pbF9C2v3oSc9VEEQhMdCBG5hF6tFxfoQXTJ2h+wEpt5EtjqxBPtvh+wv71lt83fQeeJtChvTFNZuUE1v4B8+gX/4BK1qkVp2i2pmi9zyVbKLl1DtLuz+TuyBbqy+KLLSHqeiyLdXpnRzYLCL756colips3S7beDCZpIbS5toFpWo381ITwSXw0osnWc9niES8HBgsAubRWV6dZvzN5e5Mr/OeF+U0Z4oNhVatTJ6o0K1mMfILNPIS+g0MZs1zGYd09ABE0wTJJAUDUm1IVlsWMKjWDosoDfRa0WMahaz2UBSNRRnD7LdA6aBUS1gNMvtGW9BeMr1hjxU601mN1McHerglck+Pl3Y4uxSmkPhYTzZOWSHH4u/50kPVRAEYc+JwC08NNM0MMoZWvnbM9l6E1lzYAn0oXo7kKyur1wKIckK3r6DOCMDZBc+JXnrA+yBTnzDL+DqHMUZHUZvNajnYlQzW5QTy+RXr4MkobmDWL0RbJ4IitUBpoFp6piGgWwajLgMhg8GMKc8bKaL3FjPsBBL8/HFbQDcmoJV0cmvllm9WCVohf6gjWOaRHyzyNx0iQWjic8KfoeKpkiYho5RKtOwWFFUC8hqe9ZaUjBlFUlWQVZAb2HqJajf70GrIOsY1Tyt3Cam3kJSVGTNiWx3YZrmnp00KQiP02hXgGqjybXlOC+OdfPKZC9Xl+NcjpUZsoXo3bqJbPOg2D1PeqiCIAh7SgRuYRejWcOsl9plEqbRDpiVHK1SCqOUwtQbSKoV2RFAdYWQLHYwDZq5TTCN25uJedfldhBuf201m+j1GglzG0WRMY3P9jcNnVa9TOL6u8Su/ByrJ4zNGwbps5OpTNPEBFqVAtX0Fq16CUwTWbWi2t3tzepEktvHNo0WptFC03WOSS0OhlvESy3WCjrbeYOqbuBSW1ioUy1VuZaUkFQrAa+baLSDOhZiFVjRVSJeL4NRP1JqG5vDiWrRkCSZ23U2IMl3fS/f/v7O5fv/HMCoFmgVE+jFRDt8mwYgTiATnn6SJHGoP0qt0eLiwjanJ3s4MdLJ/FaGuU2DXKPIgbXLuEdeQVLEy5EgCM8u8RdO2EUvpaltXGuXStRLGPVSeyEbRUW2upBtHiSLDYwWRjlzn3B5V5iUpNsBU0GS25dlWUPCguaNomlWJPn2beU7YbTdCaSSWKacWMXUdTz9U9j9HZ8dT5bBNDFaDVrVMrXcNtXMFrVcjEYhQd0wkC02FKsdi82DojkAUCxWnFYnIaudwzYnTcnKVqHJWqZOttIExYJbs5DKl7iUKdBItAh6nHSEvdhVmY1SjeXVFmbNwaQrQl/Q/6UL6TwM2WJD9UTabzrqFRE8hGeKLEscH+7k7MwGF+a2eHmql7HuIB6HlcvzOp+sr3NcvYZ/6Jj4ZEcQhGeWeGUXPkdqh2DVgmLvRPV2ong7ke1epDuh+pscvdGgUS7jGzqK1Xr/pdFNQ8cZ7sPdFSezcIHUrQ/QXD5sgW4wWrTqFfRGbddtFIuGu3scJBmjUaVVLdGqlzH0BqrDhSPUjyPUi80XaXcHuS0KHAPypSpL2ymWt5J4nDZCXheGaZIqlEjmijjtVmyaSrPVZCmeZylZwO9yMNIVYLInhNvxzZd5lyQZ6a4TTAXhWWFR2z26P5pe59P5LV4a76HD7+LMwWHOX29xbiXNd3oaaA/4myAIgvC0E4Fb2EW2uT478dHufeQzTqZpYLbqNIopWoUWer2CXi/TqlfR65V2SG7U2iUo7VugWG1UUutUM9u4ukZxd42i2lwomgPV5kCxOpDvc6Kh0WpSu137XctsUtqeR1YUbL4ObIEu7IEu1NsB1+uyc2y0l6MjPSSyRRa3kqzFMrhtVloWC42WjmGY9EUC+NQmTVNmNVnk4+l1zs6sE/E6Gezw0+Fz4Xfbcds1ZDFbJwg77FYLJ0e7ODuzweXFbU6MduF2WHntxAFS+bII24IgPNNE4BZ2Uexf/wQm0zQxW432IjCtOmazhtGs3u7k0d5a9QpGo06yvoyiqMiKgmJ1olgdWBwebP4OVKtj5zrV6kRWLRitBrmVq5S25tvdTEZOYvNGvnA8smrBEerFEerFNE2a5Vw7fGe3yC58SsY0sTi92P1d2AOdWL3t2e9owEM04OHU5CDriSxL20k24lkyxQrJXJFiPsdgZ4DvHRvGospMr6dYimW5shTDoij4nFacNg2/y4bfZcfvsuFz2cQqesJzz+u0cXykk0/nt7i1luRAXxhNVegKipMmBUF4tonALTyUz3pNV9tt8JpVzFYN487lO+3xzM+WSZdkeac1nqw5kJwBQKXVNIgcOY7d40dWtYeaRZdVjcDISZzRIbLzF4hf+TmujiF8Q8dQLLYvvb0kSWguP5rLj7fvAEarQS0bo5rZpJxcobAxjayo2Pwd2ANd2PxdqDYnA51BBjqDVOtNVmNpZla3uHA9x631FAuxHJ1+F4cGIrww2sVWusjidoZsqUq92aJYaZAv15jfMgAJj0PbCeB+lx27poqaVeG5E/E6Odgf4fpKHIfVwlCH/0kPSRAEYc+JwC3sYtTL6OX0Tqg2WjXMRg2zVWt3FLlNkmQkixXJ0g7UisO3E64liw3ZYgPlPmG60UAql7G4/CiWr/4RstUdJHrse5S2F8ktX6aa3sA3eAxnx/BXCq+yquEI9+EI992e/c5SzbT7fmfmL2CaJprTiy3Q3Q7gnhAT/R0MdvjxUCFX1VlOFlhPFViMZXcW+nj1YD+ZYpWlWJZsqYrDaqE37MWuqeQrDVKFCquJXPuxWNSdAB5w2fE4rI/kJExB2O/6wl4q9SbT60lsmkpX4Mv79guCIDzNROAWdtGrORrb00jqZ2Fa9niQLbadFRLbXx9uZnovSJKMu2sUR6iX3PJl0nPnKcUWCYyeRHMFvsbxJDRXAM0VwNt3EL1Zp5aLUctsUY4vUVi/haxasPk6UNwhHIpBpDvIgYEOMqUa81tpZtaT/PzyIh/fWmO8J8SxoQ5ahsFSLMdSLIemyvRHfIxP9CAjkS1VyZZrZIpVZjfTGIaBIst4nVZeHO1GUURbQOHZNt7d/uTo6nIcm0Ul4LY/6SEJgiDsGRG4hV1kmxet6wCyzY2sOfd1izpFsxEcP40zOkx24RNil97B3T2Gt/8Isvr1V2tULFac4X6c4X5M06RRylDLbFPNbFJc+BQjtk3dHQRfBz5XiFNjXZwc7WItkefKcowrS+2tN+ThyFAHY90B1hJ5lmJZFmNZugNuBjt8RP3tEzYNwyRfqZEt1SjXGiJsC88FSZI4PBilNrfJxYUt3jg0gEUV5zkIgvBs2r9pSngijGqO+uaNne9lzY5sdSFZne0+3Le3/RTEbb4IHcfforg5S371GuXkGv6h4zjC/d+8jaEkYXUHsbqDePsPUikVSJx7D8mo0Myu00guISkqiitEjytM/wtDlFtweTHG7GaK/3F+Fq/DymRvmKNDHRSrdVYTedZTecJeJ0MdfoJu++3SEjHDJzxfFFnmxEgX2WJVhG1BEJ5p+yc1CfuCxd+D6unAqJcw6uWdxW/0QpxWc4U73fpki+2eEC5bnUiq9kTGLckKnt4pHOF+sosXSU1/hC22SGDkJBbHo+uAoFisSO4omtOJxWLBqObRSyn0YpLG1nVME1S7h5fCYU71D7CY0bm2muDThS2urcTp9LsY7gygKjKxbInzsxt4HFaGOvx0+t2ihlt47miqsvNpjyAIwrNKBG7hHpKiojh8KA7frutNQ2+vPFkv3w7kJfRSklZm9bMgrlqRbPcL4o+nx65qcxI+8BrVzCaZhU/ZvvjXeHqm8PQdQH7Es/KSJH32PEVGMFt19FKaVilJM7OGmVykX7EwOBAko3u5kdTZzFfYzpbwOqx0Btx0Bd1U6k2uLMWY0VIMRHwMRHyirEQQBEEQniEicAsPTZIVFLsX7N5d15uGjtmo7ITwdhDP0Mqs7yxgI6kWZKsLQ7FhGDK1XAeKL4yi2ffk5Et7oJvOE1EK6zcprN+inFwhMPIC9kD3I7+vOyTViurrQvV1YZrGrtlvbzXGKw6oOGxsVCysllusxFtYVBW3Q8Njt6IbJsuxHANR356NURAEQRCEx08EbuEbk2QFyeZGtu1u7WUaxj1B3KjkMEs50jdL5BQVWbVgcXixOL3tr7c3xer4xkFcVlR8A0dwRgbJLFwgcf09HKFe/MMnUG3Ob3TsLyNJMorDj+LwQ2QUo1lHL6VQS0nGlRR9apVMpUW8YaP4/2fvvuObqt4/gH9ukjZJm+7d0kFboC0UCmWWSgELZSggS1BkKSCKCigCKku+/hBwgKAsZSigiGxkIyBbVlmlBQrdm+6VeX5/1F4JHXSlSdvn/Xrl9f3mjnOfXq7tk5PnnJMvQ5bCEpzIGMYiITSMgapZCSGEkMaDEm6iM5xAAE4ig0DyX32mQKGAMj8fDj7e4FRFUBbmQFmYA0VeFgrTYqBRq0uOExnBSGr+TCJuDqFEVu1E3MjEHPb+vVGYEYes6GtIvnoAFu5tYebSCpygflJbgZEYAisXGFm5gDENJIU5MM9Ph11mCrKepCK3MB7FnAmEZraAxh2gVSkJIYSQRoMSblLvOI6DSGoGsdgWgCu/nTEGdXE+lIW5fCKuLMhBYXocNGoVAEAgFMLIxAKi0iT834RcJDEFx1Vc98xxHEzt3CG1ckZO7E1kPw5HfuojWHt3hsSy8iXi6xrHCSA0tYLQ1ArGDi1hoSxGUVYqUhJjUJibAUE9fQgghBBCSP2ghJsYjNJEXCQ1g9Tmv1prxhjU8sL/kvB/E/GiJwnQqJQl5wqEMDIx/6833NT830RcptWLLRAZwcqrI0wdPJH54ApSbx6HqUNzWHl2gND4+UvE64LASAJTe3d42btDo9FAIKABk4QQQkhjQgk3MXgcx0EkMYVIYgqptTO/nTEGtaIIKj4Rz4WyIAfFWUlQKxUl5woEMJKa/dcr/lSJikNAXxSklCwRn/QkAZbNAyBz8q60p1zXKNkmhBBCGh9KuEmDxXEcRGITiMQmkFg58dsZY9Ao5WV6xIuTH0CtKP7v3H8TcRN7DxRlJiH97t/IT3oA61ZdITaz0dePRQghhJBGhhJu0uhwHAehsQRCYwkklg5a+9TKYigLc//rFS/IRVFGAlTyQoBpkPnwCjIfXIaJvQcs3P1hbGbDD9gUCGu+XDwhhBBCmi5KuEmTIjSSQGghASy0B0pqVAooC3OhKMhCblwEchMiUJiRALGZNYxMLQGUlLVwxibQPMmASmkDoczK4Ja5J4QQQojhoUyhlpYsWYLdu3cjMjISUqkUQUFBWLp0KVq1aqXv0Eg1CETGEJvbQmxuCzOnFnAI6IPsR9eRn/IIIokpTB28AI0ahblPwAoyoCpMhebfwZiGtsw9IYQQQgwLJdy1dObMGbz77rvo1KkTVCoVPvnkE/Tt2xcREREwNdXt4ipEd0RiE9j6BsPUwQtZD68gN+4OzJv5wqplV8TLzSCWSiBiSjCt1TUNa5l7QgghhBgGSrhr6ciRI1rvN2/eDHt7e1y7dg09evTQU1SkrkitnSDpOBC58RHIibsLlhwNJpeCM3WH0FgKSM21jq/OMvdaSbhYBk4k1sky94QQQgjRL0q461hOTg4AwNraWs+RkLrCCYSwcPeHib0H0iMvQhN7AwpFFkTN2kBgbFLm2Kouc68uzIYqKxGMaUrOFYogEMsg8ehUbytgEkIIIUT3KOGuQxqNBtOnT0f37t3Rpk2bCo+Ty+WQy+X8+/z8/PoIj9SSkdQM1r49EJepgCYvDkUPz8PIzhNGNh7PTZDLW+YeABjTgCmK+CScKYsp2SaEEEIaGUq469C7776LO3fu4Ny5c5Uet2TJEixatKieoiJ1ieM4cDI7iO2agcuOhzLtIVTZSRA7+UIos61Be4J/B1yaAnB47vGEEEIIaXhoWbs6Mm3aNBw8eBCnTp1Cs2bNKj127ty5yMnJ4V9nzpyppyhJXeEEIhg7toLUKwicyBhFMVdRnHATGmWxvkMjhBBCiIGhHu5aYozhvffew549e3D69Gk0b978ueeIxWKIxf/NVCGTySo5mhgygcQMEo/OUGUnQZEahaK8czC2bwGRtatel4gnhBBCiOGghLuW3n33XWzfvh379u2DmZkZUlJSAAAWFhaQSqV6jo7UB47jYGTlApGZHRRpD6BIuQdVdiKMnfwgNLHUd3iEEEII0TPqgqulNWvWICcnBz179oSTkxP/2rFjh75DI/WMExlD7NwakuZdAQDFjy9BnnQXTKXQc2SEEEII0Sfq4a6l0rmVCSklNLGExLMrVJnxUKQ9gCo3BcYOPhBZOtM824QQQkgTRAk3ITrAcQIY2bhDaO4IRWoU5Im3ocpKgNjZr8wc3YQQQghp3KikhBAdEhiJIWnWFlKPTmBqBYqiL0CeEgmmVuk7NEIIIYTUE0q4CakHQpkNpF7dYWTvDVVmPIoenoMqJ4VKkgghhJAmgBJuQuoJJxDA2M4LUu9gCKTmKI4PhzzuGjTyAn2HRgghhBAdooSbkHomMJZC4tYBErcO0MgLUBR9Hoq0h2Aatb5DI4QQQogO0KBJQvREZG4PocwGyvRoKNMfQZWdBGNnP4hqsEQ8IYQQQgwX9XATokecQAhjh5YlS8QbSyCPu0HzdhNCCCGNDPVwE2IABBIZJO6dwBQF4ETG+g6HEEIIIXWIEm5CDATHceDEMn2HQQghhJA6RiUlhBBCCCGE6BAl3IQQQgghhOgQJdyEEEIIIYToECXchBBCCCGE6BAl3IQQQgghhOgQJdyEEEIIIYToEE0LSMpIS0tDenq6TtpWKpUoKioCYwzGxg1vvmmFQoGoqChIpVIYGRnVeft2dnawt7ev83bJ89FzXzF67gkhpHY4xhjTdxBNXXJyMtatW4cpU6bAyclJr7HI5XKEhYXhzJkzeo2jqQoJCcHRo0chFov1HUqTQs+9ftFzTwhp7CjhJlpyc3NhYWGBM2fOQCajRVjqU35+PkJCQpCTkwNzc3N9h9Ok0HOvP/TcE0KaAiopIeUKCAigP371LDc3V98hNHn03Nc/eu4JIU0BDZokhBBCCCFEhyjhJoQQQgghRIco4SZaxGIxFixYQIOX9IDuvf7QvdcfuveEkKaABk0SQgghhBCiQ9TDTQghhBBCiA5Rwk0IIYQQQogOUcJNCCGEEEKIDlHCbYBOnz4NjuNw+vRpg4jjjz/+0GscpOmgZ58QQkhjRAl3Pdq8eTM4juNfEokELVu2xLRp05Camqrv8PTin3/+Acdx+Pbbb8vsGzx4MDiOw6ZNm8rs69GjB1xcXHQWV3n/Vs7OzggLC8N3332HvLw8nV27pn7//XdwHIc9e/aU2deuXTtwHIdTp06V2efm5oagoCCdxkbPfvlKE3uO47B169Zyj+nevTs4jkObNm3qJaaG+OwD2nGfO3euzH7GGFxdXcFxHF566SU9REgIacoo4daDzz//HL/88gtWr16NoKAgrFmzBt26dUNhYaG+Q6t3HTp0gImJSbl/IC9cuACRSITz589rbVcoFLhy5Qq6d++u8/hK/63WrFmD9957DwAwffp0+Pv749atWzq/fnUEBwcDQJl7mZubizt37pR7L+Pj4xEfH8+fq2v07JdPIpFg+/btZbbHxMTgwoULkEgk9R5TQ3r2n1bRvTxz5gwSEhJo+kFCiF7Q0u560L9/f3Ts2BEA8NZbb8HGxgbffPMN9u3bh9GjR+s5uvolEonQpUuXMolgVFQUMjIy8Nprr5VJIK9du4bi4uJ6SRKf/rcCgLlz5+Kvv/7CSy+9hEGDBuHevXuQSqUVnl9QUABTU1OdxwkAzs7OaN68eZn7dfHiRTDGMGLEiDL7St/XV8JNz375BgwYgP379yMjIwO2trb89u3bt8PBwQEtWrRAVlZWvcbUkJ79pw0YMAA7d+7Ed999B5Hovz9x27dvR2BgIDIyMuo9JkIIoR5uA9C7d28AwOPHjys85uzZsxgxYgTc3NwgFovh6uqKGTNmoKioqMyxkZGRGDlyJOzs7CCVStGqVSt8+umnWsckJiZi4sSJcHBwgFgsRuvWrbFx48Zyr61Wq/HJJ5/A0dERpqamGDRoEOLj48sct3PnTgQGBkIqlcLW1hZjxoxBYmLic3/+4OBgpKam4uHDh/y28+fPw9zcHJMnT+aT76f3lZ6nD71798a8efMQGxurVQYwfvx4yGQyREdHY8CAATAzM8Prr78OAPDw8MD48ePLtNWzZ0/07NlTa1tsbCwGDRoEU1NT2NvbY8aMGTh69GiVapuDg4Nx48YNrefi/PnzaN26Nfr3749Lly5Bo9Fo7eM4rl6+LShPU3/2Sw0ePBhisRg7d+7U2r59+3aMHDkSQqGwym3pkiE/+6VGjx6NJ0+e4Pjx4/w2hUKBP/74A6+99lq1f2ZCCKkLlHAbgOjoaACAjY1Nhcfs3LkThYWFmDp1KlatWoWwsDCsWrUKY8eO1Tru1q1b6NKlC/766y9MmjQJK1euxJAhQ3DgwAH+mNTUVHTt2hUnTpzAtGnTsHLlSnh7e+PNN9/EihUrylz7iy++wJ9//onZs2fj/fffx/HjxxEaGqqV8GzevJlPDJYsWYJJkyZh9+7dCA4ORnZ2dqU/f3mlEOfPn0fXrl3RpUsXGBkZ4cKFC1r7zMzM0K5du0rb1aU33ngDAHDs2DGt7SqVCmFhYbC3t8dXX32FYcOGVavdgoIC9O7dGydOnMD777+PTz/9FBcuXMDs2bOrdH5wcDCUSiUuX77Mbzt//jyCgoIQFBSEnJwc3LlzR2ufj49Ppc+eLjX1Z7+UiYkJBg8ejF9//ZXfdvPmTdy9e9fgkkRDffZLeXh4oFu3blr38vDhw8jJycGoUaOq1RYhhNQZRurNpk2bGAB24sQJlp6ezuLj49lvv/3GbGxsmFQqZQkJCYwxxk6dOsUAsFOnTvHnFhYWlmlvyZIljOM4Fhsby2/r0aMHMzMz09rGGGMajYb//2+++SZzcnJiGRkZWseMGjWKWVhY8NcqjcPFxYXl5ubyx/3+++8MAFu5ciVjjDGFQsHs7e1ZmzZtWFFREX/cwYMHGQA2f/78Su9Lbm4uEwqF7M033+S3tWrVii1atIgxxljnzp3ZrFmz+H12dnasT58+lbZZW6X/VleuXKnwGAsLC9a+fXv+/bhx4xgANmfOnDLHuru7s3HjxpXZHhISwkJCQvj3X3/9NQPA9u7dy28rKipiPj4+ZZ6J8ty9e5cBYIsXL2aMMaZUKpmpqSnbsmULY4wxBwcH9v333zPG/rvvkyZNqrTNukDPfvlKr7Nz50528OBBxnEci4uLY4wxNmvWLObp6ckYK3lOWrduXWlbdaWhPvtPx7169WpmZmbG/3uOGDGC9erVi49n4MCBlbZFCCF1jXq49SA0NBR2dnZwdXXFqFGjIJPJsGfPnkpn3Xi6VrKgoAAZGRkICgoCYww3btwAAKSnp+Pvv//GxIkT4ebmpnU+x3EASkbq79q1Cy+//DIYY8jIyOBfYWFhyMnJwfXr17XOHTt2LMzMzPj3w4cPh5OTEw4dOgQAuHr1KtLS0vDOO+9oDe4aOHAgfHx88Oeff1Z6P8zMzNC2bVu+hzsjIwNRUVH8zBndu3fny0ju37+P9PR0vZWTPE0mk5U7Y8PUqVNr3OaRI0fg4uKCQYMG8dskEgkmTZpUpfN9fX1hY2PD38ubN2+ioKCAv5dBQUH8vbx48SLUanW93kt69ivWt29fWFtb47fffgNjDL/99pvB1rUb4rP/tJEjR6KoqAgHDx5EXl4eDh48aHDfFBBCmhYaNKkH33//PVq2bAmRSAQHBwe0atUKAkHln33i4uIwf/587N+/v8zgqZycHADAo0ePAKDS6cPS09ORnZ2N9evXY/369eUek5aWpvW+RYsWWu85joO3tzdiYmIAlNRdAkCrVq3KtOXj41PuDCTPCg4OxqpVq5CRkYELFy5AKBSia9euAEqSxB9++AFyuVzv9dtPy8/Ph729vdY2kUiEZs2a1bjN2NhYeHl58UliKW9v7yqdz3EcgoKC8Pfff0Oj0eD8+fOwt7fnzw8KCsLq1asB6KcWnp79ihkZGWHEiBHYvn07OnfujPj4eINNEg3x2X+anZ0dQkNDsX37dhQWFkKtVmP48OE1jo0QQmqLEm496Ny5s9bo/+dRq9Xo06cPMjMzMXv2bPj4+MDU1BSJiYkYP3681iC45yk9dsyYMRg3bly5x7Rt27bK7dWV0oT7/PnzuHDhAvz9/SGTyQCUJIlyuRxXrlzBuXPnIBKJ+GRcXxISEpCTk1MmGRCLxeUmkM8mEaXUanWdD4gLDg7GgQMHcPv2bb5+u1RQUBBmzZqFxMREnDt3Ds7OzvD09KzT61eGnv3Kvfbaa1i7di0WLlyIdu3awc/PT6/xlMeQn/2nvfbaa5g0aRJSUlLQv39/WFpa6uxahBDyPJRwNwC3b9/G/fv3sWXLFq2BYk+PwgfAJ05PD4p7lp2dHczMzKBWqxEaGlql6z948EDrPWMMDx8+5JMTd3d3ACVT+ZXOOlEqKiqK31+ZpwdOXrx4UWvWDGdnZ7i7u+P8+fM4f/482rdvDxMTkyrFriu//PILACAsLKxKx1tZWZU7gC42NlYr4XV3d0dERAQYY1qJytMzuDzP0/fy/PnzmD59Or8vMDAQYrEYp0+fxuXLlzFgwIAqt6sPTeHZf1pwcDDc3Nxw+vRpLF26tFrn1hdDfvaf9sorr2DKlCm4dOkSduzYUaM2CCGkrlANdwNQ2gvEGOO3McawcuVKrePs7OzQo0cPbNy4EXFxcVr7Ss8VCoUYNmwYdu3aVW5ykp6eXmbbzz//rFWv+ccffyA5ORn9+/cHAHTs2BH29vZYu3Yt5HI5f9zhw4dx7949DBw48Lk/Y+kc0idPnsTVq1fLrHwYFBSEvXv3IioqSu/lJH/99RcWL16M5s2b81OfPY+XlxcuXboEhULBbzt48GCZKebCwsKQmJiI/fv389uKi4uxYcOGKsfXsWNHSCQSbNu2DYmJiVr3UiwWo0OHDvj+++9RUFCg93v5PE3h2X8ax3H47rvvsGDBAn42EENi6M/+02QyGdasWYOFCxfi5ZdfrlEbhBBSV6iHuwHw8fGBl5cXPvroIyQmJsLc3By7du0qdyGM7777DsHBwejQoQMmT56M5s2bIyYmBn/++SfCw8MBAF9++SVOnTqFLl26YNKkSfDz80NmZiauX7+OEydOIDMzU6tNa2trBAcHY8KECUhNTcWKFSvg7e3ND2YyMjLC0qVLMWHCBISEhGD06NFITU3FypUr4eHhgRkzZlTp5wwODuZ7z56dFzooKIif5qs+k8TDhw8jMjISKpUKqamp+Ouvv3D8+HG4u7tj//79VV4B8K233sIff/yBfv36YeTIkYiOjsbWrVvh5eWlddyUKVOwevVqjB49Gh988AGcnJywbds2/joVfT3/NGNjY3Tq1Alnz56FWCxGYGCg1v6goCB8/fXXAAyjFr4yTeXZf9rgwYMxePDg6t+sOtYQn/1nVVQ6RAgh9a7e50Vpwqoy3RZj5U+NFhERwUJDQ5lMJmO2trZs0qRJ7ObNmwwA27Rpk9b5d+7cYa+88gqztLRkEomEtWrVis2bN0/rmNTUVPbuu+8yV1dXZmRkxBwdHdmLL77I1q9fXyaOX3/9lc2dO5fZ29szqVTKBg4cWGbqNcYY27FjB2vfvj0Ti8XM2tqavf766/x0b1Wxbt06fiq2Z12/fp0BYABYampqldusqdJ/q9KXsbExc3R0ZH369GErV67Umiqu1Lhx45ipqWmFbX799dfMxcWFicVi1r17d3b16tUyU6MxxtijR4/YwIEDmVQqZXZ2duzDDz9ku3btYgDYpUuXqhT/3LlzGQAWFBRUZt/u3bsZAGZmZsZUKlWV2qstevYr/3l37txZ6XH6mBawoT37VX3GaFpAQog+cIw99V0tIcQgrVixAjNmzEBCQkKlU+gR0tjQs08IaQwo4SbEwBQVFWnNPV1cXIz27dtDrVbj/v37eoyMEN2iZ58Q0lhRDTchBmbo0KFwc3NDQEAAcnJysHXrVkRGRmLbtm36Do0QnaJnnxDSWFHCTYiBCQsLw48//oht27ZBrVbDz88Pv/32G1599VV9h0aITtGzTwhprKikhBBCCCGEEB2iebgJIYQQQgjRIUq4G5Bly5bBx8enWstZG6o5c+agS5cu+g6jSui+6w/de/2he08IIXVIn3MSkqrLyclh1tbWbOPGjfw2/DtP7ldffVXm+KrOSVsVu3btYiNHjmTNmzdnUqmUtWzZks2cOZNlZWWVe/y+ffv4OYldXV3Z/PnzmVKp1DomOTmZicVitm/fvlrHp0t03/WH7r3+0L0nhJC6RQl3A/Htt98yc3NzVlRUxG8r/QPo4ODACgoKtI6vyz+ANjY2zN/fn82bN49t2LCBvf/++8zY2Jj5+PiwwsJCrWMPHTrEOI5jvXr1YuvXr2fvvfceEwgE7O233y7T7siRI9kLL7xQ6/h0ie67/tC91x+694QQUrco4W4g2rZty8aMGaO1DQALCAhgANjXX3+tta8u/wA+vepfqS1btjAAbMOGDVrb/fz8WLt27bR6mD799FPGcRy7d++e1rF//PEH4ziORUdH1zpGXaH7rj907/WH7j0hhNQtquFuAB4/foxbt24hNDS0zL7u3bujd+/eWLZsGYqKinRy/Z49e5bZ9sorrwAA7t27x2+LiIhAREQEJk+eDJHovxkn33nnHTDG8Mcff2i1Ufrz7Nu3TwdR1x7dd/2he68/dO8JIaTuUcLdAFy4cAEA0KFDh3L3L1y4EKmpqVizZk2l7cjlcmRkZFTp9TwpKSkAAFtbW37bjRs3AAAdO3bUOtbZ2RnNmjXj95eysLCAl5cXzp8//9zr6QPdd/2he68/dO8JIaTu0cI3DUBkZCQAoHnz5uXuf+GFF9CrVy8sX74cU6dO1Voa+Wm//vorJkyYUKVrsudMz7506VIIhUIMHz6c35acnAwAcHJyKnO8k5MTkpKSymz39PRERERElWKqb3Tf9Yfuvf7QvSeEkLpHCXcD8OTJE4hEIshksgqPWbhwIUJCQrB27VrMmDGj3GPCwsJw/PjxWsezfft2/PTTT/j444/RokULfnvpV8xisbjMORKJBLm5uWW2W1lZlemJMhR03/WH7r3+0L0nhJC6Rwl3I9GjRw/06tULy5Ytw9tvv13uMU5OTuX2BlXH2bNn8eabbyIsLAxffPGF1r7Sni65XF7mvOLi4nJ7whhj4DiuVjHpE913/aF7rz907wkhpHoo4W4AbGxsoFKpkJeXBzMzswqPW7BgAXr27Il169bB0tKyzP6ioiLk5ORU6ZqOjo5ltt28eRODBg1CmzZt8Mcff2gNVAL++2o3OTkZrq6uWvuSk5PRuXPnMm1mZWVp1WUaErrv+kP3Xn/o3hNCSN2jQZMNgI+PD4CS2QMqExISgp49e2Lp0qXlziCwY8cOvtfpea9nRUdHo1+/frC3t8ehQ4fK/bo5ICAAAHD16lWt7UlJSUhISOD3P+3x48fw9fWt9OfSF7rv+kP3Xn/o3hNCSN2jHu4GoFu3bgBK/rC0bdu20mMXLlyInj17Yv369WX21bSmMiUlBX379oVAIMDRo0dhZ2dX7nGtW7eGj48P1q9fjylTpkAoFAIA1qxZA47jtAY8AUBOTg6io6MxderUasdUH+i+6w/de/2he08IIXWPEu4GwNPTE23atMGJEycwceLESo8NCQlBSEgIzpw5U2ZfTWsq+/Xrh0ePHuHjjz/GuXPncO7cOX6fg4MD+vTpw79fvnw5Bg0ahL59+2LUqFG4c+cOVq9ejbfeeqtMz9KJEyfAGMPgwYOrHVN9oPuuP3Tv9YfuPSGE6ED9r7VDauKbb75hMplMa2ljAOzdd98tc+ypU6f4ZZjrYuW30rbKe4WEhJQ5fs+ePSwgIICJxWLWrFkz9tlnnzGFQlHmuFdffZUFBwfXOj5dovuuP3Tv9YfuPSGE1C1KuBuI7OxsZm1tzX788Ud9h1InkpOTmUQiYXv37tV3KJWi+64/dO/1h+49IYTULRo02UBYWFjg448/xvLly6HRaPQdTq2tWLEC/v7+Bv/1Lt13/aF7rz907wkhpG5xjD1niS9CCCGEEEJIjVEPNyGEEEIIITpECTchhBBCCCE6RAk3IYQQQgghOkQJNyGEEEIIITpECTchhBBCCCE6RAk3IYQQQgghOkQJNyGEEEIIITpECTchhBBCCCE6RAk3IYQQQgghOkQJNyGEEEIIITpECTchhBBCCCE6RAk3IYQQQgghOkQJNyGEEEIIITpECbcBSE5OxsKFC5GcnKzvUAghhBBCKkV5S/VRwm0AkpOTsWjRInpwCSGEEGLwKG+pPkq4CSGEEEII0SFKuAkhhBBCCNEhSrgJIYQQQgjRIUq4CTEgGrVS3yEQQgghpI5Rwk2IgchNiET8+d+hVhTpOxRCCCGE1CFKuAkxABq1ElkP/kF+8kPkxkfoOxxCCCGE1CFKuAkxAHmJ91GYmQihkQRZ0deol5sQQghpRCjhJkTPNGolsqOvgeOEkFg5QZ6TTr3chBBCSCNCCTchepaf9ACFT+IhEBlBWZQHxjTUy00IIYQ0IpRwl+P777+Hh4cHJBIJunTpgn/++afCYzdv3gyO47ReEomkHqMlDZ0iPwtGJpYQiIzBATCWWQMcB2Vhrr5DI4QQQupEU8+tRPoOwNDs2LEDM2fOxNq1a9GlSxesWLECYWFhiIqKgr29fbnnmJubIyoqin/PcVx9hUsaARufIFi37KK1jeM4cAKhniIihBBC6g7lVtTDXcY333yDSZMmYcKECfDz88PatWthYmKCjRs3VngOx3FwdHTkXw4ODvUYMWnoOI6DQCjSelGyTQghpLGg3IoSbi0KhQLXrl1DaGgov00gECA0NBQXL16s8Lz8/Hy4u7vD1dUVgwcPxt27dyu9jlwuR25uLv/Kz8+vs5+BEEIIIaQ+5Ofna+Uzcrm8zDH1lVsZOkq4n5KRkQG1Wl3mU5SDgwNSUlLKPadVq1bYuHEj9u3bh61bt0Kj0SAoKAgJCQkVXmfJkiWwsLDgXyEhIXX6cxBCCCGE6FpISIhWPrNkyZIyx9RXbmXoqIa7lrp164Zu3brx74OCguDr64t169Zh8eLF5Z4zd+5czJw5k38fHh5OSTchhBBCGpQzZ84gICCAfy8Wi+uk3ZrkVoaOEu6n2NraQigUIjU1VWt7amoqHB0dq9SGkZER2rdvj4cPH1Z4jFgs1nooZTJZzQImhBBCCNETmUwGc3PzSo+pr9zK0FFJyVOMjY0RGBiIkydP8ts0Gg1Onjyp9UmrMmq1Grdv34aTk5OuwiSEEEIIaRAotypBPdzPmDlzJsaNG4eOHTuic+fOWLFiBQoKCjBhwgQAwNixY+Hi4sLXKX3++efo2rUrvL29kZ2djeXLlyM2NhZvvfWWPn8MQgghhBCDQLkVJdxlvPrqq0hPT8f8+fORkpKCgIAAHDlyhC/2j4uLg0Dw3xcDWVlZmDRpElJSUmBlZYXAwEBcuHABfn5++voRCCGEEEIMBuVWAMcYY/oOoqm7fv06AgMDce3aNXTo0EHf4RBCCCGEVIjyluqjGm5CCCGEEEJ0iBJuQgghhBBCdIgSbkIIIYQQQnSIEm5CDBQNryCEEEIaB0q4CTFAuQXF+P2vq0jOyNF3KIQQQgipJUq4CTFAt6ITcOdxEv65F0M93YQQQkgDRwk3IQYmt6AYN+7HwUgoRGRcChIzsvUdEiH1JiPiLLIeh+s7DEIIqVOUcBNiYG5FJ+BJbgHcHKxQrFDgWmQc9XKTJqE4Ow2Z0deQGXURquJ8fYdDCCF1hhJuQgyEWlGMlNj7Jb3bIgEK5UqYiI2pl5s0Gdkx4VAV50Oe9wQ5sXf0HQ4hhNQZSrgJMRCZ0Vdw99IxqORFEBsZobBYAY7jYCwS0uBJ0mgxxqBRK1GcnYbc+AgYy6whksiQ/fgG9XITQhoNkb4DIIQAysIc5Dy+CXtVKl728oS9/wta+02lYj1FRohu5cbfRU7MbYhMzaEszIHU2gWc0AjyrCTkxN6BTauu+g6REEJqjRJuQgxAduwtKAqyIbFyhCb9PoyVHSGxtNd3WITolFopR+aDKyhMj4NAZAyR2BTKgmwAgFBsivzUR5RwE0IaBYNMuJOTk5GWlgZvb2+YmprqOxxCdKq0d9tIag4jEwsUpsci+/ENOLYP03dohOhUXmIkirOSITASw8jEAs6dX4ZQ9N+3OUKxVI/REUJI3TGoGu59+/bBx8cHzZo1Q4cOHXD58mUAQEZGBtq3b4+9e/fqN0BCdCAnLgLFOelQFuaiKD0WTCVHbsI9yHMz9B0aITqjVsqRFX0dApExJFZOUOZnQpH7BGILO/4lksj0HSYhhNQJg0m4Dxw4gKFDh8LW1hYLFizQmgbN1tYWLi4u2LRpkx4jJEQ3JJb2cGj7Iuxa94Ct3wuwbxsKa++OEBpR3TZpvPISI1H0JBGcUARVcT40GjWyoq9BrSzWd2iEEFLnDKak5PPPP0ePHj1w6tQpPHnyBAsXLtTa361bN6xbt04/wRGiQzJHL8gcvWp0LmMMT3ILYGNuCo7j6jgyQnRHkZ8FY5kV/15sZgOAQVWUD6GRRH+BEUKIDhhMwn3nzh188803Fe53cHBAWlpaPUZEiOGLSX6CI//cRd9OfvBysdN3OIRUmV3rENj6Bmtt4zgOnECop4gIIUR3DKakxMTEBAUFBRXuf/ToEWxsbOoxIkIMT2GxAslPSubk1mgYrkbG4lFSOq5GxkCjodUoScPBcRwEQpHWi5JtQkhjZTAJd69evbBlyxaoVKoy+1JSUrBhwwb07dtXD5ERoh+MMeQl3YeqKI/fdu7WA+z9Oxx5hcWITXmCh4lpcLaxQHRiOh4n0yBLQgghxBAZTML9xRdfICEhAZ06dcK6devAcRyOHj2Kzz77DP7+/mCMYcGCBfoOkxCdKV1tr5Q8OxUpN47iyYN/AABpWXm4/SgRiRnZuPkwAVcjY6FUqWFjIYNaw6iXmxBCCDFQBpNwt2rVCufOnYONjQ3mzZsHxhiWL1+O//u//4O/vz/Onj0LDw+Peonl+++/h4eHByQSCbp06YJ//vmn0uN37twJHx8fSCQS+Pv749ChQ/USJ2lcsqKvI/HyHijyMsEYQ9bjcMhz0pATewfy3AyEP4hDXqEcljIp/g6/j3uxyWCMISkjGxqmoV5uQgghBqup51YGk3ADQOvWrXHixAlkZGTg8uXLuHjxIlJTU/HXX3/B19e3XmLYsWMHZs6ciQULFuD69eto164dwsLCKhyweeHCBYwePRpvvvkmbty4gSFDhmDIkCG4c+dOvcRLGgdVcQGyH99A0ZMEZMfchDw7FXkJ9yCxcoKqOA/Rd67g9qNEWJubwNbCFNn5RRAbi9DSzRHujrZo6eoITxc7CAQ0UwkhhBDDQrkVwLGnJ7wm6NKlCzp16oTVq1cDADQaDVxdXfHee+9hzpw5ZY5/9dVXUVBQgIMHD/LbunbtioCAAKxdu7ZK17x+/ToCAwNx7do1dOjQoW5+kBo6cOAAZDIZPDw80KxZMxgZGek1nqbiyf3LSL15HCKpGcAAExsX5CVGQmrnAWVhDi4lKHFb4QSZzBQcSgZPuthZYcLAIJhKaL7u2rp69Spu376N119/HcbGxvoOhxBCDFp18xZ95FaGxmCmBfzuu+/w559/4ujRo+Xu79+/PwYNGoSpU6fqLAaFQoFr165h7ty5/DaBQIDQ0FBcvHix3HMuXryImTNnam0LCwurdFVMuVwOuVzOv8/PzwcAqFQqKJXKWvwEtaNUKnH48GGo1WoAJT+7i4sL3N3d4eHhATc3Nzg6OkIgMKgvRuqdSqXi71GdtCcvQErkZag5Y0BogqK0R8hNi4fAWAJ5UjTAGMQKhra2DpA5OfDniYRCFBYUgqmq/swIhUKIRAbzn71BSEhIwObNm6FUKpGQkIBJkybRjEjlqOvnvj7Rc09qoiE/84Bun/vSCS7y8/ORm5vLbxeLxRCLtTuB6iu3MnQG8xvop59+Qu/evSvc7+fnh/Xr1+s04c7IyIBarYaDg4PWdgcHB0RGRpZ7TkpKSrnHp6SkVHidJUuWYNGiRWW2d+nSpQZRE0Lq0vz58/UdAiGENAghISFa7xcsWFBm4cL6yq0MncEk3NHR0Xj33Xcr3O/j44MNGzbUY0S6M3fuXK1PbuHh4QgJCcHly5fRvn17vcWlUqmQmJiI2NhYxMbGIi4uDikpKXhe1VFpCYqbmxvc3d3h7u4OmUxWT1HXL7lcjps3b0IkEtVZ6YHySQxYTjIAIK9YBVNjIQQiIUTObSAwNq2TawAlvQwqlQrt2rUr0wPR1CUlJWHDhg1IT08HUDJH9JAhQ9C7d29awRO6ee7rCz33pCYa8jMP6P65v3HjBrp06YIzZ84gICCA307/jVXMYBJuY2PjSj+5JCcn67yUwdbWFkKhEKmpqVrbU1NT4ejoWO45jo6O1ToeKPuVS2lyKhKJ9FozbWRkBG9vb3h7e/PbioqKEB8fj5iYGD4Rz8zM1DqvqKgI9+7dw7179/htNjY28PDwgIeHB9zd3eHq6too/kPUaDQQiUQwNTWtu1/Cpq0BtAYACHJyIJVKdfIL3sjICAUFBTAyMqLa/Ge4u7vjk08+waZNm3D37l0AwP79+5GUlIQxY8Y0yD+4dUknz309oeee1ERDfuYB3T/3paUqMpkM5ubmlR5bX7mVoTOYhLtr167YvHkzZsyYATMzM619OTk52LRpE7p27arTGIyNjREYGIiTJ09iyJAhAEr+ozt58iSmTZtW7jndunXDyZMnMX36dH7b8ePH0a1bN53GWl+kUilatmyJli1b8ttyc3MRGxurlYQ/u0rokydP8OTJE1y7dg1ASY+hk5OTVhLu7OwMoZBWlnuWXC5vkL/gGzoTExNMnToVf/75Jw4fPgygZDBlSkoKJk+eDFtbWz1HSAghDQ/lViUMJuFesGABQkJCEBAQgOnTp6N165Ievzt37mDFihVITk7G9u3bdR7HzJkzMW7cOHTs2BGdO3fGihUrUFBQgAkTJgAAxo4dCxcXFyxZsgQA8MEHHyAkJARff/01Bg4ciN9++w1Xr17F+vXrdR6rvpibm8Pf3x/+/v4ASlZEzMjI0ErC4+LitAaAMsaQlJSEpKQkXLhwAUDJJ3BXV1d+UKa7uzvs7Oya/Ff4mZmZZT50kvohEAjw8ssvw9XVFVu2bIFcLkdCQgKWLl2KiRMn1tv0pIQQ0phQbmVACXeXLl1w4MABTJkyBR988AGfdDHG0Lx5c+zfv79ePtm8+uqrSE9Px/z585GSkoKAgAAcOXKEL96Pi4vTKm0JCgrC9u3b8dlnn+GTTz5BixYtsHfvXrRp00bnsRoKjuNgZ2cHOzs7dOzYEQCgVquRnJyslYQnJSVBo9Hw5ymVSjx69AiPHj3it5mYmPB14KVJuIWFRb3/TPoUFxcHV1fXJj8bjD4FBATAwcEB69atQ1paGgoKCrB69WoMGTIEoaGhTf5DISGEVAflVgY4D7dGo8GNGzcQHR0NAPDy8kKHDh0a9R84Q5qHW5cUCkWZevDSQWqVsbS01CpFcXNzg1QqrYeIy5LL5QgPD9dZXV9OTg4uXboEHx8fuLu712nbCoUCBQUFCAgIaBT19PWhqKgImzZt0lpsITAwEGPGjGlS91DXz70u0XNPaqIhP/OA7p/7ppK31CWD6eEuJRAIEBgYiMDAQH2HQuqYsbExvLy84OXlxW/Lz89HXFycVhL+9JyeAJCdnY3w8HCEh4cDKOlRt7e310rCXVxcGvyAqKFDhyI9PR1isRizZ8+GlZXVcwejEN2SSqV4++23cejQIX5Z4WvXriE5ORlvv/021XUTQkgjcuvWLaxatQrXr19HTk6O1rfyQEn+UdohXF0Gl3BHRETg0aNHyMrKKnc6urFjx+ohKqIrMpkMfn5+8PPzA1BSQpSVlcWXosTExCAuLk5roSDGGFJTU5GamorLly8DKJng38XFRSsJd3BwaFBlGRkZGUhLS4OFhQU0Gg2uXLmCgIAAWoRFzwQCAV566SU0a9YMP//8M4qLi5GUlIQvv/wSEydO5J9dQgghDdfp06fRr18/WFlZoWPHjrhx4wZ69+6N4uJiXLx4Ea1bt65VZ7DBJNzR0dEYM2YM/vnnnwrnfeY4jhLuRo7jOFhbW8Pa2pqfk1yj0SA1NVUrCU9MTNRaAUytViMuLg5xcXH4+++/AQASiYSfG7w0Cbeysmow5UkqlQpXr16Fh4cHvL29aUYXPSut616/fj1SU1NRWFiI77//HoMHD0afPn0azHNFCCGkrPnz58PT0xOXLl2CQqGAvb09PvnkE/Tu3RuXL19G//79sXTp0hq3bzAJ95QpU3D79m2sWLECL7zwAqysrPQdEjEQAoEATk5OcHJy4qeGVCqV/CI9pUn4s3N2FhcX4/79+7h//z6/zdzcvMygTFPTultcRhdiYmKQlpaG1q1bw9raWt/hNGlOTk74+OOPsXnzZty+fRuMMezduxdxcXEYM2YMJBKJvkMkhBBSA9evX8eiRYtgbm6OrKwsAOA79rp06YIpU6Zg3rx56N+/f43aN5iE+/z58/jkk0/w3nvv6TsU0gAYGRnx5SOlS8sWFRVp1YPHxMQgOztb67zc3Fzcvn0bt2/f5rfZ2dlpJeGurq4GMUiGaTQAU4MTGqGwsBBXrlyBq6srWrRo0eDr1RsyqVSKKVOm4PDhw/jzzz8BlPyiTklJwZQpU2BnZ6fnCAkhhFSXSCTip+S1tLSEkZER0tLS+P2enp6IiIioefu1jrCO2NraNrnp30jdkkqlaNWqFVq1asVvy8nJ0ZqaMCYmBkVFRVrnpaenIz09HVevXgVQ0qPu7Oys1Qvu5ORUryUdjDFoFIWARgmBxALcv7Xo8fHxSE5OhqurK9zc3KhHVU8EAgEGDhwIV1dXbN68uUxdd+k6AoQQQhoGb29vPHjwAEBJeauPjw/27NmD119/HQDw559/1mqlS4NJuN9++21s3boV7777LtWqkjpjYWGBtm3bom3btgBKEtn09HStJDw+Pl5rkR6NRoOEhAQkJCTg/PnzAEp61N3c3NCsWTMwxuDq6gpbW9s6q9tNSkriPwgoFApkPkmHhUQIMA2YSg7O+L9pEFUqFR4/fozHjx/D3t4ezZo1q9NYSNW1bdsWH3/8MdatW4fU1FQUFRXhhx9+wMsvv4ywsDD6NyGEkAZiwIAB2LhxI5YsWQKRSISZM2diwoQJaNGiBYCSsYalC/PUhMEk3C1btoRarUa7du0wceJEuLq6lpt4Dx06VA/RkcaidEpBe3t7dOrUCUBJjVZSUpJWPXhycrLW4F2lUono6Git6YAkEgkcHBzg6OgIBwcHODg4VLse/NatW/j+++9x5swZ/npFRUX4fPEX8GvVAn16h8DdtRmYSMz3cj8tLS0NaWlpkEgkcHJygrOzM2QyWU1ujRbGGBYsWIANGzYgOzsb3bt3x5o1a/hfPOVZs2YN1qxZg5iYGABA69atMX/+fL7eLTMzEwsWLMCxY8cQFxcHOzs7DBkyBIsXL27Q3245Ojri448/xpYtW3Dr1i0wxrB//37Ex8fjjTfeoG8hCCGkAZg3bx4++OADPvccN24chEIhdu3aBaFQiE8//RTjx4+vcfsGs/BNVaZv4zhOa2aKxoImkDc8crkc8fHxWkn4kydPnnuemZmZVgLu4OBQYT34sWPHMGPGDDDGyn2uBQIOAIexo4YhoENHCIyrttiPTCbjB5k+vUBQdRZCWLp0KZYsWYItW7agefPmmDdvHm7fvo2IiIgKE8gDBw5AKBSiRYsWYIxhy5YtWL58OW7cuIHWrVvjzp07WLBgAcaPHw8/Pz/Exsbi7bffRtu2bfHHH39U6WczZBqNBkeOHMHBgwf5bU5OTpgyZQrs7e31GFntNeRFQGjhG1ITDfmZB2jhG0NkMAn3mTNnqnRc6QC5xoQe3IYhPz8fDx8+xOXLl5GdnY20tLQy9eDlsba25pNwR0dH2Nra4u7duxg9ejTUanWF02CWEggE+ODtt+DRyg8cV715xe3s7ODt7Q1zc/Mq/wJmjMHZ2RkffvghPvroIwAltfAODg7YvHkzRo0aVeXrW1tbY/ny5XjzzTfL3b9z506MGTMGBQUFEIkM5gu3Wrl9+zY2bdqE4uJiACVjCxp6XXdDTj4o4SY1UR/PvEql0tnvPUq4q8/T0xMrVqzAoEGDyt1/8OBBvP/++3j06FGN2jeYv3CNMZEmjYtMJoOvry/kcjlMTU1hZGSEvLw8pKSkIDU1FSkpKUhLS9OqBwdKSikyMzP50c1CoRDHjh2DRqN5brJd6vjps5jUqvoLrJQOCG3dunWVe1kfP36MlJQUhIaG8tssLCzQpUsXXLx4sUoJt1qtxs6dO1FQUIBu3bpVeFxOTg7Mzc0bTbINAP7+/pg9ezbWrVuHlJQUvq77pZdeQr9+/aiumxACoOT3ZGP63dfQxcTEID8/v8L9+fn5iI2NrXH7BvcvLZfLcf36daSlpaF79+60dDIxWBzHwdzcHObm5mjZsiWAkrKCrKwspKSk8Il4RkaG1vKw2dnZWnODP49Go8Hde5HIysqu8TzcERER/HRHz5OSkgIAcHBw0Nru4ODA76vI7du30a1bNxQXF0Mmk2HPnj0VrsSYkZGBxYsXY/LkyVWKqyFxcHDArFmz8PPPP+PmzZtgjOHAgQOIj4/H2LFjqa6bEEIMUGUdIleuXIGlpWWN2zaoda+/++47ODk5ITg4GEOHDsWtW7cAlPxhtrW1xcaNG/UcISElFApFuS+VSgUzMzO0aNECL7zwAoYPH4633noLQ4cORXBwMFq2bMlPqF8djDFERUVBo9HU6KVWqyv8Gmzbtm2QyWT869ke+upo1aoVwsPDcfnyZUydOhXjxo0rd97S3NxcDBw4EH5+fli4cGGNr2fIpFIpJk2ahJdffpn/JR4eHo7ly5drze1KCGmaDKSit0lbuXIlPD094enpCY7jMH36dP790y8bGxusWLECAwYMqPG1DKaHe9OmTZg+fTpGjRqFvn37YuLEifw+W1tb9O7dG7/99pvWdkLqm1AohFQqRVFRUbUSUzMzM5iZmcHLywtxcXE4dOhQtX7ZchyHoqIirZ7y6kpOToabm1uZ2X8GDRqELl268O/lcjkAIDU1FU5OTvz21NRUBAQEVHoNY2NjeHt7AwACAwNx5coVrFy5EuvWreOPycvLQ79+/WBmZoY9e/Y06kV8BAIB+vfvj2bNmmHz5s0oKipCcnIyli5divHjx8Pf31/fIRJC9KQ2v89J3bC3t+fH18TExMDFxQUuLi5ax3AcB1NTUwQGBuKdd96p8bUMJuH++uuvMXjwYGzfvr3c2SACAwPx3Xff6SEyQv4jEong5+dXq9lySksMqoMxBnNzc5iYmNT4ukDJfOLP1gyWfhh4+lqOjo44efIkn2Dn5ubyvdbVodFo+AS+tJ2wsDCIxWLs37+/yZRWPF3XnZycjKKiIqxduxYvvfQSwsLCqjRLEyGkcaGEW/9Gjx6N0aNHAwB69eqFzz77DC+++KJOrmUwCffDhw/x/vvvV7jf2tq6StOyEaJrIpGoVgNdSgfOVbeH29fXt8YD7oRCIVq1aoV27dpV6VrTp0/H//73P7Ro0YKfFtDZ2RlDhgzhj3vxxRfxyiuvYNq0aQCAuXPnon///nBzc0NeXh62b9+O06dP4+jRowBKku2+ffuisLAQW7duRW5uLnJzcwGUzKbS2Be8sre35+u6w8PD+bruuLg4jBs3rsl8+CCElKhN+R6pe6dOndJp+waTcFtaWiIjI6PC/REREbVaUpMQQ+Hm5oaXXnoJhw4dqlJPuUAggL+/f40GTNrZ2aFly5bw9vau1tRQH3/8MQoKCjB58mRkZ2cjODgYR44c0UoKo6Ojtf6bTUtLw9ixY5GcnMyv8Hn06FH06dMHQMk0UpcvXwYAvuyk1OPHj+Hh4VHtn6+hkUgkmDRpEo4ePYoDBw6AMYabN29i2bJlmDJlSpmBqoSQxqt0WliauUg//v777xqd16NHjxqdZzAJ94ABA7B+/fpy62Pu3r2LDRs2UP02aTTmzZuHw4cPV7mnO6xP1b/iEolEaNmyJfz8/Go8qwnHcfj888/x+eefV3hM6YqSpX766adK2+zZsycNEkLJve3Xrx9cXV2xceNGFBUVISUlBUuXLsWECROorpuQJoIxBqVS2eDmtm8sevbsqfVh53kffkr317Sk1GAS7v/973/o0qUL2rRpw4/q37JlCzZu3Ihdu3bByckJ8+fP13eYhNSJTp06YceOHXj11VcrWWmypK53/Osj4epoAzAGVPLLQCQSoU2bNmjbti2VJzQArVu31qrrLi4uxpo1a/j5uqmum5DGTy6XU8KtJ7ouIXmWwSTczs7OuHbtGj755BPs2LEDjDH88ssvMDMzw+jRo/Hll1/SnNykURk6dCguXLiAuZ/Ow18njmn1/nIchzZt2qBvrxfg6mQHjUoFtbIYwgqWd/f09ES3bt1gampaX+GTOlBa1/3LL7/gxo0bAEpWMyut65ZKy//3JoQ0DgUFBVVeI4HUrfpecNEgulDkcjn279+PlJQU/Pjjj8jMzERqaiqSk5ORlZWFjRs3VnmVvNrIzMzE66+/DnNzc1haWuLNN9+sdNUh4L+vJJ5+vf322zqPlTQOnTp1widLVmD2t5shNZUBACRSKWbO/gRvvjkRrs724IRGAMdBLS8o6eV+iqWlJfr164fQ0FBKthsoiUSCt956C4MHD+a/zrx16xaWLVv23IWGCCENW+nAcfIfQ8jFkpOTcfPmTRQUFNS4jWcZRMJtbGyMESNG4MKFC/w2Ozs7ODg41OvXqq+//jru3r2L48eP4+DBg/j777+rtArepEmTkJyczL+WLVtWD9GSxqJbGy988MZgWJqbAwAkYjHcnWwhUBXxCTbHCaBRKaFWFgMo+e+jV69eGD58ONzc3PQWO6kbHMchLCwM77zzDt+rnZqaimXLlvELgBFCGp/KJotoqvSZi+3btw8+Pj5o1qwZOnTowA/0z8jIQPv27bF3795qt1nKIBJujuPQokULvT549+7dw5EjR/Djjz+iS5cuCA4OxqpVq/Dbb78hKSmp0nNNTEzg6OjIv8z/TZwIqQqp2AiO1hYQCErrsxlYcR40SgU4TgBo1ADTQCQUws3GBEOHDsUrr7yCFi1aUJ1vI9O6dWvMmTMHzs7OAIDi4mKsXbsWBw8ebLRz9jLGoFDWfF57QhqyvLw85OXl6TsMg6HPXOzAgQMYOnQobG1tsWDBAq0yT1tbW7i4uGDTpk01+rkAA0m4AeCTTz7B6tWrERUVpZfrX7x4EZaWlujYsSO/LTQ0FAKBgP+EU5Ft27bB1tYWbdq0wdy5c1FYWFjp8XK5nJ+DODc397lflZAmhjEwjQoCoQjGZjaQ2TqhW4/eGDtxEvoNH0tjGRo5Ozs7fPTRR+jQoQO/7dChQ1i3bh2Kior0GJlu3E98gmM3olGsVOk7FEL0IjY2Vt8h1Fh+fr5WPvP0Qmc1UZ+52LM+//xz9OjRA+fOncO7775bZn+3bt34sTY1YTCDJi9dugQbGxu0adMGPXv2hIeHR5kBQxzHYeXKlTq5fkpKSpk6cZFIBGtr60rrKF977TW4u7vD2dkZt27dwuzZsxEVFYXdu3dXeM6SJUuwaNGiOoudNC6MAQKRGBq1Ci72VnhxwJByB88xxpCZWwhrcxOax7WRkUgkePPNN+Hm5oZ9+/aBMYbbt2/z83U3ljUJ5EoV7salIy27AI9TsuDraqfvkAipd0lJSfD09Kz1SsL68OzAwwULFmDhwoU1bq8+c7Fn3blzB998802F+x0cHJCWllbl9p5lMAn36tWr+f9/8uTJco+pScI9Z84cLF26tNJj7t27V602n/Z0XZG/vz+cnJzw4osvIjo6Gl5eXuWeM3fuXMycOZN/Hx4eXu+jZYnhcXR0gLK4EGKJFBwngJetCH7WCoiNS/4zzc4vBGOAlVnJL+XoxHScuHoP/bu2gbujjT5DJzrAcRz69u2LZs2aYePGjSgsLOTruseOHYuAgAB9h1hrj1Oz8SS3CGIjISLiM+DpaAWxkcH8WSJEZ4YOHYq0tDRIJBLMmjULjx49Qps2bfQdVrWdOXNG63dRRQusGWIu9iwTE5NKB0k+evQINjY1/1tbrd9szZs3r3ZPGsdxiI6Ofu5xuqpP/PDDDzF+/PhKj/H09ISjo2OZTy4qlQqZmZnV6k3q0qULgJKl6iv6RxaLxVoPpUwmq3L7pPE6tW87Ik7vwuUEJVxlSnjIGIoyk1CQEg0Tp5b488JtMAaMDu0EcMCVyBg8SsrA1ag4uDlYUy93I+Xn54c5c+Zg7dq1SEpKQnFxMdavX4/+/ftj4MCBDbaOX65UISIuHcZGAljJJEjJKsAj6uUmTURGRgbS09NhYWEBAEhMTIS7u3uDmyJQJpNVqVbaEHOxZ/Xq1QtbtmzB9OnTy+xLSUnBhg0b8NJLL1U5hmdVK+EOCQkp80f96tWruHv3Lvz8/NCqVSsAQFRUFCIiItCmTRsEBgbWOLi6YGdnBzu75/8C79atG7Kzs3Ht2jU+5r/++gsajYb/h6uK8PBwAICTk1ON4iVNFwNgbG4LI5N8dOoWCON/e/qMZNaITkxHTMoTMMbwICENIqEAj5Iy4GhjjgfxqYhLzaRe7kbM1tYWs2bNwtatW3Ht2jUAwOHDhxEfH4/x48c3yK+iH6dmIy2nAKZiI+QVKaDRMOrlJk3avXv30KlTp0bZedIQcrEvvvgCXbt2RadOnTBixAhwHIejR4/ir7/+wrp168AYw4IFC6rc3rOq9Vtt8+bNWu/37t2LvXv34vjx43jxRe2lp48fP46RI0di8eLF1Qro0qVLOHXqFNLS0vDOO++gRYsWKCwsRGRkJFq2bKmz3mBfX1/069cPkyZNwtq1a6FUKjFt2jSMGjWKnzEgMTERL774In7++Wd07twZ0dHR2L59OwYMGAAbGxvcunULM2bMQI8ePdC2bVudxEkaJ8YYClIeQlmQDVtbJzi3/a/ESK3R4MrlKyXLyoLDP/diIBIKwBiDrYUMj5OfUC93EyAWizFx4kS4ublh7969YIzhzp07fF13Q/uQX1ishI3Zf2MTbMylMBIIUKxQUcJNmqSsrCzEx8c36ale9ZmLtWrVCufOncMHH3yAefPmgTGG5cuXAyiZ5/v777+Hh4dHjX+2Wv1Wmz9/Pt57770yyTYA9OnTB9OmTcNnn32GwYMHP7cthUKBUaNG8QOEOI7Dyy+/zE991rdvX8yYMQOffvppbUKu1LZt2zBt2jS8+OKLEAgEGDZsGL777jt+v1KpRFRUFD/y1djYGCdOnMCKFStQUFAAV1dXDBs2DJ999pnOYiSNU3FWMnIToqAuLoCNrBiMacBxAsgVKsSmPkFMyhPYWZpBwAERj5PAAJhKjJGUkQMwVtLLnZYFdwdrff8oRIc4jkOfPn34uu6CggKkpaVh2bJlGDduXIOq6+7g7YQO3g3rQwIhuhYVFQVra+smXWqqz1ysdevWOHHiBLKysvDw4UNoNBp4enpWqXf+eWqVcD948KDSAnIbG5sq1W8DwLx583Dw4EGsWbMGvXr14stTgJIR+yNGjMC+fft0mnBbW1tj+/btFe738PDQmpfR1dUVZ86c0Vk8pGlgjCH78Q2oFYWQWDlCXPwEBWkxKDS2w/5z4ZArVMgpKIJGU/LsFRTLYSI2hpeLHd+j/d8c3qQp8PX1xezZs7F+/XokJCRALpc3irpuQpo6jUaDmzdvomvXrhAKhfoORy8MIRezsrJCp06d6rTNWiXcXl5e2LRpE958880yn8by8vKwceNGeHp6VqmtX3/9FVOnTsXkyZPx5MmTMvt9fX2xc+fO2oRLiEEqzkpBbkIUjM1sAU4KKLOQFX0NEUIfPExIg5W5KXoGtNQqFzGRGKNHuxZUQtKE2dra4qOPPsLWrVtx9epVACV13XFxcZgwYUKDrOsmhJTMbX3v3j20bt2afsfr0M8//1yj88aOHVuj82qVcP/vf//D8OHD4ePjg/Hjx8Pb2xtASc/3li1bkJqaWuUkOS0tDf7+/hXuFwqF1Z7EnJCGIC/5PjQqOTTKkl5soYBDVko8HuQzWJqZQaNh8PVwQnMnWvCGaDM2NsaECRPg7u6O3bt3gzGGu3fvYunSpZgyZQpf80gIaVgSExNhamqK5s2b6zuURqu8WVNKP+A83YP+9HZATwn3kCFDcOjQIcyePRv/93//p7UvICAAP/30E8LCwqrUlqurKyIjIyvcf/78eT6hJ6QxsXTzh9RKu5b1UsRjPMkqgoezBWJTMnE1MhbuDjZUOkLK4DgOL774IlxcXPDTTz+hoKAA6enpWL58OcaOHYv27dvrO0RCSA3cv38fHMfVaqAeqdjjx4+13mdnZ2PcuHGwsLDAe++9x5c2R0ZGYtWqVcjLy8OWLVtqfL1aF/r17dsXN27cQFJSEi5evIiLFy8iKSkJ169fr3KyDZSsErRu3TpcvHiR31b6iWLDhg34/fffa/ypghBDZmxmDTPnljBzbgljW0/cyzHCzXQOAqEImbmFEIkEeJiQhtiUsqVWhJTy8fHBnDlz0KxZMwCAXC7Hhg0bsG/fPp2tc1AXGGOISkhHTmHtloQmpDGKiopCZGRkmR5XUnvu7u5arxUrVsDOzg6nT5/G8OHD4e/vD39/f4wYMQKnT5+GjY0Nvv322xpfr85G1jg6OqJLly7o0qVLjZYd/vTTTxEUFIQePXqgV69e4DgOM2bMgJubG6ZMmYJ+/fphxowZdRUuIQYp/GE8jl6OgFrDYGlmApFIADMTCcxNpSgopoSEVM7GxgYfffSR1mCfo0eP4ocffjDYkrz03EJciUrArUcplFQQUo7Y2FjcuHEDKpVK36E0anv37sUrr7xSbt28QCDA0KFDsW/fvhq3X+uEOy4uDm+//TZatWoFa2tr/P333wBKVlF6//33cePGjSq1Y2xsjCNHjmDTpk3w9PSEj48P5HI52rZti82bN+PAgQNNdsQuaRoKiuW4GhmL/CI5WjSzx7ShvfDesN54b1hvvDu0J9p4uug7RNIAGBsbY/z48Rg2bBg/W0lERASWLl2KpKQkPUenjTGGyPgM5BXJ8TgtGxm5hvmhgBB9S09Pxz///IPi4mJ9h9JoMcYqLW2OiIioVadArRLuiIgItG/fHjt27EDz5s2Rk5PDfwKztbXFuXPnsHr16nLPnTlzplYyHhcXh+LiYowZMwZ79+7F3bt3ce/ePRw8eBBjx46lkbqk0bvzKAnp2XlwtbfC/X/n1SakJkrrut977z1+BqnSuu7r16/rObr/pOcWIiY1G9YyCeRKFSLjM6iXm5AK5OXl4fLly8jPz9d3KI3SkCFDsGbNGnzzzTda3wgWFhbi66+/xrp166q0rkxFapVwf/zxx7C0tMT9+/exdevWMr8oBw4ciLNnz5Z77ooVK3Dv3j3+ffPmzbFnz57ahENIg1Xau20qNYa5qQQKpQrXImMp+SC10qpVK8yePRuurq4ASuq6f/zxR+zdu1fvdd2lvdtypQpSIw4WJmLq5SbkOYqLi3H58mVkZVGHTF1buXIlgoKC8NFHH8HKygoeHh7w8PCAlZUVZs2aha5du2LFihU1br9WCffff/+NqVOnws7OrtweaDc3NyQmJpZ7roODAx49esS/p8SCNGX3YlKQmpmL/EI5YpKfQKFS4UF8Ko7+E4Gc/CJ9h0caMBsbG3z44Yfo3Lkzv+3YsWP44YcfUFBQoLe4sguKkfAkFxrGkJGdj5yCYhTJlXickq23mAhpCFQqFa5evYq0tDR9h9KoWFhY4MyZM9izZw8mTJgAX19f+Pr6YsKECdi7dy/+/vtvWFpa1rj9Wk0LqNFoKl1cIT09HWKxuNx9AwcOxOeff45jx47xP8DXX3+N3377rcL2OI6rVcE6IYbKzsoML3b0gYYxCP798JqamYurkTEQCjj06eSn5whJQ2ZsbIxx48bBzc0Nu3fvhkaj4eu6p0yZAheX+h8fIJMYo3MLF2gYQ35uDqQmJhCKjGApk9R7LIQ0NBqNBjdu3EDbtm3h5OT0/BNIlQ0ePLhWpSMVqVXC3aFDB/z555945513yuxTqVT47bff0LVr13LPXblyJezt7XHq1CncvXsXHMchPj4emZmZFV6P6rhJY+XuYI1iuRJXI2MwNKQDxEYi7Dx1FQXFCtyKTkT7Fm6wtZQ9vyFCKsBxHHr37o1mzZrhxx9/RH5+PjIyMrB8+XK88cYbCAwMrNd4jERCeDtb41FKFpIy89DdyQZWlhb1GgMhDd2tW7fAcVyNZocj9atWJSVz587FkSNHMHXqVNy5cwcAkJqaihMnTqBv3764d+8e5syZU+65pqam+L//+z9cvHgR0dHRYIxhxYoVePz4cYWvp0tQCGlMVGo1Lt19hKj4VNyLScaj5HREJ6bD3dEauYXFuPEgTt8hkkaiZcuWmDNnDl/XrVAo8NNPP2HPnj31XtetVKlxJyYNKVn5eJycXq/XJkRfkpKSUFRUUiqoUCgq7Wisilu3btW6DaJ7tUq4+/fvj82bN2PHjh3o3bs3AGDMmDHo27cvrl+/jp9//hk9evQo99yhQ4dqDag8deoU+vTpU5twCGmw7senIS4tE0ZCIf659xiX7jyCmjGYiI1hbWaCW9GJyMimkemkblhbW+PDDz9Ely5d+G3Hjx/H6tWr67WuOyYtB6k5BRBwHB4lpkGpUtfbtUnjwhjD/Pnz4eTkBKlUitDQUDx48KDSc/Ly8jB9+nS4u7tDKpUiKCgIV65cKdPuypUrERwcjLZt22L8+PGIiYmpUYy3bt3ClClT0Lt3b+Tm5gIAioqKsGjRIqxfvx6xsbE1apcxhps3b0Iup7UaDFmt5+F+4403EB8fj127dmHp0qX4v//7P/z++++Ij4/H6NGjKzxv3759iIv7r9eud+/eOH78eG3DIaTBUanVuHIvBgKOg4udBWJSniAiJhlqtQYxyU+Qk1+E/CI57sUm6ztU0ogYGxtj7NixGDFiBD9fd2RkJL788kskJCTo/PpKlRr34tIhEnKwkklQkJeLmLRsnV+XNE7Lli3Dd999h7Vr1+Ly5cswNTVFWFhYpfNWv/XWWzh+/Dh++eUX3L59G3379kVoaKjWZA8bN27EL7/8goULF+L333+HVCrFm2++We3k9tixYxg9ejTOnj1bZpIIxhgiIiLw7bff4ubNm9X7wf+lUCgQERFRo3NJ/ahxwl1YWAgbGxssX74cpqamGDJkCGbNmoXZs2dj+PDhMDMzq/R8FxcXrXm4GWNUo02apPvxaYhNfQKJsQgFxQoYiYQwlYgxsFtbDOkRgCE9AvBKjwC0cqMaPVK3OI5Dr1698P777/PzdT958gTLly/H1atXdXrtmLQcpGTnw1gkhFyphkBZhDsxqdTLTaqttCT1s88+w+DBg9G2bVv8/PPPSEpKwt69e8s9p6ioCLt27cKyZcvQo0cPeHt7Y+HChfD29saaNWv4drdu3YqpU6ciNDQUPj4+WLZsGdLS0nDixIkqx3fr1i3MmDEDarUaanX5z7dGo4FGo8GmTZtq3NOdlpaG5GTqmDFUNU64TUxMIBKJYGpqWqPzR40ahW+++QZubm5o27YtAGDOnDlo27Ztha927drVNFxCDFZ6Vh7MTSQQcAKoVBpYm5nC2twEzewt0darGf+yt6r8QywhNVVa1+3m5gYAUCqV2LhxI3bv3l1hglBbWXlFkEmMwYGDhjEIBYCqIAf5xQqdXI80Xo8fP0ZKSgpCQ0P5bRYWFujSpQsuXrxY7jkqlQpqtRoSifasOFKpFOfOnQNQUmudkZGBoKAgfr+ZmRnatWtX5VW0AeCHH34AY6zK0x8fPXq0ym0/KyIigq8PJ7VTXFyMn3/+GampqXXSXq1mKRk2bBj++OMPTJ06tdq900uWLIG3tzdOnTqFtLQ0cBwHU1NT2NjY1CYkQhqc4Hbe6OznobVNwAkgNq7Vf56EVEtpXfevv/6KS5cuAQBOnDiBhIQEjBkzps6v17GFM9p5OgAAsrKycON6JqzNhbCSSev8WqRxS0lJAVCyvsfTHBwc+H3PMjMzQ7du3bB48WL4+vrCwcEBv/76Ky5evAhvb28AJd/2ACiTl9jY2CAjI6NKsSUlJeH06dNVTrY1Gg3u3r2LzMxMWFtbV+mcp6lUKty8eRMBAQHVPpdoy8nJwYQJE3D8+PEyz1ZN1Oov+qhRo/DOO++gV69emDRpEjw8PCCVlv1l2aFDhzLbhEIhJk+ejMmTJwMABAIBPvvsM7z22mu1CYmQBkcoEEAqNtZ3GITAyMgIb7zxBtzd3bFz505oNBpERkbim2++Qffu3Wv8jWZ5BAIOYoEIQ4cORVpaGiQSCWbNmoXi4uIyvY6EPG3btm2YMmUK//7PP/+sUTu//PILJk6cCBcXFwiFQnTo0AGjR4/GtWvXtI5TKpVQKP775kWj0YDjOK1tFSmvZvt5GGOIiorSGtRcHVlZWXj48KFe5tdvbOpyUcZaJdw9e/bk/395S7iX1mVX5SvJx48fw87OrjbhEEIIqSWO4xASEgJnZ2f8+OOPyMvLQ2ZmJg4dOoRevXqhTZs2dXq9jIwMpKenw8KiZA7uuLg4tGzZssLjS/8A0pifpmvQoEFayWjpAMbU1FStRWBSU1Mr7en18vLCmTNnUFBQgNzcXDg5OeHVV1+Fp6cnhEIhn7AmJCRoLfKXnp6OFi1aVGlGn6ysLAgEgmpNuclxHIqKimo1TWd8fDxcXV0hFApr3Aap298ztUq4N23aVFdxwN3dvc7aIoQQUjstWrTAnDlz+OnK1Go1Tpw4gczMTAQHB/Mzm9S12NhYODs784M4n3U9OhmMlZSkkKbJzMxMa2IGxhgcHR1x8uRJPsHOzc3F5cuXMXXq1Oe2Z2pqClNTU2RlZeHo0aNYtmwZRCIR+vTpA0dHRyQlJWHkyJF8uxEREZgxY0aVyjZu3rxZ7cSZMQZzc/NKV/KuCplMBpGIShNrw2B6uMeNG1fjcwUCAQQCAQoLC2FsbAyBQPDcTxIcx0GlUtX4ms/zxRdf4M8//0R4eDiMjY2RnZ393HMYY1iwYAE2bNiA7OxsdO/eHWvWrEGLFi10FichhNQHKysrzJw5E9u2bcM///wDALh+/TrS09MxYMCAcksIq+vZv2cajQa3bt1Cly5dyvTOZecX4158Se2sl5MV1XsTACW5wfTp0/G///0PLVq0QPPmzTFv3jw4OztjyJAh/HEvvvgiXnnlFUybNg1AyeBExhhatWqFhw8fYtasWfDx8cGECRMAlJRYTZ8+HV9++SV8fX212h0xYgTEYvFzY+vXrx84jqtW4sZxHHx9fWvdu6qrAc+6Zii5mIODQ50uBqa3jz7z588Hx3H8p6/S9/qkUCgwYsQIdOvWDT/99FOVzimd+3PLli38f4xhYWGIiIigOkRCSINnZGSEUaNGgeM4XLlyBRqNBvHx8di+fTtefvll2Nvb16p9ZTlJQV5eHu7evQt/f39oCp6AMzaBwNgEkYkZKChWguOAqIQn6OrTrFbXJo3Hxx9/jIKCAkyePBnZ2dkIDg7GkSNHtP4OR0dHaw12zMnJwdy5c5GQkABra2sMGzYMX3zxBYyMjKrVbmXc3Nzw0ksv4dChQ1VKgAUCAfz9/Ws0YPJZtra2tW5DHxprLsaxanzsmjhxIjiOw/r16yEUCjFx4sTnX4DjqnzDDMXmzZsxffr0536qYozB2dkZH374IT766CMAJf8BOzg4YPPmzRg1alSVrnf9+nUEBgbi2rVr5Q4wJYQQfZLL5QgPD0dubi6OHj2KwsJCACWD3/v06QMfH58atZuVX4Q+L/ZGXnYmzM0t8L//Ldba7+nhBsfCKAhlNpA7dsSfVx9AKODAcYBKzTCwU4vn9nIrFAoUFBQgICCgSj2ShNS1K1euICgoCGq1+rk93QKBALNnz4aHh0etrunq6sr3rutCfeQt9Z2L6Vq1erj/+usvvvhfKBTir7/+qlIZSGP1vLk/K/pHlsvlWqtU5efTkt2EEMPn5OSE1157DQcPHkRKSgrUajWOHDmC1NRUvPDCC9Wu645KeMKXlDAwqNQaiIT/tfHwfhSUxllwURTgXoEtcgvlsLMoqWvNzCukXm7SIHTq1Ak7duzAq6++CsZYuT3dpf/tTJ48udbJtouLC0JDQ+sl/8rPz+eXqQcAsVhc7x9sa5qL1bdqJdwxMTGVvq+On3/+uUbnjR07tsbXrGs1mfsTKJmDfNGiRTqNjRBCdEEmk2H48OE4deoU7t69CwC4ceMGX9dd1YFeWflFeJicCcFTOUGxQgVTYwHACQAOYMpiPFaIoYESKZpEmEntIFeWJCvmJmKk5RRAwxgEjbhjhzQOQ4cOxYULF7B48WIcPHhQq6eb4zj4+/tjwIABtUq2OY5D+/bt0aFDB50Nan5WSEiI1vsFCxZg4cKF9XLtUjXNxeqb3mq4x48fX2Zb6aexZ79yefpTWnUT7jlz5mDp0qWVHnPv3r0afyVaE3PnzsXMmTP59+Hh4WUeWtI0lU6lSYghE4lECA0NhYODA06fPg2NRoOEhAT8+uuvVa7rfpiUhdxCOTRP/bqXK1Uw1iggFIrACYRgTA1OYIS4AgHcTFLh7e8HI7P/6lKNhEJKtkmD0alTJ+zfvx9xcXEICAhAVlYWTExMMG/evFrXbMtkMvTu3RuOjo51FG3VnDlzRmu2lop6tw0xF6tveku4Hz9+rPU+Ozsb48aNg4WFBd577z20atUKABAZGYlVq1YhLy8PW7ZsqfZ1Pvzww3KT+6d5enpWu10A/INd3bk/n/3KpaLpr0jTkp/6CNnR1+HU6WUIjajWlBg2juPQtm1b2Nra4uDBgygsLEReXh527NiB0NBQ+Pr6Vnq+k7UM3f3c8IuRkG9PKmLg1Cow9u9X7kwDplECAFLzNVDevIYOL/SlWmzSoLm5ucHExARZWVkwNjaudbLt7OyM0NBQvQwOlMlkMDc3f+5xhpiL1bdaJ9yHDx/GN998g+vXryMnJ6fcAQHl1Ss9O+/2woULYWdnh2PHjmn18Pn7+2PYsGHo27cvvv3222rP/W1nZ6ezBXWaN29eq7k/CSnFNGpk3r+M/JRoyJxbwNKjnb5DIqRKnJ2dy9R1Hz16lK/rrmjhjWa25mhmaw6jf2u2OQBiKMA4DmAaQCAEZ2SKp/uvs4s1OH/+PPz8/ODg4EDfBpEmz9vbGyEhIQa/wE1DysXOnz/P57TPTgvIcRzmzZtXozhrlXDv2rULI0eOROvWrTFq1CisWbMGr732Ghhj2LdvH1q0aKE1B2Zl9u7diy+++KLcX6ACgQBDhw7FZ599VptwnysuLg6ZmZmIi4uDWq1GeHg4gJIHurQX2sfHB0uWLMErr7xS5bk/CXme/JRoFKbHggOHrOhrMHPxoV5u0mCU1nWfPn0ad+7cAVBSKpeeno6BAwc+p66b8f/LNGpwAhHABGBMA6HIGJzQSOtopVKJmzdvwtbWFj4+PnW63DwhDYm/vz+6du3a6D546isXy8zMxMCBA/HPP//w5Z1Pr2xbuk0vCfeSJUvQuXNnnDt3DllZWVizZg0mTpyI3r17IyYmBl27dkXz5s2r1BZjDJGRkRXuj4iIqNMVf8ozf/58rbKV9u3bAwBOnTrFL2MfFRWFnJwc/pjaztFJCNOokRV9DQAgsXFBcWYS8hIjqZebNChP13WfOnUKGo0GiYmJ+PXXX/HSSy+VGdBUiqn/XcyMsX9LSErfa8CU8jIJd6mMjAycP38ebm5u8PLy0po7mZDGTCAQICgoCH5+fvoORSf0lYvNmjULt27dwvbt29GlSxd4enri6NGjaN68Ob799ltcvHgRhw8frvHPVathrBERERg1ahSEQiG/gI1SWVJv5+HhgXfeeee5RfKlhgwZgjVr1uCbb77h53gFgMLCQnz99ddYt24dBg8eXJtwn2vz5s1gjJV5lf4DAyUfDJ6uQ+I4Dp9//jlSUlJQXFyMEydOoGXLljqNkzQu+SnRKEiLgdDYBBqlHIxpkBV9DWql/PknE2Jg/P39MXz4cL5XOy8vD7///jsiIiLKHKspzgNKE25wEBibQGAkKXkZmwDCyvuEGGOIjY3F2bNnER8fr/NOGUL0TSaT4eWXX260yTagv1zs0KFDmDJlCl599VWYmZkBKPlw4+3tje+//x4eHh6YPn16jX+uWiXcJiYmMDY2BgBYWlpCLBYjOTmZ3+/g4FBmcGRFVq5ciaCgIHz00UewsrKCh4cHPDw8YGVlhVmzZqFr165YsWJFbcIlxCAVZSVDJDYBYxqoFUUQSWTQqBRQ5GXqOzRCaqS0rrt0AJNarcaxY8dw+vRprTE9MbcvoujfNQkUSgWy8oshEMv+exlVrXdKqVQiIiICV65c0eqwIaQxcXNzw7Bhwyr8tojUTnZ2Nlq3bg3gv8ksnl4npW/fvjh69GiN269Vwt2qVSutXouAgAD88ssvUKlUKC4uxvbt2+Hm5laltiwsLHDmzBns2bMHEyZMgK+vL3x9fTFhwgTs3bsXf//9NywtLWsTLiEGydanOzxenIjmoW/yL/eQNyC1dnr+yYQYqNK6bn9/f35beHg4du/ejX/++QdTJr2FAW+8h7zCkoS7qKgYn3++GOvXr0dsbGyNrpmVlYWLFy8iLS2tRufv3r0bffv2hY2NDTiO42tHK7Nhwwa88MILsLKygpWVFUJDQ/HPP//w+5VKJWbPng1/f3+YmprC2dkZY8eORVJSUo1iJE1Tx44dERYWRjP06JCzszM/b7dYLIa9vT1u3rzJ709MTKxVvXytariHDh2K7777Dl999RXEYjE+/fRTDB48GJaWluA4DgUFBdi4cWO12hw8eLDOS0cIMSQCoQgCqZm+wyCkzgmFQrz44ouwt7fne7fPnj2L+fPnAwCerQBhjCEiIgIRERGYMGEC2rWr/jgGlUqFGzdu8IOnqqOgoADBwcEYOXIkJk2aVKVzTp8+jdGjRyMoKAgSiQRLly5F3759cffuXbi4uKCwsBDXr1/HvHnz0K5dO2RlZeGDDz7AoEGDcPXq1Wr/fKRpEQqF6NWrV42nzCNV16NHDxw/fhyffvopAODVV1/FsmXLIBQKodFosGLFCoSFhdW4/Rol3MXFxdi3bx+USiU+++wzZGZmwsnJCS+99BJOnz6N3bt3QygUYuDAgejVq1eNgyOEENLw+fv7w9bWFhs2bMCxY8cqrbUunYZr06ZNmDFjRpkpZKvqwYMHUCgU1Uq633jjDQDVW0V527ZtWu9//PFH7Nq1CydPnsTYsWNhYWGB48ePax2zevVqdO7cGXFxcVX+Fpg0PUKhEP369YOLi4u+Q2kSZs6ciePHj0Mul0MsFmPhwoW4e/cuPytJjx498N1339W4/Won3GlpaQgKCsLjx4/5KVKkUin27t2L0NBQvPDCC3jhhRdqHBAhhJDGx8nJCfHx8dU65+jRo5g8eXKNrxkbGwuRSAQbG5sat1FdhYWFUCqVlS5mkpOTA47jqEySVIjjOPTp04eS7Xrk7++vVQJnZWWFEydOIDs7G0KhkB9IWVPVruFevHgxYmJiMGPGDBw8eBDffvstpFIppkyZUqtACCGENF5JSUk4e/ZslWcS0Wg0uHv3LjIzazd4ODo6GsXFxbVqozpmz57Nr/xXnuLiYsyePRujR4+u0gp9pGkKCgqibz/q2eeff86vI/A0S0tLmJmZ4e7du/j8889r3H61E+5jx45h7Nix+OqrrzBgwAC8//77WL16NWJiYhAVFVXjQAghhBg2hUJR41d1ku1SjDFERUVBo9HU+KVWq8tN2rdt2waZTMa/zp49W+v78+WXX+K3337Dnj17yp3/V6lUYuTIkWCMYc2aNbW+HmmcWrZs2ain/TNUCxcuxK1btyrcf+fOHSxatKjG7Ve7pCQuLg6zZ8/W2hYcHAzGGFJTU9GqVasaB0MIIcTwCIVCSKVSFBUV8WstVFdWVhYEAkGZpZIrw3EcioqKqnVOecRicZmlrwcNGoQuXbrw72v71f1XX32FL7/8EidOnEDbtm3L7C9NtmNjY/HXX39R7zYpl5WVFYKDgxvd6pGNQWZmJj8Vdk1UO+GWy+VlPrmXvlepVOWdQgghpAETiUTw8/PTmkO7um7evFntxJkxBnNz8+csDV85kUiEF154gV+crZSZmVmtazJLLVu2DF988QWOHj2Kjh07ltlfmmw/ePAAp06dqteactJwcByHnj17lnlWie78/fffOH36NP9+9+7dePjwYZnjsrOzsWPHDq0a7+qq0b9qTEwMrl+/zr8vXV7zwYMH5Q4C6dChQ5XavXfvHjZt2oRHjx4hKyurzNePHMfh5MmTNQmZEEJILYhEololAv369QPHcdUqK+E4Dr6+vrXq7QsKCqpyYp2ZmYm4uDh+juzSMklHR0c4OjoCAMaOHQsXFxcsWbIEALB06VLMnz8f27dvh4eHBz+Pb2mpilKpxPDhw3H9+nUcPHgQarWaP8ba2rpWPWakcWndujXs7Oz0HUaTcurUKb5MhOM47N69G7t37y73WD8/P6xatarG16rRb8958+bx06Q87Z133tF6XzqLSVV6RX755RdMmDABRkZGaNWqFaysrMocQ8v2EkJIw+Tm5oaXXnoJhw4dqtLfBIFAAH9//0pn+3ieli1bwsfHp8rH79+/HxMmTODfjxo1CgCwYMECLFy4EEBJWaVA8N/wpzVr1kChUGD48OFabZWek5iYiP379wMoWRzuaadOndJarpo0HY6OjlCr1fwHLrFYjMDAQD1H1fR8/PHHmDZtGhhjsLe3x9q1azFs2DCtYziOg4mJSbnjMqqj2gn3pk2banXBiixcuBDt27fH4cOHYWtrq5NrEEII0Z958+bh8OHDVe7pHjBgQI2v5eDggBdeeKFavePjx4/H+PHjKz3m6a+fgefP2e3h4UGdRaSMq1evIj4+HocPHwZQUglAq0jWP6lUCqlUCgB4/Pgx7OzsalXCVplqJ9zjxo3TRRxISkrCRx99RMk2IYQ0Up06dcKOHTvw6quvgjFWbk93ae/x5MmT4eHhUaPrmJmZoW/fvmUGShJiiExMTGhWEgNQ00W2qspgKvPbtm3L180RQghpnIYOHYoLFy5g4bxPcfjYCa3eX47j4O/vjwEDBtQ42TYxMcGAAQP4XitCDJ2Pjw99ONSD5s2bV3t8CMdxiI6OrtH1DCbh/uabbzBixAj0798fQUFB+g6HEEKIjnTq1Akbl83G7UFtMezjH5BbUASpVILZ09+Fo6snOGHN/jTZ2Nigb9++dTb7CCH1wdPTU98hNEkhISH1Ov2iwSTcS5cuhYWFBV544QX4+fnBzc2tzCc+juOwb98+PUVICCGkrli4+qHTQAfIFv+C3IIiiMVi2Du7gRNUv6eP4zi0adMGnTt3pp5C0qBIpdJyJ4kgurd58+Z6vZ7BJNy3bt0Cx3Fwc3NDfn4+IiIiyhxDE8ETQkjjILFygsTKCZzQ6N8tHITGJbMAKFVqiIQC/ne+Sq2BQqWCibjsFHoODg7o3r07jf8hDZK9vT3lNk2EwSTczxvpTQghpPFhzyyGo9ZokJ1fCKmxMWQmJbM25BcVQ65QwUgohJGopAfb1NQUXbp0gZeXFyUspMGiD4qGJTc3Fz/88ANOnTqFtLQ0rFu3Dp07d0ZmZiY2b96MQYMGwdvbu0ZtG0zCTQghpGlhjEGjkmttKyxWQqFUgzEFpBIjqDUMxQoV1BoNCosVsDQzgb+/PwIDA2FkZFRBy4Q0DLWZZ57UrYSEBISEhCA+Ph4tWrRAZGQk8vPzAZT8O61btw6xsbFYuXJljdo3yIQ7Ly8POTk55S4D7ObmpoeICCGE1LXCjDgwzb9TAzIN1GoNCuVyiEQCqNQaFBYrodaowRiDsUiIYhVD5+4haOfXUr+BE1JHLCws9B0C+desWbOQl5eH8PBw2Nvbw97eXmv/kCFDcPDgwRq3L3j+IfVnzZo1aNGiBSwtLeHu7o7mzZuXeenSF198gaCgIJiYmJS7RH15xo8fD47jtF79+vXTaZyEENLQMcaQHX0N+HdaQMaAgsJCqNUMIoEAQiGH/KJiFMmVEAkFMJaaQmPljrjMIlpIhjQapqam+g7B4OgrFzt27Bjef/99+Pn5lVum5unpifj4+Gq1+TSDSbjXrl2Ld999F97e3vjf//4HxhimT5+OOXPmwNHREe3atcNPP/2k0xgUCgVGjBiBqVOnVuu8fv36ITk5mX/9+uuvOoqQEEIah8KMOOSnRANPLZNeUFQMxhgUKjU0GgaFUgWlSg2VUIxCUydohCI8Ss7Ak9wCPUZOSN0QCAT80u7kP/rKxYqKimBnZ1fh/ry8vGq19yyDKSlZtWoVwsLCcPjwYTx58gSffvopBg4ciN69e+Pjjz9Gx44d8eTJE53GsGjRIgDVnypGLBbD0dFRBxERQkjjlJ90Hxq1CuBLBxmMBRoIxSJwXMnASLGRCBY29gjq/gIE/073JxRyMDeV6ClqQuqORCKhAb/l0Fcu5ufnh7///htTpkwpd//evXvRvn37GrdvMAl3dHQ03n33XQDgB8IoFAoAJTVOb731Fn744Qd8+OGHeouxIqdPn4a9vT2srKzQu3dv/O9//4ONjU2Fx8vlcsjl/w0UKi3KJ4SQpsLKKxCmDp4QilcCyAUnEMDK0hIC0X89fm3atEG3bt0oKSGNkkhkMClYjeXn5yM3N5d/LxaLIRaL9RJLdXOxZ02fPh3jxo1D27ZtMWLECACARqPBw4cPsWjRIly8eBG7du2qcXwG869tYWEBlUoFADA3N4eJiYlWrYyZmRlSUlL0FV6F+vXrh6FDh6J58+aIjo7GJ598gv79++PixYsVLsCwZMkS/hMcIYQ0RcYyaxjLrMEJSv8McVrJduvWrSnZJo2aQGAwVb01FhISovV+wYIFWLhwYb3HUZNc7FljxoxBbGwsPvvsM3z66ad8u4wxCAQC/N///R+GDBlS4xgNJuFu06YNbt68yb/v2rUr1qxZgwEDBkCj0WDdunVo2bL6I9PnzJmDpUuXVnrMvXv34OPjU+22AWDUqFH8//f390fbtm3h5eWF06dP48UXXyz3nLlz52LmzJn8+/Dw8DIPLSGENFWOjo4ICgqiZJs0ao3h+T5z5gwCAgL49xX1bhtiLlaeTz/9FG+88QZ27dqFhw8fQqPRwMvLC0OHDoWnp2eNYitlMAn3mDFjsHbtWsjlcojFYixatAihoaH8NIBGRkY16sr/8MMPMX78+EqPqe1NfLYtW1tbPHz4sMJ/5Ge/cpHJZHV2fUIIaUgcHR2h0Wj4UkKNhiFPZIXM3ELYWNAMDqTxagwJt0wmg7m5+XOPM8RcrCJubm6YMWNGncVSymAS7gkTJmDChAn8++7du+Pu3bs4cOAAhEIh+vbtW6Mebjs7u0pHnda1hIQEPHnyBE5OTvV2TUIIaaiuXr2K5ORkHDhwAAAgtbJHZFImHO7HIbSTr56jI0R3GkNJSVVRLmZA0wKWx9PTEx988AGmTZtWo2S7uuLi4hAeHo64uDio1WqEh4cjPDxca1Cjj48P9uzZA6BksMCsWbNw6dIlxMTE4OTJkxg8eDC8vb0RFham83gJIaShS0zPxpV7MSVvOA4ZKgmEAgFuRicgI5sGlJPGqykl3NVRX7mYQCCAUCis9qumDKaHu9SlS5f4NezfeecdtGjRAoWFhYiMjETLli11Wn4xf/58bNmyhX9fOv3LqVOn0LNnTwBAVFQUcnJyAABCoRC3bt3Cli1bkJ2dDWdnZ/Tt2xeLFy/W2yhdQghpKDQahnO3H+Lho0SYK1WwsHNGUr4KHo42eJzyBOEP4qmXmzRalHCXr75ysfnz55cp69mzZw/u3r2LsLAwtGrVCgAQGRmJY8eOoU2bNo1j0KRCocCoUaOwb98+MMbAcRxefvlltGjRAgKBAH379sWMGTP4kaO6sHnz5ufO+/j0CmdSqRRHjx7VWTyEENKYxaRkIDohHcUKJQSFxZDLhZAYi1CsUMJEbISb0QkIaOEKW0sa50Ian8ZQw60L9ZWLPTubyvr165GWloY7d+7wyXape/fuoXfv3nB2dq72dUoZzMerefPm4eDBg1izZg2ioqK0bqZEIsGIESOwb98+PUZICCGkrmg0DFciY6HSaOBgZYZCtQAFKg4CgQC5hcXgOA4CjkNCepa+QyVEJyjhNizLly/HtGnTyiTbAODr64tp06Zh2bJlNW7fYHq4f/31V0ydOhWTJ08ud0VJX19f7Ny5Uw+REUIIqWulvds25iYQqoohlJrDzd4KL3dvB4Hgv0TEQibVY5SE6A6VlBiWhIQEfrak8hgZGSEhIaHG7RvMv3ZaWhr8/f0r3C8UClFYWFiPERFCCNGV+/FpYGDIyitEenYehGIp8ovkUGnUsDY35V9CSkpII0U93IalTZs2+OGHH5CYmFhmX0JCAn744YdK89TnMZgebldXV0RGRla4//z58/D29q7HiAghhOhKUBtP+Lo7AgCepKfByFgMKysr2Fma6TkyQkhT9O233yIsLAwtW7bEK6+8wuecDx48wN69e8EYw9atW2vcvsEk3K+99hq++eYbDBs2jJ8CsPTT34YNG/D777/jyy+/1GeIhBBC6oi5qRTmpiXlIsZMAWtra5rdiRCiN8HBwbh8+TLmzZuHPXv2oKioCEDJoMywsDAsWrSocfRwf/rpp7h06RJ69OgBX19fcByHGTNmIDMzEwkJCRgwYIBOVv4hhBCiX0KhEMbGxvoOgxDSxLVp0wZ79uyBRqNBeno6gJJFe+qi3t5giuOMjY1x5MgRbNq0CZ6envDx8YFcLkfbtm2xefNmfsVJQgghjYtEIqF6VkKIwRAIBHBwcICDg0OdDW41mB5uoKSEZMyYMRgzZoy+QyGEEFJPKpsZgBBCGgOD6eEmhBDSNNG3l4SQxs6gerjPnTuHjRs34tGjR8jKytJa/AYo6QG/efOmnqIjhBCiCzQfMSGksTOYhPubb77BrFmzIJFI0KpVK1hbW+s7JEIIIfVAJDKYP0WEEKITBvNbbvny5ejevTsOHDgACwsLfYdDCCGEEEJInTCY7/EKCwvx+uuvU7JNCCGEEEIaFYNJuHv16oXbt2/rOwxCCCGEEELqlMEk3KtWrcLJkyfx1VdfITMzU9/hEEIIIYQQUicMJuF2dXXFlClTMGfOHNjZ2cHU1BTm5uZaLyo3IYQQQgghDY3BDJqcP38+vvjiC7i4uKBjx46UXBNCCCGEkEbBYBLutWvXYuDAgdi7dy/NyUoIIYQQQhoNg8lsFQoFBg4cSMk2IYQQQghpVAwmu33ppZdw9uxZfYdBCCGEEEJInTKYhHvBggWIiIjAO++8g2vXriE9PR2ZmZllXroSExODN998E82bN4dUKoWXlxcWLFgAhUJR6XnFxcV49913YWNjA5lMhmHDhiE1NVVncRJCCCGENEaNORczmBruVq1aAQDCw8Oxbt26Co9Tq9U6uX5kZCQ0Gg3WrVsHb29v3LlzB5MmTUJBQQG++uqrCs+bMWMG/vzzT+zcuRMWFhaYNm0ahg4divPnz+skTkIIIYSQxqgx52IcY4zpOwgAWLhwITiOe+5xCxYsqIdoSixfvhxr1qzBo0ePyt2fk5MDOzs7bN++HcOHDwdQ8rD4+vri4sWL6Nq1a5Wuc/36dQQGBuLatWvo0KFDncVPCCENCWOsSn8HCCH6VZ95S33lYrpmMD3cCxcu1HcIZeTk5MDa2rrC/deuXYNSqURoaCi/zcfHB25ubpX+I8vlcsjlcv59fn5+3QVNCCEN0I0H8UjLzEXfzn6UdBPSQOTn5yM3N5d/LxaLIRaL6/QausrF6pvB1HAbmocPH2LVqlWYMmVKhcekpKTA2NgYlpaWWtsdHByQkpJS4XlLliyBhYUF/woJCamrsAkhpMEpKJLjwu1ohD9MQGJ6tr7DIYRUUUhIiFY+s2TJkjptX5e5WH1r9An3nDlzwHFcpa/IyEitcxITE9GvXz+MGDECkyZNqvOY5s6di5ycHP515syZOr8GIYQ0FHceJSE9Ow9FcgWuRcXCQCodCSHPcebMGa18Zu7cueUeZ4i5WH0zmJISXfnwww8xfvz4So/x9PTk/39SUhJ69eqFoKAgrF+/vtLzHB0doVAokJ2drfXJKjU1FY6OjhWe9+xXLjKZrPIfghBCGqmCIjmuRsVCJhVDKjZCZFwqAtOz0czeSt+hEUKeQyaTwdzc/LnHGWIuVt8afcJtZ2cHOzu7Kh2bmJiIXr16ITAwEJs2bXruIjyBgYEwMjLCyZMnMWzYMABAVFQU4uLi0K1bt1rHTgghjd2dR0lIycyBo7U5BAIO+YXFuBYVCxc7S6rlJqSRoFysCZSUVFViYiJ69uwJNzc3fPXVV0hPT0dKSopW/U9iYiJ8fHzwzz//AAAsLCzw5ptvYubMmTh16hSuXbuGCRMmoFu3bgZTpE8IIYbscXIGzE0kKCxWIL9QDnNTCVIyc1EkV+o7NEJIPWvMuVij7+GuquPHj+Phw4d4+PAhmjVrprWvtJ5QqVQiKioKhYWF/L5vv/0WAoEAw4YNg1wuR1hYGH744Yd6jZ0QQhqqPq0skS5Jhl2bnhAIhQAAI5EQJhJjPUdGCKlvjTkXM5h5uJsymoebENIUMY0a8ed3oCAtFs26vgIzFx99h0QIqQLKW6qPSkoIIYToRX7yQxSmx4Gp1ciKvg6m0c1KwoQQom+UcBNCCKl3TKNG1qNrADhIrJ1RmBGH/OQH+g6LEEJ0ghJuQggh9S4/+SEK0mIhkpgBTAOmVlEvNyGk0aKEmxBCSL0rzIiDQCSGWlkEZWEOBMZSKAtzIc/N0HdohBBS52iWEkIIIfXO1u8FWDZvr7WNEwhhZGqpn4AIIUSHKOEmhBBS74RGEgiNJPoOgxBC6gWVlBBCCCGEEKJDlHATQgghhBCiQ5RwE0IIIYQQokOUcBNCCCGEEKJDlHATQggxKEWZydCoFPoOgxBC6gwl3IQQQvRGVVyAgtTH/HtFXiaS/tmHzIdX9RgVIYTULUq4CSGE6E3mg8tIvn6IX/AmO+YmijITkf04HMqiPD1HRwghdYMSbkIIIXohz3uCnNjbKM5ORXbMTSjyMpETexticzso8kv+PyGENAa08A0hhBC9yIm5CVVRHsQWDsiJvQN1cSGURTkwsWsOxhiyH4fDwt0fRlIzfYdKCCG1Qj3chBBC6l1p77bI1ApGJhZQ5D9BRuQ5aFQqFD1JgFpegOLsVOTE3dV3qIQQUmvUw00IIaTe5cbegTzvCYQiMVSFOWBqNQDA0qMdRGIT/jgjE3N9hUgIIXWGEm5CCCH1TmrjAseAMK1tnEAAi2cSbkIIaQwo4SaEEFLvZE7ekDl56zsMQgipF1TDTQghhBBCiA5Rwk0IIYQQQogOUcJNCCGEEEKIDlHCTQghhBBCiA7RoElSRnJyMpKTk/UdRpPk5OQEJycnfYfRJNFzrz/03OsPPff6Q89900IJtwFwcnLCggULDOI/PLlcjtGjR+PMmTP6DqVJCgkJwdGjRyEWi/UdSpNCz71+0XOvH/Tc61dDfu4NKW9pKDjGGNN3EMRw5ObmwsLCAmfOnIFMJtN3OE1Kfn4+QkJCkJOTA3NzWuyjPtFzrz/03OsPPff6Q89900M93KRcAQEB9EugnuXm5uo7hCaPnvv6R8+9/tFzX//ouW96aNAkIYQQQgghOkQJNyGEEEIIITpECTfRIhaLsWDBggY5iKOho3uvP3Tv9Yfuvf7QvdcfuvdNDw2aJIQQQgghRIeoh5sQQgghhBAdooSbEEIIIYQQHaKEmxBCCCGEEB2ihJsQQgghjdrChQvBcVy1zxs/fjw8PDzqPqB6iqFnz57o2bNnncZDaoYSbkLKsXnzZnAcx78kEgmcnZ0RFhaG7777Dnl5efoOsYzff/8dHMdhz549Zfa1a9cOHMfh1KlTZfa5ubkhKCioPkIkDUBDfPYB7bjPnTtXZj9jDK6uruA4Di+99JIeIiSNQWFhIRYuXIjTp0/rO5QaSUpKwsKFCxEeHq7vUJocSrgJqcTnn3+OX375BWvWrMF7770HAJg+fTr8/f1x69YtPUenLTg4GADKJBu5ubm4c+cORCIRzp8/r7UvPj4e8fHx/LmElGpIz/7TJBIJtm/fXmb7mTNnkJCQQNOwkVopLCzEokWLGnTCvWjRIkq49YCWdiekEv3790fHjh3593PnzsVff/2Fl156CYMGDcK9e/cglUorPL+goACmpqb1ESqcnZ3RvHnzMgn3xYsXwRjDiBEjyuwrfU8JN3lWQ3r2nzZgwADs3LkT3333HUSi//7Ebd++HYGBgcjIyKj3mAghhHq4Camm3r17Y968eYiNjcXWrVv57ePHj4dMJkN0dDQGDBgAMzMzvP766wAADw8PjB8/vkxb5dXXxcbGYtCgQTA1NYW9vT1mzJiBo0ePguO45/aqBAcH48aNGygqKuK3nT9/Hq1bt0b//v1x6dIlaDQarX0cx6F79+7VvxGkyTHkZ7/U6NGj8eTJExw/fpzfplAo8Mcff+C1116r9s9MGp5z586hU6dOkEgk8PLywrp168o9buvWrQgMDIRUKoW1tTVGjRqF+Pj4CtuNiYmBnZ0dAGDRokV8CdPChQsBALdu3cL48ePh6ekJiUQCR0dHTJw4EU+ePKly7Hv37kWbNm0gkUjQpk2bcksEAUCj0WDFihVo3bo1JBIJHBwcMGXKFGRlZVXY9unTp9GpUycAwIQJE/j4N2/eDAA4e/YsRowYATc3N4jFYri6umLGjBlaf09IzVHCTUgNvPHGGwCAY8eOaW1XqVQICwuDvb09vvrqKwwbNqxa7RYUFKB37944ceIE3n//fXz66ae4cOECZs+eXaXzg4ODoVQqcfnyZX7b+fPnERQUhKCgIOTk5ODOnTta+3x8fGBjY1OtOEnTZajPfikPDw9069YNv/76K7/t8OHDyMnJwahRo6rVFml4bt++jb59+yItLQ0LFy7EhAkTsGDBgjKJ6xdffIGxY8eiRYsW+OabbzB9+nScPHkSPXr0QHZ2drlt29nZYc2aNQCAV155Bb/88gt++eUXDB06FABw/PhxPHr0CBMmTMCqVaswatQo/PbbbxgwYACqssbgsWPHMGzYMHAchyVLlmDIkCGYMGECrl69WubYKVOmYNasWejevTtWrlyJCRMmYNu2bQgLC4NSqSy3fV9fX3z++ecAgMmTJ/Px9+jRAwCwc+dOFBYWYurUqVi1ahXCwsKwatUqjB079rmxkypghJAyNm3axACwK1euVHiMhYUFa9++Pf9+3LhxDACbM2dOmWPd3d3ZuHHjymwPCQlhISEh/Puvv/6aAWB79+7ltxUVFTEfHx8GgJ06darSuO/evcsAsMWLFzPGGFMqlczU1JRt2bKFMcaYg4MD+/777xljjOXm5jKhUMgmTZpUaZukaWmoz/7Tca9evZqZmZmxwsJCxhhjI0aMYL169eLjGThwYKVtkYZryJAhTCKRsNjYWH5bREQEEwqFrDTliYmJYUKhkH3xxRda596+fZuJRCKt7ePGjWPu7u78+/T0dAaALViwoMy1S5+3p/36668MAPv777+fG3tAQABzcnJi2dnZ/LZjx44xAFoxnD17lgFg27Zt0zr/yJEjZbY/+9/ZlStXGAC2adOmKsW/ZMkSxnGc1v0kNUM93ITUkEwmK3fGhqlTp9a4zSNHjsDFxQWDBg3it0kkEkyaNKlK5/v6+sLGxoavzb558yYKCgr4WUiCgoL4gZMXL16EWq2m+m1SbYb47D9t5MiRKCoqwsGDB5GXl4eDBw9SOUkToFarcfToUQwZMgRubm78dl9fX4SFhfHvd+/eDY1Gg5EjRyIjI4N/OTo6okWLFuXO5lQVT49pKC4uRkZGBrp27QoAuH79eqXnJicnIzw8HOPGjYOFhQW/vU+fPvDz89M6dufOnbCwsECfPn204g8MDIRMJquT+AsKCpCRkYGgoCAwxnDjxo0atUn+Q4MmCamh/Px82Nvba20TiURo1qxZjduMjY2Fl5dXmflivb29q3Q+x3EICgrC33//DY1Gg/Pnz8Pe3p4/PygoCKtXrwYAPvGmhJtUlyE++0+zs7NDaGgotm/fjsLCQqjVagwfPrzGsZGGIT09HUVFRWjRokWZfa1atcKhQ4cAAA8ePABjrNzjAMDIyKhG18/MzMSiRYvw22+/IS0tTWtfTk4OgJLxBJmZmVr77OzsEBsbCwAVxv50wv7gwQPk5OSU+W+w1LPXrqq4uDjMnz8f+/fvL1MLXho/qTlKuAmpgYSEBOTk5JRJBsRiMQSCsl8cVbTgglqthlAorNPYgoODceDAAdy+fZuv3y4VFBSEWbNmITExEefOnYOzszM8PT3r9PqkcTPkZ/9pr732GiZNmoSUlBT0798flpaWOrsWaVg0Gg04jsPhw4fLfQZlMlmN2h05ciQuXLiAWbNmISAgADKZDBqNBv369eMHq1+4cAG9evXSOu/x48fVjt/e3h7btm0rd3/pwM7qUKvV6NOnDzIzMzF79mz4+PjA1NQUiYmJGD9+vNZge1IzlHATUgO//PILAGh9TVkZKyurcgfixMbGaiW87u7uiIiIAGNMK1F5+PBhlWN7ej7u8+fPY/r06fy+wMBAiMVinD59GpcvX8aAAQOq3C4hgGE/+0975ZVXMGXKFFy6dAk7duyoURukYbGzs4NUKsWDBw/K7IuKiuL/v5eXFxhjaN68OVq2bFmta1T0ATIrKwsnT57EokWLMH/+fH77s7G0a9dOawYdAHB0dOTnh39e7KXxnzhxAt27d690as7qxH/79m3cv38fW7Zs0Rok+WyspOaohpuQavrrr7+wePFiNG/enJ/67Hm8vLxw6dIlKBQKftvBgwfLTEEVFhaGxMRE7N+/n99WXFyMDRs2VDm+jh07QiKRYNu2bUhMTNTq4RaLxejQoQO+//57FBQUUDkJqRZDf/afJpPJsGbNGixcuBAvv/xyjdogDYtQKERYWBj27t2LuLg4fvu9e/dw9OhR/v3QoUMhFAqxaNGiMrOHMMYqncbPxMQEAMp8iCztKX+2vRUrVmi9t7KyQmhoqNZLIpHAyckJAQEB2LJli1b5xvHjxxEREaHVxsiRI6FWq7F48eIy8alUqgpnWQHAz41flfgZY1i5cmWFbZHqoR5uQipx+PBhREZGQqVSITU1FX/99ReOHz8Od3d37N+/HxKJpErtvPXWW/jjjz/Qr18/jBw5EtHR0di6dSu8vLy0jpsyZQpWr16N0aNH44MPPoCTkxO2bdvGX6ei3omnGRsbo1OnTjh79izEYjECAwO19gcFBeHrr78GQPXbpGIN8dl/1rhx46p9DmnYFi1ahCNHjuCFF17AO++8A5VKhVWrVqF169b8CqleXl743//+h7lz5yImJgZDhgyBmZkZHj9+jD179mDy5Mn46KOPym1fKpXCz88PO3bsQMuWLWFtbY02bdqgTZs26NGjB5YtWwalUgkXFxccO3asWuUiS5YswcCBAxEcHIyJEyciMzOTjz0/P58/LiQkBFOmTMGSJUsQHh6Ovn37wsjICA8ePMDOnTuxcuXKCscseHl5wdLSEmvXroWZmRlMTU3RpUsX+Pj4wMvLCx999BESExNhbm6OXbt2VTqvN6kmfU2PQoghK51irPRlbGzMHB0dWZ8+fdjKlStZbm5umXPGjRvHTE1NK2zz66+/Zi4uLkwsFrPu3buzq1evlpmyiTHGHj16xAYOHMikUimzs7NjH374Idu1axcDwC5dulSl+OfOncsAsKCgoDL7du/ezQAwMzMzplKpqtQeaToa6rNflekMGaNpAZuCM2fOsMDAQGZsbMw8PT3Z2rVr2YIFC9izKc+uXbtYcHAwMzU1ZaampszHx4e9++67LCoqij/m2WkBGWPswoULfPt4aorAhIQE9sorrzBLS0tmYWHBRowYwZKSkiqcRrA8u3btYr6+vkwsFjM/Pz+2e/fucmNgjLH169ezwMBAJpVKmZmZGfP392cff/wxS0pK4o8p77+zffv2MT8/PyYSibSmCIyIiGChoaFMJpMxW1tbNmnSJHbz5s0KpxEk1cMxVoXZ2AkherVixQrMmDEDCQkJcHFx0Xc4hNQbevYJIY0BJdyEGJiioqIy87m2b98earUa9+/f12NkhOgWPfuEkMaKargJMTBDhw6Fm5sbAgICkJOTg61btyIyMrLCKaAIaSzo2SeENFaUcBNiYMLCwvDjjz9i27ZtUKvV8PPzw2+//YZXX31V36ERolP07BNCGisqKSGEEEIIIUSHaB5uQgghhBBCdIgSbkIIIYQQQnSIEm5C6klMTAw4jsPmzZv1HQoh9Yaee0IIoYSbEEIIIYQQnaJBk4TUE8YY5HI5jIyMIBQK9R0OIfWCnntCCKGEmxBCCCGEEJ2ikhJCqmHhwoXgOA7379/HmDFjYGFhATs7O8ybNw+MMcTHx+P/27v/mKjrPw7gz8+Xo7tDfikcqAj+AIXQdCgJ4YlbQs5cXs0gIFMRYVmu6dK5amq5HJBZImXGmlQ0IJFRhrGVDmZAmxqo2Q/IH4CyPLiB4kKh8PX9w91nniAgeRLyfGxsfN6f1+f9eX9ur80X5/teZzKZ4OrqitGjR2PHjh3qtT3tZV2xYgWcnZ3R2NiIp59+Gs7OzjAYDFi/fj26urrUuLKyMiiKgrKyMpv19DTnpUuXkJiYiHHjxkGr1WLMmDEwmUyoq6uz06tCDzrmPRHRv8OCm2gAnnvuOdy4cQNpaWkICwvD22+/jZ07dyI6Oho+Pj5IT09HQEAA1q9fjyNHjvQ6V1dXFxYsWAAPDw+8++67mDdvHnbs2IGsrKwBrW3JkiUoKipCYmIidu/ejVdeeQVXr15FQ0PDgOYjsmLeExENkBBRv23ZskUASEpKijr2zz//yLhx40RRFElLS1PHW1tbRa/Xy/Lly0VE5Pz58wJAsrOz1Zjly5cLANm6davNfUJCQmTWrFnqcWlpqQCQ0tJSm7jb52xtbRUAsn379nvzwETCvCci+rf4DjfRAKxatUr93cHBAaGhoRARJCUlqePu7u4IDAzEuXPn+pzvxRdftDmeO3duv667nV6vx0MPPYSysjK0trbe9fVEvWHeExENDAtuogHw8/OzOXZzc4NOp4Onp2e38b4KAJ1OB4PBYDM2cuTIARUOWq0W6enpKCkpgbe3NyIjI/HOO+/g0qVLdz0X0e2Y90REA8OCm2gAempvdqeWZ9JHI6D+tEpTFKXH8Vs/YGa1du1a1NbWIjU1FTqdDps2bcLDDz+M6urqPu9D1BvmPRHRwLDgJhoCRo4cCQC4fPmyzXh9fX2P8f7+/nj11Vfx3Xff4fTp0+js7LTpHEE0FDDviehBwYKbaAgYP348HBwcunV+2L17t81xe3s7rl+/bjPm7+8PFxcXdHR02H2dRPcS856IHhSawV4AEfXNzc0NMTExyMzMhKIo8Pf3R3FxMZqammziamtrMX/+fMTGxiI4OBgajQZFRUUwm82Ii4sbpNUTDQzznogeFCy4iYaIzMxM/P3339izZw+0Wi1iY2Oxfft2TJs2TY3x9fVFfHw8Dh8+jJycHGg0GgQFBWHfvn1YsmTJIK6eaGCY90T0IOBXuxMRERER2RH3cBMRERER2RELbiIiIiIiO2LBTURERERkRyy4iYiIiIjsiAU3EREREZEdseAmukVZWRkURUFZWdl/Yh379+8f1HXQ8MHcJyKyHxbcNCx8+umnUBRF/dHpdJgyZQrWrFkDs9k82MsbFEePHoWiKHj//fe7nTOZTFAUBdnZ2d3ORUZGwsfH534ske4B5n7PrIW9oij44osveoyZM2cOFEWx6flNRDQQLLhpWNm6dStycnLwwQcfICIiAh999BEee+wxtLe3D/bS7ruZM2fCyckJ5eXl3c5VVlZCo9GgoqLCZryzsxPHjh3DnDlz7tcy6R5h7vdMp9MhNze323hdXR0qKyuh0+kGYVVE9KDhN03SsLJw4UKEhoYCAFatWgUPDw+89957+PrrrxEfHz/Iq7u/NBoNwsLCuhXVNTU1sFgsSEhI6FaM//TTT7h+/TqMRuP9XCrdA8z9nj355JM4cOAALBYLPD091fHc3Fx4e3tj8uTJaG1tHcQVEtGDgO9w07D2+OOPAwDOnz9/x5gffvgBMTEx8PPzg1arha+vL9atW4dr1651i/39998RGxsLg8EAvV6PwMBAvPHGGzYxjY2NWLlyJby9vaHVajF16lTs3bu3x3t3dXXh9ddfx+jRozFixAgsXrwYFy5c6BZXUFCAWbNmQa/Xw9PTE0uXLkVjY2Ofz280GmE2m3HmzBl1rKKiAq6urkhJSVGL71vPWa+joW24576VyWSCVqtFQUGBzXhubi5iY2Ph4ODQ77mIiO6E73DTsHb27FkAgIeHxx1jCgoK0N7ejtWrV8PDwwNHjx5FZmYmLl68aPOP9KlTpzB37lw4OjoiJSUFEyZMwNmzZ/HNN99g27ZtAACz2Yzw8HAoioI1a9bAYDCgpKQESUlJaGtrw9q1a23uvW3bNiiKgo0bN6KpqQk7d+5EVFQUTpw4Ab1eD+DmHt3ExEQ8+uijSE1NhdlsRkZGBioqKlBdXQ13d/c7Ppu1cC4vL0dAQACAm0V1eHg4wsLC4OjoiMrKSixevFg95+LighkzZtzdC03/OcM9962cnJxgMpmQe53EtwAABjNJREFUl5eH1atXAwBOnjyJX375BZ988glOnTp1Ny8rEVHPhGgYyM7OFgBy6NAhaW5ulgsXLkh+fr54eHiIXq+XixcviohIaWmpAJDS0lL12vb29m7zpaamiqIoUl9fr45FRkaKi4uLzZiIyI0bN9Tfk5KSZMyYMWKxWGxi4uLixM3NTb2XdR0+Pj7S1tamxu3bt08ASEZGhoiIdHZ2ipeXl0ybNk2uXbumxhUXFwsA2bx5c6+vS1tbmzg4OEhSUpI6FhgYKG+99ZaIiMyePVs2bNignjMYDBIdHd3rnPTfwtzvmfU+BQUFUlxcLIqiSENDg4iIbNiwQSZNmiQiIvPmzZOpU6f2OhcRUV+4pYSGlaioKBgMBvj6+iIuLg7Ozs4oKirqteuG9d00APjrr79gsVgQEREBEUF1dTUAoLm5GUeOHMHKlSvh5+dnc72iKAAAEUFhYSGeeuopiAgsFov6s2DBAly5cgVVVVU21y5btgwuLi7q8bPPPosxY8bg22+/BQAcP34cTU1NeOmll2w+3LVo0SIEBQXh4MGDvb4eLi4umD59urpX22KxoKamBhEREQBudmmwbiOpra1Fc3Mzt5MMUcz9O3viiScwatQo5OfnQ0SQn58/rPe1E9G9xy0lNKx8+OGHmDJlCjQaDby9vREYGIj//a/3vzsbGhqwefNmHDhwoNuHp65cuQIAOHfuHAD02j6subkZly9fRlZWFrKysnqMaWpqsjmePHmyzbGiKAgICEBdXR0AoL6+HgAQGBjYba6goKAeO5Dczmg0IjMzExaLBZWVlXBwcEB4eDgAICIiArt370ZHRwf3bw9xzP07c3R0RExMDHJzczF79mxcuHABCQkJ/b6eiKgvLLhpWJk9e7baqaE/urq6EB0djZaWFmzcuBFBQUEYMWIEGhsbsWLFCty4caPfc1ljly5diuXLl/cYM3369H7Pd69YC+6KigpUVlbikUcegbOzM4CbBXdHRweOHTuG8vJyaDQatRinoYW537uEhATs2bMHb775JmbMmIHg4OBBXQ8RPVhYcBP14ueff0ZtbS0+++wzLFu2TB3//vvvbeImTZoEADh9+vQd5zIYDHBxcUFXVxeioqL6df8//vjD5lhEcObMGbU4GT9+PICbrfysXSesampq1PO9ufWDkz/++KNNj+2xY8di/PjxqKioQEVFBUJCQuDk5NSvtdPQNhxy/1ZGoxF+fn4oKytDenr6XV1LRNQX7uEm6oW1JZiIqGMigoyMDJs4g8GAyMhI7N27Fw0NDTbnrNc6ODhgyZIlKCws7LE4aW5u7jb2+eef4+rVq+rx/v378eeff2LhwoUAgNDQUHh5eWHPnj3o6OhQ40pKSvDbb79h0aJFfT7j2LFjMXHiRBw+fBjHjx9X929bRURE4KuvvkJNTQ23kwwjwyH3b6UoCnbt2oUtW7bghRdeuKtriYj6wne4iXoRFBQEf39/rF+/Ho2NjXB1dUVhYWGPX4Sxa9cuGI1GzJw5EykpKZg4cSLq6upw8OBBnDhxAgCQlpaG0tJShIWFITk5GcHBwWhpaUFVVRUOHTqElpYWmzlHjRoFo9GIxMREmM1m7Ny5EwEBAUhOTgZwc+9peno6EhMTMW/ePMTHx6ut0SZMmIB169b16zmNRiNycnIAoNu3SEZERCAvL0+No+FhuOT+rUwmE0wm092/WEREfRmEzihE9521NdqxY8d6jeupNdqvv/4qUVFR4uzsLJ6enpKcnCwnT54UAJKdnW1z/enTp+WZZ54Rd3d30el0EhgYKJs2bbKJMZvN8vLLL4uvr684OjrK6NGjZf78+ZKVldVtHXl5efLaa6+Jl5eX6PV6WbRoUbfWayIiX375pYSEhIhWq5VRo0bJ888/r7Z764+PP/5YbcV2u6qqKgEgAMRsNvd7TvpvYO73/rwFBQW9xrEtIBHdC4rILf9fSERERERE9xT3cBMRERER2RELbiIiIiIiO2LBTURERERkRyy4iYiIiIjsiAU3EREREZEdseAmIiIiIrIjFtxERERERHbEgpuIiIiIyI5YcBMRERER2RELbiIiIiIiO2LBTURERERkRyy4iYiIiIjsiAU3EREREZEd/R9jnEpY2Qo8EQAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -564,8 +564,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:44:15 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:16 2024.\n", "\n", "The unpaired deltas' g between W Placebo and M Placebo is 2.54 [95%CI 1.68, 3.28].\n", "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", @@ -609,7 +609,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -662,7 +662,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -701,7 +701,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -750,8 +750,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:44:20 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:20 2024.\n", "\n", "The delta-delta between Placebo and Drug is -0.903 [95%CI -1.27, -0.522].\n", "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", @@ -791,8 +791,8 @@ "DABEST v2024.03.29\n", "==================\n", " \n", - "Good afternoon!\n", - "The current time is Tue Mar 19 15:44:20 2024.\n", + "Good morning!\n", + "The current time is Thu Dec 19 10:37:20 2024.\n", "\n", "The deltas' g between Placebo and Drug is -2.11 [95%CI -2.97, -1.22].\n", "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", diff --git a/nbs/tutorials/06-plot_aesthetics.ipynb b/nbs/tutorials/06-plot_aesthetics.ipynb index fc4141ce..35de2038 100644 --- a/nbs/tutorials/06-plot_aesthetics.ipynb +++ b/nbs/tutorials/06-plot_aesthetics.ipynb @@ -7,6 +7,8 @@ "source": [ "# Controlling Plot Aesthetics\n", "\n", + "> A guide to various plot aesthetic changes that can be done.\n", + "\n", "- order: 6" ] }, @@ -15,7 +17,18 @@ "id": "4b12cf7c", "metadata": {}, "source": [ - " **Since v2024.03.29, swarmplots are, by default, plotted asymmetrically to the right side. For detailed information, please refer to [Swarm Side](#changing-swarm-side)**\n" + " Since **v2024.03.29**, swarmplots are, by default, plotted asymmetrically to the right side. For detailed information, please refer to [Swarm Side](#changing-swarm-side)\n", + "\n", + " Since **v2024.XX.XX**, further aesthetic changes were added/updated which include:\n", + " - [Swarm bars](#Swarm-bars)\n", + " - [Contrast bars](#Contrast-bars)\n", + " - [Summary bars](#Summary-bars)\n", + " - [Delta text](#Delta-text)\n", + " - [Gridkey](#Gridkey)\n", + " - [Jitter](#Adding-Jitter-to-slopegraph-plots)\n", + " - [Gridkey](#Gridkey)\n", + " - [Delta Dots](#Delta-Dots)\n", + " - [Effect Size Paired Lines](#Effect-size-paired-lines)" ] }, { @@ -92,7 +105,48 @@ " 'Control 3' : c3, 'Test 3' : t3,\n", " 'Test 4' : t4, 'Test 5' : t5, 'Test 6' : t6,\n", " 'Gender' : gender, 'ID' : id_col\n", - " })" + " })\n", + "\n", + "np.random.seed(9999) # Fix the seed so the results are replicable.\n", + "\n", + "# Create samples\n", + "N = 20\n", + "y = norm.rvs(loc=3, scale=0.4, size=N*4)\n", + "y[N:2*N] = y[N:2*N]+1\n", + "y[2*N:3*N] = y[2*N:3*N]-0.5\n", + "\n", + "# Add a `Treatment` column\n", + "t1 = np.repeat('Placebo', N*2).tolist()\n", + "t2 = np.repeat('Drug', N*2).tolist()\n", + "treatment = t1 + t2 \n", + "\n", + "# Add a `Rep` column as the first variable for the 2 replicates of experiments done\n", + "rep = []\n", + "for i in range(N*2):\n", + " rep.append('Rep1')\n", + " rep.append('Rep2')\n", + "\n", + "# Add a `Genotype` column as the second variable\n", + "wt = np.repeat('W', N).tolist()\n", + "mt = np.repeat('M', N).tolist()\n", + "wt2 = np.repeat('W', N).tolist()\n", + "mt2 = np.repeat('M', N).tolist()\n", + "\n", + "\n", + "genotype = wt + mt + wt2 + mt2\n", + "\n", + "# Add an `id` column for paired data plotting.\n", + "id = list(range(0, N*2))\n", + "id_col = id + id \n", + "\n", + "\n", + "# Combine all columns into a DataFrame.\n", + "df_delta2 = pd.DataFrame({'ID' : id_col,\n", + " 'Rep' : rep,\n", + " 'Genotype' : genotype, \n", + " 'Treatment': treatment,\n", + " 'Y' : y\n", + " })" ] }, { @@ -121,7 +175,7 @@ "outputs": [ { "data": { - 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", + "image/png": 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2G06dOqWRe1cEw7J6/PVOS+7evQtfX1/cuXMHzZs313Y4RA/d3ByEwqz3MDSvAb9pB7QdDlFGYS5gqPtfcPXx75i3tzc+fPiApKQk8Hg81KpVCwDw5s0bCAQC1KpVC9bW1hLnMAyD+/fvayNcMapRE0JIpaK6kbbY2NigRo0aaNCggcR+Z2dn7QSkIErUhBBSmUS6O7GGvpO1rHFVQJ3JCCGkMokE2o6AVDFUoyaEkMokoOFZ2lZUVISnT58iIyMDIpH0rIvt27fXQlTyUaImhJDKVJSr7QiqLZFIhAULFmDbtm3IzZX/OSgy7zfn4zBVeRiGgUAgQExMDDw8PMDhcCAQqNaaQomaEEIqU0GWtiOotr799lusW7cOwcHBaNu2Lb7++musWbMGVlZW2LZtGxiGwdq1axW61tKlS8tM1CUsLS0RFBSkUFl5KFETQkhlokStNWFhYfjyyy+xfft2vH//HgDg6+uLTp06YcSIEfD398eFCxekVvSSJSQkRKF7Ojg4ICwsrAJRU2cyQgipXPnp2o6g2nr16hU6deoE4L/FRfLz8wEAhoaGGD58OMLDw7UWnzwqJeo1a9bg9evX6o6F6Li0rBz8duE2thy9gN8u3KZ1qAlRRe4HbUdQbdWoUQPZ2dkA/ltsJC4uTqJMWpruzZ+vUqJetGgR6tWrh06dOmHfvn3IyqKmHH137WEchq3Yi59O/I1T1x7ipxN/Y9iKvbj+KK78kwkh/8l9p+0Iqq1mzZrh1q1b4u2OHTti06ZN+Pvvv3H58mVs2bIFTZs2Vfq658+fx7p16yT27d27F3Xr1oW9vT1mzJihUAc1eVRK1AkJCQgNDcWHDx8wZswYODg4YMiQITh58mSFgiG6KS0rByv3n0SRQAiWZSEUicCyLIoEQqwIO0k1a0KUkf1W2xFUW+PGjUNBQQEKCoqHyK1evRrp6elo3749AgICkJmZiQ0bNih93ZCQEIlpRh88eIDg4GDY2tqiQ4cO2LJlC9avX69y3Col6tq1a2POnDmIjo7GP//8g6lTp+L69ev4/PPP4ejoiClTpuDGjRsqB0V0y9lbTyAQSo81BACBUIRzt59WckSEVGHZycVrUpNK17dvXxw7dkz8fNrT0xOxsbE4duwY/ve//+H58+do1aqV0td98uQJWrRoId4ODw+HhYUFLl++jF9//RXjxo3DgQOqz8lf4c5kXl5eCA0NxcuXLxEVFYV27dph27ZtaN26NRo2bIhVq1YhNTW1orchWpT8IRMcOUMLOAyDpPcZlRwRIVWYoBDIfa/tKKqdvLw8zJw5E3/++afEfktLS/Tt2xe9e/eGjY2NStfOycmBhYWFePv06dPo3r07TEyKF1/57LPPkJCQoHLsaun1nZ+fj8OHD2Pt2rX4888/weVy0aNHD3h5eWHlypVwc3PD8ePH1XErogUONhYQyVlkTcSycKxhWckREVLFZb7SdgTVjrGxMXbu3ImUlBS1X9vJyUn87PvFixd4+PAhunbtKj7+4cMHcS1eFSonapZlcebMGYwYMQL29vb46quv8ObNG6xduxavXr3CiRMncOzYMbx8+RK+vr6YNWuWykES7erymQd4XNm/KjwuB4EtPCo5IkKquLSX2o6gWvL19cXDhw/Vft1hw4Zh165d6NOnD7p16wZra2v07dtXfPzOnTto2LChytdXKVHPmDEDtWvXRo8ePXD+/HlMmDABDx48wJ07dzB9+nTY2dmJyzo6OmLs2LF4+fKlykES7bI2N8XSkb1gwOOCYRhwP06dZ8DjYunIXrA21/21dQnRKR9otIQ2bNq0CYcPH8ZPP/2k8nSesixatAjz58/Hv//+i7p16+KPP/6AlZUVgOLadGRkJPr06aPy9VWamWz37t3o378/goKCEBgYWO7UaG3btsW+fftUCpDohlaNXXFw6Wicu/0USe8z4FjDEoEtPChJE6KKd8+1HUG1NHLkSHA4HAQHB2Pq1KmoXbs2jI2NJcowDCPRg1sRPB4Pq1evxurVq6WO2djYIDk5uUJxq5SoU1JSYGpqqnB5Z2dnnV+Ym5TP2twUgzr6ajsMQqq+9y+KO5XxDLUdSbViY2ODGjVqwN3dXduhKEWlRK1MkiaEEPIJYRGQ+hio5aPtSKqVyMhIjV37yZMn2LdvH+Li4pCWlgb2kw64DMPg/PnzKl1b5UU5rly5gr1795YZlLLNByVevXqFe/fuyV0rNCgoSKXrEkKIznhzlxJ1JTtw4ADat28vt4U3ISEBUVFRSueY8PBwjBo1CgYGBnB3d4e1tbVUmU9zpDJUStTff/895syZAyMjI7i7u6s89uxT+fn5GDFiBH7//XeIRCIwDCN+c6Wfg1OiJoRUef/eAlqM1nYU1cqoUaMQHh4uN1Ffv34do0aNUjrHhISEoFmzZvjrr79Qs2ZNNUQqSaVEvW7dOrRp0wZ//vknLC3VN4Z24cKFOHbsGFavXg1/f3906NAB+/fvh6OjIzZt2oQ3b95UaHYXQgjRphYtWiA5/jEczLi4vYgB8tIAY+naF9GM8mq1OTk54PGUT4tv3rzB7NmzNZKkARUTdW5uLoYNG6bWJA0AR48exahRozBv3jzxWqG1a9dGp06dEBgYiE6dOuHHH3/E9u3b1XpfQgipDMnJyXj9IQ8QGQIsCyRcBRr10nZYeu2ff/5BdHS0ePvy5csyh2alp6djx44dKo139vb2xps3byoSZplUStQdO3bEgwcP1B0LUlNT4efnBwDiLvM5Of8t+DBgwACsWLGCEjUhRD+8OE+JWsOOHz+O5cuXAyh+hLpz507s3LlTZlkrKyuVWm2///57DBo0CD169EDr1q0rFK8sKiXqrVu3omvXrli/fj1Gjx6ttmfU9vb24pq0iYkJrK2tERMTg88//xwAkJmZKV7kmxBCqrw3d4GM14BlbW1HorfGjx+P3r17g2VZ+Pn5YcWKFejRo4dEGYZhYGpqCjc3N5WavtesWQNLS0u0a9cOnp6eqFu3LrhcrtQ9/u///k+l96BSonZyckJwcDBmz56NefPmwcjISGZQGRnKLdbQsmVLXLlyBfPmzQMAfP7551i3bh0cHR0hEomwceNGlVY2IYQQncSywIMjQNvp2o5Ebzk6OsLR0REAcPHiRXh4eEjMnqkO//zzDxiGQd26dZGdnY3Hjx9LlSlvYrCyqJSoly5ditWrV6N27dpo0aKF2p5VT506FUeOHEFBQQH4fD5WrlyJa9eu4euvvwYAuLm5YcuWLWq5FyGE6ISnJ4CmQwBzB21HovcCAgKk9rEsi4sXL6KgoABt27aFubm50tfV9BTZKiXqHTt2oFevXvjjjz/A4ahlAS4AxVONtm3bVrzt5OSEJ0+e4MGDB+ByuWjUqJFKzRKEEKKzhEXAjZ1A4DJtR6L3Fi1ahKtXr+LixYsAipN0165dceHCBbAsi7p16+L8+fNwc3PTcqSSVMqyhYWF6NWrl1qTNFA8GP3TbyYcDgdNmzaFl5cXXr9+TcOzCCH6J/YC8OaetqPQe7///ru4wzJQPNLo/PnzWLVqFU6cOAGhUIiQkBCVrx8VFYW5c+di8ODBGDx4MObOnYuoqKgKx61Spu3duzcuX75c4Zt/atSoUbh69arc4yWD0QkhRO9c2QQI1beiE5H2+vVr1K9fX7x97NgxeHp6YsGCBejZsycmTpyo0jSjhYWFGDBgADp16oT169fj7NmzOHv2LNavX49OnTph4MCBKCoqUjlulRL1smXL8PjxY3zzzTe4c+cO3r59iw8fPki9lKWpweiEEKLz0l4Cj45pOwq9xuPxUFBQAKA435w/fx7du3cXH7e3t8e7d++Uvu7y5ctx/PhxzJo1C0lJSeIcmJycjNmzZ+PYsWNYsWKF6nGrclLJyiPR0dFyx6MBgFAoLPdalTEYnRBCqoTb+4D6gYCJeoa8EkleXl74+eefMWzYMBw/fhzv379Hr17/jWNPSEhQaXaxQ4cOYcSIEVi7dq3Efjs7O6xZswYpKSkIDw/HypUrVYpb5V7fFelqXlplDEYnhJAqoSgXuLED6LhQ25HopaVLl+Lzzz8XJ+M2bdqgY8eO4uMnT57EZ599pvR1k5KS0LJlS7nHW7ZsicOHDysf8EcqJeqKPGz/VGUMRieEkCrjWQTg3pNW1tKALl264O7duzh79iysrKwwePBg8bG0tDS0b98effr0Ufq6derUQWRkJCZMmCDzeFRUFOrUqaNy3FrPepUxGJ0QQqqUqLXAwD2AgbG2I9EriYmJcHFxwbRp06SOWVtbY/Xq1So9ox4xYgSWLVsGKysrzJgxA/Xr1wfDMHj+/Dk2bdqEI0eOiFuOVaHe8VUVFBAQQEmaEEIyXwNXf9B2FHrHxcUFx48fl3v8zz//hIuLi9LXXbhwIYKCgrBr1y54enrCyMgIfD4fnp6e2LlzJ4KCgrBwoeqPM7Reo/5UcnIy9uzZg7t37yIjIwMikUjiOMMwOH/+vJaiI4SoojA7DakPLqAgPQV8K3vYNekEQzNa3rFMT08Ajk2Bhl21HYneKG9kUVFRkUrzg3C5XISFhWHmzJk4deoUEhISAAD16tVDz5494e3trVK8JXQqUf/zzz/o0KED8vLy4O7ujgcPHsDT0xPp6el4/fo13Nzc4OTkpPD1tm/fju3bt4snUWncuDGWLl0q9Qy8RFhYmNQ4bT6fTwuBEFIB75/dwNPfQ8GKBGAYDlhWhITIcHgMXAibBn7lX6A6u7weqOFW/CIqyczMRHp6unj7/fv3SExMlCqXnp6Ow4cPix/FqsLb27vCSVkWnUrU8+fPh5mZGaKjo2FiYgI7Ozts3rwZnTp1wpEjRzBx4kQcPHhQ4evVqVMH3333HRo0aACWZbF//3707dsX9+7dQ+PGjWWeY2FhgZiYGPG2unq3E6LvZNWaARQnaWHxZA8sWzxkkxUW4cnRb/HZlH1Usy6LoAA4uxTovxPgm2k7mipp48aN4jHMDMNg+vTpmD59usyyLMti1apVlRidYnQqUf/999+YO3cu6tatK54wpaTpe9CgQbhy5QrmzJmj8JRsJctjlli9ejW2b9+O69evy03UDMPAwYEmxyf6R5PNz/JqzbZeAWBFsmfbYkUCpD64gDr+A9QSg97KeAVcWgsELgeo4qC0rl27wszMDCzLYu7cuRg6dCiaN28uUaZkZJGvry9atGhR7jU5HA44HA5yc3NhaGgIDodTbqWOYRiZc4QoQqVEHR0djSdPnmDo0KHifREREVi9ejUKCgrw1VdfyexVVx6RSAR7e3sAxWOmuVyuxAxnTZo0wZ49e1QJGUKhEEeOHEFOTg78/f3llsvOzka9evUgEonQvHlzfPvtt3KTeomCggLxbDcl1yBEl2iy+bkwO01urTn1nwsf7yc9+RHDcFCQnlKhe1cbcVHFz6w9Pi+/LJHg7+8v/pufk5ODAQMGwMvLq0LXLJlLpGS4sDrnFpFFpUQ9d+5cmJiYiBN1fHw8+vfvjxo1aqBWrVqYOXMmjI2NMX78eKWu6+Ligvj4eADF31hcXFxw7tw5fPnllwCAq1evwsrKSqlrPnjwAP7+/sjPz4eZmRmOHz8OT09PmWXd3d2xd+9eeHt7IyMjA+vXr0fr1q3x6NGjMsfAhYaGVqjrPSGaVFYiVbb5WVatPPXBBbm1ZrAiyOu/w7Ii8K3slX4/1da1H4FazQBL1cfjVnfLlkmuUJaXlwcAMDZWbhjcp3OJqHNuEVlUGp51//59ieUoDxw4AC6Xi3v37uHGjRsYOHAgduzYofR1u3btiiNHjoi3J06ciJ9++gmBgYHo3Lkz9u/fj6+++kqpa7q7uyM6Oho3btzAxIkTMWLECJmLegPF37yCgoLg4+ODgIAAHDt2DLa2tmVOkwoACxYsQEZGhviljtVSCFGXshJpSfNzaYXZaXh17XfE/rUNr679jsLsNADFtfJbW0fh5YV9SL53Gi8v7MOtraOQkfAPGEbOnxKGU/ySeYgHO+/Oqr+x6qYoD7j4LSAqf2pmIl9iYiJGjRoFe3t7mJmZwczMDPb29hg9erS4t7ayVqxYgYcPH8o9/ujRo8qf6zsjIwM1atQQb586dQpdunQRT8vWpUsX/PXXX0pfd9GiRRg6dCiKiopgYGCA6dOnIycnB7///ju4XC6WLFmi9Fg0Q0ND8Wopvr6+uHXrFjZv3lxu8gUAAwMDNGvWDC9evCizHJ/PB5/PF2+bmVGnD6I7CtJTFG5+ltdE3qD3VDw/sUVmrTwt9i4AecNeWNh5d8bbh1ES12Q4PHgMXAhDUyu1vc+ivCzEnd6BD89vAAwHNRu1hmu3YHANy68tsSyLx4eXIS32DjwGLUYN9/8ej2W9eYaXF8KQnfQCYADzWu5w7jwKZvauaotdYSmPgOiDQPOgyr+3Hnj69Cnatm2L9PR0dOnSBR4eHuL9Bw4cwJ9//okrV66I17NQVEhICOrXry+3Sf3hw4dYvnw5li5dqlLcKiVqR0dHPHnyBEDxHKd37tyRGNaUnZ2t0lg0a2tr+Pr6ircZhsHixYuxePFiVcKUSSQSSTxPLotQKMSDBw/Qs2dPtd2fkMrGt7IHy4pkHivd/FxWE/mz/22E3GTMij7WmqWPMxwenDuNgnPHkZJN5t6dVUrS/xyYD/umnWHftIvUsWd/rENh9gd4DVsFkVCI539uwouTW+Hef265131z8w8A0s8YhYV5ePTLUtg0aAm3Ht+AFQmRGHUQjw4twWdT94PD1UJ/3DthQB0/wK5R5d+7ips/fz44HA7u3buHJk2aSBx7+PAhOnfujPnz55c5KYoqPnz4AENDQ5XPV+m3rG/fvti6dSvy8/Nx48YN8Pl89O/fX3z8/v37cHXVwrfNTyxYsAA9evRA3bp1kZWVhUOHDiEyMhIREREAgKCgINSuXRuhoaEAipsvWrVqhfr16yM9PR3r1q1DQkICxo4dq823QUiF2DXphITIcHECLq1083N5z5rlJ2MurFyaIf3l/TJrzZrs3Z37LhFpsXfQdPQmmNdqAABw6x6MR7+EwDlwDPjmNeSem50ci9fXj8NnzCbc3PT1J9d9BUFeFuoFDAff0hYAULf9V7i3axIKMlJhbFNLY+9JLpEQiPwW+GI3wOOXX56IRUVFYdasWVJJGiheWWvy5Mn4/vvvFbrWpUuXJNauPnbsmMzW1/T0dPz6668y76kolRL1qlWr8PbtW4SHh8PKygphYWHi3tqZmZk4evQoJk2aVO51Ro8erfS9GYZRuOd3amoqgoKCkJSUBEtLS3h7eyMiIgJduhR/G09MTJSo+aelpWHcuHFITk4W1+6vXr0qt/MZIVWBoZk1PAYuxJOj35aZSMtqIgfDFCdrGVhWBEtnbzT4fLpaas2qyHz1FFwjU3GSBgArl2YAwyDrdQz4jVrLPE9YlI+YP9bBrftEGJpJLy1pXKM2eMYWSI4+A6e2X4IViZASfQbGNZ1gpM2OcGkJwN0DgN847cVQBRUVFZXZcczExARFRdJfaGW5ePGixMqPx44dw7FjstcT9/T0xNatW5UP+COVErWZmZnciUfMzMzw6tUrmJiYlHudCxcuSHVpz83Nxdu3bwEUN4UDxQkUAGxtbWFqaqpwnOUl9NLfhoDigfEbN25U+PqE6LrSvbTr+A8EGECQmwm+lT2s3XyRFnsHaS9ug29lD56xudwmcrBscY1axvGSWrmhqZXWxkQXZafB0MTqk7i4MDA2R1FOmtzz4s/shkUdD4ln0qXx+CZo8nUonhxZhX+vFC9TaGxTC42HrgTD4aotfpXcPww07A5YKT5bY3XXrFkz/PTTTxg7diwsLS0ljmVmZmLPnj1SY6zlmTt3LiZPngyWZWFnZ4cdO3ZgwADJ33+GYWBiYgIjI6MKxa32BywcDkfqByBPydSeJR4/foyuXbti4cKFmD59urhz2rt377Bx40YcOHAAJ0+eVHfIhOglWR3DSmrRLMsies90iWNguPI7nXENUL/3VLw4sUXjncJK+/fKr/j379/E2yJBIbJeP0Xs6f9GlTSfsF2la79/dh3pL/9Bs3Fb5JYRFhXg+YnNsKjjCff+c8GKRHh9/Rge/xqCpqM3gmugxaZnkQC4F05rVyth+fLl6N69Oxo1aoRRo0ahYcOGAICYmBjs378f79+/x48//qjQtYyNjcW18/j4eNja2ipUQVWFQol6xYoVYBgGixYtAofDUaibOcMwWLJkiVLBTJkyBT169JCawq1mzZpYvXo1UlNTMWXKFJw7d06p6xJS3ZTVMezxkdXFLdlCgcQxsAKwHC4YLg+sSCiVjG0a+MHapVmlNm87+PZETc924u2YP9ahZqM2qFGqKZtvXgMGZtYozE2XOJcVCVGUlwUDU9ljxDNe/oP8tCRcW/elxP4nR7+FhVNjeAd9h7cPI1GQkYqmozaIh6CZ9Z+D6+sH48Oz67BtHKDwe0lMTERubi4AILdQhMQP+ahrU7GaFmIvAK2nAHzzil1HjX788UesW7cOycnJaNq0KbZu3Qo/P9mT6lT2+gqdOnXCqVOnMGfOHHz33XcSx3x8fBAeHo6OHTsqfd169eoBKO40du7cOXEl1NnZGZ07d5YYJaUKhRJ1SEgIGIbBvHnzYGhoqNDgblUS9fXr1zFw4EC5x5s1a4ZffvlFqWsSUh2V2TFMJJA7mAqsCHVaDwGXbywzGRuaWVdq87aBsTkMjP9LQhweHwamllKduCzqNIIwPwfZSc9h5lj8nDo9/j7AsjCvLXuoTZ3WA2HvI7ky1b1dk+DaZZx4tjaRoODjtJ3/PaIrTthMuSsxlbh58yZWrlyJkydPis9JyxXAedFN9G5igyU96+EzZxUTrbAI+PcGUD9QtfPV7Ndff8XMmTOxY8cOtGzZEps2bUK3bt0QExMjdwnjyl5fITAwEPfu3UNycrLEKlcVnTo6JCQEa9askRpVZGhoiLlz51ZoHLVCY6hEIhGEQqG4e7lIJCr3JRQqPyjfxsamzPHXp06dUnpmMkKqo5KOYbJJJh6JIwwHgrxM1PEfALce36CO/4BK6xBWESY168LazRfPT25F1usYZP77GLER22HbuL24x3dB5jvc2R6MrNfFScHQzAamds4SLwDgW9rCyLr4j7aVSzMI8rIRe3obct8lIudtAp79b2NxT/d65a+SdOzYMbRp0wZ//fWXVGJnWeDUww9ovTYax+69U/3Npz5V/Vw1+/777zFu3DiMGjUKnp6e2LFjB0xMTLB3716555Ssr1DyKumYrGkODg5o2bIlWrZsWeEkvXLlSqxYsQKBgYH466+/EBsbi9jYWJw6dQqBgYFYvXo1Vq5cqfL1VZqZTFOCg4Nx4sQJ9O3bV9x88PLlS5w9exZ9+vTBX3/9hQkTJmg7TEJ0Xlljp4uHWMmuDVblaT0b9psDkxp18PDgIjw6vAwWTo1Rv9cU8XFWJETe+1cQFik2jwIAmNR0gufgZchNeYn7+2bjwf65KMz+gMZDV8DQXLqXeGk3b97E4MGDIRQK5VZchCJAKGIxePcT3HqZpXBcEjJfq3aemhUWFuLOnTsIDPyvds/hcBAYGIhr167JPa9kfQUnJyf07dsXjx490micmZmZWL58Ofz8/GBvbw97e3v4+flhxYoVyMzMVOmaO3bswOeff44///wT3bp1g4uLC1xcXNC9e3ecOHECPXv2xPbtqvWlAHRs9azFixejoKAA69atw4kTJySO8Xg8zJ8/X62TnxBSVZXMzS1vju6yxk6Dw5N4Rl2ark/r6R30ndxjBsbmZU5uYmRlj7aLy+6MKuu4tWszWLs2UzzIj1atWgWWZcttIi/+2sRi1akE/N83KiwWkZWk/DlKyM7Olkhgn87EWOLdu3cQCoVSNWJ7e3s8fSq71q/q+gqqevPmDdq1a4f4+Hg0atQIbdq0AVDcmSwkJAQHDhzA5cuXlV6TOiMjA927d5d7vGfPnlKjjJShU4kaKG5CmDZtGs6dOyfx/CAwMFDcC5yQ6s5nzOYyj5c3dhpAueOqieoSExNx4sQJhZ9jC0XAnw8+qNbBLCvl4/A5zTzbDQiQ7DC3bNkytS1CUXplKwBo3bo1PDw8sHPnzgo1Fcszb948JCcni2u5pf31118YNGgQ5s+fj/379yt13TZt2ojXk5Dlxo0b4i8FqtC5RA0U9/IeMmSItsMgRKNEgkKIZNRq1cWirheaBW/Du0eXkPshGQYWNWHr2R4GpsXDJ71Gb8a7x5dRkPEWfEtb8bG87IwK3ZfD5YHDU326RF1Rkc/n1Mk/FU7SJVgWiHj8ASNaye50JZcgE8KUF+BY1lLrz71k7eSoqCj4+PiI98uqTQPFf7e5XC5SUiSXLk1JSVH4GbCi6yuo6vTp05g+fbrMaaF79OiBqVOnYvfu3Upfd8eOHejevTtmzJiBSZMmiWfmjIuLww8//IDr16/j9OnTKsetU4na398fAQEBaNu2Ldq2bUsdx4jeEgkKkf7yPgT5uRq/l5G1I7b+chrrtytXSyCVb/zPLzD+ZxWS1OSG6g/mIzMzM1hYWJRbztDQEL6+vjh//jz69esHoLjj8fnz5zF58mSF7qXp9RVycnLK7Kzm4OCAnJyccq9jbm4u1TtdIBBgy5Yt2LJli3jGS5GouJ8In89H06ZNkZGh2pdgnUrUVlZW2LFjB9auXQsOhwNPT0+0a9cO7du3R7t27VCrlhbm1SVEA0RCAQT5ueBweWAqofY5Z+oEzJocrPH7sB9roTYNWoDH18zkD5VBUJCLD89vq/z5HD5+AjMWf6v0eTuG1EOQn/Jjbgtqt0ZOg35q/bnfu3cPLVu2VOqcmTNnYsSIEWjRogX8/PywadMm5OTkiMdKa3t9BU9PT/zyyy+YMGGC1CIZRUVF+OWXXxSaMnrAgAEaH0ZWmloTdVxcHAoKCsRLhymrZAhDdHQ0Ll++jCtXruDYsWPYvn07GIaBs7Mz2rdvj3379qkzbEK0huEZVsrsVlwDjd8CACAs4kFYkAsDAwPwDCrpphrAiAxgYMADl2+i0ufTuUN7MEyoUs3fDAN0aWQJA57yU5NychJRaMBT68+dx1M+PQwePBhv377F0qVLkZycDB8fH5w+fVpci9X2+grz5s3D4MGD4efnh2+++UZiZrIdO3bgn3/+wa+//lrudcLCwjQSnzwMq+yDFABbtmzB1atXcfjwYfG+UaNG4cCBAwCKJyY5deqU3AHuyigsLMTBgwexZs0aPHv2DAzDqDRGuzLdvXsXvr6+uHPnjsLzxpLqpbjGdkvlRKD2ePKykBZ3D0U5aTAwtYa1azPwjJWfhENYVABhQS5sGnymBzXqin0+Q8dOxdnIKwr9veJygJ6eVjg2vkG5ZWVhGS7SAkJh09BPbT93ff07FhYWhvnz5yM1NVVcKy6Zr3vNmjUYMWKEliOUplKN+qeffpKYZi0iIgL79+9HcHAwmjRpgsWLF2P58uUKz5laWnZ2Nq5evYrLly/j8uXLuHnzJgoKCtCoUSMEBwejXbt25V+EED334tQPEORngWdkjvo9FXv+J0/mqyf499JBsCLRx1WyWKTePwOn9sNgUUe11jECzJkyHueiroBhyp7FrHj6GQYLuik3JEgCK4Lc9cKJhJEjR2L48OG4desWEhMTARSPLGrRooXCrQglldKvv/4aDMOIt8sTFBSkUswqJeqEhASJ5u3ffvsNLi4u4gHdycnJCA8PV/q6LVq0wP3798EwDJo2bYr27dtj+vTpaNeuXYXnSiVEnwjysyDIVW1yBonr5GV9TNIl830X/7FnRUL8e+kg3PvPU6lmTYDmTb2wd+tajJ4yFywLmTVrLqc4Sf8yyg2f1TNT+V4iE9uP64UTRfB4PKmhYcoYOXIkGIbBkCFDYGhoiJEjR5Z7DsMwlZuoP/12eObMGfTt21e87ezsjOTkZKWve/fuXXA4HPTr1w89e/ZEu3btUL9+fVVCJJUgLSsHZ289QfKHTDjYWKDLZx6wNld8GVKifWlx94pr0jKwIhHS4++hpmf7So5Kf3zePRARRw9g3dZdiLhwSeJvJ8MUN3cv6OZYoSQNAEUOyk/IUl0VFBRg9+7dOHXqlMTiGT179sTYsWMVWpIyPj4eAMQd0kq2NUWlRN2wYUMcP34cEyZMQEREBN68eYMePXqIj7969UqloVW3b98WN3kvWLAAb9++hZ2dHdq1ayd+NW3atFJ721UH32w4hLSsXFibm2DbrK8UOufawzis3H8SAqEIHIaBiGUR9tc1LB3ZC60au2o4YqIuRTlp4uZuKQyDwmz5azkTxTRv6oVfftqCf18noX2vL5GekQlrYy5uz2uMujZq6J/ANUBhPcVX8arOXr16hS5duiAmJgaOjo7iiuD9+/dx+vRp/PDDDzh37ly5s6KVrJYFFPcWz8jIgI2NjUZmUwNUnOt79uzZOHv2LKytrfH555/Dw8MD3bp1Ex+/cOGCxAB5RTVv3hzTpk3D0aNHkZycjCdPnmDVqlUwMTHBhg0b4OvrCxubsufXJcpLy8rFu4xspGUpNqY3LSsHK/efRJFACJZlIRSJwLIsigRCrAg7ibSs8schEu0Q5GXh7aNLeHPz//D20SVwDU1kJ2kAYFm5U5QS5TnVdoSJcXFtzcSQo54kDaDQJRAs31It19J3kyZNQkJCAn777Te8fv0aUVFRiIqKwuvXr/Hrr78iMTERkyZNUuqaHA4Hvr6+OHbsmIaiVrFGPWTIENSoUUO8mtU333wjfgj/4cMH2NjY4Ouvv65QYHl5eXj16hX+/fdfJCYm4u3bt2BZFtnZ2RW6Lqm4s7eeQCCU3VwqEIpw7vZTDOroW8lRkfLI6jQGhpFbo2Y4HFi56k9vX33EGpqhsH6P8gsSAMD58+cxY8YMmcspDxo0CHfv3sXWrVuVuiaXy0W9evWklrdUJ5XHUXfp0gVdunSR2m9jY6PyN4sTJ07g0qVLuHz5Mu7evYuioiIYGRnBz88PM2fORLt27dC6devyL0Q0KvlDJjgMA6GMP+4chkHS+4pNQUnUT16nseJkzQHD4UokcIbDgVP7YeAZVezZKdGswga9AQMTQIkVwaozc3PzMocNOzg4wNxc+c6TU6ZMwQ8//IAxY8ZopNVXp2Ym69OnD6ysrNCmTRusXLkS7dq1Q4sWLWBQhSdO0EcONhYQyWkuFbEsHGtQM5yuKavTGFgWNb06gGvAR2F2GgzNrGHl2pyStI4TmdqhyLmDtsOoUkaNGoWwsDCMGzcOJiaS482zs7Oxb98+jBkzRunrCoVC8Pl8uLm5YeDAgXB2doaxsbFEGYZhMGPGDJXiVihRu7i4gMPh4OnTpzAwMICLi0u5HboYhkFsbKxSwdy/fx9eXl7UWUzHdfnMA2F/XUORQHq4CY/LQWALGnura8rrNCYsyIV9U+kWMqK7Cjy/BDg6VdfSOZ+27jZr1gwnT55Eo0aNMGLECHFnsufPn+PAgQOwsbGBt7e30veZPXu2+L/37Nkjs4zGE3VAQAAYhhFP/VayrW5NmjRR+zWJ+pQejtWxuTsu3nkKgYgV9/rmcTlYOrIXrM2r7oxU+srA1Jo6jekRgWNzCB18tB2Gzhs4cKDEhDOl/3v16tVS5V+9eoWhQ4fiyy+/VOo+OjE869N5TTU9z+nff/+Nu3fvIiMjQ7z6SAmGYbBkyRKN3p9IkzUci8th0PUzDxga8OBYwxKBLTwoSesoa9dmSL1/5r9n1KVQp7GqhTWyQkGTinXWrS4uXrxYKfcpPVxLE3Sq3eTDhw/o1asXbt68CZZlZX4TokRd+UoPxwIg7kQmELK4cDcGB5eOpolOdFTpObwtnX2Q8TKaOo1VZQwH+c3Hg+XTbHGKCAionPHlXC4X4eHh+Oor2fNQ/Prrr/jqq69UXqeiQon68ePHiIuLQ1pamsy5bJWdLm3OnDn4559/cOjQIbRs2RKurq6IiIiAi4sLNm7ciGvXruGvv/6qSMhEBTQcq2qSNxzLyrU5ODwD6jRWBRV4fQVhDc2tPU1UU97aVkKhsEKPi1VK1LGxsRg+fLi45iuLKvOanjp1CsHBwRg8eDDev38PoHgwef369fHjjz/iiy++wPTp0/HLL7+oEjZREQ3HqnrKGo6V8TKa5vCugopcOlMvbx0mLxFnZmYiIiICNWvWVPnaKs1MFhwcjAcPHmDTpk24e/cu4uPjpV5xcXFKXzc9PR2NGzcGAJiZFX/LLz3BSdeuXREREaFKyKQCaDhW1aPIHN6k6hDaNi7u5U10xvLly8HlcsHlcsEwDIYPHy7eLv2ytrZGeHg4hgwZovK9VKpR//3331i4cCGmTJmi8o1lqVWrlngxDz6fDzs7O9y/f1+84Mfr169p6JYW0HCsqofm8NYfIlN75PkGAxyutkMhpfj5+eGbb74By7LYtm0bunTpgoYNJR9LMAwDU1NT+Pr64osvvlD5Xiol6po1a8LSUv21qHbt2uHs2bNYtGgRAGDw4MFYu3YtuFwuRCIRNm3aJDGnOKkc1uamWDqyF1aESfb6puFYuouGY+kJnhHyP5tUPPsY0Sk9evQQL0aVk5ODCRMmoGXLlhq5l0qJesKECfj5558xadIkcLnq+5Y3a9YsnD17FgUFBeDz+QgJCcGjR4/Evbzbt2+v9DysRD1aNXbFwaWjce72UyS9z6DhWDqOhmPph3yfMRCZ19J2GHorIyMDZmZmFc5j+/btU1NEsimUqD+d3cXd3R1CoRBNmzbF6NGj4eTkJPONKlPVz83NxciRIzFu3Djw+cWrylhbW+PcuXNIT08Hl8tVaQ5Woj7W5qbUu7uK4Bmbw6n9MKle3zQcq+oobNgHAkdaZ1rdbt++jcWLF+PSpUsoLCzEmTNn0KlTJ7x79w5jxozBjBkz0KFDB6Wuef78edy9exdz5swR79u7dy9CQkJQUFCAr776CuvXr1f5C4FCibqs2V1KT51WGsMwSo0ZMzExQXx8vMxn0KqsbU1IdWdRxwPu/echPf4ezeFdxQgcfVHYsLe2w9A7V69eRadOnVC7dm0MHz4cP/30k/hYzZo1kZGRgZ07dyqdqENCQiQmPXnw4AGCg4Ph7e2N+vXrY8uWLXBwcMC8efNUiluhRF1Zs7t0794dERERCA4OrpT7EaLveMbmqOnZXtthECWIrFyQ7zMaYFQalEPKsHDhQnh4eOD69evIysqSSNQA0LFjR+zfv1/p6z558gQDBgwQb4eHh8PCwgKXL1+GiYkJJkyYgAMHDmg2UQcEBODSpUvw8PCAra2tSjdSxJIlSzBo0CB8/fXXCA4OhouLi9QKJAA0sowYIYRoG2tkjbzPJgE8vrZD0Uu3bt1CaGgo+Hy+xNDfErVr1xaPPFJGTk4OLCwsxNunT59G9+7dxSt0ffbZZ/j5559Vjlvhr2wdO3bE2bNnVb6RIho3bozHjx/j4MGDCAgIQN26dWFrayv1IoQQvcNwkffZN2CNrLQdid4yMDCQWj+itNevX4vn8FCGk5MTbt26BQB48eIFHj58iK5du4qPf/jwQdz3ShUK9/oub4o0dVi6dCmNkyaEVEsFHgMgsnLRdhh6rVWrVjh69CimT58udSwnJwf79u1TaX7wYcOGYcWKFXj9+jUePXoEa2tr8fwfAHDnzh2pMdbK0KlFOUJCQrQdAiGEVDqRlTOKXAO1HYbeW758OQICAtCrVy8MHToUAHD//n3ExcVh/fr1ePv2rUqLPi1atAiFhYU4deoU6tati7CwMHEn6A8fPiAyMhLTpk1TOW6lEjXVdgkhRP0KPAdT57FK0LJlS5w6dQoTJ04Ur0Uxa9YsAICbmxtOnToFb29vpa/L4/GwevVqmWtc29jYqPTcW+L6yhQePnw4hg8frlBZhmEgEAhUCooQQqoLYU0PCGs00HYY1UanTp0QExOD6OhoPH/+HCKRCG5ubvD19dXZyqhSiTowMLBC7eyEkKqh9DrWBqbWsHZtRqttaUihW9fyCxG18/HxgY+Pj0rnjh49GgzDYNeuXeByuRg9enS55zAMgz179qh0P6US9YgRI+QujE0IqVrkJWNZ61in3j8Dp/bDYFGHFmBRJ9bEFkLbxtoOo9p5/Pgx4uLikJaWJrOjdHlLNF+4cAEcDgcikQhcLhcXLlwotzZe6etRE6KKtKwcnL31BMkfMuFgY4Eun3nA2txU22FVS/KSca1WX+DN9WNS61izIiH+vXSQ1rGuIDvbmmAKMmFvVvw8uqhuW3o2XYliY2MxfPhw3Lx5U+5IJoZhyk3UL1++LHNb3ShRk0px7WEcVu6XXH0r7K9rWDqyF1o1dtV2eHpLVq0ZwMckLZ2MX187CshbdOvjOtY005nqLv7vF5ieXwAm9y0ABkV1Wms7pGolODgYDx48wKZNm9CuXTtYW1eNVeQoURONS8vKwcr9J8XrWQs/JoYigRArwk7i4NLRVLPWAHm1ZkvnpsX7ZGFZAHKa6Ggda7US1mgA1rhqJAp98ffff2PhwoWYMmVKha7D4XBUaspWZv2L0hRO1GXN5kJICVnN22dvPYFAKPv3RyAU4dztp7Qql5oJ8rLk1prT4+6JE7c0BvKr1LSOtToJHGip0cpWs2ZNWFpaVvg6sibnOn78OB49eoRu3brB3d0dAPD06VOcOXMGXl5e6Nevn8r3oxo1URt5zdvNGjiBwzDimnRpHIZB0vsMLUSr39Li7smvNYOVk6Q/HmM4ACt9Lq1jrV4CuybaDqHamTBhAn7++WdMmjSpQmtQfzo5165du5CamoqHDx+Kk3SJJ0+eoFOnTqhVS/V1xSlRE7Uoq3n7dkyC3I4bIpaFY42Kf8Mlkopy0squNTOQeYzhcFG71QC8vv47rWOtQSzfEqypnbbD0HvHjh2T2HZ3d4dQKETTpk0xevRoODk5yUzYX3zxhVL3WbduHSZPniyVpAHAw8MDkydPxtq1azFu3Djl3sBHlKiJWpTVvC0SseBwGJnJmsflILAFDflRNwNT6zJqzYCVa3NkxEfLTMYWdTxg5lif1rHWIKG1a/HPnWjUwIEDwTD//e0p/d+zZ8+WeQ7DMEo/S3716hUMDAzkHjcwMMCrV6+UumZplKiJSj59Fp2Q8kFu8zaXw4Gve13ce/6vRLM4j8vB0pG9YG1uooV3oN+sXZsh9f6Z/55Rl8JwOHBo1h0OPt3kJmNax1qzRBZO2g6hWrh48WKl3MfLywvbtm3DV199hdq1a0sce/XqFbZt24YmTVR/1KHXiXr79u3Yvn27eIxb48aNsXTpUvTo0UPuOUeOHMGSJUvw8uVLNGjQAGvWrEHPnj0rKeKqQdazaIYBWJH85m2fBk6YPbQLzt1+iqT3GXCsYYnAFh6UpDWEZ2wOp/bDpHp9f9qETclYO0RmDtoOoVoICAjApUuX4OHhodElkjdu3Ihu3bqhYcOG6N+/P+rXrw8AeP78Of744w+wLFuh9aj1OlHXqVMH3333HRo0aACWZbF//3707dsX9+7dQ+PG0rMBXb16FUOHDkVoaCh69+6NQ4cOoV+/frh79y68vLy08A50j7xn0WWtglrSvG1tbkK9uyuRRR0PuPefR03YOkhkqrmkQSR17NgR4eHhGp1Vs23btrhx4waWLFmC48ePIy8vDwBgbGyMbt26Yfny5VSjlufzzz+X2F69ejW2b9+O69evy0zUmzdvRvfu3TFnzhwAwMqVK3H27Fn88MMP2LFjR6XErOvKehYN4OOzaFDzto6gJmzdxBrX1HYI1Ya8jqzq5uXlhePHj0MkEuHt27cAAFtbW3A4FZ95Tq8TdWlCoRBHjhxBTk4O/P39ZZa5du0aZs6cKbGvW7du+OOPPyohwqoh+UNmmc+iO/u6w9mxJjVvEyIHyzUEa0itGvqKw+HA3t5erdfU+0T94MED+Pv7Iz8/H2ZmZjh+/Dg8PT1llk1OTpb6Advb25e7lmhBQQEKCgrE29nZ2RUPXEc52FhAVMZQK2fHmtS8TUgZWGNr6vFdyXR1+UpF6f1s8O7u7oiOjsaNGzcwceJEjBgxAo8fP1brPUJDQ2FpaSl+BQQEqPX6uqTLZx7gcWX/2tBQK90jyMvC20eX8Obm/+Hto0sQ5GVpO6RqT2Rko+0Qqp3hw4eDy+Uq9OLxdK/+qnsRqZmhoaG4B56vry9u3bqFzZs3Y+fOnVJlHRwckJKSIrEvJSUFDg5l99BcsGCBRJN5dHS03iZra3NTLB3ZCyvCTtJQKx1Hy1XqJtbIStshVDuBgYFo2LChtsNQmd4n6k+JRCKJZurS/P39cf78eUyfPl287+zZs3KfaZfg8/ng8/nibTMz/Xz+VHrs9JedfMGAQUZOHj2L1kFlzfVNy1VqF2tEM/FVthEjRmi017em6XWiXrBgAXr06IG6desiKysLhw4dQmRkJCIiIgAULw5eu3ZthIaGAgCmTZuGgIAAbNiwAb169cLhw4dx+/Zt7Nq1S5tvQyfIGjtdUoumZSp1T1lzfdNyldrFGtIXJKIcvX5GnZqaiqCgILi7u6Nz5864desWIiIi0KVLFwBAYmIikpKSxOVbt26NQ4cOYdeuXWjatCmOHj2KP/74o9qPoS49dpplWQhFIrAsK16mMi0rR9shkk+I5/qWhZar1CrWgJZ0JcrR6xr1nj17yjweGRkptW/QoEEYNGiQhiKqmmiZyqqnzLm+ablKrWJ5RtoOgVQxep2oiXqUNXaalqnUTeXN9U3LVWoR11DbEVQrIrnLvVYdet30TdSjvLHTtEyl7imZ65vhcFG8rCUHAAOGw6XlKrWM5cpfZYkQWShRk3LR2OmqqWSub4fm3WHTwA8OzbvD/Yv5NDRL2xjp9Y/1yY8//ghnZ2cYGRmhZcuWuHnzZpnljxw5gkaNGsHIyAhNmjTBqVOnKinSqoMSNYG1uQlqWprJHV5VMnbagMcFwzDgcjhgGAYGPC6NndZxJXN91/Lri5qe7akmrQuq+CxZZfn1118xc+ZMLFu2DHfv3kXTpk3RrVs3pKamyixfshDSmDFjcO/ePfTr1w/9+vXDw4cPKzly3UbPqAm2zSp/fGGrxq44uHQ0LVNJSEUx+ls/+v777zFu3DiMGjUKALBjxw6cPHkSe/fuxfz586XK00JIiqFErQcKiwRlrmilLnwDA/TybwKhUPixgwaLDA0PzeJxOTA00L9fU0FREYqKBBBxBBCp0rDF/vdvUVGRWmOrCGGRAMIiAYqKisBydCcuZZV8PkJRLpgigVqvzRTmgRWqt/mbFRRCJFTvz10gKH7f2dnZyMzMFO//dIKnEoWFhbhz5w4WLFgg3sfhcBAYGIhr167JvActhKQY/fsLWM0UFgkQ/fxf5OTLnm1NE8J2/oADu36stPsRab/P7gg7S2O8SU6Bf8MW2g6H6LFPp0NetmwZQkJCpMq9e/cOQqFQ5sJGT58+lXltVRdCqm4oUVdxAqEIOfkFMOBxYcCrnE4qwZOn4atR4xD9/DXSs3NhZWYCnwa1YWas/PjQp4kp+PX8HYhEIjAcBqyIBYfDweDOvnCrVRNFAiH8PF1hYqRfQ1oEBbn48Pw2uHwTcA2Uf2+x/1sPQV4majnYI/XZbQ1EqBphUSGEBbmwadACPH7Vfiwi+lhLVbvCHMBQ/ZOecLg8cHjq+//k3r17aNmyJaKiouDj4yPeL6s2TTSLErWeMOBxYWRYOcM+HsW/RXjEDQhFIjAMA5ZlEXn/BYK6t4Kns6PC18nKzcfRqGiwDAOGW/wlg+EWt+oejYrG7CGB4BkYwODjS58wIgMYGPDANeCBq8p7Y/77V5d+NhyIwBHxYGBgAJ4OxaUSTcVfaAAY6v6XmJJVpMzMzGBhYVFu+Zo1a4LL5Sq1sJGqCyFVN/rbq4FoRFZuPsIjbkAgFIFlAZGIBcsW1+wPnL6OrNx8ueddvBuDY1H3cPFuDLJy83H7aQKEciYjEIpEiH7xSpNvpUrjGZmDZ2IBnhHNG010g6GhIXx9fXH+/HnxPpFIhPPnz8td2KhkIaTSFFkIqbqhGjXBpt/OIyu3AOYmfEz/snOZZctLrndiEtGhmeRyco/i30jVwCNuPkb9Onbi7U8xDIO0rFzV35Seq99zsrZDIKrS417fM2fOxIgRI9CiRQv4+flh06ZNyMnJEfcCp4WQVEOJmiArtwAZOXkKlU3Lyi0zuX7IlOwFXroGDkB8nkAowrPEFJnXKSlHQ7+IXtLjRD148GC8ffsWS5cuRXJyMnx8fHD69Glxh7HExERwOP+9/5KFkBYvXoyFCxeiQYMGtBCSDJSoiVKszU3KTK42FpKdZMqqgYtYFhw5SZ/L4cCngVPFAyZE1+hxogaAyZMnY/Jk2S0+tBCSavT7N4aoXYtG9cDlyP614XI48HWvK7GvpAYuC4fDoKGTHXhcDhimeJthisdOB3VvBTNj6l1K9JAez0xGNINq1EQp5iZGCOreCgdOX5d45szlFCdXALh4NwZpWbmwNjeBiZFhmTXw+nXsMLhzC9yJScSHzBzYWJjC170uzE2MkF9YdSfMqAoEeVlIi7uHopw0GJhaw9q1GXjG1DlN8yhRE+VQoiYKK+mpnZaViw4+DcEwQE5+oTi5JqZ8wOoDf0kkcA7DyH2mXVIDNzcxkuqARjQr89UT/HvpIFiRqLiGx7JIvX8GTu2H0aIdmkY1aqIkStREIbJ6bpfUoj2dHeV2GhOyLDic4oU8RKz0ueYmyk+SQhQnq9YM4GOS/rhW9cfPihUJ8e+lg3DvP49q1oToEErUpFxl9dw+cPo6FgX1KLPTGMuy6OzrDr6hgVTzNtEcebVmS+emxftkYEUipMffQ03P9pUcLSFEHkrUpFyKjJ0ub9hWTn4hurVsrOlQyUeCvCy5teb0uHvixC2FYVCYnVaJkRJCykO9vkm5yuq5XTJ2WtlhW0Sz0uLuya01AyzAyjnGsjA0s9ZYXIQQ5VGiJuVSJAkrO2yLaFZRTloZnZYYuccYDgdWrs01FxiR3ZJBSBkoUZNyKZKES4ZtyRsTTc+jK5eBqXWZCcHKtTkYDhfFSZsDgAHD4cKp/TDwjMwqLU5CSPnoGTUplzJjp2UN26IkXfmsXZsh9f6Z/55Rl8JwOHBo1h0OPt2QHn8PhdlpMDSzhpVrc0rShOggStREIZ7OjlgU1ENqYhJZY6dLD9si2sEzNodT+2FSvb4ZDkei1ky9u7WAFYEaM4kyKFEThX06MYkiw7aoNq09FnU84N5/HtWadQ49oybKoURNVKbKkpekcvGMzanWTEgVR4maKKz0FKLW5iZISctSaslLQggAroG2IyBVDCVqohBZU4gyYCCisdOEEKJRlKhJueQ9i2bLeNZGY6cJIUQ9KFGTcpX1LBoAOAwDFiwtuEEIIRpAiZqUq6x5vDkcBs0bOsHBxpIW3CCEEA2gRE3KVd4Uog42ltS7mxBCNIRG3ZNy0TzehBCiPZSoSbloHu+qS5CXhbePLuHNzf/D20eXIMjL0nZIhBAlUdM3UYi8KUQpSeuuzFdPpKYQTb1/Bk7th8Gijoe2wyOEKIgSNVHYp1OIEt0lyMv6mKQ/LspRMqROJMS/lw7Cvf888IzNtRghIURR1PRNiB5Ki7tXXJOWgRWJkB5/r5IjIoSoihI1IXqoKCetuLlbFoZBYXZa5QZECFEZJWpC9JCBqbW4uVsKy8LQzLpyAyKEqIwSNSF6yNq1GRg5Q+oYDgdWrs0rOSJCiKooUROih3jG5nBqPwwMhwuAARgOAAYMhwun9sNoTWpCqhDq9U2InrKo4wH3/vOQHn8PhdlpMDSzhpVrc0rShFQxlKgJ0WM8Y3PU9Gyv7TAIIRVATd+EEEKIDqNETQghhOgwavomCsvKzcftpwlIy8qFtbkJWjSqR1OIEkKIhlGiJgp5FP8G4RE3IBSJxGtTR9x8jKDureDp7Kjt8AghRG9R0zcpV1ZuPsIjbkAgFIFlAZGIBcsCAqEIB05fR1ZuvrZDJIQQvUWJmpTr9tMECOXMGy0UiXAnJrGSIyKEkOqDEjUpV1pWLhg580YzDIMPmTmVHBEhhFQfep2oQ0ND8dlnn8Hc3Bx2dnbo168fYmJiyjwnLCwMDMNIvIyMqneHKWtzE7By5o1mWRY2FqaVHBEhhFQfep2oo6KiMGnSJFy/fh1nz55FUVERunbtipycsmuAFhYWSEpKEr8SEhIqKWLd1KJRPXDlzBvN5XDg6163kiMihJDqQ697fZ8+fVpiOywsDHZ2drhz5w7at5c/WxPDMHBwcNB0eFWGuYkRgrq3woHT1yV6fXM5HAR1b0VDtAghRIP0OlF/KiMjAwBgY2NTZrns7GzUq1cPIpEIzZs3x7fffovGjRvLLV9QUICCggKJ8/WNp7MjFgX1wJ2YRHzIzIGNhSl83etSkiaEEA2rNolaJBJh+vTpaNOmDby8vOSWc3d3x969e+Ht7Y2MjAysX78erVu3xqNHj1CnTh2Z54SGhmL58uWaCl1nmJsYoUOzhtoOgxBCqhW9fkZd2qRJk/Dw4UMcPny4zHL+/v4ICgqCj48PAgICcOzYMdja2mLnzp1yz1mwYAEyMjLEr6ioKHWHTwghpJqqFjXqyZMn48SJE7h06ZLcWrE8BgYGaNasGV68eCG3DJ/PB5/PF2+bmVWvZQRpalFCCNEcvU7ULMtiypQpOH78OCIjI+Hi4qL0NYRCIR48eICePXtqIMKqj6YWJYQQzdLrpu9Jkybh559/xqFDh2Bubo7k5GQkJycjLy9PXCYoKAgLFiwQb69YsQJnzpxBXFwc7t69i+HDhyMhIQFjx47VxluoFOYmfFiaGsPchF9+4VJoalFCCNE8va5Rb9++HQDQoUMHif379u3DyJEjAQCJiYnglBojnJaWhnHjxiE5ORnW1tbw9fXF1atX4enpWVlhV7rpX3ZWqNynTdwFRYJypxalzmeEEFIxep2o5c2mVVpkZKTE9saNG7Fx40YNRVR1yWriBgAGDFhI/5xpalFCCFEPvU7URD1KN3EDkl+AZCXpkjI0tSghhFScXj+jJupR1upZ8tDUooSQsnz48AHDhg2DhYUFrKysMGbMmHIni+rQoYPUWgwTJkyopIi1h2rUpFwlq2fJepRQelEtmlqUEKKoYcOGISkpSbwOw6hRozB+/HgcOnSozPPGjRuHFStWiLdNTEw0HarWUaIm5Spr9SwACPRtBL6hAU0tSghRyJMnT3D69GncunULLVq0AABs3boVPXv2xPr161GrVi2555qYmFS7tRio6ZuUq7zVs1o3cUOHZg3xRUAzdGjWkJI0IaRM165dg5WVlThJA0BgYCA4HA5u3LhR5rkHDx5EzZo14eXlhQULFiA3N1fT4Wod1ahJuWj1LEKqr+zsbGRmZoq3P52JURXJycmws7OT2Mfj8WBjY4Pk5GS553311VeoV68eatWqhX/++Qfz5s1DTEwMjh07VqF4dB0laqIQWj2LkOopICBAYnvZsmUICQmRWXb+/PlYs2ZNmdd78uSJyrGMHz9e/N9NmjSBo6MjOnfujNjYWLi5ual8XV1HiZoojFbPIqT6iYqKgo+Pj3i7rNr0rFmzxJNJyePq6goHBwekpqZK7BcIBPjw4YNSz59btmwJAHjx4gUlakIIIdWTmZkZLCwsFCpra2sLW1vbcsv5+/sjPT0dd+7cga+vLwDgwoULEIlE4uSriOjoaACAo6N+rytAnclIhWXl5uPi3Rgci7qHi3djaI5vQkiZPDw80L17d4wbNw43b97E33//jcmTJ2PIkCHiHt+vX79Go0aNcPPmTQBAbGwsVq5ciTt37uDly5f43//+h6CgILRv3x7e3t7afDsaRzVqUiG0ehYhRBUHDx7E5MmT0blzZ3A4HAwYMABbtmwRHy8qKkJMTIy4V7ehoSHOnTuHTZs2IScnB05OThgwYAAWL16srbdQaShRE5XJm1q0ZPWsRUE9qLMZIUQmGxubMic3cXZ2lpi/wcnJCVFRUZURms6hpm+isrKmFi1ZPYsQQkjFUI2aKOzTZS5T0rLKmFqUVs8ihBB1oERNFCLrWTQDBiI5U4vS6lmEEKIelKhJueQ9i5a3xCVAq2cRQoi6UKIm5SpvmUsOw4AFS1OLEkKIBlCiJuUqa5lLDodB84ZOcLCxpKlFCSFEAyhRk3KVtcwly7JwsLGkqUUJIURDaHgWKVd5y1zSs2hCCNEcStSkXCXLXPK4HDBMcXM3wwA8Lj2LJoQQTaOmb6IQWuaSEEK0gxI1URgtc0kIIZWPmr4JIYQQHUaJmhBCCNFhlKgJIYQQHUaJmhBCCNFhlKgJIYQQHUaJmhBCCNFhlKgJIYQQHUbjqDXoyZMnGr9HXkERnsW9ghHfAHwD/fo4C4oEyC8ogmFBBoz5BtoOR60EhXnITHwGjqERuDxDbYejNkJBIUSF+bDI5oFnaCxxzNHREY6OjlqKrGxJSUlISkrSdhg6pTL+fhHF6Ndfdh3h6OiIgIAADB8+XNuhEKIzli1bhpCQEG2HIdPOnTuxfPlybYehcwICAnT2y1V1wrDylkUiFaKv39Czs7MREBCAqKgomJmZaTscogBd+cyoRq07n4WidPkzq04oUROlZGZmwtLSEhkZGbCwsNB2OEQB9JnpDvosiCqoMxkhhBCiwyhRE0IIITqMEjVRCp/Px7Jly8Dn87UdClEQfWa6gz4Logp6Rk0IIYToMKpRE0IIITqMEjUhhBCiwyhRE615+fIlGIZBWFiYtkMhhBCdRYm6ioiNjUVwcDBcXV1hZGQECwsLtGnTBps3b0ZeXp7G7vv48WOEhITg5cuXGruHIlavXo0+ffrA3t4eDMPo7AxXqmIYRqFXZGRkhe+Vm5uLkJAQpa6l7z//EvQ5EF1EU4hWASdPnsSgQYPA5/MRFBQELy8vFBYW4sqVK5gzZw4ePXqEXbt2aeTejx8/xvLly9GhQwc4Oztr5B6KWLx4MRwcHNCsWTNERERoLQ5NCQ8Pl9g+cOAAzp49K7Xfw8OjwvfKzc0VT5fZoUMHhc7R959/CfociC6iRK3j4uPjMWTIENSrVw8XLlyQmM5v0qRJePHiBU6ePKnFCP/Dsizy8/NhbGxcfmElxcfHw9nZGe/evYOtra3ar69tn84Lf/36dZw9e1Zn5ovX959/CfociC6ipm8dt3btWmRnZ2PPnj0y59ytX78+pk2bJt4WCARYuXIl3NzcwOfz4ezsjIULF6KgoEDiPGdnZ/Tu3RtXrlyBn58fjIyM4OrqigMHDojLhIWFYdCgQQCAjh07SjX7lVwjIiICLVq0gLGxMXbu3AkAiIuLw6BBg2BjYwMTExO0atWqQl8otFmb1xUikQibNm1C48aNYWRkBHt7ewQHByMtLU2i3O3bt9GtWzfUrFkTxsbGcHFxwejRowEU9wso+QO/fPly8WdaXhMq/fz/Q58DqWxUo9Zxf/75J1xdXdG6dWuFyo8dOxb79+/HwIEDMWvWLNy4cQOhoaF48uQJjh8/LlH2xYsXGDhwIMaMGYMRI0Zg7969GDlyJHx9fdG4cWO0b98eU6dOxZYtW7Bw4UJxc1/pZr+YmBgMHToUwcHBGDduHNzd3ZGSkoLWrVsjNzcXU6dORY0aNbB//3706dMHR48eRf/+/dX3A6pGgoODERYWhlGjRmHq1KmIj4/HDz/8gHv37uHvv/+GgYEBUlNT0bVrV9ja2mL+/PmwsrLCy5cvcezYMQCAra0ttm/fjokTJ6J///744osvAADe3t7afGtVCn0OpNKxRGdlZGSwANi+ffsqVD46OpoFwI4dO1Zi/+zZs1kA7IULF8T76tWrxwJgL126JN6XmprK8vl8dtasWeJ9R44cYQGwFy9elLpfyTVOnz4tsX/69OksAPby5cvifVlZWayLiwvr7OzMCoVClmVZNj4+ngXA7tu3T6H3x7Is+/btWxYAu2zZMoXPqYomTZrElv7f8/LlyywA9uDBgxLlTp8+LbH/+PHjLAD21q1bcq9dkZ9hdfn5l6DPgegCavrWYZmZmQAAc3NzhcqfOnUKADBz5kyJ/bNmzQIAqaZnT09PtGvXTrxta2sLd3d3xMXFKRyji4sLunXrJhWHn58f2rZtK95nZmaG8ePH4+XLl3j8+LHC1yfFjhw5AktLS3Tp0gXv3r0Tv3x9fWFmZoaLFy8CAKysrAAAJ06cQFFRkRYj1k/0ORBtoEStw0qWwcvKylKofEJCAjgcDurXry+x38HBAVZWVkhISJDYX7duXalrWFtbSz1rK4uLi4vMONzd3aX2lzSZfxoHKd/z58+RkZEBOzs72NraSryys7ORmpoKAAgICMCAAQOwfPly1KxZE3379sW+ffuk+igQ1dDnQLSBnlHrMAsLC9SqVQsPHz5U6jyGYRQqx+VyZe5nlZj+XRM9vIk0kUgEOzs7HDx4UObxko5JDMPg6NGjuH79Ov78809ERERg9OjR2LBhA65fvw4zM7PKDFvv0OdAtIEStY7r3bs3du3ahWvXrsHf37/MsvXq1YNIJMLz588lOnylpKQgPT0d9erVU/r+iib9T+OIiYmR2v/06VPxcaIcNzc3nDt3Dm3atFHoy1GrVq3QqlUrrF69GocOHcKwYcNw+PBhjB07VqXPlBSjz4FoAzV967i5c+fC1NQUY8eORUpKitTx2NhYbN68GQDQs2dPAMCmTZskynz//fcAgF69eil9f1NTUwBAenq6wuf07NkTN2/exLVr18T7cnJysGvXLjg7O8PT01PpOKq7L7/8EkKhECtXrpQ6JhAIxJ9PWlqaVIuIj48PAIibXU1MTAAo95mSYvQ5EG2gGrWOc3Nzw6FDhzB48GB4eHhIzEx29epVHDlyBCNHjgQANG3aFCNGjMCuXbuQnp6OgIAA3Lx5E/v370e/fv3QsWNHpe/v4+MDLpeLNWvWICMjA3w+H506dYKdnZ3cc+bPn49ffvkFPXr0wNSpU2FjY4P9+/cjPj4ev//+Ozgc5b8fhoeHIyEhAbm5uQCAS5cuYdWqVQCAr7/+Wu9r6QEBAQgODkZoaCiio6PRtWtXGBgY4Pnz5zhy5Ag2b96MgQMHYv/+/di2bRv69+8PNzc3ZGVlYffu3bCwsBB/kTM2Noanpyd+/fVXNGzYEDY2NvDy8oKXl5fc+1f3n38J+hyIVmi51zlR0LNnz9hx48axzs7OrKGhIWtubs62adOG3bp1K5ufny8uV1RUxC5fvpx1cXFhDQwMWCcnJ3bBggUSZVi2eGhVr169pO4TEBDABgQESOzbvXs36+rqynK5XImhWvKuwbIsGxsbyw4cOJC1srJijYyMWD8/P/bEiRMSZZQZnhUQEMACkPmSNXSsqvt0WFCJXbt2sb6+vqyxsTFrbm7ONmnShJ07dy775s0blmVZ9u7du+zQoUPZunXrsnw+n7Wzs2N79+7N3r59W+I6V69eZX19fVlDQ0OFhvlUt59/CfociC5gWFaJnkOEEEIIqVT0jJoQQgjRYZSoCSGEEB1GiZoQQgjRYZSoCSGEEB1GiZoQQgjRYZSoCSGEEB1GiVpPrF27Fo0aNYJIJNJ2KBU2f/58tGzZUtthaBx9Zvrn5cuXYBgGYWFh2g6F6BFK1HogMzMTa9aswbx588SzfjEMA4ZhsGHDBqnyYWFhYBgGt2/frvC9jx07hsGDB8PV1RUmJiZwd3fHrFmz5E6L+L///Q/NmzeHkZER6tati2XLlkEgEEiUmT59Ou7fv4///e9/FY5PV9FnRghRmLZnXCEVt3HjRtbCwoLNy8sT78PH2Yrs7e3ZnJwcifL79u0rd1F7RdWoUYNt0qQJu2TJEnb37t3s1KlTWUNDQ7ZRo0Zsbm6uRNlTp06xDMOwHTt2ZHft2sVOmTKF5XA47IQJE6Su++WXX7Lt2rWrcHy6ij4z/SQSidi8vDxWIBBoOxSiRyhR6wFvb292+PDhEvsAsD4+PiwAdsOGDRLH1PlHX9a0hfv372cBsLt375bY7+npyTZt2pQtKioS71u0aBHLMAz75MkTibJHjx5lGYZhY2NjKxyjLqLPjBCiKGr6ruLi4+Pxzz//IDAwUOpYmzZt0KlTJ6xduxZ5eXkauX+HDh2k9vXv3x8A8OTJE/G+x48f4/Hjxxg/fjx4vP/Wgvnmm2/AsiyOHj0qcY2S9/N///d/Gohau+gz020hISFgGAbPnj3D8OHDYWlpCVtbWyxZsgQsy+Lff/9F3759YWFhAQcHB4lHFbKeUY8cORJmZmZ4/fo1+vXrBzMzM9ja2mL27NkQCoXicpGRkWAYBpGRkRLxyLpmcnIyRo0ahTp16oDP58PR0RF9+/bFy5cvNfRTIdpEibqKu3r1KgCgefPmMo+HhIQgJSUF27dvL/M6BQUFePfunUKv8iQnJwMAatasKd537949AECLFi0kytaqVQt16tQRHy9haWkJNzc3/P333+Xer6qhz6xqGDx4MEQiEb777ju0bNkSq1atwqZNm9ClSxfUrl0ba9asQf369TF79mxcunSpzGsJhUJ069YNNWrUwPr16xEQEIANGzZg165dKsU2YMAAHD9+HKNGjcK2bdswdepUZGVlITExUaXrEd1Gy1xWcU+fPgUAuLi4yDzerl07dOzYEevWrcPEiRPlLnb/yy+/YNSoUQrdky1nHZc1a9aAy+Vi4MCB4n1JSUkAAEdHR6nyjo6OePPmjdR+V1dXPH78WKGYqhL6zKoGPz8/7Ny5EwAwfvx4ODs7Y9asWQgNDcW8efMAAEOHDkWtWrWwd+9etG/fXu618vPzMXjwYCxZsgQAMGHCBDRv3hx79uzBxIkTlYorPT0dV69exbp16zB79mzx/gULFij7FkkVQYm6inv//j14PB7MzMzklgkJCUFAQAB27NiBGTNmyCzTrVs3nD17tsLxHDp0CHv27MHcuXPRoEED8f6SZlw+ny91jpGRETIzM6X2W1tbS9Xa9AF9ZlXD2LFjxf/N5XLRokULvHr1CmPGjBHvt7Kygru7O+Li4sq93oQJEyS227Vrh/DwcKXjMjY2hqGhISIjIzFmzBhYW1srfQ1StVCirgbat2+Pjh07Yu3atVJ/LEo4OjrKrDkp4/LlyxgzZgy6deuG1atXSxwrqRUWFBRInZefny+z1siyLBiGqVBMVRV9ZtpXt25diW1LS0sYGRlJPB4o2f/+/fsyr2VkZARbW1uJfdbW1khLS1M6Lj6fjzVr1mDWrFmwt7dHq1at0Lt3bwQFBcHBwUHp6xHdR8+oq7gaNWpAIBAgKyurzHLLli1DcnKyuCnvU3l5eUhOTlboJcv9+/fRp08feHl54ejRoxKdj4D/mk9LmlNLS0pKQq1ataT2p6WlSf1R1Af0mVUNXC5XoX1A+Y8W5J1XmrwvOKU7nJWYPn06nj17htDQUBgZGWHJkiXw8PDQm9YMIokSdRXXqFEjAMU9icsSEBCADh06YM2aNTJ7E//666/iGlp5r0/Fxsaie/fusLOzw6lTp2Q26fr4+ACA1IQdb968watXr8THS4uPj4eHh0eZ76sqos+MyFLShP3pxDMJCQkyy7u5uWHWrFk4c+YMHj58iMLCQpmT5ZCqj5q+qzh/f38AxX9Mvb29yywbEhKCDh06yOxpqurzzuTkZHTt2hUcDgcRERFSzXslGjdujEaNGmHXrl0IDg4W1zC2b98OhmEkOjEBQEZGBmJjY5XuaFMV0GdGZKlXrx64XC4uXbqEfv36ifdv27ZNolxubi44HA6MjIzE+9zc3GBubi7zMQWp+ihRV3Gurq7w8vLCuXPnMHr06DLLBgQEICAgAFFRUVLHVH3e2b17d8TFxWHu3Lm4cuUKrly5Ij5mb2+PLl26iLfXrVuHPn36oGvXrhgyZAgePnyIH374AWPHjpWqhZ07dw4sy6Jv375Kx6Tr6DMjslhaWmLQoEHYunUrGIaBm5sbTpw4gdTUVIlyz549Q+fOnfHll1/C09MTPB4Px48fR0pKCoYMGaKl6IlGaWumFaI+33//PWtmZiYx/SMAdtKkSVJlL168KJ6qUh2zXJVcS9YrICBAqvzx48dZHx8fls/ns3Xq1GEXL17MFhYWSpUbPHgw27Zt2wrHp6voM9Ndy5YtYwGwb9++ldg/YsQI1tTUVKp8QEAA27hxY5ZlWTY+Pp4FwO7bt6/c80ruU9rbt2/ZAQMGsCYmJqy1tTUbHBzMPnz4UOKa7969YydNmsQ2atSINTU1ZS0tLdmWLVuyv/32WwXfOdFVDMuW0wuC6LyMjAy4urpi7dq1EkNHqqrk5GS4uLjg8OHDels7o8+MEKIo6kymBywtLTF37lysW7dOL5ZM3LRpE5o0aaLXf/DpMyOEKIpq1IQQQogOoxo1IYQQosMoURNCCCE6jBI1IYQQosMoURNCCCE6jBI1IYRUQS9fvgTDMAgLC9N2KETDKFETQvRebGwsgoOD4erqCiMjI1hYWKBNmzbYvHmzzHnU1eXx48cICQnBy5cvNXYPRaxevRp9+vSBvb09GIZBSEiIVuMhyqEpRAkheu3kyZMYNGgQ+Hw+goKC4OXlhcLCQly5cgVz5szBo0ePZM6lrg6PHz/G8uXL0aFDBzg7O2vkHopYvHgxHBwc0KxZM0RERGgtDqIaStSEEL0VHx+PIUOGoF69erhw4YLE3OiTJk3CixcvcPLkSS1G+B+WZeWu811R8fHxcHZ2xrt37+QuwkJ0FzV9E0L01tq1a5GdnY09e/bIXMCkfv36mDZtmnhbIBBg5cqVcHNzA5/Ph7OzMxYuXCi1KpWzszN69+6NK1euwM/PD0ZGRnB1dcWBAwfEZcLCwjBo0CAAQMeOHcEwDBiGQWRkpMQ1IiIi0KJFCxgbG4vXHo+Li8OgQYNgY2MDExMTtGrVqkJfKLRZmycVR4maEKK3/vzzT7i6uqJ169YKlR87diyWLl2K5s2bY+PGjQgICEBoaKjMValevHiBgQMHokuXLtiwYQOsra0xcuRIPHr0CADQvn17TJ06FQCwcOFChIeHIzw8XGLVsZiYGAwdOhRdunTB5s2b4ePjg5SUFLRu3RoRERH45ptvsHr1auTn56NPnz44fvy4Gn4qpMrR6pIghBCiIRkZGSwAtm/fvgqVj46OZgGwY8eOldg/e/ZsFgB74cIF8b569eqxANhLly6J96WmprJ8Pp+dNWuWeN+RI0dYAOzFixel7ldyjdOnT0vsnz59OguAvXz5snhfVlYW6+Liwjo7O7NCoZBlWdkrdZXn7du3LAB22bJlCp9DtI9q1IQQvZSZmQkAMDc3V6j8qVOnAAAzZ86U2D9r1iwAkGp69vT0RLt27cTbtra2cHd3R1xcnMIxuri4oFu3blJx+Pn5oW3btuJ9ZmZmGD9+PF6+fInHjx8rfH2iHyhRE0L0koWFBQAgKytLofIJCQngcDioX7++xH4HBwdYWVkhISFBYn/dunWlrmFtbY20tDSFY3RxcZEZh7u7u9T+kibzT+Mg+o8SNSFEL1lYWKBWrVp4+PChUucxDKNQOS6XK3M/q8SChJro4U30DyVqQoje6t27N2JjY3Ht2rVyy9arVw8ikQjPnz+X2J+SkoL09HTUq1dP6fsrmvQ/jSMmJkZq/9OnT8XHSfVCiZoQorfmzp0LU1NTjB07FikpKVLHY2NjsXnzZgBAz549AQCbNm2SKPP9998DAHr16qX0/U1NTQEA6enpCp/Ts2dP3Lx5U+LLRU5ODnbt2gVnZ2d4enoqHQep2mjCE0KI3nJzc8OhQ4cwePBgeHh4SMxMdvXqVRw5cgQjR44EADRt2hQjRozArl27kJ6ejoCAANy8eRP79+9Hv3790LFjR6Xv7+PjAy6XizVr1iAjIwN8Ph+dOnWCnZ2d3HPmz5+PX375BT169MDUqVNhY2OD/fv3Iz4+Hr///js4HOXrV+Hh4UhISEBubi4A4NKlS1i1ahUA4Ouvv6Zauq7TdrdzQgjRtGfPnrHjxo1jnZ2dWUNDQ9bc3Jxt06YNu3XrVjY/P19crqioiF2+fDnr4uLCGhgYsE5OTuyCBQskyrBs8dCqXr16Sd0nICCADQgIkNi3e/du1tXVleVyuRJDteRdg2VZNjY2lh04cCBrZWXFGhkZsX5+fuyJEyckyigzPCsgIIAFIPMla+gY0S0MyyrR84EQQgghlYqeURNCCCE6jBI1IYQQosMoURNCCCE6jBI1IYQQosMoURNCCCE6jBI1IYQQosMoURNCCCE6jBI1IYQQosMoURNCCCE6jBI1IYQQosMoURNCCCE6jBI1IYQQosMoURNCCCE67P8BBgKTc3REHVgAAAAASUVORK5CYII=", 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" ] @@ -154,7 +208,7 @@ "outputs": [ { "data": { - "image/png": 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bkgQM7RoK32YuJoqaqGlzatG29o2SAs5+7Y0XDJGeGKVEY/ny5Zg+fTr+85//IDw8vMb2sLAwTQkH6cfqbUfwbcwBTZIBAAXFZVj83RbEp2bi42cnIyy4hWabytoKkwZE4oXJg0wRLhEBcPRtDZeAsJoTrkkKKKxs4BM5AkIIFKScweVd3yN5z08oykgwTbBEdWSUEo2UlBT06tWr1u0ODg4oKCgwRihNQkVlFX7aprueXyFJ+OHPQ/jvc5Px/tMTkZVfhMKSMvi4u8BOZW3kSIksk4+Pj9b/66JWy9h04CQ27juJ7PxiBPi4Y0J0F3SbOA/nN3yA3Pibz7DK2QNt738Z1vYuOPPTfOReOqpJRpJ3rYJX2CC0HvU8e6RQo2SURMPLywspKSm1bj969Cj8/f2NEUqTkHotD8VluhuUyULg7OWbE3B5uDjCw6VpdvMlMpS7NeiVZYFF327CnhPxkFDdr+RUwlWcuJSKx0b2wrSpC1Gak4rizMuwtneBc8v2kCQFLsUsRW5CbPVJxM1G25kntsHeMwB+PScY7k0RNZBRqk7Gjx+PL7/8EgkJN4v4pOuNEf/880+sXLkSkyZNMkYoTYKd7Z1LJlTWLLkgMqXD55Kw50Q8AGh6gN0YPO/rTftxLa8Qdu4t4NGuF1z8O0CSFFBXliHj2JZaZ/G9emiDMUInqjejJBoLFy6Er68vwsPDMX36dEiShHfffRd9+vTB8OHDERYWhnnz5hkjlCbBx90Frf28dPYsUSgkDIy8Q4MzIjK4XccuQKGoreeXwJ7j8TXWVhTmQK6qqPWcFYXZkKsq9RQhNURpdioS/lyGE9++gnO/vIvcS0chakkMmxKjJBouLi44cOAA5syZg9TUVNja2mLXrl3Iy8vD/PnzsWfPHtjb2xsjlCbjuYkDYW2lhPKWDzOFJKGZswMeHtbDhJERWb6oqCj4+fkhKipK5/ayikoIWfcXkCRJKKuomTBYO7gCito/sq1sHSFx9leTyb5wELFL/4mrh39HQfIpZJ39G6d//DcSYr5s8smG0f4q7ezs8Prrr+P111831iWbtHYBPvj8xQewdsdRHDmXBCulEv0j2mB8dBe4OTGpIzKkG+Oi1CY0qDn+PhkPXSPnybJAh6DmNdZbqezhGdoP107v1mqfAQCQFPDpMkJTJU3Gpa4ow4Vf34eQZWhu6vV7lHZkI9xbd4dbSJfaT2DhmP5aMH9vd7w4dcjddyQioxrWLRQ/bTtcYywbhUJC25beCAtpofO44KFPojgjESXXLlf3OpEkQFbDuWUHtOw71Vjh021yLh6EuqJU90ZJgYwTfzHRMLTHHnvsrvtIkoQVK1YYIRoiMjUhBErLK6GytoJSabZTLjWYk70tPnpmEt75fgsupmRq1ncPDcJLU4fWKJkoyUpBWV4GbF29Ef74EmSd/Ru5CbGQFEo0a9Md7q27aXVtrSwpQNqRjcg6tw8Qari37gbfrmOgcmqm2UdWV+Lq4d+RfnQzKopzYd/MDy16jINHaD+WjNRTZXF+ddKnq4pEyKgsyjV+UI2IURKN7du31/jDVavVSEtLg1qthqenJxwcHIwRCpHZk6sqIKuroLSxM9gXglot4/ilKygqKUcrP08093DVy3llWWD97mNYt/MosvKLobK2wtBuoXh0RC842dvq5Rrmwt/bHZ/PfgBJadnILiiCn6cbvN2dtfYpz7+G87++j4KU05p1Ti1D0fb+l+HVaYDO81YU5uD417NRXpitKb4vybqC9GN/ovMjH8CuWQsIWY2zaxddH6uj+suxKD0e59e/h5KsFAREP2SYN22h7L0Ca+0NBEkBB59go8bT2Bgl0UhKStK5vrKyEkuXLsXHH3+MrVu3GiMUIrNVkpWCpG1fISf+MCAE7D0D4B/9IDza9dbrdWLPJ+Od77cgt7BEs653pxDMeWAY7G1t7uncX/66C+v3xGmWyyur8Mf+kzh5KRWf/GsqbG2aXtdrb3cn2Ntaw/W2tlNyVSVOfvcqyvIytNYXXjmHU6teRZd/fAmFVc1/r6Qd32glGQAAIaOqrAiX/lyKjtPeRE78YeTGH9Y+8PoXZcqen+AdPhS2Ll76eYNNgEtAJ9h7BaLkWvJt7WckSJICvpEjTBZbY2DSMktra2s888wzGDp0KJ555hlThkLUqJXmpOH417ORE39E84VQci0Z59b9BxknttXrXBXFeUiP+xNpR/+o/mC8xeWMHLy2/FfkFZVord9/KgHvfLflrudWyzIOnE7AD1sPYfOBUygqLdNsS8/J10oybpBlgaT0bGw/eq5e78Pc5ReV4t3vYzBu3pd48M2vMOn1ZVjxx17N5IfZ5/aiLDetZsNPIaMsLx3Z5/bWOKeQ1bh2elfNY64fl3fpKCpLC5F1Zk/NYc5vkMDp6OtJkiR0mLIA9p43Bp6sLmlUquzQftJrsHPX3eamqWgUjUE7d+6MVatWmToMokYrZe8aqCvKbvsCqU44kv5aAc8O0VDUoWvjlX1rkbTzW0C+eZ5m7Xuj7diXoLCywa+7j0EIUaMUWBYC+08nICUzBy293HWe+2pWHuZ+uR5p2flQKiSoZYFPf9mJVx4Yhn7hrXHoTJJmFMzbSRKw79QljOjZ6a7vwRKUV1ThxU/XIuVarqYxaEl5BVZvO4y0rDy8PmMkCq6chaRQQsjqGsdLCiUKrpyFZ8f+WutldRWE+s5jaajLS6rH46i1y6V0x/E6SDeViycinvgUBcmnUJyZCGsHN7i37galtcrUoZlco2iFtXXrVo6jQXQHORf26/6VCqCyJB/F6Zfueo5rZ/YgaftKrSQDqP71mrD1/wAAZxLToK5lfAcAOJ+coXO9LAu8tuxXZOZWz1l04xwVlVVY9O0mXM7I0Yx8qYsQNcKyaDuOna/+N7nt31oIYFfcRVxKvQaljR2EzrSsOllT2tRs06K0VsGumR9u/KK+nbW9C1TOHnDxv0NCJ2S4+Hes61uhW0iSBJeATmjedQw8Q/syybjOKCUab775ps71eXl52L17N2JjYzF37lxjhEJknu464M/dBwRK3f+z7pbxQiAjLgaBA6bD0V5Va+N5AHC00/3BGXshGVeu5ek+SAI27j2BsX073zHK7h2C7voeLMWRc0lQSJLO5EshSTh8LgmjOvbDlX1rdZ9AVsMjtJ/OTS37TMGFDR/q3Nai10RICiW8wgbhyr61qCjO005gJQVc/DvAidPRkx4ZJdFYsGCBzvVubm4ICQnBl19+iSeeeMIYoRA1Sneb7dO9TXdkntyhs1TDys4JDj4hAKqrLzYfOIUr1/Lg6eqI4d07Iqi5BwCgODOp1gxCqKtQmpOGIV1DceKS7oGmHO1U6NJW9+SHyRk5kCRJ5wiIN9pg+Hm6YVi3UPx56IxWwqFQSPBxc8aQqKbz5Xa33kIKSYKjdzCad78fVw/+Wt2eQsiaRNG321g4+oSgoqoKu45dxKGziRBCoFv7IPSP6Ieg4nxc3vmtpgpEUlihRc/xaNF9HADAytYBYTPew4Xf/nuzR4ukgGdoX4SMeIbdW0mvjJJoyE2pTNTMyOpKZJ/bj7yEWEChQLM2PeDWKgpSbQ3FyCDuNtunX+/JyDq793rduvbzFDjgESiU1thz/CIWfbsJAoCQBRQKCet3x+HZCQMwpk9nWNs7o6Iwu9ZrWNu7YHBUM+w8dgFHz1/WtKdQKiQIAbw0bQhsrHR/ZDRzdqh1mGWFQoKHS3X39X9NHgwvNyf8sisOxWXlUCok9O3cGv+8P/qee7SYkx4dgrHz2AWd22Qh0L1DdXfIoMEz4dS8Da4e2Yiy3DTYuvmieeRIeHSIRlFpGV769GdcunpNM6/RrriLWLczFh8+MxHdIoYhP+k4hJDh4t8J1vbaXWdt3XwRNuM9lOWmoaIoF7ZuvrBxdDPsG7dwSWnZ+G3vcVy8kolmzg4Y1q0DenQIavKJW6NoDEqmUVlaiJOrXkVJZiJwfbCfjGMxcAkMR4ep86Gwajof/I2dfTM/hD3yPhK3rkB+UhwAwNbVB/7RD8Kr00DkF5Vi8XdbtNpX3PjvT37egYg2LeEdPgwpf/9Ys1RDUsDZrz1sXau7M779xBjEHDyDmEOnUVBchvaBvhjfLwKtW3qhtLwCv/19AtuOnkNpeQXCW7fExP5d0KNDMBztVCguK6/ZkFQWuK97BwCAUqnA9Pt6YtrgbsgtLIGTvQp2qqb3d9avc2v8susY4q9k1qg+ua97BwR4Vze4lSQJnh2i4dkhusY5Vmzci8S0LADQOsfljGws/20PZk8dgmZte941Fls3X9i6+d7L2yEAf5+Ix9vf/AGg+tlTKCTsPXkJI3p2xAuTBjXpZMMgiUZycvLdd9LB3193sSw1XEVVFRKvZsPaSoFAHw+tGSMT/lxaPZQxANzSsj3/8nGk/L0aAf0fNna4dAeO3sHo9NAiVJUVQa6qgLWDm+bDa0fseVSpa/ZOAKpLFGIOnsGj901AXkIsClPP3WyrIUmwtnNC61HPa/a3UioxslcnjOyl3WCwpKwC//pkDRLTsjTJxNbDZ7Dt6Dm8849xeGPGSLzxfxtQpZYhC6HpeTJtcFd0btVS61zWVkp4uTnp8V/HvFhbKfHeU+Px7eYD2HzgFEorKuHmZI8J0V0wccDNoaqFkFGYeh5VpYVw8A6Gyrm6GqyySo0/D5/R2cZDlgX+OnoOz0wYABtr/pY0htLyCrz7fYxWon+joe+m/afQu1MIurVvOm2QbmeQv8LAwMAGZW/qWj4oSVtUVBTS09Ph4+NTa5G7EALrd8dhVcwBFJWWAwC83Zzw9PgB6NkxGFXlJcjSNTlT9cFIO/oH/KMfatJZuDHV5Z4CwKXUa9h9/CLKK6sQFtwC3TsEQalQICu/CApJAbXO+wlk5RdBaW2LTg+/g2und2qqYVwDw+ATMRzWDi53jfHnnbFISsvWKrFQywKyUOPDn7Zi5bxH8PW8R7Bp/0kkpmXB1dEeQ7uF6pwgjAAHWxX+OS4aT47ti/KKKtiprLWet/zk07iw4UOU59/o6VNdutFq5LMorRSoqKz987KySo3isnImGkay/1SCzhl3gepE/89DZ5lo6NtXX33FLygDutvMkACw4e/j+OLXXVrrMnMLMf+r3/H+UxPQxl3S2T//hqrSQgi5CpKy6Y3UaAp3u6dCCHz68w78tvcElAoJgISfd8YiuLkH3v3nePh7u0N9h7ZQ/teL4hVW1vDuPATenes/2V5tv6CFAK5m5SP+yjW0bumFR0b0qve5mzKlQlGjfUppzlWc/uF1yFpjYghcO7MbsroCbca/CmcHWxQUl0EXRzsVnO3tDBg13Sq/uLTW3lqyLJBfVMuEa02EQRKNRx55xBCnpTqqUqvxXczBGusFqgdO+f7Pg1g8cyQkpXWtg/vYOLpDwSSj0Yg5dAa/7T0B4Ebbi+uDdaVn48OftuK16SOw9LfdKCop10oGJAmwUio0bSTuRUnZnQdxKi4rv+drULWrh3+HrK7S0RVZRva5fajIS8O4fhH4dvP+Gl2GJQDj+oU3ycnqTCWkhWetXcIVCgmt/DyNG1Ajw79EC5SSmYv8Yt0ZtCwETlxKhdLGFt7hQ2sZhlhC825jDRsk1cv63cd0DsEkywIHTieisKQMi2eNg7ND9SBOSkX1fbW1scabM8fA3fneJy0MDfLVauNzKyulAsHNm/aHqT4VJJ+qdYA2ACi4cg7TBnXF4K7VXYIVkqTpeTIwsh0eHNLdKHFStU7BLRDSwvN6aeNNklT9LI7uHWaiyBoHo1bg7d27F7GxscjPz6/R5VWSJLzxxhvGDMdi1dYF8QZrq+oeJkGDHkNp9hXkJx2vHuoY1cMzenbsjxY9xhkjVKqj9OyCOw52lZFTgI7BLfD9/Mex98QlpGZVj6PRr3NrvfXqmDKwKw6eSayxXpKAUb3CNEkO1U9JVjIqCnNg594CKpfqZE2pcgBqHbAdsFLZQ6lUYM4DwzB5QNT1cTSAbqGBCPL1MF7wBKD6++vtJ8bi3yt+w8WUTM16RztbzHt4uN5mPzZXRkk0cnJyMHLkSBw6dAhCCK2BfW78NxMN/Wnu4YIAn2ZIzsiuUZynUEiIDm8NoHoI444PLkJBymnkXYoFFEo0a9Mdjr6tTBA13YmXmxMup2fXmmzc6MFhY2WFAV3a1umclcX5EBCwcXDVuT23sAQ7j51HbmEJAn2boU9YK7w+fSSWrNumaRugkCSM6NkRs8b2re9bavJKs1NxfsMHKLp6czwN97Y90WbU8/Dq2B8FySd1Hqe0sYdrcIRmOdC3GQJ9mxk8XrozDxdHfPavaTh7OQ2JV7Ph6mSHru0D7/rDrykwyr/Ayy+/jBMnTuCHH35A9+7dERwcjJiYGAQFBeG///0v9u/fj82bNxsjlCZBkiQ8O6E/5n65HrIQmm5WCoUEJ3tbPDysh9a+Lv4djTK3gayuwrXTu3Dt1E6oK0rh4t8BvpGjNL/iqHZj+nTG/9Ztr7FeoZAQ0dofXm7VgzHJskBcfAoupV6Di4MdeoeFwMFWe9jwvMTjSNy2QjM/ioN3EAIHPgq3kEjNPn8dOYsPf9oKtSxDoVBArZbh7uyAd/8xHj8teAInL6WirKIS7QJ89FIt09RUlRXhxLdzUFlSoLU+58JBnF69EB0f+g8yT+2srkK5kV5KCkAItBrxNJTWLD1qjCRJQmhgc4QGsqfVrSRR23B+euTr64tp06bho48+QnZ2Njw9PbF161YMGjQIADB+/HioVCr8+OOPhg5FS2xsLCIjI3H06FF06dLl7gc0En5+fkhNTUWLFi1w5cqVWve7kJKBH7cewtELybBSKhEd3hrTBnfVfCnpU0VRLtKObkJeQiwkK2t4tu8Dr86DNR+IclUlTv80H/lJx28Zw0EBpbUKHR/6D5yat9F7TObkbvdUlgXe//FP/HXkrKYeWC0LtPBwxQfPTISHiyOu5RVi3tJfkZSerZlHQ2VthZenDUV0RPW/b17SCZz6/jUA4paGhtXn6zBtIdxCIpGUlo0n3/+uxkifCkmCh6sjvn3tUTY0vIu73c/Ug+uRuHUFaqsa6fTwu3Bq0RZpsZuQGbcVlaUFcGreFi16jINzy1ADR0+GkhN/GKn7f0FxRgKsHVzhHT4UzbuOgcLKshveG6VEIy8vDx06VLd6d3R0BAAUFRVptg8dOhTz5s0zRihNSpuW3pj/2Oh7Pk9OQTG2HDyN5IwcNHN2wNBuoQjwuVlUW5KVghPfzEFVWdH1BmwSCi6fRPqxGHSa/i6sVPZIO7oR+UnVvSY0X3BChrqyHBc2fIAu/1jKLtF3oFBImPPAUIzq1Qm74i6gorIKnUL80LdzK9hYWUEIgX//329IycwBcHOkyPLKKvxn1Wa09HZDcHNPXN75LbSTDFQvQ0LSjm/gFhKJjftOQCEBah1TxWfmFuLIuctNagI0QyhIOVv7RkmBgpTTcAnoiBbdxqIFG2ZbhKuHfkPCn0s189ZUlRUhadvXyL10FB2mvQmF0nKrWIzys6R58+ZIT08HAKhUKnh5eeH48eOa7ampqfX+kvniiy8QFhYGZ2dnODs7o2fPnqx+MYDYC8l4+O2vsXLzfuyIPY91u2Ix891V+GXXMc0+8X98ckuSAdz4lVacmYQre9cAADLitkLnrzchozQ7tU7TnDd1kiShQ1BzPDWuP16YPBiDIttp6n/PJKUhPvWazineJQn47e/jUFeUovDK2VomVhMoTr+EypJ8pGTm1jpVvEKSkHItV4/vqmlSWttW3xidBBQ6poAn81VZko/Ev1ZUL2j1JhLITzqOrDN7TBKXsRgl0ejbty+2bt2qWZ4yZQree+89LFq0CG+99RY+/vhjDBgwoF7n9PPzwzvvvIOjR4/iyJEjGDhwIMaOHYvTp0/rO/wmobJKXaOovLS8Em9+vRGVVVUQQmi19/ji112IT81Eef616tkfdY5IKSM97s/q85fk3/n6t9VVU01CCOQnn8KlmC9xceP/kHliu2Z2zqS02idLU8sCl65mATo7yN5OgpebU41uejfIQsDT1bEB0dOtPEL71N59VQAe7XobNyC6o6ioKPj5+SEqKqpBx+dcOAQhV+neKEnIOmvZiYZRympefPFFbN26FeXl5VCpVFiwYAFOnz6t6WXSr18/fPLJJ/U65+jR2lUCixYtwhdffIEDBw5oqmnozoQQ+G3vCazbcRTpOQVwsLXBfT06YvqwHrC3tcHfJ+JRXMsgTUqFhC0HTuOR3neen0ZdVl1F5ujTCrkJsbV8uEqw9+Q8N3ciZDUu/PZfXDu14+YEeHExSN7zAzo9/A7cnO1rPVYhSWjm7ACljS2c/TvpTgwlCY6+bWBt74zhPTpiy8GaCbtCkuBgp0LP6zOLUsO5tYpCs3a9kH1u382V14vUA/o/pJnThBqHuozGfIMsCxSVlsNOZa0ZSkBddYfB7ISAukL3CK+WwiiJhlKpxOzZszXLbm5u+Ouvv5CXlwelUgknp3ubXEmtVmPt2rUoLi5Gz561z1ZYXl6O8vKbN/zWdiJN0dLf9uDnnbGa5eKyCqzfdQwnL6Xiv89NwrW8Qs3EWLdTywLX8gph594cCisbzS9rLZIEB+/quvwWPcYj95KOOTwkBTxC+/KD9S7Sj22pTjIArQnwyvIycPH3j9F1ykK4ONihoKS05uyp4ubsqYEDZ+Dkt3OrK7FuJBuSBEgSAgc+AgAIDfTF4yN7Y8UfezVTxAsA1tZKLHhsFOfP0ANJUqDd+LlIj92MtNjNqCjMhr2HP5p3vx8e7TiEuzmSZYGfd8Vi7Y6jyC0sgbWVEoMj2+HxUX3u3IBXUhil158pGeUTo2PHjujUqROmTJmCyZMno1Wr6nEaXF1d7+m8J0+eRM+ePVFWVgZHR0esX78eoaG139DFixdj4cKF93RNS5Gek6+VZNwgC4ELKRnYdewi/Dzdaq+rV0ho4ekGpY0dfKNGIvXAr6jRBkMI+PWcCABwDeqMViOfQ0LMl1pJiXurKLQe+ay+3pbFSju8UfcGISMv8RjURdl4bcYIvL7s1xqzp47pHYbuodUJn7Nfe3R6eDEu7/wW+ZdPatYF9J8Bl4CbH3ZTB3dFt9BA/HnojGYcjfu6d4CbE7uy6oukUMI3ahR8o0aZOhTSgy9+3YVf98Rpliur1Ig5fAanEq/is9nT4NYqCrmXbivVlRSwUtnDp8t9xg/YiIySaHzxxRdYs2YN/v3vf+ONN95AeHg4pk6dismTJyMgIKDB523bti3i4uKQn5+PdevWYcaMGdi1a1etycarr76qVbISFxeH6OjoBl+/sZOrKnDt9G7kJR2HQmmFZm17wq1VFCRJgQOnEmudBEiSgH2nLmHew8Ph7mSPvOJSTdsMDQGM6Fn9xRQwYAYqSwuRefyvm+dQWiFgwAx4hN4cyMknYhg82vdBbvxhqCvK4OTXDg5egYZ46xanvODaXbdHtO6Ar16dgY37TuBS6jU4O9hhaNdQRLRpqdXY2rllKDo9/A7UlWWAqB64TZfg5p74x/2W+3wQ6Ut6Tr5WknGDLAukZOZi6+GzGDl+LuI3f4Zrp3Zpkg0H7yC0GTMbNo7uRo7YuIySaMyaNQuzZs1CRkYG1q5dizVr1mDu3LmYO3cuunXrhqlTp2LSpElo3rx+g5zY2NhoSkciIyNx+PBhLFmyBEuXLtW5v0qlgkp1c/CiG11tzY2Pj4/W/+tSUZSDk9/ORWlOanXdryQhI+5PuIVEov3kNyBf74aquycIoFbLsLZSYtGs+/Hql+uRV1QKK6UCalmGUqHAKw8Og5+nGwBAobRGm9H/gn+faci/fBKSlTXcQiJhbVezSszK1gGeHfvrjDkztxB/7D+J+CuZcHGww5BuoQhv5cdurwBs3XxRnJGI2sZdsHX1BgB4uzvj8VF96nRODvpEpB+Hz16udZsEYP/pBIzp0xltx76EoEGPoSQrBdYOrnDwbPgPbSEESrKSUVmcD3uPlrBxdGvwuQzNqJWt3t7eeOaZZ/DMM88gNTVVk3S8+OKLeOmll1BZqXsm0bqSZVmrDYalOnJER1uH28Rv+gyluWnVC0LWfD/lXopF6v6f0aXNEAixW+exAkBku+oHoFULL3z3xuPYc+IiLqdno5mzIwZ0aQsXx5pTUNu6+cDWrfbkJ6+oBNn5xfByc4KTvfaX3PH4FMxb9iuqqqqL/RUKCVuPnMXYPp3x9Pj+TT7ZaN51DC5u/LjmBkkB91Zd2caFyKRqH/eyuj3Uze02ju73XIJRnJGIC799eP3HBwBJAa9OAxBy31O1llCaksladfn6+qJDhw5o3749Tp06heLi4nod/+qrr2L48OHw9/dHYWEhfvjhB+zcuRMxMTEGith8VBTnIefCQej+4xdIO7oJ3fpMRf+INtgVd0Gr+kShkODl6oQhUe0161Q2Vhh8y/KtyiuqsPXIGew5fhEVlWp0aeOPUb07adXl5xaW4H/rtmPvyUsQQkCpUGBgl7Z4ekJ/ONiqUFmlxlvfbEJllazpYnujqmbD38fRtV1gkx8gyqvzYBRlXELa4d8BSVE9R5CshoNXIFqPfh7A9e6vl0+iKD0e1rZOaNauJ6xstUvtynLTkbJ3DbLP7YUQMtxCotCyzxRWYRHdg8i2dy6Z6B5a955a+UWlWL8nDrvjLqBKLaNr+0BMjO4CXw8XAEBFYQ5OfPsK1BW3zNAtZGSe3IGqsiKETv53g96DIRk10RBCYOfOnVi9ejXWr1+PrKwsuLm5YerUqZgyZUq9zpWZmYnp06cjLS0NLi4uCAsLQ0xMDIYMGWKg6M1HZVEu7pRhVxRVD7g054Fh8HJ1wm97T6CsohKSJKFXxxA8Pb4/7G3vPuNnSVkFXv58HS6kZGoqYc4kpWHD38fx3+cmoaWXOyqr1Hjps3W4ci1Xk0SoZRnbjp7D1ex8/PfZSThy7jLyi3RPa69QSNh88FSTTzQkSULIsH/AJ+I+ZJ39G3JlOVwCOsEtJBKSQomKwhyc/mk+ijMSNN0k47d8htYjn4NXp4EAgNKcqzj+1b9QVV6iqSPOOvs3ci4cQKeH34FTi7pNxkaNw+WMHPy49ZBmRt3enUIwbXA3tPB0NW1gTVBzD1eM6tUJG/dpT4SnUEjwcXfG0G51GzY+p6AYz338E67lFWlG99247wS2Hj6D/z47GSEtPJEWu6k6ybi9i7qQkXPhIIozkxrdDwejJBp79uzBmjVrsG7dOmRmZsLZ2Rn3338/pkyZgsGDB8OqAbPbrVixwgCRmoeoqCikp6fDx8dHZzWKysWzetr3W7pB3srWtbp6w9pKiSfG9MX0+3riWn4hnO3takz1XZSRgJwLhwAhwy0kUuvL6MdthxF/pbqR4o20RhYChaVl+O/qv/DRs5Ox5/hFJGfk1IhBFgKnE6/i2IUU5BbWXpolywJZ+ZbfDbku7W4AwMErUOeHyNl1i1CcmVS9cP0DSFRV4sKGj2Dv0RKOvq1xeee3WknGjX1ldRUS/lyGzo9+qI+3QkYQfyUTL3yyBpVVak3p39YjZ7HnRDz+98JUBHhbduPCxuiZCQPg6eqEn3fFoqC4DEqFAv0j2mDW2L6aH26yuhJZZ/ciN/4wAAnurbuiWbteUCir5zpZFXMA1/JvJhlA9WdgeUUV/rduO5Y8P6W6t1htg70BKEg53TQTjejoaDg6OmL06NGYMmUK7rvvPtjY3P0XM+l2t8FjrGwd4dlpIDJPbNP5B9mie/XcCVVlRSjOvAwrlT1aeAVqtYMQshoXfv8vrp3cUf0LGUDy7u/h3qYH2o2fC4WVNWIOnNZ6IG6QZYGTCVeRmVuAYxdTah2LQ6lQ4NjF5DsWKyoVEoKbW/7srnVpd1OborSLKEw9p3ujQoGrh39D61EvVA8OVcsIroWp51BRlGPxrd8txZcbdqOyUl3jC6msohIrNv6NNx8fY8LomialQoEHhnTDlIFRyC8uhb2tDWxtbk6WVlVWhJOrXr1Z6gjg2qkdcPRtjY4P/QdKGzv8deRczR5+qP5hdiYpDVl5RTeHr69lPlRFI2zkbZREY+3atRg5ciRsbRvfP4ClCh76JMrz0quzX4Wy+o9SyPDpMgJe4UORsHU50o78AaGuboBr18wPrUc9rxlY5sq+dbh2cmf1yW75csq5eBCXd61C0KDHUFh659HsCorLYKVUoLbeLQICVkolOgT5IqSFJxLTsmo8ZLIAxvbp3NB/hiahOLP2Fu+Q1ShKT4QQotYSLs2ulbpHgaXGpbCkDMfjdc/aLMsCB04noKKyigOrmYhSqYC7c83xZhK3fV2j1BEAitIv4fKObxA87B8or7hzh4ji8gp4dojWPfghqocVaNa6W4NjNxSjzHUyYcIEJhlGZqWyR8eHFqPTw++gZa9J8O/3ICJmfY5WI55G0l8rcPXgBk2SAQClOak49f1rKMm+AiEErh7aAN1dXwXSjvwBuaoSQb4etc4LZWOlhK+HC/qEtYJa1l3MJ8sCvcNCIEkS3nx8DFp6Vf+aVlw/qY21FV596D6EtLD8Eo17ccdubZICKqdmUCit4Ni8ba0Tedk4eUDlwn9nc1BReeeEUQigSl170ToZn1xVUWsJM4SMjONbIWQ1Wrf01nz+3c7RTgXfZs7w6NAPLgGdoDV30fUSkqDBM2GlY1gBU2PKa8EkSYJLQKfrf5TVKopykXZ0E3SN4inLVbh6YD0CBz9+x0nQ5MoyVBTnYsqgKLz9zSYd1wVG9w6Dg60KXdr4o2eHYBw4nVAjbbmvewe0auEFAPByc8Kylx9C3MUUxKdmwtnBDn3DWsHBTlXj/E1VRVEOUvauxbXTOyGqKuEc0Akte0+Ga1A4rB3dUVmcW7M4VcjwDh8KAPDv9wDO/DRf57n9+z0A6focKtS4uTvbw7eZC9Kyaz6jkgQE+XrUqTE36Z8QAgUpp1GcmQQbexe4te4GpbUKVWVFWj/sbidXlkNdXoIHh3TD/K9+17nPlIFRmtmaO0x7E1cP/Yb0uBhUlRTAwTsYLXpOgHurhk36ZmhMNJqYwtRztTckkmXkJcZBaa2C0sZOu/vULSSlFaztnBEd7oWMnAJ8vWmf1i+ogV3aaQaNkiQJ/350JNbtiMVve08gO78IPs2cMa5fBMb01q4SUSgkdGnrjy5tOcHa7SqKchG34l+oKMrR3L/c+CPIjT+C0Cnz0W78Kzj9478hV1VWb7/e88Q7fCiaXZ87w71VFNqOn4vEP5dVnweAlZ0TAqIfgk/EMJO9N0tU18a9dVVSVoHsgiK4OdnD0c4WM4b3xDvfbamxnxDA9Pt66OWaVD/lBVk4s3phdRuM65QqB7QdNweuQeFQqhygLtfd8N3KzglWtg7o1ckZ/5oyGMs27NZMaGmlVGDywChMHngziVBY2cCv10T49Zpo2DelJ0w0mhiF1Z1LCBQ2tpAUSvh0uQ+pBzfomOVTAc+OAzSDwkweGIX7unfAwTNJqFSr0TnEr0b3OiulElMHd8XUwV31+VaalCv71molGQCu/7eES5s/Q9QzKxD5z2VIj92MorSLsLJzglengXAN7qLVyNcztC882vVCcUZi9Tgc3sFQWFnXvCDdk3tp3Hur0vIKLN2wG38ePovKKjWUCgnREW3w9LgB+NeUwfhq417kF1f/IHB3dsCTY/qid6dWerk21Z0QAqd/mo+Sa8la69XlJTi75i10+ccXaB41Cil716BmlbSE5l3HaEoUR/ToiEFd2uFkQirUahntA31r9AY0N0w0mhiXgE6wsnVEVZmOLqOSBK/rw4P793sQBVfOofDKWU39H4QMe88ABA9+XOswZwc7DOmqe0Av0o9rp3fVUhIlUJ6fieKMRDj6hCCg/8N3PZekUMLRl19GjUVBcSlyi0rh5eoIO9XNKg8hBN74v99w8lKqpneJWhbYeewCktKy8em/pmFo1/a4lJoFSQJCmntCqTRKszu6Tf7lkyi50dBTi4AQMtKObkLgwBkoybmC7LN7tT5TPTv0Q8s+2uNIqWysENWu4cOTNzZMNCxYSfYVpO7/GbmXjkKhtIZHaF+06D4OIcOfwvn171/vInVjqnAF7D1awidyJABAaWOHsOnvIvv8AeRcPAghBNxDItGsfW9Nn28ynltnvNW5vdLyh963NNn5xfjk5+3YdyoBQgjYWCkxomcnzBzVByobKxyPv6Kzd4ksCyRczcLek/HoH9EWbf29TRA93aokM6n2LqdCRnH6JSiU1mg/YR6K0uKRE38EkgS4teoKR58Qg8aWnJGDvSfjUVGpRnjrlggLaWH0KR2YaFiowtTzOLnqVQi5StOt8cr+n5F5aifCH/sInR5ejJR9a1F45SyUKgd4hw1Cix7jYaWy15xDUijh0b43PNr3NtXboOtcAjtXDyuvo1RDYW0LB++6D3FMpldaXonZn65Bek6BZsTciio1fvv7ONJz8vHWzLE4eiEZSoVCZ68tpULC0fPJ6B/B0VwbA2t751rHtYCkgPUtPcMcfVvprURRyGqU5qZBobSBrauX9jYh8MX6XVi/Jw4KSYIkAd/9eRCdglvgrSfGwMHWeA3tmWhYqPjNn0FWV9ao068ozEby7h/RasTTWr1RqHFr2Xsyci8egkDNX00te09qlBMpUe22Hz2Hq1k1e43IQuDA6UScT86AUqHAnaYSqN5OjYF7mx7XG9CXoWaPPhneYYP0ej0hBNJjNyN59/eoLM4DADj4hCBk2D80YyFtPnAK669PXS8LoQnrdOJVfPrzTrzyoPEagPMv1QKV5aajOP1SrX22r53aaZDryrLA+eQMHI9PQdFdBvOi+nFq3gahUxdqho8Hqqu3AvpPh1/v+s0TRKYXeyG51jFoFJKEYxeS0atjsM4RdYHqthq9Oxm2yJ3qTmljizb3vwRJobjZ/uL6//tEjoRrcBe9Xi/tyO+4tPkzTZIBAMUZCTj53TwUpV8CAPyy6xh0/YnJQmBH7DkUFOvuVWgILNGwQOrKO3/Jy1X1r8+X1VUozUqBpLSCXTO/GnV8sReS8dHqv5CRUwCgeh6VsX06Y+aoPmygpiduwRGIfGo5Sq5dhlxZBnuvwOrhiMnsKJXXZ+DVUdwurm9v09IbgyLbYfvRc1q/kSUJiGwTcNcZQ8m4mrXpgYgnP0Pa0T9QnJ4Aa0c3eHceUj3xoR7bRMhVlUje9X3NDddH/03ZuwbtJ7yK1Ky8WsvD1LJAek4BnB3s9BbXnTDRsEB27i1q77MtKeBYz1k6045uQvKu7zSDeNm6N0fIsFlwC6nu1x2fmonXlv2qVZdcWaXGzztjIQuBf94f3fA3Q1okSWp0EyZR/fXuGIIdsed1bhNCoGfH6jY3Lz8wFCEtPPHLrmPIyi+Ci6MdxvQOw9TBXaFQGLdBH92dvUdLhAz7xz2fRwgZuZdikXVmD+TKMji1DIV32CBY2TqiODNRd69BABAy8i4dBVDd3Tkzt7DWa+gaJt1QmGhYIIWVNfx6TcTlHd/U3Chk+Pepe1F7euxmXNr8mda6spw0nP5pITo9/A5c/Dtg7faj1XNp3F41CeC3v4/jwSHdjJY5E5mD3mEh6BjUHGeS0mpMTDi2T2f4eVY3HlQqFJg0IBKTBkRCrZZZOmgB4i6m4Ls/D+JkQiqsrZQYENEWDw/rDi83ZwDVDTzPrX+3uhusQgEIgayze3Fl7xqETX/vriP4Sorqr/XRvcPw1ca9NUo1FAoJUW0D4OHiaIi3pxP/ai2UX6+JaNn3ASisbvbLt7JzQpuxL2lKIu5GyGpc3vWdri0AgOQ9PwAAjsdfqbUuuUot43xKRv2CJ7JwVkolFv9jHKYO7qoZjMm3mQuemTAAT4/vr/MYJhnmoSwvEzkXD6Hw6sUaVWN7T8Zjzhc/V4+Ncn369z8Pn8HTH/2Ia3nVpQ/px7ZUJxkAIMvXG38LVJYU4PyGD+DgFQgbZw/dF5cU8AitHpV5QnQXdA0NBFCdsN6YQ8XbzRn/mjxY7+/7TliiYYbqMryxJCkQEP0gWnS/H4VXL0ChtIKTX7saY2BUFOXiyv6fkXV6F+SqCrgEhqFl78lw9G2N0uxUrcZGWoSMgssnIYSArerO42rY2XDcDaLb2dpY49ERvfDoiF5QyzJ7kZi5qrJiXPj9v8g5v1+zzq5ZC7S9/2U4+raGWpbx6c87qyfSvqWcQZYFCkrK8NO2I3h2wgCkHd0MnTNeCxlFVy+gNCcVwUNn4dy6/9QYC8nK1hF+vSYDqG4n99bjY3H0/GXsPn4RlVXV42gMiGgLlY1xv/qZaJih+gxvXJafgZLMJEhKK6hcvWHrcrOvdUVRLuK++hcqCrM1f6zZFw4g58JBdJi6ECrXO8/TICmUkCQJg7q0w3d/HqxRBCwBcHN2QPsA37q/OaImiEmG+Tu7bhHyL5/UWleak4aTq+ahyz+/RHKeGln5uttWyLLArmMX8OyEAdWfx3fo1lxRkA2Pdr3Q8cG3kbznRxSknIaksIJnh77w7/ug1ngaCoWEru0D0bV9oD7eYoMx0bBQ6spynF//HnIuHLie9QIJMUvh12sSAgZMhyRJ1fNn3JJkAABkGUKSEL/5M3T55zLYe/qj5FoKavzh31JENz46AjvjLuBKZq4m2VAoqq/5wqRBLPIlIrN2t1LkwqsXkZ90vOYGIUNdWYb02M2oDLjzWBpV6uqBFe09W6Ig5Wytk1/aNmsBAHANCodrUDjE9TmPjD3aZ33wG8BCJf61AjkXD1YvXK/jAwSu7FuDzON/AUD1eBo6x9oQKMtNQ2lWMoKH/gNQSDf7hgPVRXQqe/j3fQAA4GCnwpLnJ2Pa4K7wdneGs4MtenYIxn+fm6xpPU9EZK6OHDmCK1eu1FqaXJh6FtA5agWqq5lTzqBVC0842Nro3EWhkDTdlZt3u1/357KkgHubHlql0kB1NXljTjIAlmhYpKryEmTE/VnLkLgSrhz4Gd7hQ+owf0YZXIM6o/OM95G8+0fkJR2/Pix5H/j3nQpbt5tVIo52tnhkRC88MqKXnt8NEVHjprSxQ63VHZIEpY0dbKyt8NCwHli6YfdtmyUoJAnThlTPbu3Rrhf8ox9G8q7vrucu1e0wnJq3RuvRLxjybRgMEw0LVJ6XAaGurGWrQGl2KgDAOaATcuOP1Dp/hv318RqcWrRDh2kLDRQtEZF5c2/TA5LSCkJdVXOjEPC8Piv2hOgIKBUSvvvzIAqKqwdWDPJthmcnDECrFjdLKvz7ToVX2EBkn9sLdUU5nFu2h0tAWKMvuagNEw0LZO3gcuft9tX9tVv2nlydaOho4ezXaxJHnSQiAhAVFYX09HT4+PjorD6xtnNC8NB/4NLmT6urma+3mwAE3Fp1g0e76pJeSZIwrl8ERvcOw5XMPKisreDTzFlnAmHr4oUW3ccZ+J0ZBxMNC2Tj6A7XkEjkJRyrWVohKeATcR8AwNmvPUKn/BuXNn+O8vxMANUlGX69JqJln8nGDpuoSRGyGumxm5EWuxkVhTmw9/RHi+73o1nbnqYOjW6Tnp6O1NTUO+7jGzkcdu7NkXpwPYozEmDt4AqfiGHwDh9WY5AtK6USgb7NDBlyo8JEw0K1Gv4MTnzz8s2uUtezbKcWbeHXe5JmP/dWXeH2zAoUpydArqqAg3cwZwIlMjAhZJz75R1kn9unWVeQcgYFyacQ0H86WtZj9F5qPFyDOsM1qPNd9ysuLYdaFnCyV5ltdUh9MNGwULauXugy63NknPgLeYlxUCit0axdL3i07wOFUvu2S5ICjr6tTBQpUdOTe+moVpIBQFP6eHnnKniFDYKqttEfyWydSbqK5b/9jVOJVwEAIc098OjI3ugeGmTiyAyLiYYFs7J1QItuY9Gi21hTh0JEt8g6veeWuvzbSEDWub18bi3M+eR0vPjpOsi3TNeQkJaF15dvwJuPj7HooQA4jgYRkZGpK8tq6X4OABLkijKjxkOGt3Lzfsiy0BpBWYjqJqPLf99TY14US8JEg4jIyJxbtq99o5Dh3DLUeMGQwallGUfPX64xTQNQ3d8vJTP3jlO6mzuzTTQWL16Mrl27wsnJCV5eXrj//vtx/vx5U4dFRHRX3mGDq7uhS7d9BEsKOPm1h7N/R9MERg0mhEDGiW2IXfoU/l40Cgc+egBJ27+BuqK0TsdbcptQs000du3ahaeffhoHDhzA1q1bUVlZiaFDh6K4uNjUoRER3ZGVnRM6TX8Xjj4hWuvdW3dDhynzm0RPBEuTsudHXPztI5RcSwaEQFVJPq7sX4eT382DJFchql2AZqr2W0kA/L3d4enqZPygjcRsG4Nu2bJFa3nlypXw8vLC0aNH0a9fPxNFRURUN/bN/BD++McouZaMisJs2DXzg8rF09RhUQOUF2Yjec+P15duqR65PrX7tVO7MOO+Xoi7eAVQy5oqlBt5xxOj+1h0cmm2JRq3y8/PBwC4u7ubOBIiorqz9/SHa3AEkwwzlnvxcK2zrUKSkHVuL9r6e+PDZyaiU0gLzaZWLbyw6In70aOD5fY4Acy4RONWsizjhRdeQO/evdGxY+11m+Xl5SgvL9csFxUVGSM8IiKyYLJcBV1TOQAAhNDMPdU+wBcfPD0RpeUVkGUBBzuVUeM0FYtINJ5++mmcOnUKf//99x33W7x4MRYu5ORgRESkP66BYah19lZIcA2K0Fpjp9I9XbylMvuqk2eeeQYbN27Ejh074Ofnd8d9X331VeTn52teu3btMlKURERkqew9/OER2q9m1xFJAWtHN3hHDDNNYI2E2ZZoCCHw7LPPYv369di5cyeCgu4+hKtKpYJKdbOoytHR0ZAhEhFRE9FmzGzYOLohPXYz5KoKAIBrYGe0GvE0rO0st0dJXZhtovH000/jhx9+wIYNG+Dk5IT09HQAgIuLC+zs7EwcHRERNSUKK2sED30SAf0fRlleBqztnGHjxM4JgBlXnXzxxRfIz89H//794evrq3mtXr3a1KEREVETpbSxg4NXIJOMW5htiYYljwtPRERkKcy2RIOIiIgaP7Mt0SAiIjJXarWM3/eewO97TyArvwgtPF0xoX8XDOzS1uJGCWWiQUREZERCCCz6dhP2nIjXrItPzcQ7321BwtVreGJ0XxNGp3+sOiEiIjKio+eTtZIMALjR7HDN9qO4ci3XBFEZDhMNIiIiA6hSq3E5PRtpWflaHRh2H78IpUL3169CkvD38Xid28wVq06IiIj0SAiB3/eewLcxB5BfVAoACPL1wDMT+iMsxA8VlVW19pyUJAlllVXGDNfgWKJBRESkRxv2HMcnP+/QJBkAkJSejVe++AUXUzLRKbiFZqr426llGWHBLXRuM1dMNIiIiPSkoqoK32zZX2O9EAKyEPhh60EMjGwHLzcnKBTavUsUCgntA3wQ0aalscI1CiYaREREd+Dj44MWLVrAx8fnrvsmXs1GUWm5zm2yLHDkfDLsVNb46JlJ6HRLyYUkAb06hmDRk/ezeysREVFTcuTIkTrva21159/vVsrq7d7uzvjg6YlIy85HVl4RfD1c4OFimRN9MtEgIiLSk0AfD3i5OSEzt7DGNoVCQnR4G611vs1c4NvMxVjhmQSrToiIiPREoZDw9Pj+kKTqrqq3rneys8UDQ7qaMDrTYKJBRESkR706huD9pyagU0gLKBQSVNZWGBzZDp/OngovN2dTh2d0rDohIiLSAyEEzidnIDEtC66O9lg8axyslAqLa9xZX0w0iIiI7lF2fjEWfP07zl1O16xzcbDDvIeHo0tbfxNGZnqsOiEiIroHQgi88X8bcDElQ2t9QUkpXv+/DUjLyjdRZI0DEw0iIqJ7cCrhKi5eyYRa1h7tU4jqkT5/33fCRJE1Dkw0iIiI7kF8aiZqa4YhywIXUzKNG1Ajw0SDiIjoHjg72KGWqUugUEhwcbQzbkCNDBMNIiKie9CzQzBsbax1bpNlgSFR7Y0cUePCRIOIiOge2Nva4OVpQ6GQJCivT5R2Y7CuYd1C0S000ITRmR67txIREd2jfuGt4ef1AH7dcxyXUjPh7uyAYd06oHenEI6jYeoAiIiILEFwc0/MnjLY1GE0Oqw6ISIiIoNhiQYREZGRxKdm4uedx3A68Sqc7G0xpGt7jOjRETbWlvt1bLnvjIiIqBE5cDoBC776HQCglgXSsvNxMSUDu+Mu4p1/joONlWV+JVvmuyIiIjKyisIcpMfFoDgzETYObvAKGwSn5m0AAJVVanzw41bIssCtQ24IACcTUrH5wGmM7dPZJHEbGhMNIiKie5R/+SRO/zgfsroCACBJCqQd2YiWfR9AQPSDOHHpCvKLS3UeKwHYeviMxSYabAxKRER0D+SqCpxdt6g6yRACEAJCVgMAUvb8gPzLp1BcWlHr8QJAUWm5kaI1PrNONHbv3o3Ro0ejefPmkCQJv/76q6lDIiKiJibn4iFUlRZC5zjkkgLpcTFo4+9V6/FKhYSOQc0NGKFpmXWiUVxcjM6dO+Ozzz4zdShERNREVRTmoNZZ1YSMioIs+Li7oH9EG82IoTdI1/93QnQXQ4dpMmbdRmP48OEYPny4qcMgIqImzK5ZC92lGQCgUMDeoyUA4MWpQyBJEnbEntdsdnWyx8vThiKouYcxQjUJs0406qu8vBzl5TfrwYqKikwYDRERWQLXoHDYuvmiLC8DELL2RiHgEzkCAGBrY415Dw/H4yN748KVTDjaqRAW3AJKpVlXLtyVZb+72yxevBguLi6aV3R0tKlDIiIiMycplOgwdSFUzh6aZUCCpLRCm7EvwcErUGt/b3dn9A1rhYjWLS0+yQAASYjaynvMiyRJWL9+Pe6///5a97m9RCMuLg7R0dE4evQounSx3PoxIiIyPFldhZyLB1GckQQbR1d4tO8La3tnU4dlck2q6kSlUkGlUmmWHR0dTRgNERFZEoXSCh7tesOjXW9Th9KoWH6ZDREREZmMWZdoFBUVIT4+XrOcmJiIuLg4uLu7w9/f34SREREREWDmicaRI0cwYMAAzfLs2bMBADNmzMDKlStNFBURERHdYNaJRv/+/WEhbVkNLi0tDWlpaaYOg/TE19cXvr6+pg6D9ITPp+XhM3qTWSca98rX1xfz58+3+D+G8vJyTJs2Dbt27TJ1KKQn0dHRiImJ0WrcTOaJz6dl4jN6k8V0b6XaFRQUwMXFBbt27WJPGwtQVFSE6Oho5Ofnw9mZXefMHZ9Py8NnVFuTLtFoasLDw/lHbwEKCgpMHQIZAJ9Py8FnVBu7txIREZHBMNEgIiIig2Gi0QSoVCrMnz+fjZIsBO+nZeH9tDy8p9rYGJSIiIgMhiUaREREZDBMNIiIiMhgmGgQERGRwTDRoHpJSkqCJEmcS4aokeIzSo0NEw0DunTpEmbNmoXg4GDY2trC2dkZvXv3xpIlS1BaWmqw6545cwYLFixAUlKSwa5RF4sWLcKYMWPg7e0NSZKwYMECk8ZjTJIk1em1c+fOe75WSUkJFixYUK9zNeV7c6um/IyeO3cOc+bMQXh4OJycnODr64uRI0fiyJEjJovJWBrz82mJ94UjgxrIH3/8gUmTJkGlUmH69Ono2LEjKioq8Pfff+Pll1/G6dOnsWzZMoNc+8yZM1i4cCH69++PwMBAg1yjLl5//XX4+PggIiICMTExJovDFFatWqW1/O2332Lr1q011rdv3/6er1VSUoKFCxcCqJ5osC6a8r25oak/o//3f/+HFStWYMKECXjqqaeQn5+PpUuXokePHtiyZQsGDx5skriMoTE/n5Z4X5hoGEBiYiKmTp2KgIAAbN++XWvStqeffhrx8fH4448/TBjhTUIIlJWVwc7OTu/nTkxMRGBgILKysuDp6an38zdmDz30kNbygQMHsHXr1hrrTaUp3xuAzygATJs2DQsWLNCaX+Wxxx5D+/btsWDBArP8Qqurxvx8WuJ9YdWJAbz33nsoKirCihUrdM4M26pVKzz//POa5aqqKrz11lsICQmBSqVCYGAg5s2bh/Lycq3jAgMDMWrUKPz999/o1q0bbG1tERwcjG+//Vazz8qVKzFp0iQAwIABA2oUAd44R0xMDKKiomBnZ4elS5cCABISEjBp0iS4u7vD3t4ePXr0uKcPW1OWppgDWZbx8ccfo0OHDrC1tYW3tzdmzZqF3Nxcrf2OHDmCYcOGwcPDA3Z2dggKCsJjjz0GoLo+/kaisHDhQs39vltVSFO/N3xGgcjIyBqTuDVr1gx9+/bF2bNnG3ROS2Kq59Mi74sgvWvRooUIDg6u8/4zZswQAMTEiRPFZ599JqZPny4AiPvvv19rv4CAANG2bVvh7e0t5s2bJz799FPRpUsXIUmSOHXqlBBCiEuXLonnnntOABDz5s0Tq1atEqtWrRLp6emac7Rq1Uq4ubmJuXPnii+//FLs2LFDpKenC29vb+Hk5CRee+018dFHH4nOnTsLhUIhfvnlF00MiYmJAoD4+uuv6/z+rl27JgCI+fPn1/kYS/P000+L2x+3mTNnCisrK/HEE0+IL7/8UrzyyivCwcFBdO3aVVRUVAghhMjIyBBubm6iTZs24v333xfLly8Xr732mmjfvr0QQoiioiLxxRdfCABi3Lhxmvt9/PjxOsXVVO8Nn9Ha9erVS7Rp06ZBx5qrxvp83sqc7wsTDT3Lz88XAMTYsWPrtH9cXJwAIGbOnKm1/qWXXhIAxPbt2zXrAgICBACxe/duzbrMzEyhUqnEiy++qFm3du1aAUDs2LGjxvVunGPLli1a61944QUBQOzZs0ezrrCwUAQFBYnAwEChVquFEEw0Gur2D7I9e/YIAOL777/X2m/Lli1a69evXy8AiMOHD9d67nv5922K94bPaO12794tJEkSb7zxRr2PNWeN9fm8wdzvC6tO9OzG9MBOTk512n/Tpk0AgNmzZ2utf/HFFwGgRrFoaGgo+vbtq1n29PRE27ZtkZCQUOcYg4KCMGzYsBpxdOvWDX369NGsc3R0xJNPPomkpCScOXOmzuenu1u7di1cXFwwZMgQZGVlaV43ik137NgBAHB1dQUAbNy4EZWVlSaM2HLwGdUtMzMTDzzwAIKCgjBnzpx7Ope5a0zPpyXcFyYaeubs7AwAKCwsrNP+ly9fhkKhQKtWrbTW+/j4wNXVFZcvX9Za7+/vX+Mcbm5uNeoN7yQoKEhnHG3btq2x/kar69vjoHtz8eJF5Ofnw8vLC56enlqvoqIiZGZmAgCio6MxYcIELFy4EB4eHhg7diy+/vrrGm0DqO74jNZUXFyMUaNGobCwEBs2bKjRRqCpaSzPp6XcF/Y60TNnZ2c0b94cp06dqtdxkiTVaT+lUqlzvajH3HiG6GFC9SPLMry8vPD999/r3H6jAZkkSVi3bh0OHDiA33//HTExMXjsscfw4Ycf4sCBA2b7wWNKfEa1VVRUYPz48Thx4gRiYmLQsWNHo127sWoMz6cl3RcmGgYwatQoLFu2DPv370fPnj3vuG9AQABkWcbFixe1+mxnZGQgLy8PAQEB9b5+XT8Qb4/j/PnzNdafO3dOs530JyQkBH/99Rd69+5dpy+VHj16oEePHli0aBF++OEHPPjgg/jpp58wc+bMBt3vpo7PaDVZljF9+nRs27YNa9asQXR0dL3PYYlM/Xxa2n1h1YkBzJkzBw4ODpg5cyYyMjJqbL906RKWLFkCABgxYgQA4OOPP9ba56OPPgIAjBw5st7Xd3BwAADk5eXV+ZgRI0bg0KFD2L9/v2ZdcXExli1bhsDAQISGhtY7Dqrd5MmToVar8dZbb9XYVlVVpbl3ubm5NX4Jh4eHA4CmeNbe3h5A/e53U8dntNqzzz6L1atX4/PPP8f48ePrfbylMvXzaWn3hSUaBhASEoIffvgBU6ZMQfv27bVGHdy3bx/Wrl2LRx55BADQuXNnzJgxA8uWLUNeXh6io6Nx6NAhfPPNN7j//vsxYMCAel8/PDwcSqUS7777LvLz86FSqTBw4EB4eXnVeszcuXPx448/Yvjw4Xjuuefg7u6Ob775BomJifj555+hUNQ/J121ahUuX76MkpISAMDu3bvx9ttvAwAefvjhJl1KEh0djVmzZmHx4sWIi4vD0KFDYW1tjYsXL2Lt2rVYsmQJJk6ciG+++Qaff/45xo0bh5CQEBQWFmL58uVwdnbWfAHa2dkhNDQUq1evRps2beDu7o6OHTvesai1qd8bPqPVidPnn3+Onj17wt7eHt99953W9nHjxmkSoqbGlM+nRd4X03Z6sWwXLlwQTzzxhAgMDBQ2NjbCyclJ9O7dW3zyySeirKxMs19lZaVYuHChCAoKEtbW1qJly5bi1Vdf1dpHiOpubyNHjqxxnejoaBEdHa21bvny5SI4OFgolUqtbnS1nUOI6v79EydOFK6ursLW1lZ069ZNbNy4UWuf+nSdi46OFgB0vnR167NkuvrpCyHEsmXLRGRkpLCzsxNOTk6iU6dOYs6cOeLq1atCCCFiY2PFtGnThL+/v1CpVMLLy0uMGjVKHDlyROs8+/btE5GRkcLGxqZOXel4b6o15Wf0xtggtb0SExPveLwlaUzPpyXeF0mIerRQIiIiIqoHttEgIiIig2GiQURERAbDRIOIiIgMhokGERERGQwTDSIiIjIYJhpERERkMEw0TGTlypWQJAm2trZITU2tsb1///5GH9t+27ZteOyxx9CmTRvY29sjODgYM2fORFpams799+3bhz59+sDe3h4+Pj547rnnUFRUZNSYGwveT8vC+2l5eE9Nh4mGiZWXl+Odd94xdRgAgFdeeQU7d+7EuHHj8L///Q9Tp07FmjVrEBERgfT0dK194+LiMGjQIJSUlOCjjz7CzJkzsWzZMkyaNMlE0TcOvJ+WhffT8vCemoCpRwxrqr7++msBQISHhwuVSiVSU1O1tkdHR4sOHToYNaZdu3YJtVpdYx0A8dprr2mtHz58uPD19RX5+fmadcuXLxcARExMjFHibUx4Py0L76fl4T01HZZomNi8efOgVqsbRYbdr1+/GvMl9OvXD+7u7jh79qxmXUFBAbZu3YqHHnoIzs7OmvXTp0+Ho6Mj1qxZY7SYGxveT8vC+2l5eE+Nj5OqmVhQUBCmT5+O5cuXY+7cuWjevHm9ji8pKdFMjHUnSqUSbm5u9Y6vqKgIRUVF8PDw0Kw7efIkqqqqEBUVpbWvjY0NwsPDcezYsXpfx1LwfloW3k/Lw3tqfCzRaARee+01VFVV4d133633se+99x48PT3v+oqIiGhQbB9//DEqKiowZcoUzbobDZV8fX1r7O/r64urV6826FqWgvfTsvB+Wh7eU+NiiUYjEBwcjIcffhjLli3D3Llzdf4x1Wb69Ono06fPXfezs7Ord1y7d+/GwoULMXnyZAwcOFCzvrS0FACgUqlqHGNra6vZ3lTxfloW3k/Lw3tqXEw0GonXX38dq1atwjvvvIMlS5bU+bjg4GAEBwfrPZ5z585h3Lhx6NixI/7v//5Pa9uNB6i8vLzGcWVlZQ16wCwN76dl4f20PLynxsNEo5EIDg7GQw89pMmw6+pGfd7dKJVKeHp61umcKSkpGDp0KFxcXLBp0yY4OTlpbb+R/evq652WllbvOk9LxPtpWXg/LQ/vqfGwjUYj8vrrr9e73vCDDz6Ar6/vXV9du3at0/mys7MxdOhQlJeXIyYmRmeRYseOHWFlZYUjR45ora+oqEBcXBzCw8PrHL8l4/20LLyflof31DhYotGIhISE4KGHHsLSpUsREBAAK6u73x591hcWFxdjxIgRSE1NxY4dO9C6dWud+7m4uGDw4MH47rvv8MYbb2iy71WrVqGoqMg8BpAxAt5Py8L7aXl4T41DEkIIUwfRFK1cuRKPPvooDh8+rNVlKT4+Hu3atYNarUaHDh1w6tQpo8V0//33Y8OGDXjssccwYMAArW2Ojo64//77NcuxsbHo1asXQkND8eSTT+LKlSv48MMP0a9fP8TExBgt5saC99Oy8H5aHt5TEzL1iGFN1Y1R6g4fPlxj24wZMwQAo49SFxAQIADofAUEBNTYf8+ePaJXr17C1tZWeHp6iqeffloUFBQYNebGgvfTsvB+Wh7eU9NhiQYREREZDBuDEhERkcEw0SAiIiKDYaJBREREBsNEg4iIiAyGiQYREREZDBMNIiIiMhgmGkRERGQwTDSIiIjIYJhoEBERkcEw0SAiIiKDYaJBREREBsNEg4iIiAyGiQYREREZDBMNIiIiMhgmGkRERGQwTTrRSEtLw4IFC5CWlmbqUIiIiCxSk080Fi5cyESDiIjIQJp0okFERESGxUSDiIiIDMasE43du3dj9OjRaN68OSRJwq+//mrqkIiIiOgWZp1oFBcXo3Pnzvjss89MHQoRERHpYGXqAO7F8OHDMXz4cFOHQURERLUw60SjvsrLy1FeXq5ZLioqMmE0REREls+sq07qa/HixXBxcdG8oqOjTR0SERGRRWtSicarr76K/Px8zWvXrl2mDomoQaqqqkwdAhFRnTSpqhOVSgWVSqVZdnR0NGE0RA2nVqthZdWkHl8iMlNNqkSDyFIIIUwdAhFRnZj1T6KioiLEx8drlhMTExEXFwd3d3f4+/ubMDIiw6qoqICtra2pwyAiuiuzTjSOHDmCAQMGaJZnz54NAJgxYwZWrlxpoqiIDK+wsBDOzs6mDoOI6K7MOtHo378/i5CpSSotLUVRURHbGRFRo8c2GkRm6sqVK6YOgYjorphoEJmphIQEU4dARHRXTDSIzFRqaioKCgpMHQYR0R0x0SAyU0IIHDt2zNRhEBHdERMNIjN24cIFpKWlmToMIqJaMdEgMjNRUVHo06cPFi1aBCEEtm/fjtLSUlOHRUSkExMNIjOTnp6OjIwMTfuM4uJixMTEoLKy0sSRERHVxESDyAJkZmbijz/+QElJialDISLSwkSDyEJkZmZi3bp1iI+P50B2RNRoMNEgsiBlZWXYvn07Nm7ciOzsbFOHQ0TERIPIEqWlpeGXX37Bnj17UFZWZupwiKgJM+u5ToiodkIInD17FgkJCejSpQtCQ0OhVCpNHRYRNTEs0SCycOXl5di/fz/WrFmDM2fOoKqqytQhEVETwhINoiaisLAQf//9N44cOYLQ0FB06NABdnZ2pg6LiCwcEw2iJqasrAyxsbE4fvw4Wrdujc6dO8PFxcXUYRGRhWKiQWRGkpOTNWNlVFRUICcnB+7u7g06l1qtxrlz53D+/Hm0atUKERERcHV11WO0RERso0FkFg4dOoTRo0cjMDAQubm5AICSkhLMmzcPn332GZKSkhp8biEELl68iLVr12L79u3Iy8vTT9BERGCJBlGj98svv2DKlCkQQtQYiEsIgVOnTuHUqVN44okn0KVLlwZfRwiB+Ph4XLp0Ca1atUJUVBScnJzuNXwiauJYokHUiB06dAhTpkyBWq2GWq3WuY8sy5BlGcuXL7+nko0bbpRwrFmzBidPnuQoo0R0T5hoEDVib7/9ts6SjNps2rRJb9dWq9XYv38/Tpw4obdzElHTc0+Jxo3++Rs2bEBWVpa+YiIiVDf83LhxY60lGbeTZRknTpxATk6OXuOIjY3l2BtE1GANTjT+97//wdfXF3369MH48eM1v3qysrLg4eGBr776Sm9BEjVF27Ztq3e1hRAC586d02sclZWVSExM1Os5iajpaFCi8fXXX+OFF17AfffdhxUrVmh9GHp4eGDgwIH46aef9BYkUVNUWFgIhaJ+j6gkSQaZ2+TQoUOcM4WIGqRBicaHH36IsWPH4ocffsDo0aNrbI+MjMTp06fvOTiipszJyQmyLNfrGCEEbG1t9R5LcXExYmNj9X5eIrJ8DUo04uPjMXz48Fq3u7u7c4pqons0aNAgSJJUr2MkSUK7du0MEg+7uhJRQzQo0XB1db1j488zZ87Ax8enwUEREeDv749Ro0bVecZVhUKBsLCwBo8UWhtra2v06dMHHTt21Ot5iahpaFCiMWLECCxbtkznCIKnT5/G8uXLMWbMmHuNjajJe+ONNyBJUp1LNkaMGKHX6wcEBGDSpEkIDQ2td+kKERHQwETj7bffhlqtRseOHfH6669DkiR88803eOihhxAVFQUvLy/8+9//1nesRE1O165dsXr1aiiVylpLNhQKBRQKBZ588kkEBgbq5bqOjo4YMmQIhg4dCkdHR72ck4iapgYlGs2bN8fRo0dx3333YfXq1RBCYNWqVfj9998xbdo0HDhwAB4eHvqOlahJGj9+PPbt24cRI0bUKFWQJAmdOnXCK6+8goiIiHu+loODA3r27IkpU6YgKCiIpRhEdM8koYfxha9duwZZluHp6Vnv7nimFBsbi8jISBw9evSe5oggMpbk5GSEh4cjNzcX9vb2eOONN/TSJsPb2xsdOnRAUFBQnduEEBHVhV4mVfP09NTHaYjoLvz9/WFvb4/c3FzY2NjcU5JhZWWF1q1bIzQ0FM2aNdNjlERENzWo+OH1119HeHh4rdsjIiKwcOHChsZERAbk5OSE7t2748EHH0Tfvn2ZZBCRQTWoRGPdunUYN25crdtHjBiB1atXY/78+Q0OjIj0q0WLFujQoQMCAgLY9oKIjKZBiUZycjJCQkJq3R4UFITLly83OCgi0g+VSoU2bdogNDQULi4upg6HiJqgBiUajo6Od0wkEhMTDTIMMhHVjYODA8LDw9G2bVtYWemlKRYRUYM0qI1G//79sXTpUqSmptbYlpKSgmXLlmHAgAH3HBwR1Y8kSYiIiMCUKVPQoUMHJhlEZHIN+hR666230K1bN3To0AGPP/44OnToAAA4deoUvvrqKwgh8NZbb+k1UCK6Mzs7OwwZMoTD/xNRo9KgRKNt27bYs2cPnn32Wfz3v//V2tavXz/873//Q/v27fUSIBFp8/HxQVVVFVQqlWadi4sLRowYwYnPiKjRaXC5alhYGHbt2oWsrCwkJCQAAIKDgzkiKJGBHTlyBPHx8di+fTsAwNnZGaNHj4a9vb2JIyMiqumeK3A9PDyYXBCZiFKpxLBhw5hkEFGj1eBEQ61WIyYmBgkJCcjNzcXtI5lLkoQ33njjngMkotqFhYXBzc3N1GEQEdWqQYnGkSNHMGHCBFy5cqVGgnEDEw0iw5IkSdMQm4iosWpQ99annnoKpaWl+PXXX5GTkwNZlmu81Gq1vmMlols0b96cVSZE1Og1qETjxIkTWLRoEUaPHq3veIiojgIDA00dAhHRXTWoRMPPz6/WKhNj++yzzxAYGAhbW1t0794dhw4dMnVIREbRsmVLU4dARHRXDUo0XnnlFSxfvhwFBQX6jqdeVq9ejdmzZ2P+/PmIjY1F586dMWzYMGRmZpo0LiJDU6lUHDODiMxCg6pOCgsL4ejoiFatWmHq1Klo2bIllEql1j6SJOFf//qXXoKszUcffYQnnngCjz76KADgyy+/xB9//IGvvvoKc+fONei1iUzJ3t6eM7ASkVmQRAPqQBSKuxeESJJk0AahFRUVsLe3x7p163D//fdr1s+YMQN5eXnYsGHDXc8RGxuLyMhIHD16FF26dDFYrET6VlBQAGdnZ1OHQUR0Vw0q0UhMTNR3HPWWlZUFtVoNb29vrfXe3t44d+6czmPKy8tRXl6uWS4qKgIAVFVVobKy0nDBEumZLMv8myUik7O2tr7rPg1KNAICAhpymMktXrwYCxcurLG+e/fuJoiGiIjIvNWlUuSehiBPTU3F7t27kZmZiQkTJsDPzw9qtRr5+flwcXGp0W5Dnzw8PKBUKpGRkaG1PiMjo9bZK1999VXMnj1bsxwXF4fo6GgcPHgQERERBouVSN8qKyvr9EuCiMjUGpRoCCHw4osv4tNPP0VVVRUkSUKnTp3g5+eHoqIiBAYG4s0338QLL7yg53BvsrGxQWRkJLZt26ZpoyHLMrZt24ZnnnlG5zEqlUprxktHR0cAgJWVFT+0yawoFAqDJvJERPrSoO6t77//PpYsWYKXXnoJW7du1So6cXFxwfjx4/Hzzz/rLcjazJ49G8uXL8c333yDs2fP4p///CeKi4s1vVCILBV7nBCRuWhQicby5csxffp0/Oc//0F2dnaN7WFhYdi8efM9B3c3U6ZMwbVr1/Dvf/8b6enpCA8Px5YtW2o0ECWyNEw0iMhcNCjRSElJQa9evWrd7uDgYLTBvJ555plaq0qIiIjItBpUdeLl5YWUlJRatx89ehT+/v4NDoqIiIgsQ4MSjfHjx+PLL79EQkKCZt2Notw///wTK1euxKRJk/QTIRHVIMuyqUMgIqqTBo0Mmp+fj379+iExMRF9+/bFli1bMGTIEBQVFWH//v2IiIjA7t27G/0U1hwZlMyVWq1mrxMiMgsNKtFwcXHBgQMHMGfOHKSmpsLW1ha7du1CXl4e5s+fjz179jT6JIPInDHJICJzUe/GoGVlZVi2bBnCw8Px+uuv4/XXXzdEXERERGQB6l2iYWtri1deeQXnz583RDxERERkQRpUddKxY0ckJSXpORQiIiKyNA1KNBYtWoSlS5fir7/+0nc8REREZEEaNGDXp59+Cnd3dwwbNgxBQUEICgqCnZ2d1j6SJGHDhg16CZKIiIjMU4MSjRMnTkCSJPj7+0OtViM+Pr7GPhwimYiIiBqUaLB9BhEREdVFg9poEBEREdVFgxMNtVqNn376CbNmzcK4ceNw8uRJANWjhv7yyy/IyMjQW5BERERknhqUaOTl5aF379544IEH8OOPP+K3337DtWvXAACOjo547rnnsGTJEr0GSkREROanQYnG3Llzcfr0acTExCAhIQG3TpeiVCoxceJEbNq0SW9BEhERkXlqUKLx66+/4tlnn8WQIUN09i5p06YNG4wSERFRwxKN/Px8BAUF1bq9srISVVVVDQ6KiIiILEODEo2QkBDExsbWuv3PP/9EaGhog4MiIiIiy9CgRGPmzJn46quvsHr1ak37DEmSUF5ejtdeew1btmzBrFmz9BooERERmZ8GDdj1/PPP4/Tp05g2bRpcXV0BAA888ACys7NRVVWFWbNm4fHHH9dnnERERGSGGpRoSJKE5cuXY8aMGVi3bh0uXrwIWZYREhKCyZMno1+/fvqOk4iIiMxQnRKN8ePH41//+hf69u0LANi9ezfat2+PPn36oE+fPgYNkIiIiMxXndpobNiwAcnJyZrlAQMGYOvWrQYLioiIyJzJsmzqEBqNOiUaLVq0wLFjxzTLQgjOzkpERFSLiooKU4fQaNSp6mTq1Kn44IMPsGbNGk3jz7lz52Lx4sW1HiNJEo4fP66XIImIiMyJWq02dQiNRp0SjcWLF6NVq1bYsWMHMjMzIUkSHBwc0KxZM0PHR0REZHY4aOVNkrh1opI6UigU+O677/DAAw8YIiajiY2NRWRkJI4ePYouXbqYOhwiIrIQWVlZ8PDwMHUYjUKd2mh06dIFW7Zs0Sx//fXXiIiIMFhQRERE5qysrMzUITQadUo0Tpw4gaysLM3yY489ptU4lIiIiG4qKSkxdQiNRp0SjYCAAPz111+axi3sdUJERFS7oqIiU4fQaNQp0fjHP/6Bb7/9Fra2tnB2doYkSXj88cfh7Oxc68vFxcXQsRMRETVK+fn5pg6h0ahTr5OXX34ZnTt3xo4dO5CRkYFvvvkGXbt2RXBwsKHjIyIiMjsFBQUs/b+uznOdDB06FEOHDgUArFy5ErNmzTL7XidERESGUFZWhrKyMtjZ2Zk6FJNr0KRqHFqViIjozvLy8phooI6Jxo15Tvz9/bWW7+bG/kRERE1NTk4OfH19TR2GydUp0QgMDIQkSSgtLYWNjY1m+W44BCsRETVV6enp6NChg6nDMLk6JRpfffUVJEmCtbW11jIRERHplpKSArVaDaVSaepQTKpOicYjjzxyx2UiIiLSVlFRgcTERLRq1crUoZhUncbRICIiovo7fvw4GjClmEWpU4nGm2++We8TS5KEN954o97HERERWYrs7GxcvnwZgYGBpg7FZOqUaCxYsKDGuhttNG7P1CRJ0gxSwkSDiIiauiNHjiAgIKDJtm2sU9WJLMtar5SUFHTq1AnTpk3DoUOHkJ+fj/z8fBw8eBBTp05F586dkZKSYujYiYiIGr2cnBxcuHDB1GGYjCQaUHl0//33w9raGmvXrtW5feLEiVCr1Vi/fv09B2hIsbGxiIyMxNGjR9GlSxdTh0NERBYgKioKiYmJcHR0xGuvvQYAsLOzw+TJk6FSqUwcnfE1qDHo9u3bMXDgwFq3Dxo0CNu2bWtwUEREROYqPT0dOTk5KCgo0KwrLS3F7t27m2TD0AYlGra2tti/f3+t2/ft2wdbW9sGB0VERGRpEhMTcfz4cVOHYXQNSjQefPBBfP/993juuedw8eJFTduNixcv4tlnn8UPP/yABx98UN+xalm0aBF69eoFe3t7uLq6GvRaRERE+nDo0CGcP3/e1GEYVYMmVXv33XeRlZWFTz/9FJ999hkUiup8RZZlCCEwbdo0vPvuu3oN9HYVFRWYNGkSevbsiRUrVhj0WkRERPqye/duKBQKtG7d2tShGEWDEg0bGxusWrUKL7/8MjZt2oTLly8DAAICAjB8+HB07txZr0HqsnDhQgDVU9YTERGZCyEEdu7cCQBNItloUKJxQ1hYGMLCwvQVi8GVl5ejvLxcs1xUVGTCaIiIqKm6kWwoFAqEhISYOhyDalJDkC9evBguLi6aV3R0tKlDIiKiJkoIgR07dlj8uFONKtGYO3cuJEm64+vcuXMNPv+rr76qGVwsPz8fu3bt0mP0RERE9SPLMrZu3YrMzExTh2Iw91R1om8vvvjiXWeGDQ4ObvD5VSqV1mApjo6ODT4XERGRPlRVVWHLli0YM2aMRfaibFSJhqenJzw9PU0dBhERkVGVlZXhjz/+wOjRo+Hs7GzqcPSqUVWd1EdycjLi4uKQnJwMtVqNuLg4xMXFsYEnERGZpeLiYvz+++/Izc01dSh6ZbaJxr///W9ERERg/vz5KCoqQkREBCIiInDkyBFTh0ZERNQgxcXF2LBhg0U1EG1w1UlMTAxWrFiBhIQE5Obm6pwu/tKlS/ccYG1WrlzJMTSIiMjiVFRUYMuWLejSpQu6dOli9tPLNyjReP/99zF37lx4e3ujW7du6NSpk77jIiIiarKEEDh69ChSU1MxYMAAODk5mTqkBmtQorFkyRIMHDgQmzZtgrW1tb5jIiIiIlTPBLtu3Tr06NED7dq1M8vSjQa10cjNzcXEiROZZBARERlYZWUl9uzZgy1btqCkpMTU4dRbgxKNbt26NbnZ54iIiEwpJSUFP//8M1JTU00dSr00KNH4/PPP8csvv+CHH37QdzxERERUi9LSUmzatAknT540dSh11qA2GlOmTEFVVRUefvhh/POf/4Sfnx+USqXWPpIk4fjx43oJkoiIiKoJIbB//36UlZWha9eupg7nrhqUaLi7u6NZs2ZNYnpbIiKixujYsWOwt7dHhw4dTB3KHTUo0di5c6eewyAiIjJ/ycnJmgabFRUVyMnJgbu7u8Gut3//fvj6+hr0GvfKbEcGJSIiaiwOHTqE0aNHIzAwUDOEeElJCebNm4fPPvsMSUlJBrmuLMs4fPiwQc6tL/c0qVplZSXOnTuH/Px8yLJcY3u/fv3u5fRERESN3i+//IIpU6ZACFFjlGwhBE6dOoVTp07hiSeeQJcuXfR+/eTkZBQXF8PBwUHv59aHBiUasizj1Vdfxeeff37HPr1qtbrBgRERETV2hw4dwpQpU6BWq2skGTfc+CG+fPlyvPLKKwgMDNRrDEIIJCcno3379no9r740qOrkP//5D95//3089NBD+PbbbyGEwDvvvIMvv/wSYWFh6Ny5M2JiYvQdKxERUaPy9ttv6yzJqM2mTZsMEkdjHlujQYnGypUrMXnyZHzxxRe47777AACRkZF44okncPDgQUiShO3bt+s1UCIiosYkOTkZGzdurHPpvSzLOHHiBHJycvQeS3p6ut7PqS8NSjSuXLmCgQMHAgBUKhUAoKysDABgY2ODhx56CKtWrdJTiERERI3Ptm3b6lyScYMQAufOndN7LCUlJSgtLdX7efWhQYlGs2bNUFRUBABwdHSEs7MzEhIStPa50eqWiIjIEhUWFkKhqN/XqCRJmh/m+lZcXGyQ896rBjUGjYiI0OpOM2DAAHz88ceIiIiALMv43//+h86dO+stSCIiosbGyclJZ4/LOxFCwNbW1iDx3D5Cd2PRoBKNJ598EuXl5SgvLwcALFq0CHl5eejXrx+io6NRUFCADz/8UK+BEhERNSaDBg2q97TtkiShXbt2eo/F2toazs7Oej+vPjSoRGPMmDEYM2aMZjk0NBSXLl3Czp07oVQq0atXr0Y9ShkREdG98vf3x6hRo7Bp06Y6NQhVKBTo1KmTQb4fg4ODG22Jxj0N2HUrFxcXjB07Vl+nIyIiavTeeOMNbN68GZIk1alh6IgRI/Qeg5WVFSIjI/V+Xn1p8BDkarUaP/30E2bNmoVx48ZppqzNz8/HL7/8goyMDL0FSURE1Bh17doVq1evhlKprLVEQaFQQKFQ4Mknn9T7YF0A0KtXLzg6Our9vPrSoEQjLy8PvXv3xgMPPIAff/wRv/32G65duwaguhfKc889hyVLlug1UCIiosZo/Pjx2LdvH0aMGFGjzYYkSejUqRNeeeUVRERE6P3a7dq1Q9u2bfV+Xn1qUKIxd+5cnD59GjExMUhISNAqLlIqlZg4caLBRj8jIiJqbLp27YrffvsNSUlJcHNzAwDY29vjP//5D5566imDlGT4+Pigd+/e9W6QamwNSjR+/fVXPPvssxgyZIjON9imTRuDzVRHRETUWPn7+8Pe3h5A9QCWhuoYYW9vj8GDBzfaBqC3alCikZ+fj6CgoFq3V1ZWoqqqqsFBERERkW6SJGHgwIGahKaxa1CiERISgtjY2Fq3//nnnwgNDW1wUERERKRbREQEmjdvbuow6qxBicbMmTPx1VdfYfXq1Zr2GZIkoby8HK+99hq2bNmCWbNm6TVQIiKips7Pz69Rd2XVpUHjaDz//PM4ffo0pk2bBldXVwDAAw88gOzsbFRVVWHWrFl4/PHH9RknERFRk+bp6YnBgwc3+saft2tQoiFJEpYvX44ZM2Zg3bp1uHjxImRZRkhICCZPnox+/frpO04iIqImy9fXF8OGDYONjY2pQ6m3exoZtE+fPujTp4++YiEiIqLbtGvXDr179zaLHia66G0IciIiItIfpVKJPn36NPoBue6mzonGrZOo1YUkSdiwYUO9AyIiImrqXFxcMHjwYDRr1szUodyzOicaGzduhK2tLXx8fOo0cYy5NVYhIiJqDIKCghAdHW2W7TF0qXOi0aJFC6SmpsLDwwMPPPAApk6dCh8fH0PGRkRE1GRIkoTu3bujU6dOFvVjvc7jaKSkpGDHjh2IiIjAW2+9hZYtW2Lw4MH4+uuvUVhYaMgYiYiILJpKpcLw4cMRFhZmUUkGUM8Bu6Kjo7F06VKkp6dj3bp1aNasGZ555hl4eXlh/PjxWLduHcrLyw0VKxERkcVxdHTEmDFj4OfnZ+pQDKJBI4NaW1tj7NixWL16NTIyMjTJx5QpU/Dee+/pO0YiIiKL5OzsjDFjxmhmfLVEDUo0bigvL0dMTAw2bNiAY8eOwdbW1iBT4RIREVkaOzs7jBgxAo6OjqYOxaDqnWjIsoyYmBg88sgj8Pb2xrRp01BaWorly5cjMzMTDz/8sCHiJCIishgKhQJDhw6Fs7OzqUMxuDr3Otm3bx9++OEHrF27FtnZ2ejRowf+85//YPLkyfDw8DBkjERERBalZ8+e8Pb2NnUYRlHnRKNPnz6aYp5p06ZpqkiSk5ORnJys85guXbroJUgiIiJLERgYiNDQUFOHYTT1GoK8tLQUP//8M3755Zc77ieEgCRJUKvV9xQcERGRJXF0dER0dLTFdWG9kzonGl9//bUh4yAiIrJokiRhwIABUKlUpg7FqOqcaMyYMcOQcRAREVm0sLAw+Pr6mjoMo7un7q1ERER0d05OToiMjDR1GCZhlolGUlISHn/8cQQFBcHOzg4hISGYP38+KioqTB0aERFRDVFRUbCyqlezSIthlu/63LlzkGUZS5cuRatWrXDq1Ck88cQTKC4uxgcffGDq8IiIqAnz8fFBaWmpZiAuJycntGrVysRRmY5ZJhr33Xcf7rvvPs1ycHAwzp8/jy+++IKJBhERmdSRI0ewevVq5OfnAwDat2/fpHqZ3M4sq050yc/Ph7u7u6nDICIi0pAkCa1btzZ1GCZlliUat4uPj8cnn3xy19KM8vJyrdlli4qKDB0aERE1Yb6+vnBwcDB1GCbVqEo05s6dC0mS7vg6d+6c1jGpqam47777MGnSJDzxxBN3PP/ixYvh4uKieUVHRxvy7RARURMXEhJi6hBMThJCCFMHccO1a9eQnZ19x32Cg4NhY2MDALh69Sr69++PHj16YOXKlVAo7pw33V6iERcXh+joaBw9epTDpRMRkd6sXr0aBQUFeOihh2BnZ2fqcEyqUVWdeHp6wtPTs077pqamYsCAAYiMjMTXX3991yQDAFQqldaIbJY+NS8REZmOt7d3k08ygEaWaNRVamoq+vfvj4CAAHzwwQe4du2aZpuPj48JIyMiIqrWsmVLU4fQKJhlorF161bEx8cjPj4efn5+WtsaUU0QERE1Yc2bNzd1CI1Co2oMWlePPPIIhBA6X0RERKZmZWVV56YAls4sEw0iIqLGzN3dvU5tB5sC/isQERHpmaurq6lDaDSYaBAREekZezXexESDiIhIz2xtbU0dQqPBRIOIiEjPbgwsSUw0iIiI9I4NQW/ivwQREZGeMdG4if8SREREZDBMNIiIiPSMJRo38V+CiIhIzyRJMnUIjQYTDSIiIj1TKpWmDqHRYKJBRESkZxyw6yYmGkRERHrGqpObmGgQERGRwTDRICIiIoNhokFEREQGw0SDiIiIDIaJBhERERkMEw0iIiIyGCtTB0DGkZaWhrS0NFOHQXri6+sLX19fU4dBesLn0/LwGb2pSScavr6+mD9/vsX/MZSXl2PatGnYtWuXqUMhPYmOjkZMTAxUKpWpQ6F7xOfTMvEZvUkSQghTB0GGVVBQABcXF+zatYuj1VmAoqIiREdHIz8/H87OzqYOh+4Rn0/Lw2dUW5Mu0WhqwsPD+UdvAQoKCkwdAhkAn0/LwWdUGxuDEhERkcEw0SAiIiKDYaLRBKhUKsyfP5+NkiwE76dl4f20PLyn2tgYlIiIiAyGJRpERERkMEw0iIiIyGCYaBAREZHBMNEgIiIig2GiQWQAkiTV6bVz5857vlZJSQkWLFhQr3MtWrQIY8aMgbe3NyRJwoIFC+45DiJz0Zifz3PnzmHOnDkIDw+Hk5MTfH19MXLkSBw5cuSeYzEVjgxKZACrVq3SWv7222+xdevWGuvbt29/z9cqKSnBwoULAQD9+/ev0zGvv/46fHx8EBERgZiYmHuOgcicNObn8//+7/+wYsUKTJgwAU899RTy8/OxdOlS9OjRA1u2bMHgwYPvOSZjY6JBZAAPPfSQ1vKBAwewdevWGutNJTExEYGBgcjKyoKnp6epwyEyqsb8fE6bNg0LFizQmvfmscceQ/v27bFgwQKzTDRYdUJkIrIs4+OPP0aHDh1ga2sLb29vzJo1C7m5uVr7HTlyBMOGDYOHhwfs7OwQFBSExx57DACQlJSkSRQWLlyoKfK9W1VIYGCgId4SkcUw1fMZGRlZY3K9Zs2aoW/fvjh79qx+36SRsESDyERmzZqFlStX4tFHH8Vzzz2HxMREfPrppzh27Bj27t0La2trZGZmYujQofD09MTcuXPh6uqKpKQk/PLLLwAAT09PfPHFF/jnP/+JcePGYfz48QCAsLAwU741IrPX2J7P9PR0eHh46PU9Go0gIoN7+umnxa2P2549ewQA8f3332vtt2XLFq3169evFwDE4cOHaz33tWvXBAAxf/78esd1L8cSWYrG+nzesHv3biFJknjjjTcafA5TYtUJkQmsXbsWLi4uGDJkCLKysjSvG8WmO3bsAAC4uroCADZu3IjKykoTRkzUdDSm5zMzMxMPPPAAgoKCMGfOHINcw9CYaBCZwMWLF5Gfnw8vLy94enpqvYqKipCZmQkAiI6OxoQJE7Bw4UJ4eHhg7Nix+Prrr1FeXm7id0BkuRrL81lcXIxRo0ahsLAQGzZsqNF2w1ywjQaRCciyDC8vL3z//fc6t99oQCZJEtatW4cDBw7g999/R0xMDB577DF8+OGHOHDggNl+8BA1Zo3h+ayoqMD48eNx4sQJxMTEoGPHjg0+l6kx0SAygZCQEPz111/o3bs37Ozs7rp/jx490KNHDyxatAg//PADHnzwQfz000+YOXMmJEkyQsRETYepn09ZljF9+nRs27YNa9asQXR0dEPeRqPBqhMiE5g8eTLUajXeeuutGtuqqqqQl5cHAMjNzYUQQmt7eHg4AGiKZ+3t7QFAcwwR3RtTP5/PPvssVq9ejc8//1zTU8WcsUSDyASio6Mxa9YsLF68GHFxcRg6dCisra1x8eJFrF27FkuWLMHEiRPxzTff4PPPP8e4ceMQEhKCwsJCLF++HM7OzhgxYgQAwM7ODqGhoVi9ejXatGkDd3d3dOzY8Y5FratWrcLly5dRUlICANi9ezfefvttAMDDDz+MgIAAw/8jEDVSpnw+P/74Y3z++efo2bMn7O3t8d1332ltHzduHBwcHAz+b6BXpu72QtQU3N597oZly5aJyMhIYWdnJ5ycnESnTp3EnDlzxNWrV4UQQsTGxopp06YJf39/oVKphJeXlxg1apQ4cuSI1nn27dsnIiMjhY2NTZ260kVHRwsAOl87duzQ19smMguN6fmcMWNGrc8mAJGYmKjPt24UkhC3lfsQERER6QnbaBAREZHBMNEgIiIig2GiQURERAbDRIOIiIgMhokGERERGQwTDSIiIjIYJhpEjUxSUhIkScLKlStNHQoR6cBntH6YaBAREZHBcMAuokZGCIHy8nJYW1tDqVSaOhwiug2f0fphokFEREQGw6oTIgNYsGABJEnChQsX8NBDD8HFxQWenp544403IIRASkoKxo4dC2dnZ/j4+ODDDz/UHKur/veRRx6Bo6MjUlNTcf/998PR0RGenp546aWXoFarNfvt3LkTkiRh586dWvHoOmd6ejoeffRR+Pn5QaVSwdfXF2PHjkVSUpKB/lWIGg8+o8bDRIPIgKZMmQJZlvHOO++ge/fuePvtt/Hxxx9jyJAhaNGiBd599120atUKL730Enbv3n3Hc6nVagwbNgzNmjXDBx98gOjoaHz44YdYtmxZg2KbMGEC1q9fj0cffRSff/45nnvuORQWFiI5OblB5yMyR3xGjcBUs7kRWbL58+cLAOLJJ5/UrKuqqhJ+fn5CkiTxzjvvaNbn5uYKOzs7MWPGDCGEEImJiQKA+PrrrzX73JjR8c0339S6TkREhIiMjNQs79ixQ+cMrLefMzc3VwAQ77//vn7eMJGZ4TNqPCzRIDKgmTNnav5bqVQiKioKQgg8/vjjmvWurq5o27YtEhIS7nq+f/zjH1rLffv2rdNxt7Ozs4ONjQ127tyJ3Nzceh9PZCn4jBoeEw0iA/L399dadnFxga2tLTw8PGqsv9uHia2tLTw9PbXWubm5NehDSKVS4d1338XmzZvh7e2Nfv364b333kN6enq9z0VkzviMGh4TDSID0tX1rbbucOIuHcDq0o1OkiSd629tjHbDCy+8gAsXLmDx4sWwtbXFG2+8gfbt2+PYsWN3vQ6RpeAzanhMNIgsiJubGwAgLy9Pa/3ly5d17h8SEoIXX3wRf/75J06dOoWKigqt1vVEpF9N8RllokFkQQICAqBUKmu0jv/888+1lktKSlBWVqa1LiQkBE5OTigvLzd4nERNVVN8Rq1MHQAR6Y+LiwsmTZqETz75BJIkISQkBBs3bkRmZqbWfhcuXMCgQYMwefJkhIaGwsrKCuvXr0dGRgamTp1qouiJLF9TfEaZaBBZmE8++QSVlZX48ssvoVKpMHnyZLz//vvo2LGjZp+WLVti2rRp2LZtG1atWgUrKyu0a9cOa9aswYQJE0wYPZHla2rPKIcgJyIiIoNhGw0iIiIyGCYaREREZDBMNIiIiMhgmGgQERGRwTDRICIiIoNhokHUhCUlJUGSJKxcudLUoRCRDpbwjDLRIKqjS5cuYdasWQgODoatrS2cnZ3Ru3dvLFmyBKWlpQa77pkzZ7BgwQIkJSUZ7Bp1sWjRIowZMwbe3t6QJAkLFiwwaTxEt2vKz+i5c+cwZ84chIeHw8nJCb6+vhg5ciSOHDlisphu4IBdRHXwxx9/YNKkSVCpVJg+fTo6duyIiooK/P3333j55Zdx+vRpLFu2zCDXPnPmDBYuXIj+/fsjMDDQINeoi9dffx0+Pj6IiIhATEyMyeIg0qWpP6P/93//hxUrVmDChAl46qmnkJ+fj6VLl6JHjx7YsmULBg8ebJK4ACYaRHeVmJiIqVOnIiAgANu3b4evr69m29NPP434+Hj88ccfJozwJiEEysrKYGdnp/dzJyYmIjAwEFlZWTWmwiYyJT6jwLRp07BgwQI4Ojpq1j322GNo3749FixYYNJEg1UnRHfx3nvvoaioCCtWrND6ALuhVatWeP755zXLVVVVeOuttxASEgKVSoXAwEDMmzevxkRIgYGBGDVqFP7++29069YNtra2CA4OxrfffqvZZ+XKlZg0aRIAYMCAAZAkCZIkYefOnVrniImJQVRUFOzs7LB06VIAQEJCAiZNmgR3d3fY29ujR48e9/Rha8rSFKI74TMKREZGaiUZANCsWTP07dsXZ8+ebdA59YWJBtFd/P777wgODkavXr3qtP/MmTPx73//G126dMF///tfREdHY/HixTonQoqPj8fEiRMxZMgQfPjhh3Bzc8MjjzyC06dPAwD69euH5557DgAwb948rFq1CqtWrUL79u015zh//jymTZuGIUOGYMmSJQgPD0dGRgZ69eqFmJgYPPXUU1i0aBHKysowZswYrF+/Xg//KkSNB5/R2qWnp8PDw0Nv52sQQUS1ys/PFwDE2LFj67R/XFycACBmzpyptf6ll14SAMT27ds16wICAgQAsXv3bs26zMxMoVKpxIsvvqhZt3btWgFA7Nixo8b1bpxjy5YtWutfeOEFAUDs2bNHs66wsFAEBQWJwMBAoVarhRBCJCYmCgDi66+/rtP7E0KIa9euCQBi/vz5dT6GyFD4jNZu9+7dQpIk8cYbb9T7WH1iiQbRHRQUFAAAnJyc6rT/pk2bAACzZ8/WWv/iiy8CQI1i0dDQUPTt21ez7OnpibZt2yIhIaHOMQYFBWHYsGE14ujWrRv69OmjWefo6Ignn3wSSUlJOHPmTJ3PT9SY8RnVLTMzEw888ACCgoIwZ86cezrXvWKiQXQHzs7OAIDCwsI67X/58mUoFAq0atVKa72Pjw9cXV1x+fJlrfX+/v41zuHm5obc3Nw6xxgUFKQzjrZt29ZYf6M49/Y4iMwVn9GaiouLMWrUKBQWFmLDhg012m4YG3udEN2Bs7MzmjdvjlOnTtXrOEmS6rSfUqnUuV4IUedrGaKHCZG54DOqraKiAuPHj8eJEycQExODjh07Gu3atWGJBtFdjBo1CpcuXcL+/fvvum9AQABkWcbFixe11mdkZCAvLw8BAQH1vn5dPxBvj+P8+fM11p87d06znchS8BmtJssypk+fjm3btuGHH35AdHR0vc9hCEw0iO5izpw5cHBwwMyZM5GRkVFj+6VLl7BkyRIAwIgRIwAAH3/8sdY+H330EQBg5MiR9b6+g4MDACAvL6/Ox4wYMQL/384ds7QOhWEcf65BWwqCdOhWaOtkF50KxSHUTVzaIjhJuzjWuY6Ci3OhQ5yK0iLSzU/QwSEfoVCC38AOSqHDewdBCNfeS4aj93L/P8iSnJOT5YQnyXkThmHsxvv6+qogCFQoFFQulxNfB/C3Yo6+63Q6ur+/V7/fV7PZTNzfFT6dAH+wvb2t4XCok5MT7ezsxP46+PT0pIeHB7XbbUnS7u6uWq2WgiDQy8uLfN9XGIYaDAaq1+uq1WqJx9/b25Pnebq+vtZ8PlcqldLBwYFyudzKPt1uV6PRSIeHhzo/P1c2m9VgMFAURRqPx1pbS/6McXt7q+fnZ729vUmSJpOJrq6uJEmnp6e8JcG3YY6+B6d+v69qtapMJqO7u7vY8Uaj8RGIvty31rwA/5DpdGpnZ2dWKBRsY2PDNjc3bX9/33q9ni0Wi492y+XSLi8vrVgs2vr6uuXzebu4uIi1MXsvezs6OvplHN/3zff92L6bmxsrlUrmeV6sjG7VOczMZrOZHR8f29bWlqXTaatUKvb4+Bhrk6R0zvd9k/Tp9llZH/DV/uc52mq1Vs5PSRZF0W/7u/TDLMGKFgAAgARYowEAAJwhaAAAAGcIGgAAwBmCBgAAcIagAQAAnCFoAAAAZwgaAADAGYIGAABwhqABAACcIWgAAABnCBoAAMAZggYAAHCGoAEAAJz5CQKY3wHjPJ3SAAAAAElFTkSuQmCC", + "image/png": 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", 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", + "image/png": 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", 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" + "
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", + "image/png": 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", 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", 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", 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", 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" ] @@ -302,7 +356,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -366,7 +420,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -398,7 +452,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -428,9 +482,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
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0IAj3JUmS8A0dInriVdRaCZMrQPL8+0T2voDB4rjp9YrJQmDoEeJnf0J+/hzunh2feXu7xczzB7bz8dg0752eJFvsZNdAJ5IkbdS3JAiCcEOy0UznoZ/Z1Mf/wtfKMt/61rf49V//dSYnJzGbzczPz68r17iew4cP093dDUAmk2FycnJdjfM777zDT/3UT/H7v//7/KN/9I++8PquRwRoQRDuW4rRTGDbY8ROv4GjbQC1XiFx7j3Cu59DVq5/yORqFm8EV/coubmzmN2hm+5eGxSFx3YO4HHYOHVxgWyxzKM7BjAabn6AURAE4cuQJOkLH+K7G/zsz/4sv/mbv8krr7zCb/zGb/Brv/ZraJrGY489Ri6X48MPP8TlcvELv/ALa9f87u/+Ln6/n3A4zD/7Z/+MQCDAN77xDaBVtvFTP/VTfPOb3+RnfuZniEajAJhMJnw+35derzgyLgjCfc3sDuLu3UVh+SLOjiGalQLpicO33HLJ3TOK2R0keeFD1MbNW+JJksSO/g6e2jvIcjLHj46MUaxs3HAAQRCE+5HBYOAf/+N/zL/5N/+G3/qt3+Kf//N/zssvv8zw8DAvvPACP/zhD+nr61t3ze/93u/xzW9+k3379hGNRvn+97+PydQ6yP29732PcrnMyy+/TFtb29rb3/7bf3tD1ivpooHphjpx4gT79u3j+PHj7N27d7OXIwgCrf6oibG3qRczuHt2kL54FE/vLtw9o7d0fbNWJnr8VUyuAMGRJ2+5LCNTKPP2iQkaTZWn9gwS9rm+zLchCIIg0CrNePrpp8lkMng8nk1Zg9iBFgThvnf5UCCSRDkxh7tnlOzsacqpxVu63mC24d92iEpqicLitSe8b8TrtPHSoVG8ThuvHz3P5ELsi34LgiAIwl1EBGhBEO5pqqbd0u0Uk4XAtkep5RIA2ILdpMY/pF7K3tL1Vl8Hrs5hsjOnqOWTt7w+i8nIVx7axmBXmMPnpjlyfuaW1ywIgiDcnUSAFgThnpXMFvmb906RzBZv6fYWTxh3zw7y8+ewh/swWB0kz72H2qjd0vWevl2YHD6SFz5Ea9ZveZ2KLHNgex8Htm9hciHGW8cuUK03bvl6QRAE4YqnnnoKXdc3rXwDRIAWBOEe5rRZsFlMvH70PMvJ7C1d4+oewewJk548gm/gYbRmneT4B+j6zXeFJVkhMPwoWqNGavLILR9EvGyoO8xz+4fJFMq8+vEYmUL5c10vCIIg3B1EgBYE4Z5lNhl49qFhwj4XPzkxwczKzUsrJEkmsO0RAHJzZ/Fve5RaNkZ2+uQtPabB6sQ/eJByYp7iytTnXnPE5+alQ6MYDTKvHR5jIZ7+3PchCIIgbC4RoAVBuKcZDQpP7RmkN+Lng9NTjM+t3PQaxWQlsO0Rqtko9WIKb/8+8osXKEYv3dJj2oLdONu3krl0nHox87nX7LRZeOHAKO0BN++cmGRseulz72YLgiAIm0cEaEEQ7mnlah1Flnl0Rz/DvW0cHZ/l5MWFmwZSi7cNV9cIudkzGOweHG39pC9+cssHBL39+zDanCTHP0BTP389s9Gg8OTuQXb0d3Bicp4PzkzRVNXPfT+CIAjCnScCtCAI96yVZI6/fu8k0XQOSZJ4aFsPewd7OHtpkcPnZtC0zw7R7t4dmF1B0hc+wt2zE5PDR+L8ezRrN69NbtVDP4ZaK5OZOvaF1i9JEru3dvHErkHm4xl+fOQ8peqtHWgUBEEQNo8I0IIg3LNCPidBj5N3Tk6SL1UAGN3SziM7+plaivPe6UlU9caHAyVJxj/8KLqmkp48QmD740hIJM+9h67dfDfYaHPj3bqfYnSaYmz6C38fvW1+Xnh4hGq9wasfj5HIFr7wfQmCIAi3nwjQgiDcsxRZ5sndg1hMRt46fqU13EBHiKf2DLKUyPLm8XHqjeYN72NtSEp6mXJ8lsDIE9RL2VvusuEIb8Ee7iNz8SiNcu4Lfy9+t52XDo3isJp5/ZPzXFpKfOH7EgRBEG4vEaAFQbinmU0Gntm7jXpD5Z2TV3acu0K+Vsu4fJkff3KeSu3GfZutvg5cXdvJzpwCXcc/dJBSbIbC0oVbWoNv634Us63VDu8Wdq5vuA6zia/u305fW4APz05x7MLcTctQBEEQhDtPBGhBEO55LruFp/cOkswV+fjc9NrOccjr4vkDrdKI1w6fI1+q3vA+PL07MTn9JMffx+Jtw921nez0SSrpm3f1kBUjgeHHaJQLZC4d/1Lfi6LIHBrdwkPbehmfXeEnJy585g66IAiCcOeJAC0Iwn0h5HXx6Gg/08sJzk4vrX3e67Tx4sERZEnix5+cI5UrXff6y4cCdbVJevIwrt6dWLxtJMffp1G5eU2yyeHF27+XwvJFyon5L/W9SJLE9t42vvLQNpLZIq8eHlur8RYEQRA2nwjQgiDcN/raA+wa6OLUxQVmlq+0o3NYLTx/YASb2cTrR88RTV+/VtlgseMbOkQ5uUhp5SKB4UdRTFYS595Fa968VZ2jbSu2YDepycM0byF030x7wMNLh0YBePXjsVuetigIgiDcXiJAC4JwX9nZ30Ffe5CPxi4Rz1wJsVazkeceHibgdvDmsQvMxa4/AdDm78TVOURm+iSNSoHgyBOotTKpCx/e9FChJEn4Bw8gG0wkL3z0peqhL3PZrbx0cJSg18lbxy5wfnZFDF0RBEHYZCJAC4Jwz2qqKmcuLaJqV1rVSZLEIyNb8LsdvH1igkL5St2zyWDgmX3b6A75eO/kJJMLsever6dvDya7h+T4B62phcOPUkkvk5s9c9M1yQYTgeHHqBdSZG/h9rfCZDTw9J4htve1cezCLB+PTX9mez5BEATh9hIBWhCEe1YqV+LMpSXeOTm5boqfosg8tWcQk1HhrePrD+EpsszjuwYY7A5z+Nw0Zy4tXrOje7keWmvUSE8eweJtx9O3m9z8GKXE3E3XZXYF8PTtJr9wnkp66aa3vxWyLLFvqIdHdwwwvZLk9aOf3VlEEARBuH1EgBYE4Z4V9rl4Zu8QsXSeN4+tD8oWk5Gv7NtGtd7g3VOT1+xSPzzcy+6trXrpT8ZnrwnRBqsT/+BBSol5iitTODuHsYd6SU98TL14/fKPqzk7h7H62kld+PiWJhveqv6OIM8/vJ1ipcYPPx674aFIQRAE4fYRAVoQhHtae8DDc/uHyRYv93u+ctjPZbfy1J5BYpkCR87PrAvJkiSxs7+TgyNbmJyP8f7pqXUhG8AW7MbZvpXMpeM0Shl8gwcw2twkzr2LWr9xS7zL9+/fdghkebV+euNKLoIeJy8dGsVqMvKjT84xu5LasPsWBEEQbk4EaEEQ7mm6phL0OHn+4e1U6w1+fOQcpUpt7esRn5uDI31MLcY5N3NtT+fBrjBP7BlkPp7mJ8cnqDfX91z29u/DaHORHP8AdJ3AyJPomkby/Ps3PSSoGC0Etj1KLZcgNze2Md/wKrvFzPMHttMd8vLe6UlOXVwQhwsFQRDuEBGgBUG4Z1VzcaZf/yOqmShep50XDoyg6TqvHTlHrnilb/JAR4gd/Z2cmJy7bveNnrCPr+zbRjJX4I1PxtftYl+uh1ZrFdJTn6CYrAS3P0GtkLyloSkWTxh3zw7y82NUs9c/tPhFGRSFx3YOsHewm7OrteCN5pfv/CEIgiB8NhGgBUG4Z6m1CrVCkks//kPSU8dw2iy8cGAEk0HhR0fOkcwV1267e6CT3kiAD85MkcwWr7mvNr+br+4foVyr8+Mj5yhWrpRoGG0ufIMHKMVmKcWmMbuD+Ab2U1i+SGH54k3X6eoewewOkbzw4U1LPz4vSZIY3dLBU3sHWUnl+NGRsXWdRwRBEISNJwL0Z/i93/s9JEnif/vf/rfNXoogCNdhD/Uw8MKvYvGEWfzoL5l//z9jVnS++vB2nDYzbxw9TyydB1bb2+3Ygtdp4+2TE+vKPC7zu+08//DqLvbhc2QK5aseqxdHWz+ZqaPUS1kcbQM4O4bITB2lmo1/5jolSca/7RHQdVITH9+WUouukI8XD47SaGq8+vHYDYfFCIIgCF+eCNA3cPToUV555RV27ty52UsRBOEzmJxe+r76jwjtfJrc3Bmmfvj/Rc0t8dz+7atDU8ZZjGeAVsnD03uGUGSp1d7uU/XOAC67hRcPjmAxGfnxkXPEM/m1r3n7H8JgcZAc/wBNbeDdsqe1s3z+PZrVa3e1r2Yw2/APHaKSXqawOL6xT8Ll9TltvHRoFK/TxhtHx5mY39iSEUEQBKFFBOjrKBaL/P2///f5oz/6I7xe72YvRxCEm5Blhcju5+n7yi+jq01m3vz/kT7/Dk/u6KUj6OHtkxNro72tZiPP7NtGqVrjvVMX0bRrd4OtZhPPP7wdr6sVRC8HcFkxEBh+HLVaJDN1rFUfvf0xJIORxLn30NTPHvdt9bXj6tpOduYUtXzyM2/7RVlMRr7y0DYGu8IcOT/NkXMz13QXEQRBEL4cEaCv41d/9Vf52te+xrPPPrvZSxEE4TOozSYTpw6jqa2dZEfbAFte+F+wB3tInnuXpY/+gn3tJvraWrXPE/NRADwOG0/ubtUMH71OD2hoTf97dt/wWgCfWmqVaRjtbrwD+ylGpynFZlCMFoLbn6BZKZCeOHzT8gxP705MTj/J8Q9QG9eWkWwERZY5sL2v1aJvMcZbxy5QrX92uBcEQRBunQjQn/Lnf/7nnDhxgpdffvmWbl+r1cjn82tvxeJn/xpXEISNM3fhJHPv/Slv/en/wfzUOLquY7J76H7y7+MfOkQts0L06A8YlBYY7PBy5PzM2uTB9oCHA9v7mFiIMj4Xve79K4rME7sGGegI8dHZS4xNLwPgiPRjD/eRvvgJjXIOk8OLf9shSol58gvnPnPNra4ej6I166Qnj9zW1nODXWG+un87mUKZVz8eW1fTLQiCIHxxIkBfZWFhgW9+85v82Z/9GRaL5Zauefnll3G73WtvTz755G1epSAIl3VvHaF9aB9KJcX4a6/w/t/8CdlUHMVoJrz7q4R2PYukKGTnzhDJnmTIJ3FycoFjE3Pous5gV5jtve0cvzDHQvz60wVlWeLgSN9aG7xjF1rX+rbuRzHbVuuhm9gC3bh7dpCbPUM5tfiZ6zZYHPiHDlJOLlBcuXkXjy8j7HPxtUdGMRpkXjs8dsPvUxAEQbh1ki4676/5m7/5G/67/+6/Q1GUtc+pqookSciyTK1WW/c1aO1A12pXfg176tQpnnzySY4fP87evXvv2NoF4UFUSa+QGHsbyWgmEY+SXpikqVjxDT/OroPPYLZYKSxPkp48glqvIBnMrGgeJipuhnq7ODiyBUmCd05OspLK8fzDI/jd9hs+3vjcCsfG5+hrD3BodAtqOUf05I9xRLbg2/owuq6TPP8+1WyUyO7nMdrdn7n+9NRRiiuXiOz5KiaHb6OfnnUaTZUPz06xEMuwe2sXo1vakSTptj6mIAjC/UoE6KsUCgXm5ubWfe6XfumX2LZtG//0n/5TRkdHb3ofJ06cYN++fSJAC8IdUkkvk7rwEUgSBkeA2TMfkk9H0Wxhuvc9y7adD1HPJUiOv4/aqCEpRhaydcbLHvoHtvLErkE0Xef1T85TrtV56dAodov5ho83s5Lkw7OXaPO7eWLXVmqJaVKTnxDY/hj2YA+a2iB28sfomkZ4z/Moxhvfl66pRE/+GF1rEtn7IrJivB1P0ZXH03VOTy1y5tIivZEAj+zYguFTmwKCIAjCzYkSjqs4nU5GR0fXvdntdvx+/y2FZ0EQ7ixd16kaPUT2vYTB6qSeWWLo4PMMHXgBO2UW3v9z3vqLPyRVKBPe8wJGmxvQGehqY6c9w8SZY7z+UWua4NN7h5AkibdPTHzmNL++tgDP7B0ils7z5rFxDL5e7KEe0pNHaFQKyIqR4MiTaM0aqfEP0fUbd8BYN+Xw4tGNfnqufTxJYvfWLp7YNchCIsOPj5ynVL09BxkFQRDuZyJA36eaqspiPIOqivZVwv1rOZnj+x+e5uMLSzi2Poazc5j84gVsNht7fup/pGtwB4bMDGd+8O/56O1Xsfbtx+IOUcvF6d86xKFeO7MXTvHfXvsxsqTzlX1D5EtV3j9z/fZ2l7UHPHx1/3bypSo/Pnoec9duFKOF5PkP0DUVg9VJYPhxqtko2emTn/k9GG0ufFsfphSboRi9tNFP0XX1tvl54eERqvUGr348RiJbuCOPKwiCcL8QJRwb7G4p4VhKZHnr+DhGg0Jn0Et3xE9HwC1+XSvcVzRN59JSglNTC9QbTYZ72uj3aBQuHUVSjPgGD1LNLDN9/C0y8RVqJg+h4UfpCdipxC7hiPSTa8i8ceQMNouFrz33NGXJxtvHJ9jWE2H/cO9nPn6uWOGt4+PoOjw5HKE8+S6Otq34Bh4CoLB0gfTUcfzbDuEIb/nM+0pNfEw5MUdk74urO+W3X6VW552Tk6TyJQ6O9DHQEbojjysIgnCvEwF6g90tAVrXdbLFCvOxNPOxFJlCGUVR6Ai46Qn76Qh6MBkNm7Y+QdgIpUqNw+dn2DfYzWw0xbnZFYyKzI5uH57cBI1ytjUt0BMhceFj5s99Qr5QoOnqoGfLIE41h8UdQgoO8sO3P0CrlXju4VGKti6OTS5wYHsfQ92Rz15DtcZbxy5QqTU41KmgR88THHkcW6AbXddJXzxCKTZLeNezmF2BG96PpjaInvgRkiwT3v08snJn/vtUVY0j52eYWoqzvbedvYPdyPL1Dxfquo7WrNGsFDE5vEiyeEEuCMKDSQToDXa3BOhPy5eqa2E6mSsiyzJtfjc9YR+dIS8W0+09vCQIt0OmUOYnxy+g6TpP7h7EbjVx6uIC00tJnDYT2+15zMVFbMEefFsfpppZYeXseyzPXqBYB6OnnQ6vBY8vhHXLw/z449MUEos81u8mZe1lJtPkmb3b6Ah6PnMdtXqTn5y4QDpf4iFnGptWoG3fSxgsDnRNJXb6TZq1EpE9L2Aw2254P/ViZl1XjztF13UuzEc5Nj5Hm9/FI8MdyI0KzWqRZqVAo1qkWSnSrBbQmq2BLO37f+qO7ZQLgiDcbUSA3mB3a4C+WqlSYz6eZi6aJpEpgARhr4ueiI+ukA+bxbTZSxSEW1apNXj31CTJXHGtDCGVK3F8Yo5oOkebqUqPvoTD6SKw/TEMFifZ2dMsn/uIeHSZCkacNivt7Z34R57kvYk4yYVL7PHXWGh6KZoCvPTILrzOG7e3g9a5g/dOXWQ5nmSXYY5gIEB417NIsoJarxA98SMUs23tczdSWL5I+uKVrh63g66pNKslmtUCzUqBZrVIo1IklYwzPTuPUZHobfNjMZlQzDYMFgcGqxOj1bn6ZwdGm1vsQAuC8MASAXqD3QsB+mqVWp35WIb5WJpoOgc6BL1OusNeusM+HNZbGygjCJtB13Wq9QYmo6FVhrB4pQxBklpnAY5NzFHKZejR52lzKIS3HcAeGaBRypCaOMzSxdOkM1k0TcXj9dP38IucSCjEoktst6aZSDQweDv46Wcfx/YZ7e0AVE3j8LlpZmcusY05tow8hLe/9f+BWiFF7NQb2EM9+AYP3rAHs67rpMY/oJJZoW3vixiszi/03GjNxmpALq4G5CthWa2V1yYgSrK8FpANFgd1jHxyKUFVM/DI3h10hv1f6PEFQRDuZyJAb7B7LUBfrVZvspBIMx9Ls5LMoWoafpeD7rCP7rAPt8O62UsUhHVi6TxvHBtnS3uAkd42lpI5jl+Yoy3Q6tFsMhpQNY2pxTinJucwpi/SYczTu3UHweGDSLKBUvQSiYnDROcvUcimkCWZwPAhku5RlhMZBm1Fzkwt4Pb4+OmXnsdic3zmmnRd58TkPFNnP6FHTrDzib+FLdAJQCk2Q/LCR3j79+Hq3HbD+9CadVZOvIZiMBPe/dx1d3p1XUdr1K7aQS6slVw0q0XUenXttrLBiMHibO0cXxWWDVYnitmKJK1vyFRvNHn/zBTLiSz7tnUz3NMmhq4IgiBcRQToDXYvB+ir1ZtNlhJZ5mNplhJZmqqKx2GjO+yjJ+LD47CJf1CFTVdvNpmcjzM+t0K11qA74iPocXJmahGL2cgze4dw2Vsv/OqNJmPTy0yNn8KRn6IjEmHo0ItYnF7URpXszCkSUyeJL0xTK+WQPJ1Uep4h2zDQ51U4e26MkE3muccP4WzfetO//2PTS0x8/CoRq8r+F/8BJmurBCQzfZLC4jjB0aex+tpueH0tnyR26nVsoV4c4S1ru8mNq0Ly5XpkAMVkWbeTbLQ61/4sG82f+79XTdM5eXGeczPL9HcEObh9C4oiOp8KgiCACNAb7m4J0PVGk9OXFhnsDH/pneOmqrKczDEfS7MYz1BvNnHaLK0wHfbjd9tFmBY2lapqTC0lODezTLFSxeeyk8mXMRoVntw1SFvgymG3YqXKybPjJC98iENpMrDvKfq27QagmouTvniUxPRpMiuz1DCR8e2m6B6gry3I1OQ43aYCewc78W09gNHm+sx1Tc0tcu6dv8Tt8fHo1/4uRoMRXddIjL1DvZAivHqosHnVIb1G5UpALsVmqKSXsAV7MdndrXrkdQHZ0QrNFiey4fYcBL60lODwuWl8LjtP7RnEahZnJARBEESA3mB3S4COZ/K8fWKSWqNBm9/NYHeErqD3hu2pbpWqaURTeeZiKRZiGWqNBjaLme6wl56wn6DH+aUfQxC+KE3TmYumODu9RCpXJFOsYDYaeHrvEMM9kXUv9BKpLKc+ep1qfBp7pJ/djz6Pz+NC1zUKSxOkJo8QnzpFsVwmoYSJO7bR0TdENp1mmy1Ll13D07sTZ+e2a0ogrjY7fZGz7/wVRl8PBw8cQGqUqZeypCc+QmvWsQW6YfV6SVbWQrHR6kAxOygsnqdZK9P+8E9j/IL10F9WIlvgnZOTSJLE03uG8Ls/+0ClIAjC/U4E6A12twRoaO3KzcVSTMzHSGQL2CxmtnaG2NoZ2pBOG5qmE8/mmYu26qYrtToWk3GtZjrsc6HI4le+wp2n6zqLiQxnLi1x9tIihXKN/cO9fO3QDowGZd3tpsZPMX3iHSqakdDIE+wZ3YbVbKJZK5O++AmxsXfIJ6MkGlYW9BBSZDsOt5+DbRK24hxGuxff4MMYzPbVlm+Ftd3kywf4oouzzC0uU3F28fBABKfTjSTLFBbHsXjbCIw8idHqRDFfWxqlNqpEj7+GweIgtOsrnxnWb6dStcY7JybJlio8MrqFvrYb97QWBEG434kAvcHupgB9tVSuxORCjOmVJJqm0R32MdQdJux1bUj5ha7rJHPFtTBdrFQxGQ10hVrdPNr9HlE/Kdxxuq4Ty+R58+gFTk0t4HPZ+fqjO9ne07bu72O1kOb8R6+xEo1S9gwyNLqH7b1tGBSFcmqJlU/+G9mlCdJllemShazBjy3Yy3MDVkhcoFHKYXL6sbhDIMmteuSrSi0Us52VyRNMzi5Q7zjIVw7uxmW3UkkvkRh7F1fXCJ6+XTf8PqrZOPEzb+LqHsHTe+Pb3W5NVeXjsWlmVpJ87dBOsRMtCMIDSwToDXa3BujL6o0ml5YTTMzHyJcquB02hrrCbOkIYDJszOQzXddJ58vMx1thOlcsY1BWR4qHfXQEPet2AQXhTpiYj/LX754iV6qsjunuYWtneO3voqY2iJ37iJkLx4nXLEiuNgYiLgI2iWY5T27uLKXYDKW6xmzFSkazgrODrz2xD4dWoJJawujwEtj+ODZf+zWPr9arzB35b0xEixR8o3zloRH8bju5+XNkZ07dtO9zbm6M3NwZQjueweL97OmIt5Ou60TTedr8YoiKIAgPLhGgN9jdHqAvu/yP4OR8jPl4GkWW6W8PMtgduunAiM8rWyyvTkFMk86XUGSZ9oCH7rCPzqAXs0mMFBfujFKlxg8+PMXUQhSbUcJrldniM9LnArlZplktUy+kKSYXKdR1MsYwFneQgS29hIJh6uUc8VNvUCxkmSvKJIoqisPH3kefZ/tAH/npo9TySZwdg3h6d19zsK+ajbF88nUuVpykTe08tWeIiM9F6sJHVFILhHd/FZPDd92167pG/MxPaJRztO37GopJ9GgXBEHYLCJAb7B7JUBfrVStcXEhzsXFOJVanZDXxVB3mO6wb8NrmAvl1kjxuViaZLaAJEm0+d10h1tTEK1mMVJc+HJa/ZGr6/sir9YiNysFarUqJ1dqzGWbOMwGdNmEwWRmoCPA9t42XB4fmtokc+kYhXyOWTqIN210hrzsG+zBZtBY+eRvSM6eZ6mgEi1qWMwWPO1bGNr3BBFzjdzsGWSjCd/Wh7H6OtatLzd3lvTMaablXlaqRh7fOUBX0E3s1BtozRqRPS/cMBw3a2WiJ17D5PASHH1adL8RBEHYJCJAb7B7MUBfpmoaC7EMEwtRYuk8FpORrV1hBjtD2K2fPYHtiyhVayzEMszFUsTTBQBCPufaIUT7Taa+CUKzVqaSWrpqgEgrLGtqc+02l+uRjeuGh9g5v5Ln7EycjqAHj8PG1GKcpqbR3x5kpK8dh1khPXmYUmKOsrWN8bKbUq3JYFeYHb0RStNHiI5/zGwsR6ICXrcTxWDEHN7Kjt37MaQmqWRWsId78fbvQzG2QvHlneR6OcesaYjZRJGHt/fRH3IQPfkjjFYXoZ3P3HBMdiW9QvzsT/D07cbdPXJHnmdBEARhPRGgN9i9HKCvli2WmZiPMb2coNnU6Ax5GeoO0+Z335Zdr0qtwWK8Faaj6TyaphHwOOkOtQa3OG3i19XCtWq5BLHTb6BY7Fd6I1scq63gWn2SZeXGv9WYi6b44OwlPHYrj+7sZzGeXRvK0hPxM9LXhqm4RGb6BAabh6R9K+cW0wCM9nXQISeJjx/mwswcmYrOls4I9UaDsqrg3bKHwe4wzeUxkGS8/fuwBXuQJGltJ9lo9zBn2MKF+Si7BjoZDJhInP0Jjkg/vq0P33Dd2emT5BfHCe96DrM7uOHPqyAIgvDZRIDeYPdLgL6s0VSZXk4yuRAlUyjjtFkY6g7T3x66bbXL9UaThXiG+Via5WQWVdPwOu30RFo70x6H7bY8rnDv0XUNdP2Gu7W3Ip0v8faJCTRd56k9g3idNi6tDWWp0RH0Mhi0Iq+cRGvWcW55mImMzuRCDLvFxGhQQYqe4eT4NPlqk9397ShGI9FEmprRRdfwfjqMRWrpRWz+DrxbH8ZgtlFJr5AYextXzw4Wmj5OXpxnqCvCsLdB5uJRfFsfxtm+9frft6YSO/0mar1MZO9LKEbx2xpBEIQ7SQToDXa/BejLdF0nkS0wMR9jLpZGAvraAgx2hwm4HbftcRtNdW2k+GIiQ1NVcdmt9ET8dId8+FxipLjw5VVqdd45OUk6X+LgyBb6O4Joms5sNMnY9DLZYpmgy0YHUVz1BO6u7UjBQU5MLbIYzxC06nTVpzk9OUemYeCxAS9ul4NYukAyk0NzdrBl6zbc5VnQVDx9e3C0DZCbPUN+4RyhXc+ykIfD56bpjvjYbstSiU4R2vksFk/oumtuVotET7yG2R0isP0J8d+BIAjCHXRPBehDhw7xR3/0R4yOjm72Um7ofg3QV6vU6kwtJphciFGq1gi4HQx2h+mN+DEot689napqLKdaYXohnqHeaOKwWtZqpoMehwgRwhemqhpHzs8wtRRnpK+dPVu7kWUJXddZiGcYm1kmkSlg0wp06lF62kOERp4gWWpw7MIcmUyatuo0y0sLJGU/z20P4VIaNCUDSytxMuUapvAgfWEX1uISFk8I78B+MheP0qwWiex7kaV0mfdPXyTosbPdsAS1IpE9L2CwXL8zTjm5QOLce/gGHsLZMXSHnzFBEIQH1z0VoNva2kin0/zv//v/zr/4F/8Ci+Xuq4t9EAL0ZZqms5TMMDEfYzmZxWQ0MNARYrArjMt+e382qqYRS+fX2uNV6w2sZtOVKYhelxgp/gCo1ZtcmI/SFfLidX7530bous743ArHL8zTHvTw+M4BTEbD2tei6Txj08ssLC0j5xcZ8BvZfeAJ7P4OppeTnJycpbl4mmJshoKlg+cf2YOzsoCua5SbEguLi5Q0I872QbotFcx6DWf7IMXYJcyuIMGRJ4ll8rx9YgK72cCoPIvVYiW8+zlk5folU+mpYxRXLhLZ/Twm5/Vb4AmCIAgb654K0Pl8nt/6rd/ilVdeoa+vj+9+97s8++yzm72sdR6kAH21fKnK5EKMqaU49UaT9oCHoe4wHQHvbQ+ymtYqL7kcpkvVGmajka5wa3BLm98tRorfp6KpHK8fHQd0HFYznSEvXUEfIZ/zS/3MlxJZ3j99EavFxNN7hq55QZjMFTkzOcvE+FkMjSI7h4fYs/8QsixzbmaZM5+8T37uNA1LgGdf/GkieoJSfBbFZCOZL7ESXaFq9BIItdFhyKLIMmqtRGDbI7i6tpPOl3jr+AWkZo1RZZZAWzf+bY9e9wWCrqlET76OrjWI7Hnxmt7TgiAIwsa7pwL0ZUePHuV//p//Z06dOsXf+3t/j//z//w/CQbvjpPoD2qAvqypqsxGU0zOx0jmitgtZga7wgx0hu5Ij2dd10nlSszFUszH0hTKVUwGAx2rI8U7Au7bWmYi3FnxTJ4ffXIel9WC1WykUKlSrtYxGQy0Bzx0hbx0BD1ru8ifR65Y4e0TE1QbDZ7cNUhb4NrJe5lCiWNHjzAxdQmrzcGeffsZ6e9F0zXe+Mk7zJ78CarByujjX+fRoQjZS8dpVArIVjdLy1ES6TRNW4g2rw1PeR5Zluh+4u9j8YQplKu8eWycSj7NqHGZnuE9uLuvX77WKOeJnngNa6AT/9AjopRJEAThNrsnAzSApmn8X//X/8U//+f/HEVR6OrquuY2kiRx+vTpO7quBz1AXy2ZLTK5EGNmJYkO9IR9DHWHCXqcd+QfeF3XyRbLzEVbO9PZYhlFUegMeOiOtEaKb9T4cmFz1BtNppYSTM7HyJcruO1W2vxuZEUimsqTzpeQJImIz9XanQ55cVhvvbyoVm/y3umLRNM59m/rZag7fN2/u8noAp98/B6z6RqOYA/bBwfY3tvG8TNjnHn3v6GqTWwDB/lbTz+OubRAfn4MSTGiGqzMTV8iXW4g2QMEqrP4rAo9z/wCNn8nlVqdt45fILE0yy5njm37n8bm77zuWkvxWZLjH+IfOogj0v+Fn9NP03UNtV5FrVdab7UKaq2Mq2sY2WDasMcRBEG4l9yzAbper/O7v/u7/MEf/AF+v5+hoesfoHn77bfv6LpEgL5Wrd7k0nKcifkYhXIVr9PGYFeELe0BjIY7txucK1bWyjxS+SKyLNPud9Md8dEV9ImR4vcwXdeJpvJMLERZiGfWRtN3hjwUKzUW4pm1/uJep43OkI+uoBe/237TF3OapnN8Yo7xuRW2doZ5eHvvdctD1HqFxbMfMD6zRBQ/ijNIf0eQYqHAwsk30cpZSp5B9j50kJ09fhpLZymnljA5fRQqdeZmLpGrgVYtMOA30rPvWbx9e2gi8faJCeYmx9gdUNnz+Ncw2q/dDQdITXxMOTFHZM+LN7zN1c+Z1qy1AvFaOC6ve9+sV9DqVa7+Z0KSJBSTldDOr2C0uW7hpyMIgnD/uScD9Jtvvsmv/MqvMD09za/8yq/wr/7Vv8LpdG72sgARoD+LruuspHJMzMdYjGcwGGT6O4IMdoXveG/nYqW6GqYzJDIFkCDic9Ed9tMd9mI1i521e9V1R9N3hYn4XcTSBRYSGZYSrS4uVrOJrpCXzpCXNp8bRblx3fTUYpzD52cIehw8uXsQi+nakiRd18jNjZGaOcty08USQWpNnVyxhCM/hbUSJ2uO4OjcwciWDvrdGsW5U6j1KmZPGysrSyzOXSJVqBAIBBgd6CW07QAmdxvvnbrA+Olj7Gm38vBX/tZ1ez9raoOVEz9C0jX8w4+jN+utIHw5GF8dkusVdE1bd71isqCYrK03sxXFZMOw+v7y52SjGUkSZwoEQXiw3VMBOpFI8Gu/9mv85//8n9mxYwf//t//ex5++MbTujaDCNC3plSpMbkY5+JCjGq9QcTnZqg7TGfIe8cP/JWrdRbirZ3paDoPOgS9rZHiPWHfbRljLtx+qqaxGG91iYmmc1hMRgY6Qwx2hbCZzcSzeRbiGRZiGYqVKgZFoT3gpjPkpTPovW5AjmfyvHNyEoMi8/TeIbzO67eXq2ZWSF74iKYOefd2xqMlTl2cJ6gn6ZIS6PYA1cAIZpOFXVsihLQExeULrdBq9zNx4gNiiSRNZzvdIR9Dg1vxbNnHkbGLnD32IaMdbvbsP4TWqF61g9wKxvVihvziBUx2D9bVcg/ZYEQx29bCscFkbX18dTg2Wb7UQBpBEIQHyT0VoH0+H/V6nW9/+9v8+q//OspdeBhMBOjPR1U15mNpJhZixDN5rGYTg10hBjpD2C13PrhW65dHiqdZSeVaI8XdjrX2eC679Y6vSfjyssUykwsxLi21RtN3BD0MdofpCHgAyJUqLMYzzMczpLJFoPUiqmu1bvrqn3uxUuXtE5MUylUe2zlAd/j6reOatTKp8Q+p5RM4uncy33DzV++dxFBJ0q0u4PL68A49xmKmhtNmYme7DVNynGpmBaPVRXJxkmgyQx47DUz0eyVCwSCJfI2l5SVCPi99/VsxmG1X7Ri3gnEtlyC/eIHA8KM4OwY/c5y5IAiC8PndUwH6pZde4v/+v/9vent7N3spNyQC9BeXKZSYmI8xvZxE1TS6Qz4Gu8NEfK5N6SpQbzRZSmSZi6VYSuZQVRWv07YWpj0OMQXxXtNoqsysJJmYj5EplHBYLatdYoJrO86VWp3FeJaFRJqVZA5V03DZrWthOuB2omoaH56dYiGWYffWLka3tF/374KmqWQvHSc7ewaTw0fN0cFPTk6RLxYx52awKjrdPT3Iap1ypYrDYiZoB0opdHTUepWybiZTk8nUJSw2Nzu3bSGr2/nk/DRDw6M88/ij1/zWRtd1Uhc+pJJeJrL3RYzWu6PETRAE4X5xTwXoe4EI0F9evdlkeinJxEKMXLGMy25lqDtMf3vwC7Uj2wiNpspyKsd8NMViIkOjqeKyWVthOuLD77r5YTTh7qHrOslckYn5GLPRFBLQE/EztDqa/vLPsqmqrKRyLMQyLCYyVOsNLCYjHQEPHT47sVSGc9NLdPms7O12Iam1T5VUVNE1jWYlTzm5gCQr1B2dzGbrKFYvKwuXUJplHJ2jtPcOkinXKdZ0etsDbDFnKc+dopqN4RnYTzKdZWF+lmxDIRyOYLdaOLVYpH94F185tO+aA7las0H0xGvIBiPh3V8V5RmCIAgbSAToDSYC9MbRdZ1YJs/EfIz5WBpZltnSFmCoO4zPdf3a0ztBVTVWUrm1keK1RgO7xdyqmY74CLidYgriPaRab6yNpi9WqnjtFra2uej02lYDcau2uFEtk8tlSadT5HJZatUqkiRRxcxsyUDAZeOJwQAOu+NKbfHlsgqTFV3XyVw6TqOYZl7pZrqg8NBQD+c/eZN6fAbN24O5fQSn3UqmUEbTYThsxbH4PtXUAqHRp5HtXqbHjrIUjVOSbDhMBqKqg+7hh3j2wI5r6rZrhRSxU6/jbB/E279vk55hQRCE+48I0BtMBOjbo1ytc3Gx1VmhXK0R9DgZ6g7TE/Z/ZueE203T9CsjxeNpKrU6X3905w0PlwmbR9fUq/oZl1vBuNZq1Xa5O0U6kyaVzpIvVZFlCa/LRsDrweF0rQZh29phvKoqEyvWWMpUmUuWmImmsZlNPL13iNEtHXgc1mt+K6FrKtmZ0+QWznO24CBnCvHk7m2cPf4RjZUxbL4OYpY+ZIMJk0GhVK1hMylsyR/DUk/i7NiGu3uEXCrOpbFjrKTz5OoyFVsbW3Yc4Ln9I9cces0vXiBz6TjB0Sdv2ENaEARB+HxEgN5gd0uArtQanJlapDviI+x13Tc7opqms5DIMDkfZSWVw2w0srUzxGB36HMNyLgdLpcFXF0CINx+uq6hNa6UTrRatpWvDP24HJDr1XXXSbJ8Vcu29e3aqrrMbKLEpViealO/aZeYar3BpaUEbxwdZzmVpSPgoSvkW2uRF/KuHy1eTi4QG/+IjxcbSJ5uXnh0H0eOHaO5cJyujjYqgR1cipdoqCogoVcLdBTP0uax4XI5MbuC2MNbWLp4mkvnT7KYqRBVOujbvo+/9fTD69pC6rpO8ty71PIJIntfwmARL+4EQRC+LBGgN9jdEqDjmQLvn75IqVrDYjKutmTzE/bdP2E6V6ysdVZoNNV1nRVEgH0wVLMx4mfeumbQh2yytFq1XW7X9qlyCsVsRTaYb/r35HpdYrZ2htjadf0uMaqq8dHYJU5PLeJ12DCZDFRqrdHiHcFWqG4PujEZDDQrBRbPvMdb51dwhbp58ZknOHxyjNLUx/SH3XTufprpnM7EfJRCuYZaSBAoTeLrHKTXJWHUKjjatyKbHVz48PvMzM4w3QxhCG/j53/6eTpCV7qDqI0q0eOvoVjshHc9K/o4C4IgfEkiQG+wuyVAw5Ud0dYo6xTFSitMd4V89EbunzDdaKrMrqS4MB+9YWcF4f6k1iuUk4vrw7HJclsCYqZQYnI+zqXlBKqm0RXyMtQVIeJf3yVG13XG51Y4fmGe9oCb7X3txNKtntOZQglZlgl7Xa3d6YCL5PRpXjs8RiQU5KXnX+DwuSnS4x/S55Xp3/MU5mAfE/Mxzs+usDQ7gbEcx9o2xPagiYgew2Sx4u7ZQXziEy6ePsxM0cSKoY3nnnqaxx7eu7a2ai5O/PSbuLpG8PTt2vDnRxAE4UEiAvQGu1sCtNasU8snMFgcGCwOkGRSuRJzsRRz0VaYNhuNdIW9a2H6Tg8w2Wi32llBEL6MerPJzHKrFV62WMZlszLYHaK/PbRuHPxiIsP7py9is5h5es8QLruFYqXaapEXbw3t0XUdr9OOUs9x/sIFhiMOnnnmOU7OZ1k69zF91hJbRh7C278XVdOZnI9y+P2fkMhXaDrbCbvM7HYX8ctFbN426qUssZlzTK7kWa6acHeP8Lde+hrhgBeA3PwYudkzhHY8jcXbtllPoSAIwj1PBOgNdrcE6GpmhdiZnwCtX2krZisGixOD1YFitlNQjSznmyxmKpRqTUxGw1qZR8R/74fpSq1Vkzq5EKVYqeF3ORjqDtPb5sdwFw7gEe49uq4TzxRaXWLiaSRJoi/iZ3D1BRu0yozePjFBtdHgyd2DtPnda9fXG02WklkW4xmWElmWYgkWFxcZDsg8dXAfWcnD9PgJtigJevoGCGx/HMVoplJIc+LdHzJdsbNUs1GtN9jihl3OHG6TTrNSQDbZGJ+PsbQSpW72M7z/KQ4+vB+b2UT87E9olLK07XsJxSQGAwmCIHwRIkBvsLslQOu61uowUCnQrBZbb6t/blQKaM3G6u10iqqBaNVAtCxRbspYrDa6IwH6utrpiITu6cCpaTrLqSyT8zGWElmMBoX+ziBDXWExVVDYMJVafa0VXqlaI+B2MNgdpjfiR1V13js9STSd5+HhXoa6I9dcr2oa8UyBt46d59S5CXyGKqGAH5O3nVI6xg5LnL6udkKjT2G0uShGL5G88DHV4E7OJ5uMzSzTqNcZ9dTYbsshF6O4ukdZrNmYOvEuqqqiBLaw/dBzjPa2kTj1Y0x2L8EdT4vfzAiCIHwBIkBvsLslQN+M2qitC9XNSoFGpUAqk2MhVWIp36BU1zEZZDp8DnrCXtqDPsx2Z2sn2+LAYHXcU8MZCuUqFxdarfBqjQZtfk+rs0LQe1/UggubT9N0lpIZJuZjLCezmIwG+juCbO0IMbkY48JclMGuMPuHe6/7Wx5N03nn1ASTFy8R0ROUMbKiekmmM+yyxBiIuOjZ+yyB9h5SEx9RSS4S3vMCqQp8OHaJ01MLyI0ye20xOrUl/H07KAb2cebIW5jyczRlC1LXPnYOD2OLn8DTtwt39+gmPFOCIAj3NhGgN9i9EqA/i66pNCoFkskUs8tRZlZS5IslFL1JyKLS5pAI2hQMSqsNmMHqWK21dl75s9WJYry2S8HdQFU15mIpJuZjJLIFbBYzg10htnaGsJpNm7084T6RL1WZXIgxtRSn3mjS5vdgMRmYjaYIeZ08uXvwuodcG02V1z85T7GYZ78zRbNaZFrq4th0ilB1hrC5jqFthHDvMK7ECRx2G217X0CSFeKZPG+fnOTUxBzuygI7DPNs2TIAHbs5MZvGlTqDUkmRMQYxB/sZcFTZdvB5LO7QJjxDgiAI9y4RoDfY/RCgP03XdbLFMrPRNHMrKbL5PAoqbS4jbQ6ZgFlFr5VoVguojfradbLBiMHixHhVqF4L12brXdFKK5UrMbHQepGgaRo94dahw5DXKX61LWyIpqoyF221wktmC6iaTq5Yoc3v4qsPj+B12q65plyt8+rhMcwGiYd9ZaqJWYq2Do4njDhKcwS0BBklQNEUwJcdw9W+le6dj9Hmd2NQFFLZIj8+ep7x00cJNpcYiriIdPQwXvXh1Ar4MqdJFGokdTe+tm6eeeEbuJzOTXh2BEEQ7k0iQG+w+zFAX60VpivMRVPMxdLkimWMBoXOkI/eiI+I24ZWL62WhRRpVgtr79VaZa1fryTLGCz2q3atr9q9tjiQFcNNVrKx6o0mU0sJJudj5MsVPA4bQ91h+toDmAx3di3C/evyC7YL8zGml+JYzSZeOjjK7q1d17xgS+dL/OjIOSJ+Fw+1GchOHSOnWzhT8uOTSwyakmhmNxnNRnbmFCnHVjRHhDa/i66gj86Qh0KpzKvf/6/MryQJWjR63AoVSwhDaIBtzBK9eIpovk7FN8TuJ77OaH/HPX3mQRAE4U4RAXqD3e8B+tMyhTLzsRSz0fVhuifsoyPgWTdmW9fUqw40XgnXjdWPdU1du61itmL8VEnI5brrWxmA8UXpuk40lWdiIcpCPIMiy/S3BxnsDl93p1AQvoh6o8mF+Sg//uQ80VSOgc4QT+0epL8jiMm4vhXe28cn2NYbYVenm+T4B6RzBU6Vg7isBkbNMcxmC4rJSiGTpNL2MMv5OolMAYCAx0Gbx0p1+mPOR6ssF5pEtCgmg4K9c4RDO7aSPPbXLC3Ok7N2Y9r6JHtGR+ht84vfwAiCIHwGEaA32IMWoK+WLZaZi6aZi6bIFssYFIWukJfuiJ+OgPszd7Z0XW+NYV63a32le4jaqK3d9nJpyOVwfXWJiGK2bVhpSKlaWzt0WKnVCXldDHWH6Q777vk2f8LdQdM03j45yYdnppBlid6In/6OEEPdYXyu1sjtC3NRPhmf4cD2Pra2+0lf/ITY4jQnck7sngC7bQkMahW92cTsDhDe/VWqDY2lZKbVIi+Zo1bKQ2YOj8/PfNlEIzqOvRrH7PLz2LNfxzD7AbHJT8gpXvKuQVx9e9k/MkjA49jkZ0gQBOHuJAL0BrtbArTaqJKfP48t1IPJ4bvju0m5YoXZaIr5WIpMoRWmO4NeeiI+OoKez/1rYq1ZXwvVjU+15lNr5SulIZK0tlO9buf68u618vknE6qaxkIsw8RClFi6Nc55oDPEYGcIu/XKQcl6o0muVMHvcoiuHsLnMruS4p1TE9TqTRw2M6qqEfQ4GeoO0xP2c3xyjon5GM/s3UZ7wE1xZYrlC59wJCph8nVywF9Bzy6g1sr4tx3CN7B/7b5VVWMllePixDkuTowjudupyTaSsUUs6QkcSoPOgR30uHSU+HnKdY2U7qDg2Ubn1l3sGeq57thyQRCEB5kI0Ff57ne/y3e/+11mZ2cBGBkZ4V/8i3/Biy++eMv3cbcE6Go2xtyJt7AoOkabE1uwB3uwF6PdffOLN1iuWFmdgJgmUyhhUBQ6gh56I/4vFKY/rVUaUrqm3/Xl95p6VWmIybIuVBuvOtgoG29eGpLOlzg7vcSFuSilag2n1YLLbkGSJKr1Vm/tn35sN26H6DEtfD7JXJF3Tk6iaRqD3RESmTwrqRxmo5H+jiCxTJ58qcILB0bwOu3UC2kWz77Lh5ey6K4OHu+z05w/hlqv0vXY/4A91HvNY6Qmj7A4e5FqcCcrRY0Lsysk58YINWO47RY8Hi+9ES+OeoJMLk9aCVDxbWfb8AgjfW2iPloQBGGVCNBX+f73v4+iKGzduhVd1/ne977HH/zBH3Dy5ElGRkZu6T7ulgC9lMjy1rHzhMwNeu117M0MWrOByeFthelQT2vE9x2WL1WYi6aZjabIFEooikJn0ENPuBWmjYaN/Qd6rTTkmnDd+litV9duKyuGtXAtm2zUJBNl1UBRVSjUIVeukStVUVUVVdPIl6oUKzVUTcPntLOtO8JIXzshn1OUeAhfSKVW5+2Tk2TyJR4Z7cfnsjO5EOPSUoJqvUEyV8TrtPF3vrIfu9WM1qwTHf+Yd05OUTH7eGpHD/XxH4OuseWr/x/MrsC6+9c1tTWJsJwnsucFKprC5EKM//b2YZrRcdrlDJJiQG7fxVa/QqBwkVxDJmlsh/Awe7YPifpoQRAERIC+KZ/Pxx/8wR/wy7/8y7d0+7slQJerNV47PIamt/5RdllNDPoVAlKBWmYJTVUxuwLYQz3Ygj2bMtI3X6quHkBMkc6vhumAh+6Ij86gd8PD9PWUy2Wy6SS5TJpCLk2pkKVSzNIoF5DUKpKuoygKZpMRi92FzenG7vLi8vhwuHwYrXYyNYmL03PE5icwVlM89rW/h9/rve1rF+5Pqqrx8blpppcTjPZ1sGewi6aqMbuS4sz0IkfHZ3FYzXz9kZ0MdkewmAxkF8Z584PDpBomntqzDW38VWSjib5n/8drQrRarxI9+SNkg5nw7ueQFQO6rvPG0XE+OPwxPaWzKGqVJdMWqrY2Bowp+oxpGkYHKXMnzs7t7N8+IOqjBUF4oIkAfQOqqvJf/st/4Rd+4Rc4efIk27dvv+7tarUatdqVA26nTp3iySef3PQAncwV+eDMFPlSBZvFhCLLFMpVrGYTQx0BuuwNmplFKpkV0HXMnjD2UC9Wf+emDEC5HKbnomlS+SKKotARcNMT8X/pMK1pOqVqjVypQr5UIVeskitVyBUr1BqtsgsJCYfNjNtuxWW3tt7bTNgNGopa+9TBxst/LtMoZ2mUcmhaA12xUDT62f3Mf4/NKwZTCF+cruucn13hxMQ8HSEPj+0cwGRoBd2Li3H+6zsnUDWNnoif3rYAQ11h7JR58603WchUeWykB+P8Bxjtbjof+Vls/s51918vpomdeh2rvxP/tkeRJAld1zk3s8y7J84Rib6HXMuSUsIsEqZQ12mXMwzYS6hmN2VXPy8+9xx+twjRgiA8mESA/pSzZ89y6NAhqtUqDoeD//Sf/hMvvfTSDW//27/92/zO7/zONZ/f7AANrX+E5+MZxi4tkcoXsZnNGI0yhXINWZLY2hliW4cPqRSnFJ+llouDJGH1tmEL9WL1d3yhQ3dfVqFcXevmkcoXUWSZjstlHiHPDfsyN1WVXLHaCsmrb/lShXypiqppACiKgttuWReU3Q4LLpt1Xcu9G2nWypQTc63nKxtD11SMdi9GmwvZaEGtlQiOPLEpO/rC/WcxkeH90xexW8w8vXcIp80CwHwszVvHxnE7bEhS678Zr9PGQMTL3MQJJufj7Ouw4KsuYHL5CQw/jqtr+7rSi3JinsT59/H07cbdfaVEbWoxzuETZ/AljyHpTaqqTMXkYaHhJpvN4tfStFvqfOVn/xHh9q47/pwIgiDcDUSA/pR6vc78/Dy5XI6//Mu/5D/8h//Au+++e8/tQOuaitqoYTDb0HWdlVSOselloukcFrMRm8VEoVSlqWr0tgUY6W3DZZYoJ+YpJ+ao5ZPIioLV34Ut1IPV24Yk3/kDRMXKlTCdzBWRZZmgx4HXacNmNlOp1deCcrFy5edgNZtwrQZlt2M1KNut2Cymz12/qdarlJPzlONz1PKJ1osMXzu2YM+mvcgQHhzZYpm3T0xQb6g8uWcrEV/rIPC5mWWOT8xxcGQLdouZyYUYi/EMigx6MUZsZZndrgIdbgMmhw9n+1b8gwfX/XecnT1Nfv4cwZEnsfo71j6/EE/z8Yfv4S9N42jvJ7Y4C806uqebhbxKPpvml37uG7S1d356uYIgCA8EEaBv4tlnn6W/v59XXnnllm5/t9RAV7NxYqffwGhzYvFEMLtDWDxh0uUmZ6eXWIxnsJiMOGxmSpUalVqDNr+H0b52In4XarVIKTFHOTFHvZhFNhixBbuxB3swe8K3fQy3pukUK5dLLVq7ytFMnoVommS+SLlaR5Ylgh4nPWEfvZEAfo99LShfPYziCz1+s045uUA5PkclG0XXdQzOIEZvF4o7giYpNJoajaZKU1VpqCrNpkZDVRnpbcdsEtMLhY1Tqzd57/Qk0XSeh4f7GOoOo+s6R87PcHExzrP7hmkLuClVakwuxplajLO4ME8hPsce6wrb+vsw292YHL51vyHRdZ3k+feoZmNEdj+/rktPNJXjyJt/g03NsuOpn+HS+GnSc+eQzTZM4a088/Rzt/RbG0EQhPuRCNA38cwzz9Dd3c1//I//8ZZuf7cEaK1Zp5JZoZaNUc3GaJTzABhtLiyeMDWjm6l0k9lEAaNBweuwUak1yJcr+Fx2Rvra6Qn7kWWJeilLOd4K041KAcVkWe3k0YvJ+eVO5NebTfKlKrnilZKLXKlKoVxFWy27MBqU9bXJDisGRSadL7EYz5DIFpBlmXZ/q2a6PeBGlmQaapNGU6N5VbhdC7yrn1/7XFOj2ajRzEcht4JeSqBpGnWji6o5QN3iR1dMN/w+FFnGoCgYDQrPPjSMy275ws+JIFyPqmkcn5jjwlyUoa4IDw33APCT4xOkckVeODiCx2Fbu+18LM37J8eZGTvCMLN09Q8TDgYwm0wER57E5PQBoDUbxE79GF3XCO9+ft0ZiFQmy+FX/wxZMfDoT/081WKOscNvUEqtcOClf0CorePahQqCIDwARIC+ym/91m/x4osv0t3dTaFQ4D/9p//E7//+7/PjH/+Y55577pbu424J0J/WrJWp5eJUszFquRiNcmvUr2a0sVIxsFiUUM1uAj4/DVUlmSvisJoZ7m1joCOE0aCg6zr1QqpVA5yYQ61VMFjs2IM92EK9GO2e64ZpXdcp1+rkLx/euyoolypVNF1H03RMRiN2ixGbxYzNYsRqMmE2GVBkmaZ6JQjXVZXm2s6vRqlSI5EpkMgVKZRbbemcVvNa6cand8kkScK4GnYNMpjrGYzlOEo1hYKOYvdi8HRi8rVjtDgwGhSMioLBsBqSL19rkFufVxQxOEW4YyYXYhw5P0PY6+KJ3VuRJYkfHTlHU9V48eAoVvP6kqKzl5Z477W/wFeawurvxuPzE7Qb6N3zNPZQK4Q3KgViJ3+EyeknOPrUut8wZRIrfPKj/0zN3s5jz34dj8NKdHGW9u4td/T7FgRBuJuIAH2VX/7lX+att95iZWUFt9vNzp07+af/9J/ecniGuzdAf9qVQB2llo1TLmRJ5grEy9AwuXEFutBsHuK5CkaDwrbuCINdYUzGy6ULDcqZGOX4LJXUImq9imayUzMHyRt85OsS+XKVQqlKoVKl0VTRNA0dMBkMq4FUwWiQMRsNa0H5ei7v7K4LsQYFgyJf9XkFoyLTaGqk8kVi6TzZYgWDItPmd9Pb5qcn4sdhMSOhUcu1Dk5WUovr+2MHuzFYnXf2hyEIn1Msneedk5MYDQrP7BvCoMi8+vEYTpuFr+7ffs2LxuVElo9++P8g5RaweiPUMGKjTnhwH0N7HsVqNlHNrBA/+zbOjm14+9f/vys5c45TH/6YjHsbjz/66FodtiAIwoNKBOgNdrcE6Fq9yZlLi3SHfTis5nWlCg31ShnD5ZKGerVIM5+klouRjS9SzGVQNQ3N7Car+EjUjTQlM16XA5/Ljg7U6g2q9Sa1eg2lksFaS+LUciiSRsPgRLWHwdWGzeHCZTPjsltx2iyYDIbP3M01GuTVgNwKyV+0RKRcra9NQIxn8qi1Mj6lSkDKEbJq2J3u1dDcsykTGgXhyyhWqrx9YoJipcbjO7diNhl4/ZPzdId9PLZz4Jr/buLxJJ+89v+0JhVGgpSaMrlMkoYtRHD4Ebb1dGAqLpC5dILAtkewh/vWrtV1nejZt7kwPs6Kc5RH9+2gJ+y709+yIAjCXUME6A12twTos5cW+bNX36GBCavFjNdpw+u0rhvFe7mUwbC6m2u6HFoNMlKjQnx5jnRsEaWawSyp5DUz0bqVCmYcdgc+f5Cg34PHYcPrtONz2fDYzJjqGZrZRarpFdA1zO4gtmAvtmAXivHO1QZfKTmZJbk8y2KqSKyiUMCB0eGhIxKhN+KnK+zFYhKdNIR7T73Z5MMzl1iMZ9gz2IXdYub9MxfZ2d/J7q3XtpiLLc5w4q2/pGxwMxK2YTIaSGUyJKoyKecQPo+PbpZxqmnadn913RAWtVFj+dgPmUmUmDMO8NIjO/G77Xfy2xUEQbhriAC9we6WAJ2JznHpkx+RNwRImdpJFRsoikRn0MtAR4ieiA+jQUHTdPLlK8NFrvRQbo2s1nSdfLFKuZjF3CgQtjYwSRqpskZNkwj73Ixu6aSvtxeLJ4RsuHLQbq2TRWKOaiYKgMXbhi3Ug83fhWzY+NCq6zqNUoZyvFWn3ayWUMxW7MFubMHWocdqvcFcNMVcNEUs3TpcGfG56Al76Ay6sRiN6Lq2eoca6Dqt/0xW36++6Vz159Wvo2uYXEFkRXThEO4MXdc5NbXI2UuL9LUHcVrNnLm0yKM7BujvCF5z+5WJY5w+8i555wCjnip2uYmuaZRUmah1gOW8ijtzhqDdwNDjfxuf78pOcy2XIHrqDaqOTgb3Pi5GeguC8MASAXqD3S0BWlObFJcnycycRG/WwdfPXNXGxeU0iVwRTdNxmBUcRhmLSUaWwGQ04LCYcFrNOGwmHBYTDqsZi9EA6MRSWaaW4uQLZVxmCZOisZIqkswXscsqW9w6PUEHZocXk82DweZGVlqHD7VmjVo2vtoRJIskyRgdXsyuECa7B2T5C4VVHUDXUGsVaoUUjWKaZr2KrCgYbR6MNjeKxY6ETuuyVjC+/Ne+2tSJFposFVRSZRUJ8NsU2l0KbQ4DZsPnDwjt+7+O0ebakJ+jINyqmZUkH529hMdhw2YxsZTM8txDw4R96/8u6rrG4vHXGb84Rdozyi53CWstia5pKCYLlp59zOd1Yid/RB0jjsHHGeztoCvoRZYlcvPnyM2eJrLnhbVOHoIgCA8aEaA32N0SoBNLc0x89N+o1+s0Cgnkag5NNtKwBKgrNrINA6majIaMx2ag12uk12PCYrxxX1dJktCBYqVGLFOgWKljMhox2RwkKrCSrWDS63RbKnRYqpgUGcVsw2hzYbS5MVhcyAYFtdmgXkjTKKZo1kpIihGz04fJGcTk8LQGPUgyEoAkg8SVrgDSak20JKHWq9TyCWrZOM1qEVkxYvaEMHvCmB0BJEX+1HWr94e0dh9IElLrAag1NBZSBRZSReLZEiAR8tjpCXnoCrqxmI1rt0VavQ+k1mOs3rcEKGbbpgydEYRkrsg7JyfRNA2DLFNXVV46OIrLvn4yZrNWZvGTH3AxWSVhH+ShkI4pO4Var6AYzXh6d2P0tDH18feJNx2sGLuwWS1s7Qwy0BFCKiew+jrEDrQgCA8sEaA32N0SoFOZDEdOjuG0W3HazNjlBnpiAkOjhCMygLtnFBQT0UyB6ZUMi4ksmg5tARcDHUE6g14MBsOVoHk5dF4lnikwNr3EYiKD3WKmO+yjWm8wG00haQ16PQrdtiZyOYFaryJJEianH4s7hNkTwewOoNYqlOKzrR7T5TyK0YxttdzC7A5e85itUdqfnpbY2ZoK6GvfsOBaqTVYiKeZi6aJpnOgQ9jnoifiozvsw2q+cU9oQdhM5Wqdd05NksgUaKoqfpeDFw+OXjPcp5JeIXr6TaYbfqL4ebjXjSVxhnohhaQYcLYPYfZGyFw8itI2wkLdxfRKEk3T6A752LetG4dV9DsXBOHBJAL0BrtbAvT16LpGcXmS7MxpJMWAd+AhbIFuJEmiVm8yG00xvZwgkS1gMhjoifjp7wgQ9Dg/c6cpUygxNr3M7EoKs8lAX1sATdeZXk6gajq9ET9DEQeWZoFarjXYZV2g9oQxu0NIipFKapFyYpZmtYzBbMMW7MHsjdCsFKkk56jl7vwo7Wq9wUIsw2w0tRamQz4nPWE/PRERpoW7j6pqfHxumvHZFQqVGtt7Izy3f/s1rSKzM6fIzp9jzjjAfEHnwGAbruwFSvEZdLWJLdSHye6lnJgltONpZEeQS8sJppeSPLd/+EtP/BQEQbhXiQC9we6WAF2u1jk/u0LI6yToca4brtCslclMHaOcXMDqa8M3sH9d7+N8qcKl5STTSwlK1RpOm4Ut7UH6OwKfueOUL1U5P7vM1FICRZbobw9iMMhML6coV2t0Br1s72sj5HGiVgpUc7HWpMRcvBWoZRmT04/ZFQIJyvFZCksT1IsZFKMZe7gPz5Y9uDqH1x1WvJMuh+m5WIqVVCtMB71OeiN+usM+bBYRpoW7g67rnJtZ4f0zF0lmizyxe4Andg2uezGs6xqx02/SrBSZsw5zKZrloaFu2rQVMtOnaJRz2PydyEYzutogvOcFjKJPuiAIggjQG+1uCdDxTIH3T1+kVK0B4LJbCXmdrTePC6fNTCW9RGbqKFqjhqt7B67ObetKIHRdJ5rOc2kpwXwsTVNVCftc9HcE6Qn7MRquXy5xObxPLsTQdZ0t7UEcNhMzyymyxTIBt4ORvna6Qj5kWWp1zijnqKSWKCxNUIxOUS+mkZAwu1s1zQaLE61eRlObmBxe7KFebMFuDBbHHXk+r6dWb7bKPGJplpPZtTD9yGi/GOUt3DUW4xn+3w9OsZzM8fVHd3JwZP0EwWa1RPTEq5icAeYMfYzPrbBroIsBt0py/AMqqSVMdg+SYsTiDhLe/fxt6aAjCIJwLxEBeoPdLQG6UcqRHH8f7EGKiptU3UgiVyRbqKCjYzWbCHmc+F1WrMVFlOw0Zrsb39YDmN3Xtr5qNFXmYimml5JE0zkURaEn7KO/PUjE77puiUet3uTCfJQLc1HqzSa9ET8Bj4P5WJpYOo/TZmG4O0SHrUkttdCaCqiqmJw+TA4/itFEo5ynlouhNuogSciygqY2URtVFIMJszu0FqYVk/WaNdwptXqThUSahViGx3YO3PDFhSBshmyxzJ/++AgL8TT//dP72L+td93XK6kl4mPv4Nmyh/m6m5MX5xnuaWN3j4/E+ffJL5xDkmQkWcGzZQ/BkSfFAUJBEB5oIkBvsLsmQJdz5BfOU0kvo9aryAYjVl87BleEvOQgWawTzxRI5YqomgbNGtZKDJdUprNnC1tG92O12q5738VKlenlJNNLSfLlCnaLmb72AAMdwWtO+0MrfF9cjHN+doVytUZ3yEPI1CCxeJHcygxGSScQbqd3cARve/81o7Qv93auZuPraqib1RK6pqJrDQxmO/bwFuzhPmyBrk0r8RCEu1WlVuePf/Ahc9EU//1T+zgw0rfu65lLJygsXSC8+6vMZpt8cn6WLR0BDg73kp0+TmriY+rFNLLBRGTvi/j6923SdyIIgrD5RIDeYHdLgL7s8jS+SnqJanqZWiG9dnjP6uvA5G2joBpJZIvEMnkW52bIJZaQZJn2rj46unoJe12EvM5r6nt1XSeRLTK9nGB2JUW92STgcdLfHqQ34l936l/XNcrpGDMTZ1mauUC9Wsbu9hHuGSKveJhOVkGS2NoZZLinDaftxiUQuq7RKGbXaqjL6WXq+RTNah5d1zFYHDgi/bi6RrAFu8VQE0FYVW80+Q8/+IC5aIoXD47y+K6tawcLdU0lduoN1EaVtn0vMRfP88HZKTqDXp7YtZVqap7YqTcoLE0gG030v/gr2Pydm/wdCYIgbA4RoDfY3RagP61ZK1PNrFBJLVHNrKCpTQxmGxZfO1Z/B2Z3iGy+yPTYUZaWlshLdlR7BMVowmG1XKmj9jpx261rv8ZVVY2FeIZLywmWE1lkuTX1sMttwK2lqCQXUGsVDBYb1kAPGdycXymSWa2J3toZolStMzEfo95o0hPxM9LXfkujgnVdo17MtMJ0cpHiykVqhSRavYrB6sIe7sXVNYKrc5vYmRYeeNV6g++99jHz8TSPjvbzlX3Day92m9UiK8dfxeKJENj+OEuJLO+emiTocfLU3kGkepnoqdfJzZ2h/4X/Bau3bZO/G0EQhM0hAvQGu9sD9NV0TaWWi1NJL1FJL9MoF5BkBYsnhNXXDpJMfuE8xVKZhmcLZUuIRLZEulBC13VMRsPaocSQ14Hf5UCWJfLpOBcujDM5M0+mWMVqNtLf08n2oSHC7V1roVvXdZaTOc5OLxHP5HE7bGzrDqNqGhfmYhQrVdr8brb3ttMecN9yzaWua9QLaUrxWfKL45RjMzRrJWSDCVugC2fHMM7OIcyuwJVBK4LwAMkVK/zFT44Ry+QZ7m3jK/u24XG0SrbKyXkS597HN/AQzo4hYuk8PzlxAbfdyjP7tmFSJErRKRztQ6IOWhCEB5YI0BvsXgrQn9Yo56mkl6mkl6jl4uiahsHiQGvWaBSzmH0R/FsPojj8JLNF4tk88UyBRLaIVi1gqSXx6jnsShOnw4G/ox/N2c5iUWc2mqZab+B12unvCNLXFljXWi+eyTM2vcxiIoPDama4tw2TQeHCXIxUvojXaWOkr52eiP+aXrY3o+sapdgsubmzFFcuUi+kQFYwO3zY2wZwRPqxeMKYnL4vHKh1XUfTdFRNw6AoyLIIFsLdbSWV44cfn6VYrhHyOnli91Y6g14A0lPHKK5cJLL7eUxOH6lcibeOj2M2GXn2oW3YLeZNXr0gCMLmEgF6g93LAfpqWrNBNbvSCtSpJerFDNVsFElScHVtIzj6NLJioBSfoxSfJZeOU6lrFBQ3Kd1FUbKDJONx2Ah5nQTcdlStteO8lMyi6zodQQ/97a2ph4rSCq7pfGsoy1w0hcVsZFt3GLfTxuR8jOVkFrvFzHBvhIHOECbD1TXWrfCqqqvvL79d87FGJZ8ivzRJITZLrZRH1ZpgtKPY3BhdIRSrG9nqQjLZ0DSuul5HVVt/1j71sappa2v5xuN7RBs74Z4wtRjn/TMXUWQFCdgz2M1IXxvoGtGTr6OrDSJ7X0Q2GMmXKrxxdBxJgmcf2i7+jguC8EATAXqD3S8B+mq6rlMvpqmkWn2jc3NnURtVDDY3Vm87zvatODpHMHvb0JBoqir5UpVYutDaoc4VyBXL6LqO2WjEYTHTUFUKlSrlagOjQSbkdRH2urBbTWi6TrFcYy6WZiWVQ6I1+c9ptRDL5Elki8iA3+3A77YjyzLaVQH2c2lUUEsZGoUEeqOCjI4iyxjNFowmC2a7C4vDg8XhxWR3YpAVZEVCkeUrb5/6uD3oXhfuBeFudmJynrFLS4R8LuKZPFvagxwa2YJWLxE98RpWXzv+bY8iSRKlSo03jo3TaKp8df923I7Nax0pCIKwmUSA3mB3S4BuNFUK5epaWcGNd2TXf6x9+uuajlqvoheiSIUVqGTQGnWq1TKNWhVFUTBYHOhGKw2zj4bFT8PsAXl9gGyqGqVqjVKlTqlao1JrAK1wfvnrBkXG7bAS8bkI+9zYzCZUVWMllSOaziFJEh1BD+1+N4lckeVkDoCukJeBjiBuh/WaYCt/RtC9usxC11SqmSilxCzlxDyNcgFZUZAUIyAhyTKKsdV32uwOY/GEMNq9n5rqpqM1ashGk6itFu4Zuq7z3umLLCayDHdHGJ9bweuy89TuQfT8MsnxD/EPPoyjbSsAlVqD01ML7BvqEf3OBUF4YIkAvcHulgAdS+f58Sfnbvh1CQlZkVHkq0Ll1R/rKoZqEqUYRaqkkSWQHUEUTwcGdxsGk5lmMUNp6TxU0ljtTiwGBb1RRpYVTK4AFl8HFm87Zrt7XXi9PH0wnS8TzxSIZwvE03nShRKZQplGU8VqNtET8bNroJOtnSFUTWNiPsr4XJRGU2VLe4CBzhCJTIHxuSjVWoPOkJeRvnZC3i83alhTm1TSS5Tjc1TSS+iaimKyIStGtGadWjGFVq+BpKOYbChGM5LBBLqGrmm0P/y3xLhj4Z7SVFVePzpOqVLjwHAvR8ZnkSSJp/YMIsfPU4xOE9nzPCaHd7OXKgiCcFcQAXqD3S0But5ski9WPxVcr+zCypJ0zQl6TW1QSS1RTsxRSS+jaxoWdwhbqAdboBvFdG3No6Y2yc+fI794HoPFjqtzBF1rUEkvU83G0DUNo82J1deO1ddqk3f1uPDLdF0nW2wF6uVklsmFGEvJHKVKDavZxJa2ACN9bfR3BIll8pyfbYXmrrCX4Z428qUq52aXyZcqBD3O1VHh3lvv3KGpqLUyzVoFtVaiWSuh1sqtg5WpRaqZFeql1o63wWJHMVqQTWZ0VUVr1pBkAwazHbM3Qmj0KRE0hHtOpVbntcNjGA0Kj+/aykdnL5EpVjg03IM1dgxd04jsfQFZEWO8BUEQRIDeYHdLgL5VuqZSSS+3QvPqKG2z098KzcEeDObrTyP8tEYpR/riJ1RzcezhPrxb9iIpCtVsrNVzOr1Ms1ZGNhixeCJY/R1Yfe2fOX67VKkxE01y9tIyU4txssUyJoNC2Odia2cIg6IQzxZQNY2OgJeRvjaaqsb52RXimTwuu5WR3nb62vxIWp1mtbQaksurIbmMWi3RrJfR6lV0XQNdR0dHVowoJiuKyYpssmAwWkCWqBez1PKJVonHass/sysEsky9mKZeSNFx4BsYLI6N+hEJwh2TKZT50ZExQl4Xj+8c4Mj4LDPLCYY7PISzp7EFuwlse2SzlykIgrDpRIDeYPdCgNY1lWo2RjkxRzm5gNZsYHJ4sAVbofmLlh/ouk4pNk12+gQA7r492MN9rVCqqdQL6dWJiEvUCqnW7rTdg2W1rthocwI6uqa1wuzqe13T0LUmS6kCYwtppqI58uU6EuC0GDBLDZRmCbNWJWSX6PNbkDSNaDpPvlTCRBOfVcZjVZAlkCQJSTYiGwzIihFJNiApSuu9wbj6uc+u7dSadRqlHI1yFrVeQZIVDFYXRruH7sf/B0x2sQMt3JuWk1neOn6Bwa4w+7f1cH52hZOTCwQtDbbqc4SHD+GI9G/2MgVBEDaVaBVwn9KadeqFdCuA6hq6qlIrJNfKEbRGDcVkxewJY/N3oZht6M0GxeXJtdB6uaa3FWbVK2H26nB7nT9rzQbl1CLpqeMYzDas/g5k46fKPyQFtVGmtnyR7PQJdE1FUgwYLE6MVicGqxNJVlbX3kRXm5h0lT1Sk9Fgk5VCg4W8xkpWo6JquAxNDFTIF+ocXZExmswEvG4ibZ0UVYXpsgSamZ6wn60dfhw2M5KkIMkySDKSLLcO/q2+X/u8dO3nJUlZ93GjUqSSWqCSXKBRKQCiB7Rw72oPeDiwvY/D56Zx2S2MbunA7bDy/ukpPik42Hv+CFucAYx292YvVRAEYdOIAH2fqhezRE+/iVqv0ChlaZRz6GoD2WDCaHNjcvhQLHb0Zp1KZvnaYHhNaJSRFCOy4XK4lK4Kmsr60CnLePv3US9myC+eR61XsQa6cLYPIhuMrfuWFJBAbzRoNspUMzGq6SWquRj1YppaPoFsNKOYLBisLmRTa2y4YjRjN9sJWGzsNtupY2Ih12A+XSFfVVGMJmySRDJXZDJTgAQEvQ7aOtw0VJWxXIWLlRrberzs2NKO13nzUeE3o5isWNxBPH17aJRzmOyeL/8DFIRNNNgVJl+qcmx8DqfVQlfIx4sHR/nJcZn35sapyz9h5PGvIyvinxBBEB5M4v9+9yld11CMRnStiT3YjS3YjS3U2zrEJ8m3fQSvrutozTqOtgGyM6fJL56nuDLVOoxoNK8d0ru6gkhWDNjDW5AkGbVRpVkp0qwW0dUGisWBLdSLLdCFxRNeV2IRAR7SdVK5EpeWE8ysJPG57LQHPFRrDVL5MivpPE6rGbvVTKZQ5vVPzvP28Qv0RPzs29bDcHcEw5dsySVJkgjPwn1j72A3hXKV905f5IUDI/hcdr72yC5+osAHF88RGk4QDrdt9jIFQRA2haiB3mB3Sw20Wq+SnT2FPdiL2RPa8L7EmtpEveowXrNaQq2XUavltXCsqc0rt2/WqeXjqPUaNn8Hru5RTA4vBrMdxWxFMduRDabrdAZpUsvGqKSXqKSXaFbLyIqCxduG1deOxddxzUFHVdVYTGa5tBRnKZGl3miiahqNpobLbqE94MFuMTO9HOfCXJRStY7NYmKwK8xwTxsRn4ugx4nZJF5fCg+2RlPl9U/OU6k3ePHgCHaLGVXTmFlO0t8RvO0vxAVBEO5WIkBvsLslQH8Zuq6h1iprQbjVuaLU6lix2uZNbdTWXaOYLBjMNhSzHYPF1uqPbLGvBmTbags8iVJ8huylE+i6hnfLHuyRgVtvNafrNErZ1njx9BL1fBJd1zE5vFh9ra4eJpd/3YuFSq3BzEqS6eUE0XSeXLFCU9Xwuezs6u9gW3eExUSGoxdmmY+laTQ1PA4rXpcdv8tOyOsk6HES8jpxWM0iMAgPnHK1zquHx7CYDDz/8IgYniIIgoAI0Bvubg/QrdKK2lU7xVdC8eU2b2q9sr60wmBcDcerAdlsR7HYMKyFZNtNu1ZcTW1UyU6fpBidxuwK4Bs88IVKH9RGjWpmZbWzxzJqo45iNGPxtWH1dWDxtqEYzWu3zxRKXFpKMrkQYzGRoVip4XHY2LO1i72D3TRVjbHpJS4uxqk1m3gdVkxGI+Vq68WC1Wwi5G2F6ZDHhddpWzfNUBDuV+l8iR8dOUfE7+Kp3UPi770gCA88EaA32N0SoJu18mrv5U/1Pq6W0TV17XaSLKOYbVd2j6/eRV79WDaYbssaq9kY6Yuf0KwUcHUO4+rZ8YUPJem6Ri2fpHp5d7qYRZIkzK4gVn8HFl87RpsbSZLQNJ3lVGtYy+mLi8QyeawmE9t723hy9yBWi5HxuRUuLiZA1+kO+wh6nJSrdeLZAslcEU3TMBoUAm7nWqgOuB1id064by3GM7x9YoJtvRH2b+vd7OUIgiBsKhGgN9jdEqBruQSx02+0hoCsllGsD8k2DBY7stGyqWUJuqaSXxgnNz+GYrbiG3gIq6/jS99vs1pqTUNML1HNRtFUFYPF3pqI6O/A7A4jKwbqjSbTy0kOn5tmYiGGqmpsaQ/w+K4B+toCXFxMcGEuSr3RpDvsY6SvHa/TRipfbI0hX32rN5tIkoTfZeexnVtx2a+d2igI97rxuRWOjs9yYPsWhrrDm70cQRCETSMC9Aa7WwJ0s16mklzEZPditHuQDXf3+N1GOU966ijVTBR7sBtP/75bnoJ4M5cHx1TSS1RSSzSrJWRFweyJrNVOGyx2soUyH5+b5uj4LLlSBZ/LzoHtfewb6iaeKXJ+dplCuUrY52Kkt52OoAdJklbHkFdaYTpb4OD2PrETLdy3PhmfYWI+xtcO7cDn+vJtIAVBEO5FIkBvsLslQFczUeJnf7JWy2ww2zDa3Rhtbox2T+u9zX1XBWtd1ynHZ8msDlbx9O3G0TawoR1EdF2nWc6vdfWo5RKrBxE9WL3tWPwdGB0+zlxa5oMzU8zH05gMBrb3tvHQUC8Gg8TEfIxkrojHYWN7Xxt9bQEUeWO7nAjC3UrTdGajSfraAuJQrSAIDywRoDfY3RKgodUCrlnJr46czq0OVMm3eitfDtYWG0bbaqBeC9huZGXzgrXaqJGdOUVxZap1yHDrfkwO3215LK1Zp5JZoZJaoppZQa1XUYwmLN52LN42MpqN98/NMTEfo95Uifjc7B7oxOeyEc8UWEpmsVnMDPdE2NoVwmQQre8EQRAE4X4nAvQGu5sC9I1oapNmOU+9nKVZylEvtwJ2s1Jcu43BYr9qt9q19v5OButqLk7m4ic0ynmcHdtw9+64rY+v6xr1QppKaolKepl6Md0ajuIK0DD5OJ9qcnY+R6Faw2mz0BX20eZzU2s0iGUKKLLEYFeY7b3tWM13z86+IAiCIAgbSwToDXYvBOgb0dQGjXJ+dbf6yq51s1oCWpP2lNVgbbK5MdjdmGweDDbXbRvpq2sq+cVxcnNjKCYzvoGHsfq//CHDW3G5k0klvUQ1E2298JCMrFRNXMzqJBtmFIMJj8OKz2VDQqJYqfGNJ3Zjt5hv/gCCIAiCINyTxO+bhTWyYsTs9GN2+td9XlMbVwXq1vtSYpbmQhm4EqxNtvU11hsRrCVZwd09ij3YQ3rqKPGxd7AFuvAOPLRhhwxvxGC24WgbwNE2sHoQMU4lvYQ1vUxEyZDIlVmpGMhmHaTqASSTDaNBod5oigAtCIIgCPcxEaCFm5IVI2ZXALMrsO7zWrPRCtVrwTp7TbA2WByfOrzoavVj/hyDVwAMVifB0acpJ+bIXDrOyrEf4OndiaN9cMPHlF+PJCtYfW1YfW2tg4iVPKH0Ml3xeZbnZ0hmFqjKFhRXGFnddtvXIwiCIAjC5hEBWvjCZMNNgnUpuxauS7EZmrWrgrXVsdoJxHMlYNtcnxmsJUnCHurF6msnO3OKzKUTlGIz+LYewOS8PYcMb7SOy11MXJ3DtO9sUEguMD15gejCJRRFdOQQBEEQhPuZCNDChrtxsK6v7VQ3yjnqpRzF2CXUWgW4HKyd6zuCXCdYywYTvq0PYw9vIX3xCNGTP8LZMYi7Z9emtOWTDUbckS3siWxB0zRk0dJOEARBEO5rIkALd4xsMGF2BzG7g+s+rzZqrS4gq6G6Uc5RXJlCrVeBq4L1uo4gbkwOL5E9L1BYmiA3d4ZyYgHvwEPYAl2b8e0BiPAsCIIgCA8AEaCFTacYzSjuELhD6z6vNmpXDi+WszRK1wnWNhcmmxtbqI9ycoHoyddxtG3BN/AwBouYkiYIgiAIwsYTAVq4aylGM4onhMXz6WBdpVHKr5WCNEpZGrk4WqOK1qwRP/MTkufew9ExhKtzeHWcuRuD1XlHDhwKgiAIgnB/EwFauOcoRguKx3JtsK5XaZRz1PJJsrOnKS5fpLgyhcUdRjHbkGR5rQtI6/Bi688iWAuCIAiC8HmIAH2Vl19+mb/6q7/iwoULWK1WHnnkEX7/93+foaGhzV6acAsUkwXFZMHiCePuHqGWT5Ka/IR6IYHZHcTqa0etlWmUcq2x3Y060GpRZ7Q5rxlpbrA6RLAWBEEQBOEaIkBf5d133+VXf/VX2b9/P81mk29961t89atf5fz589jtop72XmN2BWjbt3rIcPYMzWoRX/9DeAf2A///9u47LKpj/QP497DA0kFgKaKAoII1KiqKRNSoWGKJxhpjS9QbTXI15WeMsScx3kRjy7VeSyyxJpoYjTHGEmts2FFRKSJVeofd+f3hZS8rRVZgd4Hv53n2Sc6cOee8exzdd2fnzACq/Bz1VHuFDy9mJ0VDVZAPoDCxtnlmHmtbGJtZMrEmIiKqxbiUdxkSEhLg5OSEEydOoHPnzuU6pjov5V2TFeRkIvn+RWQlPoK5gxvsG7aFsZlVsXpCCCjzsos8vPi/+awLE2sjmQzG5rb/HQLydB5rUwtbyMysIEmSrt8aERER6Rh7oMuQmpoKALC3190iHVQ1jM0soWgWhKzEKCSHXUTMxQOw9WgJazcfjTmmJUmCsdwCxnILmNu7qss1E+v/LRCT/SRaI7E2sbCFQ5NAmJhb6/w9EhERkW4wgS6FSqXC1KlT0alTJzRv3rzUerm5ucjNzVVvZ2Rk6CI8ekEWjvVhZueC1IhrSHkYgsz4h7Bv2L7Y3NTPKjOxzs3S6KmWmcir+m0QERGRHjGBLsWUKVNw48YNnDp1qsx6CxcuxLx583QUFVUGI2MT1PH2g6VTAyTdO4+4q0dg5doQdg1awcjYVKtzSZIEYzNLGJtZwty+bhVFTERERIaEY6BL8O6772L//v04efIkGjRoUGbdZ3ugQ0JCEBQUxDHQ1YQQKmQ8vouU8GuQjGSo4+0HC4UHxzITERFRqdgDXYQQAu+99x5++uknHD9+/LnJMwDI5XLI5f/7yd7KqviDaWS4JMkI1m6+MHd0R/L9S0i8fRrmsQ9Qp1E7jmMmIiKiEnEuriKmTJmCrVu3Yvv27bC2tkZsbCxiY2ORnZ2t79CoihnLLaBo+jKcmndBfnYqYi7+itTIGxAqpb5DIyIiIgPDIRxFlPaz/caNGzF27NhynYPT2FV/KmU+UsOvIz06FCYWNqjTqD3MbJ2efyARERHVChzCUQS/SxAAGMlMUMe7DSydPZF07wLiQo7AytUbdg1ac4YNIiIi4hAOotKYWtnDuVUP2Ddqh6yESMRcPIDMuIf8okVERFTLsQeaqAySZATruo1h7lAPKQ8uIzH0DMziHsC+YTuYWNjoOzwiIiLSA/ZAE5WDsdwCjk0C4dSiKwpyMhBz6SBSI67zIUMiIqJaiAk0kRbM7evC1a8vbNx8kBpxHTGXDiInJU7fYREREZEOMYEm0pKRzBh2Xq3h4tcHRsamiLv6B57cOQtlfo6+QyMiIiId4BhoohdkamkH51Y9kRkbhuQHV5D9JBp2Xq1h6ezFlQyJiIhqMCbQRBUgSRKsXBvB3KEekh9cRtLd8zC1qgNTK3t9h0ZERERVhAk0USWQmZrD0bcT8us3h4mlrb7DISIioirEMdBElYjJMxERUc3HBJqIiIiISAtMoImIiIiItMAEmoiIiIhIC0ygiYiIiIi0wASaiIiIiEgLTKCJiIiIiLTAeaBrsJiYGMTExOg7jFrF1dUVrq6u+g6jVmE71z22cyKq7ZhAVzJXV1fMmTNH7x8uubm5GDFiBE6cOKHXOGqboKAgHD58GHK5XN+h1Aps5/rBdk5EtZ0khBD6DoIqX1paGmxtbXHixAlYWVnpO5xaISMjA0FBQUhNTYWNjY2+w6kV2M51j+2ciIg90DVeq1at+CGnI2lpafoOodZiO9cdtnMiIj5ESERERESkFSbQRERERERaYAJdQ8nlcsyZM4cP+egQ77nu8Z7rHu85EREfIiQiIiIi0gp7oImIiIiItMAEmoiIiIhIC0ygiYiIiIi0wAS6Ch0/fhySJOH48eMGEceePXv0GgfVXGzrRERUmzCBfgGbNm2CJEnql5mZGRo3box3330XcXFx+g5PL/7++29IkoRvv/222L4BAwZAkiRs3Lix2L7OnTvDzc2t0uMp6c+obt26CA4OxvLly5Genl7p16yoXbt2QZIk/PTTT8X2vfTSS5AkCceOHSu2z93dHQEBAVUSE9t6yQoTdUmSsHXr1hLrdOrUCZIkoXnz5lUaS3Vs64Bm3KdOnSq2XwiB+vXrQ5IkvPrqq3qIkIiodEygK2D+/PnYsmULVq5ciYCAAKxatQodO3ZEVlaWvkPTuTZt2sDCwqLED8IzZ87A2NgYp0+f1ijPy8vDhQsX0KlTpyqLq/DPaNWqVXjvvfcAAFOnTkWLFi1w7dq1KrvuiwgMDASAYvcwLS0NN27cKPEeRkVFISoqSn1sVWFbL5mZmRm2b99erDw8PBxnzpyBmZmZzmKpTm29qNLu4YkTJ/Do0SNOl0dEBolLeVdA79690bZtWwDA22+/DQcHByxZsgT79+/HiBEj9BydbhkbG8Pf379Ygnfnzh0kJiZi5MiRxRLDS5cuIScnp0qTv6J/RgAwY8YM/Pnnn3j11VfRv39/3L59G+bm5qUen5mZCUtLyyqLr6i6deuiQYMGxe7T2bNnIYTAkCFDiu0r3K7qBJptvWR9+vTBzz//jMTERDg6OqrLt2/fDmdnZzRq1AjJyck6iaU6tfWi+vTpg927d2P58uUwNv7fR9L27dvh5+eHxMREncdERPQ87IGuRN26dQMAPHz4sNQ6f/31F4YMGQJ3d3fI5XLUr18f06ZNQ3Z2drG6oaGhGDp0KBQKBczNzeHj44OZM2dq1ImOjsb48ePh7OwMuVyOZs2aYcOGDSVeW6lU4tNPP4WLiwssLS3Rv39/REVFFau3e/du+Pn5wdzcHI6Ojhg1ahSio6Of+/4DAwMRFxeHsLAwddnp06dhY2ODiRMnqpPpovsKj9Olbt26YdasWYiIiND4+X3s2LGwsrLC/fv30adPH1hbW+ONN94AAHh6emLs2LHFztWlSxd06dJFoywiIgL9+/eHpaUlnJycMG3aNBw+fLhcY4QDAwNx5coVjfZw+vRpNGvWDL1798a5c+egUqk09kmSVKW9+CWp7W290IABAyCXy7F7926N8u3bt2Po0KGQyWTlPldVMOS2XmjEiBF48uQJjhw5oi7Ly8vDnj17MHLkSK3fMxGRLjCBrkT3798HADg4OJRaZ/fu3cjKysI777yDFStWIDg4GCtWrMDo0aM16l27dg3+/v74888/MWHCBCxbtgwDBw7EL7/8oq4TFxeHDh064I8//sC7776LZcuWoWHDhnjrrbewdOnSYtf+4osv8Ouvv2L69Ol4//33ceTIEXTv3l0jodm0aZP6g3/hwoWYMGECfvzxRwQGBiIlJaXM91/SEITTp0+jQ4cO8Pf3h4mJCc6cOaOxz9raGi+99FKZ560Kb775JgDg999/1ygvKChAcHAwnJyc8M0332Dw4MFanTczMxPdunXDH3/8gffffx8zZ87EmTNnMH369HIdHxgYiPz8fJw/f15ddvr0aQQEBCAgIACpqam4ceOGxj5fX98y21xVqO1tvZCFhQUGDBiAH374QV129epV3Lx502CSP0Nt64U8PT3RsWNHjXt46NAhpKamYvjw4Vqdi4hIZwRpbePGjQKA+OOPP0RCQoKIiooSO3bsEA4ODsLc3Fw8evRICCHEsWPHBABx7Ngx9bFZWVnFzrdw4UIhSZKIiIhQl3Xu3FlYW1trlAkhhEqlUv//W2+9JVxdXUViYqJGneHDhwtbW1v1tQrjcHNzE2lpaep6u3btEgDEsmXLhBBC5OXlCScnJ9G8eXORnZ2trnfgwAEBQMyePbvM+5KWliZkMpl466231GU+Pj5i3rx5Qggh2rdvLz7++GP1PoVCIXr06FHmOV9U4Z/RhQsXSq1ja2srWrdurd4eM2aMACA++eSTYnU9PDzEmDFjipUHBQWJoKAg9fbixYsFALFv3z51WXZ2tvD19S3WFkpy8+ZNAUAsWLBACCFEfn6+sLS0FJs3bxZCCOHs7Cy+++47IcT/7veECRPKPGdFsK2XrPA6u3fvFgcOHBCSJInIyEghhBAff/yx8PLyEkI8bR/NmjUr81wVVV3betG4V65cKaytrdV/jkOGDBFdu3ZVx9O3b98yz0VEpGvsga6A7t27Q6FQoH79+hg+fDisrKzw008/lTmrRNExiJmZmUhMTERAQACEELhy5QoAICEhASdPnsT48ePh7u6ucbwkSQCePqG+d+9e9OvXD0IIJCYmql/BwcFITU3F5cuXNY4dPXo0rK2t1duvv/46XF1dcfDgQQDAxYsXER8fj8mTJ2s8/NS3b1/4+vri119/LfN+WFtbo2XLluoe6MTERNy5c0c9Q0SnTp3Uwzbu3r2LhIQEnQ/fKMrKyqrEGQreeeedFz7nb7/9Bjc3N/Tv319dZmZmhgkTJpTr+CZNmsDBwUF9D69evYrMzEz1PQwICFDfw7Nnz0KpVOrkHrKtl65nz56wt7fHjh07IITAjh07DG5cuCG29aKGDh2K7OxsHDhwAOnp6Thw4IDB9OATEZWEDxFWwHfffYfGjRvD2NgYzs7O8PHxgZFR2d9JIiMjMXv2bPz888/FHi5KTU0FADx48AAAypz+KiEhASkpKVi7di3Wrl1bYp34+HiN7UaNGmlsS5KEhg0bIjw8HMDT8YwA4OPjU+xcvr6+Jc6w8azAwECsWLECiYmJOHPmDGQyGTp06ADgafL373//G7m5uXob/1xURkYGnJycNMqMjY1Rr169Fz5nREQEvL291clfoYYNG5breEmSEBAQgJMnT0KlUuH06dNwcnJSHx8QEICVK1cC0O0Ycrb10pmYmGDIkCHYvn072rdvj6ioKINL/gyxrRelUCjQvXt3bN++HVlZWVAqlXj99ddfODYioqrGBLoC2rdvr/HU+/MolUr06NEDSUlJmD59Onx9fWFpaYno6GiMHTtW4+Gw5ymsO2rUKIwZM6bEOi1btiz3+SpLYQJ9+vRpnDlzBi1atICVlRWAp8lfbm4uLly4gFOnTsHY2FidXOvao0ePkJqaWuzDXi6Xl5gYPpskFFIqlZX+oFhgYCB++eUXXL9+XT3+uVBAQAA+/vhjREdH49SpU6hbty68vLwq9folYVsv28iRI7F69WrMnTsXL730Epo2barXeIoy5LZe1MiRIzFhwgTExsaid+/esLOzq7JrERFVFBNoHbp+/Tru3r2LzZs3azxIVfTpcwDqhKjow2LPUigUsLa2hlKpRPfu3ct1/Xv37mlsCyEQFhamTj48PDwAPJ16rnCWhUJ37txR7y9L0QcJz549qzE7RN26deHh4YHTp0/j9OnTaN26NSwsLMoVe2XbsmULACA4OLhc9evUqVPig2UREREaCayHhwdu3boFIYRGIlJ0ZpLnKXoPT58+jalTp6r3+fn5QS6X4/jx4zh//jz69OlT7vPqUm1o60UFBgbC3d0dx48fx6JFi7Q6tqoZclsv6rXXXsOkSZNw7tw57Ny584XOQUSkKxwDrUOFvTdCCHWZEALLli3TqKdQKNC5c2ds2LABkZGRGvsKj5XJZBg8eDD27t1bYvKRkJBQrOz777/XGAe5Z88exMTEoHfv3gCAtm3bwsnJCatXr0Zubq663qFDh3D79m307dv3ue+xcC7jo0eP4uLFi8VWyAsICMC+fftw584dvQ3f+PPPP7FgwQI0aNBAPXXX83h7e+PcuXPIy8tTlx04cKDY1GjBwcGIjo7Gzz//rC7LycnBunXryh1f27ZtYWZmhm3btiE6OlrjHsrlcrRp0wbfffcdMjMz9ToEpiy1oa0XJUkSli9fjjlz5qhnvTAEht7Wi7KyssKqVaswd+5c9OvX74XOQUSkK+yB1iFfX194e3vjo48+QnR0NGxsbLB3794SF1pYvnw5AgMD0aZNG0ycOBENGjRAeHg4fv31V4SEhAAAvvrqKxw7dgz+/v6YMGECmjZtiqSkJFy+fBl//PEHkpKSNM5pb2+PwMBAjBs3DnFxcVi6dCkaNmyofujHxMQEixYtwrhx4xAUFIQRI0YgLi4Oy5Ytg6enJ6ZNm1au9xkYGKju9Xp2fuKAgAD1dFW6SP4OHTqE0NBQFBQUIC4uDn/++SeOHDkCDw8P/Pzzz+VeKe7tt9/Gnj170KtXLwwdOhT379/H1q1b4e3trVFv0qRJWLlyJUaMGIF//vOfcHV1xbZt29TXKe3n8aJMTU3Rrl07/PXXX5DL5fDz89PYHxAQgMWLFwPQ7xjystSWtl7UgAEDMGDAAO1vViWpjm39WaUN0SEiMjg6n/ejBijPtFFClDy1161bt0T37t2FlZWVcHR0FBMmTBBXr14VAMTGjRs1jr9x44Z47bXXhJ2dnTAzMxM+Pj5i1qxZGnXi4uLElClTRP369YWJiYlwcXERr7zyili7dm2xOH744QcxY8YM4eTkJMzNzUXfvn2LTR0mhBA7d+4UrVu3FnK5XNjb24s33nhDPV1ZeaxZs0Y9ldizLl++LAAIACIuLq7c59RW4Z9R4cvU1FS4uLiIHj16iGXLlmlMcVZozJgxwtLSstRzLl68WLi5uQm5XC46deokLl68WGxqLyGEePDggejbt68wNzcXCoVCfPjhh2Lv3r0CgDh37ly54p8xY4YAIAICAort+/HHHwUAYW1tLQoKCsp1vhfFtl72+929e3eZ9XQ5jV11a+vlbVucxo6IDJEkRJHfWImoSixduhTTpk3Do0ePypz6jai6Y1snotqACTRRJcvOztaYAzknJwetW7eGUqnE3bt39RgZUeViWyei2opjoIkq2aBBg+Du7o5WrVohNTUVW7duRWhoKLZt26bv0IgqFds6EdVWTKCJKllwcDDWr1+Pbdu2QalUomnTptixYweGDRum79CIKhXbOhHVVhzCQURERESkBc4DTURERESkBSbQRERERERaYAKtQ5s2bYIkSTAzM0N0dHSx/V26dEHz5s11GtPRo0cxfvx4NG7cGBYWFvDy8sLbb7+NmJiYEuufOXMGgYGBsLCwgIuLC95//31kZGToNGZt8J7rHu+57vGeExHpFhNoPcjNzcVXX32l7zAAANOnT8fx48fx2muvYfny5Rg+fDh27dqF1q1bIzY2VqNuSEgIXnnlFWRlZWHJkiV4++23sXbtWgwZMkRP0Zcf77nu8Z7rHu85EZGO6HMVl9qmcOWtVq1aCblcLqKjozX262LVsmedOHFCKJXKYmUAxMyZMzXKe/fuLVxdXUVqaqq6bN26dQKAOHz4sE7i1Rbvue7xnuse7zkRkW6xB1oPPv30UyiVSoPoKercuTOMjIyKldnb2+P27dvqsrS0NBw5cgSjRo2CjY2Nunz06NGwsrLCrl27dBbzi+A91z3ec93jPSci0g3OA60HDRo0wOjRo7Fu3Tp88sknqFu3rlbHZ2VlISsr67n1ZDIZ6tSpo3V8GRkZyMjIgKOjo7rs+vXrKCgoQNu2bTXqmpqaolWrVrhy5YrW19El3nPd4z3XPd5zIiLdYA+0nsycORMFBQVYtGiR1sf+61//gkKheO6rdevWLxTb0qVLkZeXp7EYQuGDP66ursXqu7q64vHjxy90LV3iPdc93nPd4z0nIqp67IHWEy8vL7z55ptYu3YtPvnkkxI/PEozevRoBAYGPreeubm51nGdPHkS8+bNw9ChQ9GtWzd1eXZ2NgBALpcXO8bMzEy935Dxnuse77nu8Z4TEVU9JtB69Nlnn2HLli346quvsGzZsnIf5+XlBS8vr0qPJzQ0FK+99hqaN2+O9evXa+wr/MDMzc0tdlxOTs4LfaDqA++57vGe6x7vORFR1WICrUdeXl4YNWqUuqeovArHET6PTCaDQqEo1zmjoqLQs2dP2Nra4uDBg7C2ttbYX9iLVdIcrjExMVqPtdQX3nPd4z3XPd5zIqKqxTHQevbZZ59pPV7xm2++gaur63Nf7dq1K9f5njx5gp49eyI3NxeHDx8u8Sff5s2bw9jYGBcvXtQoz8vLQ0hICFq1alXu+PWN91z3eM91j/eciKjqsAdaz7y9vTFq1CisWbMGHh4eMDZ+/h9JZY5TzMzMRJ8+fRAdHY1jx46hUaNGJdaztbVF9+7dsXXrVsyaNUvdi7RlyxZkZGRUqwUPeM91j/dc93jPiYiqjiSEEPoOorbYtGkTxo0bhwsXLmhM2RQWFgZfX18olUo0a9YMN27c0FlMAwcOxP79+zF+/Hh07dpVY5+VlRUGDhyo3r58+TICAgLQtGlTTJw4EY8ePcLixYvRuXNnHD58WGcxa4P3XPd4z3WP95yISMf0vZJLbVK4WtiFCxeK7RszZowAoPPVwjw8PASAEl8eHh7F6v/1118iICBAmJmZCYVCIaZMmSLS0tJ0GrM2eM91j/dc93jPiYh0iz3QRERERERa4EOERERERERaYAJNRERERKQFJtBERERERFpgAk1EREREpAUm0EREREREWmACTURERESkBSbQRERERERaYAJNRERERKQFJtBERERERFpgAk1EREREpAUm0EREREREWmACXUT//v3h7u4OMzMzuLq64s0338Tjx4/1HRYRERFRuTCX0Q0m0EV07doVu3btwp07d7B3717cv38fr7/+ur7DIiIiIioX5jK6IQkhhL6DMFQ///wzBg4ciNzcXJiYmOg7HCIiIiKtMJepGsb6DsBQJSUlYdu2bQgICCizweXm5iI3N1ejTC6XQy6XV3WIREREVE3pIn8oby5D2uMQjmdMnz4dlpaWcHBwQGRkJPbv319m/YULF8LW1lbjFRwcjJiYGB1FTERERNVJTEwMgoODi+UPCxcurJTza5vLkPZqfAL9ySefQJKkMl+hoaHq+h9//DGuXLmC33//HTKZDKNHj0ZZo1xmzJiB1NRU9evEiRM4ceIEE2giIiIqUUxMjDpfKJpDzJgxo8T6VZ3LkPZq/BjohIQEPHnypMw6Xl5eMDU1LVb+6NEj1K9fH2fOnEHHjh3Ldb3Lly/Dz88Ply5dQps2bV4oZiIiIqq5tM0VdJ3L0PPV+DHQCoUCCoXihY5VqVQAUGyMEhEREZGuMJcxPDU+gS6v8+fP48KFCwgMDESdOnVw//59zJo1C97e3vzGRkRERAbvRXMZIyMjSJJU6n5JklBQUIA7d+6gSZMmMDIyQkFBQVW8hWqDCfR/WVhY4Mcff8ScOXOQmZkJV1dX9OrVC5999hln1CAiIiKD96K5zOzZs8tMoAvZ2tpi9OjR5apb09X4MdC6xjHQREREVBbmCtVfjZ+Fg4iIiIioMjGBJiIiIiJkZWXBz88Pq1ev1ncoBo8JNBERERHBwsICDx8+5BjncmACTUREREQAgF69euHw4cP6DsPgMYEmIiIiIgDArFmzcPfuXbz55ps4deoUoqOjkZSUVOxV23EaOyIiIiICADRr1gwAcOvWLWzfvr3UekqlUlchGSQm0EREREQEoPxzQtd2TKCJiIiICAAwd+5cfYdQLXAMNBERERGVKDU1tdYP1ygJE2giIiIiUrt48SJ69eoFCwsLODg44MSJEwCAxMREDBgwAMePH9dvgAaACTQRERERAQDOnDmDwMBA3Lt3D6NGjYJKpVLvc3R0RGpqKtasWaPHCA0DE2giIio3lTIfGbH3IVSaP+kKIfQUERFVpk8//RRNmjTBrVu38OWXXxbb37VrV5w/f14PkRkWJtBERFRuaVG3EXv5N2TGPVCXJT+4grgrh5lEE9UAFy5cwLhx4yCXy0ucjcPNzQ2xsbF6iMywMIEmIqJyURXkIeXBZWQnRSPp/iUIlRIFORlIunceqZE3kP0kSt8hElEFmZiYaAzbeFZ0dDSsrKx0GJFhYgJNRETlkvYoFNlJj2Gh8EBWfAQy4x4gNfImctMSocrPQfL9K+yFJqrmOnTogD179pS4LzMzExs3bkRQUJCOozI8TKCJiOi5CnufJZkJjM2sACGQGHoWKQ8uw1huBVMbJ2TE3GMvNFE1N2/ePFy8eBF9+/bFoUOHAABXr17F+vXr4efnh4SEBMyaNUvPUeofE2giInqu9Mf3kJ0UDVVeNrISIqAsyEVq5A1kxj+EkakcAFCQk8FeaKJqzt/fHwcPHkRYWBhGjx4NAPjwww8xceJEKJVKHDx4EC1bttRzlPrHlQiJiOi5TK3soWjaWaPsyd1zUCmVUOXnAgBMLO2Ql54AZV42jOUW+giTiCpBt27dcOfOHYSEhODevXtQqVTw9vaGn58fl/n+LybQRET0XOb2rjC3dwXwtKfZ2MwKdRq1VyfPhSSZMZNnomrs+++/R+fOneHp6YlWrVqhVatWGvvDw8Nx8uRJde90bcUhHEREVG6ZcQ8ReWonspNiIDORw8TCRuPF5Jmoehs3bhzOnDlT6v7z589j3LhxOozIMDGBJiKichFCheT7l5AZ9wApDznWmagmet7f68zMTBgbcwAD7wAREZVLZnw4MuIeQG7tiPToUNh6toKFQ119h0VEFXTt2jWEhISot//66y8UFBQUq5eSkoLVq1ejcePGOozOMDGB/q/w8HAsWLAAf/75J2JjY1G3bl2MGjUKM2fOhKmpqb7DIyLSKyFUSLl/GUKlhGmduoiMisSpg39i6Ouvw8rcTN/hERFePJf56aefMG/ePACAJElYs2YN1qxZU2JdOzs7fP/991USf3XCBPq/QkNDoVKpsGbNGjRs2BA3btzAhAkTkJmZiW+++Ubf4RER6VVh7zMgITc1AbeSjXEvLQEh128hsH0bfYdHRHjxXGbixIl49dVXIYRA+/btMX/+fPTu3VujjiRJsLS0hLe3N4dwgAm0Wq9evdCrVy/1tpeXF+7cuYNVq1YxgSaiWk8U5MPMzhlCqBCbocSjvFzITIFLYY/QumUzWJrJ9R0iUa33ormMq6srXF2fzrJz7NgxNG3aFAqFosrjrc74EGEZUlNTYW9vX2ad3NxcpKWlqV8ZGRk6io6ISHes3Xzg2XUMPLuORaydH0wcPNCkWSuk5Ei4+fCxvsMjqpYyMjI0cojc3NznH6Sl8uQyRY0bNw5nz54tdf+BAwfg5eVVGaFVa0ygSxEWFoYVK1Zg0qRJZdZbuHAhbG1t1S+uD09ENdmjhGTcjYyDlbkpcvMLIJMZ4WJoBDJzKv+Dn6imCwoK0sghFi5cWKnnL28uU1R4eHiZnYEZGRmIiIiojPCqNYNMoGNiYnD16lVkZmZW+FyffPIJJEkq8xUaGqpxTHR0NHr16oUhQ4ZgwoQJZZ5/xowZSE1NVb9OnDhR4ZiJiAxVVHwyjI2NoFQJpGXlwNTEGAVKFWKepOo7NKJq58SJExo5xIwZM0qsV9W5zLPKWm3wwoULsLOz0+p8NZEkDGgiz/3792P69Om4d+8eAODIkSPo1q0bEhMT0aNHD8yZMwcDBw7U6pwJCQl48uRJmXW8vLzUT6c+fvwYXbp0QYcOHbBp0yYYGWn3HePy5cvw8/PDpUuX0KYNH6whopqlQKlEWmaORpkkSbCzMucSv0TlpG2uUNW5zLJly7Bs2TIAQEREBBwdHWFpaVmsXmpqKlJSUjBy5Ehs2bLluXHXZAbzEOEvv/yCQYMGoWPHjhg5ciTmzp2r3ufo6Ag3Nzds3LhR6wRaoVCUeyB8dHQ0unbtCj8/P2zcuFHr5JmIqKYzlslgb1P8g5WIqk5V5zJOTk5o1qwZgKdDONzc3ODm5qZRp3AWDj8/P0yePFn7N1HDGEwCPX/+fHTu3BnHjh3DkydPNBJoAOjYsWOpcxJWhujoaHTp0gUeHh745ptvkJCQoN7n4uJSZdclIiIiqgwvmsuMGDECI0aMAAB07doVn332GV555ZUqj7c6M5gE+saNG1iyZEmp+52dnREfH19l1z9y5AjCwsIQFhaGevXqaewzoFEuRERERCWqjFzm2LFjVRFajWMwYxQsLCzKfGjwwYMHcHBwqLLrjx07FkKIEl9EREREhq6ycpm0tDR89dVXCA4ORuvWrfH3338DAJKSkrBkyRKEhYVVRfjVisEk0F27dsXmzZtLXHs9NjYW69atQ8+ePfUQGREREVHt8OjRI7Ru3RqzZ8/Go0ePcO3aNfW0dvb29lizZg1WrFih5yj1z2AS6C+++AKPHj1Cu3btsGbNGkiShMOHD+Ozzz5DixYtIITAnDlz9B0mEVGtp1Kp9B0CEVWRjz/+GOnp6QgJCcGJEyeK9V4PHDgQf/zxh56iMxwGk0D7+Pjg1KlTcHBwwKxZsyCEwNdff40vv/wSLVq0wF9//QVPT099h0lEVOsVFBQwiSaqoX7//Xe8//77aNq0aYlTU3p5eSEqKkoPkRkWg3mIEACaNWuGP/74A8nJyQgLC4NKpYKXlxfXYyciMhDxyWn448JtdG3dEK6KqnsuhYj0Izs7u8y8Kz09XYfRGC6D6YEuqk6dOmjXrh38/f2ZPBMRGZCLoZG4GR6Dc9f/9xDRuZsPcCcyVo9REVFladq0KU6ePFnq/n379qF169Y6jMgwGUwCvXz5cgQHB5e6v3fv3li1apUOIyIioqJik1Jx8+FjGMuMcPlOOFIyshCfnI7T18NwIuQucvLy9R0iEVXQ1KlTsWPHDixatAipqakAnj73EBYWhjfffBNnz57FtGnT9Byl/hlMAv2f//wHTZs2LXV/06ZNsXbtWh1GRERERV2+E4XMnFy4O9kjJiEJV+5G4cq9SKRl5iDmSRpuhcfoO0SiSlNbx/mPGjUK8+fPx2effYbGjRsDAHr16gUfHx/s2LEDX375pdarQtdEBjMG+v79+5gyZUqp+319fbFu3TodRkRERIUKe5/N5SbIzsuDSpmPAycvwMHBAQ62lsjOzcfF0HA09XSFmamJvsMlqjCVSlWuZbBropkzZ+LNN9/E3r171c+keXt7Y9CgQfDy8tJ3eAbBYBJoU1NTxMaWPoYuJiam1jZkIiJ9e5yQCmOZEZbMeBdpKUkwNbNA97EfIiNXifbNvGFmaoLHiam4FR6DNo3d9R0uUYUJIWp1Eu3u7s6hGmUwmAS6Q4cO2LRpE6ZNmwZra2uNfampqdi4cSM6dOigp+iIiGq3Vo3qw9tNga+npiMt+QnsbAtgY2qEvMxUXL3zEMamcjjYWCE0IhZtGrvjblQc7G0s4Whrpe/QiV5YQUEBTE1N9R2GXty4cQMHDx5EeHg4AKBBgwbo1asXWrRood/ADITBJNBz5sxBUFAQWrVqhalTp6JZs2YAnv4BLl26FDExMdi+fbueoyQiqp2MjCTYWJpBqJ4+KGgEFXwdTZCvErifnAKVmSW6BbWCj6cbktOzcOjcDdRT1MGgoNYlziVLVB3UxnHQubm5mDRpErZs2QIhhLoHXqVS4ZNPPsEbb7yB9evX19ovFoUMJoH29/fHL7/8gkmTJuGf//yn+h9cIQQaNGiAn3/+GR07dtRzlEREtVdO8mMIZQEAQIIKtrJcxClNkacEsjMy8OvvR6Hq2BLpRtZITMlAVk4eImKT4OnK+aKpesrLy4OZmZm+w9Cp6dOn4/vvv8fkyZPx3nvvwdvbG5IkISwsDMuXL8eqVatgb2+PpUuX6jtUvTKYBBoAevTogbCwMFy5cgX3798HAHh7e6NNmzbswSAi0iMhBG6cPozsnFwAQG5ePjJi7yPWtDEkAObGEuIyCnDq4jU8SFXC1tYOEqxw6U4EPFzs+W84VUtpaWmwsbHRdxg6tXXrVrz55ptYuXKlRrmPjw++++47pKWlYevWrUyg9R3As4yMjODn5wc/Pz99h0JERAD+/vtvzJ09E7/9fhRCCABARnYepi5YgXoNm8G/Wy+41vNAaq7Ag5R85BQA8vRkZKSm4ERKElxtTOD/UlPIZDI9vxMi7cTHx6NevXr6DkOn8vPzy3zmLCAgAL/88osOIzJMBpdA37p1Cw8ePEBycrL6H+qiRo8erYeoiIhqpx9//BHDhg2DEKLYv8lCAI/CbuPR/dsIGjQO9X1bIjFLBXMTI6TnCQACBakZ2Pf7Sdy9dgnu7u5o0KAB6tevD2Njg/v4ISomPDwcbdq00XcYOhUcHIzDhw/jnXfeKXH/b7/9hp49e+o4KsNjMP+C3b9/H6NGjcLff/9dYuIMAJIkMYEmItKRv//+G8OGDYNSqSz132UhVIAATv64EZP++RHqOrvD3FjSGLJhZiwhLy8PYWFhCAsLg7GxMTw9PdGkSRO4urrq6u0QaS0xMREJCQlQKBT6DqXKJCUlaWwvWLAAQ4cOxaBBgzBlyhQ0bNgQAHDv3j189913iIiIwM6dO/URqkExmAR60qRJuH79OpYuXYqXX34ZderU0XdIRES12ueff15iz3Npzvx5GJMnT35uvYKCAnUy7ezsjICAgBqdoFD1dvbsWbz66qs1dj5oR0fHYs8oCCFw/fp17N+/v1g5ADRr1gwFBQU6i9EQGUwCffr0aXz66ad477339B0KEVGtFxkZiQMHDpQ7eVapVLh27RqSkpJgb29f7uvExcVh3759aN68Odq1a8ehHWQQ2rZti9jYWMhkMsycORMnTpxAly5dauTDsLNnz66R76uqGcy/VI6OjrC1tdV3GEREBODo0aPlTp4LCSEQGhqKgIAArY+7fv06oqKi0L17d60ScKKqEBsbi+joaNjZ2QF4OnwBAIKCgmpcT/TcuXP1HUK1ZDCt4B//+Ae2bt0KpVKp71CIiGq99PR0rRMFSZKQk5PzwtdMSUnBL7/8UqFzEFWVe/fu4eDBg8jOztZ3KGQADKYHunHjxlAqlXjppZcwfvx41K9fv8QpjwYNGqSH6IjKR6iUkIw4VRdVf9bW1lqvwiaEqPCiE8bGxjWuh49qjsePH2Pv3r0ICgpC/fr19R0O6ZHBJNDDhg1T//9HH31UYh1JkthDTQYrJzkG8dePwaV1L5ha8ydoqt5eeeUVSJKk1TAOSZLg6+v7wtf08PBAYGBgrV8imAxbVlYWDh06hIYNG8Lf3x+Wlpb6Don0wGAS6GPHjuk7BKIXJoRA0v1LSI++A7M6rnBq0VXfIRFViLu7O1599VUcPHiwXB0XRkZGaNGihdbjlyVJgoeHB1q1agUnJ6cXDZdI58LCwvDw4UM0adIELVq0gLW1tb5DIh0ymAQ6KChI3yHgiy++wK+//oqQkBCYmpoiJSVF3yFRNZGTHIP06DswMjVHasR12Hm+xF5oqvZmzZqFQ4cOlasnWgLQp08fGKnyYZ6fjExTR0AqfSiGjY0NGjZsCB8fHyYeZFAiIyORlZUFAMjLyytzZhmlUokbN27g5s2b8PT0RNOmTeHm5qbLcIthLqMbBjfQLDc3F2fPnsX+/fuRmJio02vn5eVhyJAhpa6+Q1QSIQSSH1yGMi8H5g71kJ+dipTwq/oOi6jC2rVrh507d0Imk5W6DLeRkQSZkYSP3wyGl7sbLPPiYZvzCGYFqeo6uQVP55J2cHCAn58fBg8ejOHDh6Nt27ZMnslg/P333+jXrx88PT2RnJwM4OlwjU8//RTfffcdwsPDSz1WCIGHDx/i119/xa5du3Dr1i29DTllLqMbBpVAL1++HK6urggMDMSgQYNw7do1AE9XAnJ0dMSGDRuq9Prz5s3DtGnT0KJFiyq9DtUshb3PMhM5CrLTYSQzRWrEdeSlJz3/YCIDN2jQIJw5cwbB3bsVmytWkoC2vvXx5btD8XJTV1jmxsEyLxEykQOr3DhAqCC3tEaKiQN82gZi8ODB8PPzg4ODg57eDVHJfvzxR3Tq1AmHDh0qYcl6gRs3bmDRokW4fPnyc8+VkpKCU6dO4YcffsCNGzd0nkhXNJcJCQnBDz/8oFF2+PBhdO7cGf7+/li2bFllhFntGUwCvXHjRkydOhW9evXCf/7zH40G7OjoiG7dumHHjh16jLBkubm5SEtLU78yMjL0HRLpWG5aAmSmZjAyMYVQ5UMmN4eRsQly03X7CwpRVWnXrh1+/e13nL10FeaWVgAAuZk5vvtoOGaPDUbTeraQhAp2OVEwVmUjV2aDOnIluvs3R8OW7ZAjjHErMgFZOXl6fidExRVdsr60ZFelUkGlUmHdunVl9kQXlZWVhTNnzmD79u24ePFiiflBRkaGRg6Rm5tbkbdSKf7v//5PY6nuhw8f4rXXXsPDhw8BAB988AHWrl2rr/AMhsGMgV68eDEGDBiA7du348mTJ8X2+/n5Yfny5XqIrGwLFy7EvHnz9B0G6ZGtR0tY1238TKkEIxO5XuIhqgpCCMRmqGBsKgcyMyAzMUWKdUM4GT+dE1cSBbDMS4SxpQINvJtAyk5GTmI4LiXnwtbKHPHJ6bjxMBrtmzTQ8zsh0qTtkvUHDx4s15L1hbKzs3H58mVcuXIF9erV0+gZfvb5rzlz5uh9YZOrV6/i448/Vm9///33kMlkuHLlChwdHTFs2DCsXr0aEydO1GOU+mcwPdBhYWHo3bt3qfvt7e1LTKyf55NPPoEkSWW+QkNDXzjuGTNmIDU1Vf06ceLEC5+LqidJkiAzNX/mZcalUalGiU5MQWhkLIq26odKJzwybYQnlo2hsnKFvasH6ro4ApmJEMp83IxIQHxiIpzsrGBpZoqLoRHshSaDUrhkfXmHWRRdsl5bQghERUXh4MGDOH/+PADgxIkTGjnEjBkzSjy2qnOZolJTUzWGWR08eBA9evSAo6MjAKBHjx4ICwurlGtVZwbTA21nZ1fmQ4O3bt2Ci4uL1uf98MMPMXbs2DLreHl5aX3eQnK5HHL5/3oaraysXvhcVL0pVSrEPklDXUdbJs9U4zxJzYC53ESjbRsZAdkFKjT28kRA275A1v+SioycfESceQAYGSEuOR0qlUBMYip7ocmg6HLJ+qKio6MBPM0ZbGxsnlu/qnOZolxdXXH79m0AQExMDC5duoRx48ap92dkZHCxIxhQAt2nTx+sXbu2xJ9Fbt68iXXr1mH8+PFan1ehUEChUFRGiERluhMZi2OX76BPhxZoUPfpN/X45DSohICLva2eoyOqmJbe9eDj7oIv3n36sWFsJKGlkyma+DRGly5d/ptY/2/6LlV6Juq7q+BcUKBxHgn8ckmGo3DJem1W3azokvUA1L255aXLXGbAgAFYsWIFcnJycP78ecjlcrz22mvq/VevXq20ZL06M5gE+vPPP4e/vz+aN2+Ofv36QZIkbN68GRs2bMDevXvh6uqK2bNnV2kMkZGRSEpKQmRkJJRKJUJCQgAADRs2ZM8ylalAqcSF2xEIj03CxdAIeLg4QKlS4dC5G1CqBEYF+8PU2GD+uhFpTZIkGMuMYGFtB6vcPJhbWMLOxhovv/xyib+41LG2xLBX2uohUqLy08eS9U2bNtX45bqyVTSX+fzzz5GQkIAtW7bAzs4OmzZtgrOzMwAgLS0Ne/bswZQpU6os/urCYD7R69ati0uXLuHTTz/Fzp07IYTAli1bYG1tjREjRuCrr77S+hubtmbPno3Nmzert1u3bg3g6SqJXbp0qdJrU/V2NyoOkXFJqO9kh3vR8YiIfYKs3DxExiVDCIE7EXFo4a3fyfWJKupuVBzGz/wGVuamuHErFN7NWsGYXwypGtPlkvXGxsYICgqCt7d3uabDe1EVzWWsrKywbdu2Uvc9evQIFhYWlRJrdWYQg1hyc3Px888/IzY2FuvXr0dSUhLi4uIQExOD5ORkbNiwQSdLvG7atEn9JG7RF5NnKkth77PMSIKF3BSRcU/w5+VQXLgdDpmRBBNjGS6EhiPvmZ+yiaqTou08OzcfKpkpIp9kQ6XSbvwokSEpXLK+tIWCnmVkZISWLVtqvWS9tbU1+vfvD29v7xcJUytVmcsYGRnB1tYWJiYmFQ+0mjOIrgNTU1MMGTIEy5YtQ8uWLQGA45ap2rj36GmPs0qocOPhYySlZeLMjQdQ2FnB200BSQIexSezF5qqtcJ2npOfj6i4ZOTlC4RGxiAyLgmerlwYhaovbZasB54+s1Vehb3V/v7+MDU1rUiYVWb+/PmQJAkzZ86EkZER5s+f/9xjJEnCrFmzdBCd4TKIBFqSJDRq1EjnS3cTVQYLuSna+LgjJ68AZ288gJ2VBdKzcpCeZYyImCcwMpKQX6DCxTvhaNagLoyM+BAVVT8WclO0buSOu49ikZiSAROZBDtrC8hNDOJjhOiFFS5ZP2zYMAghSpzSrnDWiYkTJ8LT07Nc5/Xw8EC7du207q3Wtblz50KSJEyfPh2mpqblmoeaCbSBJNAA8Omnn+KDDz7AkCFD4OPjo+9wiMrNw8UBHi4OOHvjPqzNTdHcyxVX7z2CZ10HpGbkwMpcjvZNPGEuNwVnt6PqysPFATaW5rj/OAE+9Z2Rl58PI8kINlYv/jAVkaEoXLJ+wYIFOHDggEZPtCRJaNGiBfr06VOu5NnDwwNt2rSpNr+kP/sQpbYPVdZWBpNAnzt3Dg4ODmjevDm6dOkCT09PmJuba9SRJIlrsJNByszOxfWbN+GVfQ35OW1Rz6kO4pPSIQCYmRjD09UB9Z3sUaBUwricY+2IDM21sEdITs+Em6MdADmiE9Nw48Fj+DflvM5U/bVr1w4///wzIiMj0apVKyQnJ8PCwgKzZs16bi+yJElo0KABWrdurbEICdVcBpNAr1y5Uv3/R48eLbEOE2gyVFHxybBIuw/r3BjEx99DroU3ElMzYGNhjpz8AlwMjYCpsQyHzt9EL/9m6nmhE1MykJiaAV8P7RcJItKlAqUSd6JiYWIsQ1xyOgDAxNgItx4ygaaaxd3dHRYWFkhOToapqWmZybORkREaN26Ml156Cba2nO+/NtEqgW7QoIHWK6xJkoT79+8/tx5/MqDqrL61QG6dfKgsFGhgno8nrs7IzM6Fp6sjCpRK3I2MQ1ZuHu5GxkFhZ4U+HVpACODYlTuITkiBUx1r2NtY6vttEJVKZmSEAYGtkJqZjYcxiWjopoCxTAYLM8N8MIqoqnl5ecHf3x/W1tb6DoX0QKsEOigoqFgCffHiRdy8eRNNmzZVj12+c+cObt26hebNm8PPz6/yoiUyUOkRV2Eq8iB39UTyo3tID/kJFsoGiE9+mlwkpGbgUUIyXBxscethDNo09kBOXj7CHsUjMycPIfei0M1P+3lFiXRFkiQ429sgMj4J1+9Hw82xDpp7Vf30okSGxtTUFJ07d+ZqfLWcVgn0pk2bNLb37duHffv24ciRI3jllVc09h05cgRDhw7FggULtAro3LlzOHbsGOLj4zF58mQ0atQIWVlZCA0NRePGjbkiIBmcnJQ4pEXdhpGpOZR52UhJSoSdMhv+ClvkePkBkhFuPnyM6MQU1FPY4WHME1y6E47snALkFyjhaGuJkLBHaNWoPnuhyaBl5+bh4u0IJKRk4EJoOHzcnWFizDH9VHs4ODigR48esLGx0XcopGcVWkhl9uzZeO+994olzwDQo0cPvPvuu/jss8/Kda68vDwMGjQInTp1wsyZM7F8+XJERUU9DdLICD179uT4ZzJIOUmPEfMkDT/+eREb9xzGoVNX8SQlAy5GKejqbQk/bwWslKlwtbdBamY2TE1k+PtWOK4/jIaijhXqWFsgLSMbIfei9P1WiMp04+FjxKekw6uuAx7FJ+FOZJy+QyLSGXd3dwwYMIDJMwGo4EOE9+7dK/NpUwcHh3KNfwaeTmR+4MABrFq1Cl27dtWYys7MzAxDhgzB/v37MXPmzIqETFSp/v77byxYsAC//vqrxrRHSySgY/OrmJYig5dvc7hlXAfq+KNABVjI5UhMzYRSqYKx7Ol3WKVQ4Wb4Y7Rr4glrC04LRoansPfZXG4Cc7kpZEYy9kJTjeXi8vTB7sIVCt3d3dGzZ0/1fNC1RUxMDOLj49GwYUNYWvIX0qIqlEB7e3tj48aNeOutt4oNrUhPT8eGDRvKPUbohx9+wDvvvIOJEyfiyZMnxfY3adIEu3fvrki4RJXqxx9/VE+8/+zqVUIA524+xPB/fo7PxvRAj/ZN4FtfCc92gZDJZAiPSURaVo7GMwXGMhnMTLk8Khmmu1FxeJKWgQKlCuExT6BUqRCblIoHjxPh4+6s7/CIKtXFixeRn5+PjRs3QqFQoHv37rUqed6/fz+mT5+Oe/fuAXg6LLdbt25ITExEjx49MGfOHAwcOFC/QepZhRLozz//HK+//jp8fX0xduxYNGzYEMDTnunNmzcjLi6u3ElvfHw8WrRoUep+mUyGrKysioRLVGn+/vtvDBs2DEqlstSlX1Wqp+Wfbz4CGytrNMz4HedvR8POyQ3Ozs5wdXVF3bquBru8K1FRboo6CPZvplEmQYKLPX/OpprL2NgY3bt3h7Gxwcz6W+V++eUXDBo0CB07dsTIkSM1ViZ0dHSEm5sbNm7cyAS6IgcPHDgQBw8exPTp0/Hll19q7GvVqhX+85//IDg4uFznql+/PkJDQ0vdf/r0aXWCTqRvn3/+eYk9zyURAHYcvYK5Y7pAnhOP+HgTxMfH4/r16zAyMoKbmxu8vb3h4eEBuVxe9cETvQBHWys42vIhbqpdGjZsWOumqZs/fz46d+6MY8eO4cmTJ8WW9u7YsSPWrFmjn+AMSIW/UvXs2RM9e/ZEbGwsIiIiADxdxrJw/FB5jRw5EkuWLMHgwYPRuHFjAFD/vL1u3Trs2rULX331VUXDJaqwyMjIYku9lkWlErh4+wESklujjoMZMk0VUBmZ/nefClFRUYiKioKRkRGcnZ3h5uYGV1dXKBSKWtXrQURkaFxdXfUdgs7duHEDS5YsKXW/s7Mz4uPjdRiRYaq0T2cXFxetk+aiZs6ciXPnzqFz585o0qQJJEnCtGnTkJSUhEePHqFPnz6YNm1aZYVL9MKOHj1a7uS5kBDAuch8dHZVACh5MSKVSoWYmBjExMQAeDr7TJ06daBQKODk5IR69epxGkciIh2ys7PTdwg6Z2FhgczMzFL3P3jwgMuVo4LT2AFPe+P+8Y9/wMfHB/b29jh58iQAIDExEe+//z6uXLlSrvOYmprit99+w8aNG+Hl5QVfX1/k5uaiZcuW2LRpE3755Rf107BE+pSenq71wySSJCFZaY50s7pQGZXvQUGVSoUnT54gNDQUJ0+exO7du5GTk/MiIRMR0QuwsLDQdwg617VrV2zevBkFBQXF9sXGxmLdunXo2bOnHiIzLBXqgb516xZefvllqFQq+Pv7IywsTH3DHR0dcerUKWRmZuI///lPsWM/+OADvPnmm2jdujWAp4m4QqHAqFGjMGrUqIqERVSlrK2ttV56XggBM7MXn55OJpMhODi4QucgIiLt1MaHvL/44gt06NAB7dq1w5AhQyBJEg4fPow///wTa9asgRACc+bM0XeYelehHuj/+7//g52dHe7evYutW7cW+1m7b9+++Ouvv0o8dunSpbh9+7Z6u0GDBvjpp58qEg6RTrzyyivFlrR/HkmS4Ov7Ykt1KxQK9OrVC3Xr1n2h44mI6MVo+299TeDj44NTp07BwcEBs2bNghACX3/9Nb788ku0aNECf/31Fzw9PfUdpt5VqAf65MmTmD17NhQKRYlzN7u7uyM6OrrEY52dnfHgwQP1trZjSon0xd3dHa+++ioOHjwIpVL53PpGRhJaNX06xOl55HI57O3t4ejoCCcnJ7i4uHDyeiIiPajND3E3a9YMf/zxB5KTkxEWFgaVSgUvLy8oFAp9h2YwKtQ6VCpVmeODEhISSp2Wq2/fvpg/fz5+//139SD9xYsXY8eOHaWeT5Ik7N+/vyIhE1WKWbNm4dChQ5Ak6blf/iQAw7u1hKQqgDD63185mUwGR0dHODs7Q6FQQKFQcIlYIiIDURt7n4Gnw3ObNm0KAKhTpw7atWun54gMU4US6DZt2uDXX3/F5MmTi+0rKCjAjh070KFDhxKPXbZsGZycnHDs2DHcvHkTkiQhKioKSUlJpV6vtjZmMjzt2rXDzp071SsRltQTbWQkQQLwyRvd0KSeHZILUmHh2hienp5wc3ODQqHgg7FERGRQmjdvjubNm2P48OEYOnQo1+AoRYUS6BkzZuDVV1/FO++8g+HDhwMA4uLi8Mcff+DLL7/E7du3sXLlyhKPtbS01Fh8xcjICEuXLsXIkSMrEhKRzgwaNAhnzpzBggULis0LLUkSXmrmiwG9uqKpT2M41K8H/xb+ULjW02PEREREZVu1ahV27dqF2bNnY9asWWjVqpU6mfbw8NB3eIZDVND3338v6tSpI4yMjIQkSer/2traiu3bt5d63GuvvSZOnjyp3j5+/LiIj4+vaDiVYuXKlcLDw0PI5XLRvn17cf78+XIfe+nSJQFAXLp0qQojJEMTEREh6tSpIwAICwsLsXDhQrFv3z4REREhVCqVvsMjIiID8iK5QkVykxcRGxsrVqxYIV5++WVhZGQkjIyMRIcOHcTSpUtFdHR0lV67OpCEqPjTe5mZmThy5Aju3bsHlUoFb29vBAcHl7n8pUwmw/fff4833nhDvb1lyxa990Dv3LkTo0ePxurVq+Hv74+lS5di9+7duHPnDpycnJ57/OXLl+Hn54dLly6hTZs2OoiYDEXbtm0RGxMDmbExdu/ejXbt2nHYERERFaNtrlDR3KSioqOjsXv3buzatQt///03JElCfn5+lV/XkL3wNHZZWVlwcHDA119/DUtLSwwcOBAff/wxpk+fjtdff/25a8e7ublpLLIihDCIZGPJkiWYMGECxo0bh6ZNm2L16tWwsLDAhg0b9B0aGbi/Du/Hye8/x+a1K9G+fXtIkoS8jGTkJMdq1KuE76xERFSL6Ds3cXV1RbNmzdCkSRNYWFhovRZCTfTCY6AtLCxgbGz8wlNsDR8+HN988w127dqlnoXjk08+wcKFC0s9RpIkXL169YWuVx55eXm4dOkSZsyYoS4zMjJC9+7dcfbs2RKPyc3NRW5urno7IyMDwNOHKGv7t7PaRAiBuDvnkPLoLhzrmyM/Px9CqBB9+TDys9Lg3nkEZCZmyCsowC+nrqG5lxt83J01jjeEL5BERFT1Chedy8jIQFpamrpcLpcXm73sRXKTyiCEwPHjx7Fz50789NNPSExMRJ06dTB8+HAMGzasyq5bXVToIcLBgwdjz549eOedd7T+8F+4cCEaNmyIY8eOIT4+HpIkwdLSUq/rqycmJkKpVMLZ2Vmj3NnZGaGhoSUes3DhQsybN69Yub+/f5XESNXVJH0HQEREBiYoKEhje86cOZg7d65G2YvkJhXx119/YdeuXdizZw/i4+NhY2ODgQMHYtiwYejevXutnh+7qArdheHDh2Py5Mno2rUrJkyYAE9PT5ibmxerV9L4HplMhokTJ2LixIkAnn6b+uyzz/Q+BlpbM2bMwAcffKDeDgkJQVBQEM6fP69eppxqNiEEHl/8BWmRt2DuWA9Z8RGwb+SPguxUpMeEwUhmAlOrOnAJGIqdx64hKv4JjCQjDOzcCo3rO+OHP/5GZGwSXgtqjWYNuNogEVFNd+XKFfj7++PEiRNo1aqVury0tTN0KSgoCFZWVujXrx+GDRuGXr161colzZ+nQgl0ly5d1P9f0pLdhT9Ll2e1tocPH+p9hRtHR0fIZDLExcVplMfFxcHFxaXEY579ucXKygrA0xWMTExMqi5YMhhZiVHIjX8IU7kcyMuEqdwMaQ8vQgJgZe8KSWaCnKRo3LwegpjkDLi7OCI+OR1X70dDMpLh8ZN0GMmMcfV+NJp51YOJMeeGJiKqyQp7ca2srJ67gNaL5CYVsXv3bvTt2xdmZmaVfu6apEIJ9MaNGysrDoOYW9DU1BR+fn44evQoBg4cCODpaotHjx7Fu+++q9/gyGDlZ6XC2MwSQqggVCqYWFgjMz4cQqmEJD19Tjc3JxvnQm6hQO6GvAIlLMxM8fDxEySkZEBmJMHVwQaRccm4GxXHXmgyaHmZKUi69zccmwTCWF76SrREVDl0nZsMHjy40s9ZE1UogR4zZswLH2tkZAQjIyNkZWXB1NQURkZGzx1HLUmSeuB9Vfnggw8wZswYtG3bFu3bt8fSpUuRmZmJcePGVel1qfqyqd8MNvWaIPtJNOJvHINL617IfvIIBTmZ6joJ6blQ3XoCG3MzZOfmAQAKVCo8jElE4/rOyC9QQqlU4WJoOBrXd2YvNBmslIchSA67CFNLO9g3aq/vcIhqharMTebPnw9JkjBz5kwYGRlh/vz5zz1GkiTMmjWrwteuzvQ2Enz27NmQJEn9M0bhtr4NGzYMCQkJmD17NmJjY9GqVSv89ttvxQbvExWSJAkCRkh+eAUZMfeRan8dzi9116ijAODxUi6Uqv9NYffn5VDcjYpDfoES+QVKWFnIkZmTh+T0TDjVKfsnPSJ9yMtIQmr4NagK8pH84Aps6jdDQW4m0qPvwNE3AJIRv/gRVYWqzE3mzp0LSZIwffp0mJqaFnuIsSRMoAGtFlIZP348JEnC2rVrIZPJMH78+OdfQJLwn//8p0JBVidcSKV2ykqMQtSpnRBCBSNjOTyC3sD9pHzYWprDTWFX4jF5BQXIysnTKJMZGcHaguPOyDDF3ziOxNt/wdzBHdmJUXBu1QO5qXFIe3QH9ToMhJVrI32HSFQtMFeo/rTqgf7zzz9hZGQElUoFmUyGP//8s1zDLohqMiEEkh9chqogD+aO7siKf4iIWxdxJMoEDjZWGNG9HWSy4msWmRobw9SK0wFR9VDY+2xsZg1AQGZqhsRbpyBU+VDm5SD5/mVYOnuxF5qIagWtPr3Dw8PL3NbG999//0LHjR49+oWvSVQVsp88Qsbje5BkJsjPSoEkM8GlG6FIKKiH9Kxc3HsUD1+Pyn9SmkiXMuPCIVRKqArykJsSByEE8tLiIclMYOXaGJnx4ciMewgr14b6DpWIKkAmk2HLli2lTiu8c+dOjBw5slwzrNVkeuv+Gjt2bLGywt7qZ0eVFO3FZgJNhkY9C8d/lzbNllnhXpqATR0J+RJwMTQCjeo5ldgLTVRd2Lg3g5nd/8Zb5iTHIubyrzC1doCRiSmESonk+5dg6dyAvdBE1djzRvYqlUqOLoAeE+iHDx9qbKekpGDMmDGwtbXFe++9Bx8fHwBAaGgoVqxYgfT0dGzevFkfoRKVyaZ+M1i7+aq3T4Tcg/LJPTi5OCI/vwDhsU/YC03VnsxEDnMHN/V2esxdGBmbIj8zFfmZqQCA3LRE5KTEwdyeUzESVWelJchpaWk4fPgwHB0ddRyR4alwAn3o0CEsWbIEly9fRmpqaonfXErq5n923ue5c+dCoVDg999/1/iDa9GiBQYPHoyePXvi22+/rdS5p4kqgyRJkGRP/ypl5+bhduTTye4jY5MAAAVKFW48jGYCTTVKHa82sFR4ahYaGUFu66SXeIjoxc2bN089fZ0kSRg1ahRGjRpVYl0hBN5//31dhmeQKpRA7927F0OHDkWzZs0wfPhwrFq1CiNHjoQQAvv370ejRo3Uk34/z759+/DFF1+U+K3HyMgIgwYNwmeffVaRcImqnKmJMbq18UXeM/OV21oWX+KeqDozsbCFiYWtvsMgokrQvn17TJ48GUII/Pvf/0aPHj3QuHFjjTqSJMHS0hJ+fn4YNGiQniI1HBVKoBcuXIj27dvj1KlTSE5OxqpVqzB+/Hh069YN4eHh6NChAxo0aFCucwkhEBoaWur+W7duPXdcDpG+yYyM2NNMRETVSu/evdG7d28AQGZmJv7xj3/A399fz1EZtgo91XTr1i0MHz4cMplMvSBKfn4+AMDT0xOTJ0/GokWLynWugQMHYtWqVViyZAmysrLU5VlZWVi8eDHWrFmDAQMGVCRcIiIiIirDxo0bmTyXQ4V6oC0sLGBqagoAsLOzg1wuR0xMjHq/s7NzsYcFS7Ns2TI8fPgQH330EWbMmAFXV1cAQExMDPLz89GpUycsXbq0IuESERERUTk8evQIV65cQWpqKlT/nWWqqNo+K1qFEmgfHx/cunVLvd2qVSts2bIFo0aNQkFBAbZv3w53d/dyncvW1hYnTpzA/v37cejQIURERAAAevXqhT59+qBfv36cNoWIiIioCuXk5GDMmDHYu3cvVCoVJElSD6HltML/U6EEetCgQVi+fDm++eYbyOVyzJw5EwMGDICdnR0kSUJmZiY2bNig1TkHDBjAoRpULeVnpSH5/kU4+HSEzJQPDRIRUfXz6aef4scff8QXX3yBjh07okuXLti8eTNcXV2xdOlSPH78+IUXw6tJXmgMdE5ODnbu3In8/Hx89tlnSEp6Ol3Xq6++iuPHj2PChAmYNGkSjh49WuKCKUQ1UUr4VTy5ex5pUTf1HQoREdEL2bNnD8aNG4fp06ejWbNmAAA3Nzd0794dBw4cgJ2dHb777js9R6l/WvdAx8fHIyAgAA8fPoQQApIkwdzcHPv27UP37t3x8ssv4+WXX66KWIkMVn5mKlLDr0KVl4vk+5dhXa8pjOUW+g6LiIhIK/Hx8Wjfvj0AwNz86a+pmZmZ6v2DBw/G/PnzsWrVKr3EZyi07oFesGABwsPDMW3aNBw4cADffvstzM3NMWnSpKqIj6haSIm4hrzMFFg4N0BuagLSH916/kFEREQGxtnZGU+ePAHwdLKIOnXq4M6dO+r9aWlpyMnJ0Vd4BkPrHujff/8do0ePxjfffKMuc3Z2xsiRI3Hnzh31EtxEtUVh77OxmTUkyQhGJmbshSYiomrJ398fp06dwvTp0wEA/fr1w9dffw1XV1eoVCp8++236NChg56j1D+te6AjIyMRGBioURYYGAghBOLi4iotMKLqIiPuAZT5uVDmZSE76RFUyjwU5GYhKyFC36ERERFp5f3334eXlxdyc3MBPB15YGdnhzfffBNjxoyBra0tli9fruco9U/rHujc3FyYmZlplBVuFzyzfDFRbWBTzxemVnWKlZvVcdVDNERERC8uMDBQo6O0fv36uH37Nq5fvw6ZTAZfX1/14nm12QvdgfDwcFy+fFm9nZqaCgC4d+8e7OzsitVv06ZNuc57+/ZtbNy4EQ8ePEBycnKxpbslScLRo0dfJGSiKiMzNYelk6e+wyAiIqoSRkZGeOmll/QdhkF5oQR61qxZmDVrVrHyyZMna2wXztKhVCqfe84tW7Zg3LhxMDExgY+PD+rUKd6j92xCTURERESV5+TJk2XulyQJZmZmqFevnnrV6NpI6wR648aNVREH5s6di9atW+PQoUNwdHSskmsQERERUem6dOlS7pWfGzVqhHnz5mHYsGFVHJXh0TqBHjNmTFXEgcePH+Ojjz5i8kxERESkJ7/99humT5+O3NxcTJgwAQ0bNgTwdJju+vXrYW5ujs8++wwRERFYs2YNRo4cCZlMhtdff13PkeuWwYwCb9myJR4/fqzvMIiIiIhqrd9++w1mZmY4f/48TE1NNfZNnjwZXbp0wblz57Bo0SL84x//QNu2bbFo0aJal0C/0FLeVWHJkiX4z3/+gzNnzug7FCIiIqJaadu2bRg5cmSx5Bl4OuvaG2+8gc2bN6u3R40ahVu3at/iYQbTA71o0SLY2tri5ZdfRtOmTeHu7g6ZTKZRR5Ik7N+/v0rjOHnyJL7++mtcunQJMTEx+OmnnzBw4MAqvSYRERFRaXSZm2RmZpa5rkdMTAwyMjLU23Z2dsXytdrAYBLoa9euQZIkuLu7IyMjo8RvM+Ud1F4RmZmZeOmllzB+/HgMGjSoyq9HREREVBZd5ibdunXD0qVL0aFDB7z66qsa+3755RcsW7YMr7zyirosJCQEnp6eVRqTITKYBDo8PFzfIQAAevfujd69e+s7DCIiIiIAus1NVq5cia5du2LAgAFwc3ODt7c3AOD+/fuIjo6Gh4cHVqxYAQDIyclBZGQk3n77bZ3EZkgMJoGurnJzc9XLXQLQ+FmDiIiIqDQZGRlIS0tTb8vlcsjlcj1GBLi7u+P69etYvXo1Dh8+jIiICABAkyZNMHXqVEyaNAmWlpYAno6BPnjwoD7D1RuDTKDT09ORmpoKlUpVbJ+7u7seIirdwoULMW/ePH2HQURERNVMUFCQxvacOXMwd+5c/QRThIWFBT744AN88MEH+g7FYBlUAr1q1SosWbIEDx48KLVOeVY11KUZM2ZoNLCQkJBifyGIiIiInnXixAm0atVKva3v3ueicnNzcfnyZcTHx6NTp05cp+MZBjON3erVqzFlyhQ0bNgQn3/+OYQQmDp1Kj755BO4uLjgpZdewn/+8x99h1mMXC6HjY2N+mVlZaXvkIiIiKgasLKy0sghDCWBXr58OVxdXdGpUycMGjQI165dAwAkJibC0dERGzZs0HOE+mcwCfSKFSsQHByMQ4cOYeLEiQCAvn374osvvsCtW7eQnp6OJ0+e6DlKIiIioppr48aNmDp1Knr16oUNGzZACKHe5+joiG7dumHHjh16jNAwGEwCff/+ffTr1w8AYGJiAgDIy8sDANja2uLtt9/Gv//97yqPIyMjAyEhIQgJCQEAPHz4ECEhIYiMjKzyaxMRERE9S5e5yeLFizFgwABs375dnZcV5efnh5s3b1b6dasbg0mgbW1tUVBQAACwsbGBhYUFoqKi1Putra0RGxtb5XFcvHgRrVu3RuvWrQEAH3zwAVq3bo3Zs2dX+bWJiIiInqXL3CQsLKzMKfPs7e05IgAG9BBh8+bNcfXqVfV2hw4dsGrVKvTp0wcqlQpr1qxB48aNqzyOLl26aPxcQURERKRPusxN7OzskJiYWOr+W7duwcXFRSexGDKD6YEeNWoUbty4oZ5Ted68ebh9+zbc3d3h6emJO3fu4PPPP9dzlEREREQ1V58+fbB27VqkpKQU23fz5k2sW7cO/fv3131gBkYSBtzd+uDBA/zyyy+QyWTo2bOnTnqgK+ry5cvw8/PDpUuX0KZNG32HQ0RERAbGkHOFx48fw9/fH0II9OvXD2vXrsWoUaOgVCqxd+9euLq64u+//67109oZzBCOknh5eeGf//ynvsMgIiIiqhXq1q2LS5cu4dNPP8XOnTshhMCWLVtgbW2NESNG4Kuvvqr1yTNggAn0uXPncOzYMcTHx2Py5Mlo1KgRsrKyEBoaisaNG3OeZSIiIqIq5OTkhPXr12P9+vVISEiASqWCQqGAkZHBjPzVO4NJoPPy8jB8+HDs378fQghIkoR+/fqhUaNGMDIyQs+ePTFt2jTMnDlT36ESERER1QoKhULfIRgkg0mgZ82ahQMHDmDVqlXo2rUrfHx81PvMzMwwZMgQ7N+/nwk0ERERURVKTk7GDz/8gAcPHiA5ObnYDCCSJBnk6tC6ZDAJ9A8//IB33nkHEydOLHF+wSZNmmD37t16iIyIiIiodjh8+DBef/11ZGZmwsbGBnXq1ClWR5IkPURmWAwmgY6Pj0eLFi1K3S+TyZCVlaXDiIiIiIhqlw8//BAuLi748ccfy8zLajuDGQ1ev359hIaGlrr/9OnTaNiwoQ4jIiIiIqpdwsLC8P777zN5fg6DSaBHjhyJNWvW4OzZs+qywp8I1q1bh127dmH06NH6Co+IiIioxmvUqBHS09P1HYbBM5ghHDNnzsS5c+fQuXNnNGnSBJIkYdq0aUhKSsKjR4/Qp08fTJs2Td9hEhEREdVYn3/+OaZMmYKRI0fC09NT3+EYLINJoE1NTfHbb79h27Zt2LNnD5RKJXJzc9GyZUt8/vnnePPNNzlonYiIiKgKHT16FAqFAk2aNEGPHj1Qv359yGQyjTqSJGHZsmV6itAwGPRS3tWRIS/PSURERPpnyLlCeRZLkSQJSqVSB9EYLoPpgSYiIiIi/VKpVPoOoVowqAT61KlT2LBhQ5kTd1+9elVP0RERERERGVACvWTJEnz88ccwMzODj48P7O3t9R0SEREREVExBpNAf/311+jUqRN++eUX2Nra6jscIiIiIqISGcw80FlZWXjjjTeYPBMRERGRQTOYBLpr1664fv26vsMgIiIiIiqTwSTQK1aswNGjR/HNN98gKSlJ3+EQEREREZXIYBLo+vXrY9KkSfjkk0+gUChgaWkJGxsbjReHdxARERFVvdzcXJw9exb79+9HYmKivsMxOAbzEOHs2bPxxRdfwM3NDW3btmWyTERERKQHy5cvx9y5c5GamgoAOHLkCLp164bExET4+vriX//6F8aPH6/nKPXLYBLo1atXo2/fvti3b1+5VsGpCgsXLsSPP/6I0NBQmJubIyAgAIsWLYKPj49e4iEiIqLaTde5ycaNGzF16lQMHz4cPXv21EiUHR0d0a1bN+zYsaPWJ9AGM4QjLy8Pffv21VvyDAAnTpzAlClTcO7cORw5cgT5+fno2bMnMjMz9RYTERER1V66zk0WL16MAQMGYPv27ejXr1+x/X5+frh582aVXLs6MZge6FdffRV//fUXJk2apLcYfvvtN43tTZs2wcnJCZcuXULnzp31FBURERHVVrrOTcLCwvD++++Xut/e3h5Pnjyp9OtWNwaTQM+ZMwfDhg3D5MmT8dZbb8Hd3R0ymaxYPV2uUFg49qesa+bm5iI3N1e9nZGRUeVxERERUfWXkZGBtLQ09bZcLodcLi/zmPLkJhVhZ2dX5kODt27dgouLS5VcuzoxmCEcPj4+CAkJwerVq9G+fXu4uLhAoVAUe+mKSqXC1KlT0alTJzRv3rzUegsXLoStra36FRQUpLMYiYiIqPoKCgrSyCEWLlxYZv3y5iYV0adPH6xduxYpKSnF9t28eRPr1q1D//79q+Ta1YnB9EDPnj0bkiTpOwy1KVOm4MaNGzh16lSZ9WbMmIEPPvhAvR0SEsIkmoiIiJ7rxIkTaNWqlXr7eb3P5c1NKuLzzz+Hv78/mjdvjn79+kGSJGzevBkbNmzA3r174erqitmzZ1fZ9asLg0mg586dq+8Q1N59910cOHAAJ0+eRL169cqs++zPLVZWVlUdHhEREdUAVlZWsLGxKVddbXKTiqhbty4uXbqETz/9FDt37oQQAlu2bIG1tTVGjBiBr776Co6OjlV2/erCYBJoQyCEwHvvvYeffvoJx48fR4MGDfQdEhEREdViusxNcnNzcfjwYXh6emL9+vVYv349EhISoFKpoFAo9DpTmqHhnShiypQp2Lp1K7Zv3w5ra2vExsYiNjYW2dnZ+g6NiIiIaiFd5iampqYYMmQIzpw5oy5TKBRwdnZm8vwM3o0iVq1ahdTUVHTp0gWurq7q186dO/UdGhEREdVCusxNJElCo0aNuHR3OXAIRxFCCH2HQERERKSm69zk008/xQcffIAhQ4ZwJeYyMIEmIiIiIgDAuXPn4ODggObNm6NLly7w9PSEubm5Rh1JkrBs2TI9RWgYmEATEREREQBg5cqV6v8/evRoiXWYQDOBJiIiIqL/UqlU+g6hWuBDhEREREREWmAPNBERERFpePjwIQ4dOoSIiAgAgIeHB3r37s01Mv6LCTQRERERqX344YdYtmxZseEcRkZGmDp1Kr755hs9RWY4OISDiIiIiAAAixcvxrfffotBgwbh7NmzSElJQUpKCs6ePYvXX38d3377Lb799lt9h6l37IEmIiIiIgDAunXr0L9/f+zatUuj3N/fHzt27EBOTg7WrFmDadOm6SlCw8AeaCIiIiICAISHhyM4OLjU/cHBwQgPD9ddQAaKCTQRERERAQCcnJxw9erVUvdfvXoVCoVChxEZJibQRERERAQAGDJkCNavX4+vvvoKmZmZ6vLMzEwsWrQI69evx7Bhw/QYoWHgGGgiIiIiAgAsWLAAISEh+PTTTzF79mzUrVsXAPD48WMUFBSga9eumD9/vp6j1D8m0EREREQEALCwsMDRo0exf/9+jXmge/XqhT59+qBfv36QJEnPUeofE2giIiIi0jBgwAAMGDBA32EYLI6BJiIiIiLSAnugiYiIiGqx/v37a1VfkiTs37+/iqKpHphAExEREdViBw4cgJmZGVxcXCCEeG59joFmAk1ERERUq7m5uSE6OhqOjo4YOXIkhg8fDhcXF32HZdA4BpqIiIioFouKisKxY8fQunVrLFiwAPXr10f37t2xceNGpKen6zs8g8QEmoiIiKiWCwoKwpo1axAbG4s9e/bAwcEB7777LpycnDBo0CDs2bMHubm5+g7TYDCBJiIiIiIAgImJCQYMGICdO3ciLi5OnVQPGzYM//rXv/QdnsFgAk1EREREGnJzc3H48GHs378fV65cgZmZGTw9PfUdlsFgAk1EREREUKlUOHz4MMaOHQtnZ2eMGDEC2dnZWLduHeLj4/Hmm2/qO0SDwQS6iFWrVqFly5awsbGBjY0NOnbsiEOHDuk7LCIiIqqldJGbnDlzBu+++y5cXV3Rt29fhIWF4csvv8Tjx49x8OBBjBo1CpaWlpV6zeqO09gVUa9ePXz11Vdo1KgRhBDYvHkzBgwYgCtXrqBZs2b6Do+IiIhqGV3kJoGBgTA3N0efPn0wYsQI9VCNyMhIREZGlnhMmzZtKuXa1ZUkyjNjdi1mb2+Pr7/+Gm+99Va56l++fBl+fn64dOlSrW9cREREVFxFcwVtc5PnMTL634CE5y2SIoSAJElQKpWVcu3qij3QpVAqldi9ezcyMzPRsWPHUuvl5uZqTOuSkZGhi/DKJSYmBjExMfoOo1ZxdXWFq6urvsOoVdjOdY/tXPfYznVPF+08IyMDaWlp6m25XA65XF5q/fLmJtrauHFjpZ2r1hCk4dq1a8LS0lLIZDJha2srfv311zLrz5kzRwDQeAUFBYnHjx/rKOKS5eTkiKCgoGKx8VW1r6CgIJGTk6PXP/vahO2c7bw2YDuvee388ePHJf6Zzpkzp8T62uYmVPU4hOMZeXl5iIyMRGpqKvbs2YP169fjxIkTaNq0aYn1n+2BBp7/DVIX0tLSYGtrixMnTsDKykqvsdQWGRkZCAoKQmpqKmxsbPQdTq3Adq57bOe6x3aue7po59rkD9rmJlT1mEA/R/fu3eHt7Y01a9boOxStFP6Dyw853eE91z3ec93jPdc93nPdM/R7Xl1zk5qE09g9h0ql4tKVREREZDCYm+gfHyIsYsaMGejduzfc3d2Rnp6O7du34/jx4zh8+LC+QyMiIqJaiLmJYWICXUR8fDxGjx6NmJgY2NraomXLljh8+DB69Oih79C0JpfLMWfOHL2Pxa5NeM91j/dc93jPdY/3XPcM6Z7XpNykJuEYaCIiIiIiLXAMNBERERGRFphAExERERFpgQk0EREREZEWmEATERGRXs2dOxeSJGl93NixY+Hp6Vn5Aekohi5duqBLly6VGg/pBhNoqpE2bdoESZLULzMzM9StWxfBwcFYvnw50tPT9R1iMbt27YIkSfjpp5+K7XvppZcgSRKOHTtWbJ+7uzsCAgJ0ESIZoOrY1gHNuE+dOlVsvxAC9evXhyRJePXVV/UQIVVHWVlZmDt3Lo4fP67vUF7I48ePMXfuXISEhOg7FHoOJtBUo82fPx9btmzBqlWr8N577wEApk6dihYtWuDatWt6jk5TYGAgABRLJtLS0nDjxg0YGxvj9OnTGvuioqIQFRWlPpZqr+rU1osyMzPD9u3bi5WfOHECjx49MohpxKj6yMrKwrx586p1Aj1v3jwm0NUA54GmGq13795o27atenvGjBn4888/8eqrr6J///64ffs2zM3NSz0+MzMTlpaWuggVdevWRYMGDYol0GfPnoUQAkOGDCm2r3CbCTRVp7ZeVJ8+fbB7924sX74cxsb/+0javn07/Pz8kJiYqPOYiIiehz3QVOt069YNs2bNQkREBLZu3aouHzt2LKysrHD//n306dMH1tbWeOONNwAAnp6eGDt2bLFzlTR+LSIiAv3794elpSWcnJwwbdo0HD58GJIkPbdXJDAwEFeuXEF2dra67PTp02jWrBl69+6Nc+fOQaVSaeyTJAmdOnXS/kZQjWfIbb3QiBEj8OTJExw5ckRdlpeXhz179mDkyJFav2cyfKdOnUK7du1gZmYGb29vrFmzpsR6W7duhZ+fH8zNzWFvb4/hw4cjKiqq1POGh4dDoVAAAObNm6ceIjR37lwAwLVr1zB27Fh4eXnBzMwMLi4uGD9+PJ48eVLu2Pft24fmzZvDzMwMzZs3L3HIHfB0qe2lS5eiWbNmMDMzg7OzMyZNmoTk5ORSz338+HG0a9cOADBu3Dh1/Js2bQIA/PXXXxgyZAjc3d0hl8tRv359TJs2TePzgnSHCTTVSm+++SYA4Pfff9coLygoQHBwMJycnPDNN99g8ODBWp03MzMT3bp1wx9//IH3338fM2fOxJkzZzB9+vRyHR8YGIj8/HycP39eXXb69GkEBAQgICAAqampuHHjhsY+X19fODg4aBUn1R6G2tYLeXp6omPHjvjhhx/UZYcOHUJqaiqGDx+u1bnI8F2/fh09e/ZEfHw85s6di3HjxmHOnDnFEtEvvvgCo0ePRqNGjbBkyRJMnToVR48eRefOnZGSklLiuRUKBVatWgUAeO2117BlyxZs2bIFgwYNAgAcOXIEDx48wLhx47BixQoMHz4cO3bsQJ8+fVCeNeV+//13DB48GJIkYeHChRg4cCDGjRuHixcvFqs7adIkfPzxx+jUqROWLVuGcePGYdu2bQgODkZ+fn6J52/SpAnmz58PAJg4caI6/s6dOwMAdu/ejaysLLzzzjtYsWIFgoODsWLFCowePfq5sVMVEEQ10MaNGwUAceHChVLr2NraitatW6u3x4wZIwCITz75pFhdDw8PMWbMmGLlQUFBIigoSL29ePFiAUDs27dPXZadnS18fX0FAHHs2LEy475586YAIBYsWCCEECI/P19YWlqKzZs3CyGEcHZ2Ft99950QQoi0tDQhk8nEhAkTyjwn1WzVta0XjXvlypXC2tpaZGVlCSGEGDJkiOjatas6nr59+5Z5Lqo+Bg4cKMzMzERERIS67NatW0Imk4nClCQ8PFzIZDLxxRdfaBx7/fp1YWxsrFE+ZswY4eHhod5OSEgQAMScOXOKXbuwfRX1ww8/CADi5MmTz429VatWwtXVVaSkpKjLfv/9dwFAI4a//vpLABDbtm3TOP63334rVv7s36sLFy4IAGLjxo3lin/hwoVCkiSN+0m6wR5oqrWsrKxKnKHgnXfeeeFz/vbbb3Bzc0P//v3VZWZmZpgwYUK5jm/SpAkcHBzUY5uvXr2KzMxM9SwbAQEB6gcJz549C6VSyfHP9FyG2NaLGjp0KLKzs3HgwAGkp6fjwIEDHL5RAymVShw+fBgDBw6Eu7u7urxJkyYIDg5Wb//4449QqVQYOnQoEhMT1S8XFxc0atSoxNmIyqPoMwA5OTlITExEhw4dAACXL18u89iYmBiEhIRgzJgxsLW1VZf36NEDTZs21ai7e/du2NraokePHhrx+/n5wcrKqlLiz8zMRGJiIgICAiCEwJUrV17onPTi+BAh1VoZGRlwcnLSKDM2Nka9evVe+JwRERHw9vYuNp9pw4YNy3W8JEkICAjAyZMnoVKpcPr0aTg5OamPDwgIwMqVKwFAnUgzgabnMcS2XpRCoUD37t2xfft2ZGVlQalU4vXXX3/h2MgwJSQkIDs7G40aNSq2z8fHBwcPHgQA3Lt3D0KIEusBgImJyQtdPykpCfPmzcOOHTsQHx+vsS81NRXA0/H3SUlJGvsUCgUiIiIAoNTYiybg9+7dQ2pqarG/c4WevXZ5RUZGYvbs2fj555+LjaUujJ90hwk01UqPHj1CampqsQ97uVwOI6PiP8yUNsG/UqmETCar1NgCAwPxyy+/4Pr16+rxz4UCAgLw8ccfIzo6GqdOnULdunXh5eVVqdenmsWQ23pRI0eOxIQJExAbG4vevXvDzs6uyq5Fhk2lUkGSJBw6dKjENmdlZfVC5x06dCjOnDmDjz/+GK1atYKVlRVUKhV69eqlfjj7zJkz6Nq1q8ZxDx8+1Dp+JycnbNu2rcT9hQ86akOpVKJHjx5ISkrC9OnT4evrC0tLS0RHR2Ps2LEaD5eTbjCBplppy5YtAKDxs2FZ6tSpU+KDKxERERoJrIeHB27dugUhhEYiEhYWVu7Yis4Hffr0aUydOlW9z8/PD3K5HMePH8f58+fRp0+fcp+XaidDbutFvfbaa5g0aRLOnTuHnTt3vtA5yLApFAqYm5vj3r17xfbduXNH/f/e3t4QQqBBgwZo3LixVtco7QtgcnIyjh49innz5mH27Nnq8mdjeemllzRmhAEAFxcX9Xzkz4u9MP4//vgDnTp1KnPqSG3iv379Ou7evYvNmzdrPDT4bKykOxwDTbXOn3/+iQULFqBBgwbqqbuex9vbG+fOnUNeXp667MCBA8WmVAoODkZ0dDR+/vlndVlOTg7WrVtX7vjatm0LMzMzbNu2DdHR0Ro90HK5HG3atMF3332HzMxMDt+gMhl6Wy/KysoKq1atwty5c9GvX78XOgcZNplMhuDgYOzbtw+RkZHq8tu3b+Pw4cPq7UGDBkEmk2HevHnFZscQQpQ57ZyFhQUAFPsSWNiT/ez5li5dqrFdp04ddO/eXeNlZmYGV1dXtGrVCps3b9YYLnHkyBHcunVL4xxDhw6FUqnEggULisVXUFBQ6iwiANRzsZcnfiEEli1bVuq5qGqxB5pqtEOHDiE0NBQFBQWIi4vDn3/+iSNHjsDDwwM///wzzMzMynWet99+G3v27EGvXr0wdOhQ3L9/H1u3boW3t7dGvUmTJmHlypUYMWIE/vnPf8LV1RXbtm1TX6e03oWiTE1N0a5dO/z111+Qy+Xw8/PT2B8QEIDFixcD4Phn+p/q2NafNWbMGK2Poepl3rx5+O233/Dyyy9j8uTJKCgowIoVK9CsWTP1ipne3t74/PPPMWPGDISHh2PgwIGwtrbGw4cP8dNPP2HixIn46KOPSjy/ubk5mjZtip07d6Jx48awt7dH8+bN0bx5c3Tu3Bn/+te/kJ+fDzc3N/z+++9aDc9YuHAh+vbti8DAQIwfPx5JSUnq2DMyMtT1goKCMGnSJCxcuBAhISHo2bMnTExMcO/ePezevRvLli0rdYy/t7c37OzssHr1alhbW8PS0hL+/v7w9fWFt7c3PvroI0RHR8PGxgZ79+4tc15pqmL6mv6DqCoVTpFV+DI1NRUuLi6iR48eYtmyZSItLa3YMWPGjBGWlpalnnPx4sXCzc1NyOVy0alTJ3Hx4sViUxAJIcSDBw9E3759hbm5uVAoFOLDDz8Ue/fuFQDEuXPnyhX/jBkzBAAREBBQbN+PP/4oAAhra2tRUFBQrvNRzVVd23p5pt8TgtPY1UQnTpwQfn5+wtTUVHh5eYnVq1eLOXPmiGdTkr1794rAwEBhaWkpLC0tha+vr5gyZYq4c+eOus6z09gJIcSZM2fU50eRKe0ePXokXnvtNWFnZydsbW3FkCFDxOPHj0ud9q4ke/fuFU2aNBFyuVw0bdpU/PjjjyXGIIQQa9euFX5+fsLc3FxYW1uLFi1aiP/7v/8Tjx8/Vtcp6e/V/v37RdOmTYWxsbHGlHa3bt0S3bt3F1ZWVsLR0VFMmDBBXL16tdRp76hqSUKUY/ZwIqqQpUuXYtq0aXj06BHc3Nz0HQ5RlWFbJ6LagAk0USXLzs4uNt9o69atoVQqcffuXT1GRlS52NaJqLbiGGiiSjZo0CC4u7ujVatWSE1NxdatWxEaGlrqlEZE1RXbOhHVVkygiSpZcHAw1q9fj23btkGpVKJp06bYsWMHhg0bpu/QiCoV2zoR1VYcwkFEREREpAXOA01EREREpAUm0EREREREWmACTaSF8PBwSJKETZs26TsUoirDdk5EVDYm0EREREREWuBDhERaEEIgNzcXJiYmkMlk+g6HqEqwnRMRlY0JNBERERGRFjiEg2qduXPnQpIk3L17F6NGjYKtrS0UCgVmzZoFIQSioqIwYMAA2NjYwMXFBYsXL1YfW9LY0LFjx8LKygrR0dEYOHAgrKysoFAo8NFHH0GpVKrrHT9+HJIk4fjx4xrxlHTO2NhYjBs3DvXq1YNcLoerqysGDBiA8PDwKrorVNOwnRMRVR0m0FRrDRs2DCqVCl999RX8/f3x+eefY+nSpejRowfc3NywaNEiNGzYEB999BFOnjxZ5rmUSiWCg4Ph4OCAb775BkFBQVi8eDHWrl37QrENHjwYP/30E8aNG4d///vfeP/995Geno7IyMgXOh/VXmznRERVQBDVMnPmzBEAxMSJE9VlBQUFol69ekKSJPHVV1+py5OTk4W5ubkYM2aMEEKIhw8fCgBi48aN6jpjxowRAMT8+fM1rtO6dWvh5+en3j527JgAII4dO6ZR79lzJicnCwDi66+/rpw3TLUS2zkRUdVhDzTVWm+//bb6/2UyGdq2bQshBN566y11uZ2dHXx8fPDgwYPnnu8f//iHxvbLL79cruOeZW5uDlNTUxw/fhzJyclaH09UFNs5EVHlYwJNtZa7u7vGtq2tLczMzODo6Fis/Hkf8GZmZlAoFBplderUeaHEQC6XY9GiRTh06BCcnZ3RuXNn/Otf/0JsbKzW5yJiOyciqnxMoKnWKml6rtKm7BLPmaymPFN9SZJUYnnRB7AKTZ06FXfv3sXChQthZmaGWbNmoUmTJrhy5cpzr0NUFNs5EVHlYwJNpCN16tQBAKSkpGiUR0RElFjf29sbH374IX7//XfcuHEDeXl5GjMlEBkitnMiqg2YQBPpiIeHB2QyWbGZDv79739rbGdlZSEnJ0ejzNvbG9bW1sjNza3yOIkqgu2ciGoDY30HQFRb2NraYsiQIVixYgUkSYK3tzcOHDiA+Ph4jXp3797FK6+8gqFDh6Jp06YwNjbGTz/9hLi4OAwfPlxP0ROVD9s5EdUGTKCJdGjFihXIz8/H6tWrIZfLMXToUHz99ddo3ry5uk79+vUxYsQIHD16FFu2bIGxsTF8fX2xa9cuDB48WI/RE5UP2zkR1XRcypuIiIiISAscA01EREREpAUm0EREREREWmACTURERESkBSbQRERERERaYAJNRERERKQFJtBUoxw/fhySJOH48eMGEceePXv0GgfVXGzrRET6wwSaqoVNmzZBkiT1y8zMDI0bN8a7776LuLg4fYenF3///TckScK3335bbN+AAQMgSRI2btxYbF/nzp3h5uamixDpBbCtl6wwUZckCVu3bi2xTqdOnSBJksZ800REVYEJNFUr8+fPx5YtW7By5UoEBARg1apV6NixI7KysvQdms61adMGFhYWOHXqVLF9Z86cgbGxMU6fPq1RnpeXhwsXLqBTp066CpNeENt6yczMzLB9+/Zi5eHh4Thz5gzMzMz0EBUR1TZciZCqld69e6Nt27YAgLfffhsODg5YsmQJ9u/fjxEjRug5Ot0yNjaGv79/sST5zp07SExMxMiRI4sl15cuXUJOTg4CAwN1GSq9ALb1kvXp0wc///wzEhMT4ejoqC7fvn07nJ2d0ahRIyQnJ+sxQiKqDdgDTdVat27dAAAPHz4stc5ff/2FIUOGwN3dHXK5HPXr18e0adOQnZ1drG5oaCiGDh0KhUIBc3Nz+Pj4YObMmRp1oqOjMX78eDg7O0Mul6NZs2bYsGFDiddWKpX49NNP4eLiAktLS/Tv3x9RUVHF6u3evRt+fn4wNzeHo6MjRo0ahejo6Oe+/8DAQMTFxSEsLExddvr0adjY2GDixInqZLrovsLjqHqp7W290IABAyCXy7F7926N8u3bt2Po0KGQyWTlPhcR0YtiDzRVa/fv3wcAODg4lFpn9+7dyMrKwjvvvAMHBwf8/fffWLFiBR49eqTxIXzt2jW8/PLLMDExwcSJE+Hp6Yn79+/jl19+wRdffAEAiIuLQ4cOHSBJEt59910oFAocOnQIb731FtLS0jB16lSNa3/xxReQJAnTp09HfHw8li5diu7duyMkJATm5uYAno55HTduHNq1a4eFCxciLi4Oy5Ytw+nTp3HlyhXY2dmV+t4KE+FTp06hYcOGAJ4myR06dIC/vz9MTExw5swZ9O/fX73P2toaL730knY3mvSutrf1QhYWFhgwYAB++OEHvPPOOwCAq1ev4ubNm1i/fj2uXbumzW0lInoxgqga2LhxowAg/vjjD5GQkCCioqLEjh07hIODgzA3NxePHj0SQghx7NgxAUAcO3ZMfWxWVlax8y1cuFBIkiQiIiLUZZ07dxbW1tYaZUIIoVKp1P//1ltvCVdXV5GYmKhRZ/jw4cLW1lZ9rcI43NzcRFpamrrerl27BACxbNkyIYQQeXl5wsnJSTRv3lxkZ2er6x04cEAAELNnzy7zvqSlpQmZTCbeeustdZmPj4+YN2+eEEKI9u3bi48//li9T6FQiB49epR5TtIvtvWSFV5n9+7d4sCBA0KSJBEZGSmEEOLjjz8WXl5eQgghgoKCRLNmzco8FxFRRXEIB1Ur3bt3h0KhQP369TF8+HBYWVnhp59+KnNWicLeLwDIzMxEYmIiAgICIITAlStXAAAJCQk4efIkxo8fD3d3d43jJUkCAAghsHfvXvTr1w9CCCQmJqpfwcHBSE1NxeXLlzWOHT16NKytrdXbr7/+OlxdXXHw4EEAwMWLFxEfH4/JkydrPPzUt29f+Pr64tdffy3zflhbW6Nly5bqsc6JiYm4c+cOAgICADydlaBw2Mbdu3eRkJDA4RvVBNt66Xr27Al7e3vs2LEDQgjs2LGjVo8LJyLd4xAOqla+++47NG7cGMbGxnB2doaPjw+MjMr+HhgZGYnZs2fj559/LvZwUWpqKgDgwYMHAFDm9FcJCQlISUnB2rVrsXbt2hLrxMfHa2w3atRIY1uSJDRs2BDh4eEAgIiICACAj49PsXP5+vqWOMPGswIDA7FixQokJibizJkzkMlk6NChAwAgICAA//73v5Gbm8vxz9UM23rpTExMMGTIEGzfvh3t27dHVFQURo4cWe7jiYgqigk0VSvt27dXz0xQHkqlEj169EBSUhKmT58OX19fWFpaIjo6GmPHjoVKpSr3uQrrjho1CmPGjCmxTsuWLct9vspSmECfPn0aZ86cQYsWLWBlZQXgaQKdm5uLCxcu4NSpUzA2NlYn12TY2NbLNnLkSKxevRpz587FSy+9hKZNm+o1HiKqXZhAU412/fp13L17F5s3b8bo0aPV5UeOHNGo5+XlBQC4ceNGqedSKBSwtraGUqlE9+7dy3X9e/fuaWwLIRAWFqZOPjw8PAA8nXqucJaFQnfu3FHvL0vRBwnPnj2rMcdz3bp14eHhgdOnT+P06dNo3bo1LCwsyhU7VS+1oa0XFRgYCHd3dxw/fhyLFi3S6lgiooriGGiq0QqntBJCqMuEEFi2bJlGPYVCgc6dO2PDhg2IjIzU2Fd4rEwmw+DBg7F3794Sk4+EhIRiZd9//z3S09PV23v27EFMTAx69+4NAGjbti2cnJywevVq5ObmqusdOnQIt2/fRt++fZ/7HuvWrYsGDRrg6NGjuHjxonr8c6GAgADs27cPd+7c4fCNGqw2tPWiJEnC8uXLMWfOHLz55ptaHUtEVFHsgaYazdfXF97e3vjoo48QHR0NGxsb7N27t8SFFpYvX47AwEC0adMGEydORIMGDRAeHo5ff/0VISEhAICvvvoKx44dg7+/PyZMmICmTZsiKSkJly9fxh9//IGkpCSNc9rb2yMwMBDjxo1DXFwcli5dioYNG2LChAkAno7lXLRoEcaNG4egoCCMGDFCPbWXp6cnpk2bVq73GRgYiC1btgBAsVUGAwIC8MMPP6jrUc1UW9p6UQMGDMCAAQO0v1lERBWlh5k/iLRWOLXXhQsXyqxX0tRet27dEt27dxdWVlbC0dFRTJgwQVy9elUAEBs3btQ4/saNG+K1114TdnZ2wszMTPj4+IhZs2Zp1ImLixNTpkwR9evXFyYmJsLFxUW88sorYu3atcXi+OGHH8SMGTOEk5OTMDc3F3379i02dZgQQuzcuVO0bt1ayOVyYW9vL9544w31dGXlsWbNGvVUYs+6fPmyACAAiLi4uHKfk/SDbb3s97t79+4y63EaOyLSBUmIIr/3ERERERFRmTgGmoiIiIhIC0ygiYiIiIi0wASaiIiIiEgLTKCJiIiIiLTABJqIiIiISAtMoImIiIiItMAEmoiIiIhIC0ygiYiIiIi0wASaiIiIiEgLTKCJiIiIiLTABJqIiIiISAtMoImIiIiItMAEmoiIiIhIC/8PfZUYqsQojoAAAAAASUVORK5CYII=", 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", 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" + "
" ] }, "metadata": {}, @@ -539,7 +593,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -613,7 +667,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -634,7 +688,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -723,9 +777,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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" ] @@ -836,6 +890,860 @@ "topleft_axes.set_ylabel(\"New y-axis label for rawdata\")\n", "topleft_axes.contrast_axes.set_ylabel(\"New y-axis label for effect size\")" ] + }, + { + "cell_type": "markdown", + "id": "e53f71db", + "metadata": {}, + "source": [ + "## Effect size error bar and marker\n", + "\n", + "Modifying the effect size marker can be done via `es_marker_kwargs`. This parameter accepts a dictionary of keyword arguments.\n", + "\n", + "The available options are:\n", + "\n", + "- 'marker' - type of the marker \n", + "- 'markersize' - size of the marker\n", + "- 'color' - color of the marker \n", + "- 'alpha' - alpha of the marker (transparency)\n", + "- 'zorder' - zorder of the marker (the layering relative to other plot elements)\n", + "\n", + "**To note:\n", + "markersize can also be modified directly via the `es_marker_size` argument**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5340b9d3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), resamples=5000)\n", + "two_groups_unpaired.mean_diff.plot(es_marker_kwargs={\"marker\": \"x\", 'markersize': 15, 'color': 'green', 'alpha':0.8, 'zorder': 5});" + ] + }, + { + "cell_type": "markdown", + "id": "02021d8f", + "metadata": {}, + "source": [ + "Modifying the appearance of the effect size error bar can be done via the `es_errorbar_kwargs` parameter. This parameter accepts a dictionary of keyword arguments.\n", + "\n", + "The keywords that can be modified are:\n", + "\n", + "- 'lw' - width of the error bar\n", + "- 'linestyle' - line style of the error bar\n", + "- 'color' - color of the error bar \n", + "- 'zorder' - zorder of the error bar (the layering relative to other plot elements)\n", + "- 'alpha' - alpha of the error bar (transparency)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee8b8b84", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), resamples=5000)\n", + "two_groups_unpaired.mean_diff.plot(es_errorbar_kwargs={'lw': 4, 'color': 'green', 'alpha':0.5, 'zorder': 2, 'linestyle': ':'});" + ] + }, + { + "cell_type": "markdown", + "id": "c9011104", + "metadata": {}, + "source": [ + "## Group Summaries\n", + "\n", + "Group summaries are included in swarmplots by default. These are the gapped lines that represent the mean and the standard deviation of the sample. " + ] + }, + { + "cell_type": "markdown", + "id": "fa059010", + "metadata": {}, + "source": [ + "The type of group summary (gapped line) can be specified via `group_summaries` and must be one of these: {'median_quartiles', 'mean_sd', None}.\n", + "\n", + "By default, the group summary is set to `'mean_sd'`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2131eba3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), resamples=5000)\n", + "two_groups_unpaired.mean_diff.plot(group_summaries=\"median_quartiles\");" + ] + }, + { + "cell_type": "markdown", + "id": "0e3e1355", + "metadata": {}, + "source": [ + "**Group Summaries** have an associated kwargs `group_summaries_kwargs`\n", + "\n", + "The default values input to `group_summaries_kwargs` are:\n", + "\n", + "- 'zorder': 3, \n", + "- 'lw': 2, \n", + "- 'alpha': 1,\n", + "- 'gap_width_percent': 1.5,\n", + "- 'offset': 0.1,\n", + "- 'color': None\n", + "\n", + "**The default kwargs unpacked:**\n", + "\n", + "`zorder` can be used to specify the zorder of the gapped lines (the layering relative to other plot elements)\n", + "\n", + "`alpha` can be used to specify the alpha of the gapped lines (transparency)\n", + "\n", + "`lw` can be used to specify the linewidth of the gapped lines\n", + "\n", + "`gap_width_percent` can be used to specify the gap size\n", + "\n", + "`offset` can be used to specify the location adjustment of the gapped lines (x-axis)\n", + "\n", + "`color` can be used to specify the shared color of the gapped lines" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c3a8946a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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0SHwODg5lJuKEhATY2NjoVQefUZuZDi38sG3+yzh48jKSHmTAs44zerYLZJImqhG0P7qqzU6ePIlu3bqp38+YMQMAMGbMGERFRSEpKUmdtIHiFuyePXvw5ptvYvXq1fDy8sJ///tfg0zNAoCuXbti/fr1eOWVV9CwYUONc7dv38aGDRs04q8KJmoz5Opoz9HdRFQjdO3aVWNHqidpW3Wsa9euOHPmjAGj+tfixYsRGhqKFi1aYPz48WjRogUA4Pz589i0aRNEUcTixYv1qoOJmoiophBrx2Cy2iQgIAC//fYbXn/9daxcuVLjXFhYGNasWYPAQP3G/zBRExHVFCqlqSMgLYKCghAbG4v79+8jPj4eAODn56f3imQlmKiJiGoKZZGpI6Ay1K1bt9qS8+OYqImIagpOz5IkpVKJ6OhoxMfHIy0trdQzdUEQ8N5771X5+kzUREQ1RSHX45eakydPYvDgwbhz547OQW/6JmrOoyYiqikKskwdAT3htddeQ15eHn744Qc8fPgQKpWq1Eup1G9sAVvUREQ1RT7X45eav//+G0uWLMHzzz9vsDrYoiYiqilyH5g6AnqCl5dXmfO8qwMTtRlKy8rBt4dOYs2uQ/j20EnuQ01UU+TeN3UE9IRZs2Zh48aNyMzMNFgd7Po2M0fPx2Pxlj1QKFWQCQJUooioX45i/tj+6NDCz9ThEVFZslPKL0NGlZWVBQcHBzRp0gQjRoxAo0aNIJfLNcoIgqDXWuNM1GYkLSsHi7fsQZGieGBDyb7URQol3o/ag23zX4aro70pQySismQlmzoCesJbb72l/v/PPvtMaxkmaqqwAycuQaHUvgShQqnCwZOXuQY4kZRl3AFEERAEU0dCjyQkJBi8DiZqM5L8MBMyQVC3pB8nEwQkPeCIUiJJK8wB8tIAOzdTR0KPeHt7G7wOJmozUt/NCSodoxNVogjPOs5GjoiIKi0tgYlagu7evYu4uDikpqZi8ODB8PLyglKpREZGBpydnUs9t64Mjvo2I72eDoSFXPstt5DL0LOdfju8EJERPIg3dQT0GFEUMWPGDPj6+mL06NGYMWMGrl69CgDIzs6Gj48PPv30U73qYKI2I66O9pg/tj8sLeQQBAFymQyCIMDSQo75Y/vD1dHO1CESUXnuXzF1BPSY5cuXY/Xq1Xjrrbdw4MABjTnVzs7OePHFF/Hdd9/pVQe7vs1MhxZ+2Db/ZRw8eRlJDzLgWccZPdsFMkkT1RTJ500dAT1m48aNiIiIwIcffogHD0ovSBMUFIRffvlFrzqYqM2Qq6M9R3cT1VRZSUB2KuDgbupICMDt27fRqVMnneft7e31XgyFXd9ERDXNnZOmjoAecXd3x+3bt3WeP3XqFBo3bqxXHUzUREQ1TeIRU0dAj7z44otYt24d4uP/HeQnPJrnvn//fkRFRWHo0KF61cFETURU09w+ARTlmzoKArBo0SJ4enoiODgYEREREAQBS5cuRZcuXdC3b18EBQVh7ty5etXBRE1EJHHt2rWDl5cX2n14uviAIh+4/adpgyIAxSO7jx07hnfeeQd3796FjY0NYmNjkZ6ejgULFuC3336DnZ1+g3U5mIyISOKSk5Nx9+5dwMXq34PXDwB+4aYLipCfn48NGzYgODgY8+bNw7x58wxSD1vUREQ10a0jQO5DU0dh1mxsbDBr1ixcuWLYue1M1ERENZFKCZzXbyEN0l/Lli1x8+ZNg9bBRE1EVFOd/56tahNbsmQJ1q9fj4MHDxqsDj6jJiKqqYpygeMbgK6zTR2J2frss8/g5uaG3r17w9fXF76+vrC1tdUoIwgCfvzxxyrXwURNRFSTXfkFaNIT8Gpn6kjM0t9//w1BENC4cWMolUpcv369VBlBz/3DmaiJiGq62GXAkE2AtYOpIzE7hn4+Dej5jPru3bv4+uuvsXr1aty5cwcAoFQq8fDhQyiVymoJkIiIypGdAhz93NRRkIFUKVEbY/9NIiKqhCt7i6dskdEplUp88803mDx5Ml544QWcO3cOAJCRkYHvv/8eKSkpel2/SonaGPtvEhFRJcV9DOTrt1MTVU56ejo6d+6MUaNG4euvv8ZPP/2Ee/fuAQAcHBwwbdo0rF69Wq86qpSoH99/Mzg4uNT5oKAgdQubiIiMJPcBcIS9mcY0e/ZsXLhwAdHR0YiPj9douMrlcgwZMgR79+7Vq44qJWpj7L9JRERVcG0/cOOwqaMwGz/88ANef/119OrVS+vo7qeeekrvAWdVStTG2H+TiIiqKG45kK77ZzRVn4yMDPj6+uo8X1RUBIVCoVcdVUrUxth/k4iIqqgwB9g/DyjINnUktZ6/vz9Onz6t8/z+/fvRvHlzveqoUqI2xv6bRFT7FWan4c7R73Djly9w5+h3KMxOM3VItUfaTeDXRYBSv9YclW3ChAnYtGkTduzYoX4+LQgCCgoK8O6772Lfvn2YPHmyXnVUKVEbav/NtWvXIigoCE5OTnByckLHjh3xyy+/6CwfFRUFQRA0XjY2NlX5SkRkZA+u/okTn47DzUObkXxmH24e2owTn47Dw2vHTR1a7XH7OPDbx8BjA5yoer3xxhuIiIjAyJEj8dRTTwEARo0aBUdHR0RGRmLSpEkYP368XnVUeWUyW1vbat9/08vLCx999BGaNm0KURSxZcsWDBw4EGfOnEGLFi20fsbJyUljizF9l2ojoupTmJ2G1HOHUJCeAmsXD7i36g4rB1cUZqfh8neREJVFAABRLF4gSVQW4dKuD/H065th5eBqytBrjyu/AA7uQLuXTR1JrSQIAjZu3IgxY8Zg165duHbtGlQqFfz9/TFs2DCEhYXpXYeklhB9/vnnNd4vWbIEa9euxbFjx3QmakEQUL9+fWOER1Qr6Eqe1e3B1T+Lk7FKAUGQQRRVuBWzFYFD5iL3/m2IKu1dsqJKgdRzh+DVcXC1x2S2Tm0BnLyAp541dSQ13osvvog333wTzzzzDAAgLi4OgYGB6NKlC7p06WKQOquUqF9+ufzfzARBwJdfflmVywMoXull586dyMnJQceOHXWWy87Ohre3N1QqFdq2bYsPP/xQZ1IHgIKCAhQUFGh8nshclJU83ZqGVls95bWY67UIf1R/6aWGBUGGgnT9VnIiLeKWAc4NAQ/dPx+pfD/++CMGD/73l8hu3bph69atGDVqlMHqrFKiPnToUKkuZqVSiaSkJCiVStSrVw/29vZVCujcuXPo2LEj8vPz4eDggN27d+scMRcQEIBNmzYhKCgIGRkZ+Pjjj9GpUydcuHABXl5eWj8TGRmJRYsWVSk2oprMUN3N2lroqecOldliLsrNgCiqtJ8XVbB28ah0HFQOZRFwYD7w4kbAzs3U0dRYDRs2xJkzZzB69GgAxUtqG/qRa5USta7J20VFRVi/fj1WrVqFAwcOVCmggIAAnD17FhkZGdi1axfGjBmD2NhYrcm6Y8eOGq3tTp06ITAwEOvXr8fixYu1Xn/OnDmYMWOG+v3Zs2cRHh5epViJapLykqeu7uayusp1tdBdfFuX2WK2tHOGILNQ/9KgcV5mAfegHnp+W9Iq5z5wcCHQ/xNALqknnzXGiBEj8PHHH+Pbb7+Fi4sLgOLVySIjI3V+RhAE/PXXX1Wus1rvlKWlJaZOnYqLFy9i6tSp2LNnT6WvYWVlhSZNmgAAQkJCcOLECaxevRrr16+vUP1t2rTRuh9oCWtra1hbW6vfOzhwWzgyDwXpKZXubi6rq9zBs6nOFnrajdMAtI80FkUV7Oo1RuCQubi060ONawsyCwQOmQsre5dq+95PKsrLQvy+dXh47U9AkKFus07w6z0Zcivbcj8riiIufrMAaTdOIXDoPNQJ+LehkPXPVdw8FIXspOuAADg2CIBPj3Fw8PAz2HepkqS/gD/XAZ2mmjqSGikyMhJNmjTB4cOHkZqaCkEQYG9vjzp16hisToP8StW6dWts3bq1Wq6lUqk0nimXRalU4ty5c+jXr1+11E1Um1i7eFSqu7m8rnKvjoN1ttAhqgBBBm3JuqTFbGXvgqdf36zZWn90XF9/fzUbHq17wKN1r1Lnrv6wHIXZD9Fy9AdQKZW49r9VuL7nUwS88E651/3n+A8ASndzKgvzcOHr+XBr2h7+fV+DqFIiMXYbLmx/D09P2wKZ1Fqv53YC9ZoBTXuaOpIaRy6XY9KkSZg0aRIAQCaTYd68eQZ9Rq3XftS6HDhwoErzqOfMmYO4uDjcvHkT586dw5w5cxATE6N+FhAREYE5c+aoy7///vvYv38/4uPjcfr0abz00ku4desWJkyYUG3fhai2cG/VHYJMe8LQ1t1cXld5esJZCIL2HyGCTA5Xv7YQ5JaAIECQyYv/K7fUaDFbObjCq+Ng+Pd9DV4dBxu0JQ0AufcTkXbjFJr0fwOODZvBuXEL+PeZjHsX4lCQ9aDMz2Yn38DdY7vR9Pk3tFz3DhR5WfAOfwl2dbxgX88bjcNGoSgnHQUZqYb6OvqJWw48jC+/HGlo27Yt9u3bp36/efNmtGnTxqB1VunXvPfff1/r8fT0dMTFxeH06dOYPXt2pa+bmpqKiIgIJCUlwdnZGUFBQYiOjkavXsW/FScmJkIm+/cHQ1paGiZOnIjk5GS4uroiJCQER44c0Xu5NqLayMrBtVLdzeV1lQMos4Xu7BOEps9PN0iLuaoy71yG3MYejg2aqo+5+LYBBAFZd6/Aupn2zYaURfm48sNy+Pd5FVYOpQdi2dZpCAtbJySf3Y9GXYZBVKmQcnY/bOs2go1UB8Yp8oEDC4oHl1lyoaiK+vvvv3H//n31+5dffhlbt25FYGCgweqsUqJeuHCh1uOurq7w9/fHunXrMHHixEpft7zpXDExMRrvV65ciZUrV1a6HiJz8/iAMK+OQwABUORmqpMnRBF3jn6nMWCsvK5yF982yE6+UeaAMCt7F0nNhy7KToOVnYvGMUEmh6WtI4pydC9fmrB/I5y8AjWeST/OwtoOrf4TiUs7P8Dt378BANi6NUCLkYuLexOkKj0ROPFfPq+uBG9vbxw8eBAjR46EXC6X7qhvlUr7P14ikh5tA8JKWtFuTUN1Dhhr+ty0Mkdmez79HBwbPmWSAWFPuv37Dtz+41v1e5WiEFl3L+PGvnXqY21fWVulaz+4egzpN/9Gm4lrdJZRFhXg2s+r4eTVHAEvvANRpcLdY9/j4o6FaP3ySsgtrXV+1uQufA80HwC4cMfDinjllVcwa9YsbNu2Dba2thAEAePHjy9zPW9BEJCRkVHlOiU2woGIqlN5A8KCX16l8/y1n9egSf9puL5njc5E7NY01GADwjS4u5d5rH5IP9Rt/oz6/ZUflqNus86o81hXtrVjHVg6uKIwN13jMqJKiaK8LFjaa59DnnHzb+SnJeHo8mEaxy/t+hBOjVogKOIj3Dsfg4KMVLQet0L9WMDhhbdx7OPheHj1GOq1qPoU0MTEROTm5gIAcgtVSHyYj8Zu1dhVrVIWDy57Zmb1XbOaff7551i+fDmSk5PRunVrfPrppwgN1b5AT1RUFMaNG6dxzNraGvn5+dUSy9tvv43WrVvj8OHDSElJwZYtW/D000/Dz89wo/srlKgTExOrdHHuSU1kWuUNCLt5OKrshUly0spNxCUDwgxqwIAyT1vaOsLS1lH9XmZhDUt7Z9i6NdAo5+TVDMr8HGQnXYODZ/Fz6vSEvwBRhGPDAK3X9uo0BB7BmktvntkwBX69JqpXc1MpCgBBwOMjwosTtqDeUamyjh8/jsWLF2PPnj3qa6TlKuDz7nE818oN7/XzxtM+juVcpYKuHwI6vwnIDDK+WC87duzAjBkzsG7dOrRv3x6rVq1C7969ceXKFbhr+wUOht8D4tlnn8Wzzxb/nYiKisLkyZNNvzKZj49Plb6oUll6EAoRGU+5c6czUsudW22URGwkdnUbw9U/BNf2fIomfadAVClxI3ot6rUIg7Vj8TzYgsz7OL/tXTw1YAYcGwbAysFN6wAya+d6sHEt3mfAxbcNEg5uwo19X6DB089DFEXc+WMnBJkcLt5BlY7z+++/x/DhwyGKYqlEL4rA3vMP8cv5NOyYGIgX29Stwp/EEwqzi0eA122i/7Wq2SeffIKJEyeqW8nr1q3Dnj17sGnTJp2Dlo25B4QxHgVXKFFv2rSJu1IR1UDlzp12dkfufe09ZrV1Kc+nBr2N+H1rcX7bu4AgoE6zzvDv/e/zRVGlRN6DO1AWVWz9BgCwq9sIzYcvwO247fhr81vFi2DU90eLke/DyrFyy3UeP34cw4cPh1Kp1NkaV6oAASKGb7yEI+8EV0/LOv2m5BJ1YWEhTp06pTEtVyaToWfPnjh69KjOz1V2D4jKKOlhLukxrmiPsz49zBVK1GPHjq1yBURkOu6tuuNWzFadA8J8uo9DesLZWreUZ1DERzrPWdo6lrm4iY2LB7rMK3tVRW3nXf3awNVP//m0H3zwgdaW9JNEACJEfLD3Fn58raXe9SLjrv7XqKDs7GxkZmaq3z+5YmSJ+/fvQ6lUwsND8xdGDw8PXL58Weu1q7IHRGWU9DDn5eXBysqqwj3O+vQwczAZUS1W3txpe3dvky3lSaUlJibi559/rvBzbaUK+N+5h9UzwCzTeIn6yf0VFixYoHPab2VVZQ+IyijpYba0tNR4b0h6Jeo//vgDp0+fRkZGRql+ekEQ8N577+kVHFFtpFIUQqXUsfSmATg1bok2k7/A/QtxyH2YDEunuqjXPAyW9s7Iy86ArWcAWr68Gvcv/oaCjHuwdq6ncb66yOQWkFlYVdv1pKY67uvePf+r9OAzUQSiLz7EmA7aB1ZV+Dr/XATycgx6jxSK4j+f2NhYBAcHq49ra00DQN26dSGXy5GSorkOfUpKSoWfQVdkD4jKeLKH2Rg9zlVK1A8fPkT//v1x/Phx9WTvkr9cJf/PRE1UmkpRiPSbf0GRn2v0um1cPfHp1/vw8dotRq+bDGvS/13HpP/TNxEdAbCtOsIpl4ODA5ycnMotZ2VlhZCQEPz6668YNGgQgOLBW7/++iumTq3YIi21YQ+IKiXqt99+G3///Te2b9+O9u3bw8/PD9HR0fD19cXKlStx9OhR/PLLL9UdK1GNp1IqoMjPhUxuAcEErcu3p72CmVN1L8xgKOKj1qZb03awsK78PgBSpyjIxcNrJ/W+r9/s/hlvzvuw0p9bN8IbEaH67d4kiiJymo+CQ5eJBrtHZ86cQfv27Sv1mRkzZmDMmDFo164dQkNDsWrVKuTk5KhHgUdERKBhw4bqbSbff/99dOjQAU2aNEF6ejqWL19erXtA6FpCuyz6NlyrlKj37t2LyZMnY/jw4XjwoHghe5lMhiZNmuDzzz/Hiy++iOnTp+Prr7+ucmBEtZlgYWWS1arklkavEgCgLLKAsiAXlpaWsLA0URAGJKgsYWlpAbm1nV73tUfXMAhCZKW6vwUB6NXMGZYWei5VKopQZd4w6D2ysKh8yhk+fDju3buH+fPnIzk5GcHBwdi3b596gJmx94DQ9iy95Bn1k/etunqYq5So09PT1UPdS/Zzzs7OVp9/9tlnMXfu3CoHRUSmo8jLQlr8GRTlpMHS3hWufm1gYVtNC2tQmRo19ETv7mE4EPN7hUYJy2VAv+YuaOxWPb/0yXOSquU61W3q1Kk6u7qNvQfEk+Ox7t69i/79+6Nly5aYPn06AgKKF865fPkyVq1ahYsXL2LPnrJnEZSnSsvQNGjQAMnJyQCKBwG4u7vjr7/+0gic866Jap7MO5dwZfdSpJzZh4fXjiPlzD5c2b0UmXcumTo0s/H265MgCOWvplW8DpqAOb09q61ugfs4VNqUKVPQtGlT/N///R/atWsHR0dHODo64umnn8a2bdvg7++PKVOm6FVHlVrUzzzzDA4cOIB3330XQHHXxLJlyyCXy6FSqdRLvBEZzE8/AalP7PPr7l7uUpOkmyIvC7fjtkFUPWrJPerGE1VK3I7bhoAXZrFlbQRtW7fEpk+X4eXX34Eoap9/K5cVJ+mvx/njaW+Haqtbae/BObuVdOjQISxdulTn+R49emDWrFl61VGlezJz5kwcOHAABQUFsLa2xsKFC3HhwgV1H3xYWBg+/fRTvQIj40rLysGBE5eQ/DAT9d2c0OvpQLg62ps6LN1SU4E7d0wdRa2SFn8Goo4WlahSIT3hDOo2DzNyVI+Y2S9mz/fpiehdX2H5pxsQfShO49mnIBR3d8/p7VmtSRoAChqEQsL7fEmSjY0Njh49ildffVXr+SNHjsDGRr857lVK1HK5HDNmzFC/d3V1xcGDB5Geng65XA5HR/7WXZMcPR+PxVv2QKFUQSYIUIkion45ivlj+6NDC8PtCEPSUpSTVpwFtA1kEgQUZuver9ngzPAXs7atW+Lr/67B7btJCOs/DOkZmXC1lePkrBbV9kz6cQq3plC4Nq3269Z2o0ePxpo1a+Di4oLXX38d/v7+AIAbN25gzZo12L59O6ZNm6ZXHVVK1C1btkSrVq0wfPhwDBs2DE2aFK8P6+LiolcwZHxpWTlYvGUPihTF3WvKRz+kixRKvB+1B9vmvyztljVV2ZODxuRWdtqTNACIIqwctG8DSYbVqKEn7GxtkJ6RCTsrmUGSNAQZ8poPe7QDGFXG0qVLcf/+fXz22Wf4/PPP1SPQVSoVRFHEyJEjy+war4gqJeq1a9fi22+/xfz58/Hee+8hODgYI0aMwLBhw+Dt7a1XQGRcB05cgkKpvbtToVTh4MnLGNotxMhRkaFl3rn06Hm06t9WdPEIJq3JWpDJ4OLX1gSRkjEU+veByrEhUGD8hXhqOisrK2zduhVvv/029u7di1u3bgEAvL290bdvX7Ru3VrvOqqUqCdPnozJkycjJSUFO3fuxLfffovZs2dj9uzZCA0NxYgRIzB06FA0aNCg/IuRSSU/zIRMENQt6cfJBAFJD6pvCUmSBl2DxoqTtQyCTK6RwAWZDI3CRsPCpnqfh5I0iHZ1Udi0f/EuH1RlQUFBCAqq/JamFaHXLuEeHh6YOnUq4uLikJiYiBUrVkAQBMycOZMt6xqivpsTVDq6O1WiCM86zkaOiAytrEFjEEXUbRGO+m37wK1pKOq37YOAF2fDySvQuEGS0eS3Gg1YcAiZlOmVqB/n6emJFi1aIDAwEHZ2dkbZTJv01+vpQFjItf81sJDL0LMdf0DXNupBY9oIApQFuajbPAwNQgeibvMwtqRrMYVXRyjdW5k6DCqHXlPmRFFETEwMduzYgd27d+P+/ftwdXXFiBEjMHz48OqKkarZk1OxZgzvgU92/Kox6ttCLsP8sf3h6lj71mU2d5b2rhw0RhDt6iG/5ShTh0EVUKVE/dtvv+Hbb7/Frl27kJqaCicnJwwaNAjDhw9Hz549q7SeKxmHtqlYFnIZZgzrgbTsPCQ9yIBnHWf0bBfIJF1Lufq1Qepf+/99Rv0YDhozExY2yHt6KmBpa+pIqAKqlFHDw8Ph4OCA559/HsOHD0efPn1gZVV795mtLcqaivXJt79yKlYt9uRUrIYdXsTdY99z0Jg5EuTIC3kFKqeGpo6EKqhKiXrnzp3o37+/3qutkHFxKpZ50jYVS5DJ0KDDi1DmZ6MwOw1WDq5w8WvLJF3rCchvMx5K95amDoQqoUqJevDgwdUdBxkBp2KZn7LW7/7n2Pdcv9vM5LeOgKJhqKnDqHWio6Px5ZdfIj4+HmlpaVq3u7xx40aVr8+HyWaEU7HMj6TX7yajKmgxAorGz5g6jFpn+fLlmD17Njw8PBAaGopWrap/FD0TtRnp9XQgon45qn5G/ThOxaqdJL1+NxlN4VMDUOTX09Rh1EqrV69G9+7dsXfvXlhaWhqkjmqbR03S5+poj/lj+8PSQg5BECCXySAIAiwt5JyKVUtxKhYVeXdF4VPPmzqMWistLQ1DhgwxWJIG2KI2Ox1a+GHb/Jdx8ORlTsUyA5yKZd4UniEoaDWKm20YUGhoKK5cuWLQOpiozZCroz1Hd5sJC1tHNAobrXXUN6di1W7KuoHIbzMBENhxakhffPEF+vbti3bt2mHUKMMsIMNETVTLOXkFIuCFWUhPOMOpWGZC6eqHvKenAHLDdcdSseHDh0OhUOA///kPXn31VXh5eUEul2uUEQQBf/31V5XrYKImMgMWto4c3W0mVM6Nkdd+OmDBdS6Mwc3NDXXq1EHTpk0NVgcTNRFRLaFybIC89m8ClhxzYiwxMTEGr4MPL4iIagHRxhV57d+EaM0FbGobtqiJiGo6mSXynp4K0ZbT7UylqKgIly9fRkZGhtZtnsPCqv7oiYmaiKiGK2g+BCoXb1OHYZZUKhXmzJmDL774Arm5uTrLKZWlp0hWFLu+iYhqMKWrH4p8upk6DLP14YcfYvny5XjppZfw1VdfQRRFfPTRR1i3bh2CgoLQunVrREdH61UHEzURUQ1W0GI450qbUFRUFIYNG4a1a9eiT58+AICQkBBMnDgRf/75JwRBwKFDh/Sqg3eXiMqlyMvCvQtx+Of4j7h3IQ6KvCxTh0QAlO6toHL1N3UYZu3OnTvo3r07AMDa2hoAkJ+fDwCwsrLCSy+9hK1bt+pVB59RExEUeVlIiz+Dopw0WNq7wtWvjXr7S237Waf+tR+NwkbDyYsbuZhSQdP+pg7B7NWpUwfZ2dkAAAcHBzg5OSE+Pl6jTFqafpvfMFGTXtKycnDgxCUkP8xEfTcn9Ho6EK6O9qYOiyqhrERsV8dL537Wt+O2cT9rI3GvVxcA4GGZrT6mcvGFyq2JqUKiR9q0aYMTJ06o33fr1g2rVq1CmzZtoFKpsGbNGrRu3VqvOpioqcqOno/H4i17oFCqIBMEqEQRUb8cxfyx/dGhhZ+pw6PH6GoxK/KyykzEdZuHcz9rCTj809cAAIf/TVAfK/Ttbqpw6DGTJk1CVFQUCgoKYG1tjSVLliAsLAxhYWEQRRGurq74+uuv9aqDiZqqJC0rB4u37FHvba189AO+SKHE+1F7sG3+y2xZS0RZLeaCjHtlJuKc5Ovcz1qCREs7KDzbmToMAjBgwAAMGDBA/b558+a4ceMGYmJiIJfL0alTJ7i5uelVBxM1lUlX1/aBE5egUGr/Aa9QqnDw5GXu0CUB5bWYnX1al5mIxcc+Uwr3szYZhWc7brghYc7Ozhg4cGC1XY+JmnQqq2s7+WEmZIKgbkk/TiYISHqQYYKI6Ulp8WfKbDErC3LKTMQOnk2Q//Au97OWGIUn/9ylRKlUYufOnTh8+DBSU1Px/vvvo1WrVsjIyMCvv/6Kzp07w8PDo8rX5/Qs0urxrm1RFKFUqSCKorpr29neBiodP+BVogjPOs5Gjpi0KcpJK24xayMIkFvbQ5Bp/zEgyGSoE9ARjcJGQ5DJAQiP5usKEGRy7mdtKjJLKOsEmDoKeiQ9PR2dO3fGqFGj8PXXX+Onn37CvXv3ABSPAp82bRpWr16tVx1M1KRVeV3bgAALufa/PhZyGXq247QdKbC0dy2zxWzj4lFuIi7Zz7p+2z5waxqK+m37IODF2ZyaZSJKV192e0vI7NmzceHCBURHRyM+Ph7iY//e5HI5hgwZgr179+pVB7u+Setz6PK6tjNy8jB/bH+8H6XZNW4hl2H+2P5wdeQ2e1Lg6tcGqX/tL7Pr2sLGAQEvzEJ6whkUZqfBysFVfbwE97OWDqWLr6lDoMf88MMPeP3119GrVy88ePCg1PmnnnoKUVFRetUhqUS9du1arF27Fjdv3gQAtGjRAvPnz0ffvn11fmbnzp147733cPPmTTRt2hRLly5Fv379jBRxzafrOXT3tgHldm13aOGHbfNfxsGTl5H0IAOedZzRs10gk7SEWNg6olHY6FKjvgWZTKPrmom45lA5eZk6BHpMRkYGfH11//JUVFQEhUKhVx2SStReXl746KOP0LRpU4iiiC1btmDgwIE4c+YMWrRoUar8kSNHMHLkSERGRuK5557D9u3bMWjQIJw+fRotW7Y0wTeoWcqaYvXrqcuwkAkoUpZO1o93bbs62nN0t8SVdF2X1WKmmkPlUN/UIdBj/P39cfr0aZ3n9+/fj+bNm+tVh6SeUT///PPo168fmjZtiqeeegpLliyBg4MDjh07prX86tWr0adPH7z99tsIDAzE4sWL0bZtW3z22WdGjrxmKus5tFIlontIM1hayCEIAuQyGQRBgKWFnF3bNVBJi7lB6EDUbR7GJF2DqezcTR0CPWbChAnYtGkTduzYoX4+LQgCCgoK8O6772Lfvn2YPHmyXnVIqkX9uJLh7jk5OejYsaPWMkePHsWMGTM0jvXu3Rs//PCDESKs+cp7Dm1lacGubSIpsbAFrLiQkJS88cYbuHDhAkaOHAkXFxcAwKhRo/DgwQMoFApMnjwZ48eP16sOySXqc+fOoWPHjsjPz4eDgwN2796ts9sgOTm51Nw0Dw8PJCcn67x+QUEBCgoK1O9LFlM3R/XdnMp9Ds2ubSLpUNnVNXUI9ARBELBx40aMGTMGu3btwrVr16BSqeDv749hw4YhLEz/sR+SS9QBAQE4e/YsMjIysGvXLowZMwaxsbF69/GXiIyMxKJFi6rlWjVdr6cDEfXLUfUz6sdxilXtUtbuWFRzMFFLV5cuXdClSxeDXFtSz6iB4v07mzRpgpCQEERGRqJ169Y6J4vXr18fKSkpGsdSUlJQv77uwRZz5sxBRkaG+hUbG1ut8dckro72mD+2P59D13KZdy7hyu6lSDmzDw+vHUfKmX24snspMu9cMnVoVEmirX5rRlPNJLkW9ZNUKpVGV/XjOnbsiF9//RXTp09XHztw4IDOZ9pA8cbeJZt7A8Urx5ibJ+dNfz5jBE5eTuRz6FqovLW+uU1lzaKy4drqUvD4JhwVIQgCfvzxxyrXJ6lEPWfOHPTt2xeNGzdGVlYWtm/fjpiYGERHRwMAIiIi0LBhQ0RGRgIofogfHh6OFStWoH///vjmm29w8uRJbNiwwZRfQ9LKWr+bz6Jrn/LW+uY2lTWLaMOleaXg559/ho2NDerXr6+xEpkugq5lfCtIUok6NTUVERERSEpKgrOzM4KCghAdHY1evXoBABITEyF7bF3iTp06Yfv27Zg3bx7mzp2Lpk2b4ocffuAcah24NaX5Ua/1zW0qawXRyvx6AKWoYcOGuHv3LurWrYtRo0ZhxIgRZT5y1ZekEvWXX35Z5vmYmJhSx4YOHYqhQ4caKKLapVZtTemuZS6ptmNmrry1vrlNZc0iWvKRlBTcvn0bsbGx2L59OxYvXoy3334b4eHhGD16NIYMGQJHx+p9nCSpRE2GVau2pqzkMyJzVZG1vqkGkduYOgJ6JDw8HOHh4fjss8+wd+9ebN++HVOnTsVrr72Gvn37YtSoUXj++ec1xkRVleRGfZPhVGTeNNUuJWt9c5vK2kGUsW0lNZaWlhg4cCB27NiBlJQUrF+/HsnJyRg+fDiWLVtWLXUwUZuRXk8HcmtKM8RtKmsRmdzUEZjE559/Dh8fH9jY2KB9+/Y4fvx4meV37tyJZs2awcbGBq1atdJ7m8mKKCgoQHR0NH788UecOXMGNjY28PHxqZZrM1GbEc6bNl9c67uWEMwvUe/YsQMzZszAggULcPr0abRu3Rq9e/dGamqq1vIlmzWNHz8eZ86cwaBBgzBo0CCcP3++2mNTqVSIjo7G2LFj4eHhgZEjRyIvLw8bN25Eamoq/vOf/1RLPexHMTPcmpKoBhPMr231ySefYOLEiRg3bhwAYN26ddizZw82bdqE2bNnlyr/+GZNALB48WIcOHAAn332GdatW1ctMR05cgTbt2/Hzp078eDBA3To0AEffvghhg0bhrp1q3/1OCZqEyssUugciW0o1paW6N+xFZRKJVQqFQARGVk5Ro3BQi6DlaX5/fVTFBWhqEgBlUwBlRl1aCmLFFAWKVBUVARRVlTpzwtKJQSl5oA4UamEWFT5axlCyX1VqnIhFOm393BZhII8iCrD/LsRFYVQKat+jyqiZF/m7OxsZGZmqo8/uRBVicLCQpw6dQpz5sxRH5PJZOjZsyeOHj2qtQ5jbNbUpUsX2Nraol+/fhg5cqS6izsxMRGJiYlaP9O2bdUHbprfT0oJKSxS4Oy128jJ177ymqFFrf8MX2343CR1E1XGeABeTxy7A+DLV14xQTSkr/DwcI33CxYswMKFC0uVu3//PpRKpdbNly5fvqz12lXZrKkq8vLy8N133+H7778vs5woihAEAUpl6ZkXFcVEbUIKpQo5+QWwtJDD0sL4z54mT30Dk157Hdl5+Th77S7Ss3Ph4mCH4KYN4WBb9WkglxNTsOPXU1CpVBBkAkSVCJlMhuE9QtCssQeKFEoUKZQIbe4HOxuravxG0qcoyMXDaycht7aD3NJ8vruyqBDKgly4NW0HC+vKP2YRNm2CcOeOxjHRywtrX365ukLUm+pRi9SgCrIAa8Mt+SqTW0BmYbi/l2fOnEH79u0RGxuL4OBg9fHqmMJkTJs3bzZqfUzUEmBpIYeNlaUpasaFhH+wNfpPKFUqCIIAURQR89d1RPTpgOY+npW+YlZuPnbFnoUoCBDkxb98CHJABLAr9izejegLW1tLiPmFsLS0hKWlKb636QgqS1haWkBuaQG5GX13GVSQqSxgaWkJi6p8b7m8+PXkMSn9GRojFiuLGr0ftYVFccpxcHCAk5NTueXr1q0LuVxeqc2XqrJZU2WNGTOm2q5VEebzkIxKycrNx9boP6FQqiCKgEolQhSLW/pf7TuGrNz8cj9/+PQVfB97BodPX0FWbj5OXr4FpY61pZUqFU5d0f78hogqQr81o2saKysrhISE4Ndff1UfU6lU+PXXX3VuvlSyWdPjytusSerYojZjFUmqXds8pfW8tpZ49PGLaOLlrn7/JEEQ8DDTuIPWqJbgkrHF9NzcoSaaMWMGxowZg3bt2iE0NBSrVq1CTk6OehS4OWzWxERtxtKycquUVB9viQNQf16hVOFqYorO3WREUYSbU83ttiMT4pKxxcxwHvXw4cNx7949zJ8/H8nJyQgODsa+ffvUA8bMYbMmJmoz5upoV6WkWlZLXCWKkOlI/nKZDCEBjase8ON++gl4csEDd3f+QKfazQznUQPA1KlTMXXqVK3nzGGzJvO86wQAaNfMG3KZ9r8CZSXVkpa4NjKZgKcaucNCLoMgFL8XhOJ50xF9OsDRrpo2FUhNBe7c0XzpWKmIqNYww65vYovarDna2SCiTwd8te+YxrNmuezfpFoyQCwtKxeujnZo18y73JZ4Ey93DO/RDqeuJOJhZg7cnOwREtC4+pI0VTtFXhbS4s+gKCcNlvaucPVrAwtbw00DoqpiojZHTNRm6Mnk+8bQ7riSmFIqqeoaMDa0W1vIZTKtK6qVtMQd7Wx0DkQjacm8cwm347ZBVKmKW2yiiNS/9qNR2Ghu3CE1bFGbJSZqM6Mr+Ub06aCRWMsaMLbz8GkM7dYWOw+f1tkSJ2nR1WJW5GU9StKPVk16dJ9FlRK347Yh4IVZbFkTmRgTtRkpK/l+te8Y3o3oq06y5U3dysotwLsRfdm9XQOU1WIuyLhXfFwLUaVCesIZ1G0eZuSISSe2qM0SE7UZqcy86YpM3WL3tvSV12J29mmtTt6lCAIKs9OMGC0RacNR32akrNHaT86brurULZKWtPgzZbaYlQU52pM0AIgirBxcDRgdEVUEE7UZqUzyrerULZKWopw03d2lggC5tT0EHfdZkMng4lf1rfnIAHT9UkW1GhO1GalM8i2ZumXw+dBkUJb2rmW2mG1cPNAobDQEmRyA8GhBDQGCTI5GYaNhYeNgzHCpPEzUZonPqM1IReZNA5rTt7oGPwVBAHLyCzlgrAZy9WuD1L/2//uM+jElLWYLGwcEvDAL6QlnUJidBisHV/VxIjI9Jmoz09zHs8zR2tqmb5Uk8qpse0mmZWHriEZho0uN+hZkMo0Ws4WtI0d31wSiCuwINT9M1GZI12jtykzfoprDySuQLeZag13f5oiJmtT02faSpI0tZqKai4naDGlbv9vRzqbK214SkZHILU0dAZkAE7WZKWsJUc6dJiKSHo5KMCOPP4MWRUClEiGK/z6DbuZdn3OniYgkhonajJT3DPpKYgrnThMRSQy7vs1IRZ5Bd23zFDfbICKSECZqM1LRZ9DcbIOISDrY9W1GuH43EVHNw0RtRrh+t/lS5GXh3oU4/HP8R9y7EAdFXpapQyKiCmLXt5kpbwlRqn0y71wqtYRo6l/70ShsNJy8Ak0dHhGVg4naDPEZtPlQ5GU9StKPNuV4NEZBVClxO24bAl6YBQtbRxNGSETlYdc3US2WFn+muCWthahSIT3hjJEjIqLKYqImqsWKctKKu7u1EQQUZqcZNyAiqjQmaqJazNLeVd3dXYoowsrB1bgBEVGlMVET1WKufm0g6JiSJ8hkcPFra+SIiKiymKiJajELW0c0ChsNQSYHIACCDIAAQSZHo7DR3JOaqAbgqG+iWs7JKxABL8xCesIZFGanwcrBFS5+bZmkiWoIJmoiM2Bh64i6zcNMHQYRVQG7vomIiCSMiZqIiEjC2PVthrJy83Hy8i2kZeXC1dEO7Zp5cwlRIiKJYqI2MxcS/sHW6D+hVKnUe1NHH7+IiD4d0NzH09ThERHRE9j1bUaycvOxNfpPKJQqiCKgUokQRUChVOGrfceQlZtv6hCJiOgJTNRm5OTlW1DqWPdZqVLh1JVEI0dERETlYaI2I2lZuRB0rPssCAIeZuYYOSIiIiqPpBJ1ZGQknn76aTg6OsLd3R2DBg3ClStXyvxMVFQUBEHQeNnYcGCUNq6OdhB1rPssiiLcnOyNHBEREZVHUok6NjYWU6ZMwbFjx3DgwAEUFRXh2WefRU5O2S09JycnJCUlqV+3bt0yUsQ1S7tm3pDrWPdZLpMhJKCxkSMiIqLySGrU9759+zTeR0VFwd3dHadOnUJYmO5VlQRBQP369Q0dXo3naGeDiD4d8NW+YxqjvuUyGSL6dOAULSIiCZJUon5SRkYGAMDNza3MctnZ2fD29oZKpULbtm3x4YcfokWLFlrLFhQUoKCgQOOz5qS5jyfejeiLU1cS8TAzB25O9ggJaMwkTUQkUZJN1CqVCtOnT0fnzp3RsmVLneUCAgKwadMmBAUFISMjAx9//DE6deqECxcuwMvLq1T5yMhILFq0yJChS56jnQ26tnnK1GEQEVEFSOoZ9eOmTJmC8+fP45tvvimzXMeOHREREYHg4GCEh4fj+++/R7169bB+/Xqt5efMmYOMjAz1KzY21hDhExERVQtJtqinTp2Kn3/+GXFxcVpbxWWxtLREmzZtcP36da3nra2tYW1trX7v4MCt/p7EJUaJiKRDUolaFEW8/vrr2L17N2JiYuDr61vpayiVSpw7dw79+vUzQIS1H5cYJSKSFkl1fU+ZMgX/93//h+3bt8PR0RHJyclITk5GXl6eukxERATmzJmjfv/+++9j//79iI+Px+nTp/HSSy/h1q1bmDBhgim+Qo3GJUaJiKRHUi3qtWvXAgC6du2qcXzz5s0YO3YsACAxMRGyx+YCp6WlYeLEiUhOToarqytCQkJw5MgRNG/e3Fhh1zi6urYrssSoZAahubtX7BgRUQ0nqUSta9Wsx8XExGi8X7lyJVauXGmgiGqfsrq2S5YY1XYfJLfE6IABpo6AiMgoJNX1TYZVXte2nY0VlxglIpIYJmozUl7XtgBwiVEiqpEePnyI0aNHw8nJCS4uLhg/fny5C1p17dq11F4Rr7zyipEirjgmajNS3u5ZOfmFiOjTARZyGQQBkMkECAJgIecSo0QkbaNHj8aFCxdw4MAB9fTeSZMmlfu5iRMnauwVsWzZMiNEWzmSekZNhlWR3bO4xCgR1TSXLl3Cvn37cOLECbRr1w4A8Omnn6Jfv374+OOP0aBBA52ftbOzk/xeEWxRm5GK7p5VssToi+Ft0LXNU0zSRCRpR48ehYuLizpJA0DPnj0hk8nw559/lvnZbdu2oW7dumjZsiXmzJmD3NxcQ4dbaWxRmxHunkVEUpCdnY3MzEz1+ydXjKys5ORkuD8xPdPCwgJubm5ITk7W+blRo0bB29sbDRo0wN9//41Zs2bhypUr+P7776sciyEwUZsZdm0TkamFh4drvF+wYAEWLlxYqtzs2bOxdOnSMq916dKlKsfx+DPsVq1awdPTEz169MCNGzfg7+9f5etWNyZqM8Tds4jIlGJjYxEcHKx+r6s1PXPmTPViV7r4+fmhfv36SE1N1TiuUCjw8OHDSj1/bt++PQDg+vXrTNRERGS+HBwc4OTkVG65evXqoV69euWW69ixI9LT03Hq1CmEhIQAAA4dOgSVSqVOvhVx9uxZAICnp7T2NeBgMtKQlZuPw6ev4PvYMzh8+grX9yYiyQsMDESfPn0wceJEHD9+HH/88QemTp2KESNGqEd83717F82aNcPx48cBADdu3MDixYtx6tQp3Lx5Ez/99BMiIiIQFhaGoKAgU36dUtiiJjXunEVENdW2bdswdepU9OjRAzKZDIMHD8aaNWvU54uKinDlyhX1qG4rKyscPHgQq1atQk5ODho1aoTBgwdj3rx5pvoKOjFREwDN5UWBf9ddL1le9N2IvhxwRkSS5ebmhu3bt+s87+Pjo7GORKNGjRAbG2uM0PTGrm8CUP7yoqeuJBo5IiIiAtiiNkvatrmsUTtnERGZESZqM6PrOXSbpo24cxYRkQSx69uMlLXN5emriZAJ3DmLiEhqmKjNSFnPoVWiiLZPNeLOWUREEsOubzNS3nNoSws5lxclIpIYJmozUpFtLrm8KBGRtLDr24xUdJtLIiKSDiZqM1KyzSWfQxMR1Rzs+jYz3OaSiKhmYaI2Q3wOTURUc7Drm4iISMKYqImIiCSMiZqIiEjCmKiJiIgkjImaiIhIwpioiYiIJIyJmoiISMI4j/qRS5cuGb3OvIIiXI2/AxtrS1hbms+tKChSIL+gCFYFGbC1tjR1OEalKMxDZuJVyKxsILewMnU4RqNUFEJVmA+nbAtYWNlqnPP09ISnp6eJIquapKQkJCUlmTqMGscUP2drA/PJDjp4enoiPDwcL730kqlDITJLCxYswMKFC00dRqWsX78eixYtMnUYNVJ4eHiN+8XM1ARR13ZKZsQcfzvOzs5GeHg4YmNj4eDgYOpwyAikes/Zoi6fVO9dVdTE+21qTNRmKjMzE87OzsjIyICTk5OpwyEj4D2vuXjvzBsHkxEREUkYEzUREZGEMVGbKWtrayxYsADW1tamDoWMhPe85uK9M298Rk1ERCRhbFETERFJGBM1ERGRhDFRk95u3rwJQRAQFRVl6lCIiGodJmoju3HjBiZPngw/Pz/Y2NjAyckJnTt3xurVq5GXl2ewei9evIiFCxfi5s2bBqujIpYsWYIBAwbAw8MDgiDUuBWpDEkQhAq9YmJi9K4rNzcXCxcurNS1eO/KxvtHhmL2S4ga0549ezB06FBYW1sjIiICLVu2RGFhIX7//Xe8/fbbuHDhAjZs2GCQui9evIhFixaha9eu8PHxMUgdFTFv3jzUr18fbdq0QXR0tMnikKKtW7dqvP/qq69w4MCBUscDAwP1ris3N1e9BGbXrl0r9Bneu7Lx/pGhMFEbSUJCAkaMGAFvb28cOnRIYwm9KVOm4Pr169izZ48JI/yXKIrIz8+Hra1t+YUrKSEhAT4+Prh//z7q1atX7devyZ5cb/7YsWM4cOCAZNah570rG+8fGQq7vo1k2bJlyM7Oxpdffql1ndsmTZrgjTfeUL9XKBRYvHgx/P39YW1tDR8fH8ydOxcFBQUan/Px8cFzzz2H33//HaGhobCxsYGfnx+++uordZmoqCgMHToUANCtW7dSXXAl14iOjka7du1ga2uL9evXAwDi4+MxdOhQuLm5wc7ODh06dNDrFwpTtuZrA5VKhVWrVqFFixawsbGBh4cHJk+ejLS0NI1yJ0+eRO/evVG3bl3Y2trC19cXL7/8MoDiMQUlP6gXLVqk/vtQXlco753+eP+oKtiiNpL//e9/8PPzQ6dOnSpUfsKECdiyZQuGDBmCmTNn4s8//0RkZCQuXbqE3bt3a5S9fv06hgwZgvHjx2PMmDHYtGkTxo4di5CQELRo0QJhYWGYNm0a1qxZg7lz56q73h7vgrty5QpGjhyJyZMnY+LEiQgICEBKSgo6deqE3NxcTJs2DXXq1MGWLVswYMAA7Nq1Cy+88EL1/QFRhUyePBlRUVEYN24cpk2bhoSEBHz22Wc4c+YM/vjjD1haWiI1NRXPPvss6tWrh9mzZ8PFxQU3b97E999/DwCoV68e1q5di1dffRUvvPACXnzxRQBAUFCQKb+aWeD9oyoRyeAyMjJEAOLAgQMrVP7s2bMiAHHChAkax9966y0RgHjo0CH1MW9vbxGAGBcXpz6WmpoqWltbizNnzlQf27lzpwhAPHz4cKn6Sq6xb98+jePTp08XAYi//fab+lhWVpbo6+sr+vj4iEqlUhRFUUxISBABiJs3b67Q9xNFUbx3754IQFywYEGFP2NupkyZIj7+T/S3334TAYjbtm3TKLdv3z6N47t37xYBiCdOnNB5bX3+/HnvKob3j6oLu76NIDMzEwDg6OhYofJ79+4FAMyYMUPj+MyZMwGgVNdz8+bN8cwzz6jf16tXDwEBAYiPj69wjL6+vujdu3epOEJDQ9GlSxf1MQcHB0yaNAk3b97ExYsXK3x90t/OnTvh7OyMXr164f79++pXSEgIHBwccPjwYQCAi4sLAODnn39GUVGRCSOmx/H+UVUxURtBybZ0WVlZFSp/69YtyGQyNGnSRON4/fr14eLiglu3bmkcb9y4calruLq6lnruVRZfX1+tcQQEBJQ6XtJl/mQcZFjXrl1DRkYG3N3dUa9ePY1XdnY2UlNTAQDh4eEYPHgwFi1ahLp162LgwIHYvHlzqfENZFy8f1RVfEZtBE5OTmjQoAHOnz9fqc8JglChcnK5XOtxsRLLuBtihDdVL5VKBXd3d2zbtk3r+ZIBRoIgYNeuXTh27Bj+97//ITo6Gi+//DJWrFiBY8eOwcHBwZhh0yO8f1RVTNRG8txzz2HDhg04evQoOnbsWGZZb29vqFQqXLt2TWPAV0pKCtLT0+Ht7V3p+iua9J+M48qVK6WOX758WX2ejMff3x8HDx5E586dK/SLVYcOHdChQwcsWbIE27dvx+jRo/HNN99gwoQJVfr7QPrh/aOqYte3kbzzzjuwt7fHhAkTkJKSUur8jRs3sHr1agBAv379AACrVq3SKPPJJ58AAPr371/p+u3t7QEA6enpFf5Mv379cPz4cRw9elR9LCcnBxs2bICPjw+aN29e6Tio6oYNGwalUonFixeXOqdQKNT3Ni0trVRvSnBwMACou0/t7OwAVO7vA+mH94+qii1qI/H398f27dsxfPhwBAYGaqxMduTIEezcuRNjx44FALRu3RpjxozBhg0bkJ6ejvDwcBw/fhxbtmzBoEGD0K1bt0rXHxwcDLlcjqVLlyIjIwPW1tbo3r073N3ddX5m9uzZ+Prrr9G3b19MmzYNbm5u2LJlCxISEvDdd99BJqv873lbt27FrVu3kJubCwCIi4vDBx98AAD4z3/+w1Z6GcLDwzF58mRERkbi7NmzePbZZ2FpaYlr165h586dWL16NYYMGYItW7bgiy++wAsvvAB/f39kZWVh48aNcHJyUv8SaGtri+bNm2PHjh146qmn4ObmhpYtW6Jly5Y66+e90w/vH1WZiUedm52rV6+KEydOFH18fEQrKyvR0dFR7Ny5s/jpp5+K+fn56nJFRUXiokWLRF9fX9HS0lJs1KiROGfOHI0yolg8tap///6l6gkPDxfDw8M1jm3cuFH08/MT5XK5xlQtXdcQRVG8ceOGOGTIENHFxUW0sbERQ0NDxZ9//lmjTGWmZ4WHh4sAtL60TR0zZ09O7ymxYcMGMSQkRLS1tRUdHR3FVq1aie+88474zz//iKIoiqdPnxZHjhwpNm7cWLS2thbd3d3F5557Tjx58qTGdY4cOSKGhISIVlZWFZquw3tXObx/VF0EUazEiCMiIiIyKj6jJiIikjAmaiIiIgljoiYiIpIwJmoiIiIJY6ImIiKSMCZqIiIiCWOilphly5ahWbNmUKlUpg5Fb7Nnz0b79u1NHYbk8Z4TANy8eROCICAqKsrUoZDEMFFLSGZmJpYuXYpZs2apV/0SBAGCIGDFihWlykdFRUEQBJw8eVLvur///nsMHz4cfn5+sLOzQ0BAAGbOnKlzicKffvoJbdu2hY2NDRo3bowFCxZAoVBolJk+fTr++usv/PTTT3rHV1vxnhNRuUy94gr9a+XKlaKTk5OYl5enPoZHKwd5eHiIOTk5GuU3b95c7gbzFVWnTh2xVatW4nvvvSdu3LhRnDZtmmhlZSU2a9ZMzM3N1Si7d+9eURAEsVu3buKGDRvE119/XZTJZOIrr7xS6rrDhg0Tn3nmGb3jq614z6mESqUS8/LyRIVCYepQSGKYqCUkKChIfOmllzSOARCDg4NFAOKKFSs0zlXnD21tSwhu2bJFBCBu3LhR43jz5s3F1q1bi0VFRepj7777rigIgnjp0iWNsrt27RIFQRBv3Lihd4y1Ee85EZWHXd8SkZCQgL///hs9e/Ysda5z587o3r07li1bhry8PIPU37Vr11LHXnjhBQDApUuX1McuXryIixcvYtKkSbCw+HdPl9deew2iKGLXrl0a1yj5Pj/++KMBoq7ZeM9rn4ULF0IQBFy9ehUvvfQSnJ2dUa9ePbz33nsQRRG3b9/GwIED4eTkhPr162s83tD2jHrs2LFwcHDA3bt3MWjQIDg4OKBevXp46623oFQq1eViYmIgCAJiYmI04tF2zeTkZIwbNw5eXl6wtraGp6cnBg4ciJs3bxroT4X0xUQtEUeOHAEAtG3bVuv5hQsXIiUlBWvXri3zOgUFBbh//36FXuVJTk4GANStW1d97MyZMwCAdu3aaZRt0KABvLy81OdLODs7w9/fH3/88Ue59Zkb3vPaa/jw4VCpVPjoo4/Qvn17fPDBB1i1ahV69eqFhg0bYunSpWjSpAneeustxMXFlXktpVKJ3r17o06dOvj4448RHh6OFStWYMOGDVWKbfDgwdi9ezfGjRuHL774AtOmTUNWVhYSExOrdD0yPG5zKRGXL18GAPj6+mo9/8wzz6Bbt25Yvnw5Xn31VZ0bz3/99dcYN25cheoUy9mPZenSpZDL5RgyZIj6WFJSEgDA09OzVHlPT0/8888/pY77+fnh4sWLFYrJnPCe116hoaFYv349AGDSpEnw8fHBzJkzERkZiVmzZgEARo4ciQYNGmDTpk0ICwvTea38/HwMHz4c7733HgDglVdeQdu2bfHll1/i1VdfrVRc6enpOHLkCJYvX4633npLfXzOnDmV/YpkREzUEvHgwQNYWFjAwcFBZ5mFCxciPDwc69atw5tvvqm1TO/evXHgwAG949m+fTu+/PJLvPPOO2jatKn6eEk3rLW1danP2NjYIDMzs9RxV1fXUq0u4j2vzSZMmKD+f7lcjnbt2uHOnTsYP368+riLiwsCAgIQHx9f7vVeeeUVjffPPPMMtm7dWum4bG1tYWVlhZiYGIwfPx6urq6VvgYZHxN1DRIWFoZu3bph2bJlpf7hlvD09NTa8qmM3377DePHj0fv3r2xZMkSjXMlrbqCgoJSn8vPz9fa6hNFEYIg6BWTueI9r5kaN26s8d7Z2Rk2NjYajxRKjj948KDMa9nY2KBevXoax1xdXZGWllbpuKytrbF06VLMnDkTHh4e6NChA5577jlERESgfv36lb4eGQefUUtEnTp1oFAokJWVVWa5BQsWIDk5Wd2t9qS8vDwkJydX6KXNX3/9hQEDBqBly5bYtWuXxuAh4N/uz5Lu0MclJSWhQYMGpY6npaWV+gFFvOe1mVwur9AxoPzHEbo+9zhdvxQ9PuCsxPTp03H16lVERkbCxsYG7733HgIDA826B0TqmKglolmzZgCKRwKXJTw8HF27dsXSpUu1jgbesWOHuoVV3utJN27cQJ8+feDu7o69e/dq7ZINDg4GgFILbvzzzz+4c+eO+vzjEhISEBgYWOb3Mke851RdSrqwn1ys5tatW1rL+/v7Y+bMmdi/fz/Onz+PwsJCrQvskDSw61siOnbsCKD4h2FQUFCZZRcuXIiuXbtqHfVZ1eeVycnJePbZZyGTyRAdHV2qq61EixYt0KxZM2zYsAGTJ09W/7a/du1aCIKgMQgJADIyMnDjxo1KD3oxB7znVF28vb0hl8sRFxeHQYMGqY9/8cUXGuVyc3Mhk8lgY2OjPubv7w9HR0etjzZIGpioJcLPzw8tW7bEwYMH8fLLL5dZNjw8HOHh4YiNjS11rqrPK/v06YP4+Hi88847+P333/H777+rz3l4eKBXr17q98uXL8eAAQPw7LPPYsSIETh//jw+++wzTJgwoVQr6uDBgxBFEQMHDqx0TLUd7zlVF2dnZwwdOhSffvopBEGAv78/fv75Z6SmpmqUu3r1Knr06IFhw4ahefPmsLCwwO7du5GSkoIRI0aYKHoql6lWWqHSPvnkE9HBwUFj+UYA4pQpU0qVPXz4sHqpyepYparkWtpe4eHhpcrv3r1bDA4OFq2trUUvLy9x3rx5YmFhYalyw4cPF7t06aJ3fLUV73ntsmDBAhGAeO/ePY3jY8aMEe3t7UuVDw8PF1u0aCGKoigmJCSIAMTNmzeX+7mSeh537949cfDgwaKdnZ3o6uoqTp48WTx//rzGNe/fvy9OmTJFbNasmWhvby86OzuL7du3F7/99ls9vzkZkiCK5YxkIKPJyMiAn58fli1bpjGNo6ZKTk6Gr68vvvnmG7audOA9J6LycDCZhDg7O+Odd97B8uXLa8WWh6tWrUKrVq34A7sMvOdEVB62qImIiCSMLWoiIiIJY6ImIiKSMCZqIiIiCWOiJiIikjAmaiIiM3Pz5k0IgoCoqChTh0IVwERNRFSGGzduYPLkyfDz84ONjQ2cnJzQuXNnrF69Wuva69Xl4sWLWLhwIW7evGmwOipiyZIlGDBgADw8PCAIAhYuXGjSeMwRlxAlItJhz549GDp0KKytrREREYGWLVuisLAQv//+O95++21cuHBB6/rr1eHixYtYtGgRunbtCh8fH4PUURHz5s1D/fr10aZNG0RHR5ssDnPGRE1EpEVCQgJGjBgBb29vHDp0SGM99SlTpuD69evYs2ePCSP8lyiKOvcG11dCQgJ8fHxw//59nRu3kGGx65uISItly5YhOzsbX375pdZNT5o0aYI33nhD/V6hUGDx4sXw9/eHtbU1fHx8MHfu3FK7Uvn4+OC5557D77//jtDQUNjY2MDPzw9fffWVukxUVBSGDh0KAOjWrRsEQYAgCIiJidG4RnR0NNq1awdbW1v1fuXx8fEYOnQo3NzcYGdnhw4dOuj1C4UpW/NUjImaiEiL//3vf/Dz80OnTp0qVH7ChAmYP38+2rZti5UrVyI8PByRkZFad6W6fv06hgwZgl69emHFihVwdXXF2LFjceHCBQBAWFgYpk2bBgCYO3cutm7diq1bt2rsVHblyhWMHDkSvXr1wurVqxEcHIyUlBR06tQJ0dHReO2117BkyRLk5+djwIAB2L17dzX8qZBJmHRLECIiCcrIyBABiAMHDqxQ+bNnz4oAxAkTJmgcf+utt0QA4qFDh9THvL29RQBiXFyc+lhqaqpobW0tzpw5U31s586dIgDx8OHDpeoruca+ffs0jk+fPl0EIP7222/qY1lZWaKvr6/o4+MjKpVKURS179RVnnv37okAxAULFlT4M1Q92KImInpCZmYmAMDR0bFC5ffu3QsAmDFjhsbxmTNnAkCprufmzZvjmWeeUb+vV68eAgICEB8fX+EYfX190bt371JxhIaGokuXLupjDg4OmDRpEm7evImLFy9W+PokHUzURERPcHJyAgBkZWVVqPytW7cgk8nQpEkTjeP169eHi4sLbt26pXG8cePGpa7h6uqKtLS0Csfo6+urNY6AgIBSx0u6zJ+Mg2oGJmoioic4OTmhQYMGOH/+fKU+JwhChcrJ5XKtx8VKbGZoiBHeJE1M1EREWjz33HO4ceMGjh49Wm5Zb29vqFQqXLt2TeN4SkoK0tPT4e3tXen6K5r0n4zjypUrpY5fvnxZfZ5qHiZqIiIt3nnnHdjb22PChAlISUkpdf7GjRtYvXo1AKBfv34AgFWrVmmU+eSTTwAA/fv3r3T99vb2AID09PQKf6Zfv344fvy4xi8XOTk52LBhA3x8fNC8efNKx0GmxwVPiIi08Pf3x/bt2zF8+HAEBgZqrEx25MgR7Ny5E2PHjgUAtG7dGmPGjMGGDRuQnp6O8PBwHD9+HFu2bMGgQYPQrVu3StcfHBwMuVyOpUuXIiMjA9bW1ujevTvc3d11fmb27Nn4+uuv0bdvX0ybNg1ubm7YsmULEhIS8N1330Emq3zbbOvWrbh16xZyc3MBAHFxcfjggw8AAP/5z3/YSjcGUw87JyKSsqtXr4oTJ04UfXx8RCsrK9HR0VHs3Lmz+Omnn4r5+fnqckVFReKiRYtEX19f0dLSUmzUqJE4Z84cjTKiWDy1qn///qXqCQ8PF8PDwzWObdy4UfTz8xPlcrnGVC1d1xBFUbxx44Y4ZMgQ0cXFRbSxsRFDQ0PFn3/+WaNMZaZnhYeHiwC0vrRNHaPqJ4hiJUYvEBERkVHxGTUREZGEMVETERFJGBM1ERGRhDFRExERSRgTNRERkYQxURMREUkYEzUREZGEMVETERFJGBM1ERGRhDFRExERSRgTNRERkYQxURMREUkYEzUREZGE/T98aZsJh7dyUQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(group_summaries_kwargs={'gap_width_percent': 3, 'alpha': 0.5, 'lw': 4, 'offset': 0.6, 'color':'red'});" + ] + }, + { + "cell_type": "markdown", + "id": "b68e8e51", + "metadata": {}, + "source": [ + "## Swarm bars" + ] + }, + { + "cell_type": "markdown", + "id": "488c51e9", + "metadata": {}, + "source": [ + "**Swarm bars** are included in swarmplots and slopegraph plots by default. It can be turned off by setting `swarm_bars=False` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "34551ddc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),\n", + " (\"Control 2\", \"Test 2\")\n", + " ))\n", + "multi_2group.mean_diff.plot(swarm_bars=True, contrast_bars=False);" + ] + }, + { + "cell_type": "markdown", + "id": "93096ee6", + "metadata": {}, + "source": [ + "Swarm bar kwargs can be utilised via `swarm_bars_kwargs` in the `plot()` function.\n", + "\n", + "Pass any keyword arguments accepted by matplotlib.patches.Rectangle here, as a string.\n", + "\n", + "If None, the following keywords are passed: \n", + "- 'color': None\n", + "- 'zorder': -3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2f5a8d72", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(swarm_bars=True, swarm_bars_kwargs={'color': \"red\", 'alpha': 0.2}, contrast_bars=False);" + ] + }, + { + "cell_type": "markdown", + "id": "ee00b315", + "metadata": {}, + "source": [ + "## Contrast bars\n", + "**Contrast bars** are included in all plots by default. It can be turned off by setting `contrast_bars=False` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "340b6436", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(contrast_bars=True, swarm_bars=False);" + ] + }, + { + "cell_type": "markdown", + "id": "8abd2b5e", + "metadata": {}, + "source": [ + "Contrast bar kwargs can be utilised via `contrast_bars_kwargs` in the `plot()` function.\n", + "\n", + "Pass any keyword arguments accepted by matplotlib.patches.Rectangle here, as a string.\n", + "\n", + "If None, the following keywords are passed: \n", + "- 'color': None\n", + "- 'zorder': -3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e0722633", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(contrast_bars=True, contrast_bars_kwargs={'color': \"red\", 'alpha': 0.1}, swarm_bars=False);" + ] + }, + { + "cell_type": "markdown", + "id": "c163b96f", + "metadata": {}, + "source": [ + "## Summary bars\n", + "A **summary bar** can be added for each relevant contrast object as desired via supplying a list to the argument `summary_bars` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7c946836", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(summary_bars=[0, 1], contrast_bars=False, swarm_bars=False);" + ] + }, + { + "cell_type": "markdown", + "id": "d6c01099", + "metadata": {}, + "source": [ + "Summary bar kwargs can be utilised via `summary_bars_kwargs` in the `plot()` function.\n", + "If None, the following keywords are passed: \n", + "- 'span_ax: False \n", + "- 'color': None\n", + "- 'alpha': 0.15\n", + "- 'zorder': -3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "655272b3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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KOdgkUdmyZYtplk8Jg8GAS5cuwWAwICQkBD4+XK2XyFUU5mYi49AWFGSlQxcYhtBmXeHhYl+QFU1BvtOdCcWc4XOw9/Tecj8nZwozpzkryyc0FMJYdrecMBrhExpq44ich00SlTNnzpS5vaioCAsWLMCHH36IjRs32iIUIodmqy94a17n6l+/4djqWRDGYkiSBkIYcXbbcjQaMAXBDVorcg1HUTIFuSIVJRRlffb2KcwAYBA3f8MvmcKcODYRACo9hi0rVROp1+Pw11/fHKNyB42bGyI7d7Z9UE5C1TEq7u7uePHFF9GjRw+8+OKLaoZCZPeu/vUbfv/oGZzZshRp+zfgzJal+P2jZ/DPiT0Oc53C3MybSYrh1oBDo+HWwMMiHE2a6XKLMmbmZiJpVxI++fETJO1KKjX41pK6KXKmMHOas/I8AwPRbsIEaNzdAUmCpNUCkgSNuzvaTZgAzwCWhLCUTVpUKtOiRQssX75c7TCI7JbZFzwAces34JIv+PvGLpXd4lFRa4kS16no/BmHtkCU8wUpjMXIOLQFtStpYXAWcrpe5CQUd7aqlExhLmklud3tU5jlHENVU6tVK/SZPx9nt29HXkYGfEJDEdm5M5OUarKLRGXjxo2so0JUAaW+4CvrdqnudSo7f0FW+q3tZQw4lDQoyEqv9GdwBnK6Z4J8g2QnHbeTM4VZQHCas5V4BgaiYd++aofhVGySqLzxxhtlbs/KysKOHTuwb98+TJo0yRahEDkkJb7g5bSWVOc6cs6vCwyDKOcLUggjdIFhlf4czkBuS4kldVO6NeuG5duWm5Kg25VMYRZCVHoMkb2wSaKSkJBQ5vagoCDExMTg008/xahRo2wRCpFdKukaKa9bpSpf8OV1vchpLalOIiHn/KHNuuLstuWmZOZ2ksYNoS7yBSm3pURO0lHWFGM5U5gtmR5NpAabJCrGcqZskX3IzMnDxt+PIu2fawgP9kf3+xohyI/TxW0pdsScCvfL/YKvqOtFTmtJnY7xFicScs7v4RuERgOm4GjSTLMYJY0bGg2YAg8X+YKU21JSWd2U4xeOlzvOpbKpz1WZHk3y5WdlmY9R0evhGRiodlgOzS7GqJB6dh0+jTeXrUOxwQiNJMEoBBJ/3IWpw/qwgq0dkfMFX1nXS+12/SttLZF7nbJabOS2xgQ3aI37xi41P0fzbi6TpADyWkpKlJdQCCEw7KNhFY5zqWzqs5zp0STfxZSUm2X0i4tvFn8zGnH466/RbsIE1GrVSu3wHJZVEpVz585Z9Lm6desqHAlVJDMnD28uW4ei4pv/wBlurbZcVGzAG4nr8OXU4WxZsSOVfcFX1vUCSJA0bpW2llR0nYpabKrSrePhG+Qys3vKUtXKtGUlFEm7kqo8I4isx2ytH8BUobZkrZ8+8+ezZcVCVklUoqKiSlWilcNQRulhKu3591cgM+c6gvy8MW/C4xUeW1G3zsbfj6LYUPZvwMUGIzalHGP5fRs5sPglFOZmwsM3qMJuoIq+4Cvreim+cU12t0tZ15EzWJbdOvLJ6XqpqMS9JTOCyHrkrPXD2UCWsUqismTJEosSFZInM+c6rmTnVnpcZd06af9cg0aSTC0pt9NIEi5dzbZG+FSGwtxMFOZclXVceTVK5HS9VKfbRe7UZVfv1qmKirpeKquzwpWU7QvX+rEeqyQqw4YNs8ZpqQrkdOuEB/vDWEaSAgBGIRBRg0WK7EllNUrkdr1Y2u0id+qyq3frKEFOnZWqjHMh6+NaP9ajagl9sh453Trd72sEN23ZfwXctBo80KqRNUOkKpBTer5kIKykvVXCW6O9VcrbXZGuF9ZAsR05dVZKxrm4a90hSRK0Gi0kSYK71p1TjFUQqddD41b27/5c66d6bDrr55dffsG+ffuQnZ1dasqyJEl4/fXXbRmOU5PTrRPk54Opw/rgjUTz7iE3rQZTh/VBkB+rBdsLud0u1pxRwxootiN3/AmnGNuPkrV+7pz1o3Fz41o/1WSTROWff/5Bnz59sGfPHgghIEkSxK0v0JL/Z6KiLLndOm2b1MOXU4djU8oxXLqajYgaAXigVSMmKXamKhVjrdX1whooyitvsGxVxp9wirH94Fo/1mGTROXVV1/FwYMHsWLFCrRp0wb16tVDcnIyoqOj8Z///Ae7du3Cjz/+aItQXEb3+xoh8cddpjEqt7uzWyfIz8dms3tYXM4ySne7VDQot6JjWANFORUNluX4E8fFtX6UZ5NEZf369Rg9ejQGDx6Mq1dvzmzQaDSoX78+PvnkE/Tr1w8vv/wyvvrqK1uE4xLU6NapLAlhcTnLVaXbpbIkpLJBuXKO4WDZ6pEzWJYl7p0TK9dWnU0SlaysLDRp0gQA4OvrCwDIzf3f9NoePXpgypQptgjFpSjZrVPdJITF5apHbrdLZQmGnFooACo9prw1iUgeuYsScvyJc2HlWsvYJFGpVasW0tJuDv7S6XQIDQ3FH3/8gb63mscuXLhQ5bor8+fPx/z583HmzBkAQJMmTTB16lT07t1b0dgdnRLdOkokISwuV32VdbvISULkDMot+f+KjmGLSvXIHSzL8SfOg5VrLWeTRKVjx47YuHEj/v3vfwMABg8ejNmzZ0Or1cJoNOLDDz9Ez549q3TO2rVr4+2330aDBg0ghMCyZcvQt29f7N+/39R6Q9WnVBLC4nJWctufp5wkRO6gXLkDd8kyLNbmWDZNnIj8rCx4BgbigdmzLToHK9daziaJyoQJE7Bx40YUFBRAp9MhISEBf/75p2mWT6dOnfDRRx9V6ZwPP/yw2fsZM2Zg/vz52L17NxOVKqpumX05SQiLy1VfZd06cpIQuYNyWS/FujhY1rHkZ2Xhxj//VOscrFxrOZskKlqtFuPHjze9DwoKwqZNm5CVlQWtVgs/P79qnd9gMGDVqlXIy8tDu3btyj2uoKAABQUFpve3j5NxVUqU2ZeThDzQ6h7Zs5CoNDndOnKSEFmDcoVgvRQrq+qihOQ4yhssy8q1lrNJZdqmTZuiRYsWmDlzJk6ePGnaHhgYWK0k5dChQ/D19YVOp8Nzzz2HNWvWoHHjxuUeP2vWLAQEBJheer3e4ms7g9u7dYQQMBiNEEKYunUyc/JkJSFyKtyWzEJyd9PeqqKpuVlF003L4nIyyOnWCW3WFZKm7N89ShIMOdVrrV3hlm4qKdY2vOtw9GrZC8O7DseyccvQpkEbtUMjC11MScG6MWNw8IsvcHrTJhz84gusGzMGF1NSWLm2GmzSojJ//nx88803mDp1Kl5//XXExsZiyJAhGDRoECIjIy0+b8OGDXHgwAFkZ2cjKSkJQ4cOxfbt28tNViZPnmzWsnPgwAGnT1aq260jpx5LkJ+3rKnQLC5nOTndOnJnBsmphcJ6KbbBwbLOQ85gWVautYxNEpXRo0dj9OjRSE9Px6pVq/DNN99g0qRJmDRpElq3bo0hQ4Zg4MCBqFWrVpXO6+Hhgfr16wMA4uLi8Pvvv2POnDlYsGBBmcfrdDrodDrT+5Kp0o6m5Iu9si94Jbp15NZjkZuEVDYLiQXhyiZ3bIncBENO9VouLkgkn9zBsqxcW3U2XesnLCwML774Il588UVcuHDBlLRMmDABr7zyCoqKSveJV4XRaDQbg+Ks5k14vNJjlFw9WakkpDIsCFe+qhR8Y4JBZHtyB8sqVbnWlQrH2TRRuV1ERASaNGmCRo0a4fDhw8jLy6vS5ydPnozevXujbt26yMnJwYoVK7Bt2zYkJydbKWLHolS3TomKkhA5rSCVHcOCcBVTcp0dOeXziahqlBwsW1kS4mqF42yaqAghsG3bNqxcuRJr1qzBlStXEBQUhCFDhmDw4MFVOldGRgaefvppXLp0CQEBAWjevDmSk5PRvXt3K0XvWGy1erKcVhA5x7AgXOXkdOsoUT6fHEd5ixqS7UXq9Tj89demMSq3q8pg2cqSEFcsHGeTRGXnzp345ptvkJSUhIyMDPj7++PRRx/F4MGD8cADD8CtnJHQFVm8eLEVInUMz7+/Apk51xHk511uN5AtVk+W0woCQFZLiasXhCtJJipr2aioW0eJ8vlsWXEcFS1qyJlDtucZGChrsGxFrSVykhBXLBxnk0RFr9fD19cXDz/8MAYPHoxevXrBw8PDFpd2Spk513Elu+IaMLbo1pHTCiKEkNVS4uoF4WJHzKnW55Uqn8+xLY5BzqKGbFmxvVqtWlU4WLay1hI5SYgrFo6zSaKyatUq9OnTB56enra4HEHe6snVXWhQbiuInGOqklhRaUqWzyf7J3dRQ7K98gbLymktkZOEuGLhOJskKv3784FRQ0XdOkosNCinFUQIIaulRInxMq5MyfL5ZP/kLmpI9kNOa4mcJESpsTCOxCaVaUk9Jd064wZ0xcAucaaWlMoq0sqdNVRZRVo5x5QoSaxGPdwBD7ZrilEPd8CXU0e4/NTk2xXmZuLvXatx6sd5+HvXahTmZgKQV2dFTuVacgxc1NDxlLSWlKWktURO9dqSsTAa91uVo7U3K0dr3N2dtnCcatOTST1KLTQotxWkKi0l1a3F4swqGiwrp86Kh0+gYlOcqWIl40OsNU6Eixrar+qs9SN3QG5lY2GcDRMVF6TkasdyZg2xdH71yRksq1T5fKq+uSPmKnq+sqYhc1FD+1PRYFm5XTZykxClCsc5AiYqLkjp1Y7ltIKwpaR65M7YUap8PtmPiqYhJ45NxJZDW5CWlYbwwHB0a96NSYpKlFzrx5WSEDmYqDi5smb2KLnQINmG3Bk7TEIcS2UF2+RMQ+bsHvvAtX6sh4mKE6toZg9XO3YsnLHjfOQUbOM0ZMdh67V+5HKGNYGYqDgpOdOLbbHQICmjKosSkv2TW7CN05Adhxr1TVxlTSBOT3ZScmb2lDV1mexTyaKEkvbWlESN9tbURHfO2HFAclpKAE5DdiRyphYr6WJKCtaNGYODX3yB05s24eAXX2DdmDG4mJIC4I4xM0LcbOkRwjRmJj8rS9F4rImJipMqmdlTFmutnZOZk4dvtqRgbtIWfLMlBZk5VVsRmypWMmMnquszCG/ZC1Fdn8F94xK5mKADKmkpKcvtLSXdmnWDWzm1bzgN2b7Ysr6JnCREzpgZR8GuHyel9No51S23T8rgYFnnILelJMg3iNOQHYiS9U0q6tZxtTWBmKg4KSXXzlGi3P7tSQ2Rq6tKwbY2DdpwGrIDkTNYtrpjS1xtTSB2/Tipkqqx7m5aSJIErUYDSZLg7qat0vRipcrtE9H/lLSUuGvdbz2fN59Td617mS0lQb5B6N+uP17o/QL6t+vPJMWBKTG2RO6aQLYcM2NNbFFxQCVJRmXJhtzpxRV16yhVbp+IzLGlxDlV1FoipyicnG4dOVVuPQMCZBeYs3dMVBzQvAmPyz62sunFlXXrKFlun4jMlbSUkHOorMtGqbElrrYmEBMVJ1dRa4mcsSVKl9snInI0JS0iFRVKk9NaouTYEldaE4iJihOrrLVETrcOy+0Tkat7YPbsSo+R01oid2yJnMULAedIQuTgYFonJWcQrJxaK3IH5ZaMhxn1cAc82K4pRj3cAV9OHcGpyUTkEkpaS8pS0loiZ4CrLeuxOAq2qDgpOa0lcseWyB2Uy3L7ROSq5LSWuNrYEqUwUXFScgbBPtWzjeyxJUxCiMhVbZo4EflZWfAMDCy3G0hul40rjS1RChMVJyWntaSkW4djS4jUkZmbic2HNiM9Kx1hgWHo1qwbgnyD1A6L7pCflYUb//xT4TFyW0tKjmUSIh8TFScltzKt3G4dIlLWb3/9hpmrzUvjL9+2HFMGTEGbBm3UDo8swC4b62Ci4qSq0lrCbh0i28rMzcTM1TNNJfQN4uYvFEWGIsxMmonEsYlsWXFQlbWWVFY+n0pjouLE2FpCZJ82H9qMYmPZU1mLjcXYcmgLC8E5ocoKwlHZmKg4ObaWENmf9Kx0aCSNqSXldhpJg7SsNBWiImuSUxCOLStlYx0VIiIbCwsMg1GUPZXVKIwIDwy3cURkbXIKwlHZHDZRmTVrFu677z74+fkhNDQUjz76KI4fP652WERElerWrBvcNGU3aLtp3NCteTcbR0RKyc/KwvG1a7Fv0SIcX7sW+VlZAOQVhKOyOWyisn37drzwwgvYvXs3Nm7ciKKiIvTo0QN5eXlqh0ZEVKEg3yBMGTAF7lr3WxWfb1Z+dte6Y8qAKVxB2UFdTEnBujFjcPCLL3B60yYc/OILrBszBhdTUmSv4UOlOewYlQ0bNpi9T0xMRGhoKPbu3YtOnTqpFBURkTxtGrRB4thEbDm0BWlZaQgPDEe35t2YpDioysagPPD227LX8CFzDpuo3Ck7OxsAEBwcrHIkRETyBPkGcXaPk6hsDEragQOyC8KROadIVIxGI15++WW0b98eTZs2Lfe4goICFBQUmN7n5ubaIjwiInJyJWNQSlpSblcyBqVh374sCGcBp0hUXnjhBRw+fBg///xzhcfNmjUL06dPt1FURETkKuSOQWH5/Kpz2MG0JV588UX88MMP2Lp1K2rXrl3hsZMnT0Z2drbptZ3TwYiISAGRej00bmX/7s8xKNXjsImKEAIvvvgi1qxZgy1btiA6OrrSz+h0Ovj7+5tevr6+NoiUiIicXcmihBp3d0CSIGm1gCRB4+7OMSjV5LBdPy+88AJWrFiBtWvXws/PD2lpNys5BgQEwMvLS+XoiIjI1XBRQutw2ERl/vz5AIDOdzSnLV26FMOGDbN9QERE5PI4BkV5DpuoCCHUDoGIiIiszGHHqBAREZHzc9gWFSIiIkeWn5VlPp5Fr+cKymVgokJERGRjF1NSSlWpPfz112g3YQJqtWqldnh2hV0/RERENmS2LpAQN6vZCmFaF6hkxWW6iYkKERGRDVW2LtBZFiM1w64fIiIiKyhvDIqcdYHof5ioEBERKayiMShy1wWim9j1Q0REpKDKxqCEx8ZyXaAqYKJCRERUAc/AQHgFB8ueOlzZGJS0Awe4LlAVsOuHiIioAg/Mnl2l4+WMQWnYty/XBZKJiQoREZGC5I5B4bpA8rDrh4iISEGRej3HoCiIiQoREZGCPAMDOQZFQez6ISIiUlitVq04BkUhTFSIiIgUwoUGlcdEhYiISAFcaNA6OEaFiIiomrjQoPUwUSEiIqomLjRoPUxUiIiIqqmkyFtZuNBg9TBRISIiqiYuNGg9TFSIiIiqiUXerIeJChERUTWxyJv1cHoyERGRAljkzTqYqBARESmECw0qj4kKERGRDbF6bdUwUSEiIrIRVq+tOg6mJSIiUkh+VhaOr12LfYsW4fjatWYVaVm91jJsUSEiIlJAZa0lcqrXcnxLaWxRISIiqiY5rSWsXmsZh05UduzYgYcffhi1atWCJEn47rvv1A6JiIhckJzWElavtYxDJyp5eXlo0aIFPvnkE7VDISIiFyantYTVay3j0GNUevfujd69e6sdBhERuTg5rSUl1WvvHMeicXNj9doKOHSiUlUFBQUoKCgwvc/NzVUxGiIichaRej0Of/31zTEqd7i9tYTVa6vOpRKVWbNmYfr06WqHQURETqYqrSWsXls1khBCqB2EEiRJwpo1a/Doo4+We8ydLSoHDhyAXq/H3r17ce+999ogSiIicmalqs6ytaTaXKpFRafTQafTmd77+vqqGA0RETkbtpYoz6Fn/RAREZFzc+gWldzcXJw8edL0PjU1FQcOHEBwcDDq1q2rYmRERESkBIdOVFJSUtClSxfT+/HjxwMAhg4disTERJWiIiIiIqU4dKLSuXNnOMlYYKu7dOkSLl26pHYYpJCIiAhERESoHQYphM+n8+EzqhyHTlSqKyIiAtOmTXP6v0wFBQWIj4/H9u3b1Q6FFKLX65GcnGw2OJwcE59P58RnVDlOMz2Zynft2jUEBARg+/btnOnkBHJzc6HX65GdnQ1/f3+1w6Fq4vPpfPiMKsulW1RcTWxsLB8aJ3Dt2jW1QyAr4PPpPPiMKovTk4mIiMhuMVEhIiIiu8VExQXodDpMmzaNg7qcBO+nc+H9dD68p8riYFoiIiKyW2xRISIiIrvFRIWIiIjsFhMVIiIisltMVKhKzpw5A0mSuJYSkZ3iM0rOhomKFZ06dQqjR49GvXr14OnpCX9/f7Rv3x5z5szBjRs3rHbdI0eOICEhAWfOnLHaNeSYMWMGHnnkEYSFhUGSJCQkJKgajy1JkiTrtW3btmpf6/r160hISKjSuVz53tzOlZ/RY8eOYeLEiYiNjYWfnx8iIiLQp08fpKSkqBaTrdjz8+nK96U8rExrJevWrcPAgQOh0+nw9NNPo2nTpigsLMTPP/+MV199FX/++ScWLlxolWsfOXIE06dPR+fOnREVFWWVa8jx2muvITw8HC1btkRycrJqcahh+fLlZu8///xzbNy4sdT2Ro0aVfta169fx/Tp0wHcXKhTDle+NyVc/Rn97LPPsHjxYvTv3x/PP/88srOzsWDBArRt2xYbNmzAAw88oEpctmDPz6cr35fyMFGxgtTUVAwZMgSRkZHYsmWL2aKHL7zwAk6ePIl169apGOH/CCGQn58PLy8vxc+dmpqKqKgoXLlyBSEhIYqf3549+eSTZu93796NjRs3ltquFle+NwCfUQCIj49HQkKC2fpCw4cPR6NGjZCQkODUX4j2/Hy68n0pD7t+rGD27NnIzc3F4sWLy1yZuX79+njppZdM74uLi/Hmm28iJiYGOp0OUVFRmDJlCgoKCsw+FxUVhYceegg///wzWrduDU9PT9SrVw+ff/656ZjExEQMHDgQANClS5dSTZgl50hOTkarVq3g5eWFBQsWAABOnz6NgQMHIjg4GN7e3mjbtm21/rFWszXHERiNRnz44Ydo0qQJPD09ERYWhtGjRyMzM9PsuJSUFPTs2RM1a9aEl5cXoqOjMXz4cAA3xyOUJBrTp0833e/KunJc/d7wGQXi4uJKLYJYo0YNdOzYEUePHrXonM5EreeT96U0tqhYwffff4969erh/vvvl3X8yJEjsWzZMgwYMAATJkzAb7/9hlmzZuHo0aNYs2aN2bEnT57EgAEDMGLECAwdOhRLlizBsGHDEBcXhyZNmqBTp04YN24c5s6diylTppiaLm9vwjx+/Dji4+MxevRojBo1Cg0bNkR6ejruv/9+XL9+HePGjUONGjWwbNkyPPLII0hKSsJjjz2m3B8QAQBGjx6NxMREPPPMMxg3bhxSU1Px8ccfY//+/fjll1/g7u6OjIwM9OjRAyEhIZg0aRICAwNx5swZfPvttwCAkJAQzJ8/H2PGjMFjjz2Gfv36AQCaN2+u5o9m9/iMli8tLQ01a9ZU5FyOzN6eT5e+L4IUlZ2dLQCIvn37yjr+wIEDAoAYOXKk2fZXXnlFABBbtmwxbYuMjBQAxI4dO0zbMjIyhE6nExMmTDBtW7VqlQAgtm7dWup6JefYsGGD2faXX35ZABA7d+40bcvJyRHR0dEiKipKGAwGIYQQqampAoBYunSprJ9PCCEuX74sAIhp06bJ/oyzeeGFF8Ttj9vOnTsFAPHll1+aHbdhwwaz7WvWrBEAxO+//17uuavz5+uK94bPaPl27NghJEkSr7/+epU/68js9fks4ar3pQS7fhRWsry3n5+frOPXr18PABg/frzZ9gkTJgBAqWbdxo0bo2PHjqb3ISEhaNiwIU6fPi07xujoaPTs2bNUHK1bt0aHDh1M23x9ffHss8/izJkzOHLkiOzzU+VWrVqFgIAAdO/eHVeuXDG9Spp9t27dCgAIDAwEAPzwww8oKipSMWLnwWe0bBkZGXj88ccRHR2NiRMnVutcjs6enk/eF45RUZy/vz8AICcnR9bxZ8+ehUajQf369c22h4eHIzAwEGfPnjXbXrdu3VLnCAoKKtVvWpHo6Ogy42jYsGGp7SXN0XfGQdVz4sQJZGdnIzQ0FCEhIWav3NxcZGRkAAD0ej369++P6dOno2bNmujbty+WLl1aamwEycdntLS8vDw89NBDyMnJwdq1a0uNkXA19vJ88r7cxDEqCvP390etWrVw+PDhKn1OkiRZx2m12jK3iyqsLWmNGT5UNUajEaGhofjyyy/L3F8yAE+SJCQlJWH37t34/vvvkZycjOHDh+P999/H7t27XfYfrurgM2qusLAQ/fr1w8GDB5GcnIymTZva7Nr2yh6eT96X/2GiYgUPPfQQFi5ciF27dqFdu3YVHhsZGQmj0YgTJ06YDaZLT09HVlYWIiMjq3x9uf+g3hnH8ePHS20/duyYaT8pJyYmBps2bUL79u1lfSm1bdsWbdu2xYwZM7BixQo88cQT+PrrrzFy5EiL7rer4zN6k9FoxNNPP43Nmzfjm2++gV6vr/I5nJHazyfvizl2/VjBxIkT4ePjg5EjRyI9Pb3U/lOnTmHOnDkAgAcffBAA8OGHH5od88EHHwAA+vTpU+Xr+/j4AACysrJkf+bBBx/Enj17sGvXLtO2vLw8LFy4EFFRUWjcuHGV46DyDRo0CAaDAW+++WapfcXFxaZ7l5mZWeo38djYWAAwNS97e3sDqNr9dnV8Rm8aO3YsVq5ciXnz5plmpJD6zyfvizm2qFhBTEwMVqxYgcGDB6NRo0ZmVS9//fVXrFq1CsOGDQMAtGjRAkOHDsXChQuRlZUFvV6PPXv2YNmyZXj00UfRpUuXKl8/NjYWWq0W77zzDrKzs6HT6dC1a1eEhoaW+5lJkybhq6++Qu/evTFu3DgEBwdj2bJlSE1NxerVq6HRVD2nXb58Oc6ePYvr168DAHbs2IG33noLAPDUU0+5dCuNXq/H6NGjMWvWLBw4cAA9evSAu7s7Tpw4gVWrVmHOnDkYMGAAli1bhnnz5uGxxx5DTEwMcnJysGjRIvj7+5u+QL28vNC4cWOsXLkSd999N4KDg9G0adMKm4pd/d7wGb2ZeM2bNw/t2rWDt7c3vvjiC7P9jz32mCmhcjVqPp+8L2VQd9KRc/vrr7/EqFGjRFRUlPDw8BB+fn6iffv24qOPPhL5+fmm44qKisT06dNFdHS0cHd3F3Xq1BGTJ082O0aIm9MW+/TpU+o6er1e6PV6s22LFi0S9erVE1qt1mwaZHnnEEKIU6dOiQEDBojAwEDh6ekpWrduLX744QezY6oy9VGv1wsAZb7KmpbpzO6c/lhi4cKFIi4uTnh5eQk/Pz/RrFkzMXHiRHHx4kUhhBD79u0T8fHxom7dukKn04nQ0FDx0EMPiZSUFLPz/PrrryIuLk54eHjImgrJe3OTKz+jQ4cOLffvAACRmppa4eediT09n7wvpUlCVGGEFxEREZENcYwKERER2S0mKkRERGS3mKgQERGR3WKiQkRERHaLiQoRERHZLSYqKpo9ezbuueceGI1GtUOptkmTJqFNmzZqh6Eq3k/nw3vqXHg/HZTa86NdVXZ2tggODhZLliwxbcOtefLvvfdeqeOXLl1a6XLicq1evVoMGjRIREdHCy8vL3H33XeL8ePHi8zMzDKPX7t2rWjZsqXQ6XSiTp06YurUqaKoqMjsmEuXLgmdTifWrl1b7fgcEe+n8+E9dS68n46LiYpK/vOf/wh/f39x48YN07aShyYsLEzk5eWZHa/kQ1OjRg3RrFkz8frrr4tFixaJcePGCQ8PD3HPPfeI69evmx27fv16IUmS6NKli1i4cKEYO3as0Gg04rnnnit13kGDBomOHTtWOz5HxPvpfHhPnQvvp+NioqKS5s2biyeffNJsGwARGxsrAIj333/fbJ+SD01ZlUeXLVsmAIhFixaZbW/cuLFo0aKFWTb/73//W0iSJI4ePWp2bFJSkpAkSZw6daraMToa3k/nw3vqXHg/HRfHqKggNTUVBw8exAMPPFBqX/v27dG1a1fMnj0bN27csMr1O3fuXGrbY489BgA4evSoaduRI0dw5MgRPPvss3Bz+9+yUM8//zyEEEhKSjI7R8nPs3btWitEbb94P50P76lz4f10bExUVPDrr78CAO69994y9yckJCA9PR3z58+v8DwFBQW4cuWKrFdl0tLSAAA1a9Y0bdu/fz8AoFWrVmbH1qpVC7Vr1zbtLxEQEICYmBj88ssvlV7PmfB+Oh/eU+fC++nYuHqyCo4dOwYAiI6OLnN/x44d0aVLF7z77rsYM2YMvLy8yjzuq6++wjPPPCPrmqKSJZ3eeecdaLVaDBgwwLTt0qVLAICIiIhSx0dERODixYultterVw9HjhyRFZOz4P10PrynzoX307ExUVHB1atX4ebmBl9f33KPSUhIgF6vx6effop//etfZR7Ts2dPbNy4sdrxrFixAosXL8bEiRPRoEED0/aSZlCdTlfqM56enrh27Vqp7UFBQaWyfmfH++l8eE+dC++nY2OiYqc6deqELl26YPbs2XjuuefKPCYiIqLMzLsqdu7ciREjRqBnz56YMWOG2b6S3yoKCgpKfS4/P7/M3zqEEJAkqVoxOSPeT+fDe+pceD/tFxMVFdSoUQPFxcXIycmBn59fucdNmzYNnTt3xoIFCxAYGFhq/40bN5CdnS3rmuHh4aW2/fHHH3jkkUfQtGlTJCUlmQ3eAv7X/Hjp0iXUqVPHbN+lS5fQunXrUufMzMw063N1Bbyfzof31Lnwfjo2DqZVwT333APg5kj0iuj1enTu3BnvvPNOmaPRV65cacrwK3vd6dSpU+jVqxdCQ0Oxfv36MptEY2NjAQApKSlm2y9evIi///7btP92qampaNSoUYU/l7Ph/XQ+vKfOhffTsbFFRQXt2rUDcPMvY/PmzSs8NiEhAZ07d8bChQtL7bO0vzQtLQ09evSARqNBcnIyQkJCyjyuSZMmuOeee7Bw4UKMHj0aWq0WADB//nxIkmQ2CAwAsrOzcerUKYwZM6bKMTky3k/nw3vqXHg/HZw65VuoadOmIj4+3mwbAPHCCy+UOlav15sqKCpRfKhFixYCgJg4caJYvny52eunn34yO/b7778XkiSJrl27ioULF4px48YJjUYjRo0aVeq8SUlJAoA4efJktWN0NLyfzof31LnwfjouJioq+eCDD4Svr69Z+eTyHpqtW7cq+tCUnKusl16vL3X8mjVrRGxsrNDpdKJ27dritddeE4WFhaWOGzx4sOjQoUO143NEvJ/Oh/fUufB+Oi4mKirJysoSwcHB4rPPPlM7FEVcunRJeHp6iu+++07tUFTB++l8eE+dC++n4+JgWpUEBARg4sSJePfdd51iyfEPP/wQzZo1Q9++fdUORRW8n86H99S58H46LkmISsrnEREREamELSpERERkt5ioEBERkd1iokJERER2i4kKERER2S0mKkRERGS3mKgQERGR3WKiQkRERHaLiQoRERHZLSYqREREZLeYqBAREZHdYqJCREREdouJChEREdktJipERERkt1w6Ubl06RISEhJw6dIltUMhIiKiMrh8ojJ9+nQmKkRERHbKpRMVIiIism9MVIiIiMhuOXSismPHDjz88MOoVasWJEnCd999p3ZIREREpCCHTlTy8vLQokULfPLJJ2qHQkRERFbgpnYA1dG7d2/07t1b7TCIiIjIShw6UamqgoICFBQUmN7n5uaqGA0RERFVxqG7fqpq1qxZCAgIML30er3aIREREVEFXCpRmTx5MrKzs02v7du3qx0SkWWKCyo/hojICbhU149Op4NOpzO99/X1VTEaomooLgDcdJUfR0Tk4FyqRYXIaQij2hEQEdmEQ7eo5Obm4uTJk6b3qampOHDgAIKDg1G3bl0VIyOysqLrgFeg2lEQEVmdQycqKSkp6NKli+n9+PHjAQBDhw5FYmKiSlER2cC1S4B/LbWjICKyOodOVDp37gwhhNphENlefiaQkw74hakdCRGRVXGMCpGjupCidgRERFbHRIXIUZ3epnYERERWx0SFyFH9/TuQfUHtKIiIrIqJCpGjEgLY/4XaURARWRUTFSJH9tePwKU/1I6CiMhqHHrWj1Ju3LiB69evqx0GkSwdOnRA+sVziNAV4LdJscDGBBT0+RjwClI7NCJyMd7e3la/BhMVAPv370dOTo7aYRDJcu7cOVy9ehUIcL+5AnhuLnK/GoM/o0fAqGVZfSKynV69eln9GkxUALi5ucHPz0/tMIhk0Wj+12OrvfX/AQUX0OLvz3Hm7hEo9ghQKzQiIsUxUQHg4eEBT09PtcMgkkWSpP/9/21Ji+/1c2j057tIjxmMayGtgNuOIyJyVBxMS+REtEW5qHVsMeoe/A90uefVDoeIqNqYqBA5Ie/svxC9fybCT3wJbVGu2uEQEVmMXT9EzkoIBF7aCf/Le3E5sg+yIjpBaNzVjoqIqErYokLk5DTF1xF2ahXqpUxD4MXtkAyFaodERCQbW1SIXIR7/j8IP/kVQs5+j8wIPTJr6WHw8Fc7LCKiCjFRIXIx2qJc1Dy3DjX+TkZ2aFtcrdMDRV6haodFRFQmJipEDiQtLQ03btwAAFwvNOJ8ZgHqBFlW5E0yFiMw7WcEpv+C7JDWuFq3Nwq9w5UMl4io2pioEDmAw4cPY/Hixfj5558hhAAAZN0woPFbh9C7cQD+r3stxNX1sezkQiAg4zcEXN6DayH34UrdB62asIjC6yg6sh6GjOOAJEEb3hjujXpDcqs84RJCoDBlOYxXTsLj3nhowxqZ9hmzLqDor59gzL4EANAE3gX3hj2h8WfyReTIOJiWyM5t2bIFI0aMwK+//mpKUkoIASQfzUa3uUex9mBm9S4kBPwz9qDe3umIOLYUbvlXLT5VwW9LUPz3/jL3Ff6RBGNuBnStn4ZH3BMw/nMGRYf/K+u8hjO7yixkJ4oLUJDyOSTPQOjaPQtd25GAVoeC3z+HMBos/jmISH1MVIjs2OHDhzF58mQYjUYYDGV/4RqMN19DPz+Fvefyqn/RWy0sMSnTEHRh881sSCHG3Ms3W0Oa9YUmsA60wZFwb9wHhkuHIfKvVfzZa5dQlPorPJo9WjrkvCtA0Q24NegKjW9NaPxC4d6gC1CYC3EjS7H4icj2mKgQ2bElS5YAQKmWlDuJW6/ZGy8qdm3JWIywU6sQ/PdGxc5pzDwPuHlCE3CXaZumRj1AkmDM+rvczwlDIQoPJMGjSR9IutLrckk+NQF3bxj+3gthLIYwFKH4/F5IPiGQvAIVi5+IbK9aY1QKCgqwb98+ZGRkoH379qhZs6ZScRG5vLS0NOzcubPSJKWEwQisP5JdrQG2Zal5bh0ya3WG0HpU+1yiMAeSznwsjaTRAu5eEAXlV9AtOroBmqA6ZmNSzM7hpoOuzTMo3PcVik9uv7nNpwY87nv65vmJyGFZnKjMnTsXCQkJyM7OBgBs3LgRXbt2xZUrV3DPPfdg9uzZGD58uGKBErmaPXv2yE5SSggBbD+RgydbK5eoaAwF8LuyD9fC2pZ7TNGp7Sg+tfN/GwxFMGb9jaIj60ybdB1ftOj6hvRjMF49DV37MeUeIwxFKDz0HTRBdeHWYiAgjChK/QWFKV9Ad/9oSFpW5CVyVBYlKkuXLsXLL7+MIUOGoEePHmYJSc2aNdG1a1d8/fXXTFSIquH69evQaDQwGo2yP6ORgGv5yg8eDU39DrnBTWF09y1zv1ud+6ANb2p6X/hHErThjaENa2zaJun8IHn4QRSYj6MRRgNQdAOSruxzG66ehrieifxNs8y2F+77GprgSOjaDIfh4kGIG1lwbzcKknSzR9sjYADyN82CIf0Y3Go1s+jnJiL1WZSovP/+++jbty9WrFiBq1dLzwyIi4vD3Llzqx0ckSvz9vauUpICAEYB+Hsq39XhVpiFkHPrkB4zuMz9koc3JA/v/73XukPy8IXGp4bZcZqgOkBxPozZF6EJqHUz5qupgBDQBNYu89zuMR3hVifObFvBz5/AvVFvaEIb3txgKLo1G+j2GUEl75UbDExEtmfRYNqTJ0+id+/e5e4PDg4uM4EhIvlat24NqYypuBWRJEDfoPRgUyUU6qo/Bk3jGwJNzfooPLwWxqy/Ycg8i6Ij66CNaArJ82Y5f5F/Dfk75poG10o6P2j8wsxeACB5BUDjHXTzvDVjgKJ8FB354ebMopwMFB36DpA00AZHVztuIlKPRYlKYGAgrly5Uu7+I0eOIDycRZaIqiM8PBwdO3aEViuvhUSrAR5sHKDoQFoAMGp1SKsfj8y7uipyPo8WA6DxqYmCPYkoTPkCmqC6cG/6iGm/MBog8q5AGIpkn1PjGwKPuMchctJRsGsRCn5bDFFwDbpWT0HytE7iRkS2YVHXz4MPPoiFCxfi+eefL7Xvzz//xKJFizg+hUgBI0aMwC+//AJJkiocWFvSyTGxey1Fr59boznS6g9BsS64Sp/TtSn/+Zc8vOERO7Dc/RrvIHj1fqPC85e1X1uzPrQ168sPkogcgkUtKm+99RYMBgOaNm2K1157DZIkYdmyZXjyySfRqlUrhIaGYurUqUrHSuRymjRpglmzZkGj0ZTbsqLV3Hx9/nSM5WX071CsC8KFxs/i78ZjqpykEBEpyaJEpVatWti7dy969eqFlStXQgiB5cuX4/vvv0d8fDx2797NmipECunatSuWLFmC9u3blxqzIklAr0YB2DyuER5pHlTtaxXrApFebyBO3fcGcmreW2a5eiIiW5JEVQs1lOHy5cswGo0ICQmBRuM4xW737duHuLg4LF68GC1atFA7HKJKpaWlIT4+Hjk5OQj00mLXK40VGZNyw78eMmt1wbWaLQEN1yolInni4uIqP6iaFPkXKSQkRInTEFElwsPD4eXlhZycHHh7aKqVpAiNB7LD2iAzohMKfOsoGCURkXIsav547bXXEBsbW+7+li1bYvr06ZbGRERWVORZAxnR/XCizSykNXiCSQoR2TWLEpWkpKQK66g8+OCDWLlypcVBEZHy8gLvwd+Nn8Op+97EP3V6wOiuzMBbIiJrsqjr59y5c4iJiSl3f3R0NM6ePWtxUESkDKObN7LC2iEzohOKvMPUDoeIqMosSlR8fX0rTERSU1Ph6elpcVBEVD3FukBcrdMLWWH3K7LqMRGRWixKVDp37owFCxbgueeew1133WW27/z581i4cCG6dOmiSIC2UFhYiPz8fLXDIJLl9ol64o61gISkQUat7ki/qweExh0oMgJF/LtNRI7LokTlzTffROvWrdGkSROMGDECTZo0AQAcPnwYS5YsgRACb775pqKBWlNxcTFycnLUDoNIltsXKjTc9v9Fbr44XvcJ5PhEAXn5AJigEJHjsyhRadiwIXbu3ImxY8fiP//5j9m+Tp06Ye7cuWjUqJEiAdpCy5Yt0bJlS7XDIJKlbt260LkBEboC+Pr6AgCE/10oemAmWvpxjS0ici4W11Fp3rw5tm/fjitXruD06dMAgHr16jlkRVovLy94e3tXfiCRHdi3bx9wchOw+Varpf9dQN+P4ebNUvdE5HyqXfCtZs2aDpmcEDkFrQfQcwbAJIWInJTFiYrBYEBycjJOnz6NzMzMUiu7SpKE119/vdoBElEFmg8CgqPVjoKIyGosSlRSUlLQv39//P333+UuPc9EhcjKJA3QpJ/aURARWZVFlWmff/553LhxA9999x3++ecfGI3GUi+DwaB0rER0u1otAZ8aakdBRGRVFrWoHDx4EDNmzMDDDz+sdDxEJFd0R7UjICKyOotaVGrXrl1ul4+tffLJJ4iKioKnpyfatGmDPXv2qB0SkW3UaaN2BEREVmdRovJ///d/WLRoEa5du6Z0PFWycuVKjB8/HtOmTcO+ffvQokUL9OzZExkZGarGRWR1Hn6AX4TaURARWZ1FXT85OTnw9fVF/fr1MWTIENSpUwdardbsGEmS8K9//UuRIMvzwQcfYNSoUXjmmWcAAJ9++inWrVuHJUuWYNKkSVa9NpGqfGoCkqR2FEREVicJC/pwNJrKG2IkSbLqgNrCwkJ4e3sjKSkJjz76qGn70KFDkZWVhbVr11Z6jn379iEuLg579+7Fvffea7VYiRR37SLgX0vtKIiIrM6iFpXU1FSl46iyK1euwGAwICzMfOn6sLAwHDt2rMzPFBQUoKCgwPQ+NzcXwM21foqKiqwXLJHSjBLAv7NEpDJ3d3erX8OiRCUyMlLpOGxi1qxZmD59eqntbdpwUCIREVFV2WJiTbVK6F+4cAE7duxARkYG+vfvj9q1a8NgMCA7OxsBAQGlxq0oqWbNmtBqtUhPTzfbnp6ejvDwshdmmzx5MsaPH296f+DAAej1evz2229clJAcS+F1wIPrUxGR87MoURFCYMKECfj4449RXFwMSZLQrFkz1K5dG7m5uYiKisIbb7yBl19+WeFw/8fDwwNxcXHYvHmzaYyK0WjE5s2b8eKLL5b5GZ1OB51OZ3pfsvKsm5ubTZqviBQjeQFu/DtLRM7PounJ7777LubMmYNXXnkFGzduNGv6CQgIQL9+/bB69WrFgizP+PHjsWjRIixbtgxHjx7FmDFjkJeXZ5oFROS0NNZrrSQisicWtagsWrQITz/9NGbOnImrV6+W2t+8eXP8+OOP1Q6uMoMHD8bly5cxdepUpKWlITY2Fhs2bCg1wJbI6UgW/Y5BRORwLEpUzp8/j/vvv7/c/T4+PjYrBvfiiy+W29VDREREjs2iX8tCQ0Nx/vz5cvfv3bsXdevWtTgoIqqEnSxhQURkbRYlKv369cOnn36K06dPm7ZJt6pk/vTTT0hMTMTAgQOViZCIShNcnZyIXINFlWmzs7PRqVMnpKamomPHjtiwYQO6d++O3Nxc7Nq1Cy1btsSOHTvg7W3f0ydZmZYcVnEh4OahdhRERFZnUYtKQEAAdu/ejYkTJ+LChQvw9PTE9u3bkZWVhWnTpmHnzp12n6QQOTQmKUTkIqo8mDY/Px8LFy5EbGwsXnvtNbz22mvWiIuIiIio6i0qnp6e+L//+z8cP37cGvEQERERmVjU9dO0aVOcOXNG4VCIiIiIzFmUqMyYMQMLFizApk2blI6HiIiIyMSigm8ff/wxgoOD0bNnT0RHRyM6OhpeXl5mx0iShLVr1yoSJBEREbkmixKVgwcPQpIk1K1bFwaDASdPnix1TEldFSIiIiJLWZSocHwKERER2QJXNiMiIiK7ZXGiYjAY8PXXX2P06NF47LHHcOjQIQA3q9Z+++23SE9PVyxIIiIick0WJSpZWVlo3749Hn/8cXz11Vf473//i8uXLwMAfH19MW7cOMyZM0fRQImIiMj1WJSoTJo0CX/++SeSk5Nx+vRp3L5ckFarxYABA7B+/XrFgiQiIiLXZFGi8t1332Hs2LHo3r17mbN77r77bg64JSIiomqzKFHJzs5GdHR0ufuLiopQXFxscVBEREREgIWJSkxMDPbt21fu/p9++gmNGze2OCgiIiIiwMJEZeTIkViyZAlWrlxpGp8iSRIKCgrw73//Gxs2bMDo0aMVDZSIiIhcj0UF31566SX8+eefiI+PR2BgIADg8ccfx9WrV1FcXIzRo0djxIgRSsZJRERELsiiREWSJCxatAhDhw5FUlISTpw4AaPRiJiYGAwaNAidOnVSOk4iIiJyQbISlX79+uFf//oXOnbsCADYsWMHGjVqhA4dOqBDhw5WDZCIiIhcl6wxKmvXrsW5c+dM77t06YKNGzdaLSgiIiJHJjjzVTGyEpW77roL+/fvN70XQnB1ZCIionIYr19XOwSnIavrZ8iQIXjvvffwzTffmAbPTpo0CbNmzSr3M5Ik4Y8//lAkSCIiIkciiorUDsFpyEpUZs2ahfr162Pr1q3IyMiAJEnw8fFBjRo1rB0fERGRwxGFhWqH4DRkJSparRbPPvssnn32WQCARqPBa6+9hscff9yqwRERETki440baofgNGSNUbn33nuxYcMG0/ulS5eiZcuWVguKiIjIkRlzctQOwWnISlQOHjyIK1eumN4PHz7cbHAtERER/U9xZqbaITgNWYlKZGQkNm3aBIPBAICzfoiIiCpSfPmy2iE4DVmJynPPPYfPP/8cnp6e8Pf3hyRJGDFiBPz9/ct9BQQEWDt2IiIiu1R8KU3tEJyGrMG0r776Klq0aIGtW7ciPT0dy5Ytw3333Yd69epZOz4iIiKHU3TpEnsfFCJ7rZ8ePXqgR48eAIDExESMHj2as36IiIjKYMzNgfHaNWjZu1BtFi1KaDQalY6DiIjIqRT+/Te8mKhUm6xEpWSdn7p165q9r0zJ8URERK6m6Nw5eDVponYYDk9WohIVFQVJknDjxg14eHiY3lemZJYQERGRq8k/egz+vXurHYbDk5WoLFmyBJIkwd3d3ew9ERERle3G/v0QhYWQPDzUDsWhyUpUhg0bVuF7IiIiMme8fh15v/0G344d1Q7Focmqo0JERERVl/3dWggh1A7DoclqUXnjjTeqfGJJkvD6669X+XNERETOovDMGVzf8zt82rRWOxSHJStRSUhIKLWtZIzKnZmiJEmmIjdMVIiIyNVlfv0VvO9rBUnDTgxLyPpTMxqNZq/z58+jWbNmiI+Px549e5CdnY3s7Gz89ttvGDJkCFq0aIHz589bO3YiIiK7V3TuPHK3bVM7DIclCQs6zx599FG4u7tj1apVZe4fMGAADAYD1qxZU+0ArWnfvn2Ii4vDzz//jJYtW6odDhEROYEOHTrg0l9/oaa7O77r3AUAoPH3R8i7s6Hx9VU5OmV5e3tb/RoWVabdsmUL3nnnnXL3d+vWDf/3f/9ncVC2tn//fuTk5KgdBhEROYFz587hal4ejDodcnJvfbfk5iA9YTqyHn4IcKLyHr169bL6NSxKVDw9PbFr1y6MGTOmzP2//vorPD09qxWYLbm5ucHPz0/tMIiIyAlobhuLotVoTf/vc+oUtAcPobBDezXCclgWJSpPPPEE5s6di8DAQIwdOxYxMTEAgFOnTmHu3LlYsWIFxo0bp2igd5oxYwbWrVuHAwcOwMPDA1lZWRafy8PDw6ESKyIisl+3F0S9cwCt17ZtcA8KhCEuztZhOSyLEpV33nkHV65cwccff4xPPvnElD0ajUYIIRAfH19h15ASCgsLMXDgQLRr1w6LFy+26rWIiIiU4vbddxBaLYyxsWqH4hAsSlQ8PDywfPlyvPrqq1i/fj3Onj0LAIiMjETv3r3RokULRYMsy/Tp0wEAiYmJVr8WERGRYgTgvvpbFEGCMdb635eOzqJEpUTz5s3RvHlzpWKxuoKCAhQUFJje5+bmqhgNERG5LCHgvno1irQaGJs1Uzsau+ZS1WdmzZqFgIAA00uv16sdEhERuSoh4L4qCZq//lI7ErtmV4nKpEmTIElSha9jx45ZfP7JkyebitNlZ2dj+/btCkZPRERURUYj3L/6GhKLpJarWl0/SpswYUKlKzPXq1fP4vPrdDrodDrTe18nK7xDREQOqKgIHsuXo3DUKIiQELWjsTt2laiEhIQghDeJiIhczfUb8FiaiMKRIyCCg9WOxq7YVddPVZw7dw4HDhzAuXPnYDAYcODAARw4cIADZImIyDFduwaPzxZDyshQOxK7YlctKlUxdepULFu2zPS+ZK2erVu3onPnzipFRUREVA3XrsFj4UIUDR4MY4MGakdjFyxOVJKTk7F48WKcPn0amZmZuHNtQ0mScOrUqWoHWJ7ExETWUCEiIueTXwD3zz9HcZcuMHTuDGgctvNDERYlKu+++y4mTZqEsLAwtG7dGs04B5yIiEg5AnDbshXaU6dQNGAARFCQ2hGpxqJEZc6cOejatSvWr18Pd3d3pWMiIiIiANLZc/D46GMU9+4FQ6tWTrXyslwWtSdlZmZiwIABTFKIiIisrbAQbmv/C/fly4GcHLWjsTmLEpXWrVvj+PHjSsdCRERE5dD8dQK6jz+BxorjP+2RRYnKvHnz8O2332LFihVKx0NERETlycuDe+IyaH/9Ve1IbMaiMSqDBw9GcXExnnrqKYwZMwa1a9eGVqs1O0aSJPzxxx+KBElERES3CAG39T9CystDcffuakdjdRYlKsHBwahRowYacI43ERGRKrTbd0D4+cHQtq3aoViVRYnKtm3bFA6DiIjI8aWlpeHGjRsAgHyDAZdu3ECEl5fVrue2/kcYo6MhwsKsdg21uXYVGSIiIgUcPnwY//rXv/Dwww8j59bMnGvFxei5fRvG7t2Lw9lZ1rmw0Qi3jZusc247Ua0S+kVFRTh27Biys7NhNBpL7e/UqVN1Tk9ERGT3tmzZgsmTJwNAqSrtAsDOK5fx85XLeLdFLB4ID1f8+prjx4Br1wB/f4s+n3f8OK7t24eCtDQY8/Nx1/Dh0FXSQpN3/Dgyf/0V5+fMgdFggG9EBBo+/DAi9XrTMcU3buDgl1/i4p49KMjNhU9oKBr07o2Ynj2rFJ9FiYrRaMTkyZMxb948XL9+vdzjDAaDJacnIiJyCIcPH8bkyZNhNBpLJSklDEJAAvDqHwew3KstmgYEKhuEALTHj8Nw330WfdxYWAjPOnXg06gRrvz4o6zPaDw9EXT//Yjt1AkaNzdc2rsXv3/yCXQBAQiPjQUAHFi2DBmHD6P1uHHwCQ1F+h9/YN+iRfAKDkatKsRqUdfPzJkz8e677+LJJ5/E559/DiEE3n77bXz66ado3rw5WrRogeTkZEtOTURE5DCWLFkCoHRLyp3ErddCK9VA0Zw6bfFn/Zo1Q1CHDvCKipL9Ga/ISPg0bAj/2rXhGx6OBn36ICAyEleOHjUdc/X4cUTp9Qht2hQ+oaGo1707AqKi8M/Jk1WKz6JEJTExEYMGDcL8+fPRq1cvAEBcXBxGjRqF3377DZIkYcuWLZacmoiIyCGkpaVh586dsnsPDEJgW0YGLt0abKskzdkzip9TLiEE0g8eRM7Fiwhp3Ni0vUbDhriYkoIbV69CCIGMw4eRe/Eiwlq0qNL5Ler6+fvvvzFx4kQAgE6nAwDk5+cDADw8PPDkk0/igw8+wMyZMy05PRERkd3bs2dPpS0pdxIAfrt6FY/Wrq1sMDm5QG4u4Our7HkrYMzPx7dPPgljUREkjQb3jhxploS0HDECez/9FD+MHg1Jq4UkSYh77jmzZEYOixKVGjVqIDc3FwDg6+sLf39/nD5t3uyUmZlpyamJiIgcwvXr16HRaMqcTFIeCUBecbFV4pGuXYOoJFHJOXwYVzZsML0PHzwYXnXqWHY9nQ493n0Xxfn5SD90CH8sWwafsDCENm0KADi5fj2unjiB9pMmwbtmTVw5ehT7P/sMXsHBCGveXPZ1LEpUWrZsid9//930vkuXLvjwww/RsmVLGI1GzJ07Fy2q2LRDRETkSLy9vauUpAA3W1R83Ko14bZ8Ms7r06ABPGvVMr3X+vlZfDlJkuAbEQEACIyORs6FCzi2Zg1CmzaFoaAAh776Cu1ffRURcXE3j4mKQtaZMzj+3/9WKVGxaIzKs88+i4KCAhQUFAAAZsyYgaysLHTq1Al6vR7Xrl3D+++/b8mpiYiIHELr1q0hSVKVPiMBaFOjhvLBeLhDBAdXephGp4N7cLDppXF3VywEYTTCWFQEADAaDBDFxcAdfz6SRgNUMbmzKK175JFH8Mgjj5jeN27cGKdOncK2bdug1Wpx//33I1jGHxgREZGjCg8PR8eOHfHLL7/IGlCrlSR0CgmxSqVaQ7NmslpUyvzsjRsovnYNhluF6oquXgUAaH184HarKynj++/h5ueH4M6dAQCZv/4KXUQEcmvXhrGoCJf27cPZHTtw76hRAAB3b2+ENG6Mg8uXQ+vhAZ+QEFw+cgRntm9H7NChVYpPsfangIAA9O3bV6nTERER2b0RI0bgl19+gSRJFQ6slW69no2JUT4Id3cUd+li8cevnziBy+vWmd5nrF0LAAjs0AHBHTsCAIqvXTNrHRFFRbiSnIzkb7+F1sMD/rVqoc24cajTvr3pmLb/+hcOrViB3+bORWFuLnxq1kSz+HjU69GjSvFJoqpDlm8xGAxYtWoVtm7dioyMDLzxxhto1qwZsrOzsXnzZrRv3x5hdr72wL59+xAXF4fFixdzTA0REVnk9sq0ZbWsaCUJEoD3YmPRLUz5yrTFjz4KQ6s4xc8rR1yc9a9r0RiVrKwstG/fHo8//ji++uor/Pe//8Xly5cB3JwFNG7cOMyZM0fRQImIiOxR165dsWTJErRv377UmBUJQKeQECxv29YqSYohLg6GuHsVP689sShRmTRpEv78808kJyfj9OnTZs1dWq0WAwYMwPr16xULkoiIyJ41adIEH3zwAb7//nv43ZpJ4+/mhmR9Z8y9N075svkARGRdFD/8UKkBq87GokTlu+++w9ixY9G9e/cyRzzffffdOHPmTHVjIyIicijh4eHwujVY1lOrtcrAWQCAny8KhwyxeACtI7EoUcnOzkZ0dHS5+4uKilBspYI2RERELk0CCgcNAqpRA8WRWJSoxMTEYN++feXu/+mnn9C4iiVyiYiIqHIGfWeIChoLnI1FicrIkSOxZMkSrFy50jQ+RZIkFBQU4N///jc2bNiA0aNHKxooERGRqzPWr4/irpZPRXZEFnVuvfTSS/jzzz8RHx+PwMBAAMDjjz+Oq1evori4GKNHj8aIESOUjJOIiMilibvuQtGQwYDGojYGh2VRoiJJEhYtWoShQ4ciKSkJJ06cgNFoRExMDAYNGoROnTopHScREZHLMkZHoeiJJwBPT7VDsblqDRfu0KEDOnTooFQsREREdAdDq1YofqiPS8zwKYtr/tRERET2zs0NxQ8/BIMNqr/aM9mJyu2LEMohSRLW3lovgIiIiOQTNWqgaMhgiIgItUNRnexE5YcffoCnpyfCw8MrXHipRFWXviYiIiLA2KQJih571CXHo5RFdqJy11134cKFC6hZsyYef/xxDBkyBOHhyq9bQERE5JIkCcU9e8DQvr3Tl8WvCtlznM6fP4+tW7eiZcuWePPNN1GnTh088MADWLp0KXJycqwZIxERkXPz9ETR0Kdh6NCBScodqjQZW6/XY8GCBUhLS0NSUhJq1KiBF198EaGhoejXrx+SkpJQUFBgrViJiIicT4A/Cp8dBWP9+mpHYpcsqhrj7u6Ovn37YuXKlUhPTzclL4MHD8bs2bOVjpGIiMgpiaAgFIwaBREaqnYodqta5e0KCgqQnJyMtWvXYv/+/fD09ERUVJRCoRERETkxHx8UPTMMuFXhncpW5UTFaDQiOTkZw4YNQ1hYGOLj43Hjxg0sWrQIGRkZeOqpp6wRJxERkfPQaFD4xOMQwcFqR2L3ZM/6+fXXX7FixQqsWrUKV69eRdu2bTFz5kwMGjQINWvWtGaMRERETqX4wd4QdeuqHYZDkJ2odOjQAV5eXnjwwQcRHx9v6uI5d+4czp07V+Zn7r33XkWCJCIichbGxo1gaNNG7TAcRpVK6N+4cQOrV6/Gt99+W+FxQghIkgSDwVCt4IiIiJxKgD+KHn2UU5CrQHaisnTpUmvGQURE5NwkoHDgQMDbW+1IHIrsRGXo0KHWjIOIiMipGdp3gODM2Crj6skACgsLkZ+fr3YYRETkBG5fD08YjQAAY2AActvfD/C7psocMlE5c+YM3nzzTWzZsgVpaWmoVasWnnzySfz73/+Gh4dHlc9XXFzMZQCIiEgRxlvJCQAYjDfHama1aXvzF2ImKlXmkInKsWPHYDQasWDBAtSvXx+HDx/GqFGjkJeXh/fee6/K52vZsiVatmxphUiJiMjV1K1bF+75+ajp7g4/Xz9oQ0LQ4NlRkDTVqrHqshwyUenVqxd69eplel+vXj0cP34c8+fPtyhR8fLygjcHNxERkQL27duHv8eORdHFSwCAwF694OPrq3JUjstp0rvs7GwEs8IfERHZE0mCb2e92lE4NIdsUbnTyZMn8dFHH1XamlJQUGC2unNubq61QyMiIhfm2bQJ3PhLdLXYVYvKpEmTIElSha9jx46ZfebChQvo1asXBg4ciFGjRlV4/lmzZiEgIMD00uuZ5RIRkfX43H+/2iE4PEncPo9KZZcvX8bVq1crPKZevXqmmT0XL15E586d0bZtWyQmJkJTyUClO1tUDhw4AL1ej71797LcPxERKebvsWNRlJaOup8tgjYgQO1wHJpddf2EhIQgJCRE1rEXLlxAly5dEBcXh6VLl1aapACATqeDTqczvffl4CYiIrISXcO7maQowK4SFbkuXLiAzp07IzIyEu+99x4uX75s2hceHq5iZERERDd5s+yFIhwyUdm4cSNOnjyJkydPonbt2mb77Kgni4iIXJhn02Zqh+AU7GowrVzDhg2DEKLMFxERkdokDx10MfXUDsMpOGSiQkREZM88IiMhuTlkp4XdYaJCRESkMPe77lI7BKfBRIWIiEhhbiE11Q7BaTBRISIiUpjGz0/tEJwGExUiIiKFabjQrWKYqBARESmMA2mVw0SFiIhIaTKqpZM8/JMkIiJSmCRJaofgNJioEBERKU2rVTsCp8FEhYiISGESu34Uwz9JIiIipbm5qx2B02CiQkREpDAWfFMOExUiIiKFsetHOfyTJCIiIrvFRIWIiIjsFhMVIiIisltMVIiIiMhuMVEhIiIiu8VEhYiIiOwWl3d0EZcuXcKlS5fUDoMUEhERgYiICLXDIIXw+XQ+fEaV49KJSkREBKZNm+b0f5kKCgoQHx+P7du3qx0KKUSv1yM5ORk6nU7tUKia+Hw6Jz6jypGEEELtIMi6rl27hoCAAGzfvh2+vr5qh0PVlJubC71ej+zsbPj7+6sdDlUTn0/nw2dUWS7douJqYmNj+dA4gWvXrqkdAlkBn0/nwWdUWRxMS0RERHaLiQoRERHZLSYqLkCn02HatGkc1OUkeD+dC++n8+E9VRYH0xIREZHdYosKERER2S0mKkRERGS3mKgQERGR3WKiQkRERHaLiQqRFUiSJOu1bdu2al/r+vXrSEhIqNK5ZsyYgUceeQRhYWGQJAkJCQnVjoPIUdjz83ns2DFMnDgRsbGx8PPzQ0REBPr06YOUlJRqx+KoWJmWyAqWL19u9v7zzz/Hxo0bS21v1KhRta91/fp1TJ8+HQDQuXNnWZ957bXXEB4ejpYtWyI5ObnaMRA5Ent+Pj/77DMsXrwY/fv3x/PPP4/s7GwsWLAAbdu2xYYNG/DAAw9UOyZHw0SFyAqefPJJs/e7d+/Gxo0bS21XS2pqKqKionDlyhWEhISoHQ6RTdnz8xkfH4+EhASzdZ+GDx+ORo0aISEhwSUTFXb9EKnEaDTiww8/RJMmTeDp6YmwsDCMHj0amZmZZselpKSgZ8+eqFmzJry8vBAdHY3hw4cDAM6cOWNKNKZPn25qsq6sKycqKsoaPxKR01Dr+YyLiyu1OGWNGjXQsWNHHD16VNkf0kGwRYVIJaNHj0ZiYiKeeeYZjBs3Dqmpqfj444+xf/9+/PLLL3B3d0dGRgZ69OiBkJAQTJo0CYGBgThz5gy+/fZbAEBISAjmz5+PMWPG4LHHHkO/fv0AAM2bN1fzRyNyePb2fKalpaFmzZqK/owOQxCR1b3wwgvi9sdt586dAoD48ssvzY7bsGGD2fY1a9YIAOL3338v99yXL18WAMS0adOqHFd1PkvkLOz1+SyxY8cOIUmSeP311y0+hyNj1w+RClatWoWAgAB0794dV65cMb1Kmn23bt0KAAgMDAQA/PDDDygqKlIxYiLXYU/PZ0ZGBh5//HFER0dj4sSJVrmGvWOiQqSCEydOIDs7G6GhoQgJCTF75ebmIiMjAwCg1+vRv39/TJ8+HTVr1kTfvn2xdOlSFBQUqPwTEDkve3k+8/Ly8NBDDyEnJwdr164tNXbFVXCMCpEKjEYjQkND8eWXX5a5v2QAniRJSEpKwu7du/H9998jOTkZw4cPx/vvv4/du3e77D9cRNZkD89nYWEh+vXrh4MHDyI5ORlNmza1+FyOjokKkQpiYmKwadMmtG/fHl5eXpUe37ZtW7Rt2xYzZszAihUr8MQTT+Drr7/GyJEjIUmSDSImch1qP59GoxFPP/00Nm/ejG+++QZ6vd6SH8NpsOuHSAWDBg2CwWDAm2++WWpfcXExsrKyAACZmZkQQpjtj42NBQBT87K3tzcAmD5DRNWj9vM5duxYrFy5EvPmzTPNFHJlbFEhUoFer8fo0aMxa9YsHDhwAD169IC7uztOnDiBVatWYc6cORgwYACWLVuGefPm4bHHHkNMTAxycnKwaNEi+Pv748EHHwQAeHl5oXHjxli5ciXuvvtuBAcHo2nTphU2FS9fvhxnz57F9evXAQA7duzAW2+9BQB46qmnEBkZaf0/BCI7pebz+eGHH2LevHlo164dvL298cUXX5jtf+yxx+Dj42P1PwO7ova0IyJXcOf0xxILFy4UcXFxwsvLS/j5+YlmzZqJiRMniosXLwohhNi3b5+Ij48XdevWFTqdToSGhoqHHnpIpKSkmJ3n119/FXFxccLDw0PWVEi9Xi8AlPnaunWrUj82kUOwp+dz6NCh5T6bAERqaqqSP7pDkIS4o92KiIiIyE5wjAoRERHZLSYqREREZLeYqBAREZHdYqJCREREdouJChEREdktJipERERkt5ioENmZM2fOQJIkJCYmqh0KEZWBz6htMVEhIiIiu8WCb0R2RgiBgoICuLu7Q6vVqh0OEd2Bz6htMVEhIiIiu8WuHyIrSEhIgCRJ+Ouvv/Dkk08iICAAISEheP311yGEwPnz59G3b1/4+/sjPDwc77//vumzZfV/Dxs2DL6+vrhw4QIeffRR+Pr6IiQkBK+88goMBoPpuG3btkGSJGzbts0snrLOmZaWhmeeeQa1a9eGTqdDREQE+vbtizNnzljpT4XIfvAZdRxMVIisaPDgwTAajXj77bfRpk0bvPXWW/jwww/RvXt33HXXXXjnnXdQv359vPLKK9ixY0eF5zIYDOjZsydq1KiB9957D3q9Hu+//z4WLlxoUWz9+/fHmjVr8Mwzz2DevHkYN24ccnJycO7cOYvOR+SI+Iw6ALVWQyRyZtOmTRMAxLPPPmvaVlxcLGrXri0kSRJvv/22aXtmZqbw8vISQ4cOFUIIkZqaKgCIpUuXmo4pWVH1jTfeMLtOy5YtRVxcnOn91q1by1wB+c5zZmZmCgDi3XffVeYHJnIwfEYdB1tUiKxo5MiRpv/XarVo1aoVhBAYMWKEaXtgYCAaNmyI06dPV3q+5557zux9x44dZX3uTl5eXvDw8MC2bduQmZlZ5c8TOQs+o/aPiQqRFdWtW9fsfUBAADw9PVGzZs1S2yv7x8jT0xMhISFm24KCgiz6R0yn0+Gdd97Bjz/+iLCwMHTq1AmzZ89GWlpalc9F5Mj4jNo/JipEVlTW1MXypjOKSibgyZkGKUlSmdtvH8xX4uWXX8Zff/2FWbNmwdPTE6+//joaNWqE/fv3V3odImfBZ9T+MVEhciJBQUEAgKysLLPtZ8+eLfP4mJgYTJgwAT/99BMOHz6MwsJCs9kNRKQsPqNVx0SFyIlERkZCq9WWmp0wb948s/fXr19Hfn6+2baYmBj4+fmhoKDA6nESuSo+o1XnpnYARKScgIAADBw4EB999BEkSUJMTAx++OEHZGRkmB33119/oVu3bhg0aBAaN24MNzc3rFmzBunp6RgyZIhK0RM5Pz6jVcdEhcjJfPTRRygqKsKnn34KnU6HQYMG4d1330XTpk1Nx9SpUwfx8fHYvHkzli9fDjc3N9xzzz345ptv0L9/fxWjJ3J+fEarhiX0iYiIyG5xjAoRERHZLSYqREREZLeYqBAREZHdYqJCREREdouJChEREdktJipELuzMmTOQJAmJiYlqh0JEZeAzykSFSLZTp05h9OjRqFevHjw9PeHv74/27dtjzpw5uHHjhtWue+TIESQkJODMmTNWu4YcM2bMwCOPPIKwsDBIkoSEhARV4yG6kys/o8eOHcPEiRMRGxsLPz8/REREoE+fPkhJSVEtJqWw4BuRDOvWrcPAgQOh0+nw9NNPo2nTpigsLMTPP/+MV199FX/++ScWLlxolWsfOXIE06dPR+fOnREVFWWVa8jx2muvITw8HC1btkRycrJqcRCVxdWf0c8++wyLFy9G//798fzzzyM7OxsLFixA27ZtsWHDBjzwwAOqxKUEJipElUhNTcWQIUMQGRmJLVu2ICIiwrTvhRdewMmTJ7Fu3ToVI/wfIQTy8/Ph5eWl+LlTU1MRFRWFK1eulFrKnkhNfEaB+Ph4JCQkwNfX17Rt+PDhaNSoERISEhw6UWHXD1ElZs+ejdzcXCxevNjsH8AS9evXx0svvWR6X1xcjDfffBMxMTHQ6XSIiorClClTSi0kFhUVhYceegg///wzWrduDU9PT9SrVw+ff/656ZjExEQMHDgQANClSxdIkgRJkrBt2zazcyQnJ6NVq1bw8vLCggULAACnT5/GwIEDERwcDG9vb7Rt27Za/1ir2ZpDVBE+o0BcXJxZkgIANWrUQMeOHXH06FGLzmkvmKgQVeL7779HvXr1cP/998s6fuTIkZg6dSruvfde/Oc//4Fer8esWbPKXEjs5MmTGDBgALp37473338fQUFBGDZsGP78808AQKdOnTBu3DgAwJQpU7B8+XIsX74cjRo1Mp3j+PHjiI+PR/fu3TFnzhzExsYiPT0d999/P5KTk/H8889jxowZyM/PxyOPPII1a9Yo8KdCZD/4jJYvLS0NNWvWVOx8qhBEVK7s7GwBQPTt21fW8QcOHBAAxMiRI822v/LKKwKA2LJli2lbZGSkACB27Nhh2paRkSF0Op2YMGGCaduqVasEALF169ZS1ys5x4YNG8y2v/zyywKA2Llzp2lbTk6OiI6OFlFRUcJgMAghhEhNTRUAxNKlS2X9fEIIcfnyZQFATJs2TfZniKyFz2j5duzYISRJEq+//nqVP2tP2KJCVIFr164BAPz8/GQdv379egDA+PHjzbZPmDABAEo16zZu3BgdO3Y0vQ8JCUHDhg1x+vRp2TFGR0ejZ8+epeJo3bo1OnToYNrm6+uLZ599FmfOnMGRI0dkn5/InvEZLVtGRgYef/xxREdHY+LEidU6l9qYqBBVwN/fHwCQk5Mj6/izZ89Co9Ggfv36ZtvDw8MRGBiIs2fPmm2vW7duqXMEBQUhMzNTdozR0dFlxtGwYcNS20uao++Mg8hR8RktLS8vDw899BBycnKwdu3aUmNXHA1n/RBVwN/fH7Vq1cLhw4er9DlJkmQdp9Vqy9wuhJB9LWvM8CFyFHxGzRUWFqJfv344ePAgkpOT0bRpU5td21rYokJUiYceeginTp3Crl27Kj02MjISRqMRJ06cMNuenp6OrKwsREZGVvn6cv9BvTOO48ePl9p+7Ngx034iZ8Fn9Caj0Yinn34amzdvxooVK6DX66t8DnvERIWoEhMnToSPjw9GjhyJ9PT0UvtPnTqFOXPmAAAefPBBAMCHH35odswHH3wAAOjTp0+Vr+/j4wMAyMrKkv2ZBx98EHv27DH7hzsvLw8LFy5EVFQUGjduXOU4iOwVn9Gbxo4di5UrV2LevHno169flT9vr9j1Q1SJmJgYrFixAoMHD0ajRo3Mql7++uuvWLVqFYYNGwYAaNGiBYYOHYqFCxciKysLer0ee/bswbJly/Doo4+iS5cuVb5+bGwstFot3nnnHWRnZ0On06Fr164IDQ0t9zOTJk3CV199hd69e2PcuHEIDg7GsmXLkJqaitWrV0OjqfrvKMuXL8fZs2dx/fp1AMCOHTvw1ltvAQCeeuopttKQaviM3ky85s2bh3bt2sHb2xtffPGF2f7HHnvMlFA5HLWnHRE5ir/++kuMGjVKREVFCQ8PD+Hn5yfat28vPvroI5Gfn286rqioSEyfPl1ER0cLd3d3UadOHTF58mSzY4S4OW2xT58+pa6j1+uFXq8327Zo0SJRr149odVqzaZBlncOIYQ4deqUGDBggAgMDBSenp6idevW4ocffjA7pipTH/V6vQBQ5qusaZlEtubKz+jQoUPLfT4BiNTU1Ao/b88kIaowIoiIiIjIhjhGhYiIiOwWExUiIiKyW0xUiIiIyG4xUSEiIiK7xUSFiIiI7BYTFSIiIrJbTFSIiIjIbjFRISIiIrvFRIWIiIjsFhMVIiIisltMVIiIiMhuMVEhIiIiu8VEhYiIiOzW/wPrU5PPkQQozgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(summary_bars=[0,1], summary_bars_kwargs={\"alpha\": 0.2, \"color\": 'black', 'span_ax': True}, contrast_bars=False, swarm_bars=False);" + ] + }, + { + "cell_type": "markdown", + "id": "2a1ef314", + "metadata": {}, + "source": [ + "## Delta text\n", + "**Delta text** is included in all plots by default. It can be turned off by setting `delta_text=False` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1cd8b7e4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),\n", + " (\"Control 2\", \"Test 2\")\n", + " ))\n", + "multi_2group.mean_diff.plot(delta_text=True);" + ] + }, + { + "cell_type": "markdown", + "id": "0c127648", + "metadata": {}, + "source": [ + "Delta text kwargs can be utilised via `delta_text_kwargs` in the `plot()` function.\n", + "\n", + "Pass any keyword arguments accepted by matplotlib.text.Text here, as a string. \n", + "\n", + "If None, the following keywords are passed:\n", + "\n", + "- 'color': None, \n", + "- 'alpha': 1, \n", + "- 'fontsize': 10, \n", + "- 'ha': 'center', \n", + "- 'va': 'center', \n", + "- 'rotation': 0, \n", + "- 'x_location': 'right', \n", + "- 'x_coordinates': None, \n", + "- 'y_coordinates': None, \n", + "- 'offset': 0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a6a03fd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={\"color\":\"red\", \"rotation\":45, \"va\":\"bottom\", \"alpha\":0.7});" + ] + }, + { + "cell_type": "markdown", + "id": "455ae400", + "metadata": {}, + "source": [ + "`'x_coordinates'` and/or `'y_coordinates'` if you would like to specify the text locations manually. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "42a254d6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={\"x_coordinates\":(0.5, 2.75), \"y_coordinates\":(0.5, -1.7)});" + ] + }, + { + "cell_type": "markdown", + "id": "63b76b38", + "metadata": {}, + "source": [ + "`'offset'` to adjust the x location of all the texts (positive moves right, negative left)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "929049a3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={\"offset\":0.1});" + ] + }, + { + "cell_type": "markdown", + "id": "bc34d30b", + "metadata": {}, + "source": [ + "## Adding Jitter to slopegraph plots\n", + "\n", + "For paired plots, you can add jitter to the slopegraph by adding a value for `jitter` in the `slopegraph_kwargs` parameter.\n", + "\n", + "This can be useful for specific paired plots when there are many overlapping points.\n", + "\n", + "Currently, Jitter is only available for slopegraphs and only in the x-direction (vertical plots) or y-direction (horizontal plots)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a9501efa", + "metadata": {}, + "outputs": [], + "source": [ + "# Jitter tests\n", + "np.random.seed(9999) # Fix the seed to ensure reproducibility of results.\n", + "Ns = 20 # The number of samples taken from each population\n", + "# Create samples\n", + "c1 = [0.5]*Ns + [1.5]*Ns\n", + "c2 = [2]*Ns + [1]*Ns\n", + "t1 = [1]*Ns + [2]*Ns\n", + "t2 = [1.5]*Ns + [2.5]*Ns\n", + "t3 = [2]*Ns + [1]*Ns\n", + "t4 = [1]*Ns + [2]*Ns\n", + "t5 = [1.5]*Ns + [2.5]*Ns\n", + "id_col = pd.Series(range(1, 2*Ns+1))\n", + "df_jittertest= pd.DataFrame({'Control 1' : c1, 'Test 1' : t1,\n", + " 'Control 2' : c2, 'Test 2' : t2, 'Test 3' : t3,\n", + " 'Test 4' : t4, 'Test 5' : t5, 'ID' : id_col})" + ] + }, + { + "cell_type": "markdown", + "id": "b89ac554", + "metadata": {}, + "source": [ + "For the example below, there are many overlapping points for the paired plot, which makes it look like only one sample." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c7b5d5b0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df_jittertest, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\", \"Test 3\", \"Test 4\", \"Test 5\")), paired='baseline', id_col='ID')\n", + "multi_2group.mean_diff.plot(horizontal=False);" + ] + }, + { + "cell_type": "markdown", + "id": "a4de7e51", + "metadata": {}, + "source": [ + "Adding jitter can help to visualize the data better." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "01deabc5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(horizontal=False, slopegraph_kwargs={'jitter': 1});" + ] + }, + { + "cell_type": "markdown", + "id": "8181aed7", + "metadata": {}, + "source": [ + "## Gridkey\n", + "\n", + "You can utilise a gridkey format for representing the index groupings. This can be reached via `gridkey_rows` in the `plot()` function. \n", + "\n", + "You can either use `gridkey_rows='auto'` to automatically generate the gridkey, or pass a list of indexes to represent the groupings (e.g., `gridkey_rows=['Control', 'Test']`)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f55f29ab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paired_delta2 = dabest.load(data = df_delta2, \n", + " paired = \"baseline\", id_col=\"ID\",\n", + " x = [\"Treatment\", \"Rep\"], y = \"Y\", \n", + " delta2 = True, experiment = \"Genotype\")\n", + "paired_delta2.mean_diff.plot(gridkey_rows='auto');" + ] + }, + { + "cell_type": "markdown", + "id": "d036ea20", + "metadata": {}, + "source": [ + "Gridkey kwargs can be utilised via `gridkey_kwargs` in the `plot()` function.\n", + "\n", + "The current options are given below:\n", + "\n", + "If None, the following keywords are passed: \n", + "- 'show_es' : True\n", + "- 'show_Ns' : True\n", + "- 'merge_pairs' : False\n", + "- 'delimiters': [';', '>', '_']\n", + "- 'marker': '\\u25CF'" + ] + }, + { + "cell_type": "markdown", + "id": "dfc6c3cd", + "metadata": {}, + "source": [ + "`'show_es'` and `'show_Ns'` are set to True by default. These can be set to false to remove these rows from the gridkey.\n", + "\n", + "`'merge_pairs'` is set to False by default. This can be set to True to merge the pairs in the gridkey.\n", + "\n", + "`'delimiters'` is set to `[';', '>', '_']` by default. This can be used to specify the delimiters for the autoparser.\n", + "\n", + "`'marker'` is set to `'\\u25CF'` by default. This can be used to specify the marker for the gridkey." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f9a00002", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Control 2\"), (\"Test 1\", \"Test 2\")),paired='baseline', id_col='ID')\n", + "multi_2group.mean_diff.plot(gridkey_rows=['Control', 'Test'], gridkey_kwargs={'merge_pairs': True, 'show_es': False, 'show_Ns': False, 'marker': '√'});" + ] + }, + { + "cell_type": "markdown", + "id": "1f942948", + "metadata": {}, + "source": [ + "## Delta Dots\n", + "\n", + "By default, delta dots are included in paired experiment plots (excluding proportion plots). \n", + "\n", + "This feature can be turned off by setting `delta_dot=False` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e8e97aab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group_paired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),\n", + " (\"Control 2\", \"Test 2\")),paired='baseline', id_col='ID')\n", + "multi_2group_paired.mean_diff.plot(delta_dot=False);" + ] + }, + { + "cell_type": "markdown", + "id": "0c7331a7", + "metadata": {}, + "source": [ + "Delta dot kwargs can be utilised via `delta_dot_kwargs` in the `plot()` function.\n", + "\n", + "By default, the following keywords are passed:\n", + "\n", + "- 'color': 'k' \n", + "- 'marker': '^' \n", + "- 'alpha': 0.5\n", + "- 'zorder': -1\n", + "- 'size': 3\n", + "- 'side': 'right'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0655b75", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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s2LGMHz+eEydOcOjQISHGTyFCiAWCFqLT6di5cydbt26le/fuvPbaawQGBjbarqCggPXr17Nhwwbs7OzaoaUCMzU1NW26Pw8PD5YuXUpFRQXffvttg6xZlpaWzJkzh1GjRnH48GF2797dpNUbEBDA2LFjOX36tJzB60EMHz6cKVOmcO7cOfbs2YPJZGqzcxK0P0KIBYIWkJ+fz6pVq0hOTmbWrFnMnTsXW1vbBttUVVURGxvLqlWrqKysZNGiRSxbtgxPT892avWzTXFxMX//+99bXc7wQXh7e7NkyRKKi4vZtGkTer1e/kyhUDBmzBhmz57NlStXGlnOZoYNG0ZoaCjbt29Ho9G06LgDBw5k1qxZXL58mR07drS4EIWg4yOEWCC4D5IkcfbsWf79739jY2PDj370I6KjoxvEBut0Oo4fP84//vEP0tLSmDx5Mq+//jrh4eEihrgd8fDwoHv37mzfvl1OytFW+Pn5sXjxYu7cucN3333XKD64T58+LFmyhIKCAr7++mvKy8sbfK5QKJg9ezYKhYLt27e3eLg5OjqaefPmkZSU9MC4ZEHnQSGJCYc25fLly8TExHDp0iX69evX3s0RPAIajYYdO3aQkZHB0KFDGTduHEqlUv7cZDJx5coVjh49Sm1tLYMGDWLEiBGNLGVB+6HX61m9ejU1NTW88sorODo6tun+s7Ky2LBhA6GhocyfP7/B9QFQUlLCxo0b0Wq1PP/8842mMjIzM1m/fj1jx45lxIgRLT7ujRs3+P777+natSvPP/+8CJfr5AiLWCBogvT0dD7//HMKCwtZsmQJEydObPCQzcjIYNWqVcTGxhIUFMRPfvITJkyYIES4g2FlZcWiRYswGo1NWq6PSnBwMAsXLiQ9PZ0dO3Y0mrs1e1S7u7uzbt06kpKSGnweEhLCiBEjOHbsGLm5uS0+blhYGIsXL+bWrVuN5qoFnQ8hxAJBPQwGAwcOHGDDhg34+fnx+uuv061bN/nzoqIiNmzYwPr167GxsWHlypXMnTsXFxeX9mu04L6oVCqef/558vPz2bNnT5t7HXfv3p25c+eSlJTE7t27G+3f3t6epUuXytmyTp061WCb0aNHExAQwLZt26itrW3xcYODg1myZAmFhYWsW7euzR3TBE8OIcQCwf+jpKSEf//738THx/Pcc8/xwgsv4ODgANwdpt69ezeff/45paWlLFy4kOXLlxMQENDOrRa0hICAAGbMmEFiYiLnzp1r8/1HRUUxe/ZsEhMT2b9/fyMxNntUjx49miNHjrBr1y7Z2cpcflGn0xEbG9uqF4XAwECWLVtGRUUFa9eubbHjl6BjIYRY8MwjSRKXL19m1apVGAwGXnnlFQYPHoxCoUCv13Py5En+8Y9/kJyczKRJk/jxj39MZGSkcMTqBCQlJcnDxb1792b48OHExcU9lupGvXv3Ztq0aVy4cIHDhw83ElSFQsHo0aOZPXs2V69e5dtvv5UtYGdnZ2bOnElqairx8fGtOq6vry/Lly+ntraW1atXN0jDKegcCCEWPNPU1tayZcsWdu3aRe/evXn11Vfx8fFBkiSuXLnCp59+yokTJ4iJieHNN99k8ODBjRxyBB2T4uJitm3bxtq1a2VxGjduHGFhYWzduvWxJFqJiYnhueee48yZM5w8ebLJbfr06cPSpUsbeVRHREQwaNAgDh48SH5+fquO6+npyYoVK5AkidWrV1NaWvrI5yJ4cgiv6TZGeE13HnJzc9m2bRtarZYZM2YQFRUF3C3iYH4YRkVFMX78eNzc3Nq5tYKH4datW2zduhWdTsesWbMIDw9Hq9Xy9ddfYzAYWLlyJfb29m1+3FOnTnHkyBEmTpzI0KFDm9ymtLSUDRs2UFdXx6JFiwgMDMRgMPD111+j0+l49dVXsbGxadVxKysr+eabb6irq2Pp0qV4eXm1xekIHjPCIhY8c5hMJo4fP86aNWtwcXHh9ddfJyoqipKSEjZt2sTatWtRKpWsWLGCBQsWPJIIl5aWiixI7UhgYCCvvfYaXbp0YdOmTRw8eBBLS0sWLVpEXV0dW7ZseSyJMUaMGMHIkSM5dOhQs0PN7u7urFy5Ek9PT9atW8f169extLRk3rx5VFVVsW/fvlYfV6VSsXz5chwdHVmzZg15eXmPeiqCJ4AQ4vvwl7/8BYVCwc9//vP2boqgjTA7tZw4cYLRo0ezbNkyLC0t2bdvH5999hmFhYXMmzePl19+mS5dujzUMUwmEykpKXzzzTd8+umn3Lx5s43PQtAa7OzseP7553nuuee4cOECq1evBmDhwoXk5ORw4MCBx3LcMWPGMGTIEPbu3UtiYmKT25jLLEZFRbF161ZOnjyJm5sb06ZN48qVK81+736Y816bQ6ZaExYlaB8s27sBHZX4+HhWrVpF796927spgjbCHF5iY2PD8uXL8fPz4+zZs5w6dUou9j5o0CAsLR/utqiqquLy5ctcunSJyspKAgMDmTNnDiEhIW18JoLWolAoGDx4MIGBgWzdupVVq1Yxc+ZMpk2bxq5du/Dy8mLAgAFtfsyJEyei1+uJjY3F0tKSnj17NtrO0tKS2bNn4+bmxtGjRykrK2P69OlkZmayd+9eAgIC8PDwaNWx7ezsWLJkCZs2bWL9+vU8//zzDcLwBB0LMUfcBBqNhn79+vHZZ5/xxz/+kejoaP7+97+36LtijrjjodPpOHDgAJcvX6ZHjx5MmzaNmzdvcuTIESorK+nfvz+jR49+qLlCSZLIyckhPj6elJQULC0t6dWrFwMGDMDHx+cxnI3gUamrq2PXrl0kJyczcOBAJEni0qVLvPjii4/lpUmSJHbu3Mm1a9dYuHAh4eHhzW579epVYmNjCQwMZPbs2axfvx6lUskrr7zyUC+Ier2e77//nszMTObPn09ERMSjnIrgMSGEuAmWLVuGm5sbH3/8MaNHj76vEGu12gZZbRITExk1apQQ4g5Cfn4+27ZtQ61WM2XKFNzc3Dh06BB37twhIiKC8ePHt9ragLsP86tXrxIfH09xcTGenp4MGDCA3r17i+xanQBJkrh48SIHDx7E3d0dSZKoqqqSs2C1NSaTia1bt5KWlsYLL7xwX+s0JyeH7777Djs7OyZMmMDWrVvp27cvU6dOfahjG41Gtm3bRmpqKrNnz6ZXr14PexqCx4QQ4nvYvHkzf/rTn4iPj8fW1vaBQvzuu+/y3nvvNVovhLh9kSSJ8+fPc/jwYTw9PRk3bhyXL18mJSUFPz8/Jk6cSFBQUKv3W1hYSHx8PFevXsVgMBAREcGAAQMICgoSccWdkIKCArZs2UJ5eTm1tbX4+/uzcuXKx/IyZU6zmZWVxYsvvkjXrl2b3basrIwNGzZQW1tLZGQkly5dYuHChURGRj7UsU0mE7t27eLKlStMmzaNmJiYhz0NwWNACHE9bt26Rf/+/YmLi5PnhoVF3PnQaDTs3LmTmzdv0q9fP5RKJZcvX8bR0ZFx48bRq1evVommwWAgJSWF+Ph4cnNzcXJyIiYmhpiYGJycnB7jmQieBFqtlj179vDDDz9QWFjImDFjWLp0KRYWbe/LajAY2LhxI7dv32bp0qX3zcxWW1vLd999R25uLvb29hgMBl577bWHTqcqSRL79u2TM8cNHjz4Ic9C0NYIIa7Hzp07mT17doOEDUajEYVCgYWFBVqt9oHJHMQccfty8+ZNdu7cidFoJCQkhIyMDCRJYvjw4QwePLhVVWoqKiq4dOkSly9fprq6muDgYAYMGEB4eLhI6vGUIUkSCQkJbNiwgbS0NJYsWcLChQsfy7F0Oh3ffvstRUVFvPTSS/f1JTAajezatYtLly5RUVFBnz59WLFixUNff5IkceTIEU6fPi1XfBIjOe2PEOJ6VFVVkZOT02Dd8uXLiYiI4O23327S4/FeOpIQ6/V69uzZg5eXF56ennh6euLi4vJU3ngGg4EjR45w9uxZ7O3tUSgU1NbWEhMTw+jRo1tc/k6SJDIyMoiPj+fGjRtYW1sTHR3NgAEDHmouWdC5KCoq4oMPPuDSpUu8+uqrPP/884/lOFqtlnXr1lFRUcHy5cvx9PRsdltJkjh16hQ7d+4kPz+fl156iUmTJj30sc37O3r0KMOGDWP8+PFP5TOhM9Hpw5fu3LnDyZMnKSoqYu7cuQQEBGA0GlGr1Tg7O7fqzdHJyamR2Do4OODu7t4iEe5o1NTUUFpaSmpqqjx8bmVlJYuyefHy8urUAl1aWsrWrVtJT0/H2tqampoawsLCmDhx4n0fcPWpqakhMTGRixcvUlZWho+PD9OmTaNXr15YW1s/5jMQPA5MJhOnTp1i4MCB2NnZteg7Xl5e/PGPf+T9999n1apVVFZW8tJLL7X5NWBjY8OSJUtYu3Yt33zzDcuXL282cYxCoWDkyJG4urryj3/8g88++wx/f/+HfiaZ92dtbc2BAwfQ6XRMmTKl097/TwOd1iKWJIlf/vKX/POf/8RgMKBQKIiLi2Ps2LGo1WoCAwN5//33HzkZx4PmiO+lI1nEZiRJorKykuLiYoqLiykqKpJ/ry/QHh4esjDXt6Afx1xZWyBJEomJiWzfvp28vDxcXFzo3r07EydObFEYiiRJ5OXlER8fz/Xr15EkiR49ejBgwAACAgLEg6mTU1JSwtdff42NjQ0LFizAz8+vxd81Go386U9/4ty5c4wZM4Zly5bh7e3d5m2srq5mzZo16PV6VqxYgbOz8323z8nJ4e2336auro5PPvnkvg5fLeHy5cvs3r2b3r17M3PmzA57rz/tdFoh/tvf/sY777zD22+/zbhx45gwYQKHDx9m7NixALz00ktkZGRw6tSpJ9qujijEzWEO2agvzGahbkqg77Wg2/OmraurY/v27ezfvx+j0UifPn2YOHEiffr0eWC79Ho9169fJz4+XhbwAQMGEB0dLZc9FDwdVFRUsGXLFgoKCpg0aRIDBgxo8QtWTU0NH3/8MdevXyciIoJp06bRr1+/Nn9Bq6ysZM2aNSgUCpYvX/5AB8Bbt27x5ptvYmVlxd/+9reH8v6vz7Vr19ixYwcRERHMnTtX+D+0A51WiLt3787w4cNZs2YNpaWleHp6NhDijz76iL/+9a8UFhY+0XZ1JiFuDrNAN2VB19XVAXezATVlQbu6uj52gc7OzuaTTz4hNTVVLso+ZMiQBw4flpaWcvHiRRISEtBqtYSGhjJgwABCQ0OFJfAUYzQaOXToED/88AM9e/Zk+vTpLS6mUFRUxKpVq6iqqsLOzo5evXq16vstpby8nDVr1mBjY8NLL730wBfC5ORkfvvb3+Lu7s7PfvazR84AmJqaypYtWwgJCWHBggWtcmoUPDqdVohtbW359NNPeeWVV5oU4lWrVvHzn/9crvf5pHgahLg5JElCo9E0aUE3JdD1RbotBNpoNLJhwwY2b96MlZUVCxcuZPr06fe1IEwmEzdu3CA+Pp6MjAzs7e3p168fMTExuLq6PlJ7BJ2LpKQkdu3ahaOjIwsWLGjxUPONGzfYtGkT/v7+FBcX4+DgwPz58/H19W3T9pWWlrJmzRocHR1ZtmzZA+e14+LiWL16NT4+PsycOZNRo0Y9krWekZHB5s2b8ff3Z9GiRW3+siFonk4rxF26dOGll17i/fffb1KIX331VU6cOEFaWtoTbVdHEuKamhr++c9/4uXlhbe3N15eXvLSljeZWaCbsqDNL0KWlpa4u7s3sJ49PT1xc3NrkUCnpqbywQcfkJGRwZAhQ3jzzTfv+yDUaDRcvnyZixcvynmfBwwYQFRU1EPnkhY8HgwGw2OpgNQUpaWlbN++nZKSEiZPnkx0dHSLvnf27FmOHDnC2LFjSUlJoaioiAkTJtC/f38sLS3b7JoqKipizZo1uLu7s2TJkvvepyaTiTVr1pCYmIhKpSImJoYZM2Y8Ultyc3PZsGEDnp6eLF68uMVOboJHo9MK8c9//nM2btzI+fPncXZ2xtPTkyNHjjBmzBgOHTrEtGnTeOutt/jjH//4RNvV0YQ4Pj6eoqIiioqKGpTkc3Z2lkXZLNIeHh5tKlKSJFFdXd2kBW0WaKVS2aQFbRZotVrNunXr2LVrFy4uLvz0pz9l5MiRTb75S5JEbm4u8fHxJCcno1Qq6d27N/37929z60XQNhgMBpKTkx/byFVZWVkjb2SDwcDZs2dJS0sjLCyMYcOGPfC6lySJEydOkJmZyeTJk8nKyiIpKYmgoCAmTZpE37592+zeycvLY926dfj6+rJ48eL7DhOr1Wq++OILLCwsqKurIyAggIULFz5SjeW8vDy+/fZbVCoVS5YsEX4TT4BOK8RqtZqRI0eSlZXFiBEjOHDgABMmTECj0XDu3Dn69u3LyZMnH0vR7/vRkYT4XgwGAyUlJbIwm5eKigoALCwscHNza2A5e3t7t/m8r1mgm7Kga2pq5G1KS0u5evUqNTU1jBgxgp/97GcEBgY2cibRarVy3ueioiI8PDwYMGAAffr0EXmfOzharZbExESsrKzaPESoqKiIjz/+mFmzZjFo0KBGn6elpXHixAlUKhWTJk164FSFwWAgNjYWjUbD3LlzKSoqIi4uDktLS37yk5+0aXWjW7dusX79egIDA1m0aNF9RT41NZXNmzcTExNDSkoKtra2LF68+JFyZhcVFfHNN99ga2vL0qVLUalUD70vwYPptEIMd1PAffjhh3IMqclkolu3bixYsIBf//rX7TKs0pGFuDm0Wm0jcS4sLJRF0dLSUrZW6y8qlapNPUjNQ9xHjx5l165dXLt2DVtbW3r16oWHhwcKhQKlUom7uzuenp4olUoKCwu5ffs2VlZWREVFibzPnQyzEDs4OLS5EFdUVPDhhx9SXFzMa6+91uQwdGlpKQcOHKCqqooxY8bctzIS3A03+v7777G3t2fOnDmo1Wr27NmDpaUlzz33HEOGDGmzay8rK4sNGzYQGhrK/Pnz7+vNvH//fi5evMi8efM4cuQI1dXVPP/8848U3lRWVsa6detQKBQsW7ZM+FQ8Rjq1EHdEOqMQN4d5WLmwsLCBSOt0OuCuw9y94uzl5fXQ5QTT09M5dOgQiYmJVFdXM3DgQF588UU8PT1lC7qgoEBOO5mbm4tCocDPzw8/Pz/8/f0bzUG7u7uLcIwOzOMUYrhbpOOjjz6iqqqKN998s8kygDqdjuPHj5OWlkavXr0YPnz4fS3QoqIitm3bRnBwMGPGjKGqqory8nLi4+MJCwtj1qxZbTYSl56ezubNm4mMjGTOnDnNjkwZDAa+/vprdDodS5YsITY2ltzcXGbMmEGfPn0e+vhqtZpvvvkGnU7H0qVLW5wgR9A6hBC3MU+TEDeFJEmo1eoGlnNRURElJSWyw42jo2Mj5zBPT89mH7QFBQUcOnSI1NRUSktLcXR0ZPz48UyYMEF+IKrVai5dusSlS5ca5H0OCAigrKys0Rx0dXU1cHe43WxB15+DFgLdMXjcQgx3s+99+OGH6PV6fvnLXzYZdytJEklJSZw8eRI3NzcmT5583+QaN2/eZP/+/cTExBAZGUl0dDQ5OTns3LkTS0tL5s2bR5cuXdqk/SkpKWzZsoU+ffowY8aMZi3u0tJSVq1aRWRkJDNmzGDPnj0kJCQwatQoRo8e/dCWukaj4ZtvvkGj0bBkyRLZ30KSJIxGI3q9vsGi0+ka/B0UFCSKozyATivEK1aseOA2CoWCr7/++gm05j887ULcHEajkbKyskbD2+Xl5ZgvMVdX1wbOYfb29iQmJnLt2jVMJhO1tbV4eHgwa9YswsLCkCSJzMxM4uPjSUtLk/M+9+/f/4Fv5jU1NU3OQWs0GqDhfPi9FrTwqn5yPAkhhrux5x9++CGWlpa89dZbzTrvFRUVceDAAerq6hg3btx9530vXLjA2bNnGTlyJLNnz8bGxobKykq2bt3K7du3GTNmDMOHD2+ToeqrV6+yY8cOBgwYwOTJk5vd59WrV9m+fTuzZs2iV69enDhxgsOHDxMeHs6ECROQJKlJsWxqXf2/q6urOXPmDJWVlfTp0wcHBwf0er3s/Hk/XnzxRUJDQx+5D55mOq0QNzUPaDQayc/Px2g04unpiYODA5mZmU+0Xc+qEDeHXq+XxdC85OXlkZSUxK1bt1Aqlbi6umIymQgPD2fu3Ln4+PiQnZ0t53329vZm4MCBbZL3ub5A1xfqewW6KQtaCHTb86SEGO7GA3/88cc4OTnx9ttvN+vMpNVqOXLkCBkZGURHRzN06NAmR08kSWLPnj2kp6fzzjvvyPOxJpOJ48ePc+rUKUJCQpgzZ04jz+N7rcmWCGNSUhKnT58mLCyMHj16YDAYmvxeQkICeXl59OvXD3t7e4qKikhNTcXJyYkePXo06melUomVlZW8WFtbN/i7viPdyZMnUavVPPfcc3Tt2rVF37O0tBQ+Gw+g0wpxc+j1elatWsXf//534uLiCA4OfqLHF0LcPCaTicTERI4dO0ZlZSW+vr5kZmaSl5dH165dMZlMZGVlUVRUhIWFBd27dycmJoaoqCi8vb3x9vbGwcHhsdzUtbW1TVrQVVVVQGOBNou0EOhH40kKMdy1GP/1r3/h6enJr3/962aHn41GI5cvX+bUqVN4eHgwatQobGxs0Ov1GAwGeamsrOTgwYM4OjoyZcoUlEqlLIi3b9/m/PnzmEwmevXqhbOzcwORbcmjV6FQNBC2O3fukJqaSo8ePejVq1eTIgiwd+9erK2tWbBgAXZ2dpSUlLBv3z7s7OxYuHAhPj4+8vatmaLR6/Vs3ryZnJwcFixYQFhYWIu/K2iep06Izbzxxhvk5OSwd+/eJ3pcIcRNk5GRwaFDhygsLKRnz554e3tz6tQp7Ozs6NGjBzk5Ody+fRs7OzuCgoLw9PRskAdbr9cDYG9v36SD2OMKU6ov0PWF2izQCoVCFuj6w9xubm5kZWURHx/P1KlThcdpMzxOIa6pqWHTpk3y/8NkMmEwGEhNTeXAgQO4ubkxceJELCwsZIE1/zT7O2g0Gm7evInRaKRbt264uLg0OIYkSWi1WvLy8nB2dmbYsGHY2trK4mgwGLh48SIlJSX07duXmJgYbGxsHmhFmn9vypo8ffo0hw8fZuLEiQwdOrTJcy8sLOSrr76iX79+TJkyBbibRnPjxo1oNBoWLlz40DmqDQYDW7du5caNG8ydO5cePXo81H4E/+GpFeJVq1bxq1/9Sn5gPimEEDekqKiIQ4cOcfPmTbp06cLIkSO5cuUKFy5cwM7ODisrKwwGw33zPptMJioqKhp5cDeXoMS8eHh4PLacuXV1dU1a0EVFReTn53Pnzh352nvvvfd47rnnHks7OjuPU4gzMjL4yU9+goWFBXZ2dnh5eREYGEjXrl3l8qkBAQHMmTMHOzs7LC0tGwigeTGZTJw9e5b8/Hz69evH4MGDsbGxwdLSEoPBQHV1NR4eHmzatImePXsyc+bMBuJpLsd4/PhxgoKCmDNnziM7Lx09epSTJ08ydepUBgwY0OQ28fHx7N27l4ULFxIZGQncvW6///57cnJymD59eoszi92L0WgkNjaWa9euMWPGDPr27fuwpyLgKahH3BxxcXFPPJmH4D9oNBqOHTvG5cuXcXV1lbP9rFq1ips3b+Lu7o6bm5uc97m5Wqzwn2FhNze3BuEnBoOB0tLSBs5hSUlJnDlzBviPtXqvB3dL02reD0tLS2xtbbGzs8Pe3p6qqipu3LhBWloahYWF1NbWysOK5vlnwZPFz8+Pd999l5ycHNLT07l16xZJSUmkpKTg6+tLZGQkN27c4MyZM7z55pu4uro2O+3RrVs3Ll26xPnz56mqqmLSpEkNXhwCAgKYMWMG27dvx8vLq4GlamFhwahRo+jatSvbtm3jiy++YM6cOY+UAGTMmDHo9Xr27t2LpaVlk0LYv39/srKyiI2NxdfXFxcXFznZx969e9m5cydlZWWMGTOm1dM9SqWS2bNnY2VlRWxsLHq9noEDBz70+TzrdFohfv/995tcX1FRwcmTJ7l8+TK/+c1vnnCrBHq9nnPnznH69GmUSiWTJk0iPDycDRs2sGfPHqytrRk3bhyjR48mKirqkSxWS0tLee64PlqttpGDWHx8vBzSVL8whaurKyqVCkdHR6ysrKiqqqK0tJSKigrKy8upqKhArVZTVVVFZWUlGo2G6upqampq0Ol0aDQaqqqq0Gq1SJKEpaUlLi4uREVFERwcjK2trZhHayeUSiW3bt2iX79+zJ8/H71eT25uLteuXSM1NZVbt26h1+vZv38/V69eZdSoUQQGBuLu7o6HhwceHh64ublhZWWFQqGgf//++Pj4cPDgQTZv3szEiRMbXHu9e/eWs215enrSvXv3Bu0JCgritddeY8eOHaxfv54RI0YwZsyYh3opVCgUTJw4Eb1ez65du7CysqJnz56NtpkxYwZffPEF27Zt46WXXkKpVKJUKpk+fTru7u7ExcVRVlbGrFmzWu3roFAomDZtGtbW1uzbtw+dTsfw4cNbfS6CTjw03dzF6+rqSrdu3Vi5ciWvvPLKE/fWe1aHpiVJ4sqVKxw9epTq6moGDBhASEgIP/zwAzt27ECtVssF1gMDA9v0uFqtltraWurq6hr8NP9eXV1NZWUlhYWF5OXlyXHPFRUVVFdXo9PpMBqNspBaW1tja2uLg4MDDg4OuLi4oFKpcHJywtHREa1WK4u1Xq/HysoKNzc3evToQUxMDFqtlvj4eBITE7lz5w7vvvsuo0aNarNzfpp4nEPTGo2GI0eOkJubi4+PD0OHDsXf31/+vLa2lszMTNatW8f58+fx9vame/fu2NnZYW1tjZ2dHRYWFjg7O8ux6O7u7tjb23P27FnZMzkiIoK+fftiY2ODJEls3ryZ7OxsVq5c2WSYnSRJnDlzhqNHjxIQEMDcuXPvG7N8PyRJYufOnVy7do0FCxY0mbDk9u3brF69mqFDhzJ+/PgGnyUnJ7N9+3Z8fX15/vnnHyqvtDkP9/HjxxkxYgRjx44VXtKtpNMKcUflWRTirKwsDh06RH5+Pt27d8fHx4cbN26QlJREbm4uwcHBvP76600+JOA/YnqvkN4rqPeu02g0VFZWotVq0el0jRZJkjCZTJhMJnm+zzz/5+joiEqlQqVSyZaAOaREq9VSXV0tf8fR0RE7OztZzPV6PdbW1phMJhwdHXF3d8doNJKTk0NmZiZ1dXU4OjoSHh5OTEwMY8aMwcPD47H1v1Kp7LSe20/Ca/rWrVucPXuWoqIigoODGTJkSIPQJUmSWL16Nfv376dnz574+vpSW1uLUqnExcVFnuIqLS1Fq9UCYGVlRWVlJfn5+fj7+/Pmm28SFhaGtbU1Wq2Wr7/+Gr1ezyuvvNLsFNmtW7fYunUrOp2O2bNnP/TIiclkYtu2baSmprJo0aImY3bNDl5LlixpNCR++/ZtNm3ahLW1NYsXL37oa/Xs2bMcOnSIQYMG8dxzzwkxbgVCiNuYZ0mIS0pKiIuLIy0tDScnJ5ydnbl16xZVVVXy8G1kZCSDBw9GkqRmhbWurk52upIkqYGYwt0hsPqiao6/VCgUDQTWxsYGFxcXXF1dcXV1lS3YphZzyEZz1X9MJhPl5eUkJSVx/fp1bt26hUajQavVotVqMRgMWFpaIkkSkiRhY2ODr68vPXv2pE+fPoSGhj4xcbSzs+u05R2fVPiSOYXquXPnqKqqIiIigsGDB+Po6Ajc/X9/+eWXnD17lvnz5xMdHU1GRgaZmZlUV1dja2tLUFAQPj4+2NvbU15eTklJCampqVy6dAmVSkWvXr0ICgrC29sbe3t7Tpw4QUhICK+++mqz/5uamhpiY2NJS0tjyJAhjB8//qEyvhmNRr777juysrJYvHhxI49oSZL49ttvKSgo4PXXX5fP20xFRQUbNmygqqqKhQsXPnTY58WLF9m7dy/R0dFMnz69TYvFPM10GiHOzc19qO+1VZq5ltKZhdicdedB1mhFRQUJCQmkpaXJloNWq8Xa2hoXFxcqKipkT2hfX185XEOhUMiiahZWs6iaQ0f0en0Dj1WFQoGDg0OTYnqv0NrY2LT6Lbyp6j8VFRUkJyeTmpoqi685jabZ8UqhUGBjY4OzszMuLi44OTnJQ5murq6yc5mbmxt+fn6PLbzKnNAhOjq6UxZyf9xCfPPmTYKDg2VxMxqNXL9+nQsXLsj9Zg4pMhqNfPLJJyQmJrJ8+XLGjBmDJEkUFRXJolxeXo6VlRVdunQhJCQEf39/ysrKSEhIICsri7CwMFxdXeXENVeuXJGjBcz+DObF/P+SJInz589z+PBhfHx8mDdv3kOFuxkMBjZu3Mjt27dZunQpAQEBDT7XaDR88cUXeHl5sWTJkkb3Sl1dHVu2bCErK4vp06c/tCf0lStX2LlzJz169GD27NkilWwL6DRCbGFh8VBDHU+q4LiZjiTEBoOBO3fuNCuoTYltcynrzGJaUFBAeno6VVVV2NjY4OTkhLe3N8HBwdTU1HDlyhXs7e1lYdBqtdTU1MhxwGasrKzuK6rmxcHB4bHeyGYhsLGx4datW1y/fp0bN26g0WjQaDTk5eVRXV2NUqnE09OTrl270qtXL3r06EHXrl1lga2rq6OsrIzS0lLKysooKSmRhzJnzZrVpvPi9dHpdFRXVwshboKysjI2btyIh4cH48ePbzDkqtPpuHz5MgkJCSiVSgYMGECvXr0wmUx8+OGHpKWl8dprrzF48OBG+8zMzCQzM5PCwkJMJhOenp6MHz+ekpISEhMTiYiIYObMmRgMBo4ePUpsbCwRERE4OjpSUlIi32Ourq4NhNlkMnH48GHq6uqYOXOmHHLUGnQ6Hd9++y1FRUW89NJL+Pj4NPg8MzOT9evXM3bsWEaMGNHo+0ajkX379nHp0qVHmu9NSUlh69atcuWozjha8yTpNEK8du3ah7ogli1b9hha0zwdSYjVajUff/yx/LfZAcUcdnPvTzs7O2xsbFAqlXJSA3MWoOTkZA4fPkxubi6SJMlxu35+flhbW8sFG0JCQoiJicHZ2fm+Vqy1tXWHmEO6desW69atIykpidLSUmpqamQRBvD09CQ6OppBgwYRHByMt7f3A4fbtFotarUatVpNYWEhUVFR9w3PehSEEN+fwsJCDh8+THl5OQMHDiQmJqbBi51GoyE+Pp6kpCQcHR0ZPHgwQUFB/PnPf+bWrVv87Gc/a7Z6kTlkLTU1FUmSsLCwQKlUcufOHbp06cJLL72En58fBw4c4MKFC7z44ot06dKFkpISCgsL5aWgoED26FcoFOTl5VFZWcnAgQOZMWMG/v7+rRpR0Wq1fPPNN5SXl7N8+fJGDmNHjx7l9OnTvPTSS02OGEqSxLlz54iLiyMqKopZs2Y9VHTDzZs3+e6771iwYEEjD3JBQzqNEHcWOpIQm0wmysrK5MQZZgen+ktVVVWjdQaDQd5HaWkpV65coaSkBDs7OyIjIxkwYAA9evTA3d2d8vJyTpw4IVeceZi3+CeJeajx2LFjnDp1iuTkZEpKSrCwsJAzLzk5OdG/f3+GDx8uWzL1MZlMaDQa1Go1lZWVVFZWyr9XVFTIDj1w9+VnypQpwiJuhsctxGYHvPj4eC5duoS7uzvjx49vJE5lZWWcP3+ejIwMPDw8iI6OZt26dZSUlPDrX/+62TrF5v4PDw8nJyeHlJQUrl+/zpUrV5AkiSlTpjB9+nSOHTtGfn4+K1eubDLHtUajaSDMFy5cID4+Xs485+vr22ho+37x8LW1taxdu5aamhqWL1/e4EXQZDKxdu1a1Go1r732WrN121NSUti+fTve3t4sWrTooTyqNRpNo/tH0BghxG1MRxJitVotO2Dc64x079zrvUPD+fn57Ny5k6SkJFQqFc899xxTp04lMDAQhUKB0Wjk2LFjnDlzhuDgYGbPnt1hS52p1WqysrJISEjg3LlzpKWlodFo5AdLVVUVdnZ2hISEMGLECIYMGYKFhYUsrmbrtr7wmm8bhUKBo6Mjzs7OqFSqBj/t7e3RarWoVKrH5ogkhLh5amtrWb9+Pb6+vrJVmZCQQHl5OQMGDKB///6Npj3y8/M5c+YM+fn5uLm5cfbsWQwGA7/73e+atB6b6n+9Xk9aWhqbN2/m/PnzuLm5ER0dza1bt/D29uatt95qUbKh27dvs3btWoqKiujZsyf29vYUFhbKGdusrKzkamb1F7OwVldXs2bNGvR6PcuXL2+QnlOtVvPFF1/QtWtXFi5c2Ozo1J07d9i0aRNWVla88MILoh7xY6LTC/GZM2e4fPkyarW60fymQqHg97///RNtT0cSYq1Wy9GjR5sUW3t7+0Zv0waDgUuXLrFp0yauXLmCs7Mzs2bNYu7cuQ1EtqysjG3btpGfn8/YsWMZNmxYhxhmNlNdXU1WVhZZWVncvHmT1NRUMjIyqKqqkqs92dvbYzQasbCwkEONzBmy1Go1dXV18v6srKxwdnaWRba+4Do6OlJTU0NFRYW8mBOBaDQaJElixowZcmWetkYIcfPU1tZy/fp17ty5Q35+vuzpXldXR0lJCV26dGHmzJmN5lElSSIrK4tz585x69YtEhIScHZ25v3332+07YP6/8qVK6xfv57q6mpUKhWXLl3Cw8ODBQsWEBUVRbdu3e477KvVatmzZw/Xrl0jJiaG5557Dp1O12Bo25z21ewPo1Kp8PHxkYukHDlyBAcHB15++eUG93FqaiqbN29mypQp982KVVFRwcaNG6msrGTBggWEhIS0qP8FLafTCnFZWRlTp07lwoULSJIke+PCf8JdzJbbk6QjCXFLKSsr48KFC+zatYsbN27g5ubGzJkzmTdvXqOHy9WrV9m7dy/29vbMmzevQYKE9qK2tpacnBxZfIuKiigvL+f27dvk5+dTU1Mjv4hYWFhQWVmJlZUVfn5+eHt7U1lZKXs632vVOjs7Y2NjI3uLN7WYXwAtLCxwcXFptHh6egqLuBmeVPiSwWCgqKiIO3fucOfOHW7evMmNGzfQ6XT07t2bESNG0KVLFzw9PeUXVJPJREpKCocOHeLQoUO4urryt7/9rYE3ckv6v6SkhC1btlBaWkpAQADHjx/HwcEBT09PrKysCA0NJSIigrCwsCaHiSVJIiEhgX379uHu7s68efMaWabmeuAFBQUNBLqyspK6ujquXLmCi4sLM2fOlEOsvL29OXHiBBcvXmTlypXN1miGhh7V06ZN6zTPts5CpxXil19+mc2bN7N69WoGDRpESEgIBw8eJDg4mI8//phz586xf//+RukPHzedRYhNJhM3b97kwoULnDt3jtzcXFxcXOQ5rXvndbRaLXv37uXq1av06dOHKVOmtNuDX6fTkZubS0ZGBqmpqWRlZVFTUyNbOnl5eajVaiwsLPDw8MDd3V1+MfP09KRv375yukJ7e3uysrLkzEbNia153tc8FG2OV64vuGahf9J9IYS49Zhrlx89epQLFy5gMBjo2rUrrq6u8lB2QEAAnp6emEwmDh48yD//+U9sbGz4xS9+wZAhQ7C2tm5x/+v1evbt20dCQgIODg5UVlYyZswY2dHx9u3bWFhYEBQURGRkJOHh4ahUqgb7KCoqYsuWLVRUVDB16tQWFWyoqamhqKiItLQ0Nm3ahF6vJzQ0VB7BcnBwICUlBTs7O1asWCGn+GwqUsFkMrFv3z4uXrzI8OHDGTduXIcaCevMdFoh9vX1ZdGiRXz00UeUlpbi6elJXFwc48aNA2DOnDnY2NiwadOmJ9quji7E1dXVJCQkcPHiRXJzcyktLcXOzo4hQ4YwZcqUJueA7ty5w9atW6mpqWHq1Kn07t37ibVXp9NRXFxMamoqKSkppKenc/v2bWpqajAajSiVSjl0qKamBisrK4KCgoiJicHPz4/CwkJ0Oh3du3dnyJAhdOvWDbVaTWlpKaWlpRQUFJCQkCAnFjFjZ2fXQGTNouvs7NyhQjGEED86xcXFHDp0iNzcXHx9fXF2dpYzqFlZWcnCXFlZyaeffookSUyaNInhw4fTvXt3amtrW9z/iYmJ7Nmzh7y8PFQqFW+88QZdunShsrKStLQ0+cXSZDLh7+9PZGQkERERcuiVTqdj3759JCYmEh0dzZQpU1rcb0VFRaxduxYXFxemTp1KRUUFBQUF3Lx5k127duHo6EhkZKQcqld/3tnHxwcHB4cGHtWRkZFy4QfBo9FphdjOzo5//vOfvPzyy2i1Wuzs7NixYwczZ84E4IsvvuC3v/0tZWVlT7RdHVGIJUni1q1bxMfHk5ycTF1dnZxAIywsjIkTJzY571M/J66vry9z585t8zAcSZKoqqqivLycsrIyysvLKS0tlYeZ8/PzqaysxGQyYWtri6enp2ytFxUVUVZWhoWFBcHBwYwePZqBAweSnp7ODz/8QFVVFb6+vgQEBCBJEqWlpZSXl8tTGNbW1qhUKqqqqvD29sbDwwNXV1ecnZ3bJAGHuUSeOXfx40AIcfPU1NTw3XffNfKRuNdXwjyFdenSJeLj43FxcZGLMdy+fVueY9br9ZSUlHDhwgUcHByIjo7Gz8+P6OhoZs2a1eJrprCwkO+++46TJ0/StWtXfv/73zdwpKqtrSU9PZ3U1FTS09PR6/V4eHjIouzn58fVq1fZs2cPzs7OzJ8/v8Ujf3l5eaxbtw4fHx9efPFFWUSvXr3Kd999x/Dhw3F3d5eHuIuKiuQcAI6OjrIw19TU8MMPPxAUFMTixYuFZ/Qj0mmFuFu3bqxYsYLf/e53APj4+PDGG2/wP//zPwD8/ve/57PPPqO0tLTF+/z888/5/PPPyc7OBqBHjx78z//8D5MnT27xPjqSEOt0Oq5du0Z8fDwFBQU4OTmhVCopKyvD2dmZsWPH0qdPnyaHU6uqqti+fTvZ2dkMHz6c0aNHP3RiDZ1OR3l5ebOLwWBAo9FQUVEhW6ZWVlY4OTkRHByMh4cH1tbWaDQasrKyKCgoQKfT4eDgIM+taTQaLl26REZGBgaDAW9vb9lT1s3NDXd390aLo6MjOp2u1UJgMpmoqamhurparsZkXsx/l5eXU1BQQElJCa+99tpD131tSd8KIW6a2tpaEhMTqa6upqqqSg7Vq+83olQqG4izyWQiKSmJmpoaBgwYwIgRI7C3t8dkMlFcXMzt27c5efIke/fulZ2i9Ho9/fv3Z968eQwcOLBF94lWq2Xr1q2sX7+ebt268cEHHzTpSa3X68nMzCQ1NZW0tDRqampQqVRERETg5eXFDz/8QHl5OZMnT6Zfv34tGiq+desW69evJzAwkEWLFskjPDt37iQ5OZlXX31VtsDNqV7vjXuuqKigqqqK69evo1KpmDJlCmFhYbJQOzo6imHrVtBphfill14iOzub48ePA/Czn/2Mr7/+mnfeeQeTycTf/vY3Jk2axNatW1u8z927d6NUKunevTuSJLFu3To++OADEhIS6NGjR4v20ZGEuKysjN/+9rdERkbi6elJbm4uRqOR4cOHy3NcTZGWlkZsbCxKpZI5c+Y8MO9sfau2qaV+PV4rKytcXFxk79WqqioqKipQKBQ4OTnJ+XwBysvLuXnzJsXFxZSUlKDRaKirq8PBwQF3d3dcXFxQq9Xcvn0bg8GAj48P/fr1o1+/fvj4+Mjb3G/etr4QmGOtmxLW+kttbS31bxvzvLFCoaC8vJw7d+7IWbWsra15/fXXH1utViHErUOSJGpraxvEz9cXafPfeXl53LlzB1tbWyIiIvDx8WlgUScnJ7Nz5066dOlCaGgoOTk5VFZW4u3tzYgRI+jduzdBQUH4+fk1O5UhSRKHDh3igw8+IDg4mL/+9a/3HXEymUzk5uaSkpJCamoqarUaa2trqqurqaioYMSIEcyePbtF10FWVhYbNmygW7duLFiwAKVSiU6n48svv0SpVPLKK6/cdwqmrq5OTv25ZcsWCgsLCQoKkr2yHRwcZFGOiYl5rEVPngY6rRBfu3aNuLg4fvzjH2NjY0N5eTnz58/n6NGjAIwcOZJNmzbd1xOwJbi5ufHBBx/w8ssvt2j7jiTEpaWl/O53vyMnJ4fa2lqCgoIYPHgwgYGBeHp6youDgwMKhQK9Xk9cXBwXLlwgPDycmTNnym/per2+SZEtKyuTc0ubcXJykgsvmOdWlUolarWagoICsrOz0Wg0KJVKAgIC6NKlC5IkkZeXR2pqKjk5OVRXV2M0Gqmurkar1WJpaYmfnx89evQgKCiIkpISbt26hYWFBb1792b48OEEBQU1+RZuru5kfuBWVlbKv5eVlZGcnIzBYKCurq6RwNrZ2cnlEM2LOfWmvb09lZWVXLt2TS4MYY4bDggIoFevXoSEhNC1a9dmkyY8KkKI2x6j0UhNTQ25ubkcOXKEgoICAgMD8fPzk0W8rq6OGzducO3aNfz9/Zk5cyZlZWWkpKRQWVmJk5MTAQEBclnW8PBwOTf1vQJ36tQp/r//7//D39//vslD6iNJEgUFBbIoX79+nZs3b+Ln58fixYsZPnz4A6+59PR0Nm/eTGRkJHPmzMHCwoLCwkK++uor+vXrx5QpU1rUX1qtli1btpCRkcGIESPw9fVtYEHPmTOnUd5rQUM6rRAnJycTFRXVaH1FRQVKpfKRk0sYjUa2bNnCsmXLSEhIaPJYgFyNx0xiYiKjRo3qEEJcXFzMp59+ire3t5xHt7i4mOLiYkpLS+UhOnNqy+vXr1NbW0tMTAxhYWFotVo5Lra+VWtpadlAaN3c3BqIrrlEXHZ2tjzXW15ejl6vl6s0WVtbU1paSmZmJtnZ2Wi1WjnG19HRUS4M4eXlxaBBgxgxYoScHP/69esolUqio6PlOrD1xbWp5d5c13Z2djg5OWFra0tJSQnu7u44Ozs3EFo7O7tGw4x1dXVcvXqVhIQEUlJSKC0txcLCAl9fX6KiooiOjiYoKKiRx+vjQgjx48VkMnH58mV++OEHnJ2dGT9+vDwcrdFo2LRpEwcOHGDcuHFMnDiR8vJy+cVMo9GgUqmwtbWVXzzt7OwICAggKCiIbt260b17d9zd3bl8+TJff/01Xl5ezJ49m3HjxrVqKqi0tJQLFy6wadMmbt26Rffu3Rk6dKg8r9xcveOUlBS2bNlC7969mTlzJgqFgvj4ePbu3cvChQtbnCnPZDKxf/9+4uPjGTZsGOPHjxdD062g0wqxhYUFvXr1YuHChSxYsKDJGpwPw7Vr1xgyZIhcU3bjxo33fTN89913ee+99xqt7whCDHcdQ7y8vGSL12zJmi3K3NxcEhISSEpKwmQyycPG1tbWODk54ePjg5+fH4GBgfLDw9fXt9Fwb3V1NdnZ2aSlpZGcnMydO3eoqamR81srlUo5W1VZWRlarRYbGxu8vb2JjIzEx8cHrVZLTk4OJpOJ0NBQwsPDcXNzIykpiR9++IGcnBwsLS3x9/fH3d29kaczILdbpVLh5OTU7GK2Sh4kBDqdjtu3b3P16lWuXbtGVlYWOp0OR0dHunfvTp8+fejbty9ubm4NHjx6vZ6amhpqampwc3N7bCIphPjJUFpaypEjRygqKqJv374MHDgQKysrtFota9as4eLFiyxfvpzly5cDd+enjx8/zokTJzAYDISHh+Pg4EBOTg45OTncuXMHjUaDQqGQY9bN96WzszOhoaE899xz+Pn5NYhtf1AfGQwGYmNjOXjwIDY2NvJ16efnR0REBJGRkXh4eDS4Vq9du8b27dvp37+//KzbsmULmZmZvPbaaw0cye6HJEn88MMPHDx4kIiICObMmSM8qltIpxXiVatW8f3333PixAkkSSI6Oprnn3+eBQsWPFIWI3OMqlqtZuvWrfz73//mxIkTndIi1mg0xMXFyeJrTo0Hd61aBwcHMjMzKSsro1+/fkyaNAkPDw8kSUKtVsvWs3kxDz9bWVlhaWmJRqORvZzVajU6nQ4rKyvZMvb398fa2pqamhr5c0dHR4KCgvD398fZ2ZnMzEwSExMpLCzE0tISLy8vXFxc0Gq1FBQUcPv2berq6nB1dSUiIoJu3brh7OzcrMC2VozuFQKdTkd+fj65ublcvXqVmzdvUl5ejoWFBZ6enoSHh8tzhlqtVq67bF7Mf5trKQMis9Z96CxCDI2t43HjxuHu7o5Go+HAgQOcOHGCN954g/nz58vfqaqq4vjx4yQkJKBSqRg7diy9evUC7qbTNA8tZ2RkUF5eTlpamhwFYmVlRVRUVIOQQjs7uwZZ3u793eyQmZKSIvt59O3bl/LyctLT09HpdLi7u8uWsr+/PwqFgsuXL7Nr1y7ZmtVqtXzxxRc4OTnx0ksvtco6T0tLY+vWrXh5ebFo0SLhUd0COq0QmyksLGTLli18//33nDlzBoCBAwfy/PPPM3/+fPz8/B5p/+PHj6dbt26sWrWqRdt3pDni2tpaNm7c2GAY2byUlpayY8cO9Ho9M2fOJCIiosF3TSYTlZWVcjm/vLw8rl27RmpqKrm5uVRUVKDT6eQ3eldXVzw9PeU38Lq6OtRqNUajEVtbW7kak9n7OS8vj+LiYgACAgLkOTQLCwtyc3PJzc3FwsKCPn36MHLkSLp16/ZYhrqqqqrYu3cvhYWFZGdnk56eTmlpKdXV1VhaWuLs7Cwn2G/qYWRjYyPPF9dfzPPJ9vb2qFSqx2YZCCF+8pSVlXH48GE5B3SPHj3o27cvf/zjHzl//jy/+tWvGo2ilZSUcPjwYVJTU/Hx8WHChAl069ZN/txcjCQ5OZk1a9ZQWVkJ3J1q6927NwMHDsTNzQ07Ozuqq6sb5EGvPypUP/e5paWl7DU+duxYhg4dSllZGbm5ubIHtpOTExEREURERFBYWMihQ4cYPXo0o0eP5vbt26xevZqhQ4cyfvz4VvVRXl4emzZtwsLCgsWLF+Pl5fUIPf700+mFuD537tyRRfnChQvycOyjMHbsWLp06cLatWtbtP3DCLG55OCTwGg0cuLECc6ePUtgYCATJ05Er9c3qKVrrqdrzplcXl5OXV0dFhYWsjek2dFLqVSSk5NDZmamHNag1+vlbesnw5AkiZqaGhQKBV26dGHUqFEMHToUJycncnNz5YIMtra29O/fnwEDBjz0XKvJZJK9nusvFRUV5OTkkJubK8eIFhYWyv1vbW2Nm5sbXbt2JTAwEC8vryZF1vx7eyf3EELcPphMJhISEjh79izW1ta89tprBAUF8dZbb3Ht2jX++7//m9GjRzf6Xm5uLnFxcdy6dYuQkBAmTJjQyKE0Pz+fr7/+Gm9vb7mmsYWFBd26dcPOzg5/f3+CgoIICgqSY+TrFyep/3tFRQUJCQlkZ2fj7u5OREQEtra2qFQq9Hq9PFWk1+vlF8aysjIWLVrE6NGjOX36NIcPH2bJkiUNXhxaglqtZufOnUybNq3JilOC//BUCbHJZOLIkSNs3ryZLVu2yJ63LeWdd95h8uTJdOnShaqqKjZu3Mhf//pXDh48yIQJE1q0j9YKscFgIDk5uVF1pLbAYDDIxctramooLi7m/PnzlJSUyLF+9ZN76PV66urq5BAeSZJkxzfznKutrS2WlpZotVrZg9TCwgJ/f3/Cw8Pp0aMHPXv2xMvLC41GQ2JiImfPniU5OVmueOTh4SGHFen1eoqLi9HpdAQEBDB69GiGDx/epKhIkoROp3tgGUdzyJG5BJ65PGFtba0cemQ0GrG0tJS9pLt3706PHj2IiIjA09Oz0ziaCCFuXwoLC9m/fz9KpZLhw4czdOhQ3nrrLTIzM3n//fcZNGhQo+9IkkRaWhqHDx+mpKSEXr16MXbsWFxdXeVtkpOT+f777xk7diyBgYFs3bpV/j/rdDo5ssB875mFOTAwsFE/SpLElStX2LJlC0ajkSFDhmBvb9+gqlh+fj5FRUWUlJRw+/ZtNBoNUVFRDBo0iMLCQgwGA0uXLsXHx0ceCm/vl9CniU4vxJIkcfz4cb777jt27NhBSUkJrq6uzJkzh4ULF8opL1vCyy+/zJEjR8jPz8fZ2ZnevXvz9ttvt1iEofVCbH4QWVlZtfmDKDs7m9///veyuFZVVclDyVZWVhiNRkwmEyaTCaPRiEKhkJ2dXF1dcXd3x9XVVQ5vqqmpkcN/AJydneUybMOGDZOdoPR6Penp6SQnJ1NZWYm7uzv9+vUjOjoalUpFWVkZJ0+e5Pz58xQXF8vDuEqlEr1ej8FgwNbWFltbW6ytrbG0tJTrBd/7YmVpadkgIYOdnZ08J23O1KVUKrG0tJRjJc3e2926daNbt27U1dXJSUM6G0KI2xedTkdVVRVarZbTp0+jUqkYP348//d//0dBQQF/+ctfmk0Ja7aqjx8/LicQGTlypBwyeOLECY4dO8bChQsJCAhg27Zt5OTkyBXPSktLyc7Olpf6wty1a1eCgoLo0qWL3K+VlZVs3bqV27dvN6qaZjKZ5Mpjubm58qiio6MjVlZW5OXl4eLiwuDBg+WwKAcHh/vOVzs6Oj7x3OudlU4rxKdOneL7779n69atFBUVoVKpmDVrFgsXLmT8+PHt9rb2sEL8OB5EpaWlvP/++1RUVFBTU4OXlxe+vr5yTK3JZMLKygpPT098fHzw8vLCyckJSZLQ6/UUFRWRn59PYWGhXNLPnG/ZHKZktow9PDyoqqoiPz9fnvt1c3PDw8MDW1tbdDodarWavLw8OXTK7GClVCrlill6vR6j0SiHL9V/QTB7gZrz4Pr5+eHl5YXJZKKkpISCggKKioqQJEnOFa1QKKiurkan02Fra0t4eDhRUVF0794dW1vbp0IIhBC3H/X7v6qqitjYWG7fvk1kZCQ7duygurqaDz/8kO7du993Hz/88AOnT58GYPjw4QwePBhLS0u2bt3KjRs3ePnll/Hy8uL48eOcPHmS7t27M3v2bFm0JUmipKSE7OxscnJy5Fh9CwsL/Pz8ZIvZ39+fs2fPcvr0aUJCQpgzZ45cl7s+kiSxd+9ezp49S58+fcjLyyM2NhZfX1969OiBj4+P7H1tFnCzQ6YZCwsLnJycmDNnzmNzVnxa6LRCbK4jO336dBYuXMhzzz3XIW7kjiTERUVFfPXVV5SWlspznRYWFnh7exMQEEBAQAC+vr7yS4tGo5HDK3Jzc9Hr9Tg6Ospv1wEBASiVygYewoWFhVy7dk32zLayssLd3V2+uY1Go+zsVVVVhYODg/xQcHBwwMbGBmtra3lEwNLSEktLS4xGIwaDQc7XXFZWhlqtltPtFRUVoVar5aFmGxsbnJ2dsbe3x8rKCoPBIL9oeHh4yHmkzdaxeVEoFBQUFMix1FZWViiVSpRKZYPfzdvXt66b+1yhUMjz0eXl5fTr16/BsGNbIoS4fbm3/00mEz/88ANHjhyR495tbW356KOPHihGNTU1nDx5kvj4eOzt7Rk9ejQ9e/Zk7dq11NTU8Morr+Do6Eh6ejo7duzAysqK+fPnN5ksw5xbvb7FbBZmX19frK2tSUpKwt3dnYULFxIUFNTkPnbu3Mm1a9dYsGAB2dnZ7N69m549e8oVydzc3BrkwK6qquLOnTsNclXPmjWryf0L/kOnFeJt27YxderUNknO35Z0JCGuqKjgvffeo1evXoSFhREQEICfn598HLOnZmZmJjdv3pQT26tUKtzc3OSYYvOcsbnUoNk5xFz318LCQp4b7tq1KyqVChsbG27fvk1qaio1NTUEBwczfPhwoqKiWhUKYTQaycvLkx8m5hcEGxsbuSJMVVWVnI+3rKwMSZJk73B/f3+5kINKpUKlUsnhFAaDgZqaGtLS0rCyskKhUMjib3agMxqNspVe/+XAbLWb93HvYr6tbGxs+NGPfiRSXDbD47z+dTod586da5AVzexsZ2tr2yZ+AM31f2lpKbGxsSQmJnLx4kUCAgL4xz/+IadvvR/l5eUcPXqUa9eu4eHhweDBgzl27Bhubm4sW7YMS0tL1Go1W7ZsIS8vj4kTJzJo0KD7no8kSZSVlTUQ5pKSElJTUzEajYwYMYLp06cTFBTU4JlqMpnYtm0b169fZ8qUKRw/fpySkhImTpxIbm4uN27cICsrSw6NdHV1beADYmdnx4IFCx6YJvdZp9MKcUelIwmxyWSSh4HNQmr2Gr516xb5+flUV1djMplQqVTysLPZOr3XW1ipVFJQUCCncvT29qZHjx4EBgYyePBgbGxsqKio4MKFC1y+fBmdTkdUVBSDBw9ucYo7k8nUSHh1Oh02NjZ06dJFHl6rrq4mLS2NGzduyHHGkZGRcsKCkpKSRnHQarUauBvi4eLigqenJ87OzpSVleHn54e3t3ez/wNJktBoNHLe6+LiYtkqNw+fm4fszf2oUqlQKpXyC8PjQAhx81RVVbFr1y45TWp9zF799cX53rAzc3a1+81z3q//TSaTnO3q8OHDhIeH8+WXX7Y473J+fj5xcXFkZmbi6OhIYWEhw4YNkzNgGY1GDh8+zLlz54iMjGTmzJktNkzMwnzjxg127drF2bNnUSqVBAYG4urqipOTk/w/qampISEhgfLycsLDw0lPT8fDw4Nhw4ahUqlwcHBAq9VSUlJCfn4+Wq0WJycn+eW8e/funXK040kihLiN6UhCrFarWbduHXV1dVRUVMgxh+YUlQEBAXKYjrkknHkxt8VkMnHr1i2SkpLIzMzEwsKCsLAweZ7InOrP3d1dTvtoa2tLTEwMAwYMaDa1nhmTyUR+fr4svDk5Oeh0OqytrWXhDQ4OxsXFhZs3b5KSkkJGRgZ6vV7OyhUZGSlnD7sf5odFUVGRLM75+fmkpqZibW0te4i7uLjI52/OQW0eioO7Vq6npyceHh7yT/Ow95NGCHHLMI9cmAt31P+9/t/3Ri8oFIomY8PNP81tNnsiN0VZWRl///vf2bRpEyEhIXz77bdN1v1ujoyMDOLi4rhy5QrFxcWsWLGiQZyyOXmHvb098+fPx9fXV74v75f21exkBnet8KtXr6LVauV82OYcAL6+vnTt2pXc3FwkSWL8+PGcOXOGKVOmNBrpMY+ymROVFBQU8OKLL7ZZ5sOnFSHEbUxHEuLS0lLWr1+PVqvF1taW4OBgeX72QfG5Go2GlJQUkpKSqKqqwt3dnZ49exIeHi4/8I1GI8nJyVy8eFG2/AYNGkSfPn2aPReTySQXfjALr1arxcrKqoHw+vr6UltbS2pqKikpKXKx9ICAAFl826I2cmVlJXFxcRQWFnLnzh05rthsRdnY2GBvb4+7u7uc6tOcYtPNza3dp0aEELctRqOxUQWupgTcPP1gNBrR6XRyWE9TdY/NP7du3cpnn32Gr68vX3zxRYsrusFdgbt27RqfffYZSUlJTJkyhfHjx8veznl5eRw7doySkhKCgoIapVy1tLSUp2Way0pnYWHB3r17yczMZNiwYfTt25fc3Fz5Xi0rK+Pq1atYWFjQvXt36urq+K//+q/7DjuXl5fLI0OC5hFC3MZ0JCE2Go2cPn2aLl26EBAQ8MDsTiaTiZycHJKTk8nKypJLQvbs2RNvb2/5xq6trSUpKYmrV69SWVmJl5cX8+fPJyoqqpFVKkkShYWFZGVlycJrrjdszl8dHByMn58fSqWS8vJy+W361q1bKBQKgoKCiIyMJDw8/KETfJhLNRYUFDRYioqKKCgowNbWFi8vrwZWrrOzMzU1NXIYlDnZiVqtlueAHRwc5KIXbm5u8vK4qi3dixDi9sFkMlFbWyungg0MDJRDmerHt1dVVTUIubt+/TqnTp3CwcGBqVOnMnz4cFxdXeWpH/P9YzQaG1QMq7+cPn2aW7du4evrS2hoKFFRUbi5uWFvb8+NGzfIycmhZ8+eTJkyBXd3dzn1a0vmxCVJ4syZMxw9epSAgADmzZuHSqVCkiQqKipIT09n7dq18pSRpaUlU6ZMITQ0lKCgoMdaaexpRghxG9ORhLilVFVVkZycTEpKClVVVXh4eMjWb/02lZaWcuXKFVJTUwHkJPK2trayEJiHpuoLb21tLZaWlo2E15xQo7i4mJSUFFJSUigoKMDS0pJu3boRGRlJWFhYs0N+zVE/nKn+UlNTA9zN1+vj44OPjw9ubm4UFxfj7+/f4geIwWCgoqJCzkZWvxyk+Xays7PDzc0Nd3d3evXq1SbWe1MIIW5fHtT/RqORkpISuSRgcXExcXFxHDp0CIVCgbe3N66urrJ1bcY8JG723TC/6Hl4eKBSqTh9+rT8AuDs7MyoUaPo378/lpaWXLt2jd27d+Ps7Mz8+fMfKr1kbm4uW7duxWAwMGvWLMLCwuTPamtrWbt2LTk5OZSUlODh4YGPjw8VFRUAeHt7yyNvXbt2bfX9+ywihLiN6SxCbDKZyM7OJikpSa5qZJ77rT/fKkkSOTk5JCYmcuvWLRwcHOjduzc9evTAzs4OrVbL7du3cXR0JC8vj5ycHGpqarC0tJTLvQUHBzeowypJEnfu3JGHnUtLS7GxsSEsLIyIiIhWOXdotVoKCwsbWbnmAhWurq6y6JoXlUoln19b9r/RaJQFuv4yfvx4vL29H2nfzSGEuH0wp2utqKigpKSEgIAA2YKtPzdrjr83Y3YSu3btGhcuXJDrFffr149Ro0ZhbW0te+/fmz3O/NOcoOfy5ctYW1vLDoeurq7069ePqKgojEYj586dQ6vVMnXqVAYPHoy9vX2rPMVramrYuXMnN27cYOjQoQ1KM1ZXV7NmzRpycnJQKpUsWrSIrl27yjHM2dnZlJeXA7B48eL7xlELhBC3OR1diCsrK0lOTiY5OZnq6mq8vLzo0aMHYWFhDY6v0+lITU3l6tWrlJeX4+XlRZ8+fQgNDaWyspLbt29z+/ZtcnNzqaysbJBmLzg4mICAgAZJVczD3uZh58rKSuzt7WWrOjg4+L5JWJobWi4rKwNAqVTi5eXVQHC9vb0fOIfbWYXAjBDi5tHpdOzYsUN+wWvJiIckSdTW1jZy5mpqqT9H7Ovre9+qYObFHMtvMpn44osv2L59O71798bNzQ0HBwdmzJjxwJzOer2eqqoqUlNT2bRpk2x5njt3jszMTGxtbeWMWunp6RQUFODr60tYWFiDeezm5rLrZ8Qyx0LHxcXh5+fHvHnz5LKIlZWVrFmzhmvXruHv789Pf/rTBh7harWanJwcQkNDhVX8AIQQtzEdUYiNRqNs/ebm5mJlZdXA+q1PVVWVXNhcp9MREhJCUFAQer2evLw87ty5Q21trZwYxFyZaMKECY3KnRkMBjIzM0lJSZGrvTg7O8vi26VLlyZDQx40tGxrayuLra+vr5zl52EcQoQQty+Ps/81Gg2nT58mIyMDhUJB165dCQ4OxsHB4b5CazKZGuzHzs6uQSxy/cUcfz5kyJBWz40aDAb+/ve/c/DgQaZMmYKLiws5OTnExMQwceLEFv0/zeULp06dyoABAxoUlQgODmbIkCFkZmayf/9+7OzsGDRoEEqlsoGVbX6pMKNQKHBwcGggznV1dZw/fx6FQsH06dPp27cvjo6OaDQavvrqK+Lj4xk2bBg//vGPRQ7qh0D02FNMbW0tiYmJJCcnU1NTg4+PD2PHjiU0NLTRQ6+goIDExERu3ryJwWDA3d0dDw8P8vPz5QeZOW7Y398fHx8fuX5vdXW17Aim1WpJT08nJSVFrn/q4eFBTEwMkZGR+Pr6Nhgee9DQsouLCz4+PgwcOFAWX2dn505TlEHQvmg0GqytrcnOzuby5cvU1dVhb2+Pl5cX/v7+chysOZzvXqE1O1E1h/n6f5icypaWlrz55pvU1NSwf/9+XnzxRaZOnUpcXBw3b95skXXcr18/ioqK2L9/P+7u7oSEhLBixQpSU1M5cuQIGzdupHfv3vz4xz/m4MGDpKamMmPGjAYe2+ZKZU05mmk0GoqKitBoNDg6OpKSksJ7772Hv78/3bp1k/PQ63Q6vv32W8rLy3nuuecaWNmiQMSDEb3zFCNJEklJSXTv3r1RgXG4aynfvHmT8+fPc/PmTYxGI/b29jg6OqJWq7G1tSUyMhJ/f385LV5T1NXVkZiYSEZGBhkZGRiNRnx9fRk+fDiRkZF4enrKCTHMGbyaGlo257zu3bu3LLrtHR4k6LyY50/9/PwYOHAg9vb2ckKbvLw8FAoFvr6+crWw9mrjr371K7RaLRs3buTll1/m9ddfZ/fu3axfv55+/foxceLE+94HEydOpKSkhC1btrBy5Urc3d3lKIOEhASOHTtGUlIS0dHRckau3NxcJk6ciFKplHNCOzk53betkiRRXV3NqVOnOHjwICaTiZ49e2JhYYGrq6tc9a64uLjBs0bEET8YMTTdxnS0oWmTydTgbd3s1Xzq1CkuXrxIUVGRHLRvToPp7+/fIBVmU2g0GjIyMrhx4wbZ2dn4+PgQEhIiezobjcZGQ8vV1dVAw6Fl82KubfykEUPT7Ut79b9GoyE5OZmkpCQ0Gg3e3t707NmzydGi+9FW/V9ZWcl7771HSkoKb7zxBlOmTCEhIYFDhw5hY2PDjBkz7itmdXV1/Pvf/wZg5cqVDYRbp9Nx/vx5zpw5gyRJuLu7k5+fj7+/P/Pnz5fnfFtDfn6+XGp2+vTp9OjRg4yMDH71q1+h0Wh49dVX5Vz08+fPb3Ut42cNIcRtTEcTYrh7k5u9lC9evMjt27cBCA4OZsCAAURFReHv7//A45eXl5ORkUFmZiaFhYVYWFjg6emJvb09vXr1oq6uTk72fu/Qcv2lIw0tCyFuX9q7/83RA9evXyc3Nxdra2vCw8Pp2bNni4rZt2X/l5aW8oc//IGcnBx+9rOfMX78eNRqNbt27SIjI4O+ffsyadKkZq3j0tJSvvrqKwICAnjhhRcaDZdXV1dz8uRJLl68KBdT8fDwYM6cOQ3Ck5rDnGPeHFdfUFDA4cOHuXHjBm5ubnTt2pWKigoOHjyIi4sLK1aswNvbm6FDhz62qIGnBSHEbUxHEmK1Ws327dvlbFE6nQ5PT0/69+/PqFGjHlgRyBzjm5mZSUZGBgUFBWi1WlQqlZyDt7KyUk6LZ3acqu+13NGD+9tbCB4VIcRth1qtlq3k2tpa/Pz86NGjB6Ghoc3OcbZ1/+fn5/OHP/yB4uJifvnLXzJ8+HAkSSIhIYGDBw9iY2PD9OnTmw0HysjIYMOGDQwaNIhJkyY1uU1ZWRlHjx4lISGBvLw82Vt7/PjxcuIOc+hd/UQ2FRUV8gt2/dzq5eXlJCcn4+vry8KFCykuLuZ///d/GTRoEP/7v/8rsmq1ACHEbUxHEuLS0lL++c9/Anet34EDB973oQL/ifG9evUq169fp7i4WC664OjoiEqlwt7eXi4t6OLiIpds64whCh1JCB4GIcRtj9FoJDMzk+vXr3P79m3ZV6JHjx6NXl4fR/9nZWXx3nvvUV1dzdtvv03//v2Buy8Ku3fv5ubNm0RHRzNp0qQmX3QvXLjAvn37mDFjRpPPIJ1OR1lZGWlpaRw6dIgLFy5QVlZGQEAAUVFR8nkolUq5iln9rHGurq5yZTYzhYWFbNmyBbVazbRp00hJSWHVqlXMnTuXN95446Gc2Z4lhBC3MR1JiI1GI8eOHSMiIgJ/f/8mh4N1Oh1FRUVyZq2MjAwqKipQKpW4ubkREBBAaGhog/SPTk5O8r6EELQvov8fL2VlZSQlJZGSkoJWqyUwMJCePXsSHByMUql8bP2fmprKH//4R4xGI7/97W/p1asXcPdFOTExkYMHD2JlZcX06dMbDSubTCa2b9/O+fPn5TCo+tatRqORt7WyssJoNJKSksKNGzfw8vLitddeY9SoUahUqlYJqE6nY9++fSQmJtKnTx+Sk5M5ceIEf/nLX1r0LHyWEULcxnQkIa6P2eOxpKREjtFNT08nJyeHiooKjEYjbm5uhIaGyh6Xnp6eD/RaFkLQvoj+fzLo9XoyMjK4du0aBQUF2NvbExUVRVhYGBYWFo+l/xMTE/nzn/+Mra0tv/3tbwkPD5c/U6vVfP/99yQlJcmWbHV1tSy4NTU1XL16lerqakaMGIGfn18Di9b8uznbliRJ/PDDD3z66adyjeM33njjgdXTmmv33r17sbOzQ61Ws3LlSgIDA9uya546hBC3MR1JiM11RM01dKuqqqioqKCqqgq9Xo+NjY08D2YOGWqtE5UQgvZF9P+Tp6SkhOvXr5OWlkZdXR3e3t7MmTOHqKioNh2CNRqNxMXF8cknn2BjYyPXGzaLrV6vp7CwkJs3b+Lg4MCQIUPkAhBubm7Y2Niwc+dO7O3tefnll5vtX4PBIOe51ul0rF69ml27dqFSqVi2bBljx45t9bVVXFzM9u3bKSsrY+HChYSEhDxyfzSHUqns9HHKnbv1gvtiYWFBUlISRqORmpoaampq5ILd3bp1IyQk5IEOWwKBoCEeHh6MHj2aoUOHkpSUREJCAps3b8bd3Z2YmBj69u37wJhcMzqdjvLy8gZOUebf1Wo1JpMJDw8PLl26xOrVq5k/fz6hoaHExMTIgmthYcGBAwe4ceMGBoOBmJgYee54yZIlfP3112zfvp2FCxc2etE2GAwkJyc3qMM8ePBgvL292bx5M3/961/Zvn07o0aNIjIyslWOVzExMSQkJFBSUkJlZWWLv9da7OzsiIqK6tRi3HlbLnggNTU16HQ6AEJCQmTxvTcVpUAgaD3W1tb06NGDrl274uXlxbVr1zh16hTHjx8nIiKC/v37ExwcTF1dXZNeyOXl5VRVVTXYn3nYOCoqSv7d1dWV48ePs27dOrKzs5k/fz6+vr4N2rJo0SKuXr3K/v37yczMZNq0aURERODl5cXcuXPZtGkTR48eZdy4cQ2+Z66/bGVl1cBi7tmzJ++88w67d+/m8uXL7N27lxs3bjB48GBCQ0NbPHI2evToh+/gFqDT6aitrcVoNAohFnRMXF1dmTBhAl26dOnwYUQCQWdGpVIRHR2Nt7c3ly5d4tChQ6xfvx5ALkZiZWWFvb29LK7BwcEN5mzN6SKbYubMmdTV1bF582Y++eQTfvnLXzbIXqVQKOjTpw8hISHs2bOHzZs306tXLyZPnkxYWBjjx48nLi4OLy8v2fGrPtbW1o2Grq2treWsWKdOneLOnTscOnSI69evM3To0A4z76vX69u7CY+MEOKnGIVC0cDBQyAQPBwmk4nKykoqKyupqKhArVZTWVlJaWmpXJPXbJGpVCqGDRuG0WgkPz+foqIi9Ho9vXr1kgWstb4YFhYWLFiwgNraWmJjY/n000/5+c9/3qjOtZOTE88//zzXrl1j//79/Otf/2LatGkMHTqUoqIiYmNjcXNzw9/fv8XHHTp0KL6+vsTFxVFbW4tGo2Hnzp106dKFoUOHNkqdK2g9QogFAoGAu5aVWWgrKytRq9Xy75WVlXKFIoVCgUqlkvNYBwUFMWjQIHx8fHBxcZELoJiprq4mMTFRnuf18vKif//+9O7du1W51JVKJS+++CK1tbUcOnSIzz77jDfffBOVStVgO4VCQe/evWXr+LvvvqNnz55MnDiRsrIyNm/ezCuvvNLoe/cjODiY559/noMHD1JUVERwcDBlZWV89913hIeHM2jQoFbtT9AQIcQCgeCZoa6uDrVaLVu0ZutWrVbLudDhbmUkZ2dnnJ2dCQkJkX831xw2e0ebvdbDwsKa9Sx2cHBg2LBhDB06lMzMTC5dusSBAweIi4ujV69e9O/fHz8/vxa139ramhUrVlBXV8epU6dYtWoVb7zxBg4ODo22dXR0ZOHChVy/fp19+/axatUqRo8ezenTp9m8eTPLly9vVd+pVCrmzJnDmTNnuHLlCiEhIfTs2ZOEhARu3LhB79696d+/v5gGewiEEAsEgqcScxnQ+tatVquVP7exscHFxUW2bM2/m0sjtnU+dIVCQbdu3ejWrRtVVVUkJCRw6dIlLl++jJ+fH/3796dnz54PDOOys7Pj1VdfRafTcfbsWaysrPjRj37UpAAqFAp69epFcHAwe/fuZe/evfj5+XHnzh1iY2OZNm1aq85BqVQycuRI/Pz8OHLkCKWlpUyePJnbt29z+fJlUlJS6NevH3369Gk0MiBoHiHEAoHgqUSSJFJSUnB2dsbNzY2QkBB5SNnZ2bldS2w6OTkxcuRIhg8fzs2bN7l48SK7d+/m4MGD9OnTh5iYmPsWSnBycuJHP/oRWq2WU6dOYW1tzcsvv9ysVe7o6MiCBQtISkpi3759aDQajh49iouLS4tDreoTGhqKh4cH+/fvZ+fOnYwaNYolS5Zw8eJFzp8/z7Vr1xg0aBAREREivWULEEIsEAieSuzt7VmxYkV7N+O+WFhYEBYWRlhYGBUVFVy+fJnLly9z4cIFAgMD6d+/Pz169GgyNMfNzY3XXnuNf/zjHxw7dgwbGxuWLl3arCWqUCjk9Jx79+5l3759fPbZZ8ycOZOYmJhWt93FxYV58+Zx6tQpjh49SkREBKNGjaJPnz6cO3eOI0eOkJCQwPjx40X1pQcgXlXq8ec//5kBAwbg5OSEl5cXs2bNIi0trb2bJRAIngFcXFwYO3Ys//Vf/8WCBQuwsrJix44dfPjhhxw8eJDS0tJG3/Hx8eG1114jKCiIQ4cOsXnzZjlLVnM4ODiwYMECfvWrX2Fra8vnn3/OhQsXeJgki1ZWVowdO5YJEyZw8+ZNtmzZgslkYvLkySxYsABHR0cxZ9wChBDX48SJE/z4xz/m/PnzxMXFodfrmThxYgMnDoFAIHicKJVKoqKiWLp0KT/96U/p27cviYmJfPrpp6xbt07OlmemS5cuvPrqq/j5+bF//362bt2KyWR64HF69uzJxx9/jI+PD19//TU7d+586GddREQECxcuBOC7774jNTUVb29vZs6cKbypW4AYmq7HgQMHGvy9du1avLy8uHTpEiNHjmynVgkEgmcVd3d3Jk6cyNixY0lOTubixYts2bIFR0dH+vbtS0xMDC4uLnTv3p3ly5fz5ZdfsnfvXqytrZk1a9YDHc5cXFx48803Wb9+PceOHaOwsJAxY8YQFhbWamc1Nzc35s+fz/Hjx4mLiyMvL4+RI0d26oxXTwrRQ/dBrVYDNAqaFwgEgieJpaUlvXv3pnfv3hQVFXHx4kUuXLjA6dOnCQ0NlT2uly5dypo1a9i9ezfW1tZMmTLlgYLq4ODA4sWL2bFjB5WVlRw8eJCbN28yevToJsOi7oe1tTUTJkzAz8+PkydPUlhYyOTJk3FxcXmEs3/6EUPTzWAymfj5z3/OsGHD6NmzZ7PbabVaOeC/srKyQa1PgUAgaGu8vLyYMmUKv/zlL5k+fTrV1dVs2rSJTz75hNraWqZNm4aVlRWxsbEcOXKkRXO/Pj4+TJo0CTs7O4KDg8nPz2fDhg2kpqa2eu7Y7BQ2f/58JEnCYDA87Kk+MwiLuBl+/OMfc/36dU6fPn3f7f785z/z3nvvPaFWCQQCwV2sra3p168f/fr1Iy8vj4sXL3L69GkMBgOurq5kZWWxbds2rK2tWzS1FhERQXl5OZcuXWL8+PHk5OQQFxcnW8etLRbj6enJokWL2jwe+2lEWMRN8JOf/IQ9e/Zw7NgxAgIC7rvtO++8I2fmUavVnDhx4gm1UiAQCO7i5+fHjBkz+OUvf8nkyZPlggwJCQlyeFNLGDx4MMHBwZw4cYIBAwYwZcoUCgsL2bhx40Nbx4IHI4S4HpIk8ZOf/IQdO3Zw9OhRgoODH/gdGxsbVCqVvIgSgwKBoL2wtbVl4MCBvPHGG/zlL39h8ODBZGZm8tvf/pYPPviAnJyc+4qpQqFgwoQJODk5sXv3bvz8/HjhhRcICgoiLi6OPXv2iOm3x4AQ4nr8+Mc/5ttvv2Xjxo04OTlRUFBAQUFBg6LZAoFA0NFRKBQEBwfzwQcf8Morr+Dm5saBAwf461//ymeffcYPP/zQ7HPN2tqaadOmodPp2L9/P9bW1kycOJGpU6dSVFTExo0bSUlJeai4Y0HTCCGux+eff45arWb06NH4+vrKy3fffdfeTRMIBIJWY2VlxfLly5k2bRqBgYFIkoRer+fgwYN89NFH7N69m6KiokaiqlKpmDJlCvn5+Zw8eRJJkggJCWHx4sUEBwdz+PBhdu/eLazjNkI4a9VDvOEJBIKnDVtbW5YsWYJOpyMxMZHS0lIWLFhARUUFP/zwA6mpqfj5+REdHU1YWJhcdMLf35/Ro0dz9OhR3N3d5bKNEyZMIDQ0lGPHjrFx40aGDx9OZGSkmA9+BIQQCwQCwVOOo6MjS5cuRafTkZyczLZt23j55Zfp378/e/bsISsri+PHj3PmzBnCw8Pp0aMHnp6e9OjRg9LSUk6ePImrq6vsBBYcHIyvry+nT5/myJEjpKenM3bs2IcqICEQQ9MCgUDwTODq6sqyZcvo3r07ubm5fPPNNxQWFtKlSxemTJnCsmXL6NOnD5mZmWzevJktW7aQkpLCoEGDCAwMZP/+/ZSXl8v7s7W1Zfz48UyfPp3S0lI2btxIUlKSGFl8CIQQCwQCwTOCl5cXS5YsoWvXrmRlZfHtt9/K4urk5MTgwYNZtmwZU6ZMwcrKisOHD7Nu3To5GmTv3r0NajoDBAUFsXjxYrp168bRo0eJjY2lqqrqiZ9bZ0YIsUAgEDxDBAYGsnjxYvz8/MjOzmbv3r1yOl+4W3SiW7duzJo1iyVLltCjRw8yMzOpqKjgwoULrF27Fr1e32CfNjY2jB8/nhkzZlBeXs7GjRu5fv26sI5biBBigUAgeMYIDQ1lwYIFuLu7c+fOHWJjY5v0gHZxcWHYsGEsX76cmTNn0qtXL06fPs27777L2bNnGwg4QNeuXXnhhRdkZ67Y2FgqKyuf1Gl1WoQQCwQCwTNIz549mTlzJo6Ojty6dYudO3dSU1PT5LaWlpaEh4fzyiuv8Oqrr6LVajly5Ajr168nNjaWjIwMufSijY0N48aNY8aMGajVapGHoQUIIRYIBIJnlJiYGIYOHYqdnR3Z2dns3LmTurq6+35n+PDhTJ06FWdnZ3r27IlWq2Xfvn2sW7eOH374Qbasu3btypIlS/D29n4Sp9KpEeFLAoFA8AwTHR2NQqEgPj6e7Oxsdu3axaxZs+R44ntRKBSMHDmS8vJy0tPTWbhwIXV1dVy/fp2EhATi4+MJDg6mZ8+edOnS5QmfTedEWMQCgUDwDKNQKBg6dCj9+vVDqVSSmZnJnj17Gjlk1UepVDJ58mSsra3Zs2cPLi4ujB07lhUrVjBy5EjUajW7du3im2++IS8v7wmeTedECLFAIBA84ygUCsaOHUuPHj2wsLDg5s2b7N+/H6PR2Ox37OzsmDZtGlVVVcTFxSFJEtbW1vTu3ZtFixYxb948/Pz8UKlUT/BMOidCiAUCgUCAhYUFkyZNIjQ0FIC0tDQOHjwoO2E1hbu7OxMnTiQrK4vz58/L6xUKBb6+vkyYMEFUpGsBQogFAoFAANwtEjF16lS6dOmCJEkkJydz9OjR+8YDBwcHM3ToUC5evEhaWtoTbO3TgxBigUAgEMjY2NgwY8YMfH19kSSJq1evcuLEifuKcd++fYmMjOTIkSMUFhY+wdY+HQghFggEAkED7O3tmTlzJh4eHphMJhISEjh37lyzYqxQKBg9ejSenp7s2bNHlEdsJUKIBQKBQNAIlUrFzJkzUalUSJLEhQsXuHjxYrPbW1paMmXKFJRKJXv37r2v17WgIUKIBQKBQNAkbm5uzJw5E3t7eyRJ4uzZsyQmJja7vYODA1OnTqWsrIwjR46IXNMtRAixQCAQCJrF29ubqVOnygk+Tp48SVJSUrPbe3p6MmHCBNLT0+9rQQv+gxBigUAgENyXwMBAJk2ahIWFBQqFgqNHj3Ljxo1mtw8NDWXQoEGcP3+enJycJ9jSzokQYoFAIBA8kNDQUMaOHYskSVhYWHDo0CEyMzOb3X7AgAGMGjUKPz+/J9jKzokQYoFAIBC0iB49ejB06FCMRiNKpZIDBw5w69atJrdVKBT07t0bKyurJ9zKzocQYoFAIBC0mP79+xMTE4NOp0OhULBnzx7y8/Pbu1mdGiHEAoFAIGgVQ4cOpWfPnuj1ehQKBbt376aoqKi9m9VpEUIsEAgEglahUCgYM2YMoaGhcrxwbGwsZWVl7dyyzokQYoFAIBC0GgsLCyZOnEhAQAB6vR5Jkti5cycVFRXt3bROhxBigUAgEDwUlpaWTJ06FQ8PDwwGA3q9np07d4oUl61ECLFAIBAIHhpra2tmzJgh1x3WarXs3LmTmpqadm5Z50EIsUAgEAgeCTs7O2bOnImNjQ0WFhZoNBp27txJXV1dezetUyCEWCAQCASPjJOTEzNmzADullKsrKxk165d6HS6dm5Zx0cIsUAgEAjaBDc3N2bMmIFOp8Pe3p7y8nJRn7gFCCG+h5MnTzJ9+nT8/PxQKBTs3LmzvZskEAgEnQZzkQiNRoOfnx/+/v7t3aQOjxDie6iurqZPnz7861//au+mCAQCQackICCASZMmkZOTQ3Z2dns3p8Nj2d4N6GhMnjyZyZMnt3czBAKBoFPTrVs3XnjhBdzc3Nq7KR0eIcSPiFarRavVyn+L+DmBQCC4ixDhliGGph+RP//5zzg7O8vLqFGj2rtJAoFAIOhECCF+RN555x3UarW8nDhxor2bJBAIBIJOhBiafkRsbGywsbGR/3Z0dGzH1ggEAoGgsyEsYoFAIBAI2hFhEd+DRqPh5s2b8t9ZWVkkJibi5uZGly5d2rFlAoFAIHgaEUJ8DxcvXmTMmDHy37/4xS8AWLZsGWvXrm2nVgkEAoHgaUUI8T2MHj0aSZLauxltSlFREcXFxY9l33q9ntraWiRJwtra+rEc43Gi0+lIS0vDzs4OKyurx3IMT09PvLy8Hsu+BQ9GXP/NI67/joFCetpUp53Jz89n1apV/OhHP8LX17e9m4NWq2XSpEnCm7sdGTVqFAcPHmzg1Cd4Mojrv/0R1/+DEUL8lFNZWYmzszMnTpwQHt3tgEajYdSoUajVarleq+DJIa7/9kVc/y1DDE0/I0RHR4sboR2orKxs7yYIENd/eyGu/5YhwpcEAoFAIGhHhBALBAKBQNCOCCF+yrGxseEPf/iDcJRoJ0T/ty+i/9sX0f8tQzhrCQQCgUDQjgiLWCAQCASCdkQIsUAgEAgE7YgQYoFAIBAI2hEhxIIWk52djUKhEDm3Bc8k4voXPC6EED8mMjIy+NGPfkRISAi2traoVCqGDRvGJ598Qm1t7WM7bnJyMu+++y7Z2dmP7Rgt4U9/+hMzZszA29sbhULBu+++267taQ6FQtGi5fjx4498rJqaGt59991W7auz9OO9PMvXf2pqKm+99RbR0dE4OTnh6+vL1KlTuXjxYru1qTk68vXfmfrxURGZtR4De/fuZf78+djY2LB06VJ69uyJTqfj9OnT/PrXvyYpKYkvv/zysRw7OTmZ9957j9GjRxMUFPRYjtES/vu//xsfHx/69u3LwYMH260dD2L9+vUN/v7mm2+Ii4trtD4yMvKRj1VTU8N7770H3C0u0hI6Sz/W51m//v/973/z9ddfM3fuXN544w3UajWrVq1i8ODBHDhwgPHjx7dLu5qiI1//nakfHxlJ0KZkZmZKjo6OUkREhJSXl9fo8/T0dOnvf//7Yzv+li1bJEA6duzYA7c1mUxSTU1Ni/edlZUlAdKaNWtatK0kSVJxcbEESH/4wx9afJz25Mc//rH0uG6Lh+mLztaP4vqXpIsXL0pVVVUN1pWUlEienp7SsGHDWny89qAjXf+duR9bixDiNua1116TAOnMmTMt2l6v10vvv/++FBISIllbW0tdu3aV3nnnHamurq7Bdl27dpWmTp0qnTp1ShowYIBkY2MjBQcHS+vWrZO3WbNmjQQ0WswPJfM+Dhw4IMXExEg2NjbSxx9/LEmSJGVkZEjz5s2TXF1dJTs7O2nQoEHSnj17GrShNUJsprMIiJmmHkRGo1H6+OOPpaioKMnGxkby8vKSXn31VamsrKzBdvHx8dLEiRMld3d3ydbWVgoKCpKWL18uSdJ/+u7epaX90ln6UVz/zTNnzhzJzc3tob77pOio1399OkM/thYhxG2Mv7+/FBIS0uLtly1bJgHSvHnzpH/961/S0qVLJUCaNWtWg+26du0qhYeHS97e3tJvf/tb6Z///KfUr18/SaFQSNevX5ck6e7D5M0335QA6be//a20fv16af369VJBQYG8j9DQUMnV1VX6zW9+I33xxRfSsWPHpIKCAsnb21tycnKSfve730kfffSR1KdPH8nCwkLavn273IZnVYhXrlwpWVpaSq+88or0xRdfSG+//bbk4OAgDRgwQNLpdJIkSVJhYaHk6uoqhYWFSR988IH01VdfSb/73e+kyMhISZIkSaPRSJ9//rkESLNnz5b/N1euXGlRuzpLP4rrv3mGDh0qhYWFPdR3nxQd9fqvT2fox9YihLgNUavVEiDNnDmzRdsnJiZKgLRy5coG63/1q19JgHT06FF5XdeuXSVAOnnypLyuqKhIsrGxkX75y1/K6+43NGfex4EDBxqs//nPfy4B0qlTp+R1VVVVUnBwsBQUFCQZjUZJkp5NIT516pQESBs2bGiw3YEDBxqs37FjhwRI8fHxze77UfqiM/SjuP6b5+TJk5JCoZB+//vft/q7T5KOev2b6Sz92FqE13QbYi755eTk1KLt9+3bB8AvfvGLBut/+ctfAnedXuoTFRXFiBEj5L89PT0JDw8nMzOzxW0MDg5m0qRJjdoxcOBAhg8fLq9zdHTk1VdfJTs7m+Tk5Bbv/2ljy5YtODs7M2HCBEpKSuQlJiYGR0dHjh07BoCLiwsAe/bsQa/Xt2OL2w9x/TdNUVERL7zwAsHBwbz11luPtK8nTUe6/jtzPz4IIcRtiLneaVVVVYu2z8nJwcLCgtDQ0AbrfXx8cHFxIScnp8H6Ll26NNqHq6sr5eXlLW5jcHBwk+0IDw9vtN7sKXlvO54l0tPTUavVeHl54enp2WDRaDQUFRUBMGrUKObOnct7772Hh4cHM2fOZM2aNWi12nY+gyeHuP4bU11dzbRp06iqqiI2NhZHR8eH3ld70FGu/87ejw9ChC+1ISqVCj8/P65fv96q7ykUihZtp1Qqm1wvtaJuh52dXYu3FYDJZMLLy4sNGzY0+bmnpydw93+4detWzp8/z+7duzl48CArVqzgww8/5Pz580/dg6MpxPXfEJ1Ox5w5c7h69SoHDx6kZ8+eT+zYbUVHuP6fhn58EEKI25hp06bx5Zdfcu7cOYYMGXLfbbt27YrJZCI9Pb1BnF5hYSEVFRV07dq11cdv6UPt3nakpaU1Wp+amip//qzSrVs3Dh8+zLBhw1r0EB88eDCDBw/mT3/6Exs3bmTx4sVs3ryZlStXPtT/prMhrv+7mEwmli5dypEjR/j+++8ZNWpUq/fREWjv6/9p6ccHIYam25i33noLBwcHVq5cSWFhYaPPMzIy+OSTTwCYMmUKAH//+98bbPPRRx8BMHXq1FYf38HBAYCKiooWf2fKlClcuHCBc+fOyeuqq6v58ssvCQoKIioqqtXteFpYsGABRqOR//3f/230mcFgkPu5vLy8kWUWHR0NIA/P2dvbA63733Q2xPV/l5/+9Kd89913fPbZZ8yZM6fV3+8otPf1/7T044MQFnEb061bNzZu3MjChQuJjIxskFno7NmzbNmyhZdeegmAPn36sGzZMr788ksqKioYNWoUFy5cYN26dcyaNYsxY8a0+vjR0dEolUr++te/olarsbGxYezYsXh5eTX7nd/85jds2rSJyZMn8+abb+Lm5sa6devIyspi27ZtWFi0/n1t/fr15OTkUFNTA8DJkyf54x//CMCSJUs6jZU9atQofvSjH/HnP/+ZxMREJk6ciJWVFenp6WzZsoVPPvmEefPmsW7dOj777DNmz55Nt27dqKqq4quvvkKlUsmCY2dnR1RUFN999x1hYWG4ubnRs2fP+w61dbZ+FNf/3ReLzz77jCFDhmBvb8+3337b4PPZs2fLLwwdnfa8/p+mfnwg7eu0/fRy48YN6ZVXXpGCgoIka2trycnJSRo2bJj06aefNkhWoNfrpffee08KDg6WrKyspMDAwPsmNLiXUaNGSaNGjWqw7quvvpJCQkIkpVLZZEKDpjAnNHBxcZFsbW2lgQMHPlJCg1GjRjUZwE8zoSUdheYyC3355ZdSTEyMZGdnJzk5OUm9evWS3nrrLTl71OXLl6VFixZJXbp0kZMeTJs2Tbp48WKD/Zw9e1aKiYmRrK2tWxTK0Vn78Vm+/s2x0c0t5mxpHZGOdP135n5sLQpJaoWng0AgEAgEgjZFzBELBAKBQNCOCCEWCAQCgaAdEUIsEAgEAkE7IoRYIBAIBIJ2RAixQCAQCATtiBDiduJvf/sbERERmEym9m7KI/Ob3/yGQYMGtXczWoXo//ZF9H/7Ivq/g9He8VPPImq1WnJzc5NWr14tr+P/xcb93//9X6PtzQXP71dirKVs27ZNWrBggRQcHCzZ2dlJYWFh0i9+8QupvLy8ye1jY2Olvn37SjY2NlJgYKD0P//zP5Jer2+wTX5+vmRjYyPFxsY+cvueBKL/2xfR/+2L6P+OhxDiduDjjz+WVCqVVFtbK68z3wje3t5SdXV1g+3b8kZwd3eXevXqJf3+97+XvvrqK+nNN9+UrK2tpYiICKmmpqbBtvv27ZMUCoU0ZswY6csvv5R++tOfShYWFtJrr73WaL8LFiyQRowY8cjtexKI/m9fRP+3L6L/Ox5CiNuB3r17Sy+++GKDdYAUHR0tAdKHH37Y4LO2vBGaysa0bt06CZC++uqrBuujoqKkPn36NHgD/d3vficpFAopJSWlwbZbt26VFAqFlJGR8chtfNyI/m9fRP+3L6L/Ox5ijvgJk5WVxdWrVxk/fnyjz4YNG8bYsWP529/+Rm1t7WM5/ujRoxutmz17NgApKSnyuuTkZJKTk3n11VextPxPSvI33ngDSZLYunVrg32Yzyc2NvYxtLrtEP3fvoj+b19E/3dMhBA/Yc6ePQtAv379mvz83XffpbCwkM8///y++9FqtZSUlLRoeRAFBQUAeHh4yOsSEhIA6N+/f4Nt/fz8CAgIkD834+zsTLdu3Thz5swDj9eeiP5vX0T/ty+i/zsmovrSE8Zc4zQ4OLjJz0eMGMGYMWP44IMPeP3115utAbpp0yaWL1/eomNKD0gn/te//hWlUsm8efPkdfn5+QD4+vo22t7X15e8vLxG60NCQkhOTm5Rm9oL0f/ti+j/9kX0f8dECPETprS0FEtLSxwdHZvd5t1332XUqFF88cUX/Nd//VeT20yaNIm4uLhHbs/GjRv5+uuveeutt+jevbu83jw0ZWNj0+g7tra2VFZWNlrv6ura6E21oyH6v30R/d++iP7vmAgh7oCMHDmSMWPG8Le//Y3XXnutyW18fX2bfFtsDadOneLll19m0qRJ/OlPf2rwmflN2FzUuz51dXVNvilLkoRCoXikNnUERP+3L6L/2xfR/08eIcRPGHd3dwwGA1VVVTg5OTW73R/+8AdGjx7NqlWrcHFxafR5bW0tarW6Rcf0+f/bu+/wKKr1gePf2U3vHUJJQtGEHohShQQUIl1BFCwoqHgBG14LFoqFy/WnIsgVEOSColwVG4L0LgJSA1Kl9yRAQkhjU3Z+fyxZs8km2dTZJO/nefaJO3N25uw67LvnzDnvqVu30Lb9+/czYMAAWrZsyffff28xIAL+7hK6fPkyDRs2tNh3+fJl2rdvX+iYycnJFvd57JF8/tqSz19b8vnbJxmsVcUiIiIA0+jF4kRHRxMTE8P7779vdQTjt99+a/5VWtKjoJMnT3LvvfcSFBTEihUrrHZTRUZGArB7926L7ZcuXeLChQvm/fmdPn2aZs2aFfu+tCafv7bk89eWfP72SVrEVaxTp06A6QJr3bp1sWUnT55MTEwMc+fOLbSvrPdo4uPj6dWrFzqdjtWrVxMYGGi1XIsWLYiIiGDu3Lk888wz6PV6AGbPno2iKBYDKwBSUlI4efIko0ePLnWdqpJ8/tqSz19b8vnbKW2mL9duLVu2VIcNG2axDVDHjh1bqGx0dLQ5601FTKhv06aNCqivvvqqumjRIovHmjVrLMouW7ZMVRRF7dGjhzp37lz1+eefV3U6nfr0008XOu7333+vAuqJEyfKXcfKJp+/tuTz15Z8/vZHArEGpk2bpnp4eFikdCvqH8LGjRsr9B9C3rGsPaKjowuV/+mnn9TIyEjV2dlZbdCggfrWW2+pWVlZhco99NBD6l133VXu+lUF+fy1JZ+/tuTztz8SiDVw/fp11c/PT/3888+1rkqFuHz5suri4qL+/PPPWlfFJvL5a0s+f23J529/ZLCWBry9vXn11Vf54IMPasQyZNOnT6dVq1YMHDhQ66rYRD5/bcnnry35/O2PoqolpD0RQgghRKWRFrEQQgihIQnEQgghhIYkEAshhBAakkAshBBCaEgCsRBCCKEhCcRCCCGEhiQQCyGEEBqSQCyEEEJoSAKxEEIIoSEJxPlMnTqVO++8E09PT4KCgrjvvvs4duyY1tUSQghRg0kgzmfz5s2MHTuWHTt2sHbtWrKzs+nVqxfp6elaV00IIUQNJbmmi3HlyhWCgoLYvHkz3bp107o6QgghaiAHrStgz1JSUgDw8/MrsozBYMBgMFhsc3Z2xtnZuVLrJoQQomaQrukiGI1GXnzxRbp06ULLli2LLDd16lS8vb0tHrGxsVy+fLkKayuEEKK6kq7pIowePZqVK1eydetWGjRoUGS5gi3iuLg4oqOj2bNnD+3atauKqgohhKjGpGvaimeffZbly5ezZcuWYoMwFO6G9vDwqOzqCSGEqEEkEOejqirPPfccP/30E5s2baJRo0ZaV0kIIUQNJ4E4n7Fjx7J48WKWLl2Kp6cn8fHxAHh7e+Pq6qpx7YQQQtREMlgrn9mzZ5OSkkJMTAzBwcHmx7fffqt11UR1lpOjdQ2EEHZMWsT5yLg1UeEyMyExEYKCQHpVhBBWSItYiMqUkgLJyaa/QghhhQRiISpLZqYpALu7m/5mZmpdIyGEHZJALERlSUkx3R92dzf9lVaxEMIKCcRCVIb8rWGQVrEQokgSiIWoDCkpkJ0NDg5gNJr+ZmdLq1gIUYiMmhaiomVnm1q+ej2kpv69Xa83bc/OBkdH7eonhLArEoiFqGiOjlCvHlibDqcoEoSFEBYkEAtRGWQZTCGEjeQesRBCCKEhCcRCCCGEhiQQCyGEEBqSQCyEEEJoSAKxEJVNVl8SQhRDArEQlSkzEy5elIxaQogiSSAWojLJ6ktCiBJIIBaissjqS0IIG0ggFqKyyOpLQggbSCAWojLI6ktCCBtJIBaiMsjqS0IIG0muaSEqmqy+JIQoBQnEQlQ0WX1JCFEKEoiFqAyy+pIQwkZyj1gIIYTQkARiIUDSUAohNCOBWAhJQymE0JAE4gK2bNlC//79qVevHoqi8PPPP2tdJVHZbE1DKa1mIUQlkEBcQHp6Om3atOHTTz/VuiqiKtiahtKWVrMEaiFEGdjlqOnLly+TmJhI06ZNcc/LTFRFevfuTe/evav0nEJDeWkofX3/bhW7ulovl5xsGg1tbX9mJiQmQlCQ9f1CCFEEu2oRL126lIiICBo0aEC7du34448/ALh69Spt27a1y25ig8HAjRs3zI+0tDStqyRsZWsaSltazbLKkhCijOwmEC9btoxBgwYREBDApEmTUPMlQwgICKB+/fosWLBAwxpaN3XqVLy9vc2P6OhoraskbGVrGsqSFm+QVZaEEOVgN4H4nXfeoVu3bmzdupWxY8cW2t+pUyf27dunQc2K9/rrr5OSkmJ+bN68WesqCVsUTEOZ98ifhhJsazXLKktCiHKwm3vEBw8eZNq0aUXur1OnDomJiVVYI9s4OzvjnC+LkoeHh4a1ETazNQ1lXqvZ3f3vVnNa2t/3kosK1N7e5nvFubm56PX6KnpjQojqxm4CsZubG+np6UXuP3XqFP7+/lVYI1HjlZSG0pbFG0oK1EggFkIUz24Ccffu3fniiy948cUXC+2Lj49n3rx59OvXr9LrkZaWxokTJ8zPT58+TVxcHH5+foSEhFT6+YUdKanVDDatsmRIT8fJyalq6iyEqHbsJhBPmTKFjh07cueddzJkyBAURWH16tVs2LCBzz77DFVVmTRpUqXXY/fu3XTv3t38/KWXXgLg8ccfZ+HChZV+fmFnSmo1l9S9nZlJ5okTeLZsKdOahBBWKapq7VtEG4cOHeKFF15g48aNFqOmY2Ji+PTTT2nWrJmGtbPN3r17iYqKYs+ePbRr107r6gitxcdzdNMmImJioG5drWsjhLBDdtMiBmjRogXr1q0jOTmZEydOYDQaady4MYGBgVpXTdRkOTmme7sV7dZArlMJCdyWlIQ+3wAuIYTIY1eBOI+vry933nmn1tUQtUFlZsS6Na0pHbh84QIN/PwkEAshCrGbecSffPIJsbGxRe7v3bs3s2fPrsIaiVqhsjJi3WoN93voISZNmsTQJ58k9cIFSfYhhCjEbgLx/Pnzad68eZH7mzdvzty5c6uwRqLGszUjli2LORQsc2taU/zVq6SkpJCUksKaFSs48NtvZOclCxFCCOwoEJ88ebLYwVgRERGcPHmyCmskajxbMmLZsupSwTL55h+7qyqegLuqkqOqHNy1i/99+SW7du0qdt68EKL2sJt7xE5OTsTHxxe5//Lly+h0dvO7QVR3NmTEAkpedclamVvzj8+dPctfWVkkA265uZzT6fD18cGYm8u+ffuIi4sjJCSE8PBwQkJC5PoWopaym3/5HTt2ZOHChaTmT4xwS0pKCgsWLKBjx44a1EzUSLYs+GBL17WVMjt37qT/Aw8QFhFB/PXrGIDkzExemzSJmXPncubMGQBUVeXs2bOsWbOGxYsXs3PnTlKqKE91UlISjzzyCF5eXvj4+PDkk0/avHKYqqr07t0bRVEKrYi2a9cu7r77bnx8fPD19SU2Npb9+/dXwjsQouawm0A8adIkLl26RGRkJDNnzmTDhg1s2LCBTz75hLZt23L58uUqSeghagFbF3ywpeu6QJlfFy+mS5curFy5koJT9FVV5eDBg7z//vvs3bvXYl9GRgZxcXF8++23LF26lEOHDpFZzoFdMTExRSaheeSRRzh06BBr165l+fLlbNmyhVGjRtl03OnTp6PkZRbLJy0tjXvvvZeQkBD++OMPtm7diqenJ7GxsXJfXIhi2E3XdIcOHVi2bBnPPPMML7zwgvkfuqqqNGrUiF9++YVOnTppXEtRI9iy4IMtXdcFysQdP84ro0bhaDRSVAg1Go0AzJs3j9dee42wsLBCZRISEkhISGDbtm00aNCA8PBwwsLCKqzr+siRI6xatYpdu3Zxxx13ADBz5kz69OnDhx9+SL169Yp8bVxcHB999BG7d+8mODjYYt/Ro0dJSkrinXfeoWHDhoDpB3br1q05e/YsTZs2rZD6C1HT2E0gBujZsycnTpxg37595oFZTZo0oV27dlZ/gQtRZiWlrrRhMYeCZWZ8+in6W4Oz8gdiPZBr5RQrVqxgzJgxRVZBVVXOnz/P+fPncXNzIyIigvDwcDw9PUv5Zi1t374dHx8fcxAGuOeee9DpdPzxxx/cf//9Vl+XkZHBww8/zKeffkpdK1nCwsPD8ff3Z/78+bzxxhvk5uYyf/58mjVrZvUHhxDCxK4CMYBOpyMqKoqoqCitqyJqK1tWXQKLMhcvXWLHunWogCumf1g5gAsQCFwBbuY7hdFo5MCBAyQlJeHn51dilTIyMti7dy/79u2jXr16REREEBYWVqZVneLj4wkKCrLY5uDggJ+fX7EDJseNG0fnzp0ZOHCg1f2enp5s2rSJ++67j3fffReA2267jdWrV+NQGZnLhKgh7O5fx+HDhzl16hTJycmF7rEBDB8+XINaiZosJyeH3NwCbVZ//6K7rm91L+eVyczMZNG333L6VhEVUxAG8AJ8AQOWgRhMLd4jR47QuXNnm+uqqioXLlzgwoULuLq60r59e5o2bYqDgwP/+te/+Ne//mUum5mZyY4dO3j22WfN2w4fPmzzufL75Zdf2LBhA/v27SuyTGZmJk8++SRdunThf//7H7m5uXz44Yf07duXXbt24SpZxYSwym4C8cmTJ3n00UfZuXOn1QAMoCiKBGJRobmhc3JyOHz4sE0Do4xGI6mpqSQnJ5OUlERycjLJycmkp6dz4MABshTF4tp1AbyB9Ft/b2AZjBVF4caNG2RkZJSp7hkZGaxatYro6GhatWrFP/7xDx588EHz/kceeYTBgwczaNAg87Z69epRt25dEhMTC30OSUlJVrucATZs2MDJkyfx8fGx2D548GC6du3Kpk2bWLx4MWfOnGH79u3m+9mLFy/G19eXpUuXMnTo0DK9TyFqOrsJxM888wx//vkn06dPp2vXrvj6+mpdJWGPKjg3dG5uLpmZmTg6OlqsGXzz5k2uXbvGtWvXuHr1KteuXSMpKalwy/kWJyenQj8gvTD9A7sO+Nx6nj8Qq6qKq6truQZhubm5YTAYyM3Nxc/Pz6Kb29XVlaCgoEKDpDp16sT169fZs2eP+RbQhg0bMBqNdOjQwep5xo8fz1NPPWWxrVWrVnz88cf0798fMP0w0Ol0FuM58p7nDVIT1VRlLYwiADsKxL///jtvvPEGzz33nNZVEfbMlgQbYPMXR25uLsnJyWRmZpKcnMzVq1e5evWqzXNqnZycCAgIoEGDBmzatMkcjPO3hsF6q1hRFMLDw8sUiJ2cnAgJCSE4OBiDwVCq1zZr1ox7772Xp59+mjlz5pCdnc2zzz7L0KFDzSOmL168yN13382XX35J+/btqVu3rtXWckhICI0aNQJMgy1feeUVxo4dy3PPPYfRaOTf//43Dg4OFmt8i2qmMhdGEYAdBeKAgAC8vb21roawZwWTZxS1rGARXxypqalcvHiRCxcucPHiRS5evMjly5eLbOUW5OvrS0BAgMXDy8vL3AJct24dW7ZsITc3Fy/AEVMAVjDdM/bg71axTqejefPmNg3Uys/f35/69etTp04ddDodWVlZpQ7EAF9//TXPPvssd999NzqdjsGDB/PJJ5+Y92dnZ3Ps2LFSdZtHRESwbNky3n77bTp16oROp6Nt27asWrWq0FQnUY3Y+uNXlJmiFnVDtopNmTKFpUuXsn379jKNBLUXe/fuJSoqij179tCuXTutq1OzxMfDtWvg62v6YvD3ByuttOzz57l2+DAXcnI4e/MmFy9e5NKlS9y4ccOinM5oxGilNers7ExAQACBgYHmgOvv74+jo2Ox1Ttw4ADDhg1DycmhHqZWcUE3gYuAUadj3LhxhIaGFntMnU6Hn58fQUFBBAUF4Vxg2lVWVhbp6elERkYW2idEuWVmwrlzoNOZBimGhEgwrgR20yK+/fbbyc3NpU2bNowcOZKGDRtaDcj5B56IWsRKgg31+nVSVJWLSUnmFm7CmTNknThBrqqiqCrJnp5kW+midszJwfPmTVxDQnD08qJu3brUqVOHgIAAPDw8TK1cW7q385Vp3bo1H3/8MePGjSPRaLR6X1RRFIyKwogRI4oMwnn3dgMDA/Hx8anWP0xFNZeXOS7vx2/+efT5yT3kcrGbFrEt98kURbG5G1Er0iKuHFnnznH12DEupqURHx9PfHw818+e5SqQ6uZmLueZkYF7ZiaZLi643rxJuqsrqW5ueHh4UL9+fRo0aED9+vVp6OhIkNGIMSiIuPh43N3dLQZrKTdvort2DaO/P6qLtbZt0WUOHDjArFmzLO4Zg+n6bdGiBbGxsYWCsF6vJzg4mAYNGlh0d5f4uUiLWFSWvNawszM4OUFWFhgMhVvFcg+53OzmJ8zGjRu1roKwA6qqkpycbHkf99w5sk6fxsHKusCOej263FyMej2OOTl45OTg07Ah4fXrUy8wkGBfXwKjovCqU+fv4Javu81w4wbKzZt/t7Rv0aWmor9xA5ycyC0iEBdVpnXr1syZM4dLly4xcOBAbty4gaurK6+99lqhe8J+fn4EBwdTt25dSXoh7Ist2eXyysk95HKxm3/50dHRWldBVLGbN29y+fJlc8DNe1ib0+vg5lYowYa3tzf16tUjKizM3MoN1Olw8Pf/u9D166a/+VuY+bvb0tLQp6WZ7jffoty8iS4tDaOLi+mvp2ehVrEtZerVq4erqyvpN27g5ORkDsJ5I57r16+PSxFBXghN2ZJdrmBO9uIGUIpi2U0gzmMwGNi7dy+JiYl06dKFgIAAraskysloNHLt2rVCAffq1atFJm/Jz8HBgeCGDc3dyvXr16devXqWOZezs+HCBbh50/YvDgA3NxzS002t4ltd07rUVMjJQfXyQrlxA11qaqFWsS1lAFxUlXpA1q33Wb9+fSIiIqT1K+ybLQujgO33kEWx7Orb4JNPPmHy5MnmNVnXrl1Ljx49uHr1KhEREfzf//0fI0eO1LiWojiZmZmFAu6lS5dsnmLj6+trDrZ5j6CgoJIHLJXmi6Ngd1tOjimwenn93dK99WVidHUt1OK1pUyeUB8fjBkZpLu7ExoaSnh4uCxgIqqHksYc2LJCGchALhvYzaezYMECXnzxRYYOHUqvXr0sAm5AQAA9evTgm2++kUBsJ4xGI1euXCkUdK9du2bT652cnKhXr16hoOuWb+BVqZX0xWGtuy0rC3Q6dFlZkJ1tCsjZ2eDiYgrUej1kZFi0eG0pA6aAvfCTT9i+YwcB/v6EhYZadpELUZ3Zcg9ZBnLZxG4C8UcffcTAgQNZvHix1S/zqKgoi4QDouqkp6dbbeXauti7v7+/Rbdy/fr1CQgIqLD1dW1mrdVsMGBIScHBwwNHQDEYQK9Hlz+RhV5v2n7r/ZZY5lbrO6/7WvHwoEloKKSlkStfRqImsPUesgzksondBOITJ07w/PPPF7nfz8/P5tZWeX366ad88MEHxMfH06ZNG2bOnEn79u2r5Nxays3NJSEhoVDQvZ434KkELi4u5vu3+e/l2tWqOwVbzYqC6uyM6uQEjo7kBgWV2L1tS5n83df+/v7g7l5k97UQ1Y4tt4JkIJfN7CYQ+/j4cPXq1SL3Hz58uMiVYSrSt99+y0svvcScOXPo0KED06dPJzY2lmPHjhVaw7U6y0v3mP9x+fJlcqxMESpIURQCAwMLdSv7+flVfSu3gqn55hKXp0z+7mtfb+8iu6+FqLZKuhUkA7lsZjeBuE+fPsydO5cxY8YU2nfo0CHmzZtXJfeHp02bxtNPP82IESMAmDNnDr/++iv//e9/GT9+fKWfv6Ll5OQQHx9fKOgWTPdYFFdX10LdysHBwZI8ojjZ2Rbd1x5g6sa20n0tKk96ejqJiYnmRSlEFbJ1IJcA7CgQv/fee3To0IGWLVvSv39/FEXhiy++4L///S8//PADwcHBTJw4sVLrkJWVxZ49e3j99dfN23Q6Hffccw/bt2+3+hqDwWAxIjhv1Z6cnByb76FWBlVV+eCDD7hw4YJNS9DpdDrq1KlDvXr1zI/69evj6+trdZSvlu+tImVnZ5OTk0N6enqFvifF3d38JZRz8yaGfK1gNSvLNEisAmRlZZmvtereG1HRVq1axZo1a2jVqhV9+/alQYMGWlfJLuXk5FR8xsL4eNMcfm9v05RCMAVivd5qfvjy0Ov1lTodsKQc8xVCtSMJCQnqk08+qfr6+qqKoqiKoqheXl7qiBEj1ISEhEo//8WLF1VA3bZtm8X2V155RW3fvr3V10yaNEkF5CEPechDHjXwURXsokVsMBhYvXo1YWFhfP7553z++edcuXIFo9FIYGCgXf/Sf/3113nppZfMz+Pi4oiOjuaPP/6gbdu2GtYMvvrqK86fP29u3eb9LU0u49qgUloEeeLjURMSUOrUqfCWQJ7KbhFUR7m5uezYsYOVK1daDDZUFIUOHTrQu3dv0yC6Ws5gMLB//34cHBwscq2Xl1JMj48tYyxsldcj1KZNm2p9u8wu/vU6OTkxZMgQZsyYQevWrQEIDAys8noEBASg1+tJSEiw2J6QkFDkQDFnZ2eLC8DDwwMwZYOqki6NYjzxxBMScG1Qaf+fMjMhN9c0hzI319QtJ/fHqoSjoyMxMTF06dKF3377jVWrVplvG+3atYu9e/fSpUsX7r33Xnx8fLStrIaMRiMODg6FFj0ptwK52yuLo6Mj6enpODo6av59Wx520dRUFIXbbrut2FHTVcHJyYmoqCjWr19v3mY0Glm/fj2dOnXSsGZlI0FYY3mjRt3dTX9vZYwTVcfR0ZEePXrwzjvvMGDAAPNUutzcXLZs2cKkSZP48ccfzUFaCC3YRSAGeOONN/jPf/7DsWPHNK3HSy+9xLx58/jiiy84cuQIo0ePJj093TyKWgibFDVq1MqCFqLyubi4cO+99/Luu+/Su3dvcy9WdnY269atY8KECSxbtszqgiNCVDa76JoG2LFjB/7+/rRs2ZKYmBjCwsIKJYJQFIUZM2ZUaj0eeughrly5wsSJE4mPjycyMpJVq1ZRp06dSj2vqGFsXUJOVCk3Nzf69+9PTEwMa9asYfPmzeTk5GAwGFi5ciWbN2+mZ8+exMTEVOt7jhVKckVXOkVVbVj+pgrYMiBLUZTKG1RTQfbu3UtUVBR79uyhXbt2WldHaCH/SlAFubhAgwYyj9hOXL9+nZUrV/L7779bTPPz9PQkNjaWrl27Vut7jyUxGAzExcUVeY9YuXkT3bVrGP39i88Ip1GwzsrKIj09ncjIyGr9w6lUn1yjRo1Kfd9RURROnjxZYjlb5roKUS3YuhKU0JyPjw/Dhg2jZ8+erFixgj/++ANVVUlNTeX7779n/fr19O7dm06dOpW8AlgNpEtNRX/jBjg5FZkRzuZgLYpUqkAcHR1dKBDv3r2bQ4cO0bx5c8LDwwE4duwYhw8fpmXLlkRFRVVcbYWoLqrxr/PaKCAggOHDh9OzZ09+/fVX9u7dC0BycjKLFy9m7dq19O3blzvuuMOup1NWJHO+dBeXYvOk2xKsRfFKFYgXLlxo8fznn3/m559/Zu3atdx9990W+9auXcuDDz7Iu+++W6oK7dixg40bN5KYmMiYMWO47bbbyMjI4OjRo9x+++3m6UFCCFHRgoODeeqppzh//jzLli3j4MGDAFy5coWFCxeyevVq+vXrR2RkZI2flZC3epjq5YVy44bVPOm2BmtRvHL9tJs4cSLPPfdcoSAM0LNnT5599lneeustm46VlZXFoEGD6NKlC2+++SaffPIJ58+fN1VSp6NXr16VPlBLCCEAGjZsyJgxY3j55ZfNPX0Aly9fZt68ebz//vscOnQIOxliU+Hyrx4GYHR1RZeWhlJg3IM5WLu5QU6O6bkotXIF4uPHjxebncbf39+m+8MAEyZMYPny5cyePZtjx45ZXOAuLi4MGTKEpUuXlqe6QpSODStR2VRGVFuNGzfmhRde4IUXXrBYPOLcuXN8+umnTJs2jb/++kvDGlYO8+pher1p1L9eD9nZFoHW1mAtSlauQNykSRMWLFhgdTJ8amoq//3vf2ncuLFNx/rf//7H6NGjGTVqFH5+foX2N2vWjFOnTpWnukLYLjMTLl4sft6vLWVAgnUNEB4ezssvv8zo0aMtFo84efIk06dP55NPPuHMmTPaVbAiFVg9LO9hsXoYtgVrQK5/G5RrvPl7773HAw88QEREBE888QRNmzYFTC3lL774goSEBJYsWWLTsRITE2nVqlWR+/V6PRkZGeWprhC2S0kxraHq7Fz0vF9bymRmQmKiKc2lzB+u1hRFoVWrVrRo0YK4uDiWL19OfHw8AEePHuXo0aO0bt2afv36Ve+VnhwdyQ0KKn7Uf4FgbVZgqU8ZUW2bcgXi++67jxUrVvDaa6/xr3/9y2JfZGQk8+fPJzY21qZjNWzYkKNHjxa5//fffzcHeiEqVf6sWEWtoWpLGbAtWItqRafT0a5dOyIjI9m5cye//vor165dA+DAgQP8+eefREVF0bdv32qbCKjEhRlsCdbIiGpblXsGdq9evejVqxfx8fGcPXsWgNDQ0CIXSSjKww8/zLRp0xg8eDC333478Heu5Hnz5vHdd9/x73//u7zVFaJkeTmifX1NQdRaNixbytgarEW1pNPp6NixI3fccQfbt283r/Skqiq7d+9m7969dOjQgT59+tTIlZ5KCtYyotp2FZYKpW7duqUOvvm9+eab7Nixg27dutGsWTMURWHcuHEkJSVx4cIF+vTpw7hx4yqqukJYV1SO6PxB1JYyYFuwFtWeg4MDXbt2pUOHDvz222+sXr2atLQ0jEYj27dvZ+fOndx1113ce++9eHt7a13dKmPL9CdhUu6Z6efOneMf//gH4eHh+Pn5sWXLFgCuXr3K888/z759+2w6jpOTE6tWrWLBggU0btyYiIgIDAYDrVu3ZuHChSxbtqxWZrYRVSwvR7SDw985orOzLVdOsqWMLPpQ6zg5OXH33Xfzzjvv0L9/f4uVnjZv3szEiRNrzUpPMqK6dMrVIj58+DBdu3bFaDTSoUMHTpw4Qc6tEXIBAQFs3bqV9PR05s+fX+i1L730Eo899hht27YFTAE9MDCQRx99lEcffbQ81RKibLKzTYFSr4f8Iz/1etP2W6NFSyzj6CiLPtRiLi4u9O7dm+joaNatW8fGjRsxGAzmlZ62bt1Kjx49uPvuuwstbFOtFJNf2jyi2sXl7xHVGRnSKi5CuQLxq6++io+PDzt27EBRFIKCgiz29+3bl2+//dbqa6dPn84dd9xhDsSNGjVi0aJFPPzww+WpkhBlZ2uO6JLK2BLQJd90jefm5saAAQPo3r07q1evZsuWLeTk5HDz5k1WrFhhXukpOjq62i1YUOxoaBtHVIu/lSsQb9myhYkTJxIYGGgeNZhfSEgIFy9etPraOnXqWMwLrqkZakQ1Y8sXYkllZNEHkY+npycPPPAA99xzj8VKT+np6fz8889s2LCB2NhY7rrrrmqz0lOxo6ELjKg2Go1/5+eW69+qcgVio9GIm5tbkfuvXLlS5C+9vn378s4777BmzRp8fHwA+Oijj/jmm2+KPJ6iKJJdS1QP1ayFIypf/pWefv31V3bu3Imqqty4cYMlS5awbt06+vTpQ8eOHe16PIwto6Hzj6jOzclBkfWMi1WuT6ddu3b8+uuvjBkzptC+nJwcvvnmGzp27Gj1tTNmzCAoKIiNGzdy6NAhFEXh/PnzJCUlFXm+mp5kXQhR8wUEBPD444/Tq1evQis9ff3116xZs4Z+/foRFRVllys9lXY0tPR2lqxcgfj111+nX79+jB49mqFDhwKQkJDAunXr+Ne//sWRI0f4z3/+Y/W17u7uFklAdDod06dPl3vEQohaobiVnhYsWMCqVavo378/bdq0sZtGSFGjoYubI5ydnV1tuty1oqjl/LmyaNEiXnjhBVJSUlBVFUVRUFUVLy8vZs+ezbBhw6y+btCgQYwbN46uXbsCsHnzZpo3b05gYGB5qqO5vXv3EhUVxZ49e2jXrp3W1RFCVBMnT55k2bJlhRaRCAkJYcCAAeb8ChXJYDAQFxeHu7s7TiVl0wL0V66gS07G6Olp3qZLTcXo60tu3nd3gdHUSUlJVtcPqAhZWVmkp6cTGRlZ7Qa85VfuQAyQnp7O2rVrOX78OEajkSZNmhAbG4tnvv9ZBen1er788kseeeQR8/OaMGpaArEQojyOHTvGL7/8wunTpy22N23alP79+3PbbbdV2LlKFYizs3FISDCNfC5AdXYmp04dlNzcQqOpz58/T8OGDSuszvnVlEBc5q7pjIwMGjZsyPjx43nllVe47777SvX6+vXrs2/fPnMgzmtNCyFEbZa30tPBgwdZtmwZFy5cAODEiRN8/PHHNGvWjP79+xMWFla1FbMhv7Tu+vVCo6lTUlIqLRDXFGUOxG5ubjg4OOCelzmolIYOHcqHH37Id999Zx41PX78eKZOnVrkaxRFYf/+/WU6nxBCVBcFV3patmwZCQkJABw5coQjR47Qpk0b+vXrR/369ausXsXlly5qNHVSUpLlFCZRSLkGaw0ePJjvv/+e0aNHl7o1O3XqVJo2bcrGjRtJTExEURTc3d1rZHJ0IYQoi7yVntq0acOuXbssVnrav38/Bw4cICoqin79+hVKqFTldS1iNHVOTg5Xr17VvH72rFz3iLds2cKYMWMICAjg6aefJiwszGrKNlvulep0Or766iu5RyyEEEXIyclh27ZtrFy5kpR8uc3zVoLq3bt3qRozpR2sVRTl5k0cLl/G6Ohozi6ny84mJziY9du24ePjUynfh7X+HjFATEyM+b9/++23Qvvz7vvm5uaWeKzTp09X+xHTQghRmRwcHOjWrRsdO3YstNLTtm3b2LlzJ126dKnylZ6Kyy0NpilZaWlpeHh4VFmdqpNyBeIFCxZUVD0IDQ2tsGMJIURNlrfSU5cuXdi4cSPr1q0jMzOTnJwcNm/ezLZt24iJiaFnz56VH/xKyC2tu9UQO3r0KFFRUTIo14oKmb5UFjqdDp1OR0ZGBk5OTuh0uhL/BymKYl7dqTJMmTKFX3/9lbi4OJycnLh+/XqpjyFd00KIqpaRkcHatWvZtGkThnzTi1xcXIpd6anCuqazsqyOpn7woYc4f+kSbl5evPLKKzRr1oyQkJAyn6cg6Zoup4kTJ6IoCg63Jn7nPddSVlYWQ4YMoVOnTlaXbhRCCHvk5ubGwIED6dGjR7ErPcXExJQr4BalqNHUydeu4ZaSQtatIH3s2DF8fHzw8vKq8DpUZ6VqEY8cORJFUZg7dy56vZ6RI0eWfAJFqXZBbeHChbz44ovSIhZCVEvJycmsXLmSbdu2YTQazdu9vLy499576dKlC46OjhXWIi7KoC5d0F+9SoaHB8/fSmns6upKx44dK+R8tbJFvGHDBnQ6HUajEb1ez4YNG2zqTq7JDAaDRVdQWlqahrURQgjw9fXl4YcfNq/0tGvXLvNKT9999x3r1q2jd+/e5vXgK4Ny8yZeRiOJgA+gz8oi18mJzMxMc4NFclCblCoQnzlzptjnpfHll1+W6XXDhw8v8zkrw9SpU3n77be1roYQQhQSGBjIE088QWxsLMuXL2ffvn2AKf9z3kpPERERtGzZssLPrUtNRQ9kAP6AU2YmmbdawSkpKfzxxx+0bdu2zEmhahJNB2sVlNd6Llil/K1qW6ZC5Td+/Hjef//9YsscOXKEiIgI8/PSdE0XbBHHxcURHR0tXdNCCLtz7tw5li1bxqFDhyy2+/n50blzZ5o0aVIhvZh584ofeOQRLl+7hr+HB6+88AJpvr7k5uuS1uv1REREUL9+/TKdt1Z2TVekggnNr1+/zuOPP463tzfPPfcc4eHhgGnI+8yZM0lNTeWLL74o9Xn++c9/8sQTTxRbpnHjxqU+bh5nZ2eLC0DmyQkh7FVISAhjx47l5MmT/PLLLxw/fhwwtZCXL19OnTp16Ny5MyEhIeUKyHnzinMBBcgBdLm5Fq1iMDWsDh06xJUrV2jevHm1DqblUe5AvHLlSqZNm8bevXvNSyEWZK0VW3De8OTJkwkMDGTNmjUWF0CrVq0YPHgwvXr14uOPPy713OXAwEBJFCKEEPk0adKEF198kYMHD7JkyRKuXr0KmNaT/+mnn6hfvz6dO3cuWx7rfPOKPVSVm4AHoOp06LOz0eXmYtTrLV6SmJhIcnIyzZs3p27duuV/g9VMubJw//DDD/Tr14+EhASGDh2K0Whk2LBhDB06FFdXV1q3bs3EiRNtOtbPP//M/fffb/VXmE6nY9CgQSxdurQ81S3RuXPniIuL49y5c+Tm5hIXF0dcXJwMwBJC1DiKonD77bfTp08f+vTpQ0BAgHnfxYsXWbJkCT/99JN5sQmb3VqlKadBA847OHAGOKfTkervT4a3d6EgnCc7O5v9+/ezb98+MjMzy/7GqqFytYinTp1K+/bt2bp1K8nJycyePZuRI0fSo0cPzpw5Q8eOHWnUqJFNx1JVlaNHjxa5//Dhw1Zb2xVp4sSJFt3feSMKN27caJHOUwghagpFUQgLC+O2227j+PHjbN++neTkZADOnj3L2bNnadKkCZ06dbII1sXJm1dsUBQMt/7m2jhCOjExkatXrxIaGkqjRo1qxcjqcrWIDx8+zNChQ9Hr9ebEHNnZ2QCEhYUxZsyYEgdK5bnvvvuYPXs206ZNIyNfmrSMjAw++ugjPvvsMwYOHFie6pZo4cKFqKpa6CFBWAhR0+W1kB977DF69uxpkXTj5MmTfPXVV6xcubJM+RVKy2g0cvr0aTZv3szx48fJysqq9HNqqVwtYjc3N/OkbB8fH5ydnbl8+bJ5f506dQoNyirKjBkzOH36NC+//DKvv/46wcHBAFy+fJns7Gy6dOnC9OnTy1NdIYQQJdDpdLRo0YKIiAgOHjzIzp07SU9PB0yZsf766y9atGhB+/bti82QdenSJXMXc1ZWFklJSfj5+ZWqLrm5uZw6dYqzZ8/SqFEjwsLC0BfRtV2dlWv6UpcuXWjXrh0zZ84EoFOnTri5ubF69WpycnKIjY0lISGh2C7ngpYuXcrKlSs5e/YsYBrU1adPH/r3718tkoNIZi0hRHVhS2atnJwc9u/fz+7duy3u3er1elq1asWdd95pMRf4wIEDfPrpp2zevBlVVdGDafS0otCiRQtiY2PLvMiPh4cHbdu2xc3NDag505fK1TU9aNAgfvnlF/M82jfffJNNmzbh4+NDYGAgv/32G+PHjy/VMQcOHMicOXNYuXIlK1euZM6cOQwYMKBaBGEhhKhpHBwciIqKYsSIEXTq1MkcsPMGtC5YsICtW7dy8+ZN1qxZw7Bhw/jtt99QVRUXoB7ggmkc0OHDh/n444/Zv39/meqSlpbGzp07LXI32OLHH3+kV69e+Pv7oygKcXFxNr3mjjvuwMfHB3d3dyIjI1m0aFGh+jz77LM0aNAAV1dXmjdvzpw5c0pVNyhj1/TNmzdZunQp2dnZvPXWWyQlJREcHEy/fv3YtGkTP/74I3q9nr59+9K9e/eynEIIIYQdcXJyokOHDrRp04Y9e/awb98+cnJyyMnJYffu3axZs4bvv/8eo9FoHljrBfgCBuAmmPNeL1iwgHHjxpWpZWwwGPjzzz+Jioqy+TXp6encddddPPjggzz99NM2vcbPz48333yTiIgInJycWL58OSNGjCAoKIjY2FgAXnrpJTZs2MBXX31FWFgYa9asYcyYMdSrV48BAwbYXL9Sd00nJibSuXNnTp8+jaqqKIqCq6srP//8M/fcc09pDlUjSde0EKK6KM+iD+np6ezatYs///yT3NxcVqxYwblz58xB2AVoCBgxdb2exxSMwXQfunnz5owaNarMdW/evDl16tQpVdf0mTNnaNSoEfv27SMyMrLU52zXrh19+/bl3XffBaBly5Y89NBDTJgwwVwmKiqK3r17895779l83FJ3Tb/77rucOXOGcePGsXz5cj7++GNcXV155plnSnsoIYQQ1ZS7uzsxMTE88cQT1KtXj7Nnz1pMMfXC1OWacetv/mFdRqORQ4cOkZSUVObzHzt2rMrmG6uqyvr16zl27BjdunUzb+/cuTO//PILFy9eRFVVNm7cyF9//UWvXr1KdfxSd02vWbOG4cOH8+GHH5q31alTh4cffphjx46ZU1MKIYSoHsozPcjZ2blQjgcXwBtIv/U8/dbzG/zdKlZVlWPHjtGhQ4cynddoNHL06FFuv/32Mr3eFikpKdSvXx+DwYBer2fWrFn07NnTvH/mzJmMGjWKBg0a4ODggE6nY968eRbB2halDsTnzp3jtddes9h21113oaoqCQkJEoiFEKKa0Ov1uLq6kpmZac4BURbJycnmJXLB1Pp1xBSA83JNe9zanheIFUUhMzPTYr3k0rp69SotWrSwmNL09ddfW/TQrly5kq5du5bp+J6enubsiuvXr+ell16icePG5twSM2fOZMeOHfzyyy+EhoayZcsWxo4dS7169Up1q7bUgdhgMODi4mKxLe95Tk5OaQ8nhBBCIw4ODjRv3rzUq9oVtH//fnNAdQBcMU1Z8sxXJvfWdgdMgVlVVby8vMxTkcrCwcGBli1bmhNKAQwYMMCilV2mfNm36HQ6mjZtCkBkZCRHjhxh6tSpxMTEkJmZyRtvvMFPP/1E3759AWjdujVxcXF8+OGHlRuIwXTDe+/evebnKSkpABw/fhwfH59C5W0dtHTkyBEWLFjAqVOnSE5Otroc4vr168tSZSGEEFY4ODhYBLKyuPfee1EUBVVVyQEuY2oJF6RiCsJg+j5v1qxZuaam5o1ozs/T0xNPT88iXlE+RqPRPHUqOzub7OzsQkv66vX6Urfyy/TpT5gwwWKUWJ4xY8ZYPM8bVW3Lr61FixYxYsQIHB0dCQ8Px9fXt1AZjZZOFkIIUYyQkBD69evHihUryM3NpaQ7zjqdjlatWpU601Z+Tk5ONjfykpKSOHfuHJcuXQJMA70A6tata17tafjw4dSvX5+pU6cCprUU7rjjDpo0aYLBYGDFihUsWrSI2bNnA+Dl5UV0dDSvvPIKrq6uhIaGsnnzZr788kumTZtWqvdS6kBc2mUIbTV58mTatm3LypUrbU4sLoQQwj5MmDCBlStXmlvGJenTp0+5ztetWzdcXV1tKvvLL78wYsQI8/OhQ4cCMGnSJCZPngyYxj/lb92mp6czZswYLly4gKurKxEREXz11Vc89NBD5jLffPMNr7/+Oo888ghJSUmEhoYyZcoU/vGPf5TqvZQrxWVFcnV1Zdq0aYwePVrrqpSLzCMWQtRWP/74Iw899JApEOfmUrAvNC/QjRo1yry6XWkpisJdd91Fs2bNyllb+1GuFJcVqXXr1uZuAyGEENXPoEGD2LZtG/fFxlIf0zSmPIqi0KpVK1577bUyB2EHBwd69uxZo4IwlHP1pYo0bdo0hgwZQu/evencubPW1RFCCFEGd955J9/Pn8+lffvoPnQof924gZubGxMmTCjXPWFvb2/uuece/P39K7C29sFuAvH777+Pt7c3Xbt2pXnz5oSEhBRa7kpRFJYuXapRDYUQQpQoMxNSUqjXtCl1XFw4d+MGTk5OZQ7CiqLQvHlz2rdvj6OjYwVX1j7YTSA+cOAAiqIQEhJCWloahw8fLlRGVmASQgg7l5ICOTng64seUxKPsubtatCgAR06dKiRreD87CYQnzlzRusqCCGEKI9brWFurU+coSh4A6mlHBNcp04d2rdvT3BwcCVU0v7YTSAWQghRzaWkQHa2KRAbjeRiSnXpaWOCC29vbzp06EBoaGit6gG1y0CcmppKSkqK1ewkISEhGtRICCFEITk5kJeVKzvb1CLW6yE1FQB3VSUN0+hpJTcXtcC4nzx6vZ527drRunXrQmODagO7CsSzZ89m2rRpnDp1qsgy5c2JKoQQogJkZkJiIgQFgasrODpCvXqQrxv6goMD8YCHTldkEK5Tpw4xMTF4e3tXUcXtj93MI54zZw5jx46ladOmvPfee6iqyosvvsj48eOpW7cubdq0Yf78+VpXUwghBJi6oZOTTX/zODuDi4v5oQD+WA80iqIQFRVF//79a3UQBjsKxDNnziQ2NpaVK1cyatQoAPr27cuUKVM4fPgwqampXLt2TeNaCiGEsBiUlZJiem6FR24uvhS+R+zi4kKfPn2IiooqtGhCbWQ3n8DJkyfp378/gHmuWN5i1d7e3jz11FPMmjVLs/oJIYS4JW+Kkru76W/+VnGezEy8VJV0wBvQ3/o+9/X15f777y/X8oQ1jd0EYm9vb/N6xnlrVJ4/f96839PTk/j4eK2qJ4QQAgpNUSqyVZySgh7IAPSqimNGBr6+vvTv37/SlimsruwmELds2ZL9+/ebn3fs2JHZs2dz8eJFzp8/z2effcbtt99eaec/c+YMTz75JI0aNcLV1ZUmTZowadIkc6tcCCEEf09RcnAAo9H0NzvbslV8K1i7Bwbi4+2N4umJe04Osd264eLiUvSxaym7GTX96KOPMmfOHAwGA87Ozrz99tvcc8895ulKjo6O/PDDD5V2/qNHj2I0Gvnss89o2rQpBw8e5OmnnyY9PZ0PP/yw0s4rhBDVhpUpSoDpeWamab+jozlYL1+1iiVLlmAwGAhv3Bgv+1jsz+7YzTKI1pw6dYply5ah1+vp1atXpbaIrfnggw+YPXt2sdOpCpJlEIUQNZrBYDFFyUxRTKOms7PhwgW4eROAn3/+GUNWFv379cPNzw8aNDAFa2FmNy1iaxo3bswLL7yg2flTUlLKtVqIEELUOM7Oxe8vMJ84LTAQd3d33Fq0MAVrCcKF2F0g3rFjBxs3biQxMZExY8Zw2223kZGRwdGjR7n99tvx8PCoknqcOHGCmTNnltgtbTAYMBgM5udpaWmVXTUhhLBvzs7mrFtGJycaNG1qmlssrLKbwVpZWVkMGjSILl268Oabb/LJJ5+YR03rdDp69erFjBkzSn3c8ePHoyhKsY+jR49avObixYvce++9DBkyhKeffrrY40+dOhVvb2/zIzo6utR1FEKIGiUzEy5eNI+kbty4scYVsm92c4/4tdde4+OPP+Y///kP3bt3Jzw8nHXr1tGjRw8ARo8ezZ49e9i5c2epjnvlypUSE4E0btwYJycnAC5dukRMTAwdO3Zk4cKFJU42L9gijouLIzo6Wu4RCyFqr/h406NuXX7cto3777+/Vi3iUFp20zX9v//9j9GjRzNq1CirgbNZs2YsWbKk1McNDAwkMDDQprIXL16ke/fuREVFsWDBApsyvjg7O+Oc755JVXWdCyGEXSqQdau+n58E4RLYTSBOTEykVatWRe7X6/VkZGRU2vkvXrxITEwMoaGhfPjhh1y5csW8r27dupV2XiGEqFHysm75+kJyMn61cDWl0rKbQNywYcNC92rz+/3332natGmlnX/t2rWcOHGCEydO0KBBA4t9dtJ7L4QQ9s1K1i2Pq1dN211dta2bHbObwVoPP/wwn332Gdu3bzdvy+vOmDdvHt999x3Dhw+vtPM/8cQTqKpq9SGEEMIGVrJuOet01nNRCzO7aRG/+eab7Nixg27dutGsWTMURWHcuHEkJSVx4cIF+vTpw7hx47SuphBCCGuKyLrl6OJimXVLFGI3gdjJyYlVq1bx9ddf8/3335Obm4vBYKB169a89957PPbYY3LDXwgh7FWBRB55HFJTwctLgnAx7CYQg6kr+tFHH+XRRx/VuipCCCFKq2DWrcxMdNevg8wmKZbd3CMWQghRw6SkmAKx3CMull21iLdu3cp///tfTp06RXJycqGBUoqiWCyVKIQQwk7dGkGteHiYArG3t4ycLoLdBOJp06bxyiuv4OLiQnh4uCy2IIQQ1VnefGJPT9PgrZQUCcRFsJtA/MEHH9ClSxeWLVuGt7e31tURQghRVvnmE+v1enOWLWkVW2c394gzMjJ45JFHJAgLIUR1l28+saKqpnnF2dlyr7gIdtMi7t69O3/++afW1RBCCFEeRcwnRq+X+cRFsJtAPHPmTHr16sWHH37IyJEj5R6xEEJo6dZ6wqVWxHxiABRFgrAVdtM13bBhQ5555hnGjx9PYGAg7u7ueHl5WTyk21oIIapAgfWEi5STY327szO4uBR+FJxnLAA7ahFPnDiRKVOmUL9+fe644w4JukIIoZWUFEhONgXOogZXZWZCYiIEBckArHKym0A8Z84c+vbty88//2zTOsBCCCEqQYH1hIsc6WxLsIayd3HXInYT8bKysujbt68EYSGE0FLe/F93d9NfayOdCwbrorqwbe3iruXsJur169eP3377TetqCCFE7WVlPWGrgdaWYJ1XLjlZpi2VwG4C8aRJkzh8+DBjxoxhz549XLlyhaSkpEIPIYQQlcTKesKF5v/aGqxtbTUL+7lHHB4eDkBcXByfffZZkeVyc3OrqkpCCFF72Dr/Ny9Yu7v/HazT0gqnsMxrNfv6/t0qlkFdVtlNIJ44caKsNyyEEFqxZf6vrcG6qFazpLi0ym4C8eTJk7WughBC1G4lzfO1NVmHra1mAdhRIBZCCFENlBSsJcVlqUkgFkIIUXEkxWWpSSAWQghRsSSVZanYzfQlIYQQojaSQCyEEKLyFLUwhDCTQCyEEKJySIpLm0ggzmfAgAGEhITg4uJCcHAwjz32GJcuXdK6WkIIUT1JikubSCDOp3v37nz33XccO3aMH374gZMnT/LAAw9oXS0hhKh+JMWlzWTUdD7jxo0z/3doaCjjx4/nvvvuIzs7G0cZci+EELaTFJc2kxZxEZKSkvj666/p3LmzBGEhhCgNWxeGEIAE4kJee+013N3d8ff359y5cyxdurTY8gaDgRs3bpgfaWlpVVRTIYSwU7as4iTManwgHj9+PIqiFPs4evSoufwrr7zCvn37WLNmDXq9nuHDh6NayxBzy9SpU/H29jY/oqOjq+JtCSGEfSqY4jLvkT/FpbCgqMVFmRrgypUrXLt2rdgyjRs3xsnJqdD2Cxcu0LBhQ7Zt20anTp2svtZgMGAwGMzP4+LiiI6OZs+ePbRr1658lRdCiOrIYCg6xaVk3Sqkxg/WCgwMJDAwsEyvNRqNABaBtiBnZ2ec811YHh4eZTqXEELUGBJsS6XGB2Jb/fHHH+zatYu77roLX19fTp48yYQJE2jSpEmRrWEhhBCivGr8PWJbubm58eOPP3L33XcTHh7Ok08+SevWrdm8ebNFi1cIIYSoSNIivqVVq1Zs2LBB62oIIYSoZaRFLIQQQmhIArEQQojKI6svlUgCsRBCiMohqy/ZRAKxEEKIyiGrL9lEArEQQoiKJ6sv2UwCsRBCiIqXt/qSu7vpr7SKiySBWAghRMWS1ZdKRQKxEEKIiiWrL5WKJPQQQghRcQquvpQn/+pLssa7BQnEQgghKo6jI9SrV/TqSxKEC5FALIQQomJJfv5SkXvEQgghhIYkEAshhBAakq7pWuDy5ctcvnxZ62rUWsHBwQQHB2tdjVpLrn9tyfVfMgnEFSw4OJhJkybZzYVnMBgYNmwYmzdv1roqtVZ0dDSrV6+Wda01INe/9uT6L5miqtaGtoma4saNG3h7e7N582Y8PDy0rk6tk5aWRnR0NCkpKXh5eWldnVpHrn9tyfVvG2kR1xKRkZHyD0EDN27c0LoKArn+tSLXv21ksJYQQgihIQnEQgghhIYkENdwzs7OTJo0SQZKaEQ+f23J568t+fxtI4O1hBBCCA1Ji1gIIYTQkARiIYQQQkMSiIUQQggNSSAWQgghNCSBWNRqiqLY9Ni0aVO5z5WRkcHkyZNLdawpU6YwYMAA6tSpg6IoTJ48udz1ECKPPV//R48e5dVXXyUyMhJPT0+Cg4Pp27cvu3fvLndd7I1k1hK12qJFiyyef/nll6xdu7bQ9mbNmpX7XBkZGbz99tsAxMTE2PSat956i7p169K2bVtWr15d7joIkZ89X/+ff/458+fPZ/DgwYwZM4aUlBQ+++wzOnbsyKpVq7jnnnvKXSd7IYFY1GqPPvqoxfMdO3awdu3aQtu1cvr0acLCwrh69SqBgYFaV0fUMPZ8/Q8bNozJkydb5AgfOXIkzZo1Y/LkyTUqEEvXtBAlMBqNTJ8+nRYtWuDi4kKdOnV45plnSE5Otii3e/duYmNjCQgIwNXVlUaNGjFy5EgAzpw5Yw6kb7/9trnLr6Su5rCwsMp4S0LYTKvrPyoqqtBCHf7+/nTt2pUjR45U7JvUmLSIhSjBM888w8KFCxkxYgTPP/88p0+f5j//+Q/79u3j999/x9HRkcTERHr16kVgYCDjx4/Hx8eHM2fO8OOPPwIQGBjI7NmzGT16NPfffz+DBg0CoHXr1lq+NSFKZG/Xf3x8PAEBARX6HjWnCiHMxo4dq+b/Z/Hbb7+pgPr1119blFu1apXF9p9++kkF1F27dhV57CtXrqiAOmnSpFLXqzyvFcJW9nr959myZYuqKIo6YcKEMh/DHknXtBDFWLJkCd7e3vTs2ZOrV6+aH3ndZhs3bgTAx8cHgOXLl5Odna1hjYWoOPZ0/ScmJvLwww/TqFEjXn311Uo5h1YkEAtRjOPHj5OSkkJQUBCBgYEWj7S0NBITEwGIjo5m8ODBvP322wQEBDBw4EAWLFiAwWDQ+B0IUXb2cv2np6fTr18/UlNTWbp0aaF7x9Wd3CMWohhGo5GgoCC+/vprq/vzBqAoisL333/Pjh07WLZsGatXr2bkyJF89NFH7Nixo8Z9cYjawR6u/6ysLAYNGsSBAwdYvXo1LVu2LPOx7JUEYiGK0aRJE9atW0eXLl1wdXUtsXzHjh3p2LEjU6ZMYfHixTzyyCN88803PPXUUyiKUgU1FqLiaH39G41Ghg8fzvr16/nuu++Ijo4uy9uwe9I1LUQxHnzwQXJzc3n33XcL7cvJyeH69esAJCcnoxZYUTQyMhLA3D3n5uYGYH6NEPZO6+v/ueee49tvv2XWrFnmkdY1kbSIhShGdHQ0zzzzDFOnTiUuLo5evXrh6OjI8ePHWbJkCTNmzOCBBx7giy++YNasWdx///00adKE1NRU5s2bh5eXF3369AHA1dWV5s2b8+2333L77bfj5+dHy5Yti+1qW7RoEWfPniUjIwOALVu28N577wHw2GOPERoaWvkfgqi1tLz+p0+fzqxZs+jUqRNubm589dVXFvvvv/9+3N3dK/0zqBJaD9sWwp4UnL6RZ+7cuWpUVJTq6uqqenp6qq1atVJfffVV9dKlS6qqqurevXvVYcOGqSEhIaqzs7MaFBSk9uvXT929e7fFcbZt26ZGRUWpTk5ONk3liI6OVgGrj40bN1bU2xZCVVX7uv4ff/zxIq99QD19+nRFvnVNKapaoD9BCCGEEFVG7hELIYQQGpJALIQQQmhIArEQQgihIQnEQgghhIYkEAshhBAakkAshBBCaEgCsRDlcObMGRRFYeHChVpXRYgqJ9d/xZBALIQQQmhIEnoIUQ6qqmIwGHB0dESv12tdHSGqlFz/FUMCsRBCCKEh6ZoWtd7kyZNRFIW//vqLRx99FG9vbwIDA5kwYQKqqnL+/HkGDhyIl5cXdevW5aOPPjK/1to9sieeeAIPDw8uXrzIfffdh4eHB4GBgbz88svk5uaay23atAlFUdi0aZNFfawdMz4+nhEjRtCgQQOcnZ0JDg5m4MCBnDlzppI+FVFbyPWvPQnEQtzy0EMPYTQa+fe//02HDh147733mD59Oj179qR+/fq8//77NG3alJdffpktW7YUe6zc3FxiY2Px9/fnww8/JDo6mo8++oi5c+eWqW6DBw/mp59+YsSIEcyaNYvnn3+e1NRUzp07V6bjCVGQXP8a0mq1CSHsxaRJk1RAHTVqlHlbTk6O2qBBA1VRFPXf//63eXtycrLq6uqqPv7446qqqurp06dVQF2wYIG5TN6qMe+8847Fedq2batGRUWZn2/cuNHqKkoFj5mcnKwC6gcffFAxb1iIfOT61560iIW45amnnjL/t16v54477kBVVZ588knzdh8fH8LDwzl16lSJx/vHP/5h8bxr1642va4gV1dXnJyc2LRpE8nJyaV+vRC2kOtfOxKIhbglJCTE4rm3tzcuLi4EBAQU2l7SF4KLiwuBgYEW23x9fcv0ReLs7Mz777/PypUrqVOnDt26deP//u//iI+PL/WxhCiKXP/akUAsxC3Wpl8UNSVDLWGygS1TORRFsbo9/4CWPC+++CJ//fUXU6dOxcXFhQkTJtCsWTP27dtX4nmEsIVc/9qRQCyERnx9fQG4fv26xfazZ89aLd+kSRP++c9/smbNGg4ePEhWVpbFCFYhqhO5/v8mgVgIjYSGhqLX6wuNQJ01a5bF84yMDG7evGmxrUmTJnh6emIwGCq9nkJUBrn+/+agdQWEqK28vb0ZMmQIM2fORFEUmjRpwvLly0lMTLQo99dff3H33Xfz4IMP0rx5cxwcHPjpp59ISEhg6NChGtVeiPKR6/9vEoiF0NDMmTPJzs5mzpw5ODs78+CDD/LBBx/QsmVLc5mGDRsybNgw1q9fz6JFi3BwcCAiIoLvvvuOwYMHa1h7IcpHrn8TSXEphBBCaEjuEQshhBAakkAshBBCaEgCsRBCCKEhCcRCCCGEhiQQCyGEEBqSQCxENWFtnVYhaouafP1LIBY10smTJ3nmmWdo3LgxLi4ueHl50aVLF2bMmEFmZmalnffw4cNMnjxZ8wXLp0yZwoABA6hTpw6KojB58mRN6yOqVm2+/o8ePcqrr75KZGQknp6eBAcH07dvX3bv3q1ZnUoiCT1EjfPrr78yZMgQnJ2dGT58OC1btiQrK4utW7fyyiuvcOjQoTIvUF6Sw4cP8/bbbxMTE0NYWFilnMMWb731FnXr1qVt27asXr1as3qIqlfbr//PP/+c+fPnM3jwYMaMGUNKSgqfffYZHTt2ZNWqVdxzzz2a1Ks4EohFjXL69GmGDh1KaGgoGzZsIDg42Lxv7NixnDhxgl9//VXDGv5NVVVu3ryJq6trhR/79OnThIWFcfXq1ULL0YmaS65/GDZsGJMnT8bDw8O8beTIkTRr1ozJkyfbZSCWrmlRo/zf//0faWlpzJ8/3+JLKE/Tpk154YUXzM9zcnJ49913adKkCc7OzoSFhfHGG28USiYfFhZGv3792Lp1K+3bt8fFxYXGjRvz5ZdfmsssXLiQIUOGANC9e3cURUFRFDZt2mRxjNWrV3PHHXfg6urKZ599BsCpU6cYMmQIfn5+uLm50bFjx3J9YWrZGhfakesfoqKiLIIwgL+/P127duXIkSNlOmZlk0AsapRly5bRuHFjOnfubFP5p556iokTJ9KuXTs+/vhjoqOjmTp1qtVk8idOnOCBBx6gZ8+efPTRR/j6+vLEE09w6NAhALp168bzzz8PwBtvvMGiRYtYtGgRzZo1Mx/j2LFjDBs2jJ49ezJjxgwiIyNJSEigc+fOrF69mjFjxjBlyhRu3rzJgAED+OmnnyrgUxG1hVz/RYuPjycgIKDCjlehVCFqiJSUFBVQBw4caFP5uLg4FVCfeuopi+0vv/yyCqgbNmwwbwsNDVUBdcuWLeZtiYmJqrOzs/rPf/7TvG3JkiUqoG7cuLHQ+fKOsWrVKovtL774ogqov/32m3lbamqq2qhRIzUsLEzNzc1VVVVVT58+rQLqggULbHp/qqqqV65cUQF10qRJNr9GVE9y/Rdty5YtqqIo6oQJE0r92qogLWJRY9y4cQMAT09Pm8qvWLECgJdeesli+z//+U+AQl1jzZs3p2vXrubngYGBhIeHc+rUKZvr2KhRI2JjYwvVo3379tx1113mbR4eHowaNYozZ85w+PBhm48vai+5/q1LTEzk4YcfplGjRrz66qvlOlZlkUAsagwvLy8AUlNTbSp/9uxZdDodTZs2tdhet25dfHx8OHv2rMX2kJCQQsfw9fUlOTnZ5jo2atTIaj3Cw8MLbc/r0itYDyGskeu/sPT0dPr160dqaipLly4tdO/YXsioaVFjeHl5Ua9ePQ4ePFiq1ymKYlM5vV5vdbtaipVEK2OEtBAg139BWVlZDBo0iAMHDrB69WqLNY7tjbSIRY3Sr18/Tp48yfbt20ssGxoaitFo5Pjx4xbbExISuH79OqGhoaU+v61fagXrcezYsULbjx49at4vhC3k+jcxGo0MHz6c9evXs3jxYqKjo0t9jKokgVjUKK+++iru7u489dRTJCQkFNp/8uRJZsyYAUCfPn0AmD59ukWZadOmAdC3b99Sn9/d3R2A69ev2/yaPn36sHPnTosvz/T0dObOnUtYWBjNmzcvdT1E7STXv8lzzz3Ht99+y6xZsxg0aFCpX1/VpGta1ChNmjRh8eLFPPTQQzRr1swis9C2bdtYsmQJTzzxBABt2rTh8ccfZ+7cuVy/fp3o6Gh27tzJF198wX333Uf37t1Lff7IyEj0ej3vv/8+KSkpODs706NHD4KCgop8zfjx4/nf//5H7969ef755/Hz8+OLL77g9OnT/PDDD+h0pf+9vGjRIs6ePUtGRgYAW7Zs4b333gPgsccek1Z2DSXXv+mHxaxZs+jUqRNubm589dVXFvvvv/9+8w8Gu6H1sG0hKsNff/2lPv3002pYWJjq5OSkenp6ql26dFFnzpyp3rx501wuOztbffvtt9VGjRqpjo6OasOGDdXXX3/dooyqmqZe9O3bt9B5oqOj1ejoaItt8+bNUxs3bqzq9XqLqRxFHUNVVfXkyZPqAw88oPr4+KguLi5q+/bt1eXLl1uUKc30jejoaBWw+rA2tUTULLX5+n/88ceLvPYB9fTp08W+XguKqpbiTrsQQgghKpTcIxZCCCE0JIFYCCGE0JAEYiGEEEJDEoiFEEIIDUkgFkIIITQkgVgIIYTQkARiIYQQQkMSiIUQQggNSSAWQgghNCSBWAghhNCQBGIhhBBCQxKIhRBCCA1JIBZCCCE09P+s5O4SPn8MCwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group_paired.mean_diff.plot(delta_dot_kwargs={\"color\":'red', \"alpha\":0.1, 'zorder': 2, 'size': 5, 'side': 'left'});" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c5a2eaf", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "9f0a3e31", + "metadata": {}, + "source": [ + "## Effect size paired lines\n", + "\n", + "By default, effect size paired lines are included in paired experiment plots (excluding proportion plots). \n", + "\n", + "This feature can be turned off by setting `es_paired_lines=False` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "483a126f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),paired=\"baseline\", id_col=\"ID\")\n", + "\n", + "repeated_measures.mean_diff.plot(es_paired_lines=True);" + ] + }, + { + "cell_type": "markdown", + "id": "2e092d2b", + "metadata": {}, + "source": [ + "rm lines kwargs can be utilised via `rm_lines_kwargs` in the `plot()` function.\n", + "\n", + "By default, the following keywords are passed:\n", + "\n", + "- 'linestyle': '-'\n", + "- 'linewidth': 2\n", + "- 'zorder': -2\n", + "- 'color': 'dimgray'\n", + "- 'alpha': 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "744af153", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "repeated_measures.mean_diff.plot(es_paired_lines=True, es_paired_lines_kwargs={\"color\": \"red\", \"alpha\": 0.5, \"linestyle\": \"-\"}); " + ] } ], "metadata": { diff --git a/nbs/tutorials/07-forest_plot.ipynb b/nbs/tutorials/07-forest_plot.ipynb index 76b2a2f2..a8ac32a0 100644 --- a/nbs/tutorials/07-forest_plot.ipynb +++ b/nbs/tutorials/07-forest_plot.ipynb @@ -227,9 +227,21 @@ "id": "36a5e3fd", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/plot_tools.py:2882: UserWarning: *c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", + " ax.scatter(\n", + "/Users/jonathananns/GitHub/DABEST-python/dabest/plot_tools.py:2882: UserWarning: *c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", + " ax.scatter(\n", + "/Users/jonathananns/GitHub/DABEST-python/dabest/plot_tools.py:2882: UserWarning: *c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", + " ax.scatter(\n" + ] + }, { "data": { - "image/png": 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", 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", 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", 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", 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", + "image/png": 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DsrKyxBtvvCFcXFyEiYmJ6NSpkzh27JgICgoqdFmxRwEQr776qli3bp3w8fHR9cGjcRcWkxB5y4L5+fkJhUIhnJycxMsvvywSExP16hTV90Upatmu1NRUMXXqVOHq6ioUCoXw8fERCxYs0Ft27eFzKq2goCC956K5ubnw8fERo0aNEvv27St0n+KOERcXJ55++mlhamoqbGxsxMSJE8XFixcLLBMmhBA//fST8PPzE0qlUgQEBIjt27eLp59+Wvj5+RUbs1qtFv/73/9E8+bNhaWlpVAoFMLd3V2MHz++wO+IiOoeSYhHvrsjIiIdSZLw6quvFvjqnwynZcuWcHBwwP79+w0dChHVUJyDS0RENVJOTg5yc3P1yg4dOoRz587pbsVMRFQYzsElIqIaKSoqCr169cKoUaPg6uqKq1ev4ptvvoGzszNeeuklQ4dHRDUYE1wiIqqRbGxsEBgYiG+//RZxcXEwMzNDv3798Mknn5T6Jh1EVD9xDi4RERER1Smcg0tEREREdQoTXCIiIiKqU5jgEhEREVGdwgSXiIiIiOoUJrhEREREVKcwwSUiIiKiOoUJLhERERHVKUxwiYiIiKhOYYJLRERERHUKE1wiIiIiqlOY4BIRERFRncIEl4iIiIjqFCa4RERERFSnMMElIiIiojqFCS4RERER1SlMcImIiIioTmGCS0RERER1ChNcIiIiIqpTmOASERERUZ3CBJeIiIiI6hQmuERERERUpzDBLaPo6GjMnDkT0dHRhg6FiIiIiArBBLeMoqOjMWvWLCa4RERERDUUE1wiIiIiqlOY4BJVAaHVIOnmWaRGXTN0KERERPWOkaEDIKorstOTkPXgHkwd3XH113lIunEGAODW+Rm4d3vOwNERERHVH0xwiSpBatQ1XFg3DdocNRRmNshJT9Rtizq+lQkuERFRNeIUBaJKcO/kb9Dm5gBAXnIr/fvSkmRQWtobMDIiIqL6hyO4RJVAYWat99i13VNIjjwHudIEXn1eNUxQRERE9RQTXKJK0KjLM8hKvIfUe//AvkkXNO45DpJMbuiwiIiI6iUmuESVwEhlDv9hHxo6DCIiIgLn4BIRERFRHcMEl4iIiIjqFE5RIKoCmuwsxF/5AzIjY9g36cz5uERERNWICS5RJRBCi+hTu5B27zpsH2uPu39uRNq9fwAAD66fhO/ANw0cIRERUf3BBJeoEtw7+Rtu7lsBSDLEnj+gty3uUhgee+oNSJJkoOiIiIjqF87BJaoEqXevApIECC0AQGZknHezB0kGU4dGTG6JiIiqEUdwiSqBrXdbxF8+nJfkSjJ4PzkFCVf/hMzImLfpJSIiqmZMcIkqgWPzHjAyMUdadDhsvNvCwtUHjk2DDB0WERFRvcQEl6gU2rRpg5iYGDg7O+Pvv/8utI6tTzvY+rSr5siIiIjoUUxwiUohJiYGUVFRhg6DiIiISoEXmRERERFRncIRXKIqkHzrAuKvHIGpgzucW4dAkvhZkoiIqLowwSWqZGn3b+DCuvfyHggtcrPS4NZpmGGDIiIiqkdq9LDS7du38dJLL8HX1xe2trY4fPgwACA+Ph6TJ0/GmTNnDBwh0X/SosMRc3YfHlw/kbce7r9r4qbcvmTgyIiIiOqXGjuCe/nyZXTp0gVarRbt27dHeHg4cnNzAQD29vY4cuQI0tPT8d133xk4UiLgwfUTuPzzbAACkpExJJkcQghAaGHt2dLQ4REREdUrNTbBffvtt2FtbY2//voLkiTB0dFRb3u/fv3w888/Gyg6In2xF0IBCYAARG4OXNr2h1yhgqmDOxwCuhk6PCIionqlxia4hw8fxocffggHBwckJCQU2N6oUSMu20Q1hqlDI+By/iMBG8/WXBOXiIjIQGpsgqvVamFqalrk9ri4OCiVymqMiKhoDTsOgTZHjdR7/8Der6NeciuEFnEXD0GdHAt7/yCY2LoYMFIiIqK6r8YmuK1bt8bOnTvxyiuvFNiWm5uLn376CY8//rgBIiMqSCZXwKPH2EK33T60DneO/gxIEu4e24zAl5fD2NymegMkIiKqR2rsKgrTpk3Dnj178PLLL+PixYsAgPv37+PAgQPo3bs3rly5gnfffdfAURL9JyczFalR16DJyYImR437539H7MVDiL92LK+CENCo05F675phAyUiIqrjauwIbp8+fbBmzRr873//w4oVKwAAo0aNghAClpaW+OGHH9C1a9cytxsVFYV33nkHu3fvRkZGBry9vbF69Wq0adOmsk+BarDc3FxoNJpS13dyctL9q1arC2xPj4nA1Z+mQ5uTBYWFA4zNbZAe/Q8AwNjSEZAkABIkmQwK6waFtlESuVwOI6Ma+5IlIiKqMSQhhDB0EMVJT0/H/v37cf36dWi1Wnh5eSE4OBgWFhZlbisxMRGtWrVC9+7d8fLLL8PBwQHXr1+Hl5cXvLy8StXG6dOnERgYiFOnTqF169ZljoEMLzc3F5cvX0ZmZmbltXlxK0T0BQCFv5xknl0hslIha9ASMmu3ch3DxMQE/v7+THKJiIhKUOPfKc3MzDBw4MBKaevTTz+Fm5sbVq9erStr3LhxpbRNtYdGo0FmZiYUCgWMjY1Ltc/w4cMRHx8Pe3v7QpenyzS1hPrfZcIAAEZKIDcbkACZqS0smvWFJEm6+kJoIUkyiJxMZF7eC21mEpQej0ObkYisfw5CprKEKuBJZF3ZC03KPchdmiPjsWBoNBomuERERCWose+Unp6ecHJywpo1a+Dr61tg+7Zt2zB16lTcuHGj1G1u374dwcHBGDp0KMLCwtCgQQO88sormDBhQpH7qNVqva+T09LSynYiVGMZGxuXOsFNSEhAbGwsJEkqdB+jgBCI9HjkPLgDpVsLmHh2QsbV/YAkh3lACOT/rvghhBappzYh68ZfkJnZwsjSEdkxVwEhkBtzRdeeRp2KjJNrIbLT8+bu3j4BuXUjAK0q5dyJiIjqshqb4EZGRiIqKgrt2rXD999/X2AUNy0tDbdu3SpTmzdu3MCyZcvw+uuv47333sPJkycxefJkGBsbY8yYMYXuM2/ePMyaNau8p0H1hExpBuuuE/XKrDrkPaeEVovMiGPQpMdDZmqLrBt5F51pMx4gW50KFDZLSIi8EeCHN+VU3pQKIiKiuqzGrqIAAAsXLkTXrl3x9NNPY/r06RVuT6vVonXr1pg7dy5atWqFF198ERMmTMA333xT5D7Tpk1DcnKy7icsLKzCcVDdp81KRUb4UaijLiD90h6knvoFGddCkXZ2y3+VBCBT/jeXXFJawMjOI/8RTHyDALkCACAzd4Dk1LT6ToCIiKgWq7EjuABgY2OD3377DbNnz8bs2bNx+vRpbNiwAVZWVuVqz8XFBf7+/nplTZo0wa+//lrkPkqlUu+GEubm5uU6NtUf2pwsPNi/ENrMJACApLLM2yAEIDSQW7lAkxwNycgYlu1GQmiyoU1PhLJBACRjU+Qm3oVMaQ65uR1MH+sGTXoitCobZGSVfeUFIiKi+qhGJ7j5PvzwQ7Rr1w6jRo1C27ZtsWXLlpJ3KkSnTp1w7Zr+GqT//PMP3N3dKyNMqseEJgdp57Yj58FtGFk10CW3eduy8/4jyQBJBquOz0OSyyEzNoNkVHA+r8Luv+ejzNgUMmNTZGdnA2CCS0REVBq1IsEFgJCQEJw8eRKDBw/G448/jj59+pS5jalTp6Jjx46YO3cuhg0bhhMnTmDFihW6dXaJyiv9ygFkhh8FIJD74HZeMisEIAHGDj4wdvSGJj0eKvc2MLKwN3S4REREdVqtSXCBvCW9jh07hokTJ2Lt2rV6yy6VRv7o77Rp0zB79mw0btwYX3zxBZ599tkqipjqC01avN5jVePHIbLTIFNZwSygD2TGJgaKjIiIqP6psQluaGgomjRpUqBcpVLh+++/x7BhwxAfH1/InsXr378/+vfvXxkhEumYeLSD+s4ZQACSQgUzvx6Qm9sZOiwiIqJ6qcYmuEFBQcVu79evXzVFQlQyY2df2Aa/g9yke1A4eEJuUvBCyJwHd5CbeBcKJx8YmXOaAhERUVWpMQnuDz/8AAB47rnnIEmS7nFxJEnCc889V9WhEZWKkaUTjCydCt2mjr6M5D++BSAAuQK2T7xRZF0iIiKqmBqT4I4dOxaSJOGZZ56BsbExxo4dW+I+THCpptNmpUGbk4msW6eB/Fv5anKhjrrABJeIiKiK1JgE9+bNmwCguw1q/mOi2iQn8Q7UURdhZOWSd1ve4+sBoYXc0vmhO5YJGFk6GzROIiKiuqzGJLiPrkXLtWmpJrG3t9f7tzC5ydFIPLAYgBYQApKxKSC0AABNSgxUjdtDk5EEZYMAKBsEVEfYRERE9VKNSXBLkp2djePHjyM6Ohq+vr5o0aKFoUOiemTz5s0l1smOjQCE5r8CrQb/zUsATH27c1oCERFRNZAZOoCH7d27F88//3yB5b+uXr2KgIAAdOvWDSNGjEDr1q0xZMgQ5ObmGihSooIUdo0ASHk3eQCg9GgLmZktJCMlzJo/yeSWiIiomtSoEdxVq1YhPDy8wNfAzz77LMLDwzFmzBi0adMGu3btwpYtW/DVV19h6tSpBoqWSJ/CthGsu05E1t2zMLJygYl3Z0itnzZ0WERERPVOjRrB/fvvv9GrVy+9sjNnzuDMmTN49tlnsXr1arz66qvYuXMnOnfujPXr1xsoUqKC1PcuISfhJkw8O8DUpyskqUa9vIiIiOqNGvUOHBMTA29vb72yPXv2QJKkAsuGDRw4ENeuXavG6IiKlhl5EslHvkX6pX1I/H0xchLvGjokIiKieqtGJbjm5ubIyMjQKzty5AhkMhnat2+vV25tbQ2NRgOimiA7+gp0F5QJLbLv/2PokIiIiOqtGpXgNmnSBNu2bdM9TkxMxOHDh9GxY0eYm5vr1b1z5w6cnbmWKNUMCjt3AAKQpIceExERkSHUqIvM3njjDTz11FPo06cPOnbsiN9++w0ZGRl45ZVXCtTds2cPWrVqZYAoiQoy8ekCSHLkJt6BskEAjB28DB0SERFRvVWjEtwnn3wS8+fPx8cff4y9e/fCxMQE06dPx/Dhw/Xq/fXXX/jrr7/w7bffGihSIn2SJIOpT2dDh0FERESoYQkuALz55puYOnUq4uPj4ejoCOnfr3wf1qJFC8TFxcHa2rr6AyQiIiKiGq3GJbgAIJfL4eRU9KL4JiYmMDExqcaIiIiIiKi2qFEXmRERERERVRQTXCIiIiKqU5jgEhEREVGdwgSXiIiIiOqUGpngZmVl4csvv8Thw4cNHQoRERER1TI1MsFVqVR45513cO3aNUOHQkRERES1TI1McAEgICAAkZGRhg6DiIiIiGqZGpvgzpkzB8uXL8eBAwcMHQoRERER1SI18kYPALBkyRLY2toiODgYjRs3RuPGjQvc3EGSJGzbts1AERIRERFRTVRjE9zz589DkiQ0atQIGo0G4eHhBeoUdhtfIiIiIqrfamyCy/m3RERERFQeNXYOLhERERFRedTYEdx8YWFh2LlzJ27dugUAcHd3R79+/RAUFGTgyIiIiIioJqqxCW52djZGjBiBrVu3QggBa2trAEBSUhI+//xzDBo0CD/++CMUCoVhAyUiIiKiGqXGTlGYNWsWtmzZgjfeeAPR0dF48OABHjx4gJiYGLz55pvYvHkzZs+ebegwiYiIiKiGqbEJ7oYNGzBmzBjMnz8fTk5OunJHR0d8+umnGD16NNauXWvACImIiIioJqqxCW50dDTat29f5Pb27dsjJiamGiMiIiIiotqgxia4DRs2xKFDh4rcHhYWhoYNG1ZfQERERERUK9TYBHfMmDH45Zdf8NJLL+HatWvQaDTQarW4du0aXn75ZWzcuBFjx441dJhEREREVMPU2FUU3nvvPURERGDFihVYuXIlZLK8XFyr1UIIgTFjxuC9994zcJREREREVNPU2ARXLpdjzZo1eP3117Fr1y69dXD79u2L5s2bGzhCIiIiIqqJamyCm6958+ZMZomIiIio1GrsHNyHabVaJCYm6tbCffinIj755BNIkoQpU6ZUTqBEREREZHA1dgQ3JycHn376KVatWoU7d+5Aq9UWWk+j0ZSr/ZMnT2L58uUcHSYiIiKqY2psgjtx4kR8//33ePzxxzFw4EBYWVlVWttpaWl49tlnsXLlSnz88ceV1i4RERERGV6NTXA3btyI5557DmvWrKn0tl999VX069cPvXr1KjHBVavVUKvVusdpaWmVHg8RERERVZ4am+Campri8ccfr/R2f/rpJ5w+fRonT54sVf158+Zh1qxZlR6HIVy8cQ9hZ/9BIydb9OvQDDKZZOiQiIiIiCpdjb3IbMSIEdixY0eltnnnzh3873//w/r166FSqUq1z7Rp05CcnKz7CQsLq9SYqktkdALe/Hojth89hy83HcSPB04YOiQiqiXSYiJw/bcvcPP3VcjNSjd0OEREJaqxI7jz58/H888/j/79++P555+Hm5sb5HJ5gXqtW7cudZunTp1CbGys3j4ajQaHDx/GkiVLoFarCxxDqVRCqVTqHpubm5fjbAzvyq1oaLRC9/hc+F0827u9ASMiotogJzMVF354B5qcvKlaGfF30HT4DANHRURUvBqb4KrVami1WuzevRu7d+8usF0IAUmSyrSKQs+ePXHhwgW9snHjxsHPzw/vvPNOoQl0XZCdk4vH3JxgJJdBKwS0WoFAX3dDh0VEtUDWgyhosjN1j1OjrhowGiKi0qmxCe7zzz+PLVu24JlnnkH79u0rZRUFCwsLBAQE6JWZmZnBzs6uQHldsf3IOSzdcgiAhGE920Cj0aCRky16t/U3dGhE5XL1Vgy2HzkHGwtTjHyiHcxMlCXvROVmYu8OYwt7ZKclAELAzreDoUMiIipRjU1w9+7di9deew2LFi0ydCi1VlZ2Dr7ecgharQAgsPHg39j+yatQGNXNkWqq+xJTM/Dm0k3Iycn75iYqPgkzn3/SwFHVTWkxEbjyy0fITnsAxxa9obJxhrGpFRyb9zB0aEREJaqxCa6lpSW8vb2r/DiHDh2q8mMQUeW4G5sIdXau7vHVWzEGjKZui9izDOrUBEBocf/MbjQf+xksGzYxdFhERKVSY1dRmDBhAn788cdy36mMAJWxAq8O6ga5TIJcJsNrQ3pw9JZqNa8GDrC3Mof07wp3XVr4GDagOkybmw0Iof+YiKiWqLEjuP7+/ti2bRtat26NMWPGFLmKwuDBgw0QXe0xoHMLhLRvCgAwVtTYXzdRqZiqjLFk6ggcPH0VNham6N7a19Ah1VkePcbhyi8fQZurhu1jj8OqUd28ToGI6iZJiIc+otcgMlnJg8tlXUWhMpw+fRqBgYE4depUmZYoo5pDrVbj7NmzMDMzg7GxsaHDKZXs7Gykp6ejZcuWesvWEVUlTXYmcjPTYGxpD0nijWGIqPaosUN6oaGhhg6BiOqgTHUOLt6MgqONJdydbA0dTo2Wk56M7LQHUJhbQ5IrDB0OEVGp1dgENygoyNAhEFEtlavRIDI6AQ7WFrAyN8GtmATEJaXBu4EDXl+yEXdiEwEA744KQc9APwNHWzPFXQrDtS0LAAiYuz6G5qM/hcyodnzjQURUYxNcIqLSSkrLwA97/kJGVjb6dWiGr34Nxc3oeBgrjDCoS0v8fPBvAICjjQViE1N1+/166DQT3CLcOfIzgLwZbGn3/kHyrYuw8eK0LCKqHWpsgtujR8lrLUqShN9//70aoiGimiJXo8HVWzGwNDNBo3+nGHy0Zicu3rgHAPjj3HVk5+bNzc/JzcX2I+d0+z6c3MpkEhxtLKox8trF2NwWGfF3AKEFACjMKn6zHSKi6lJjE1ytVlvgogaNRoNbt27hzp078Pb2RoMGDQwUXe2VnqVGTEIK3JxsYGxUY3/9VI+1adMGMTExcHZ2xt9//623TaPR4q2lv+qS2clDeuDJTs0RfjcO2n+vl81PbgFAggRTlTHUubn/3vAEePaJdvjjfDhc7a3w2tO8aUFRvPtOwj/bFyIr+T4aPD4Y5s5ehg6JiKjUamyGU9wNGHbs2IEXX3wRCxcurL6AaqjikoFHRUTF4Y2vNyE9Uw1XOyssnjIc1uam1RQpUenExMQgKiqq0G3X7sToklsA+On3k3iyU3N0bemDPccvAQAa2FuhnX9j7D95BY2cbPHqoG5Ys/tPxDxIwZDugej7eADG9u1YHadSq6lsnNF8zHxDh0FEVC41NsEtTv/+/TFq1ChMmTIFYWFhhg7HoIpLBgDg9v0HWLfvOGSSBHVOLjKz8hZrj05Ixu9/X8XT3TinjmqPhz+QySQJNuam2HfiMpp7NUQzzwbIzM5B91a+sDRT4ZVB3XR1504cVP3B1nBl+XBMRFTb1MoEFwC8vLywZMkSQ4dRo2m0Wry99FckpmYAAFTG//26BQAzE66nSrWLq7013hzxBDbsOwEbS1Pk5mqw4Md9AICOAZ6YNX6AgSOsPUr6cExEVJvVygQ3NzcXv/zyC+zt7Q0dSo2WkZWNhJT0/x6rc9DcqwHC78ahc3NvPNGG95Wn2ie4XVMEt2uKxNQMDPtwha78z4s3kJ2by7nlRERUsxLcw4cPo0mTJnBwcMDzzz9faJ2kpCT89ddfiImJ4RzcEpibKNHSxw1nr98BALRr4oE5Lw40bFBEFbT1j7NYv+8ErM1NYGmqQlqmGgDgbGsJRSG38yYiovqnRiW43bt3x7p16zBixAgcPHiwwCoKkiTBxsYGnTt3xgsvvIDevXsbKNLaQZIkzJnwFA6d+QeSJCGolU+x9TPVOchUZ8PW0gx/XojAjj/Pw9nOCuP7deJ0BqoR7sYm4uvNhwAAKemZaOhog1aPNYKRXIbRIY/zdrJERASghiW4QgiIf5f6iYyMNGwwdYSxwgi92/kXui02MQXHL0fC3dkWWdk5mLV6J7JzctG+iQdOXL0FIQRkkoTMrGy8MyqkmiMnKig1M0v3f60QUGfn4IMxfQ0YUf2gTk2ANjsLKltXfoggolqhRiW4VH1iE1Px4vx1SP93VQU7SzPk5OQCAI5fidTV0wqBG9HxhgiRqIDH3JzQxs8df1+9BUkCxvTpUOp9w87+g+92HIWpyhivD++Fx9ycqjDSuiP61G5E7M67oNexWQ/4DHi90CRXm5uDjPjbUFk5wsik4A00NNlZSLp5BsbmtjBz9sSdI78gIy4SDv5dYWRqiVuH1kJubALP3i/C1N6tys+LiOq2GpfgcnSg6iSlZeCrX0MRFZcET1d7XXILABnqbEBC/p05YWWmQnJ63mhZcBEjwETVTS6TYc6EgbgRHQdLU5MS70T216UbuBQZjSaNnDFv7W5otAKSJOHj73fhhw/GVVPUtdut0DW6/8deOAi3zs/AxK4BhNDiwfWT0GRnwqpRAC6ufw+ZCVGQKVRoNmouLBr4IunmWWQ+iIa1Z0tc+eUjZMTdAgBYNW6F5MizgAASrv4JSa6A0OQCkoQrGz9C4MsrCg+GiKiUalyCO2rUKIwaNapUdSVJQm5ubhVHVHcs+TUUR86FQysEIqLidOWSJOHxpp44e/0OktMzMax7IAZ1bYUTVyLhZGuJVj4cTaHyyc3NhUajKbniQ5ycnHT/qtXqQuu42efdNlatViMqPgl3Y5Pg7+GMcxFRWL3rGFTGCgS19MYPe09AJkm6u5wBeVOhElMzimxbLpfDiCsx6MiVpshVpwP/9qHMWAUAiNjzDWJO7QQAKC0doU6JBQBoc9WIOr4Flm5NcWPvN3n7KE2hVWfo2ky9c0nXHgAITc6//xHISrpf5edERHVfjfsr3qtXLzz22GOGDqPOiIxOwA97jgGShDv3H+i90T8d1Bp34xLh7myLMSEdoDCSQysE5DIZACCkfVMAQHZOLuKS0uBkawF1Ti52/5V3x6g+jzeFmYoXn1HhcnNzcfnyZWRmZpZpv6VLl+r+f/bs2QLbL99NwOHL92BuokDThnbYciIcWgGYKY2Qma2BVghIAH488DckCbrnvL2FCvGped9KdG3iUmjbAGBiYgJ/f/9al+SW9cNEaT5IAEDjvv/DjZ2LocnOgFPrfrj711YYWzrg/rn9ujr5yW0eCZLCBPfP/64ryUtu//2KSJLB2MoJWQl5q7tIRsYwd/ZC6t0rAACXwH6lPgcioqLUuL/gY8aMwciRIw0dhkFU9miXRqPFW0s3IeXfqQamKmPdNmdbSwzv3kpXJrQaZGfnHTtHCNyNS4KRPC/RffubrUhMzYCLrSXMTZUIvxsHSEDo6av4/JXBMDIyqnXJAFU9jUaDzMxMKBQKGBsbl7zDv4YPH474+HjY29vj559/1tuWmJaFH4/+AyEASQJux6dC++9ntnT1f9/mCABarYAQgEwCtAIY3MEPpioFVAojOFmbFXrs7OxsZGZmQqPR1KrndHk+TJT0QUJocqC9eQQiKwUy376QTGxx7+gSQJMDQAAKUwD/jrzK5JCcm0HEXoZk7oxE62bQxMfj4XlPMp+e0N6/BElpiVy/PpBnJMBInYgmnfrD1NYZSTfOQKZQwsq9ebn7gYgoX+35C17HVcVoV2Z2LpLS/msvLVONib0CkKbOQWNHS/xz9XJeeVY2Nhz5BzFJ6Qhws4NMkvD3jbwRGTc7cySl5X21GP0gBXjwb2MC+OdOLP46eQq2Vha1csSLqoexsXGZEtyEhATExsZCkqQC+6Wp03TfbAsBaDQCkvTft91eLjaIiE4EAPRt6w0bcxPciEmEfyNHtGhcuovKcnJySh1rTVHeDxPFST+9EdrbpwAJ0Ny/CJMWg5Cr+W/evqQwgZGjN0SuGqrHesDIzgMAoM1MQvbtUzCycYVWqYI2/QGM3dvB2LUp0PQJ3f7ZFnbIycmBwtIRMrkCtj7tKiVuIiKACW6NURWjXaamAr4NbHEtKi8rDWjkAD93ZwBAcroaYVfuwEguQ0JqJu4m5I2Enb4Zp9fG3YS0vEGYf5mrFMhQ5yUAthYmMDdV1coRL6qdGjlaoYGdBaISUgEAvVp5Ii45HXfiUtDusQbo2bIxohJSYWwkh7ONOQCgvW9DvTbSsrJx/uZ9WJup0MTNvk5d2FqWDxODBw/W/e3YvHlzge2pibcBiLwBWKGBkcIYkCsArQYQWihd/GAZOERvH22OGg/CvoY2KxWAgMqjLayDJhYZQ238MEFEtQMzkhqmMke7AODlfm1x7sZ9aLRaRN5Pwhe/nUQLDyccvXIHiWmZEADMlMYQD+2T/5WuBMBEaQRnG3NE3k+GfyN7PN3JH4cv3IIA0KtlY6iM5UjnhX5UTRRyOd4c1BFX7sbD0sQYjZ1tCtRp5GBV5P5Z2bn4dNNRPEjN+2bjyXaPISTQu8rircni4+Nx/37RF3QpGzZHxpUDACRIxiZQujSBUY/JyLp5AnIzG5h4d9GrLzS5yE2JhjYrRVemvne5qsInIipWjUpwtVqtoUOocxRyOdr4uGLnyev449JtCAC3YpP16qRlZUOlMEJWTi6cbczRq6UnfjtxDQq5HM92a4bHGtjp1R/S+b9lw7Kzs0FUnYwV8lJPN8h3IyYRN2ISYWwk1yW3AHDs6t16m+CWxCygD4wsnaHJSISqUWto0hKQHXMFxi5NIDezQ9Lh5RA5mTD17w313XNQ3z4NycQKkpEyb1UEIaCwb2zo0yCieqpGJbhUdeJS0vXWuTVVKpCZnff1oJezDV7q2waJaVlwtDKDkVyGDn4Ni26MqIZIzVTD2EgOpcIIORoNUjOyYW2uwo3oROw4+Q8UchlaejpjQ9hFAHkvgfw5u5IENLArfh3d+kySZFC5BwIAchJuIfH3xf9uEZCZWkObmQwIgZQ/1yD/D4vITIGRgycUls6QjE1h6tfDILETETHBrSce922IU9fvQQBQKYzwUp9AXLodByO5DN2becDEWAETW4WhwyQqFSEENhy6iD+v5s0jf7qjH3b9HY7UzGw0sLNAXHIGcnI1gATciEn6by1cCWjl6QJ1Ti6szVV4qr2voU+lxhKaHGRcOwRNRuLDpYAk5c2x1S05KPT2k8mNYfHI3FwiourGBLeOu3Y3HpuOXoEEYFT3FjCSS/BytoW1uQpeLraGDo+oXO4mpOLPq3nrqOZqtNj61zVk5+Ytc5d/ARoAQADqnFwI/PsFhgBaeTmjtZdL9Qddy6Se2YKsG3/lDXUDyE9uIQSMnX2RHZ03v9bI3guS3Ag5969BMjaBWbM+hguaiOhfTHDrsFyNFsv3nEJ2Tt4b/8YjlzB/3BOQyerOVeNUPxk99ByWAMgkCRIkiH9HE51tzBGTmAYA6OTvBmcbC0TEPECThg5o5elsiJBrnZy4COStopDXp6Z+PaHNSoXCzh0qzw7ITbwDkZ0JhaM3IMkg1GmQFCaQ5HxbISLD41+iOiwnVwN1zn83jsjMzkWuVgtjmbxAXY1Wi9DzkYhOTEMbbxc0cXOozlCJysTF1gIhgd7YdzoCJsZGGBHUDLtPXce9hFQ0b+yE0T1a4Pq9BBjJZfBrmLcUWPfmHoYOu1Yxdm2KzGuxyLszmQom3p0hGRlDZmwKocmFVp0GmcIE0r9/TyQV5zMTUc3BBLcOM1Eq0KmJG45eyfsqNyjAHcZG/yW3u/++jr1nImBpooRfQ3scvXIHkgQcv3oX7wzpBLdillsiqir29vZ6/z4q/N4DHLoQCQtTJeaO7gFzE2NIkoRWXs7QCgHZv1+pN/Mo20oLpM+8WX8YWThBk5EII+sGeLD/Mwh1OhTO/hA5GchNiAQAmDUNhlnTEMMGS0T0CCa4ddyIoAB0bOIGSdJfHzQqIQU7Tl4HADxIy8Tf4fcA/HfdyO24ZCa4ZBCF3XQgX3KGGl/tOAGNRgtIwIPUDLzct61uu6wO3bShqpX0QUKSyWDi2R4AkHR4BYQ6746GOTH6a9tm/HOYCS4R1ThMcGu5Et+kJAkN7PO+OlTnarBq3xn8E5WAhvaWujpCAMZGcqhzNJAkQC6TwcfVrtD2iAwpLjkduZp/18sWwJ24lOJ3oCIV90EiX3b8DWgzkiCEVm+ZQUgyQGgBSYLcjBerElHNwwS3livpTeqPS7fwyx+XIUlAgLsjLt+OgwBw834SnG3MEJOYDrlMwjNdmwKQEP0gbw6jo7VZtcRPVBZu9pawszBBwr83a2j7WAMDR1R3ZfwThrSzWwEAkoklZEoLaLNSoHRrCWWj1si4vB8yYzOYtx5s2ECJiArBBLcOy87R4Jc/Luet/ymA8zfv6xa5l0kSmrk74uW+7jAxNoKZKu82vy15hTnVYEqFEd5+uhNOR0TD0lRZ5juaUellRhzT/V9kpsCi8wQoHb0hGeX9rVA1aGao0IiISsQEtw4TjyzALkmAhYkSyRlqWJoao2uAB2wtTAwUHVH5mJsYo2uAu6HDqPPklk7QpMX+OzFfgpG5vS65JSKq6Zjg1mFKhRGe7tQEvx69AgAY3rUp2j/WAAmpmbCzMIHCqOByYUQ13f2kNBy7chcWpnmJrkLO53FVsGwzFKlnjaHNSISJTxcYWToaOiQiolJjglvHdWvmgY5+boAE3RJhzjbmBo6KqHwy1Dn4bPMxZGXnQisEouJTMbpnC0OHVSfJlOawav+socMgIioXmaEDqE7z5s1D27ZtYWFhAUdHRwwcOBDXrl0zdFhVzlgh11v/lqi2upeQigx1Tt68cgBX78YbOCIiIqqJ6lWCGxYWhldffRV//fUX9u/fj5ycHPTu3Rvp6emGDo2ISsHVzgImSiPdere+DbmcHRERFVSvpijs2bNH7/GaNWvg6OiIU6dOoWvXrgaKiohKy1SpwFuDOuLolTuwNFUiiBebERFRIepVgvuo5ORkAICtbdELlavVaqjVat3jtLS0Ko+LiIrmZGOOwR2bGDoMIiKqwerVFIWHabVaTJkyBZ06dUJAQECR9ebNmwcrKyvdT1BQUDVGSURERERlVW8T3FdffRUXL17ETz/9VGy9adOmITk5WfcTFhZWTRESERERUXnUyykKkyZNwo4dO3D48GE0bNiw2LpKpRJKpVL32Ny8di6xFRsbi7i4uEpvNycnB5mZmRBCwNi4diwCn52djWvXrsHExAQKhaJS23ZwcICjI9cLrQ5V8Zyujc9ngM9pIqJHSUIIUXK1ukEIgddeew1btmzBoUOH4OPjU+Y2oqOjsXz5ckycOBEuLi5VEGXlU6vVCA4O5uhzNQgKCsLevXv1PhRR5eNzuvrwOU1EtVG9SnBfeeUVbNiwAdu2bYOvr6+u3MrKCiYmdfeWtSkpKbCyskJYWFitHYGuDdLS0hAUFITk5GRYWloaOpw6jc/p6sHnNBHVVvUqwZX+XTvzUatXr8bYsWOrN5hqlJ8M8E2qarGfqw/7unqwn4motqpXc3DrUS5PREREVG/V21UUiIiIiKhuYoJbDyiVSsyYMYMXiVQx9nP1YV9XD/YzEdVW9WoOLhERERHVfRzBJSIiIqI6hQkuEREREdUpTHCJiIiIqE5hglvLzZw5s8j1fQ0RR3x8vKFDqXRjx46Fh4eHocPA2LFjeVMDIiKiUmCCWwG//PILJEnCli1bCmxr0aIFJElCaGhogW2NGjVCx44di2177NixkCRJ92NpaYkWLVrg888/h1qtrrRzqE3WrFmj648jR44U2C6EgJubGyRJQv/+/Utsr1u3bnp9bGtri7Zt22LVqlXQarVVcQp1TnW+BszNzeHp6YkhQ4bg119/rZe/o6p8DchkMlhaWsLX1xfPPfcc9u/fXxWnQERULZjgVkDnzp0BoMAbTUpKCi5evAgjIyMcPXpUb9udO3dw584d3b7FUSqVWLt2LdauXYu5c+fC1tYWb775JsaMGVN5J1ELqVQqbNiwoUB5WFgY7t69W6YljRo2bKjr4+nTpyM3Nxfjx4/He++9V5kh11nV+RpYtGgRRo4cievXr2PIkCHo2bMnUlJSKu9kapGqeA388MMPWLBgAQYMGIA///wTvXv3xvDhw5GTk1OZoRMRVYt6dSezyubq6orGjRsXeHM/duwYhBAYOnRogW35j0vz5m5kZIRRo0bpHr/yyito3749fv75ZyxcuBCurq6VcBa1T9++fbFx40Z8+eWXMDL67ym8YcMGBAYGlmmahJWVlV4fT5w4Eb6+vliyZAk++ugjKBSKSo29rqnu1wAAfPzxx/jkk08wbdo0TJgwAT///HOR+wshkJWVBRMTk9KeUq1Qla8BAPjkk08wefJkLF26FB4eHvj000+L3F+r1SI7OxsqlarsJ0JEVEU4gltBnTt3xpkzZ5CZmakrO3r0KJo2bYo+ffrgr7/+0vsq9ejRo5AkCZ06dSrzsWQyGbp16wYAiIyMLLLe6tWr0aNHDzg6OkKpVMLf3x/Lli0rtO7u3bsRFBQECwsLWFpaom3btgVGho4fP46QkBBYWVnB1NQUQUFBBUbl8sXHx2PYsGGwtLSEnZ0d/ve//yErK0uvTm5uLj766CN4eXlBqVTCw8MD7733XqmnXowYMQIJCQl6X6FmZ2dj06ZNGDlyZKnaKIqpqSkef/xxpKenIy4ursh6n332GTp27Ag7OzuYmJggMDAQmzZtKrTuunXr0K5dO5iamsLGxgZdu3bFvn379Ors3r0bXbp0gZmZGSwsLNCvXz9cunSp0PZu3LiB4OBgmJmZwdXVFbNnzy5wG+r09HS88cYbcHNzg1KphK+vLz777LMquV11db4G8r377rvo3bs3Nm7ciH/++UdX7uHhgf79+2Pv3r1o06YNTExMsHz5ckRGRkKSJKxZs6ZAW5IkYebMmXplhw4dQps2baBSqeDl5YXly5fXmPnuQNW+BgBALpfjyy+/hL+/P5YsWYLk5GTdNkmSMGnSJKxfvx5NmzaFUqnEnj17cOjQIUiShEOHDum1VVTfb9y4Ef7+/lCpVAgICMCWLVtqzHx3Iqr9mOBWUOfOnZGTk4Pjx4/ryo4ePYqOHTuiY8eOSE5OxsWLF/W2+fn5wc7OrlzHi4iIAIBi91+2bBnc3d3x3nvv4fPPP4ebmxteeeUVfP3113r11qxZg379+uHBgweYNm0aPvnkE7Rs2RJ79uzR1Tl48CC6du2KlJQUzJgxA3PnzkVSUhJ69OiBEydOFDj2sGHDkJWVhXnz5qFv37748ssv8eKLL+rVeeGFF/Dhhx+idevWWLRoEYKCgjBv3jw888wzpeoDDw8PdOjQAT/++KOubPfu3UhOTi51G8W5ceMG5HI5rK2ti6yzePFitGrVCrNnz8bcuXNhZGSEoUOHYufOnXr1Zs2aheeeew4KhQKzZ8/GrFmz4ObmhoMHD+rqrF27Fv369YO5uTk+/fRTTJ8+HZcvX0bnzp0LfJDRaDQICQmBk5MT5s+fj8DAQMyYMQMzZszQ1RFCYMCAAVi0aBFCQkKwcOFC+Pr64q233sLrr79e4f55VHW/BvI999xzEEIUmCt67do1jBgxAk888QQWL16Mli1blqndM2fOICQkBAkJCZg1axbGjx+P2bNnY+vWrRWKtzJV9WsAyEtyR4wYgYyMjAKj8AcPHsTUqVMxfPhwLF68uMxJ6c6dOzF8+HAoFArMmzcPgwcPxvjx43Hq1KlKiZ2ICIIq5NKlSwKA+Oijj4QQQuTk5AgzMzPx/fffCyGEcHJyEl9//bUQQoiUlBQhl8vFhAkTSmx3zJgxwszMTMTFxYm4uDgRHh4u5s6dKyRJEs2bN9fVmzFjhnj015iRkVGgveDgYOHp6al7nJSUJCwsLET79u1FZmamXl2tVqv718fHRwQHB+vK8ttv3LixeOKJJwrEMWDAAL22XnnlFQFAnDt3TgghxNmzZwUA8cILL+jVe/PNNwUAcfDgwSL7ZPXq1QKAOHnypFiyZImwsLDQnevQoUNF9+7dhRBCuLu7i379+hXZTr6goCDh5+en6+MrV66IyZMnCwDiySef1NUbM2aMcHd319v30T7Ozs4WAQEBokePHrqy69evC5lMJgYNGiQ0Go1e/fz+TE1NFdbW1gWeEzExMcLKykqvfMyYMQKAeO211/Ta6devnzA2NhZxcXFCCCG2bt0qAIiPP/5Yr80hQ4YISZJEeHh4iX1TFlX9GijKmTNnBAAxdepUXZm7u7sAIPbs2aNX9+bNmwKAWL16dYF2AIgZM2boHj/55JPC1NRUREVF6cquX78ujIyMCrzWqltVvAaaNm1a5PYtW7YIAGLx4sW6MgBCJpOJS5cu6dUNDQ0VAERoaKheeWF936xZM9GwYUORmpqqKzt06JAAUOC1RkRUHhzBraAmTZrAzs5ON8Jx7tw5pKen664Q79ixo+7r/GPHjkGj0ZRq7iGQ9zWzg4MDHBwc4O3tjffeew8dOnQo9Ir1hz083zA5ORnx8fEICgrCjRs3dF817t+/H6mpqXj33XcLzJ3L/xr27NmzuH79OkaOHImEhATEx8cjPj4e6enp6NmzJw4fPlzgSvZXX31V7/Frr70GANi1a5fev4+OJL7xxhsAUGAEtCjDhg1DZmYmduzYgdTUVOzYsaNcX81evXpV18dNmjTBV199hX79+mHVqlXF7vdwHycmJiI5ORldunTB6dOndeVbt26FVqvFhx9+CJlM/6WW38f79+9HUlISRowYoevf+Ph4yOVytG/fvtAVCCZNmqTXzqRJk5CdnY0DBw4AyOtjuVyOyZMn6+33xhtvQAiB3bt3l7J3SqcqXwPFyV8yLTU1Va+8cePGCA4OLlebGo0GBw4cwMCBA/XmuHt7e6NPnz7lD7YKVNZroDhF9XFQUBD8/f3L1ea9e/dw4cIFjB49Wm/Zu6CgIDRr1qz8wRIRPYQXmVWQJEno2LGjLtk7evQoHB0d4e3tDSDvzX3JkiUAoHuTL+2bu0qlwm+//QYg72ryxo0bo2HDhiXud/ToUcyYMQPHjh1DRkaG3rbk5GRYWVnppjoEBAQU2c7169cBoNhVG5KTk2FjY6N77OPjo7fdy8sLMplM91X7rVu3IJPJdP2Tz9nZGdbW1rh161aJ5wcADg4O6NWrFzZs2ICMjAxoNBoMGTKkVPs+zMPDAytXroQkSVCpVPDx8YGjo2OJ++3YsQMff/wxzp49qzd3+OE5mhEREZDJZMUmAvl93KNHj0K3W1pa6j2WyWTw9PTUK3vssccAQK+PXV1dYWFhoVevSZMmuu2VqSpfA8VJS0sDgALn2bhx43K3GRsbi8zMzALPTwCFlhlSZb0GilMVfZz//Cuqjx/+kEhEVF5McCtB586d8dtvv+HChQu6uYf5OnbsiLfeegtRUVE4cuQIXF1dCyQoRZHL5ejVq1eZYomIiEDPnj3h5+eHhQsXws3NDcbGxti1axcWLVpUprVD8+suWLCgyHmMJd14oKiLcirjYp2RI0diwoQJiImJQZ8+fYqdM1sUMzOzMvfxH3/8gQEDBqBr165YunQpXFxcoFAosHr16kKXbipOfh+vXbsWzs7OBbY/fIV8TVZVr4Hi5M/rfTRRKmzFhKKebxqNpsJxGFJlvAaKwz4motqqdrx71nAPrwV69OhRTJkyRbctMDAQSqUShw4dwvHjx9G3b98qjeW3336DWq3G9u3b0ahRI135o191e3l5Ach7AytqZCq/jqWlZamTwOvXr+uN7oSHh0Or1eouQnF3d4dWq8X169d1I4oAcP/+fSQlJcHd3b1UxwGAQYMGYeLEifjrr7+KXSqqsv36669QqVTYu3ev3nqjq1ev1qvn5eUFrVaLy5cvF/kBIb+PHR0dS9XHWq0WN27c0I3aAtCtIvBwHx84cACpqal6I29Xr17Vba9shngNrF27FpIk4Yknniixbv63DElJSXrlj45mOzo6QqVSITw8vEAbhZUZWlW+BjQaDTZs2ABTU9NSjbiXto/zn3+1pY+JqHbiHNxKkL+c0Pr16xEVFaU3eqVUKtG6dWt8/fXXSE9Pr5SvZosjl8sBQG85qOTk5ALJV+/evWFhYYF58+YVWMYrf9/AwEB4eXnhs88+031V+bDCltF6dKWGr776CgB08xfzk5svvvhCr97ChQsBAP369Sv+BB9ibm6OZcuWYebMmXjyySdLvV9FyeVySJKkNzIVGRlZ4Cr7gQMHQiaTYfbs2QVGzvP7ODg4GJaWlpg7d26hC+oX1sf5X/fnt7NkyRIoFAr07NkTQF4fazQavXoAsGjRIkiSVCVzSav7NfDJJ59g3759GD58eIFpMYWxtLSEvb09Dh8+rFe+dOlSvcf535ps3boV9+7d05WHh4dX+tzlylBVrwGNRoPJkyfjypUrmDx5coGpMoVxd3eHXC4vsY9dXV0REBCAH374Qe/vSlhYGC5cuFA5J0BE9R5HcCuBsbEx2rZtiz/++ANKpRKBgYF62zt27IjPP/8cQOXMPSxO7969YWxsjCeffBITJ05EWloaVq5cCUdHR0RHR+vqWVpaYtGiRXjhhRfQtm1bjBw5EjY2Njh37hwyMjLw/fffQyaT4dtvv0WfPn3QtGlTjBs3Dg0aNEBUVBRCQ0NhaWmpmyOc7+bNmxgwYABCQkJw7NgxrFu3DiNHjkSLFi0A5N2+dcyYMVixYgWSkpIQFBSEEydO4Pvvv8fAgQPRvXv3Mp2vIe7q1q9fPyxcuBAhISEYOXIkYmNj8fXXX8Pb2xvnz5/X1fP29sb777+Pjz76CF26dMHgwYOhVCpx8uRJuLq6Yt68ebC0tMSyZcvw3HPPoXXr1njmmWfg4OCA27dvY+fOnejUqZNeoqpSqbBnzx6MGTMG7du3x+7du7Fz50689957cHBwAAA8+eST6N69O95//31ERkaiRYsW2LdvH7Zt24YpU6boRo0rU1W9BnJzc7Fu3ToAQFZWFm7duoXt27fj/Pnz6N69O1asWFHqtl544QV88skneOGFF9CmTRscPnxYbw3dfDNnzsS+ffvQqVMnvPzyy7oPCwEBATh79mypj1ddKvoaSE5O1vVxRkYGwsPDsXnzZkREROCZZ57BRx99VKp2rKysMHToUHz11VeQJAleXl7YsWMHYmNjC9SdO3cunnrqKXTq1Anjxo1DYmKiro8L+zBNRFRmBl3DoQ6ZNm2aACA6duxYYNvmzZsFAGFhYSFyc3NL1V5JSyTlK2yZsO3bt4vmzZsLlUolPDw8xKeffipWrVolAIibN28WqNuxY0dhYmIiLC0tRbt27cSPP/6oV+fMmTNi8ODBws7OTiiVSuHu7i6GDRsmfv/99wJxXL58WQwZMkRYWFgIGxsbMWnSpALLkOXk5IhZs2aJxo0bC4VCIdzc3MS0adNEVlZWsef68BJJxamsJZLyFbZM2HfffSd8fHyEUqkUfn5+YvXq1YX+LoQQYtWqVaJVq1ZCqVQKGxsbERQUJPbv369XJzQ0VAQHBwsrKyuhUqmEl5eXGDt2rPj777/14jAzMxMRERGid+/ewtTUVDg5OYkZM2YUWIYsNTVVTJ06Vbi6ugqFQiF8fHzEggUL9JZ7q2xV8RoAoPsxNTUVHh4e4umnnxabNm0qcM5CFP+7z8jIEOPHjxdWVlbCwsJCDBs2TMTGxhZYJkwIIX7//XfRqlUrYWxsLLy8vMS3334r3njjDaFSqUoVe1WpitfAw31sbm4ufHx8xKhRo8S+ffsK3QeAePXVVwvdFhcXJ55++mlhamoqbGxsxMSJE8XFixcLXaLtp59+En5+fkKpVIqAgACxfft28fTTTws/P78S4yYiKokkRBXc2oiIqI4ZOHAgLl26pFv5gipfy5Yt4eDgUODmHUREZcU5uEREj3j4tsNA3sWTu3bt0t0qmyomJycHubm5emWHDh3CuXPn2MdEVCk4gktE9AgXFxeMHTsWnp6euHXrFpYtWwa1Wo0zZ86U6qI2Kl5kZCR69eqFUaNGwdXVFVevXsU333wDKysrXLx4scK3cSYi4kVmRESPCAkJwY8//oiYmBgolUp06NABc+fOZXJbSWxsbBAYGIhvv/0WcXFxMDMzQ79+/fDJJ58wuSWiSsERXCIiIiKqUzgHl4iIiIjqFCa4BjR//nz4+fmV6fa5NdW7776L9u3bGzqMIrGvqwf7uXqwn4mISmDINcrqs+TkZGFraytWrVqlK8O/a1F+9tlnBeqXdv3L0vj111/FsGHDROPGjYWJiYl47LHHxOuvvy4SExMLrb9t2zbdOq5ubm7iww8/FDk5OXp1oqOjhVKpFNu2batwfJWNfV092M/Vg/1MRFQyJrgGsmjRImFpaal3E4T8NyknJyeRnp6uV78y36Ts7OxEs2bNxPTp08XKlSvF5MmThbGxsfDz8xMZGRl6dXft2iUkSRLdu3cXK1asEK+99pqQyWTipZdeKtDusGHDRJcuXSocX2VjX1cP9nP1YD8TEZWMCa6BNG/eXIwaNUqvDIBo2bKlACA+//xzvW2V+SYVGhpaoOz7778XAMTKlSv1yv39/UWLFi30Rl3ef/99IUmSuHLlil7dTZs2CUmSRERERIVjrEzs6+rBfq4e7GciopJxDq4B3Lx5E+fPn0evXr0KbOvUqRN69OiB+fPnF1hsvrIUtpD6oEGDAABXrlzRlV2+fBmXL1/Giy++CCOj/1aUe+WVVyCEwKZNm/TayD+fbdu2VUHU5cO+rh7s5+rBfiYiKh0muAbw559/AgBat25d6PaZM2fi/v37WLZsWbHtqNVqxMfHl+qnJDExMQAAe3t7XdmZM2cAAG3atNGr6+rqioYNG+q257OysoKXlxeOHj1a4vGqC/u6erCfqwf7mYiodHijBwO4evUqAKBx48aFbu/SpQu6d++OBQsW4OWXX4aJiUmh9X788UeMGzeuVMcUJSx3/Omnn0Iul2PIkCG6sujoaAB5d3V6lIuLC+7du1eg3NPTE5cvXy5VTNWBfV092M/Vg/1MRFQ6THANICEhAUZGRjA3Ny+yzsyZMxEUFIRvvvkGU6dOLbROcHAw9u/fX+F4NmzYgO+++w5vv/223p2a8r/mVCqVBfZRqVRISUkpUG5jY1NgdMaQ2NfVg/1cPdjPRESlwwS3huratSu6d++O+fPn46WXXiq0jouLS6EjJGXxxx9/YPz48QgODsacOXP0tuWP/qjV6gL7ZWVlFTo6JISAJEkViqm6sa+rB/u5erCfiYiY4BqEnZ0dcnNzkZqaCgsLiyLrzZgxA926dcPy5cthbW1dYHtmZiaSk5NLdUxnZ+cCZefOncOAAQMQEBCATZs26V0MAvz39WJ0dDTc3Nz0tkVHR6Ndu3YF2kxMTNSbi2do7OvqwX6uHuxnIqLS4UVmZRQdHY2ZM2fq5piVh5+fH4C8K6KLExQUhG7duuHTTz8t9Kron3/+WTcSU9LPoyIiIhASEgJHR0fs2rWr0K88W7ZsCQD4+++/9crv3buHu3fv6rY/7ObNm2jSpEmx51Wd2NfVg/1cPdjPRPVPZeQd9RFHcMsoOjoas2bNwoABA8r9FV+HDh0A5P3xb968ebF1Z86ciW7dumHFihUFtpV3Hl1MTAx69+4NmUyGvXv3wsHBodB6TZs2hZ+fH1asWIGJEydCLpcDAJYtWwZJkvQuKgGA5ORkRERE4OWXXy5zTFWFfV092M/Vg/1MVP9URt5RHzHBNQBPT08EBATgwIEDeP7554utGxQUhKCgIISFhRXYVt55dCEhIbhx4wbefvttHDlyBEeOHNFtc3JywhNPPKF7vGDBAgwYMAC9e/fGM888g4sXL2LJkiV44YUXCoy2HDhwAEIIPPXUU2WOqaqwr6sH+7l6sJ+JiEqp+u8tUbudOnVKABCnTp2qUDsLFy4U5ubmere3BCBeffXVAnVDQ0N1t+KsjLsR5bdV2E9QUFCB+lu2bBEtW7YUSqVSNGzYUHzwwQciOzu7QL3hw4eLzp07Vzi+ysa+rh7s5+rBfiaqXyor76hvmOCWUWU90ZKSkoStra349ttvKykyw4qOjhYqlUps3brV0KEUwL6uHuzn6sF+JqpfmOCWDy8yMxArKyu8/fbbWLBgAbRaraHDqbAvvvgCzZo1q5FfMbKvqwf7uXqwn4mISiYJUcJtakjP6dOnERgYiFOnThV5u0yqv9RqNTQaDUxNTQ0dChER1QHMO8qHI7hElUij0ehup0pERESGwQSXqJK0adMGPj4+GDx4MC5cuABDfzkyYMAANGrUCCqVCi4uLnjuuedw7969Ius/ePAAr732Gnx9fWFiYoJGjRph8uTJejcESEhIQEhICFxdXaFUKuHm5oZJkyYVeutVIiIiQ2GCS1RJYmJicO/ePSQnJ+PYsWPYvHkzrl69WujtSitLt27dsGbNmkK3de/eHb/88guuXbuGX3/9FREREQXWH33YvXv3cO/ePXz22We4ePEi1qxZgz179mD8+PG6OjKZDE899RS2b9+Of/75B2vWrMGBAweKvCUsERGRIXAdXKJKcP36dd0oZmZmJu7fvw8AOHz4MI4cOQInJye4uLjA0dER9vb21TJHd+rUqbr/u7u7491338XAgQORk5MDhUJRoH5AQAB+/fVX3WMvLy/MmTMHo0aNQm5uLoyMjGBjY6O3GL+7uzteeeUVLFiwoGpPhoiIqAyY4BJV0OrVq/HCCy/ormhXq9WYMWMGRo8ejY4dO0Kr1SI6OlrvNosmJiawt7eHnZ0dbG1tYW1tDSsrq0ITz8rw4MEDrF+/Hh07dizTMZKTk2FpaQkjo8L/VNy7dw+bN29GUFBQZYVKRERUYUxwiSrg+vXresltPiEEfvjhB3h7e8PR0bHAfpmZmbhz5w7u3LmjV65SqWBhYQFLS0vY2tqiYcOGRd4OtTTeeecdLFmyBBkZGXj88cexY8eOUu8bHx+Pjz76CC+++GKBbSNGjMC2bduQmZmJJ598Et9++225YyQiIqpsnINL9VJubi7UanWFf1asWAFJkgo9hiRJOHLkCETeDVVK9ZOZmYnY2FiEh4fjxIkT2Lx5M3777TdcvnwZmZmZmDt3LszNzXU/f/zxB1566SW9stu3b+tieOutt3DmzBns27cPcrkco0ePLtXFbykpKejXrx/8/f0xc+bMAtsXLVqE06dPY9u2bYiIiMDrr79e7t8FERFRZeMILtU7ubm5uoSxos6dO1dkwiiEQGxsLDIyMip0jLt37yI1NRVJSUl44YUXMGzYMN22Z599Fk8//TQGDx6sK3N1ddX9397eHvb29njsscfQpEkTuLm54a+//kKHDh2KPF5qaipCQkJgYWGBLVu2FDqlwdnZGc7OzvDz84OtrS26dOmC6dOnw8XFpULnSkREVBmY4FK9o9FokJmZCYVCAWNj4wq11ahRo2JHcG1tbSGTlf6LEoVCoRuJtbS0hLW1NVQqFbKzs5GTkwMrKyu9KQ8mJiZwdHSEt7d3iW0/PEe4KCkpKQgODoZSqcT27duhUqkqpV0iIqLqxASX6i1jY+MKJ7jDhg3D6tWrC90mhEDHjh2LTHAVCgWsrKx0PxYWFlAqlUUmzDk5OaWO6/jx4zh58iQ6d+4MGxsbREREYPr06fDy8tKN3kZFRaFnz5744Ycf0K5dO6SkpKB3797IyMjAunXrkJKSolsZwsHBAXK5HLt27cL9+/fRtm1bmJub49KlS3jrrbfQqVMneHh4lDo+IiKiqsQEl6gCPDw8MGfOHLz//vt6F5pJkoSRI0fqLhBTKpWwtLSEhYWF7iIyExOTIpPZijI1NcXmzZsxY8YMpKenw8XFBSEhIfjggw+gVCoB5CXM165d002hOH36NI4fPw4ABUaEb968CQ8PD5iYmGDlypWYOnUq1Go13NzcMHjwYLz77rtVch5ERETlwQSXqIIGDx6MwMBADBo0COnp6VAqlXj77bfRpEkTODk5wd7evlRf9ZfHoUOHCi1v1qwZDh48WOy+Hh4eevOHu3XrVuIFaN27d8eff/5Z5jiJiIiqExNcokrg7u4ODw8PxMXFQalUIjg4uELLexEREdVl58+fx1dffYXTp08jOTm5wHKbkiQhIiKi3O0zwSWqJJs3b4ZarUZUVBSTWyIioiIcOnQIISEhsLGxQZs2bXDmzBn06NEDWVlZOHbsGJo2bYrAwMAKHaPWroM7b948tG3bFhYWFnB0dMTAgQNx7dq1YvdZs2YNJEnS+6mqr46p/mrYsKGhQyAionqqNuRHH374ITw9PXHt2jXdhdrvvfcejhw5gj///BN3797VWxKzPGptghsWFoZXX30Vf/31F/bv34+cnBz07t0b6enpxe5naWmpu21qdHQ0bt26VU0RU32gVCorvDIDERFRedWG/Oj06dMYP348LC0tIZfLAeQt4QkA7du3x8SJEzF9+vQKHaPWTlHYs2eP3uM1a9bA0dERp06dQteuXYvcT5IkODs7V3V4RERERNWuNuRHRkZGsLCwAABYW1tDoVAgNjZWt93T0xOXL1+u0DFq7Qjuo5KTkwEAtra2xdZLS0uDu7s73Nzc8NRTT+HSpUvF1ler1br1QFNSUpCWllZpMRMRERGVRlpaml4+Utqb61RVflQR3t7euH79OoC8xNrPzw9btmzRbd+5c2eFk+06keBqtVpMmTIFnTp1QkBAQJH1fH19sWrVKmzbtg3r1q2DVqtFx44dcffu3SL3mTdvnt5i/EFBQVVxCkRERERFCgoK0stH5s2bV+I+VZkfVUTfvn3x448/Ijc3FwDw+uuvY/PmzfDx8YGPjw+2b9+OiRMnVugYkihp4cta4OWXX8bu3btx5MiRMl3gk5OTgyZNmmDEiBH46KOPCq2jVqv1PiWdPXsWQUFBOHXqFFq3bl3h2Kn6qdVqnD17FmZmZrVmvmx2djbS09PRsmVL3Y0aiIio7jt9+jQCAwMRFhaGli1b6sqVSmWJ7wdVmR9VRE5ODlJSUmBra6u74dG6devw66+/Qi6Xo3///hg7dmyFjlGqObgpKSkwMzPTTQSuSSZNmoQdO3bg8OHDZb56XaFQoFWrVggPDy+yzqNPIHNz83LHSkRERFQe5ubmsLS0LHX9qs6PKkKhUMDOzk6vbNSoURg1alSlHaNUUxRsbGzw888/6x4///zzult6GooQApMmTcKWLVtw8OBBNG7cuMxtaDQaXLhwAS4uLlUQIREREVH1qg35kaenJ7Zv317k9h07dsDT07NCxyhVgmtsbKz3Nf2aNWsqdHeJyvDqq69i3bp12LBhAywsLBATE4OYmBhkZmbq6owePRrTpk3TPZ49ezb27duHGzdu4PTp0xg1ahRu3bqFF154wRCnQERERFSpakN+FBkZWexF+2lpaRVepqxUUxT8/Pzw7bffwsPDA1ZWVrrgTp8+Xex+VTlHddmyZQCAbt266ZWvXr1aN2/j9u3bkMn+y+ETExMxYcIExMTEwMbGBoGBgfjzzz/h7+9fZXESERERVZfakh/lz70tzMmTJ2FtbV2x9ktzkdmePXswfPjwUi+RJYSAJEm6RXvrkvzJ3rzIrPbiRWZERFRb1JW8Y/HixVi8eDEA4NatW7C3t4eZmVmBesnJyUhKSsLIkSOxdu3ach+vVCO4ISEhuHnzJk6ePIn79+9j7NixePHFF9GhQ4dyH5iIiIiI6gdHR0c0bdoUQN4sgAYNGqBBgwZ6dSRJgpmZGQIDA/HKK69U6HilSnDPnz8Pd3d3BAcHA8gb5h46dCh69uxZoYMTERERUd03YsQIjBgxAgDQvXt3fPDBB1WaR5bqIrNWrVph586dVRYEEREREdUPoaGhVT5IWqoRXBMTE2RkZOgeh4WFYcKECVUWFBERERHVDYcPHy7Xfl27di33MUuV4LZo0QILFy6EXC7XraJw8uRJqFSqYvcbPHhwuQMjIiIiotqvW7dueqsm5C9GUJTKWKygVAnu4sWLMWTIEIwfPx5A3iTgh6+GK0xdXUWBiIiIiEovNDS02o9ZqgS3TZs2CA8PR0REBO7fv49u3brh/fffR69evao6PiIiIiKqxYKCgqr9mKVKcAHAyMgIvr6+8PX1xZgxY9C/f3+0b9++KmMjIiIiojosOjoasbGx8Pb2LnRd3PIq1SoKj1q9ejWTWyIiIiIql23btsHPzw8NGzZE69atcfz4cQBAfHw8WrVqha1bt1ao/VKN4M6ePRuSJOH999+HTCbD7NmzS9xHkiRMnz69QsERERERUd3y22+/YfDgwejQoQNGjhyJmTNn6rbZ29ujQYMGWL16NQYOHFjuY5QqwZ05cyYkScI777wDY2NjvUCKwgSXiIiIiB41e/ZsdO3aFaGhoUhISCiQV3bo0AHLly+v0DFKNUVBq9VCo9HA2NhY97ikH66gQERERESPunjxIoYNG1bkdicnJ8TGxlboGOWag0tEREREVB6mpqZIT08vcvuNGzdgZ2dXoWOUehWFR125cgURERFITU2FhYUFvL294efnV6FgiIiIiKhu6969O77//ntMmTKlwLaYmBisXLkS/fv3r9AxypzgLl++HHPmzEFUVFSBbY0aNcL777+PF154oUJBEREREVHdNGfOHDz++ONo27Ythg4dCkmSsHfvXhw8eBDLly+HEAIzZsyo0DHKlOC++eabWLhwIWxtbfH8888jICAA5ubmSEtLw4ULF7B161ZMnDgR169fx6efflqhwIiIiIio7vH19cWRI0fwv//9D9OnT4cQAgsWLACQd1vfr7/+Gh4eHhU6RqkT3BMnTmDhwoUYNGgQfvjhh0IX4128eDFGjRqFzz77DEOHDkWbNm0qFBwRERER1T1NmzbFgQMHkJiYiPDwcGi1Wnh6esLBwaFS2i91gvvdd9/BxcUFGzZsgFKpLLSOmZkZfvzxR3h6euK7775jgktERERERbKxsUHbtm0rvd1SJ7jHjh3D0KFDi0xu86lUKgwdOhShoaEVDo6IiIiIarcffvihXPuNHj263McsdYJ7584dNGnSpFR1/f39y30yRERERFR3jB07tkCZJEkAACFEoeVANSW4KSkpsLCwKFVdc3NzpKamljsoIiIiIqobbt68qfc4KSkJY8aMgZWVFV577TX4+voCAK5evYqvvvoKqamp+P777yt0zFInuEIIvay6NPWJiIiIqH5zd3fXezxz5kw4ODhg3759erlls2bN8PTTT6N3795YtGgRVq9eXe5jlmmZsM8++ww//vhjifUKWyOXiIiIiGjr1q2YM2dOoQOnMpkMgwcPxgcffFChY5Q6wW3UqBEePHiABw8elLo+EREREdHDhBC4evVqkdsvX75c4ZkApU5wIyMjK3QgIiIiIqKBAwdi2bJl8PDwwEsvvQRTU1MAQEZGBpYtW4bly5fj2WefrdAxynyrXiIiIiKi8lq8eDFu3ryJN998E9OmTYOLiwsAIDo6Gjk5OejUqRO++OKLCh2DCS4RERERVRsrKyuEhYVh27Zt2L17N27dugUACAkJQd++ffHkk0+WaWGDwjDBJSKiIuXm5sLIiG8VRFT5nnrqKTz11FNV0rasSlqtRl9//TU8PDygUqnQvn17nDhxotj6GzduhJ+fH1QqFZo1a4Zdu3ZVU6RERLVPXFwcEhISDHZ8IQQ+/PBDuLi4wMTEBL169cL169dL3K+494bIyEhIklToz8aNG6vydIiqTX3Pj2p1gvvzzz/j9ddfx4wZM3D69Gm0aNECwcHBiI2NLbT+n3/+iREjRmD8+PE4c+YMBg4ciIEDB+LixYvVHDkRUc3Xpk0btG7dGoGBgbhx44ZB1jefP38+vvzyS3zzzTc4fvw4zMzMEBwcjKysrCL3Kem9wc3NDdHR0Xo/s2bNgrm5Ofr06VNdp0ZUZZgfAZKoxXdkaN++Pdq2bYslS5YAALRaLdzc3PDaa6/h3XffLVB/+PDhSE9Px44dO3Rljz/+OFq2bIlvvvmmVMc8ffo0AgMDcerUKbRu3bpyToSqlVqtxtmzZ2FmZgZjY2NDh1Mq2dnZSE9PR8uWLaFUKg0dDtUD169fR2BgIFJTU6FUKvH+++8jICAAjRo1gr29PaytrWFpaVnheXLFEULA1dUVb7zxBt58800AQHJyMpycnLBmzRo888wzhe5X1vcGAGjVqhVat26N7777rmpOhqicypN3GCI/qmlq7QhudnY2Tp06hV69eunKZDIZevXqhWPHjhW6z7Fjx/TqA0BwcHCR9YmI6qPVq1fDz89Pd8t1tVqNGTNmYNu2bTh16hT27t2Ln3/+GatWrcKWLVtw7Ngx3Lp1C2lpaZU6ynvz5k3ExMTo/d22srJC+/bti/y7XZ73hlOnTuHs2bMYP358pcVOZCjMj/KU+8qBvXv34rvvvsONGzeQmJhY4I+aJEmIiIiocIBFiY+Ph0ajgZOTk165k5NTkYsHx8TEFFo/JiamyOOo1Wqo1Wrd47S0NAB5F17k5OSUN3wyoJycHOTm5iI9Pb3W/A6zs7N1zzmZrNZ+LqUqlJubC41GU+F2wsPDMX78+AJ/04UQ+P777+Hh4QFHR0fdMfO/4j9z5gyAvDdSc3NzmJmZwczMDKampjAxMYGZmRksLCxgYWGhew7L5fJiL2C7e/cuAMDW1lbvterg4IB79+4V+vqNjo6GRqOBnZ2d3nZ7e3tcuXKl0H1WrlwJPz8/tG3bttb8TajrKuv5XN1Kek6XR25uLoC8/CMlJUVXrlQqC/1Gr7ryo5quXL+FBQsW4N1334WTkxPatWuHZs2aVXZcNca8efMwa9asAuXt27c3QDRERIZV2N/Dqvbofezzbdq0qch9unbtWmh5cdOSasuUJaqfgoKC9B7PmDEDM2fONEwwlSwrKwu//PILgoODCyTa5VWuBHfx4sXo0aMHdu3aBYVCUSmBlJW9vT3kcjnu37+vV37//n04OzsXuo+zs3OZ6gPAtGnT8Prrr+senz17FkFBQTh+/DhatWpVgTMgQ6qNowNVMTJAdUNubi4uX75c7IVXpTVjxgwcPHiwyKkGLVu2rPAdhgDAxMQELVu2ROvWrXXP69TUVL2/0Wq1Gq1atcKJEyfQsmVLXXnPnj3RokULLFy4sEC72dnZsLKywk8//aS3/NDzzz+PpKQkbN68Wa/+unXrMHHiRERGRsLBwaHC50UVp1arce7cORgZGdWqDx3537S1aNGiUq+VOHPmDNq3b4+wsDC910FRx6iu/KgyJScnY9y4cdi/f79hE9zExEQMGTLEYMktkPdJOzAwEL///jsGDhwIIG8S9e+//45JkyYVuk+HDh3w+++/Y8qUKbqy/fv3o0OHDkUe59GvAMzNzQEARkZGBj1/qhj+7qguUSgUaNGiRaV8aGvVqhUOHTpUaFsymQxOTk6wsLAoU5tGRkawtraGnZ0dHBwc4OzsDHNz8wIf2mxtbWFra6t7LISAs7MzDh8+jLZt2wIAUlJScOLECbzyyiuFvo4VCgUCAwMRFhaGIUOGAMh7bwgNDcWkSZMK7PP9999jwIABcHV1LdM5UdXRarUwMjKqVRcCA3nPvfT0dCgUikp9j8l/jZibm8PS0rLE+tWVH1W2yl7zoFwJbrt27XDt2rVKDaQ8Xn/9dYwZMwZt2rRBu3bt8MUXXyA9PR3jxo0DAIwePRoNGjTAvHnzAAD/+9//EBQUhM8//xz9+vXDTz/9hL///hsrVqww5GkQEVWYkZFRpYzwv/jii4WOjAJ5b0CdO3cudOUEIyMjWFlZwcrKCpaWlrC0tISFhQWsrKxgZmZWrtUWJEnClClT8PHHH8PHxweNGzfG9OnT4erqqnvjBvJGdAcNGqR78y7pvSFfeHg4Dh8+XOvX+yR6VG3Mjyp7RZZy/TVcunQp+vTpgzZt2mDkyJGVGlBZDB8+HHFxcfjwww8RExODli1bYs+ePbrh7du3b+tdkNOxY0ds2LABH3zwAd577z34+Phg69atCAgIMNQpEBHVKD4+Pvjuu+8wfvx4aLVaXbkkSRg9ejQcHR1ha2sLe3t72NrawsbGBtbW1jA3N6+SJcPefvttpKen48UXX0RSUhI6d+6MPXv2QKVS6epEREQgPj5e97ik94Z8q1atQsOGDdG7d+9Kj5vIkGpjflTZI7jlWge3efPmePDgAaKjo2Fubo6GDRtCLpfrNyxJOHfuXKUFWlNwHVwiqg/Cw8PRpUsXJCUlwdjYGPPnz0e3bt3QqFEjmJiYGDo8qsNq41rlQNWtV868o3zKNYJra2sLOzs7+Pj4VHY8RERUA3h7eyM6OhpRUVFITk6Gv7+/oUMiIiq1ciW4hw4dquQwiIioJjI3N+cFWERU63DFeCIiKlJV346XiKgqVOiS25ycHFy9ehXJycl6FyPkK2qhbSIiIiKiqlKuBFer1WLatGlYunQpMjIyiqxX2xbSJyIifRy9JaLaqFxTFObOnYsFCxZg1KhR+OGHHyCEwCeffIJvvvkGzZs3R4sWLbB3797KjpWIiIiIqETlGsFds2YNhg0bhmXLliEhIQEAEBgYiB49emDMmDHo0KEDDh48iF69elVqsERERERUNxw9ehSnT58udKqrJEmYPn16udsuV4J79+5dvP322wD+uxdy/j3QjY2NMWrUKCxcuBBz584td2BEREREVPc8ePAA/fr1w4kTJyCEgCRJuhs95P+/ogluuaYo2NnZIS0tDcB/90a+ceOGXp3ExMRyB0VEREREddNbb72F8+fPY8OGDbhx4waEENi7dy/++ecfvPTSS2jZsiXu3btXoWOUK8Ft1aoVTp48qXvcvXt3fPHFFzh69Cj++OMPfPnll2jRokWFAiMiIiKiumfXrl2YOHEihg8fDgsLCwCATCaDt7c3vv76a3h4eGDKlCkVOka5EtwXX3wRarUaarUaADBnzhwkJSWha9euCAoKQkpKCj7//PMKBUZEREREdU9SUhKaNm0KIG8mAADdzAAA6N27d4UXKyjXHNwBAwZgwIABusf+/v6IiIjAoUOHIJfL0bFjR9ja2lYoMCIiIiKqe1xdXRETEwMg71ouR0dHnDt3Dk899RQAICoqqsJLFFboRg8Ps7Ky0gVGRERERFSYrl27Yv/+/Xj//fcBAMOHD8f8+fMhl8uh1WrxxRdfIDg4uELHKHeCq9FosHHjRoSGhiI2NhazZ89Gs2bNkJycjN9//x2dOnWCk5NThYIjIiIiorrl9ddfx/79+6FWq6FUKjFz5kxcunRJt2pC165d8eWXX1boGOVKcJOSkhASEoITJ07A3Nwc6enpeO211wDkzaWYPHkyRo8ezWXCiIiIiEhPs2bN0KxZM91jGxsbHDhwAElJSZDL5boLzyqiXBeZvfvuu7h06RL27t2rW94hn1wux5AhQ7Br164KB0dEREREdcvs2bNx8eLFAuXW1tawsLDApUuXMHv27Aodo1wJ7tatW/Haa6/hiSeeKHQS8GOPPYbIyMgKBUZEREREdc/MmTNx/vz5IrdfvHgRs2bNqtAxypXgJicno3HjxkVuz8nJQW5ubrmDIiIiIqL66cGDBzA2Nq5QG+Wag+vl5YXTp08XuX3fvn3w9/cvd1BEREREVHccPnwYhw4d0j3evHkzwsPDC9RLSkrCzz//rDdHtzzKleC+8MILeOedd9CtWzf07NkTQN69g9VqNWbPno09e/ZgxYoVFQqMiIiIiOqG0NBQ3bQDSZKwefNmbN68udC6/v7++Oqrryp0vHIluP/73/9w6dIljBgxAtbW1gCAkSNHIiEhAbm5uZg4cSLGjx9focCIiIiIqG54++23MWnSJAgh4OjoiG+++QZPP/20Xh1JkmBqagqVSlXh45UrwZUkCStXrsSYMWOwadMmXL9+HVqtFl5eXhg2bBi6du1a4cCIiIiIqG4wMTGBiYkJAODmzZtwcHCAqalplR2vQncy69y5Mzp37lxZsRARERFRHefu7l7lx6i0W/USERERET2qcePGhS4rWxxJkhAREVHuY5Y6wR0wYECZGpYkCdu2bStzQERERERUdwQFBZU5wa2oUie4O3bsgEqlgrOzs96dy4pS3SdCRERERDXPmjVrqv2YpU5wGzRogKioKNjb22PkyJF45pln4OzsXJWxERERERGVWanvZHbnzh2EhoaiVatW+Oijj+Dm5oZevXph9erVSE1NrcoYiYiIiKgOSUlJwSeffILg4GC0atUKJ06cAJB3F7OFCxcWehOIsijTrXqDgoKwfPlyxMTEYNOmTbCzs8OkSZPg6OiIwYMHY9OmTVCr1RUKiIiIiIjqrrt376JVq1b48MMPcffuXZw/fx5paWkAAFtbWyxfvrzCN3ooU4KbT6FQ4KmnnsLPP/+M+/fv65Le4cOHY/78+RUKqDQiIyMxfvx4NG7cGCYmJvDy8sKMGTOQnZ1d7H7dunWDJEl6Py+99FKVx0tERERUkxgyl3rrrbeQmpqKs2fPIiwsrMC1XQMHDsSBAwfKfE4Pq9AyYWq1Gnv37sW2bdtw5swZqFQqeHh4VCig0rh69Sq0Wi2WL18Ob29vXLx4ERMmTEB6ejo+++yzYvedMGECZs+erXtclYsMExEREdVEhsyl9u3bh6lTp8Lf3x8JCQkFtnt6euLOnTtlavNRZU5wtVot9u/fjx9//BFbt25FRkYGevXqhZUrV2LQoEEwMzOrUEClERISgpCQEN1jT09PXLt2DcuWLSvxl2JqasqL44iIiKheM2QulZmZCQcHhyK3V8a1XaWeovDnn39i0qRJcHFxQb9+/RAeHo65c+fi3r172LVrF0aNGlUtyW1RkpOTYWtrW2K99evXw97eHgEBAZg2bRoyMjKKra9Wq5GSkqL7yZ8jQkRERFRd0tLS9PKRqrjmqapyqUf5+/vj8OHDRW7funUrWrVqVaY2H1XqEdzOnTvDxMQEffv2xYgRI3RTEW7fvo3bt28Xuk/r1q0rFFxphYeH46uvvirxE8fIkSPh7u4OV1dXnD9/Hu+88w6uXbuGzZs3F7nPvHnzMGvWrMoOmYiIiKjUgoKC9B7PmDEDM2fOrLT2qzKXetSUKVMwZswYNG/eHEOHDgWQN0MgPDwcs2bNwrFjx/Drr79W6HwkUZq7NgCQyf4b7C3pJg5CCEiSBI1GU6Zg3n33XXz66afF1rly5Qr8/Px0j6OiohAUFIRu3brh22+/LdPxDh48iJ49eyI8PBxeXl6F1lGr1Xqfks6ePYugoCCcOnWq2hJ4IiKi+kKtVuPs2bMwMzODsbGxocMptezsbKSnp6Nly5ZQKpWV1u7p06cRGBiIsLAwtGzZUleuVCoLPU5NzKUKM2fOHMycORNCCGi1WshkMgghIJPJ8PHHH+Odd94pUxyPKvUI7urVqyt0oNJ44403MHbs2GLreHp66v5/7949dO/eHR07dsSKFSvKfLz27dsDQLG/lEefQObm5mU+DhEREVFFmJubw9LSssR6NTGXKsz777+P5557Dr/++ivCw8Oh1Wrh5eWFwYMH68VXXqVOcMeMGVPhg5XEwcGh2EnHD4uKikL37t0RGBiI1atX640wl9bZs2cBAC4uLmXel4iIiGqftLS0Oj1YVZtyqUaNGmHq1Kll3q80yrUOrqFFRUWhW7duaNSoET777DPExcUhJiYGMTExenX8/Px0d8aIiIjARx99hFOnTiEyMhLbt2/H6NGj0bVrVzRv3txQp0JERETV6MGDB2W+KKouquu5VIXWwTWU/fv3Izw8HOHh4WjYsKHetvwpxTk5Obh27ZruSWxsbIwDBw7giy++QHp6Otzc3PD000/jgw8+qPb4iYiIyDCEELh16xaaNGli6FAMqjpzKZlMVuL1W4Up67VcD6uVCe7YsWNLnF/i4eGhd2cMNzc3hIWFVXFkREREVFMNHjwY9+/fh4mJCX744Qe4uLiUK/GqC6ozl/rwww8L9POWLVtw6dIlBAcHw9fXF0DezSf27duHgIAADBw4sMzHeVitTHCJiIioZpg5cyZ++ukn3LlzB8bGxggMDMScOXN0Fx8VZtmyZVi2bBkiIyMBAE2bNsWHH36IPn366Oqo1WrMmzcPu3btQnZ2Njp37owZM2bA3t6+3LHGx8cjPj4eVlZWuHDhAm7fvg0PDw84OjqWa/4plc6jy5mtWLECsbGxuHjxoi65zXflyhX06NEDrq6uFTomf5tERERUbo899hiWLFmCCxcu4MiRI/Dw8EDv3r0RFxdX5D4NGzbEJ598glOnTuHvv/9Gjx498NRTT+HSpUu6OvPnz0doaCi++OILrF27FrGxsZg0aVKlxp6cnIxz584hNDQU58+fx71795CdnV2px6CCFixYgEmTJhVIbgGgSZMmmDRpEubPn1+hY3AEl4iIiMpt5MiReo8XLlyI7777DufPn0fPnj0L3efJJ5/UezxnzhwsW7YMf/31F7y9vZGWlobNmzfj888/R4cOHQAAc+fORd++fXH27Fm99WBLKzIyUnc30qysLMTGxsLR0REAkJubi+joaERHRwPIW5LL2toa1tbWsLKygpmZWb2dylAV7t69C4VCUeR2hUKBu3fvVugYHMElIiKiSpGdnY0VK1bAysoKLVq0KNU+Go0GP/30E9LT03XJ7NWrV5Gbm4uOHTvq6nl5ecHV1VW3LFVZ/Prrr+jTpw/S09MB5E1/mDNnDo4fP15o/bS0NNy9excXL17E0aNH8fvvv+PEiRO4fv06EhISKnTxEwEBAQFYunQpoqKiCmy7e/culi5dimbNmlXoGBzBJSIiogrZsWMHnnnmGWRkZMDFxQX79+8vca7shQsX0KFDB2RlZcHc3BxbtmyBv78/1Go1EhISoFAoCtzYwM7OrtipD4WJjIzEBx98AK1Wq1cuhMCGDRvg6elZ4rqxGo0GiYmJSExMxI0bNyCXy+Ho6AhHR0fY29vDyIjpVFksWrQIwcHBeOyxxzBo0CB4e3sDAK5fv46tW7dCCIF169ZV6Bj8jRAREVGprF+/HhMnTtQ93r17N7p06YLu3bvj7NmziI+Px8qVKzFs2DAcP35cNwWgML6+vjh79iySk5OxadMmjBkzBmFhYXp3w3p0PqwQAhqNpkzzZH/55ZcipxdIkoQ///yzwJSJkmi1WkRFRSEqKgqSJMHKygr29vaws7MrUzv1VefOnXH8+HFMnz4dW7ZsQWZmJgDAxMQEwcHBmDVrFkdwiYiIqHoMGDBAb3WEBg0aAADMzMzg7e0Nb29vPP744/Dx8cF3332HadOmFdmWsbGxbuQuMDAQJ0+exOLFi/H111/DxcUFOTk5iImJgYWFhW6f+Ph4WFpa6qYalMbt27f1lrp6mBACDx48KDC6W1YPHjyAWq2Gi4sL5HJ5hdqqLwICArBlyxZotVrdqLyDg0OlrWbBBJeIiIhKxcLCQi/hLIpWq4VarS5T2/n7GBkZYfDgwXj11VcRHx+PLl26AAD++ecfxMTEYPDgwWW6yKxFixY4ePBgodskSYKjoyNMTU3LFOvDVCoVmjZtCn9/fxgbG3O6QhnJZDI4OTlVerv8LRAREVG5pKenY86cORgwYABcXFwQHx+Pr7/+GlFRURg6dKiuXs+ePTFo0CDdMl/Tpk1Dnz590KhRI6SmpmLDhg04dOgQ9u7dCyBvru348ePxzjvvwMnJCZaWlnjttdfQoUMHdO3atUwxvvjii1i4cGGh24QQ6Ny5c5lWSFAoFLCzs4OjoyMaNGgAV1dXjtrWQExwiYiIqFzkcjmuXr2K77//HvHx8bCzs0Pbtm3xxx9/oGnTprp6ERERiI+P1z2OjY3F6NGjER0dDSsrKzRv3hx79+7FE088oauzaNEiyGQyPP3001Cr1QgODsbSpUvLHGP+dInx48frTUWQJAmjR48udp4wkDcv1M3NDS4uLnB0dIS1tTWXDKsFJFHUxBQq1OnTpxEYGIhTp06hdevWhg6HiIiISiE8PBytW7dGamoqlEolPvjgg0KTW6VSCUdHRzg7O6Nhw4awt7c3aELLvKN8OIJLREREdZ63tzcsLS2RmpoKExMTXXJrZGQENzc3NGzYEM7OzhyhrSOY4BIREVG9I5PJ0Lp1awQEBMDY2NjQ4VAlY4JLRERE9YKzszNycnJgYmKCkJAQNGzY0NAhURVhgktERET1wt9//42LFy9CpVIxua3jmOASERFRvWFubg53d3dDh0FVrHJuF0FERERUCzg6OvIisnqACS4RERHVGyYmJoYOgaoBE1wiIiKqNzh6Wz8wwSUiIiKiOoUJLhERERHVKUxwiYiIiKhO4TJh9UR0dDSio6MNHUad5+LiAhcXF0OHUS/wOV09+JyuPnxOVw8+p+sHJrhl5OLighkzZtSqF4darcaIESMQFhZm6FDqvKCgIOzduxdKpdLQodRpfE5XHz6nqwef09Wntj2na2PeURNIQghh6CCoaqWkpMDKygphYWEwNzc3dDh1VlpaGoKCgpCcnAxLS0tDh1On8TldPficrj58TlcPPqfrD47g1iMtW7bkC7oKpaSkGDqEeofP6arF53T143O6avE5XX/wIjMiIiIiqlOY4BIRERFRncIEtx5QKpWYMWNGrZlQX1uxn6sP+7p6sJ+rD/u6erCf6w9eZEZEREREdQpHcImIiIioTmGCS0RERER1ChNcIiIiIqpTmOASlWDs2LHw8PAwdBgYO3YsF4Anolpl5syZkCSpzPvVhL+7FYmhW7du6NatW6XGQ2XDBJdqjTVr1kCSJEiShCNHjhTYLoSAm5sbJElC//79S2yvW7duuvYkSYKtrS3atm2LVatWQavVVsUpEFVIVb4GZDIZLC0t4evri+eeew779++vilMgKpeMjAzMnDkThw4dMnQo5XLv3j3MnDkTZ8+eNXQo9QYTXKp1VCoVNmzYUKA8LCwMd+/eLdPyLw0bNsTatWuxdu1aTJ8+Hbm5uRg/fjzee++9ygyZqFJVxWvghx9+wIIFCzBgwAD8+eef6N27N4YPH46cnJzKDJ2oXDIyMjBr1qxaneDOmjWLCW41YoJLtU7fvn2xceNG5Obm6pVv2LABgYGBcHZ2LnVbVlZWGDVqFEaNGoWpU6fi6NGjaNiwIZYsWcI3dqqxquo1MHHiRCxYsAD//PMPXnnlFfzyyy/44IMPit1fq9UiKyurXOdBRFRVmOBSrTNixAgkJCTofYWanZ2NTZs2YeTIkRVq29TUFI8//jjS09MRFxdXZL3PPvsMHTt2hJ2dHUxMTBAYGIhNmzYVWnfdunVo164dTE1NYWNjg65du2Lfvn16dXbv3o0uXbrAzMwMFhYW6NevHy5dulRoezdu3EBwcDDMzMzg6uqK2bNn49HlrNPT0/HGG2/Azc0NSqUSvr6++OyzzwrUo9qpKl8DACCXy/Hll1/C398fS5YsQXJysm6bJEmYNGkS1q9fj6ZNm0KpVGLPnj04dOgQJEkqMMIWGRkJSZKwZs0avfKNGzfC398fKpUKAQEB2LJlS42Yd0nld+TIEbRt2xYqlQpeXl5Yvnx5ofXWrVuHwMBAmJiYwNbWFs888wzu3LlTZLuRkZFwcHAAAMyaNUs3rWbmzJkAgPPnz2Ps2LHw9PSESqWCs7Mznn/+eSQkJJQ69q1btyIgIEDv+VgYrVaLL774Ak2bNoVKpYKTkxMmTpyIxMTEIts+dOgQ2rZtCwAYN26cLv7818Qff/yBoUOHolGjRlAqlXBzc8PUqVORmZlZ6vipICa4VOt4eHigQ4cO+PHHH3Vlu3fvRnJyMp555pkKt3/jxg3I5XJYW1sXWWfx4sVo1aoVZs+ejblz58LIyAhDhw7Fzp079erNmjULzz33HBQKBWbPno1Zs2bBzc0NBw8e1NVZu3Yt+vXrB3Nzc3z66aeYPn06Ll++jM6dOyMyMlKvPY1Gg5CQEDg5OWH+/PkIDAzEjBkzMGPGDF0dIQQGDBiARYsWISQkBAsXLoSvry/eeustvP766xXuHzK8qn4NAHlJ7ogRI5CRkVFgvu/BgwcxdepUDB8+HIsXLy5zUrpz504MHz4cCoUC8+bNw+DBgzF+/HicOnWqUmKn6nfhwgX07t0bsbGxmDlzJsaNG4cZM2YUSBTnzJmD0aNHw8fHBwsXLsSUKVPw+++/o2vXrkhKSiq0bQcHByxbtgwAMGjQIN20ssGDBwMA9u/fjxs3bmDcuHH46quv8Mwzz+Cnn35C3759S/Whft++fXj66achSRLmzZuHgQMHYty4cfj7778L1J04cSLeeustdOrUCYsXL8a4ceOwfv16BAcHF/mtX5MmTTB79mwAwIsvvqiLv2vXrgDyPuxlZGTg5ZdfxldffYXg4GB89dVXGD16dImxUzEEUS2xevVqAUCcPHlSLFmyRFhYWIiMjAwhhBBDhw4V3bt3F0II4e7uLvr161die0FBQcLPz0/ExcWJuLg4ceXKFTF58mQBQDz55JO6emPGjBHu7u56++YfN192drYICAgQPXr00JVdv35dyGQyMWjQIKHRaPTqa7VaIYQQqampwtraWkyYMEFve0xMjLCystIrHzNmjAAgXnvtNb12+vXrJ4yNjUVcXJwQQoitW7cKAOLjjz/Wa3PIkCFCkiQRHh5eYt9QzVQVr4GmTZsWuX3Lli0CgFi8eLGuDICQyWTi0qVLenVDQ0MFABEaGqpXfvPmTQFArF69WlfWrFkz0bBhQ5GamqorO3TokABQ4LVGtcPAgQOFSqUSt27d0pVdvnxZyOVykZ9qREZGCrlcLubMmaO374ULF4SRkZFe+aN/d+Pi4gQAMWPGjALHfvTvsRBC/PjjjwKAOHz4cImxt2zZUri4uIikpCRd2b59+wo8H//44w8BQKxfv15v/z179hQoDwoKEkFBQbrHJ0+eLPA6KC7+efPmCUmS9PqTyoYjuFQrDRs2DJmZmdixYwdSU1OxY8eOcn01e/XqVTg4OMDBwQFNmjTBV199hX79+mHVqlXF7mdiYqL7f2JiIpKTk9GlSxecPn1aV75161ZotVp8+OGHkMn0X2r5y+bs378fSUlJGDFiBOLj43U/crkc7du3R2hoaIFjT5o0Sa+dSZMmITs7GwcOHAAA7Nq1C3K5HJMnT9bb74033oAQArt37y5l71BNVlmvgeLkL0uXmpqqVx4UFAR/f/9ytXnv3j1cuHABo0eP1lv2LigoCM2aNSt/sGQwGo0Ge/fuxcCBA9GoUSNdeZMmTRAcHKx7vHnzZmi1WgwbNkzv752zszN8fHwK/XtXGg//Pc7KykJ8fDwef/xxAND7m1yY6OhonD17FmPGjIGVlZWu/IknnijwHN+4cSOsrKzwxBNP6MUfGBgIc3PzSok/PT0d8fHx6NixI4QQOHPmTLnaJMDI0AEQlYeDgwN69eqFDRs2ICMjAxqNBkOGDClzOx4eHli5ciUkSYJKpYKPjw8cHR1L3G/Hjh34+OOPcfbsWajVal35w+s9RkREQCaTFZsIXL9+HQDQo0ePQrdbWlrqPZbJZPD09NQre+yxxwBAN53h1q1bcHV1hYWFhV69Jk2a6LZT7VdZr4HipKWlAUCB51Ljxo3L3Wb+88/b27vANm9v7xITEqp54uLikJmZCR8fnwLbfH19sWvXLgB5f++EEIXWAwCFQlGu4z948ACzZs3CTz/9hNjYWL1t+fPHs7Oz8eDBA71tDg4OuudjUbE//Hy8fv06kpOTi3yPePTYpXX79m18+OGH2L59e4G5vA/Pf6eyYYJLtdbIkSMxYcIExMTEoE+fPsXOmS2KmZkZevXqVaZ9/vjjDwwYMABdu3bF0qVL4eLiAoVCgdWrVxe6dFNx8tfbXbt2baFXvhsZ8SVKRauM10BxLl68CKBgMvrwiFO+ohbz12g0lRoT1V5arRaSJGH37t2Qy+UFtpf3RjbDhg3Dn3/+ibfeegstW7aEubk5tFotQkJCdH9j//zzT3Tv3l1vv5s3b5Y5fkdHR6xfv77Q7fkXwpWFRqPBE088gQcPHuCdd96Bn58fzMzMEBUVhbFjx3JN9grguyfVWoMG/b+9ew+K6rrjAP5dQXZ57K4bBBUfPBZaRBpUtEwQJUYFDTUSUWIcM2hFbbW1ptJOMJOAjwGMUbSoGGuDVJvUpKjR+EKNlIYa084g0ZgIqKDFGiURNCoWll//sNx63UVB5en3M8PoPffcc8/duYc9nHvO776IOXPm4LPPPsO2bdta7bw5OTnQ6XQ4cOCAKt5oVlaWKp/ZbEZ9fT1OnTqFgQMH2izLbDYDANzd3ZvU0a6vr8fZs2eVUVsAKC4uBgBloY+npycOHTqE69evq0bevv76a2U/dQ4t2QYsFgvee+89ODk5ISws7IH5TSYTAFgtFLr3iUHD/VdaWmpVhq00av/c3Nzg6OioPJG62+nTp5X/m81miAi8vb1Vv8OaorE/oK5evYrDhw9j8eLFePPNN5X0e+sSFBRk9fKSnj17Kr/DH1T3hvofOnQIw4YNs/lH3sPU/8SJEyguLkZ2drZqURlftPLoOAeXOiwXFxdkZmYiOTkZ48ePb7Xz2tnZQaPRqEamysrKsHPnTlW+6OhodOnSBUuWLLH6K1z+t7I3MjISBoMBKSkpNlfg2gpVtnbtWlU5a9euRdeuXTFq1CgAd2KkWiwWVT4ASE9Ph0ajwbhx45p3wdRutVQbsFgsmD9/Pr766ivMnz/faqqMLZ6enrCzs0N+fr4qff369aptDw8PBAYG4o9//KMyBQK485KKEydOPJ4LoFZlZ2eHyMhI7Ny5E+fPn1fSv/rqKxw4cEDZnjhxIuzs7LB48WKr6AYict+wXk5OTgCs/4BqGAm+t7zVq1ertk0mE0aPHq360el06NWrFwYOHIjs7GzVdICDBw/i1KlTqjJiY2NhsViwdOlSq/rV1dU1GgUCuPO0sKn1FxGsWbOm0bKoaTiCSx1aXFxcq58zKioKq1atwtixYzF16lRcvnwZ69atg6+vL7744gsln6+vL15//XUsXboUw4cPx8SJE6HVavGPf/wDHh4eSE1NhcFgQGZmJl555RUMHjwYU6ZMgZubG86fP489e/Zg2LBhqo6qTqfD/v37ERcXh5CQEOzbtw979uzBokWLlMdj48ePx8iRI/H666+jrKwMQUFByM3NxUcffYQFCxYoo8bUOTxqG6iursbWrVsB3HlbVGlpKbZv344zZ85gypQpNr/MbTEajZg8eTIyMjKg0WhgNpvx8ccf25yXmJKSggkTJmDYsGGYMWMGrl69irVr1yIwMFDV6aWOY/Hixdi/fz+GDx+OuXPnoq6uDhkZGRgwYIDye9FsNmPZsmVITExEWVkZoqOjodfrce7cOezYsQOzZ89GQkKCzfIdHR0REBCAbdu24Qc/+AGeeuopBAYGIjAwECNGjMBbb72F2tpa9O7dG7m5uc2afpCamoqoqCiEhYXhpz/9Kb777jul7nffj+Hh4ZgzZw5SU1Nx/PhxREREoGvXrigpKcGHH36INWvWNDoP3mw2o1u3btiwYQP0ej2cnZ0REhICf39/mM1mJCQkoKKiAgaDATk5OfeNq0tN1EbRG4ia7e4QSffzuEIkNbAVJuwPf/iD+Pn5iVarFX9/f8nKypKkpCSx1aTeffddGTRokGi1WjGZTBIeHi4HDx5U5Tly5IhERkaK0WgUnU4nZrNZpk+fLv/85z9V9XB2dpYzZ85IRESEODk5SY8ePSQpKckqDNn169fl1VdfFQ8PD+natav4+fnJihUrlPBk1DG1RBsAoPy4uLiIn5+fTJs2TXJzc20eA0DmzZtnc9+VK1ckJiZGnJycxGQyyZw5c+TkyZM2wyP9+c9/Fn9/f9FqtRIYGCi7du2SmJgY8ff3f2C9qX3661//KsHBweLg4CA+Pj6yYcMGm78Xc3JyJCwsTJydncXZ2Vn8/f1l3rx5cvr0aSWPrd+7f//735XycVfIsH/961/y4osvSrdu3cRoNMrkyZPl4sWLjYYVsyUnJ0f69+8vWq1WAgICZPv27TbrICKyceNGCQ4OFkdHR9Hr9fKjH/1Ifvvb38rFixeVPPeGCRMR+eijjyQgIEDs7e1VbeLUqVMyevRocXFxke7du8usWbOkqKio0bBi1DQaEb7aiIiI2t7AgQPh5ubG+YdE9Mg4B5eIiFpVbW0t6urqVGl5eXkoKirCs88+2zaVIqJOhSO4RETUqsrKyjB69GhMmzYNHh4e+Prrr7FhwwYYjUacPHkSrq6ubV1FIurguMiMiIhalclkQnBwMDZt2oQrV67A2dkZUVFRSEtLY+eWiB4LjuASERERUafCObhERERE1Kmwg0tEREREnQo7uETNUFZWBo1Gg82bN7d1VYgeGe9nIuqs2MElIiIiok6Fi8yImkFEcPv2bXTt2lV5hzhRR8X7mYg6K3ZwiYiIiKhT4RQFeuIkJydDo9GguLgY06ZNg9FohJubG9544w2ICC5cuIAJEybAYDCgZ8+eWLlypXKsrTmL06dPh4uLCyoqKhAdHQ0XFxe4ubkhISEBFotFyZeXlweNRoO8vDxVfWyVeenSJcyYMQN9+vSBVqtFr169MGHCBJSVlbXQp0IdFe9nIiJr7ODSE+ull15CfX090tLSEBISgmXLlmH16tUYM2YMevfujeXLl8PX1xcJCQnIz8+/b1kWiwWRkZFwdXXF22+/jfDwcKxcuRIbN258qLrFxMRgx44dmDFjBtavX4/58+fj+vXrOH/+/EOVR50f72ciorsI0RMmKSlJAMjs2bOVtLq6OunTp49oNBpJS0tT0q9evSqOjo4SFxcnIiLnzp0TAJKVlaXkiYuLEwCyZMkS1XkGDRokwcHByvaRI0cEgBw5ckSV794yr169KgBkxYoVj+eCqVPj/UxEZI0juPTEio+PV/5vZ2eHIUOGQEQwc+ZMJb1bt2744Q9/iLNnzz6wvJ/97Geq7eHDhzfpuHs5OjrCwcEBeXl5uHr1arOPpycT72ciov9jB5eeWP369VNtG41G6HQ6dO/e3Sr9QV/MOp0Obm5uqjSTyfRQX+harRbLly/Hvn370KNHD4wYMQJvvfUWLl261Oyy6MnB+5mI6P/YwaUnlq2wSI2FSpIHBBtpSogljUZjM/3uhTsNFixYgOLiYqSmpkKn0+GNN95A//79UVhY+MDz0JOJ9zMR0f+xg0vUSkwmEwCgqqpKlV5eXm4zv9lsxsKFC5Gbm4uTJ0/iP//5j2oFPFFb4v1MRO0ZO7hErcTT0xN2dnZWK9jXr1+v2r558yZqampUaWazGXq9Hrdv327xehI1Be9nImrP7Nu6AkRPCqPRiMmTJyMjIwMajQZmsxkff/wxLl++rMpXXFyMUaNGITY2FgEBAbC3t8eOHTvwzTffYMqUKW1UeyI13s9E1J6xg0vUijIyMlBbW4sNGzZAq9UiNjYWK1asQGBgoJKnb9++ePnll3H48GFs2bIF9vb28Pf3xwcffICYmJg2rD2RGu9nImqv+KpeIiIiIupUOAeXiIiIiDoVdnCJiIiIqFNhB5eIiIiIOhV2cImIiIioU2EHl4iIiIg6FXZwiZogOTm50VeTtkU9Kisr27oqRERE7RY7uNTuffDBB9BoNNixY4fVvqCgIGg0Ghw5csRqX79+/RAaGnrfsqdPnw6NRqP8GAwGBAUFYeXKlXzLErUbrdkGXFxc4OPjg0mTJiEnJwf19fWP7TqIiFoLO7jU7oWFhQEAPv30U1X6tWvXcPLkSdjb26OgoEC178KFC7hw4YJy7P1otVps2bIFW7ZsQUpKCp566ikkJCQgLi7u8V0E0SNozTaQnp6OqVOnoqSkBJMmTcKoUaNw7dq1x3cxREStgG8yo3bPw8MD3t7eVl/uR48ehYhg8uTJVvsatpvy5W5vb49p06Yp23PnzkVISAi2bduGVatWwcPD4zFcBdHDa+02AADLli1DWloaEhMTMWvWLGzbtq3R40UENTU1cHR0bOolERG1KI7gUocQFhaGwsJC3Lp1S0krKCjAgAEDMG7cOHz22WeqR6kFBQXQaDQYNmxYs8/VpUsXPPvsswCAsrKyRvNlZWXhueeeg7u7O7RaLQICApCZmWkz7759+xAeHg69Xg+DwYChQ4fivffeU+U5duwYxo4dC6PRCCcnJ4SHh1uNyjWorKxEbGwsDAYDXF1d8atf/Qo1NTWqPHV1dVi6dCnMZjO0Wi28vLywaNEiTr3ooFqzDTR47bXXEBERgQ8//BDFxcVKupeXF37yk5/gwIEDGDJkCBwdHfHOO++grKwMGo0GmzdvtipLo9EgOTlZlZaXl4chQ4ZAp9PBbDbjnXfeaTfz3YmoY2MHlzqEsLAw1NbW4tixY0paQUEBQkNDERoaiurqapw8eVK1z9/fH66urg91vjNnzgDAfY/PzMyEp6cnFi1ahJUrV6Jv376YO3cu1q1bp8q3efNmREVF4bvvvkNiYiLS0tIwcOBA7N+/X8nzySefYMSIEbh27RqSkpKQkpKCqqoqPPfcc/j888+tzh0bG4uamhqkpqbi+eefx+9+9zvMnj1blSc+Ph5vvvkmBg8ejPT0dISHhyM1NRVTpkx5qM+E2lZrt4EGr7zyCkQEBw8eVKWfPn0aL7/8MsaMGYM1a9Zg4MCBzSq3sLAQY8eOxbfffovFixdj5syZWLJkCXbu3PlI9SUiAgAIUQfw5ZdfCgBZunSpiIjU1taKs7OzZGdni4hIjx49ZN26dSIicu3aNbGzs5NZs2Y9sNy4uDhxdnaWK1euyJUrV6S0tFRSUlJEo9HI008/reRLSkqSe5vLzZs3rcqLjIwUHx8fZbuqqkr0er2EhITIrVu3VHnr6+uVf/38/CQyMlJJayjf29tbxowZY1WPF154QVXW3LlzBYAUFRWJiMjx48cFgMTHx6vyJSQkCAD55JNPHvjZUPvS0m2gMYWFhQJAXn31VSXN09NTAMj+/ftVec+dOycAJCsry6ocAJKUlKRsjx8/XpycnKSiokJJKykpEXt7e6u2RkTUXBzBpQ6hf//+cHV1VeYVFhUV4caNG8oK8dDQUOVx/tGjR2GxWJo09xAAbty4ATc3N7i5ucHX1xeLFi3CM888Y3PF+t3unm9YXV2NyspKhIeH4+zZs6iurgYAHDx4ENevX8drr70GnU6nOr7hMezx48dRUlKCqVOn4ttvv0VlZSUqKytx48YNjBo1Cvn5+VYr2efNm6fa/uUvfwkA2Lt3r+rfX//616p8CxcuBADs2bPnwR8MtSst2Qbux8XFBQBw/fp1Vbq3tzciIyMfqkyLxYJDhw4hOjpaNcfd19cX48aNe/jKEhH9DxeZUYeg0WgQGhqqdPYKCgrg7u4OX19fAHe+3NeuXQsAypd8U7/cdToddu/eDeDOanJvb2/06dPngccVFBQgKSkJR48exc2bN1X7qqurYTQalakOgYGBjZZTUlICAPeN2lBdXQ2TyaRs+/n5qfabzWZ06dJFmTNcXl6OLl26KJ9Pg549e6Jbt24oLy9/4PVR+9KSbeB+vv/+ewCAXq9XpXt7ez90mZcvX8atW7es7k8ANtOIiJqLHVzqMMLCwrB7926cOHFCmXvYIDQ0FL/5zW9QUVGBTz/9FB4eHvDx8WlSuXZ2dhg9enSz6nLmzBmMGjUK/v7+WLVqFfr27QsHBwfs3bsX6enpzYod2pB3xYoVjc5jbBhFa0xji3K4WKdzaak2cD8N83rv7XjaipjQ2P1msVgeuR5ERM3BDi51GHfHAi0oKMCCBQuUfcHBwdBqtcjLy8OxY8fw/PPPt2hddu/ejdu3b2PXrl3o16+fkn5vsH2z2QzgTiehsZGphjwGg6HJHe2SkhLVCFppaSnq6+vh5eUFAPD09ER9fT1KSkrQv39/Jd8333yDqqoqeHp6Nuk81L60RRvYsmULNBoNxowZ88C8DU8ZqqqqVOn3PjFwd3eHTqdDaWmpVRm20oiImotzcKnDaAgn9Kc//QkVFRWq0SutVovBgwdj3bp1uHHjxmN5NHs/dnZ2AO7E/2xQXV2NrKwsVb6IiAjo9XqkpqZahfFqODY4OBhmsxlvv/228jj4bleuXLFKuzdSQ0ZGBgAo8xcbOjerV69W5Vu1ahUAICoq6v4XSO1Sa7eBtLQ05Obm4qWXXrKaFmOLwWBA9+7dkZ+fr0pfv369arvhqcnOnTtx8eJFJb20tBT79u175HoTEXEElzoMBwcHDB06FH/729+g1WoRHBys2h8aGoqVK1cCeDxzD+8nIiICDg4OGD9+PObMmYPvv/8ev//97+Hu7o5///vfSj6DwYD09HTEx8dj6NChmDp1KkwmE4qKinDz5k1kZ2ejS5cu2LRpE8aNG4cBAwZgxowZ6N27NyoqKnDkyBEYDAZljnCDc+fO4YUXXsDYsWNx9OhRbN26FVOnTkVQUBCAO69vjYuLw8aNG1FVVYXw8HB8/vnnyM7ORnR0NEaOHNminw+1jJZqA3V1ddi6dSsAoKamBuXl5di1axe++OILjBw5Ehs3bmxyWfHx8UhLS0N8fDyGDBmC/Px8VQzdBsnJycjNzcWwYcPw85//HBaLBWvXrkVgYCCOHz/e5PMREdnU1mEciJojMTFRAEhoaKjVvu3btwsA0ev1UldX16TyHhQiqYGtMGG7du2Sp59+WnQ6nXh5ecny5cvl3XffFQBy7tw5q7yhoaHi6OgoBoNBfvzjH8v777+vylNYWCgTJ04UV1dX0Wq14unpKbGxsXL48GGrepw6dUomTZoker1eTCaT/OIXv7AKQ1ZbWyuLFy8Wb29v6dq1q/Tt21cSExOlpqamSZ8NtU8t0QYAKD9OTk7i5eUlMTEx8pe//EUsFovVMZ6enhIVFWWzvJs3b8rMmTPFaDSKXq+X2NhYuXz5slWYMBGRw4cPy6BBg8TBwUHMZrNs2rRJFi5cKDqdrkl1JyJqjEbkrmesREREbSg6OhpffvmlEl2EiOhhcA4uERG1ibtfOwzcWTy5d+9e5VXZREQPiyO4RETUJnr16oXp06fDx8cH5eXlyMzMxO3bt1FYWNikRW1ERI3hIjMiImoTY8eOxfvvv49Lly5Bq9XimWeeQUpKCju3RPTIOIJLRERERJ0K5+ASERERUafCDi4RERERdSrs4BIRERFRp8IOLhERERF1KuzgEhEREVGnwg4uEREREXUq7OASERERUafCDi4RERERdSrs4BIRERFRp/JfODIWDgD7vsUAAAAASUVORK5CYII=", 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" ] @@ -334,7 +346,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -461,7 +473,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -499,7 +511,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -565,7 +577,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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bV/wDgJeXF8LDwxEWFoY//vgDf/zxB9asWYN+/fph3bp1OW578eLFGDBgAHbs2IG9e/fi448/xrx583Dq1Cn4+vrmGheRJerduzeGDBmCR48e4e233zZoSMDXfeZfde/ePZQvX15v2qFDh3QXbBkSn1arhZeXV46/IL1aPGZn7ty5mDJlCgYNGoRZs2bB3d0dCoUCI0eOzNNwVhn7btSoUbbzb968iQoVKuie5/R3y+zo0aNo3749mjZtipUrV6JUqVKwtbXFmjVr9IrVnPTr1w+bN2/GiRMnEBgYiJ07d2L48OF6o750794dTZo0wa+//oq9e/di4cKFmD9/PrZt25bjcGSGHmPp/7GoJfz4448AoCtgMw4Qtra2ekVNXuV0t6otW7agQoUK2LZtm94yGa2/GdavX693xX7mA1ZuTp48icjISL2fgPz9/ZGYmGjS1/Hbb79Bo9Fg586deq0peR3FYf369ahevXqW1w0Aq1atwoYNG/J9QcjFixdx/fp1rFu3Tu/CsLz+jKVUKtG7d2+sXbsW8+fPx/bt2zFkyJAsJwg7Ozu0a9cO7dq1g1arxfDhw7Fq1SpMmTIl1y86gYGBCAwMxGeffYYTJ06gUaNG+PrrrzF79ux8vU4iS9CpUycMGzYMp06dwqZNmwpln97e3lk+7zmNapLX+Pz9/bF//340atRI7+f67OR23G/evDlWr16tNz0+Ph4eHh65bvPWrVs4ceIEPvroI92vThm0Wi369u2LDRs24LPPPst1O6/aunUrHBwcEBYWpjek1po1a/K0fps2beDp6Yn169ejXr16SEpK0vtVK0OpUqUwfPhwDB8+HI8fP0bt2rUxZ86cXMfYNfQYSy+xqLVyBw8exKxZs1C+fHnd1fReXl5o1qwZVq1ahREjRqBUqVJ668TExOT6Dd3Z2Tnbn3AyCiQhhO4AePr0aZw8eVKvOMzpG3lu7ty5gwEDBsDOzk43FBfw8tvy9OnTERYWlqXVOT4+Hi4uLjmOEZnRl/TVq/Qzv44MarU6TwfEe/fu4c8//8SMGTOy/ckvJSUF7733Hk6fPo169eq9dnu5xSSEyNdQMH379sXSpUsxbNgwJCYm6n05AF72bStRooTuuUKh0N2wQ6PRZLvNhIQEODk56f2NAwMDoVAoclyHyNK5uLjgq6++wu3bt9GuXbtC2aeDg0Oev7znNb7u3btj5cqVmDVrFubOnas3Ly0tDYmJibpWXmdn52xHNFEqlVlalzdv3oyoqKjXFmkZrbTjx4+Hn59flvnfffcd1q9fn++iVqlUQpIkvWG+bt++je3bt+dpfRsbG/Tq1QsbNmzAlStXEBgYqHfzovT0dCQmJuquKQBenld9fHxyPe4ZcowlfSxqrcgff/yBq1evIi0tDdHR0Th48CD27duHsmXLYufOnXBwcNAtu2LFCjRu3BiBgYEYMmQIKlSogOjoaJw8eRL379/PdYzB4OBgbNq0CaNHj8abb74JFxcXtGvXDu+++y62bduGTp06oW3btrh16xa+/vprVKtWLV/9Zv/66y/89NNP0Gq1iI+Px9mzZ7F161ZIkoQff/xR7+Aybtw47Ny5E++++y4GDBiA4OBgPH/+HBcvXsSWLVtw+/btHFsLgoODAbwcpqxnz56wtbVFu3bt8NZbb+m+TWcUgN9++y28vLzw8OHDXGPfsGEDhBBo3759tvPfeecd2NjY6FoA8iogIAD+/v4YO3YsoqKi4Orqiq1bt+bY/y47QUFBqF69OjZv3oyqVauidu3aevPff/99xMXFoUWLFvD19cWdO3ewfPly1KpVC1WrVs12mwcPHsRHH32Ebt26oXLlykhLS8OPP/4IpVKJLl265Dk2IkvTv39/uUPIVV7iCwkJwbBhwzBv3jyEh4fjrbfegq2tLW7cuIHNmzdj2bJlui/nwcHB+OqrrzB79mxUrFgRXl5eaNGiBd59913MnDkTAwcORMOGDXHx4kWsX78+T7/ArV+/HrVq1cq2oAWA9u3bY8SIEfjrr7+yHK9y07ZtWyxZsgRt2rRB79698fjxY6xYsQIVK1bEhQsX8rSNjCEiDx06hPnz5+vNe/bsGXx9fdG1a1fUrFkTLi4u2L9/P86ePZttl7MMhhxj6RUyjbpAhShjOJeMh52dnfD29hatW7cWy5YtEwkJCdmuFxkZKfr16ye8vb2Fra2tKF26tHj33XfFli1bdMtkN6RXYmKi6N27t3BzcxMAdEOWaLVaMXfuXFG2bFlhb28vgoKCxO+//55lWJOcZAzplfGwsbER7u7uol69emLSpEl6w1Zl9uzZMzFp0iRRsWJFYWdnJzw8PETDhg3FokWLREpKim45vDK0jhAvhwQrXbq0UCgUesN77dy5U9SoUUM4ODiIcuXKifnz54vvv/8+xyHAMgQGBooyZcrk+jqbNWsmvLy8RGpqqu7v++qQWBl/izVr1uim/fvvv6JVq1bCxcVFeHh4iCFDhoh//vkny3KvDumV2YIFCwQAMXfu3CzztmzZIt566y3h5eUl7OzsRJkyZcSwYcPEw4cPdcu8+n64efOmGDRokPD39xcODg7C3d1dNG/eXOzfvz/XvwGRJcnLsIlC5G9Ir5iYmGz3kfn4YsiQXvmNT4iXQ2gFBwcLR0dHUaxYMREYGCjGjx8vHjx4oFvm0aNHom3btqJYsWICgG54rxcvXogxY8aIUqVKCUdHR9GoUSNx8uRJERISku0QYBnOnz8vAIgpU6bkuMzt27cFADFq1CghxMshspydnbMsl90xb/Xq1aJSpUrC3t5eBAQEiDVr1mS7XG5/4zfeeEMoFApx//59vekajUaMGzdO1KxZUxQrVkw4OzuLmjVripUrV+ot9+q5Ly/HWMqdJEQOvc6JyOosW7YMo0aNwu3bt7NcfU1ERP8vKCgI7u7uOHDggNyh0P9wSC8iAvCyD+7q1asREhLCgpaIKBfnzp1DeHj4a+/YSIWLfWqJrNzz58+xc+dOHDp0CBcvXsz2nupERPRy2Mjz589j8eLFKFWqFHr06CF3SJQJi1oiKxcTE4PevXvDzc0Nn376aY4XsRERWbstW7Zg5syZqFKlCn7++We9C6xJfuxTS0REREQWj31qiYiIiMjisaglIiIiIotn1UWtEAIJCQk53kubiIhyx+MoEZkLqy5qnz17BpVKhWfPnskdChGRReJxlIjMhVUXtURERERUNLCoJSIiIiKLx6KWiIiIiCwei1oiIiIisngsaomIiIjI4rGoJSIiIiKLx6KWiIiIiCwei1oiIiIisngsaomIiIjI4rGoJSIiIiKLx6KWiIiIiCwei1oiIiIisngsaomIiIjI4rGoJcqQFCd3BESUD881aXKHQERmhEUtUYb4u3JHQET5EJ+cKncIRGRGWNQSZXj+RO4IiCgfkthSS0SZWHRR++eff6Jdu3bw8fGBJEnYvn273CGRJUuMljsCIsqHhBdsqSWi/2fRRe3z589Rs2ZNrFixQu5QqCh49kDuCIgoH55r0pGarpU7DCIyEzZyB2CMt99+G2+//bbcYVBRob4vdwRElE/q5FR4uNjLHQYRmQGLLmrzS6PRQKPR6J4nJCTIGA2ZncTHQFoKYGMndyRElEfxSSksaokIgIV3P8ivefPmQaVS6R5+fn5yh0TmRGiBZw/ljoKI8uFpEvvVEtFLVlXUTpo0CWq1Wve4d++e3CGRuWFRS2RRYhNT5A6BiMyEVXU/sLe3h709f6aiXDy9A5SpL3cURJRHMYma1y9ERFbBqlpqiV4r+pLcERBRPkSrX8gdAhGZCYtuqU1MTERERITu+a1btxAeHg53d3eUKVNGxsjIYt07A6Q8B+yc5Y6EiPLg3tMkuUMgIjNh0UXtuXPn0Lx5c93z0aNHAwD69++PtWvXyhQVWRq1Wo2LFy8C12KApDgEnloPVdOhcodFRHlwLy4Jaela2Cj5wyORtbPoorZZs2YQQsgdBlm4ixcvokmTJrrnR22+R+PgzoCzh4xREVFepKYL3I1LQgVPF7lDISKZ8ast0avSXgBHlwD8wkRkEf59yDHHiYhFLVH27hwH/t0hdxRElAcXo9Ryh0BEZoBFLVFOTvwXuH9e7iiI6DUu3FMjXctfVoisHYtaopxo04GwT1nYEpkZtVqNY8eO4cK5U4iLvICn8fFsrSUiy75QjKjApb0A9kwAmk8G/Ju/fnkiKnCvXtzZ8JMV2Hu5HGr5uckXFBHJji21RK+TngocmAGE/8yLx4jM1PGIJ7gXxzFriawZi1qivBACOP01cGgukMo7GBGZG60AVh6OgJZ9a4msFotaovy4sRf4dRjwJOL1yxJRoboUlYC1J27LHQYRyYRFLVF+Pb39srA9t+Zl1wQiMhu//h2Frefvyx0GEcmARS2RIbRpwPm1wNb3gUeX5I6GiDJZe+I2trCwJbI6LGqJjPH0NrDzI+DEcva1JTIj607cxo+n7vBW6kRWhEUtkbGEAC5uAX4dCsTdkjsaIvqfX87ew3dHb7GwJbISLGqJTOXpHWD7cN6sgciM7PznAVYc4qgIRNaARS1ZvVdbcYxq1UlNAvZMBO6fMzIqIjKVsMvR+GL/dd5Kl6iIY1FLVis+Ph7Lli1Dz5499ab3XH0Vyw5EIT4pzbANp6cAYZOBB+HGB0lEJnHoWgwWhF1FarpW7lCIqICwqCWrFBYWBl9fX4waNQoPHjzQm/cgPgWjNkfCd9IphF2OM2wHaS+APyYA986YIFoiMoUTEbGYu/sKUtJY2BIVRSxqyeqEhYWhbdu2SE5OzrGrgQCQnKJF2xWXjCts90wEru42PFgiMqlzt59i9q5/oUlLlzsUIjIxFrVkVeLj49GlSxcIIaDV5t5aoxUvBzbo8s2/hndF0KYDR+YD59cZtj4Rmdzfd+MxdxdbbImKGha1ZFXWrVuHpKSk1xa0GbQCSNJo8cOpaON2fO77l8N+EZFZ+OtuPJbsu85REYiKEBa1ZDWEEFi+fLlB6/73UJTxY12eXgUkxxu3DSIymeMRT/D9cY4tTVRUsKglqxEbG4vIyMh8F6cCQGTMC8Q9N7ALQob0FCAu0rhtEJFJ7Qh/gB3hUXKHQUQmwKKWrEZiYqJR6z97YYILS1x9jd8GEZnUd0dv4eBVI7sYEZHsWNSS1XBxcTFq/WIOSuMC8AkCipU0bhtEVCCW7b+BQ9ceyx0GERmBRS1ZjRIlSsDf3x+SJOVrPQmAv6cD3J1tjAsgqK9x6xMRABPfBfB/tAJYuu86Dlxhiy2RpWJRS1ZDkiSMGDHCoHU/bl4638WwHp9aQOnahq9PRDneBfCvddNx8/BmpCY9M2r7QgDLDtzAYbbYElkkSZjiK66FSkhIgEqlglqthqurq9zhUCGIj4+Hr68vkpOT8zSsl0ICHO0UuD+vPtycDGyplRRA528Bj4qGrU9kxgrrOBoWFoYuXbogKSkph5ZZCUo7BwQPngWvqvWM2pdCIWFOx+qoXlpl1HaIqHCxpZasipubG7Zu3QpJkqBQ5P72V0iAJAHbhlUzvKAFgOD+LGip0KxYsQLlypWDg4MD6tWrhzNncr9V8+bNmxEQEAAHBwcEBgZi927zuwNeXu4CCAikp77A2a/H4/GV00btT6sVWLT3GpJSjBzxhIgKFYtasjqhoaHYtWsXHB0dc+xSIOFlC+3uj6rjrWruhu+sYisgqJ/h6xPlw6ZNmzB69GhMmzYNf/31F2rWrInQ0FA8fpz9z+knTpxAr169MHjwYPz999/o2LEjOnbsiEuXLhVy5DnLz10AIQQEBM6vnmJ0V4TYxBRs//uBUdsgosLF7gfsfmC14uPj8cMPP2D+/Pl48OD/T14+bnaY8JYf+jcoCZWjES20tXoDbw4BXtMiTGQq9erVw5tvvokvv/wSAKDVauHn54cRI0Zg4sSJWZbv0aMHnj9/jt9//103rX79+qhVqxa+/vrrPO2zoI+jy5Ytw6hRo/J5MZiEN7p8jPIhXY3at6ujDdYOrAtbJT/DRJbAyMu5iSyXm5sbPv74YwQFBaFp06a66RsHB6BJJTfDN6zyBZqM4YVhVKhSUlJw/vx5TJo0STdNoVCgVatWOHnyZLbrnDx5EqNHj9abFhoaiu3bt+e4H41GA41Go3uekJAAAAgPDzd62LxXCSGwaNEig9aNPLABxctXN+oCTzWATX8ko5oP+9YSya127defU1nUktV79aRn8ElQaQvUeu/lw8bOBJER5d2TJ0+Qnp6OkiX1x0IuWbIkrl69mu06jx49ynb5R48e5bifefPmYcaMGVmmh4SEGBB1QRF4ER+DY4uGGL2lowtNEA4RGS0vv9awqCUyBc8AoPkkoHg5uSMhKlCTJk3Sa91NSEiAn58fjhw5YvKW2gcPHqBdu3YGr//m0M/hoPIwKgZ/LxeMaFHJqG0QUeFgUUtkrKrtgEafvGypJZKJh4cHlEoloqP1bx4QHR0Nb2/vbNfx9vbO1/IAYG9vD3t7+yzTa9WqZfI+tWXKlDFq/eLlq8PO2biuA8W9XFC7di2jtkFEhYO934mM8eb7L/vPsqAlmdnZ2SE4OBgHDhzQTdNqtThw4AAaNGiQ7ToNGjTQWx4A9u3bl+Pyhc3QuwACEpw8SsPWyfgi28vVwehtEFHhYFFLZAhJATQeBdTu+3IwWyIzMHr0aHz77bdYt24drly5gg8//BDPnz/HwIEDAQD9+vXTu5Dsk08+wZ49e7B48WJcvXoV06dPx7lz5/DRRx/J9RL0GHMXwPIhXY27C+D/1C1f3OhtEFHhYFFLlF/2xYA284A3OsodCZGeHj16YNGiRZg6dSpq1aqF8PBw7NmzR3cx2N27d/Hw4UPd8g0bNsSGDRvwzTffoGbNmtiyZQu2b9+O6tWry/USsujfvz+cnJxee7MUHenlncV83ww1et/uznZoXNHT6O0QUeHgOLUcp9bqHTt2DE2aNNE9Pzq2JhpXzKEfXqmaQPPJQLGS2c8nsjKFcRzNuKPYa2/AIEmQIKHuBwvhWbWu0fsd3boymgd4Gb0dIiocbKklygulHdDgP8C7X7CgJSpkebkLICBBaetgsoL2zXLuaFaFrbREloSjHxC9jsoXaDUD8KgodyREVis0NBT379/P9i6A9ioPVGz1HnzrtoGto/HDipV0dcCo1pVM0ieXiAoPi1qi3PjUAlrPAhzYPYVIbjndBbB2/+koUbGmSfahcrTFjA5voJgDRzQhsjQsaoly4h0ItJkP2HJIHyJzYrK7AL5C5WiLWR2ro7Sbo0m2R0SFi0UtUXac3IHWM1nQElkJr2L2mNHhDfgWd5I7FCIyEItaouzUH/6ysCWiIq+8hzOmtauGEi5Z75RGRJaDRS1ZvcDAQBw9ehTYNxVIikNglQqAf0u5wyKiQlC7jBsmvl0VjnZKuUMhIiNZ/JBeK1asQLly5eDg4IB69erhzJkzcodEFkalUqFx48ZoXMUTjSuqoArqAOR1oHcisljNq3hiyrvVWNASFREWfebetGkTRo8ejWnTpuGvv/5CzZo1ERoaisePH8sdGlky/xZyR0BEBaxNdW+MbFUZNkqLPg0SUSYW/WlesmQJhgwZgoEDB6JatWr4+uuv4eTkhO+//17u0MhSlagIuPnJHQURFaB2NUtheDN/KBQch5aoKLHYPrUpKSk4f/48Jk2apJumUCjQqlUrnDx5Mtt1NBoNNBqN7nlCQgIAIDw8HC4uxg/YTRbu1lOgXFXgr7/kjoSKmNq1a8sdAv1P9zf90KdeGd5YgagIstii9smTJ0hPT0fJkvq3LC1ZsiSuXr2a7Trz5s3DjBkzskwPCQkpkBjJEu0DkPU9QmQMIYTcIVg9pULCh838EfqGt9yhEFEBsdii1hCTJk3C6NGjdc8TEhLg5+eHI0eOsKWWgL1TgVbTAAUvGiEqStycbDHx7QC84aOSOxQiKkAWW9R6eHhAqVQiOjpab3p0dDS8vbP/Jm5vbw97+6zjENaqVQuurrwNqtV7Wheo86bcURCRCVX0csHktlXhwTFoiYo8i71QzM7ODsHBwThw4IBumlarxYEDB9CgQQMZIyOLpeIFYkRFSZ1yxTGvcyALWiIrYbEttQAwevRo9O/fH3Xq1EHdunXxxRdf4Pnz5xg4cKDcoZElcin5+mWIyCLULe+OSW8HcMguIiti0UVtjx49EBMTg6lTp+LRo0eoVasW9uzZk+XiMaI8cSwudwREZAKVSrpgfJsqLGiJrIxFF7UA8NFHH+Gjjz6SOwwqChzYr5rI0rnY22DS21Vhb8MLPomsDb/GEmWwZ1FLZOmGhVSAZzH2oSWyRixqiTLYOcsdAREZIaiMG0Iqe8odBhHJhEUtUQalndwREJGBFBIwpEkF3imMyIpZfJ9aIpOxcZA7AiLKg8DAQBw9ehThd5/i5zP3UMynAlpVLQk/dye5QyMiGbGoJcqg5MeByBKoVCo0btwY2usxCIt9OWpJ52BfmaMiIrkZ3P0gPT0dGzduxLBhw9CpUydcvHgRAKBWq7Ft27Ysd/oiIiIqCDX9VCjt5ih3GEQkM4OK2vj4eDRq1Ai9e/fGzz//jJ07dyImJgYA4OLigo8//hjLli0zaaBERETZaVyRF4cRkYFF7cSJE3H58mWEhYXh5s2bEELo5imVSnTt2hW7d+82WZBEREQ5qVveXe4QiMgMGFTUbt++HSNGjEDr1q2zvdK0cuXKuH37trGxFWm3nzyXOwQiIotXtoQT3J05cgkRGVjUqtVqlC9fPsf5qampSEtLMzgoaxD7XCN3CEREFq96aZXcIRCRmTCoqPX398dff/2V4/y9e/eiWrVqBgdlDWKepcgdAhGRxavo6SJ3CERkJgwqat9//318//332LRpk64/rSRJ0Gg0mDx5Mvbs2YNhw4aZNNCi5kmiBula8foFiYgoR77uHPWAiF4yaGDOTz75BJcvX0avXr3g5uYGAOjduzdiY2ORlpaGYcOGYfDgwaaMs8hJ1wo8SdSgpCsH/CciMpRXMR5Dieglg4paSZLw7bffon///tiyZQtu3LgBrVYLf39/dO/eHU2bNjV1nEVSVHwyi1oiIgNJEqBytJU7DCIyE0bdQqlx48Zo3LixqWKxOg/jXwBl5I6CiMgyudjbQKnIOgIPEVkng/rU3rp1C7/99luO83/77TcO6ZUHD9XJcodARGSxXOx5a2si+n8GHRHGjh2LhIQEtGvXLtv5K1asgJubGzZu3GhUcEXdQ/ULuUMgIrJYDrZKuUMgIjNiUEvtyZMn0bp16xznt2zZEkePHjU4KGtxJ5Y3YCAiMpS9jUGnMCIqogw6Ijx9+hTFihXLcb6LiwtiY2MNDspaRCdo8IittUREBrFRsqglov9n0BGhTJkyOH78eI7zjx49Cl9fX4ODKsrUajWOHTuG6/+cRVzkBew4e0PukIiILBIvEiOizAzqU9urVy/MmjULdevWxUcffQSF4mVtnJ6eji+//BKbNm3C5MmTTRpoUXHx4kU0adJE99ze9iv0bBgAlROHpSEiyg9H9qklokwMaqmdNGkSmjdvjpEjR6JUqVJo2rQpmjZtCh8fH4waNQohISEsavNIk6rFmhO35A6DiMji2LFPLRFlYtARwd7eHnv37sXq1atRt25dPHnyBE+ePEHdunXx/fffY//+/bC3tzd1rEXWgSuPcfZ2nNxhEBEREVksgwf5UygUGDhwIAYOHGjKeKzW0n3XsbRHLd5hjIiIiMgA/O3GTDx7kYZpOy4jPilF7lCIiIiILI7BLbVhYWFYvXo1bt68iadPn0IIoTdfkiRERkYaHaA1iYpPxqe/XsTMDtXh4cLuG0RERER5ZVBRu3DhQkycOBElS5ZE3bp1ERgYaOq4rNa9uGSM3fwPprd7A+U8nOUOh4iIiMgiGFTULlu2DC1atMDu3btha8uhqEwtNjEF47dcwPg2VVCnnLvc4RARERGZPYPvKNa1a1cWtAUoOTUdM3//FxvP3IVWK16/AhEREZEVM6iorVu3Lq5du2bqWOgVQgDrT9/F5O0XEZ3A2+kSUc7i4uLw3nvvwdXVFW5ubhg8eDASExNzXadZs2aQJEnv8cEHHxRSxEREpmVQUbty5Ups27YNGzZsMHU8lI1LUQn4z/q/sCM8iq22RJSt9957D5cvX8a+ffvw+++/488//8TQoUNfu96QIUPw8OFD3WPBggWFEC0RkekZ1Ke2R48eSEtLQ9++ffHhhx/C19cXSqX+7QolScI///xjkiAJ0KRp8d3RWzhyLQYft6zEi8iISOfKlSvYs2cPzp49izp16gAAli9fjnfeeQeLFi2Cj49Pjus6OTnB29u7sEIlIiowBrXUuru7o1KlSmjatClq164NLy8vlChRQu/h7s4LnArCjceJ+GRTOH45e4+ttkQEADh58iTc3Nx0BS0AtGrVCgqFAqdPn8513fXr18PDwwPVq1fHpEmTkJSUlOvyGo0GCQkJeg8iInNgUEvt4cOHTRwG5YdWK/DjqTu4EBWPCW0CUMyBF+wRWbNHjx7By8tLb5qNjQ3c3d3x6NGjHNfr3bs3ypYtCx8fH1y4cAETJkzAtWvXsG3bthzXmTdvHmbMmGGy2ImITIV3FCtkr96k4tXn+fHPPTXGb7mA2ESNsWERkRmaOHFilgu5Xn1cvXrV4O0PHToUoaGhCAwMxHvvvYcffvgBv/76a643zpk0aRLUarXuce/ePYP3T0RkSgYXtQkJCfj8888RGhqKoKAgnDlzBsDLK3CXLFmCiIgIkwVZFMTHx2PZsmXo2bOn3vS/1k3HzcObkZr0zKDt3n+ajMm/XuLtdYmKoDFjxuDKlSu5PipUqABvb288fvxYb920tDTExcXlq79svXr1ACDX47e9vT1cXV31HkRE5sCg7gf3799HSEgI7t27h0qVKuHq1au6oWPc3d2xatUq3LlzB8uWLTNpsJYqLCwMXbp0QVJSUpaWWY36Cf7dthzXfv8WwYNnwatqvXxvPyo+GZ9tv4TZHavDzcnOVGETkcw8PT3h6en52uUaNGiA+Ph4nD9/HsHBwQCAgwcPQqvV6grVvAgPDwcAlCpVyqB4iYjkZFBL7bhx4/Ds2TOEh4fjyJEjWQq1jh07Yv/+/SYJ0NKFhYWhbdu2SE5OzqWrgUB66guc/Xo8Hl/J/aKOnNyJTcKErRfwSM3xbImsTdWqVdGmTRsMGTIEZ86cwfHjx/HRRx+hZ8+eupEPoqKiEBAQoPtVLTIyErNmzcL58+dx+/Zt7Ny5E/369UPTpk1Ro0YNOV8OEZFBDCpq9+7di48//hjVqlWDJElZ5leoUIH9rPCyy0GXLl0ghIBWq819YSEgIHB+9RSDuyI8iH+BsZv/wbVHhq1PRJZr/fr1CAgIQMuWLfHOO++gcePG+Oabb3TzU1NTce3aNd3oBnZ2dti/fz/eeustBAQEYMyYMejSpQt+++03uV4CEZFRDOp+kJycnOtPYs+esagCgHXr1mXb5SBHQiA95QXunw1D+ZCuBu1TnZyKyb9exLR2byDQV2XQNojI8ri7u+d6Q5xy5crpHYv8/Pxw5MiRwgiNiKhQGNRSW61aNfz55585zt++fTuCgoIMDqooEEJg+fLlBq1768gWo0ZF0KRpMXvXv4h5xlERiIiIyDoYVNSOHDkSGzduxPz586FWqwEAWq0WERER6Nu3L06ePIlRo0aZNFBLExsbi8jISAOKU4GkJ1FITTJuQPOklHTsufTQqG0QERERWQqDuh/06dMHd+7cwWeffYbJkycDANq0aQMhBBQKBebOnYuOHTuaMk6LkzEahKHSXiTBztm47gMJL9KMWp+IiIjIUhhU1ALA5MmT0bdvX2zduhURERHQarXw9/dH586dUaFCBVPGmK05c+Zg165dCA8Ph52dHeLj4wt8n/nh4uJi1Po2Dk5Gx/CGD8ePJCIiIuuQ76I2KSkJTZo0wZAhQ/DBBx/I1s0gJSUF3bp1Q4MGDbB69WpZYshNiRIl4O/vj5s3b+azC4IEJw8f2DoZV5AWd7ZDQ38Po7ZBREREZCny3afWyckJt27dynYor8I0Y8YMjBo1CoGBgbLGkRNJkjBixAiD1i0f0tXov2+X2qVhZ8O7IBMREZF1MKjqadOmDcLCwkwdS5HTv39/ODk5QaHI459ZkqC0c4Dvm6FG7bekqz3ers47AhEREZH1MKionTJlCq5fv46+ffvi2LFjiIqKQlxcXJaHudFoNEhISNB7FCQ3Nzds3boVkiS9vrCVJEiQUGfwbNg6FTNqv8NC/NlKS0RERFbFoMrnjTfewL///ov169cjJCQEZcqU0d2jPPMjvyZOnAhJknJ9XL161ZCQAQDz5s2DSqXSPfz8/AzeVl6FhoZi165dcHR0zKVLgQSlrQPqfrAQnlXrGrW/d2uUwpvl3I3aBhEREZGlkYQBo/xPnz49T30+p02blq/txsTEIDY2NtdlKlSoADs7O93ztWvXYuTIkXka/UCj0UCj+f8bEiQkJMDPzw9qtRqurgU7UkB8fDx++OEHzJ8/Hw8ePNBNt1d5oGKr9+Bbtw1sHY0bMaFFgBc+aVkJCoW8/Z2JyHokJCRApVIVynGUiCg3Bg3pNX36dBOH8ZKhLbx5ZW9vD3t7+wLbfm7c3Nzw8ccfIygoCE2bNtVNr91/OkpUrGnUtm2VEvo3LIf2NX1kv4CPiIiISA4Gj1ObmVqthouLC5RKpSk2lyd3795FXFwc7t69i/T0dISHhwMAKlasaPQYsQXp1aLT2CI00FeF4c384Vvc+HFtiYiIiCyVwVcTnTt3Dm3atIGTkxNKlCiBI0eOAACePHmCDh064PDhw6aKMVtTp05FUFAQpk2bhsTERAQFBSEoKAjnzp0r0P2aC1dHG4xuXRlzOlZnQUtERERWz6Ci9sSJE2jcuDFu3LiBPn36QKvV6uZ5eHhArVZj1apVJgsyO2vXroUQIsujWbNmBbpfcxBctjhW9K6N5gFe7G5AREREBAOL2k8//RRVq1bFv//+i7lz52aZ37x5c5w+fdro4CirzrVLY+q71eDmZPf6hYmIiIishEFF7dmzZzFw4EDY29tn21JYunRpPHr0yOjgSN+gxuUwsFF5jm5ARERE9AqDLhSztbXV63LwqqioKLO+WMvSKBUSRrSoiJZVS8odChEREZFZMqiltn79+tiyZUu2854/f441a9YgJCTEqMDoJc9i9pjXOZAFLREREVEuDGqpnTFjBkJCQtC2bVv06tULAPDPP//g5s2bWLRoEWJiYjBlyhSTBmqNmlfxxNAQf7jYm2TkNSIiIqIiy6BqqV69eti9ezc+/PBD9OvXDwAwZswYAIC/vz92796NGjVqmC5KK+Nib4P/NK+IxpU85A6FiIiIyCLkqahNSEiAs7Oz3s0VWrRogWvXriE8PBw3btyAVquFv78/goODOcyUEfw9nfHpO1Xh5eogdyhEREREFiNPfWqLFy+OTZs26Z4PGjRIN2RXrVq10K1bN/To0QN16tRhQWuEmn4qfN6lBgtaIiIionzKU1FrZ2cHjUaje7527VpERkYWWFDWqJKXCz5rWw0OtoV3q2EiIiKioiJP3Q8CAgLw3XffoVy5clCpVACA27dv46+//sp1vdq1axsfoRWws1FgwtsBLGiJiIiIDJSnonbevHno0aMHWrVqBQCQJAlTpkzJcYQDIQQkSUJ6errpIi3COtbyQUl2OSAiIiIyWJ6K2jZt2uDWrVs4e/YsoqOjMWDAAAwdOhQNGjQo6PiKnMDAQBw9ehR/XHyIw9dioCpdAW1r+MgdFhEREZFFy1NRe+HCBZQtWxahoaEAgDVr1qBbt25o2bJlgQZXFKlUKjRu3BiRitu4kHYfwWWLw93ZTu6wiIiIiCxani4UCwoKwq5duwo6FqvUuCLHoiUiIiIyVp6KWkdHRyQlJemeHzlyBNHR0QUWlLVQKCTU9y8hdxhEREREFi9P3Q9q1qyJJUuWQKlU6kY/OHv2LBwccr+4qXPnzsZHWIQFlnblLXCJiIiITEASQojXLXTu3Dl07doVd+/efbmSJOF1q1nC6AcJCQlQqVRQq9VwdXUt1H2vO3EbzvY26BrsW6j7JSIyJTmPo0REmeWpmbBOnTqIiIhAZGQkoqOj0axZM0yePFk3xBcZJsC7mNwhEBERERUJef7t28bGBlWqVEGVKlXQv39/vPvuu6hXr15BxlbklS3hJHcIREREREWCQR0616xZY+o4rI6LvQ2KOdjKHQYRERFRkZCnonbmzJmQJAmTJ0+GQqHAzJkzX7tOxl3HKHslXDg2LREREZGp5OlCMYVCAUmSkJycDDs7OygUrx8JjBeK5e7vu08RVKZ4oe6TiMjUeKEYEZmLPLXUarXaXJ9T/rHrAREREZHp5OnmC2R6HJ+WiIiIyHQMrqyuXLmCyMhIPHv2DMWKFUPFihUREBBgytiKNEdbpdwhEBERERUZ+S5qV61ahTlz5iAqKirLvDJlymDy5Ml4//33TRJcUWZrI8kdAhEREVGRka+iduzYsViyZAnc3d0xaNAgVK9eHS4uLkhMTMTFixexfft2DBs2DDdu3MD8+fMLKuYigS21RERERKaTp9EPAODMmTOoX78+OnXqhB9++AHOzs5Zlnn+/Dn69OmDnTt34vTp06hTp47JAzYlXrVLRGQcHkeJyFzk+UKx1atXo1SpUtiwYUO2BS0AODs74+eff0bJkiWxevVqkwVJRERERJSbPBe1J0+eRLdu3WBvb5/rcg4ODujWrRuOHz9udHBERERERHmR56L23r17qFq1ap6WrVatGu7du2dwUERERERE+ZHnojYhIQHFihXL07IuLi549uyZwUEREREREeVHnotaIQQkKe/DUOXx+jMiIiIiIqPla0ivRYsW4eeff37tctmNYUtERAVnzpw52LVrF8LDw2FnZ4f4+PjXriOEwLRp0/Dtt98iPj4ejRo1wldffYVKlSoVfMBERCaW56K2TJkyiIuLQ1xcXJ6XJyKiwpGSkoJu3bqhQYMGeR59ZsGCBfjvf/+LdevWoXz58pgyZQpCQ0Px77//wsHBoYAjJiIyrTyPU1sUcXxFIipq1q5di5EjR762pVYIAR8fH4wZMwZjx44FAKjVapQsWRJr165Fz54987Q/HkeJyFzkuU8tEREVHbdu3cKjR4/QqlUr3TSVSoV69erh5MmTOa6n0WiQkJCg9yAiMgcsaomIrNCjR48AACVLltSbXrJkSd287MybNw8qlUr38PPzK9A4iYjyikUtEZGZmjhxIiRJyvVx9erVQo1p0qRJUKvVugfHJCcic5Gv0Q+IiKjwjBkzBgMGDMh1mQoVKhi0bW9vbwBAdHQ0SpUqpZseHR2NWrVq5bievb39a+8sSUQkBxa1RERmytPTE56engWy7fLly8Pb2xsHDhzQFbEJCQk4ffo0PvzwwwLZJxFRQWL3AyKiIuDu3bsIDw/H3bt3kZ6ejvDwcISHhyMxMVG3TEBAAH799VcAgCRJGDlyJGbPno2dO3fi4sWL6NevH3x8fNCxY0eZXgURkeHYUktEVARMnToV69at0z0PCgoCABw6dAjNmjUDAFy7dg1qtVq3zPjx4/H8+XMMHToU8fHxaNy4Mfbs2cMxaonIIhk8Tm1YWBhWr16Nmzdv4unTp1luiytJEiIjI00SZEHh+IpERMbhcZSIzIVBLbULFy7ExIkTUbJkSdStWxeBgYGmjitXt2/fxqxZs3Dw4EE8evQIPj4+6NOnDyZPngw7O7tCjYWIiIj+R5sOKJRyR0FWyqCidtmyZWjRogV2794NW1tbU8f0WlevXoVWq8WqVatQsWJFXLp0CUOGDMHz58+xaNGiQo+HiIiIANw6Avi3kDsKslIGFbVPnz5F165dZSloAaBNmzZo06aN7nmFChVw7do1fPXVVyxqiYiI5JLwUO4IyIoZVNTWrVsX165dM3UsRlGr1XB3d891GY1GA41Go3vO2zsSERGZUEKU3BGQFTNoSK+VK1di27Zt2LBhg6njMUhERASWL1+OYcOG5bocb+9IRERUgJLjgZTnckdBVsqg0Q9q1KiBuLg4PHz4EC4uLvD19YVSqd8xXJIk/PPPP/na7sSJEzF//vxcl7ly5QoCAgJ0z6OiohASEoJmzZrhu+++y3Xd7Fpq/fz8eNUuEZGBOPoB6dnzKRA8APCsLHckZIUM6n7g7u6OEiVKoFKlSiYNJr+3hHzw4AGaN2+Ohg0b4ptvvnnt9nl7RyIiogKmvseilmRhUFF7+PBhE4fxUn5uCRkVFYXmzZsjODgYa9asgULBm6MRERHJLu4mgJZyR0FWyCLvKBYVFYVmzZqhbNmyWLRoEWJiYnTzvL29ZYyMiIjIysVclTsCslJGFbWpqam4evUq1Go1tFptlvlNmzY1ZvM52rdvHyIiIhAREQFfX1+9eQbeII2IiIhM4dFFIC0FsOHNkKhwGVTUarVaTJo0CStXrkRSUlKOy6WnpxscWG4GDBjw2r63REREJIM0DXD3JFAhRO5IyMoY1BF17ty5WLhwIfr06YMffvgBQgh8/vnn+Prrr1GjRg3UrFkTYWFhpo6ViIiIzJBarcaxY8dw7NI9HItQQ31mo9whkRUyqKV27dq16N69O7766ivExsYCAIKDg9GiRQv0798fDRo0wMGDB9GqVSuTBktERETm5+LFi2jSpInu+dGxQOPG5wHfYBmjImtjUEvt/fv30aLFy3s7ZwyR9eLFCwCAnZ0d+vTpgx9//NFEIRIREZHFOfFfID1V7ijIihhU1JYoUQKJiYkAABcXF7i6uuLmzZt6yzx9+tT46IiIiMgyPb0N/LVO7ijIihjU/SAoKAhnz57VPW/evDm++OILBAUFQavV4r///S9q1qxpsiCJiIjIAv29HvCuCfi9KXckZAUMaqkdOnSo3i1n58yZg/j4eDRt2hQhISFISEjA4sWLTRooERERWRihBfZPA57ckDsSsgIGtdS2b98e7du31z2vVq0aIiMjcfjwYSiVSjRs2BDu7u4mC5KIiIgsVMpz4PdRwNvzgZJvyB0NFWEmu6OYSqVChw4dTLU5IiIiKio0z4DfRgLNJgAVOTISFQyDuh8AL2+ssHHjRgwbNgydOnXCxYsXAbwcq27btm2Ijo42WZBERERk4dJTgAOzgOMcFYEKhkFFbXx8PBo1aoTevXvj559/xs6dOxETEwPg5WgIH3/8MZYtW2bSQImIiKgIuLQV2PERoI6SO5IiL12bDq3Qyh1GoTGoqJ04cSIuX76MsLAw3Lx5E0II3TylUomuXbti9+7dJguSiIiIipCYq8C2IcDNI3JHUqSlaFOgSdfIHUahMaio3b59O0aMGIHWrVtDkqQs8ytXrozbt28bGxsREREVVSnPgX1TgVNfA1rraU0sbJo0FrW5UqvVKF++fI7zU1NTkZaWZnBQREREZCX++RnYMwF4kSB3JEVSclqy3CEUGoOKWn9/f/z11185zt+7dy+qVatmcFBERERkRe6dAbZ/+PIuZGRSSWlJcodQaAwqat9//318//332LRpk64/rSRJ0Gg0mDx5Mvbs2YNhw4aZNFAiIiIqwtT3gV8/BG4dlTuSIuV56nO5Qyg0Bo1T+8knn+Dy5cvo1asX3NzcAAC9e/dGbGws0tLSMGzYMAwePNiUcRIREVFRl5oE7P0MCO4P1B4AKAweeZT+h0Xta0iShG+//Rb9+/fHli1bcOPGDWi1Wvj7+6N79+5o2rSpqeMkIiIiM5V5FKTsnufb+XXAkwigxWeAnZNx27JyiamJcodQaIy6o1jjxo3RuHFjU8VCREREFiQ+Ph7r1q3DggUL9Kb3XH0V41v7oX+DknBzMrDUuHP85e1131kIOLiaIFrr9PTFU7lDKDRs1yciIqJ8CwsLg6+vL0aNGoUHDx7ozXsQn4JRmyPhO+kUwi7HGb6TmKvAnomAFQ1LZWqPkx7LHUKhyfPXp/bt2+drw5IkYceOHfkOiIiIiMxbWFgY2rZtCyFEjl0NBIDkFC3arriEXf+pjtA33A3bWfRl4NgXQLMJBsdrzR4+fyh3CIUmz0Xt77//DgcHB3h7e+epr0x2N2UgIiIiyxYfH48uXbpACAHta26aoBUvfxLu8s2/uD+vvuFdEa7tBnyDgYqtDFvfit1/dh9CCKuoy/L87ipdujSioqLg4eGB3r17o2fPnvD29i7I2IiIiMjMrFu3DklJSXm+GEwrgCSNFj+cisbHLUobvuNjXwA+tQEnA1t8rdSL9BeIexGHEo4l5A6lwOW5T+29e/dw6NAhBAUFYdasWfDz80OrVq2wZs0aPHv2rCBjJCIiIjMghMDy5csNWve/h6KMGxVB8wwIX2/4+lbsQeKD1y9UBOTrQrGQkBCsWrUKjx49wpYtW1CiRAl89NFH8PLyQufOnbFlyxZoNOzMTUREVBTFxsYiMjIy38WpABAZ8wJxz9OMC+DGXuA1XR4oq6jnUXKHUCgMGv3A1tYWHTp0wKZNmxAdHa0rdHv06JFlWA8iIiIqGhITjRvz9NmLdOMCeJEAxN8xbhtW6P6z+3KHUCiMGtJLo9EgLCwMO3bswN9//w0HBweUK1fORKERERGROXFxcTFq/WIOSuODiI0wfhtW5k6CdXwRyHdRq9VqERYWhgEDBqBkyZLo1asXkpOT8e233+Lx48fo27dvQcRJREREMitRogT8/f3zfSW9BMDf0wHuzkbd8+mlpFjjt2FlbqlvIU1rZNcPC5Dnd9eJEyewYcMGbN68GbGxsahfvz7mzp2L7t27w8PDoyBjJCIiIjMgSRJGjBiBUaNG5Xvdj5uXNs2wUp5VjN9GEadWq3Hx4kVo0jSIuRwDVTkVIuMjUcW9aP/tJJHH3t4KhQKOjo5455130KtXrzx1M6hdu7ax8RWohIQEqFQqqNVquLryFnxERPnF46j1iY+Ph6+vL5KTk187Ti0AKCTA0U5h3Di1GSq3AZpPMm4bVuDYsWNo0qSJ7nnzz5tjcPvBeK/qezJGVfDy9e5KTk7G1q1bsW3btlyXyxjkNz3dyA7hREREZFbc3NywdetWtG3bFgqFItfCViEBkgRsG1bN+IK2Ykug6TjjtmHFjtw7gm6Vu8FOaSd3KAUmz++wNWvWFGQcRER61Bo1VPYqucMgomyEhoZi165d6NKlS443YpDwsoV227BqeKuakTdMCHgXaDIGUBh1fbtVU6eosevmLnSq1EnuUApMnova/v37F2QcRER6Hj1/BCdbJ9gqbOUOhYiyERoaivv37+OHH37A/Pnz8eDB/w/w7+Nmhwlv+aF/g5JQORrZQhvQlgWtiWy9sRVBXkEopyondygFgu8QIjJb8S/i5Q6BiHLh5uaGjz/+GBs3btSbvnFwAD5uUdr4grbqu0CTsSxoTSRVm4pF5xYV2WMr3yVEZLZikmPkDoGI8uDVUQ2MHuVAkoA332dBWwBikmMw98xcPE99LncoJsd3ChGZrcdJj+UOgYgKm7Mn0HYJULvvy+KWTO5Owh3MPT0XSalJcodiUixqichsPXr+SO4QiKgwBbQFuq0FSpv3kKBFQUR8BOadmVekClsWtURktljUElkJZw/g7QVAyHjA3rhb8VLeXX96HXNOzykyXRFY1BKR2XqUxKI2r+bMmYOGDRvCyckJbm5ueVpnwIABkCRJ79GmTZuCDZToVeUaA13XAGXqyR2JVYqIj8CcU3OQmJIodyhGY1FLRGYr+nl0tuNfUlYpKSno1q0bPvzww3yt16ZNGzx8+FD3+PnnnwsoQqJXSBJQbxjw1mzAgXejk1OkOhKzT8+2+MLWyLE2iIgKTlJaEtQaNdwc3OQOxezNmDEDALB27dp8rWdvbw9vb+8CiIgoF7ZOQMspQNmGckdC/3NLfQuzTs3ClPpT4GJnmV1A2FJLRGbt+tPrcodQpB0+fBheXl6oUqUKPvzwQ8TGxua6vEajQUJCgt6DKF+KlQI6rmBBa4ZuJ9zG7NOzLbaPLYtaIjJrpx6ekjuEIqtNmzb44YcfcODAAcyfPx9HjhzB22+/jfT09BzXmTdvHlQqle7h5+dXiBGTxfOpBXT6GnCvIHcklINb6luYd3oektOS5Q4l31jUEpFZUavVOHbsGM6fOo+YyzH4M+JPRD+PljssWUycODHLhVyvPq5evWrw9nv27In27dsjMDAQHTt2xO+//46zZ8/i8OHDOa4zadIkqNVq3ePevXsG75+sTEBb4J3FgKOb3JHQa9yIv4HF5xYjVZsqdyj5wj61RGRWLl68iCZNmuieN/+8OX668hPG1BkjY1TyGDNmDAYMGJDrMhUqmK7Fq0KFCvDw8EBERARatmyZ7TL29vawt7c32T7JStTqDdQdypspWJCLTy7iq/Cv8FHQR1BIltEGarFFbfv27REeHo7Hjx+jePHiaNWqFebPnw8fHx+5QyMiEzvz6AxOPzyNeqWsa8gfT09PeHp6Ftr+7t+/j9jYWJQqVarQ9klW4I2OLGgt1PEHx+Fm74Z+b/STO5Q8sYzSOxvNmzfHL7/8gmvXrmHr1q2IjIxE165d5Q6LiArINxe+wZPkJ3KHYbbu3r2L8PBw3L17F+np6QgPD0d4eDgSE/9/iJ6AgAD8+uuvAIDExESMGzcOp06dwu3bt3HgwAF06NABFStWRGhoqFwvg4oa7+pAw49Z0FqwXbd2YWfkTrnDyBOLbakdNWqU7v9ly5bFxIkT0bFjR6SmpsLW1lbGyIioICSmJmLB2QWY3mA6nGyd5A7H7EydOhXr1q3TPQ8KCgIAHDp0CM2aNQMAXLt2DWq1GgCgVCpx4cIFrFu3DvHx8fDx8cFbb72FWbNmsXsBmYbSDmj2KaBQyh0JGWn9lfVwsXVBizIt5A4lVxZb1GYWFxeH9evXo2HDhrkWtBqNBhqNRvecQ9EQWZY7CXcw78w8TKw7Ec62znKHY1bWrl372jFqM9/IwtHREWFhYQUcFVmLwMBAHD16FDi1Coi+iMDSzkDNHoCqtNyhkYl8e+FbONk6oX6p+nKHkiOL7X4AABMmTICzszNKlCiBu3fvYseOHbkuz6FoiCzf9afXMePEDMQm5z6eKhEVHpVKhcaNG6NxdT80rqiCyq04ULOX3GGRCWmhxfK/l+PSk0tyh5Ijsypq8zt8zbhx4/D3339j7969UCqV6NevX6631ORQNERFw51nd/DZ8c9wW31b7lCIKDuB3QA7/poil4K6vXiaNg0Lzy4022OvJMzoxuoxMTGvvZtNhQoVYGdnl2X6/fv34efnhxMnTqBBgwZ52l9CQgJUKhXUajVcXXnfaSJzcOzYsSxDenm+kf0IAA5KBwyrOQwNfXhnIrnwOEp69nwKRJ0H3tsMOPD9UNji4+Oxbt06LFiwAA8ePNBNd3B3QECXAJRrUQ52LllrqPwq7lAcsxvNhoejh9HbMiWz6lNrzPA1Wq0WAPT6zBJR0fYi/QWW/bUM/8b+iz5V+8DBxkHukIioQjMWtDIICwtDly5dkJSUlKWl9kXcC4R/F46LP15Eo0mN4F3b26h9PX3xFAvOLsDMhjPN6rhrVt0P8ur06dP48ssvER4ejjt37uDgwYPo1asX/P3989xKS0RFx747+zD+z/G4HHtZ7lCIqHxTuSOwOmFhYWjbti2Sk5Nz7noggHRNOo7OOIpHfz0yep93Eu7gh39/MHo7pmSRRa2TkxO2bduGli1bokqVKhg8eDBq1KiBI0eOcCgaIisVnRSNmSdnYtU/q5CYkvj6FYjI9CQJKFVT7iisSnx8PLp06QIhhO5X6xyJl/1tj887jpTEFKP3feDuAUTGRxq9HVMxq+4HeRUYGIiDBw/KHQYRmaGD9w7i78d/4/3A91HHu47c4RBZl2KlAHsXuaOwKuvWrcu2y0GO/tdie/vgbVRuX9no/e+9sxcfun1o9HZMwSJbaomIcvNU8xQLzy3Edxe/Q2p6qtzhEFkPla/cEVgVIQSWL19u0Lo3frthklESLj8xn25fLGqJqMjad2cf5pyeg+epz+UOhcg6uHjJHYFViY2NRWRkZP6LUwE8f/QcKc+M74IQkxyDlHTjt2MKLGqJyKyYepTBK3FXMPvUbCSlJpl0u0SUDQc3uSOwKomJxl0/kJacZpI4nqU8M8l2jMWilojMQnx8PJYtW4aePXvqTT+54CSu77xu1EUNN9U3Me/MPCSnJRsbJhHlxs5J7gisiouLcf2XbRxNc2mVUlKaZDvGYlFLRLILCwuDr68vRo0apTdgOPD/4yv+NvA3o4ahuf70Omafmm02LQpERZKSIxAVphIlSsDf3x+SJOVvRQlw9naGXTHjb8Rgq7CFq715jEvMopaIZFWY4ytGxEdgyvEpePTc+DEaiSgbCoscVMliSZKEESNGGLRupXaV8l8MZ6OiW0UoJPMoJ80jCiKySnKMr/jw+UNMOT4FN9U3Dd4GEeVAYR4/Q1uT/v37w8nJCQpFHks6CVDaK1GuRTmT7L++T32TbMcUWNQSkWwyxld8bUGbIdP4isZISEnAnFNzEP082qjtENErlMb/nE354+bmhq1bt0KSpNcXttLL1t1GkxrBzsX4XBV3KI4Q3xCjt2MqLGqJSBZyj6+YmJqIH//90ahtENEreOMFWYSGhmLXrl1wdHTMuUvB/1pom0xrAu/a3ibZ77Aaw+Bo42iSbZkCi1oikoU5jK94I/6G0dsgIjIHoaGhuH//Pr744gv4+PjozXNwd0Ct92uh3dp2Jito+1TtgyCvIJNsy1RY1BKRLMxhfEUvJw4UT0RFh5ubGz7++GNs3LhRb3qD8Q1QuX1l2DmbpntIzyo90c6/nUm2ZUq8TJGIZGEO4yuaU18wIiJTMcWoBjnpV60f2lZoW2DbNwZbaolIFnKPr1jc3rwucCAiMmcKKPBBjQ/MtqAFWNQSkUzkHl+xc6XOsFXaGrUNIiJroJSUGBE0As3LNJc7lFyxqCUi2cg1vmKZYmXQskxLo7ZBRGQNbBW2GB08Gg1LN5Q7lNdiUUtEspFjfEVbhS0+rPUhlBwknogoV/ZKe0x4cwLqeNeRO5Q8YVFLRLIqzPEVFVBgeM3hqKCqYPA2iIisgYPSAZ/W+xSBnoFyh5JnLGqJSHaFMb6ii60LxtcdbxE/oRERycnZ1hlT6k9BgHuA3KHkC4f0IiKzkDG+YlBQEJo2baqb3mB8A3i+4WnUtoNLBmNw9cEo4VjC2DCJiIo0VztXfFrvU5RXlZc7lHxjUUtEZsWU4yuWcCiBgdUHok7JOgU6biMRUVHg5eiFT+t9ilIupeQOxSAsaomoSGpVphX6VOtjVvclJyIyV5XcKmHcm+OgslfJHYrBWNQSUZFip7DDh7U+REMf9p0lIsqLhj4N8WHND2GnNM1tdOXCopaIigxnW2dMeHMCqrhXkTsUIiKL0N6/PXoF9IJCsvyxA1jUElGRUNy+OCbVm4SyrmXlDoWIyCL0CuiFjhU7yh2GybCoJSKL56/yx+g6o+Hh6CF3KEREFqFLpS5FqqAFWNQSkQWTIOHdCu+iR5UesFXayh0OEZFFaOjTEN0qd5M7DJNjUUtEFsnL0Qsf1voQ1UpUkzsUIiKL4eXohaE1hhbJYQ5Z1BKRxalfqj6G1RgGJ1snuUMhIrIogwMHF9mhDlnUEpFF6V65OzpX6lwkWxmIiApSba/aqOVVS+4wCgyLWiKyGEXtSl0iooIQGBiIo0ePQpOmwZzTc6Aqp4IECb0DessdWoFiUUtEFqGhT0N08O8gdxhERGZPpVKhcePGSE5LhmeiJwCgrndd+Ln6yRxZwbL8kXaJqMhztHHEwOoD2eWAiMhAbcq3kTuEAseWWiIyKxk/m91NuIvvLn4HVTkVWpdtDVc7V7lDIyKySJ6OnqjqXlXuMAoci1oiMisZP5tdi7uGHdodAIAWfi1kjoqIyHIFlwy2il+62P2AiMxaeVV5lHIpJXcYREQWq6ZnTblDKBQsaonIrDUo1UDuEIiILJYCCgS4B8gdRqFgUUtEZq2ud125QyAislh+xfys5kY1LGqJyGx5OXmx6wERkRHKqsrKHUKhYVFLRGarmns1uUMgIrJopZytp2GARS0Rma1yqnJyh0BEZNGK2xeXO4RCw6KWiMyWNbUwGOP27dsYPHgwypcvD0dHR/j7+2PatGlISUnJdb0XL17gP//5D0qUKAEXFxd06dIF0dHRhRQ1ERUGV3vrGeObRS0RmS0PRw+5Q7AIV69ehVarxapVq3D58mUsXboUX3/9NT799NNc1xs1ahR+++03bN68GUeOHMGDBw/QuXPnQoqaiAqDi62L3CEUGkkIIeQOQi4JCQlQqVRQq9VwdbWebzJEluBa3DWUdikNFzvrOSCb0sKFC/HVV1/h5s2b2c5Xq9Xw9PTEhg0b0LVrVwAvi+OqVavi5MmTqF+/fp72w+MokflKTkvGk6Qn8HP1kzuUQsGWWiIySwpJYTXD0BQEtVoNd3f3HOefP38eqampaNWqlW5aQEAAypQpg5MnT+a4nkajQUJCgt6DiMyXvY293CEUGosvajUaDWrVqgVJkhAeHi53OERkIs62zlBIFn+IkkVERASWL1+OYcOG5bjMo0ePYGdnBzc3N73pJUuWxKNHj3Jcb968eVCpVLqHn591tAARWSo7hZ3cIRQaiz9jjB8/Hj4+PnKHQUQm5mTDVtqJEydCkqRcH1evXtVbJyoqCm3atEG3bt0wZMgQk8c0adIkqNVq3ePevXsm3wcRmY6NwkbuEAqNRb/SP/74A3v37sXWrVvxxx9/yB0OEZmQndJ6WhdyMmbMGAwYMCDXZSpUqKD7/4MHD9C8eXM0bNgQ33zzTa7reXt7IyUlBfHx8XqttdHR0fD29s5xPXt7e9jbW8/PmUSWTqlQyh1CobHYojY6OhpDhgzB9u3b4eSUtxYdjUYDjUaje86+YETmy1ZpK3cIsvP09ISnp2eelo2KikLz5s0RHByMNWvWQKHI/Ye44OBg2Nra4sCBA+jSpQsA4Nq1a7h79y4aNGhgdOxEJD8bhQ0Ulv+jfJ5Z5CsVQmDAgAH44IMPUKdOnTyvx75gRJbDVsGiNq+ioqLQrFkzlClTBosWLUJMTAwePXqk1zc2KioKAQEBOHPmDABApVJh8ODBGD16NA4dOoTz589j4MCBaNCgQZ5HPiAi82arsGVLrVwmTpyI+fPn57rMlStXsHfvXjx79gyTJk3K1/YnTZqE0aNH654nJCSwsCUii7dv3z5EREQgIiICvr6+evMyRm1MTU3FtWvXkJSUpJu3dOlSKBQKdOnSBRqNBqGhoVi5cmWhxk5EZCpmNU5tTEwMYmNjc12mQoUK6N69O3777TdIkqSbnp6eDqVSiffeew/r1q3L0/44viIRkXF4HCUic2FWRW1e3b17V68/7IMHDxAaGootW7agXr16WVoqcsKDMRGRcXgcJSJzYVbdD/KqTJkyes9dXF7eccjf3z/PBS0RERERFR0WeaEYEREREVFmFtlS+6py5crBAntREBEREZGJsKWWiIiIiCwei1oiIiIisngsaomIiIjI4rGoJSIiIiKLx6KWiIiIiCwei1oiIiIisngsamWg0Wgwffp0aDQauUOh/2FOzAvzQa/D94j5YU7MizXmwyJvk2sqQgg8e/YMxYoVgyRJhbZf3lbS/DAn5oX5sBw8jlIG5sS8WGM+isTNFwwlSZLVJJqIqCDwOEpE5oLdD4iIiIjI4rGoJSIiIiKLx6JWBvb29pg2bRrs7e3lDoX+hzkxL8wHvQ7fI+aHOTEv1pgPq75QjIiIiIiKBrbUEhEREZHFY1FLRERERBaPRS0RERERWTwWtURERERk8VjUEhEREZHFY1FLRERERBaPRS1RPgkhwJHwiIjklXEc5vFYXpn//nLngkUtUR5lfFjT09MhSZLM0RAApKWlITk5GQ8fPkRycrLc4VARkp6enutzKnxarVbv39jYWADg8VhGWq0WkiQhJSUFz549w7///itrPCxqzdSTJ0+wf/9+ucOg/4mLi8PkyZPRokULBAUFYcGCBbh+/brcYVm1J0+eYNCgQahTpw4qVqyI/v3748SJE3KHRUWAVquFUqlETEwMvvzySwCAUqlkYSsjrVYLhUKB2NhYTJw4ES1atEDDhg0xfvx43L17V+7wrFJGTmJiYjBo0CAEBwcjMDAQbdu2xYEDB2SJiXcUM0OxsbGoVq0aYmJisGXLFnTu3FnukKxadHQ0QkJCoFQqoVKpYGNjg2PHjqFXr174/PPP4efnJ3eIVic6OhqNGjWCSqXCm2++CScnJ3zxxRfo2LEjVq1aBU9PT7lDJAslhIAkSYiLi0ODBg1w48YNTJs2DdOmTQPwssVWqVTKHKV1ycjJ48eP0bRpU6Snp6NMmTIAgMOHD6Nt27ZYu3Yt3N3ddctSwcr4O0dHR6Nhw4YoXrw4GjZsiDJlymDhwoWoUaMGdu3aBTs7u0IPjMxIUlKS6Nevn3BxcREVK1YUdnZ2YtOmTXKHZbXUarUICQkRDRs2FIcPHxapqalCCCGmT58uJEkSO3bsEEIIodVq5QzTqjx9+lTUrVtX1K9fXxw7dkw3fejQocLT01PcuXNHxuioKEhOThYDBw4UTk5OIjAwUDg7O4vPPvtMNz8tLU3G6KxTQkKCaNmype5YLIQQiYmJYs2aNUKpVIpFixbJHKH1efr0qWjYsGGWY/Hs2bOFJEnin3/+0Vu+MM6T7H5gZo4fP47169fj3Xffxdq1a9G8eXP07dsXv/zyi9yhWaUtW7bgzp07+OCDD9C4cWPY2NhACIFx48ahYsWKWL16ta5/FxU8rVaLNWvWIDExEePGjUPDhg1180qUKAFvb2+cO3cOERERiIiI0M0T/EGK8uH06dPYvn072rdvjx9//BEtWrTAkiVLMGXKFADsiiCHnTt34vr16xgyZAgaNWoEAHB2dkZoaCiqVauGffv2IT09nZ/1QqLVavH9998jMTERo0ePRoMGDXTzJElCxYoVce3aNZw5cwb37t3TtewWdH5sCnTrlG+urq7o3bs3vvzyS7i6umLKlClIT09H3759AQDdu3eXOULrIYTAyZMnYWdnp/v7Ay8/sE5OTqhWrRpu374NhYLfDQuTSqVC165d0aFDB93PjJGRkfjhhx8QExODVatWITw8HMWKFcOECRMwZMgQ/hxJ+eLk5IS2bdti2bJlcHd3x5w5c5Ceno4lS5YAAGbNmqUrbNkVoXDcv38fWq0W3bt31zUuSJKEUqVKoW7dujhw4AASExOhUqnkDtUqKBQKVKhQAU2bNkWnTp1058GIiAh88803ePr0Kb777jucP38erq6ueO+99zB9+vSC/7wUeFsw5Ut6erp4+vSp3rSTJ0+KVq1a6XVF4M/dhSM+Pl4cOHBACPH/Pzlm/DtlyhTh5eUlEhISREpKimwxWpuUlBSRnp6ue/7gwQPh4+MjGjVqJH7//XeRlpYmtm3bJlq3bi0kSRJbt26VMVqyVPHx8UIIoftsX758WbzzzjvCyclJrytC5veiEDw2F5T4+Hhx+fJlIcT//80z/v3ss89EyZIlxZMnT7JdlzkpOBk50Gq14vHjx8LR0VE0aNBA7N27V6jVanHt2jXRpEkT4ejoKFauXFng8bCJycwoFAq4ubkB+P+fTOvXr49Zs2ahadOm6Nu3LzZt2qRrebp9+zbOnz8vV7hFWnp6OlQqFVq0aAEAum+YGf+WKFECz58/h1arhY3Nyx891Go1bt26JU/AVsLW1hYKhUL3+Xjx4gXatm2LNWvW4J133oFSqUSnTp0wfvx4ODo64vfff5c5YrJEGS1+tra2EEKgWrVqWLhwIZo1a4YlS5bgs88+A/DymH379m0cOHBAN7wRmZ5KpUJAQAAAZPl1rGzZstBoNEhISNAdF549e4arV6/ywrEClpELSZKgUqkwYcIErF69Gq1bt4arqysqV66MX375BW5uboUyohOLWjOQU5/MzP1PMhe2/fr1w44dOxAVFYU5c+agadOmug8vGS8jH6/7mcTGxgYpKSmwsbHRXS29cuVKdOzYkYWtiWX3GZEkCVqtFuXLl8fKlStRqVIlSJKEtLQ0AECrVq1QuXJlXLt2DampqYUdMhUhGcfizIXt0qVLMXPmTDx+/Bjz58/H+++/j3PnzskdapH2ajGb8dzR0VFX0GYci5ctW4bBgwfjypUrcoRqlezs7DBt2jRUrVoVwMvjdnp6Ory9vVGtWjWEh4fjxYsXBVqrsKiVmRBC98EcNGgQ/vjjD70LEF4tbGfPno3mzZujd+/e6NevH1avXo3PPvsMAQEB/DZqAq/LR2bu7u5IS0vD8+fPdX05J0+ejB49eqB8+fKFGXaRlltOMqZntJQLIXT/v3DhAh4/foxGjRrB1tZWhsjJUuR20VfG8ffVwrZly5ZYvHgxQkNDsWrVKrz//vuoW7duYYVc5OUlJxkcHBx0BW1iYiK+/fZbTJ06Fa1bt0a1atUKOlSrkZ+cZBy3lUolrl27hvv376NFixZwcHAo0Bh5oZiM0tLSdCfghw8fYu/evTh9+jS+/PJLNG3aVNdSmNEipVAoUK9ePQwdOhTh4eE4dOgQFixYgLFjxwL4/4GQyTB5zUcGV1dXAMC1a9dw7NgxTJ48GbNnz8ann34KAPzZywTym5OMv/fDhw+xadMmaDQahISEFHrcZDkyv8e2bduGyMhI+Pj4oEaNGggMDNQVs5k/y9WqVcNHH32E8+fP459//sHChQsxZswYADwOm0JecwK8/Mx7eHhAqVTi8uXL+OeffzBlyhTMmjULkydPBsBjsSnk53OS+e/94MEDrF27FtHR0Wjbti2AAr4DXIH32qVsZR7ncNy4caJjx46iZs2aQpIkUaVKFXHgwIEsFyAIIURkZKQYOnSokCRJLF26VDc9u2Up7wzJx44dO4RSqRSDBw8WkiSJ2bNn6+YxH8Yz9DNy/vx5MWLECGFjYyMWLFhQmCGThcn8HuvQoYNwdnYWtra2wsnJSfj6+updZJj5YqPIyEjxwQcfCEmSxOLFi3XT+bk3Xn5ykvH3PnnypJAkSfTs2VPY2NiIWbNmZVmGDGfo5+TYsWNizJgxwtbWVnz++eeFEiuLWpl17NhR+Pj4iPHjx4v9+/eLcePGiSpVqghfX99sT9rr168XkiSJuXPn6qbxQ2s6+cnHwYMHhSRJzEcBy09OVq5cKdzd3UXZsmXFsmXLdNOZE8pNnz59ROnSpcWKFStEdHS0OH78uKhXr56QJEn88ssvuuW0Wq1IT08Xv//+u7CzsxPTp0/XzeN7zLTymhMhhDh16pTuWJy5eGJOTCuvOdFoNGLXrl3C1tZWlC1bVnzxxRe6eQWdExa1Mjp8+LBwcHAQCxYsEElJSUIIIV68eCFOnTol6tSpoztpZ/6WlJycLMLCwnTP+aE1nfzm4+nTp8LHx4cH0QKU35zExsaKGTNmiP379+u2wZxQbjZv3izeeOMN8e233+qG8Tp27JgoVqyY8PDwEJIkZbmr4927d/XuoMT3mGnlNyeJiYmia9euencVY05MK785iYmJEd9//704dOiQblph5IRFrYy2bt0qJEnSFakZ4yFqtVpx/PhxUbZsWVGtWrUshW0GfmhNKz/5ePHihRBC6P4VgvkoCPnJSXJysm5eBo5PSa++BzQajd7zL7/8UpQrV07cv39fCCHEmTNnhJOTk+jbt6/YvXu3CAwMFJIkie3bt2e7fX7u88/UOdFqtSIuLk63PnOSf6bKya+//pqn7RcUFrWFJLui9Pz580KSpGyb5jUajejfv7+QJElUrlxZHD16VAjBk7SpmCofqampQgjmxRRMlROe0OhVL168EDdu3NCb9vXXX+v+HxERIYQQ4s6dO8LPz0906tRJREVFCSGEWLJkie6n7e+//77wgi7iTJWT7777Tm8bPBYbzlQ5Wb16deEF/QpeollIMq7S3r59u25ayZIl0bRpU3z++ec4fPgwgJdXBaanp8POzg5BQUFo2bIl3Nzc0LdvXzx58kQ3EgIZx1T5yHy7RjKOqXKS+cYMRABw8OBBdOzYERs3bgTwcgzjDz/8EP/88w8AoEKFCgCAw4cPIy0tDSNGjICnpyeAl8PFvfHGG2jZsiXUarU8L6AIMlVOnj17prddHosNZ6qcJCQkyPMCAI5+UJhmzpwp7O3txfz583XTfvzxR+Hu7i7q1q0rDh48qJv+8OFD0a1bNzFq1Chx4sQJoVKpRJ8+feQIu8hiPswPc0IF4fz586Jp06ZCkiQRGBgofH19xa+//qrrp51h9uzZQpIkXTeXhw8fioEDB4px48aJ6OhoOUIvspgT81MUcsKithBdunRJtGnTRpQvX17vavkvvvhCeHh4iOLFi4upU6eKL774QgwYMEDY29uLjRs3CiGECA0NFdWrVxexsbFyhV/kMB/mhzmhgnLmzBmhUqmEJEli5MiRuumZu70cOHBAuLq6ivbt24tffvlFDB8+XDg4OIiffvpJtwx/3jYd5sT8WHpOWNQWkMz9+rRare4Nce3aNfHWW2+JsmXLijlz5uiW+eWXX0T79u2FjY2NkCRJeHl5iYULF+rmd+nSRVSqVIknbAMxH+aHOaHCkPE+27Bhg6hRo4aoXr26kCRJrF+/Pssyz549E9OnTxe+vr5CkiTh4eGh9x4j02BOzE9RyQmL2gKQ+RvK48ePhRAv3wwZb4irV6/qTtqZW6PUarWIjIwUFy5cEFeuXNFNP378uKhQoYLo3Llzlp8B6PWYD/PDnFBBe7WlKDk5Wdy5c0ccPHhQtGjRQkiSJNatW6dbNuOiT41GI27duiX27dsnLly4oFufFyAajzkxP0UtJyxqC1Dv3r1Fp06dxK1bt4QQ/z9wtxAvT9pNmzYVxYsX1xtb71Xbt28XoaGhwt3dXfz777+FEXaRxXyYH+aECkLGiVcIIZKSksS9e/f05h86dEg0b95c74QthBBPnjwRhw8fzrI9uU/URQFzYn6KYk5Y1JpQxhsk498xY8aI4sWLi8GDB2d70v7777+Fo6Oj8PX1FTNnzsyyvWnTpomAgAAREBCg902I8ob5MD/MCRW0zH3/hg8fLoKCgoS9vb1o2bKl3m2T//zzT90J+4cffhD37t0Tn3/+uZAkSezdu5f9NE2IOTE/RTUnLGoLQOfOncVnn30mhBBiwoQJonjx4mLQoEG6k3ZaWpruDdWsWTNRqVIl4e7uLs6dO6e3nXv37omNGzfqBjsmwzAf5oc5oYL27rvvCi8vL9GvXz/x+eef667qHjRokG6ZEydOiNDQUCFJkihTpoyws7PL9ssTmQZzYn6KWk5Y1JpA5ib8qVOnCm9vb7Fu3TrdN5hx48bpTtoZgxcL8fKCmIYNG4offvhB7Ny5U2+b5tCMb6mYD/PDnFBh+uabb4SXl5fYsGGD7pae69evF5Ikiffff1/vYsKLFy+KpUuXikGDBmV7UQyZBnNifopiTljUmtA///wjFi5cKEaOHJnlFnNjx44Vnp6eolOnTuLy5cvi5s2bYurUqaJcuXJ6/VjM7Q1iyZgP88OcUGEYPny4qFWrlu6iwf379wtnZ2fRr18/cffuXSFE1jvYZf4Zle8x02NOzE9RzAmLWhMZO3askCRJuLq66m7pmZ6erveGmD17tm4IjOLFiwtJkvQGmSfTYT7MD3NChaVfv36iZcuWQoiXY2o6OTmJ9957Tzx48EC3zPfffy82b94sV4hWhzkxP0UxJzby3cvMMon/3RL19u3bAIBy5coBAN566y2cOXMGJ0+exI0bNwC8vF1fxi09lUolJk+ejCZNmuD8+fN48OABGjRogM6dO+ttl/KH+TA/zAkVlszvicz/9/X1xe7du7FhwwYMHToUHTt2xMKFC1GqVCkAwOnTpzFv3jx88sknfF+ZGHNifqwqJzIU0hYrPj5eLFy4UDRo0EAoFAohSZJo3Lix+PLLL0VycrI4c+aMCA4OFpIkiZ9//lm3XuaruTNPy2COTfiWgPkwP8wJFZbM/bSF0H+PPHjwQFSpUkVIkiQ6d+4sYmJi9OZNnDhRVKhQQRw5cqTQ4rUGzIn5sbacsKjNo0ePHokGDRqIypUri5CQEDFr1izRu3dvUaFCBSFJkujUqZOIi4sTf//9t6hVq5ZQKpViy5YtuvXNbdgLS8d8mB/mhApL5hPzmDFjRNeuXcXQoUNFeHi4EOLlwPCrV68W5cqVE9WrVxcHDhwQiYmJ4uzZs2L06NHC1tZWLF26VKboiybmxPxYY05Y1ObBw4cPRZkyZUT9+vXFxo0bdW+UtLQ08fjxY9GhQwchSZJo2rSpiI+PF2fPnhXBwcHCzs6OJ+0CwHyYH+aE5NCxY0fh4OAgypcvL1QqlbCzsxMbNmwQQgiRmJgo1q1bJwICAoQkScLFxUU4OzuLkiVL6t3Mg+8502JOzI815YRF7Ws8fPhQ+Pn5ifr164vTp0/rLmpJTU3VS3K/fv2EJEmib9++IjU1VRw+fFi8+eabwsnJSWzatEmu8Isc5sP8MCckhzNnzogaNWqIjRs3CrVaLQ4ePCjefvttYWdnJ77++mshxMsvVWq1WqxcuVLMnj1brFu3Tpw6dUq3DXZrMS3mxPxYW05Y1Obi+fPnonr16sLGxkYcO3ZMNz1zgjNfud26dWthY2Mjdu3aJYQQYs+ePaJWrVpCkiQRERFhMd90zBXzYX6YEyosrw4t9Pfff4tWrVoJtVqtm3bx4kXRuXNnYWtrK7755pss62RmSSdqc8WcmB9rzwlHP8hFWloamjdvjhs3bmD79u148803YWdnB4VCoVtGqVQiLS0NNjY2WLx4MZo0aYINGzbgnXfeQWhoKNLS0pCYmAh/f38ZX0nRwHyYH+aECkPG6BgAsHjxYiQkJODatWsQQqBYsWK65apXr46ZM2dCCIH//Oc/UCqV6N+/v27dzDK/Ryn/mBPzw5yAox+8jlqt1o2vOWbMGPH8+fMcl42JiRFVqlQR9erVy/bbjaV94zFHzIf5YU6osLzzzjvC1tZWODs7C3d3d6FQKMS2bduyXOF96dIl0a1bNyFJkvjyyy9litY6MCfmx5pzwpba13B1dcWUKVMAvPzmI0kSZsyYAScnJ90y4n/jt3l4eEClUkGpVEIIAa1Wq/ctx+K+8Zgh5sP8MCdUUDJa+AFg3759uHv3Ln744QdUqVIFFy5cwPTp0/HZZ5+hRIkSaNSoka6l6Y033sDUqVMRHx8PrVYr50socpgT88OcZCJnRW1JMrdGjR07NtvWqIMHD4rixYuLZcuWCSEs52pBS8R8mB/mhArKt99+K8aNGydCQkJ0fQM1Go04fPiwbjiiI0eOZOkbmPne9WRazIn5YU54oVi+vHrSTkxM1M2LiooSH3zwgahRo4Y4d+6cjFFaD+bD/DAnZGo7duwQkiSJ0qVLi6FDh+rN02q1eifsP//8M9uLXvjlybSYE/PDnLzEojafXj1pp6SkiNjYWDF79mzh5OQkvvrqK7lDtCrMh/lhTsjUvvzySyFJknBzcxMnTpzQm6fVasWRI0dExYoVReXKlcX+/ftlitK6MCfmhzlhUWuQzCftESNGiBkzZghJksTcuXN1yxSFbzyWgvkwP8wJmdqKFSuEJEmie/fu4tKlS3rztFqtOHTokHBzcxM//vijTBFaH+bE/Fh7TljUGkitVosJEyYISZKynKx5BXfhYz7MD3NCprZkyRIhSZLo1atXtifs+/fvyxSZ9WJOzI8154SjHxjI1dUVkyZNQmpqKvz9/TF8+HAAyHI1NxUO5sP8MCdkaqNGjQIAjBkzBpIkYfLkyahWrRoAQJIklC5dGgDfY4WJOTE/1pwTSQgh5A7Ckmk0Gtjb2wMomm8QS8N8mB/mhF518eJF+Pj4oESJEgatv3TpUowfPx6dOnXCZ599hho1apg4QuvDnJgf5iT/eHYxUsbJGuAYm+aA+TA/zAlldvjwYdSsWROLFy/GixcvDNrGqFGjMG/ePGzZsgUPHjwwcYTWhzkxP8yJYdhSS0REhap58+Z46623MGnSJN008b8bdOTH33//jaCgIFOHZ5WYE/PDnOQfi1oiIioUme98lGHr1q0ICQmBh4eHwdtltxbDMSfmhzkxXNF+dUREZDZsbGyQuR1lwYIF6NatG7777jvExcUZvN2ifqIuSMyJ+WFODMeWWiIikk337t2xY8cOTJ8+HcOGDYO7u3u+1j948CAqVKiAcuXKFUyAVog5MT/MSd4U/bKdiIhkp9Vq9Z6npaUBAH755Re0a9cOU6dOxapVq/LVEjVjxgz06NEDd+/eNWms1oI5MT/MiZHkGByXiIisR2pqqu7/V65cETExMSIxMVFvmS5duggbGxsxd+5cERsb+9ptzp07V9jY2IjPP/9cb/uUN8yJ+WFOjMeiloiICkzm2yH36dNH+Pj4iPLly4uuXbuKq1ev6i2b1xP2nDlzhEKhEIsXLxYpKSkFFntRxZyYH+bENFjUEhFRgch8O+T33ntPlChRQgwZMkT07t1b+Pr6Ch8fH/H333/rrdOlSxfh4OAgZs2aJZ48eZJlm9Z4ojYl5sT8MCemw6KWiIhMSqvV6p2ohRCiffv2YuXKlSItLU0IIcSvv/4qateuLZydnbOcsDt06CAkSRJnz57Vmz5z5kxhZ2dndSdqU2BOzA9zYnosaomIyGg7duwQYWFhupNxho4dO4pGjRqJoKAg8e+//+rN27dvn+6E/ddff+nN27Vrl97zI0eOCEmSxIIFC6zuRG0o5sT8MCcFi0UtEREZJT4+XhQrVkx4enqKO3fu6KY/evRItG/fXnh5eYlSpUqJy5cvCyGE0Gg0umX27dsngoODhZubmzh//nyWbWe0ZGm1WnH8+HGrPFEbgjkxP8xJwWNRS0RERgsPDxfLly/XPc84yV6/fl0MHDhQSJIk+vfvr5uf+YS9f/9+ERgYKCRJEo8fP9a7aIYMx5yYH+akYLGoJSIik/rkk0/E7t27dUMIRUREiP79+wtJksTw4cN1y2U+Ye/evVts2LCh0GO1FsyJ+WFOTI9FLRERmczdu3eFg4ODqFGjhjh48GC2J+z//Oc/uuUzn7AzvHrxDBmHOTE/zEnBYFFLREQGy+7EevnyZVGuXDkRGBiY4wl7xIgRuW6DDMecmB/mpHCwqCUiIoNkvoL7ypUr4smTJ+LFixdCCCEuXbokypQpIwIDA8WBAwf0TtiDBg0SkiSJAQMGyBJ3UcacmB/mpPAo5L5NLxERWR4hBJRKJQCgd+/eaNGiBWrUqIFPPvkEZ86cwRtvvIFdu3YhPj4eI0eOxJ9//om0tDT4+/tj0qRJ6Ny5M2rWrCnzqyhamBPzw5wULkkIIeQOgoiILNOwYcOwY8cOvP3220hKSsJvv/2GgIAALFiwAK1atcKlS5fwzjvvwM3NDf/973/RuHFj2NjYQK1WQ6VSAXh54pckSeZXUnQwJ+aHOSkk8jUSExGRpXm1X1+nTp3EV199JZKSkoQQQqxatUqUL19e+Pv7i7179wohhLh48aIoX768qFKliggLC9MbiojDEhmPOTE/zIk82P2AiIjyJC0tDQrFy9NGbGwsHj58iMuXL6NmzZpwdHQEAAwdOhQzZsxAeno6hg8fjn379qF69erYsWMHHjx4gMePH+u1NrHlyTjMiflhTuRjI3cARERk/rRaLWxsXp4yhg8fjtOnT6N8+fJQKpVIS0sDALx48QIODg7o27cvhBCYNm0aRowYgWXLliE0NBS3b9+Gu7u7nC+jSGFOzA9zIi/2qSUiolyJTH35evfujZ07d6JevXq4e/cuIiMj0bBhQxw7dgwAoNFoYG9vDwD46aefMGHCBKSkpOCvv/5C6dKloVAooNVqdS1ZZBjmxPwwJ/JjSy0REeUo84k1MTERd+7cwfLlyzFw4ECkpKRg4sSJ+PLLL9G6dWvs3bsX9vb2uhN2nz598OLFC9jY2MDPz0+3TZ6ojcOcmB/mxDywpZaIiF6rQ4cOKFasGO7fv4+ff/4ZpUqVAgCo1WosWLAAixcvRpMmTbBv3z4A+i1RGdjyZFrMiflhTuTFvxoREeUqPj4eycnJ2Lp1KyIjI/H06VNotVqkp6dDpVJh/PjxGD16NI4ePYo2bdpACAF7e3totVq97fBEbTrMiflhTuTHvxwREeXKzc0N69atQ48ePRAVFYXNmzdDoVBAqVTqTtgTJ07EuHHjsHfvXjRo0AAAT84FiTkxP8yJ/NinloiIXqtUqVL4/PPPkZycjBkzZkClUmHkyJG6E7arqyvGjh2LxMREVKxYUe5wrQJzYn6YE3mxTy0REeVZdHQ0RowYgS1btmDJkiUYOXIkACA9PR1KpRKpqamwtbUFwDsgFRbmxPwwJ/JgSy0REeVZyZIlsXz5cgDA6NGjoVAo8PHHH+vub59xogY4YHxhYU7MD3MiDxa1RESULxknbKVSiZEjRyIpKQkTJ06UOyyrxpyYH+ak8LGoJSKifCtZsiSWLl0KtVoNBwcHucMhMCfmiDkpXOxTS0REBktKSoKTk5PcYVAmzIn5YU4KB4taIiIyGi92MT/MiflhTgoWi1oiIiIisngc8ZeIiIiILB6LWiIiIiKyeCxqiYiIiMjisaglIiIiIovHopaIiIiILB6LWiIiIiKyeCxqiYiIiMjisaglIiIiIovHopaIiIiILB6LWiIiIiKyeP8HEzQK7A4tHqAAAAAASUVORK5CYII=", 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bV/wDgJeXF8LDwxEWFoY//vgDf/zxB9asWYN+/fph3bp1OW578eLFGDBgAHbs2IG9e/fi448/xrx583Dq1Cn4+vrmGheRJerduzeGDBmCR48e4e233zZoSMDXfeZfde/ePZQvX15v2qFDh3QXbBkSn1arhZeXV46/IL1aPGZn7ty5mDJlCgYNGoRZs2bB3d0dCoUCI0eOzNNwVhn7btSoUbbzb968iQoVKuie5/R3y+zo0aNo3749mjZtipUrV6JUqVKwtbXFmjVr9IrVnPTr1w+bN2/GiRMnEBgYiJ07d2L48OF6o750794dTZo0wa+//oq9e/di4cKFmD9/PrZt25bjcGSGHmPp/7GoJfz4448AoCtgMw4Qtra2ekVNXuV0t6otW7agQoUK2LZtm94yGa2/GdavX693xX7mA1ZuTp48icjISL2fgPz9/ZGYmGjS1/Hbb79Bo9Fg586deq0peR3FYf369ahevXqW1w0Aq1atwoYNG/J9QcjFixdx/fp1rFu3Tu/CsLz+jKVUKtG7d2+sXbsW8+fPx/bt2zFkyJAsJwg7Ozu0a9cO7dq1g1arxfDhw7Fq1SpMmTIl1y86gYGBCAwMxGeffYYTJ06gUaNG+PrrrzF79ux8vU4iS9CpUycMGzYMp06dwqZNmwpln97e3lk+7zmNapLX+Pz9/bF//340atRI7+f67OR23G/evDlWr16tNz0+Ph4eHh65bvPWrVs4ceIEPvroI92vThm0Wi369u2LDRs24LPPPst1O6/aunUrHBwcEBYWpjek1po1a/K0fps2beDp6Yn169ejXr16SEpK0vtVK0OpUqUwfPhwDB8+HI8fP0bt2rUxZ86cXMfYNfQYSy+xqLVyBw8exKxZs1C+fHnd1fReXl5o1qwZVq1ahREjRqBUqVJ668TExOT6Dd3Z2Tnbn3AyCiQhhO4AePr0aZw8eVKvOMzpG3lu7ty5gwEDBsDOzk43FBfw8tvy9OnTERYWlqXVOT4+Hi4uLjmOEZnRl/TVq/Qzv44MarU6TwfEe/fu4c8//8SMGTOy/ckvJSUF7733Hk6fPo169eq9dnu5xSSEyNdQMH379sXSpUsxbNgwJCYm6n05AF72bStRooTuuUKh0N2wQ6PRZLvNhIQEODk56f2NAwMDoVAoclyHyNK5uLjgq6++wu3bt9GuXbtC2aeDg0Oev7znNb7u3btj5cqVmDVrFubOnas3Ly0tDYmJibpWXmdn52xHNFEqlVlalzdv3oyoqKjXFmkZrbTjx4+Hn59flvnfffcd1q9fn++iVqlUQpIkvWG+bt++je3bt+dpfRsbG/Tq1QsbNmzAlStXEBgYqHfzovT0dCQmJuquKQBenld9fHxyPe4ZcowlfSxqrcgff/yBq1evIi0tDdHR0Th48CD27duHsmXLYufOnXBwcNAtu2LFCjRu3BiBgYEYMmQIKlSogOjoaJw8eRL379/PdYzB4OBgbNq0CaNHj8abb74JFxcXtGvXDu+++y62bduGTp06oW3btrh16xa+/vprVKtWLV/9Zv/66y/89NNP0Gq1iI+Px9mzZ7F161ZIkoQff/xR7+Aybtw47Ny5E++++y4GDBiA4OBgPH/+HBcvXsSWLVtw+/btHFsLgoODAbwcpqxnz56wtbVFu3bt8NZbb+m+TWcUgN9++y28vLzw8OHDXGPfsGEDhBBo3759tvPfeecd2NjY6FoA8iogIAD+/v4YO3YsoqKi4Orqiq1bt+bY/y47QUFBqF69OjZv3oyqVauidu3aevPff/99xMXFoUWLFvD19cWdO3ewfPly1KpVC1WrVs12mwcPHsRHH32Ebt26oXLlykhLS8OPP/4IpVKJLl265Dk2IkvTv39/uUPIVV7iCwkJwbBhwzBv3jyEh4fjrbfegq2tLW7cuIHNmzdj2bJlui/nwcHB+OqrrzB79mxUrFgRXl5eaNGiBd59913MnDkTAwcORMOGDXHx4kWsX78+T7/ArV+/HrVq1cq2oAWA9u3bY8SIEfjrr7+yHK9y07ZtWyxZsgRt2rRB79698fjxY6xYsQIVK1bEhQsX8rSNjCEiDx06hPnz5+vNe/bsGXx9fdG1a1fUrFkTLi4u2L9/P86ePZttl7MMhhxj6RUyjbpAhShjOJeMh52dnfD29hatW7cWy5YtEwkJCdmuFxkZKfr16ye8vb2Fra2tKF26tHj33XfFli1bdMtkN6RXYmKi6N27t3BzcxMAdEOWaLVaMXfuXFG2bFlhb28vgoKCxO+//55lWJOcZAzplfGwsbER7u7uol69emLSpEl6w1Zl9uzZMzFp0iRRsWJFYWdnJzw8PETDhg3FokWLREpKim45vDK0jhAvhwQrXbq0UCgUesN77dy5U9SoUUM4ODiIcuXKifnz54vvv/8+xyHAMgQGBooyZcrk+jqbNWsmvLy8RGpqqu7v++qQWBl/izVr1uim/fvvv6JVq1bCxcVFeHh4iCFDhoh//vkny3KvDumV2YIFCwQAMXfu3CzztmzZIt566y3h5eUl7OzsRJkyZcSwYcPEw4cPdcu8+n64efOmGDRokPD39xcODg7C3d1dNG/eXOzfvz/XvwGRJcnLsIlC5G9Ir5iYmGz3kfn4YsiQXvmNT4iXQ2gFBwcLR0dHUaxYMREYGCjGjx8vHjx4oFvm0aNHom3btqJYsWICgG54rxcvXogxY8aIUqVKCUdHR9GoUSNx8uRJERISku0QYBnOnz8vAIgpU6bkuMzt27cFADFq1CghxMshspydnbMsl90xb/Xq1aJSpUrC3t5eBAQEiDVr1mS7XG5/4zfeeEMoFApx//59vekajUaMGzdO1KxZUxQrVkw4OzuLmjVripUrV+ot9+q5Ly/HWMqdJEQOvc6JyOosW7YMo0aNwu3bt7NcfU1ERP8vKCgI7u7uOHDggNyh0P9wSC8iAvCyD+7q1asREhLCgpaIKBfnzp1DeHj4a+/YSIWLfWqJrNzz58+xc+dOHDp0CBcvXsz2nupERPRy2Mjz589j8eLFKFWqFHr06CF3SJQJi1oiKxcTE4PevXvDzc0Nn376aY4XsRERWbstW7Zg5syZqFKlCn7++We9C6xJfuxTS0REREQWj31qiYiIiMjisaglIiIiIotn1UWtEAIJCQk53kubiIhyx+MoEZkLqy5qnz17BpVKhWfPnskdChGRReJxlIjMhVUXtURERERUNLCoJSIiIiKLx6KWiIiIiCwei1oiIiIisngsaomIiIjI4rGoJSIiIiKLx6KWiIiIiCwei1oiIiIisngsaomIiIjI4rGoJSIiIiKLx6KWiIiIiCwei1oiIiIisngsaomIiIjI4rGoJcqQFCd3BESUD881aXKHQERmhEUtUYb4u3JHQET5EJ+cKncIRGRGWNQSZXj+RO4IiCgfkthSS0SZWHRR++eff6Jdu3bw8fGBJEnYvn273CGRJUuMljsCIsqHhBdsqSWi/2fRRe3z589Rs2ZNrFixQu5QqCh49kDuCIgoH55r0pGarpU7DCIyEzZyB2CMt99+G2+//bbcYVBRob4vdwRElE/q5FR4uNjLHQYRmQGLLmrzS6PRQKPR6J4nJCTIGA2ZncTHQFoKYGMndyRElEfxSSksaokIgIV3P8ivefPmQaVS6R5+fn5yh0TmRGiBZw/ljoKI8uFpEvvVEtFLVlXUTpo0CWq1Wve4d++e3CGRuWFRS2RRYhNT5A6BiMyEVXU/sLe3h709f6aiXDy9A5SpL3cURJRHMYma1y9ERFbBqlpqiV4r+pLcERBRPkSrX8gdAhGZCYtuqU1MTERERITu+a1btxAeHg53d3eUKVNGxsjIYt07A6Q8B+yc5Y6EiPLg3tMkuUMgIjNh0UXtuXPn0Lx5c93z0aNHAwD69++PtWvXyhQVWRq1Wo2LFy8C12KApDgEnloPVdOhcodFRHlwLy4Jaela2Cj5wyORtbPoorZZs2YQQsgdBlm4ixcvokmTJrrnR22+R+PgzoCzh4xREVFepKYL3I1LQgVPF7lDISKZ8ast0avSXgBHlwD8wkRkEf59yDHHiYhFLVH27hwH/t0hdxRElAcXo9Ryh0BEZoBFLVFOTvwXuH9e7iiI6DUu3FMjXctfVoisHYtaopxo04GwT1nYEpkZtVqNY8eO4cK5U4iLvICn8fFsrSUiy75QjKjApb0A9kwAmk8G/Ju/fnkiKnCvXtzZ8JMV2Hu5HGr5uckXFBHJji21RK+TngocmAGE/8yLx4jM1PGIJ7gXxzFriawZi1qivBACOP01cGgukMo7GBGZG60AVh6OgJZ9a4msFotaovy4sRf4dRjwJOL1yxJRoboUlYC1J27LHQYRyYRFLVF+Pb39srA9t+Zl1wQiMhu//h2Frefvyx0GEcmARS2RIbRpwPm1wNb3gUeX5I6GiDJZe+I2trCwJbI6LGqJjPH0NrDzI+DEcva1JTIj607cxo+n7vBW6kRWhEUtkbGEAC5uAX4dCsTdkjsaIvqfX87ew3dHb7GwJbISLGqJTOXpHWD7cN6sgciM7PznAVYc4qgIRNaARS1ZvVdbcYxq1UlNAvZMBO6fMzIqIjKVsMvR+GL/dd5Kl6iIY1FLVis+Ph7Lli1Dz5499ab3XH0Vyw5EIT4pzbANp6cAYZOBB+HGB0lEJnHoWgwWhF1FarpW7lCIqICwqCWrFBYWBl9fX4waNQoPHjzQm/cgPgWjNkfCd9IphF2OM2wHaS+APyYA986YIFoiMoUTEbGYu/sKUtJY2BIVRSxqyeqEhYWhbdu2SE5OzrGrgQCQnKJF2xWXjCts90wEru42PFgiMqlzt59i9q5/oUlLlzsUIjIxFrVkVeLj49GlSxcIIaDV5t5aoxUvBzbo8s2/hndF0KYDR+YD59cZtj4Rmdzfd+MxdxdbbImKGha1ZFXWrVuHpKSk1xa0GbQCSNJo8cOpaON2fO77l8N+EZFZ+OtuPJbsu85REYiKEBa1ZDWEEFi+fLlB6/73UJTxY12eXgUkxxu3DSIymeMRT/D9cY4tTVRUsKglqxEbG4vIyMh8F6cCQGTMC8Q9N7ALQob0FCAu0rhtEJFJ7Qh/gB3hUXKHQUQmwKKWrEZiYqJR6z97YYILS1x9jd8GEZnUd0dv4eBVI7sYEZHsWNSS1XBxcTFq/WIOSuMC8AkCipU0bhtEVCCW7b+BQ9ceyx0GERmBRS1ZjRIlSsDf3x+SJOVrPQmAv6cD3J1tjAsgqK9x6xMRABPfBfB/tAJYuu86Dlxhiy2RpWJRS1ZDkiSMGDHCoHU/bl4638WwHp9aQOnahq9PRDneBfCvddNx8/BmpCY9M2r7QgDLDtzAYbbYElkkSZjiK66FSkhIgEqlglqthqurq9zhUCGIj4+Hr68vkpOT8zSsl0ICHO0UuD+vPtycDGyplRRA528Bj4qGrU9kxgrrOBoWFoYuXbogKSkph5ZZCUo7BwQPngWvqvWM2pdCIWFOx+qoXlpl1HaIqHCxpZasipubG7Zu3QpJkqBQ5P72V0iAJAHbhlUzvKAFgOD+LGip0KxYsQLlypWDg4MD6tWrhzNncr9V8+bNmxEQEAAHBwcEBgZi927zuwNeXu4CCAikp77A2a/H4/GV00btT6sVWLT3GpJSjBzxhIgKFYtasjqhoaHYtWsXHB0dc+xSIOFlC+3uj6rjrWruhu+sYisgqJ/h6xPlw6ZNmzB69GhMmzYNf/31F2rWrInQ0FA8fpz9z+knTpxAr169MHjwYPz999/o2LEjOnbsiEuXLhVy5DnLz10AIQQEBM6vnmJ0V4TYxBRs//uBUdsgosLF7gfsfmC14uPj8cMPP2D+/Pl48OD/T14+bnaY8JYf+jcoCZWjES20tXoDbw4BXtMiTGQq9erVw5tvvokvv/wSAKDVauHn54cRI0Zg4sSJWZbv0aMHnj9/jt9//103rX79+qhVqxa+/vrrPO2zoI+jy5Ytw6hRo/J5MZiEN7p8jPIhXY3at6ujDdYOrAtbJT/DRJbAyMu5iSyXm5sbPv74YwQFBaFp06a66RsHB6BJJTfDN6zyBZqM4YVhVKhSUlJw/vx5TJo0STdNoVCgVatWOHnyZLbrnDx5EqNHj9abFhoaiu3bt+e4H41GA41Go3uekJAAAAgPDzd62LxXCSGwaNEig9aNPLABxctXN+oCTzWATX8ko5oP+9YSya127defU1nUktV79aRn8ElQaQvUeu/lw8bOBJER5d2TJ0+Qnp6OkiX1x0IuWbIkrl69mu06jx49ynb5R48e5bifefPmYcaMGVmmh4SEGBB1QRF4ER+DY4uGGL2lowtNEA4RGS0vv9awqCUyBc8AoPkkoHg5uSMhKlCTJk3Sa91NSEiAn58fjhw5YvKW2gcPHqBdu3YGr//m0M/hoPIwKgZ/LxeMaFHJqG0QUeFgUUtkrKrtgEafvGypJZKJh4cHlEoloqP1bx4QHR0Nb2/vbNfx9vbO1/IAYG9vD3t7+yzTa9WqZfI+tWXKlDFq/eLlq8PO2biuA8W9XFC7di2jtkFEhYO934mM8eb7L/vPsqAlmdnZ2SE4OBgHDhzQTdNqtThw4AAaNGiQ7ToNGjTQWx4A9u3bl+Pyhc3QuwACEpw8SsPWyfgi28vVwehtEFHhYFFLZAhJATQeBdTu+3IwWyIzMHr0aHz77bdYt24drly5gg8//BDPnz/HwIEDAQD9+vXTu5Dsk08+wZ49e7B48WJcvXoV06dPx7lz5/DRRx/J9RL0GHMXwPIhXY27C+D/1C1f3OhtEFHhYFFLlF/2xYA284A3OsodCZGeHj16YNGiRZg6dSpq1aqF8PBw7NmzR3cx2N27d/Hw4UPd8g0bNsSGDRvwzTffoGbNmtiyZQu2b9+O6tWry/USsujfvz+cnJxee7MUHenlncV83ww1et/uznZoXNHT6O0QUeHgOLUcp9bqHTt2DE2aNNE9Pzq2JhpXzKEfXqmaQPPJQLGS2c8nsjKFcRzNuKPYa2/AIEmQIKHuBwvhWbWu0fsd3boymgd4Gb0dIiocbKklygulHdDgP8C7X7CgJSpkebkLICBBaetgsoL2zXLuaFaFrbREloSjHxC9jsoXaDUD8KgodyREVis0NBT379/P9i6A9ioPVGz1HnzrtoGto/HDipV0dcCo1pVM0ieXiAoPi1qi3PjUAlrPAhzYPYVIbjndBbB2/+koUbGmSfahcrTFjA5voJgDRzQhsjQsaoly4h0ItJkP2HJIHyJzYrK7AL5C5WiLWR2ro7Sbo0m2R0SFi0UtUXac3IHWM1nQElkJr2L2mNHhDfgWd5I7FCIyEItaouzUH/6ysCWiIq+8hzOmtauGEi5Z75RGRJaDRS1ZvcDAQBw9ehTYNxVIikNglQqAf0u5wyKiQlC7jBsmvl0VjnZKuUMhIiNZ/JBeK1asQLly5eDg4IB69erhzJkzcodEFkalUqFx48ZoXMUTjSuqoArqAOR1oHcisljNq3hiyrvVWNASFREWfebetGkTRo8ejWnTpuGvv/5CzZo1ERoaisePH8sdGlky/xZyR0BEBaxNdW+MbFUZNkqLPg0SUSYW/WlesmQJhgwZgoEDB6JatWr4+uuv4eTkhO+//17u0MhSlagIuPnJHQURFaB2NUtheDN/KBQch5aoKLHYPrUpKSk4f/48Jk2apJumUCjQqlUrnDx5Mtt1NBoNNBqN7nlCQgIAIDw8HC4uxg/YTRbu1lOgXFXgr7/kjoSKmNq1a8sdAv1P9zf90KdeGd5YgagIstii9smTJ0hPT0fJkvq3LC1ZsiSuXr2a7Trz5s3DjBkzskwPCQkpkBjJEu0DkPU9QmQMIYTcIVg9pULCh838EfqGt9yhEFEBsdii1hCTJk3C6NGjdc8TEhLg5+eHI0eOsKWWgL1TgVbTAAUvGiEqStycbDHx7QC84aOSOxQiKkAWW9R6eHhAqVQiOjpab3p0dDS8vbP/Jm5vbw97+6zjENaqVQuurrwNqtV7Wheo86bcURCRCVX0csHktlXhwTFoiYo8i71QzM7ODsHBwThw4IBumlarxYEDB9CgQQMZIyOLpeIFYkRFSZ1yxTGvcyALWiIrYbEttQAwevRo9O/fH3Xq1EHdunXxxRdf4Pnz5xg4cKDcoZElcin5+mWIyCLULe+OSW8HcMguIiti0UVtjx49EBMTg6lTp+LRo0eoVasW9uzZk+XiMaI8cSwudwREZAKVSrpgfJsqLGiJrIxFF7UA8NFHH+Gjjz6SOwwqChzYr5rI0rnY22DS21Vhb8MLPomsDb/GEmWwZ1FLZOmGhVSAZzH2oSWyRixqiTLYOcsdAREZIaiMG0Iqe8odBhHJhEUtUQalndwREJGBFBIwpEkF3imMyIpZfJ9aIpOxcZA7AiLKg8DAQBw9ehThd5/i5zP3UMynAlpVLQk/dye5QyMiGbGoJcqg5MeByBKoVCo0btwY2usxCIt9OWpJ52BfmaMiIrkZ3P0gPT0dGzduxLBhw9CpUydcvHgRAKBWq7Ft27Ysd/oiIiIqCDX9VCjt5ih3GEQkM4OK2vj4eDRq1Ai9e/fGzz//jJ07dyImJgYA4OLigo8//hjLli0zaaBERETZaVyRF4cRkYFF7cSJE3H58mWEhYXh5s2bEELo5imVSnTt2hW7d+82WZBEREQ5qVveXe4QiMgMGFTUbt++HSNGjEDr1q2zvdK0cuXKuH37trGxFWm3nzyXOwQiIotXtoQT3J05cgkRGVjUqtVqlC9fPsf5qampSEtLMzgoaxD7XCN3CEREFq96aZXcIRCRmTCoqPX398dff/2V4/y9e/eiWrVqBgdlDWKepcgdAhGRxavo6SJ3CERkJgwqat9//318//332LRpk64/rSRJ0Gg0mDx5Mvbs2YNhw4aZNNCi5kmiBula8foFiYgoR77uHPWAiF4yaGDOTz75BJcvX0avXr3g5uYGAOjduzdiY2ORlpaGYcOGYfDgwaaMs8hJ1wo8SdSgpCsH/CciMpRXMR5Dieglg4paSZLw7bffon///tiyZQtu3LgBrVYLf39/dO/eHU2bNjV1nEVSVHwyi1oiIgNJEqBytJU7DCIyE0bdQqlx48Zo3LixqWKxOg/jXwBl5I6CiMgyudjbQKnIOgIPEVkng/rU3rp1C7/99luO83/77TcO6ZUHD9XJcodARGSxXOx5a2si+n8GHRHGjh2LhIQEtGvXLtv5K1asgJubGzZu3GhUcEXdQ/ULuUMgIrJYDrZKuUMgIjNiUEvtyZMn0bp16xznt2zZEkePHjU4KGtxJ5Y3YCAiMpS9jUGnMCIqogw6Ijx9+hTFihXLcb6LiwtiY2MNDspaRCdo8IittUREBrFRsqglov9n0BGhTJkyOH78eI7zjx49Cl9fX4ODKsrUajWOHTuG6/+cRVzkBew4e0PukIiILBIvEiOizAzqU9urVy/MmjULdevWxUcffQSF4mVtnJ6eji+//BKbNm3C5MmTTRpoUXHx4kU0adJE99ze9iv0bBgAlROHpSEiyg9H9qklokwMaqmdNGkSmjdvjpEjR6JUqVJo2rQpmjZtCh8fH4waNQohISEsavNIk6rFmhO35A6DiMji2LFPLRFlYtARwd7eHnv37sXq1atRt25dPHnyBE+ePEHdunXx/fffY//+/bC3tzd1rEXWgSuPcfZ2nNxhEBEREVksgwf5UygUGDhwIAYOHGjKeKzW0n3XsbRHLd5hjIiIiMgA/O3GTDx7kYZpOy4jPilF7lCIiIiILI7BLbVhYWFYvXo1bt68iadPn0IIoTdfkiRERkYaHaA1iYpPxqe/XsTMDtXh4cLuG0RERER5ZVBRu3DhQkycOBElS5ZE3bp1ERgYaOq4rNa9uGSM3fwPprd7A+U8nOUOh4iIiMgiGFTULlu2DC1atMDu3btha8uhqEwtNjEF47dcwPg2VVCnnLvc4RARERGZPYPvKNa1a1cWtAUoOTUdM3//FxvP3IVWK16/AhEREZEVM6iorVu3Lq5du2bqWOgVQgDrT9/F5O0XEZ3A2+kSUc7i4uLw3nvvwdXVFW5ubhg8eDASExNzXadZs2aQJEnv8cEHHxRSxEREpmVQUbty5Ups27YNGzZsMHU8lI1LUQn4z/q/sCM8iq22RJSt9957D5cvX8a+ffvw+++/488//8TQoUNfu96QIUPw8OFD3WPBggWFEC0RkekZ1Ke2R48eSEtLQ9++ffHhhx/C19cXSqX+7QolScI///xjkiAJ0KRp8d3RWzhyLQYft6zEi8iISOfKlSvYs2cPzp49izp16gAAli9fjnfeeQeLFi2Cj49Pjus6OTnB29u7sEIlIiowBrXUuru7o1KlSmjatClq164NLy8vlChRQu/h7s4LnArCjceJ+GRTOH45e4+ttkQEADh58iTc3Nx0BS0AtGrVCgqFAqdPn8513fXr18PDwwPVq1fHpEmTkJSUlOvyGo0GCQkJeg8iInNgUEvt4cOHTRwG5YdWK/DjqTu4EBWPCW0CUMyBF+wRWbNHjx7By8tLb5qNjQ3c3d3x6NGjHNfr3bs3ypYtCx8fH1y4cAETJkzAtWvXsG3bthzXmTdvHmbMmGGy2ImITIV3FCtkr96k4tXn+fHPPTXGb7mA2ESNsWERkRmaOHFilgu5Xn1cvXrV4O0PHToUoaGhCAwMxHvvvYcffvgBv/76a643zpk0aRLUarXuce/ePYP3T0RkSgYXtQkJCfj8888RGhqKoKAgnDlzBsDLK3CXLFmCiIgIkwVZFMTHx2PZsmXo2bOn3vS/1k3HzcObkZr0zKDt3n+ajMm/XuLtdYmKoDFjxuDKlSu5PipUqABvb288fvxYb920tDTExcXlq79svXr1ACDX47e9vT1cXV31HkRE5sCg7gf3799HSEgI7t27h0qVKuHq1au6oWPc3d2xatUq3LlzB8uWLTNpsJYqLCwMXbp0QVJSUpaWWY36Cf7dthzXfv8WwYNnwatqvXxvPyo+GZ9tv4TZHavDzcnOVGETkcw8PT3h6en52uUaNGiA+Ph4nD9/HsHBwQCAgwcPQqvV6grVvAgPDwcAlCpVyqB4iYjkZFBL7bhx4/Ds2TOEh4fjyJEjWQq1jh07Yv/+/SYJ0NKFhYWhbdu2SE5OzqWrgUB66guc/Xo8Hl/J/aKOnNyJTcKErRfwSM3xbImsTdWqVdGmTRsMGTIEZ86cwfHjx/HRRx+hZ8+eupEPoqKiEBAQoPtVLTIyErNmzcL58+dx+/Zt7Ny5E/369UPTpk1Ro0YNOV8OEZFBDCpq9+7di48//hjVqlWDJElZ5leoUIH9rPCyy0GXLl0ghIBWq819YSEgIHB+9RSDuyI8iH+BsZv/wbVHhq1PRJZr/fr1CAgIQMuWLfHOO++gcePG+Oabb3TzU1NTce3aNd3oBnZ2dti/fz/eeustBAQEYMyYMejSpQt+++03uV4CEZFRDOp+kJycnOtPYs+esagCgHXr1mXb5SBHQiA95QXunw1D+ZCuBu1TnZyKyb9exLR2byDQV2XQNojI8ri7u+d6Q5xy5crpHYv8/Pxw5MiRwgiNiKhQGNRSW61aNfz55585zt++fTuCgoIMDqooEEJg+fLlBq1768gWo0ZF0KRpMXvXv4h5xlERiIiIyDoYVNSOHDkSGzduxPz586FWqwEAWq0WERER6Nu3L06ePIlRo0aZNFBLExsbi8jISAOKU4GkJ1FITTJuQPOklHTsufTQqG0QERERWQqDuh/06dMHd+7cwWeffYbJkycDANq0aQMhBBQKBebOnYuOHTuaMk6LkzEahKHSXiTBztm47gMJL9KMWp+IiIjIUhhU1ALA5MmT0bdvX2zduhURERHQarXw9/dH586dUaFCBVPGmK05c+Zg165dCA8Ph52dHeLj4wt8n/nh4uJi1Po2Dk5Gx/CGD8ePJCIiIuuQ76I2KSkJTZo0wZAhQ/DBBx/I1s0gJSUF3bp1Q4MGDbB69WpZYshNiRIl4O/vj5s3b+azC4IEJw8f2DoZV5AWd7ZDQ38Po7ZBREREZCny3afWyckJt27dynYor8I0Y8YMjBo1CoGBgbLGkRNJkjBixAiD1i0f0tXov2+X2qVhZ8O7IBMREZF1MKjqadOmDcLCwkwdS5HTv39/ODk5QaHI459ZkqC0c4Dvm6FG7bekqz3ers47AhEREZH1MKionTJlCq5fv46+ffvi2LFjiIqKQlxcXJaHudFoNEhISNB7FCQ3Nzds3boVkiS9vrCVJEiQUGfwbNg6FTNqv8NC/NlKS0RERFbFoMrnjTfewL///ov169cjJCQEZcqU0d2jPPMjvyZOnAhJknJ9XL161ZCQAQDz5s2DSqXSPfz8/AzeVl6FhoZi165dcHR0zKVLgQSlrQPqfrAQnlXrGrW/d2uUwpvl3I3aBhEREZGlkYQBo/xPnz49T30+p02blq/txsTEIDY2NtdlKlSoADs7O93ztWvXYuTIkXka/UCj0UCj+f8bEiQkJMDPzw9qtRqurgU7UkB8fDx++OEHzJ8/Hw8ePNBNt1d5oGKr9+Bbtw1sHY0bMaFFgBc+aVkJCoW8/Z2JyHokJCRApVIVynGUiCg3Bg3pNX36dBOH8ZKhLbx5ZW9vD3t7+wLbfm7c3Nzw8ccfIygoCE2bNtVNr91/OkpUrGnUtm2VEvo3LIf2NX1kv4CPiIiISA4Gj1ObmVqthouLC5RKpSk2lyd3795FXFwc7t69i/T0dISHhwMAKlasaPQYsQXp1aLT2CI00FeF4c384Vvc+HFtiYiIiCyVwVcTnTt3Dm3atIGTkxNKlCiBI0eOAACePHmCDh064PDhw6aKMVtTp05FUFAQpk2bhsTERAQFBSEoKAjnzp0r0P2aC1dHG4xuXRlzOlZnQUtERERWz6Ci9sSJE2jcuDFu3LiBPn36QKvV6uZ5eHhArVZj1apVJgsyO2vXroUQIsujWbNmBbpfcxBctjhW9K6N5gFe7G5AREREBAOL2k8//RRVq1bFv//+i7lz52aZ37x5c5w+fdro4CirzrVLY+q71eDmZPf6hYmIiIishEFF7dmzZzFw4EDY29tn21JYunRpPHr0yOjgSN+gxuUwsFF5jm5ARERE9AqDLhSztbXV63LwqqioKLO+WMvSKBUSRrSoiJZVS8odChEREZFZMqiltn79+tiyZUu2854/f441a9YgJCTEqMDoJc9i9pjXOZAFLREREVEuDGqpnTFjBkJCQtC2bVv06tULAPDPP//g5s2bWLRoEWJiYjBlyhSTBmqNmlfxxNAQf7jYm2TkNSIiIqIiy6BqqV69eti9ezc+/PBD9OvXDwAwZswYAIC/vz92796NGjVqmC5KK+Nib4P/NK+IxpU85A6FiIiIyCLkqahNSEiAs7Oz3s0VWrRogWvXriE8PBw3btyAVquFv78/goODOcyUEfw9nfHpO1Xh5eogdyhEREREFiNPfWqLFy+OTZs26Z4PGjRIN2RXrVq10K1bN/To0QN16tRhQWuEmn4qfN6lBgtaIiIionzKU1FrZ2cHjUaje7527VpERkYWWFDWqJKXCz5rWw0OtoV3q2EiIiKioiJP3Q8CAgLw3XffoVy5clCpVACA27dv46+//sp1vdq1axsfoRWws1FgwtsBLGiJiIiIDJSnonbevHno0aMHWrVqBQCQJAlTpkzJcYQDIQQkSUJ6errpIi3COtbyQUl2OSAiIiIyWJ6K2jZt2uDWrVs4e/YsoqOjMWDAAAwdOhQNGjQo6PiKnMDAQBw9ehR/XHyIw9dioCpdAW1r+MgdFhEREZFFy1NRe+HCBZQtWxahoaEAgDVr1qBbt25o2bJlgQZXFKlUKjRu3BiRitu4kHYfwWWLw93ZTu6wiIiIiCxani4UCwoKwq5duwo6FqvUuCLHoiUiIiIyVp6KWkdHRyQlJemeHzlyBNHR0QUWlLVQKCTU9y8hdxhEREREFi9P3Q9q1qyJJUuWQKlU6kY/OHv2LBwccr+4qXPnzsZHWIQFlnblLXCJiIiITEASQojXLXTu3Dl07doVd+/efbmSJOF1q1nC6AcJCQlQqVRQq9VwdXUt1H2vO3EbzvY26BrsW6j7JSIyJTmPo0REmeWpmbBOnTqIiIhAZGQkoqOj0axZM0yePFk3xBcZJsC7mNwhEBERERUJef7t28bGBlWqVEGVKlXQv39/vPvuu6hXr15BxlbklS3hJHcIREREREWCQR0616xZY+o4rI6LvQ2KOdjKHQYRERFRkZCnonbmzJmQJAmTJ0+GQqHAzJkzX7tOxl3HKHslXDg2LREREZGp5OlCMYVCAUmSkJycDDs7OygUrx8JjBeK5e7vu08RVKZ4oe6TiMjUeKEYEZmLPLXUarXaXJ9T/rHrAREREZHp5OnmC2R6HJ+WiIiIyHQMrqyuXLmCyMhIPHv2DMWKFUPFihUREBBgytiKNEdbpdwhEBERERUZ+S5qV61ahTlz5iAqKirLvDJlymDy5Ml4//33TRJcUWZrI8kdAhEREVGRka+iduzYsViyZAnc3d0xaNAgVK9eHS4uLkhMTMTFixexfft2DBs2DDdu3MD8+fMLKuYigS21RERERKaTp9EPAODMmTOoX78+OnXqhB9++AHOzs5Zlnn+/Dn69OmDnTt34vTp06hTp47JAzYlXrVLRGQcHkeJyFzk+UKx1atXo1SpUtiwYUO2BS0AODs74+eff0bJkiWxevVqkwVJRERERJSbPBe1J0+eRLdu3WBvb5/rcg4ODujWrRuOHz9udHBERERERHmR56L23r17qFq1ap6WrVatGu7du2dwUERERERE+ZHnojYhIQHFihXL07IuLi549uyZwUEREREREeVHnotaIQQkKe/DUOXx+jMiIiIiIqPla0ivRYsW4eeff37tctmNYUtERAVnzpw52LVrF8LDw2FnZ4f4+PjXriOEwLRp0/Dtt98iPj4ejRo1wldffYVKlSoVfMBERCaW56K2TJkyiIuLQ1xcXJ6XJyKiwpGSkoJu3bqhQYMGeR59ZsGCBfjvf/+LdevWoXz58pgyZQpCQ0Px77//wsHBoYAjJiIyrTyPU1sUcXxFIipq1q5di5EjR762pVYIAR8fH4wZMwZjx44FAKjVapQsWRJr165Fz54987Q/HkeJyFzkuU8tEREVHbdu3cKjR4/QqlUr3TSVSoV69erh5MmTOa6n0WiQkJCg9yAiMgcsaomIrNCjR48AACVLltSbXrJkSd287MybNw8qlUr38PPzK9A4iYjyikUtEZGZmjhxIiRJyvVx9erVQo1p0qRJUKvVugfHJCcic5Gv0Q+IiKjwjBkzBgMGDMh1mQoVKhi0bW9vbwBAdHQ0SpUqpZseHR2NWrVq5bievb39a+8sSUQkBxa1RERmytPTE56engWy7fLly8Pb2xsHDhzQFbEJCQk4ffo0PvzwwwLZJxFRQWL3AyKiIuDu3bsIDw/H3bt3kZ6ejvDwcISHhyMxMVG3TEBAAH799VcAgCRJGDlyJGbPno2dO3fi4sWL6NevH3x8fNCxY0eZXgURkeHYUktEVARMnToV69at0z0PCgoCABw6dAjNmjUDAFy7dg1qtVq3zPjx4/H8+XMMHToU8fHxaNy4Mfbs2cMxaonIIhk8Tm1YWBhWr16Nmzdv4unTp1luiytJEiIjI00SZEHh+IpERMbhcZSIzIVBLbULFy7ExIkTUbJkSdStWxeBgYGmjitXt2/fxqxZs3Dw4EE8evQIPj4+6NOnDyZPngw7O7tCjYWIiIj+R5sOKJRyR0FWyqCidtmyZWjRogV2794NW1tbU8f0WlevXoVWq8WqVatQsWJFXLp0CUOGDMHz58+xaNGiQo+HiIiIANw6Avi3kDsKslIGFbVPnz5F165dZSloAaBNmzZo06aN7nmFChVw7do1fPXVVyxqiYiI5JLwUO4IyIoZVNTWrVsX165dM3UsRlGr1XB3d891GY1GA41Go3vO2zsSERGZUEKU3BGQFTNoSK+VK1di27Zt2LBhg6njMUhERASWL1+OYcOG5bocb+9IRERUgJLjgZTnckdBVsqg0Q9q1KiBuLg4PHz4EC4uLvD19YVSqd8xXJIk/PPPP/na7sSJEzF//vxcl7ly5QoCAgJ0z6OiohASEoJmzZrhu+++y3Xd7Fpq/fz8eNUuEZGBOPoB6dnzKRA8APCsLHckZIUM6n7g7u6OEiVKoFKlSiYNJr+3hHzw4AGaN2+Ohg0b4ptvvnnt9nl7RyIiogKmvseilmRhUFF7+PBhE4fxUn5uCRkVFYXmzZsjODgYa9asgULBm6MRERHJLu4mgJZyR0FWyCLvKBYVFYVmzZqhbNmyWLRoEWJiYnTzvL29ZYyMiIjIysVclTsCslJGFbWpqam4evUq1Go1tFptlvlNmzY1ZvM52rdvHyIiIhAREQFfX1+9eQbeII2IiIhM4dFFIC0FsOHNkKhwGVTUarVaTJo0CStXrkRSUlKOy6WnpxscWG4GDBjw2r63REREJIM0DXD3JFAhRO5IyMoY1BF17ty5WLhwIfr06YMffvgBQgh8/vnn+Prrr1GjRg3UrFkTYWFhpo6ViIiIzJBarcaxY8dw7NI9HItQQ31mo9whkRUyqKV27dq16N69O7766ivExsYCAIKDg9GiRQv0798fDRo0wMGDB9GqVSuTBktERETm5+LFi2jSpInu+dGxQOPG5wHfYBmjImtjUEvt/fv30aLFy3s7ZwyR9eLFCwCAnZ0d+vTpgx9//NFEIRIREZHFOfFfID1V7ijIihhU1JYoUQKJiYkAABcXF7i6uuLmzZt6yzx9+tT46IiIiMgyPb0N/LVO7ijIihjU/SAoKAhnz57VPW/evDm++OILBAUFQavV4r///S9q1qxpsiCJiIjIAv29HvCuCfi9KXckZAUMaqkdOnSo3i1n58yZg/j4eDRt2hQhISFISEjA4sWLTRooERERWRihBfZPA57ckDsSsgIGtdS2b98e7du31z2vVq0aIiMjcfjwYSiVSjRs2BDu7u4mC5KIiIgsVMpz4PdRwNvzgZJvyB0NFWEmu6OYSqVChw4dTLU5IiIiKio0z4DfRgLNJgAVOTISFQyDuh8AL2+ssHHjRgwbNgydOnXCxYsXAbwcq27btm2Ijo42WZBERERk4dJTgAOzgOMcFYEKhkFFbXx8PBo1aoTevXvj559/xs6dOxETEwPg5WgIH3/8MZYtW2bSQImIiKgIuLQV2PERoI6SO5IiL12bDq3Qyh1GoTGoqJ04cSIuX76MsLAw3Lx5E0II3TylUomuXbti9+7dJguSiIiIipCYq8C2IcDNI3JHUqSlaFOgSdfIHUahMaio3b59O0aMGIHWrVtDkqQs8ytXrozbt28bGxsREREVVSnPgX1TgVNfA1rraU0sbJo0FrW5UqvVKF++fI7zU1NTkZaWZnBQREREZCX++RnYMwF4kSB3JEVSclqy3CEUGoOKWn9/f/z11185zt+7dy+qVatmcFBERERkRe6dAbZ/+PIuZGRSSWlJcodQaAwqat9//318//332LRpk64/rSRJ0Gg0mDx5Mvbs2YNhw4aZNFAiIiIqwtT3gV8/BG4dlTuSIuV56nO5Qyg0Bo1T+8knn+Dy5cvo1asX3NzcAAC9e/dGbGws0tLSMGzYMAwePNiUcRIREVFRl5oE7P0MCO4P1B4AKAweeZT+h0Xta0iShG+//Rb9+/fHli1bcOPGDWi1Wvj7+6N79+5o2rSpqeMkIiIiM5V5FKTsnufb+XXAkwigxWeAnZNx27JyiamJcodQaIy6o1jjxo3RuHFjU8VCREREFiQ+Ph7r1q3DggUL9Kb3XH0V41v7oX+DknBzMrDUuHP85e1131kIOLiaIFrr9PTFU7lDKDRs1yciIqJ8CwsLg6+vL0aNGoUHDx7ozXsQn4JRmyPhO+kUwi7HGb6TmKvAnomAFQ1LZWqPkx7LHUKhyfPXp/bt2+drw5IkYceOHfkOiIiIiMxbWFgY2rZtCyFEjl0NBIDkFC3arriEXf+pjtA33A3bWfRl4NgXQLMJBsdrzR4+fyh3CIUmz0Xt77//DgcHB3h7e+epr0x2N2UgIiIiyxYfH48uXbpACAHta26aoBUvfxLu8s2/uD+vvuFdEa7tBnyDgYqtDFvfit1/dh9CCKuoy/L87ipdujSioqLg4eGB3r17o2fPnvD29i7I2IiIiMjMrFu3DklJSXm+GEwrgCSNFj+cisbHLUobvuNjXwA+tQEnA1t8rdSL9BeIexGHEo4l5A6lwOW5T+29e/dw6NAhBAUFYdasWfDz80OrVq2wZs0aPHv2rCBjJCIiIjMghMDy5csNWve/h6KMGxVB8wwIX2/4+lbsQeKD1y9UBOTrQrGQkBCsWrUKjx49wpYtW1CiRAl89NFH8PLyQufOnbFlyxZoNOzMTUREVBTFxsYiMjIy38WpABAZ8wJxz9OMC+DGXuA1XR4oq6jnUXKHUCgMGv3A1tYWHTp0wKZNmxAdHa0rdHv06JFlWA8iIiIqGhITjRvz9NmLdOMCeJEAxN8xbhtW6P6z+3KHUCiMGtJLo9EgLCwMO3bswN9//w0HBweUK1fORKERERGROXFxcTFq/WIOSuODiI0wfhtW5k6CdXwRyHdRq9VqERYWhgEDBqBkyZLo1asXkpOT8e233+Lx48fo27dvQcRJREREMitRogT8/f3zfSW9BMDf0wHuzkbd8+mlpFjjt2FlbqlvIU1rZNcPC5Dnd9eJEyewYcMGbN68GbGxsahfvz7mzp2L7t27w8PDoyBjJCIiIjMgSRJGjBiBUaNG5Xvdj5uXNs2wUp5VjN9GEadWq3Hx4kVo0jSIuRwDVTkVIuMjUcW9aP/tJJHH3t4KhQKOjo5455130KtXrzx1M6hdu7ax8RWohIQEqFQqqNVquLryFnxERPnF46j1iY+Ph6+vL5KTk187Ti0AKCTA0U5h3Di1GSq3AZpPMm4bVuDYsWNo0qSJ7nnzz5tjcPvBeK/qezJGVfDy9e5KTk7G1q1bsW3btlyXyxjkNz3dyA7hREREZFbc3NywdetWtG3bFgqFItfCViEBkgRsG1bN+IK2Ykug6TjjtmHFjtw7gm6Vu8FOaSd3KAUmz++wNWvWFGQcRER61Bo1VPYqucMgomyEhoZi165d6NKlS443YpDwsoV227BqeKuakTdMCHgXaDIGUBh1fbtVU6eosevmLnSq1EnuUApMnova/v37F2QcRER6Hj1/BCdbJ9gqbOUOhYiyERoaivv37+OHH37A/Pnz8eDB/w/w7+Nmhwlv+aF/g5JQORrZQhvQlgWtiWy9sRVBXkEopyondygFgu8QIjJb8S/i5Q6BiHLh5uaGjz/+GBs3btSbvnFwAD5uUdr4grbqu0CTsSxoTSRVm4pF5xYV2WMr3yVEZLZikmPkDoGI8uDVUQ2MHuVAkoA332dBWwBikmMw98xcPE99LncoJsd3ChGZrcdJj+UOgYgKm7Mn0HYJULvvy+KWTO5Owh3MPT0XSalJcodiUixqichsPXr+SO4QiKgwBbQFuq0FSpv3kKBFQUR8BOadmVekClsWtURktljUElkJZw/g7QVAyHjA3rhb8VLeXX96HXNOzykyXRFY1BKR2XqUxKI2r+bMmYOGDRvCyckJbm5ueVpnwIABkCRJ79GmTZuCDZToVeUaA13XAGXqyR2JVYqIj8CcU3OQmJIodyhGY1FLRGYr+nl0tuNfUlYpKSno1q0bPvzww3yt16ZNGzx8+FD3+PnnnwsoQqJXSBJQbxjw1mzAgXejk1OkOhKzT8+2+MLWyLE2iIgKTlJaEtQaNdwc3OQOxezNmDEDALB27dp8rWdvbw9vb+8CiIgoF7ZOQMspQNmGckdC/3NLfQuzTs3ClPpT4GJnmV1A2FJLRGbt+tPrcodQpB0+fBheXl6oUqUKPvzwQ8TGxua6vEajQUJCgt6DKF+KlQI6rmBBa4ZuJ9zG7NOzLbaPLYtaIjJrpx6ekjuEIqtNmzb44YcfcODAAcyfPx9HjhzB22+/jfT09BzXmTdvHlQqle7h5+dXiBGTxfOpBXT6GnCvIHcklINb6luYd3oektOS5Q4l31jUEpFZUavVOHbsGM6fOo+YyzH4M+JPRD+PljssWUycODHLhVyvPq5evWrw9nv27In27dsjMDAQHTt2xO+//46zZ8/i8OHDOa4zadIkqNVq3ePevXsG75+sTEBb4J3FgKOb3JHQa9yIv4HF5xYjVZsqdyj5wj61RGRWLl68iCZNmuieN/+8OX668hPG1BkjY1TyGDNmDAYMGJDrMhUqmK7Fq0KFCvDw8EBERARatmyZ7TL29vawt7c32T7JStTqDdQdypspWJCLTy7iq/Cv8FHQR1BIltEGarFFbfv27REeHo7Hjx+jePHiaNWqFebPnw8fHx+5QyMiEzvz6AxOPzyNeqWsa8gfT09PeHp6Ftr+7t+/j9jYWJQqVarQ9klW4I2OLGgt1PEHx+Fm74Z+b/STO5Q8sYzSOxvNmzfHL7/8gmvXrmHr1q2IjIxE165d5Q6LiArINxe+wZPkJ3KHYbbu3r2L8PBw3L17F+np6QgPD0d4eDgSE/9/iJ6AgAD8+uuvAIDExESMGzcOp06dwu3bt3HgwAF06NABFStWRGhoqFwvg4oa7+pAw49Z0FqwXbd2YWfkTrnDyBOLbakdNWqU7v9ly5bFxIkT0bFjR6SmpsLW1lbGyIioICSmJmLB2QWY3mA6nGyd5A7H7EydOhXr1q3TPQ8KCgIAHDp0CM2aNQMAXLt2DWq1GgCgVCpx4cIFrFu3DvHx8fDx8cFbb72FWbNmsXsBmYbSDmj2KaBQyh0JGWn9lfVwsXVBizIt5A4lVxZb1GYWFxeH9evXo2HDhrkWtBqNBhqNRvecQ9EQWZY7CXcw78w8TKw7Ec62znKHY1bWrl372jFqM9/IwtHREWFhYQUcFVmLwMBAHD16FDi1Coi+iMDSzkDNHoCqtNyhkYl8e+FbONk6oX6p+nKHkiOL7X4AABMmTICzszNKlCiBu3fvYseOHbkuz6FoiCzf9afXMePEDMQm5z6eKhEVHpVKhcaNG6NxdT80rqiCyq04ULOX3GGRCWmhxfK/l+PSk0tyh5Ijsypq8zt8zbhx4/D3339j7969UCqV6NevX6631ORQNERFw51nd/DZ8c9wW31b7lCIKDuB3QA7/poil4K6vXiaNg0Lzy4022OvJMzoxuoxMTGvvZtNhQoVYGdnl2X6/fv34efnhxMnTqBBgwZ52l9CQgJUKhXUajVcXXnfaSJzcOzYsSxDenm+kf0IAA5KBwyrOQwNfXhnIrnwOEp69nwKRJ0H3tsMOPD9UNji4+Oxbt06LFiwAA8ePNBNd3B3QECXAJRrUQ52LllrqPwq7lAcsxvNhoejh9HbMiWz6lNrzPA1Wq0WAPT6zBJR0fYi/QWW/bUM/8b+iz5V+8DBxkHukIioQjMWtDIICwtDly5dkJSUlKWl9kXcC4R/F46LP15Eo0mN4F3b26h9PX3xFAvOLsDMhjPN6rhrVt0P8ur06dP48ssvER4ejjt37uDgwYPo1asX/P3989xKS0RFx747+zD+z/G4HHtZ7lCIqHxTuSOwOmFhYWjbti2Sk5Nz7noggHRNOo7OOIpHfz0yep93Eu7gh39/MHo7pmSRRa2TkxO2bduGli1bokqVKhg8eDBq1KiBI0eOcCgaIisVnRSNmSdnYtU/q5CYkvj6FYjI9CQJKFVT7iisSnx8PLp06QIhhO5X6xyJl/1tj887jpTEFKP3feDuAUTGRxq9HVMxq+4HeRUYGIiDBw/KHQYRmaGD9w7i78d/4/3A91HHu47c4RBZl2KlAHsXuaOwKuvWrcu2y0GO/tdie/vgbVRuX9no/e+9sxcfun1o9HZMwSJbaomIcvNU8xQLzy3Edxe/Q2p6qtzhEFkPla/cEVgVIQSWL19u0Lo3frthklESLj8xn25fLGqJqMjad2cf5pyeg+epz+UOhcg6uHjJHYFViY2NRWRkZP6LUwE8f/QcKc+M74IQkxyDlHTjt2MKLGqJyKyYepTBK3FXMPvUbCSlJpl0u0SUDQc3uSOwKomJxl0/kJacZpI4nqU8M8l2jMWilojMQnx8PJYtW4aePXvqTT+54CSu77xu1EUNN9U3Me/MPCSnJRsbJhHlxs5J7gisiouLcf2XbRxNc2mVUlKaZDvGYlFLRLILCwuDr68vRo0apTdgOPD/4yv+NvA3o4ahuf70Omafmm02LQpERZKSIxAVphIlSsDf3x+SJOVvRQlw9naGXTHjb8Rgq7CFq715jEvMopaIZFWY4ytGxEdgyvEpePTc+DEaiSgbCoscVMliSZKEESNGGLRupXaV8l8MZ6OiW0UoJPMoJ80jCiKySnKMr/jw+UNMOT4FN9U3Dd4GEeVAYR4/Q1uT/v37w8nJCQpFHks6CVDaK1GuRTmT7L++T32TbMcUWNQSkWwyxld8bUGbIdP4isZISEnAnFNzEP082qjtENErlMb/nE354+bmhq1bt0KSpNcXttLL1t1GkxrBzsX4XBV3KI4Q3xCjt2MqLGqJSBZyj6+YmJqIH//90ahtENEreOMFWYSGhmLXrl1wdHTMuUvB/1pom0xrAu/a3ibZ77Aaw+Bo42iSbZkCi1oikoU5jK94I/6G0dsgIjIHoaGhuH//Pr744gv4+PjozXNwd0Ct92uh3dp2Jito+1TtgyCvIJNsy1RY1BKRLMxhfEUvJw4UT0RFh5ubGz7++GNs3LhRb3qD8Q1QuX1l2DmbpntIzyo90c6/nUm2ZUq8TJGIZGEO4yuaU18wIiJTMcWoBjnpV60f2lZoW2DbNwZbaolIFnKPr1jc3rwucCAiMmcKKPBBjQ/MtqAFWNQSkUzkHl+xc6XOsFXaGrUNIiJroJSUGBE0As3LNJc7lFyxqCUi2cg1vmKZYmXQskxLo7ZBRGQNbBW2GB08Gg1LN5Q7lNdiUUtEspFjfEVbhS0+rPUhlBwknogoV/ZKe0x4cwLqeNeRO5Q8YVFLRLIqzPEVFVBgeM3hqKCqYPA2iIisgYPSAZ/W+xSBnoFyh5JnLGqJSHaFMb6ii60LxtcdbxE/oRERycnZ1hlT6k9BgHuA3KHkC4f0IiKzkDG+YlBQEJo2baqb3mB8A3i+4WnUtoNLBmNw9cEo4VjC2DCJiIo0VztXfFrvU5RXlZc7lHxjUUtEZsWU4yuWcCiBgdUHok7JOgU6biMRUVHg5eiFT+t9ilIupeQOxSAsaomoSGpVphX6VOtjVvclJyIyV5XcKmHcm+OgslfJHYrBWNQSUZFip7DDh7U+REMf9p0lIsqLhj4N8WHND2GnNM1tdOXCopaIigxnW2dMeHMCqrhXkTsUIiKL0N6/PXoF9IJCsvyxA1jUElGRUNy+OCbVm4SyrmXlDoWIyCL0CuiFjhU7yh2GybCoJSKL56/yx+g6o+Hh6CF3KEREFqFLpS5FqqAFWNQSkQWTIOHdCu+iR5UesFXayh0OEZFFaOjTEN0qd5M7DJNjUUtEFsnL0Qsf1voQ1UpUkzsUIiKL4eXohaE1hhbJYQ5Z1BKRxalfqj6G1RgGJ1snuUMhIrIogwMHF9mhDlnUEpFF6V65OzpX6lwkWxmIiApSba/aqOVVS+4wCgyLWiKyGEXtSl0iooIQGBiIo0ePQpOmwZzTc6Aqp4IECb0DessdWoFiUUtEFqGhT0N08O8gdxhERGZPpVKhcePGSE5LhmeiJwCgrndd+Ln6yRxZwbL8kXaJqMhztHHEwOoD2eWAiMhAbcq3kTuEAseWWiIyKxk/m91NuIvvLn4HVTkVWpdtDVc7V7lDIyKySJ6OnqjqXlXuMAoci1oiMisZP5tdi7uGHdodAIAWfi1kjoqIyHIFlwy2il+62P2AiMxaeVV5lHIpJXcYREQWq6ZnTblDKBQsaonIrDUo1UDuEIiILJYCCgS4B8gdRqFgUUtEZq2ud125QyAislh+xfys5kY1LGqJyGx5OXmx6wERkRHKqsrKHUKhYVFLRGarmns1uUMgIrJopZytp2GARS0Rma1yqnJyh0BEZNGK2xeXO4RCw6KWiMyWNbUwGOP27dsYPHgwypcvD0dHR/j7+2PatGlISUnJdb0XL17gP//5D0qUKAEXFxd06dIF0dHRhRQ1ERUGV3vrGeObRS0RmS0PRw+5Q7AIV69ehVarxapVq3D58mUsXboUX3/9NT799NNc1xs1ahR+++03bN68GUeOHMGDBw/QuXPnQoqaiAqDi62L3CEUGkkIIeQOQi4JCQlQqVRQq9VwdbWebzJEluBa3DWUdikNFzvrOSCb0sKFC/HVV1/h5s2b2c5Xq9Xw9PTEhg0b0LVrVwAvi+OqVavi5MmTqF+/fp72w+MokflKTkvGk6Qn8HP1kzuUQsGWWiIySwpJYTXD0BQEtVoNd3f3HOefP38eqampaNWqlW5aQEAAypQpg5MnT+a4nkajQUJCgt6DiMyXvY293CEUGosvajUaDWrVqgVJkhAeHi53OERkIs62zlBIFn+IkkVERASWL1+OYcOG5bjMo0ePYGdnBzc3N73pJUuWxKNHj3Jcb968eVCpVLqHn591tAARWSo7hZ3cIRQaiz9jjB8/Hj4+PnKHQUQm5mTDVtqJEydCkqRcH1evXtVbJyoqCm3atEG3bt0wZMgQk8c0adIkqNVq3ePevXsm3wcRmY6NwkbuEAqNRb/SP/74A3v37sXWrVvxxx9/yB0OEZmQndJ6WhdyMmbMGAwYMCDXZSpUqKD7/4MHD9C8eXM0bNgQ33zzTa7reXt7IyUlBfHx8XqttdHR0fD29s5xPXt7e9jbW8/PmUSWTqlQyh1CobHYojY6OhpDhgzB9u3b4eSUtxYdjUYDjUaje86+YETmy1ZpK3cIsvP09ISnp2eelo2KikLz5s0RHByMNWvWQKHI/Ye44OBg2Nra4sCBA+jSpQsA4Nq1a7h79y4aNGhgdOxEJD8bhQ0Ulv+jfJ5Z5CsVQmDAgAH44IMPUKdOnTyvx75gRJbDVsGiNq+ioqLQrFkzlClTBosWLUJMTAwePXqk1zc2KioKAQEBOHPmDABApVJh8ODBGD16NA4dOoTz589j4MCBaNCgQZ5HPiAi82arsGVLrVwmTpyI+fPn57rMlStXsHfvXjx79gyTJk3K1/YnTZqE0aNH654nJCSwsCUii7dv3z5EREQgIiICvr6+evMyRm1MTU3FtWvXkJSUpJu3dOlSKBQKdOnSBRqNBqGhoVi5cmWhxk5EZCpmNU5tTEwMYmNjc12mQoUK6N69O3777TdIkqSbnp6eDqVSiffeew/r1q3L0/44viIRkXF4HCUic2FWRW1e3b17V68/7IMHDxAaGootW7agXr16WVoqcsKDMRGRcXgcJSJzYVbdD/KqTJkyes9dXF7eccjf3z/PBS0RERERFR0WeaEYEREREVFmFtlS+6py5crBAntREBEREZGJsKWWiIiIiCwei1oiIiIisngsaomIiIjI4rGoJSIiIiKLx6KWiIiIiCwei1oiIiIisngsamWg0Wgwffp0aDQauUOh/2FOzAvzQa/D94j5YU7MizXmwyJvk2sqQgg8e/YMxYoVgyRJhbZf3lbS/DAn5oX5sBw8jlIG5sS8WGM+isTNFwwlSZLVJJqIqCDwOEpE5oLdD4iIiIjI4rGoJSIiIiKLx6JWBvb29pg2bRrs7e3lDoX+hzkxL8wHvQ7fI+aHOTEv1pgPq75QjIiIiIiKBrbUEhEREZHFY1FLRERERBaPRS0RERERWTwWtURERERk8VjUEhEREZHFY1FLRERERBaPRS1RPgkhwJHwiIjklXEc5vFYXpn//nLngkUtUR5lfFjT09MhSZLM0RAApKWlITk5GQ8fPkRycrLc4VARkp6enutzKnxarVbv39jYWADg8VhGWq0WkiQhJSUFz549w7///itrPCxqzdSTJ0+wf/9+ucOg/4mLi8PkyZPRokULBAUFYcGCBbh+/brcYVm1J0+eYNCgQahTpw4qVqyI/v3748SJE3KHRUWAVquFUqlETEwMvvzySwCAUqlkYSsjrVYLhUKB2NhYTJw4ES1atEDDhg0xfvx43L17V+7wrFJGTmJiYjBo0CAEBwcjMDAQbdu2xYEDB2SJiXcUM0OxsbGoVq0aYmJisGXLFnTu3FnukKxadHQ0QkJCoFQqoVKpYGNjg2PHjqFXr174/PPP4efnJ3eIVic6OhqNGjWCSqXCm2++CScnJ3zxxRfo2LEjVq1aBU9PT7lDJAslhIAkSYiLi0ODBg1w48YNTJs2DdOmTQPwssVWqVTKHKV1ycjJ48eP0bRpU6Snp6NMmTIAgMOHD6Nt27ZYu3Yt3N3ddctSwcr4O0dHR6Nhw4YoXrw4GjZsiDJlymDhwoWoUaMGdu3aBTs7u0IPjMxIUlKS6Nevn3BxcREVK1YUdnZ2YtOmTXKHZbXUarUICQkRDRs2FIcPHxapqalCCCGmT58uJEkSO3bsEEIIodVq5QzTqjx9+lTUrVtX1K9fXxw7dkw3fejQocLT01PcuXNHxuioKEhOThYDBw4UTk5OIjAwUDg7O4vPPvtMNz8tLU3G6KxTQkKCaNmype5YLIQQiYmJYs2aNUKpVIpFixbJHKH1efr0qWjYsGGWY/Hs2bOFJEnin3/+0Vu+MM6T7H5gZo4fP47169fj3Xffxdq1a9G8eXP07dsXv/zyi9yhWaUtW7bgzp07+OCDD9C4cWPY2NhACIFx48ahYsWKWL16ta5/FxU8rVaLNWvWIDExEePGjUPDhg1180qUKAFvb2+cO3cOERERiIiI0M0T/EGK8uH06dPYvn072rdvjx9//BEtWrTAkiVLMGXKFADsiiCHnTt34vr16xgyZAgaNWoEAHB2dkZoaCiqVauGffv2IT09nZ/1QqLVavH9998jMTERo0ePRoMGDXTzJElCxYoVce3aNZw5cwb37t3TtewWdH5sCnTrlG+urq7o3bs3vvzyS7i6umLKlClIT09H3759AQDdu3eXOULrIYTAyZMnYWdnp/v7Ay8/sE5OTqhWrRpu374NhYLfDQuTSqVC165d0aFDB93PjJGRkfjhhx8QExODVatWITw8HMWKFcOECRMwZMgQ/hxJ+eLk5IS2bdti2bJlcHd3x5w5c5Ceno4lS5YAAGbNmqUrbNkVoXDcv38fWq0W3bt31zUuSJKEUqVKoW7dujhw4AASExOhUqnkDtUqKBQKVKhQAU2bNkWnTp1058GIiAh88803ePr0Kb777jucP38erq6ueO+99zB9+vSC/7wUeFsw5Ut6erp4+vSp3rSTJ0+KVq1a6XVF4M/dhSM+Pl4cOHBACPH/Pzlm/DtlyhTh5eUlEhISREpKimwxWpuUlBSRnp6ue/7gwQPh4+MjGjVqJH7//XeRlpYmtm3bJlq3bi0kSRJbt26VMVqyVPHx8UIIoftsX758WbzzzjvCyclJrytC5veiEDw2F5T4+Hhx+fJlIcT//80z/v3ss89EyZIlxZMnT7JdlzkpOBk50Gq14vHjx8LR0VE0aNBA7N27V6jVanHt2jXRpEkT4ejoKFauXFng8bCJycwoFAq4ubkB+P+fTOvXr49Zs2ahadOm6Nu3LzZt2qRrebp9+zbOnz8vV7hFWnp6OlQqFVq0aAEAum+YGf+WKFECz58/h1arhY3Nyx891Go1bt26JU/AVsLW1hYKhUL3+Xjx4gXatm2LNWvW4J133oFSqUSnTp0wfvx4ODo64vfff5c5YrJEGS1+tra2EEKgWrVqWLhwIZo1a4YlS5bgs88+A/DymH379m0cOHBAN7wRmZ5KpUJAQAAAZPl1rGzZstBoNEhISNAdF549e4arV6/ywrEClpELSZKgUqkwYcIErF69Gq1bt4arqysqV66MX375BW5uboUyohOLWjOQU5/MzP1PMhe2/fr1w44dOxAVFYU5c+agadOmug8vGS8jH6/7mcTGxgYpKSmwsbHRXS29cuVKdOzYkYWtiWX3GZEkCVqtFuXLl8fKlStRqVIlSJKEtLQ0AECrVq1QuXJlXLt2DampqYUdMhUhGcfizIXt0qVLMXPmTDx+/Bjz58/H+++/j3PnzskdapH2ajGb8dzR0VFX0GYci5ctW4bBgwfjypUrcoRqlezs7DBt2jRUrVoVwMvjdnp6Ory9vVGtWjWEh4fjxYsXBVqrsKiVmRBC98EcNGgQ/vjjD70LEF4tbGfPno3mzZujd+/e6NevH1avXo3PPvsMAQEB/DZqAq/LR2bu7u5IS0vD8+fPdX05J0+ejB49eqB8+fKFGXaRlltOMqZntJQLIXT/v3DhAh4/foxGjRrB1tZWhsjJUuR20VfG8ffVwrZly5ZYvHgxQkNDsWrVKrz//vuoW7duYYVc5OUlJxkcHBx0BW1iYiK+/fZbTJ06Fa1bt0a1atUKOlSrkZ+cZBy3lUolrl27hvv376NFixZwcHAo0Bh5oZiM0tLSdCfghw8fYu/evTh9+jS+/PJLNG3aVNdSmNEipVAoUK9ePQwdOhTh4eE4dOgQFixYgLFjxwL4/4GQyTB5zUcGV1dXAMC1a9dw7NgxTJ48GbNnz8ann34KAPzZywTym5OMv/fDhw+xadMmaDQahISEFHrcZDkyv8e2bduGyMhI+Pj4oEaNGggMDNQVs5k/y9WqVcNHH32E8+fP459//sHChQsxZswYADwOm0JecwK8/Mx7eHhAqVTi8uXL+OeffzBlyhTMmjULkydPBsBjsSnk53OS+e/94MEDrF27FtHR0Wjbti2AAr4DXIH32qVsZR7ncNy4caJjx46iZs2aQpIkUaVKFXHgwIEsFyAIIURkZKQYOnSokCRJLF26VDc9u2Up7wzJx44dO4RSqRSDBw8WkiSJ2bNn6+YxH8Yz9DNy/vx5MWLECGFjYyMWLFhQmCGThcn8HuvQoYNwdnYWtra2wsnJSfj6+updZJj5YqPIyEjxwQcfCEmSxOLFi3XT+bk3Xn5ykvH3PnnypJAkSfTs2VPY2NiIWbNmZVmGDGfo5+TYsWNizJgxwtbWVnz++eeFEiuLWpl17NhR+Pj4iPHjx4v9+/eLcePGiSpVqghfX99sT9rr168XkiSJuXPn6qbxQ2s6+cnHwYMHhSRJzEcBy09OVq5cKdzd3UXZsmXFsmXLdNOZE8pNnz59ROnSpcWKFStEdHS0OH78uKhXr56QJEn88ssvuuW0Wq1IT08Xv//+u7CzsxPTp0/XzeN7zLTymhMhhDh16pTuWJy5eGJOTCuvOdFoNGLXrl3C1tZWlC1bVnzxxRe6eQWdExa1Mjp8+LBwcHAQCxYsEElJSUIIIV68eCFOnTol6tSpoztpZ/6WlJycLMLCwnTP+aE1nfzm4+nTp8LHx4cH0QKU35zExsaKGTNmiP379+u2wZxQbjZv3izeeOMN8e233+qG8Tp27JgoVqyY8PDwEJIkZbmr4927d/XuoMT3mGnlNyeJiYmia9euencVY05MK785iYmJEd9//704dOiQblph5IRFrYy2bt0qJEnSFakZ4yFqtVpx/PhxUbZsWVGtWrUshW0GfmhNKz/5ePHihRBC6P4VgvkoCPnJSXJysm5eBo5PSa++BzQajd7zL7/8UpQrV07cv39fCCHEmTNnhJOTk+jbt6/YvXu3CAwMFJIkie3bt2e7fX7u88/UOdFqtSIuLk63PnOSf6bKya+//pqn7RcUFrWFJLui9Pz580KSpGyb5jUajejfv7+QJElUrlxZHD16VAjBk7SpmCofqampQgjmxRRMlROe0OhVL168EDdu3NCb9vXXX+v+HxERIYQQ4s6dO8LPz0906tRJREVFCSGEWLJkie6n7e+//77wgi7iTJWT7777Tm8bPBYbzlQ5Wb16deEF/QpeollIMq7S3r59u25ayZIl0bRpU3z++ec4fPgwgJdXBaanp8POzg5BQUFo2bIl3Nzc0LdvXzx58kQ3EgIZx1T5yHy7RjKOqXKS+cYMRABw8OBBdOzYERs3bgTwcgzjDz/8EP/88w8AoEKFCgCAw4cPIy0tDSNGjICnpyeAl8PFvfHGG2jZsiXUarU8L6AIMlVOnj17prddHosNZ6qcJCQkyPMCAI5+UJhmzpwp7O3txfz583XTfvzxR+Hu7i7q1q0rDh48qJv+8OFD0a1bNzFq1Chx4sQJoVKpRJ8+feQIu8hiPswPc0IF4fz586Jp06ZCkiQRGBgofH19xa+//qrrp51h9uzZQpIkXTeXhw8fioEDB4px48aJ6OhoOUIvspgT81MUcsKithBdunRJtGnTRpQvX17vavkvvvhCeHh4iOLFi4upU6eKL774QgwYMEDY29uLjRs3CiGECA0NFdWrVxexsbFyhV/kMB/mhzmhgnLmzBmhUqmEJEli5MiRuumZu70cOHBAuLq6ivbt24tffvlFDB8+XDg4OIiffvpJtwx/3jYd5sT8WHpOWNQWkMz9+rRare4Nce3aNfHWW2+JsmXLijlz5uiW+eWXX0T79u2FjY2NkCRJeHl5iYULF+rmd+nSRVSqVIknbAMxH+aHOaHCkPE+27Bhg6hRo4aoXr26kCRJrF+/Pssyz549E9OnTxe+vr5CkiTh4eGh9x4j02BOzE9RyQmL2gKQ+RvK48ePhRAv3wwZb4irV6/qTtqZW6PUarWIjIwUFy5cEFeuXNFNP378uKhQoYLo3Llzlp8B6PWYD/PDnFBBe7WlKDk5Wdy5c0ccPHhQtGjRQkiSJNatW6dbNuOiT41GI27duiX27dsnLly4oFufFyAajzkxP0UtJyxqC1Dv3r1Fp06dxK1bt4QQ/z9wtxAvT9pNmzYVxYsX1xtb71Xbt28XoaGhwt3dXfz777+FEXaRxXyYH+aECkLGiVcIIZKSksS9e/f05h86dEg0b95c74QthBBPnjwRhw8fzrI9uU/URQFzYn6KYk5Y1JpQxhsk498xY8aI4sWLi8GDB2d70v7777+Fo6Oj8PX1FTNnzsyyvWnTpomAgAAREBCg902I8ob5MD/MCRW0zH3/hg8fLoKCgoS9vb1o2bKl3m2T//zzT90J+4cffhD37t0Tn3/+uZAkSezdu5f9NE2IOTE/RTUnLGoLQOfOncVnn30mhBBiwoQJonjx4mLQoEG6k3ZaWpruDdWsWTNRqVIl4e7uLs6dO6e3nXv37omNGzfqBjsmwzAf5oc5oYL27rvvCi8vL9GvXz/x+eef667qHjRokG6ZEydOiNDQUCFJkihTpoyws7PL9ssTmQZzYn6KWk5Y1JpA5ib8qVOnCm9vb7Fu3TrdN5hx48bpTtoZgxcL8fKCmIYNG4offvhB7Ny5U2+b5tCMb6mYD/PDnFBh+uabb4SXl5fYsGGD7pae69evF5Ikiffff1/vYsKLFy+KpUuXikGDBmV7UQyZBnNifopiTljUmtA///wjFi5cKEaOHJnlFnNjx44Vnp6eolOnTuLy5cvi5s2bYurUqaJcuXJ6/VjM7Q1iyZgP88OcUGEYPny4qFWrlu6iwf379wtnZ2fRr18/cffuXSFE1jvYZf4Zle8x02NOzE9RzAmLWhMZO3askCRJuLq66m7pmZ6erveGmD17tm4IjOLFiwtJkvQGmSfTYT7MD3NChaVfv36iZcuWQoiXY2o6OTmJ9957Tzx48EC3zPfffy82b94sV4hWhzkxP0UxJzby3cvMMon/3RL19u3bAIBy5coBAN566y2cOXMGJ0+exI0bNwC8vF1fxi09lUolJk+ejCZNmuD8+fN48OABGjRogM6dO+ttl/KH+TA/zAkVlszvicz/9/X1xe7du7FhwwYMHToUHTt2xMKFC1GqVCkAwOnTpzFv3jx88sknfF+ZGHNifqwqJzIU0hYrPj5eLFy4UDRo0EAoFAohSZJo3Lix+PLLL0VycrI4c+aMCA4OFpIkiZ9//lm3XuaruTNPy2COTfiWgPkwP8wJFZbM/bSF0H+PPHjwQFSpUkVIkiQ6d+4sYmJi9OZNnDhRVKhQQRw5cqTQ4rUGzIn5sbacsKjNo0ePHokGDRqIypUri5CQEDFr1izRu3dvUaFCBSFJkujUqZOIi4sTf//9t6hVq5ZQKpViy5YtuvXNbdgLS8d8mB/mhApL5hPzmDFjRNeuXcXQoUNFeHi4EOLlwPCrV68W5cqVE9WrVxcHDhwQiYmJ4uzZs2L06NHC1tZWLF26VKboiybmxPxYY05Y1ObBw4cPRZkyZUT9+vXFxo0bdW+UtLQ08fjxY9GhQwchSZJo2rSpiI+PF2fPnhXBwcHCzs6OJ+0CwHyYH+aE5NCxY0fh4OAgypcvL1QqlbCzsxMbNmwQQgiRmJgo1q1bJwICAoQkScLFxUU4OzuLkiVL6t3Mg+8502JOzI815YRF7Ws8fPhQ+Pn5ifr164vTp0/rLmpJTU3VS3K/fv2EJEmib9++IjU1VRw+fFi8+eabwsnJSWzatEmu8Isc5sP8MCckhzNnzogaNWqIjRs3CrVaLQ4ePCjefvttYWdnJ77++mshxMsvVWq1WqxcuVLMnj1brFu3Tpw6dUq3DXZrMS3mxPxYW05Y1Obi+fPnonr16sLGxkYcO3ZMNz1zgjNfud26dWthY2Mjdu3aJYQQYs+ePaJWrVpCkiQRERFhMd90zBXzYX6YEyosrw4t9Pfff4tWrVoJtVqtm3bx4kXRuXNnYWtrK7755pss62RmSSdqc8WcmB9rzwlHP8hFWloamjdvjhs3bmD79u148803YWdnB4VCoVtGqVQiLS0NNjY2WLx4MZo0aYINGzbgnXfeQWhoKNLS0pCYmAh/f38ZX0nRwHyYH+aECkPG6BgAsHjxYiQkJODatWsQQqBYsWK65apXr46ZM2dCCIH//Oc/UCqV6N+/v27dzDK/Ryn/mBPzw5yAox+8jlqt1o2vOWbMGPH8+fMcl42JiRFVqlQR9erVy/bbjaV94zFHzIf5YU6osLzzzjvC1tZWODs7C3d3d6FQKMS2bduyXOF96dIl0a1bNyFJkvjyyy9litY6MCfmx5pzwpba13B1dcWUKVMAvPzmI0kSZsyYAScnJ90y4n/jt3l4eEClUkGpVEIIAa1Wq/ctx+K+8Zgh5sP8MCdUUDJa+AFg3759uHv3Ln744QdUqVIFFy5cwPTp0/HZZ5+hRIkSaNSoka6l6Y033sDUqVMRHx8PrVYr50socpgT88OcZCJnRW1JMrdGjR07NtvWqIMHD4rixYuLZcuWCSEs52pBS8R8mB/mhArKt99+K8aNGydCQkJ0fQM1Go04fPiwbjiiI0eOZOkbmPne9WRazIn5YU54oVi+vHrSTkxM1M2LiooSH3zwgahRo4Y4d+6cjFFaD+bD/DAnZGo7duwQkiSJ0qVLi6FDh+rN02q1eifsP//8M9uLXvjlybSYE/PDnLzEojafXj1pp6SkiNjYWDF79mzh5OQkvvrqK7lDtCrMh/lhTsjUvvzySyFJknBzcxMnTpzQm6fVasWRI0dExYoVReXKlcX+/ftlitK6MCfmhzlhUWuQzCftESNGiBkzZghJksTcuXN1yxSFbzyWgvkwP8wJmdqKFSuEJEmie/fu4tKlS3rztFqtOHTokHBzcxM//vijTBFaH+bE/Fh7TljUGkitVosJEyYISZKynKx5BXfhYz7MD3NCprZkyRIhSZLo1atXtifs+/fvyxSZ9WJOzI8154SjHxjI1dUVkyZNQmpqKvz9/TF8+HAAyHI1NxUO5sP8MCdkaqNGjQIAjBkzBpIkYfLkyahWrRoAQJIklC5dGgDfY4WJOTE/1pwTSQgh5A7Ckmk0Gtjb2wMomm8QS8N8mB/mhF518eJF+Pj4oESJEgatv3TpUowfPx6dOnXCZ599hho1apg4QuvDnJgf5iT/eHYxUsbJGuAYm+aA+TA/zAlldvjwYdSsWROLFy/GixcvDNrGqFGjMG/ePGzZsgUPHjwwcYTWhzkxP8yJYdhSS0REhap58+Z46623MGnSJN008b8bdOTH33//jaCgIFOHZ5WYE/PDnOQfi1oiIioUme98lGHr1q0ICQmBh4eHwdtltxbDMSfmhzkxXNF+dUREZDZsbGyQuR1lwYIF6NatG7777jvExcUZvN2ifqIuSMyJ+WFODMeWWiIikk337t2xY8cOTJ8+HcOGDYO7u3u+1j948CAqVKiAcuXKFUyAVog5MT/MSd4U/bKdiIhkp9Vq9Z6npaUBAH755Re0a9cOU6dOxapVq/LVEjVjxgz06NEDd+/eNWms1oI5MT/MiZHkGByXiIisR2pqqu7/V65cETExMSIxMVFvmS5duggbGxsxd+5cERsb+9ptzp07V9jY2IjPP/9cb/uUN8yJ+WFOjMeiloiICkzm2yH36dNH+Pj4iPLly4uuXbuKq1ev6i2b1xP2nDlzhEKhEIsXLxYpKSkFFntRxZyYH+bENFjUEhFRgch8O+T33ntPlChRQgwZMkT07t1b+Pr6Ch8fH/H333/rrdOlSxfh4OAgZs2aJZ48eZJlm9Z4ojYl5sT8MCemw6KWiIhMSqvV6p2ohRCiffv2YuXKlSItLU0IIcSvv/4qateuLZydnbOcsDt06CAkSRJnz57Vmz5z5kxhZ2dndSdqU2BOzA9zYnosaomIyGg7duwQYWFhupNxho4dO4pGjRqJoKAg8e+//+rN27dvn+6E/ddff+nN27Vrl97zI0eOCEmSxIIFC6zuRG0o5sT8MCcFi0UtEREZJT4+XhQrVkx4enqKO3fu6KY/evRItG/fXnh5eYlSpUqJy5cvCyGE0Gg0umX27dsngoODhZubmzh//nyWbWe0ZGm1WnH8+HGrPFEbgjkxP8xJwWNRS0RERgsPDxfLly/XPc84yV6/fl0MHDhQSJIk+vfvr5uf+YS9f/9+ERgYKCRJEo8fP9a7aIYMx5yYH+akYLGoJSIik/rkk0/E7t27dUMIRUREiP79+wtJksTw4cN1y2U+Ye/evVts2LCh0GO1FsyJ+WFOTI9FLRERmczdu3eFg4ODqFGjhjh48GC2J+z//Oc/uuUzn7AzvHrxDBmHOTE/zEnBYFFLREQGy+7EevnyZVGuXDkRGBiY4wl7xIgRuW6DDMecmB/mpHCwqCUiIoNkvoL7ypUr4smTJ+LFixdCCCEuXbokypQpIwIDA8WBAwf0TtiDBg0SkiSJAQMGyBJ3UcacmB/mpPAo5L5NLxERWR4hBJRKJQCgd+/eaNGiBWrUqIFPPvkEZ86cwRtvvIFdu3YhPj4eI0eOxJ9//om0tDT4+/tj0qRJ6Ny5M2rWrCnzqyhamBPzw5wULkkIIeQOgoiILNOwYcOwY8cOvP3220hKSsJvv/2GgIAALFiwAK1atcKlS5fwzjvvwM3NDf/973/RuHFj2NjYQK1WQ6VSAXh54pckSeZXUnQwJ+aHOSkk8jUSExGRpXm1X1+nTp3EV199JZKSkoQQQqxatUqUL19e+Pv7i7179wohhLh48aIoX768qFKliggLC9MbiojDEhmPOTE/zIk82P2AiIjyJC0tDQrFy9NGbGwsHj58iMuXL6NmzZpwdHQEAAwdOhQzZsxAeno6hg8fjn379qF69erYsWMHHjx4gMePH+u1NrHlyTjMiflhTuRjI3cARERk/rRaLWxsXp4yhg8fjtOnT6N8+fJQKpVIS0sDALx48QIODg7o27cvhBCYNm0aRowYgWXLliE0NBS3b9+Gu7u7nC+jSGFOzA9zIi/2qSUiolyJTH35evfujZ07d6JevXq4e/cuIiMj0bBhQxw7dgwAoNFoYG9vDwD46aefMGHCBKSkpOCvv/5C6dKloVAooNVqdS1ZZBjmxPwwJ/JjSy0REeUo84k1MTERd+7cwfLlyzFw4ECkpKRg4sSJ+PLLL9G6dWvs3bsX9vb2uhN2nz598OLFC9jY2MDPz0+3TZ6ojcOcmB/mxDywpZaIiF6rQ4cOKFasGO7fv4+ff/4ZpUqVAgCo1WosWLAAixcvRpMmTbBv3z4A+i1RGdjyZFrMiflhTuTFvxoREeUqPj4eycnJ2Lp1KyIjI/H06VNotVqkp6dDpVJh/PjxGD16NI4ePYo2bdpACAF7e3totVq97fBEbTrMiflhTuTHvxwREeXKzc0N69atQ48ePRAVFYXNmzdDoVBAqVTqTtgTJ07EuHHjsHfvXjRo0AAAT84FiTkxP8yJ/NinloiIXqtUqVL4/PPPkZycjBkzZkClUmHkyJG6E7arqyvGjh2LxMREVKxYUe5wrQJzYn6YE3mxTy0REeVZdHQ0RowYgS1btmDJkiUYOXIkACA9PR1KpRKpqamwtbUFwDsgFRbmxPwwJ/JgSy0REeVZyZIlsXz5cgDA6NGjoVAo8PHHH+vub59xogY4YHxhYU7MD3MiDxa1RESULxknbKVSiZEjRyIpKQkTJ06UOyyrxpyYH+ak8LGoJSKifCtZsiSWLl0KtVoNBwcHucMhMCfmiDkpXOxTS0REBktKSoKTk5PcYVAmzIn5YU4KB4taIiIyGi92MT/MiflhTgoWi1oiIiIisngc8ZeIiIiILB6LWiIiIiKyeCxqiYiIiMjisaglIiIiIovHopaIiIiILB6LWiIiIiKyeCxqiYiIiMjisaglIiIiIovHopaIiIiILB6LWiIiIiKyeP8HEzQK7A4tHqAAAAAASUVORK5CYII=", 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", 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", 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" ] @@ -671,9 +683,21 @@ "id": "0e0d544f", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/plot_tools.py:2882: UserWarning: *c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", + " ax.scatter(\n", + "/Users/jonathananns/GitHub/DABEST-python/dabest/plot_tools.py:2882: UserWarning: *c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", + " ax.scatter(\n", + "/Users/jonathananns/GitHub/DABEST-python/dabest/plot_tools.py:2882: UserWarning: *c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", + " ax.scatter(\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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HwxdRgFNiul3K2/678rb9KrOowOo4AAAAACqSbYulL++Qsg9anQQAKiyfFB/btWunr7766rjbioqK9OGHH+qss87yRRTglGQseVcZS95RxtL3lf7j6zIZ1wUAAADAsQ6sk2beIO1dbXUSAKiQfFJ8HDdunL755hvdfPPNWr36yA/kffv2ae7cuerTp4/+/PNP3Xfffb6IApSZ6XYpf+dKz3LhgU1y52VamAgAAACoev7ZAaBCdgjIOSh9ebu08kPJ7bY6DQBUKD4pPp5//vmaOnWqpk+frrPPPluSNGzYMPXp00fLly/XO++8o549e/oiClB2hk22sDjJMCTDkOEIky2o9OEDAAAAAJSf9PR0vfDCC7riiiuKrb/izXV64ftdSs8psihZKdwuacmr0jf3STmHrE4DABWGT2a7lqThw4drwIAB+u6777Rhwwa53W6lpKSob9++ioiI8FUMVFHx8fHF/nsi7oJcZSz7UEWHdyioRlOZBbkyTZfCm/WVYffZXxkAAACgypozZ44GDhyonJycEj0dd6cXaMzHm/TAF1v0yY3N1Ld5rEUpS7FjqfTJ9dK5E6QaraxOAwCW82klJSwsTJdeeqkvTwlIkmbOnHnC7fm71yh79TcygkJkC4lSwe5Vkmkqb9NPiup6jRy1uGkAAAAAfGHOnDnq37+/TNMs9RFrU1JugVv9X16tr0a3qHgFyJyDRyaiSb1Hany+1WkAwFI+eew6OTlZXbp00fr164+7/fPPP1dycrIvogAluPOy5Fw8RUXpO1V4YKMKdq8+cjfzN1duhnXhAAAAgCokPT1dAwcOlGmacp9k7ES3KZmmNPD1tRXvEWxJMt3S/MeltV9YnQQALOWT4uPWrVu1fPlyderUSZ999lmJ7VlZWdq2bZsvogAluPOzJNN1ZME0Zbrdku3IXw1bSJSCa7e2MB0AAABQdbz99tvKyck5aeHxKLcp5eS79c6SfV5OdgYWPy8d+MvqFABgGZ8UHyXp2WefVc+ePTVw4EA9+OCDvjotcFL2yEQFJjbwLIc16a24C/6t6NRbFNvvPtmCGZMUAAAA8DbTNPXiiy+e1r7/mberYs6CLR2ZiGblNKtTAIBlfDbmY0xMjL788ks9/PDDevjhh7V8+XJNmzZNUVFRvooAHJdh2BTdY5QKDmyULTBEgXF1JUn20GhrgwEAAABVyMGDB7Vp06ZT3s+UtOlAng5lFykuPLD8g5WHgxutTgAAlvFZz8ejHnroIc2aNUtLly5Vx44dtWbNGl9HAEow7AFyVG/iKTwCAAAA8K2srKwz2j8zz1VOSbwgpIJNiAMAPuTz4qMk9evXT8uWLVNYWJjOOussff7551bEAAAAAABUEOHh4We0f0SwvZySeEG9HlYnAADLWFJ8lKT69evr559/1oABAzRjxgyrYgAAAAAAKoC4uDilpKTIMIxT2s+QlJIQrNgwn40qdmocEVLjflanAADL+OSn87x589S0adMS64ODg/X2229r8ODBSktL80UU4Ljyd/6hrNVfywgKUWT7yxUQVcPqSAAAAECVYhiGbrvtNo0ZM+aU9729d81TLlr6TJurjhQgAaCK8knPx9TUVCUmJpa6vX///hoxYoQvogAluPMy5fz5bbky9qro4FY5f37H6kgAAABAlTRixAiFhobKZivbr6o2Qwp12HT1WdW8nOw0RdWSWgy0OgUAWMorPR/feedI8Wb48OEyDMOzfCKGYWj48OHeiAOckDs/WzLdRxZMU+7cdEvzAAAAAFVVdHS0PvnkE/Xv3182m01ut7vUtjZDMgxp5qhmig6toI9cd7tDCgiyOgUAWMorP6FHjhwpwzB0xRVXKCgoSCNHjjzpPhQfYRV7ZKICqzVS4b6/JEmhjc+2OBEAAABQdfXt21dfffWVBg4cqJycHJmmWaKNISkkyKaZo5qpT7MKOpN0wz5S7U5WpwAAy3ml+LhlyxZJUlBQULFloCIyDJuie9yowrQtMgIdCoypbXUkAAAAoErr27evdu7cqXfeeUdPPPGEdu/e7dmWFB2ke/vU1ogu1RQVUkF7PIYnSt1utzoFAFQIXvlJXbdu3RMuAxWNYbMrKLGB1TEAAAAA/C06Olq333672rZtq549e3rWf3hdE/VoGG1dsJOxB0nnPcIkMwDwN0u+JiooKNDSpUu1Z88eNW7cWK1bt7YiBgAAAACggvvnLNYVdlZrSTJs0tkPSIlNrE4CABWG12a7njNnjq699lqlpaUVW79u3Tq1aNFCvXr10tChQ9WuXTsNGjRIRUVF3ooCAAAAAIB32QOls/8tJfeyOgkAVCheKz6+9dZbWrlypeLj44utv+qqq7Rx40ZdffXV+s9//qN+/frp008/1YsvvuitKAAAAAAAeE9YgtT/WanBOVYnAYAKx2vFx19//VXnnntusXW///67fv/9d1111VWaMmWKRo8era+++krdu3fX+++/f0rHnzBhggzDKPZq0oSu7QAAAAAAH2rUVxr0llSjldVJAKBC8tqYj3v37lWDBsUn8Pjmm29kGIZGjhxZbP2ll16qhx566JTP0bx5c82dO9ezHBBQQWc6AwAAAABULglNpK63StVbWp0EACo0r1XrwsPDlZOTU2zdokWLZLPZ1Llz52Lro6Oj5XK5TvkcAQEBql69+hnlBAAAAACgzKJqSZ1ukOqnShV58hsAqCC89th106ZN9fnnn3uWDx8+rIULF6pr164KDw8v1nbHjh2nVUTcsGGDkpKSlJycrKuuukrbt28/Yfv8/HxlZGR4XllZWad8TgAAAABAFRRRXUq9Vxr8zpFJZSg8AkCZeK3n41133aVLLrlE559/vrp27aovv/xSOTk5uuWWW0q0/eabb9S2bdtTOn7nzp01depUNW7cWHv27NHEiRPVo0cPrV69WhEREcfdZ/LkyZo4ceJpvR8AAAAAQBXkiJDajZCaXSIFBFmdBgD8jtd6Pl500UV68skn9fPPP2v8+PFas2aNHnzwQQ0ZMqRYuyVLlmjJkiXq37//KR3//PPP1+WXX65WrVqpb9++mj17ttLT0/XRRx+Vus+4cePkdDo9rwULFpzWewMAAAAAVAFNL5KumCa1upzCIwCcJq/O0HL33XdrzJgxSktLU2JioozjdEtv3bq1Dhw4oOjo6DM6V3R0tBo1aqSNGzeW2sbhcMjhcHiW//n4NwAAAAAAiqgh9R4n1WhtdRIA8Hte6/l4lN1uV7Vq1Y5beJSkkJAQxcXFyW63n9F5srKytGnTJtWoUeOMjgMAAAAAqMJSeksD/0vhEQDKiVd7PnrT3XffrYsuukh169bV7t27NX78eNntdg0dOtTqaAAAAAAAf2PYpM43Sa0GM5kMAJQjvy0+7ty5U0OHDtXBgweVkJCg7t27a8mSJUpISLA6GgAAAADAnwRHSeeOl2q2tzoJAFQ6flt8/PDDD62OAAAAAADwdzVaS2c/KIXTkQUAvMFvi48AAAAAAJw2e5DU6UapxUDJ5vXpEACgyvL6T9i8vDz95z//0cKFC719KgAAAAAATq52Z+nyKVKryyk8AoCXef2nbHBwsO69916tX7/e26cCAAAAAKB0ETWkPo9I5z8hRdWyOg0AVAk+eey6RYsW2rp1qy9OBQAAAABAcQEOqe1wqdUQKSDI6jQAUKX4pH/5Y489ptdee01z5871xekAAAAAADiifk9p8LtSu+EUHgHAAj7p+fjSSy8pNjZWffv2Vf369VW/fn2FhIQUa2MYhj7//HNfxAEAAAAAVHahsVL3sVL9HlYnAYAqzSfFxz/++EOGYahOnTpyuVzauHFjiTaGYfgiCgAAAACgsqvbTUq9RwqJtjoJAFR5Pik+Mt4jAAAAAMAnOl4vtR0m0cEFACoEnxQfAQAAAADwKsMm9RonNepjdRIAwDF8WnxcsGCBvvrqK23btk2SVLduXfXv31+pqam+jAEAAAAAqGwoPAJAheST4mNBQYGGDh2qzz77TKZpKjo6WpKUnp6uZ555Rpdddpk++OADBQYG+iIOAAAAAKAyaTuMwiMAVFA2X5xk4sSJ+vTTT3XXXXdpz549OnTokA4dOqS9e/fq7rvv1syZM/Xwww/7IgoAAAAAwI+0bNlSP/74o378+BX9eHdrtawZVrxBQhOpw7XWhAMAnJRPej5OmzZNI0aM0JNPPllsfWJiop544gnt27dP7777rh555BFfxAEAAAAA+ImoqCh1795d2maTDkaVbND9Tslm93kuAEDZ+KTn4549e9S5c+dSt3fu3Fl79+71RRQAAAAAQGVRp4uU2NTqFACAE/BJ8bFWrVqaP39+qdsXLFigWrVq+SIKAAAAAKCyaDXY6gQAgJPwSfFxxIgR+uijj3TTTTdp/fr1crlccrvdWr9+vW6++WZ9/PHHGjlypC+iAAAAAAAqg5h6UlJbq1MAAE7CJ2M+3n///dq0aZNef/11vfHGG7LZjtQ83W63TNPUiBEjdP/99/siCgAAAACgMmh6kWQYVqcAAJyET4qPdrtdU6dO1dixYzV79mxt27ZNklS3bl1dcMEFatWqlS9iAAAAwI+8/PLLeuqpp7R37161bt1aL774ojp16mR1LAAVgT1IatjH6hQAgDLwSfHxqFatWlFoBAAAwElNnz5dY8eO1f/93/+pc+fOev7559W3b1+tX79eiYmJVscDYLX6PaXgSKtTAADKwKfFR+nIo9ZOp1OmaZbYFhsb6+s4AAAAqICeffZZ3XDDDbrmmmskSf/3f/+nr776Sm+99Zbuu+++Eu3z8/OVn5/vWc7IyJAkrVixQuHh4b4JDcC79qyXtmce+XPtutLy5dbmAVAptWvXzuoIlY5Pio+FhYV64okn9NZbb2nHjh1yu93HbedyuXwRBwAAABVYQUGBfvvtN40bN86zzmaz6dxzz9XPP/983H0mT56siRMnllifmprqtZwArDTC6gAAKqnjdZbDmfFJ8XHUqFF6++23ddZZZ+nSSy9VVFSUL04LAAAAP5SWliaXy6Vq1aoVW1+tWjWtW7fuuPuMGzdOY8eO9SxnZGSodu3aWrBgAT0fgcpiz0rppxelut2lDiOtTgMAKCOfFB8//vhjDR8+XFOnTvXF6QAAAFDFOBwOORyOEuvbtGmjyEjGhQMqhW150s4I6ZxLpRQeiwQAf2HzxUlCQ0N11lln+eJUAAAA8HPx8fGy2+3at29fsfX79u1T9erVLUoFoMKo0cbqBACAU+CT4uPQoUM1a9YsX5wKAAAAfi4oKEjt27fX999/71nndrv1/fffq0uXLhYmA2C58GpSKBOVAoA/8clj108++aSuvfZaXXjhhbr22mtVu3Zt2e32Eu2YUQgAAACSNHbsWI0YMUIdOnRQp06d9Pzzzys7O9sz+zWAKiouxeoEAIBT5JPiY35+vtxut77++mt9/fXXJbabpinDMJjtGgAAAJKkIUOG6MCBA3rooYe0d+9etWnTRt98802JSWgAVDFRta1OAAA4RT4pPl577bX69NNPdcUVV6hz587Mdg0AAICTuvXWW3XrrbdaHQNARRLBuK8A4G98UnycM2eObrvtNj333HNeO8fjjz+ucePG6Y477tDzzz/vtfMAAAAAACwSFm91AgDAKfLJhDORkZFq0KCB146/bNkyvfbaa2rVqpXXzgEAAAAAsFhonNUJAACnyCfFxxtuuEEffPCBV8Z0zMrK0lVXXaU33nhDMTEx5X58AAAAAEAFEcJM1wDgb3zy2HWzZs30+eefq127dhoxYkSps10PGDDglI89evRo9e/fX+eee64effTRE7bNz89Xfn6+ZzkrK+uUzwcAAAAAsEhItNUJAACnyCfFxyFDhnj+fPfddx+3zenMdv3hhx9q+fLlWrZsWZnaT548WRMnTjylcwAAAAAAKgC7QwoMsToFAOAU+aT4OG/evHI/5o4dO3THHXfou+++U3BwcJn2GTdunMaOHetZXrFihVJTU8s9GwAAAACgnDnCrU4AADgNPik+eqPA99tvv2n//v1q166dZ53L5dLChQv10ksvKT8/v8Sj3Q6HQw6Hw7McHu4//3jN/nmVps1dptiIUN1zZV/VSmR8SwAAAABVSGCo1QkAAKfBJ8VHbzjnnHO0atWqYuuuueYaNWnSRPfee+9xx5T0VzsPHNZzH30vSTpwOFNPTpuj/9x5hcWpAFQUptulg38tkUxTsY06y2YPtDoSAABA+QtwnLwNAKDC8Unx8eyzzz5pG8Mw9P3335f5mBEREWrRokWxdWFhYYqLiyux3t85s3I9f3abpg5l5liYBkBFs27m4zq47idJUkyDjmp+xQRrAwEAAHgDX7ACgF+y+eIkbrdbpmkWexUVFWnTpk2aP3++du7cKbfb7YsofqlJnepqmVzTs3zleZ0sTAOgInEV5nkKj5J0eOMyFeVmWpgIAADAS0IYegoA/JFPej7Onz+/1G2zZs3SjTfeqGeffdar5/FndrtNT90yUOu271V0eKhqJkRbHQlABWELCFJQRJwKsg5LkgJDImR3MB4SAAAAAKBi8EnPxxO58MILNWzYMN15551WR6nQXKZbBUUuFRQVWR0FQAViGDa1uPJRxTbspNiGHdXiqsdk2CrPmLcAAAAAAP9WISacSUlJ0UsvvWR1jAqryOXS3S/N0J/b9kqSbhvYWxd3b21xKqDs9qQ59fH83xRot+uKczsoJiLM6kiVSmhCHTUb/KDVMQAAAAAAKMHy4mNRUZE++ugjxcfHWx2lwlq3bZ+n8ChJH/3wK8VH+I0il0tjX/pYhzKzJVNatXmXXrnrSqtjVSqF2U7t+uUzyTSV1OliBYXHWh0JAAAAAABJXiw+Lly4UE2bNlVCQoKuvfba47ZJT0/XkiVLtHfv3nIZ87Gyio0MlWFIpinZDEMJ0RFWRwLK7HBmjtKcWZ7ljTv3y+V2y26zfNSHSsE0Ta2e9oCy92+TJB1c/7Pa3fSqDIPrCwAAAACwnteKj71799Z7772noUOH6ocffpBhGMW2G4ahmJgYde/eXddff7369OnjrSh+Lyk+Wv8a2lcfzP1FcVFhGjv4PKsjAWUWGxmm+jXitHXvQZmm1K5xHQqP5chdmK/sfVs8y7kHd6ooN0uBoZEWpgIAAAAA4AivFR9N05RpmpKkrVu3eus0VcZ5HZvqvI5NrY4BnDK7zaZnbr1c3yxdo0C7Xf3Oam51pErFFuhQeFIjZe3ZIEkKTairgBB6RwNAVeB2m9qclq0GieFWRwEAACiV5WM+Aqj8IkKDdXnv9lbHqJQMw1CLoQ9rz29fyTRN1Wjfv0RPcwBA5WRK2rg/i+IjAACo0LxafOQXYADwvoCQCNXufoXVMQAAFkjLyrc6AgAAwAl5deC1YcOGyW63l+kVEEAnTAAAAOBU7M/IszoCAADACXm14nfuueeqUaNG3jwFAAAAUGXtpfgIAAAqOK8WH0eMGKErr7zSm6cAAAAAqqxd6blWRwAAADghnnUGUGFt3n1Ai/7YqLrV4tSzTUPGkS2Fu6hQB9YskExT8c17yh7osDoSAMBHMnKLlJFXqMjgQKujAAAAHBfFRwAV0s4Dh3Xrcx/K5XLLbZq6OaOnBqS2szpWhbT240eUvuk3SdL+Vd+rxbDJFGoBoArZfjBHLWpGWR0DAADguCg+ArDUnF/WaPbPq1U7MUYDerbVsx/N1d6DGWpWv4YKi1yedkvXbqX4eByuwjxP4VGSnNtWqSgvS4EhERamAgD40vZDFB8BAEDF5bXio9vt9tahAfixjbv2a9I7X+twZo7O69hUny5cIUlat22vflu/XYcys+V2m/p59WYZhmQYhtxuU83r17A2eAVlC3DIEV1N+c4DkqSg8BgFOEItTgUA8KXth3KsjgAAAFAqej4C8KlnPvhOuw6ky22ansKjJLlNU9m5+XK7Tc+6q/t10f7DmapbLVaX9mzj+7B+wDAMtbjyMe348QOZplt1egyVYbNbHQsA4EPbDlJ8BAAAFRfFRwBnrEOHDtq7d6+qV6+uX3/9tcT2rXsO6sPvlynAbpMzO1du838FxqiwEDmzj8zUeX6XFvr8x5Vyud1qUqe6Bvdur6BAfkydTEhsDTW6ZKzVMQAAFtl5mOIjAACouPitHsAZ27t3r3bt2nXcbYVFLv3rlRnKyM6TDCk2PFQ2w5DbNNWlebLGDjlXKzbuUI24aDWuU01Dzu6gg85sJSfFy263+fidAADgf9JzCpWZV6gIZrwGAAAVEMXHCuJkPceOtWDFX3ruo+8l09Qdl5+j3u0a+yglcOqcWblKzzrSs1GmdDAjW++Pv045eQWqUy1WhmGoV9v/fYZjI8MUGxlmUVoAAPzTjkO5apZE8REAAFQ8dCuqII72HNu7d+8J2xW5XHry/TnKzs1Xdl6Bnpo2RwWFRT5KCZy62MgwNalT3bPcrVUDJURHqG71OBmGYWEy/9GhQwfVqlVLHTp0sDoKAKCC2pyWZXUEAACA46Lno5/YuGu/Zi1epcjQYBW6/jeTeJHbLdcxE3QAFY3NZujJWwZo3u9/KdBuU8cm9bRt3yHVSoiW3cb3H2VxosfaAQCQpD/3ZOjCVklWxwAAACiB4qMfSM/K0dgXP1Z+YZFMU6pfI06bd6dJkkac31UhDh6xQcUW4gjSBWe10OrNuzX80beUV1CkRrWr6ZlbByk4iM8vAABnavm2dBW63ApkvGQAAFDBUHz0A9v2HlJufqFnOSM7Tx89fINMU4yNB7/ywdxflP/3MAF/7dinn1Zv0tntmlicCgAA/5eVX6RfthxStwbxVkcBAAAohq9G/UBKzXhFhYfI9vf4eF2aJysmgkk54H9CHUEyZBRbBgAA5eOjX3fIzXA8AACggqHnox8IDwnWy2OGau6vfyomIlR9OzW3OhJwyvakOXVpzzbamZauHfsOqV/n5urUtL7VsQAAqDQ2H8jW9+v267xm1ayOAgAA4EHx0U9Ui43UVX06Wx0DOC2vfDpfny5cIUm64aLuGnw2szYDAHC6nE6nVq1aJZfb1KFNqxSRlKzAkHBJ0puLNqttnWjFhzssTgkAAHAEj137iYKiIi1fv12bdx+wOgpwStKzcjyFR0maMvsnHgkDAOAMrFq1Sj169FCv1J766YXRyty92bMtO9+lZ779i39rAQBAhUHPRz9QWOTSXS9+rHXb90mSbh3YW5d0b12i3eHMHK3Zslv1asSpVkKMr2MCxxUYYJfdZpPL7ZYhKTgoUIZx0t0AAMBpWr3LqXeXbNOIrvWsjgIAAOC/PR9fffVVtWrVSpGRkYqMjFSXLl309ddfWx3LK9Zv3+spPErSxz/86vnz3kNObdmdpn2HnLru8Xc0ccosXf/4O1r+13YrogIlhAU7dM9VfRQVHqK4qDA9cPUFMqg+AgDgVTN+26mFf/HEDAAAsJ7f9nysVauWHn/8cTVs2FCmaertt9/WJZdcot9//13Nm1euCVliI8NkGJJpSjbDUEJMhCTp80Ur9dIn8yRJKTUTlJWTJ0lym9LXS1arXaM6lmUGjnV2uyY6u12TU94vMydPv63fpsSYSDWrV8MLyXAsd1GBDHuADMOmgqzDys9IU1i1ejq0fom2//iBAkOj1KD/rQqJrWl1VABAGTw39y/FhAapZa0oq6MAAIAqzG+LjxdddFGx5ccee0yvvvqqlixZUumKj0nx0br3qn764LtfFBsVrjGDz5EkTZ39k6fNpl3Fv9muHhvp04yo2qpXr17sv+UhOzdfNz/9vvYdzpQk3XH52bqwa6tyO35lVpCdrpz9WxVWLVmBocf/WWCabh1YPV8FWYcV36yHti+cpv0rv1NgWLTq9Biqzd+9IdNVpJD42so9uPPItx+GTes/fUptrnvet28IAHBailymHp61RuMvaq4WNSlAAgAAa/ht8fFYLpdLH3/8sbKzs9WlS5dS2+Xn5ys/P9+znJWV5Yt45eKc9k10Tvsm2ncoQ9P/fuw61BGk7LwCmeaRAcWHnN1By9ZtVeM61ZgZGz7166+/nrxRGeXkFWjXgXTtSkv3FB4ladbiVRQfyyB7/1b9MfVuuQpyFRAcrtbXPlusp6LpdkmGTVvmvqndSz+TZGjH4uly5WVLkgpznNo67x2ZLpckKTdth47ZWfkZPMIHAP4kr9Cthz5frXv6NdFZyXFWxwEAAFWQXxcfV61apS5duigvL0/h4eH69NNP1axZs1LbT548WRMnTvRhwvLldpv61yufaN/hDMmU4iLDVDM+Stl5Bbruwm7q26m5rr+ou9UxUQkUFRXJ9XfxyRf2HsqQzTBU6HLpX69+qozsPEWGBnu22wxDSfGRxb48OJbdbldAgF//ODsjaX8u1sav/iPTdCuiZhO5Co9cp6L8HO1bOVf1eo+QaZraPOc17fltlgJDj+39YnoKj0cZNps8Yz1ICk2oq5wD2yRJNbsM9Ml7AgCUn0KXqUmz/9SILvU0oF1Nxl4GAAA+5de/rTdu3FgrVqyQ0+nUjBkzNGLECC1YsKDUAuS4ceM0duxYz/KKFSuUmprqq7gnVJbHVrPz8rXnoNOzfMCZpS8ev0UhjiCv50PVUVRUpLVr1yo3N9dr58jKK9Q+Z45qRIdq0brdWvjnbklS7bhwZf49dmlmbp6a1oxRdn6RYsMc6pESoxUrVhz3eCEhIWrWrFmlLUCe6OeD6Xbpr8+flruoQJKUvmWFp2go062giCO9XDJ3/qk9v34p6UjvxoDgcMk4MueYYbMrJrmdDm1YKntQqBpceId2/TxTuYd2qkbb81WrxxXK3LFWASERCq+e4uV3CwDwBtOUpv60VRv2Z+n2cxooNKhy/psJAAAqHr++6wgKClKDBg0kSe3bt9eyZcv0wgsv6LXXXjtue4fDIYfD4VkODw/3Sc6yKMtjq+EhDjWrV0N/bt0jU1KL5CQFBwWW+RxFLpd+W7ddjqAAtW5Qi2+9cVwul0u5ubkKDAxUUFD5FLbzC4v026a9CrDZVCM2XC9/9bvyi1wKCbQrt/B/PSx3HMzS0U+laUqNasarV8u6Jzx2QUGBcnNz5XK5/Kb4eKo9SxcvXuz58z97f7qLCuV2Ff1vhelWbLOeytr5p6KS2ymmWW/lZmcpPy/nmDZSYHi84lueq8LsdCW26avwpEaqm5clW2CwbPYANanX7pjmNkXXb3PK7xMAUPEs3pimLWlZurdfEyUnVJx7YQAAUHn5x2/qZeR2u0t9LNPXyvux1cycPP28Zosu6tpC3Voky2YYOq9jExUUFJS6T5ozSw+//bW27T2k7i2T5czO1YqNuyRJF3VtoVEX9/C0reqPraKkoKCgMhcfBwwYoLS0NMXHx2vmzJnFtrlNU89/uUzb9h/ptRsXEaJCl1uSlFfoks0w5P67p16g3aamteO1YfchNa0dr96tkxUYYD/p+QsLC0/lrVnKGz1LbQ16y73h+yN/TumlzJo9pZq9dNg0lTbjGZnbl0p2hxRTTzq8VbIHqKBOdx2Mqi9FSRn7c6T9K0o9fmXvWQoAVc3u9Dzd/fFKXdu9vvq3rMEX0gAAwKv89jfJcePG6fzzz1edOnWUmZmpadOmaf78+ZozZ47V0cq9uFBQ5NKLX6/U4ewjhdXUZjV1Xqs6Wrd2zQn3m7l0o7bsSZNpSgtWbiy27auf16hznQjPMsUFnIm0tDTt27fvuNsysvM9hUdJOpiZ+7/ejZK6NqmlVVv3yTAMXdmrpVrUTfR+YAt5o2epmveRO+XIZFuGI0wFW5bI5dwje1QNFW1f+veJC2QrylX4+Q/KCHDIsJet17Q/9iwFAJxcocvUaws269eth3XHOQ0VE8YwPgAAwDv89jfJ/fv36+qrr9aePXsUFRWlVq1aac6cOTrvvPOsjlbuxYW9ew57Co+StGJrmi7t0tSzvGnPYW3Yc0j1q0UrwG7ThwvXqsDlUkxYSLHj2G2G3G5TMqTYiGCFhYVJorgA7woPCVJESJCy8gpkyFBiVKjqJkZrw+6DalYnUYO7N9OVvVpaHdPnTqVnadkOeGRsx5x185T7xxfFJow5wpQhU8ERsad8aH/qWQoAODW/bTusW95frhtTk9WrUQK9IAEAQLnz20rTm2++aXWEkyqvx1ZrxEUVKxzWToj0HPevXQf10uzfPHWG0KAA5RYUyZSUmVOg4L+Xa8dH6sJOjfTt8k0KDLDr8u7NimWjuABvCbDbdOclZ2nO8k0KsBm6oGNDxYSHnHxHeJzo54MkFR7arswVn0mmKePvSWSOFh4D4uqp6OBWyR6kiLYDfBcaAOA3svKL9Oy3f2neuv26KTVFSdH8Ow0AAMqP3xYfK5sTPbYaHR6s0f07at6qrYoMdejizo2151CmDmbmat3ONNkMyW1KNkPKKzxSeJSOPNL6r4FdZTMMxUWEymYzKv0jraiYqseEa8Q5rVVQ6FJggM3qOH7nRD8fTNOt9B9fl5n/94Qy9r9/rBuGJEOR7S+XLTRGhj1Qhp0f+QCA0v2+PV2jpy3XJa2TNLhjbWbEBgAA5YI7Cj/RuFa86leLkd1u6PdNezVl7gpJUmRokKfw6Dal9g1q6LeNeyRJXZrUUrVoZjGE9Ypcbv332+VatXW/YsKDdduFnVQths9muXAVyczPPma5UBEdr5QrO02OpOYKiE6yLhsAv+VyufTxxx9r3rx52r9/vx5++GG1bNlSTqdT33//vbp166Zq1apZHRNeUOQy9cnyXfp+3X4N7VRHfZpVU4CdLw4BAMDpo/joB0zT1IzFazV/1TYFBwUoKtTh2ZaRU6DeLespv7BIKTVi1blxTV3cubEKilyqQXEHFcSKzXu1aut+SVJ6dp5mLdug6/q0tThV5WAEBCm4fmflbTkysYyjTjuF1O9ocSoA/iw9PV39+vXTL7/8ovDwcGVnZ+u2226TJIWHh+v222/X1VdfrUmTJlmcFN6UnlOoV+dv0ucrdmlEl3rqkhLHeJAAAOC0UHz0AzvTMjR/1TZJUn5BkdJNUzbDkPvvMd06NkpS3cRoT/v4yFArYgKlMotNfFJyGWcmosNgBdftIJmmAhNTZLrdkiEZhk35e9epcP8GBSY0kM0RpsxfP5LpKlR464vlSGpudXQAFdB9992nNWvWaM6cOWrbtq0SE/83ZIvdbtegQYM0e/Zsio9VxO70PE3+ep0aVYvQNd3qqUXNKKsjAQAAP0Px0Q+Y//hzZIhDSXER2peerdQWdYsVHoGKqE1KdTVZv0vrdqYpIsSh/h0bHrddfmGR3vpuhf7adVCNasbp2vPayBHIj6mTMQybghIbSJJyN/2kzN9nSoZNoQ17Kmfd90fGf1z3g4ygUJkFuZJMOX+aqvhLHpEtMNja8AAqnM8++0y33XabzjvvPB08eLDE9kaNGmnq1Km+DwZL/bUvU+NmrlLn+rG6tnt9JqUBAABlxm/1fqB2fKR6NK+jH9dslyPQritSW6hJrXirYwFlFmi369YLOyonv1DBQQGy2/43dtT6nWma/uMaSVJy9Rit2bZfpqQ12/Zr/qqt6tuugUWp/Y+7ME+Zyz+RTLckl3LWzztSeDRNSYan8HikcZHMwjyJ4iOAf3A6napfv36p2wsLC1VUVOTDRKhIlm45pN+2H9ZlbWtqcIfaCg60Wx0JAABUcBQf/YBhGLqiZwtdelYTBdptsjPoN/zMht0H9fmS9bLbbRrQpYl+Wb9La3ccUKOacfp1wx7l/z1Le1pGjqdWZhhSXgG/3JaVabplmq6/C4/FNkiGTTLdCqrZSgW7/pAkOWq3lS2ER+cAlJSSkqLly5eXuv3bb79Vs2bNfJgIFU2Ry9THv+7UjxvSdPvZDdWyFv+eAACA0lF89CPBQfzvgv8pKHLp1dm/qqDQJRnSi1/+oty/i4r7nTnF2rrcpiJDHMrIzVd4iEPdm9e1IrLfydv2mzJ+nS6ZpoJqtVbBzpWSDEW0GyjDEa7CfX8pMDFFwbXbqvDwLsldqIDYOkwcAOC4rr/+et17773q1auXzjnnHElHvgjNz8/Xww8/rG+++Uavv/66xSlREex15umBz1bp8va1dGXnurLb+HcFAACURDXLzxS53JqxeK027D6oZnUSddlZTWTjRg8VWG5+ofILXUcWTCm3oMgzYZLNMJQUG66dBzMlST1b1NVlXZooLSNH8ZGhCgrgUa6TMd0uZSz7UHIfKegW7FqluAsnyAh0eMZzDK7VytM+MKamJTkB+I877rhDa9as0dChQxUdHS1JuvLKK3Xw4EEVFRVp1KhRuu6666wNiQrDNKWPft2p9fsydW+/JooIDrQ6EgAAqGAoPvqZ+au2atGa7TIl7T28RYlRYerRvI7VsYBSRYY61Kpeov7Yul+S1L5BDa3etl/5hS4F2G0afnYrmTryrHWt+EgZhqGk2AiLU/sR0yz+qLVpyggMli3QYV0mAH7NMAy98cYbGjFihGbMmKENGzbI7XYrJSVFgwcPVs+ePa2OiApo5Q6n7pnxhyZc3FzVIhlPGAAA/A/FRz9zKCtXhmHINE3ZDOlwVq7VkQDFx8cX+++xDMPQ9X3b6a9dBxVgt6lBjVhl5BZo5wGnasVHKiqMX1DOhGEPUHjrS5S14jNJpsJaXUjhEUC56N69u7p37251DPiRnYdzdffHKzX+ouZqkBhudRwAAFBBUHz0E0Uut7bsO6yGNWL105875C4yFRhgV6dGPEIJ682cOfOE2+02m5rWTvAsR4U6FFU30duxqozQRj0VXK+jJFO2oFCr4wDwc1u2bNHq1at10UUXHXf7l19+qZYtW6pevXq+DQa/kJ5TqHEz/9DdfRqrc3Kc1XEAAEAFQPHRD7hcbj3/+RJt2ZcuSbq4cyPVjItU7YQoRYU6tD89W/lFLtWKi2ACCaCKsgWFyDTdyt+1Su7CPDlqtlL+tl+Vu/UXBURWV3jbyzxjQALAidx9993KyMgotfj48ssvKzo6Wh9++KGPk8Ff5BW69ehXf+rKznU0pENtxicHAKCKo/joB7buT/cUHiVp0ZodemR4b0nS3BWb9enP6yQdGUvvmnPbUIBEhbN572F9sXS9Auw2DejalDEdT9GJHms/VubvM5W3cbEkKSf8W7my0iRJRYd3yLAHKqL9IO8GBVAp/Pzzz7rzzjtL3X7OOefo+eef91kelGSa5gmXK4ppS7dr7e4M3dWnkaJDg6yOAwAALGKzOgCOiI+PV7Vq1Y5bXIgI/d/4bYYhRYf/b3n2rxs8f/5t4x6lZeR4NyhwigqKXHp51jJt3H1I63am6dWvfrU6kt+ZOXOmFi5ceNLH2/O3LvP8+WjhUZJkmirKPOCteAAqmcOHDysiovQvicLDw3Xw4EEfJsJR6enpeuGFF3TFFVcUW7/87QnaPP9jFeZkWpSsdCt2pOu2D37X8u2HrY4CAAAsQvGxgjhRcSExKkzDerdSQlSoUqrH6uqzW8s0TblcboU5gnS0n6PNMBQSFOjb4MBJ5OQXKq+wSKaOTMx8OCtXbnfF7KHh7+yR1Y98QyFDsgXKcPxvsP+QlC7WBQPgV+rUqaPFixeXuv3HH39UrVq1fJgIkjRnzhzVqlVLY8aM0e7du4tty3emae3MFzX3oYHa/+dSixKWLj2nUBO+WKP3l27jHgAAgCqIx679RJcmtdSlyZEb/e0HnLr/nR+UkZOvNvWrKSjQrvzCIl16VhOFh/BICyqWqFCHmtVJ0NrtR3redW3G2E/eYBblK7LTVcpe+63MwjyFNT1H9ogEFezfIHtEogKjmZwKQNkMHTpUjzzyiDp16qRbb71VNtuR76pdLpdeeuklTZ8+XQ888IDFKauWOXPmqH///jJN8wSPWJtyFeZp2f/do443PanEpp19mvFkTFP68Jcd2nIgW//q11iOALvVkQAAgI9QfPQTuw9l6qe1OxQRGqRVW/crMzdfkrRiyz6NueQsNUiKtTghcHyGYeimfu21dscBBdhtalzrxOMW4tTlblyszN9nSqap8DaXKrRRT8+24NptLUwGwB+NGzdOixYt0p133qnHHntMjRs3liStX79eBw4cUK9evSg++lB6eroGDhwo0zTldrtP3Ng0ZRrSb28+qHMf/kSBoRVvjOWlWw7p0Vl/asLFzWXny0gAAKoEHrv2A1m5BXpm5s9asHqbvlz6l/anZ0vHfOntOtmNKGAxu92mlvWqqWntBNmYEKlcma6ivwuPbkmmslZ8JrMo3+pYAPyYw+HQt99+qzfffFOdOnVSWlqa0tLS1KlTJ7311luaO3euHA7HyQ+EcvH2228rJyfn5IXHo0xTroI87Vw2x7vBzsCKHemavmyH1TEAAICP0PPRD+w5nKm8wiLPsmEYfz9q7VLb5OpqmBRnYToAljKMIy/zmGVR4AVwZmw2m6655hpdc801Vkep0kzT1Isvvnha+25ZMEP1eg6UUUG/9PtsxS4Nal9LQQH0hQAAoLKj+OgHasZFKswRqJyCQpmm1KpeNQ3u0Ux5BUXFZsIGUPUYNrsi2g9W5m8fSaapiHYDZQQw9isAVAYHDx7Upk2bTmNPUzlpu1SYk6GgsKhyz1UecgtcOpxToGqRwVZHAQAAXkbx0Q+EOgL1r4FdtWTdTkWEOtS9WR0F2G0KZKBuAJJC6ndScN32kmnKsPNjHcCZmzNnjt58801t3rxZhw8fLjHJiWEYp1kUw6nIyso6o/2L8nIqbPHRZkjRoYFWxwAAAD7Ab6l+IiEqTBd1bmx1DOC0ud2mZIgxH73EsPFlBIDy8dRTT+m+++5TtWrV1KlTJ7Vs2dLqSFVWeHj4Ge0fEBxaTknKX/u6scx4DQBAFUHxEYDXLVi9VZ8s/lN2m03Dz26ldik1rI4EACjFCy+8oLPPPluzZ89WYCA906wUFxenlJQUbd68uUTv0xMzFBqfpMDQSK9lO1MD2tW0OgIAAPARRngG4FU5+YX6+Me1crlNFRS59O4Pf5ziL1AAAF86fPiwBg0aROGxAjAMQ7fddttp7Vs/dVCFnWymY71YtahZMR8HBwAA5Y/iIwCvcpumzBMsAwAqlk6dOmn9+vVWx8DfRowYodDQUNlsZbxtNwzZg4JVq2Nf7wY7TXaboet61Lc6BgAA8CGKjwC8Kjw4SBd1aiTpyHiPg7s3Z9xHAKjAXnnlFc2cOVPTpk2zLMNjjz2mrl27KjQ0VNHR0ZblqAiio6P1ySefyDCMkxcgDUOGDHW47lEFhkb4JuApGtiupmpGh1gdAwAA+JDfjvk4efJkzZw5U+vWrVNISIi6du2qJ554Qo0bMykLUNH0a99APVvUlc0wFBzktz92AKBKGDJkiIqKijR8+HDdfPPNqlWrluz24hODGIahlStXei1DQUGBLr/8cnXp0kVvvvmm187jL/r27auvvvpKAwcOVE5OTinDlxiyBwarw3WPKqFpJ59nLItaMSEa0rGO1TEAAICP+W0VYMGCBRo9erQ6duyooqIi3X///erTp4/Wrl2rsLAwq+MB+IdQB2OHAYA/iI2NVVxcnBo2bGhZhokTJ0qSpk6dWuZ98vPzlZ+f71nOyMgo71iW6tu3r3bu3Kl33nlHTzzxhHbv3u3Z5oiKV4Nzr1KtTv0UGHJmM2R7i91m6K4+jRQUwINXAABUNX5bfPzmm2+KLU+dOlWJiYn67bff1LNnT4tSAQAA+Lf58+dbHeG0TJ482VO0rKyio6N1++23q23btsXud9uNmKC4Bq0tTHZyo3omq0FixXwUHAAAeFel+erR6XRKOvJtfWny8/OVkZHheWVlZfkqHgAAALxo3LhxcjqdnteOHTusjuQ1/5zFuqLOan3UwHY1dX7LGlbHAAAAFqkUxUe3260777xT3bp1U4sWLUptN3nyZEVFRXleqampPkwJAADgHzIyMvT444+rb9++atu2rX755RdJ0qFDh/Tss89q48aNp3zM++67T4ZhnPC1bt26087scDgUGRlZ7AXrDe5QSyO61rM6BgAAsJDfPnZ9rNGjR2v16tVatGjRCduNGzdOY8eO9SyvWLGCAiQAAMAxdu7cqdTUVO3YsUMNGzbUunXrPE+LxMbG6rXXXtO2bdv0wgsvnNJx77rrLo0cOfKEbZKTk083NiqYkEC7bu6Vot5NEq2OAgAALOb3xcdbb71Vs2bN0sKFC1WrVq0TtnU4HHI4HJ7l8PCKOSA3AACAVf71r38pMzNTK1asUGJiohITixePLr30Us2aNeuUj5uQkKCEhITyiokKrHXtKN3au6GqRwVbHQUAAFQAflt8NE1Tt912mz799FPNnz9f9evXtzqST+zfv18HDhwo12MWFhYqNzdXpmkqKCioXI/tDQUFBVq/fr1CQkIUGFi+MygnJCSU+CUL5YfPL59fABXft99+qzFjxqhZs2Y6ePBgie3JycleH09x+/btOnTokLZv3y6Xy6UVK1ZIkho0aMCXxxVY9ahgXdOtnrokx1X4cSgBAIDv+G3xcfTo0Zo2bZo+//xzRUREaO/evZKkqKgohYSElOkYNWrU0Pjx41WjRvkOgO1wONS5c+dyPaZ0ZMKcG2+8UQsWLCj3Y+OI1NRUzZkzp1gP2aqGz6//4vMLoDzk5uaesIdiZmam1zM89NBDevvttz3Lbdu2lSTNmzdPvXr18vr5cWpiwoI0tGNtndesmgLslWJIeQAAUI4M0zRNq0OcjtK+TZ0yZcpJxxPyVxkZGYqKitKCBQv41t8LsrKylJqaKqfTySD1XsDn17v4/AIoLx06dFDjxo31/vvv6+DBg0pISNDcuXN19tlnS5K6d+8uu91e4b9MOvrvTmX8ubho0SL16NHDs9z1jpcVm9LK5zkiggM0qH0tXdCyhoID7T4/PwAA8A9+2/PRT2um5aJNmzaV7ia6IsjIyLA6QpXA59c7+PwCKC933nmnRowYoVatWunyyy+XJLndbm3cuFETJ07Uzz//rE8++cTilLBSoN3QJW1qalD7Wgpz+O2vEwAAwEe4WwAAAIDHsGHDtG3bNv373//WAw88IEnq16+fTNOUzWbTpEmTdOmll1obEpZpXzdGN/dKUbVIJpMBAABlQ/ERAAAAxTzwwAMaPny4PvnkE23cuFFut1spKSkaMGCAkpOTrY4HC4QG2XVzrxSlNkpgMhkAAHBKKD76EYfDofHjxzOZhJdwfb2L6+tdXF8A5SEnJ0c9evTQDTfcoJtuukljxoyxOhIqgIbVwnVvvyb0dgQAAKfFbyecAQAAQPmLjY3V5MmTNWrUKKujnBEmnCkffZtX0409UxQUwCzWAADg9HAXAQAAAI9+/fppzpw5VseAxQLshkb3TtGtZzek8AgAAM4IdxIAAADwePDBB/XXX39p+PDhWrRokXbt2qVDhw6VeKHySooO1tOXt1a/FjWsjgIAACoBxnwEAACAR/PmzSVJa9eu1bRp00pt53K5fBUJPmIY0kWtkjS8S10FB9qtjgMAACoJio8VwIQJEzRx4kRZPfzm0RwHDhxQfHy8pVnK08iRIzV//nxt3brV8hwzZsxQVlaWpTkAADiRhx56iNmMq6DkhDDd0quBGlePsDoKAACoZKr8Y9cfffSRDMPQp59+WmJb69atZRiG5s2bV2JbnTp11LVr1xMee+TIkTIMw/OKjIxU69at9cwzzyg/P7/c3oO/mDp1qudaLFq0qMR20zRVu3ZtGYahCy+88KTH69WrV7HrGxsbq44dO+qtt96S2+32xluoFHz5mQ8PD1dycrIGDRqkTz75pEr9f/Hm591msykyMlKNGzfW8OHD9d1333njLQCooiZMmKDx48ef9IXKISI4QDf3StFzg9tQeAQAAF5R5YuP3bt3l6QSxYGMjAytXr1aAQEBWrx4cbFtO3bs0I4dOzz7nojD4dC7776rd999V5MmTVJsbKzuvvtujRgxovzehJ8JDg4+7mNcCxYs0M6dO+VwOMp8rFq1anmu74MPPqiioiJdd911uv/++8szcqXiy8/8c889pyuvvFIbNmzQoEGDdM455ygjI6P83owf8Mbn/Z133tFTTz2liy++WD/99JP69OmjIUOGqLCwsDyjA4Akyel08oh1JWQzpP6taui14e11Qcsastno7QoAALyjyhcfk5KSVL9+/RKFmJ9//lmmaeryyy8vse3oclkKMQEBARo2bJiGDRumW2+9Vd9//706dOig6dOna/fu3eX3RvzIBRdcoI8//lhFRUXF1k+bNk3t27dX9erVy3ysqKgoz/UdM2aMFi9erFq1aumll16iEFMKX37mb7jhBj366KNauXKlJk+erPnz5+uGG2444f6maSo3N/cU31XF5a3P+6hRo/TUU0/pr7/+0i233KKPPvpI//73v0+4v9vtVl5e3mm9DwBVy6+//qp+/fopNDRUcXFxWrBggSQpLS1Nl1xyiebPn29tQJyRxtUj9NyQNropNUURwYFWxwEAAJVclS8+SkcKKr///nuxgsfixYvVvHlznX/++VqyZEmxx0UXL14swzDUrVu3Uz6XzWZTr169JOmEYxBOmTJFZ599thITE+VwONSsWTO9+uqrx2379ddfKzU1VREREYqMjFTHjh1L9LRaunSp+vXrp6ioKIWGhio1NbVE77aj0tLSNHjwYEVGRiouLk533HFHiYJFUVGRHnnkEaWkpMjhcKhevXq6//77y/Q4+dChQ3Xw4MFij4oWFBRoxowZuvLKK0+6/4mEhobqrLPOUnZ2tg4cOFBqu6efflpdu3ZVXFycQkJC1L59e82YMeO4bd977z116tRJoaGhiomJUc+ePfXtt98Wa/P111+rR48eCgsLU0REhPr37681a9Yc93ibN29W3759FRYWpqSkJD388MMlxvvMzs7WXXfdpdq1a8vhcKhx48Z6+umny21cUF9+5o+677771KdPH3388cf666+/POvr1aunCy+8UHPmzFGHDh0UEhKi1157TVu3bpVhGJo6dWqJYxmGoQkTJhRbN3/+fHXo0EHBwcFKSUnRa6+9pgkTJlg+bpk3P++SZLfb9Z///EfNmjXTSy+9JKfT6dlmGIZuvfVWvf/++2revLkcDoe++eYbzZ8/X4ZhlCgelHbNP/74YzVr1kzBwcFq0aKFPv30U40cOVL16tU74/wAKp6ffvpJ3bt314YNGzRs2LBi/x7Ex8fL6XTqtddeszAhTpcjwKZRqcl6cmArJSeEWx0HAABUERQfdaQQU1hYqKVLl3rWLV68WF27dlXXrl3ldDq1evXqYtuaNGmiuLi40zrfpk2bJOmE+7/66quqW7eu7r//fj3zzDOqXbu2brnlFr388svF2k2dOlX9+/fXoUOHNG7cOD3++ONq06aNvvnmG0+bH374QT179lRGRobGjx+vSZMmKT09XWeffbZ++eWXEucePHiw8vLyNHnyZF1wwQX6z3/+oxtvvLFYm+uvv14PPfSQ2rVrp+eee06pqamaPHmyrrjiipO+/3r16qlLly764IMPPOu+/vprOZ3OMu1/Mps3b5bdbld0dHSpbV544QW1bdtWDz/8sCZNmqSAgABdfvnl+uqrr4q1mzhxooYPH67AwEA9/PDDmjhxomrXrq0ffvjB0+bdd99V//79FR4erieeeEIPPvig1q5dq+7du5coMLtcLvXr10/VqlXTk08+qfbt25cYO8s0TV188cV67rnn1K9fPz377LNq3Lix/vWvf2ns2LFnfH0k33/mjxo+fLhM0ywxRuH69es1dOhQnXfeeXrhhRfUpk2bUzru77//rn79+ungwYOaOHGirrvuOj388MP67LPPzihvefD25106UoAcOnSocnJySvRa/eGHHzRmzBgNGTJEL7zwwikXDL/66isNGTJEgYGBmjx5sgYMGKDrrrtOv/32W7lkB1Dx3H///WratKnWrl2rSZMmldjeu3fvYv9+wD8kJ4Tp+Sva6MJWSTxiDQAAfMuEuWbNGlOS+cgjj5imaZqFhYVmWFiY+fbbb5umaZrVqlUzX375ZdM0TTMjI8O02+3mDTfccNLjjhgxwgwLCzMPHDhgHjhwwNy4caM5adIk0zAMs1WrVp5248ePN//5vyInJ6fE8fr27WsmJyd7ltPT082IiAizc+fOZm5ubrG2brfb89+GDRuaffv29aw7evz69eub5513XokcF198cbFj3XLLLaYkc+XKlaZpmuaKFStMSeb1119frN3dd99tSjJ/+OGH416PKVOmmJLMZcuWmS+99JIZERHheZ+XX3652bt3b9M0TbNu3bpm//79j3uMY6WmpppNmjTxXN8///zTvP32201J5kUXXeRpN2LECLNu3brF9v3n9S0oKDBbtGhhnn322Z51GzZsMG02m3nZZZeZLperWPuj1zIzM9OMjo4u8XnYu3evGRUVVWz9iBEjTEnmbbfdVuw4/fv3N4OCgswDBw6Ypmman332mSnJfPTRR4sdc9CgQaZhGObGjRtPem1Oxtuf+dL8/vvvpiRzzJgxnnV169Y1JZnffPNNsbZbtmwxJZlTpkwpcRxJ5vjx4z3LF110kRkaGmru2rXLs27Dhg1mQEBAib9bvuKNz3vz5s1L3f7pp5+akswXXnjBs06SabPZzDVr1hRrO2/ePFOSOW/evGLrj3fNW7ZsadaqVcvMzMz0rJs/f74pqcTfKwCVQ2hoqOdnSVpammkYhvn99997tr/xxhtmSEiIVfHKzOl0mpJMp9NpdZRy9+OPP5qSPK+ud7xsXvifH0t9PfnNn2ZeYZHVsQEAQBVFz0dJTZs2VVxcnKfH0MqVK5Wdne2Z2bdr166eR5R//vlnuVyuMo19Jx15fDYhIUEJCQlq0KCB7r//fnXp0uW4Mw0fKyQkxPNnp9OptLQ0paamavPmzZ7HKr/77jtlZmbqvvvuU3BwcLH9jz5qumLFCm3YsEFXXnmlDh48qLS0NKWlpSk7O1vnnHOOFi5cWGIG4tGjRxdbvu222yRJs2fPLvbff/bCu+uuuySpRO/B4xk8eLByc3M1a9YsZWZmatasWaf1COq6des817dp06Z68cUX1b9/f7311lsn3O/Y63v48GE5nU716NFDy5cv96z/7LPP5Ha79dBDD8lmK/5X5ej1/e6775Senq6hQ4d6rm1aWprsdrs6d+583Fmjb7311mLHufXWW1VQUKC5c+dKOnJ97Xa7br/99mL73XXXXTJNU19//XUZr07pvPmZP5Hw8COPeGVmZhZbX79+ffXt2/e0julyuTR37lxdeumlSkpK8qxv0KCBzj///NMPW47K6/N+IqVd29TUVDVr1uy0jrl7926tWrVKV199tef4R4/ZsmXL0w8LoEILDAwscW9wrF27dhX7mYCK7ZI2Sbq7T2M5AuxWRwEAAFVUgNUBKgLDMNS1a1dPIW7x4sVKTExUgwYNJB0pxLz00kuS5CnIlLUQExwcrC+//FLSkVmA69evr1q1ap10v8WLF2v8+PH6+eeflZOTU2yb0+lUVFSU5/HtFi1alHqcDRs2SNIJZ9d2Op2KiYnxLDds2LDY9pSUFNlsNs8jxNu2bZPNZvNcn6OqV6+u6Ohobdu27aTvLyEhQeeee66mTZumnJwcuVwuDRo06KT7/VO9evX0xhtvyDAMBQcHq2HDhkpMTDzpfrNmzdKjjz6qFStWFBun8tjxATdt2iSbzXbCws3R63v22Wcfd3tkZGSxZZvNpuTk5GLrGjVqJEnFrm9SUpIiIiKKtWvatKln+5ny5mf+RLKysiSpxHurX7/+aR9z//79ys3NLfF5lHTcdVYor8/7iXjj2h79rJV2bY8t1gOoPM466yzNmDFDd955Z4lt2dnZmjJlilJTU30fDKesf6sauq57fcvHPwYAAFUbxce/de/eXV9++aVWrVrlGfvuqK5du+pf//qXdu3apUWLFikpKalEAak0drtd55577ill2bRpk8455xw1adJEzz77rGrXrq2goCDNnj1bzz333Al7I/zT0bZPPfVUqePonaz3Qmk3rGd6I3vllVfqhhtu0N69e3X++eefcIzG0oSFhZ3y9f3xxx918cUXq2fPnnrllVdUo0YNBQYGasqUKSUm6jmZo9f33XffPe6sxQEBFfevmLc+8ydydBzJfxazju2JelRpny+Xy3XGOaxQHp/3E6nK1xZA+Zo4caJSU1PVv39/DR06VNKRHvKbN2/W008/rQMHDujBBx+0OCVOpnXtKN3YI5nCIwAAsFzFrYz42NFeXYsWLdLixYuLfdvfvn17ORwOzZ8/X0uXLtUFF1zg1Sxffvml8vPz9cUXX6hOnTqe9f98hDclJUXSkaJDaT28jraJjIwsc5Fuw4YNxXpLbdy4UW632zNRRd26deV2u7VhwwZPbzxJ2rdvn9LT01W3bt0yneeyyy7TqFGjtGTJEk2fPr1M+5SHTz75RMHBwZozZ44cDodn/ZQpU4q1S0lJkdvt1tq1a0st3B69vomJiWW6vm63W5s3b/b0dpTkmfn52Os7d+5cZWZmFuvFtm7dOs/28mDFZ/7dd9+VYRg677zzTtr2aG/c9PT0Yuv/2fMzMTFRwcHB2rhxY4ljHG+dVbz5eXe5XJo2bZpCQ0PL1EO1rNf26Getol9bAOWrc+fOmj17tm6++WZdffXVkv43tEpKSopmz56tVq1aWRmxymvZsqV+/PFHudym7p+5ShFJxb8gDAmya8y5jZhYBgAAVAiM+fi3Dh06KDg4WO+//7527dpVrBeYw+FQu3bt9PLLLys7O7tcHj89Ebv9yJg8pml61jmdzhLFsT59+igiIkKTJ09WXl5esW1H923fvr1SUlL09NNPex7LPNaBAwdKrPvnjNovvviiJHnGzztaiHr++eeLtXv22WclSf379z/xG/xbeHi4Xn31VU2YMEEXXXRRmfYpD3a7XYZhFOvltXXr1hIzI1966aWy2Wx6+OGHS/Q2PXp9+/btq8jISE2aNEmFhYUlznW863v0ceajx3nppZcUGBioc845R9KR6+tyuYq1k6TnnntOhmGU2ziGvv7MP/744/r22281ZMiQEo/2H09kZKTi4+O1cOHCYutfeeWVYstHexd/9tln2r17t2f9xo0by2V8zPLirc+7y+XS7bffrj///FO33357iUf9j6du3bqy2+0nvbZJSUlq0aKF3nnnnWI/PxYsWKBVq1aVzxsAYLmMjIwSPZ/PPvtsrV+/XsuXL9f06dP1wQcf6JdfftFff/3FI9cVQFRUlLp3767u3bsrNqWVAkOKP8UytFNtxYU7StkbAADAt+j5+LegoCB17NhRP/74oxwOh9q3b19se9euXfXMM89IKp+x706kT58+CgoK0kUXXaRRo0YpKytLb7zxhhITE7Vnzx5Pu8jISD333HO6/vrr1bFjR1155ZWKiYnRypUrlZOTo7fffls2m03//e9/df7556t58+a65pprVLNmTe3atUvz5s1TZGSkZ0zKo7Zs2aKLL75Y/fr1088//6z33ntPV155pVq3bi1Jat26tUaMGKHXX39d6enpSk1N1S+//KK3335bl156qXr37l3m93qisSi9pX///nr22WfVr18/XXnlldq/f79efvllNWjQQH/88YenXYMGDfTAAw/okUceUY8ePTRgwAA5HA4tW7ZMSUlJmjx5siIjI/Xqq69q+PDhateuna644golJCRo+/bt+uqrr9StW7diRcTg4GB98803GjFihDp37qyvv/5aX331le6//34lJCRIki666CL17t1bDzzwgLZu3arWrVvr22+/1eeff64777zT09vyTHnrM19UVKT33ntPkpSXl6dt27bpiy++0B9//KHevXvr9ddfL/Oxrr/+ej3++OO6/vrr1aFDBy1cuNDTU/RYEyZM0Lfffqtu3brp5ptv9hRvW7RooRUrVpT5fN52pp93p9PpubY5OTnauHGjZs6cqU2bNumKK67QI488UqbjREVF6fLLL9eLL74owzCUkpKiWbNmaf/+/SXaTpo0SZdccom6deuma665RocPH/Zc2+N9oQHA/8TExOjdd9/1TIR17bXXatSoUercubPatGlTau9/VExRIYE6v0UNq2MAAAD8j6VzbVcw48aNMyWZXbt2LbFt5syZpiQzIiLCLCoqKtPxRowYYYaFhZ203fjx481//q/44osvzFatWpnBwcFmvXr1zCeeeMJ86623TEnmli1bSrTt2rWrGRISYkZGRpqdOnUyP/jgg2Jtfv/9d3PAgAFmXFyc6XA4zLp165qDBw82v//++xI51q5daw4aNMiMiIgwY2JizFtvvdXMzc0tdrzCwkJz4sSJZv369c3AwECzdu3a5rhx48y8vLxS3+eUKVNMSeayZctOeD3q1q1r9u/f/4RtTNM0U1NTzebNm5+03YgRI8y6desWW/fmm2+aDRs2NB0Oh9mkSRNzypQpx/3/YJqm+dZbb5lt27Y1HQ6HGRMTY6ampprfffddsTbz5s0z+/bta0ZFRZnBwcFmSkqKOXLkSPPXX38tliMsLMzctGmT2adPHzM0NNSsVq2aOX78eNPlchU7XmZmpjlmzBgzKSnJDAwMNBs2bGg+9dRTptvtPun7PRXe+MxL8rxCQ0PNevXqmQMHDjRnzJhR4n2a5on/f+fk5JjXXXedGRUVZUZERJiDBw829+/fb0oyx48fX6zt999/b7Zt29YMCgoyU1JSzP/+97/mXXfdZQYHB5cpe3nzxuf92GsbHh5uNmzY0Bw2bJj57bffHncfSebo0aOPu+3AgQPmwIEDzdDQUDMmJsYcNWqUuXr1alOSOWXKlGJtP/zwQ7NJkyamw+EwW7RoYX7xxRfmwIEDzSZNmpw0N4CKLzg42Hzrrbc8y4ZhmO+//76FicqH0+k0JZlOp9PqKF5T5HKbF/7nx2Kv95ZstToWAABAMYZpHvNsLwBUIpdeeqnWrFnjmZUc5adNmzZKSEjQd999Z3UUAGeobdu2Cg0N1aOPPqqoqCh16NBBjz76qPr163fC/dq1a+ejhKcnIyNDUVFRcjqdZRqSwh+53KYufXmxZ9lmSG+O7Kh4HrkGAAAVCI9dA6gUcnNzi83svGHDBs2ePduSR/srk8LCQhmGUWzm9vnz52vlypV69NFHLUwGoLxMnjxZQ4YM8UycZhiGHnzwwVJntDZNs8TYyagYOtWPpfAIAAAqHIqPACqF5ORkjRw5UsnJydq2bZteffVVBQUF6Z577rE6ml/btWuXzj33XA0bNkxJSUlat26d/u///k/Vq1fXTTfdZHU8AOWgX79+2rJli5YtW6Z9+/Zp5MiRuvHGG9WlSxero+EU9WtR3eoIAAAAJVB8BFAp9OvXTx988IH27t0rh8OhLl26aNKkSWWaWRuli4mJUfv27fXf//5XBw4cUFhYmPr376/HH39ccXFxVscDUA7++OMP1a1bV3379pUkTZkyRZdffrnOOecci5PhVMSFB6lt7RirYwAAAJRA8RFApTBlyhSrI1RKUVFRmj59utUxAHhR27Zti812Df/Uq1GCbDbD6hgAAAAl2KwOAAAAAOuEhIQoJyfHs7xgwQLt27fPwkQ4HT0aJVgdAQAA4Ljo+QgAAFCFtW7dWs8++6zsdruioqIkScuWLVNwcPAJ9xswYIAv4qEMEiIcSo4PszoGAADAcRmmaZpWh/B3Tz75pN566y2tXbtWNpt/dya97777NG/ePC1dutTqKB5cX+/i+noX1xdARffrr79q0KBB2r59u6Qjs12f7PbQH2a7zsjIUFRUlJxOpyIjI62O4xUut6lLX16svs2r6dazGeMYAABUTP79m3AFkJGRoSeeeEL33nuvp7BgGIYMw9AzzzxTov3UqVNlGIZ+/fXXMz73zJkzNWTIECUnJys0NFSNGzfWXXfdpfT09OO2/+KLL9SuXTsFBwerTp06Gj9+vIqKioq1ufPOO7Vy5Up98cUXZ5yvPHB9vYvr611cXwD+oEOHDtq4caP+/PNPzZ8/X6Zp6oEHHtC8efNKff3www9Wx8YxmidFWR0BAACgdCbOyHPPPWdGRkaaubm5nnWSTElmtWrVzOzs7GLtp0yZYkoyly1bdsbnjouLM1u2bGk++OCD5htvvGHefvvtZlBQkNmkSRMzJyenWNvZs2ebhmGYvXv3Nl9//XXztttuM202m3nTTTeVOO7gwYPNHj16nHG+8sD19S6ur3dxfQH4o5EjR5pLliyxOsYZczqdpiTT6XRaHcVrilxu88L//GjuPJxz8sYAAAAWofh4hlq1amUOGzas2DpJZps2bUxJ5jPPPFNsW3kWF+bNm1di3dtvv21KMt94441i65s1a2a2bt3aLCws9Kx74IEHTMMwzD///LNY2xkzZpiGYZibNm0644xniuvrXVxf7+L6AoB1qkrx8bKXF5kul9vqKAAAAKXiseszsGXLFv3xxx8699xzS2zr1q2bzj77bD355JPKzc31yvl79epVYt1ll10mSfrzzz8969auXau1a9fqxhtvVEDA/+YYuuWWW2SapmbMmFHsGEffz+eff+6F1GXH9fUurq93cX0B+IuHH35YjzzyiNxut2f5ZK9HHnnE4tQ4Kik6RDabYXUMAACAUjHb9Rn46aefJEnt2rU77vYJEyaoZ8+eevXVVzV27NhSj5Ofn6/MzMwynTM+Pv6E2/fu3Vui3e+//y7pyJhOx0pKSlKtWrU824+KiopSSkqKFi9erDFjxpQplzdwfb2L6+tdXF8A/mLChAkyDEP33nuvgoKCNGHChJPuYxiGHnzwQe+Hw0lVizzxrOQAAABWo/h4BtatWydJql+//nG39+jRQ71799ZTTz2lm2++WSEhIcdt98EHH+iaa64p0znNk8w++cQTT8hut2vQoEGedXv27JEk1ahRo0T7GjVqaPfu3SXWJycna+3atWXK5C1cX+/i+noX1xeAvzja47G0ZVRssWFBVkcAAAA4IYqPZ+DgwYMKCAhQeHh4qW0mTJig1NRU/d///V+pvYT69u2r77777ozzTJs2TW+++abuueceNWzY0LP+6GOdDoejxD7BwcHKyMgosT4mJqZEjydf4/p6F9fXu7i+AABfoPgIAAAqOoqPXtazZ0/17t1bTz75pG666abjtqlRo8Zxex2dih9//FHXXXed+vbtq8cee6zYtqM9qvLz80vsl5eXd9weV6ZpyjAq/vhBXF/v4vp6F9cXQEX1559/atOmTcrMzFRERIQaNGigJk2aWB0LxxETGmh1BAAAgBOi+HgG4uLiVFRU5LkxL8348ePVq1cvvfbaa4qOji6xPTc3V06ns0znrF69eol1K1eu1MUXX6wWLVpoxowZxSaNkP73OOWePXtUu3btYtv27NmjTp06lTjm4cOHTzp+nLdxfb2L6+tdXF8A/ui1117TY489pl27dpXYVqdOHT3wwAO6/vrrLUiG0kQGU3wEAAAVG7Ndn4GjPQC2bNlywnapqanq1auXnnjiiePObDt9+nRP76aTvf5p06ZN6tevnxITEzV79uzjPuLZpk0bSdKvv/5abP3u3bu1c+dOz/ZjbdmyRU2bNj3h+/I2rq93cX29i+sLwN/cfffduvnmm5WTk6Nrr71Wzz77rF5//XU9++yzuuaaa5SZmalRo0bp3nvvtToqjhEZQvERAABUbPR8PANdunSRdOSX9latWp2w7YQJE9SrVy+9/vrrJbad7phue/fuVZ8+fWSz2TRnzhwlJCQct13z5s3VpEkTvf766xo1apTsdrsk6dVXX5VhGMUmn5Akp9OpTZs26eabbz7lTOWJ6+tdXF/v4voC8Ce//PKLnn32WV122WV65513FBYWVqLNCy+8oGHDhunpp5/W5Zdfrg4dOliQFP8U5uB2HgAAVGzcrZyB5ORktWjRQnPnztW11157wrapqalKTU3VggULSmw73THd+vXrp82bN+uee+7RokWLtGjRIs+2atWq6bzzzvMsP/XUU7r44ovVp08fXXHFFVq9erVeeuklXX/99SV6MM2dO1emaeqSSy455UzlievrXVxf7+L6AvAnb775pmrUqKFp06YddwIqSQoLC9MHH3yg5ORkvfnmmxQfK4jQILvVEQAAAE7MxBl59tlnzfDwcDMnJ8ezTpI5evToEm3nzZtnSjIlmcuWLTvjcx891vFeqampJdp/+umnZps2bUyHw2HWqlXL/Pe//20WFBSUaDdkyBCze/fuZ5yvPHB9vYvr611cXwD+omXLluYdd9xRpra333672bJlS+8GKgdOp9OUZDqdTqujeE2Ry20eysq3OgYAAMAJGaZpml6rbFYBTqdTycnJevLJJ3XddddZHeeM7d27V/Xr19eHH35YIXo2cX29i+vrXVxfAP4iJiZGjz/+uEaNGnXStq+99pruu+8+HT582AfJTl9GRoaioqLkdDoVGRlpdRyvcLlN5Ra6FM6j1wAAoAJjwpkzFBUVpXvuuUdPPfWU3G631XHO2PPPP6+WLVtWmMIC19e7uL7exfUF4C8yMjIUERFRprbh4eHKzMz0ciKUhd1mUHgEAAAVHj0fAQAAqjibzab3339fQ4cOPWnb999/X1dffbVcLpcPkp2+qtDzEQAAwB9QfAQAAKjibDab2rZtq5o1a5607a5du7RixQqKjwAAACgTntMAAACo4urUqaNDhw7p0KFDZW4PAAAAlAXFRwAAgCpu69atVkcAAABAJcWEMwAAAAAAAAC8guIjAAAAAAAAAK+g+AgAAAAAAADAKyg+AgAAAAAAAPAKio8AAAAAAAAAvILiIwAAAAAAAACvoPgIAAAAAAAAwCsCrA4AAACAimXOnDl68803tXnzZh0+fFimaRbbbhiGNm3aZFE6AAAA+BOKjwAAAPB46qmndN9996latWrq1KmTWrZsaXUkAAAA+DHD/OdX2QAAAKiyatWqpaZNm2r27NkKDAy0Os5py8jIUFRUlJxOpyIjI62OAwAAUGUx5iMAAAA8Dh8+rEGDBvl14REAAAAVR6UpPj7++OMyDEN33nmn1VEAAABKVdHvWTp16qT169dbHQMAAACVRKUoPi5btkyvvfaaWrVqZXUUAACAUvnDPcsrr7yimTNnatq0aVZHAQAAQCXg98XHrKwsXXXVVXrjjTcUExNzSvvu2bNHEyZM0J49e7yUDgAAVDane/9wJvcsvjRkyBAVFRVp+PDhioqKUvPmzdWqVatir9atW1sdEwAAAH7C74uPo0ePVv/+/XXuueeetG1+fr4yMjI8rw0bNmjixIkUHwEAQJnt2bNHEydO1IYNG4rdV+Tn559wv1O5Z7FSbGysGjZsqJ49e6pdu3ZKTExUXFxcsVdsbKzVMQEAAOAnAqwOcCY+/PBDLV++XMuWLStT+8mTJ2vixIleTgUAAKqC1NTUYsvjx4/XhAkTjtv2VO9ZrDR//nyrIwAAAKAS8dvi444dO3THHXfou+++U3BwcJn2GTdunMaOHetZXrFiRYlfHAAAAMpiwYIFatOmjWfZ4XAct93p3LMAAAAAlYXfFh9/++037d+/X+3atfOsc7lcWrhwoV566SXl5+fLbrcX28fhcBT7xSA8PNxneQEAQOUSHh6uyMjIk7Y7nXuWiqCwsFDr1q2T0+mU2+0usb1nz54WpAIAAIC/8dvi4znnnKNVq1YVW3fNNdeoSZMmuvfeeyvkTTwAAKh6/O2exe12a9y4cXrllVeUk5NTajuXy+XDVAAAAPBXflt8jIiIUIsWLYqtCwsLU1xcXIn1AAAAVvG3e5ZJkybpqaee0qhRo9S9e3cNHz5cTzzxhKKjo/XKK6/IMAw9+eSTVscEAACAn/D72a4BAABQfqZOnarBgwfr1VdfVb9+/SRJ7du31w033KClS5fKMAz98MMPFqcEAACAv/Dbno/Hw+yMAADAH1Tke5adO3fqnnvukfS/SXTy8vIkSUFBQRo2bJieffZZTZo0ybKMAAAA8B/0fASOwfhVAICqLi4uTllZWZL+N6nO5s2bi7U5fPiwFdEAAADghypVz0fgTO3Zs0e1atWyOgYAAJZp27atli1b5lnu3bu3nn/+ebVt21Zut1v/+c9/1Lp1awsTAgAAwJ/Q8xE4xt69e2WaptUxAACwzI033qj8/Hzl5+dLkh577DGlp6erZ8+eSk1NVUZGhp555hmLUwIAAMBf0PMROEZ2dra2bdumevXqWR0FAABLXHzxxbr44os9y82aNdOmTZs0f/582e12de3aVbGxsRYmBAAAgD+h+Aj8rUOHDtq2bZvCw8O1fPlyxcTEWB0JAIAKISoqSpdcconVMQAAAOCHeOwa+NvevXuVlpam9PR0zZo1S7t377Y6EgAAlnC5XPrwww81atQoXXbZZVq1apUkyel0aubMmdq3b5/Xzr1161Zdd911ql+/vkJCQpSSkqLx48eroKDAa+cEAACA99DzETiO3NxczZo1Sw0bNlS7du0UFRVldSQAAHwiPT1d/fr10y+//KLw8HBlZ2frtttuk3Rk9uvbb79dV199tSZNmuSV869bt05ut1uvvfaaGjRooNWrV+uGG25Qdna2nn76aa+cEwAAAN5Dz0fgBDZs2KCPPvpIX3/9tTZt2qTCwkKfnPfiiy9WnTp1FBwcrBo1amj48OEn7Il56NAh3XbbbWrcuLFCQkJUp04d3X777XI6nZ42Bw8eVL9+/ZSUlCSHw6HatWvr1ltvVUZGhi/eEgDAT9x3331as2aN5syZo82bNxebiM1ut2vQoEGaPXu2187fr18/TZkyRX369FFycrIuvvhi3X333Zo5c6bXzgkAAADvofgInIRpmtqxY4e+//57vfPOO/r666+1bt065ebmntFxe/XqpalTpx53W+/evfXRRx9p/fr1+uSTT7Rp0yYNGjSo1GPt3r1bu3fv1tNPP63Vq1dr6tSp+uabb3Tdddd52thsNl1yySX64osv9Ndff2nq1KmaO3eubrrppjN6HwCAyuWzzz7TbbfdpvPOO0+GYZTY3qhRI23dutWnmZxO50knucnPz1dGRkaxFwAAAKzHY9eAjvRwPPpLSm5urvbt26dq1aqVaOdyubRjxw7t2LFDhmEoPj5eNWvWVLVq1ZSYmKiQkJByyTNmzBjPn+vWrav77rtPl156qQoLCxUYGFiifYsWLfTJJ594llNSUvTYY49p2LBhKioqUkBAgGJiYnTzzTcXO+4tt9yip556qlwyAwAqB6fTqfr165e6vbCwUEVFRT7Ls3HjRr344osnfeR68uTJmjhxoo9SAQAAoKzo+Ygqb8qUKWrSpIkyMzMlHek5MX78eP30008n3M80TR04cEArVqzQnDlz9O677+qDDz7QDz/8oA0bNpTbL2aHDh3S+++/r65dux638Fgap9OpyMhIBQQc/zuG3bt3a+bMmUpNTS2XnACAyiElJUXLly8vdfu3336rZs2anfJx77vvPhmGccLXunXriu2za9cu9evXT5dffrluuOGGEx5/3LhxcjqdnteOHTtOOSMAAADKH8VHVGkbNmzQ9ddfL7fbXWy9aZp65513tH///lM6XmZmpjZu3Kh58+bp448/1uHDh08727333quwsDDFxcVp+/bt+vzzz8u8b1pamh555BHdeOONJbYNHTpUoaGhqlmzpiIjI/Xf//73tDMCACqf66+/Xm+99ZamT5/uGe/RMAzl5+frgQce0DfffKNRo0ad8nHvuusu/fnnnyd8JScne9rv3r1bvXv3VteuXfX666+f9PgOh0ORkZHFXgAAALCeYR47ingVs3z5crVv316//fab2rVrZ3UcnIKioiK5XK4zPs6///1vPffcc8c9ls1m03nnnafLLrvstI9vt9vVtGlTtWvXTs8991yxmUFzc3MVGBhYrGfi2rVrVadOHUlHCoiHDh3Stm3bNHHiREVFRWnWrFnHHX/rWBkZGTrvvPMUGxurL774okRvyb179yo9PV1//fWXxo0bp9TUVL3yyiun/R4BoKqp7PcPpmnqxhtv1Jtvvqno6Gilp6erWrVqOnjwoIqKijRq1Ci9+uqrXs2wa9cu9e7dW+3bt9d7770nu91+ysfIyMhQVFSU50kAAAAAWIMxH+F3ioqKtHbt2jOe8EWSVq5cqdLq76Zpav/+/crJyTmjc6xYsULSkZ4kgwcP9qy/6qqrNHDgQA0YMMCzLikpyfPn+Ph4xcfHq1GjRmratKlq166tJUuWqEuXLqWeKzMzU/369VNERIQ+/fTT4z6mXb16dVWvXl1NmjRRbGysevTooQcffFA1atQ4o/cJAKgcDMPQG2+8oREjRmjGjBnasGGD3G63UlJSNHjwYPXs2dOr59+1a5d69eqlunXr6umnn9aBAwc826pXr+7VcwMAAKD8UXyE33G5XJ5eg0FBQWd0rDp16pTak9AwDMXGxspmO73RCWJiYlSrVi1FRkbK5XIpKipKiYmJnu0hISFKTExUgwYNTnqso4+F5+fnl9omIyNDffv2lcPh0BdffKHg4OByOS4AoGrq3r27unfv7vPzfvfdd9q4caM2btyoWrVqFdtWhR/YAQAA8FsUH+G3goKCzrj4OHjwYE2ZMuW420zTVNeuXU+p+Hi0wFi9enWFhoZKkgoKCpSdnV3mYyxdulTLli1T9+7dFRMTo02bNunBBx9USkqKp9fjrl27dM455+idd95Rp06dlJGRoT59+ignJ0fvvfeeMjIyPLN3JyQkyG63a/bs2dq3b586duyo8PBwrVmzRv/617/UrVs31atXr8z5AADwppEjR2rkyJFWxwAAAEA5ofiIKq1evXp67LHH9MADDxSbdMYwDF155ZVKSEg44f42m00JCQlKTExUfHz8GRdDJSk0NFQzZ87U+PHjlZ2drRo1aqhfv37697//LYfDIUkqLCzU+vXrPY+EL1++XEuXLpWkEj0pt2zZonr16ikkJERvvPGGxowZo/z8fNWuXVsDBgzQfffdd8aZAQD+7eKLLz6l9oZhnNJEaAAAAKi6KD6iyhswYIDat2+vyy67TNnZ2XI4HLrnnntKLTwahqG4uDglJSUpISGh2IQxp2L+/PnHXd+yZUv98MMPJ9y3Xr16xR4969Wr10kfRevdu7d++umnU84JAKj8Zs2apeDgYFWvXr1MjzafbPIzAAAA4CiKj4CkunXrKjw8XNnZ2QoODi5ReAwICFB8fLwSEhKUkJBw3IlcAADwVzVr1tSuXbsUHx+vK6+8UldccQWTuwAAAKBcnN5MGkAVkZiYqHbt2ql3795q3bq1kpKSKDwCACqdHTt2aN68eWrbtq0eeeQR1a5dW+eee66mTJmizMxMq+MBAADAj1F8BI4jJiZG3bp1U9u2bZWQkHDaM14DAOAvUlNT9dprr2nv3r2aMWOG4uLidOuttyoxMVEDBgzQjBkzlJ+fb3VMAAAA+BkqKsDf4uPjFRsbq5iYGHXo0EHh4eFWRwIAwOcCAwN1ySWXaPr06dq3b5+nIDlkyBA9+eSTVscDAACAn2HMR+BvM2fO1OrVq+npCACApPz8fM2ZM0eff/65fv/9dwUHB6tevXpWxwIAAICfocICHCMsLEyJiYlWxwAAwBJut1tz5szRyJEjVa1aNQ0dOlS5ubl64403tH//fg0fPtzqiAAAAPAz9HwEjhEdHS3DMKyOAQCAT/3000+aNm2aPv74Yx08eFBnnXWWJk2apMGDBys+Pt7qeAAAAPBjFB+BYzDOIwCgKurevbtCQkJ0wQUXaOjQoZ7Hq7dv367t27cfd5927dr5MCEAAAD8FcVH4BiBgYFWRwAAwBK5ubn65JNPNHPmzBO2M01ThmHI5XL5KBkAAAD8GcVHAACAKm7KlClWRwAAAEAlRfERAACgihsxYoTVEQAAAFBJMds1AAAAAAAAAK+g+AgAAAAAAADAKyg+AgAAAAAAAPAKio8AAAAAAAAAvILiIwAAAAAAAACvoPgIAAAAAAAAwCsoPgIAAAAAAADwCoqPAAAAAAAAALyC4iMAAAAAAAAAr6D4CAAAAAAAAMArKD4CAAAAAAAA8Aq/LT5OnjxZHTt2VEREhBITE3XppZdq/fr1VscCAAAohnsWAAAAVGV+W3xcsGCBRo8erSVLlui7775TYWGh+vTpo+zsbKujAQAAeHDPAgAAgKoswOoAp+ubb74ptjx16lQlJibqt99+U8+ePS1KBQAAUBz3LAAAAKjK/Lb4+E9Op1OSFBsbW2qb/Px85efne5azsrK8ngsAAFROWVlZysjI8Cw7HA45HI6T7leWexYAAACgsvDbx66P5Xa7deedd6pbt25q0aJFqe0mT56sqKgozys1NdWHKQEAQGWSmppa7L5i8uTJJ92nrPcsAAAAQGVRKXo+jh49WqtXr9aiRYtO2G7cuHEaO3asZ3nFihUUIAEAwGlZsGCB2rRp41kuS6/Hst6zAAAAAJWF3xcfb731Vs2aNUsLFy5UrVq1Ttj2n49DhYeHezseAACopMLDwxUZGVnm9qdyzwIAAABUFn5bfDRNU7fddps+/fRTzZ8/X/Xr17c6EgAAQAncswAAAKAq89vi4+jRozVt2jR9/vnnioiI0N69eyVJUVFRCgkJsTgdAADAEdyzAAAAoCrz2wlnXn31VTmdTvXq1Us1atTwvKZPn251NAAAAA/uWQAAAFCV+W3PR9M0rY4AAABwUlbcs/zxxx968cUXtXz5cjmdTrnd7mLbDcPQpk2bfJ4LAAAAVY/f9nwEAABASfPnz1enTp00a9YsJSUlafPmzUpOTlZSUpK2bdum8PBw9ezZ0+qYAAAAqCIoPgIAAFQiDz30kJKTk7V+/XpNmTJFknT//fdr0aJF+umnn7Rz504NHjzY4pQAAACoKig+AgAAVCLLly/Xddddp8jISNntdkmSy+WSJHXu3FmjRo3Sgw8+aGVEAAAAVCEUHwEAACqRgIAARURESJKio6MVGBio/fv3e7YnJydr7dq1VsUDAABAFUPxEQAAoBJp0KCBNmzYIOnIxDJNmjTRp59+6tn+1VdfqXr16lbFAwAAQBVD8REAAKASueCCC/TBBx+oqKhIkjR27FjNnDlTDRs2VMOGDfXFF19o1KhRFqcEAABAVRFgdQAAAACUnwcffFB33HGHZ7zHESNGyG6365NPPpHdbtcDDzygkSNHWhsSAAAAVUaZio8ZGRkKCwvz3MQCAACgYgoMDFRcXFyxdcOGDdOwYcMsSgQAAICqrEyPXcfExGj69Ome5WuvvVZLly71WigAAACcnuTkZH3xxRelbp81a5aSk5N9mAgAAABVWZmKj0FBQcrPz/csT506VZs2bfJaKAAAAJyerVu3Kisrq9TtWVlZ2rZtmw8TAQAAoCor02PXTZo00X//+1/Vq1dPUVFRko7c2C5fvvyE+7Vr1+7MEwIAAOCUGIZR6rZly5YpOjrad2EAAABQpZWp+Dh58mQNGTJE55577v+3d99hUVzv28DvYYFdOqggIAoCBsWGgrERsUWIJvb+VdEYNTFqYqyoCNijxthiSWKIsUQTCxq7iYg1agq2WEDF3gDpiMLO+4cv+3OlLWWZXbg/17VXsjNnZu8lh83sw5lzALy6oA0ODkZwcHC+7UVRhCAIyMnJKbukRERERJSvZcuWYdmyZQBeXad9/vnnmD59ep52ycnJSEpKwsCBA8s7IhERERFVUhoVHwMCAnDr1i2cO3cOjx8/xtChQzFy5Ei0bNlS2/mIiIiIqAh2dnaoX78+gFd3p9SoUQM1atRQayMIAszMzODt7Y3Ro0dLEZOIiIiIKiGNio8XLlyAs7Mz/P39AQDh4eHo06cPOnTooNVwRERERFS0AQMGYMCAAQCAdu3aYcaMGbxOIyIiIiKdoNGCM02aNMHevXu1nYWIiIiISikyMpKFRyIiIiLSGRqNfDQxMUFGRobqeVRUFEaMGKG1UERERESkmWPHjpXouDZt2pRxEiIiIiKivDQqPjZu3BhLliyBTCZTrXZ97tw5KBSKQo/r2bNn6RMSERERUYHatm2rtrp17sJ/BeHCgERERPrhZvJNuFq5Sh2DqNQ0Kj4uW7YMvXv3xvDhwwG8mrD89VUV88OLWiIiIiLti4yMlDoCERERacHNJBYfqWLQqPjo4+OD2NhY3LhxA48fP0bbtm0xffp0dOzYUdv5iIiIiKgQfn5+UkcgIiIiLYjPjJc6AlGZ0Kj4CACGhobw8PCAh4cHAgMD8f7776N58+bazEZEREREpfDw4UM8efIE7u7uMDMzkzoOERERFUNGdgbSXqTB3Nhc6ihEpaLRatdvCg8PZ+GRiIiISEft2rULdevWhZOTE5o2bYozZ84AAOLj49GkSRNERERIG5CIiIg08jjjsdQRiEpNo5GPs2bNgiAImD59OgwMDDBr1qwijxEEAcHBwaUOSERERESa++2339CzZ0+0bNkSAwcORGhoqGpftWrVUKNGDYSHh6N79+6SZSQiIiLNPEp/BDdrN6ljEJWKRsXH0NBQCIKAKVOmwNjYWO0itiAsPhIRERGVv1mzZqFNmzaIjIxEQkJCnuu2li1bYu3atdKEIyIiomK5n3Zf6ghEpabRbddKpRI5OTkwNjZWPS/qwZWuiYiIiMrfpUuX0Ldv3wL3V69eHU+ePCnHRERERFRS99LuSR2BqNRKNOcjEREREekmU1NTpKenF7j/5s2bqFq1ajkmIiIiopK6l8riI+k/jVe7ftOVK1dw48YNpKamwsLCAu7u7qhbt25ZZiMiIiKiYmrXrh3Wr1+Pzz//PM++R48e4bvvvsP7779f/sGIiIio2B6mPcTLnJcwkhlJHYWoxIpdfFy7di3mzp2L+/fzzjtQq1YtTJ8+HR999FGZhCMiIiKi4pk7dy5atGiBZs2aoU+fPhAEAQcPHsSRI0ewdu1aiKKIkJAQqWMSERGRBpRQ4kH6AzhbOksdhajEilV8nDhxIpYsWYIqVargww8/RIMGDWBubo60tDRcvHgRERERGDVqFGJiYvDll19qKzMRERERFcDDwwMnTpzAZ599huDgYIiiiEWLFgEA2rZti2+++QYuLi7ShiQiIiKN3U+9z+Ij6TWNi49nz57FkiVL0KNHD/z0008wMzPL02bZsmUYNGgQFi9ejD59+sDHx6dMwxIRERFR0erXr4/ff/8dz549Q2xsLJRKJVxdXWFrayt1NCIiIiqm++lc8Zr0m8bFx3Xr1sHBwQGbN2+GXC7Pt42ZmRl+/vlnuLq6Yt26dSw+EhEREUnIxsYGzZo1kzoGERERlQIXnSF9p3Hx8fTp0+jTp0+BhcdcCoUCffr0QWRkZKnDEREREVHhfvrppxIdN2TIkDJOQkRERNpwO+W21BGISkXj4uPdu3dRr149jdp6enqW+EKYiIiIiDQ3dOjQPNsEQQAAiKKY73aAxUciIiJ98TD9IZKzkmElt5I6ClGJaFx8TElJgYWFhUZtzc3NkZqaWuJQRERERKSZW7duqT1PSkpCYGAgrKysMHbsWHh4eAAArl69ihUrViA1NRXr16+XIioRERGVUPSTaPjV9JM6BlGJaFx8FEVR7a/lmrQnIiIiIu1ydlZf/TI0NBS2trY4dOiQ2rVbw4YN0atXL3Tq1Alff/01wsPDyzsqERERlVDk3UgWH0lvaVx8BIDFixfj559/LrLd/ftciYmIqLxlZ2fD0LBYH+tEVAFFRERg7ty5+f7R2MDAAD179sSMGTMkSEZEREQldSXxCq4kXEG9qppNh0ekSzT+llqrVi0kJiYiMTFR4/ZERFR+EhISUL16daljEJHERFHE1atXC9z/33//8Q4VIiIiPfTTfz9hru9cGAgGUkchKhaNi49xcXFajEFERKX14MEDGBgYwNbWVuooRCSh7t27Y/Xq1XBxccHHH38MU1NTAEBGRgZWr16NtWvX4n//+5/EKYmIiKggycnJuHjxImJuxuDpw6ewcrGCsZkxbibfxJ6be9DVravUEYmKhffnERFVAD4+Prh79y7MzMzw33//QaFQSB2JiCSybNky3Lp1CxMnTkRQUBAcHBwAAA8fPsTLly/RunVrLF26VNqQREREVKCLFy/inXfeUT1vt6AdbOu/GmCw9epW1K9aH27WblLFIyo2jtUlIqoAHj16hCdPnuDZs2fYu3cvnj17JnUkIpKIlZUVoqKisHPnTgwbNgz16tVDvXr1MGzYMERERODYsWOwtraWOiYRERGVQLaYjaV/L0Xqi1SpoxBpTO+Lj9988w1cXFygUCjQvHlznD17VupIRESSSkhIwLZt27Bnzx5cuHABCQkJWp3fTRRFzJw5Ew4ODjAxMUHHjh0RExNT5HGFfX7HxcVBEIR8H7/++qvW3guRNpX3NUu3bt2wZs0a7N+/H/v378eaNWvQtWvXfBeiISIiIv3xJPMJlv69FNnKbKmjEGlEr4uPW7duxRdffIGQkBD8888/aNy4Mfz9/fHkyROpoxERSUoURTx48AB//vkntm/fjo0bN+LkyZNaGRG5cOFCLF++HGvWrMGZM2dgZmYGf39/PH/+vMBjivr8rlmzJh4+fKj2CAsLg7m5Od57770yfw9E2sZrFiIiIipLlxIuYe2FtVCKSqmjEBVJr4uPS5YswYgRIzBs2DB4enpizZo1MDU1xQ8//CB1NCKichMTE4OUlBQAQGZmJh4/fpynTWZmJi5fvoxff/0VO3fuxNmzZ3H79m2kp6eXalSkKIpYunQpZsyYgW7duqFRo0b46aef8ODBA0RERBR4XFGf3zKZDPb29mqPnTt3om/fvjA3Ny9xXiKp8JqleLp27YpatWpBoVDAwcEBgwcPxoMHD6SORUREpFOO3TuGdRfXsQBJOk9vF5x58eIF/v77bwQFBam2GRgYoGPHjjh9+nS+x2RlZSErK0v1PC0tDQCQnZ2Nly9fajcwlZmXL18iOzsb6enpevHf7cWLF6o+ZmCg1/V+KiPZ2dnIyckpk3Nt2LABn376qaqAmJWVhZkzZ2LQoEFo2bJlvsfkjiTMZWxsDBsbG9jY2MDa2hrVqlWDjY2N6tZMmUwGQ8P8/3dx8+ZNPHr0CH5+fqrfR1NTU7z99ts4efIkevXqleeY3M/vSZMmqf0Ot2/fHidPnsz39/qff/5BdHQ0li1bphe/9xVZWfbf8lBY/y2p7OxXtzilpaWpCv8AIJfLIZfL87QvyTVLZdeuXTtMmzYNDg4OuH//PiZOnIjevXvj1KlTUkcjIiLSKb/f+R0Z2RkY3Xg0jGRGUschypcganMiMC168OABatSogVOnTql9wZ48eTKioqJw5syZPMeEhoYiLCysPGMSERFRJRESEoLQ0NA820tyzULqdu/eje7duyMrKwtGRpp9sUpJSYGVlRWSk5NhaWmp5YRERERl58SJEwWudl2Qt2zewgTvCbBWWGs5HVHxlXgowMGDB7Fu3TrcvHkTz549y3PbniAIuHHjRqkDlqWgoCB88cUXqufR0dHw8/PDmTNn0KRJEwmTUXFx5A3pq6ysLJw/fx6iKGr8Bbogq1atwsaNG6FU5r3NQhAEtG3bFl26dCnVa1StWhW1a9eGt7c35HI5Nm/ejE8//VS1f9euXejYsSNu374NBwcH1fYBAwZAEARs3rw5zzkfPHgAFxcXHDt2DC1atFBtnzp1Ko4fP46TJ0+qtc/MzEStWrUwbdo0jB8/vlTvh0ont/8aGhrC2NhY6jhFyh153rhx43xHJJbUv//+i+bNmyMqKgpeXl6q7WX5GvR/EhMTsWnTJrRq1arQz80373B5fVQqERFRRXf92XVMPTEV45uOh0cVD6njEKkpUTVk0aJFmDp1KqpXr463334bDRs2LOtcRapWrRpkMlmeuc0eP34Me3v7fI9583ao3HnDDA0NS10EoPLF/16krwRBgIWFBTIzM0t9rtdvnc5PUlJSqW/1f/bsGRwdHaFQKGBoaIiePXuidevWqv25X/QTExNRq1Yt1fanT5/Cy8sr399VBwcHyGQyJCQkqO2Pj4+Hg4NDnmO2bNmCjIwMDBs2jL/7ElMqlTA0NISZmZleFB+NjIyQnp4OIyOjMu07uX9MMjc312hEXUmuWcrS8+fP8csvv8Df3x/Vq1fX+uuVlSlTpmDlypXIyMhAixYtsGfPnkLbz58/n3e4EBFRpfbs+TOEngrFgHoD8L7r+zAQOO0X6YYSFR+XLVuG9u3bY9++fZJ9ETQ2Noa3tzf++OMPdO/eHcCrL0V//PEHxowZI0kmIqKiGBoawtPTs0xG7jZu3BhHjhzJd58gCLCzs4OpqWmJzm1oaAhXV1d4enqiatWqqmKLhYUFLCwsVO1EUYS9vT3++OMP1QiwlJQUnDlzBp988km+5y7u5/e6devQtWtX2NoWfqsJka6S+polOTkZw4YNw+HDhyUtPk6dOhVffvlloW2uXLmCunXrAgAmTZqE4cOH4/bt2wgLC8OQIUOwZ88e1Xy0b3rzDpeUlBTUrFmz7N4AERGRHlBCiU1XNuFy/GWM9hoNK7mV1JGISlZ8fPbsGXr37i35CJQvvvgCgYGB8PHxwdtvv42lS5ciPT0dw4YNkzQXEVFhDA0Ny+Q2/JEjR2LJkiX57hNFEb6+vgV+Sc+PQqGAk5MTnJ2dUatWLY0+4wVBwOeff445c+agTp06qF27NoKDg+Ho6KgqsgBAhw4d0KNHD1WhRdPP79jYWBw7dgz79u3T+H0Q6SKpr1l0YYrvCRMmYOjQoYW2cXV1Vf17tWrVUK1aNbz11luoV68eatasiT///LPAxbQKWvCHiIioMop+Go2JURPxceOP4V3dW+o4VMmV6Nvv22+/jWvXrpV1lmLr168fnj59ipkzZ+LRo0fw8vLCgQMH9OqWIiKikqpTpw7WrVuH4cOHq837KAgChgwZAjs7uwKPFQQB1tbWsLOzQ/Xq1VG9enVYW1sXq1iZa/LkyUhPT8fIkSORlJQEX19fHDhwAAqFQtXmxo0biI+PVz3X9PP7hx9+gJOTEzp16lTsXES6ROprlpL8bpc1W1vbEo9gzv2Me31ORyIiIipcyosULDy3EH5OfhjiOQTmxuZSR6JKqkSrXV+5cgXvvfce5s2bh4EDB2ojV7n4559/4O3tjb///htNmzaVOg4RUYnExsaiadOmSE1NhVwux4wZM/ItPNrY2KBGjRpwdHSEg4MDRwhRsWVlZSE6Olpv5nx88eIF0tPT4eXlVab9Xd+uHx4/fgwHBwf8/vvvaN++vdRxinTmzBmcO3cOvr6+sLGxwY0bNxAcHIzHjx/j8uXLGv+35GrXRESkr0qy2nVRrIytMNhzMHxrFO/uKKKyUKKRj/369UN2djYGDx6MTz75BE5OTpDJZGptBEHA+fPnyyQkEREVzN3dHZaWlkhNTYWJiYmq8CiTyVCzZk24uLjAycmpxPM/EpF+q169utroaF1namqKHTt2ICQkBOnp6XBwcEBAQABmzJjBP5oQERGVUPKLZKyMXok/7vyBwPqBqG1VW+pIVImUqPhYpUoVVK1aFXXq1CnrPEREVEoymQwNGzZEw4YNYWJiInUcIqJiadiwYYGLaREREVHpXEm8gqDjQWjj1AZ9Pfqimkk1qSNRJVCi4uPRo0fLOAYREZWGvb09Xr58CXNzc/Tu3RtWVlzVjoiIiIiI8hIhIupeFE49OIX3ar+Hbm7dOB8kaVXpl1slIiLJ/fXXX4iOjkbt2rVZeCQiIiIioiK9VL7E7hu78cedP9DDvQcCXAJgJDOSOhZVQKUqPr58+RJXr15FcnJyvnMJtWnTpjSnJyKiYrC3t2fhkYiIiIiIiiX9ZTo2XtmIg3EHMbDuQLR0bMlFaahMlaj4qFQqERQUhFWrViEjI6PAdjk5OSUORkRExcPCIxERERERldTTzKdY9u8yHLp9CB82+BC1LGtJHYkqCIOSHDRv3jwsWrQIgwYNwk8//QRRFLFgwQKsWbMGjRo1QuPGjXHw4MGyzkpERIVQKBRSRyAiIiIiIj13JfEKph6fil+u/YKXypdSx6EKoEQjH3/88Uf07dsXq1evRkJCAgDA29sb7du3R2BgIFq2bIkjR46gY8eOZRqWiIiIiDRz8uRJ/PPPP/lOjyMIAoKDgyVKRkRERLouR8zB9pjtiH4SjXFNx8HezF7qSKTHSlR8vHfvHiZPngwAkMvlAIDnz58DAIyNjTFo0CAsWbIE8+bNK6OYRERUFFEUOTcLESExMRFdunTB2bNnVZ8LoigCgOrfWXwkIiIiTdxIvoGg40EY7z0ejWwbSR2H9FSJbruuWrUq0tLSAADm5uawtLTEzZs31do8e/as9OmIiEhjBgYl+kgnogpm0qRJuHDhAjZv3oybN29CFEUcPHgQ169fx8cffwwvLy88ePBA6phERESkJzKyMzD/zHz8cfsPqaOQnirRN9UmTZrg3Llzquft2rXD0qVLcfLkSRw/fhzLly9H48aNyywkEREREWlm3759GDVqFPr16wcLCwsAr/444e7ujm+++QYuLi74/PPPpQ1JREREekUJJb69+C1+ufaL6o4KIk2VqPg4cuRIZGVlISsrCwAwd+5cJCUloU2bNvDz80NKSgq++uqrMg1KREREREVLSkpC/fr1Aby6QwWA6o4VAOjUqRMXBiQiIqIS2R6zHd9Ef4OXOVyIhjRXojkfu3btiq5du6qee3p64saNGzh69ChkMhlatWqFKlWqlFlIIiIiItKMo6MjHj16BODV3Nx2dnY4f/48unXrBgC4f/8+54clIiKiEjt+/zgepD3AFz5foJpJNanjkB4oUfExP1ZWVqqLWiIiIiKSRps2bXD48GFMnz4dANCvXz8sXLgQMpkMSqUSS5cuhb+/v8QpiYiIqCD6cFvzjeQbmHJsCj71+hRNqzeVOg7puBKvTpCTk4MtW7Zg1KhR6NGjBy5evAgASE5Oxo4dO/D48eMyC0lEREREmvniiy/QtWtX1fQ4oaGhaNGiBYKDgxESEgJvb28sX75c4pRERET0pqSkJCxbtgz9+/dX23564Wlc330dL9JeSJQsf2kv0/DluS+x/vJ63oZNhSrRyMekpCQEBATg7NmzMDc3R3p6OsaOHQvg1dxC48aNw5AhQzBv3rwyDUtEREREhWvYsCEaNmyoem5jY4Pff/8dSUlJkMlkqkVoiIiISHccPHgQvXr1QkZGRp6Rj88TnyP6+2hc3HARrYNaw76pvUQp87fv1j5cS7yG8d7jYWtqK3Uc0kElGvk4depUXL58GQcPHsTNmzfVfjFkMhl69+6Nffv2lVlIIiIiItLMrFmzcOnSpTzbra2tYWFhgcuXL2PWrFkSJCMiIqL8HDx4EF26dEFmZmbBt1yLQE5WDo6HHcejfx6Vb0AN3Ei+gaATQYh9Fit1FNJBJSo+RkREYOzYsXj33XfznbD8rbfeQlxcXGmzEREREVExhYaG4sKFCwXuv3TpEsLCwsoxERERERUkKSkJvXr1giiKUCqVhTcWX80HeXL+SZ27BRsAUl+kYvafs3Ej6YbUUUjHlKj4mJycjNq1axe4/+XLl8jOzi5xKCIiIiLSjsTERBgbG0sdg4iIiACsX78eGRkZRRcec/3/EZBxR+K0mquknuc8x+K/FiMrJ0vqKKRDSjTno5ubG/75558C9x86dAienp4lDkVEREREmjt27BiOHj2qer5jxw7Exua97SkpKQlbt25VmxOSiIiIpCGKIlasWFGiY2N+i0GdD+rkezeq1BKfJ+LEvRPo4NxB6iikI0pUfPzoo48wZcoUtG3bFh06vOpMgiAgKysLs2bNwoEDB/Dtt9+WaVAiIiIiyl9kZKTqVmpBELBjxw7s2LEj37aenp4l/qJDREREZSchIQE3bpTgFmURSH+UjhepLyC3lJd9sDJwL+2e1BFIh5So+PjZZ5/h8uXLGDBgAKytrQEAAwcOREJCArKzszFq1CgMHz68LHMSERERUQEmT56MMWPGQBRF2NnZYc2aNejVq5daG0EQYGpqCoVCIVFKIiIiel1aWlqpjs/OzNbZ4qONwkbqCKRDSlR8FAQB3333HQIDA7Ft2zbExMRAqVTCzc0Nffv2RZs2bco6JxEREREVwMTEBCYmJgCAW7duwdbWFqamphKnIiIiosKYm5uX6nhDkxKVdMpFs+rNpI5AOqRUPdXX1xe+vr5llYWIiIiISsnZ2VnqCERERKSBqlWrws3NDTdv3oQoipofKABm1c1gbKGbC8j5VPeBg7mD1DFIh+humZyIiIiIilS7du1iTzYvCELJ5pgiIiKiMiMIAsaOHYvx48cX+1hdXWzGAAboX7e/1DFIx2hcfOzatWuxTiwIAnbt2lXsQERERESkOT8/P5388kFERERFCwwMxPTp05GZmQmlUln0AQIgk8vg0t5F69lKopNLJ9S0qCl1DNIxGhcf9+zZA4VCAXt7e42GA/MimIiIiEj7fvzxR6kjEBERUQlZW1tj+/bt6NKlCwwMDAovQAqvai2tg1rD2Fz3brm2MrZCX4++UscgHaRx8bFGjRq4f/8+qlWrhoEDB6J///6wt7fXZjYiIiIiIiIiogrN398fe/fuRa9evZCRkZH/gK//P+KxdVBr2DfVzVrM8IbDYWZkJnUM0kEGmja8e/cuIiMj0aRJE8yePRs1a9ZEx44dER4ejtTUVG1mJCIiIqJiSElJwYIFC+Dv748mTZrg7NmzAIDExEQsWbIEsbGxEickIiKi1/n7++PevXtYunQpHB0d1fYpqijg9ZEXPvjxA50tPPo5+aG5Q3OpY5CO0rj4CLyaU2jt2rV49OgRtm3bhqpVq2LMmDGws7NDz549sW3bNmRlZWkrKxEREREV4d69e2jSpAlmzpyJe/fu4cKFC0hLSwMAVKlSBWvXrsWKFSskTklERERvsra2xrhx47Blyxa17S0nt8RbXd+CsZnu3WoNAM4WzviwwYdSxyAdVqziYy4jIyN069YNW7duxePHj1UFyX79+mHhwoVlnZGIiIiINDRp0iSkpqYiOjoaUVFReW7d6t69O37//XeJ0hEREVFR9GkNjWom1TD57clQGCqkjkI6rETFx1xZWVk4ePAgdu3ahX///RcKhQIuLi5lFI2IiIiIiuvQoUMYN24cPD098/3y4urqirt370qQjIiIiCoSBzMHzGwxE9VMqkkdhXScxgvO5FIqlTh8+DB+/vlnREREICMjAx07dsR3332HHj16wMyMk4sSERERSSUzMxO2trYF7udc3URERFRaTe2aYrTXaFgYW0gdhfSAxsXHU6dOYfPmzfj111+RkJCAFi1aYN68eejbty+qVWOVm4iIiEgXeHp64tixYxg1alS++yMiItCkSZNyTkVEREQVgZmRGQbWHYgOtTro1e3hJC2Ni4++vr4wMTFB586dMWDAANXt1Xfu3MGdO3fyPaZp06ZlEpKIiIiINPP5558jMDAQjRo1Qp8+fQC8unMlNjYWYWFhOH36NLZv3y5xSiIiItInBjBA+1rt0a9uP1gaW0odh/RMsW67zszMxPbt27Fjx45C24miCEEQkJOTU6pwRERERFQ8gwYNwu3btzFjxgxMnz4dABAQEABRFGFgYIB58+ahe/fu0oYkIiIivdHSoSX6efSDg7mD1FFIT2lcfAwPD9dmDiIiIiIqI9OnT8fgwYOxfft2xMbGQqlUws3NDT179oSrq6vU8YiIiEgPNLVrin4e/eBi5SJ1FNJzGhcfAwMDtZmDiIiIiMpQrVq1MH78eKljEBERkZ5xt3bHoHqDUK9qPamjUAVR7NWuiYiIiIiIiIioYrEwssAgz0Hwc/LjYjJUpgykDlAScXFxGD58OGrXrg0TExO4ubkhJCQEL168kDoaERERUYmU9PrGwMAAMpms2A8iIiKiXM3tm+Ortl+hbc22LDxSmdPLkY9Xr16FUqnE2rVr4e7ujkuXLmHEiBFIT0/H4sWLpY5HREREVGwlvb6ZOXNmni8JO3fuxOXLl+Hv7w8PDw/V+Q8dOoQGDRpwwRkiIiICABgaGGJY/WHoUKsDi46kNXpZfAwICEBAQIDquaurK65du4bVq1ez+EhERER6qaTXN6GhoWrPv/32Wzx58gSXLl1SFR5zXblyBe3bt4ejo2OZZiciIiL9U0VRBRO8J8Ddxl3qKFTB6eVt1/lJTk5GlSpVCm2TlZWFlJQU1SMtLa2c0hEREVFFk5aWpnZdkZWVVeavocn1zZsWLVqEMWPG5Ck8AkC9evUwZswYLFy4sKwiEhERkR6qV6UeFryzgIVHKhcVovgYGxuLFStWYNSoUYW2mz9/PqysrFQPPz+/ckpIREREFY2fn5/adcX8+fPL9PyaXt+86d69ezAyMipwv5GREe7du1faeERERKSHBAjoVacXglsEw0puJXUcqiR0qvg4depUCIJQ6OPq1atqx9y/fx8BAQHo06cPRowYUej5g4KCkJycrHpERUVp8+0QERFRBRYVFaV2XREUFJRvO21f37ypQYMGWLVqFe7fv59n371797Bq1So0bNiwWOckIiIi/edo5oiwVmHo69EXMgMuPkflR6fmfJwwYQKGDh1aaBtXV1fVvz948ADt2rVDq1at8O233xZ5frlcDrlcrnpubm5e4qxERERUuZmbm8PS0rLIdtq+vnnT119/DX9/f7z11lvo0aMH3N1f3U4VExODiIgIiKKIjRs3Fvu8REREpJ+MDIzQzb0burt1h5Gs4LsjiLRFp4qPtra2sLW11ajt/fv30a5dO3h7eyM8PBwGBjo1iJOIiIgIQPlf3/j6+uLMmTMIDg7Gzp07kZmZCQAwMTGBv78/wsLCOPKRiIiokvCp7oPBnoNhb2YvdRSqxHSq+Kip+/fvo23btnB2dsbixYvx9OlT1T57e/5CERERkf4py+ubBg0aYOfOnVAqlarz2Nra8o+1RERElUQN8xoYWn8oGtk2kjoKkX4WHw8fPozY2FjExsbCyclJbZ8oihKlIiIiIio5bVzfGBgYoHr16mURj4iIiPSAXCZHn7f6IKB2AIwMeIs16Qa9/PP30KFDIYpivg8iIiIifcTrGyIiIiqNhtUaYrHfYnzg9gELj6RT9HLkIxERERERERERAYaCIQbWG4j3ar8HA0Evx5hRBcfiIxERERERERGRHrIytsIEnwnwqOIhdRSiArH4SERERERERESkZ6qZVENwi2CuZE06j8VHIiIiIiIiIiI9YmVshZCWIbAztZM6ClGROBkAEREREREREZGekAkyTGo2iYVH0hsc+UhEREREREREpCMaNmyI48ePY+/NvTjz8AysXKzU9veq0wt1bOpIlI6o+Fh8JCIiIiIiIiLSEVZWVvD19cV16+u4GXdTbZ+diR26unWVKBlRyfC2ayIiIiIiIiIiPdDNvRuMZEZSxyAqFhYfiYiIiIiIiIh0nIWxBfyc/KSOQVRsLD4SEREREREREem49jXbc9Qj6SUWH4mIiEhyz58/lzoCERERkU7rUKuD1BGISoTFRyIiIpJccnIycnJypI5BREREpJMaVmuI6mbVpY5BVCIsPhIREZHklEolkpOTpY5BREREpJPa12wvdQSiEmPxkYiIiHRCQkKC1BGIiIiIdI6JoQl87H2kjkFUYiw+EhERkU6Ij4+XOgIRERGRzmlm3wzGMmOpYxCVmKHUAYiIiKhy69mzJx4/fgwTExNs3LgR9vb2UkciIiIi0hk+1TnqkfQbRz4SERGRpOLj4xEfH4+UlBRcuHABDx8+lDoSERERkU4wgAEaVmsodQyiUmHxkYiIiHSGKIq4cOECLl++jJcvX0odh4iIiEhSLlYuMDUylToGUanwtmsiIiLSOffu3cOjR4/g7OwMZ2dnGBkZSR2JiIiIqNy5WbtJHYGo1Fh8JCIiIp2UnZ2NGzdu4NatW6hRowZq1aoFc3NzqWMRERERlZtaFrWkjkBUaiw+EhERkU5TKpW4e/cu7t69C0tLSzg4OMDe3h4KhULqaERERERa5WjuKHUEolLjnI9EREQVVGhoKOrWrQszMzPY2NigY8eOOHPmTKHHrF69Go0aNYKlpSUsLS3RsmVL7N+/X61NVlYWwsLC0Lx5czRp0gRjx45FfHy8Nt+KSkpKCq5du4aoqCj8+eefuHPnDueGJCIiogrL1sRW6ghEpcbiIxERUQX11ltvYeXKlbh48SJOnDgBFxcXdOrUCU+fPi3wGCcnJyxYsAB///03/vrrL7Rv3x7dunXD5cuXVW0WLlyIyMhILF26FBs2bMCTJ08wZsyYEmWMi4tDWloaAOD58+d48uSJxscmJyfjypUrOHr0KC5fvozMzMwSZSAiIiLSVVUUVaSOQFRqLD4SERFVUAMHDkTHjh3h6uqK+vXrY8mSJUhJScGFCxcKPOaDDz5A586dUadOHbz11luYO3cuzM3N8eeffwIA0tLSsGPHDkydOhUtW7ZEgwYNMG/ePPz777+Ijo4uVr7t27fjvffeQ3p6OoBXIyrnzp1b5OjMNymVSty7dw8nTpzA1atXkZWVVazjiYiIiHSRuZE5jGRcdI/0H4uPRERElcCLFy/w7bffwsrKCo0bN9bomJycHGzZsgXp6elo2bIlAODq1avIzs5Gq1atVO3c3Nzg6OhYrOJjXFwcZsyYAaVSqbZdFEVs3ry50NGZBVEqlbh9+zaOHTvGkZBERESk9yzlllJHICoTXHCGiIioAtuzZw/69++PjIwMODg44PDhw6hWrVqhx1y8eBEtW7bE8+fPYW5ujp07d8LT0xNZWVlISEiAkZERFAoFXrx4oTqmSpUqePTokdq2wvzyyy8QBCHffYIg4NSpU/jggw80f6OvUSqVuHPnDu7cuQN3d/cSnYOIiIhIapbGLD5SxcCRj0RERBXApk2bYG5urnocP34cANCuXTtER0fj1KlTCAgIQN++fYucV9HDwwPR0dE4c+YMPvnkEwQGBuK///6DTCaDsbExACA9PV3toVQq8fLlyzzbC3rcuXMHoijm+/qiKCIxMRFKpbLUj+zsbMhksrL9YRMRERGVAxYfqaLgyEciIqIKoGvXrmjevLnqeY0aNQAAZmZmcHd3h7u7O1q0aIE6depg3bp1CAoKKvBcxsbGqhGD3t7eOHfuHJYtW4a1a9fC29sbL1++hIuLC6ytrVXHpKamolGjRvDy8tIob+PGjXHkyJF89wmCADs7O5iammp0roI4OTnh3XffhaEhL3eIiIhI/5gale5aiEhXcOQjERFRBWBhYaEqMrq7u8PExCTfdkqlstgLsrx+zNtvvw0jIyOcOHECcrkccrkccXFxuHv3Lt555x3VtqIeI0eOLHTko6+vLwRBKPGjbt26CAgIUI3UJP2UlZUFLy8vCIJQ7AWNiIiI9J2JLP/rOSJ9w+IjERFRBZSeno5p06bhzz//xO3bt/H333/jww8/xP3799GnTx9Vuw4dOmDlypWq50FBQTh27Bji4uJw8eJFBAUF4ejRo/jf//4HALCyssLw4cPxxRdfIDIyEn///TeGDRuGli1bokWLFhrnyx2BaWCgfikiCAKGDBkCOzu7Er1vBwcHdO7cGX5+frzdugKYPHkyHB0dpY5BREQkCWMZ/4hKFQPvQyIiIqqAZDIZrl69ivXr1yM+Ph5Vq1ZFs2bNcPz4cdSvX1/V7saNG4iPj1c9f/LkCYYMGYKHDx/CysoKjRo1wsGDB/Huu++q2nz99dcwMDBAr169kJWVBX9/f6xatarYGYcOHQpfX180bdoUqampkMvlmDFjRrELj9WrV4eLiwtcXV1hYWFR7Bykm/bv349Dhw5h+/bt2L9/v9RxiIiIyp2RzEjqCERlgsVHIiKiCkihUGDHjh1FtouLi1N7vm7dOo3O/c033+Cbb74paTwVd3d3WFpaIjU1FSYmJhoXHhUKBTw9PeHh4cGCYwX0+PFjjBgxAhERERrP/ZmVlaU2pUBKSoq24hEREZULLjhDFQWLj0RERKQ3zM3N0aBBA9SrVw9GRhwNUBGJooihQ4fi448/ho+PT54CeUHmz5+PsLAw7YYjIiIiomLjnI9ERESk02QyGVxdXeHv74/+/fujUaNGLDzqoalTpxa5UNDVq1exYsUKpKamFroie36CgoKQnJysety9e1dL74SIiIiIioMjH4mIiEgnWVtbo379+qhTpw5Xra4AJkyYgKFDhxbaxtXVFUeOHMHp06chl8vV9vn4+OB///sf1q9fn++xuSupExEREZFuYfGRiIiIdIqRkRFatGiBunXrQhAEqeNQGbG1tYWtrW2R7ZYvX445c+aonj948AD+/v7YunUrmjdvrs2IRERERKQFLD4SERGRpOzt7ZGdnQ25XA6ZTIYuXboUe8Vrqjhq1aql9tzc3BwA4ObmBicnJykiEREREVEpsPhIREREkvrrr78QGxuLI0eOwMfHh4VHIiIiIqIKhMVHIiIi0glVqlRBw4YNpY5BOsbFxQWiKEodg4iIiIhKiKtdExERkU7w8vKCgQEvTYiIiIiIKhK9v8LPysqCl5cXBEFAdHS01HGIiIioBARByDPXX2XG6xsiIiIiqij0vvg4efJkODo6Sh2DiIiISsHc3BzGxsZSx9AZvL4hIiIioopCr4uP+/fvx6FDh7B48WKN2mdlZSElJUX1SEtL03JCIiIi0oSFhYXUEYotLS1N7boiKyurTM5b3OsbIiIiIiJdprfFx8ePH2PEiBHYsGEDTE1NNTpm/vz5sLKyUj38/Py0nJKIiIg0IZfLpY5QbH5+fmrXFfPnzy/1OUtyfUNEREREpMv0svgoiiKGDh2Kjz/+GD4+PhofFxQUhOTkZNUjKipKiymJiIhIUzKZTOoIxRYVFaV2XREUFFSq85X0+oaIiIiISJfpVPFx6tSpEASh0MfVq1exYsUKpKamFvsiXy6Xw9LSUvUwNzfX0jshIiKiis7c3FztuqKg0Zvavr4hIiIiItJlhlIHeN2ECRMwdOjQQtu4urriyJEjOH36dJ6LfB8fH/zvf//D+vXrtZiSiIiISHO8viEiIiKiykynio+2trawtbUtst3y5csxZ84c1fMHDx7A398fW7duRfPmzbUZkYiIiKhYeH1DRERERJWZThUfNVWrVi2157m3T7u5ucHJyUmKSERERESlwusbIiIiIqqIdGrORyIiIiIiIiIiIqo49HLk45tcXFwgiqLUMYiIiIjKDK9viIiIiKgi4MhHIiIiIiIiIiIi0ooKMfKxMnn48CEePnwodYwKy8HBAQ4ODlLHqLDYf7WL/Ve72H+1i/2XiIiIiKhiqtTFRwcHB4SEhOjNl52srCwMGDAAUVFRUkepsPz8/HDw4EHI5XKpo1Q47L/ax/6rPey/2qdP/Vffrh+oYsrKysL8+fMRFBSkF783RKXFPk+VDfs8VSSCyMmE9EZKSgqsrKwQFRWlWgGTyk5aWhr8/PyQnJwMS0tLqeNUOOy/2sX+q13sv9rF/kvaIIoiUlNTYWFhAUEQpI5T5nI/l/h7Q5UF+zxVNuzzVJFU6pGP+srLy4sfPlqQkpIidYRKgf1XO9h/ywf7r3aw/5I2CILA31ciIiIiHcAFZ4iIiIiIiIiIiEgrWHwkIiIiIiIiIiIirWDxUY/I5XKEhIRwslkt4c9Xu/jz1S7+fLWLP1/t4s+XqPj4e0OVDfs8VTbs81SRcMEZIiIiIiIiIiIi0gqOfCQiIiIiIiIiIiKtYPGRiIiIiIiIiIiItILFRyIiIiIiIiIiItIKFh+pwhs6dChcXFykjoGhQ4fC3Nxc6hhERAgNDYUgCMU+Thc+T0uToW3btmjbtm2Z5iEiIiIiosKx+Ejl5scff4QgCBAEASdOnMizXxRF1KxZE4Ig4P333y/yfG3btlWdTxAEVKlSBc2aNcMPP/wApVKpjbdApDFt9ncDAwNYWlrCw8MDgwcPxuHDh7XxFoiKlJGRgdDQUBw9elTqKCXy4MEDhIaGIjo6WuooREREREQVFouPVO4UCgU2b96cZ3tUVBTu3bsHuVyu8bmcnJywYcMGbNiwAcHBwcjOzsbw4cMxbdq0soxMVGLa6O8//fQTFi1ahK5du+LUqVPo1KkT+vXrh5cvX5ZldKIiZWRkICwsTK+Lj2FhYSw+EhERERFpEYuPVO46d+6MX3/9FdnZ2WrbN2/eDG9vb9jb22t8LisrKwwaNAiDBg3C+PHjcfLkSTg5OWHlypUsxJBO0FZ/HzVqFBYtWoTr169j9OjR+OWXXzBjxoxCj1cqlXj+/HmJ3gcRERGRPhFFEaIoSh2DiIjA4iNJYMCAAUhISFC7VfTFixfYtm0bBg4cWKpzm5qaokWLFkhPT8fTp08LbLd48WK0atUKVatWhYmJCby9vbFt27Z8227cuBFvv/02TE1NYWNjgzZt2uDQoUNqbfbv34933nkHZmZmsLCwQJcuXXD58uV8z3fz5k34+/vDzMwMjo6OmDVrVp4Lo/T0dEyYMAE1a9aEXC6Hh4cHFi9ezAsoPaTN/g4AMpkMy5cvh6enJ1auXInk5GTVPkEQMGbMGGzatAn169eHXC7HgQMHcPToUQiCkGe0WlxcHARBwI8//qi2/ddff4WnpycUCgUaNGiAnTt36sTcf6SZEydOoFmzZlAoFHBzc8PatWvzbbdx40Z4e3vDxMQEVapUQf/+/XH37t0CzxsXFwdbW1sAQFhYmGpagNDQUADAhQsXMHToULi6ukKhUMDe3h4ffvghEhISNM4eERGBBg0aqPW9/CiVSixduhT169eHQqFA9erVMWrUKDx79qzAcx89ehTNmjUDAAwbNkyVP7f/Hz9+HH369EGtWrUgl8tRs2ZNjB8/HpmZmRrnJyKi8pd7vZyTk1Oi+Y2J9E12djYyMzPx8OFDXqeQzmLxkcqdi4sLWrZsiZ9//lm1bf/+/UhOTkb//v1Lff6bN29CJpPB2tq6wDbLli1DkyZNMGvWLMybNw+Ghobo06cP9u7dq9YuLCwMgwcPhpGREWbNmoWwsDDUrFkTR44cUbXZsGEDunTpAnNzc3z55ZcIDg7Gf//9B19fX8TFxamdLycnBwEBAahevToWLlwIb29vhISEICQkRNVGFEV07doVX3/9NQICArBkyRJ4eHhg0qRJ+OKLL0r986Hype3+DrwqQA4YMAAZGRl55pc8cuQIxo8fj379+mHZsmXFLhju3bsX/fr1g5GREebPn4+ePXti+PDh+Pvvv8skO2nXxYsX0alTJzx58gShoaEYNmwYQkJC8hTx5s6diyFDhqBOnTpYsmQJPv/8c/zxxx9o06YNkpKS8j23ra0tVq9eDQDo0aOHagqMnj17AgAOHz6MmzdvYtiwYVixYgX69++PLVu2oHPnzhr9IeXQoUPo1asXBEHA/Pnz0b17dwwbNgx//fVXnrajRo3CpEmT0Lp1ayxbtgzDhg3Dpk2b4O/vX+Ao+Hr16mHWrFkAgJEjR6ryt2nTBsCrontGRgY++eQTrFixAv7+/lixYgWGDBlSZHYiXREfH4/ff/9d6hhE5SYxMRHTp09H+/bt0aRJEyxcuBDXr1+XOhaR1sTHx+PDDz+Ej48P3N3dERgYiFOnTkkdiygvkaichIeHiwDEc+fOiStXrhQtLCzEjIwMURRFsU+fPmK7du1EURRFZ2dnsUuXLkWez8/PT6xbt6749OlT8enTp+KVK1fEcePGiQDEDz74QNUuMDBQdHZ2Vjs293VzvXjxQmzQoIHYvn171baYmBjRwMBA7NGjh5iTk6PWXqlUiqIoiqmpqaK1tbU4YsQItf2PHj0Srays1LYHBgaKAMSxY8eqnadLly6isbGx+PTpU1EURTEiIkIEIM6ZM0ftnL179xYFQRBjY2OL/NmQ9LTR3+vXr1/g/p07d4oAxGXLlqm2ARANDAzEy5cvq7WNjIwUAYiRkZFq22/duiUCEMPDw1XbGjZsKDo5OYmpqamqbUePHhUB5Pm9It3TvXt3UaFQiLdv31Zt+++//0SZTCbmXgLExcWJMplMnDt3rtqxFy9eFA0NDdW2v/l5+vTpUxGAGBISkue13/ycFUVR/Pnnn0UA4rFjx4rM7uXlJTo4OIhJSUmqbYcOHcrT944fPy4CEDdt2qR2/IEDB/Js9/PzE/38/FTPz507l6fPF5Z//vz5oiAIaj9PIl0VHx8v2tnZiYIgiNu3b5c6DpHWPXr0SPTw8BA9PT3Fli1biu+8844oCII4cOBA8c6dO1LHIypzjx49Et3c3MSmTZuKo0aNEsePHy8KgiD26NFDfPLkidTxiNRw5CNJom/fvsjMzMSePXuQmpqKPXv2lOgW1KtXr8LW1ha2traoV68eVqxYgS5duuCHH34o9DgTExPVvz979gzJycl455138M8//6i2R0REQKlUYubMmTAwUP9Vyb2F4/Dhw0hKSsKAAQMQHx+veshkMjRv3hyRkZF5XnvMmDFq5xkzZgxevHihGpmwb98+yGQyjBs3Tu24CRMmQBRF7N+/X8OfDumKsurvhTE3NwcApKamqm338/ODp6dnic754MEDXLx4EUOGDFGdP/ecDRs2LHlYKhc5OTk4ePAgunfvjlq1aqm216tXD/7+/qrnO3bsgFKpRN++fdU+x+zt7VGnTp18P8c08frn7PPnzxEfH48WLVoAgNpnbX4ePnyI6OhoBAYGwsrKSrX93XffzdOff/31V1hZWeHdd99Vy+/t7Q1zc/MyyZ+eno74+Hi0atUKoiji33//LdE5icpLZmYmvvjiC2RkZMDNzQ0DBgzAL7/8InUsIq1JSUlBv379ULVqVaxatQrHjh3DsWPHEBISgp9//ln1uS1yCiOqIJKSktC1a1fY2tpi+fLlWLNmDZYsWYIRI0bgxIkTvP2adI6h1AGocrK1tUXHjh2xefNmZGRkICcnB7179y72eVxcXPDdd99BEAQoFArUqVMHdnZ2RR63Z88ezJkzB9HR0cjKylJtf31emBs3bsDAwKDQwk1MTAwAoH379vnut7S0VHtuYGAAV1dXtW1vvfUWAKhu0b59+zYcHR1hYWGh1q5evXqq/aRfyqq/FyYtLQ0A8vSb2rVrl/icuX3N3d09zz53d/ciC0gkradPnyIzMxN16tTJs8/DwwP79u0D8OpzTBTFfNsBgJGRUYlePzExEWFhYdiyZQuePHmiti93btIXL14gMTFRbZ+tra2q7xWU/fW+FxMTg+Tk5AI/+998bU3duXMHM2fOxO7du/PMHfn63KpEuujkyZPYtGkT+vTpgzFjxmD27NkYPHgwgFd/ECOqaLZt24bbt29j1qxZ8PX1hUwmgyiKmDRpEjZt2oR169bh/fff5xyQVCEolUqEh4cjLS0Ns2fPRqtWrVT7qlatCnt7e/z111948eIFgP+7lhdFkb8DJBkWH0kyAwcOxIgRI/Do0SO89957hc7RWBAzMzN07NixWMccP34cXbt2RZs2bbBq1So4ODjAyMgI4eHh2Lx5c7HOpVQqAbya9zG/VYsNDfkrRq+URX8vzKVLlwDkLRS+PnorV0EXHTk5OWWaifSDUqmEIAjYv38/ZDJZnv2vj3otjr59++LUqVOYNGkSvLy8YG5uDqVSiYCAANVn56lTp9CuXTu1427dulXs/HZ2dti0aVO++3MXxSmOnJwcvPvuu0hMTMSUKVNQt25dmJmZ4f79+xg6dKgqP5GusrS0xMCBA7Fy5UpYWloiODgYOTk5LEBShSSKIk6fPg1jY2NVHwdeXe+YmprC09MTcXFxee5kItJnVlZW6N27N7p166a6tr9x4wZ++uknPH36FGvXrkV0dDQsLCwwZcoUjBgxgoVHkhQrIySZHj16YNSoUfjzzz+xdevWcnvd7du3Q6FQ4ODBg5DL5art4eHhau3c3NygVCrx33//wcvLK99zubm5AQDs7Ow0KoIqlUrcvHlTNdoRgGoS7NyFQJydnfH7778jNTVVbRTb1atXVftJ/2izv+fk5GDz5s0wNTWFr69vke1tbGwAIM9CIm+Oqs3ta7GxsXnOkd820i22trYwMTFRjdB+3bVr11T/7ubmBlEUUbt2bbXPJk0UdBH77Nkz/PHHHwgLC8PMmTNV29/M0rhxY7WV4AHA3t5e9dlcVPbc/L///jtat26db7G9JPkvXryI69evY/369WoLzLyZlUhX+fj4YPny5ao7MFq3bo3Zs2cjODhYrQDJUTBUEQiCgMWLF6sWw8vJyYFMJlP9s1GjRjh9+jRSU1OhUChKPKKfSFcYGBhg8ODBkMlkqqL6w4cP0aZNG9SuXRtr165FQEAAdu/ejdWrV2PUqFGoWrWqalFAIinwzz8kGXNzc6xevRqhoaH44IMPyu11ZTIZBEFQG+UVFxeHiIgItXbdu3eHgYEBZs2alWeUS+58Mf7+/rC0tMS8efPyXVH16dOnebatXLlS7TwrV66EkZEROnToAADo3LkzcnJy1NoBwNdffw1BEPDee+8V7w2TTtBWf8/JycG4ceNw5coVjBs3Ls+t/vlxdnaGTCbDsWPH1LavWrVK7bmjoyMaNGiAn376SXVbNwBERUXh4sWLZfMGSGtkMhn8/f0RERGBO3fuqLZfuXIFBw8eVD3v2bMnZDIZwsLC8syFJYoiEhISCnwNU1NTAHkL2bkjKN8839KlS9We29jYoGPHjmoPhUIBBwcHeHl5Yf369Wq3OB8+fBj//fef2jn69u2LnJwczJ49O0++7OzsAlfrBl6Nntc0vyiKWLZsWYHnItIlBgYGqhH2uf24RYsWmD17Ntq0aYPBgwdj69atqsJjXFycqnBDpG9ycnJgZWWlmgYp9zM8959Vq1ZFeno6lEql6q6k5OTkYo+0J9IlRkZGMDAwUH3GP3/+HF26dEF4eDg6d+4MmUyGHj16YPLkyTAxMcGePXskTkyVHUc+kqQCAwPL/TW7dOmCJUuWICAgAAMHDsSTJ0/wzTffwN3dHRcuXFC1c3d3x/Tp0zF79my888476NmzJ+RyOc6dOwdHR0fMnz8flpaWWL16NQYPHoymTZuif//+sLW1xZ07d7B37160bt1arYioUChw4MABBAYGonnz5ti/fz/27t2LadOmqW4N/OCDD9CuXTtMnz4dcXFxaNy4MQ4dOoRdu3bh888/V422JP1T2v6enJyMjRs3AgAyMjIQGxuLHTt24MaNG+jfv3++xZf8WFlZoU+fPlixYgUEQYCbmxv27NmT79x48+bNQ7du3dC6dWsMGzYMz549w8qVK9GgQQO1giTpprCwMBw4cADvvPMORo8ejezsbKxYsQL169dXfd65ublhzpw5CAoKQlxcHLp37w4LCwvcunULO3fuxMiRIzFx4sR8z29iYgJPT09s3boVb731FqpUqYIGDRqgQYMGaNOmDRYuXIiXL1+iRo0aOHToULG+6M2fPx9dunSBr68vPvzwQyQmJqqyv973/Pz8MGrUKMyfPx/R0dHo1KkTjIyMEBMTg19//RXLli0rcI5VNzc3WFtbY82aNbCwsICZmRmaN2+OunXrws3NDRMnTsT9+/dhaWmJ7du355n7kUiXKJXKfG8rFQRBNcIxtwAZHByMIUOGQKFQwMfHB3PnzsXmzZvx999/w8PDg6MhSS/k9vn8pgx5naGhIV68eAFDQ0MIgoDExESsXbsWW7ZsQURERKnmxyYqT/l9zguCAKVSidq1a2PVqlWqAnt2djYMDQ3RsWNHvPXWW7h27RpevnzJkb8knXJeXZsqsfDwcBGAeO7cuULbOTs7i126dCnyfH5+fmL9+vWLbBcYGCg6OzurbVu3bp1Yp04dUS6Xi3Xr1hXDw8PFkJAQMb9fiR9++EFs0qSJKJfLRRsbG9HPz088fPiwWpvIyEjR399ftLKyEhUKhejm5iYOHTpU/Ouvv9RymJmZiTdu3BA7deokmpqaitWrVxdDQkLEnJwctfOlpqaK48ePFx0dHUUjIyOxTp064qJFi0SlUlnk+yXdoI3+DkD1MDc3F+vUqSMOGjRIPHToUL7HABA//fTTfPc9ffpU7NWrl2hqaira2NiIo0aNEi9duiQCEMPDw9XabtmyRaxbt64ol8vFBg0aiLt37xZ79eol1q1bt8jcJL2oqCjR29tbNDY2Fl1dXcU1a9bk+3m3fft20dfXVzQzMxPNzMzEunXrip9++ql47do1VZv8Pk9PnTqlOj8AMSQkRBRFUbx3757Yo0cP0draWrSyshL79OkjPnjwQK1NUbZv3y7Wq1dPlMvloqenp7hjx458M4iiKH777beit7e3aGJiIlpYWIgNGzYUJ0+eLD548EDVxs/PT/Tz81M7bteuXaKnp6doaGio1v//++8/sWPHjqK5ublYrVo1ccSIEeL58+fz/R0hktrr1wfDhg0T9+3bJ2ZnZxfY5s8//xT9/f1FU1NTsX379qIgCOK8efPKLS9RaWnS53Nt3rxZFARBfPz4sfjkyRNx3rx5oiAI4ty5c8srLlGpFafPv972/PnzoqOjozhp0iStZyQqjCCKb9wTRUREVAQvLy/Y2tpyDjwiIonljm4BXs351axZM1hZWWHlypVo06aN2qiw10fN7NixA6NHj8aTJ0+wcOFC1QjngkZQEumK4vR5ANi7dy8++OADREVF4cSJE5g+fTrmzJmDadOmAeAKwKT7itvncz18+BArV67E2rVrsX79enTp0qU8YxOp4ZUFEREV6OXLl8jOzlbbdvToUZw/fx5t27aVJhQREQF4Nddd7hfSyZMnY/To0ahWrRquXLmCTz75BFFRUWrzVucWFW/evImDBw/iyZMnWLJkCQuPpDeK2+dzjzEwMMD69etVUyrlFh6VSiULj6TTStLnAeCff/7B/PnzsXDhQkyZMoWFR5IcRz4SEVGB4uLi0LFjRwwaNAiOjo64evUq1qxZAysrK1y6dAlVq1aVOiIRUaXXo0cPnD17FoMGDUKnTp1w8OBB7N69G+np6Vi/fj3atm2rVlTcvHkzBg0ahLlz5yIoKAgAC4+kX4rT5yMjI1ULO7LPk74qTp9fvXo1ZsyYAQsLC3zxxRcYN24cAPZ5khaLj0REVKDk5GSMHDkSJ0+exNOnT2FmZoYOHTpgwYIFXPyIiEgHREVFISAgALNmzcKYMWNgYmKCrKwsREdHY8yYMXj06BHWr18PPz8/1a15z58/x7Fjx9CpUycA/EJK+qW4fT4pKQn169fHuHHjMGXKFADs86RfitvnExMTsXLlSrRu3VpVeGefJ6mx+EhEREREpKd27NiB3r1748CBA+jUqZNqNVNRFHH69GkMHDgQZmZmWLFihVoBMhe/kJK+KU6fb926NeRyObKysiCXywGwz5P+KU6fb9WqFRQKhdpcppzXlHQBP3WJiIiIiPRATk5Onm0uLi4AgCtXrgAAjIyMVPPY+fj4oG3btqq5wU6fPg3g1RfRXCzCkC4rbZ8/d+4cAKiK7qIoss+TTittn//rr78AqH/Os/BIuoCfvEREREREeiC3gBIREaHaVr16dbRp0wYLFizA0aNHAbz6opmTkwNjY2M0adIEHTp0gLW1NQYPHoz4+HgIgpDvAgVEuqas+ryhoSFHf5FeKKs+b2BgAN7kSrqExUeqNOLi4iAIAn788UepoxAVG/svEREBwOzZs9G/f38sXLgQAFCjRg189NFHePHiBaZMmYLIyEgIggCZTIZHjx7h5MmTaNiwIZYuXYpnz55h/PjxADjikfRHWfV5Fh5JX7DPU0VkKHUAIiIiIiLSTM+ePXHq1CmsWbMGOTk5CAoKwqBBg5CQkIA5c+agV69eGDt2LKpUqYLo6Gjs3r0b69evR8uWLdGiRQtER0cjMTERVapUkfqtEGmEfZ4qG/Z5qohYfKRKw9nZGZmZmTAyMpI6ClGxsf8SEVU+ry+MIYoilEol6tevj2XLlmHs2LFYu3YtRFHEtGnT8Nlnn8HR0REbN27EvHnzkJOTA1tbW8yZMwf9+vUDAJibmyMrK0vKt0RUKPZ5qmzY56my4GrXREREREQ65vX56Z4+fQpbW1vVPI0GBga4du0axo0bh2vXrmHUqFEICgoCAKSkpCA+Ph7p6ekwMjJC3bp1AQCnTp3C4MGD4eXlhY0bN8LExESaN0ZUAPZ5qmzY56ky4WQvpFdCQ0MhCAKuX7+OQYMGwcrKCra2tggODoYoirh79y66desGS0tL2Nvb46uvvlIdm9+ceUOHDoW5uTnu37+P7t27w9zcHLa2tpg4caLaSmNHjx6FIAiqCX4LO+ejR48wbNgwODk5QS6Xw8HBAd26dUNcXJyWfiqkL9h/iYhIU7lfSP/3v/9h1KhRiIuLg4GBgWqxGA8PDyxfvhzOzs5YtGiR6v8ZlpaWcHV1RcOGDVVfSHft2oVZs2YhKSkJc+bM4RdS0kns81TZsM9TZcLiI+mlfv36QalUYsGCBWjevDnmzJmDpUuX4t1330WNGjXw5Zdfwt3dHRMnTsSxY8cKPVdOTg78/f1RtWpVLF68GH5+fvjqq6/w7bfflihbr169sHPnTgwbNgyrVq3CuHHjkJqaijt37pTofFTxsP8SEVFBsrOz1f7p4OCAo0ePYs6cOao/Gr3+xXTZsmV4/vw5li5ditmzZ+c5X2hoKKZOnYrbt2/j6NGjqFevXrm+H6KisM9TZcM+T5WSSKRHQkJCRADiyJEjVduys7NFJycnURAEccGCBartz549E01MTMTAwEBRFEXx1q1bIgAxPDxc1SYwMFAEIM6aNUvtdZo0aSJ6e3urnkdGRooAxMjISLV2b57z2bNnIgBx0aJFZfOGqUJh/yUiIk317NlTnDFjhiiKojhlyhTRxsZG/PDDD8Vbt26Jovjq/x/Z2dmiKIpi27ZtxTp16ohVqlQR//rrL7Xz3L17V9yyZYt47969cs1PVFzs81TZsM9TZcIFZ0gvffTRR6p/l8lk8PHxwb179zB8+HDVdmtra3h4eODmzZtFnu/jjz9We/7OO+9gw4YNxc5lYmICY2NjHD16FMOHD4eNjU2xz0EVH/svERG9KTs7G4aGry7NQ0JCcOrUKXTr1g2iKGLBggVQKpX4/vvvAQDTpk2Dm5sbAOD69et48eIFgoODYW1tDW9vb9U5lUolnJycVAsREOkS9nmqbNjnqTJj8ZH0Uq1atdSeW1lZQaFQoFq1anm2JyQkFHouhUIBW1tbtW02NjZ49uxZsXPJ5XJ8+eWXmDBhAqpXr44WLVrg/fffx5AhQ2Bvb1/s81HFxP5LRERvyv1CeuHCBVhYWKB///7o37+/ak6whQsXQhRFrF+/Hs+ePVPN6bVp0yY8ePAA7dq1g5OTE4D/Wz01dwVVIl3EPk+VDfs8VWbsqaSXZDKZRtuAV6uIFfdcb8r9H8KbXl/UI9fnn3+O69evY/78+VAoFAgODka9evXw77//Fvk6VDmw/xIRUX4mTZoELy8vzJ49Gy4uLjA2NoZSqVR9Xi9atAifffYZzp07hwYNGsDb2xuzZ8/GJ598ovpCCoBfRklvsM9TZcM+T5UVRz4SaSD39tOkpCS17bdv3863vZubGyZMmIAJEyYgJiYGXl5e+Oqrr7Bx40ZtRyXKg/2XiEi3iKIIQRAQFxcHAHBxcQEAdOrUCWfPnsXp06cRExMDAKqFB3JyciCTyTB9+nS88847+Pvvv/HgwQO0bNkSPXv2VDsvka5hn6fKhn2eSB2Lj0QacHZ2hkwmw7Fjx9C9e3fV9lWrVqm1y8jIgIGBARQKhWqbm5sbLCwskJWVVV5xidSw/xIR6Y7k5GR899132LFjB86cOQNRFNG6dWv0798fw4cPx+LFi/HJJ59g1apV8PX1Rf/+/QG8GuWSe5tdmzZt0KZNG7Uvobn7iHQN+zxVNuzzRHmx+EikASsrK/Tp0wcrVqyAIAhwc3PDnj178OTJE7V2169fR4cOHdC3b194enrC0NAQO3fuxOPHj1X/UyEqb+y/RES64fHjx+jRowcSEhLg4OCAsLAwXLlyBX/++SfGjh2LP/74A+vWrcP333+PYcOGYdCgQTAyMkKvXr3yHeny+jZ+ISVdxD5PlQ37PFH+WHwk0tCKFSvw8uVLrFmzBnK5HH379sWiRYvQoEEDVZuaNWtiwIAB+OOPP7BhwwYYGhqibt26+OWXX9CrVy8J01Nlx/5LRCStR48eoXnz5nB0dMSsWbPQp08fGBgYICcnB4mJiRgxYgQiIiKQkJCA3bt347vvvsPHH3+MgQMHYvPmzaovprzljvQF+zxVNuzzRAUTxKJWMyAiIiIiohJ79OgR3n77bdSoUQPLli2Dt7c3ZDIZsrOzIZPJVF8yAwMDsWHDBgwaNAg//PADTp48iUmTJuHy5csIDw9H3759JX4nRJphn6fKhn2eqHAsPhIRERERaUlGRgaaN2+Oq1ev4ujRo2jdujUA9bm7chcZAF4tRhAZGYldu3ahc+fOOHjwIKZOnYrz588jJiYGrq6uHBFDOo19niob9nmionHSACIiIiIiLcnOzka7du0gk8kQERGBFy9eAFCfuyt3dAwAfPXVVzAzM8PmzZsBAP7+/pgzZw5+/vlnuLm58Qsp6Tz2eaps2OeJisY5H4mIiIiItMTS0hJz5syBXC7HV199BVEUMWvWLJiamqq1MzR8dVnu4OAAe3t7xMbGqkbNdOnSRdWOq52SrmOfp8qGfZ6oaCw+EhERERFpkaWlJYKDgwG8GvEiCALCwsLUvpjmLjBQrVo1WFlZQSaTQRTFPF9C+YWU9AH7PFU27PNEhWPxkYiIiIhIy978YgpA7Ytp7m12kZGRiImJQWhoqOqLKZE+Yp+nyoZ9nqhgLD4SEREREZWD/L6YhoaGwszMDADw4MED/PLLL6hZs6ZqwQLO/UX6jH2eKhv2eaL8sfhIlUJoaCjCwsIk/6tSbo6nT5+iWrVqkmYhIiKi8pffF9N58+YhNTUV4eHh+Omnn/DVV1/B29tbyphEZYZ9niob9nmivFh8JK375Zdf0K9fP+zYsQM9evRQ29e4cWNcuHABR44cQbt27dT21apVC05OTjh16lSB5x46dCjWr1+vem5hYYHatWtjyJAhGDNmDORyedm+GaIilGd/NzMzg52dHZo2bYoBAwagR48enCOGiEgPvPnFNCsrC9WqVUNoaCjmzp2Ljz/+GMD/zQ9GpO/Y56myYZ8nUsfiI2mdr68vAODEiRNqxZiUlBRcunQJhoaGOHnypFox5u7du7h79y769+9f5Pnlcjm+//57AEBSUhK2b9+OiRMn4ty5c9iyZUsZvxuiwpVnf8/MzMTt27fx22+/oXfv3mjbti127doFS0vLMn5XRERU1nK/mMpkMixcuBAAMHfuXAQFBQHgaqdU8bDPU2XDPk/0f1h8JK1zdHRE7dq1ceLECbXtp0+fhiiK6NOnT559uc9zCzmFMTQ0xKBBg1TPR48ejebNm2Pr1q1YsmQJHB0dy+BdEGmmvPs7AMyZMwcLFixAUFAQRowYga1btxZ4vCiKeP78OUxMTDR9S0REpCWWlpYICgrCy5cv4ebmhtGjRwPgF1KquNjnqbJhnyd6hb2dyoWvry/+/fdfZGZmqradPHkS9evXx3vvvYc///wTSqVSbZ8gCKpJeIvDwMAAbdu2BQDExcUV2C48PBzt27eHnZ0d5HI5PD09sXr16nzb7t+/H35+frCwsIClpSWaNWuGzZs3q7U5c+YMAgICYGVlBVNTU/j5+eHkyZP5ni8+Ph59+/aFpaUlqlatis8++wzPnz9Xa5OdnY3Zs2fDzc0NcrkcLi4umDZtGrKysjT/YZAkyrO/55o6dSo6deqEX3/9FdevX1dtd3Fxwfvvv4+DBw/Cx8cHJiYmWLt2LeLi4iAIAn788cc85xIEAaGhoWrbjh49Ch8fHygUCri5uWHt2rUIDQ3lbSJERKVkZWWFefPm8QspVRrs81TZsM8TsfhI5cTX1xcvX77EmTNnVNtOnjyJVq1aoVWrVkhOTsalS5fU9tWtWxdVq1Yt0evduHEDAAo9fvXq1XB2dsa0adPw1VdfoWbNmhg9ejS++eYbtXY//vgjunTpgsTERAQFBWHBggXw8vLCgQMHVG2OHDmCNm3aICUlBSEhIZg3bx6SkpLQvn17nD17Ns9r9+3bF8+fP8f8+fPRuXNnLF++HCNHjlRr89FHH2HmzJlo2rQpvv76a/j5+WH+/Pka3ZpL0irv/p5r8ODBEEURhw8fVtt+7do1DBgwAO+++y6WLVsGLy+vYp3333//RUBAABISEhAWFobhw4dj1qxZiIiIKFVeIiJ65fU5qvmFlCoD9nmqbNjnqbLjbddULl6fB69t27bIzs7GmTNnEBgYCDc3N1SvXh0nTpxAo0aNkJqaiosXL+LDDz/U+Pzx8fEAgOTkZPzyyy+IiIhAo0aN4OHhUeAxUVFRareejhkzBgEBAViyZAk+/fRT1fnGjRuHt99+G0ePHoVCoVC1z105WxRFfPzxx2jXrh3279+vGgk2atQo1K9fHzNmzMChQ4fUXrt27drYtWsXAODTTz+FpaUlVq1ahYkTJ6JRo0Y4f/481q9fj48++gjfffcdgFe3k9vZ2WHx4sWIjIzMs2AJ6Q5t9/eCNGjQAMD/Fd9zxcbG4sCBA/D391dtK2xU8JtCQkIgk8lw8uRJ1TQGffv2Rb169UqdmYiIiIiIiCo2ltypXNSrVw9Vq1ZVzW13/vx5pKeno1WrVgCAVq1aqW5RPn36NHJycjSa/w4A0tPTYWtrC1tbW7i7u2PatGlo2bIldu7cWehxrxcek5OTER8fDz8/P9y8eRPJyckAgMOHDyM1NRVTp05VKzwCUBUZo6OjERMTg4EDByIhIQHx8fGIj49Heno6OnTogGPHjqndYgtAVdzMNXbsWADAvn371P75xRdfqLWbMGECAGDv3r1F/2BIMtrs74UxNzcHAKSmpqptr127tlrhsThycnLw+++/o3v37mrzp7q7u+O9994reVgiIiIiIiKqFDjykcqFIAho1aqVqhB38uRJ2NnZwd3dHcCrYszKlSsBQFWU0bQYo1Ao8NtvvwF4NZy9du3acHJyKvK4kydPIiQkBKdPn0ZGRobavuTkZFhZWalGkOWOKMtPTEwMACAwMLDANsnJybCxsVE9r1Onjtp+Nzc3GBgYqEaj3b59GwYGBqqfTy57e3tYW1vj9u3bRb4/ko42+3th0tLSAAAWFhZq22vXrl3icz558gSZmZl5+iKAfLcRERERERERvY7FRyo3vr6++O2333Dx4kXV/He5WrVqhUmTJuH+/fs4ceIEHB0d4erqqtF5ZTIZOnbsWKwsN27cQIcOHVC3bl0sWbIENWvWhLGxMfbt24evv/46z0jFwuS2XbRoUYFz6eWOSCtIQYt2cDEP/aWt/l6Y3Hkk3ywK5reydUF9Kycnp9Q5iIiIiIiIiHKx+Ejl5vV58E6ePInPP/9ctc/b2xtyuRxHjx7FmTNn0LlzZ61m+e2335CVlYXdu3ejVq1aqu2RkZFq7dzc3AC8KuoUNMort42lpaXGRdCYmBi10WixsbFQKpVwcXEBADg7O0OpVCImJkZtXr3Hjx8jKSkJzs7OGr0OSUeK/r5hwwYIgoB33323yLa5I3GTkpLUtr85qtbOzg4KhQKxsbF5zpHfNiIiIiIiIqLXcc5HKjc+Pj5QKBTYtGkT7t+/rzYSTC6Xo2nTpvjmm2+Qnp5eJregFkYmkwH4v0VjgFe3RoeHh6u169SpEywsLDB//nw8f/5cbV/usd7e3nBzc8PixYtVt72+7unTp3m2vbmi9ooVKwBANYdebjFq6dKlau2WLFkCAOjSpUvhb5AkV979fcGCBTh06BD69euX57b+/FhaWqJatWo4duyY2vZVq1apPc8dWRwREYEHDx6otsfGxmL//v2lzk1EREREREQVG0c+UrkxNjZGs2bNcPz4ccjlcnh7e6vtb9WqFb766isAZTP/XWE6deoEY2NjfPDBBxg1ahTS0tLw3Xffwc7ODg8fPlS1s7S0xNdff42PPvoIzZo1w8CBA2FjY4Pz588jIyMD69evh4GBAb7//nu89957qF+/PoYNG4YaNWrg/v37iIyMhKWlpWpOyly3bt1C165dERAQgNOnT2Pjxo0YOHAgGjduDABo3LgxAgMD8e233yIpKQl+fn44e/Ys1q9fj+7du3Olaz2grf6enZ2NjRs3AgCeP3+O27dvY/fu3bhw4QLatWuHb7/9VuNzffTRR1iwYAE++ugj+Pj44NixY7h+/XqedqGhoTh06BBat26NTz75BDk5OVi5ciUaNGiA6OhojV+PiIiIiIiIKh+OfKRylVtkyb3t9HWtW7cG8GqxjNwinLZ4eHhg27ZtEAQBEydOxJo1azBy5Eh89tlnedoOHz4cu3fvhqWlJWbPno0pU6bgn3/+UVvpt23btjh9+jR8fHywcuVKjB07Fj/++CPs7e0xfvz4POfcunUr5HI5pk6dir1792LMmDFYt26dWpvvv/8eYWFhOHfuHD7//HMcOXIEQUFB2LJlS9n/QEgrtNHfs7KyMHjwYAwePBifffYZNm7ciDp16mDbtm34/fff8yw2U5iZM2di+PDh2LZtGyZPnoycnJx8RzN6e3tj//79sLGxQXBwMNatW4dZs2ahQ4cOeVaBJyIiIiIiInqdIL5+3ykREZGGunfvjsuXL6tWfCciIiIiIiJ6E0c+EhFRkTIzM9Wex8TEYN++fWjbtq00gYiIiIiIiEgvcOQjEREVycHBAUOHDoWrqytu376N1atXIysrC//++69GC9wQERERERFR5cQFZ4iIqEgBAQH4+eef8ejRI8jlcrRs2RLz5s1j4ZGIiIiIiIgKxZGPREREREREREREpBWc85GIiIiIiIiIiIi0gsVHIiIiIiIiIiIi0goWH4mIiIiIiIiIiEgrWHwkIiIiIiIiIiIirWDxkYiIiIiIiIiIiLSCxUciIiIiIiIiIiLSChYfiYiIiIiIiIiISCtYfCQiIiIiIiIiIiKt+H+4bk44n3+VHwAAAABJRU5ErkJggg==", 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" ] diff --git a/nbs/tutorials/08-horizontal_plot.ipynb b/nbs/tutorials/08-horizontal_plot.ipynb new file mode 100644 index 00000000..441f8f7b --- /dev/null +++ b/nbs/tutorials/08-horizontal_plot.ipynb @@ -0,0 +1,622 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Horizontal plots\n", + "\n", + "> A guide to plot data in a horizontal format.\n", + "\n", + "- order: 8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In DABEST **v2024.xx.xx**, we introduce a new plotting orientation: **horizontal plots**. \n", + "\n", + "This is useful when you have a large number of groups, and you want to save space on the x-axis (or just would prefer a different layout!). \n", + "\n", + "To access this, provide `horizontal=True` to the `plot` method." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We're using DABEST v2024.03.29\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import dabest\n", + "\n", + "print(\"We're using DABEST v{}\".format(dabest.__version__))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#| hide\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\") # to suppress warnings related to points not being able to be plotted due to dot size" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import norm # Used in generation of populations.\n", + "\n", + "np.random.seed(9999) # Fix the seed to ensure reproducibility of results.\n", + "\n", + "Ns = 20 # The number of samples taken from each population\n", + "\n", + "# Create samples\n", + "c1 = norm.rvs(loc=3, scale=0.4, size=Ns)\n", + "c2 = norm.rvs(loc=3.5, scale=0.75, size=Ns)\n", + "c3 = norm.rvs(loc=3.25, scale=0.4, size=Ns)\n", + "\n", + "t1 = norm.rvs(loc=3.5, scale=0.5, size=Ns)\n", + "t2 = norm.rvs(loc=2.5, scale=0.6, size=Ns)\n", + "t3 = norm.rvs(loc=3, scale=0.75, size=Ns)\n", + "t4 = norm.rvs(loc=3.5, scale=0.75, size=Ns)\n", + "t5 = norm.rvs(loc=3.25, scale=0.4, size=Ns)\n", + "t6 = norm.rvs(loc=3.25, scale=0.4, size=Ns)\n", + "\n", + "\n", + "# Add a `gender` column for coloring the data.\n", + "females = np.repeat('Female', Ns/2).tolist()\n", + "males = np.repeat('Male', Ns/2).tolist()\n", + "gender = females + males\n", + "\n", + "# Add an `id` column for paired data plotting.\n", + "id_col = pd.Series(range(1, Ns+1))\n", + "\n", + "# Combine samples and gender into a DataFrame.\n", + "df = pd.DataFrame({'Control 1' : c1, 'Test 1' : t1,\n", + " 'Control 2' : c2, 'Test 2' : t2,\n", + " 'Control 3' : c3, 'Test 3' : t3,\n", + " 'Test 4' : t4, 'Test 5' : t5, 'Test 6' : t6,\n", + " 'Gender' : gender, 'ID' : id_col\n", + " })" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Swarmplots\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), resamples=5000)\n", + "two_groups_unpaired.mean_diff.plot(horizontal=True);\n", + "\n", + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\"),(\"Test 4\", \"Test 5\")))\n", + "multi_2group.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Repeated Measures\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_baseline_repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\",),paired=\"baseline\", id_col=\"ID\")\n", + "multi_baseline_repeated_measures.mean_diff.plot(horizontal=True,);\n", + "\n", + "multi_baseline_repeated_measures = dabest.load(df, idx=((\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),(\"Control 2\", \"Test 4\", \"Test 5\", \"Test 6\")),paired=\"baseline\", id_col=\"ID\")\n", + "multi_baseline_repeated_measures.mean_diff.plot(horizontal=True,);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Proportion plots - Barplots and Sankey diagrams\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def create_demo_prop_dataset(seed=9999, N=40):\n", + " import numpy as np\n", + " import pandas as pd\n", + "\n", + " np.random.seed(9999) # Fix the seed to ensure reproducibility of results.\n", + " # Create samples\n", + " n = 1\n", + " c1 = np.random.binomial(n, 0.2, size=N)\n", + " c2 = np.random.binomial(n, 0.2, size=N)\n", + " c3 = np.random.binomial(n, 0.8, size=N)\n", + "\n", + " t1 = np.random.binomial(n, 0.6, size=N)\n", + " t2 = np.random.binomial(n, 0.2, size=N)\n", + " t3 = np.random.binomial(n, 0.3, size=N)\n", + " t4 = np.random.binomial(n, 0.4, size=N)\n", + " t5 = np.random.binomial(n, 0.5, size=N)\n", + " t6 = np.random.binomial(n, 0.6, size=N)\n", + " t7 = np.ones(N)\n", + " t8 = np.zeros(N)\n", + " t9 = np.zeros(N)\n", + "\n", + " # Add a `gender` column for coloring the data.\n", + " females = np.repeat('Female', N / 2).tolist()\n", + " males = np.repeat('Male', N / 2).tolist()\n", + " gender = females + males\n", + "\n", + " # Add an `id` column for paired data plotting.\n", + " id_col = pd.Series(range(1, N + 1))\n", + "\n", + " # Combine samples and gender into a DataFrame.\n", + " df = pd.DataFrame({'Control 1': c1, 'Test 1': t1,\n", + " 'Control 2': c2, 'Test 2': t2,\n", + " 'Control 3': c3, 'Test 3': t3,\n", + " 'Test 4': t4, 'Test 5': t5, 'Test 6': t6,\n", + " 'Test 7': t7, 'Test 8': t8, 'Test 9': t9,\n", + " 'Gender': gender, 'ID': id_col\n", + " })\n", + "\n", + " return df\n", + "df_prop = create_demo_prop_dataset()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Barplots\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df_prop, idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Test 3\", \"Test 4\"), (\"Test 5\", \"Test 6\")), proportional=True)\n", + "two_groups_unpaired.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sankey diagrams\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_group_baseline = dabest.load(df_prop, idx=(((\"Control 1\", \"Test 1\",\"Test 2\", \"Test 3\"),(\"Test 4\", \"Test 5\", \"Test 6\"))),proportional=True, paired=\"baseline\", id_col=\"ID\")\n", + "multi_group_baseline.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Delta-delta" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import norm # Used in generation of populations.\n", + "np.random.seed(9999) # Fix the seed to ensure reproducibility of results.\n", + "\n", + "# Create samples\n", + "N = 20\n", + "y = norm.rvs(loc=3, scale=0.4, size=N*4)\n", + "y[N:2*N] = y[N:2*N]+1\n", + "y[2*N:3*N] = y[2*N:3*N]-0.5\n", + "\n", + "# Add a `Treatment` column\n", + "t1 = np.repeat('Placebo', N*2).tolist()\n", + "t2 = np.repeat('Drug', N*2).tolist()\n", + "treatment = t1 + t2 \n", + "\n", + "# Add a `Rep` column as the first variable for the 2 replicates of experiments done\n", + "rep = []\n", + "for i in range(N*2):\n", + " rep.append('Rep1')\n", + " rep.append('Rep2')\n", + "\n", + "# Add a `Genotype` column as the second variable\n", + "wt = np.repeat('W', N).tolist()\n", + "mt = np.repeat('M', N).tolist()\n", + "wt2 = np.repeat('W', N).tolist()\n", + "mt2 = np.repeat('M', N).tolist()\n", + "\n", + "\n", + "genotype = wt + mt + wt2 + mt2\n", + "\n", + "# Add an `id` column for paired data plotting.\n", + "id = list(range(0, N*2))\n", + "id_col = id + id \n", + "\n", + "\n", + "# Combine all columns into a DataFrame.\n", + "df_delta2 = pd.DataFrame({'ID' : id_col,\n", + " 'Rep' : rep,\n", + " 'Genotype' : genotype, \n", + " 'Treatment': treatment,\n", + " 'Y' : y\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unpaired_delta2 = dabest.load(data = df_delta2, x = [\"Genotype\", \"Genotype\"], y = \"Y\", delta2 = True, experiment = \"Treatment\")\n", + "unpaired_delta2.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Mini-Meta" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unpaired = dabest.load(df, idx=((\"Control 1\", \"Test 2\"), (\"Control 2\", \"Test 3\"), (\"Test 4\", \"Test 5\")), mini_meta=True)\n", + "unpaired.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Aesthetic options\n", + "\n", + "As with the vertical plots, horizontal plots can be customized using the same options. \n", + "\n", + "Shown below are a few cases where the aesthetics are modified, added functionality, or just less intuitive." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Swarm Side\n", + "\n", + "As with the vertical plots, you can specify the side of the swarms via `swarm_side` in the `plot()` function. \n", + "\n", + "In this case, `swarm_side='left'` would plot the swarms upwards, and `swarm_side='right'` would plot the swarms downwards." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Default is `swarm_side='left'`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\", 'Test 2'), resamples=5000)\n", + "two_groups_unpaired.mean_diff.plot(swarm_side='left', horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`swarm_side='center'`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(swarm_side='center', horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`swarm_side='right'`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NQ05OjkZ11IGBgTp9qCjJtWvXABQtDqPMz89PIUnu27cv9u7diwULFmDatGlwcXHB3Llz1ZZ/hIWFoUOHDvDx8TFYrGRc5fE1/stJqXKSJ8pETP3v7jJLOww9kqpc4pCXX4CIy3dw9OJts5w5oqTE3kIqUam5JiIiwxBEbe6MI4NIS0uDt7c3goKCMH78eFOHYxAJCQmoU6cOQkNDtRpJvnLlCnx9fXH58uVSF1gh4/gx4hK2HPhD7Q2ygiDg/Xc7GGymh9j4v/HByl3y0o6XWVpISy3tSMnIwr8WblM7klp07nidE8Wy2zafmSNSMrLKrLkmKm/5+fmwsrJCXl4eLC0tTR3OK+yyqQMwc9r/LSu/VTRIztHREbNnz8aKFSsgk6n/qruiWbVqFZo2bcpSiwqme+tGsJCq/zXw8pRrhliV7uLtopsD1SlrhoaSZoGwkErkJRK6xleRZo4orl2ePrjL/9dgM0EmIjIWjiSTSXEk2fTO3Xqo9mv8oZ198WPkZbVf7+tSgrAmPAKHzt5EoZoPhlKJBL3bNcH0wV1KbePlkdTiEokCmahXfIaIi+hVxpFkc8GR5NJxJJmItFRcn/v+ux3Qu10TvP9uB3w7awR+jLyM/IJCiKKIQpkMoijKZ73QZcTWEHXFxSOp7/V8CxFX7iK/UKZ3fJw5goiI1GGSTEQqX+NfvB1n8BKEsko7tJmhwZAlEoaMi4iIKg8myUSkwhir0hmyrtiQ8WmzWh8REb06tJ4CjogqP2OVIBhq6jVjTwnHmSOIiIgjyUSkwpglCIaoKy4tPk0XKCkpLs4cQUREAJNkIlLj5RIEoGjOZACQSATMGtrVIAmkPnXFyvG9rHiBknO3HuodIxERvbqYJBORWm0be2Pm0K6QSASIYtE0a6II/PfHEwZJQPWtK27b2BvfzhoOiUSxDRHQaxYOIiIigEkyEZUgJSML3/x4Qr5CnkwU9Z4G7mWGqCvWZ4ESIiKi0jBJJiK1jL0SXWl1xVKJoFHdszFm4SAiIgKYJBNRCYydgBbXFUslqr+GRBG4+zihzDa4EAgRERkLk2QiUqs8EtAGnm6QqMnDC2UyjUo6uBAIEREZC5NkIlKrPBLQYxdvo0CmPhHXpKSDC4EQEZGxcDERIlKrOAFduOMgCgpl8sU+LKQSgyWgxSUdhWpGrDUt6eBCIEREZAxMkomoRMZOQA1V0lG8EAgREZGhMEkmolIZMwHt3roRdhw+i/yCQpV9rCkmIiJTYk0yEZkMa4qJiMhccSSZiEyKNcVERGSOmCQTkcmxppiIiMwNyy2IiIiIiJQwSSYiIiIiUsIkmYiIiIhICZNkIiIiIiIlTJKJiIiIiJQwSSYiIiIiUsIkmYiIiIhICZNkIiIiIiIlTJKJiIiIiJQwSSYiIiIiUsIkmYiIiIhICZNkIiIiIiIlTJKJiIiIiJQwSSYiIiIiUsIkmYiIiIhICZNkIiIiIiIlTJKJiIiIiJQwSSYiIiIiUmJh6gCIiIio4ivIzYYgszR1GAokUgtILKxMHQZVUEySiYiISGeygjwAwPN7l2BpaQZphVgIQAAECSxs7ODk1ZyJMunEDF7NREREVFHJCgsAFI3aSq3tTBqL1aOTsLn7M0SpNXJrd0bOa+0gKyxgkkw6YZJMREREehMsrCC1tDZZ/5ZxJ2F9O6woFlk+bO/th9WjkxByhgF1OgE16gMS3opFmmOSTERERBWa9NldWN/cpbJdkpsKydVgIDoEqOoBtJtSlDATaYAfqYiIiKjCErKfwebSRkCUlX5gRjxw9Evg1r7yCYwqPCbJREREVDEV5sP20noIeRman/PHauCvy8aLiSoNJslERERUIVnfCoUk7ZF2J4kiELkUyNUisaZXEpNkIiIiqnCkSTdg+eiUbidn/Q2c32jYgKjSYZJMREREFUthHmxuhOjXxu0DwNNog4RDlRNntyAisxW9dQbyMlNM1r+VvTNajF+tst2UcZUUE9GrxOrhcQjZyfo39PtKYNA2gPMoayU1NQOzZ6/Bvn2RyM5+gTZtGuPrr2eiZcuGWrWTn1+A5s1H4PbtWKxYMQOffPKewv74+GTMn78Jx46dR0LCM9SsWQP9+vnhP/8Zh+rVnQz4jNRjkmwiQUFB2LZtG2JiYiCpBPM2zpkzB5GRkTh//rypQ6FKJC8zBXkZz0wdhgpzjYvolZCXBav7hw3TVur/gOgfgFbjDNPeK0Amk6FPnxm4du0ePv30PdSo4YT168Ph7z8Jly8Ho149T43bWrs2FI8fJ6jdl5mZjXbtxiIrKwdTpgxBrVpuuHbtT6xb9yMiIy/h8uUfjJ4/mWV2JgiCRo+TJ0/q3Vd2djYCAwO1amvx4sUICAiAm5sbBEFAYGCgVn2mp6dj+fLl+OyzzxT+gYuf19dff61yzo4dOyAIAi5duqRVX+rs3bsXw4YNg7e3N+zs7NCgQQN8/PHHSE1NVXv8/v370bJlS9jY2MDT0xPz589HQUGBwjEfffQRrl27hv379+sdH1ExK3tnWFWtbrqHvbP5xVVCTESvCqv7h4GCHMM1eDUESIkzXHsVnL//RIwZE1ji/vDwE4iKuo4dO+Zj/vyJmDp1KE6e3ASpVIL58zdp3E9S0nMsXLgFn302Wu3+/ftP49GjeOzYEYgFCyZhwoT+WLt2Nj7/fCyio//EtWt/avvUtGaWI8nBwcEKP3///fc4duyYyvZGjRrp3Vd2djYWLFgAAPD399fonC+++ALu7u548803ceTIEa373LZtGwoKCjBixAi1+1esWIHJkyfDzs44y3tOnDgRNWvWxKhRo+Dp6YkbN25g3bp1OHToEK5cuQJbW1v5sYcPH0b//v3h7++PtWvX4saNG/jqq6+QlJSEDRs2yI9zd3dHv379sHLlSgQEBBglbqpY8jJTkHQjArmpibB2coNr0y5aJ3jqygoM0a6ubRSfV7VmA537Lm+GuF76tmfoGOjVJbxIgVXcCcM2KisAfv8v8O5qQBAM23YlFB5+Am5u1TFwYBf5NhcXZwwd2g0//HAYubl5sLYuu3xlzpy1aNCgNkaNegfz5qneRJmengkAcHOrprDdw6M6AMDW1kafp6ERs0ySR40apfDzuXPncOzYMZXtphIbGwsvLy8kJyfDxcVF6/O3b9+OgIAA2Nio/gO3aNEC0dHR2LhxI2bNmmWIcFWEh4erfCDw9fXF6NGjERISggkTJsi3f/LJJ2jWrBmOHj0KC4uil4uDgwOWLFmCGTNmoGHDf+qPhg4diiFDhuDhw4fw9vY2SuxUMTz78zzu/LQUoqwAgiCBKMrw6GQwGg2ei2r12pi0XV3bMNZzMiZDx6xLexXxupH5svrzAFCYb/iG468B908A9boZvu1K5urVu2jZsoFKqUObNo2xefM+/PnnYzRtWrfUNi5cuImdOw/izJktEEr4YNKpU0tIJBLMmLESX389E6+/7orr1+9h8eLt6N/fHw0behnqKZXILMstNCGTybBq1So0btwYNjY2cHNzw6RJk5CSongzzaVLl9CzZ0/UqFEDtra2qFOnDsaNK6o9iouLkye5CxYskJc7lFU+4eXlpXPcsbGxuH79Orp1U/9GbN++Pbp06YKgoCDk5Bjw66SXqBsxHzBgAADg9u3b8m0xMTGIiYnBxIkT5QkyAEyZMgWiKCI8PFyhjeLn9Msvvxghaqoo8jJTipKiwnxAFCHKCov+W5iP2+FLdL7hzRDt6tqGsZ6TMRk6Zl3aq4jXjcyXkJkIy8e/G6+D8xuBfOP83a1M4uOT4eFRQ2V78banT/8u9XxRFDFt2goMG9Yd7do1K/G4N97wxubNcxETE4t27caiVq0+6NPnI3Tt2hphYcv0exIaqrBJ8qRJk/Dpp5+iffv2WL16NcaOHYuQkBD07NkT+flFnzKTkpLQo0cPxMXFYc6cOVi7di3+9a9/4dy5cwAAFxcXecnAgAEDEBwcjODgYAwcONBocUdFRQEAWrZsWeIxgYGBSExMVChnUCc3NxfJyckaPcqSkFBUOF+jxj8v/KtXrwIAWrVqpXBszZo18frrr8v3F3N0dISPjw/++OOPUmNOT0+XPzIzM8uMjSqWpBsREGUFaveJsgIk3YgwWbu6tmGs52RMho5Zl/Yq4nUj82V956eyl57WR9bfwPU9xmvfDOXnFyA5OVXhkZ9fgNzcPJXtMlnRtc/JyVVbTmFjYy3fX5odO37FjRv3sXz5tDLje+01V7Rp0xirVn2MfftWYtasfyEk5DDmzFmnw7PVnlmWW5TlzJkz2LJlC0JCQjBy5Ej59s6dO6NXr14ICwvDyJEjERUVhZSUFBw9elQh0fvqq68AAFWqVMHgwYMxefJkNGvWrFzKOe7cuQMAqFOnTonHdOzYEZ07d5bXJr9cI/yy3bt3Y+zYsRr1K4piqfuXL18OqVSKwYMHy7fFx8cDADw8PFSO9/DwwNOnT1W2e3t7IyYmpsR+li5dKq8Bp8opNzXx/79WL1TZJwgS5KYmmqxdXdsw1nMyJkPHrEt7FfG6kXmSPL8Pi/grxu8oejfQsC9QRXWktDL6449odO78gcr2qKjrCA09qrAtNnY/vLxqwtbWGrm5eSrnvHhRlBzb2lqX2F96eiY+//xbfPrpv1GrlnuZsfXtOxPnzm1Hq1ZvAAD69/eHg0MVLFjwHcaNC8Abbxi3tLNCJslhYWFwdHRE9+7dFUZJfX19YW9vj8jISIwcORJOTk4AgAMHDqB58+awtLQ0UcT/ePbsGSwsLGBvb1/qcYGBgfDz88PGjRsxc+ZMtcf07NkTx44d0zumXbt2YevWrZg9ezbq1asn315c7mFtrfqCt7GxQXp6usp2Z2dnlRHml33++ecKtdbR0dHw8/PTJ3wyM9ZObhBLGO0RRRmsndzkP2tzQ5c27RoiNkP3Xd4MHbMu7VXE60ZmSBRhHRNWPn0VvADObwK6/Kd8+jOx5s3r49ixbxW2ffzxKri7V8ennyrOWezuXnTDnIdHDcTHq35DXbytZs2S79VaufIH5OXlY9iw7oiLKxpoe/IkCQCQkpKOuLinqFnTBVZWlti0aS/c3KrJE+RiAQGdEBi4GVFR15kkq3Pv3j2kpaXB1dVV7f6kpKIL7ufnh0GDBmHBggX45ptv4O/vj/79+2PkyJFqEz9z0qlTJ3Tu3BlBQUH44APVT3lA0WiuulFebfz+++8YP348evbsicWLFyvsKx7Bzs1V/erkxYsXake4RVEssQgfKEq4X772ZX1YoIrHtWkXPDoZXFSHqkSQWMC1WVcA2t/QVVa7zj6t8OTsT6Um3JrGputzMieGjlmX9iridSPzI028BmnKg/Lr8N5RoME7wGsll0VWFs7ODujW7S2lbVXh4VFDZXuxFi3q4/ffoyGTyRRu3jt//hbs7GxQv37J8yQ/fpyAlJR0NG48VGXfkiXbsWTJdly9GoIWLRogMfE5CgtVP2Tn5xeVcClPRWsMFbImWSaTwdXVFceOHVP7WLhwIYCieYfDw8Nx9uxZfPjhh/jrr78wbtw4+Pr6mqwWtnr16igoKEBGRkaZx86fPx8JCQnYtEn9vIM5OTlISEjQ6KHOtWvXEBAQgCZNmiA8PFzh5jzgnzKL4rKLl8XHx6NmzZoq21NSUhTqmunVY2XvjEaD50KQWgKCAEEiLfqv1BKNBs+FVRUnnW7oKq3d19sNQvTWGYiL2I6Eq78hLmI7Lq4di+f3LmjUBiQWcGnih/+d3oUnZ39S6V+T52RuDB2zLu1VxOtGZkaUwfrOvvLv91QQkJdd/v1WAIMHd0Vi4jPs3fvPPQXJyakICzuOd9/tqFCv/ODBEzx48ET+8/Tpw7Fv30qFx6ZNcwEAY8a8i337VqJOndcAAPXreyIx8RlOnlRcH2L37qKpd998U7vV/XRRIUeSfXx8cPz4cbRv377Eet2XtW3bFm3btsXixYuxa9cu/Otf/0JoaCgmTJhQ6qinMRRPmRYbG4tmzUq+qxMoGgn39/fH8uXLMW/ePJX9e/bs0bkm+cGDB+jVqxdcXV1x6NAhtSO6LVq0AFA0Q0ibNv+M7D19+hRPnjzBxIkTVc6JjY1F8+bNNYqJKq9q9dqg9bTtiqUUzbrKkyJNbuh6vd0gjdp19mmF6K0z5KOVxfWvxQl362nbFUaUldsozM/F37dOIun6iVJHtF8+L/vvx8jPToNlFUdkJ/8P9h71zHLe37L+HcqjPUPHQK8Wi6cXIcn4q/w7zogHotYA/nPKv28zN3hwV7Rt2xRjxy5ETEzs/6+4F4bCQhkWLJikcGzXrpMBAHFxvwIAWrZsqLJ0dXHZRePG3ujf31++/cMPh2L79l/x7ruzMG3aMNSu7Y5Tp65g9+4j6N79Lbz1VhMjPssiFTJJHjp0KNavX49FixZhyZIlCvsKCgqQmZkJJycnpKSkwMnJSSERLk78iksIihfsKGm1OUNr164dgKLEs6wkGSiqTfb398fmzZtV9ulak5yQkIAePXpAIpHgyJEjJc713LhxYzRs2BCbN2/GpEmTIJVKAQAbNmyAIAgKN/kBQFpaGh48eIDJkydrHRNVPlb2zmoTXUC/G7qU231y9ietE+7iNvIyU3Bx7ViIhUXnl5VgW9k7w7b660UlBBVk3t/S/h3Kqz1Dx0CvCFkBrO/8bLr+7x4GarYE6vcwXQxmSCqV4tCh1fj009VYsyYUOTm5aN36DezYEYgGDbwM1k+DBl64fDkYX3yxAT/8cAgJCc9Qs6YLPvnkPZVk3FgqZJLs5+eHSZMmYenSpYiOjkaPHj1gaWmJe/fuISwsDKtXr8bgwYOxc+dOrF+/HgMGDICPjw8yMjLw3XffwcHBAb179wZQVHf7xhtvYM+ePahfvz6qVauGJk2aoEmTkj+hBAcH49GjR8jOLvoq5vTp0/IZM9577z3Url27xHO9vb3RpEkTHD9+XD5fc1nP1c/PD6dOnVLZp2tNcq9evfDw4UPMnj0bZ86cwZkzZ+T73Nzc0L17d/nPK1asQEBAAHr06IHhw4fj5s2bWLduHSZMmKCy4uHx48chiiL69eundUz0ajHkDV36JNzajmgrlImg7KSaiHRn+eg0hOzS59w1ujP/BVwbAk4l19lWNidPqg7KKXN2dsCWLV9iy5YvSz2ueAS5NF5eNSGKl9Tua9DAC2Fhy8tsw1gqZJIMABs3boSvry82bdqEuXPnwsLCAl5eXhg1ahTat28PoCjBvHDhAkJDQ5GYmAhHR0e0adMGISEhClOwbdmyBdOmTcPMmTORl5eH+fPnl5okb926VSFpjYyMRGRkJACgQ4cOpSbJADBu3DjMmzcPOTk5GpWLBAYGonPnzmUep6lr164BAIKCglT2+fn5KSTJffv2xd69e7FgwQJMmzYNLi4umDt3rtryj7CwMHTo0AE+Pj4Gi5UqJ0Pe0KVPwq1tgq1rmQgRaUfIzYDVXTNYmCo/Bzi+AOi/AbAoe6llqlwEsawJdMng0tLS4O3tjaCgIIwfP97U4RhEQkIC6tSpg9DQUK1Gkq9cuQJfX19cvny51AVWqPJ5fu8CbocvKUqUBQEQRUCQoH7ATLg27aJxO/+UTKhJuKWWaD19R4n1r0/O/oS4iO1FfaucLMCry1iFpPfB4fVIuPpb0Y2GyodLpHB/sxd83pmicexElUFOZhrsqjoh/lYUbOyq6N+gKMLmyiZYPFU/uqhNO6Iog4W1HQRBz3kKmgwE2s/Qrw2ju2zqAMycr9ZnVMjZLSo6R0dHzJ49GytWrJCvYFPRrVq1Ck2bNmWpBWmsWr02qNtnGiBI5AkyIOLegTUqs1KURmEGBaAo4QYAQYJ6faeXeoOYa9MuECQlfaEmoDAvR2GmC877S2R8lnGR+ifIhnZzL/CAK0S+apgkm8hnn32GO3fuKMwxWJEtW7YMFy5ontgQ5WWm4P7Btf8sMyvKypwGriS6JtzKU5RBabTpf2dCFaaSKy2p5ry/RPqzeHoJ1rdC9W7n8fNc7DiXjHWnkrA9KhGPn7/QP7iTy4DEW/q3QxVG5cjQiKjC0aS+V1P6JNzFU5TVaj9cOQiVNjjvL5HxWDw5B5srm/95H+vgwqNM9N/0J+ouuI73d8fhk5+fYHzwPXj95wIC1t/Exbiy1ygoUUEucOhT4Gm07m1QhVJhb9wjoopNn1kplOl7Q52VvTOk1rYA1N+i8XIbnPeXyMBEEVb3D8FKz0VD9l17jpHbH0KEKL/NQCbKu8Chm89x+GYK9rzfCAPf1HHRq7ws4OAsoPX7QLNhQCX5NpjUY5JMRCZhLtPA6dIG5/0lMgwhNwPW17+HRcJVvdq58CgTI7c/RKFMLOGjLlAoAwSIGPbdbUTNboHWXlV160xWCJzfCMSeBjp+DNSoq3PcZN74EYiITMKQ9b2GSLh5Ux5ROSp4AcuHx2B38gu9E2QAWHrkadEIchnHiQBEiPjq0CO9+0RSDLB3AhCxGHgeq397ZHY4kkxEJlFc33s7fInC6nWCxELr+l5DzLusSRt5mSmKZRZNu3DxECINCS9SIE2+A4ukG7BIuAYU5hqk3cfPc3HwVpramRzVKZQBv954jsfPX8Czmo1+nYsicO9o0cO9CeDTFajdHqjKD9WVAedJJpPiPMmkknjqWN9riHmX5W2oSdpFUSxabU/NPnNcjppIL7LCf2aKEYR/plYEiraLIiArAMRC5GSkwK76a4g//wusbKwgFBZAKHwBIS8TkqwkSDOeQJryANKspBK7e2tlDBLTVT+gaiIrT4bUHNUyqbI421nAzkr3L9TdHaxwaW4Jf7ccXwfcGgM16gOOtQB7V8DaAXh5Jh0LG0Ai1bl/VZwnuXTaz5PMJJlMikkyGVLi9RO49+uqorvj/38aOG0TWXVJO0Sx9AVLuBw1VTYyGRRvZH0pSVYqasjNyYKNvSOeXD4CS0vdvqBu0W0Y4pOSdTrXVF577TU8eaxH2UbxBxCDYZJcOu2TZJZbEFGloHYaOEA+hZumiay6m/KenP2Jy1HTq0WLWRskVrYAgGr134KlpaVO3Xm8XgsSS92Wfc7KykZqaqrW5zk7O8POzk6nPgHA3d3dwCPBZG6YJBNRpaDvNHClMeR0dUSVlYW1HSx0TJIvX76ic7+PHz+Gl5cXtPliXBAEREdHw9PTU+d+qfLj7BZEVCkUJ7Lq6JvIcuYLIvPl6emJvn37QirVbFRXKpXi3XffZYJMZWKSTESVgjETWS5HTWTevvzySwiCAKGMGt/iY7744otyiowqMibJRFQpGDORVbscdVHDcKrTHEnXT5S69DURGVfr1q2xZ88eSKXSEkeUi/f9+OOPaN26dTlHSBURk2QiqhTUJrKCAEFqqfW8y+oUL0ft1WUsnOq8KZ89I/XhVcRFbMfFtWPx/N4FgzwXItLewIEDERUVhd69e8tHlCX/fwOiIAjo06cPoqKiMGDAAFOGSRUIp4Ajk+IUcGRohpp3ubT2OR0c0T/y8/NhZWWFvLw8nWe3MLTHjx8jIiIC6enpcHBwQJcuXV6BGmROAVc6TgFHRK84dVO4GZIxZ9EgIsPw9PTEmDFjTB0GVXAstyAi0oIxZ9EgIiLzwSSZiEgLnA6OiOjVwCSZiEgLnA6OiOjVwCSZiEgLxp5Fg4iIzANv3CMi0lLxdHDGnEWDiIhMi0kyEZEOjD2LBhERmRbLLYiIiIiIlDBJJiIiIiJSwiSZiIiIiEgJk2QiIiIiIiVMkomIiIiIlDBJJiIiIiJSwiSZiIiIiEgJk2QiIiIiIiVMkomIiIiIlDBJJiIiIiJSwiSZiIiIiEgJk2QiIiIiIiVMkomIiIiIlDBJJiIiIiJSwiSZiIiIiEgJk2QiIiIiIiUWpg6AiIiI1MsryENBYYGpwyhVfn6+qUMgMgomyURERGZGFEWc+t8p7Lq5C5l5mahbtS461OgAa6m1qUNTUZBflMTnFeTB0tLSxNEQGQ6TZCIiIjNSKCvEdze+w4lHJ5CVmwUBAq6kXMGj7Ed4z/s9OFo5mjpEBdmybAAw+xFvIm0xSSYiIjIT+bJ8rL2yFucTzsu3CYIAiSBBSl4KQmJDMLHhRFSxqGLCKBUVjyQTVTa8cY+IiMgM5Bbm4pvL3ygkyMqe5T7D7oe7IRNl5RgZ0auJSTIREZGJJeckY+HZhbiceLnMY+My4nDi6YlyiIro1cZyCyIiIhMRRRGnn5zGzpidyMrP0vi804mnUdehLupUrWPE6IhebRxJJiIiMoG8wjysurIK66+t1ypBBoqS65/ifsKLwhdGio6ImCQTERGVs3xZPpZdWIZz8ed0biM1LxUH/3fQgFER0ctYbkFkQNO3TkdKZoqpw9Cas70z1oxfo7K9sj0fInMREhOCW89u6d3O1WdXUdehLppXa26AqIjUS03NwOzZa7BvXySys1+gTZvG+PrrmWjZsmGZ544ZE4idOw+obG/QoDbu3PmpxPNCQg5j1KgvUaWKLTIzf9crfl0xSTaRoKAgbNu2DTExMZBIKv6A/pw5cxAZGYnz50u+K/tVkJKZgmcZz0wdhsFUtudDZA5insXgcNxhg7X3y6Nf4GrjCg87D4O1SVRMJpOhT58ZuHbtHj799D3UqOGE9evD4e8/CZcvB6NePc8y27C2tsKWLV8obHN0tC/x+MzMbMyevQZVqtjqHb8+zDJJFgRBo+MiIyPh7++vV1/Z2dkICgqCv7+/Rm3duXMH27Ztw9GjR/HgwQPY29ujZcuWWLBgAVq1aqVRn+np6Vi+fDlWrlypkCAXP++VK1fi448/Vjhnx44dGDt2LC5evKhxPyXZu3cv9uzZg4sXLyIhIQG1atVC37598eWXX8LJyUnl+P379yMwMBAxMTFwdXXF2LFj8eWXX8LC4p+Xz0cffYRVq1Zh//79CAgI0Cu+iszZ3tnUIeikpLgr2/MhMrUCWQG23Nhi0DbzZHkIfhCM8fXHo7p1dYO2TRQefgJRUdcRFrYMgwd3AwAMHdod9esPxPz5m7Br1+Iy27CwkGLUqN4a9/nVV1tRtaodOnduhZ9/Pqlr6HozyyQ5ODhY4efvv/8ex44dU9neqFEjvfvKzs7GggULAECjJHnLli3YunUrBg0ahClTpiAtLQ2bNm1C27Zt8dtvv6Fbt25ltrFt2zYUFBRgxIgRavevWLECkydPhp2dnVbPRVMTJ05EzZo1MWrUKHh6euLGjRtYt24dDh06hCtXrsDW9p9PbocPH0b//v3h7++PtWvX4saNG/jqq6+QlJSEDRs2yI9zd3dHv379sHLlylc6Sa5sX/FXtudDZGpH447ir8y/DN5uel46ttzdgvfqvoeadjUN3j69usLDT8DNrToGDuwi3+bi4oyhQ7vhhx8OIzc3D9bWVmW2U1hYiKysHDg4lDyCDAD37j3GN9/swr59K/Djj8f1jl8fZpkkjxo1SuHnc+fO4dixYyrbTWHEiBEIDAyEvf0//8jjxo1Do0aNEBgYqFGSvH37dgQEBMDGxkZlX4sWLRAdHY2NGzdi1qxZBo29WHh4uMoHAl9fX4wePRohISGYMGGCfPsnn3yCZs2a4ejRo/KRYwcHByxZsgQzZsxAw4b/1CMNHToUQ4YMwcOHD+Ht7W3wuFMyU3DixgkkpibCzckNXZt2NciIoT7tGismU/Snbdu6xqLLeeVxnY3RR3m/Psi8peWmIfxeuNHaz8jPwOa7m9Hfsz9aVG9htH7o1XL16l20bNlApTS0TZvG2Lx5H/788zGaNq1bahvZ2S/g4OCH7OwXcHZ2wIgRPbF8+TTY26sOBn700dfo3LkVevfuwCRZVzKZDGvWrMF3332HBw8ewNHREf3798eyZcvg7PzPH6FLly7hP//5Dy5fvoysrCy4u7ujc+fO2LZtG+Li4lCnTtEckwsWLJCPKM+fPx+BgYFq+/X19VXZVr16dXTs2BEnT54sM+7Y2Fhcv369xAS4ffv2qFatGoKCgjB58mSFUV1DUTdiPmDAAIwePRq3b9+Wb4uJiUFMTAy+/fZbhdKKKVOmYPHixQgPD8cXX/xTY1T8AeGXX37BzJkzDRrz+T/PY8lPS1AgK4BEkEAmyhB8MhhzB8/FW/XeMkm7xorJFP1p27ausehyXnlcZ2P0Ud6vDzJ/e+7u0XqqN20VyAoQHheO5NxkdPXoqnH5IlFJ4uOT0anTmyrbPTxqAACePv271CTZw6MGZs/+N1q2bAiZTIbffjuL9evDcO3anzh5cpNCfnHw4BkcPXoO167tNvwT0UGFvWNs0qRJ+PTTT9G+fXusXr0aY8eORUhICHr27In8/HwAQFJSEnr06IG4uDjMmTMHa9euxb/+9S+cO1c05Y6Li4u8ZGDAgAEIDg5GcHAwBg4cqHU8CQkJqFGjRpnHRUVFAQBatmxZ4jGBgYFITExUKGdQJzc3F8nJyRo9NIkfgMJzuHr1KgCo1EDXrFkTr7/+unx/MUdHR/j4+OCPP/4osz9tpGSmYMlPS5BfmA9RFFEoK4QoisgvzMeS8CU6z76gT7vGiskU/Wnbtq6x6HJeeVxnY/RR3q8PMn8xz2Jw4nH5rZJ3Mv4kjvx1BKIollufVDnl5OSqLaewsbGW7y/N0qUfYtmyaRg6tDuGD++JHTsCsXjxFPzxxzWEh//znsjLy8fMmf/FBx8MwhtvGP7baF1UyCT5zJkz2LJlC3bu3InNmzdj0qRJWLZsGX766SdcvHgRYWFhAIoS0pSUFISEhOCTTz7BhAkT8NVXXyEmJgYAUKVKFQwePBgA0KxZM4waNQqjRo1Cs2bNtIrn999/x9mzZzFs2LAyj71z5w4AyEew1enYsSM6d+6MFStWICcnp8Tjdu/eDRcXF40eZVm+fDmkUqn8egBAfHw8AMDDQ/WOaQ8PDzx9+lRlu7e3t/z6qpObm4v09HT5IzMzs8zYTtw4gQJZgdp9BbICRNyIKLMNQ7drrJhM0Z+2besaiy7nlcd1NkYf5f36IPOWlZ+FDdGlD3oYw5nEM4hKiir3fqliysvLR0JCssKjsLAQtrbWyM3NUzn+xYui5NjW1lrrvmbOHAmJRILjxy/It33zTQiSk1OxYMEk3Z+EgVXIcouwsDA4Ojqie/fuCqOkvr6+sLe3R2RkJEaOHCmfqeHAgQNo3rw5LC0tDR5LUlISRo4ciTp16mD27NllHv/s2TNYWFgo1DSrExgYCD8/P2zcuLHE0oWePXvi2LFjOsX9sl27dmHr1q2YPXs26tWrJ99enKBbW6u+AWxsbJCenq6y3dnZWWWE+WVLly6Vl7UU8/PzU5uIF0tMTYREkKBQLFTZJxEkSEhNKPHc0ujTrrFiMkV/2ratayy6nFce19kYfZT364PMV6GsEGuurEFSTpJJ+v/tr99Q3bo6GjqVPZ8tvdqioq6hc+cPFLbFxu6Hh0cNxMerfiNdvK1mzbIH4pTZ2tqgenVHPH9elEekpWXiq6+2YcqUwUhPz0J6elFZUmZmNkRRRFzcU9jZ2cDVtZrWfemjQibJ9+7dQ1paGlxdXdXuT0oq+mXk5+eHQYMGYcGCBfjmm2/g7++P/v37Y+TIkWoTP21lZWWhb9++yMjIwJkzZ8pMfLXRqVMndO7cGUFBQfjggw/UHuPh4VFqcqmJ33//HePHj0fPnj2xeLHiNC7F9dC5uapfpbx48UJtvbQoiqXWwH3++ecq9djW1tal/nu4OblBJsrU7pOJMrg7uZd4bmn0aVeTcw1505Yx+9P2Ouh63XQ5T9Nz9LnWxnh9Ges1SxWLKIrYenMrov+ONmkMYXFh+KDhB3Cx0T6ZoVdH8+b1cezYtwrb3N2ro0WL+vj992jIZDKFm/fOn78FOzsb1K9f9jzJyjIyspCcnAoXFycAQEpKOjIzsxEU9D2Cgr5XOb5OnQD06+eHn3/+Wuu+9FEhk2SZTAZXV1eEhISo3V9cXiAIAsLDw3Hu3Dn8+uuvOHLkCMaNG4evv/4a586d0yupzcvLw8CBA3H9+nUcOXIETZo00ei86tWro6CgABkZGahatWqpx86fPx/+/v7YtGmT2vmLc3JykJaWplG/7u6qf5SvXbuGgIAANGnSBOHh4QrF88A/ZRbx8fGoVauWwr74+Hi0adNGpc2UlJRSa7PLSojV6dq0K4JPBiO/MF9lnwABj5MfI/xsuNZJaGntWkgs0LVZV53PdarihDFrxxjspi1j9lfW9c3Oy0ZKZor82mpy3dQlrbpcb03O0fcGOX1eB+XZJlUsoihi151d5VqHXJLcwlyEPAjBBw0/gI1UdVYlIgBwdnZAt26qvzMHD+6K8PAT2Ls3Qj5PcnJyKsLCjuPddzsq1Cs/ePAEAODj8zqAopKM/PwCVK1aRaHNRYu2QBRF9Or1NgDA1bUa9u1bqdL3mjWhOHv2BnbvXiy/UbA8VciaZB8fHzx79gzt27dHt27dVB7Nmysuz9m2bVssXrwYly5dQkhICG7duoXQ0FAAmi9c8jKZTIZ///vfOHHiBHbt2gU/Pz+Nzy2eMi02NrbMY/38/ODv74/ly5errU3es2ePfDS5rIeyBw8eoFevXnB1dcWhQ4fUfmBo0aIFgKIZQl729OlTPHnyRL7/ZbGxsQaZv/plzvbOmDt4LiyllhAEAVKJVL5PFEVE3IjA9ojtGLN2DM7f03zFP3XtCoIAS6kl5g6eC6cqTjqdO73vdKw5uMagN20Zsz/ltiWC4q+F0DOhCte2rOt296+7GLN2DLZHbMdvV3+T/9v8Gf+n1te7rL5EUdT7Bjl9Xgfl2SZVLD/f/xn7H+w3dRhyyS+SER4XXuI3HEQlGTy4K9q2bYqxYxdi4cLvsH59GPz9J6KwUKZSP9y162R07TpZ/nNCwjN4evbFlCnLsGZNKNasCUWfPjOwYkUwevV6G/36FeVPdnY26N/fX+Xh6ekOqVSC/v398dZbmg1GGlKFHEkeOnQo1q9fj0WLFmHJkiUK+woKCpCZmQknJyekpKTAyclJIREuTuyKSwiKF+xITU3VuP9p06Zhz5492LRpk9YzYbRr1w5AUeKpyQ2CgYGB8Pf3x+bNm1X26VqTnJCQgB49ekAikeDIkSMl3tjXuHFjNGzYUH5zpFRalJxu2LABgiAo3OQHAGlpaXjw4AEmT56srjm9vFXvLeyYtgMRNyLw6O9HiLgRAZkog4iixAiAPDHaMW2HxiPKL7ebkJoAdyd3dG3WVaMkpqRzj18/XuZNW4PaDdL4uZdHf8VtH7x0EKF/hMq3F/9BVb62JcUiiiLGrB0jH0Etrsl9+Xxtr3dp/0bhZ8MNcq31eR2UZ5tUMRx/dByhd0PLPrCc3Um9g4j4CHSrWfZ8/kTFpFIpDh1ajU8/XY01a0KRk5OL1q3fwI4dgWjQwKvUc52cqqJv3w44duw8du48gMJCGerWfR1LlkzFJ5+8pzL3srmpkEmyn58fJk2ahKVLlyI6Oho9evSApaUl7t27h7CwMKxevRqDBw/Gzp07sX79egwYMAA+Pj7IyMjAd999BwcHB/TuXbQ8oq2tLd544w3s2bMH9evXR7Vq1dCkSZMSyydWrVqF9evXo127drCzs8MPP/ygsH/AgAGoUqWK2nOBotkfmjRpguPHj2PcuHEaPVc/Pz+cOnVKZZ+uNcm9evXCw4cPMXv2bJw5cwZnzpyR73Nzc0P37t3lP69YsQIBAQHo0aMHhg8fjps3b2LdunWYMGGCyojx8ePHIYoi+vXrp3VMmnC2d8agdoMQfjYcItRPa6RLElrcrj4xvcyYN20Zsz9ne2fYWNtofG3VxaJp0vryeSmZKQg/G15qPXFJ/0aGvNb6vA7Ks00yb1F/RRl82WlDOhl/EjWsa3CxEdKKs7MDtmz5Elu2fFnqcXFxvyr87ORUFcHBi3Tud8eOQOzYEajz+fqqkEkyAGzcuBG+vr7YtGkT5s6dCwsLC3h5eWHUqFFo3749gKIE88KFCwgNDUViYiIcHR3Rpk0bhISEKEzBtmXLFkybNg0zZ85EXl4e5s+fX2KSHB0dDQA4e/Yszp49q7I/Nja21CQZKFqhb968ecjJydFosZDAwEB07ty5zOM0de3aNQBAUFCQyj4/Pz+FJLlv377Yu3cvFixYgGnTpsHFxQVz587FvHnzVM4NCwtDhw4d4OPjY7BY1TH3mQPK+6YtQ/an77XV9nx964l5gxyZk7NPz2Jd9LoSP2iai72P9qKqZVX4OBj3dzVRRSeInGm83KWlpcHb2xtBQUEYP368qcMxiISEBNSpUwehoaFGG0kuFn42HNsjtqudJF8QBIzrMs6ko3cpmSkKJQcvs5RaYuf0nQb9yt2Q/el7bbU5v6y4NSmbKe9rTVSS44+OY+uNrZDBcDW/MpkMWblZkAgSlXsF9GUlscKYemPgaa/9zATKsrKz8Hbjt5GakQpHe0cDREe6uWzqAMyc6orJZTHvYpBKytHREbNnz8aKFSsgk1WOmyhWrVqFpk2bGj1BBopmDrCQqP8SxBxmDijvm7YM2Z++11ab8w2x4AZvkCNTK5AVYPvN7fjuxncGTZCNLU+Whx33d+BR5iNTh0JktjiSTBXS+XvnsSRc8Wt6C4mFzlOsGUNKZkq53rRlqP6Kr21+YT4EQYAoipAIEswMmImuTcv+AKLpv823h7/Fb1d/k994+TKpRIpeb/bC1HemahRzeV9rIgB4lvMMq6+sxt2UuwZvOyspC4nRicjKyIKlnSVcmrrAzsXO4P1YSCwwxGsIGjs31rkNjiSbC44kl077kWQmyVRhMTEynhPXT+CbX7+BTJRBIkggQtTqQ4gm/zbmXjZDVJoriVew/tp6ZORlGLTdZ38+Q0xoDOIvxQMiAAHy/7r5uqH+4Ppwqutk0D4BoINbB3Sr2a3Eb4JKwyTZXDBJLh2TZCLSkyFqhQ3RD+uJyRyl56Uj5HYITv7vpMHbfhL1BGeDzgIiIMrUfHiUCIAA+M70hUdb/VZbVcfFxgV9a/XV+oY+Jsnmgkly6ViTTER6MkStsCZKWsREIkjg18RP7Qgzkak8f/EcoXdCMT1iulES5Gd/PsPZoLMQC0W1CTJQlDiLhSIuf3MZqfdTDR7D3y/+xvZ72/H9/e+RkG3aWYKIzAGTZCJSUDyNmzqGnmKveMGNbk3/WdxAEAScuH5C6xUUiQwttzAXUX9FYfmF5Zh6fCr23d+HnALV1U8NIWZPDDSeOU4E/gz/0yhxAMCfaX9i3e11CH0YiidZT4zWD5G5q7DzJBORcZhi7uGTt07K+9RnBUUifaXlpuFm8k1cSryEK4lX8KLwhdH7zErKQvzFeI2TZFEmIvFyIrL/zjbKzXzFbqbcxM2Um6hpVxNNnZuinmM9uNq4Gnw6OiJzxSSZiBR0bdoVwSeD1dYKW0gs0MqnVZkr5GlDk/IO3sBH+pKJMuQW5iK3IBc5BTnILshGRl4G0nLT8HfO33ia+RSxabF4mvVU7fnHZh7DixTjJMwFuQWajyIXE4HTn5yG1FpqsDisnazRYXkHle1Psp7gSdYTHH5yGLZSW7xm9xrcbd1R3bo6nK2cYVFYlEqwRIoqGybJRKSguFZY3TRug9oNwvSt03VeIU8dc19BkSq21BepyCnIQW5hrsJ2qSCFk7UTnKydUNuhNuBWejuns08j5VmKESPVXn5WPvKzVD/M6srOwg7/9vq3VufICmXILsgGACTkJCBHyIGFxEK+AMrL9xoIEOT/b2dpvBFwIkNhkkxEKoprhV+exq2VTytM3zpdPsJcnNTqWxbBpaXJmJxsnOAEJ73bec3jNUgFw43aviw7OxspKdon4E5OTrCrYrhk083NDX2b9tX6vPz8ot8JPs4+sLS0NFg8RKbGJJmI1HK2d1Yocwg/G26UsoiyyjtMvYIiEQBcunTJaG0/fvwYXl5eWpUrCIKAa9euwdNT/2Wl9ZUvMdxoNpE5YfU9EWnEWLNecGlpetV5enqib9++kEo1G6mWSqV49913zSJBJqrMOJJMRBoxZlmEuvIOrqBIr5Ivv/wShw8fli8FXxJBECAIAr744otyjI7o1cQV94hII1whj8i49u7di2HDhkEURRQWqt7IKpUWfcvy448/YsCAASaIUL38/HxYWVkhLy+PNckmxRX3SscV94jISFgWQWRcAwcORFRUFHr37g1B+P+ZICRFf6YFQUCfPn0QFRVlVgkyUWXGkWQi0kpKZgrLIoiM7PHjx4iIiEB6ejocHBzQpUsXs61B5kiyueBIcum0H0lmkkxEREQ6Y5JsLpgkl47lFkREREREemOSTERERESkhEkyEREREZESJslEREREREqYJBMRERERKWGSTERERESkhMtSk8nFx8cjPj7e1GEQkZnx8PCAh4dHifv5u8M8FBQUAACuXr0KCwumFYZS1uufyoFIZGLz588XAfDBBx98KDzmz5/P3x18vLKPsl7/ZHxcTIRMrqTRoMzMTPj5+eHUqVOwt7c3QWTmh9dEEa+Hosp2Pcp7JLmyXb/ywuumm7KuG0eSTY9JMpmt9PR0ODo6Ii0tDQ4ODqYOxyzwmiji9VDE66EfXj/d8LrphtfN/PHGPSIiIiIiJUySiYiIiIiUMEkms2VtbY358+fD2tra1KGYDV4TRbweing99MPrpxteN93wupk/1iQTERERESnhSDIRERERkRImyURERERESpgkExEREREpYZJMRERERKSESTKZpdOnT+Pdd99FzZo1IQgCfv75Z1OHZDJLly5F69atUbVqVbi6uqJ///64e/euqcMyqQ0bNqBZs2ZwcHCAg4MD2rVrh8OHD5s6LLOwbNkyCIKAjz76yNShVGiLFy/G22+/DTs7Ozg5OZk6HLP27bffwsvLCzY2Nnjrrbdw4cIFU4dk1vj3reJgkkxmKSsrC82bN8e3335r6lBM7tSpU5g6dSrOnTuHY8eOIT8/Hz169EBWVpapQzOZ119/HcuWLcPly5dx6dIldOnSBf369cOtW7dMHZpJXbx4EZs2bUKzZs1MHUqFl5eXhyFDhmDy5MmmDsWs7dmzB7NmzcL8+fNx5coVNG/eHD179kRSUpKpQzNb/PtWcXAKODJ7giBg37596N+/v6lDMQt///03XF1dcerUKXTq1MnU4ZiNatWqYcWKFRg/frypQzGJzMxMtGzZEuvXr8dXX32FFi1aYNWqVaYOq8LbsWMHPvroI6Smppo6FLP01ltvoXXr1li3bh0AQCaToVatWpg2bRrmzJlj4ujMH/++mTeOJBNVMGlpaQCKkkICCgsLERoaiqysLLRr187U4ZjM1KlT0adPH3Tr1s3UodArIi8vD5cvX1Z4zUkkEnTr1g1nz541YWREhmFh6gCISHMymQwfffQR2rdvjyZNmpg6HJO6ceMG2rVrhxcvXsDe3h779u3DG2+8YeqwTCI0NBRXrlzBxYsXTR0KvUKSk5NRWFgINzc3he1ubm64c+eOiaIiMhyOJBNVIFOnTsXNmzcRGhpq6lBMrkGDBoiOjsb58+cxefJkjB49GjExMaYOq9z973//w4wZMxASEgIbGxtTh2PW5syZA0EQSn0wuSOiYhxJJqogPvzwQxw4cACnT5/G66+/bupwTM7Kygp169YFAPj6+uLixYtYvXo1Nm3aZOLIytfly5eRlJSEli1byrcVFhbi9OnTWLduHXJzcyGVSk0Yofn4+OOPMWbMmFKP8fb2Lp9gKoEaNWpAKpUiMTFRYXtiYiLc3d1NFBWZg/Xr12Pq1Klo06YNzp8/b+pwdMYkmcjMiaKIadOmYd++fTh58iTq1Klj6pDMkkwmQ25urqnDKHddu3bFjRs3FLaNHTsWDRs2xGeffcYE+SUuLi5wcXExdRiVhpWVFXx9fXHixAn5jWcymQwnTpzAhx9+aNrgyKRCQkJgZWWFCxcu4P79+/IBjYqGSTKZpczMTNy/f1/+c2xsLKKjo1GtWjV4enqaMLLyN3XqVOzatQu//PILqlatioSEBACAo6MjbG1tTRydaXz++ed455134OnpiYyMDOzatQsnT57EkSNHTB1auatatapKfXqVKlVQvXr1V75uXR+PHz/G8+fP8fjxYxQWFiI6OhoAULduXdjb25s2ODMya9YsjB49Gq1atUKbNm2watUqZGVlYezYsaYOzWxV9r9vsbGxiIqKwsKFC7Fo0SKEhIRg/vz5pg5LNyKRGYqMjBQBqDxGjx5t6tDKnbrrAEDcvn27qUMzmXHjxom1a9cWraysRBcXF7Fr167i0aNHTR2W2fDz8xNnzJhh6jAqtNGjR6t930VGRpo6NLOzdu1a0dPTU7SyshLbtGkjnjt3ztQhmbXK/vdt0aJFolQqFRMSEsTevXuL9erVM3VIOuM8yURERERkEI0aNYKHhwciIiKwc+dOjBkzBhcuXEDr1q1NHZrWOLsFEREREent8uXLuHPnDoYNGwYA6N+/P6ysrBASEmLiyHTDJJmIiIiI9BYSEgILCwsMGjQIQNG9M7169UJoaCgKCwtNHJ32mCQTERERkV6KVz/t0qULatSoId8+bNgwJCYm4sSJEyaMTjdMkomIiIhILxEREYiPj5eXWhQLCAiAra1thSy5YJJMRERERHoJCQmBpaUlBgwYoLDd3t4evXv3xr59+5CTk2Oi6HTDJJmIiIiIdJaTk4O9e/eie/fucHZ2Vtk/dOhQZGRkYP/+/SaITndcTISIiIiIdLZ//35kZGQAAJYtW6ayPzs7G0DRaLNyOYY54zzJRERERKSzgIAA/Prrr2UeZ2lpifj4eFSvXr0cotIfyy2IyOR27NgBQRAQFxdn6lCIXkmCICAwMFD+c0nvyRUrVsDb2xtSqRQtWrQAABQUFGD27NmoVasWJBIJ+vfvX25xk3nYv38/RFEs85GXl1dhEmSASTIREVGpihNGQRBw5swZlf2iKKJWrVoQBAF9+/Y1QYTl4+jRo5g9ezbat2+P7du3Y8mSJQCAbdu2YcWKFRg8eDB27tyJmTNnmjhSIsNgTTIREZEGbGxssGvXLnTo0EFh+6lTp/DkyRNYW1ubKDLDe++99zB8+HCF5xQREQGJRIKtW7fCyspKYftrr72Gb775xhShEhkNR5KJiIg00Lt3b4SFhaGgoEBh+65du+Dr6wt3d3cTRWZ4UqkUNjY2EARBvi0pKQm2trYKCXLxdicnJ4P1LYpihZsqjConJslEpLXw8HAIgoBTp06p7Nu0aRMEQcDNmzdx/fp1jBkzBt7e3rCxsYG7uzvGjRuHZ8+eldmHco1kMS8vL4wZM0ZhW2pqKj766CPUqlUL1tbWqFu3LpYvXw6ZTKbrUyRSMWLECDx79gzHjh2Tb8vLy0N4eDhGjhyp9hyZTIZVq1ahcePGsLGxgZubGyZNmoSUlBSF43755Rf06dMHNWvWhLW1NXx8fLBo0SKVpXz9/f3RpEkTxMTEoHPnzrCzs8Nrr72GoKAgjZ5Dbm4uZs6cCRcXF1StWhUBAQF48uSJynHKNcmCIGD79u3IysqSl54UHxMZGYlbt27Jt588eVKr5+7l5YW+ffviyJEjaNWqFWxtbbFp0yYAmr234+LiIAgCVq5cic2bN8PHxwfW1tZo3bo1Ll68qPLc7ty5g6FDh8LFxQW2trZo0KAB/vOf/ygc89dff2HcuHFwc3ODtbU1GjdujG3btml0janyYLkFEWmtT58+sLe3x48//gg/Pz+FfXv27EHjxo3RpEkTfP3113j48CHGjh0Ld3d33Lp1C5s3b8atW7dw7tw5hVEqXWVnZ8PPzw9//fUXJk2aBE9PT0RFReHzzz9HfHw8Vq1apXcfREBRMteuXTvs3r0b77zzDgDg8OHDSEtLw/Dhw7FmzRqVcyZNmoQdO3Zg7NixmD59OmJjY7Fu3TpcvXoVf/zxBywtLQEUJaX29vaYNWsW7O3tERERgXnz5iE9PR0rVqxQaDMlJQW9evXCwIEDMXToUISHh+Ozzz5D06ZN5XGVZMKECfjhhx8wcuRIvP3224iIiECfPn3KfO7BwcHYvHkzLly4gC1btgAA3nzzTQQHB2Px4sXIzMzE0qVLAQCNGjXS6rkDwN27dzFixAhMmjQJ77//Pho0aKD1e3vXrl3IyMjApEmTIAgCgoKCMHDgQDx8+FDe1/Xr19GxY0dYWlpi4sSJ8PLywoMHD/Drr79i8eLFAIDExES0bdsWgiDgww8/hIuLCw4fPozx48cjPT0dH330UZnXiyoJkYhIByNGjBBdXV3FgoIC+bb4+HhRIpGICxcuFEVRFLOzs1XO2717twhAPH36tHzb9u3bRQBibGysfBsAcf78+Srn165dWxw9erT850WLFolVqlQR//zzT4Xj5syZI0qlUvHx48c6PkOiIsWvz4sXL4rr1q0Tq1atKn9tDxkyROzcubMoikWvzT59+sjP+/3330UAYkhIiEJ7v/32m8p2de+VSZMmiXZ2duKLFy/k2/z8/EQA4vfffy/flpubK7q7u4uDBg0q9XlER0eLAMQpU6YobB85cqTK+03de3L06NFilSpVVNr18/MTGzdurLBNm+deu3ZtEYD422+/KRyr6Xs7NjZWBCBWr15dfP78ufy4X375RQQg/vrrr/JtnTp1EqtWrSo+evRIoU2ZTCb///Hjx4seHh5icnKywjHDhw8XHR0d1f5bUeXEcgsi0smwYcOQlJQk/2oVKCrDkMlk8snibW1t5ftevHiB5ORktG3bFgBw5coVg8QRFhaGjh07wtnZGcnJyfJHt27dUFhYiNOnTxukHyKgaOWwnJwcHDhwABkZGThw4ECJpRZhYWFwdHRE9+7dFV6bvr6+sLe3R2RkpPzYl98rGRkZSE5ORseOHZGdnY07d+4otGtvb49Ro0bJf7ayskKbNm3w8OHDUmM/dOgQAGD69OkK240xMqrNcweAOnXqoGfPniptaPPeHjZsmMJqbx07dgQA+XX5+++/cfr0aYwbNw6enp4K5xZ/qyWKIn766Se8++67EEVRod+ePXsiLS3NYL+7yPyx3IKIdNKrVy84Ojpiz5496Nq1K4CiUosWLVqgfv36AIDnz59jwYIFCA0NRVJSksL5aWlpBonj3r17uH79OlxcXNTuV+6XSB8uLi7o1q0bdu3ahezsbBQWFmLw4MFqj7137x7S0tLg6uqqdv/Lr81bt27hiy++QEREBNLT0xWOU36vvP766yqlSs7Ozrh+/XqpsT969AgSiQQ+Pj4K2xs0aFDqebrQ5rkDRUmyuja0eW8rJ77FCXNxDXRxstykSZMS4/7777+RmpqKzZs3Y/PmzRr1S5UXk2Qi0om1tTX69++Pffv2Yf369UhMTMQff/whnzsVKBp1i4qKwqeffooWLVrA3t4eMpkMvXr10vmmOuUbmWQyGbp3747Zs2erPb44YScylJEjR+L9999HQkIC3nnnnRJndpDJZHB1dUVISIja/cXJX2pqKvz8/ODg4ICFCxfCx8cHNjY2uHLlCj777DOV94pUKlXbnmhGC+hq+tyLvTyS/nIb2ry3DXFdiq/1qFGjMHr0aLXHNGvWTOP2qGJjkkxEOhs2bBh27tyJEydO4Pbt2xBFUV5qkZKSghMnTmDBggWYN2+e/Jx79+5p1LazszNSU1MVtuXl5SE+Pl5hm4+PDzIzM9GtWzf9ngyRhgYMGIBJkybh3Llz2LNnT4nH+fj44Pjx42jfvr3aJLDYyZMn8ezZM+zduxedOnWSb4+NjTVo3LVr14ZMJsODBw8URo/v3r1r0H4AzZ97WW0Y8r3t7e0NALh582aJxxTP+lFYWMjfKcQp4IhId926dUO1atWwZ88e7NmzB23atJF/bVo8qqM8iqPpbBM+Pj4qNYebN29WGUkeOnQozp49iyNHjqi0kZqaqjKnLZG+7O3tsWHDBgQGBuLdd98t8bihQ4eisLAQixYtUtlXUFAg/xCo7r2Sl5eH9evXGzTu4pkvlGfhMMYMMJo+97LaMOR728XFBZ06dcK2bdvw+PFjhX3F114qlWLQoEH46aef1CbTf//9t1Z9UsXGkWQi0pmlpSUGDhyI0NBQZGVlYeXKlfJ9Dg4O6NSpE4KCgpCfn4/XXnsNR48e1Xh0bMKECfjggw8waNAgdO/eHdeuXcORI0dQo0YNheM+/fRT7N+/H3379sWYMWPg6+uLrKws3LhxA+Hh4YiLi1M5h0hfJX0V/zI/Pz9MmjQJS5cuRXR0NHr06AFLS0vcu3cPYWFhWL16NQYPHoy3334bzs7OGD16NKZPnw5BEBAcHGzw8okWLVpgxIgRWL9+PdLS0vD222/jxIkTuH//vkH7ATR/7qUxxnt7zZo16NChA1q2bImJEyeiTp06iIuLw8GDBxEdHQ0AWLZsGSIjI/HWW2/h/fffxxtvvIHnz5/jypUrOH78OJ4/f67rZaEKhkkyEell2LBh2LJlCwRBwNChQxX27dq1C9OmTcO3334LURTRo0cPHD58GDVr1iyz3ffffx+xsbHYunUrfvvtN3Ts2BHHjh2T3yRYzM7ODqdOncKSJUsQFhaG77//Hg4ODqhfvz4WLFgAR0dHgz5fIm1s3LgRvr6+2LRpE+bOnQsLCwt4eXlh1KhRaN++PQCgevXqOHDgAD7++GN88cUXcHZ2xqhRo9C1a1eVGR/0tW3bNri4uCAkJAQ///wzunTpgoMHD6JWrVoG7QfQ7LmXxhjv7ebNm+PcuXP48ssvsWHDBrx48QK1a9dW+N3l5uaGCxcuYOHChdi7dy/Wr1+P6tWro3Hjxli+fLnWfVLFJYjmVOlPRERERGQGWJNMRERERKSESTIRERERkRImyURERERESpgkExEREREpYZJMRERERKSESTIRERERkRImyURERERESpgkExEREREpYZJMRERERKSESTIRERERkRImyURERERESpgkExEREREp+T/L5fh39jVWaAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(swarm_side='right', horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Table Kwargs\n", + "\n", + "The table axis can be customized using the `horizontal_table_kwargs` argument. A dict of keywords can be passed to customize the table. \n", + "\n", + "If None, the following keywords are passed:\n", + "\n", + "- 'show' : True\n", + "- 'color' : 'yellow', \n", + "- 'alpha' :0.2, \n", + "- 'fontsize' : 12, \n", + "- 'text_color' : 'black', \n", + "- 'text_units' : None, \n", + "- 'control_marker' : '-', \n", + "- 'fontsize_label': 12, \n", + "- 'label': 'Δ'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\"),(\"Test 4\", \"Test 5\")))\n", + "multi_2group.mean_diff.plot(horizontal=True, horizontal_table_kwargs={'color': 'red', \n", + " 'alpha': 0.5, \n", + " 'text_color': \n", + " 'white',\n", + " 'text_units':'mm', \n", + " 'label': 'delta mm',\n", + " 'control_marker': 'o',\n", + " });" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The table axis can be hidden using the `'show':False` in the `horizontal_table_kwargs` dict." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\"),(\"Test 4\", \"Test 5\")))\n", + "multi_2group.mean_diff.plot(horizontal=True, horizontal_table_kwargs={'show': False, });" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Gridkey \n", + "\n", + "As with the vertical plots, you can utilise a gridkey format for representing the groupings. This can be reached via `gridkey_rows` in the `plot()` function. \n", + "\n", + "You can either use `gridkey_rows='auto'` to automatically generate the gridkey, or pass a list of indexes to represent the groupings (e.g., `gridkey_rows=['Control', 'Test']`).\n", + "\n", + "See the examples in plot_aesthetics for more information with regards to kwargs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\"),(\"Test 4\", \"Test 5\")))\n", + "multi_2group.mean_diff.plot(horizontal=True, gridkey_rows=['Control', 'Test']);" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}