diff --git a/dabest/_dabest_object.py b/dabest/_dabest_object.py index 70145656..7e2e2b56 100644 --- a/dabest/_dabest_object.py +++ b/dabest/_dabest_object.py @@ -54,117 +54,18 @@ def __init__( self.__is_paired = paired self.__resamples = resamples self.__random_seed = random_seed - self.__proportional = proportional - self.__mini_meta = mini_meta + self.__is_proportional = proportional + self.__is_mini_meta = mini_meta # after this call the attributes self.__experiment_label and self.__x1_level are updated self._check_errors(x, y, idx, experiment, experiment_label, x1_level) - - - # Check if there is NaN under any of the paired settings - if self.__is_paired and self.__output_data.isnull().values.any(): - warn1 = f"NaN values detected under paired setting and removed," - warn2 = f" please check your data." - warnings.warn(warn1 + warn2) - if x is not None and y is not None: - rmname = self.__output_data[self.__output_data[y].isnull()][self.__id_col].tolist() - self.__output_data = self.__output_data[~self.__output_data[self.__id_col].isin(rmname)] - elif x is None and y is None: - self.__output_data.dropna(inplace=True) # create new x & idx and record the second variable if this is a valid 2x2 ANOVA case - if idx is None and x is not None and y is not None: - # Add a length check for unique values in the first element in list x, - # if the length is greater than 2, force delta2 to be False - # Should be removed if delta2 for situations other than 2x2 is supported - if len(self.__output_data[x[0]].unique()) > 2 and self.__x1_level is None: - self.__delta2 = False - # stop the loop if delta2 is False - - # add a new column which is a combination of experiment and the first variable - new_col_name = experiment + x[0] - while new_col_name in self.__output_data.columns: - new_col_name += "_" - - self.__output_data[new_col_name] = ( - self.__output_data[x[0]].astype(str) - + " " - + self.__output_data[experiment].astype(str) - ) - - # create idx and record the first and second x variable - idx = [] - for i in list(map(lambda x: str(x), self.__experiment_label)): - temp = [] - for j in list(map(lambda x: str(x), self.__x1_level)): - temp.append(j + " " + i) - idx.append(temp) - - self.__idx = idx - self.__x1 = x[0] - self.__x2 = x[1] - x = new_col_name - else: - self.__idx = idx - self.__x1 = None - self.__x2 = None - - # Determine the kind of estimation plot we need to produce. - if all([isinstance(i, (str, int, float)) for i in idx]): - # flatten out idx. - all_plot_groups = pd.Series([t for t in idx]).unique().tolist() - if len(idx) > len(all_plot_groups): - err0 = "`idx` contains duplicated groups. Please remove any duplicates and try again." - raise ValueError(err0) - - # We need to re-wrap this idx inside another tuple so as to - # easily loop thru each pairwise group later on. - self.__idx = (idx,) - - elif all([isinstance(i, (tuple, list)) for i in idx]): - all_plot_groups = pd.Series([tt for t in idx for tt in t]).unique().tolist() - - actual_groups_given = sum([len(i) for i in idx]) - - if actual_groups_given > len(all_plot_groups): - err0 = "Groups are repeated across tuples," - err1 = " or a tuple has repeated groups in it." - err2 = " Please remove any duplicates and try again." - raise ValueError(err0 + err1 + err2) - - else: # mix of string and tuple? - err = "There seems to be a problem with the idx you " "entered--{}.".format( - idx - ) - raise ValueError(err) - - # Check if there is a typo on paired - if self.__is_paired and self.__is_paired not in ("baseline", "sequential"): - err = "{} assigned for `paired` is not valid.".format(self.__is_paired) - raise ValueError(err) - - # Determine the type of data: wide or long. - if x is None and y is not None: - err = "You have only specified `y`. Please also specify `x`." - raise ValueError(err) - - if x is not None and y is None: - err = "You have only specified `x`. Please also specify `y`." - raise ValueError(err) + idx, x, all_plot_groups = self._prep_idx(idx, x, y, experiment) self.__plot_data = self._get_plot_data(x, y, all_plot_groups) self.__all_plot_groups = all_plot_groups - # Check if `id_col` is valid - if self.__is_paired: - if id_col is None: - err = "`id_col` must be specified if `paired` is assigned with a not NoneType value." - raise IndexError(err) - - if id_col not in self.__plot_data.columns: - err = "{} is not a column in `data`. ".format(id_col) - raise IndexError(err) - self._compute_effectsize_dfs() def __repr__(self): @@ -213,7 +114,7 @@ def __repr__(self): ) ) - if self.__mini_meta: + if self.__is_mini_meta: comparisons.append("weighted delta (only for mean difference)") for j, g in enumerate(comparisons): @@ -225,6 +126,74 @@ def __repr__(self): return "\n".join(out) + + def _prep_idx(self, idx, x, y, experiment): + """ + Function to prepare the idx. + """ + if idx is None and x is not None and y is not None: + # Add a length check for unique values in the first element in list x, + # if the length is greater than 2, force delta2 to be False + # Should be removed if delta2 for situations other than 2x2 is supported + if len(self.__output_data[x[0]].unique()) > 2: + self.__delta2 = False + + # add a new column which is a combination of experiment and the first variable + new_col_name = experiment + x[0] + while new_col_name in self.__output_data.columns: + new_col_name += "_" + + self.__output_data[new_col_name] = ( + self.__output_data[x[0]].astype(str) + + " " + + self.__output_data[experiment].astype(str) + ) + + # create idx and record the first and second x variable + idx = [] + for i in list(map(lambda x: str(x), self.__experiment_label)): + temp = [] + for j in list(map(lambda x: str(x), self.__x1_level)): + temp.append(j + " " + i) + idx.append(temp) + + self.__idx = idx + self.__x1 = x[0] + self.__x2 = x[1] + x = new_col_name + else: + self.__idx = idx + self.__x1 = None + self.__x2 = None + + # Determine the kind of estimation plot we need to produce. + if all([isinstance(i, (str, int, float)) for i in self.__idx]): + # flatten out idx. + all_plot_groups = pd.Series([t for t in self.__idx]).unique().tolist() + if len(self.__idx) > len(all_plot_groups): + err0 = "`idx` contains duplicated groups. Please remove any duplicates and try again." + raise ValueError(err0) + + # We need to re-wrap this idx inside another tuple so as to + # easily loop thru each pairwise group later on. + self.__idx = (idx,) + + elif all([isinstance(i, (tuple, list)) for i in self.__idx]): + all_plot_groups = pd.Series([tt for t in self.__idx for tt in t]).unique().tolist() + actual_groups_given = sum([len(i) for i in self.__idx]) + + if actual_groups_given > len(all_plot_groups): + err0 = "Groups are repeated across tuples," + err1 = " or a tuple has repeated groups in it." + err2 = " Please remove any duplicates and try again." + raise ValueError(err0 + err1 + err2) + + else: # mix of string and tuple? + err = "There seems to be a problem with the idx you " "entered--{}.".format(self.__idx) + raise ValueError(err) + + return idx, x, all_plot_groups + @property def mean_diff(self): """ @@ -273,12 +242,14 @@ def cliffs_delta(self): """ return self.__cliffs_delta + @property def delta_g(self): """ Returns an :py:class:`EffectSizeDataFrame` for deltas' g, its confidence interval, and relevant statistics, for all comparisons as indicated via the `idx` and `paired` argument in `dabest.load()`. """ - return self.__delta_g + raise DeprecationWarning("delta_g has been depreciated - Please use hedges_g (with delta2=True) for deltas' g experiments") + @property def input_data(self): @@ -343,6 +314,14 @@ def delta2(self): situation. """ return self.__delta2 + + @property + def is_delta_delta(self): + """ + Returns the boolean parameter indicating if this is a delta-delta + situation. + """ + return self.__delta2 @property def is_paired(self): @@ -419,18 +398,18 @@ def _plot_data(self): return self.__plot_data @property - def proportional(self): + def is_proportional(self): """ Returns the proportional parameter class. """ - return self.__proportional + return self.__is_proportional @property - def mini_meta(self): + def is_mini_meta(self): """ Returns the mini_meta boolean parameter. """ - return self.__mini_meta + return self.__is_mini_meta @property def _all_plot_groups(self): @@ -445,10 +424,17 @@ def _check_errors(self, x, y, idx, experiment, experiment_label, x1_level): At the end of this function these two class attributes are updated self.__experiment_label and self.__x1_level ''' + + # Check if idx is present (if not a 2x2 Anova case) + if idx is None: + if not self.__delta2: + err0 = "Please specify `idx`." + raise ValueError(err0) + # Check if it is a valid mini_meta case - if self.__mini_meta: + if self.__is_mini_meta: # Only mini_meta calculation but not proportional and delta-delta function - if self.__proportional: + if self.__is_proportional: err0 = "`proportional` and `mini_meta` cannot be True at the same time." raise ValueError(err0) if self.__delta2: @@ -501,7 +487,7 @@ def _check_errors(self, x, y, idx, experiment, experiment_label, x1_level): error_msg = "If `delta2` is True. `x` parameter cannot be None. String or list expected" raise ValueError(error_msg) - if self.__proportional: + if self.__is_proportional: mes1 = "Only mean_diff is supported for proportional data when `delta2` is True" warnings.warn(message=mes1, category=UserWarning) @@ -565,7 +551,6 @@ def _check_errors(self, x, y, idx, experiment, experiment_label, x1_level): i, experiment ) raise IndexError(err) - else: x1_level = self.__output_data[x[0]].unique() @@ -575,34 +560,65 @@ def _check_errors(self, x, y, idx, experiment, experiment_label, x1_level): self.__experiment_label = experiment_label self.__x1_level = x1_level - def _get_plot_data(self, x, y, all_plot_groups): - """ - Function to prepare some attributes for plotting - """ - # Check if there is NaN under any of the paired settings - if self.__is_paired is not None and self.__output_data.isnull().values.any(): + if self.__is_paired and self.__output_data.isnull().values.any(): warn1 = f"NaN values detected under paired setting and removed," warn2 = f" please check your data." warnings.warn(warn1 + warn2) - rmname = self.__output_data[self.__output_data[y].isnull()][self.__id_col].tolist() - self.__output_data = self.__output_data[~self.__output_data[self.__id_col].isin(rmname)] - - # Identify the type of data that was passed in. - if x is not None and y is not None: - # Assume we have a long dataset. - # check both x and y are column names in data. - if x not in self.__output_data.columns: - err = "{0} is not a column in `data`. Please check.".format(x) + if x is not None and y is not None: + rmname = self.__output_data[self.__output_data[y].isnull()][self.__id_col].tolist() + self.__output_data = self.__output_data[~self.__output_data[self.__id_col].isin(rmname)] + elif x is None and y is None: + self.__output_data.dropna(inplace=True) + + # Check if there is a typo on paired + if self.__is_paired and self.__is_paired not in ("baseline", "sequential"): + err = "'{}' assigned for `paired` is not valid. Please use either 'baseline' or 'sequential'.".format(self.__is_paired) + raise ValueError(err) + + # Check if `id_col` is valid + if self.__is_paired: + if self.__id_col is None: + err = "`id_col` must be specified if `paired` is assigned with a not NoneType value." raise IndexError(err) - if y not in self.__output_data.columns: - err = "{0} is not a column in `data`. Please check.".format(y) + + if self.__id_col not in self.__output_data.columns: + err = "`id_col` was given as '{}'; however, '{}' is not a column in `data`.".format(self.__id_col, self.__id_col) raise IndexError(err) + + # Check if x and y are supplied (relevant to long format data) + if x is None and y is not None: + err = "You have only specified `y`. Please also specify `x` (for long format data)." + raise ValueError(err) - # check y is numeric. + if x is not None and y is None: + err = "You have only specified `x`. Please also specify `y` (for long format data)." + raise ValueError(err) + + if x is not None and y is not None: + # Assume we have a long dataset. + # check both x and y are column names in data. + if not self.__delta2: + if x not in self.__output_data.columns: + err = "'{0}' is not a column in `data`. Please check.".format(x) + raise IndexError(err) + if y not in self.__output_data.columns: + err = "'{0}' is not a column in `data`. Please check.".format(y) + raise IndexError(err) + # Check that the `y` column is numeric. if not issubdtype(self.__output_data[y].dtype, number): - err = "{0} is a column in `data`, but it is not numeric.".format(y) + err = "The `y` column in `data` is not numeric. Please check." raise ValueError(err) + + def _get_plot_data(self, x, y, all_plot_groups): + # def _get_plot_data(self, x, y): + """ + Function to prepare some attributes for plotting + """ + # all_plot_groups = self.__all_plot_groups + # Identify the type of data that was passed in. + if x is not None and y is not None: + # Assume we have a long dataset. # check all the idx can be found in self.__output_data[x] for g in all_plot_groups: if g not in self.__output_data[x].unique(): @@ -628,13 +644,7 @@ def _get_plot_data(self, x, y, all_plot_groups): self.__x = None self.__y = None self.__xvar = "group" - self.__yvar = "value" - - # Check if there is NaN under any of the paired settings - if self.__is_paired is not None and self.__output_data.isnull().values.any(): - warn1 = f"NaN values detected under paired setting and removed," - warn2 = f" please check your data." - warnings.warn(warn1 + warn2) + self.__yvar = "Value" # First, check we have all columns in the dataset. for g in all_plot_groups: @@ -683,12 +693,12 @@ def _compute_effectsize_dfs(self): is_paired=self.__is_paired, random_seed=self.__random_seed, resamples=self.__resamples, - proportional=self.__proportional, + proportional=self.__is_proportional, delta2=self.__delta2, experiment_label=self.__experiment_label, x1_level=self.__x1_level, x2=self.__x2, - mini_meta=self.__mini_meta, + mini_meta=self.__is_mini_meta, ) self.__mean_diff = EffectSizeDataFrame( @@ -705,8 +715,6 @@ def _compute_effectsize_dfs(self): self.__hedges_g = EffectSizeDataFrame(self, "hedges_g", **effectsize_df_kwargs) - self.__delta_g = EffectSizeDataFrame(self, "delta_g", **effectsize_df_kwargs) - if not self.__is_paired: self.__cliffs_delta = EffectSizeDataFrame( self, "cliffs_delta", **effectsize_df_kwargs diff --git a/dabest/_effsize_objects.py b/dabest/_effsize_objects.py index cd4aa53f..70641220 100644 --- a/dabest/_effsize_objects.py +++ b/dabest/_effsize_objects.py @@ -98,7 +98,6 @@ def __init__( "cohens_h": "Cohen's h", "hedges_g": "Hedges' g", "cliffs_delta": "Cliff's delta", - "delta_g": "deltas' g", } self.__is_paired = is_paired @@ -106,7 +105,7 @@ def __init__( self.__effect_size = effect_size self.__random_seed = random_seed self.__ci = ci - self.__proportional = proportional + self.__is_proportional = proportional self._check_errors(control, test) # Convert to numpy arrays for speed. @@ -237,7 +236,7 @@ def __repr__(self, show_resample_count=True, define_pval=True, sigfig=3): return "{}\n{}\n\n{}\n{}".format(out, pvalue, bs, pval_def) elif not show_resample_count and define_pval: return "{}\n{}\n\n{}".format(out, pvalue, pval_def) - elif show_resample_count and ~define_pval: + elif show_resample_count and not define_pval: return "{}\n{}\n\n{}".format(out, pvalue, bs) else: return "{}\n{}".format(out, pvalue) @@ -256,16 +255,15 @@ def _check_errors(self, control, test): err1 = "`paired` is not None; therefore Cliff's delta is not defined." raise ValueError(err1) - if self.__proportional and self.__effect_size not in ["mean_diff", "cohens_h"]: - err1 = "`proportional` is True; therefore effect size other than mean_diff and cohens_h is not defined." + \ - "If you are calculating deltas' g, it's the same as delta-delta when `proportional` is True" + if self.__is_proportional and self.__effect_size not in ["mean_diff", "cohens_h"]: + err1 = "`is_proportional` is True; therefore effect size other than mean_diff and cohens_h is not defined." raise ValueError(err1) - if self.__proportional and ( + if self.__is_proportional and ( isin(control, [0, 1]).all() == False or isin(test, [0, 1]).all() == False ): err1 = ( - "`proportional` is True; Only accept binary data consisting of 0 and 1." + "`is_proportional` is True; Only accept binary data consisting of 0 and 1." ) raise ValueError(err1) @@ -333,7 +331,7 @@ def _perform_statistical_test(self): self.__permutation_count, ) - if self.__is_paired and not self.__proportional: + if self.__is_paired and not self.__is_proportional: # Wilcoxon, a non-parametric version of the paired T-test. try: wilcoxon = spstats.wilcoxon(self.__control, self.__test) @@ -354,7 +352,7 @@ def _perform_statistical_test(self): self.__pvalue_paired_students_t = paired_t.pvalue self.__statistic_paired_students_t = paired_t.statistic - elif self.__is_paired and self.__proportional: + elif self.__is_paired and self.__is_proportional: # for binary paired data, use McNemar's test # References: # https://en.wikipedia.org/wiki/McNemar%27s_test @@ -368,7 +366,7 @@ def _perform_statistical_test(self): self.__pvalue_mcnemar = _mcnemar.pvalue self.__statistic_mcnemar = _mcnemar.statistic - elif self.__proportional: + elif self.__is_proportional: # The Cohen's h calculation is for binary categorical data try: self.__proportional_difference = es.cohens_h( @@ -544,8 +542,8 @@ def is_paired(self): return self.__is_paired @property - def proportional(self): - return self.__proportional + def is_proportional(self): + return self.__is_proportional @property def ci(self): @@ -842,12 +840,12 @@ def __init__( self.__resamples = resamples self.__permutation_count = permutation_count self.__random_seed = random_seed - self.__proportional = proportional + self.__is_proportional = proportional self.__x1_level = x1_level self.__experiment_label = experiment_label self.__x2 = x2 self.__delta2 = delta2 - self.__mini_meta = mini_meta + self.__is_mini_meta = mini_meta def __pre_calc(self): from .misc_tools import print_greeting, get_varname @@ -885,7 +883,7 @@ def __pre_calc(self): self.__is_paired, self.__resamples, self.__random_seed, - self.__proportional, + self.__is_proportional, ) for j, current_tuple in enumerate(idx): @@ -903,7 +901,7 @@ def __pre_calc(self): control, test, self.__effect_size, - self.__proportional, + self.__is_proportional, self.__is_paired, self.__ci, self.__resamples, @@ -917,10 +915,10 @@ def __pre_calc(self): r_dict["test_N"] = int(len(test)) out.append(r_dict) if j == len(idx) - 1 and ix == len(current_tuple) - 2: - if self.__delta2 and self.__effect_size in ["mean_diff", "delta_g"]: + if self.__delta2 and self.__effect_size in ["mean_diff", "hedges_g"]: resamp_count = False def_pval = False - elif self.__mini_meta and self.__effect_size == "mean_diff": + elif self.__is_mini_meta and self.__effect_size == "mean_diff": resamp_count = False def_pval = False else: @@ -1001,32 +999,33 @@ def __pre_calc(self): ) # Create and compute the delta-delta statistics - if self.__delta2: + if self.__delta2 and self.__effect_size not in ["mean_diff", "hedges_g"]: + self.__delta_delta = "Delta-delta is not supported for {}.".format( + self.__effect_size + ) + elif self.__delta2: self.__delta_delta = DeltaDelta( self, self.__permutation_count, bootstraps_delta_delta, self.__ci ) reprs.append(self.__delta_delta.__repr__(header=False)) - elif self.__delta2 and self.__effect_size not in ["mean_diff", "delta_g"]: - self.__delta_delta = "Delta-delta is not supported for {}.".format( - self.__effect_size - ) + else: self.__delta_delta = ( "`delta2` is False; delta-delta is therefore not calculated." ) # Create and compute the weighted average statistics - if self.__mini_meta and self.__effect_size == "mean_diff": - self.__mini_meta_delta = MiniMetaDelta( + if self.__is_mini_meta and self.__effect_size == "mean_diff": + self.__mini_meta = MiniMetaDelta( self, self.__permutation_count, self.__ci ) - reprs.append(self.__mini_meta_delta.__repr__(header=False)) - elif self.__mini_meta and self.__effect_size != "mean_diff": - self.__mini_meta_delta = "Weighted delta is not supported for {}.".format( + reprs.append(self.__mini_meta.__repr__(header=False)) + elif self.__is_mini_meta and self.__effect_size != "mean_diff": + self.__mini_meta = "Weighted delta is not supported for {}.".format( self.__effect_size ) else: - self.__mini_meta_delta = ( + self.__mini_meta = ( "`mini_meta` is False; weighted delta is therefore not calculated." ) @@ -1300,7 +1299,7 @@ def plot( 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`. + paired proportional data when `show_pairs=True` and `is_proportional=True`. Pass any keyword arguments accepted by plot_tools.sankeydiag() function here, as a dict. If None, the following keywords are passed to sankey diagram: {"width": 0.5, "align": "center", "alpha": 0.4, "bar_width": 0.1, "rightColor": False} @@ -1320,8 +1319,7 @@ def plot( 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 - are passed to matplotlib.Axes.legend : {'loc':'upper left', - 'frameon':False}. + are passed to matplotlib.Axes.legend : {'frameon':False}. title : string, default None Title for the plot. If None, no title will be displayed. Pass any keyword arguments accepted by the matplotlib.pyplot.suptitle `t` command here, @@ -1372,7 +1370,7 @@ def plot( 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: - {"color": 'k', "marker": "^", "alpha": 0.5, "zorder": -1, "size": 3, "side": "right"} + {"color": 'k', "marker": "^", "alpha": 0.5, "zorder": 2, "size": 3, "side": "right"} horizontal_table_kwargs : dict, default None {'show: True, 'color' : 'yellow', 'alpha' :0.2, 'fontsize' : 12, 'text_color' : 'black', @@ -1437,9 +1435,6 @@ def plot( if self.__delta2 and not empty_circle: color_col = self.__x2 - # if self.__proportional: - # raw_marker_size = 0.01 - # Modification incurred due to update of Seaborn ci = ("ci", ci) if ci is not None else None @@ -1450,12 +1445,12 @@ def plot( return out @property - def proportional(self): + def is_proportional(self): """ Returns the proportional parameter class. """ - return self.__proportional + return self.__is_proportional @property def results(self): @@ -1537,10 +1532,6 @@ def x2(self): def experiment_label(self): return self.__experiment_label - @property - def delta2(self): - return self.__delta2 - @property def resamples(self): """ @@ -1568,13 +1559,6 @@ def dabest_obj(self): """ return self.__dabest_obj - @property - def proportional(self): - """ - Returns the proportional parameter - class. - """ - return self.__proportional @property def lqrt(self): @@ -1590,33 +1574,41 @@ def lqrt(self): return self.__lqrt_results @property - def mini_meta(self): + def is_mini_meta(self): """ Returns the mini_meta boolean parameter. """ - return self.__mini_meta + return self.__is_mini_meta @property - def mini_meta_delta(self): + def mini_meta(self): """ Returns the mini_meta results. """ try: - return self.__mini_meta_delta + return self.__mini_meta except AttributeError: self.__pre_calc() - return self.__mini_meta_delta + return self.__mini_meta @property def delta_delta(self): """ - Returns the mini_meta results. + Returns the delta_delta results. """ try: return self.__delta_delta except AttributeError: self.__pre_calc() return self.__delta_delta + + @property + def delta2(self): + return self.__delta2 + + @property + def is_delta_delta(self): + return self.__delta2 # %% ../nbs/API/effsize_objects.ipynb 29 class PermutationTest: @@ -1630,7 +1622,7 @@ class PermutationTest: These should be numerical iterables. effect_size : string. Any one of the following are accepted inputs: - 'mean_diff', 'median_diff', 'cohens_d', 'hedges_g', 'delta_g" or 'cliffs_delta' + 'mean_diff', 'median_diff', 'cohens_d', 'hedges_g', or 'cliffs_delta' is_paired : string, default None permutation_count : int, default 10000 The number of permutations (reshuffles) to perform. diff --git a/dabest/_modidx.py b/dabest/_modidx.py index f183f720..8b95175b 100644 --- a/dabest/_modidx.py +++ b/dabest/_modidx.py @@ -76,20 +76,16 @@ 'dabest.forest_plot.color_palette': ('API/forest_plot.html#color_palette', 'dabest/forest_plot.py'), 'dabest.forest_plot.forest_plot': ('API/forest_plot.html#forest_plot', 'dabest/forest_plot.py'), 'dabest.forest_plot.get_kwargs': ('API/forest_plot.html#get_kwargs', 'dabest/forest_plot.py'), - 'dabest.forest_plot.load_plot_data': ('API/forest_plot.html#load_plot_data', 'dabest/forest_plot.py'), - 'dabest.forest_plot.map_effect_attribute': ( 'API/forest_plot.html#map_effect_attribute', - 'dabest/forest_plot.py')}, - 'dabest.misc_tools': { 'dabest.misc_tools.Cumming_Plot_Aesthetic_Adjustments': ( 'API/misc_tools.html#cumming_plot_aesthetic_adjustments', - '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.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.forest_plot.load_plot_data': ('API/forest_plot.html#load_plot_data', 'dabest/forest_plot.py')}, + 'dabest.misc_tools': { 'dabest.misc_tools.add_counts_to_ticks': ( 'API/misc_tools.html#add_counts_to_ticks', 'dabest/misc_tools.py'), + 'dabest.misc_tools.draw_zeroline': ('API/misc_tools.html#draw_zeroline', '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.gardner_altman_adjustments': ( 'API/misc_tools.html#gardner_altman_adjustments', + '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'), @@ -100,12 +96,15 @@ 'dabest.misc_tools.initialize_fig': ('API/misc_tools.html#initialize_fig', 'dabest/misc_tools.py'), 'dabest.misc_tools.merge_two_dicts': ('API/misc_tools.html#merge_two_dicts', 'dabest/misc_tools.py'), 'dabest.misc_tools.print_greeting': ('API/misc_tools.html#print_greeting', 'dabest/misc_tools.py'), + 'dabest.misc_tools.redraw_dependent_spines': ( 'API/misc_tools.html#redraw_dependent_spines', + 'dabest/misc_tools.py'), + 'dabest.misc_tools.redraw_independent_spines': ( 'API/misc_tools.html#redraw_independent_spines', + 'dabest/misc_tools.py'), 'dabest.misc_tools.set_xaxis_ticks_and_lims': ( 'API/misc_tools.html#set_xaxis_ticks_and_lims', 'dabest/misc_tools.py'), 'dabest.misc_tools.show_legend': ('API/misc_tools.html#show_legend', 'dabest/misc_tools.py'), 'dabest.misc_tools.unpack_and_add': ('API/misc_tools.html#unpack_and_add', 'dabest/misc_tools.py')}, - 'dabest.plot_tools': { 'dabest.plot_tools.DeltaDotsPlotter': ('API/plot_tools.html#deltadotsplotter', 'dabest/plot_tools.py'), - 'dabest.plot_tools.SwarmPlot': ('API/plot_tools.html#swarmplot', 'dabest/plot_tools.py'), + 'dabest.plot_tools': { 'dabest.plot_tools.SwarmPlot': ('API/plot_tools.html#swarmplot', 'dabest/plot_tools.py'), 'dabest.plot_tools.SwarmPlot.__init__': ( 'API/plot_tools.html#swarmplot.__init__', 'dabest/plot_tools.py'), 'dabest.plot_tools.SwarmPlot._adjust_gutter_points': ( 'API/plot_tools.html#swarmplot._adjust_gutter_points', @@ -123,8 +122,9 @@ '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'), - 'dabest.plot_tools.contrast_bars_plotter': ( 'API/plot_tools.html#contrast_bars_plotter', - 'dabest/plot_tools.py'), + 'dabest.plot_tools.color_picker': ('API/plot_tools.html#color_picker', 'dabest/plot_tools.py'), + 'dabest.plot_tools.delta_dots_plotter': ( 'API/plot_tools.html#delta_dots_plotter', + 'dabest/plot_tools.py'), 'dabest.plot_tools.delta_text_plotter': ( 'API/plot_tools.html#delta_text_plotter', 'dabest/plot_tools.py'), 'dabest.plot_tools.effect_size_curve_plotter': ( 'API/plot_tools.html#effect_size_curve_plotter', @@ -142,8 +142,8 @@ 'dabest/plot_tools.py'), 'dabest.plot_tools.summary_bars_plotter': ( 'API/plot_tools.html#summary_bars_plotter', 'dabest/plot_tools.py'), - 'dabest.plot_tools.swarm_bars_plotter': ( 'API/plot_tools.html#swarm_bars_plotter', - 'dabest/plot_tools.py'), + 'dabest.plot_tools.swarm_contrast_bar_plotter': ( 'API/plot_tools.html#swarm_contrast_bar_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'), diff --git a/dabest/_stats_tools/effsize.py b/dabest/_stats_tools/effsize.py index 2711d021..93d43364 100644 --- a/dabest/_stats_tools/effsize.py +++ b/dabest/_stats_tools/effsize.py @@ -64,9 +64,9 @@ def two_group_difference(control:list|tuple|np.ndarray, #Accepts lists, tuples, """ - if ~isinstance(control, np.ndarray): + if not isinstance(control, np.ndarray): control = np.array(control) - if ~isinstance(test, np.ndarray): + if not isinstance(test, np.ndarray): test = np.array(test) if effect_size == "mean_diff": @@ -88,7 +88,7 @@ def two_group_difference(control:list|tuple|np.ndarray, #Accepts lists, tuples, if effect_size == "cohens_h": return cohens_h(control, test) - if effect_size == "hedges_g" or effect_size == "delta_g": + if effect_size == "hedges_g": return hedges_g(control, test, is_paired) if effect_size == "cliffs_delta": @@ -113,9 +113,9 @@ def func_difference(control:list|tuple|np.ndarray, # NaNs are automatically disc # Convert to numpy arrays for speed. # NaNs are automatically dropped. - if ~isinstance(control, np.ndarray): + if not isinstance(control, np.ndarray): control = np.array(control) - if ~isinstance(test, np.ndarray): + if not isinstance(test, np.ndarray): test = np.array(test) if is_paired: diff --git a/dabest/forest_plot.py b/dabest/forest_plot.py index bd9d1743..81c6be0f 100644 --- a/dabest/forest_plot.py +++ b/dabest/forest_plot.py @@ -3,7 +3,7 @@ # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/API/forest_plot.ipynb. # %% auto 0 -__all__ = ['load_plot_data', 'map_effect_attribute', 'check_for_errors', 'get_kwargs', 'color_palette', 'forest_plot'] +__all__ = ['load_plot_data', 'check_for_errors', 'get_kwargs', 'color_palette', 'forest_plot'] # %% ../nbs/API/forest_plot.ipynb 5 import matplotlib.pyplot as plt @@ -16,8 +16,7 @@ def load_plot_data( data: List, effect_size: str = "mean_diff", - contrast_type: str = "delta2", - + contrast_type: str = 'delta2', idx: Optional[List[int]] = None ) -> List: """ @@ -30,7 +29,7 @@ def load_plot_data( effect_size: str Type of effect size ('mean_diff', 'median_diff', etc.). contrast_type: str - Type of contrast ('delta2', 'mini_meta'). + Type of dabest object to plot ('delta2' or 'mini-meta') idx: Optional[List[int]], default=None List of indices to select from the contrast objects if delta-delta experiment. If None, only the delta-delta objects are plotted. @@ -39,31 +38,11 @@ def load_plot_data( ------- List: Contrast plot data based on specified parameters. """ - effect_attr_map = { - "mean_diff": "mean_diff", - "median_diff": "median_diff", - "cliffs_delta": "cliffs_delta", - "cohens_d": "cohens_d", - "hedges_g": "hedges_g", - "delta_g": "delta_g" - } - effect_attr = effect_attr_map.get(effect_size) - if not effect_attr: - raise ValueError(f"Invalid effect_size: {effect_size}") - - # Contrast type - first_contrast = data[0] - if first_contrast.delta2 is True: - contrast_type = "delta2" - elif first_contrast.mini_meta is True: - contrast_type = "mini_meta" - else: - raise ValueError("The `contrast_type` parameter must be specified as either `delta2` or `mini_meta`.") - - contrast_attr_map = {"delta2": "delta_delta", "mini_meta": "mini_meta_delta"} - contrast_attr = contrast_attr_map.get(contrast_type) + # Effect size and contrast types + effect_attr = "hedges_g" if effect_size == 'delta_g' else effect_size + contrast_attr = {"delta2": "delta_delta", "mini_meta": "mini_meta"}.get(contrast_type) - if idx is not None and contrast_type == 'delta2': + if idx is not None: bootstraps, differences, bcalows, bcahighs = [], [], [], [] for current_idx, index_group in enumerate(idx): current_contrast = data[current_idx] @@ -84,43 +63,17 @@ def load_plot_data( else: raise ValueError("The selected indices must be 0, 1, or 2.") else: - contrast_plot_data = [ - getattr(getattr(contrast, effect_attr), contrast_attr) for contrast in data - ] + contrast_plot_data = [getattr(getattr(contrast, effect_attr), contrast_attr) for contrast in data] - if contrast_type == "mini_meta": - attribute_suffix = "weighted_delta" - else: - attribute_suffix = "delta_delta" - - bootstraps = [ - getattr(result, f"bootstraps_{attribute_suffix}") - for result in contrast_plot_data - ] + attribute_suffix = "weighted_delta" if contrast_type == "mini_meta" else "delta_delta" + bootstraps = [getattr(result, f"bootstraps_{attribute_suffix}") for result in contrast_plot_data] differences = [result.difference for result in contrast_plot_data] bcalows = [result.bca_low for result in contrast_plot_data] bcahighs = [result.bca_high for result in contrast_plot_data] return bootstraps, differences, bcalows, bcahighs - -def map_effect_attribute(attribute_key): - # Check if the attribute key exists in the dictionary - effect_attr_map = { - "mean_diff": "Mean Difference", - "median_diff": "Median Difference", - "cliffs_delta": "Cliffs Delta", - "cohens_d": "Cohens d", - "hedges_g": "Hedges g", - "delta_g": "Delta g" - } - if attribute_key in effect_attr_map: - return effect_attr_map[attribute_key] - else: - raise TypeError("The `effect_size` argument must be a string. Please choose from the following effect sizes: `mean_diff`,`median_diff`,`cliffs_delta`,`cohens_d``, and `hedges_g`.") # Return a default value or message if the key is not found - - def check_for_errors( data, idx, @@ -143,15 +96,25 @@ def check_for_errors( yticks, yticklabels, remove_spines, - ): + ) -> str: # Contrasts if not isinstance(data, list) or not data: raise ValueError("The `data` argument must be a non-empty list of dabest objects.") + ## Check if all contrasts are delta-delta or all are mini-meta + contrast_type = "delta2" if data[0].delta2 else "mini_meta" + for contrast in data: + check_contrast_type = "delta2" if contrast.delta2 else "mini_meta" + if check_contrast_type != contrast_type: + raise ValueError("Each dabest object supplied must be the same experimental type (mini-meta or delta-delta)") + # Idx - if idx is not None and not isinstance(idx, (tuple, list)): - raise TypeError("`idx` must be a tuple or list of integers.") + if idx is not None: + if not isinstance(idx, (tuple, list)): + raise TypeError("`idx` must be a tuple or list of integers.") + if contrast_type == "mini_meta": + raise ValueError("The `idx` argument is not applicable to mini-meta analyses.") # Axes if ax is not None and not isinstance(ax, plt.Axes): @@ -162,10 +125,14 @@ def check_for_errors( raise TypeError("`fig_size` must be a tuple or list of two integers.") # Effect size - effect_size_options = ['mean_diff', 'median_diff', 'cliffs_delta', 'cohens_d', 'hedges_g'] + effect_size_options = ['mean_diff', 'hedges_g', 'delta_g'] if not isinstance(effect_size, str) or effect_size not in effect_size_options: - raise TypeError("The `effect_size` argument must be a string and please choose from the following effect sizes: `mean_diff`, `median_diff`, `cliffs_delta`, `cohens_d`, and `hedges_g`.") - + raise TypeError("The `effect_size` argument must be a string and please choose from the following effect sizes: `mean_diff`, `hedges_g`, or `delta_g`.") + if data[0].is_mini_meta and effect_size != 'mean_diff': + raise ValueError("The `effect_size` argument must be `mean_diff` for mini-meta analyses.") + if data[0].delta2 and effect_size not in ['mean_diff', 'hedges_g', 'delta_g']: + raise ValueError("The `effect_size` argument must be `mean_diff`, `hedges_g`, or `delta_g` for delta-delta analyses.") + # Horizontal if not isinstance(horizontal, bool): raise TypeError("`horizontal` must be a boolean value.") @@ -204,7 +171,7 @@ def check_for_errors( raise TypeError("`labels_rotation` must be an integer or float between 0 and 360.") # Title - if not isinstance(title, str): + if title is not None and not isinstance(title, str): raise TypeError("The `title` argument must be a string.") if not isinstance(title_fontsize, (int, float)): @@ -238,6 +205,8 @@ def check_for_errors( if not isinstance(remove_spines, bool): raise TypeError("`remove_spines` must be a boolean value.") + return contrast_type + def get_kwargs( violin_kwargs, @@ -249,20 +218,19 @@ def get_kwargs( ): from .misc_tools import merge_two_dicts - + # Violin kwargs default_violin_kwargs = { "widths": 0.5, "showextrema": False, "showmedians": False, "vert": not horizontal } - if violin_kwargs is None: violin_kwargs = default_violin_kwargs else: violin_kwargs = merge_two_dicts(default_violin_kwargs, violin_kwargs) - + # zeroline kwargs default_zeroline_kwargs = { "linewidth": 1, "color": "black" @@ -304,21 +272,26 @@ def get_kwargs( def color_palette( custom_palette, labels, - number_of_curves_to_plot + number_of_curves_to_plot, + halfviolin_desat ): - if isinstance(custom_palette, dict): - violin_colors = [ - custom_palette.get(c, sns.color_palette()[0]) for c in labels - ] - elif isinstance(custom_palette, list): - violin_colors = custom_palette[: number_of_curves_to_plot] - elif isinstance(custom_palette, str): - if custom_palette in plt.colormaps(): - violin_colors = sns.color_palette(custom_palette, number_of_curves_to_plot) - else: - raise ValueError( - f"The specified `custom_palette` {custom_palette} is not a recognized Matplotlib palette." - ) + if custom_palette is not None: + if isinstance(custom_palette, dict): + violin_colors = [ + custom_palette.get(c, sns.color_palette()[0]) for c in labels + ] + elif isinstance(custom_palette, list): + violin_colors = custom_palette[: number_of_curves_to_plot] + elif isinstance(custom_palette, str): + if custom_palette in plt.colormaps(): + violin_colors = sns.color_palette(custom_palette, number_of_curves_to_plot) + else: + raise ValueError( + f"The specified `custom_palette` {custom_palette} is not a recognized Matplotlib palette." + ) + else: + violin_colors = sns.color_palette(n_colors=number_of_curves_to_plot) + violin_colors = [sns.desaturate(color, halfviolin_desat) for color in violin_colors] return violin_colors @@ -330,7 +303,7 @@ def forest_plot( effect_size: str = "mean_diff", horizontal: bool = False, - marker_size: int = 12, + marker_size: int = 10, custom_palette: Optional[Union[dict, list, str]] = None, halfviolin_alpha: float = 0.8, halfviolin_desat: float = 1, @@ -338,7 +311,7 @@ def forest_plot( labels: list[str] = None, labels_rotation: int = None, labels_fontsize: int = 10, - title: str = "ΔΔ Forest", + title: str = None, title_fontsize: int = 16, ylabel: str = None, ylabel_fontsize: int = 12, @@ -369,7 +342,7 @@ def forest_plot( fig_size : Tuple[int, int], default=None Figure size for the plot. effect_size : str - Type of effect size to plot (e.g., 'mean_diff', 'median_diff', `cliffs_delta`,`cohens_d``, and `hedges_g`). + Type of effect size to plot (e.g., 'mean_diff', `hedges_g` or 'delta_g'). horizontal : bool, default=False If True, the plot will be horizontal. marker_size : int, default=12 @@ -420,35 +393,35 @@ def forest_plot( # Check for errors in the input arguments - check_for_errors( - data = data, - idx = idx, - ax = ax, - fig_size = fig_size, - effect_size = effect_size, - horizontal = horizontal, - marker_size = marker_size, - custom_palette = custom_palette, - halfviolin_alpha = halfviolin_alpha, - halfviolin_desat = halfviolin_desat, - labels = labels, - labels_rotation = labels_rotation, - labels_fontsize = labels_fontsize, - title = title, - title_fontsize = title_fontsize, - ylabel = ylabel, - ylabel_fontsize = ylabel_fontsize, - ylim = ylim, - yticks = yticks, - yticklabels = yticklabels, - remove_spines = remove_spines, - + contrast_type = check_for_errors( + data = data, + idx = idx, + ax = ax, + fig_size = fig_size, + effect_size = effect_size, + horizontal = horizontal, + marker_size = marker_size, + custom_palette = custom_palette, + halfviolin_alpha = halfviolin_alpha, + halfviolin_desat = halfviolin_desat, + labels = labels, + labels_rotation = labels_rotation, + labels_fontsize = labels_fontsize, + title = title, + title_fontsize = title_fontsize, + ylabel = ylabel, + ylabel_fontsize = ylabel_fontsize, + ylim = ylim, + yticks = yticks, + yticklabels = yticklabels, + remove_spines = remove_spines, ) # Load plot data and extract info bootstraps, differences, bcalows, bcahighs = load_plot_data( data = data, effect_size = effect_size, + contrast_type = contrast_type, idx = idx ) @@ -469,7 +442,7 @@ def forest_plot( es_marker_kwargs = es_marker_kwargs, es_errorbar_kwargs = es_errorbar_kwargs, marker_size = marker_size - ) + ) # Plot the violins and make adjustments v = ax.violinplot( @@ -480,7 +453,6 @@ def forest_plot( v, alpha = halfviolin_alpha, half = "bottom" if horizontal else "right", - ) ## Plotting the effect sizes and confidence intervals @@ -494,15 +466,12 @@ def forest_plot( # Aesthetic Adjustments ## Handle the custom color palette - if custom_palette: - violin_colors = color_palette( - custom_palette = custom_palette, - labels = labels, - number_of_curves_to_plot = number_of_curves_to_plot - ) - else: - violin_colors = sns.color_palette(n_colors=number_of_curves_to_plot) - violin_colors = [sns.desaturate(color, halfviolin_desat) for color in violin_colors] + violin_colors = color_palette( + custom_palette = custom_palette, + labels = labels, + number_of_curves_to_plot = number_of_curves_to_plot, + halfviolin_desat = halfviolin_desat + ) for patch, color in zip(v["bodies"], violin_colors): patch.set_facecolor(color) @@ -548,12 +517,23 @@ def forest_plot( ## y-label if ylabel is None: - ylabel = map_effect_attribute(effect_size) + effect_attr_map = { + "mean_diff": "Mean Difference", + "hedges_g": "Hedges' g", + "delta_g": "Deltas' g" + } + if contrast_type=='delta2' and idx is None and effect_size == "hedges_g": + ylabel = "Deltas' g" + elif contrast_type=='delta2' and idx is not None and (effect_size == "delta_g" or effect_size == "hedges_g"): + ylabel = "Hedges' g with Deltas' g" + else: + ylabel = effect_attr_map[effect_size] lim_key = ax.set_xlabel if horizontal else ax.set_ylabel lim_key(ylabel, fontsize=ylabel_fontsize) ## Setting the title - ax.set_title(title, fontsize=title_fontsize) + if title is not None: + ax.set_title(title, fontsize=title_fontsize) ## Adjust Spines if remove_spines: diff --git a/dabest/misc_tools.py b/dabest/misc_tools.py index a5d291e7..79c7d0f3 100644 --- a/dabest/misc_tools.py +++ b/dabest/misc_tools.py @@ -5,9 +5,8 @@ # %% auto 0 __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', 'Redraw_Spines', - 'extract_group_summaries'] + 'extract_contrast_plotting_ticks', 'set_xaxis_ticks_and_lims', 'show_legend', 'gardner_altman_adjustments', + 'draw_zeroline', 'redraw_independent_spines', 'redraw_dependent_spines', 'extract_group_summaries'] # %% ../nbs/API/misc_tools.ipynb 4 import datetime as dt @@ -86,6 +85,8 @@ def get_unique_categories(names): """ Extract unique categories from various input types. """ + if isinstance(names, list): + return names if isinstance(names, np.ndarray): return names # numpy.unique() returns a sorted array elif isinstance(names, (pd.Categorical, pd.Series)): @@ -96,7 +97,8 @@ def get_unique_categories(names): def get_params( effectsize_df: object, - plot_kwargs: dict + plot_kwargs: dict, + sankey_kwargs: dict ): """ Extracts parameters from the `effectsize_df` and `plot_kwargs` objects for use in the plotter function. @@ -107,15 +109,17 @@ def get_params( A `dabest` EffectSizeDataFrame object. plot_kwargs : dict Kwargs passed to the plot function. + sankey kwargs : dict + Kwargs relating to the sankey diagram plots """ plot_data = effectsize_df._plot_data xvar = effectsize_df.xvar yvar = effectsize_df.yvar is_paired = effectsize_df.is_paired delta2 = effectsize_df.delta2 - mini_meta = effectsize_df.mini_meta + is_mini_meta = effectsize_df.is_mini_meta effect_size = effectsize_df.effect_size - proportional = effectsize_df.proportional + proportional = effectsize_df.is_proportional results = effectsize_df.results dabest_obj = effectsize_df.dabest_obj all_plot_groups = dabest_obj._all_plot_groups @@ -123,29 +127,31 @@ def get_params( x1_level = dabest_obj.x1_level experiment_label = dabest_obj.experiment_label - if effect_size not in ["mean_diff", "delta_g"] or not delta2: + if effect_size not in ["mean_diff", "hedges_g"] or not delta2: show_delta2 = False else: show_delta2 = plot_kwargs["show_delta2"] - if effect_size != "mean_diff" or not mini_meta: + if effect_size != "mean_diff" or not is_mini_meta: show_mini_meta = False else: show_mini_meta = plot_kwargs["show_mini_meta"] if show_delta2 and show_mini_meta: raise ValueError("`show_delta2` and `show_mini_meta` cannot be True at the same time.") + # Horizontal + horizontal = plot_kwargs["horizontal"] + # Disable Gardner-Altman plotting if any of the idxs comprise of more than # two groups or if it is a delta-delta plot. float_contrast = plot_kwargs["float_contrast"] - # effect_size_type = effectsize_df.effect_size if len(idx) > 1 or len(idx[0]) > 2: float_contrast = False if effect_size in ["cliffs_delta"]: float_contrast = False - if show_delta2 or show_mini_meta: + if show_delta2 or show_mini_meta or horizontal: float_contrast = False if not is_paired: @@ -163,21 +169,36 @@ def get_params( 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"] + + # Sankey details + # We need to extract the `sankey` and `flow` from the kwargs + # to use for varying different kinds of paired proportional plots + # We also don't want to pop the parameter from the kwargs + one_sankey = ( + False if is_paired is not None else None + ) # Flag to indicate if only one sankey is plotted. + two_col_sankey = ( + True if proportional and not one_sankey and sankey_kwargs["sankey"] and not sankey_kwargs["flow"] else False + ) + + # Asymmetric side for swarmplots + asymmetric_side = ( + plot_kwargs["swarm_side"] # Default asymmetric side is right + if plot_kwargs["swarm_side"] is not None + else "right" if not horizontal + else "left" + ) - 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, group_summaries, err_color, horizontal, - results, halfviolin_alpha, ci_type, x1_level, experiment_label, 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, group_summaries, err_color, + horizontal, results, halfviolin_alpha, ci_type, x1_level, experiment_label, show_baseline_ec, + one_sankey, two_col_sankey, asymmetric_side) def get_kwargs( plot_kwargs: dict, @@ -330,7 +351,7 @@ def get_kwargs( "color": 'k', "marker": "^", "alpha": 0.5, - "zorder": -1, + "zorder": 2, "size": 3, "side": "right" } @@ -396,7 +417,7 @@ def get_kwargs( 'alpha' : 0.2, 'fontsize' : 12, 'text_color' : 'black', - 'text_units' : None, + 'text_units' : '', 'control_marker' : '-', 'fontsize_label': 12, 'label': 'Δ' @@ -546,7 +567,17 @@ def get_color_palette( filled.append(False) filled.extend([True] * (len(idx[i]) - 1)) - names = color_groups if not color_by_subgroups else idx + if color_col is not None: + if sankey: + names = [1, 0] + else: + names = color_groups if not color_by_subgroups else idx + else: + if sankey: + names = [1, 0] + else: + names = all_plot_groups if not color_by_subgroups else idx + n_groups = len(color_groups) custom_pal = plot_kwargs["custom_palette"] swarm_desat = plot_kwargs["swarm_desat"] @@ -572,13 +603,27 @@ def get_color_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.") + raise ValueError("The `custom_palette` dictionary is not supported when `color_col` is not None.") names = groups_in_palette.keys() unsat_colors = groups_in_palette.values() elif isinstance(custom_pal, list): - unsat_colors = custom_pal[0:n_groups] + if sankey: + if len(custom_pal) != 2: + raise ValueError("To specify a custom palette for a Sankey diagram, you must provide exactly two colors.") + else: + groups_in_palette = { + k: custom_pal[k] for k in [1, 0] + } + names = groups_in_palette.keys() + unsat_colors = groups_in_palette.values() + elif len(custom_pal) < n_groups: + err1 = "The specified `custom_palette` has fewer colors than the number of groups." + err2 = " Please specify a custom palette with at least {} colors.".format(n_groups) + raise ValueError(err1 + err2) + else: + unsat_colors = custom_pal[0:n_groups] elif isinstance(custom_pal, str): # check it is in the list of matplotlib palettes. @@ -607,11 +652,6 @@ def get_color_palette( plot_palette_raw = dict(zip(categories, swarm_colors)) plot_palette_contrast = dict(zip(categories, contrast_colors)) plot_palette_bar = dict(zip(categories, bar_color)) - - # For Sankey Diagram plot, no need to worry about the color, each bar will have the same two colors - # default color palette will be set to "hls" - plot_palette_sankey = None - else: swarm_colors = [sns.desaturate(c, swarm_desat) for c in unsat_colors] contrast_colors = [sns.desaturate(c, contrast_desat) for c in unsat_colors] @@ -629,8 +669,12 @@ def get_color_palette( plot_palette_raw = dict(zip(names, swarm_colors)) plot_palette_contrast = dict(zip(names, contrast_colors)) plot_palette_bar = dict(zip(names, bar_color)) + plot_palette_sankey = dict(zip(names, unsat_colors)) - plot_palette_sankey = custom_pal + # For Sankey Diagram plot, each bar will have the same two colors if custom_pal is None + # default color palette will be set to "hls" + if custom_pal is None: + plot_palette_sankey = None return (color_col, bootstraps_color_by_group, n_groups, filled, plot_palette_raw, bar_color, plot_palette_bar, plot_palette_contrast, plot_palette_sankey) @@ -864,43 +908,39 @@ def initialize_fig( # 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" + swarm_label = yvar if bar_label is None: - bar_label = "proportion of success" if effect_size_type != "cohens_h" else "value" + 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.capitalize(), fontsize=fontsize_rawylabel) + rawdata_axes.set_xlabel(rawdata_label, fontsize=fontsize_rawylabel) rawdata_axes.set_ylabel("") else: - rawdata_axes.set_ylabel(rawdata_label.capitalize(), fontsize=fontsize_rawylabel) + 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", + "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", } if proportional and effect_size_type != "cohens_h": - default_contrast_label = "proportion difference" - elif effect_size_type == "delta_g": - default_contrast_label = "Hedges' g" + default_contrast_label = "Proportion Difference" 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) + 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"] @@ -1112,7 +1152,8 @@ def set_xaxis_ticks_and_lims( contrast_xtick_labels: list, plot_kwargs: dict, proportional: bool, - horizontal: bool): + horizontal: bool + ): """ Set the x-axis/yaxis ticks and limits for the plotter function. @@ -1283,7 +1324,7 @@ def show_legend( for line in leg.get_lines(): line.set_linewidth(3.0) -def Gardner_Altman_Plot_Aesthetic_Adjustments( +def gardner_altman_adjustments( effect_size_type: str, plot_data: pd.DataFrame, xvar: str, @@ -1338,8 +1379,7 @@ def Gardner_Altman_Plot_Aesthetic_Adjustments( _compute_hedges_correction_factor, ) - og_ylim_raw = rawdata_axes.get_ylim() - og_xlim_raw = rawdata_axes.get_xlim() + og_xlim_raw, og_ylim_raw = rawdata_axes.get_xlim(), rawdata_axes.get_ylim() # Normalize ylims and despine the floating contrast axes. # Check that the effect size is within the swarm ylims. @@ -1486,177 +1526,106 @@ def Gardner_Altman_Plot_Aesthetic_Adjustments( **redraw_axes_kwargs ) - -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 +def draw_zeroline( + ax : axes.Axes, + horizontal : bool, + reflines_kwargs : dict ): - - """ - 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. - if horizontal: - contrast_axes_lim = contrast_axes.get_xlim() - method = contrast_axes.axvline - else: - contrast_axes_lim = contrast_axes.get_ylim() - method = contrast_axes.axhline + ax_lim = ax.get_xlim() if horizontal else ax.get_ylim() + method = ax.axvline if horizontal else ax.axhline - if contrast_axes_lim[0] < contrast_axes_lim[1]: - contrast_lim_low, contrast_lim_high = contrast_axes_lim + if ax_lim[0] < ax_lim[1]: + contrast_lim_low, contrast_lim_high = ax_lim else: - contrast_lim_high, contrast_lim_low = contrast_axes_lim + contrast_lim_high, contrast_lim_low = ax_lim 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: - 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: - 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.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 +def redraw_independent_spines( + rawdata_axes : axes.Axes, + contrast_axes : axes.Axes, + horizontal : bool, + two_col_sankey : bool, + ticks_to_start_twocol_sankey : list, + idx : list, + is_paired : str, + show_pairs : bool, + proportional : bool, + ticks_to_skip : list, + temp_idx : list, + ticks_to_skip_contrast : list, + extra_delta : bool, + redraw_axes_kwargs : dict + ): + # Extract the ticks + 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: - 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"] - - # Modify the ylims of the axes to flip the plot (so it shows the plots from top to bottom) + 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 + + # Plot the spines 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]) + sns.despine(ax=rawdata_axes, left=True) + xlim, ylim = rawdata_axes.get_xlim(), rawdata_axes.get_ylim() + redraw_axes_kwargs["x"] = xlim[0] + for k, start_tick in enumerate(starting_ticks_raw): + end_tick = rightend_ticks_raw[k] + rawdata_axes.vlines( + ymin = start_tick, + ymax = end_tick, + **redraw_axes_kwargs + ) + rawdata_axes.set_xlim(xlim) + rawdata_axes.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: + 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 extra_delta: + 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"] -def Redraw_Spines( +def redraw_dependent_spines( rawdata_axes: axes.Axes, contrast_axes: axes.Axes, redraw_axes_kwargs: dict, @@ -1692,41 +1661,28 @@ def Redraw_Spines( 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 - ) + for current_ax, current_ylim, current_xlim in zip((rawdata_axes, contrast_axes), (og_ylim_raw, og_ylim_contrast), + (og_xlim_raw, og_xlim_contrast)): + current_ax.hlines( + current_ylim[0], + current_xlim[0], + current_xlim[1], + **redraw_axes_kwargs + ) else: - ## 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 - ) + for current_ax, current_ylim, current_xlim in zip((rawdata_axes, contrast_axes), (og_ylim_raw, og_ylim_contrast), + (og_xlim_raw[0], og_xlim_contrast[1] if float_contrast else og_xlim_contrast[0])): + current_ax.vlines( + current_xlim, + current_ylim[0], + current_ylim[1], + **redraw_axes_kwargs + ) if show_delta2: og_xlim_delta, og_ylim_delta = contrast_axes.get_xlim(), contrast_axes.get_ylim() delta2_axes.set_ylim(og_ylim_delta) - + delta2_axes.vlines( og_xlim_delta[1], og_ylim_delta[0], @@ -1734,9 +1690,9 @@ def Redraw_Spines( **redraw_axes_kwargs ) - 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) + for current_ax, xlim, ylim in zip([rawdata_axes, contrast_axes], [og_xlim_raw, og_xlim_contrast], [og_ylim_raw, og_ylim_contrast]): + current_ax.set_xlim(xlim) + current_ax.set_ylim(ylim) def extract_group_summaries( proportional: bool, diff --git a/dabest/plot_tools.py b/dabest/plot_tools.py index b046e958..2e92df69 100644 --- a/dabest/plot_tools.py +++ b/dabest/plot_tools.py @@ -7,8 +7,8 @@ # %% auto 0 __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', + 'single_sankey', 'sankeydiag', 'summary_bars_plotter', 'color_picker', 'swarm_contrast_bar_plotter', + 'delta_text_plotter', 'delta_dots_plotter', 'slopegraph_plotter', 'plot_minimeta_or_deltadelta_violins', 'effect_size_curve_plotter', 'gridkey_plotter', 'barplotter', 'table_for_horizontal_plots', 'add_counts_to_prop_plots', 'swarmplot', 'SwarmPlot'] @@ -875,7 +875,7 @@ def sankeydiag( ax.set_xticks([0, 1]) ax.set_xticklabels(sankey_ticks) - return left_idx, right_idx + return (left_idx, right_idx) def summary_bars_plotter( summary_bars: list, @@ -935,23 +935,13 @@ def summary_bars_plotter( 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')]*int(max(ticks_to_plot)+1) - if summary_bars_kwargs.get('color') is not None - 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') + summary_bars_colors = color_picker(summary_bars_kwargs, ticks_to_plot, color_col, show_pairs, plot_palette_raw) + 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] - summary_ci_high = results.bca_high[summary_index] - else: - summary_ci_low = results.pct_low[summary_index] - summary_ci_high = results.pct_high[summary_index] + summary_ci_low = results.get(ci_type+'_low')[summary_index] + summary_ci_high = results.get(ci_type+'_high')[summary_index] if span_ax == True: starting_location = summary_ymax if horizontal else summary_xmin @@ -974,169 +964,88 @@ def summary_bars_plotter( 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 + +def color_picker(kwargs: dict, num_of_elements: list, color_col: str, show_pairs: bool, color_palette: dict) -> list: + + if any(isinstance(val, typ) for val in num_of_elements for typ in [int, float]): + num_of_elements = int(max(num_of_elements) + 1) + elif any(isinstance(val, typ) for val in num_of_elements for typ in [str]): + num_of_elements = len(num_of_elements) + 1 + + colors = ( + [kwargs.get('color')] * num_of_elements + if kwargs.get('color') is not None + else ['black'] * num_of_elements + if color_col is not None or show_pairs + else list(color_palette.values()) + ) + kwargs.pop('color') + + return colors + +def swarm_contrast_bar_plotter( + bar_type: str, + axes : list, + bar_kwargs: dict, + color_col : str, + show_pairs : bool, + plot_palette_raw : dict, + idx : list, + + plot_data : pd.DataFrame = None, #Only Swarm + xvar : str = None, #Only Swarm + yvar : str = None, #Only Swarm + + order : list = None, #Only contrast + results : object = None, #Only contrast + horizontal : bool = False, #Only contrast + diff : float = None #Only contrast ): - """ - Add contrast bars to the contrast plot. - Parameters - ---------- - results : object (Dataframe) - Dataframe of contrast object comparisons. - ax_to_plot : axes.Axes - Matplotlib axis object to plot on. - swarm_plot_ax : axes.Axes - Matplotlib axis object of the swarm plot. - ticks_to_plot : list - List of indices of the contrast objects. - contrast_bars_kwargs : dict - Keyword arguments for the contrast bars. - color_col : str - Column name of the color column. - plot_palette_raw : dict - Dictionary of colors used in the plot. - show_mini_meta : bool - Whether to show the mini meta-analysis. - mini_meta_delta : object - Mini meta-analysis object. - show_delta2 : bool - Whether to show the delta-delta. - delta_delta : object - delta-delta object. - 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. - """ + ax_to_plot = axes[0] if bar_type == 'Swarm' else axes[1] 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[int(j)]) + # Extract means + if bar_type == 'Swarm': + if isinstance(plot_data[xvar].dtype, pd.CategoricalDtype): + order = pd.unique(plot_data[xvar]).categories + else: + order = pd.unique(plot_data[xvar]) + means = plot_data.groupby(xvar, observed=False)[yvar].mean().reindex(index=order) + elif bar_type == 'Contrast': + means = [] + for j, tick in enumerate(order): + 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')] * int(max(ticks_to_plot) + 1) - if contrast_bars_kwargs.get('color') is not None - 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') + bar_colors = color_picker(bar_kwargs, order, color_col, show_pairs, plot_palette_raw) # alpha - contrast_bars_kwargs['alpha'] = contrast_bars_kwargs.get('alpha', 0.15 if color_col is not None or show_pairs else 0.25) + bar_kwargs['alpha'] = bar_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): + # Plot the bars + y_values = order if bar_type == 'Contrast' else np.arange(0, len(order)+1, 1) + for current_x, current_y in zip(y_values, means): idx_selector = ( - int(contrast_bars_x) - if type(contrast_bars_colors) == list - else unpacked_idx[int(contrast_bars_x)] + int(current_x) + if type(bar_colors) == list + else unpacked_idx[int(current_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)) + if bar_type == 'Contrast' and horizontal: + ax_to_plot.add_patch(mpatches.Rectangle((0, current_x-0.5), current_y, 0.5, color=bar_colors[idx_selector], **bar_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)) + ax_to_plot.add_patch(mpatches.Rectangle((current_x-0.25, 0), 0.5, current_y, color=bar_colors[idx_selector], **bar_kwargs)) - if show_mini_meta or show_delta2: - diff = mini_meta_delta.difference if show_mini_meta else delta_delta.difference + if bar_type == 'Contrast' and diff is not None: 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)) + ax_to_plot.add_patch(mpatches.Rectangle((0, max(axes[0].get_yticks())-0.5), diff, 0.5, color='black', **bar_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)) + ax_to_plot.add_patch(mpatches.Rectangle((max(axes[0].get_xticks())+2-0.25, 0), 0.5, diff, color='black', **bar_kwargs)) ax_to_plot.set_xlim(og_xlim) - ax_to_plot.set_ylim(og_ylim) - -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. Currently only for vertical 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. - ax : axes.Axes - Matplotlib axis object to plot on. - swarm_bars_kwargs : dict - Keyword arguments for the swarm bars. - color_col : str - Column name of the color column. - plot_palette_raw : dict - Dictionary of colors used in the plot. - show_pairs : bool - Whether the data is paired and shown in pairs. - idx : list - List of indices of the raw groups. - """ - 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 - else: - 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')] * (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 show_pairs - else plot_palette_raw - ) - swarm_bars_kwargs.pop('color') - - # 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) + ax_to_plot.set_ylim(og_ylim) def delta_text_plotter( results: pd.DataFrame, @@ -1150,7 +1059,7 @@ def delta_text_plotter( proportional: bool, float_contrast: bool, show_mini_meta: bool, - mini_meta_delta: object, + mini_meta: object, show_delta2: bool, delta_delta: object, idx: list @@ -1182,7 +1091,7 @@ def delta_text_plotter( Whether the DABEST plot uses Gardner-Altman or Cummings show_mini_meta : bool Whether to show the mini meta-analysis. - mini_meta_delta : object + mini_meta : object Mini meta-analysis object. show_delta2 : bool Whether to show the delta-delta. @@ -1201,13 +1110,7 @@ def delta_text_plotter( delta_text_kwargs.pop('x_location') # Colors - delta_text_colors = ( - [delta_text_kwargs.get('color')]*int(max(ticks_to_plot)+1) - if delta_text_kwargs.get('color') is not None - 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 - ) + delta_text_colors = color_picker(delta_text_kwargs, ticks_to_plot, color_col, show_pairs, plot_palette_raw) # Idx unpacked_idx = [element for innerList in idx for element in innerList] @@ -1217,7 +1120,6 @@ def delta_text_plotter( 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) @@ -1226,7 +1128,7 @@ def delta_text_plotter( for j, tick in enumerate(ticks_to_plot): 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) + if show_mini_meta: Delta_Values.append(mini_meta.difference) # Collect the X-coordinates for the delta text delta_text_x_coordinates = delta_text_kwargs.pop('x_coordinates') @@ -1270,7 +1172,7 @@ def delta_text_plotter( ax_to_plot.text(x, y, Delta_Text, color=delta_text_colors[idx_selector], zorder=5, **delta_text_kwargs) -def DeltaDotsPlotter( +def delta_dots_plotter( plot_data: pd.DataFrame, contrast_axes: axes.Axes, delta_id_col: str, @@ -1314,7 +1216,7 @@ def DeltaDotsPlotter( """ # Checks and initializations - from .plot_tools import swarmplot + # 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 @@ -1379,7 +1281,8 @@ def slopegraph_plotter( rawdata_axes: axes.Axes, ytick_color: str, temp_idx: list, - horizontal: bool + horizontal: bool, + temp_all_plot_groups: list ): """ Add slopegraph to the rawdata axes. @@ -1408,6 +1311,8 @@ def slopegraph_plotter( List of indices of the contrast objects. horizontal : bool If the plotting will be in horizontal format. + temp_all_plot_groups : list + """ # Jitter Kwargs # With help from GitHub user: devMJBL @@ -1463,6 +1368,15 @@ def slopegraph_plotter( x_start = x_start + grp_count + # Set the tick labels, because the slopegraph plotting doesn't. + 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) + + def plot_minimeta_or_deltadelta_violins( show_mini_meta: bool, effectsize_df: object, @@ -1517,24 +1431,17 @@ def plot_minimeta_or_deltadelta_violins( """ # 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, ci_high = mini_meta_delta.bca_low, mini_meta_delta.bca_high - else: - 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, ci_high = delta_delta.bca_low, delta_delta.bca_high - else: - ci_low, ci_high = delta_delta.pct_low, delta_delta.pct_high + def extract_curve_data(dabest_object): + try: + data = dabest_object.bootstraps_weighted_delta + except AttributeError: + data = dabest_object.bootstraps_delta_delta - fc = "grey" + ci_low, ci_high = dabest_object.results.get(ci_type+'_low')[0], dabest_object.results.get(ci_type+'_high')[0] + return data, dabest_object.difference, ci_low, ci_high + + dabest_object = effectsize_df.mini_meta if show_mini_meta else effectsize_df.delta_delta + data, difference, ci_low, ci_high = extract_curve_data(dabest_object) if horizontal: violinplot_kwargs.update({'vert': False, 'widths': 1}) @@ -1552,7 +1459,7 @@ def plot_minimeta_or_deltadelta_violins( data[~np.isinf(data)], positions=[position], **violinplot_kwargs ) - halfviolin(v, fill_color=fc, alpha=halfviolin_alpha, half=half) + halfviolin(v, fill_color="grey", alpha=halfviolin_alpha, half=half) # Plot the effect size. contrast_axes.plot( @@ -1569,35 +1476,33 @@ def plot_minimeta_or_deltadelta_violins( # 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"]) + current_ylabels.extend(["Weighted Delta"]) + elif effect_size == "hedges_g": + current_ylabels.extend(["Deltas' g"]) else: - current_ylabels.extend(["delta-delta"]) + current_ylabels.extend(["Delta-Delta"]) - rawdata_axes.set_yticks(current_yticks) + rawdata_axes.set_yticks(np.append(rawdata_axes.get_yticks(), position)) rawdata_axes.set_yticklabels(current_ylabels) else: if show_mini_meta: - contrast_xtick_labels.extend(["", "Weighted delta"]) - elif effect_size == "delta_g": - contrast_xtick_labels.extend(["", "deltas' g"]) + contrast_xtick_labels.extend(["", "Weighted Delta"]) + elif effect_size == "hedges_g": + contrast_xtick_labels.extend(["", "Deltas' g"]) else: - contrast_xtick_labels.extend(["", "delta-delta"]) + 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" + delta2_label = "Delta - Delta" else: - delta2_label = "deltas' g" + delta2_label = "Deltas' g" fontsize_delta2label = plot_kwargs["fontsize_delta2label"] delta2_axes = contrast_axes.twinx() delta2_axes.set_frame_on(False) @@ -1705,12 +1610,8 @@ def plot_effect_size(tick, group, control, bootstrap, effsize, ci_low, ci_high): 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)] + current_ci_low = results.get(ci_type+'_low')[int(j)] + current_ci_high = results.get(ci_type+'_high')[int(j)] # Plot the effect size marker if horizontal: @@ -1735,8 +1636,8 @@ def plot_effect_size(tick, group, control, bootstrap, effsize, ci_low, ci_high): bec_control = bec_results.control[j] bec_bootstrap = bec_results.bec_bootstraps[j] bec_effsize = bec_results.bec_difference[j] - 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] + bec_ci_low = bec_results.get('bec_'+ci_type+'_low')[j] + bec_ci_high = bec_results.get('bec_'+ci_type+'_high')[j] # Plot the effect size marker regardless of show_baseline_ec if horizontal: @@ -1803,7 +1704,7 @@ def gridkey_plotter( float_contrast: bool, horizontal: bool, delta_delta: object, - mini_meta_delta: object, + mini_meta: object, effect_size: str, gridkey_kwargs: dict, ): @@ -1846,7 +1747,7 @@ def gridkey_plotter( If the plot is horizontal. delta_delta : object delta-delta object. - mini_meta_delta : object + mini_meta : object Mini meta-analysis object. effect_size : str Type of effect size to plot @@ -1854,12 +1755,13 @@ def gridkey_plotter( 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_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 + 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])) @@ -1972,7 +1874,7 @@ def gridkey_plotter( # 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"] + added_group_name = ["deltas' g"] if effect_size == "hedges_g" else ["delta-delta"] else: added_group_name = ["Weighted delta"] gridkey_rows = added_group_name + gridkey_rows @@ -1982,7 +1884,7 @@ def gridkey_plotter( 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 = delta_delta.difference if show_delta2 else mini_meta.difference added_delta_effectsize_str = np.format_float_positional( added_delta_effectsize, precision=2, @@ -2108,7 +2010,7 @@ def barplotter( else: x_var, y_var, orient = all_plot_groups, np.ones(len(all_plot_groups)), "v" - # Create bar1_df with basic columns + # Create bar1_df with basic columns bar1_df = pd.DataFrame({ xvar: x_var, "proportion": y_var @@ -2128,7 +2030,6 @@ def barplotter( else: edge_colors = bar_color - bar1 = sns.barplot( data=bar1_df, x=xvar, @@ -2184,7 +2085,6 @@ def table_for_horizontal_plots( show_mini_meta: bool, show_delta2: bool, table_kwargs: dict, - ticks_to_skip: list ): """ @@ -2206,17 +2106,17 @@ def table_for_horizontal_plots( 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_font_size = table_kwargs['fontsize'] 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 + text_units = table_kwargs['text_units'] + table_font_size -= 2 if text_units != '' else 0 + control_marker = table_kwargs['control_marker'] fontsize_label = table_kwargs['fontsize_label'] label = table_kwargs['label'] @@ -2224,11 +2124,11 @@ def table_for_horizontal_plots( cols=['Δ','N'] lst = [] for n in np.arange(0, len(effectsize_df.results.difference), 1): - lst.append([effectsize_df.results.difference[n],0]) + lst.append([effectsize_df.results.difference[n], 0]) if show_mini_meta: - lst.append([effectsize_df.mini_meta_delta.difference,0]) + lst.append([effectsize_df.mini_meta.difference, 0]) elif show_delta2: - lst.append([effectsize_df.delta_delta.difference,0]) + lst.append([effectsize_df.delta_delta.difference, 0]) tab = pd.DataFrame(lst, columns=cols) ### Plot the text @@ -2304,7 +2204,7 @@ def add_counts_to_prop_plots( 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), + np.arange(0, len(sample_size_text_order) + 1, 1), sample_size_val0, sample_size_val1, ): diff --git a/dabest/plotter.py b/dabest/plotter.py index 638fb01b..a381430a 100644 --- a/dabest/plotter.py +++ b/dabest/plotter.py @@ -76,20 +76,20 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi extract_contrast_plotting_ticks, set_xaxis_ticks_and_lims, show_legend, - Gardner_Altman_Plot_Aesthetic_Adjustments, - Cumming_Plot_Aesthetic_Adjustments, - Redraw_Spines, - extract_group_summaries + gardner_altman_adjustments, + # Cumming_Plot_Aesthetic_Adjustments, + extract_group_summaries, + draw_zeroline, + redraw_dependent_spines, + redraw_independent_spines ) from .plot_tools import ( error_bar, sankeydiag, swarmplot, - swarm_bars_plotter, - contrast_bars_plotter, summary_bars_plotter, delta_text_plotter, - DeltaDotsPlotter, + delta_dots_plotter, slopegraph_plotter, plot_minimeta_or_deltadelta_violins, effect_size_curve_plotter, @@ -97,6 +97,7 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi barplotter, table_for_horizontal_plots, add_counts_to_prop_plots, + swarm_contrast_bar_plotter ) warnings.filterwarnings( @@ -117,13 +118,6 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi 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, 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, @@ -131,16 +125,15 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi 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 - # We also don't want to pop the parameter from the kwargs - one_sankey = ( - False if is_paired is not None else None - ) # Flag to indicate if only one sankey is plotted. - two_col_sankey = ( - True if proportional and not one_sankey and sankey_kwargs["sankey"] and not sankey_kwargs["flow"] else False + ) + + (dabest_obj, plot_data, xvar, yvar, is_paired, effect_size, proportional, + all_plot_groups, idx, show_delta2, show_mini_meta, float_contrast, + show_pairs, group_summaries, err_color, horizontal, results, halfviolin_alpha, ci_type, + x1_level, experiment_label, show_baseline_ec, one_sankey, two_col_sankey, asymmetric_side) = get_params( + effectsize_df = effectsize_df, + plot_kwargs = plot_kwargs, + sankey_kwargs = sankey_kwargs ) # Extract Color palette @@ -154,7 +147,7 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi all_plot_groups = all_plot_groups, delta2 = effectsize_df.delta2, sankey = True if proportional and show_pairs else False, - ) + ) # Initialise the figure. fig, rawdata_axes, contrast_axes, table_axes = initialize_fig( @@ -170,18 +163,30 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi yvar = yvar, horizontal = horizontal, show_table = table_kwargs['show'] - ) + ) # Plotting the rawdata. - if show_pairs: + if show_pairs: ## Paired plots! temp_idx, temp_all_plot_groups = get_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. + ) + if proportional: ## Plot the raw data as a set of Sankey Diagrams aligned like barplot. + sankey_control_test_groups = 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, + horizontal = horizontal, + **sankey_kwargs + ) + else: ## Plot the raw data as a slopegraph. slopegraph_plotter( dabest_obj = dabest_obj, plot_data = plot_data, @@ -193,14 +198,15 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi rawdata_axes = rawdata_axes, ytick_color = ytick_color, temp_idx = temp_idx, - horizontal = horizontal - ) + horizontal = horizontal, + temp_all_plot_groups = temp_all_plot_groups + ) - # Add delta dots to the contrast axes for paired plots. + ## Add delta dots to the contrast axes for paired plots. show_delta_dots = plot_kwargs["delta_dot"] unavailable_effect_sizes = ["hedges_g", "delta_g", "cohens_d"] if show_delta_dots and is_paired and not any([es in effect_size for es in unavailable_effect_sizes]): - DeltaDotsPlotter( + delta_dots_plotter( plot_data = plot_data, contrast_axes = contrast_axes, delta_id_col = dabest_obj.id_col, @@ -214,41 +220,25 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi delta_dot_kwargs = delta_dot_kwargs, horizontal = horizontal, ) - - # Set the tick labels, because the slopegraph plotting doesn't. - 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, - horizontal = horizontal, - **sankey_kwargs - ) - else: - if not proportional: - # Plot the raw data as a swarmplot. - asymmetric_side = ( - plot_kwargs["swarm_side"] - if plot_kwargs["swarm_side"] is not None - 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 + + else: ## Unpaired plots! + if proportional: # 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, + color_col = color_col, + plot_kwargs = plot_kwargs, + barplot_kwargs = barplot_kwargs, + horizontal = horizontal, + ) + else: ## Plot the raw data as a swarmplot. + ## swarmplot() plots swarms based on current size of ax + ## Therefore, since the ax size for show_mini_meta and show_delta changes later on, there has to be increased jitter rawdata_plot = swarmplot( data = plot_data, x = xvar, @@ -268,24 +258,8 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi ) 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, - color_col = color_col, - plot_kwargs = plot_kwargs, - barplot_kwargs = barplot_kwargs, - horizontal = horizontal, - ) - # Plot the error bars. + ## Plot the error bars on unpaired plots. if group_summaries is not None: (group_summaries_method, group_summaries_offset, group_summaries_line_color) = extract_group_summaries( @@ -301,8 +275,8 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi color_col = color_col, ytick_color = ytick_color, group_summaries_kwargs = group_summaries_kwargs - ) - + ) + ## Plot the error bar error_bar( plot_data, x = xvar, @@ -314,7 +288,7 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi method = group_summaries_method, horizontal = horizontal, **group_summaries_kwargs - ) + ) # Add the counts to the rawdata axes xticks. add_counts_to_ticks( @@ -325,7 +299,7 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi plot_kwargs = plot_kwargs, flow = sankey_kwargs["flow"], horizontal = horizontal, - ) + ) # Add counts to prop plots (embedded in the plot bars) if proportional and plot_kwargs['prop_sample_counts'] and sankey_kwargs["flow"]: @@ -337,15 +311,32 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi horizontal = horizontal, is_paired = is_paired, prop_sample_counts_kwargs = prop_sample_counts_kwargs, - ) + ) - # Plot effect sizes and bootstraps. + ## Swarm bars + swarm_bars = plot_kwargs["swarm_bars"] + if swarm_bars and not proportional and not horizontal: #Currently not supporting swarm bars for horizontal plots (looks weird) + swarm_contrast_bar_plotter( + bar_type = 'Swarm', + axes = [rawdata_axes, contrast_axes], + bar_kwargs = swarm_bars_kwargs, + color_col = color_col, + show_pairs = show_pairs, + plot_palette_raw = plot_palette_raw, + idx = idx, + plot_data = plot_data, + xvar = xvar, + yvar = yvar + ) + + + # Plot the contrast axes - 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 - ) + ) - # Extract ticks for contrast plot + ## 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, @@ -353,15 +344,15 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi two_col_sankey = two_col_sankey, plot_groups = plot_groups, idx = idx, - sankey_control_group = sankey_control_group if two_col_sankey else None, - ) + sankey_control_group = sankey_control_test_groups[0] if two_col_sankey else None, + ) - # Adjust contrast tick locations to account for different plotting styles in horizontal plots + ## 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. + ## Plot the bootstraps, then the effect sizes and CIs. 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( @@ -382,9 +373,9 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi 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 + ## 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( @@ -402,11 +393,52 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi horizontal = horizontal, es_marker_kwargs = es_marker_kwargs, es_errorbar_kwargs = es_errorbar_kwargs - ) + ) + + ## Contrast bars + contrast_bars = plot_kwargs["contrast_bars"] + if contrast_bars: + swarm_contrast_bar_plotter( + bar_type = 'Contrast', + axes = [rawdata_axes, contrast_axes], + bar_kwargs = contrast_bars_kwargs, + color_col = color_col, + show_pairs = show_pairs, + plot_palette_raw = plot_palette_raw, + idx = idx, + order = ticks_to_plot, + results = results, + horizontal = horizontal, + diff = (effectsize_df.mini_meta.difference if show_mini_meta + else effectsize_df.delta_delta.difference if show_delta2 + else None) + ) - # 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 + + ## Delta text + delta_text = plot_kwargs["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, + show_pairs = show_pairs, + proportional = proportional, + float_contrast = float_contrast, + show_mini_meta = show_mini_meta, + mini_meta = effectsize_df.mini_meta if show_mini_meta else None, + show_delta2 = show_delta2, + delta_delta = effectsize_df.delta_delta if show_delta2 else None, + idx = idx + ) + + ## 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, @@ -419,52 +451,68 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi plot_kwargs = plot_kwargs, proportional = proportional, horizontal = horizontal, - ) + ) # Plot aesthetic adjustments. - if float_contrast and not horizontal: - # For Gardner-Altman plots only. - Gardner_Altman_Plot_Aesthetic_Adjustments( - effect_size_type = effect_size, - 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( - 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, - ) - + if float_contrast: # For Gardner-Altman (float contrast) plots only. + gardner_altman_adjustments( + effect_size_type = effect_size, + 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. + ## Add Zero line if lies within the ylim of contrast axes + draw_zeroline( + ax = contrast_axes, + horizontal = horizontal, + reflines_kwargs = reflines_kwargs + ) + ## Axes independent spine lines + is_gridkey = True if plot_kwargs["gridkey_rows"] is not None else False + if not is_gridkey: + redraw_independent_spines( + rawdata_axes = rawdata_axes, + contrast_axes = contrast_axes, + horizontal = horizontal, + two_col_sankey = two_col_sankey, + ticks_to_start_twocol_sankey = ticks_to_start_twocol_sankey, + idx = idx, + is_paired = is_paired, + show_pairs = show_pairs, + proportional = proportional, + ticks_to_skip = ticks_to_skip, + temp_idx = temp_idx if is_paired == "baseline" and show_pairs else None, + ticks_to_skip_contrast = ticks_to_skip_contrast, + extra_delta = True if (show_delta2 or show_mini_meta) else False, + redraw_axes_kwargs = redraw_axes_kwargs + ) + + # Modify ylims of axes to flip the plot for horizontal format + 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]) + # Add the dependent axes spines back in. - Redraw_Spines( + redraw_dependent_spines( rawdata_axes = rawdata_axes, contrast_axes = contrast_axes, redraw_axes_kwargs = redraw_axes_kwargs, @@ -472,80 +520,7 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi horizontal = horizontal, show_delta2 = show_delta2, delta2_axes = delta2_axes - ) - - # Swarm bars - swarm_bars = plot_kwargs["swarm_bars"] - 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, - show_pairs = show_pairs, - idx = idx, - ) - - # 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, - show_pairs = show_pairs, - horizontal = horizontal, - idx = idx - ) - - # 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, - show_pairs = show_pairs, - horizontal = horizontal, - ) - # Delta text - delta_text = plot_kwargs["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, - 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 - ) + ) # Table Axes for horizontal plots if horizontal and table_kwargs['show']: @@ -557,9 +532,8 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi 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"] @@ -582,17 +556,35 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi 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, + mini_meta = effectsize_df.mini_meta if show_mini_meta else None, effect_size = effect_size, gridkey_kwargs = gridkey_kwargs, - ) + ) + + # 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, + show_pairs = show_pairs, + horizontal = horizontal, + ) # 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: + if bootstraps_color_by_group is False: rawdata_axes.legend().set_visible(False) show_legend( legend_labels = legend_labels, @@ -605,7 +597,7 @@ def effectsize_df_plotter(effectsize_df: object, **plot_kwargs) -> matplotlib.fi 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 011c056f..aa9ca8ab 100644 --- a/nbs/API/dabest_object.ipynb +++ b/nbs/API/dabest_object.ipynb @@ -77,7 +77,36 @@ "execution_count": null, "id": "204a64b4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:03<00:00, 3.55it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "#| hide\n", "import dabest" @@ -130,117 +159,18 @@ " self.__is_paired = paired\n", " self.__resamples = resamples\n", " self.__random_seed = random_seed\n", - " self.__proportional = proportional\n", - " self.__mini_meta = mini_meta\n", + " self.__is_proportional = proportional\n", + " self.__is_mini_meta = mini_meta\n", "\n", " # after this call the attributes self.__experiment_label and self.__x1_level are updated\n", " self._check_errors(x, y, idx, experiment, experiment_label, x1_level)\n", - " \n", - "\n", - " # Check if there is NaN under any of the paired settings\n", - " if self.__is_paired and self.__output_data.isnull().values.any():\n", - " warn1 = f\"NaN values detected under paired setting and removed,\"\n", - " warn2 = f\" please check your data.\"\n", - " warnings.warn(warn1 + warn2)\n", - " if x is not None and y is not None:\n", - " rmname = self.__output_data[self.__output_data[y].isnull()][self.__id_col].tolist()\n", - " self.__output_data = self.__output_data[~self.__output_data[self.__id_col].isin(rmname)]\n", - " elif x is None and y is None:\n", - " self.__output_data.dropna(inplace=True)\n", "\n", " # create new x & idx and record the second variable if this is a valid 2x2 ANOVA case\n", - " if idx is None and x is not None and y is not None:\n", - " # Add a length check for unique values in the first element in list x,\n", - " # if the length is greater than 2, force delta2 to be False\n", - " # Should be removed if delta2 for situations other than 2x2 is supported\n", - " if len(self.__output_data[x[0]].unique()) > 2 and self.__x1_level is None:\n", - " self.__delta2 = False\n", - " # stop the loop if delta2 is False\n", - "\n", - " # add a new column which is a combination of experiment and the first variable\n", - " new_col_name = experiment + x[0]\n", - " while new_col_name in self.__output_data.columns:\n", - " new_col_name += \"_\"\n", - "\n", - " self.__output_data[new_col_name] = (\n", - " self.__output_data[x[0]].astype(str)\n", - " + \" \"\n", - " + self.__output_data[experiment].astype(str)\n", - " )\n", - "\n", - " # create idx and record the first and second x variable\n", - " idx = []\n", - " for i in list(map(lambda x: str(x), self.__experiment_label)):\n", - " temp = []\n", - " for j in list(map(lambda x: str(x), self.__x1_level)):\n", - " temp.append(j + \" \" + i)\n", - " idx.append(temp)\n", - "\n", - " self.__idx = idx\n", - " self.__x1 = x[0]\n", - " self.__x2 = x[1]\n", - " x = new_col_name\n", - " else:\n", - " self.__idx = idx\n", - " self.__x1 = None\n", - " self.__x2 = None\n", - "\n", - " # Determine the kind of estimation plot we need to produce.\n", - " if all([isinstance(i, (str, int, float)) for i in idx]):\n", - " # flatten out idx.\n", - " all_plot_groups = pd.Series([t for t in idx]).unique().tolist()\n", - " if len(idx) > len(all_plot_groups):\n", - " err0 = \"`idx` contains duplicated groups. Please remove any duplicates and try again.\"\n", - " raise ValueError(err0)\n", - "\n", - " # We need to re-wrap this idx inside another tuple so as to\n", - " # easily loop thru each pairwise group later on.\n", - " self.__idx = (idx,)\n", - "\n", - " elif all([isinstance(i, (tuple, list)) for i in idx]):\n", - " all_plot_groups = pd.Series([tt for t in idx for tt in t]).unique().tolist()\n", - "\n", - " actual_groups_given = sum([len(i) for i in idx])\n", - "\n", - " if actual_groups_given > len(all_plot_groups):\n", - " err0 = \"Groups are repeated across tuples,\"\n", - " err1 = \" or a tuple has repeated groups in it.\"\n", - " err2 = \" Please remove any duplicates and try again.\"\n", - " raise ValueError(err0 + err1 + err2)\n", - "\n", - " else: # mix of string and tuple?\n", - " err = \"There seems to be a problem with the idx you \" \"entered--{}.\".format(\n", - " idx\n", - " )\n", - " raise ValueError(err)\n", - "\n", - " # Check if there is a typo on paired\n", - " if self.__is_paired and self.__is_paired not in (\"baseline\", \"sequential\"):\n", - " err = \"{} assigned for `paired` is not valid.\".format(self.__is_paired)\n", - " raise ValueError(err)\n", - "\n", - " # Determine the type of data: wide or long.\n", - " if x is None and y is not None:\n", - " err = \"You have only specified `y`. Please also specify `x`.\"\n", - " raise ValueError(err)\n", - "\n", - " if x is not None and y is None:\n", - " err = \"You have only specified `x`. Please also specify `y`.\"\n", - " raise ValueError(err)\n", + " idx, x, all_plot_groups = self._prep_idx(idx, x, y, experiment)\n", "\n", " self.__plot_data = self._get_plot_data(x, y, all_plot_groups)\n", " self.__all_plot_groups = all_plot_groups\n", "\n", - " # Check if `id_col` is valid\n", - " if self.__is_paired:\n", - " if id_col is None:\n", - " err = \"`id_col` must be specified if `paired` is assigned with a not NoneType value.\"\n", - " raise IndexError(err)\n", - "\n", - " if id_col not in self.__plot_data.columns:\n", - " err = \"{} is not a column in `data`. \".format(id_col)\n", - " raise IndexError(err)\n", - "\n", " self._compute_effectsize_dfs()\n", "\n", " def __repr__(self):\n", @@ -289,7 +219,7 @@ " )\n", " )\n", "\n", - " if self.__mini_meta:\n", + " if self.__is_mini_meta:\n", " comparisons.append(\"weighted delta (only for mean difference)\")\n", "\n", " for j, g in enumerate(comparisons):\n", @@ -301,6 +231,74 @@ "\n", " return \"\\n\".join(out)\n", "\n", + "\n", + " def _prep_idx(self, idx, x, y, experiment):\n", + " \"\"\"\n", + " Function to prepare the idx.\n", + " \"\"\"\n", + " if idx is None and x is not None and y is not None:\n", + " # Add a length check for unique values in the first element in list x,\n", + " # if the length is greater than 2, force delta2 to be False\n", + " # Should be removed if delta2 for situations other than 2x2 is supported\n", + " if len(self.__output_data[x[0]].unique()) > 2:\n", + " self.__delta2 = False\n", + "\n", + " # add a new column which is a combination of experiment and the first variable\n", + " new_col_name = experiment + x[0]\n", + " while new_col_name in self.__output_data.columns:\n", + " new_col_name += \"_\"\n", + "\n", + " self.__output_data[new_col_name] = (\n", + " self.__output_data[x[0]].astype(str)\n", + " + \" \"\n", + " + self.__output_data[experiment].astype(str)\n", + " )\n", + "\n", + " # create idx and record the first and second x variable\n", + " idx = []\n", + " for i in list(map(lambda x: str(x), self.__experiment_label)):\n", + " temp = []\n", + " for j in list(map(lambda x: str(x), self.__x1_level)):\n", + " temp.append(j + \" \" + i)\n", + " idx.append(temp)\n", + "\n", + " self.__idx = idx\n", + " self.__x1 = x[0]\n", + " self.__x2 = x[1]\n", + " x = new_col_name\n", + " else:\n", + " self.__idx = idx\n", + " self.__x1 = None\n", + " self.__x2 = None\n", + "\n", + " # Determine the kind of estimation plot we need to produce.\n", + " if all([isinstance(i, (str, int, float)) for i in self.__idx]):\n", + " # flatten out idx.\n", + " all_plot_groups = pd.Series([t for t in self.__idx]).unique().tolist()\n", + " if len(self.__idx) > len(all_plot_groups):\n", + " err0 = \"`idx` contains duplicated groups. Please remove any duplicates and try again.\"\n", + " raise ValueError(err0)\n", + "\n", + " # We need to re-wrap this idx inside another tuple so as to\n", + " # easily loop thru each pairwise group later on.\n", + " self.__idx = (idx,)\n", + "\n", + " elif all([isinstance(i, (tuple, list)) for i in self.__idx]):\n", + " all_plot_groups = pd.Series([tt for t in self.__idx for tt in t]).unique().tolist()\n", + " actual_groups_given = sum([len(i) for i in self.__idx])\n", + "\n", + " if actual_groups_given > len(all_plot_groups):\n", + " err0 = \"Groups are repeated across tuples,\"\n", + " err1 = \" or a tuple has repeated groups in it.\"\n", + " err2 = \" Please remove any duplicates and try again.\"\n", + " raise ValueError(err0 + err1 + err2)\n", + "\n", + " else: # mix of string and tuple?\n", + " err = \"There seems to be a problem with the idx you \" \"entered--{}.\".format(self.__idx)\n", + " raise ValueError(err)\n", + " \n", + " return idx, x, all_plot_groups\n", + "\n", " @property\n", " def mean_diff(self):\n", " \"\"\"\n", @@ -349,12 +347,14 @@ " \"\"\"\n", " return self.__cliffs_delta\n", "\n", + "\n", " @property\n", " def delta_g(self):\n", " \"\"\"\n", " Returns an :py:class:`EffectSizeDataFrame` for deltas' g, its confidence interval, and relevant statistics, for all comparisons as indicated via the `idx` and `paired` argument in `dabest.load()`.\n", " \"\"\"\n", - " return self.__delta_g\n", + " raise DeprecationWarning(\"delta_g has been depreciated - Please use hedges_g (with delta2=True) for deltas' g experiments\")\n", + "\n", "\n", " @property\n", " def input_data(self):\n", @@ -419,6 +419,14 @@ " situation.\n", " \"\"\"\n", " return self.__delta2\n", + " \n", + " @property\n", + " def is_delta_delta(self):\n", + " \"\"\"\n", + " Returns the boolean parameter indicating if this is a delta-delta\n", + " situation.\n", + " \"\"\"\n", + " return self.__delta2\n", "\n", " @property\n", " def is_paired(self):\n", @@ -495,18 +503,18 @@ " return self.__plot_data\n", "\n", " @property\n", - " def proportional(self):\n", + " def is_proportional(self):\n", " \"\"\"\n", " Returns the proportional parameter class.\n", " \"\"\"\n", - " return self.__proportional\n", + " return self.__is_proportional\n", "\n", " @property\n", - " def mini_meta(self):\n", + " def is_mini_meta(self):\n", " \"\"\"\n", " Returns the mini_meta boolean parameter.\n", " \"\"\"\n", - " return self.__mini_meta\n", + " return self.__is_mini_meta\n", "\n", " @property\n", " def _all_plot_groups(self):\n", @@ -521,10 +529,17 @@ " At the end of this function these two class attributes are updated\n", " self.__experiment_label and self.__x1_level\n", " '''\n", + "\n", + " # Check if idx is present (if not a 2x2 Anova case)\n", + " if idx is None:\n", + " if not self.__delta2:\n", + " err0 = \"Please specify `idx`.\"\n", + " raise ValueError(err0)\n", + "\n", " # Check if it is a valid mini_meta case\n", - " if self.__mini_meta:\n", + " if self.__is_mini_meta:\n", " # Only mini_meta calculation but not proportional and delta-delta function\n", - " if self.__proportional:\n", + " if self.__is_proportional:\n", " err0 = \"`proportional` and `mini_meta` cannot be True at the same time.\"\n", " raise ValueError(err0)\n", " if self.__delta2:\n", @@ -577,7 +592,7 @@ " error_msg = \"If `delta2` is True. `x` parameter cannot be None. String or list expected\"\n", " raise ValueError(error_msg)\n", " \n", - " if self.__proportional:\n", + " if self.__is_proportional:\n", " mes1 = \"Only mean_diff is supported for proportional data when `delta2` is True\"\n", " warnings.warn(message=mes1, category=UserWarning)\n", "\n", @@ -641,7 +656,6 @@ " i, experiment\n", " )\n", " raise IndexError(err)\n", - "\n", " else:\n", " x1_level = self.__output_data[x[0]].unique()\n", "\n", @@ -651,34 +665,65 @@ " self.__experiment_label = experiment_label\n", " self.__x1_level = x1_level\n", "\n", - " def _get_plot_data(self, x, y, all_plot_groups):\n", - " \"\"\"\n", - " Function to prepare some attributes for plotting\n", - " \"\"\"\n", - " # Check if there is NaN under any of the paired settings\n", - " if self.__is_paired is not None and self.__output_data.isnull().values.any():\n", + " if self.__is_paired and self.__output_data.isnull().values.any():\n", " warn1 = f\"NaN values detected under paired setting and removed,\"\n", " warn2 = f\" please check your data.\"\n", " warnings.warn(warn1 + warn2)\n", - " rmname = self.__output_data[self.__output_data[y].isnull()][self.__id_col].tolist()\n", - " self.__output_data = self.__output_data[~self.__output_data[self.__id_col].isin(rmname)]\n", - " \n", - " # Identify the type of data that was passed in.\n", - " if x is not None and y is not None:\n", - " # Assume we have a long dataset.\n", - " # check both x and y are column names in data.\n", - " if x not in self.__output_data.columns:\n", - " err = \"{0} is not a column in `data`. Please check.\".format(x)\n", + " if x is not None and y is not None:\n", + " rmname = self.__output_data[self.__output_data[y].isnull()][self.__id_col].tolist()\n", + " self.__output_data = self.__output_data[~self.__output_data[self.__id_col].isin(rmname)]\n", + " elif x is None and y is None:\n", + " self.__output_data.dropna(inplace=True)\n", + "\n", + " # Check if there is a typo on paired\n", + " if self.__is_paired and self.__is_paired not in (\"baseline\", \"sequential\"):\n", + " err = \"'{}' assigned for `paired` is not valid. Please use either 'baseline' or 'sequential'.\".format(self.__is_paired)\n", + " raise ValueError(err)\n", + " \n", + " # Check if `id_col` is valid\n", + " if self.__is_paired:\n", + " if self.__id_col is None:\n", + " err = \"`id_col` must be specified if `paired` is assigned with a not NoneType value.\"\n", " raise IndexError(err)\n", - " if y not in self.__output_data.columns:\n", - " err = \"{0} is not a column in `data`. Please check.\".format(y)\n", + "\n", + " if self.__id_col not in self.__output_data.columns:\n", + " err = \"`id_col` was given as '{}'; however, '{}' is not a column in `data`.\".format(self.__id_col, self.__id_col)\n", " raise IndexError(err)\n", + " \n", + " # Check if x and y are supplied (relevant to long format data)\n", + " if x is None and y is not None:\n", + " err = \"You have only specified `y`. Please also specify `x` (for long format data).\"\n", + " raise ValueError(err)\n", "\n", - " # check y is numeric.\n", + " if x is not None and y is None:\n", + " err = \"You have only specified `x`. Please also specify `y` (for long format data).\"\n", + " raise ValueError(err)\n", + " \n", + " if x is not None and y is not None:\n", + " # Assume we have a long dataset.\n", + " # check both x and y are column names in data.\n", + " if not self.__delta2:\n", + " if x not in self.__output_data.columns:\n", + " err = \"'{0}' is not a column in `data`. Please check.\".format(x)\n", + " raise IndexError(err)\n", + " if y not in self.__output_data.columns:\n", + " err = \"'{0}' is not a column in `data`. Please check.\".format(y)\n", + " raise IndexError(err)\n", + " # Check that the `y` column is numeric.\n", " if not issubdtype(self.__output_data[y].dtype, number):\n", - " err = \"{0} is a column in `data`, but it is not numeric.\".format(y)\n", + " err = \"The `y` column in `data` is not numeric. Please check.\"\n", " raise ValueError(err)\n", "\n", + "\n", + " def _get_plot_data(self, x, y, all_plot_groups):\n", + " # def _get_plot_data(self, x, y):\n", + " \"\"\"\n", + " Function to prepare some attributes for plotting\n", + " \"\"\"\n", + " # all_plot_groups = self.__all_plot_groups\n", + " # Identify the type of data that was passed in.\n", + " if x is not None and y is not None:\n", + " # Assume we have a long dataset.\n", " # check all the idx can be found in self.__output_data[x]\n", " for g in all_plot_groups:\n", " if g not in self.__output_data[x].unique():\n", @@ -704,13 +749,7 @@ " self.__x = None\n", " self.__y = None\n", " self.__xvar = \"group\"\n", - " self.__yvar = \"value\"\n", - "\n", - " # Check if there is NaN under any of the paired settings\n", - " if self.__is_paired is not None and self.__output_data.isnull().values.any():\n", - " warn1 = f\"NaN values detected under paired setting and removed,\"\n", - " warn2 = f\" please check your data.\"\n", - " warnings.warn(warn1 + warn2)\n", + " self.__yvar = \"Value\"\n", "\n", " # First, check we have all columns in the dataset.\n", " for g in all_plot_groups:\n", @@ -759,12 +798,12 @@ " is_paired=self.__is_paired,\n", " random_seed=self.__random_seed,\n", " resamples=self.__resamples,\n", - " proportional=self.__proportional,\n", + " proportional=self.__is_proportional,\n", " delta2=self.__delta2,\n", " experiment_label=self.__experiment_label,\n", " x1_level=self.__x1_level,\n", " x2=self.__x2,\n", - " mini_meta=self.__mini_meta,\n", + " mini_meta=self.__is_mini_meta,\n", " )\n", "\n", " self.__mean_diff = EffectSizeDataFrame(\n", @@ -781,8 +820,6 @@ "\n", " self.__hedges_g = EffectSizeDataFrame(self, \"hedges_g\", **effectsize_df_kwargs)\n", "\n", - " self.__delta_g = EffectSizeDataFrame(self, \"delta_g\", **effectsize_df_kwargs)\n", - "\n", " if not self.__is_paired:\n", " self.__cliffs_delta = EffectSizeDataFrame(\n", " self, \"cliffs_delta\", **effectsize_df_kwargs\n", @@ -811,13 +848,13 @@ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", "Good afternoon!\n", - "The current time is Tue Mar 19 15:33:25 2024.\n", + "The current time is Wed Feb 12 17:31:00 2025.\n", "\n", - "The unpaired mean difference between control and test is 0.5 [95%CI -0.0412, 1.0].\n", + "The unpaired mean difference between control and test is 0.5 [95%CI 0.00172, 1.04].\n", "The p-value of the two-sided permutation t-test is 0.0758, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -871,16 +908,26 @@ "id": "8e9b8635", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/_stats_tools/effsize.py:82: UserWarning: Using median as the statistic in bootstrapping may result in a biased estimate and cause problems with BCa confidence intervals. Consider using a different statistic, such as the mean.\n", + "When plotting, please consider using percetile confidence intervals by specifying `ci_type='percentile'`. For detailed information, refer to https://github.com/ACCLAB/DABEST-python/issues/129 \n", + "\n", + " warnings.warn(message=mes1+mes2, category=UserWarning)\n" + ] + }, { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", "Good afternoon!\n", - "The current time is Tue Mar 19 15:33:26 2024.\n", + "The current time is Wed Feb 12 17:31:01 2025.\n", "\n", - "The unpaired median difference between control and test is 0.5 [95%CI -0.0758, 0.991].\n", + "The unpaired median difference between control and test is 0.5 [95%CI -0.0401, 1.04].\n", "The p-value of the two-sided permutation t-test is 0.103, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -953,13 +1000,13 @@ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", "Good afternoon!\n", - "The current time is Tue Mar 19 15:33:27 2024.\n", + "The current time is Wed Feb 12 17:31:01 2025.\n", "\n", - "The unpaired Cohen's d between control and test is 0.471 [95%CI -0.0843, 0.976].\n", + "The unpaired Cohen's d between control and test is 0.471 [95%CI -0.0405, 0.973].\n", "The p-value of the two-sided permutation t-test is 0.0758, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -1047,13 +1094,13 @@ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", "Good afternoon!\n", - "The current time is Tue Mar 19 15:33:29 2024.\n", + "The current time is Wed Feb 12 17:31:02 2025.\n", "\n", - "The unpaired Cohen's h between control and test is 0.0 [95%CI -0.613, 0.429].\n", + "The unpaired Cohen's h between control and test is 0.0 [95%CI -0.563, 0.474].\n", "The p-value of the two-sided permutation t-test is 0.799, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -1122,13 +1169,13 @@ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", "Good afternoon!\n", - "The current time is Tue Mar 19 15:33:30 2024.\n", + "The current time is Wed Feb 12 17:31:03 2025.\n", "\n", - "The unpaired Hedges' g between control and test is 0.465 [95%CI -0.0832, 0.963].\n", + "The unpaired Hedges' g between control and test is 0.465 [95%CI -0.04, 0.96].\n", "The p-value of the two-sided permutation t-test is 0.0758, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -1196,13 +1243,13 @@ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", "Good afternoon!\n", - "The current time is Tue Mar 19 15:33:41 2024.\n", + "The current time is Wed Feb 12 17:31:03 2025.\n", "\n", - "The unpaired Cliff's delta between control and test is 0.28 [95%CI -0.0244, 0.533].\n", + "The unpaired Cliff's delta between control and test is 0.28 [95%CI -0.0111, 0.544].\n", "The p-value of the two-sided permutation t-test is 0.061, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -1255,7 +1302,7 @@ "id": "bd341f7c", "metadata": {}, "source": [ - "#### Example: delta_g" + "#### Example: delta_g via hedges_g" ] }, { @@ -1267,19 +1314,19 @@ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", "Good afternoon!\n", - "The current time is Tue Mar 19 15:33:45 2024.\n", + "The current time is Wed Feb 12 17:31:03 2025.\n", "\n", - "The unpaired deltas' g between W Placebo and M Placebo is 1.74 [95%CI 1.1, 2.31].\n", + "The unpaired Hedges' g between W Placebo and M Placebo is 1.74 [95%CI 1.09, 2.33].\n", "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", "\n", - "The unpaired deltas' g between W Drug and M Drug is 1.33 [95%CI 0.611, 1.96].\n", + "The unpaired Hedges' g between W Drug and M Drug is 1.33 [95%CI 0.632, 1.98].\n", "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", "\n", - "The deltas' g between Placebo and Drug is -0.651 [95%CI -1.59, 0.165].\n", + "The deltas' g between Placebo and Drug is -0.651 [95%CI -1.53, 0.21].\n", "The p-value of the two-sided permutation t-test is 0.0694, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -1287,7 +1334,7 @@ "assuming the null hypothesis of zero difference is true.\n", "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", "\n", - "To get the results of all valid statistical tests, use `.delta_g.statistical_tests`" + "To get the results of all valid statistical tests, use `.hedges_g.statistical_tests`" ] }, "execution_count": null, @@ -1321,7 +1368,7 @@ " 'Treatment': treatment,\n", " 'Y' : y})\n", "unpaired_delta2 = dabest.load(data = df_delta2, x = [\"Genotype\", \"Genotype\"], y = \"Y\", delta2 = True, experiment = \"Treatment\")\n", - "unpaired_delta2.delta_g" + "unpaired_delta2.hedges_g" ] }, { diff --git a/nbs/API/delta_objects.ipynb b/nbs/API/delta_objects.ipynb index c7bd52d2..1f79a616 100644 --- a/nbs/API/delta_objects.ipynb +++ b/nbs/API/delta_objects.ipynb @@ -1068,7 +1068,7 @@ " 'Control 2' : c2, 'Test 2' : t2,\n", " 'Control 3' : c3, 'Test 3' : t3})\n", "my_dabest_object = dabest.load(my_df, idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Control 3\", \"Test 3\")), mini_meta=True)\n", - "my_dabest_object.mean_diff.mini_meta_delta" + "my_dabest_object.mean_diff.mini_meta" ] }, { @@ -1077,12 +1077,17 @@ "source": [ "As of version 2023.02.14, weighted delta can only be calculated for mean difference, and not for standardized measures such as Cohen's *d*.\n", "\n", - "Details about the calculated weighted delta are accessed as attributes of the ``mini_meta_delta`` class. See the `minimetadelta` for details on usage.\n", + "Details about the calculated weighted delta are accessed as attributes of the ``mini_meta`` class. See the `minimetadelta` for details on usage.\n", "\n", "Refer to Chapter 10 of the Cochrane handbook for further information on meta-analysis: \n", "https://training.cochrane.org/handbook/current/chapter-10\n", "\t\t" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": { diff --git a/nbs/API/effsize.ipynb b/nbs/API/effsize.ipynb index 5123e11d..82c8e775 100644 --- a/nbs/API/effsize.ipynb +++ b/nbs/API/effsize.ipynb @@ -119,9 +119,9 @@ "\n", " \"\"\"\n", "\n", - " if ~isinstance(control, np.ndarray):\n", + " if not isinstance(control, np.ndarray):\n", " control = np.array(control)\n", - " if ~isinstance(test, np.ndarray):\n", + " if not isinstance(test, np.ndarray):\n", " test = np.array(test)\n", "\n", " if effect_size == \"mean_diff\":\n", @@ -143,7 +143,7 @@ " if effect_size == \"cohens_h\":\n", " return cohens_h(control, test)\n", "\n", - " if effect_size == \"hedges_g\" or effect_size == \"delta_g\":\n", + " if effect_size == \"hedges_g\":\n", " return hedges_g(control, test, is_paired)\n", "\n", " if effect_size == \"cliffs_delta\":\n", @@ -175,9 +175,9 @@ "\n", " # Convert to numpy arrays for speed.\n", " # NaNs are automatically dropped.\n", - " if ~isinstance(control, np.ndarray):\n", + " if not isinstance(control, np.ndarray):\n", " control = np.array(control)\n", - " if ~isinstance(test, np.ndarray):\n", + " if not isinstance(test, np.ndarray):\n", " test = np.array(test)\n", "\n", " if is_paired:\n", diff --git a/nbs/API/effsize_objects.ipynb b/nbs/API/effsize_objects.ipynb index 43bb3a00..0c977188 100644 --- a/nbs/API/effsize_objects.ipynb +++ b/nbs/API/effsize_objects.ipynb @@ -46,7 +46,36 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:02<00:00, 3.82it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "#| hide\n", "import dabest" @@ -158,7 +187,6 @@ " \"cohens_h\": \"Cohen's h\",\n", " \"hedges_g\": \"Hedges' g\",\n", " \"cliffs_delta\": \"Cliff's delta\",\n", - " \"delta_g\": \"deltas' g\",\n", " }\n", "\n", " self.__is_paired = is_paired\n", @@ -166,7 +194,7 @@ " self.__effect_size = effect_size\n", " self.__random_seed = random_seed\n", " self.__ci = ci\n", - " self.__proportional = proportional\n", + " self.__is_proportional = proportional\n", " self._check_errors(control, test)\n", "\n", " # Convert to numpy arrays for speed.\n", @@ -297,7 +325,7 @@ " return \"{}\\n{}\\n\\n{}\\n{}\".format(out, pvalue, bs, pval_def)\n", " elif not show_resample_count and define_pval:\n", " return \"{}\\n{}\\n\\n{}\".format(out, pvalue, pval_def)\n", - " elif show_resample_count and ~define_pval:\n", + " elif show_resample_count and not define_pval:\n", " return \"{}\\n{}\\n\\n{}\".format(out, pvalue, bs)\n", " else:\n", " return \"{}\\n{}\".format(out, pvalue)\n", @@ -316,16 +344,15 @@ " err1 = \"`paired` is not None; therefore Cliff's delta is not defined.\"\n", " raise ValueError(err1)\n", "\n", - " if self.__proportional and self.__effect_size not in [\"mean_diff\", \"cohens_h\"]:\n", - " err1 = \"`proportional` is True; therefore effect size other than mean_diff and cohens_h is not defined.\" + \\\n", - " \"If you are calculating deltas' g, it's the same as delta-delta when `proportional` is True\"\n", + " if self.__is_proportional and self.__effect_size not in [\"mean_diff\", \"cohens_h\"]:\n", + " err1 = \"`is_proportional` is True; therefore effect size other than mean_diff and cohens_h is not defined.\"\n", " raise ValueError(err1)\n", "\n", - " if self.__proportional and (\n", + " if self.__is_proportional and (\n", " isin(control, [0, 1]).all() == False or isin(test, [0, 1]).all() == False\n", " ):\n", " err1 = (\n", - " \"`proportional` is True; Only accept binary data consisting of 0 and 1.\"\n", + " \"`is_proportional` is True; Only accept binary data consisting of 0 and 1.\"\n", " )\n", " raise ValueError(err1)\n", "\n", @@ -393,7 +420,7 @@ " self.__permutation_count,\n", " )\n", "\n", - " if self.__is_paired and not self.__proportional:\n", + " if self.__is_paired and not self.__is_proportional:\n", " # Wilcoxon, a non-parametric version of the paired T-test.\n", " try:\n", " wilcoxon = spstats.wilcoxon(self.__control, self.__test)\n", @@ -414,7 +441,7 @@ " self.__pvalue_paired_students_t = paired_t.pvalue\n", " self.__statistic_paired_students_t = paired_t.statistic\n", "\n", - " elif self.__is_paired and self.__proportional:\n", + " elif self.__is_paired and self.__is_proportional:\n", " # for binary paired data, use McNemar's test\n", " # References:\n", " # https://en.wikipedia.org/wiki/McNemar%27s_test\n", @@ -428,7 +455,7 @@ " self.__pvalue_mcnemar = _mcnemar.pvalue\n", " self.__statistic_mcnemar = _mcnemar.statistic\n", "\n", - " elif self.__proportional:\n", + " elif self.__is_proportional:\n", " # The Cohen's h calculation is for binary categorical data\n", " try:\n", " self.__proportional_difference = es.cohens_h(\n", @@ -604,8 +631,8 @@ " return self.__is_paired\n", "\n", " @property\n", - " def proportional(self):\n", - " return self.__proportional\n", + " def is_proportional(self):\n", + " return self.__is_proportional\n", "\n", " @property\n", " def ci(self):\n", @@ -885,17 +912,18 @@ { "data": { "text/plain": [ - "The unpaired mean difference is -0.253 [95%CI -0.78, 0.25].\n", + "The unpaired mean difference is -0.253 [95%CI -0.782, 0.241].\n", "The p-value of the two-sided permutation t-test is 0.348, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis ofzero difference is true.\n", + "assuming the null hypothesis of zero difference is true.\n", "For each p-value, 5000 reshuffles of the control and test labels were performed." ] }, + "execution_count": null, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -915,18 +943,28 @@ "data": { "text/plain": [ "{'alpha': 0.05,\n", - " 'bca_high': 0.24951887238295106,\n", - " 'bca_interval_idx': (125, 4875),\n", - " 'bca_low': -0.7801782111071534,\n", - " 'bootstraps': array([-0.3649424 , -0.45018155, -0.56034412, ..., -0.49805581,\n", - " -0.25334475, -0.55206229]),\n", + " 'bca_high': 0.2413346581369784,\n", + " 'bca_interval_idx': (109, 4858),\n", + " 'bca_low': -0.7818088458343655,\n", + " 'bec_bca_high': 0.5352403905584314,\n", + " 'bec_bca_interval_idx': (130, 4880),\n", + " 'bec_bca_low': -0.4982839949134528,\n", + " 'bec_bootstraps': array([-0.48953946, -0.18565285, -0.23896785, ..., -0.55130928,\n", + " 0.16037238, -0.07364879]),\n", + " 'bec_difference': 0.0,\n", + " 'bec_pct_high': 0.5280564736117328,\n", + " 'bec_pct_interval_idx': (125, 4875),\n", + " 'bec_pct_low': -0.5041777340626885,\n", + " 'bootstraps': array([-0.23923425, -0.66013733, -0.42672232, ..., -0.33191074,\n", + " -0.16543251, -0.34179536]),\n", " 'ci': 95,\n", " 'difference': -0.25315417702752846,\n", " 'effect_size': 'mean difference',\n", " 'is_paired': None,\n", - " 'pct_high': 0.24951887238295106,\n", + " 'is_proportional': False,\n", + " 'pct_high': 0.25135646125431527,\n", " 'pct_interval_idx': (125, 4875),\n", - " 'pct_low': -0.7801782111071534,\n", + " 'pct_low': -0.763588353717278,\n", " 'permutation_count': 5000,\n", " 'permutations': array([ 0.17221029, 0.03112419, -0.13911387, ..., -0.38007941,\n", " 0.30261507, -0.09073054]),\n", @@ -954,8 +992,9 @@ " 'statistic_wilcoxon': nan}" ] }, + "execution_count": null, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -1001,12 +1040,12 @@ " self.__resamples = resamples\n", " self.__permutation_count = permutation_count\n", " self.__random_seed = random_seed\n", - " self.__proportional = proportional\n", + " self.__is_proportional = proportional\n", " self.__x1_level = x1_level\n", " self.__experiment_label = experiment_label\n", " self.__x2 = x2\n", " self.__delta2 = delta2\n", - " self.__mini_meta = mini_meta\n", + " self.__is_mini_meta = mini_meta\n", "\n", " def __pre_calc(self):\n", " from .misc_tools import print_greeting, get_varname\n", @@ -1044,7 +1083,7 @@ " self.__is_paired,\n", " self.__resamples,\n", " self.__random_seed,\n", - " self.__proportional,\n", + " self.__is_proportional,\n", " )\n", "\n", " for j, current_tuple in enumerate(idx):\n", @@ -1062,7 +1101,7 @@ " control,\n", " test,\n", " self.__effect_size,\n", - " self.__proportional,\n", + " self.__is_proportional,\n", " self.__is_paired,\n", " self.__ci,\n", " self.__resamples,\n", @@ -1076,10 +1115,10 @@ " r_dict[\"test_N\"] = int(len(test))\n", " out.append(r_dict)\n", " if j == len(idx) - 1 and ix == len(current_tuple) - 2:\n", - " if self.__delta2 and self.__effect_size in [\"mean_diff\", \"delta_g\"]:\n", + " if self.__delta2 and self.__effect_size in [\"mean_diff\", \"hedges_g\"]:\n", " resamp_count = False\n", " def_pval = False\n", - " elif self.__mini_meta and self.__effect_size == \"mean_diff\":\n", + " elif self.__is_mini_meta and self.__effect_size == \"mean_diff\":\n", " resamp_count = False\n", " def_pval = False\n", " else:\n", @@ -1160,32 +1199,33 @@ " )\n", "\n", " # Create and compute the delta-delta statistics\n", - " if self.__delta2:\n", + " if self.__delta2 and self.__effect_size not in [\"mean_diff\", \"hedges_g\"]:\n", + " self.__delta_delta = \"Delta-delta is not supported for {}.\".format(\n", + " self.__effect_size\n", + " )\n", + " elif self.__delta2:\n", " self.__delta_delta = DeltaDelta(\n", " self, self.__permutation_count, bootstraps_delta_delta, self.__ci\n", " )\n", " reprs.append(self.__delta_delta.__repr__(header=False))\n", - " elif self.__delta2 and self.__effect_size not in [\"mean_diff\", \"delta_g\"]:\n", - " self.__delta_delta = \"Delta-delta is not supported for {}.\".format(\n", - " self.__effect_size\n", - " )\n", + "\n", " else:\n", " self.__delta_delta = (\n", " \"`delta2` is False; delta-delta is therefore not calculated.\"\n", " )\n", "\n", " # Create and compute the weighted average statistics\n", - " if self.__mini_meta and self.__effect_size == \"mean_diff\":\n", - " self.__mini_meta_delta = MiniMetaDelta(\n", + " if self.__is_mini_meta and self.__effect_size == \"mean_diff\":\n", + " self.__mini_meta = MiniMetaDelta(\n", " self, self.__permutation_count, self.__ci\n", " )\n", - " reprs.append(self.__mini_meta_delta.__repr__(header=False))\n", - " elif self.__mini_meta and self.__effect_size != \"mean_diff\":\n", - " self.__mini_meta_delta = \"Weighted delta is not supported for {}.\".format(\n", + " reprs.append(self.__mini_meta.__repr__(header=False))\n", + " elif self.__is_mini_meta and self.__effect_size != \"mean_diff\":\n", + " self.__mini_meta = \"Weighted delta is not supported for {}.\".format(\n", " self.__effect_size\n", " )\n", " else:\n", - " self.__mini_meta_delta = (\n", + " self.__mini_meta = (\n", " \"`mini_meta` is False; weighted delta is therefore not calculated.\"\n", " )\n", "\n", @@ -1459,7 +1499,7 @@ " 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", + " paired proportional data when `show_pairs=True` and `is_proportional=True`.\n", " Pass any keyword arguments accepted by plot_tools.sankeydiag() function\n", " here, as a dict. If None, the following keywords are passed to sankey diagram:\n", " {\"width\": 0.5, \"align\": \"center\", \"alpha\": 0.4, \"bar_width\": 0.1, \"rightColor\": False}\n", @@ -1479,8 +1519,7 @@ " 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", - " are passed to matplotlib.Axes.legend : {'loc':'upper left',\n", - " 'frameon':False}.\n", + " are passed to matplotlib.Axes.legend : {'frameon':False}.\n", " title : string, default None\n", " Title for the plot. If None, no title will be displayed. Pass any\n", " keyword arguments accepted by the matplotlib.pyplot.suptitle `t` command here,\n", @@ -1531,7 +1570,7 @@ " 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", - " {\"color\": 'k', \"marker\": \"^\", \"alpha\": 0.5, \"zorder\": -1, \"size\": 3, \"side\": \"right\"}\n", + " {\"color\": 'k', \"marker\": \"^\", \"alpha\": 0.5, \"zorder\": 2, \"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", @@ -1596,9 +1635,6 @@ " if self.__delta2 and not empty_circle:\n", " color_col = self.__x2\n", "\n", - " # if self.__proportional:\n", - " # raw_marker_size = 0.01\n", - "\n", " # Modification incurred due to update of Seaborn\n", " ci = (\"ci\", ci) if ci is not None else None\n", "\n", @@ -1609,12 +1645,12 @@ " return out\n", "\n", " @property\n", - " def proportional(self):\n", + " def is_proportional(self):\n", " \"\"\"\n", " Returns the proportional parameter\n", " class.\n", " \"\"\"\n", - " return self.__proportional\n", + " return self.__is_proportional\n", "\n", " @property\n", " def results(self):\n", @@ -1697,10 +1733,6 @@ " return self.__experiment_label\n", "\n", " @property\n", - " def delta2(self):\n", - " return self.__delta2\n", - "\n", - " @property\n", " def resamples(self):\n", " \"\"\"\n", " The number of resamples (with replacement) during bootstrap resampling.\"\n", @@ -1727,13 +1759,6 @@ " \"\"\"\n", " return self.__dabest_obj\n", "\n", - " @property\n", - " def proportional(self):\n", - " \"\"\"\n", - " Returns the proportional parameter\n", - " class.\n", - " \"\"\"\n", - " return self.__proportional\n", "\n", " @property\n", " def lqrt(self):\n", @@ -1749,33 +1774,41 @@ " return self.__lqrt_results\n", "\n", " @property\n", - " def mini_meta(self):\n", + " def is_mini_meta(self):\n", " \"\"\"\n", " Returns the mini_meta boolean parameter.\n", " \"\"\"\n", - " return self.__mini_meta\n", + " return self.__is_mini_meta\n", "\n", " @property\n", - " def mini_meta_delta(self):\n", + " def mini_meta(self):\n", " \"\"\"\n", " Returns the mini_meta results.\n", " \"\"\"\n", " try:\n", - " return self.__mini_meta_delta\n", + " return self.__mini_meta\n", " except AttributeError:\n", " self.__pre_calc()\n", - " return self.__mini_meta_delta\n", + " return self.__mini_meta\n", "\n", " @property\n", " def delta_delta(self):\n", " \"\"\"\n", - " Returns the mini_meta results.\n", + " Returns the delta_delta results.\n", " \"\"\"\n", " try:\n", " return self.__delta_delta\n", " except AttributeError:\n", " self.__pre_calc()\n", - " return self.__delta_delta" + " return self.__delta_delta\n", + " \n", + " @property\n", + " def delta2(self):\n", + " return self.__delta2\n", + " \n", + " @property\n", + " def is_delta_delta(self):\n", + " return self.__delta2" ] }, { @@ -1835,7 +1868,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1859,7 +1892,18 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig2 = my_data.hedges_g.plot();" ] @@ -1875,7 +1919,18 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig3 = my_data.mean_diff.plot(float_contrast=True);" ] @@ -1891,7 +1946,18 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "my_data_paired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"),\n", " id_col = \"ID\", paired='baseline')\n", @@ -1909,7 +1975,28 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/plot_tools.py:2778: UserWarning: 5.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", + " warnings.warn(err)\n", + "/Users/jonathananns/GitHub/DABEST-python/dabest/plot_tools.py:2778: UserWarning: 10.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", + " warnings.warn(err)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "my_multi_groups = dabest.load(df, id_col = \"ID\", \n", " idx=((\"Control 1\", \"Test 1\"),\n", @@ -1928,7 +2015,26 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonathananns/GitHub/DABEST-python/dabest/plot_tools.py:2778: UserWarning: 10.0% of the points cannot be placed. You might want to decrease the size of the markers.\n", + " warnings.warn(err)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "my_shared_control = dabest.load(df, id_col = \"ID\",\n", " idx=(\"Control 1\", \"Test 1\",\n", @@ -1947,7 +2053,18 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "my_rm_baseline = dabest.load(df, id_col = \"ID\", paired = \"baseline\",\n", " idx=(\"Control 1\", \"Test 1\",\n", @@ -1966,7 +2083,18 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "my_rm_sequential = dabest.load(df, id_col = \"ID\", paired = \"sequential\",\n", " idx=(\"Control 1\", \"Test 1\",\n", @@ -1999,7 +2127,7 @@ " These should be numerical iterables.\n", " effect_size : string.\n", " Any one of the following are accepted inputs:\n", - " 'mean_diff', 'median_diff', 'cohens_d', 'hedges_g', 'delta_g\" or 'cliffs_delta'\n", + " 'mean_diff', 'median_diff', 'cohens_d', 'hedges_g', or 'cliffs_delta'\n", " is_paired : string, default None\n", " permutation_count : int, default 10000\n", " The number of permutations (reshuffles) to perform.\n", @@ -2154,7 +2282,18 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "5000 permutations were taken. The p-value is 0.0758." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "control = norm.rvs(loc=0, size=30, random_state=12345)\n", "test = norm.rvs(loc=0.5, size=30, random_state=12345)\n", diff --git a/nbs/API/forest_plot.ipynb b/nbs/API/forest_plot.ipynb index 2d9bbf3d..0c132c86 100644 --- a/nbs/API/forest_plot.ipynb +++ b/nbs/API/forest_plot.ipynb @@ -75,8 +75,7 @@ "def load_plot_data(\n", " data: List, \n", " effect_size: str = \"mean_diff\", \n", - " contrast_type: str = \"delta2\",\n", - "\n", + " contrast_type: str = 'delta2',\n", " idx: Optional[List[int]] = None\n", ") -> List:\n", " \"\"\"\n", @@ -89,7 +88,7 @@ " effect_size: str\n", " Type of effect size ('mean_diff', 'median_diff', etc.).\n", " contrast_type: str\n", - " Type of contrast ('delta2', 'mini_meta').\n", + " Type of dabest object to plot ('delta2' or 'mini-meta')\n", " idx: Optional[List[int]], default=None\n", " List of indices to select from the contrast objects if delta-delta experiment. \n", " If None, only the delta-delta objects are plotted.\n", @@ -98,31 +97,11 @@ " -------\n", " List: Contrast plot data based on specified parameters.\n", " \"\"\"\n", - " effect_attr_map = {\n", - " \"mean_diff\": \"mean_diff\",\n", - " \"median_diff\": \"median_diff\",\n", - " \"cliffs_delta\": \"cliffs_delta\",\n", - " \"cohens_d\": \"cohens_d\",\n", - " \"hedges_g\": \"hedges_g\",\n", - " \"delta_g\": \"delta_g\"\n", - " }\n", - " effect_attr = effect_attr_map.get(effect_size)\n", - " if not effect_attr:\n", - " raise ValueError(f\"Invalid effect_size: {effect_size}\") \n", - "\n", - " # Contrast type\n", - " first_contrast = data[0]\n", - " if first_contrast.delta2 is True:\n", - " contrast_type = \"delta2\"\n", - " elif first_contrast.mini_meta is True:\n", - " contrast_type = \"mini_meta\"\n", - " else:\n", - " raise ValueError(\"The `contrast_type` parameter must be specified as either `delta2` or `mini_meta`.\")\n", - "\n", - " contrast_attr_map = {\"delta2\": \"delta_delta\", \"mini_meta\": \"mini_meta_delta\"}\n", - " contrast_attr = contrast_attr_map.get(contrast_type)\n", + " # Effect size and contrast types\n", + " effect_attr = \"hedges_g\" if effect_size == 'delta_g' else effect_size\n", + " contrast_attr = {\"delta2\": \"delta_delta\", \"mini_meta\": \"mini_meta\"}.get(contrast_type)\n", "\n", - " if idx is not None and contrast_type == 'delta2':\n", + " if idx is not None:\n", " bootstraps, differences, bcalows, bcahighs = [], [], [], []\n", " for current_idx, index_group in enumerate(idx):\n", " current_contrast = data[current_idx]\n", @@ -143,43 +122,17 @@ " else:\n", " raise ValueError(\"The selected indices must be 0, 1, or 2.\")\n", " else:\n", - " contrast_plot_data = [\n", - " getattr(getattr(contrast, effect_attr), contrast_attr) for contrast in data\n", - " ]\n", + " contrast_plot_data = [getattr(getattr(contrast, effect_attr), contrast_attr) for contrast in data]\n", "\n", - " if contrast_type == \"mini_meta\":\n", - " attribute_suffix = \"weighted_delta\"\n", - " else:\n", - " attribute_suffix = \"delta_delta\"\n", - "\n", - " bootstraps = [\n", - " getattr(result, f\"bootstraps_{attribute_suffix}\")\n", - " for result in contrast_plot_data\n", - " ]\n", + " attribute_suffix = \"weighted_delta\" if contrast_type == \"mini_meta\" else \"delta_delta\"\n", "\n", + " bootstraps = [getattr(result, f\"bootstraps_{attribute_suffix}\") for result in contrast_plot_data]\n", " differences = [result.difference for result in contrast_plot_data]\n", " bcalows = [result.bca_low for result in contrast_plot_data]\n", " bcahighs = [result.bca_high for result in contrast_plot_data]\n", "\n", " return bootstraps, differences, bcalows, bcahighs\n", "\n", - "\n", - "def map_effect_attribute(attribute_key):\n", - " # Check if the attribute key exists in the dictionary\n", - " effect_attr_map = {\n", - " \"mean_diff\": \"Mean Difference\",\n", - " \"median_diff\": \"Median Difference\",\n", - " \"cliffs_delta\": \"Cliffs Delta\",\n", - " \"cohens_d\": \"Cohens d\",\n", - " \"hedges_g\": \"Hedges g\",\n", - " \"delta_g\": \"Delta g\"\n", - " }\n", - " if attribute_key in effect_attr_map:\n", - " return effect_attr_map[attribute_key]\n", - " else:\n", - " raise TypeError(\"The `effect_size` argument must be a string. Please choose from the following effect sizes: `mean_diff`,`median_diff`,`cliffs_delta`,`cohens_d``, and `hedges_g`.\") # Return a default value or message if the key is not found\n", - "\n", - "\n", "def check_for_errors(\n", " data,\n", " idx,\n", @@ -202,15 +155,25 @@ " yticks,\n", " yticklabels,\n", " remove_spines,\n", - " ):\n", + " ) -> str:\n", "\n", " # Contrasts\n", " if not isinstance(data, list) or not data:\n", " raise ValueError(\"The `data` argument must be a non-empty list of dabest objects.\")\n", " \n", + " ## Check if all contrasts are delta-delta or all are mini-meta\n", + " contrast_type = \"delta2\" if data[0].delta2 else \"mini_meta\"\n", + " for contrast in data:\n", + " check_contrast_type = \"delta2\" if contrast.delta2 else \"mini_meta\"\n", + " if check_contrast_type != contrast_type:\n", + " raise ValueError(\"Each dabest object supplied must be the same experimental type (mini-meta or delta-delta)\")\n", + "\n", " # Idx\n", - " if idx is not None and not isinstance(idx, (tuple, list)):\n", - " raise TypeError(\"`idx` must be a tuple or list of integers.\")\n", + " if idx is not None:\n", + " if not isinstance(idx, (tuple, list)):\n", + " raise TypeError(\"`idx` must be a tuple or list of integers.\")\n", + " if contrast_type == \"mini_meta\":\n", + " raise ValueError(\"The `idx` argument is not applicable to mini-meta analyses.\")\n", "\n", " # Axes\n", " if ax is not None and not isinstance(ax, plt.Axes):\n", @@ -221,10 +184,14 @@ " raise TypeError(\"`fig_size` must be a tuple or list of two integers.\")\n", "\n", " # Effect size\n", - " effect_size_options = ['mean_diff', 'median_diff', 'cliffs_delta', 'cohens_d', 'hedges_g']\n", + " effect_size_options = ['mean_diff', 'hedges_g', 'delta_g']\n", " if not isinstance(effect_size, str) or effect_size not in effect_size_options:\n", - " raise TypeError(\"The `effect_size` argument must be a string and please choose from the following effect sizes: `mean_diff`, `median_diff`, `cliffs_delta`, `cohens_d`, and `hedges_g`.\")\n", - " \n", + " raise TypeError(\"The `effect_size` argument must be a string and please choose from the following effect sizes: `mean_diff`, `hedges_g`, or `delta_g`.\")\n", + " if data[0].is_mini_meta and effect_size != 'mean_diff':\n", + " raise ValueError(\"The `effect_size` argument must be `mean_diff` for mini-meta analyses.\")\n", + " if data[0].delta2 and effect_size not in ['mean_diff', 'hedges_g', 'delta_g']:\n", + " raise ValueError(\"The `effect_size` argument must be `mean_diff`, `hedges_g`, or `delta_g` for delta-delta analyses.\")\n", + "\n", " # Horizontal\n", " if not isinstance(horizontal, bool):\n", " raise TypeError(\"`horizontal` must be a boolean value.\")\n", @@ -263,7 +230,7 @@ " raise TypeError(\"`labels_rotation` must be an integer or float between 0 and 360.\") \n", "\n", " # Title\n", - " if not isinstance(title, str):\n", + " if title is not None and not isinstance(title, str):\n", " raise TypeError(\"The `title` argument must be a string.\")\n", " \n", " if not isinstance(title_fontsize, (int, float)):\n", @@ -297,6 +264,8 @@ " if not isinstance(remove_spines, bool):\n", " raise TypeError(\"`remove_spines` must be a boolean value.\")\n", " \n", + " return contrast_type\n", + " \n", "\n", "def get_kwargs(\n", " violin_kwargs,\n", @@ -308,20 +277,19 @@ " ):\n", " from .misc_tools import merge_two_dicts\n", "\n", - "\n", + " # Violin kwargs\n", " default_violin_kwargs = {\n", " \"widths\": 0.5,\n", " \"showextrema\": False,\n", " \"showmedians\": False,\n", " \"vert\": not horizontal\n", " }\n", - "\n", " if violin_kwargs is None:\n", " violin_kwargs = default_violin_kwargs\n", " else:\n", " violin_kwargs = merge_two_dicts(default_violin_kwargs, violin_kwargs)\n", "\n", - "\n", + " # zeroline kwargs\n", " default_zeroline_kwargs = {\n", " \"linewidth\": 1,\n", " \"color\": \"black\"\n", @@ -363,21 +331,26 @@ "def color_palette(\n", " custom_palette, \n", " labels, \n", - " number_of_curves_to_plot\n", + " number_of_curves_to_plot,\n", + " halfviolin_desat\n", " ):\n", - " if isinstance(custom_palette, dict):\n", - " violin_colors = [\n", - " custom_palette.get(c, sns.color_palette()[0]) for c in labels\n", - " ]\n", - " elif isinstance(custom_palette, list):\n", - " violin_colors = custom_palette[: number_of_curves_to_plot]\n", - " elif isinstance(custom_palette, str):\n", - " if custom_palette in plt.colormaps():\n", - " violin_colors = sns.color_palette(custom_palette, number_of_curves_to_plot)\n", - " else:\n", - " raise ValueError(\n", - " f\"The specified `custom_palette` {custom_palette} is not a recognized Matplotlib palette.\"\n", - " )\n", + " if custom_palette is not None:\n", + " if isinstance(custom_palette, dict):\n", + " violin_colors = [\n", + " custom_palette.get(c, sns.color_palette()[0]) for c in labels\n", + " ]\n", + " elif isinstance(custom_palette, list):\n", + " violin_colors = custom_palette[: number_of_curves_to_plot]\n", + " elif isinstance(custom_palette, str):\n", + " if custom_palette in plt.colormaps():\n", + " violin_colors = sns.color_palette(custom_palette, number_of_curves_to_plot)\n", + " else:\n", + " raise ValueError(\n", + " f\"The specified `custom_palette` {custom_palette} is not a recognized Matplotlib palette.\"\n", + " )\n", + " else:\n", + " violin_colors = sns.color_palette(n_colors=number_of_curves_to_plot)\n", + " violin_colors = [sns.desaturate(color, halfviolin_desat) for color in violin_colors]\n", " return violin_colors\n", "\n", "\n", @@ -389,7 +362,7 @@ " effect_size: str = \"mean_diff\",\n", " horizontal: bool = False, \n", "\n", - " marker_size: int = 12,\n", + " marker_size: int = 10,\n", " custom_palette: Optional[Union[dict, list, str]] = None,\n", " halfviolin_alpha: float = 0.8,\n", " halfviolin_desat: float = 1,\n", @@ -397,7 +370,7 @@ " labels: list[str] = None,\n", " labels_rotation: int = None,\n", " labels_fontsize: int = 10,\n", - " title: str = \"ΔΔ Forest\",\n", + " title: str = None,\n", " title_fontsize: int = 16,\n", " ylabel: str = None,\n", " ylabel_fontsize: int = 12,\n", @@ -428,7 +401,7 @@ " fig_size : Tuple[int, int], default=None\n", " Figure size for the plot.\n", " effect_size : str\n", - " Type of effect size to plot (e.g., 'mean_diff', 'median_diff', `cliffs_delta`,`cohens_d``, and `hedges_g`).\n", + " Type of effect size to plot (e.g., 'mean_diff', `hedges_g` or 'delta_g').\n", " horizontal : bool, default=False\n", " If True, the plot will be horizontal.\n", " marker_size : int, default=12\n", @@ -479,35 +452,35 @@ "\n", " \n", " # Check for errors in the input arguments\n", - " check_for_errors(\n", - " data = data,\n", - " idx = idx,\n", - " ax = ax,\n", - " fig_size = fig_size,\n", - " effect_size = effect_size,\n", - " horizontal = horizontal,\n", - " marker_size = marker_size,\n", - " custom_palette = custom_palette,\n", - " halfviolin_alpha = halfviolin_alpha,\n", - " halfviolin_desat = halfviolin_desat,\n", - " labels = labels,\n", - " labels_rotation = labels_rotation,\n", - " labels_fontsize = labels_fontsize,\n", - " title = title,\n", - " title_fontsize = title_fontsize,\n", - " ylabel = ylabel,\n", - " ylabel_fontsize = ylabel_fontsize,\n", - " ylim = ylim,\n", - " yticks = yticks,\n", - " yticklabels = yticklabels,\n", - " remove_spines = remove_spines,\n", - " \n", + " contrast_type = check_for_errors(\n", + " data = data,\n", + " idx = idx,\n", + " ax = ax,\n", + " fig_size = fig_size,\n", + " effect_size = effect_size,\n", + " horizontal = horizontal,\n", + " marker_size = marker_size,\n", + " custom_palette = custom_palette,\n", + " halfviolin_alpha = halfviolin_alpha,\n", + " halfviolin_desat = halfviolin_desat,\n", + " labels = labels,\n", + " labels_rotation = labels_rotation,\n", + " labels_fontsize = labels_fontsize,\n", + " title = title,\n", + " title_fontsize = title_fontsize,\n", + " ylabel = ylabel,\n", + " ylabel_fontsize = ylabel_fontsize,\n", + " ylim = ylim,\n", + " yticks = yticks,\n", + " yticklabels = yticklabels,\n", + " remove_spines = remove_spines,\n", " )\n", "\n", " # Load plot data and extract info\n", " bootstraps, differences, bcalows, bcahighs = load_plot_data(\n", " data = data, \n", " effect_size = effect_size, \n", + " contrast_type = contrast_type,\n", " idx = idx\n", " )\n", "\n", @@ -528,7 +501,7 @@ " es_marker_kwargs = es_marker_kwargs,\n", " es_errorbar_kwargs = es_errorbar_kwargs,\n", " marker_size = marker_size\n", - " )\n", + " )\n", " \n", " # Plot the violins and make adjustments\n", " v = ax.violinplot(\n", @@ -539,7 +512,6 @@ " v, \n", " alpha = halfviolin_alpha, \n", " half = \"bottom\" if horizontal else \"right\",\n", - "\n", " )\n", " \n", " ## Plotting the effect sizes and confidence intervals\n", @@ -553,15 +525,12 @@ " \n", " # Aesthetic Adjustments\n", " ## Handle the custom color palette\n", - " if custom_palette:\n", - " violin_colors = color_palette(\n", - " custom_palette = custom_palette, \n", - " labels = labels, \n", - " number_of_curves_to_plot = number_of_curves_to_plot\n", - " )\n", - " else:\n", - " violin_colors = sns.color_palette(n_colors=number_of_curves_to_plot)\n", - " violin_colors = [sns.desaturate(color, halfviolin_desat) for color in violin_colors]\n", + " violin_colors = color_palette(\n", + " custom_palette = custom_palette, \n", + " labels = labels, \n", + " number_of_curves_to_plot = number_of_curves_to_plot,\n", + " halfviolin_desat = halfviolin_desat\n", + " )\n", " \n", " for patch, color in zip(v[\"bodies\"], violin_colors):\n", " patch.set_facecolor(color)\n", @@ -607,12 +576,23 @@ "\n", " ## y-label \n", " if ylabel is None:\n", - " ylabel = map_effect_attribute(effect_size)\n", + " effect_attr_map = {\n", + " \"mean_diff\": \"Mean Difference\",\n", + " \"hedges_g\": \"Hedges' g\",\n", + " \"delta_g\": \"Deltas' g\"\n", + " }\n", + " if contrast_type=='delta2' and idx is None and effect_size == \"hedges_g\":\n", + " ylabel = \"Deltas' g\"\n", + " elif contrast_type=='delta2' and idx is not None and (effect_size == \"delta_g\" or effect_size == \"hedges_g\"):\n", + " ylabel = \"Hedges' g with Deltas' g\"\n", + " else:\n", + " ylabel = effect_attr_map[effect_size]\n", " lim_key = ax.set_xlabel if horizontal else ax.set_ylabel\n", " lim_key(ylabel, fontsize=ylabel_fontsize)\n", "\n", " ## Setting the title\n", - " ax.set_title(title, fontsize=title_fontsize)\n", + " if title is not None:\n", + " ax.set_title(title, fontsize=title_fontsize)\n", "\n", " ## Adjust Spines\n", " if remove_spines:\n", diff --git a/nbs/API/misc_tools.ipynb b/nbs/API/misc_tools.ipynb index 25eb20c0..bd00d31f 100644 --- a/nbs/API/misc_tools.ipynb +++ b/nbs/API/misc_tools.ipynb @@ -139,6 +139,8 @@ " \"\"\"\n", " Extract unique categories from various input types.\n", " \"\"\"\n", + " if isinstance(names, list):\n", + " return names\n", " if isinstance(names, np.ndarray):\n", " return names # numpy.unique() returns a sorted array\n", " elif isinstance(names, (pd.Categorical, pd.Series)):\n", @@ -149,7 +151,8 @@ "\n", "def get_params(\n", " effectsize_df: object, \n", - " plot_kwargs: dict\n", + " plot_kwargs: dict,\n", + " sankey_kwargs: dict\n", " ):\n", " \"\"\"\n", " Extracts parameters from the `effectsize_df` and `plot_kwargs` objects for use in the plotter function.\n", @@ -160,15 +163,17 @@ " A `dabest` EffectSizeDataFrame object.\n", " plot_kwargs : dict\n", " Kwargs passed to the plot function.\n", + " sankey kwargs : dict\n", + " Kwargs relating to the sankey diagram plots\n", " \"\"\"\n", " plot_data = effectsize_df._plot_data\n", " xvar = effectsize_df.xvar\n", " yvar = effectsize_df.yvar\n", " is_paired = effectsize_df.is_paired\n", " delta2 = effectsize_df.delta2\n", - " mini_meta = effectsize_df.mini_meta\n", + " is_mini_meta = effectsize_df.is_mini_meta\n", " effect_size = effectsize_df.effect_size\n", - " proportional = effectsize_df.proportional\n", + " proportional = effectsize_df.is_proportional\n", " results = effectsize_df.results\n", " dabest_obj = effectsize_df.dabest_obj\n", " all_plot_groups = dabest_obj._all_plot_groups\n", @@ -176,29 +181,31 @@ " 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", + " if effect_size not in [\"mean_diff\", \"hedges_g\"] or not delta2:\n", " show_delta2 = False\n", " else:\n", " show_delta2 = plot_kwargs[\"show_delta2\"]\n", "\n", - " if effect_size != \"mean_diff\" or not mini_meta:\n", + " if effect_size != \"mean_diff\" or not is_mini_meta:\n", " show_mini_meta = False\n", " else:\n", " show_mini_meta = plot_kwargs[\"show_mini_meta\"]\n", "\n", " if show_delta2 and show_mini_meta: raise ValueError(\"`show_delta2` and `show_mini_meta` cannot be True at the same time.\")\n", "\n", + " # Horizontal\n", + " horizontal = plot_kwargs[\"horizontal\"]\n", + "\n", " # Disable Gardner-Altman plotting if any of the idxs comprise of more than\n", " # two groups or if it is a delta-delta plot.\n", " float_contrast = plot_kwargs[\"float_contrast\"]\n", - " # effect_size_type = effectsize_df.effect_size\n", " if len(idx) > 1 or len(idx[0]) > 2:\n", " float_contrast = False\n", "\n", " if effect_size in [\"cliffs_delta\"]:\n", " float_contrast = False\n", "\n", - " if show_delta2 or show_mini_meta:\n", + " if show_delta2 or show_mini_meta or horizontal:\n", " float_contrast = False\n", "\n", " if not is_paired:\n", @@ -216,21 +223,36 @@ " 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", + " # Sankey details\n", + " # We need to extract the `sankey` and `flow` from the kwargs\n", + " # to use for varying different kinds of paired proportional plots\n", + " # We also don't want to pop the parameter from the kwargs\n", + " one_sankey = (\n", + " False if is_paired is not None else None\n", + " ) # Flag to indicate if only one sankey is plotted.\n", + " two_col_sankey = (\n", + " True if proportional and not one_sankey and sankey_kwargs[\"sankey\"] and not sankey_kwargs[\"flow\"] else False\n", + " )\n", + "\n", + " # Asymmetric side for swarmplots\n", + " asymmetric_side = (\n", + " plot_kwargs[\"swarm_side\"] # Default asymmetric side is right\n", + " if plot_kwargs[\"swarm_side\"] is not None\n", + " else \"right\" if not horizontal\n", + " else \"left\"\n", + " ) \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, group_summaries, err_color, horizontal,\n", - " results, halfviolin_alpha, ci_type, x1_level, experiment_label, show_baseline_ec)\n", + " return (dabest_obj, plot_data, xvar, yvar, is_paired, effect_size, proportional, all_plot_groups, \n", + " idx, show_delta2, show_mini_meta, float_contrast, show_pairs, group_summaries, err_color, \n", + " horizontal, results, halfviolin_alpha, ci_type, x1_level, experiment_label, show_baseline_ec, \n", + " one_sankey, two_col_sankey, asymmetric_side)\n", "\n", "def get_kwargs(\n", " plot_kwargs: dict, \n", @@ -383,7 +405,7 @@ " \"color\": 'k',\n", " \"marker\": \"^\", \n", " \"alpha\": 0.5, \n", - " \"zorder\": -1, \n", + " \"zorder\": 2, \n", " \"size\": 3, \n", " \"side\": \"right\"\n", " }\n", @@ -449,7 +471,7 @@ " 'alpha' : 0.2,\n", " 'fontsize' : 12,\n", " 'text_color' : 'black', \n", - " 'text_units' : None,\n", + " 'text_units' : '',\n", " 'control_marker' : '-',\n", " 'fontsize_label': 12,\n", " 'label': 'Δ'\n", @@ -599,7 +621,17 @@ " filled.append(False)\n", " filled.extend([True] * (len(idx[i]) - 1))\n", "\n", - " names = color_groups if not color_by_subgroups else idx\n", + " if color_col is not None:\n", + " if sankey:\n", + " names = [1, 0]\n", + " else:\n", + " names = color_groups if not color_by_subgroups else idx\n", + " else:\n", + " if sankey:\n", + " names = [1, 0]\n", + " else:\n", + " names = all_plot_groups if not color_by_subgroups else idx\n", + "\n", " n_groups = len(color_groups)\n", " custom_pal = plot_kwargs[\"custom_palette\"]\n", " swarm_desat = plot_kwargs[\"swarm_desat\"]\n", @@ -625,13 +657,27 @@ " 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", + " raise ValueError(\"The `custom_palette` dictionary is not supported when `color_col` is not None.\")\n", "\n", " names = groups_in_palette.keys()\n", " unsat_colors = groups_in_palette.values()\n", "\n", " elif isinstance(custom_pal, list):\n", - " unsat_colors = custom_pal[0:n_groups]\n", + " if sankey:\n", + " if len(custom_pal) != 2:\n", + " raise ValueError(\"To specify a custom palette for a Sankey diagram, you must provide exactly two colors.\")\n", + " else:\n", + " groups_in_palette = {\n", + " k: custom_pal[k] for k in [1, 0]\n", + " }\n", + " names = groups_in_palette.keys()\n", + " unsat_colors = groups_in_palette.values()\n", + " elif len(custom_pal) < n_groups:\n", + " err1 = \"The specified `custom_palette` has fewer colors than the number of groups.\"\n", + " err2 = \" Please specify a custom palette with at least {} colors.\".format(n_groups)\n", + " raise ValueError(err1 + err2)\n", + " else:\n", + " unsat_colors = custom_pal[0:n_groups]\n", "\n", " elif isinstance(custom_pal, str):\n", " # check it is in the list of matplotlib palettes.\n", @@ -660,11 +706,6 @@ " plot_palette_raw = dict(zip(categories, swarm_colors))\n", " plot_palette_contrast = dict(zip(categories, contrast_colors))\n", " plot_palette_bar = dict(zip(categories, bar_color))\n", - "\n", - " # For Sankey Diagram plot, no need to worry about the color, each bar will have the same two colors\n", - " # default color palette will be set to \"hls\"\n", - " plot_palette_sankey = None\n", - "\n", " else:\n", " swarm_colors = [sns.desaturate(c, swarm_desat) for c in unsat_colors]\n", " contrast_colors = [sns.desaturate(c, contrast_desat) for c in unsat_colors]\n", @@ -682,8 +723,12 @@ " plot_palette_raw = dict(zip(names, swarm_colors))\n", " plot_palette_contrast = dict(zip(names, contrast_colors))\n", " plot_palette_bar = dict(zip(names, bar_color))\n", + " plot_palette_sankey = dict(zip(names, unsat_colors))\n", "\n", - " plot_palette_sankey = custom_pal\n", + " # For Sankey Diagram plot, each bar will have the same two colors if custom_pal is None\n", + " # default color palette will be set to \"hls\"\n", + " if custom_pal is None:\n", + " plot_palette_sankey = None\n", "\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", @@ -917,43 +962,39 @@ " # 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", + " swarm_label = yvar\n", " if bar_label is None:\n", - " bar_label = \"proportion of success\" if effect_size_type != \"cohens_h\" else \"value\"\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.capitalize(), fontsize=fontsize_rawylabel)\n", + " rawdata_axes.set_xlabel(rawdata_label, fontsize=fontsize_rawylabel)\n", " rawdata_axes.set_ylabel(\"\")\n", " else:\n", - " rawdata_axes.set_ylabel(rawdata_label.capitalize(), fontsize=fontsize_rawylabel)\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", + " \"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", + " default_contrast_label = \"Proportion Difference\"\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", + " 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", @@ -1165,7 +1206,8 @@ " contrast_xtick_labels: list, \n", " plot_kwargs: dict, \n", " proportional: bool, \n", - " horizontal: bool):\n", + " horizontal: bool\n", + " ):\n", " \"\"\"\n", " Set the x-axis/yaxis ticks and limits for the plotter function.\n", "\n", @@ -1336,7 +1378,7 @@ " for line in leg.get_lines():\n", " line.set_linewidth(3.0)\n", " \n", - "def Gardner_Altman_Plot_Aesthetic_Adjustments(\n", + "def gardner_altman_adjustments(\n", " effect_size_type: str, \n", " plot_data: pd.DataFrame, \n", " xvar: str, \n", @@ -1391,8 +1433,7 @@ " _compute_hedges_correction_factor,\n", " )\n", "\n", - " og_ylim_raw = rawdata_axes.get_ylim()\n", - " og_xlim_raw = rawdata_axes.get_xlim()\n", + " og_xlim_raw, og_ylim_raw = rawdata_axes.get_xlim(), rawdata_axes.get_ylim()\n", " \n", " # Normalize ylims and despine the floating contrast axes.\n", " # Check that the effect size is within the swarm ylims.\n", @@ -1539,177 +1580,106 @@ " **redraw_axes_kwargs\n", " )\n", "\n", - "\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", + "def draw_zeroline(\n", + " ax : axes.Axes,\n", + " horizontal : bool,\n", + " reflines_kwargs : dict\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, 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_axes_lim = contrast_axes.get_ylim()\n", - " method = contrast_axes.axhline\n", + " ax_lim = ax.get_xlim() if horizontal else ax.get_ylim()\n", + " method = ax.axvline if horizontal else ax.axhline\n", "\n", - " if contrast_axes_lim[0] < contrast_axes_lim[1]:\n", - " contrast_lim_low, contrast_lim_high = contrast_axes_lim\n", + " if ax_lim[0] < ax_lim[1]:\n", + " contrast_lim_low, contrast_lim_high = ax_lim\n", " else:\n", - " contrast_lim_high, contrast_lim_low = contrast_axes_lim\n", + " contrast_lim_high, contrast_lim_low = ax_lim\n", "\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", - " 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", - " 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.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", + "def redraw_independent_spines(\n", + " rawdata_axes : axes.Axes,\n", + " contrast_axes : axes.Axes,\n", + " horizontal : bool,\n", + " two_col_sankey : bool,\n", + " ticks_to_start_twocol_sankey : list,\n", + " idx : list,\n", + " is_paired : str,\n", + " show_pairs : bool,\n", + " proportional : bool,\n", + " ticks_to_skip : list,\n", + " temp_idx : list,\n", + " ticks_to_skip_contrast : list,\n", + " extra_delta : bool,\n", + " redraw_axes_kwargs : dict\n", + " ):\n", + " # Extract the ticks\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", - " 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", - " # Modify the ylims of the axes to flip the plot (so it shows the plots from top to bottom)\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", + " # Plot the spines\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", + " sns.despine(ax=rawdata_axes, left=True)\n", + " xlim, ylim = rawdata_axes.get_xlim(), rawdata_axes.get_ylim()\n", + " redraw_axes_kwargs[\"x\"] = xlim[0]\n", + " for k, start_tick in enumerate(starting_ticks_raw):\n", + " end_tick = rightend_ticks_raw[k]\n", + " rawdata_axes.vlines(\n", + " ymin = start_tick, \n", + " ymax = end_tick, \n", + " **redraw_axes_kwargs\n", + " )\n", + " rawdata_axes.set_xlim(xlim)\n", + " rawdata_axes.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:\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 extra_delta:\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", - "def Redraw_Spines(\n", + "def redraw_dependent_spines(\n", " rawdata_axes: axes.Axes, \n", " contrast_axes: axes.Axes, \n", " redraw_axes_kwargs: dict, \n", @@ -1745,41 +1715,28 @@ " 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", + " for current_ax, current_ylim, current_xlim in zip((rawdata_axes, contrast_axes), (og_ylim_raw, og_ylim_contrast), \n", + " (og_xlim_raw, og_xlim_contrast)):\n", + " current_ax.hlines(\n", + " current_ylim[0], \n", + " current_xlim[0], \n", + " current_xlim[1], \n", + " **redraw_axes_kwargs\n", + " ) \n", " else:\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", + " for current_ax, current_ylim, current_xlim in zip((rawdata_axes, contrast_axes), (og_ylim_raw, og_ylim_contrast), \n", + " (og_xlim_raw[0], og_xlim_contrast[1] if float_contrast else og_xlim_contrast[0])):\n", + " current_ax.vlines(\n", + " current_xlim, \n", + " current_ylim[0], \n", + " current_ylim[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", + " \n", " delta2_axes.vlines(\n", " og_xlim_delta[1], \n", " og_ylim_delta[0], \n", @@ -1787,9 +1744,9 @@ " **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", + " for current_ax, xlim, ylim in zip([rawdata_axes, contrast_axes], [og_xlim_raw, og_xlim_contrast], [og_ylim_raw, og_ylim_contrast]):\n", + " current_ax.set_xlim(xlim)\n", + " current_ax.set_ylim(ylim)\n", "\n", "def extract_group_summaries(\n", " proportional: bool, \n", diff --git a/nbs/API/plot_tools.ipynb b/nbs/API/plot_tools.ipynb index 6ff3fdc3..3e81d47a 100644 --- a/nbs/API/plot_tools.ipynb +++ b/nbs/API/plot_tools.ipynb @@ -925,7 +925,7 @@ " ax.set_xticks([0, 1])\n", " ax.set_xticklabels(sankey_ticks)\n", "\n", - " return left_idx, right_idx\n", + " return (left_idx, right_idx)\n", "\n", "def summary_bars_plotter(\n", " summary_bars: list, \n", @@ -985,23 +985,13 @@ " 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')]*int(max(ticks_to_plot)+1)\n", - " if summary_bars_kwargs.get('color') is not None\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", + " summary_bars_colors = color_picker(summary_bars_kwargs, ticks_to_plot, color_col, show_pairs, plot_palette_raw)\n", + "\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", - " summary_ci_high = results.bca_high[summary_index]\n", - " else:\n", - " summary_ci_low = results.pct_low[summary_index]\n", - " summary_ci_high = results.pct_high[summary_index]\n", + " summary_ci_low = results.get(ci_type+'_low')[summary_index]\n", + " summary_ci_high = results.get(ci_type+'_high')[summary_index] \n", "\n", " if span_ax == True:\n", " starting_location = summary_ymax if horizontal else summary_xmin\n", @@ -1024,169 +1014,88 @@ " 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", + "def color_picker(kwargs: dict, num_of_elements: list, color_col: str, show_pairs: bool, color_palette: dict) -> list:\n", + "\n", + " if any(isinstance(val, typ) for val in num_of_elements for typ in [int, float]):\n", + " num_of_elements = int(max(num_of_elements) + 1)\n", + " elif any(isinstance(val, typ) for val in num_of_elements for typ in [str]):\n", + " num_of_elements = len(num_of_elements) + 1\n", + "\n", + " colors = (\n", + " [kwargs.get('color')] * num_of_elements\n", + " if kwargs.get('color') is not None\n", + " else ['black'] * num_of_elements\n", + " if color_col is not None or show_pairs \n", + " else list(color_palette.values())\n", + " )\n", + " kwargs.pop('color')\n", + "\n", + " return colors\n", + "\n", + "def swarm_contrast_bar_plotter(\n", + " bar_type: str,\n", + " axes : list,\n", + " bar_kwargs: dict,\n", + " color_col : str,\n", + " show_pairs : bool,\n", + " plot_palette_raw : dict,\n", + " idx : list,\n", + "\n", + " plot_data : pd.DataFrame = None, #Only Swarm\n", + " xvar : str = None, #Only Swarm\n", + " yvar : str = None, #Only Swarm\n", + "\n", + " order : list = None, #Only contrast\n", + " results : object = None, #Only contrast\n", + " horizontal : bool = False, #Only contrast\n", + " diff : float = None #Only contrast\n", " ):\n", - " \"\"\"\n", - " Add contrast bars to the contrast plot.\n", "\n", - " Parameters\n", - " ----------\n", - " results : object (Dataframe)\n", - " Dataframe of contrast object comparisons.\n", - " ax_to_plot : axes.Axes\n", - " Matplotlib axis object to plot on.\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", - " contrast_bars_kwargs : dict \n", - " Keyword arguments for the contrast bars.\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", - " show_mini_meta : bool \n", - " Whether to show the mini meta-analysis.\n", - " mini_meta_delta : object \n", - " Mini meta-analysis object.\n", - " show_delta2 : bool\n", - " Whether to show the delta-delta.\n", - " delta_delta : object\n", - " delta-delta object.\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", + " ax_to_plot = axes[0] if bar_type == 'Swarm' else axes[1]\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[int(j)])\n", + " # Extract means\n", + " if bar_type == 'Swarm':\n", + " if isinstance(plot_data[xvar].dtype, pd.CategoricalDtype):\n", + " order = pd.unique(plot_data[xvar]).categories\n", + " else:\n", + " order = pd.unique(plot_data[xvar])\n", + " means = plot_data.groupby(xvar, observed=False)[yvar].mean().reindex(index=order)\n", + " elif bar_type == 'Contrast':\n", + " means = []\n", + " for j, tick in enumerate(order):\n", + " 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')] * int(max(ticks_to_plot) + 1) \n", - " if contrast_bars_kwargs.get('color') is not None \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", + " bar_colors = color_picker(bar_kwargs, order, color_col, show_pairs, plot_palette_raw)\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", + " bar_kwargs['alpha'] = bar_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", + " # Plot the bars\n", + " y_values = order if bar_type == 'Contrast' else np.arange(0, len(order)+1, 1)\n", + " for current_x, current_y in zip(y_values, means):\n", " idx_selector = (\n", - " int(contrast_bars_x) \n", - " if type(contrast_bars_colors) == list \n", - " else unpacked_idx[int(contrast_bars_x)]\n", + " int(current_x) \n", + " if type(bar_colors) == list \n", + " else unpacked_idx[int(current_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", + " if bar_type == 'Contrast' and horizontal:\n", + " ax_to_plot.add_patch(mpatches.Rectangle((0, current_x-0.5), current_y, 0.5, color=bar_colors[idx_selector], **bar_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", + " ax_to_plot.add_patch(mpatches.Rectangle((current_x-0.25, 0), 0.5, current_y, color=bar_colors[idx_selector], **bar_kwargs))\n", "\n", - " if show_mini_meta or show_delta2:\n", - " diff = mini_meta_delta.difference if show_mini_meta else delta_delta.difference\n", + " if bar_type == 'Contrast' and diff is not None:\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", + " ax_to_plot.add_patch(mpatches.Rectangle((0, max(axes[0].get_yticks())-0.5), diff, 0.5, color='black', **bar_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", + " ax_to_plot.add_patch(mpatches.Rectangle((max(axes[0].get_xticks())+2-0.25, 0), 0.5, diff, color='black', **bar_kwargs))\n", "\n", " ax_to_plot.set_xlim(og_xlim)\n", - " ax_to_plot.set_ylim(og_ylim)\n", - "\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. Currently only for vertical 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", - " ax : axes.Axes \n", - " Matplotlib axis object to plot on.\n", - " swarm_bars_kwargs : dict\n", - " Keyword arguments for the swarm bars.\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", - " 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", - " 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", - " else:\n", - " 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')] * (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 show_pairs\n", - " else plot_palette_raw\n", - " )\n", - " swarm_bars_kwargs.pop('color')\n", - "\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", + " ax_to_plot.set_ylim(og_ylim) \n", "\n", "def delta_text_plotter(\n", " results: pd.DataFrame, \n", @@ -1200,7 +1109,7 @@ " proportional: bool, \n", " float_contrast: bool,\n", " show_mini_meta: bool, \n", - " mini_meta_delta: object, \n", + " mini_meta: object, \n", " show_delta2: bool, \n", " delta_delta: object, \n", " idx: list\n", @@ -1232,7 +1141,7 @@ " Whether the DABEST plot uses Gardner-Altman or Cummings\n", " show_mini_meta : bool\n", " Whether to show the mini meta-analysis.\n", - " mini_meta_delta : object\n", + " mini_meta : object\n", " Mini meta-analysis object.\n", " show_delta2 : bool\n", " Whether to show the delta-delta.\n", @@ -1251,13 +1160,7 @@ " delta_text_kwargs.pop('x_location')\n", "\n", " # Colors\n", - " delta_text_colors = (\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']*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", + " delta_text_colors = color_picker(delta_text_kwargs, ticks_to_plot, color_col, show_pairs, plot_palette_raw)\n", "\n", " # Idx\n", " unpacked_idx = [element for innerList in idx for element in innerList] \n", @@ -1267,7 +1170,6 @@ " 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", "\n", @@ -1276,7 +1178,7 @@ " for j, tick in enumerate(ticks_to_plot):\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", + " if show_mini_meta: Delta_Values.append(mini_meta.difference)\n", "\n", " # Collect the X-coordinates for the delta text\n", " delta_text_x_coordinates = delta_text_kwargs.pop('x_coordinates')\n", @@ -1320,7 +1222,7 @@ " 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", + "def delta_dots_plotter(\n", " plot_data: pd.DataFrame, \n", " contrast_axes: axes.Axes, \n", " delta_id_col: str, \n", @@ -1364,7 +1266,7 @@ " \"\"\"\n", " \n", " # Checks and initializations\n", - " from .plot_tools import swarmplot\n", + " # from .plot_tools import swarmplot\n", " delta_dot_color = delta_dot_kwargs.pop('color')\n", " if color_col is not None:\n", " plot_palette_deltapts = plot_palette_raw\n", @@ -1429,7 +1331,8 @@ " rawdata_axes: axes.Axes, \n", " ytick_color: str, \n", " temp_idx: list, \n", - " horizontal: bool\n", + " horizontal: bool,\n", + " temp_all_plot_groups: list\n", " ):\n", " \"\"\"\n", " Add slopegraph to the rawdata axes.\n", @@ -1458,6 +1361,8 @@ " List of indices of the contrast objects.\n", " horizontal : bool\n", " If the plotting will be in horizontal format.\n", + " temp_all_plot_groups : list\n", + "\n", " \"\"\"\n", " # Jitter Kwargs \n", " # With help from GitHub user: devMJBL\n", @@ -1513,6 +1418,15 @@ "\n", " x_start = x_start + grp_count\n", "\n", + " # Set the tick labels, because the slopegraph plotting doesn't.\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", + "\n", "def plot_minimeta_or_deltadelta_violins(\n", " show_mini_meta: bool, \n", " effectsize_df: object, \n", @@ -1567,24 +1481,17 @@ " \"\"\"\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, ci_high = mini_meta_delta.bca_low, mini_meta_delta.bca_high\n", - " else:\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, ci_high = delta_delta.bca_low, delta_delta.bca_high\n", - " else:\n", - " ci_low, ci_high = delta_delta.pct_low, delta_delta.pct_high\n", + " def extract_curve_data(dabest_object):\n", + " try:\n", + " data = dabest_object.bootstraps_weighted_delta\n", + " except AttributeError:\n", + " data = dabest_object.bootstraps_delta_delta\n", "\n", - " fc = \"grey\"\n", + " ci_low, ci_high = dabest_object.results.get(ci_type+'_low')[0], dabest_object.results.get(ci_type+'_high')[0]\n", + " return data, dabest_object.difference, ci_low, ci_high\n", + "\n", + " dabest_object = effectsize_df.mini_meta if show_mini_meta else effectsize_df.delta_delta\n", + " data, difference, ci_low, ci_high = extract_curve_data(dabest_object)\n", "\n", " if horizontal: \n", " violinplot_kwargs.update({'vert': False, 'widths': 1})\n", @@ -1602,7 +1509,7 @@ " data[~np.isinf(data)], positions=[position], **violinplot_kwargs\n", " )\n", "\n", - " halfviolin(v, fill_color=fc, alpha=halfviolin_alpha, half=half)\n", + " halfviolin(v, fill_color=\"grey\", alpha=halfviolin_alpha, half=half)\n", "\n", " # Plot the effect size.\n", " contrast_axes.plot(\n", @@ -1619,35 +1526,33 @@ "\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", + " current_ylabels.extend([\"Weighted Delta\"])\n", + " elif effect_size == \"hedges_g\":\n", + " current_ylabels.extend([\"Deltas' g\"])\n", " else:\n", - " current_ylabels.extend([\"delta-delta\"])\n", + " current_ylabels.extend([\"Delta-Delta\"])\n", "\n", - " rawdata_axes.set_yticks(current_yticks)\n", + " rawdata_axes.set_yticks(np.append(rawdata_axes.get_yticks(), position))\n", " rawdata_axes.set_yticklabels(current_ylabels)\n", "\n", " else:\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", + " contrast_xtick_labels.extend([\"\", \"Weighted Delta\"])\n", + " elif effect_size == \"hedges_g\":\n", + " contrast_xtick_labels.extend([\"\", \"Deltas' g\"])\n", " else:\n", - " contrast_xtick_labels.extend([\"\", \"delta-delta\"])\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", + " delta2_label = \"Delta - Delta\"\n", " else:\n", - " delta2_label = \"deltas' g\"\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", @@ -1755,12 +1660,8 @@ " 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", + " current_ci_low = results.get(ci_type+'_low')[int(j)]\n", + " current_ci_high = results.get(ci_type+'_high')[int(j)]\n", "\n", " # Plot the effect size marker\n", " if horizontal:\n", @@ -1785,8 +1686,8 @@ " bec_control = bec_results.control[j]\n", " bec_bootstrap = bec_results.bec_bootstraps[j]\n", " bec_effsize = bec_results.bec_difference[j]\n", - " 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", + " bec_ci_low = bec_results.get('bec_'+ci_type+'_low')[j]\n", + " bec_ci_high = bec_results.get('bec_'+ci_type+'_high')[j]\n", " \n", " # Plot the effect size marker regardless of show_baseline_ec\n", " if horizontal:\n", @@ -1853,7 +1754,7 @@ " float_contrast: bool, \n", " horizontal: bool, \n", " delta_delta: object, \n", - " mini_meta_delta: object, \n", + " mini_meta: object, \n", " effect_size: str, \n", " gridkey_kwargs: dict,\n", " ):\n", @@ -1896,7 +1797,7 @@ " If the plot is horizontal.\n", " delta_delta : object\n", " delta-delta object.\n", - " mini_meta_delta : object\n", + " mini_meta : object\n", " Mini meta-analysis object.\n", " effect_size : str\n", " Type of effect size to plot\n", @@ -1904,12 +1805,13 @@ " 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_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", + " gridkey_delimiters = gridkey_kwargs[\"delimiters\"] \n", "\n", + " # Auto parser for gridkey - implemented by SangyuXu\n", " if gridkey_rows == \"auto\":\n", " if experiment_label is not None:\n", " gridkey_rows = list(np.concatenate([experiment_label, x1_level]))\n", @@ -2022,7 +1924,7 @@ " # 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", + " added_group_name = [\"deltas' g\"] if effect_size == \"hedges_g\" else [\"delta-delta\"]\n", " else:\n", " added_group_name = [\"Weighted delta\"]\n", " gridkey_rows = added_group_name + gridkey_rows\n", @@ -2032,7 +1934,7 @@ " 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 = delta_delta.difference if show_delta2 else mini_meta.difference\n", " added_delta_effectsize_str = np.format_float_positional(\n", " added_delta_effectsize,\n", " precision=2,\n", @@ -2158,7 +2060,7 @@ " else:\n", " x_var, y_var, orient = all_plot_groups, np.ones(len(all_plot_groups)), \"v\"\n", "\n", - " # Create bar1_df with basic columns\n", + " # Create bar1_df with basic columns\n", " bar1_df = pd.DataFrame({\n", " xvar: x_var, \n", " \"proportion\": y_var\n", @@ -2178,7 +2080,6 @@ " else:\n", " edge_colors = bar_color\n", "\n", - "\n", " bar1 = sns.barplot(\n", " data=bar1_df,\n", " x=xvar,\n", @@ -2234,7 +2135,6 @@ " show_mini_meta: bool, \n", " show_delta2: bool, \n", " table_kwargs: dict,\n", - "\n", " ticks_to_skip: list\n", " ):\n", " \"\"\"\n", @@ -2256,17 +2156,17 @@ " 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_font_size = table_kwargs['fontsize']\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", + " text_units = table_kwargs['text_units']\n", + " table_font_size -= 2 if text_units != '' else 0\n", + " control_marker = table_kwargs['control_marker'] \n", " fontsize_label = table_kwargs['fontsize_label']\n", " label = table_kwargs['label']\n", "\n", @@ -2274,11 +2174,11 @@ " 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", + " lst.append([effectsize_df.results.difference[n], 0])\n", " if show_mini_meta:\n", - " lst.append([effectsize_df.mini_meta_delta.difference,0])\n", + " lst.append([effectsize_df.mini_meta.difference, 0])\n", " elif show_delta2:\n", - " lst.append([effectsize_df.delta_delta.difference,0])\n", + " lst.append([effectsize_df.delta_delta.difference, 0])\n", " tab = pd.DataFrame(lst, columns=cols)\n", "\n", " ### Plot the text\n", @@ -2354,7 +2254,7 @@ " 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", + " np.arange(0, len(sample_size_text_order) + 1, 1), \n", " sample_size_val0,\n", " sample_size_val1,\n", " ):\n", diff --git a/nbs/API/plotter.ipynb b/nbs/API/plotter.ipynb index a2d29695..35858492 100644 --- a/nbs/API/plotter.ipynb +++ b/nbs/API/plotter.ipynb @@ -133,20 +133,20 @@ " extract_contrast_plotting_ticks,\n", " set_xaxis_ticks_and_lims,\n", " show_legend,\n", - " Gardner_Altman_Plot_Aesthetic_Adjustments,\n", - " Cumming_Plot_Aesthetic_Adjustments,\n", - " Redraw_Spines,\n", - " extract_group_summaries\n", + " gardner_altman_adjustments,\n", + " # Cumming_Plot_Aesthetic_Adjustments,\n", + " extract_group_summaries,\n", + " draw_zeroline,\n", + " redraw_dependent_spines,\n", + " redraw_independent_spines\n", " )\n", " from .plot_tools import (\n", " error_bar,\n", " sankeydiag,\n", " swarmplot,\n", - " swarm_bars_plotter,\n", - " contrast_bars_plotter,\n", " summary_bars_plotter,\n", " delta_text_plotter,\n", - " DeltaDotsPlotter,\n", + " delta_dots_plotter,\n", " slopegraph_plotter,\n", " plot_minimeta_or_deltadelta_violins,\n", " effect_size_curve_plotter,\n", @@ -154,6 +154,7 @@ " barplotter,\n", " table_for_horizontal_plots,\n", " add_counts_to_prop_plots,\n", + " swarm_contrast_bar_plotter\n", " )\n", "\n", " warnings.filterwarnings(\n", @@ -174,13 +175,6 @@ " 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, all_plot_groups, idx, \n", - " show_delta2, show_mini_meta, float_contrast, show_pairs, 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", @@ -188,16 +182,15 @@ " 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", - " # We also don't want to pop the parameter from the kwargs\n", - " one_sankey = (\n", - " False if is_paired is not None else None\n", - " ) # Flag to indicate if only one sankey is plotted.\n", - " two_col_sankey = (\n", - " True if proportional and not one_sankey and sankey_kwargs[\"sankey\"] and not sankey_kwargs[\"flow\"] else False\n", + " )\n", + "\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, group_summaries, err_color, horizontal, results, halfviolin_alpha, ci_type,\n", + " x1_level, experiment_label, show_baseline_ec, one_sankey, two_col_sankey, asymmetric_side) = 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", + " sankey_kwargs = sankey_kwargs\n", " )\n", "\n", " # Extract Color palette\n", @@ -211,7 +204,7 @@ " all_plot_groups = all_plot_groups,\n", " delta2 = effectsize_df.delta2,\n", " sankey = True if proportional and show_pairs else False,\n", - " )\n", + " )\n", "\n", " # Initialise the figure.\n", " fig, rawdata_axes, contrast_axes, table_axes = initialize_fig(\n", @@ -227,18 +220,30 @@ " yvar = yvar,\n", " horizontal = horizontal,\n", " show_table = table_kwargs['show']\n", - " )\n", + " )\n", " \n", " # Plotting the rawdata.\n", - " if show_pairs:\n", + " if show_pairs: ## Paired plots!\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", - " )\n", - " if not proportional:\n", - " # Plot the raw data as a slopegraph.\n", + " )\n", + " if proportional: ## Plot the raw data as a set of Sankey Diagrams aligned like barplot.\n", + " sankey_control_test_groups = 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", + " horizontal = horizontal,\n", + " **sankey_kwargs\n", + " )\n", + " else: ## Plot the raw data as a slopegraph.\n", " slopegraph_plotter(\n", " dabest_obj = dabest_obj, \n", " plot_data = plot_data, \n", @@ -250,14 +255,15 @@ " rawdata_axes = rawdata_axes, \n", " ytick_color = ytick_color, \n", " temp_idx = temp_idx,\n", - " horizontal = horizontal\n", - " )\n", + " horizontal = horizontal,\n", + " temp_all_plot_groups = temp_all_plot_groups\n", + " )\n", " \n", - " # Add delta dots to the contrast axes for paired plots.\n", + " ## Add delta dots to the contrast axes for paired plots.\n", " show_delta_dots = plot_kwargs[\"delta_dot\"]\n", " unavailable_effect_sizes = [\"hedges_g\", \"delta_g\", \"cohens_d\"]\n", " if show_delta_dots and is_paired and not any([es in effect_size for es in unavailable_effect_sizes]):\n", - " DeltaDotsPlotter(\n", + " delta_dots_plotter(\n", " plot_data = plot_data, \n", " contrast_axes = contrast_axes, \n", " delta_id_col = dabest_obj.id_col, \n", @@ -271,41 +277,25 @@ " delta_dot_kwargs = delta_dot_kwargs,\n", " horizontal = horizontal,\n", " )\n", - "\n", - " # Set the tick labels, because the slopegraph plotting doesn't.\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", - " horizontal = horizontal,\n", - " **sankey_kwargs\n", - " )\n", - " else:\n", - " if not proportional:\n", - " # Plot the raw data as a swarmplot.\n", - " asymmetric_side = (\n", - " plot_kwargs[\"swarm_side\"]\n", - " if plot_kwargs[\"swarm_side\"] is not None\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", + " \n", + " else: ## Unpaired plots!\n", + " if proportional: # 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", + " color_col = color_col,\n", + " plot_kwargs = plot_kwargs, \n", + " barplot_kwargs = barplot_kwargs,\n", + " horizontal = horizontal,\n", + " )\n", + " else: ## Plot the raw data as a swarmplot.\n", + " ## swarmplot() plots swarms based on current size of ax\n", + " ## Therefore, since the ax size for show_mini_meta and show_delta changes later on, there has to be increased jitter\n", " rawdata_plot = swarmplot(\n", " data = plot_data,\n", " x = xvar,\n", @@ -325,24 +315,8 @@ " )\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", - " color_col = color_col,\n", - " plot_kwargs = plot_kwargs, \n", - " barplot_kwargs = barplot_kwargs,\n", - " horizontal = horizontal,\n", - " )\n", " \n", - " # Plot the error bars.\n", + " ## Plot the error bars on unpaired plots.\n", " if group_summaries is not None:\n", " (group_summaries_method, \n", " group_summaries_offset, group_summaries_line_color) = extract_group_summaries(\n", @@ -358,8 +332,8 @@ " color_col = color_col, \n", " ytick_color = ytick_color, \n", " group_summaries_kwargs = group_summaries_kwargs\n", - " )\n", - " \n", + " )\n", + " ## Plot the error bar\n", " error_bar(\n", " plot_data,\n", " x = xvar,\n", @@ -371,7 +345,7 @@ " method = group_summaries_method,\n", " horizontal = horizontal,\n", " **group_summaries_kwargs\n", - " )\n", + " )\n", "\n", " # Add the counts to the rawdata axes xticks.\n", " add_counts_to_ticks(\n", @@ -382,7 +356,7 @@ " plot_kwargs = plot_kwargs,\n", " flow = sankey_kwargs[\"flow\"],\n", " horizontal = horizontal,\n", - " )\n", + " )\n", "\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", @@ -394,15 +368,32 @@ " horizontal = horizontal,\n", " is_paired = is_paired,\n", " prop_sample_counts_kwargs = prop_sample_counts_kwargs,\n", - " )\n", + " )\n", "\n", - " # Plot effect sizes and bootstraps.\n", + " ## Swarm bars\n", + " swarm_bars = plot_kwargs[\"swarm_bars\"]\n", + " if swarm_bars and not proportional and not horizontal: #Currently not supporting swarm bars for horizontal plots (looks weird)\n", + " swarm_contrast_bar_plotter(\n", + " bar_type = 'Swarm',\n", + " axes = [rawdata_axes, contrast_axes],\n", + " bar_kwargs = swarm_bars_kwargs,\n", + " color_col = color_col,\n", + " show_pairs = show_pairs,\n", + " plot_palette_raw = plot_palette_raw,\n", + " idx = idx,\n", + " plot_data = plot_data,\n", + " xvar = xvar,\n", + " yvar = yvar\n", + " )\n", + "\n", + "\n", + " # Plot the contrast axes - effect sizes and bootstraps!\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", "\n", - " # Extract ticks for contrast plot\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", @@ -410,15 +401,15 @@ " 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", + " sankey_control_group = sankey_control_test_groups[0] if two_col_sankey else None,\n", + " ) \n", "\n", - " # Adjust contrast tick locations to account for different plotting styles in horizontal plots\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", + " ## Plot the bootstraps, then the effect sizes and CIs.\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", @@ -439,9 +430,9 @@ " 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", "\n", - " # Plot mini-meta or delta-delta violin\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", @@ -459,11 +450,52 @@ " horizontal = horizontal,\n", " es_marker_kwargs = es_marker_kwargs,\n", " es_errorbar_kwargs = es_errorbar_kwargs\n", - " )\n", + " )\n", + "\n", + " ## Contrast bars\n", + " contrast_bars = plot_kwargs[\"contrast_bars\"]\n", + " if contrast_bars:\n", + " swarm_contrast_bar_plotter(\n", + " bar_type = 'Contrast',\n", + " axes = [rawdata_axes, contrast_axes],\n", + " bar_kwargs = contrast_bars_kwargs,\n", + " color_col = color_col,\n", + " show_pairs = show_pairs,\n", + " plot_palette_raw = plot_palette_raw,\n", + " idx = idx,\n", + " order = ticks_to_plot,\n", + " results = results,\n", + " horizontal = horizontal,\n", + " diff = (effectsize_df.mini_meta.difference if show_mini_meta \n", + " else effectsize_df.delta_delta.difference if show_delta2\n", + " else None)\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", + "\n", + " ## Delta text\n", + " delta_text = plot_kwargs[\"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", + " show_pairs = show_pairs,\n", + " proportional = proportional, \n", + " float_contrast = float_contrast, \n", + " show_mini_meta = show_mini_meta, \n", + " mini_meta = effectsize_df.mini_meta 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", + " \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", @@ -476,52 +508,68 @@ " plot_kwargs = plot_kwargs,\n", " proportional = proportional,\n", " horizontal = horizontal,\n", - " )\n", + " )\n", "\n", " # Plot aesthetic adjustments.\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, \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", - " 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", - " 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", + " if float_contrast: # For Gardner-Altman (float contrast) plots only.\n", + " gardner_altman_adjustments(\n", + " effect_size_type = effect_size, \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", + " else: # For Cumming plots only.\n", + " ## Add Zero line if lies within the ylim of contrast axes\n", + " draw_zeroline(\n", + " ax = contrast_axes,\n", + " horizontal = horizontal,\n", + " reflines_kwargs = reflines_kwargs\n", + " )\n", + " ## Axes independent spine lines\n", + " is_gridkey = True if plot_kwargs[\"gridkey_rows\"] is not None else False\n", + " if not is_gridkey:\n", + " redraw_independent_spines(\n", + " rawdata_axes = rawdata_axes,\n", + " contrast_axes = contrast_axes,\n", + " horizontal = horizontal,\n", + " two_col_sankey = two_col_sankey,\n", + " ticks_to_start_twocol_sankey = ticks_to_start_twocol_sankey,\n", + " idx = idx,\n", + " is_paired = is_paired,\n", + " show_pairs = show_pairs,\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", + " ticks_to_skip_contrast = ticks_to_skip_contrast,\n", + " extra_delta = True if (show_delta2 or show_mini_meta) else False,\n", + " redraw_axes_kwargs = redraw_axes_kwargs\n", + " )\n", + "\n", + " # Modify ylims of axes to flip the plot for horizontal format\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", + "\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", " # Add the dependent axes spines back in.\n", - " Redraw_Spines(\n", + " redraw_dependent_spines(\n", " rawdata_axes = rawdata_axes, \n", " contrast_axes = contrast_axes, \n", " redraw_axes_kwargs = redraw_axes_kwargs, \n", @@ -529,80 +577,7 @@ " 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 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", - " show_pairs = show_pairs,\n", - " idx = idx,\n", - " )\n", - "\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", - " show_pairs = show_pairs,\n", - " horizontal = horizontal,\n", - " idx = idx\n", - " )\n", - "\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", - " show_pairs = show_pairs,\n", - " horizontal = horizontal,\n", - " )\n", - " # Delta text\n", - " delta_text = plot_kwargs[\"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", - " 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", + " )\n", "\n", " # Table Axes for horizontal plots\n", " if horizontal and table_kwargs['show']:\n", @@ -614,9 +589,8 @@ " 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", "\n", " # Gridkey\n", " gridkey_rows = plot_kwargs[\"gridkey_rows\"]\n", @@ -639,17 +613,35 @@ " 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", + " mini_meta = effectsize_df.mini_meta if show_mini_meta else None,\n", " effect_size = effect_size,\n", " gridkey_kwargs = gridkey_kwargs,\n", - " )\n", + " )\n", + " \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", + " show_pairs = show_pairs,\n", + " horizontal = horizontal,\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", + " if bootstraps_color_by_group is False:\n", " rawdata_axes.legend().set_visible(False)\n", " show_legend(\n", " legend_labels = legend_labels, \n", @@ -662,7 +654,7 @@ " horizontal = horizontal,\n", " legend_kwargs = legend_kwargs,\n", " table_kwargs = table_kwargs\n", - " )\n", + " )\n", "\n", " # Make sure no stray ticks appear!\n", " rawdata_axes.xaxis.set_ticks_position(\"bottom\")\n", 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 c0788465..fc32e65f 100644 Binary files a/nbs/tests/mpl_image_tests/baseline_images/test_01_gardner_altman_unpaired_meandiff.png and b/nbs/tests/mpl_image_tests/baseline_images/test_01_gardner_altman_unpaired_meandiff.png differ diff --git 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--git a/nbs/tests/mpl_image_tests/test_07_delta-delta_plots.py b/nbs/tests/mpl_image_tests/test_07_delta-delta_plots.py index abe1af3c..05ba7eff 100644 --- a/nbs/tests/mpl_image_tests/test_07_delta-delta_plots.py +++ b/nbs/tests/mpl_image_tests/test_07_delta-delta_plots.py @@ -188,15 +188,15 @@ def test_59_delta_axes_invert_ylim_not_showing_delta2(): @pytest.mark.mpl_image_compare(tolerance=8) def test_71_unpaired_delta_g(): - return unpaired.delta_g.plot(); + return unpaired.hedges_g.plot(); @pytest.mark.mpl_image_compare(tolerance=8) def test_72_sequential_delta_g(): - return sequential.mean_diff.plot(); + return sequential.hedges_g.plot(); @pytest.mark.mpl_image_compare(tolerance=8) def test_73_baseline_delta_g(): - return baseline.mean_diff.plot(); + return baseline.hedges_g.plot(); @pytest.mark.mpl_image_compare(tolerance=8) def test_74_unpaired_prop_delta2(): diff --git a/nbs/tests/mpl_image_tests/test_10_proportion_plot.py b/nbs/tests/mpl_image_tests/test_10_proportion_plot.py index af0b7273..7bb8c69d 100644 --- a/nbs/tests/mpl_image_tests/test_10_proportion_plot.py +++ b/nbs/tests/mpl_image_tests/test_10_proportion_plot.py @@ -416,6 +416,9 @@ def test_141_sankey_change_palette_a(): def test_142_sankey_change_palette_b(): return multi_groups_paired.mean_diff.plot(custom_palette={1: 'red', 0: 'blue'}) +@pytest.mark.mpl_image_compare(tolerance=8) +def test_143_sankey_change_palette_c(): + return multi_groups_paired.mean_diff.plot(custom_palette=['red', 'blue']) @pytest.mark.mpl_image_compare(tolerance=8) def test_136_style_sheets(): diff --git a/nbs/tests/mpl_image_tests/test_Horizontal_Plots.py b/nbs/tests/mpl_image_tests/test_Horizontal_Plots.py index a042a98c..1434cf8a 100644 --- a/nbs/tests/mpl_image_tests/test_Horizontal_Plots.py +++ b/nbs/tests/mpl_image_tests/test_Horizontal_Plots.py @@ -641,15 +641,15 @@ def test_374_delta_axes_invert_ylim_not_showing_delta2(): @pytest.mark.mpl_image_compare(tolerance=8) def test_375_unpaired_delta_g(): - return delta_delta_unpaired.delta_g.plot(horizontal=True); + return delta_delta_unpaired.hedges_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); + return delta_delta_paired_sequential.hedges_g.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); + return delta_delta_paired_baseline.hedges_g.plot(horizontal=True); # mini_meta diff --git a/nbs/tests/test_08_mini_meta_pvals.ipynb b/nbs/tests/test_08_mini_meta_pvals.ipynb index dd3730be..0c38d9b3 100644 --- a/nbs/tests/test_08_mini_meta_pvals.ipynb +++ b/nbs/tests/test_08_mini_meta_pvals.ipynb @@ -74,7 +74,7 @@ "metadata": {}, "outputs": [], "source": [ - "mini_meta_delta = unpaired.mean_diff.mini_meta_delta\n", + "mini_meta_delta = unpaired.mean_diff.mini_meta\n", "\n", "control_var = mini_meta_delta.control_var\n", "np_control_var = [np.var(rep1_no, ddof=1),\n", @@ -108,7 +108,7 @@ "metadata": {}, "outputs": [], "source": [ - "difference = unpaired.mean_diff.mini_meta_delta.difference\n", + "difference = unpaired.mean_diff.mini_meta.difference\n", "\n", "np_means = np.array([np.mean(rep1_yes)-np.mean(rep1_no), \n", " np.mean(rep2_yes)-np.mean(rep2_no)])\n", @@ -135,7 +135,7 @@ "metadata": {}, "outputs": [], "source": [ - "mini_meta_delta = unpaired.mean_diff.mini_meta_delta\n", + "mini_meta_delta = unpaired.mean_diff.mini_meta\n", "pvalue = mini_meta_delta.pvalue_permutation\n", "permutations_delta = mini_meta_delta.permutations_weighted_delta\n", "\n", diff --git a/nbs/tests/test_forest_plot.py b/nbs/tests/test_forest_plot.py index e3af8bf6..9e0065de 100644 --- a/nbs/tests/test_forest_plot.py +++ b/nbs/tests/test_forest_plot.py @@ -16,7 +16,7 @@ def test_forest_plot_no_input_parameters(): ("data", [], "The `data` argument must be a non-empty list of dabest objects.", ValueError), ("idx", 123, "`idx` must be a tuple or list of integers.", TypeError), ("ax", "axes", "The `ax` must be a `matplotlib.axes.Axes` instance or `None`.", TypeError), - ("effect_size", 456, "The `effect_size` argument must be a string and please choose from the following effect sizes: `mean_diff`, `median_diff`, `cliffs_delta`, `cohens_d`, and `hedges_g`.", TypeError), + ("effect_size", 456, "The `effect_size` argument must be a string and please choose from the following effect sizes: `mean_diff`, `hedges_g`, or `delta_g`.", TypeError), ("horizontal", "sideways", "`horizontal` must be a boolean value.", TypeError), ("marker_size", "large", "`marker_size` must be a positive integer or float.", TypeError), ("custom_palette", 123, "The `custom_palette` must be either a dictionary, list, string, or `None`.", TypeError), diff --git a/nbs/tests/test_load_errors.py b/nbs/tests/test_load_errors.py index fa9f1aa8..9084b6bb 100644 --- a/nbs/tests/test_load_errors.py +++ b/nbs/tests/test_load_errors.py @@ -93,7 +93,7 @@ def test_param_validations(): assert error_msg in str(excinfo.value) wrong_paired = 'not_valid' - error_msg = "{} assigned for `paired` is not valid.".format(wrong_paired) + error_msg = "'{}' assigned for `paired` is not valid. Please use either 'baseline' or 'sequential'.".format(wrong_paired) with pytest.raises(ValueError) as excinfo: my_data = load( dummy_df, idx=("Control 1", "Test 1"), paired=wrong_paired, id_col="ID" @@ -103,7 +103,7 @@ def test_param_validations(): wrong_id_col = 'not_valid' - error_msg = "{} is not a column in `data`. ".format(wrong_id_col) + error_msg = "`id_col` was given as '{}'; however, '{}' is not a column in `data`.".format(wrong_id_col, wrong_id_col) with pytest.raises(IndexError) as excinfo: my_data = load( dummy_df, idx=("Control 1", "Test 1"), paired="baseline", id_col=wrong_id_col diff --git a/nbs/tutorials/01-basics.ipynb b/nbs/tutorials/01-basics.ipynb index 07da983a..3fe3b2b6 100644 --- a/nbs/tutorials/01-basics.ipynb +++ b/nbs/tutorials/01-basics.ipynb @@ -2,7 +2,6 @@ "cells": [ { "cell_type": "markdown", - "id": "5b32febf", "metadata": {}, "source": [ "# Basics\n", @@ -14,7 +13,6 @@ }, { "cell_type": "markdown", - "id": "c964abcb", "metadata": {}, "source": [ "## Load libraries" @@ -23,14 +21,35 @@ { "cell_type": "code", "execution_count": null, - "id": "38b902ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "We're using DABEST v2024.03.29\n" + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:02<00:00, 3.76it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n", + "We're using DABEST v2024.03.30\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" ] } ], @@ -45,7 +64,6 @@ { "cell_type": "code", "execution_count": null, - "id": "11eb9759", "metadata": {}, "outputs": [], "source": [ @@ -56,7 +74,6 @@ }, { "cell_type": "markdown", - "id": "61f4ab6b", "metadata": {}, "source": [ "## Create dataset for demo" @@ -64,7 +81,6 @@ }, { "cell_type": "markdown", - "id": "c45f63cd", "metadata": {}, "source": [ "Here, we create a dataset to illustrate how ``dabest`` works. In\n", @@ -74,78 +90,6 @@ { "cell_type": "code", "execution_count": null, - "id": "9c459d31", - "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": "code", - "execution_count": null, - "id": "142607a1", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "51097f12", - "metadata": {}, - "source": [ - "Note that we have 9 groups (3 Control samples and 6 Test samples). Our\n", - "dataset has also a non\\-numerical column indicating gender, and another\n", - "column indicating the identity of each observation." - ] - }, - { - "cell_type": "markdown", - "id": "e975d14a", - "metadata": {}, - "source": [ - "This is known as a *wide* dataset. See this \n", - "[writeup](https://sejdemyr.github.io/r-tutorials/basics/wide-and-long/) \n", - "for more details." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "48be62cf", "metadata": {}, "outputs": [ { @@ -279,12 +223,62 @@ } ], "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", + "# 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", + " })\n", "df.head()" ] }, { "cell_type": "markdown", - "id": "7dd2c3f4", + "metadata": {}, + "source": [ + "Note that we have 9 groups (3 Control samples and 6 Test samples). Our\n", + "dataset has also a non\\-numerical column indicating gender, and another\n", + "column indicating the identity of each observation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is known as a *wide* dataset. See this \n", + "[writeup](https://sejdemyr.github.io/r-tutorials/basics/wide-and-long/) \n", + "for more details." + ] + }, + { + "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data" @@ -292,7 +286,6 @@ }, { "cell_type": "markdown", - "id": "eda4a39f", "metadata": {}, "source": [ "Before creating estimation plots and obtaining confidence intervals for our effect sizes, we need to load the data and specify the relevant groups.\n", @@ -303,25 +296,14 @@ { "cell_type": "code", "execution_count": null, - "id": "dfb7a0a1", "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" - ] - } - ], + "outputs": [], "source": [ "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), resamples=5000)" ] }, { "cell_type": "markdown", - "id": "3befeecd", "metadata": {}, "source": [ "Calling this ``Dabest`` object gives you a gentle greeting, as well as\n", @@ -331,17 +313,16 @@ { "cell_type": "code", "execution_count": null, - "id": "4503730b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", - "Good morning!\n", - "The current time is Thu Dec 19 10:36:54 2024.\n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:01 2025.\n", "\n", "Effect size(s) with 95% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -360,7 +341,6 @@ }, { "cell_type": "markdown", - "id": "3565f8d1", "metadata": {}, "source": [ "### Changing statistical parameters" @@ -368,7 +348,6 @@ }, { "cell_type": "markdown", - "id": "f71a2c3d", "metadata": {}, "source": [ "You can change the width of the confidence interval by manipulating the ``ci`` argument." @@ -377,36 +356,16 @@ { "cell_type": "code", "execution_count": null, - "id": "407f6d9b", - "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" - ] - } - ], - "source": [ - "two_groups_unpaired_ci90 = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), ci=90)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "aeb436f4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", - "Good morning!\n", - "The current time is Thu Dec 19 10:36:54 2024.\n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:01 2025.\n", "\n", "Effect size(s) with 90% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -420,12 +379,12 @@ } ], "source": [ + "two_groups_unpaired_ci90 = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), ci=90)\n", "two_groups_unpaired_ci90" ] }, { "cell_type": "markdown", - "id": "5084cfcb", "metadata": {}, "source": [ "## Effect sizes" @@ -433,7 +392,6 @@ }, { "cell_type": "markdown", - "id": "837ffe5c", "metadata": {}, "source": [ "The **dabest** library now features a range of effect sizes:\n", @@ -453,19 +411,18 @@ { "cell_type": "code", "execution_count": null, - "id": "782ff891", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", - "Good morning!\n", - "The current time is Thu Dec 19 10:36:54 2024.\n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:02 2025.\n", "\n", - "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.221, 0.768].\n", + "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.205, 0.774].\n", "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -487,7 +444,6 @@ }, { "cell_type": "markdown", - "id": "1ae5b84f", "metadata": {}, "source": [ "For each comparison, the type of effect size is reported (here, it's the\n", @@ -508,7 +464,6 @@ { "cell_type": "code", "execution_count": null, - "id": "8f6884f3", "metadata": {}, "outputs": [ { @@ -559,6 +514,14 @@ " statistic_students_t\n", " pvalue_mann_whitney\n", " statistic_mann_whitney\n", + " bec_difference\n", + " bec_bootstraps\n", + " bec_bca_interval_idx\n", + " bec_bca_low\n", + " bec_bca_high\n", + " bec_pct_interval_idx\n", + " bec_pct_low\n", + " bec_pct_high\n", " \n", " \n", " \n", @@ -572,13 +535,13 @@ " None\n", " 0.48029\n", " 95\n", - " 0.220869\n", - " 0.767721\n", - " (140, 4889)\n", - " 0.215697\n", - " 0.761716\n", + " 0.205161\n", + " 0.773647\n", + " (145, 4893)\n", + " 0.197427\n", + " 0.758752\n", " (125, 4875)\n", - " [0.6686169333655454, 0.4382051534234943, 0.665...\n", + " [0.6148498102262239, 0.6752095203445543, 0.300...\n", " 5000\n", " 12345\n", " [-0.17259843762502491, 0.03802293852634886, -0...\n", @@ -591,6 +554,14 @@ " -3.308806\n", " 0.001625\n", " 83.0\n", + " 0.0\n", + " [-0.09732932551566487, 0.08087009665445155, -0...\n", + " (127, 4877)\n", + " -0.256862\n", + " 0.259558\n", + " (125, 4875)\n", + " -0.25826\n", + " 0.25759\n", " \n", " \n", "\n", @@ -601,10 +572,10 @@ "0 Control 1 Test 1 20 20 mean difference None \n", "\n", " difference ci bca_low bca_high bca_interval_idx pct_low pct_high \\\n", - "0 0.48029 95 0.220869 0.767721 (140, 4889) 0.215697 0.761716 \n", + "0 0.48029 95 0.205161 0.773647 (145, 4893) 0.197427 0.758752 \n", "\n", " pct_interval_idx bootstraps \\\n", - "0 (125, 4875) [0.6686169333655454, 0.4382051534234943, 0.665... \n", + "0 (125, 4875) [0.6148498102262239, 0.6752095203445543, 0.300... \n", "\n", " resamples random_seed permutations \\\n", "0 5000 12345 [-0.17259843762502491, 0.03802293852634886, -0... \n", @@ -618,8 +589,14 @@ " statistic_welch pvalue_students_t statistic_students_t \\\n", "0 -3.308806 0.002057 -3.308806 \n", "\n", - " pvalue_mann_whitney statistic_mann_whitney \n", - "0 0.001625 83.0 " + " pvalue_mann_whitney statistic_mann_whitney bec_difference \\\n", + "0 0.001625 83.0 0.0 \n", + "\n", + " bec_bootstraps bec_bca_interval_idx \\\n", + "0 [-0.09732932551566487, 0.08087009665445155, -0... (127, 4877) \n", + "\n", + " bec_bca_low bec_bca_high bec_pct_interval_idx bec_pct_low bec_pct_high \n", + "0 -0.256862 0.259558 (125, 4875) -0.25826 0.25759 " ] }, "execution_count": null, @@ -635,7 +612,6 @@ { "cell_type": "code", "execution_count": null, - "id": "07ddee85", "metadata": {}, "outputs": [ { @@ -689,8 +665,8 @@ " None\n", " 0.48029\n", " 95\n", - " 0.220869\n", - " 0.767721\n", + " 0.205161\n", + " 0.773647\n", " 0.001\n", " 0.002094\n", " -3.308806\n", @@ -708,7 +684,7 @@ "0 Control 1 Test 1 20 20 mean difference None \n", "\n", " difference ci bca_low bca_high pvalue_permutation pvalue_welch \\\n", - "0 0.48029 95 0.220869 0.767721 0.001 0.002094 \n", + "0 0.48029 95 0.205161 0.773647 0.001 0.002094 \n", "\n", " statistic_welch pvalue_students_t statistic_students_t \\\n", "0 -3.308806 0.002057 -3.308806 \n", @@ -728,7 +704,6 @@ }, { "cell_type": "markdown", - "id": "2548d82c", "metadata": {}, "source": [ "Let's compute the *Hedges'g* for our comparison." @@ -737,19 +712,18 @@ { "cell_type": "code", "execution_count": null, - "id": "e302c877", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "DABEST v2024.03.29\n", + "DABEST v2024.03.30\n", "==================\n", " \n", - "Good morning!\n", - "The current time is Thu Dec 19 10:36:55 2024.\n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:02 2025.\n", "\n", - "The unpaired Hedges' g between Control 1 and Test 1 is 1.03 [95%CI 0.349, 1.62].\n", + "The unpaired Hedges' g between Control 1 and Test 1 is 1.03 [95%CI 0.317, 1.62].\n", "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -772,7 +746,6 @@ { "cell_type": "code", "execution_count": null, - "id": "3980ba80", "metadata": {}, "outputs": [ { @@ -823,6 +796,14 @@ " statistic_students_t\n", " pvalue_mann_whitney\n", " statistic_mann_whitney\n", + " bec_difference\n", + " bec_bootstraps\n", + " bec_bca_interval_idx\n", + " bec_bca_low\n", + " bec_bca_high\n", + " bec_pct_interval_idx\n", + " bec_pct_low\n", + " bec_pct_high\n", " \n", " \n", " \n", @@ -836,16 +817,16 @@ " None\n", " 1.025525\n", " 95\n", - " 0.349394\n", - " 1.618579\n", - " (42, 4724)\n", - " 0.472844\n", - " 1.74166\n", + " 0.316506\n", + " 1.616235\n", + " (42, 4725)\n", + " 0.44486\n", + " 1.745146\n", " (125, 4875)\n", - " [1.1337301267831184, 0.8311210968422604, 1.539...\n", + " [1.469217954462509, 1.5972518056777079, 0.6051...\n", " 5000\n", " 12345\n", - " [-0.3295089865590538, 0.07158401210924781, -0....\n", + " [-0.329508986559053, 0.07158401210924781, -0.2...\n", " 0.001\n", " 5000\n", " [0.026356588154404337, 0.027102495439046997, 0...\n", @@ -855,6 +836,14 @@ " -3.308806\n", " 0.001625\n", " 83.0\n", + " 0.0\n", + " [-0.2669450878059954, 0.21187593591106418, -0....\n", + " (127, 4877)\n", + " -0.642387\n", + " 0.629464\n", + " (125, 4875)\n", + " -0.643604\n", + " 0.627968\n", " \n", " \n", "\n", @@ -864,14 +853,14 @@ " control test control_N test_N effect_size is_paired difference ci \\\n", "0 Control 1 Test 1 20 20 Hedges' g None 1.025525 95 \n", "\n", - " bca_low bca_high bca_interval_idx pct_low pct_high pct_interval_idx \\\n", - "0 0.349394 1.618579 (42, 4724) 0.472844 1.74166 (125, 4875) \n", + " bca_low bca_high bca_interval_idx pct_low pct_high pct_interval_idx \\\n", + "0 0.316506 1.616235 (42, 4725) 0.44486 1.745146 (125, 4875) \n", "\n", " bootstraps resamples random_seed \\\n", - "0 [1.1337301267831184, 0.8311210968422604, 1.539... 5000 12345 \n", + "0 [1.469217954462509, 1.5972518056777079, 0.6051... 5000 12345 \n", "\n", " permutations pvalue_permutation \\\n", - "0 [-0.3295089865590538, 0.07158401210924781, -0.... 0.001 \n", + "0 [-0.329508986559053, 0.07158401210924781, -0.2... 0.001 \n", "\n", " permutation_count permutations_var \\\n", "0 5000 [0.026356588154404337, 0.027102495439046997, 0... \n", @@ -879,8 +868,14 @@ " pvalue_welch statistic_welch pvalue_students_t statistic_students_t \\\n", "0 0.002094 -3.308806 0.002057 -3.308806 \n", "\n", - " pvalue_mann_whitney statistic_mann_whitney \n", - "0 0.001625 83.0 " + " pvalue_mann_whitney statistic_mann_whitney bec_difference \\\n", + "0 0.001625 83.0 0.0 \n", + "\n", + " bec_bootstraps bec_bca_interval_idx \\\n", + "0 [-0.2669450878059954, 0.21187593591106418, -0.... (127, 4877) \n", + "\n", + " bec_bca_low bec_bca_high bec_pct_interval_idx bec_pct_low bec_pct_high \n", + "0 -0.642387 0.629464 (125, 4875) -0.643604 0.627968 " ] }, "execution_count": null, @@ -894,7 +889,6 @@ }, { "cell_type": "markdown", - "id": "5f1eb018", "metadata": {}, "source": [ "## Producing estimation plots" @@ -902,7 +896,6 @@ }, { "cell_type": "markdown", - "id": "b451ab38", "metadata": {}, "source": [ "To generate a **Gardner-Altman estimation plot**, simply use the\n", @@ -915,12 +908,11 @@ { "cell_type": "code", "execution_count": null, - "id": "0a929da1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -936,12 +928,11 @@ { "cell_type": "code", "execution_count": null, - "id": "238bbeea", "metadata": {}, "outputs": [ { "data": { - "image/png": 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7OwAgI6N0mVlPT08YDAbcvHkTkiRhyJAh2LRpExwdqz8RDXt926jUW9lQVDAHsEKSkHIzq5EjIqJ6JwzArUuWjsKq/fTTT1Cr1Vi4cCFu3rxpfN24cQMLFiyAg4MD/ve//yEjIwOvv/46tm/fjtdff71G12CitlHeHi4wVNA70iAEfJq5NnJERNQgUo5ZOgKrNn36dAwfPhzz58831qaB0kVAFixYgKFDh2L69OlwdXXFwoUL8eijj2LTpk01ugYTtY0a3DMIKqX5269SKnBfj6BGjoiIGkTyHktHYNX27duHrl27Vni8a9eu2LPn73tw7733Ii0trUbXYKK2Ue7OTpg/cQTsVEpIkgSlQgFJkmCnUmL+xBFwd7aOifyJbF7KH+xU1oDc3Nzw888/V3h8+/btcHX9u4UyNze3RnOWA+xMZtP6dArA1/OfxC8HzyDlZhZ8mrnivh5BTNJE1ub0j0CvKZaOwipNmTIFb7zxBsaMGYNnn30W7du3BwBcuHABy5cvx5YtW0yeSW/bts1kFbDqYKK2ce7OTuzdTWTtTv8IdHuCvb8bwIIFC1BQUIBly5Zh8+bNJseUSiVmzZqFBQsWAAAKCwsxceJEhISE1OgaTNRERNauMAs4swXoMsbSkVgdSZKwdOlSzJ49Gzt37kRSUhIAwM/PD4MGDYKXl5exrEajwYQJE2p8DSZqIiJbcOwbIGgkoLK3dCRWycvLC4899liDnJudyYiIbEHeDeDMj5aOgmqBiZqIyFYc+XfpTGXUpDBRExFZmR49esB3+g/o8dZh0wP5t4BT/7FMUFRrTNRERFYmNTUV124VIDW7uPzBY+uAkoLGD4pqjYmaiMiWFGSyVt3EMFETEdmaY9/wWXUTwuFZRES2piCzdBKUkLGWjqRJGjhwYLl9u3btarDrMVETEdmiP9YDwaM4rroW/Pz8GvV6TNRERLYo7wZwdivQ6SFLR9LkrF69ulGvV6dn1NeuXcM333yD6OhoXL16FQCg1+tx69Yt6PX6egmQiIgayKE1QHG+paOgKtQqUQshMGvWLLRt2xbjx4/HrFmzcO7cOQClS3j5+/vj448/rtdAiYionhVkAIe/snQUTdrRo0fxzTffmOyLjY1Fv3790Lt3b0RHR9f5GrVK1O+++y6io6Px4osvYseOHRBCGI+5urri4YcfxnfffVfn4IiIqIH9sQG4ftbSUTRZc+bMwYYNG4zbiYmJeOihh5CYmAgAmDVrFlauXFmna9QqUa9atQqRkZF46623zK6rGRISYqxhExGRjAkDsPMNNoHX0rFjx3DPPfcYt7/66isolUocOXIEv//+O8aMGYPPPvusTteoVaK+cuUK+vbtW+FxJycnZGdn1zooIiJqRFlXgYR3gdtaR6l6srKy0KxZM+P2tm3bMHjwYDRv3hwAMHjwYFy4cKFO16hVovby8sKVK1cqPH7o0CG0adOm1kEREVEju7gLOL7J0lE0OT4+Pjh9+jQAICUlBYcOHcL9999vPJ6bmwuFom5zi9Xq3Q8//DA+++wzXLp0ybhPkiQAwM8//4yYmBiMHcuB9ERETcq+T4GrhywdRZMyatQofPzxx5gxYwZGjx4NtVqNhx76e8jbsWPHEBAQUKdr1CpRL1q0CD4+PggNDUVkZCQkScLSpUtxzz33YNiwYQgJCcG8efPqFBgREQAU52bg6t7vcPGnT3F173cozs2wdEjWSxiAXxYA2X9aOpIm480338TDDz+MtWvXIj09HTExMWjRogUAIDs7G5s2bTKpYddGrRK1q6sr9u3bhzlz5uDatWvQaDSIj49HZmYmFixYgN9++w2Ojo41Pu/y5csREhICFxcXuLi4IDw8HD/99FOF5WNiYiBJkslLo9HU5lciIhm6ee53HPh4Ei7vWo3UI9txeddqHPh4Em6d32/p0KxXUQ4Q+yo7l1WTVqvF119/jYyMDCQmJpq0Jmu1Wly9ehWLFy+u0zVqPTOZg4MDXnvtNbz22mt1CuB2vr6+ePvtt9GhQwcIIbBmzRqMGjUKR44cQadOncy+x8XFBWfP/j20oKwJnojkrzg3A+nHd6EoMw1qtxbw6jIQ9lp347Ez30VB6EsAAEKUTqIk9CU4vekt9Hx+tbEs1bNbl4D4pcB9CwF+p9ZIVlYWtFotlEolFAoFXF1d63xOWa2e9eCDD2L48OHo0KED7rrrLixZsgRarRb79u2r8D2SJMHb29v4KmtyIKKaa8xm5qpqy+nHd0EYdGbfKww6pB9vuEUQCMClOOCPby0dRZNw8OBBDB06FI6OjmjWrBni4+MBADdu3MCoUaMQFxdXp/PXqkb95JNPVllGkiR88cUXtTk9gNKpSDdu3Ii8vDyEh4dXWC43Nxd+fn4wGAzo3r073nrrrQpr3wBQVFSEoqIik/cTUWniPPNdFIRBB0lSQAgDkuLWImjMPHh06FWv16pObbkoM+2vOMpPRyxJChRlptVrTGTG/hWAT1fAq6OlI5GtPXv2YODAgWjVqhUef/xxfP7558ZjzZs3R1ZWFlasWIH+/fvX+hq1StS7du0q18Ss1+uRkpICvV4PT09PODk51Sqg48ePIzw8HIWFhdBqtdi8eTOCg4PNlg0MDMSXX36JkJAQZGVl4b333kPfvn1x8uRJ+Pr6mn1PVFQUFi1aVKvYiKxVQzUzV9S0XZ3astqtBYQwmC8jDFC7sfWswRn0wK9LgEe+4CpbFZg3bx6CgoKwb98+5OTkmCRqABgwYADWrFlTp2vUqun78uXLSExMNHklJycjPz8fH330EZydnbFz585aBRQYGIijR4/i999/x7PPPosJEybg1KlTZsuGh4cjMjISoaGhiIiIwPfffw9PT0+sWLGiwvPPnTsXWVlZxldZEwWRLattM3NlTeWVNW2X1ZbNKaste3UZCElhvi4hKVTwChlUw9+SaiUzGTj6b0tHIVsHDhzApEmToFarzfaRatWqFVJTU+t0jXpd5tLOzg7Tp0/HqVOnMH36dGzdurXG57C3t0f79u0BAGFhYThw4ACio6MrTb63X79bt26VzgKjVquhVquN21qttsYxElmb2jQzV9ZUrvXpUGkN3Tf8kSpry/ZadwSNmYfTm94yuYakUCFozDzYO7nV3z+AGVd2r8etCweQl5oISalC+EtVP68VQiA5/t9IPRoLfWEenH2D0H74NDh4tDKWObVhEfLSElGclwmVgxZu/qHwHzQJaudmlZzZwo6tBzo+CGg9LR2J7NjZ2cFgMP9ZBkpXmaxrnmmQzmRdu3ZFQkJCvZzLYDCYPFOujF6vx/Hjx+Hj41Mv1yayFTVtZjZpKhcCwqAv/flXIk45uKXSGjogVau27NGhF3o+vxr+AyfBu9tQ+A+chJ4zYurtmfkfX72CtGM7zB4z6HVoHnQPvMOGV/t81/Zuwp8HfkT7YdPQddIHUNprcGLd6zDoio1lXP1DEPjwKwh7diWCHpmHwswUnPnurTr/Lg1KVwQcrlvzrbXq06cPNm0yP6NbXl4eVq9ejYiIiDpdo0ES9Y4dO2o1jnru3LlISEjA5cuXcfz4ccydOxdxcXEYP348ACAyMhJz5841ln/jjTfw888/49KlSzh8+DAef/xxJCUlYfLkyfX2uxDZgpo2M1fVVJ6ZeLTSpm1dQTaCxsyDpLQDJAmSQln6U2lXrrZsr3WHb/gjaDfsOfiGP9LgNekyfhGPo1Xvh+Dk5Vet8kIIXNv/H7S+ZxyaBYbDqUVb3DVyNopzbuHm2b3Gcq16PwQX347QuHnBpXUwfPuORc7VszDozf97ysbZn4DcdEtHITuLFi3CwYMHMWLECOO8H8eOHcPnn3+OsLAwXL9+Ha+//nqdrlGrpu833njD7P7MzEwkJCTg8OHDeOWVV2p83vT0dERGRiIlJQWurq4ICQlBbGwsBg8eDABITk42mTM1IyMDU6ZMQWpqKtzd3REWFoY9e/ZU2PmMiMyraTNzVU3lAKqsoZfVlk06m4UMarREXN+KMlNRkpsBt7ahxn0qjROcWwUi++oZeHYqX6sqKcjB9RNxcPENgkJZr08i659BVzoXePhzlo5EVnr37o1t27bh2WefRWRkJABg9uzZAIB27dph27ZtCAkJqdM1avXJWLhwodn97u7uaNeuHT777DNMmTKlxuetajjXnWPRli1bhmXLltX4OkT0t9t7ZvuGjwEkQJefbUycEAJX935n0nO7qqZyt7bdkJt60fiM+na319DLasvWoKwjnb2Tae94eyc3lOSZjkdP3PklUg5ugaGkCM6tOiJ43IJGi7NOzmwBwiYC9jVvMbVmAwcOxNmzZ3H06FGcP38eBoMB7dq1Q1hYWL1MwlWrRF3Zg3MiajrMdQgrq0V7dOhVYYexDg/MgKRQVZiIfXo+AOdWd1msI1hFruzegCv/+7tTmEFXjJxrZ3Bx+9/rBXd/Zjk0rl4NGodv+CPwDh2Cwqx0XElYh3P/fR/B4xbKf2bF4jzgwg4geJSlI5Gl0NBQhIaG1vt5Zd7WQkQNpaqx06FPfljh8fNbPkL7ETNwYetHFSZiOTZte4cNR/Pge43bZ394F8073o1mHfsa99W297Vx6tO8DNg7exj3F+dlwqmF6epJdo6usHN0hUOzVnBs3hoHPpqAnGtn4OIbVKtr365sqCwA5BcbkHyrEG086nENhFP/AYJGcmrRv1TVcbpsDQpfX99ad3SuVqJOTk6u1cm5JjWRfFXVIezyrzGVHi/Jy6gyEcutadvOwRl2Ds7GbYVKDTsnVzh4tKzzudVu3rDTuiPz8jFovdsBAHRF+ci5dhY+lfQcL3uEYNCVb52oif3792Px4sXYunUrhBAAgIx8Hfxf3Y8Hunjg9eF+6OnvXMVZquHmRSDtBODdpe7nsgL9+/evdktIhw4dsGjRIowbN65G16hWovb3969Vk4xeX76jCRHJQ5Vjp7PSqxxbLbdEXJ8Ks9KhK8hBUdZ1QBiQm3oRAODg0RJKewcAwKHlU+E3YAKad+wLSZLQqtcoXNm9Hg4eLaFx80ZS3FrYO3ugWWDpNMg5184g58/zcGkdDJXGGYUZKUiKXwuNu0+datPff/89xo0bByGEMUmXEQLYduIWfjqRgQ1TgvBwt+a1vo7R8U1M1H/Zvn07Xn75ZRQVFWHKlCnGeUDOnz+Pzz//3LiAVVJSElasWIH/+7//g1KpxJgxY6p9jWol6i+//FL+z06IqEaqHDvt6oX8G+Zb02xhCs/k+H8j/Y+/Z1g8+vkMAEDnx6Pg5l/ai7fg5lXoi/KMZVqFj4G+uBAXtn4MXWEeXFoHo/Nji6H4a/pNhZ0GN8/sQXLC19AXF8Je6wH3dmFofc84KFR2tYpz//79GDduHPR6fbkkXUZvACQIjFt1GnvmhNa9Zp2YAGSnAC6cs2L79u3QaDT4/fffYW9vOs3qc889h/79+2Pfvn1YunQpnnnmGfTo0QNLly6t/0Q9ceLEGgVORJZT9qy0qrm5vboMRFLc2go7hPkPnITMxKNV9txuykIi367w2F0jZ+GukbMqff89r5nOvihJEvz6PwG//k+YLe/k5Y8uT0TVPNBKvPnmm2Zr0ncSAAQE3tyWhP8817luFxUG4Pi3wN0v1O08DSQhIQHvvvsuDh06hJSUFGzevBmjR49ukGt9/fXXeO2118olaQDQaDQYP348lixZgqVLl0Kj0eDxxx+v8frUslrmkojqLvSpaPR64SuEPhVdabmysdMVTTri5OVX7UlJyDKSk5OxZcuWaj9m1BuAH4/fQvKtwrpf/OxPQFFO3c/TAPLy8tC1a1f861//apRrpaVVvJJbSkqKySqNbm5uUCqVNbpGnXp9/+9//8Phw4eRlZVVbsiWJEl1no2FyFYYdMUWmZnKpU1ndJv6KW6cTED+rVTYuTSHZ3A/2Dm5oiA3Cw4+gej8ZDRunPoNRVnXoXb1NDlenxRKlbGJ2JrV573etvXHKmvSdxICiD11CxP61HEImi4H4uRWKLo0bB8Fna7m/1bDhg3DsGHDGiCa8gYOHIgPP/wQffr0wQMPPGBy7Mcff0R0dDQGDfq79eno0aPw9/ev0TVqlahv3bqFESNGYP/+/RBCQJIk44el7L+ZqImqx6ArRublY9AV5lssBo27Dz7+ZjveW875nG3B0/++gKf/XfHiRdW3px7O0bR98sknGDBgAEaNGoVWrVqhXbvSHv8XL17EtWvX4Ofnh48//hgAUFhYiOTk5BpPc12rRP3SSy/hjz/+wLp169C7d28EBAQgNjYWbdu2xbJly7B3717jnKdEVDmDXgddYT4UShUkC9YoX5rxDGZPn2qRa4u/apkeHXpApbbeWa90Rfm4df5gvd3r9Zu34J+v1XxBj88e9UNkr7qt1iWEgEHjDmXk9w16z44cOYLevXsjNzcX2dnZxv13roRoKW3atMHx48fx2WefITY2FklJSQCAoKAgzJw5E1OnToWTkxOA0mfW27Ztq/E1apWot23bhqlTp2LcuHG4efMmAEChUKB9+/b417/+hYcffhgzZ87EN998U5vTE9kkSWUPpZ3lvniUtet0XC/0JSroi/JhZ2cHlZ0FA2lgksEOdnYqKNWO9XKvB/XvB0mKqlHztyQBgzu6wk5Vs+ek5QgBvVIBZQPfM5WqNE3duQLVggULKpzOurE5Ojpi1qxZmDWr8s6HtVWrRJ2ZmYlOnToB+Hs959sflt9///2YN29ePYRHRHKiK8hBxqUjKMnLgJ2TO9wDukHlUA+TaFCttG7lgyED+2FH3O5qdShTKoDhwW5o41E/fxDqnFuhjum+2uLj402m55RDbbqx1CpRt2zZEqmpqQBK/7G8vLxw7NgxjBpVOv/rtWvXOO6ayEIubPsEusIcqDTOaD98er2dN/vqaVxJ+BrCYCitlgmB9GM/o3W/8fUy9SXVzkvPP41f4neb9BUyRwIgQcLcIfU39rmoVTgaK11qtVq4uLg00tUqNnDgwBq/R5Ik7Ny5s+qCFahVor733nuxY8cOvPrqqwCAcePG4Z133oFSqYTBYMCHH36IIUOG1DooIqo9XWEOdPnZVResyTkLcv5K0n/V2v5KCMKgx5WErxH40MusWVtI966d8eXH7+DJ5+dACPMzQioVpUn6m0nt0NNPWy/X1Xm0h84jsF7OVd9yc3Nx4cLfneUSExNx9OhReHh41Hlqa4PBUK4ieuXKFVy6dAmurq4ICAgwXjMzMxPt2rVD69at63TNWiXq2bNnY8eOHSgqKoJarcbChQtx8uRJYy/vfv36GXu5UdOSkZOHHQdOI/VWNrw9XDC4ZxDcnZ0sHRZZWMalI6U1aTOEwYDMxCNoHtyvkaOiMg8OvQ+xm77Cux+vROyuBJOatSSVNnfPHeJTb0kaSjUKukTKdmGOgwcPYsCAAcbtsmfHEyZMQExMTJ3Ofedyy7t378bIkSOxatUqTJgwwfhMXafTYfXq1Xj55ZfrfM1aJWqlUmny0Nzd3R2//PILMjMzoVQq4ezMv6wt5bn31yEjJx/uzo74dPb/1ei9e09cwuI1W6HTG6CQJBiEQMxPezF/4gj06RRQ9QnIapXkZRibu8uRJONazGQ53bt2xjeff4Qr11LQb8Q/kJmVDXcHJQ6+3KnenkmXKQyJhMGxOVBkuSGFlenfv3+Nx5fX1osvvohJkybhqaeeMtmvUqkwZcoUnDlzBrNmzcLvv/9e62vUamayzp07o2vXrnjrrbdMmhfc3NyYpC0sIycfN7JykZFTs/+BMnLysHjNVpToSucL1hsMEEKgRKfHGzFbkZGTV/VJyGroCnJw/WQC/tz/H1w/mQClvaP5JA0AQlQ5XSk1ntatfODoULqspaO9ot6TdIlff+h8e9frOZuyP/74w9jcbU7btm1x/PjxOl2jVol6+fLlaN68OebPn4/AwECEhYXh3XffNY4fo6Znx4HT0OnNN23q9Ab8cvBMI0dElpJ99TTObl6KtCPbcev8fqQd2Y7rJ+MqbOaUFAq4BXRv3CDJIgxubVHUqWZLNFq7li1bYsOGDWZnUNPpdNiwYQNatqzbMqq1StRTp07Fzp07ce3aNURHR8PJyQmvvPIKAgICEB4ejujoaPz55591CowaV+qtbCgq+CJWSBJSbtbvdJEkT6adxkTp4gvGnyid7xsSICkAlM7/3brfeKg09fTsk2RL2DmhIGyqZQfcy9CcOXOwe/du9OnTB59//jni4uIQFxeHVatWoXfv3tizZw9eeumlOl2jTnN9t2jRAtOnT8f06dNx7do1bNy4Ed9++y1mz56NF198ESUldVsInRqPt4cLDBU0bRqEgE8z10aOiCyhsk5jEALNO/eH0k6N4twM2Gvd4RbQnUnaRhSGToJwrIe1rK3M008/DaVSiVdffRVPP/20sUe4EAKenp747LPPMGXKlDpdo06J+nY+Pj7o1KkTgoKCcOLECeTl8ZlmUzK4ZxBiftqLEl35oR0qpQL39eA4WVtQVacxfVE+WnQd3PiBkUWVBNwHvXeopcOQraeeegoTJkzAgQMHkJxcuoa7n58fevToYewFXhd1OoMQAnFxcdiwYQM2b96MGzduwN3dHY8++ijGjeNzjKbg9uFYA7oH4tdDZ6AzCGOvb5VSgfkTR8Dd2XrnX6a/2Tm5s9MYmTC4tkFRx4ZdIcsaqFQqhIeHIzw8vP7PXZs3/fbbb/j222+xadMmpKenw8XFBaNHj8a4ceNw33331ctfENTwzA3HUiok3N8zCPZ2Kvg0c8V9PYKYpG2Ie0A3pB/7+e+JTW7DTmM2SGmPgu5P87l0FbKzs/Hpp5/i119/RXp6OlasWIFevXrh1q1biImJwciRI9G+fftan79WGTUiIgJarRYPPvggxo0bh6FDh8Le3vrXkbUmtw/HAgD9X7UonV5g1+Gz+Hr+k5zoxEbcOX93qz4P49q+702mCpUUCnYas0GFIU9AaL0tHYasXb16FREREbhy5Qo6dOiAM2fOGNe+8PDwwIoVK5CUlITo6OhaX6NWiXrjxo0YMWIENBpNrS9MllWd4VhjB4Q1clTU2MzN3y0pFGjZ52HoC3PZacyGlfgPgM63/ptxrc1LL72EnJwcHD16FF5eXvDy8jI5Pnr0aGzZsqVO16hVon7kET6vaOrKhmPpzTyP5HAs21DZ/N1/7vue83fbML1XCIo6PWrpMJqEn3/+Gf/85z8RHBxsXPb5dgEBAbhy5UqdrlGrcdTU9HE4FlVn/m6yPfrmQaXjpRWNtYBl01ZQUABPT88Kj+fk5NT5GkzUNmpwzyColOZvP4dj2QbjUCxzOH+3TdJ7dUZBr+cBle2s9VxXwcHBSEhIqPD4Dz/8gG7dutXpGkzUNsrd2QnzJ46AnUoJSZKgVCggSRLsVEoOx7IRHIpFt9P59kVBz+mAkh2Da2LmzJlYv349li5diqys0keGBoMBFy5cwBNPPIG9e/fin//8Z52uwXFUNqxPpwB8Pf9J/HLwDFJuZnE4lo3hUCwqU9x+GIo7PizbZSvl7PHHH0dSUhJee+01vPrqqwCAoUOHQggBhUKBt956C6NHj67TNZiobZy7sxN7d9solYMzWvcbb7bXN4di2Y6iTuNQEsDZ5uri1VdfxRNPPIHvvvsOFy5cgMFgQLt27fDwww9XurJWdTFRE9kwF98gBD70MjITj3Aolg1ikq4/bdq0qXMTd0WYqIlsnMrBGc2D+1k6DGpkxR1GMEk3EUzUREQ2Ru8ZjOLAUZYOo8kKCQmpUXlJknDs2LFaX4+JmojIlqg0KOw66a81xak2PDw8jMtZAkBJSQn27NmDkJAQuLvX/2gJJmoiIhtSFDgKwoFD7+oiLi7OZPvGjRvw8vLCBx98gIEDB9b79fgnFRGRjRCOzVHiP8DSYVgdqYGHtTFRExHZiKIOIwAFG1KbGiZqIiIbIDTuXA2rieKfVkRUJ3euZ+0e0I2rbslQiX9/1qabKN41IqpUZYnY3HrW6cd+Rut+4+Hiy4VdZENSoKTNvZaOwmocPnzYZLtsju/z58/Dzc3N7Hu6d6/9lLxM1FRvMnLysOPAaaTeyoa3hwsG9wyCu7OTpcOiOqgsETs2861wPesrCV9zPWsZ0bUIgVC7WDoMq9GjRw+zHciee+65cvuEEJAkCXp9+Tn1q4uJmurF3hOXsHjNVuj0BigkCQYhEPPTXsyfOAJ9OtV9rltqOBXVmHUFOZUm4ubBEVWuZ80Zz+RB16qPpUOwKqtXr27U6zFRU51l5ORh8ZqtKNGVfqHr//pCL9Hp8UbMVnw9/0nWrGWqshpzUdb1ShNxXuoF43vK4XrW8qG0h86ri6WjsCoTJkxo1Oux1zdVW0ZOHr7ddRAfbdqFb3cdREZOHgBgx4HT0OnNf6Hr9Ab8cvBMY4ZJ1WRaYxaAMAAQxhpzUVZaxcseShIEwPWsmwCdV2dApbZ0GFQHrFFTtVTWtJ16KxsKSTLWpG+nkCSk3MyyQMRUlYxLRyqtMeuL8ipNxFqf9ii8dY3rWcuczrubpUOgOmKNmqp0e9O2EAJ6gwFCCGPTtquTBoYKvtANQsCnmWsjR0zVUZKXUWmNWal2gqQw/xUhKRRoFhiO1v3GQ1IoAUh/zR0tQVIouZ61jOg9O1s6BKoj1qipSlU1bQMSVEqF8Rn17VRKBe7rwWE6cmTn5F5pjVnj1gIu/caXe4YtKRTGRMz1rGVOoYJQs+d9U8dETUYVDa+qqmk7K68A8yeOwBsxpk3jKqUC8yeOgLuzowV+G6qKe0A3pB/7udKma5VGW2Ui5nrW8uPl2RxSUTa82JplFWSVqJcvX47ly5fj8uXLAIBOnTph/vz5GDZsWIXv2bhxI15//XVcvnwZHTp0wNKlSzF8+PBGith6VPYM2tvDpcqm7T6dAvD1/Cfxy8EzSLmZBZ9mrrivRxCTtIypHJzRuooac1k5JuKm5df/fgOnnXNRdNcD0Fk6GKozWSVqX19fvP322+jQoQOEEFizZg1GjRqFI0eOoFOnTuXK79mzB4899hiioqLwwAMPYN26dRg9ejQOHz6Mzp35XKa6qhpe9a9ZjyLmp71VNm27Ozth7ICwxguc6oxN19bN4NzS0iFQPZBVZ7IHH3wQw4cPR4cOHXDXXXdhyZIl0Gq12Ldvn9ny0dHRGDp0KF566SUEBQVh8eLF6N69Oz755JNGjrxpq+oZ9MEzyZg/cQTsVEpIkgSlQgFJkmCnUrJp2wqU1Zhb9hqF5sH9mKStiMHRy9IhUD2QVY36dnq9Hhs3bkReXh7Cw82v+LJ3717MmjXLZN+QIUPwww8/NEKE1qM6w6vGDghj0zZREyLsHAB7TjRkDWSXqI8fP47w8HAUFhZCq9Vi8+bNCA4ONls2NTUVLVq0MNnXokULpKamVnj+oqIiFBUVGbdzc3PrJ/AmrDrPoAE2bRM1JQYNJ5yxFrJq+gaAwMBAHD16FL///jueffZZTJgwAadOnaq380dFRcHV1dX4ioiIqLdzN1WDewZBpTT/UeDwKuunK8jB9ZMJ+HP/f3D9ZAJ0BTmWDonqgdCwx7e1kF2itre3R/v27REWFoaoqCh07doV0dHRZst6e3sjLS3NZF9aWhq8vb0rPP/cuXORlZVlfMXHx9dr/E2Ru7MTn0HbqOyrp3F281KkHdmOW+f3I+3IdpzdvBTZV09bOjSqI6Fxs3QIVE9k1/R9J4PBYNJUfbvw8HDs3LkTM2fONO7bsWNHhc+0AUCtVkOt/nveW63WtjvO3D52+h8DwyChdFw0n0Fbv6pWx+IylU2bULNGbS1klajnzp2LYcOGoU2bNsjJycG6desQFxeH2NhYAEBkZCRatWqFqKgoAMALL7yAiIgIvP/++xgxYgTWr1+PgwcPYuXKlZb8NZoMc2OnyyYp4dKU1q+qub65TGXTJuxtuxJiTWTV9J2eno7IyEgEBgZi0KBBOHDgAGJjYzF48GAAQHJyMlJSUozl+/bti3Xr1mHlypXo2rUrNm3ahB9++IFjqKuhqvm7y1bGIutV1VzfXKayaRN2bA2zFrKqUX/xxReVHo+Liyu3b+zYsRg7dmwDRWS9qrM0JXt4W7eq5vrmMpVNm1BqLB0C1RNZ1aip8ZSNnTaHS1PaBveAbpWujsVlKps4pb2lI6B6wkRto6o7dpqsV9lc31ym0joJhawaTKkOmKhtFMdOE/D3XN/e3YfCo0MveHcfisCHX4GLL+9/k6dQWjoCi/rXv/4Ff39/aDQa9O7dG/v377d0SLXGRG1l3J0d0dxVW+WwKo6dpjKc69tKSbabqDds2IBZs2ZhwYIFOHz4MLp27YohQ4YgPT3d0qHVCttGrMyns/+v2mW5NCWRFZNstx72wQcfYMqUKZg0aRIA4LPPPsPWrVvx5Zdf4pVXXrFwdDXHRC0DxSW6CntgNzS1nR1GhHeBXq+HwWAAIJBlgaFZKqUC9na2+XHUlZSgpEQHg0IHQ300com/f5aUlNT9fI1AX6KDvkSHkpISCEXTiLk2yu613pAPqaRhV4qWigogDA33/5TQFcOgb/h7ptOV/jvl5uYiOzvbuP/OyavKFBcX49ChQ5g7d65xn0KhwH333Ye9e/c2WJwNyTa/GWWkuESHo+evIK/Q/OxrjSVmxSf4auW/LBoD1Y/vXhwAL1cH/JmahvC7elg6HKJ6cee6DAsWLMDChQvLlbtx4wb0er3ZBZvOnDnTkCE2GCZqC9PpDcgrLIKdSgk7leWeKU2d/gKefu555BYU4uj5a8jMzYeb1hGhHVpB61D78ZhnktOwYechGAwGSAoJwiCgUCgwblAYOrYp/R+pRKdHiU6PXsEBcNTY3pASXVE+bp0/CKXaEUq7uv/+F//7HnQF2Wjp3QLp5w7WQ4QNT19SDH1RPjw69IBKbd2PXgx/1UQbXHFegy9zqVCqoFA17P+zR44cQe/evREfH4/Q0FDjfnO1aWvFRC0TdiolNPZ2lowAJxP/xNrY36E3GCBJEoQQiDt2AZFD+yDY36fGZ8zJL8Sm+KMQkgRJWfpHiKQsbZndFH8Ur0YOg7OjBoXFJRCFxbCzs4OdnSX/DSxDMtjBzk4FpZ0Kyvr4/aW/fzaVf08FDFAYVLCzs4OqicRca431+xWrrGI9apWqNE1ptVq4uLhUWb558+ZQKpU1XrBJzmy3twGZyMkvxNrY36HTGyAEYDAICFFa4/9q+z7k5BdW+f5fD5/F9/FH8Ovhs8jJL8TBM0nQVzCXtN5gwKGzyQ3xq9g8lcYZKkcXqDRcUMO2VTA9rJWzt7dHWFgYdu7cadxnMBiwc+fOShdskjPWqK3Mh9/uRE5+EZwd1Zj5j0HVfl91kmr/bneZPW6uJh67/xTa+3oZt+8kSRJuZXM+8YbQfvh0S4dAclDRPO42YNasWZgwYQJ69OiBXr164cMPP0ReXp6xF3hTw0RtZXLyi5CVV1Dj92Xk5Ncqqd5eEwdgfL9Ob8C55DSz5ysr5+HS9JvliGTLhodnjRs3DtevX8f8+fORmpqK0NBQbN++vVwHs6aCiZoAlE6UUpukWllN3CAEFBUkf6VCgbDANrUPmIiqYLs1agCYPn06pk+3jtYl2/2Ti0z06OgHZQULNFSWVMtq4uYoFBLuau0FlVIBSSrdlqTSMdORQ/vA2ZGr+xA1GBtu+rY2rFETAMDZUYPIoX3w1fZ9Js+alYrSpAoAvx4+i4ycfLg7O6JHRz84O2qqrIm39/XCuEE9cOhsMm5l58HDxQlhgW2YpJsQXUEOMi4dQUleBuyc3OEe0A0qB3ZUkz0bbvq2NkzUNq6sd3ZZAn5h7ECcTU4zSarJabew5KufynUWixzaBz06+iF2/ymzM6uV1cSdHTUVdkQjecu+ehpXEr6GMBhKa2hCIP3Yz2jdbzwX7pA91qitBRO1Dauot3bk0D7GxFpZZ7Gvtu/Dq5HDKq2Js+YsfxXVmHUFOX8laX1pwb/uvTDocSXhawQ+9DJr1kSNgInaRlUnATs7aqo9bOvVyGFs3m6CKqsxF2VdL91vhjAYkJl4BM2D+zVyxFRtfEZtNZiobVR1E3B1h22xebvpqarG7Orf1Zi8y5EkFOdmNGK0RLaLvQ1sVGW9tW9PwLUdtkXyl3HpSKU1Zn1RnvkkDQBCwF7r3oDREVEZJmobVd0EXNthWyR/JXkZFTePShKUaidIFdx7SaGAW0D3BoyOiMowUduo6ibgsmFbHAttfeyc3CutMWvcWqB1v/GQFEoA0l/DfSRICiVa9xsPlUbbmOFSTVV0b6nJ4TNqG1XVuGlnR43J0K3+oXdBkoC8wmJ2FrMS7gHdkH7s57+fUd+mrMas0mgR+NDLyEw8guLcDNhr3Y37iahxMFHbsGB/nwp7a5sbulWWxGuz5CXJj8rBGa37jS/X61tSKExqzCoHZ/bubpJYo7YWTNQ2zlxv7eoO3aKmz8U3iDVma8Wmb6vBRE3l1GXJS2p6WGO2VkzU1oKJ2sbdOYVoj45+tV7ykoiI6h8TtQ2raArRbh1ac+w0UVMnKS0dAdUTDs+yUbc/hxYCMBgEhCh9Dn34XDIUFay8w7HTRE1EBcMvqenhnbRRlT2HNgiB7ne15thpIiIZYNO3jarqObSdSsmFNoiIZICJ2kZVZwpRLrRBRGR5bPq2UZzDm4ioaWCitlGcw5vK6ApycP1kAv7c/x9cP5kAXUGOpUMiotuw6duGVTaFKNmG7Kuny00hmn7sZ7TuNx4uvkGWDo+IwERt8/gc2nbpCnL+StJ/LcrxV58FYdDjSsLXCHzoZagcnC0YIREBbPomslkZl46U1qTNEAYDMhOPNHJERGQOEzWRjSrJyyht7jZHklCcm9G4ARGRWUzURDbKzsm94hWWhIC91r1xAyIis5ioiWyUe0A3SBUM0ZMUCrgFdG/kiIjIHCZqIhulcnBG637jISmUACRAUgCQICmUaN1vPNekJpIJ9vomsmEuvkEIfOhlZCYeQXFuBuy17nAL6M4kTSQjTNRENk7l4Izmwf0sHQYRVYBN30RERDLGRE1ERCRjbPq2cTn5hTh4JgkZOflwd3ZEj45+nEKUiEhGmKht2MnEP7E29nfoDQbj2tSx+08hcmgfBPv7WDo8IiICm75tVk5+IdbG/g6d3gAhAINBQAhApzfgq+37kJNfaOkQiYgITNQ26+CZJOgrmOdZbzDg0NnkRo6IiIjMYaK2URk5+ZAqmOdZkiTcys5r5IiIiMgcWSXqqKgo9OzZE87OzvDy8sLo0aNx9uzZSt8TExMDSZJMXhoNO0NVxd3ZEaKCeZ6FEPBwcWrkiIiIyBxZJer4+HhMmzYN+/btw44dO1BSUoL7778feXmV1+5cXFyQkpJifCUlJTVSxE1Xj45+UFYwz7NSoUBYYJtGjoiIiMyRVa/v7du3m2zHxMTAy8sLhw4dQr9+Fc+cJEkSvL29Gzo8q+LsqEHk0D74avs+k17fSoUCkUP7cIgWEZFMyCpR3ykrKwsA4OHhUWm53Nxc+Pn5wWAwoHv37njrrbfQqVMns2WLiopQVFRk8l5bFezvg1cjh+HQ2WTcys6Dh4sTwgLbMEkTEcmIbBO1wWDAzJkzcffdd6Nz584VlgsMDMSXX36JkJAQZGVl4b333kPfvn1x8uRJ+Pr6lisfFRWFRYsWNWToTYqzowb9u91l6TCIiKgCsnpGfbtp06bhxIkTWL9+faXlwsPDERkZidDQUEREROD777+Hp6cnVqxYYbb83LlzkZWVZXzFx8c3RPhERET1QpY16unTp2PLli1ISEgwWyuujJ2dHbp164YLFy6YPa5Wq6FWq43bWi2X86sIpxclIrI8WSVqIQSef/55bN68GXFxcWjbtm2Nz6HX63H8+HEMHz68ASK0HZxelIhIHmTV9D1t2jT8+9//xrp16+Ds7IzU1FSkpqaioKDAWCYyMhJz5841br/xxhv4+eefcenSJRw+fBiPP/44kpKSMHnyZEv8Chbn7KiGq5MDnB3VVReuAKcXJSJbsGTJEvTt2xeOjo5wc3OzdDgVklWNevny5QCA/v37m+xfvXo1Jk6cCABITk6G4rbxvxkZGZgyZQpSU1Ph7u6OsLAw7NmzB8HBwY0VtqzM/MegGpU317xdnelF2QGNiJq64uJijB07FuHh4fjiiy8sHU6FZJWoK5op63ZxcXEm28uWLcOyZcsaKCLrVlHzdntfL+P2nTi9KBFZi7IRQDExMZYNpAqyStTUeG5v3gb+/iNJpzfgXHIapxclIpIJJmobVVnztkEIKCqoUXN6USKyhNzcXGRnZxu37xzBY81k1ZmMGk9lq2cpFBLuau0FlVIBSSrdliRApeT0okRkGREREXB1dTW+oqKizJZ75ZVXyi3UdOfrzJkzjRx93bBGbaOqWj2rva8Xxg3qwelFiUgW4uPjERoaatyuqDY9e/ZsY+fjigQEBNRjZA2PidpG9ejoh9j9p4zPqG9X1rzN6UWJSC60Wi1cXFyqLOfp6QlPT89GiKjxsOnbRpWtnsXmbSKyVcnJyTh69CiSk5Oh1+tx9OhRHD16VHaLNbFGbcO4ehYR2bL58+djzZo1xu1u3boBAH799ddy83lYEhO1jWPzNhHZqpiYGNmPoQbY9E1ERCRrrFFThbh6FhGR5TFRk1lcPYuISB7Y9E3lcPUsIiL5YKKmcqqzehYRETUONn3bOHPPocumF+XqWURElsdEbcMqeg7drUNrrp5FRCQTbPq2UZU9hz58LhkKyfxHg6tnERE1LiZqG1XVMpfd72rN6UWJiGSATd82qqrn0HYqJacXJSKSASZqG1XVMpceLk6cXpSISAbY9G2jenT0g1LB59BERHLHRG2juMwlEVHTwKZvG8ZlLomI5I+J2sbxOTQRkbyx6ZuIiEjGmKiJiIhkjImaiIhIxpioiYiIZIyJmoiISMaYqImIiGSMiZqIiEjGOI76L6dPn7bIdQuKSnDu0lVo1HZQ29nm7Sgq0aGwqAT2RVlwUNtZOpxGpysuQHbyOSjsNVCq7C0djkXodcUwFBfCJVcFlb2DyTEfHx/4+PhYKLK6SUlJQUpKiqXDaNIs9d0sJ7aZGW7j4+ODiIgIPP7445YOhYjMWLBgARYuXGjpMGplxYoVWLRokaXDaPIiIiKa7B9r9UESFS2hZENs/a/e3NxcREREID4+Hlqt1tLhkAXI+TPAGnXNyfl+1kZT/gzUByZqQnZ2NlxdXZGVlQUXFxdLh0MWwM+AdeH9tC7sTEZERCRjTNREREQyxkRNUKvVWLBgAdRqtaVDIQvhZ8C68H5aFz6jJiIikjHWqImIiGSMiZqIiEjGmKipXl2+fBmSJCEmJsbSoRARWQUmagu6ePEipk6dioCAAGg0Gri4uODuu+9GdHQ0CgoKGuy6p06dwsKFC3H58uUGu0Z1LFmyBCNHjkSLFi0gSVKTnX2qMUiSVK1XXFxcna+Vn5+PhQsX1uhcvJc1w/tJNWHzU4haytatWzF27Fio1WpERkaic+fOKC4uxu7du/HSSy/h5MmTWLlyZYNc+9SpU1i0aBH69+8Pf3//BrlGdbz22mvw9vZGt27dEBsba7E4moK1a9eabH/11VfYsWNHuf1BQUF1vlZ+fr5x2sv+/ftX6z28lzXD+0k1wURtAYmJiXj00Ufh5+eHXbt2mUyNN23aNFy4cAFbt261YIR/E0KgsLAQDg4OVReuocTERPj7++PGjRvw9PSs9/Nbkzvnot+3bx927NghmznqeS9rhveTaoJN3xbwzjvvIDc3F1988YXZ+Wvbt2+PF154wbit0+mwePFitGvXDmq1Gv7+/pg3bx6KiopM3ufv748HHngAu3fvRq9evaDRaBAQEICvvvrKWCYmJgZjx44FAAwYMKBcE1vZOWJjY9GjRw84ODhgxYoVAIBLly5h7Nix8PDwgKOjI/r06VOnPygsWZu3RgaDAR9++CE6deoEjUaDFi1aYOrUqcjIyDApd/DgQQwZMgTNmzeHg4MD2rZtiyeffBJAaR+Dsi/mRYsWGT8fVTV98l7WP95PKsMatQX8+OOPCAgIQN++fatVfvLkyVizZg3GjBmD2bNn4/fff0dUVBROnz6NzZs3m5S9cOECxowZg6eeegoTJkzAl19+iYkTJyIsLAydOnVCv379MGPGDHz00UeYN2+esWnt9ia2s2fP4rHHHsPUqVMxZcoUBAYGIi0tDX379kV+fj5mzJiBZs2aYc2aNRg5ciQ2bdqEhx56qP7+gahWpk6dipiYGEyaNAkzZsxAYmIiPvnkExw5cgT/+9//YGdnh/T0dNx///3w9PTEK6+8Ajc3N1y+fBnff/89AMDT0xPLly/Hs88+i4ceeggPP/wwACAkJMSSv5pN4v0kI0GNKisrSwAQo0aNqlb5o0ePCgBi8uTJJvtffPFFAUDs2rXLuM/Pz08AEAkJCcZ96enpQq1Wi9mzZxv3bdy4UQAQv/76a7nrlZ1j+/btJvtnzpwpAIjffvvNuC8nJ0e0bdtW+Pv7C71eL4QQIjExUQAQq1evrtbvJ4QQ169fFwDEggULqv0eWzdt2jRx+/++v/32mwAgvv76a5Ny27dvN9m/efNmAUAcOHCgwnPX5X7wXtYO7ydVhk3fjSw7OxsA4OzsXK3y27ZtAwDMmjXLZP/s2bMBoFzTc3BwMO69917jtqenJwIDA3Hp0qVqx9i2bVsMGTKkXBy9evXCPffcY9yn1Wrx9NNP4/Llyzh16lS1z0/1b+PGjXB1dcXgwYNx48YN4yssLAxarRa//vorAMDNzQ0AsGXLFpSUlFgwYqoM7yfdjom6kZUtOZeTk1Ot8klJSVAoFGjfvr3Jfm9vb7i5uSEpKclkf5s2bcqdw93dvdxzrcq0bdvWbByBgYHl9pc1md8ZBzWu8+fPIysrC15eXvD09DR55ebmIj09HQAQERGBRx55BIsWLULz5s0xatQorF69ulx/B7Is3k+6HZ9RNzIXFxe0bNkSJ06cqNH7JEmqVjmlUml2v6jBlO4N0cObGpbBYICXlxe+/vprs8fLOhRJkoRNmzZh3759+PHHHxEbG4snn3wS77//Pvbt2wetVtuYYVMFeD/pdkzUFvDAAw9g5cqV2Lt3L8LDwyst6+fnB4PBgPPnz5t0+EpLS0NmZib8/PxqfP3qJv074zh79my5/WfOnDEeJ8tp164dfvnlF9x9993V+kOrT58+6NOnD5YsWYJ169Zh/PjxWL9+PSZPnlyrzwfVL95Puh2bvi1gzpw5cHJywuTJk5GWllbu+MWLFxEdHQ0AGD58OADgww8/NCnzwQcfAABGjBhR4+s7OTkBADIzM6v9nuHDh2P//v3Yu3evcV9eXh5WrlwJf39/BAcH1zgOqj//+Mc/oNfrsXjx4nLHdDqd8V5nZGSUa10JDQ0FAGNzqaOjI4CafT6ofvF+0u1Yo7aAdu3aYd26dRg3bhyCgoJMZibbs2cPNm7ciIkTJwIAunbtigkTJmDlypXIzMxEREQE9u/fjzVr1mD06NEYMGBAja8fGhoKpVKJpUuXIisrC2q1GgMHDoSXl1eF73nllVfwzTffYNiwYZgxYwY8PDywZs0aJCYm4rvvvoNCUfO/+dauXYukpCTk5+cDABISEvDmm28CAJ544gnW0msgIiICU6dORVRUFI4ePYr7778fdnZ2OH/+PDZu3Ijo6GiMGTMGa9aswaeffoqHHnoI7dq1Q05ODlatWgUXFxfjH4UODg4IDg7Ghg0bcNddd8HDwwOdO3dG586dK7w+72X94v0kExbudW7Tzp07J6ZMmSL8/f2Fvb29cHZ2Fnfffbf4+OOPRWFhobFcSUmJWLRokWjbtq2ws7MTrVu3FnPnzjUpI0Tp0KoRI0aUu05ERISIiIgw2bdq1SoREBAglEqlyVCtis4hhBAXL14UY8aMEW5ubkKj0YhevXqJLVu2mJSpyfCsiIgIAcDsy9zQMfrbncN5yqxcuVKEhYUJBwcH4ezsLLp06SLmzJkj/vzzTyGEEIcPHxaPPfaYaNOmjVCr1cLLy0s88MAD4uDBgybn2bNnjwgLCxP29vbVGp7De1k3vJ9UGUmIGvQyIiIiokbFZ9REREQyxkRNREQkY0zUREREMsZETUREJGNM1ERERDLGRE1ERCRjTNQy9s4776Bjx44wGAyWDqXOXnnlFfTu3dvSYTQ5/AyQOZcvX4YkSYiJibF0KNQImKhlKjs7G0uXLsXLL79snPVLkiRIkoT333+/XPmYmBhIkoSDBw/W+drff/89xo0bh4CAADg6OiIwMBCzZ8+ucArC//73v+jevTs0Gg3atGmDBQsWQKfTmZSZOXMmjh07hv/+9791js9W8DNARAA4M5lcLVu2TLi4uIiCggLjPvw1M1CLFi1EXl6eSfnVq1dXuYB8dTVr1kx06dJFvP7662LVqlVixowZwt7eXnTs2FHk5+eblN22bZuQJEkMGDBArFy5Ujz//PNCoVCIZ555ptx5//GPf4h77723zvHZCn4GqCIGg0EUFBQInU5n6VCoETBRy1RISIh4/PHHTfYBEKGhoQKAeP/9902O1eeXtLkpAtesWSMAiFWrVpnsDw4OFl27dhUlJSXGfa+++qqQJEmcPn3apOymTZuEJEni4sWLdY7RFvAzQERCCMGmbxlKTEzEH3/8gfvuu6/csbvvvhsDBw7EO++8g4KCgga5fv/+/cvte+ihhwAAp0+fNu47deoUTp06haeffhoq1d/ruzz33HMQQmDTpk0m5yj7ff7zn/80QNTWhZ8B67dw4UJIkoRz587h8ccfh6urKzw9PfH6669DCIErV65g1KhRcHFxgbe3t8njDnPPqCdOnAitVotr165h9OjR0Gq18PT0xIsvvgi9Xm8sFxcXB0mSEBcXZxKPuXOmpqZi0qRJ8PX1hVqtho+PD0aNGoXLly830L8KmcNELUN79uwBAHTv3t3s8YULFyItLQ3Lly+v9DxFRUW4ceNGtV5VSU1NBQA0b97cuO/IkSMAgB49epiUbdmyJXx9fY3Hy7i6uqJdu3b43//+V+X1bB0/A7Zj3LhxMBgMePvtt9G7d2+8+eab+PDDDzF48GC0atUKS5cuRfv27fHiiy8iISGh0nPp9XoMGTIEzZo1w3vvvYeIiAi8//77WLlyZa1ie+SRR7B582ZMmjQJn376KWbMmIGcnBwkJyfX6nxUO1zmUobOnDkDAGjbtq3Z4/feey8GDBiAd999F88++2yFC8t/8803mDRpUrWuKapYm2Xp0qVQKpUYM2aMcV9KSgoAwMfHp1x5Hx8f/Pnnn+X2BwQE4NSpU9WKyZbxM2A7evXqhRUrVgAAnn76afj7+2P27NmIiorCyy+/DAB47LHH0LJlS3z55Zfo169fhecqLCzEuHHj8PrrrwMAnnnmGXTv3h1ffPEFnn322RrFlZmZiT179uDdd9/Fiy++aNw/d+7cmv6KVEdM1DJ08+ZNqFQqaLXaCsssXLgQERER+Oyzz/DPf/7TbJkhQ4Zgx44ddY5n3bp1+OKLLzBnzhx06NDBuL+s2VWtVpd7j0ajQXZ2drn97u7u5WpZVB4/A7Zj8uTJxv9WKpXo0aMHrl69iqeeesq4383NDYGBgbh06VKV53vmmWdMtu+9916sXbu2xnE5ODjA3t4ecXFxeOqpp+Du7l7jc1D9YKJuovr164cBAwbgnXfeKfc/ZhkfHx+zNZ2a+O233/DUU09hyJAhWLJkicmxslpcUVFRufcVFhaareUJISBJUp1iolL8DFiHNm3amGy7urpCo9GYPGIo23/z5s1Kz6XRaODp6Wmyz93dHRkZGTWOS61WY+nSpZg9ezZatGiBPn364IEHHkBkZCS8vb1rfD6qPT6jlqFmzZpBp9MhJyen0nILFixAamqqsdnsTgUFBUhNTa3Wy5xjx45h5MiR6Ny5MzZt2mTSWQj4u7mzrPnzdikpKWjZsmW5/RkZGeW+gKg8fgZsh1KprNY+oOrHExW973YV/ZF0e4ezMjNnzsS5c+cQFRUFjUaD119/HUFBQWwRaWRM1DLUsWNHAKU9fysTERGB/v37Y+nSpWZ7/27YsMFYo6rqdaeLFy9i6NCh8PLywrZt28w2wYaGhgJAuQk2/vzzT1y9etV4/HaJiYkICgqq9Pcifgao4ZQ1Yd85eU1SUpLZ8u3atcPs2bPx888/48SJEyguLjY74Q41HDZ9y1B4eDiA0i+/kJCQSssuXLgQ/fv3N9urs7bPJ1NTU3H//fdDoVAgNja2XFNamU6dOqFjx45YuXIlpk6davxrfvny5ZAkyaTTEQBkZWXh4sWLNe7UYov4GaCG4ufnB6VSiYSEBIwePdq4/9NPPzUpl5+fD4VCAY1GY9zXrl07ODs7m33UQQ2HiVqGAgIC0LlzZ/zyyy948sknKy0bERGBiIgIxMfHlztW2+eTQ4cOxaVLlzBnzhzs3r0bu3fvNh5r0aIFBg8ebNx+9913MXLkSNx///149NFHceLECXzyySeYPHlyuVrTL7/8AiEERo0aVeOYbA0/A9RQXF1dMXbsWHz88ceQJAnt2rXDli1bkJ6eblLu3LlzGDRoEP7xj38gODgYKpUKmzdvRlpaGh599FELRW+jLDXTClXugw8+EFqt1mS6RgBi2rRp5cr++uuvxqkl62NWqrJzmXtFRESUK79582YRGhoq1Gq18PX1Fa+99pooLi4uV27cuHHinnvuqXN8toKfAeu2YMECAUBcv37dZP+ECROEk5NTufIRERGiU6dOQgghEhMTBQCxevXqKt9Xdp3bXb9+XTzyyCPC0dFRuLu7i6lTp4oTJ06YnPPGjRti2rRpomPHjsLJyUm4urqK3r17i2+//baOvznVlCREFb0TyCKysrIQEBCAd955x2SYRlOVmpqKtm3bYv369axNVRM/A0QEsDOZbLm6umLOnDl49913rWKJww8//BBdunThF3QN8DNARADAGjUREZGMsUZNREQkY0zUREREMsZETUREJGNM1ERERDLGRE1ERBW6fPkyJElCTEyMpUOxWUzURET15OLFi5g6dSoCAgKg0Wjg4uKCu+++G9HR0WbnYq8vp06dwsKFC3H58uUGu0Z1LFmyBCNHjkSLFi0gSRIWLlxo0XisBacQJSKqB1u3bsXYsWOhVqsRGRmJzp07o7i4GLt378ZLL72EkydPmp2PvT6cOnUKixYtQv/+/eHv798g16iO1157Dd7e3ujWrRtiY2MtFoe1YaImIqqjxMREPProo/Dz88OuXbtM5lefNm0aLly4gK1bt1owwr8JISpcK7yuEhMT4e/vjxs3blS4kAvVHJu+iYjq6J133kFubi6++OILs4ugtG/fHi+88IJxW6fTYfHixWjXrh3UajX8/f0xb968cqtS+fv744EHHsDu3bvRq1cvaDQaBAQE4KuvvjKWiYmJwdixYwEAAwYMgCRJkCQJcXFxJueIjY1Fjx494ODgYFy//NKlSxg7diw8PDzg6OiIPn361OkPCkvW5q0ZEzURUR39+OOPCAgIQN++fatVfvLkyZg/fz66d++OZcuWISIiAlFRUWZXpbpw4QLGjBmDwYMH4/3334e7uzsmTpyIkydPAgD69euHGTNmAADmzZuHtWvXYu3atSYrl509exaPPfYYBg8ejOjoaISGhiItLQ19+/ZFbGwsnnvuOSxZsgSFhYUYOXIkNm/eXA//KlRvLLokCBFRE5eVlSUAiFGjRlWr/NGjRwUAMXnyZJP9L774ogAgdu3aZdzn5+cnAIiEhATjvvT0dKFWq8Xs2bON+zZu3CgAiF9//bXc9crOsX37dpP9M2fOFADEb7/9ZtyXk5Mj2rZtK/z9/YVerxdCmF+pqyrXr18XAMSCBQuq/R6qGGvURER1kJ2dDQBwdnauVvlt27YBAGbNmmWyf/bs2QBQruk5ODgY9957r3Hb09MTgYGBuHTpUrVjbNu2LYYMGVIujl69euGee+4x7tNqtXj66adx+fJlnDp1qtrnp4bFRE1EVAcuLi4AgJycnGqVT0pKgkKhQPv27U32e3t7w83NDUlJSSb727RpU+4c7u7uyMjIqHaMbdu2NRtHYGBguf1lTeZ3xkGWw0RNRFQHLi4uaNmyJU6cOFGj90mSVK1ySqXS7H5Rg4UPG6KHNzUeJmoiojp64IEHcPHiRezdu7fKsn5+fjAYDDh//rzJ/rS0NGRmZsLPz6/G169u0r8zjrNnz5bbf+bMGeNxkgcmaiKiOpozZw6cnJwwefJkpKWllTt+8eJFREdHAwCGDx8OAPjwww9NynzwwQcAgBEjRtT4+k5OTgCAzMzMar9n+PDh2L9/v8kfF3l5eVi5ciX8/f0RHBxc4zioYXDCEyKiOmrXrh3WrVuHcePGISgoyGRmsj179mDjxo2YOHEiAKBr166YMGECVq5ciczMTERERGD//v1Ys2YNRo8ejQEDBtT4+qGhoVAqlVi6dCmysrKgVqsxcOBAeHl5VfieV155Bd988w2GDRuGGTNmwMPDA2vWrEFiYiK+++47KBQ1r8etXbsWSUlJyM/PBwAkJCTgzTffBAA88cQTrKXXlqW7nRMRWYtz586JKVOmCH9/f2Fvby+cnZ3F3XffLT7++GNRWFhoLFdSUiIWLVok2rZtK+zs7ETr1q3F3LlzTcoIUTq0asSIEeWuExERISIiIkz2rVq1SgQEBAilUmkyVKuicwghxMWLF8WYMWOEm5ub0Gg0olevXmLLli0mZWoyPCsiIkIAMPsyN3SMqkcSogY9EoiIiKhR8Rk1ERGRjDFRExERyRgTNRERkYwxURMREckYEzUREZGMMVETERHJGBM1ERGRjDFRExERyRgTNRERkYwxURMREckYEzUREZGMMVETERHJGBM1ERGRjP0/aeZuCD+Z2o0AAAAASUVORK5CYII=", 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", 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" ] @@ -956,7 +947,6 @@ }, { "cell_type": "markdown", - "id": "5b566185", "metadata": {}, "source": [ "Instead of a Gardner-Altman plot, you can generate a **Cumming estimation\n", @@ -970,12 +960,11 @@ { "cell_type": "code", "execution_count": null, - "id": "e4b10d17", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -990,317 +979,6 @@ }, { "cell_type": "markdown", - "id": "6af069aa", - "metadata": {}, - "source": [ - "The ``dabest`` package also implements a range of estimation plot\n", - "designs aimed at depicting common experimental designs.\n", - "\n", - "The **multi-two-group estimation plot** tiles two or more Cumming plots\n", - "horizontally, and is created by passing a *nested tuple* to ``idx`` when\n", - "``dabest.load()`` is first invoked.\n", - "\n", - "Thus, the lower axes in the Cumming plot is effectively a [forest\n", - "plot](https://en.wikipedia.org/wiki/Forest_plot), commonly used in\n", - "meta-analyses to aggregate and to compare data from different experiments." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1caaaff8", - "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", - "\n", - "multi_2group.mean_diff.plot();" - ] - }, - { - "cell_type": "markdown", - "id": "cc59ca70", - "metadata": {}, - "source": [ - "The **shared control plot** displays another common experimental\n", - "paradigm, where several test samples are compared against a common\n", - "reference sample.\n", - "\n", - "This type of Cumming plot is automatically generated if the tuple passed\n", - "to ``idx`` has more than two data columns." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1ab93ba9", - "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" - ] - } - ], - "source": [ - "shared_control = dabest.load(df, idx=(\"Control 1\", \"Test 1\",\n", - " \"Test 2\", \"Test 3\",\n", - " \"Test 4\", \"Test 5\", \"Test 6\")\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "688420ee", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "2. Test 2 minus Control 1\n", - "3. Test 3 minus Control 1\n", - "4. Test 4 minus Control 1\n", - "5. Test 5 minus Control 1\n", - "6. Test 6 minus Control 1\n", - "\n", - "5000 resamples will be used to generate the effect size bootstraps." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "shared_control" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cc3cc602", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "The unpaired mean difference between Control 1 and Test 2 is -0.542 [95%CI -0.914, -0.211].\n", - "The p-value of the two-sided permutation t-test is 0.0042, calculated for legacy purposes only. \n", - "\n", - "The unpaired mean difference between Control 1 and Test 3 is 0.174 [95%CI -0.295, 0.628].\n", - "The p-value of the two-sided permutation t-test is 0.479, calculated for legacy purposes only. \n", - "\n", - "The unpaired mean difference between Control 1 and Test 4 is 0.79 [95%CI 0.306, 1.31].\n", - "The p-value of the two-sided permutation t-test is 0.0042, calculated for legacy purposes only. \n", - "\n", - "The unpaired mean difference between Control 1 and Test 5 is 0.265 [95%CI 0.0137, 0.497].\n", - "The p-value of the two-sided permutation t-test is 0.0404, calculated for legacy purposes only. \n", - "\n", - "The unpaired mean difference between Control 1 and Test 6 is 0.288 [95%CI -0.00441, 0.515].\n", - "The p-value of the two-sided permutation t-test is 0.0324, calculated for legacy purposes only. \n", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "shared_control.mean_diff" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "278fa389", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "shared_control.mean_diff.plot();" - ] - }, - { - "cell_type": "markdown", - "id": "0848f20b", - "metadata": {}, - "source": [ - "Thus ``dabest`` empowers you to perform robust analyses and present complex visualizations of your statistics elegantly." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a638c960", - "metadata": {}, - "outputs": [], - "source": [ - "multi_groups = dabest.load(df, idx=((\"Control 1\", \"Test 1\",),\n", - " (\"Control 2\", \"Test 2\",\"Test 3\"),\n", - " (\"Control 3\", \"Test 4\",\"Test 5\", \"Test 6\")\n", - " ))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "854216aa", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "2. Test 2 minus Control 2\n", - "3. Test 3 minus Control 2\n", - "4. Test 4 minus Control 3\n", - "5. Test 5 minus Control 3\n", - "6. Test 6 minus Control 3\n", - "\n", - "5000 resamples will be used to generate the effect size bootstraps." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "multi_groups" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8a3b6380", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "The unpaired mean difference between Control 2 and Test 2 is -1.38 [95%CI -1.93, -0.895].\n", - "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", - "\n", - "The unpaired mean difference between Control 2 and Test 3 is -0.666 [95%CI -1.3, -0.103].\n", - "The p-value of the two-sided permutation t-test is 0.0352, calculated for legacy purposes only. \n", - "\n", - "The unpaired mean difference between Control 3 and Test 4 is 0.362 [95%CI -0.114, 0.887].\n", - "The p-value of the two-sided permutation t-test is 0.161, calculated for legacy purposes only. \n", - "\n", - "The unpaired mean difference between Control 3 and Test 5 is -0.164 [95%CI -0.404, 0.0742].\n", - "The p-value of the two-sided permutation t-test is 0.208, calculated for legacy purposes only. \n", - "\n", - "The unpaired mean difference between Control 3 and Test 6 is -0.14 [95%CI -0.398, 0.102].\n", - "The p-value of the two-sided permutation t-test is 0.282, calculated for legacy purposes only. \n", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "multi_groups.mean_diff" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c91c9d44", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_groups.mean_diff.plot();" - ] - }, - { - "cell_type": "markdown", - "id": "66ca9423", "metadata": {}, "source": [ "### Using long (aka 'melted') data frames" @@ -1308,7 +986,6 @@ }, { "cell_type": "markdown", - "id": "1f532032", "metadata": {}, "source": [ "``dabest`` can also handle 'melted' or 'long' data. This term is used because each row now corresponds to a single data point, with one column carrying the value and other columns containing 'metadata'\n", @@ -1323,7 +1000,6 @@ { "cell_type": "code", "execution_count": null, - "id": "f529430a", "metadata": {}, "outputs": [ { @@ -1424,7 +1100,6 @@ }, { "cell_type": "markdown", - "id": "1ffb38fa", "metadata": {}, "source": [ "When your data is in this format, you need to specify the ``x`` and\n", @@ -1434,25 +1109,16 @@ { "cell_type": "code", "execution_count": null, - "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", + "DABEST v2024.03.30\n", "==================\n", " \n", - "Good morning!\n", - "The current time is Thu Dec 19 10:37:06 2024.\n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:03 2025.\n", "\n", "Effect size(s) with 95% confidence intervals will be computed for:\n", "1. Test 1 minus Control 1\n", @@ -1473,25 +1139,36 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "id": "9a6f8668", + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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sbCxsbGyMqoPTsyxMm0Z+2DD7New7cQn3HqbAs5ozurYIZJImqhT0P7qqyk6cOIFOnTpp30+ZMgUAMHz4cERGRuLevXvapA3kt2B37dqFt99+G0uXLoWXlxe+/fZbk0zNAoCOHTti5cqVeP3111G7dm2dc7dv38aqVat04i8LJmoL5OpojwGdQswdBhFRsTp27KizI9XT9K061rFjR5w+fdqEUf1n/vz5aNWqFRo1aoRRo0ahUaNGAIBz585hzZo1EEUR8+fPN6oOJmoiospCrBqDyaqSgIAA/PHHH5g4cSIWL16scy40NBTLli1DYKBx43+YqImIKguN2twRkB5BQUGIiYnBgwcPcOPGDQCAn5+f0SuSFWCiJiKqLNR55o6AilC9evVyS85PYqImIqosOD1LktRqNaKionDjxg0kJSUVeqYuCAI++OCDMl+fiZqIqLLI5Xr8UnPixAm8/PLLuHPnjsFBb8Ymas6jJiKqLHLSzB0BPeXNN99EVlYWtm/fjkePHkGj0RR6qdXGjS1gi5qIqLLI5nr8UvPPP/9gwYIFeOGFF0xWB1vURESVReZDc0dAT/Hy8ipynnd5YKK2QElpGfjpwAks23IAPx04wX2oiSqLzAfmjoCeMm3aNKxevRqpqakmq4Nd3xbm8LkbmL9uF1RqDWSCAI0oIvJ/hzF7RG+0aeRn7vCIqCjpCcWXoQqVlpYGBwcH1KtXD4MGDUKdOnUgl8t1ygiCYNRa40zUFiQpLQPz1+1Cnip/YIP6cXdNnkqNDyN3YcPs1+DqaG/OEImoKGnx5o6AnvLOO+9o//urr77SW4aJmkps7/GLUKn1L0GoUmuw78QlrgFOJGUpdwBRBATB3JHQY7GxsSavg4nagsQ/SoVMELQt6SfJBAH3HnJEKZGk5WYAWUmAnZu5I6HHvL29TV4HE7UFqenmBI2B0YkaUYRnNecKjoiISi0plolagu7evYuDBw8iMTERL7/8Mry8vKBWq5GSkgJnZ+dCz61Lg6O+LUi3loFQyPXfcoVchq4tjNvhhYgqwMMb5o6AniCKIqZMmQJfX18MHToUU6ZMwZUrVwAA6enp8PHxwZdffmlUHUzUFsTV0R6zR/SGlUIOQRAgl8kgCAKsFHLMHtEbro525g6RiIrz4LK5I6AnLFq0CEuXLsU777yDvXv36sypdnZ2xksvvYSff/7ZqDrY9W1h2jTyw4bZr2HfiUu49zAFntWc0bVFIJM0UWURf87cEdATVq9ejfDwcHz88cd4+LDwgjRBQUH43//+Z1QdTNQWyNXRnqO7iSqrtHtAeiLg4G7uSAjA7du30a5dO4Pn7e3tjV4MhV3fRESVzZ0T5o6AHnN3d8ft27cNnj958iTq1q1rVB1M1ERElU3cIXNHQI+99NJLWLFiBW7c+G+Qn/B4nvtvv/2GyMhIDBgwwKg6mKiJiCqb28eBvGxzR0EA5s2bB09PTwQHByM8PByCIGDhwoXo0KEDevbsiaCgIMycOdOoOpioiYgkrkWLFvDy8kKLj0/lH1BlA7ePmjcoApA/svvIkSN47733cPfuXdjY2CAmJgbJycmYM2cO/vjjD9jZGTdYl4PJiIgkLj4+Hnfv3gVcrP87eG0v4BdmvqAI2dnZWLVqFYKDgzFr1izMmjXLJPWwRU1EVBndOgRkPjJ3FBbNxsYG06ZNw+XLpp3bzkRNRFQZadTAOeMW0iDjNW7cGDdv3jRpHUzURESV1bmtbFWb2YIFC7By5Urs27fPZHWU+Rn1vn37cODAAXz88cd6z7///vvo0qULOnfuXObgiIioCHmZwLFVQMfp5o7EYn311Vdwc3ND9+7d4evrC19fX9ja2uqUEQQBO3bsKHMdZU7U8+fPL3IS9927d/HRRx8xURMRmdLl/wH1ugJeLcwdiUX6559/IAgC6tatC7VajWvXrhUqIxi5f3iZE/XZs2eLnMTdsmVL7Ny5s6yXJyKikor5FOi/BlA6mDsSi2Pq59OAEc+oc3JykJubW+T5zMzMsl6eiIhKKj0BOPy1uaMgEylzom7cuDG2bdum95woiti6dSsaNmxY5sCIiKgULu/On7JFFU6tVuPHH3/EuHHj8OKLL+Ls2bMAgJSUFGzduhUJCQlGXb/MiXrixIn466+/MGDAAJw9exYqlQoqlQr//PMPBgwYgMOHD2PixIlGBUdERKVw8DMg27idmqh0kpOT0b59ewwZMgQ//PADfvnlF9y/fx8A4ODggEmTJmHp0qVG1VHmRD1s2DDMmTMH27ZtQ3BwMGxtbWFra4tmzZph+/btmDVrFoYPH25UcEREVAqZD4FDX5o7Cosyffp0nD9/HlFRUbhx4wZEUdSek8vl6N+/P3bv3m1UHUYtITpnzhwMGzYM27Zt0+4c4u/vj379+sHf39+owIiIqAyu/gZ4twP8O5k7Eouwfft2TJw4Ed26dcPDhw8LnX/mmWcQGRlpVB1Gr/Xt7++Pd955x9jLEBFReTm4CKhWD3CpY+5IqryUlBT4+voaPJ+XlweVSmVUHVyZjIioqsnNAH6bBeSkmzuSKs/f3x+nTp0yeP63334zemB1iRO1TCaDQqHQTsmSyWSQy+VFvhQKbs5FRIblpifhzuGfcf1/3+DO4Z+Rm55k7pCqjqSbwP55gNq41hwVbfTo0VizZg02bdqkfT4tCAJycnLw/vvvY8+ePRg3bpxRdZQ4k86ePRuCIGiTb8H78rR8+XIsX75cO4G8UaNGmD17Nnr27Km3fGRkJEaOHKlzTKlUIjubG6oTSd3DK0dx6ecIiBoVBEEGUdTgVvR6BPafCbf6rcwdXtVw+xjwx2dA2DSgnH9eU7633noL58+fx+DBg+Hi4gIAGDJkCB4+fAiVSoVx48Zh1KhRRtVR4kQ9d+7cIt+XBy8vL3zyySeoX78+RFHEunXr0LdvX5w+fRqNGjXS+xknJyedLcbK+5cHIiq73PQkJJ49gJzkBChdPODepDOsHVyRm56Un6TVeQAAUVTn/6nOw8UtH6PlxLWwdnA1Z+hVx+X/AQ7uQIvXzB1JlSQIAlavXo3hw4djy5YtuHr1KjQaDfz9/fHKK68gNDTU6DrK1DedmZmJZ599FmPGjMHrr79udBAFXnjhBZ33CxYswPLly3HkyBGDiVoQBNSsWbPcYiCq6gwlz/JWVIs588FtiBr9XbKiRoXEswfg1fblco/JYp1cBzh5Ac88Z+5IKr2XXnoJb7/9Np599lkAwMGDBxEYGIgOHTqgQ4cOJqmzTIPJ7OzsEBsba9LWa8FKLxkZGWjbtq3Bcunp6fD29kadOnXQt29fnD9/vsjr5uTkIDU1VftKT+dgC7IcD68cxfEvR+LmgbWIP70HNw+sxfEvR+LR1WPlWo9Oi1kUIWrU+X8+bjFn3o+DIOj/8SMIMuQkG7eSE+lx8FMgoeifj1S8HTt2IC4uTvu+U6dO2Lt3r0nrLPOo7x49eiAqKqo8YwGQv9mHg4MDlEolXn/9dWzbts3giLmAgACsWbMGO3bswP/93/9Bo9GgXbt2uHPnjsHrR0REwNnZWfsKCwsr9+9AJEXFJc+yDuTSNyAs8eyBIlvMeZkpEEWN/vOiBkoXjzLFQkVQ5wF7Z3P/aiPVrl0bp0+f1r4XRdHkj1zLPCz7gw8+wIABA/Dqq69i3LhxevfgBAA3N7dSXTcgIABnzpxBSkoKtmzZguHDhyMmJkZvsm7btq1Oa7tdu3YIDAzEypUrMX/+fL3XnzFjBqZMmaJ9f+bMGSZrsgjFJU9D3c1FdZUb6t528W36+L260PUEQQYrO2cIMoX2GbXOeZkC7kFdjPy2pFfGA2DfXKD3F4Ccs3LKYtCgQfjss8/w008/aQePTZ8+HREREQY/IwgC/v777zLXWeY7VfDM+MKFC9i4caPBcmp14X+oRbG2tka9evUAACEhITh+/DiWLl2KlStXFvtZKysrNGvWTO9+oAWUSiWUSqX2vYMDt4Ujy5CTnFBk8tTX3VzUc2YHz/oGB4QlXT8FQCx0vfxyGtjVqIvA/jNxccvHOtcWZAoE9p8Ja3uXcvveT8vLSsONPSvw6OpRQJCheoN28Os+DnLrwg2NwrGLuPDjHCRdP4nAAbNQLeC/hkLav1dw80Ak0u9dAwTAsVYAfLqMhIOHn8m+S5nc+xs4ugJoN8HckVRKERERqFevHn7//XckJiZCEATY29ujWrVqJquzzInaFNOz9NFoNMjJySlRWbVajbNnz6JXr14mjoqo8lG6eJSqu7m4kdlebV822EKHqAEEGfQl64IWs7W9C1pOXKvbWn983Fj/fD8dHk27wKNpt0LnrmxfhNz0R2g89CNo1Gpc/XUJru36EgEvvlfsdf89th1A4Z976twsnP9hNtzqt4Z/zzchatSIi9mA8xs/QMtJ6yCTWuv17GagRgOgfldzR1LpyOVyjB07FmPHjgWQv6bIrFmzMGTIEJPVWea/PaaYnjVjxgz07NkTdevWRVpaGjZu3Ijo6Gjts/Dw8HDUrl1b28Xw4Ycfok2bNqhXrx6Sk5OxaNEi3Lp1C6NHjy732IgqO/cmnXEren2Ju5uL6ypPjj1juIUuk8PFtxmSb/5dZIvZ2sG1Qkd3Zz6IQ9L1k2j62hI41qoPAPDvMQ7nf5gLn66joHQ03CpKj7+Ou0e2IXjUEhxb8upT170DVVYavMOGQelcAwBQN3QITq8aj5yURNi61TLdlyqrg4uAan6Am8Ra/BLXvHlzfPzxx+jRowcAYO3atWjWrJlJ6yzzYLLXXnsNR48eNXj+2LFjeO210s3bS0xMRHh4OAICAtClSxccP34cUVFR6NYt/7fiuLg43Lt3T1s+KSkJY8aMQWBgIHr16oXU1FQcOnSI+2AT6WHt4IrA/jMhyK0AQYAgk+f/KbfS291c0FWuT8Hxolrozj5BaDlxLXw6j0TNZj3g03kkWk6KNOtiJql3LkFuY69N0gDg4tsMEASk3b1s8HPqvGxc3r4I/j3egLVD4XE3ttVqQ2HrhPgzv0GjzoM6LwcJZ36DbfU6sJHqwDhVNrB3DpDHBaJK459//sGDBw+071977TWdwWWmUOYWdWRkJLp27YrWrVvrPR8bG4t169ZhzZo1Jb7md999V+T56OhonfeLFy/G4sWLS3x9Ikv15IAwr7b9AQFQZaZqu5shirhz+GedAWPFdZW7+DZDevz1Ilvo1vYukpoPnZeeBGs7F51jgkwOK1tH5GUYHvUe+9tqOHkF6jyTfpJCaYcmr0bg4uaPcPvPHwEAtm610Gjw/PxfiKQqOQ44/i2fV5eCt7c39u3bh8GDB0Mul0t71Hdx/v33X72jwImoYukbEFbQBe1Wv5XBAWP1n59U5Mhsz5bPw7H2M2YZEPa0239uwu2/ftK+16hykXb3Eq7vWaE91vz15WW69sMrR5B88x80G7PMYBl1Xg6u7lwKJ6+GCHjxPYgaDe4e2YoLm+ai6WuLIbdSGvys2Z3fCjTsA7jUNXcklcLrr7+OadOmYcOGDbC1tYUgCBg1alSR63kLgoCUlJQy11mqRL1jxw7s2LFD+37VqlXYt29foXLJycnYt28fWrZsWebAiMh4xQ0IC35ticHzV3cuQ73ek3Bt1zKDiditfiuTDQgrjZohvVC94bPa95e3L0L1Bu1RrUE77TGlYzVYObgiNzNZ57OiRo28rDRY2etfnS3l5j/ITrqHw4te0Tl+ccvHcKrTCEHhn+D+uWjkpCSi6cjPtY8FHF58F0c+G4hHV46gRqOyTwGNi4tDZmYmACAzV4O4R9mo62ZT5usVolHnDy57dmr5XbOcff3111i0aBHi4+PRtGlTfPnll2jVSv8jFFPvAfHuu++iadOm+P3335GQkIB169ahZcuW8PMz3bP+UiXqCxcuYPPmzQDyf0M4evQoTp48qVOmYKh6aGgovvjii/KLlIhKrbgBYTd/jyx6YZKMpGITcUUPCNPHytYRVraO2vcyhRJW9s6FBnE5eTWAOjsD6feuwsEz/zl1cuzfgCjCsXaA3mt7tesPj2DdpTdPrxoPv25jtM/bNaqcx5te/NcFmp+wBe2OSqV17NgxzJ8/H7t27dJeIylTBZ/3j+H5Jm74oJc3Wvo4FnOVErp2AGj/NiCT3s7HmzZtwpQpU7BixQq0bt0aS5YsQffu3XH58mW4u7vr/Yyp94B47rnn8Nxz+X8nIiMjMW7cOOmM+p4xYwZmzJgBIH9I+nfffWfS4IjIOMXOnU5JLHZutRQScXmxq14Xrv4huLrrS9TrOR6iRo3rUctRo1GodsR3TuoDnNvwPp7pMwWOtQNg7eCmdwCZ0rkGbFzz9xlw8W2G2H1rcH3PN6jV8gWIoog7f23OH/3uHVTqOLdu3YqBAwdCFMVCiV4Ugd3nHuF/55KwaUwgXmpWvQz/J56Smw48ugFUr2f8tcrZF198gTFjxmhbyStWrMCuXbuwZs0aTJ8+Xe9nKnIPCI1G/ziO8lTmZ9QVERwRGafYudPO7sh8EGf4vFRHLBvhmX7v4sae5Ti34X1AEFCtQXv4d//v+aKoUSPr4R2o80q2fgMA2FWvg4YD5+D2wY34e+07+T2LNf3RaPCHsHYs3eqMx44dw8CBA6FWqw22xtUaQICIgasv4tB7weXTsk6+KblEnZubi5MnT2obiEB+I7Fr1644fPiwwc8V7AGh0Wi006kMbexUWgXrfNetW1fnfXEKypeF0YPJjhw5ol2h5c0330T9+vWRmZmJS5cu4ZlnnuHKX0QmULCEZ3G7XhU3d9qn80gkx56pckt5BoV/YvCcla1jkYub2Lh4oMOsXUVeX995V79mcPUzfj7tRx99pLcl/TQRgAgRH+2+hR1vNja6XqTcNf4aJZSeno7U1FTt+6dXjCzw4MEDqNVqeHjo/sLo4eGBS5cu6b12wR4QQUFBSElJwWeffYZ27drh/Pnz8PLyMjp2Hx8fCIKArKwsWFtba98Xp7SrdD6pzIk6NzcXgwYNwo4dO7TD01944QXUr18fMpkMzz33HN5++228//77ZQ6OiPQLHrW0ROUK5k4bGplt7+5ttqU8qbC4uDjs3LmzxM+11Rrg17OPymeAWWrFJeqn91eYM2dOuS2iVZY9IEpjzZo1EAQBVlZWOu9NyahNOXbu3Inly5ejU6dOCAj4byCGjY0NBgwYgB07djBREz1Fo8qFRm1g6U0TcKrbGM3GfYMH5w8i81E8rJyqo0bDUFjZOyMrPQW2ngFo/NpSPLjwB3JS7kPpXEPnfHmRyRWQKazL7XpSUx73dfeuX0s9+EwUgagLjzC8jf6BVSW+zr8XgKwMk94jlSr//09MTAyCg4O1x/W1pgGgevXqkMvlSEjQXYc+ISGhxM+gS7IHRGmMGDGiyPemUOZE/cMPP+CNN97A2LFj8fDhw0LnAwMDtSPEiSifRpWL5Jt/Q5WdWeF127h64ssf9uCz5esqvG4yrbH/dw1j/8/YRHQIwIbyCKdYDg4OcHJyKractbU1QkJCsH//fvTr1w9A/vio/fv3Y8KEki3SUhX2gChzok5MTESTJk0MnpfL5dq5f0SUT6NWQZWdCZlcAcEMrct3J72OqRMML8xgKuLj1qZb/RZQKO0qvH5TU+Vk4tHVE0bf1x+37cTbsz4u9edWDPJGeCvjdm8SRREZDYfAocMYk92j06dPG1zN0pApU6Zg+PDhaNGiBVq1aoUlS5YgIyNDOwq8oveA+PDDD0v9GUEQ8MEHH5S5zjIn6jp16hh8mA8Af/31l3a7SiLSJSiszbJaldyqwqsEAKjzFFDnZMLKygoKKzMFYUKCxgpWVgrIlXZG3dcuHUMhCBGl6v4WBKBbA2dYKYxcqlQUoUm9btJ7pFCUPuUMHDgQ9+/fx+zZsxEfH4/g4GDs2bNHO8AsLi4OsifmfxfsAREfHw9XV1eEhISU6x4Q+p6lFzyjfvq+CYKgHcNlTKIu8+z2IUOGYOXKlTpD5AuCXb16NX766SeEh4eXOTAiMg9VVhrunz+If4/twP3zB6HKSjN3SBajTm1PdO8cCrm8ZElXLgOeb+SCum7l80ufPONe8YXMYMKECbh16xZycnJw9OhRnVZ5dHQ0IiMjte8XL16sLRsfH49du3aV6+5WGo1G53X79m00adIEgwcPxrFjx5CSkoKUlBQcPXoUgwYNQtOmTXH79m2j6ixzi/r999/HkSNHEBoaisDAQAiCgLfffhuPHj3CnTt30KtXL7z99ttGBUdE+l3b/RVU2WlQ2DiiXq/y21Ah9c5F3D64AaJGk99UE0Uk/v0b6oQOhZNXYLnVQ4a9O3Es9sX8qW2NGZK/DpqAGd09y61ugetjlNr48eNRv359/N///Z/O8ZYtW2LDhg3o378/xo8fj23btpW5jjK3qK2trbFnzx6sXbsWfn5+aNCgAXJychAUFITIyEj8+uuvJf6tkIhKR5WdBlVmKlTZ5dfaVWWlPU7SagAiIGoAiBA1atw+uIEt6wrSvGljrPnyU8jlMoM/Q+UyQC4T8MNIf7T0Lr+1KtT2VW+BG1M7cOAAOnfubPB8ly5dsH//fqPqMGrBE0EQMGzYMAwbNsyoIMj8ktIysPf4RcQ/SkVNNyd0axkIV0d7c4dFFSjpxun8lrQeokaD5NjTqN4wtIKjskwv9OiKqC3fY9GXqxB14KBOy1oQgF4NXTCju2e5JmkAyKnVChLe50uSbGxscPjwYbzxxht6zx86dAg2NsbNcTcqUf/5559Ys2YNbty4gaSkJL0P0v/++2+jAqSSefPzjUhKy4Srox2+mVq69dcPn7uB+et2QaXWQCYI0IgiIv93GLNH9EabRqbbEYakJS8jSdvdXYggIDfd8H7NVP6aN22MH75dhtt37yG09ytITkmFq60cJ6Y1Krdn0k9SudWHyrV+uV+3qhs6dCiWLVsGFxcXTJw4Ef7+/gCA69evY9myZdi4cSMmTZpkVB1lTtRffPEF3n33XdjY2CAgIABubqVbz5bKV1JaJh6kpJfhcxmYv24X8lT5y9upH/+QzlOp8WHkLmyY/Rpb1lWUKisNSTdOIy8jCVb2rpBb2+lP0gAgisUuV0qmUae2J+xsbZCckgo7a5lJkjQEGbIavvJ4BzAqjYULF+LBgwf46quv8PXXX2tHoGs0GoiiiMGDB2PhwoVG1VHmRL1o0SK0b98ev/76K5ydnY0Kgsxn7/GLUKn1d3eq1BrsO3EJAzqFVHBUZGr6Bo1BEAy2qAWZDC5+zc0QKVWEXP8e0DjWBnK49kVpWVtbY/369Xj33Xexe/du3Lp1CwDg7e2Nnj17omnTpkbXUeZEnZmZiaFDhzJJV3Lxj1IhEwRtS/pJMkHAvYflt4QkSYPuoDH8l5hFERBkEGRynQQuyGSoEzoUChtusFMViXbVkVu/d/4uH1RmQUFBCAoq/ZamJVHmRN2pUyecPXu2PGMhM6jp5gSNge5OjSjCsxp/Eatqiho0BlFE9cYdIbdSIjc9CdYOrnDxa84kXYVlNxkKKJRAKbb1pIpV5ulZX375Jfbv34/PPvsMjx49Ks+YqAJ1axkIhVz/XwOFXIauLTh3tqrRDhrTRxCgzslE9YahqNWqL6o3DGWSrsJUXm2hdje8FDRJQ5kTdZ06dTBu3DhMnz4dNWrUgL29PZycnHRe7BaXpqS0DPx04ASWbTmAvccvYsrALrBSyCEIAuQyWf4Wbgo5Zo/oDVfHqrcus6WzsnfloDGCaFcD2Y1LN0OEzKPMXd+zZ8/GggULULt2bbRo0YJJuZLQNxVLIZdhyitdkJSehXsPU+BZzRldWwQySVdRrn7NkPj3b/89o34CB41ZCIUNslpOAKxszR0JlUCZE/WKFSvQu3dvbN++XWdBdJKuoqZiffHTfk7FqsKenopVu81LuHtkKweNWSJBjqyQ16Fxqm3uSKiEypyoc3Nz0bt3bybpSoRTsSyTvqlYgkyGWm1egjo7nYPGLIqA7GajoHZvbO5AqBTKnKiff/55/PHHHxg3ruL3tqWy4VQsy2NoKpaoUePfI1sR8OI0KGwdzRghVaTspuFQ1W5l7jCqnKioKHz33XdFrtJ5/fr1Ml+/zIl6zpw5GDhwIN58802MGjUKdevW1buAPFcskw5OxbI8XL+bCuQ0GgRV3WfNHUaVs2jRIkyfPh0eHh5o1aoVmjQp/1H0ZU7UAQEBAIAzZ85g5cqVBsup1YUHrJB5dGsZiMj/HdY+o34Sp2JVTVy/mwAg95k+yPPrau4wqqSlS5eic+fO2L17N6ysrExSh1GjvgWuC1upuDraY/aI3vgwsvCob07Fqpo4FYvyvDsi95kXzB1GlZWUlIT+/fubLEkDRiTquXPnlmMYVFHaNPLDhtmvYd+JS5yKZQE4FcuyqTxDkNNkCDfbMKFWrVrh8uXLJq3DqG0uqXJydbTn6G4LobB1RJ3QoXpHfXMqVtWmrh6I7GajAYEzc0zpm2++Qc+ePdGiRQsMGWKaBWSYqImqOCevQAS8OA3Jsac5FctCqF39kNVyPCA3XXcs5Rs4cCBUKhVeffVVvPHGG/Dy8io0sFoQBPz9999lroOJmsgCKGwdObrbQmic6yKr9WRAYWPuUCyCm5sbqlWrhvr165usDiZqIqIqQuNYC1mt3wasOOakokRHR5u8Dj68ICKqAkQbV2S1fhuikgvYVDVsURMRVXYyK2S1nADRltPtzCUvLw+XLl1CSkoKNHoWGQoNLfujJyZqIqJKLqdhf2hcvM0dhkXSaDSYMWMGvvnmG2RmZhosZ8ziX+z6JiKqxNSufsjz6WTuMCzWxx9/jEWLFmHYsGH4/vvvIYoiPvnkE6xYsQJBQUFo2rQpoqKijKqDiZqIqBLLaTSQc6XNKDIyEq+88gqWL1+OHj16AABCQkIwZswYHD16FIIg4MCBA0bVwbtLRMVSZaXh/vmD+PfYDtw/fxCqrDRzh0QA1O5NoHH1N3cYFu3OnTvo3LkzAECpVAIAsrOzAQDW1tYYNmwY1q9fb1QdfEZNRFBlpSHpxmnkZSTByt4Vrn7NtNtf6tvPOvHv31AndCicvLiRiznl1O9t7hAsXrVq1ZCeng4AcHBwgJOTE27cuKFTJinJuM1vmKjJKElpGdh7/CLiH6WippsTurUMhKujvbnDolIoKhHbVfMyuJ/17YMbuJ91BXGvUR0A4GGVrj2mcfGFxq2euUKix5o1a4bjx49r33fq1AlLlixBs2bNoNFosGzZMjRt2tSoOpioqcwOn7uB+et0d+KK/N9hzB7RG20a+Zk7PHqCoRazKiutyERcvWEY97OWgN9/+QEA4PDraO2xXN/O5gqHnjB27FhERkYiJycHSqUSCxYsQGhoKEJDQyGKIlxdXfHDDz8YVQcTNZVJUloG5q/bpd3bWv34B3yeSo0PI3dhw+zX2LKWiKJazDkp94tMxBnx17iftQSJVnZQebYwdxgEoE+fPujTp4/2fcOGDXH9+nVER0dDLpejXbt2cHNzM6oOJmoqkqGu7b3HL0Kl1v8DXqXWYN+JS9yhSwKKazE7+zQtMhGLT3ymEO5nbTYqzxbccEPCnJ2d0bdv33K7HhM1GVRU13b8o1TIBEHbkn6STBBw72GKGSKmpyXdOF1ki1mdk1FkInbwrIfsR3e5n7XEqDz5/11K1Go1Nm/ejN9//x2JiYn48MMP0aRJE6SkpGD//v1o3749PDw8ynx9Ts8ivZ7s2hZFEWqNBqIoaru2ne1toDHwA14jivCs5lzBEZM+eRlJ+S1mfQQBcqU9BJn+HwOCTIZqAW1RJ3QoBJkcgPB4vq4AQSbnftbmIrOCulqAuaOgx5KTk9G+fXsMGTIEP/zwA3755Rfcv38fQP4o8EmTJmHp0qVG1cFETXoV17UNCFDI9f/1Uchl6NqC03akwMretcgWs42LR7GJuGA/65rNe8CtfivUbN4DAS9N59QsM1G7+rLbW0KmT5+O8+fPIyoqCjdu3ID4xL83uVyO/v37Y/fu3UbVwa5v0vscuriu7ZSMLMwe0RsfRup2jSvkMswe0RuujtxmTwpc/Zoh8e/fiuy6Vtg4IODFaUiOPY3c9CRYO7hqjxfgftbSoXbxNXcI9ITt27dj4sSJ6NatGx4+fFjo/DPPPIPIyEij6pBUol6+fDmWL1+OmzdvAgAaNWqE2bNno2fPngY/s3nzZnzwwQe4efMm6tevj4ULF6JXr14VFHHlZ+g5dOfmAcV2bbdp5IcNs1/DvhOXcO9hCjyrOaNri0AmaQlR2DqiTujQQqO+BZlMp+uaibjy0Dh5mTsEekJKSgp8fQ3/8pSXlweVSmVUHZJK1F5eXvjkk09Qv359iKKIdevWoW/fvjh9+jQaNWpUqPyhQ4cwePBgRERE4Pnnn8fGjRvRr18/nDp1Co0bNzbDN6hcippitf/kJShkAvLUhZP1k13bro72HN0tcQVd10W1mKny0DjUNHcI9AR/f3+cOnXK4PnffvsNDRs2NKoOST2jfuGFF9CrVy/Ur18fzzzzDBYsWAAHBwccOXJEb/mlS5eiR48eePfddxEYGIj58+ejefPm+Oqrryo48sqpqOfQao2IziENYKWQQxAEyGUyCIIAK4WcXduVUEGLuVarvqjeMJRJuhLT2LmbOwR6wujRo7FmzRps2rRJ+3xaEATk5OTg/fffx549ezBu3Dij6pBUi/pJBcPdMzIy0LZtW71lDh8+jClTpugc6969O7Zv314BEVZ+xT2HtrZSsGubSEoUtoA1FxKSkrfeegvnz5/H4MGD4eLiAgAYMmQIHj58CJVKhXHjxmHUqFFG1SG5RH327Fm0bdsW2dnZcHBwwLZt2wx2G8THxxeam+bh4YH4+HiD18/JyUFOTo72fcFi6paopptTsc+h2bVNJB0au+rmDoGeIggCVq9ejeHDh2PLli24evUqNBoN/P398corryA01PixH5JL1AEBAThz5gxSUlKwZcsWDB8+HDExMUb38ReIiIjAvHnzyuValV23loGI/N9h7TPqJ3GKVdVS1O5YVHkwUUtXhw4d0KFDB5NcW1LPqIH8/Tvr1auHkJAQREREoGnTpgYni9esWRMJCQk6xxISElCzpuHBFjNmzEBKSor2FRMTU67xVyaujvaYPaI3n0NXcal3LuLytoVIOL0Hj64eQ8LpPbi8bSFS71w0d2hUSqKtcWtGU+UkuRb10zQajU5X9ZPatm2L/fv3Y/Lkydpje/fuNfhMG8jf2Ltgc28gf+UYS/P0vOmvpwzCiUtxfA5dBRW31je3qaxcNDZcW10KntyEoyQEQcCOHTvKXJ+kEvWMGTPQs2dP1K1bF2lpadi4cSOio6MRFRUFAAgPD0ft2rUREREBIP8hflhYGD7//HP07t0bP/74I06cOIFVq1aZ82tIWlHrd/NZdNVT3Frf3KaychFtuDSvFOzcuRM2NjaoWbOmzkpkhgiGlvEtIUkl6sTERISHh+PevXtwdnZGUFAQoqKi0K1bNwBAXFwcZE+sS9yuXTts3LgRs2bNwsyZM1G/fn1s376dc6gN4NaUlke71je3qawSRGvL6wGUotq1a+Pu3buoXr06hgwZgkGDBhX5yNVYkkrU3333XZHno6OjCx0bMGAABgwYYKKIqhZuTWl5ilvrm9tUVi6iFR9JScHt27cRExODjRs3Yv78+Xj33XcRFhaGoUOHon///nB0LN/HSZIbTEamUzBvWh9uTVk1ufo1K3J3LG5TWcnIbcwdAT0WFhaGlStXIj4+Hlu2bEG1atUwYcIEuLu746WXXsKWLVsMjq8qLSZqC1KSedNUtRSs9c1tKqsGUSapTlACYGVlhb59+2LTpk1ISEjQJu+BAwfi008/LZc6mKgtSLeWgdya0gJxm8oqRCY3dwRm8fXXX8PHxwc2NjZo3bo1jh07VmT5zZs3o0GDBrCxsUGTJk2M3mayJHJychAVFYUdO3bg9OnTsLGxgY+PT7lcm4m6inB1tEN1Z4cip1Vx3rTl4lrfVYRgeYl606ZNmDJlCubMmYNTp06hadOm6N69OxITE/WWL9isadSoUTh9+jT69euHfv364dy5c+Uem0ajQVRUFEaMGAEPDw8MHjwYWVlZWL16NRITE/Hqq6+WSz2CWJKx5VXYqVOnEBISgpMnT6J5c8t4XpeUlsH1u81ElZOJR1ePQ660g9xKWfwHDLi0NQKqzFQo7JzQ4KUZ5RihaajzcqDOyYRb/ZZQKKve37Xyuq/FEbJTTDZFqyLuUVl+3rZu3RotW7bUbrak0WhQp04dTJw4EdOnTy9UfuDAgcjIyMDOnTu1x9q0aYPg4GCsWLGiXL7HoUOHsHHjRmzevBkPHz5EmzZtMGTIELzyyiuoXr38V4/jAw8zy81TGRyJbSpKKyv0btsEarUaGo0GgIiUtIwKjUEhl8HayvL++qny8pCXp4JGpoLGmA4t8b8/8/LyyiU2U1LnqaDOUyEvLw+iTPrxllbBfVVrMiHkGbf3cFGEnCyIGtP8uxFVudCoTXuPCvZlTk9PR2pqqvb40wtRFcjNzcXJkycxY8Z/v4zKZDJ07doVhw8f1ltHRWzW1KFDB9ja2qJXr14YPHiwtos7Li4OcXFxej9jTEPQ8n5SSkhungpnrt5GRnb5jAwsrciVX+H7VV+bpW4yzs/vdIK7sy3+jU9A22damDscolIJCwvTeT9nzhzMnTu3ULkHDx5ArVbr3Xzp0qVLeq9dls2ayiIrKws///wztm7dWmQ5URQhCALU6sJ7KpQUE7UZqdQaZGTnwEohh5Wi4p89jZvwFsa+ORHpWdk4c/UuktMz4eJgh+D6teFgW/ZpIJfiErBp/0loNBoIMgGiRoRMJsPALiFoUNcDeSo18lRqtGroBzsb63L8RtKX30V64nEXadm/+/VfPoMqKxW1anog8cqJcozQNNR5uY+7VVtUya5vANA8bpGaVE4aoDTdkq8yuQIyhen+TZ4+fRqtW7dGTEwMgoODtcf1taalbO3atRVaHxO1BFgp5LCxtjJHzTgf+y/WRx2FWqOBIAgQRRHRf19DeI82aOjjWeorpmVmY0vMGYiCAEGe/8uHIM/vqd0Scwbvh/eEra0VxOxcWFlZwcrKHN/bfASNFaysFJBbKSA35rsL//1ZGf4fyqCBTKOAlZUVFJUg3jKpiO9lrajU+1ErFPkpx8HBAU5OTsWWr169OuRyeak2XyrLZk2lNXz48HK7Vklw1LcFS8vMxvqoo1CpNRBFQKMRIYr5Lf3v9xxBWmZ2sZ///dRlbI05jd9PXUZaZjZOXLoFtYG1pdUaDU5e1v/8hkpHYeMIhZ0TFDbcUMOyGLdmdGVjbW2NkJAQ7N+/X3tMo9Fg//79BjdfKtis6UnFbdYkdWxRVxFLftqPtMwcONopMfmVLiX6TEmSasdmz+g9r68lHnXsAup5uWvfP00QBDxKrdhBa1VVvV4TzB0CmYORmztURlOmTMHw4cPRokULtGrVCkuWLEFGRgZGjhwJwDI2a2KiriLSMnOQkpFVqs8kpWWWKak+2RIHoP28Sq3BlbgEg7vJiKIIN6fK221HZHYWOI964MCBuH//PmbPno34+HgEBwdjz5492gFjlrBZExO1BXN1tCtTUi2qJa4RRcgMJH+5TIaQgLplD5jI0gmW+bRywoQJmDBBfy+SJWzWZJl3nQAALRp4Q25gw4aikmpBS1wfmUzAM3XcoZDLIAj57wUhf950eI82cLTjpgJEZWaBXd/EFrVFc7SzQXiPNvh+zxGdZ81y2X9JtWCAWFJaJlwd7dCigXexLfF6Xu4Y2KUFTl6Ow6PUDLg52SMkoC6TtISpstKQdOM08jKSYGXvCle/ZlDYcqCa9DBRWyImagv0dPJ9a0BnXI5LKJRUDQ0YG9CpOeQymd4V1Qpa4o52NgYHopG0pN65iNsHN0DUaPJbbKKIxL9/Q53Qody4Q2rYorZITNQWxlDyDe/RRiexFjVgbPPvpzCgU3Ns/v2UwZY4SYuhFrMqK+1xkn68atLj+yxq1Lh9cAMCXpzGljWRmTFRW5Ciku/3e47g/fCe2iRb3NSttMwcvB/ek93blUBRLeaclPv5x/UQNRokx55G9YahFRwxGcQWtUViorYgpZk3XZKpW+zelr7iWszOPk21ybsQQUBuelIFRktE+nDUtwUparT20/Omyzp1i6Ql6cbpIlvM6pwM/UkaAEQR1g6uJoyOiEqCidqClCb5lnXqFklLXkaS4e5SQYBcaQ/BwH0WZDK4+FnGHu2VhqFfqqhKY6K2IKVJvgVTtzgfunKzsnctssVs4+KBOqFDIcjkAITHC2oIEGRy1AkdCoWNQ0WGS8VhorZIfEZtQUoybxrQnb7VMfgZCAKQkZ3LAWOVkKtfMyT+/dt/z6ifUNBiVtg4IODFaUiOPY3c9CRYO7hqjxOR+TFRW5iGPp5FjtbWN32rIJGXZdtLMi+FrSPqhA4tNOpbkMl0WswKW0eO7q4MRA3YEWp5mKgtkKHR2qWZvkWVh5NXIFvMVQa7vi0REzVpGbPtJUkbW8xElRcTtQXSt363o51Nmbe9JKIKIrcydwRkBkzUFqaoJUQ5d5qISHo4KsGCPPkMWhQBjUaEKP73DLqBd03OnSYikhgmagtS3DPoy3EJnDtNRCQx7Pq2ICV5Bt2x2TPcbIOISEKYqC1ISZ9Bc7MNIiLpYNe3BeH63URElQ8TtQXh+t2WS5WVhvvnD+LfYztw//xBqLLSzB0SEZUQu74tTHFLiFLVk3rnYqElRBP//g11QofCySvQ3OERUTGYqC0Qn0FbDlVW2uMk/XhTjsdjFESNGrcPbkDAi9OgsHU0Y4REVBx2fRNVYUk3Tue3pPUQNRokx56u4IiIqLSYqImqsLyMpPzubn0EAbnpSRUbEBGVGhM1URVmZe+q7e4uRBRh7eBasQERUakxURNVYa5+zSAYmJInyGRw8WtewRERUWkxURNVYQpbR9QJHQpBJgcgAIIMgABBJked0KHck5qoEuCob6IqzskrEAEvTkNy7GnkpifB2sEVLn7NmaSJKgkmaiILoLB1RPWGoeYOg4jKgF3fREREEsZETUREJGHs+rZAaZnZOHHpFpLSMuHqaIcWDby5hCgRkUQxUVuY87H/Yn3UUag1Gu3e1FHHLiC8Rxs09PE0d3hERPQUdn1bkLTMbKyPOgqVWgNRBDQaEaIIqNQafL/nCNIys80dIhERPYWJ2oKcuHQLagPrPqs1Gpy8HFfBERERUXGYqC1IUlomBAPrPguCgEepGRUcERERFUdSiToiIgItW7aEo6Mj3N3d0a9fP1y+fLnIz0RGRkIQBJ2XjQ0HRunj6mgH0cC6z6Iows3JvoIjIiKi4kgqUcfExGD8+PE4cuQI9u7di7y8PDz33HPIyCi6pefk5IR79+5pX7du3aqgiCuXFg28ITew7rNcJkNIQN0KjoiIiIojqVHfe/bs0XkfGRkJd3d3nDx5EqGhhldVEgQBNWvWNHV4lZ6jnQ3Ce7TB93uO6Iz6lstkCO/RhlO0iIgkSFKJ+mkpKSkAADc3tyLLpaenw9vbGxqNBs2bN8fHH3+MRo0a6S2bk5ODnJwcnc9akoY+nng/vCdOXo7Do9QMuDnZIySgLpM0EZFESTZRazQaTJ48Ge3bt0fjxo0NlgsICMCaNWsQFBSElJQUfPbZZ2jXrh3Onz8PLy+vQuUjIiIwb948U4YueY52NujY7Blzh0FERCUgqWfUTxo/fjzOnTuHH3/8schybdu2RXh4OIKDgxEWFoatW7eiRo0aWLlypd7yM2bMQEpKivYVExNjivCJiIjKhSRb1BMmTMDOnTtx8OBBva3iolhZWaFZs2a4du2a3vNKpRJKpVL73sGBW/09jUuMEhFJh6QStSiKmDhxIrZt24bo6Gj4+vqW+hpqtRpnz55Fr169TBBh1cclRomIpEVSXd/jx4/H//3f/2Hjxo1wdHREfHw84uPjkZWVpS0THh6OGTNmaN9/+OGH+O2333Djxg2cOnUKw4YNw61btzB69GhzfAWzcbRTwtneFo52yuILG8AlRomIpEdSLerly5cDADp27KhzfO3atRgxYgQAIC4uDrIn5gInJSVhzJgxiI+Ph6urK0JCQnDo0CE0bNiwosKWhMmvdClxWUNd2yVZYpSD0IiIKpakErWhVbOeFB0drfN+8eLFWLx4sYkiqnqK6touWGJU333gEqNEROYhqa5vMq3iurbtbKy5xCgRkcQwUVuQ4rq2BYBLjBJRpfTo0SMMHToUTk5OcHFxwahRo4pd0Kpjx46F9op4/fXXKyjikmOitiDF7Z6VkZ2L8B5toJDLIAiATCZAEACFnEuMEpG0DR06FOfPn8fevXu103vHjh1b7OfGjBmjs1fEp59+WgHRlo6knlGTaZVk9ywuMUpElc3FixexZ88eHD9+HC1atAAAfPnll+jVqxc+++wz1KpVy+Bn7ezsJL9XBFvUFqSku2cVLDH6UlgzdGz2DJM0EUna4cOH4eLiok3SANC1a1fIZDIcPXq0yM9u2LAB1atXR+PGjTFjxgxkZmaaOtxSY4vagnD3LCKSgvT0dKSmpmrfP71iZGnFx8fD3d1d55hCoYCbmxvi4+MNfm7IkCHw9vZGrVq18M8//2DatGm4fPkytm7dWuZYTIGJ2sKwa5uIzC0sLEzn/Zw5czB37txC5aZPn46FCxcWea2LFy+WOY4nn2E3adIEnp6e6NKlC65fvw5/f/8yX7e8MVFbIO6eRUTmFBMTg+DgYO17Q63pqVOnahe7MsTPzw81a9ZEYmKiznGVSoVHjx6V6vlz69atAQDXrl1joiYiIsvl4OAAJyenYsvVqFEDNWrUKLZc27ZtkZycjJMnTyIkJAQAcODAAWg0Gm3yLYkzZ84AADw9pbWvAQeTkY60zGz8fuoytsacxu+nLnN9byKSvMDAQPTo0QNjxozBsWPH8Ndff2HChAkYNGiQdsT33bt30aBBAxw7dgwAcP36dcyfPx8nT57EzZs38csvvyA8PByhoaEICgoy59cphC1q0uLOWURUWW3YsAETJkxAly5dIJPJ8PLLL2PZsmXa83l5ebh8+bJ2VLe1tTX27duHJUuWICMjA3Xq1MHLL7+MWbNmmesrGMRETQB0lxcF/lt3vWB50ffDe3LAGRFJlpubGzZu3GjwvI+Pj846EnXq1EFMTExFhGY0dn0TgOKXFz15Oa6CIyIiIoAtaoukb5tL7pxFRCRNTNQWxtBz6Gb163DnLCIiCWLXtwUpapvLU1fiIBO4cxYRkdQwUVuQop5Da0QRzZ+pw52ziIgkhl3fFqS459BWCjmXFyUikhgmagtSkm0uubwoEZG0sOvbgpR0m0siIpIOJmoLUrDNJZ9DExFVHuz6tjDc5pKIqHJhorZAfA5NRFR5sOubiIhIwpioiYiIJIyJmoiISMKYqImIiCSMiZqIiEjCmKiJiIgkjImaiIhIwjiP+rGLFy9WeJ1ZOXm4cuMObJRWUFpZzq3IyVMhOycP1jkpsFVamTucCqXKzUJq3BXIrG0gV1ibO5wKo1blQpObDad0BRTWtjrnPD094enpaabIyubevXu4d++eucOodMzxc7YqsJzsYICnpyfCwsIwbNgwc4dCZJHmzJmDuXPnmjuMUlm5ciXmzZtn7jAqpbCwsEr3i5m5CaKh7ZQsiCX+dpyeno6wsDDExMTAwcHB3OFQBZDqPWeLunhSvXdlURnvt7kxUVuo1NRUODs7IyUlBU5OTuYOhyoA73nlxXtn2TiYjIiISMKYqImIiCSMidpCKZVKzJkzB0ql0tyhUAXhPa+8eO8sG59RExERSRhb1ERERBLGRE1ERCRhTNRktJs3b0IQBERGRpo7FCKiKoeJuoJdv34d48aNg5+fH2xsbODk5IT27dtj6dKlyMrKMlm9Fy5cwNy5c3Hz5k2T1VESCxYsQJ8+feDh4QFBECrdilSmJAhCiV7R0dFG15WZmYm5c+eW6lq8d0Xj/SNTsfglRCvSrl27MGDAACiVSoSHh6Nx48bIzc3Fn3/+iXfffRfnz5/HqlWrTFL3hQsXMG/ePHTs2BE+Pj4mqaMkZs2ahZo1a6JZs2aIiooyWxxStH79ep3333//Pfbu3VvoeGBgoNF1ZWZmapfA7NixY4k+w3tXNN4/MhUm6goSGxuLQYMGwdvbGwcOHNBZQm/8+PG4du0adu3aZcYI/yOKIrKzs2Fra1t84VKKjY2Fj48PHjx4gBo1apT79Suzp9ebP3LkCPbu3SuZdeh574rG+0emwq7vCvLpp58iPT0d3333nd51buvVq4e33npL+16lUmH+/Pnw9/eHUqmEj48PZs6ciZycHJ3P+fj44Pnnn8eff/6JVq1awcbGBn5+fvj++++1ZSIjIzFgwAAAQKdOnQp1wRVcIyoqCi1atICtrS1WrlwJALhx4wYGDBgANzc32NnZoU2bNkb9QmHO1nxVoNFosGTJEjRq1Ag2Njbw8PDAuHHjkJSUpFPuxIkT6N69O6pXrw5bW1v4+vritddeA5A/pqDgB/W8efO0fx+K6wrlvTMe7x+VBVvUFeTXX3+Fn58f2rVrV6Lyo0ePxrp169C/f39MnToVR48eRUREBC5evIht27bplL127Rr69++PUaNGYfjw4VizZg1GjBiBkJAQNGrUCKGhoZg0aRKWLVuGmTNnarvenuyCu3z5MgYPHoxx48ZhzJgxCAgIQEJCAtq1a4fMzExMmjQJ1apVw7p169CnTx9s2bIFL774Yvn9D6ISGTduHCIjIzFy5EhMmjQJsbGx+Oqrr3D69Gn89ddfsLKyQmJiIp577jnUqFED06dPh4uLC27evImtW7cCAGrUqIHly5fjjTfewIsvvoiXXnoJABAUFGTOr2YReP+oTEQyuZSUFBGA2Ldv3xKVP3PmjAhAHD16tM7xd955RwQgHjhwQHvM29tbBCAePHhQeywxMVFUKpXi1KlTtcc2b94sAhB///33QvUVXGPPnj06xydPniwCEP/44w/tsbS0NNHX11f08fER1Wq1KIqiGBsbKwIQ165dW6LvJ4qieP/+fRGAOGfOnBJ/xtKMHz9efPKf6B9//CECEDds2KBTbs+ePTrHt23bJgIQjx8/bvDaxvz/570rGd4/Ki/s+q4AqampAABHR8cSld+9ezcAYMqUKTrHp06dCgCFup4bNmyIZ599Vvu+Ro0aCAgIwI0bN0oco6+vL7p3714ojlatWqFDhw7aYw4ODhg7dixu3ryJCxculPj6ZLzNmzfD2dkZ3bp1w4MHD7SvkJAQODg44PfffwcAuLi4AAB27tyJvLw8M0ZMT+L9o7Jioq4ABdvSpaWllaj8rVu3IJPJUK9ePZ3jNWvWhIuLC27duqVzvG7duoWu4erqWui5V1F8fX31xhEQEFDoeEGX+dNxkGldvXoVKSkpcHd3R40aNXRe6enpSExMBACEhYXh5Zdfxrx581C9enX07dsXa9euLTS+gSoW7x+VFZ9RVwAnJyfUqlUL586dK9XnBEEoUTm5XK73uFiKZdxNMcKbypdGo4G7uzs2bNig93zBACNBELBlyxYcOXIEv/76K6KiovDaa6/h888/x5EjR+Dg4FCRYdNjvH9UVkzUFeT555/HqlWrcPjwYbRt27bIst7e3tBoNLh69arOgK+EhAQkJyfD29u71PWXNOk/Hcfly5cLHb906ZL2PFUcf39/7Nu3D+3bty/RL1Zt2rRBmzZtsGDBAmzcuBFDhw7Fjz/+iNGjR5fp7wMZh/ePyopd3xXkvffeg729PUaPHo2EhIRC569fv46lS5cCAHr16gUAWLJkiU6ZL774AgDQu3fvUtdvb28PAEhOTi7xZ3r16oVjx47h8OHD2mMZGRlYtWoVfHx80LBhw1LHQWX3yiuvQK1WY/78+YXOqVQq7b1NSkoq1JsSHBwMANruUzs7OwCl+/tAxuH9o7Jii7qC+Pv7Y+PGjRg4cCACAwN1ViY7dOgQNm/ejBEjRgAAmjZtiuHDh2PVqlVITk5GWFgYjh07hnXr1qFfv37o1KlTqesPDg6GXC7HwoULkZKSAqVSic6dO8Pd3d3gZ6ZPn44ffvgBPXv2xKRJk+Dm5oZ169YhNjYWP//8M2Sy0v+et379ety6dQuZmZkAgIMHD+Kjjz4CALz66qtspRchLCwM48aNQ0REBM6cOYPnnnsOVlZWuHr1KjZv3oylS5eif//+WLduHb755hu8+OKL8Pf3R1paGlavXg0nJyftL4G2trZo2LAhNm3ahGeeeQZubm5o3LgxGjdubLB+3jvj8P5RmZl51LnFuXLlijhmzBjRx8dHtLa2Fh0dHcX27duLX375pZidna0tl5eXJ86bN0/09fUVraysxDp16ogzZszQKSOK+VOrevfuXaiesLAwMSwsTOfY6tWrRT8/P1Eul+tM1TJ0DVEUxevXr4v9+/cXXVxcRBsbG7FVq1bizp07dcqUZnpWWFiYCEDvS9/UMUv29PSeAqtWrRJDQkJEW1tb0dHRUWzSpIn43nvvif/++68oiqJ46tQpcfDgwWLdunVFpVIpuru7i88//7x44sQJnescOnRIDAkJEa2trUs0XYf3rnR4/6i8CKJYihFHREREVKH4jJqIiEjCmKiJiIgkjImaiIhIwpioiYiIJIyJmoiISMKYqImIiCSMiVpiPv30UzRo0AAajcbcoRht+vTpaN26tbnDkDzecwKAmzdvQhAEREZGmjsUkhgmaglJTU3FwoULMW3aNO2qX4IgQBAEfP7554XKR0ZGQhAEnDhxwui6t27dioEDB8LPzw92dnYICAjA1KlTDS5R+Msvv6B58+awsbFB3bp1MWfOHKhUKp0ykydPxt9//41ffvnF6PiqKt5zIiqWuVdcof8sXrxYdHJyErOysrTH8HjlIA8PDzEjI0On/Nq1a4vdYL6kqlWrJjZp0kT84IMPxNWrV4uTJk0Sra2txQYNGoiZmZk6ZXfv3i0KgiB26tRJXLVqlThx4kRRJpOJr7/+eqHrvvLKK+Kzzz5rdHxVFe85FdBoNGJWVpaoUqnMHQpJDBO1hAQFBYnDhg3TOQZADA4OFgGIn3/+uc658vyhrW8JwXXr1okAxNWrV+scb9iwodi0aVMxLy9Pe+z9998XBUEQL168qFN2y5YtoiAI4vXr142OsSriPSei4rDrWyJiY2Pxzz//oGvXroXOtW/fHp07d8ann36KrKwsk9TfsWPHQsdefPFFAMDFixe1xy5cuIALFy5g7NixUCj+29PlzTffhCiK2LJli841Cr7Pjh07TBB15cZ7XvXMnTsXgiDgypUrGDZsGJydnVGjRg188MEHEEURt2/fRt++feHk5ISaNWvqPN7Q94x6xIgRcHBwwN27d9GvXz84ODigRo0aeOedd6BWq7XloqOjIQgCoqOjdeLRd834+HiMHDkSXl5eUCqV8PT0RN++fXHz5k0T/V8hYzFRS8ShQ4cAAM2bN9d7fu7cuUhISMDy5cuLvE5OTg4ePHhQoldx4uPjAQDVq1fXHjt9+jQAoEWLFjpla9WqBS8vL+35As7OzvD398dff/1VbH2Whve86ho4cCA0Gg0++eQTtG7dGh999BGWLFmCbt26oXbt2li4cCHq1auHd955BwcPHizyWmq1Gt27d0e1atXw2WefISwsDJ9//jlWrVpVpthefvllbNu2DSNHjsQ333yDSZMmIS0tDXFxcWW6Hpket7mUiEuXLgEAfH199Z5/9tln0alTJyxatAhvvPGGwY3nf/jhB4wcObJEdYrF7MeycOFCyOVy9O/fX3vs3r17AABPT89C5T09PfHvv/8WOu7n54cLFy6UKCZLwntedbVq1QorV64EAIwdOxY+Pj6YOnUqIiIiMG3aNADA4MGDUatWLaxZswahoaEGr5WdnY2BAwfigw8+AAC8/vrraN68Ob777ju88cYbpYorOTkZhw4dwqJFi/DOO+9oj8+YMaO0X5EqEBO1RDx8+BAKhQIODg4Gy8ydOxdhYWFYsWIF3n77bb1lunfvjr179xodz8aNG/Hdd9/hvffeQ/369bXHC7phlUploc/Y2NggNTW10HFXV9dCrS7iPa/KRo8erf1vuVyOFi1a4M6dOxg1apT2uIuLCwICAnDjxo1ir/f666/rvH/22Wexfv36Usdla2sLa2trREdHY9SoUXB1dS31NajiMVFXIqGhoejUqRM+/fTTQv9wC3h6eupt+ZTGH3/8gVGjRqF79+5YsGCBzrmCVl1OTk6hz2VnZ+tt9YmiCEEQjIrJUvGeV05169bVee/s7AwbGxudRwoFxx8+fFjktWxsbFCjRg2dY66urkhKSip1XEqlEgsXLsTUqVPh4eGBNm3a4Pnnn0d4eDhq1qxZ6utRxeAzaomoVq0aVCoV0tLSiiw3Z84cxMfHa7vVnpaVlYX4+PgSvfT5+++/0adPHzRu3BhbtmzRGTwE/Nf9WdAd+qR79+6hVq1ahY4nJSUV+gFFvOdVmVwuL9ExoPjHEYY+9yRDvxQ9OeCswOTJk3HlyhVERETAxsYGH3zwAQIDAy26B0TqmKglokGDBgDyRwIXJSwsDB07dsTChQv1jgbetGmTtoVV3Otp169fR48ePeDu7o7du3fr7ZINDg4GgEILbvz777+4c+eO9vyTYmNjERgYWOT3skS851ReCrqwn16s5tatW3rL+/v7Y+rUqfjtt99w7tw55Obm6l1gh6SBXd8S0bZtWwD5PwyDgoKKLDt37lx07NhR76jPsj6vjI+Px3PPPQeZTIaoqKhCXW0FGjVqhAYNGmDVqlUYN26c9rf95cuXQxAEnUFIAJCSkoLr16+XetCLJeA9p/Li7e0NuVyOgwcPol+/ftrj33zzjU65zMxMyGQy2NjYaI/5+/vD0dFR76MNkgYmaonw8/ND48aNsW/fPrz22mtFlg0LC0NYWBhiYmIKnSvr88oePXrgxo0beO+99/Dnn3/izz//1J7z8PBAt27dtO8XLVqEPn364LnnnsOgQYNw7tw5fPXVVxg9enShVtS+ffsgiiL69u1b6piqOt5zKi/Ozs4YMGAAvvzySwiCAH9/f+zcuROJiYk65a5cuYIuXbrglVdeQcOGDaFQKLBt2zYkJCRg0KBBZoqeimWulVaosC+++EJ0cHDQWb4RgDh+/PhCZX///XftUpPlsUpVwbX0vcLCwgqV37ZtmxgcHCwqlUrRy8tLnDVrlpibm1uo3MCBA8UOHToYHV9VxXtetcyZM0cEIN6/f1/n+PDhw0V7e/tC5cPCwsRGjRqJoiiKsbGxIgBx7dq1xX6uoJ4n3b9/X3z55ZdFOzs70dXVVRw3bpx47tw5nWs+ePBAHD9+vNigQQPR3t5edHZ2Flu3bi3+9NNPRn5zMiVBFIsZyUAVJiUlBX5+fvj00091pnFUVvHx8fD19cWPP/7I1pUBvOdEVBwOJpMQZ2dnvPfee1i0aFGV2PJwyZIlaNKkCX9gF4H3nIiKwxY1ERGRhLFFTUREJGFM1ERERBLGRE1ERCRhTNREREQSxkRNRGRhbt68CUEQEBkZae5QqASYqImIinD9+nWMGzcOfn5+sLGxgZOTE9q3b4+lS5fqXXu9vFy4cAFz587FzZs3TVZHSSxYsAB9+vSBh4cHBEHA3LlzzRqPJeISokREBuzatQsDBgyAUqlEeHg4GjdujNzcXPz555949913cf78eb3rr5eHCxcuYN68eejYsSN8fHxMUkdJzJo1CzVr1kSzZs0QFRVltjgsGRM1EZEesbGxGDRoELy9vXHgwAGd9dTHjx+Pa9euYdeuXWaM8D+iKBrcG9xYsbGx8PHxwYMHDwxu3EKmxa5vIiI9Pv30U6Snp+O7777Tu+lJvXr18NZbb2nfq1QqzJ8/H/7+/lAqlfDx8cHMmTML7Url4+OD559/Hn/++SdatWoFGxsb+Pn54fvvv9eWiYyMxIABAwAAnTp1giAIEAQB0dHROteIiopCixYtYGtrq92v/MaNGxgwYADc3NxgZ2eHNm3aGPULhTlb85SPiZqISI9ff/0Vfn5+aNeuXYnKjx49GrNnz0bz5s2xePFihIWFISIiQu+uVNeuXUP//v3RrVs3fP7553B1dcWIESNw/vx5AEBoaCgmTZoEAJg5cybWr1+P9evX6+xUdvnyZQwePBjdunXD0qVLERwcjISEBLRr1w5RUVF48803sWDBAmRnZ6NPnz7Ytm1bOfxfIbMw65YgREQSlJKSIgIQ+/btW6LyZ86cEQGIo0eP1jn+zjvviADEAwcOaI95e3uLAMSDBw9qjyUmJopKpVKcOnWq9tjmzZtFAOLvv/9eqL6Ca+zZs0fn+OTJk0UA4h9//KE9lpaWJvr6+oo+Pj6iWq0WRVH/Tl3FuX//vghAnDNnTok/Q+WDLWoioqekpqYCABwdHUtUfvfu3QCAKVOm6ByfOnUqABTqem7YsCGeffZZ7fsaNWogICAAN27cKHGMvr6+6N69e6E4WrVqhQ4dOmiPOTg4YOzYsbh58yYuXLhQ4uuTdDBRExE9xcnJCQCQlpZWovK3bt2CTCZDvXr1dI7XrFkTLi4uuHXrls7xunXrFrqGq6srkpKSShyjr6+v3jgCAgIKHS/oMn86DqocmKiJiJ7i5OSEWrVq4dy5c6X6nCAIJSonl8v1HhdLsZmhKUZ4kzQxURMR6fH888/j+vXrOHz4cLFlvb29odFocPXqVZ3jCQkJSE5Ohre3d6nrL2nSfzqOy5cvFzp+6dIl7XmqfJioiYj0eO+992Bvb4/Ro0cjISGh0Pnr169j6dKlAIBevXoBAJYsWaJT5osvvgAA9O7du9T129vbAwCSk5NL/JlevXrh2LFjOr9cZGRkYNWqVfDx8UHDhg1LHQeZHxc8ISLSw9/fHxs3bsTAgQMRGBioszLZoUOHsHnzZowYMQIA0LRpUwwfPhyrVq1CcnIywsLCcOzYMaxbtw79+vVDp06dSl1/cHAw5HI5Fi5ciJSUFCiVSnTu3Bnu7u4GPzN9+nT88MMP6NmzJyZNmgQ3NzesW7cOsbGx+PnnnyGTlb5ttn79ety6dQuZmZkAgIMHD+Kjjz4CALz66qtspVcEcw87JyKSsitXrohjxowRfXx8RGtra9HR0VFs3769+OWXX4rZ2dnacnl5eeK8efNEX19f0crKSqxTp444Y8YMnTKimD+1qnfv3oXqCQsLE8PCwnSOrV69WvTz8xPlcrnOVC1D1xBFUbx+/brYv39/0cXFRbSxsRFbtWol7ty5U6dMaaZnhYWFiQD0vvRNHaPyJ4hiKUYvEBERUYXiM2oiIiIJY6ImIiKSMCZqIiIiCWOiJiIikjAmaiIiIgljoiYiIpIwJmoiIiIJY6ImIiKSMCZqIiIiCWOiJiIikjAmaiIiIgljoiYiIpIwJmoiIiIJ+39a8Q/wbm8mRQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ - "analysis_of_long_df.mean_diff.plot();" + "## Dabest estimation plot designs" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ``dabest`` package implements a range of estimation plot\n", + "designs aimed at depicting common experimental designs:\n", + "1. Two-Group\n", + "2. Multi Two-Group\n", + "3. Shared Control (Unpaired) and Repeated Measures (Paired)\n", + "4. Multi-Groups\n", + "5. Proportion plots\n", + "6. Mini-Meta\n", + "7. Delta-Delta\n", + "8. Forest Plot\n", + " \n", + "In addition, as of Dabest **v2025.02.28**, we introduce a new plotting orientation: **horizontal plots**. \n", + "\n", + "Lastly, we have a whole tutorial page for making aesthetic changes to dabest plots.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": { @@ -1502,5 +1179,5 @@ } }, "nbformat": 4, - "nbformat_minor": 5 + "nbformat_minor": 2 } diff --git a/nbs/tutorials/02-repeated_measures.ipynb b/nbs/tutorials/02-repeated_measures.ipynb deleted file mode 100644 index b91ac65b..00000000 --- a/nbs/tutorials/02-repeated_measures.ipynb +++ /dev/null @@ -1,626 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "5a4db386", - "metadata": {}, - "source": [ - "# Repeated measures\n", - "\n", - "> Explanation of how to use dabest for repeated measures analysis.\n", - "\n", - "- order: 2" - ] - }, - { - "cell_type": "markdown", - "id": "9081a4df", - "metadata": {}, - "source": [ - "DABEST version 2023.02.14 expands the repertoire of plots for experiments with repeated-measures designs. DABEST now allows the visualization of paired experiments with one control and multiple test \n", - "groups, as well as repeated measurements of the same group. This is an improved version of paired data plotting in previous versions, which only supported computations involving one test group and one control group.\n", - "\n", - "The repeated-measures function supports the calculation of effect sizes for\n", - "paired data, either based on sequential comparisons (group i vs group i + 1) \n", - "or baseline comparisons (control vs group i). To use these features, \n", - "you can simply declare the argument ``paired = \"sequential\"`` or ``paired = \"baseline\"`` \n", - "correspondingly while running ``dabest.load()``. As in the previous version, you must also pass a column in the dataset that indicates the identity of each observation, using the \n", - "``id_col`` keyword. \n", - "\n", - "
\n", - " **(Please note that** ``paired = True`` **and** ``paired = False`` **are no longer valid since v2023.02.14)**\n", - "
\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "eecb3c0a", - "metadata": {}, - "source": [ - "## Load Libraries" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ea25e869", - "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, - "id": "d20f817b", - "metadata": {}, - "outputs": [], - "source": [ - "#| hide\n", - "import warnings\n", - "warnings.filterwarnings(\"ignore\", category=UserWarning) # to suppress warnings related to points not being able to be plotted due to dot size" - ] - }, - { - "cell_type": "markdown", - "id": "1d78dd2c", - "metadata": {}, - "source": [ - "## Creating a demo dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9906d636", - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.stats import norm # Used in generation of populations.\n", - "\n", - "np.random.seed(9999) # Fix the seed so the results are reproducible.\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": "code", - "execution_count": null, - "id": "76040145", - "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" - ] - } - ], - "source": [ - "two_groups_paired_sequential = dabest.load(df, idx=(\"Control 1\", \"Test 1\"),\n", - " paired=\"sequential\", id_col=\"ID\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2774e88a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "1. Test 1 minus Control 1\n", - "\n", - "5000 resamples will be used to generate the effect size bootstraps." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "two_groups_paired_sequential" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d6c78841", - "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" - ] - } - ], - "source": [ - "two_groups_paired_baseline = dabest.load(df, idx=(\"Control 1\", \"Test 1\"),\n", - " paired=\"baseline\", id_col=\"ID\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c64388d3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "1. Test 1 minus Control 1\n", - "\n", - "5000 resamples will be used to generate the effect size bootstraps." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "two_groups_paired_baseline" - ] - }, - { - "cell_type": "markdown", - "id": "17eae308", - "metadata": {}, - "source": [ - "When dealing with only 2 paired data groups, assigning either ``baseline`` or ``sequential`` to the ``paired`` parameter will yield the same numerical results" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "27a891ac", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "two_groups_paired_sequential.mean_diff" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bb9f8761", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "two_groups_paired_baseline.mean_diff" - ] - }, - { - "cell_type": "markdown", - "id": "47395e35", - "metadata": {}, - "source": [ - "For paired data, we use\n", - "[slopegraphs](https://www.edwardtufte.com/bboard/q-and-a-fetch-msg?msg_id=0003nk>)\n", - "(another innovation from Edward Tufte) to connect paired observations.\n", - "Both Gardner-Altman and Cumming plots support this.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "10e1951a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_paired_baseline.mean_diff.plot(float_contrast=False);" - ] - }, - { - "cell_type": "markdown", - "id": "e86d261e", - "metadata": {}, - "source": [ - "When creating repeated-measures plots with multiple test groups, declaring ``paired`` as ``sequential`` or ``baseline`` will generate different results." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "59fdde69", - "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" - ] - } - ], - "source": [ - "sequential_repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),\n", - " paired=\"sequential\", id_col=\"ID\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f3b41638", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", - "\n", - "The paired mean difference for the sequential design of repeated-measures experiment \n", - "between Test 1 and Test 2 is -1.02 [95%CI -1.36, -0.716].\n", - "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", - "\n", - "The paired mean difference for the sequential design of repeated-measures experiment \n", - "between Test 2 and Test 3 is 0.716 [95%CI 0.14, 1.22].\n", - "The p-value of the two-sided permutation t-test is 0.022, calculated for legacy purposes only. \n", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sequential_repeated_measures.mean_diff" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d1e57580", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sequential_repeated_measures.mean_diff.plot();" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "469088f9", - "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" - ] - } - ], - "source": [ - "baseline_repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),\n", - " paired=\"baseline\", id_col=\"ID\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7fdd662a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", - "\n", - "The paired mean difference for repeated measures against baseline \n", - "between Control 1 and Test 2 is -0.542 [95%CI -0.975, -0.198].\n", - "The p-value of the two-sided permutation t-test is 0.014, calculated for legacy purposes only. \n", - "\n", - "The paired mean difference for repeated measures against baseline \n", - "between Control 1 and Test 3 is 0.174 [95%CI -0.297, 0.706].\n", - "The p-value of the two-sided permutation t-test is 0.505, calculated for legacy purposes only. \n", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "baseline_repeated_measures.mean_diff" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8c152456", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "baseline_repeated_measures.mean_diff.plot();" - ] - }, - { - "cell_type": "markdown", - "id": "139563f1", - "metadata": {}, - "source": [ - "Similar to unpaired data, DABEST empowers you to perform complex \n", - "visualizations and statistics for paired data." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9043f11a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_baseline_repeated_measures = dabest.load(df, idx=((\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),\n", - " (\"Control 2\", \"Test 4\", \"Test 5\", \"Test 6\")),\n", - " paired=\"baseline\", id_col=\"ID\")\n", - "multi_baseline_repeated_measures.mean_diff.plot();" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "python3", - "language": "python", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/nbs/tutorials/02-two_group.ipynb b/nbs/tutorials/02-two_group.ipynb new file mode 100644 index 00000000..8f2cf162 --- /dev/null +++ b/nbs/tutorials/02-two_group.ipynb @@ -0,0 +1,652 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Two-Group Experiments\n", + "\n", + "> Explanation of how to use dabest for two-group and multi two-group analysis.\n", + "\n", + "- order: 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:00<00:00, 67.58it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n", + "We're using DABEST v2024.03.30\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\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\", category=UserWarning)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a demo dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we create a dataset to illustrate how to perform Two-Group analyses using dabest." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Control 1Test 1Control 2Test 2Control 3Test 3Test 4Test 5Test 6GenderID
02.7939843.4208753.3246611.7074673.8169401.7965814.4400502.9372843.486127Female1
13.2367593.4679723.6851861.1218463.7503583.9445663.7234942.8370622.338094Female2
23.0191494.3771795.6168913.3013812.9453972.8321883.2140143.1119503.270897Female3
32.8046384.5647802.7731522.5340183.5751793.0482674.9682783.7433783.151188Female4
42.8580193.2200582.5503612.7963653.6921383.2765752.6621042.9773412.328601Female5
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" + ], + "text/plain": [ + " Control 1 Test 1 Control 2 Test 2 Control 3 Test 3 Test 4 \\\n", + "0 2.793984 3.420875 3.324661 1.707467 3.816940 1.796581 4.440050 \n", + "1 3.236759 3.467972 3.685186 1.121846 3.750358 3.944566 3.723494 \n", + "2 3.019149 4.377179 5.616891 3.301381 2.945397 2.832188 3.214014 \n", + "3 2.804638 4.564780 2.773152 2.534018 3.575179 3.048267 4.968278 \n", + "4 2.858019 3.220058 2.550361 2.796365 3.692138 3.276575 2.662104 \n", + "\n", + " Test 5 Test 6 Gender ID \n", + "0 2.937284 3.486127 Female 1 \n", + "1 2.837062 2.338094 Female 2 \n", + "2 3.111950 3.270897 Female 3 \n", + "3 3.743378 3.151188 Female 4 \n", + "4 2.977341 2.328601 Female 5 " + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "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", + " })\n", + "df.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we need to load the data and specify the relevant groups. \n", + "\n", + "We can achieve this by supplying the dataframe to `dabest.load()`. Additionally, we must provide the groups to be compared in the `idx` argument as a tuple or list.\n", + "\n", + "For this tutorial, we will create two separate analyses: \n", + "- A singular two-group comparison between Control 1 and Test 1\n", + "- A multi two-group comparison between Control 1 and Test 1, and between Control 2 and Test 2. \n", + " \n", + "The **multi two-group estimation plot** tiles two or more Cumming plots\n", + "horizontally, and is created by passing a *nested tuple* to ``idx`` when\n", + "``dabest.load()`` is first invoked." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"))\n", + "multi_two_groups_unpaired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\")))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition, we can specify the `paired` argument to indicate paired data.\n", + "\n", + " `paired` can be set as 'baseline' or 'sequential' or left as None (unpaired). \n", + " \n", + " **Note: For two-group, both 'baseline' and 'sequential' are equivalent.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "two_groups_paired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), paired='baseline', id_col='ID')\n", + "multi_two_groups_paired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\")), \n", + " paired='baseline', id_col='ID')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The **dabest** library features a range of effect sizes. In this case, we shall proceed with the default effect size, which is the mean difference.\n", + "\n", + "Here we will show the two-group unpaired analysis as an example." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:17 2025.\n", + "\n", + "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.205, 0.774].\n", + "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "two_groups_unpaired.mean_diff" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A dataframe of the mean_diff results can be extracted by calling the `results` attribute of the `dabest.mean_diff` object." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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controltestcontrol_Ntest_Neffect_sizeis_paireddifferencecibca_lowbca_high...pvalue_mann_whitneystatistic_mann_whitneybec_differencebec_bootstrapsbec_bca_interval_idxbec_bca_lowbec_bca_highbec_pct_interval_idxbec_pct_lowbec_pct_high
0Control 1Test 12020mean differenceNone0.48029950.2051610.773647...0.00162583.00.0[-0.09732932551566487, 0.08087009665445155, -0...(127, 4877)-0.2568620.259558(125, 4875)-0.258260.25759
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" + ], + "text/plain": [ + " control test control_N test_N effect_size is_paired \\\n", + "0 Control 1 Test 1 20 20 mean difference None \n", + "\n", + " difference ci bca_low bca_high ... pvalue_mann_whitney \\\n", + "0 0.48029 95 0.205161 0.773647 ... 0.001625 \n", + "\n", + " statistic_mann_whitney bec_difference \\\n", + "0 83.0 0.0 \n", + "\n", + " bec_bootstraps bec_bca_interval_idx \\\n", + "0 [-0.09732932551566487, 0.08087009665445155, -0... (127, 4877) \n", + "\n", + " bec_bca_low bec_bca_high bec_pct_interval_idx bec_pct_low bec_pct_high \n", + "0 -0.256862 0.259558 (125, 4875) -0.25826 0.25759 \n", + "\n", + "[1 rows x 35 columns]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Producing estimation plots\n", + "\n", + "We can now call the `.plot()` method to generate the estimation plot." + ] + }, + { + "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();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For singular two-group comparisons, the plot will display the effect size curve by default to the right of the raw data.\n", + "We term this a **Gardner-Altman plot**.\n", + "\n", + "This can be changed by setting the `float_contrast` argument to `False`. Here, the effect size curve will be displayed below the raw data - a **Cumming estimation plot**.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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lpKcMpRJjamqqtuMgpM4r71Wu6kkQpXp5GVOqJ7iuJj1lKJUYmzZtqu04CDF4ElEJJGL11zpq82GM9L9FwiKFZXimArQc9DnuHlhW4Ta45aDPwTMxA4Bqy1R2fmXw+CbS6xgrvep8IcRQSUQlyEn7G6Ji9ROOKtz7TEDeoxsoLcqFqaUtbJq0BpNI8OLeZaXKiIoLkffoOkqL8mBqaQObxm1gYl5PqWubmFvCzs3HqJOj2okxIyMDGzZsQFJSEnJzcyGRyLZpcByH+Pj4GgdIiCGQiEUQFReBxzcBVwsJgy+whJNtD7XK5D++g8fnfwWTSACOAxjD81tn0bDrMFi/4VnlOZmoBKLiIkjEIkqM8v73v/+hR48eePnyJTw9PXHt2jV4e3sjJycHjx8/hoeHBxo3bqzpWImWZOcX4tjlW8h4kQdXBxv0ebMV7K2Vqz0QWZyJGfimguoLKnD/8EqIivNhYm6N5v0/0XBkZUQv8/9Liv/1WP+3mB2TiPH43K/wHPI1TCysKz1eDAA1aC4wFGolxunTp8PKygrJycmwtLSEs7MzVqxYgV69emH37t2YOHEitm3bpulYiRYkXH+ABZsPQSSWgMdxkDCG2D8TMGf0AHRu3UzX4dUpouJ8iIrytHqN7AdXy2qKCjCJBDmpV+HoTWs2qTWJxLlz5xAZGYkmTZpIB1yX30oPHToUI0aMwJdffqm5KIlCHy/bjrB5v+DjZdvVOj47vxALNh9CqUgMxhjEEgkYYygViTE/9hCy8ws1HDGpDaKX+Xh64wz+vXQAT2+cgehlvnRfaWF22e2zIhxXYeqxukrtZ6VdXMrGS9nZ2YHP5+PFixfS/W3btq12sDapuez8IjzLVX8+yWOXb0EkVlx7EIklOH7lNob29Ff7/KT25f1zC4/ObJNpP8z6+ygadx8Bm0atYFrPXnr7XAFjejlprC6oVWN0d3eXjm3k8Xhwd3fH8ePHpfvPnz8vXW+a6K+MF3ngVVJ74HEcnjzPreWISE2IXub/lxTFABjAJADKphV7dGYbRC/zYd/MDxyvkqnCeDzYNWtfqzHrK6UTY3b2qyp23759sXv3bun7iRMn4pdffkFQUBB69+6NzZs3Y/jw4ZqNlKgtO78Qv564gh/3nMCvJ65Ib5FdHWwgqaT2IGEMDerb1maYpIaUaT80sbBG4+4jwPH4ADiA46Hs2Wk+GncfARNzmoYPUOFW2tXVFf3798eIESPw+eefIywsDKWlpTA1NcXUqVNRWFiI3377DXw+H7Nnz8aMGTO0GTdRUlWdK33ebIXYPxNQKqr4TK0Jn4egDq10EDFRhuhlPrIfXEVpYTZM69nDvpnfq/ZDRX/sXms/tGnUCp5DvkZO6lWUFGTDzMoeds3aU1J8jdKJMSQkBL///jt+//13WFtb47333sOIESPQq1cvcByHWbNmYdasWdqMlajo9c4VABD/9wtT3rmybc5YzBk9APNjZROnCZ+HOaMHwN7aUpfhk0pU1o5o6+ajdPuhiYU19T5XQenEuG3bNrx8+RL79+/H9u3bsW3bNmzevBkuLi4ICwvDiBEj0L49tU/oE2U7V7bNGYvjV27jyfNcNKhvi6AOrSgp6inZdkTIjEPMSU0Gx+O92vcaaj9UjUqdLxYWFggLC8Mff/yBjIwMrFq1Ci1atMDy5cvx5ptvwsvLCwsXLsSDBw+0FS9RgbKdK/bW9TC0pz8mh/TC0J7+lBT1WFXtiGAMtu6+1H6oAWovhmVvb4/IyEicPn0a6enpWLx4MSwtLTFnzhy0aNECXbp00WScRA3UuWJ8qhuHyOObwnPI13Bt3w8OLTrCtX0/eL43HTaNqL1YFRpZJbBhw4b48ssvsXnzZgwaNAiMMVy8eFETpyY10OfNVjDhK/6KqXPFMCkzDrG8/fCNjoPg6N2daopqqHFiLK8t+vj4wNfXFwcOHECXLl2wcuVKTcRHasDeuh7mjB4AUxM+OI4Dn8cDx3EwNeFT54qBonGItUOtJ1+ePXuGX3/9Fdu3b0dCQgIYY/Dy8sL8+fMxYsQIuLm5aThMoq7OrZtR54oRKR+HKN8rzfF41I6oQUonxsLCQuzbtw/bt29HfHw8SktL0aBBA0ydOpV6pPVceecKMQ40DlH7lE6Mzs7OKC4uhpWVFYYPHy4dw8irpFpPCNEeGoeoXUonxqCgIIwYMQIDBw6Eubm5NmMihBCdUjoxHjhwQJtxEEL0gKJHDauauNZY0ZovdQDN0E2A6pNedVOW1SWUGI0czdBdN9Q06VX1qOGjM9uqXfLA2FDPiRHT9AzdlU1fRnQr759buLNvCTKvHsGLe5eQefUI7uxbgrx/bgFQbp5GZaYsq0uoxmjENDlDN9U89ZMyNT1lkp6yU5bVFVRjNGKamqGb1obRXyolPUX+S3q05IEsSoxGTNVJJCq7VVam5kl0Q1NJjx41lKVXiXH16tVo164dbGxsYGNjg4CAAPz5559VHrN79254eXnB3Nwcbdu2xeHDh2spWv2nyiQSCdcfYMT8jfjl4DkcTriOXw6ew4j5G3HhxgNaG0aPaSrp0ZIHsvQqMTZq1AiLFy9GYmIirly5gl69emHQoEG4ceOGwvLnz59HWFgYxo0bh6tXr2Lw4MEYPHgwrl+/XsuR6ydlJ5Go7lbZtp45TV+mpzSZ9MofNaQpy/Ss8+Xdd9+Veb9o0SKsXr0aFy5cQOvWrSuUX7FiBfr16yddw3rBggU4duwYVq5ciTVr1tRKzPpOmUkkqrtVBjiY8Hm0NoweUnZSCWWfr6ZHDcvoVWJ8nVgsxu7du1FYWIiAgACFZRISEjBt2jSZbcHBwdi/f3+l5xUKhRAKhdL3BQXqr8tsKKqbRKL8VlmsoFbI4zjkFr6ktWH0jPy4RY+3J6HgyT1Kehqid4nx2rVrCAgIkE5YsW/fPnh7eyssm5GRARcXF5ltLi4uyMjIqPT8MTExiI6O1mjMhqKyJ2CU6aSh6cv0R1WDtSnxaYbeJUZPT08kJycjNzcXe/bswahRo3D69OlKk6OqoqKiZGqZycnJCAwM1Mi59ZkmllGl6ct0j55QqR161fkCAGZmZmjevDn8/f0RExMDHx8frFixQmFZV1dXZGZmymzLzMyEq6trpecXCATSXm8bGxtYWRl/b1t1nSsAaKZvA0FPqNQOvasxypNIJDJtgq8LCAhAfHw8pk6dKt127NixStsk6ypaRtV40BMqtUOvEmNUVBTefvttNGnSBPn5+di+fTtOnTqFuLg4AEB4eDgaNmyImJgYAMCUKVMQGBiIZcuWYcCAAdi5cyeuXLmCdevW6fJj6J3qOlfkl1El+oueUKkdenUrnZWVhfDwcHh6eqJ37964fPky4uLi0KdPHwBlC289efJEWr5Lly7Yvn071q1bBx8fH+zZswf79+9HmzZtdPUR9BIto2o86AmV2qFXNcYNGzZUuf/UqVMVtg0dOhRDhw7VUkTGQdnOFaL/aDGs2qFXiZGoprz9r7p2wPInYHQ5DpEmy9UcWgxL+ygx6khJqajSDhFlfTcpRPrfRcUlVZZt59EIv3w1Eiev3kFmdj5c7K3Rs70n7KwsUVRcgpz8Ipy4egdZ2flwtrdGLz9P2GkgYZrweUi8k05TlmkYDdbWLkqMOlBSKkLyvUcoLFbc265pBS+FuP7gX+QUvISdlQXaNHsDVhYC3EkvGwh/71EW9p5JhkQiAcdxYIzh/+Iu4r1AX7Ro5FyjazMJw3e7jktv48s7gMqHCm2bM5ZqjkTvUGLUAZFYgsJiIUxN+DA14Wv1WrcfZmDH8StlSY/HgUkYTiffQ1hQB3g1dUVBUTH2nkmG+L+xcey/xCWWSLD3dDK+DAuClaV6q0KWisT46+/7Gpssl5DaQolRh0xN+DA3M1X7+OW/xiO/SAhrSwGmDutdYX9+UTF2xl95lfQkr5LezvgrmBn+Nq49+BcSpjhxSZgE11OfoIdfS7VjzCl4qdRQIQKYmFvL/Et0hxKjAcsvEiK38GWl+6/cfihNivLEEgkS76QjO79Ievssj+M4vMhTfnbu/KJiXLn9ENn5RbC3tkTbZm/AzsqChgopqXn/TzR6PloKVX2UGI2YMknP3tpS4X6g7Lbawaas/U8+6XXwagrr126xb6T+i61xFyF+rZ3yyMWb6B/QGiY8HkrFNFRIk2gpVO2ixGjElEl6/p5NEHfppsJ2QD6PB3/PJgqTXtylmwjv1xnebg2QX1SMrXEXpeeQtlMyCQ4n3MDk93ti5b5TNGWZhtBSqNqnV0++EM3q4NUU/EqekihPetaW5gjv1xkmfB44DuDxOHBcWW0uvF9nAJAmPcYAiYSBsbKOky1HLkhrkpXdskskEmQXFGHbnLEY/2439A9og/HvdsO2OeNoqI4aaCnU2kE1RiNWnvS2HLkgU9vj88qSXvmtsLdbA8wMfxuJd9LxIq9QWpO0tjTHyaQ7NW6nzMzOp+ewNYSWQq0dlBiNXFVJT155Yns9wWmindLFnm7bNEWZpEcTTdQcJcY6wNrSvMohN1W1Ida0nZLH46Fne0+NfZa6TpmkZ+fuh6y/j75qY3wNTTShHGpjrONe7zhR1Ibo1dRV7XZKPo+H9wJ9YWdFHSyaQkuh1g6qMdYBVQ21qW6s4530TLXbKds0e6PS9aiJejS9KiBRjBKjkatuqI0ybYg9/Foq1U4pf8teXFJa7eQWRHW0FKr2UWI0YpWNLyy/TZ4Z/rbSA7yra6cktYuSnnZRG6MRU+aRQGXGOhJS11BiNGLlt8mKlN8mVzfAW9GwHkKMHd1KGzFlb5NVGetI9ANNEKFdlBiNWAevptU+B12O2hANB00QoX10K23E6DbZ+CjzrDSpOaoxGjm6TTYuyjwrTb3VNUeJsQ6g22TjQRNE1A66lSbEgNAEEbWDEiMhBkSZZ6VJzVFiJMSA0AQRtYPaGOuA6tZrIYaFJojQPkqMRq66SSSIYaJnpbWLbqWNWHVzLeYXFes6REL0kl4lxpiYGLz55puwtraGs7MzBg8ejDt37lR5TGxsLDiOk3mZm9NtIqDcJBKEkIr0KjGePn0akyZNwoULF3Ds2DGUlpaib9++KCysetF3GxsbPHnyRPp6+PBhLUWs35SZRIIQUpFetTEeOXJE5n1sbCycnZ2RmJiI7t0rb0/hOA6urq7aDs/gKDuJBCFEll7VGOXl5uYCABwcHKosV1BQgKZNm6Jx48YYNGgQbty4URvh6T2aa5EQ9ehtYpRIJJg6dSq6du2KNm3aVFrO09MTGzduxIEDB/B///d/kEgk6NKlC/755x+F5YVCIfLy8qSvgoICbX0EnaNJJAhRj17dSr9u0qRJuH79Os6ePVtluYCAAAQEBEjfd+nSBa1atcLatWuxYMGCCuVjYmIQHR2t8Xj1laqTSNCYR0L0NDF+8sknOHjwIM6cOYNGjRqpdKypqSn8/Pxw//59hfujoqIwbdo06fvk5GQEBgbWKF59p+wkEjTmkZAyenUrzRjDJ598gn379uHEiRNwd3dX+RxisRjXrl1DgwaKf5EFAgFsbGykLysrw31awNpSANt6FrC2FFRZLr+oGCeT7mDv6as4mXRH4fhFGvNIyCt6VWOcNGkStm/fjgMHDsDa2hoZGRkAAFtbW1hYWAAAwsPD0bBhQ8TExAAA5s+fj86dO6N58+bIycnB0qVL8fDhQ0REROjsc9SWqcN6V1tG2VqgMmMeaeoyUlfoVY1x9erVyM3NRY8ePdCgQQPpa9euXdIy6enpePLkifR9dnY2xo8fj1atWqF///7Iy8vD+fPn4e3trYuPoFdUqQXSmEdCXtGrGmNlY+5ed+rUKZn3P/zwA3744QctRWTYVKkF0phHQl7Rqxoj0SxVaoE05pGQVygxGjFVaoE05pGQV/TqVppolirLp+YXFSPzRR58WzRCwcsSWFkI4OpgQwtnkTqJEqMRK68FbjlyQaZXms+TrQUq6rmWL0NIXUKJ0chV9+TL6z3XwKsOsPKe65nhb1NyJHUOtTHWEeUJT77NkeZsJKQiqjEaueoGeJf3XCvqpKHxi6SuohqjEVNmgDeNXySkIkqMRkyZ22Qav0hIRZQYjZgyA7xp/CIhFVEboxFT9jZZ1TkbCTF2lBiNmCoDvJWds5GQuoBupY0Y3SYToh6qMRo5uk0mRHWUGOsAuk0mRDV0K00IIXIoMRJCiBxKjIQQIofaGOuQp1mZePY0q9auJywVoVhYCjNhLiwEprV2XV0QlbxEXvpd8MzMwTcxq7Xrujg7wtXZqdauV1dwTJmFVozYkydPsHbtWkRGRla65KoxEAqFCA4OxunTp3UdCtGgwMBAxMXFQSCoegldopo6nxjriry8PNja2uL06dMGvZY2eaWgoACBgYHIzc2FjY2NrsMxKnQrXcf4+vrSL5GRyMvL03UIRos6XwghRA4lRkIIkUOJsY4QCASYO3cuNdIbEfpOtYc6XwghRA7VGAkhRA4lRkIIkUOJkRBC5FBiJGpJS0sDx3GIjY3VdSiEaBwlxlqQkpKCyMhINGvWDObm5rCxsUHXrl2xYsUKvHz5UmvXvXnzJubNm4e0tDStXUMZixYtwsCBA+Hi4gKO4zBv3jydxlNbOI5T6nXq1KkaX6uoqAjz5s1T6Vx19XtRBj35omWHDh3C0KFDIRAIEB4ejjZt2qCkpARnz57Fl19+iRs3bmDdunVaufbNmzcRHR2NHj16wM3NTSvXUMasWbPg6uoKPz8/xMXF6SyO2rZ161aZ91u2bMGxY8cqbG/VqlWNr1VUVITo6GgAQI8ePZQ6pq5+L8qgxKhFqamp+OCDD9C0aVOcOHFCZpKKSZMm4f79+zh06JAOI3yFMYbi4mJYWFho/Nypqalwc3PDs2fP4ORUd2aC+fDDD2XeX7hwAceOHauwXVfq6veiDLqV1qJvv/0WBQUF2LBhg8KZe5o3b44pU6ZI34tEIixYsAAeHh4QCARwc3PDjBkzIBQKZY5zc3PDO++8g7Nnz6Jjx44wNzdHs2bNsGXLFmmZ2NhYDB06FADQs2fPCrdt5eeIi4tDhw4dYGFhgbVr1wIAHjx4gKFDh8LBwQGWlpbo3LlzjRK4Lmur+k4ikWD58uVo3bo1zM3N4eLigsjISGRnZ8uUu3LlCoKDg+Ho6AgLCwu4u7tj7NixAMrae8sTW3R0tPS7ru7WmL6XylGNUYv++OMPNGvWDF26dFGqfEREBDZv3oyQkBB8/vnnuHjxImJiYnDr1i3s27dPpuz9+/cREhKCcePGYdSoUdi4cSNGjx4Nf39/tG7dGt27d8fkyZPx448/YsaMGdLbtddv2+7cuYOwsDBERkZi/Pjx8PT0RGZmJrp06YKioiJMnjwZ9evXx+bNmzFw4EDs2bMHQ4YM0dwPiCAyMhKxsbEYM2YMJk+ejNTUVKxcuRJXr17FuXPnYGpqiqysLPTt2xdOTk6YPn067OzskJaWhr179wIAnJycsHr1akycOBFDhgzBe++9BwBo166dLj+aYWNEK3JzcxkANmjQIKXKJycnMwAsIiJCZvsXX3zBALATJ05ItzVt2pQBYGfOnJFuy8rKYgKBgH3++efSbbt372YA2MmTJytcr/wcR44ckdk+depUBoD99ddf0m35+fnM3d2dubm5MbFYzBhjLDU1lQFgmzZtUurzMcbY06dPGQA2d+5cpY8xJpMmTWKv/8r99ddfDADbtm2bTLkjR47IbN+3bx8DwC5fvlzpuWvys63r34sidCutJeVTQllbWytV/vDhwwCAadOmyWz//PPPAaDCray3tzfeeust6XsnJyd4enriwYMHSsfo7u6O4ODgCnF07NgR3bp1k26zsrLChAkTkJaWhps3byp9flK13bt3w9bWFn369MGzZ8+kL39/f1hZWeHkyZMAADs7OwDAwYMHUVpaqsOI6w5KjFpSPudhfn6+UuUfPnwIHo+H5s2by2x3dXWFnZ0dHj58KLO9SZMmFc5hb29foW2qKu7u7grj8PT0rLC9/BZcPg6ivnv37iE3NxfOzs5wcnKSeRUUFCArq2wZisDAQLz//vuIjo6Go6MjBg0ahE2bNlVoeyaaQ22MWmJjY4M33ngD169fV+k4juOUKsfn8xVuZyrMCaKNHmiiPIlEAmdnZ2zbtk3h/vIOFY7jsGfPHly4cAF//PEH4uLiMHbsWCxbtgwXLlygGdm1gBKjFr3zzjtYt24dEhISEBAQUGXZpk2bQiKR4N69ezIdJJmZmcjJyUHTpk1Vvr6ySVY+jjt37lTYfvv2bel+ohkeHh44fvw4unbtqtQfqc6dO6Nz585YtGgRtm/fjhEjRmDnzp2IiIhQ67smlaNbaS366quvUK9ePURERCAzM7PC/pSUFKxYsQIA0L9/fwDA8uXLZcp8//33AIABAwaofP169eoBAHJycpQ+pn///rh06RISEhKk2woLC7Fu3Tq4ubnB29tb5TiIYsOGDYNYLMaCBQsq7BOJRNLvLTs7u8KdgK+vLwBIb6ctLS0BqPZdk8pRjVGLPDw8sH37doSGhqJVq1YyT76cP38eu3fvxujRowEAPj4+GDVqFNatW4ecnBwEBgbi0qVL2Lx5MwYPHoyePXuqfH1fX1/w+XwsWbIEubm5EAgE6NWrF5ydnSs9Zvr06dixYwfefvttTJ48GQ4ODti8eTNSU1Px22+/gcdT/W/p1q1b8fDhQxQVFQEAzpw5g4ULFwIARo4cWWdroYGBgYiMjERMTAySk5PRt29fmJqa4t69e9i9ezdWrFiBkJAQbN68GatWrcKQIUPg4eGB/Px8rF+/HjY2NtI/qBYWFvD29sauXbvQsmVLODg4oE2bNmjTpk2l16fvpQq67havC+7evcvGjx/P3NzcmJmZGbO2tmZdu3ZlP/30EysuLpaWKy0tZdHR0czd3Z2Zmpqyxo0bs6ioKJkyjJUNtRkwYECF6wQGBrLAwECZbevXr2fNmjVjfD5fZuhOZedgjLGUlBQWEhLC7OzsmLm5OevYsSM7ePCgTBlVhusEBgYyAApfioYSGSv54Trl1q1bx/z9/ZmFhQWztrZmbdu2ZV999RX7999/GWOMJSUlsbCwMNakSRMmEAiYs7Mze+edd9iVK1dkznP+/Hnm7+/PzMzMlBp+Q99L5WgGb0IIkUNtjIQQIocSIyGEyKHESAghcigxEkKIHEqMhBAihxKjHvj222/h5eUFiUSi61BqbPr06ejUqZOuw9Ap+j6NgK7HC9V1ubm5zMHBgW3cuFG6Df+NJfvuu+8qlN+0aVO1U1Ap67fffmPDhg1j7u7uzMLCgrVs2ZJNmzaNZWdnKyx/4MAB5ufnxwQCAWvcuDGbM2cOKy0tlSnz5MkTJhAI2IEDB2ocnyGi79M4UGLUsR9++IHZ2Niwly9fSreV/yK5uLiwwsJCmfKa/EWqX78+a9u2LZs9ezZbv349mzx5MjMzM2NeXl6sqKhIpuzhw4cZx3GsZ8+ebN26dezTTz9lPB6PffTRRxXOO2zYMPbWW2/VOD5DRN+ncaDEqGPt2rVjH374ocw2AMzX15cBYMuWLZPZp8lfJEVPN2zevJkBYOvXr5fZ7u3tzXx8fGRqFDNnzmQcx7Fbt27JlN2zZw/jOI6lpKTUOEZDQ9+ncaA2Rh1KTU3F//73PwQFBVXY17VrV/Tq1Qvffvut1pZYVbSaXPnSBbdu3ZJuu3nzJm7evIkJEybAxOTV4/Uff/wxGGPYs2ePzDnKP8+BAwe0ELX+ou/TeFBi1KHz588DANq3b69w/7x585CZmYnVq1dXeR6hUCgzA3RVr+pkZGQAABwdHaXbrl69CgDo0KGDTNk33ngDjRo1ku4vZ2trCw8PD5w7d67a6xkT+j6NB82uo0PlcxwqmkkbAN566y307NkTS5cuxcSJEyuds2/Hjh0YM2aMUtdk1Twav2TJEvD5fISEhEi3PXnyBAAUrnTYoEED/PvvvxW2N2vWrM4tg0Dfp/GgxKhDz58/h4mJSZUzMM+bNw+BgYFYs2YNPvvsM4VlgoODcezYsRrHs337dmzYsAFfffUVWrRoId1efusnEAgqHGNubi5d3+Z19vb2FWoexo6+T+NBiVHPde/eHT179sS3336Ljz76SGGZBg0aKPzrr4q//voL48aNQ3BwMBYtWiSzr7xmo2iNkeLiYoU1H8YYzSqtAH2fhoESow7Vr18fIpEI+fn5Va4mOHfuXPTo0QNr166Vrhj3upcvXyI3N1epa7q6ulbY9vfff2PgwIFo06YN9uzZI9MgD7y65Xry5AkaN24ss+/Jkyfo2LFjhXNmZ2fLtGvVBfR9Gg/qfNEhLy8vAGW9mVUJDAxEjx49sGTJEoU9mrt27ZLWMqp7yUtJSUG/fv3g7OyMw4cPK7wNLJ9G/8qVKzLb//33X/zzzz/S/a9LTU2VWbumLqDv03hQjVGHyhfIunLlCtq1a1dl2Xnz5qFHjx5Yt25dhX3qtkllZGSgb9++4PF4iIuLk65KJ69169bw8vLCunXrEBkZKV2hcPXq1eA4TqZhHwByc3ORkpKCiRMnqhyTIaPv03hQYtShZs2aoU2bNjh+/DjGjh1bZdnAwEAEBgbi9OnTFfap2ybVr18/PHjwAF999RXOnj2Ls2fPSve5uLigT58+0vdLly7FwIED0bdvX3zwwQe4fv06Vq5ciYiIiAo1iePHj4MxhkGDBqkckyGj79OI6G5sOWGMse+//55ZWVnJPLIFgE2aNKlC2ZMnT0ofL9PEkxKA4vU+AFRYO4Yxxvbt28d8fX2ZQCBgjRo1YrNmzWIlJSUVyoWGhrJu3brVOD5DRN+ncaDEqGM5OTnMwcGB/fLLL7oORSOePHnCzM3N2f79+3Udik7Q92kcqPNFx2xtbfHVV19h6dKlRjFN1fLly9G2bdu6ddv1Gvo+jQOtEkgIIXKoxkgIIXIoMRJCiBxKjIQQIocSIyGEyKHESAghcigxEkKIHEqMhBAihxIjIYTIocRICCFyKDESQogcSoyEECJHrxLjmTNn8O677+KNN94Ax3HYv39/tcecOnUK7du3h0AgQPPmzREbG6v1OAkhxk2vEmNhYSF8fHzw888/K1U+NTUVAwYMQM+ePZGcnIypU6ciIiICcXFxWo6UEGLM9HZ2HY7jsG/fPgwePLjSMl9//TUOHTqE69evS7d98MEHyMnJwZEjR5S6zpMnT7B27VpERkbWeGU2Qohx0Ksao6oSEhIQFBQksy04OBgJCQmVHiMUCpGXlyd93bt3D9HR0dJFyAkhxKATY0ZGBlxcXGS2ubi4IC8vT+HqawAQExMDW1tb6SswMLA2QiWEGBCDTozqiIqKQm5urvSlaDEiQkjdZtCrBLq6uiIzM1NmW2ZmJmxsbGBhYaHwGIFAAIFAIH2vaN1dQkjdZtA1xoCAAMTHx8tsO3bsmHR9X0IIUYdeJcaCggIkJycjOTkZQNlwnOTkZKSnpwMouw0ODw+Xlv/oo4+k6+jevn0bq1atwq+//orPPvtMF+ETQoyEXiXGK1euwM/PD35+fgCAadOmwc/PD3PmzAFQNrSmPEkCgLu7Ow4dOoRjx47Bx8cHy5Ytwy+//ILg4GCdxE8IMQ56O46xtiQlJcHf3x+JiYlo3769rsMhhOgBvaoxEkJUVJCl6wiMEiVGQgxZ4VNdR2CUKDESYsjEpbqOwChRYiTEkDGxriMwSpQYCTFkEkqM2kCJkRBDJhHpOgKjRImREENGiVErKDESYsio80UrKDESYsiojVErKDESYsjEJbqOwChRYiTEkImFuo7AKFFiJMSQiSgxagMlRkIMWaniJTxIzVBiJMSQlRbpOgKjRImREEMmLNB1BEaJEiMhhkyYp+sIjBIlRkIM2ctsXUdglCgxEmLIhPnUM60FlBgJMXQ0Wa3GUWIkxNBRYtQ4SoyEGLr8TF1HYHQoMRJi6AoydB2B0aHESIihy6fEqGmUGAkxdHn/6joCo6N3ifHnn3+Gm5sbzM3N0alTJ1y6dKnK8suXL4enpycsLCzQuHFjfPbZZyguLq6laAnRA/lPdB2B0VE7MYrFYuzcuRORkZEYMmQIrl27BgDIzc3F3r17kZmpeoPwrl27MG3aNMydOxdJSUnw8fFBcHAwsrIULyq+fft2TJ8+HXPnzsWtW7ewYcMG7Nq1CzNmzFD3YxFieAqyaCyjpjE1ZGdns06dOjGO45i1tTXj8XgsPj6eMcaYSCRiDRs2ZFFRUSqft2PHjmzSpEnS92KxmL3xxhssJiZGYflJkyaxXr16yWybNm0a69q1q9LXTExMZABYYmKiyvESonM7hjO2pjtjz+7rOhKjolaNcfr06bhx4wbi4uLw4MEDMMak+/h8PkJCQnD48GGVzllSUoLExEQEBQVJt/F4PAQFBSEhIUHhMV26dEFiYqL0dvvBgwc4fPgw+vfvr8anIsSAZafpOgKjYqLOQfv378enn36KPn364Pnz5xX2t2zZErGxsSqd89mzZxCLxXBxcZHZ7uLigtu3bys8Zvjw4Xj27Bm6desGxhhEIhE++uijKm+lhUIhhMJXtx0FBTQ7CTECLx4A6K3rKIyGWjXG3NxcuLu7V7q/tLQUIpH2l3U8deoUvvnmG6xatQpJSUnYu3cvDh06hAULFlR6TExMDGxtbaWvwMBArcdJiNa9SNV1BEZFrcTo4eGBpKSkSvcfPXoU3t7eKp3T0dERfD6/QqdNZmYmXF1dFR4ze/ZsjBw5EhEREWjbti2GDBmCb775BjExMZBIJAqPiYqKQm5urvR1+vRpleIkRC89u6vrCIyKWokxIiICGzduxK5du6TtixzHQSgUYubMmThy5AgiIyNVOqeZmRn8/f0RHx8v3SaRSBAfH4+AgACFxxQVFYHHk/0IfD4fAGTaPV8nEAhgY2MjfVlZWakUJyF6qfApUFixWYuoSZ0eG4lEwiIiIhjHccze3p5xHMdcXV2Zqakp4ziOffTRR2r1BO3cuZMJBAIWGxvLbt68ySZMmMDs7OxYRkYGY4yxkSNHsunTp0vLz507l1lbW7MdO3awBw8esKNHjzIPDw82bNgwpa9JvdLEUPn7+7OGDhbMv4lVWc90yildh2Q01Op84TgO69evx6hRo7Bnzx7cu3cPEokEHh4eGDZsGLp3765Wkg4NDcXTp08xZ84cZGRkwNfXF0eOHJF2yKSnp8vUEGfNmgWO4zBr1iw8fvwYTk5OePfdd7Fo0SK1rk+IIcnIyMDjFy8Bidl/G64BzajNXBM4xiq556wjkpKS4O/vj8TERLRv317X4RCitEaNGuHx48doaGeGfxZ3BhzcgaGxug7LKKjVxpiamoo//vij0v1//PEH0tLS1I2JEKKOF6lAAc3NqAlqJcYvvvgCP/74Y6X7f/75Z0yfPl3toAghanp4VtcRGAW1EmNCQgL69OlT6f7evXvjr7/+UjsoQoiaHpzSdQRGQa3EmJ2dDWtr60r3W1lZKXwihhCiZU/+LptUgtSIWomxSZMmOHfuXKX7//rrLzRq1EjtoAghamIMuBun6ygMnlqJMSwsDDt27MCPP/4o84SJWCzGihUrsGvXLgwfPlxjQRJCVHD7IFDJk19EOWqNY4yKisLZs2cxdepULFq0CJ6engCAO3fu4OnTp+jRowdmzpyp0UAJIUrKzwAengPc39J1JAZLrRqjQCDA0aNHsWHDBnTs2BHPnj3Ds2fP0LFjR2zcuBHHjx+HQCDQdKyEEGX9vbPstpqoRa0aI1A2V+KYMWMwZswYTcZDCNGEzOvA4ySgkb+uIzFIerfmCyFEQy6vp1qjmtSuMcbFxWHDhg148OABsrOzK8xmw3EcUlJSahwgIURNWbeA+/FAi6DqyxIZaiXGpUuXYvr06XBxcUHHjh3Rtm1bTcdFCNGEi2uApl0AM0tdR2JQ1EqMK1asQK9evXD48GGYmppqOiZCiKYUPgWubAC6fKrrSAyK2k++hISEUFIkxBBc3wtkKV43iSimVmLs2LEj7ty5o+lYCCHawCTAmW8BsfbXYTIWaiXGVatWYe/evdi+fbum4yGEaMPzFODabl1HYTDUamMMDQ2FSCTCyJEjMXHiRDRq1Ei61ko5juPw999/ayRIQogGJG0GmgcBVk66jkTvqZUYHRwcUL9+fbRo0ULT8RBCtKX0ZdnYxp6Vr7tOyqiVGE+dOqXhMAghteLeUcDnA8Chma4j0Wv05AshdQljQNJWXUeh99ROjHl5eVi8eDGCg4Ph5+eHS5cuAQBevHiB77//Hvfv39dYkIQQDXpwCsh9rOso9JpaifGff/6Bn58f5syZg3/++Qf/+9//UFBQAKCs/XHt2rX46aefNBooIURDmIR6qKuhVmL88ssvkZ+fj+TkZJw+fbrCc9KDBw/G8ePHNRIgIUQL7vwJFOfqOgq9pVZiPHr0KCZPngxvb29wHFdhf7NmzfDo0aMaB0cI0RJRMXBtj66j0FtqJcaXL1/CyanysVD5+flqB0QIqSXX9wLFebqOQi+plRi9vb1x5syZSvfv378ffn5+agX0888/w83NDebm5ujUqZO0U6cyOTk5mDRpEho0aACBQICWLVvi8OHDal2bkDqlpABI2qLrKPSSWolx6tSp2LlzJ5YsWYLc3LJ2ColEgvv372PkyJFISEjAZ599pvJ5d+3ahWnTpmHu3LlISkqCj48PgoODkZWleDnIkpIS9OnTB2lpadizZw/u3LmD9evXo2HDhup8LELqnhv7gOw0XUehdzgm33OipEWLFmHevHlgjEEikYDH44ExBh6Ph4ULF+Lrr79W+ZydOnXCm2++iZUrVwIoS7aNGzfGp59+iunTp1cov2bNGixduhS3b99We6afpKQk+Pv7IzExEe3bt1frHIToQqNGjfD48WM0tDPDP4s7q38i1zbAuz8BPBrWXE7tGbxnzpyJkSNH4rfffsP9+/chkUjg4eGB9957D82aqT6qvqSkBImJiYiKipJu4/F4CAoKQkJCgsJjfv/9dwQEBGDSpEk4cOAAnJycMHz4cHz99dcVnt0uJxQKIRQKpe/LhxkRUmdlXAdu7AXahug6Er2hcmIsKirCW2+9hfHjx+Ojjz5S65ZZkWfPnkEsFsPFxUVmu4uLC27fVjyX3IMHD3DixAmMGDEChw8fxv379/Hxxx+jtLQUc+fOVXhMTEwMoqOjNRIzIUbj4lqgYXt6VPA/KtedLS0tkZqaqnCYTm2TSCRwdnbGunXr4O/vj9DQUMycORNr1qyp9JioqCjk5uZKX6dPn67FiAnRU+ISIH4+IBJWX7YOUKtRoV+/foiLi9NoII6OjuDz+cjMzJTZnpmZCVdXV4XHNGjQAC1btpS5bW7VqhUyMjJQUlKi8BiBQAAbGxvpy8rKSnMfghBD9iIVOP+jrqPQC2olxtmzZ+Pu3bsYOXIkzp49i8ePH+PFixcVXqowMzODv78/4uPjpdskEgni4+MREBCg8JiuXbtK2zfL3b17Fw0aNICZmZk6H42Quu3WQeDeMV1HoXNqdb60bt0aAHDz5s0qZ/EWi8UqnXfatGkYNWoUOnTogI4dO2L58uUoLCzEmDFjAADh4eFo2LAhYmJiAAATJ07EypUrMWXKFHz66ae4d+8evvnmG0yePFmdj0UIAYAz3wH1mwMO7rqORGfUSoxz5szRShtjaGgonj59ijlz5iAjIwO+vr44cuSItEMmPT0dvNeGFDRu3BhxcXH47LPP0K5dOzRs2BBTpkxRa6gQIeQ/omLg+DxgyBrA1ELX0eiE2uMYjQWNYySGSmPjGCvj2R/oUTcrGRoZ0Zmbm6vybTMhRM/dOQzcj6++nBFSOzFeuXIF/fr1g6WlJerXry8d9vLs2TMMGjSIlj8gxBj89T1Q8FTXUdQ6tRLj+fPn0a1bN9y7dw8ffvihTK+wo6MjcnNzsXbtWo0FSQjRkZIC4OwPZUsi1CFqJcYZM2agVatWuHnzJr755psK+3v27ImLFy/WODhCiB54eA5IO6vrKGqVWonx8uXLGDNmDAQCgcLe6YYNGyIjI6PGwRFC9MTFNYBYpOsoao1aidHU1FTm9lne48eP6YkSQoxJ7j9ASt3piFErMXbu3Bl79iieFr2wsBCbNm1CYGBgjQIjhOiZa3vqTFujWokxOjoaV65cwYABA/Dnn38CAP7++2/88ssv8Pf3x9OnTzF79myNBkoI0bFnd+vMpLZqJcZOnTpJp/kKDw8HAHz++eeYMGECxGIxDh8+jHbt2mk0UELIK+np6SgsLAQAFArFSH9RXDsXfni+dq6jY0o9EpiXl4d69erJzGLTq1cv3LlzB8nJybh37550olp/f3+9mJKMEGN06dIlLFiwAIcOHZIuW5zzUgy3mZfwTlsHzO7fFG+6WWsvgMzrGjtV6ct8PDiyBi/uXQQ4Hhy9uqBZcCT4ZtU/hsgYw82dc5GdkohWQ2ehvueriWby/72LtBOxKHhyH+AA6zc84dZ7DKxclJ9rUqkao729PXbt2iV9P3bsWOlwHF9fXwwdOhShoaHo0KEDJUVCtGTv3r3o2rUr/vzzzwpruTMGHL7+Al2+Tcbeq8+0F8SzeyoV/9+W6cj8W/FsPXf3L0XRs4doM2IhvEPnIjf9Bu4f+kmp8/57aT+AirlGXPISN3bMgcDGCT5jv0e7UUvBN7PAje2zIVGhV12pxGhmZiazHEBsbCxSUlKUvgghpGYuXbqE0NBQiMXiSh+/FUsAsYQhdP0tXE7T0hLGhU8BkeK5TlVR9Cwd2SmJaD5gCqwbesG2SWt49IvE0xtnIMx/XuWxBRkpeHxhH1q8O0XBef+B6GU+mgZ+CMv6jVDPqSmadB+O0sIcCHMVL6qniFK30l5eXvjll1/g5uYGW1tbAEBaWhqSkpKqPI4mZSBEMxYuXAjGWIWaojwGgIFh4eGHOPBxG+0E8/IFYK148mhl5f1zG3zzerB+o4V0m527H8BxyH98BwKvLgqPE5cW487+pfDoNxFmVg4V9lvUbwgTCxtkJB9F427DwCQSZCYfhYVjY5jbuSg4o2JKJcaYmBiEhoYiKCgIAMBxHGbPnl1pzzNjDBzH0cQShGhAeno6Dh48WG1SLCeWAH9ce4H0F8Vo4mCu+YBKCmt8itKCbJhZ2sls43h8mFpYo7Qwu9LjUo+uh02jVjJtiq8zEVii7cgY3Nq9EI/O7gQAWDi8gdZhC8DxFC+Qp/A8yhTq168fUlNTcfnyZWRmZmL06NGYMGFCpTNrE1IXSUQlKrVjKevokcNKJ8VyjAHxt7MxOkD5WpLS5y4prLQN7tHZXXh07lfpe4moBPmPbyPlyKt1mNp/tFqt6z6/ewE5af+D3/jKl18Qlwpx7+AK2DTyhueQr8AkEjy+sBc3d82Dz9gfwDcVKHUtpRLj//73PzRt2hTBwcEAgE2bNmHo0KHo3bu3UhchxNhJRCXISfsbouIijZ87M/UmeDwOEonyyZHHATn5LyESaj6ewn/vwsbJCzyTisuHuPr3h6P3W9L3d/YvhaNXV9R/7dZYYF0fplb2KCnKkTmWScQofZkP03r2Cq+bm/Y/FGc/QcLSYTLbb+35BjaNW6Nd+GI8vX4Kwtws+IxZBo4rS99WQ77Ehe9C8eLuBTi1Vu7BE6USo5+fH7Zu3Yrhw4crdVJC6hqJWARRcRF4fBNwChJGTdjY2qmUFAFAwgAbCxNpctAUxiQQicSQiEUKE6OphTVMLV4NF+KZCGBazxYWDm/IlLNp5AVxcSEKntyDVYOydsac1L8BxmDd0FPhtRt1CYGLb1+ZbVfXTUKzPuPh0KIjAEAiEgIch9d7rMt+BpxKtW6lfmoWFhYoKnr1l+f06dMVVvMjhACciRn4pgKNvnq81VXlYXAcB/RsaVP2Hxp8cRwPzKzm4yQtHZvA3sMf9w79hPzHd5D36CZS4lbDqXV3CKzrAwCEec+QuDoS+Y/vAADMrBxQz9lN5gUAAlsnmNuXdQbZuftB9LIAKUdWoehZOgqfPsTd338Ax+PDrqnyD50oVWP08fHB999/Dz6fL+2Vvnz5MszNq27Yfe+995QOhBCiWOOGDRDcqzuOnTqrVIcmnwf097ZDEwfl2tNUwUwtwEwsNXKuloO/xIMjq3F920yA41Dfqys8giNfXUsixsvn/0Bcqvxa15aOjeEdOhePzmzH35u+AMdxqOfqgdZh82FmXbEXuzJKrfly5coVhISEID09vewgrvpqqaH0StOaL0QTRMIivLh3GXyBpdIN/KpI+vs6gkPCIRZLqvzd4wDweRzOfOaFN5tqfoYrkb0H8nw/gkOLN2Ei0EyC1EdK1Rg7dOiA+/fvIyUlBZmZmejRowdmzpwpHb5DCNGu9j5tsPGnbzH206/AmOKlifk8gAOHHWM8tJIUAUBUX3H7n7FRevlUExMTeHp6wtPTE6NGjcI777yDTp06aTM2Qshr3u0XhLg9W7D0p3WIO3FGpubIcWW3z1HBDbSWFAFA5KSlQeN6Rq11pTdt2qTpOAghSmjv0wY7fvkRjx4/Qff+Q5GTlw87Cz4Sv26tlTbF10nquUBs0wQoeanV6+gDpRLj/PnzwXEcZs6cCR6Ph/nz51d7TPnTMYQQzWvcsAEsLS2Qk5ePemY8rSdFABA17vLfUBjjp1RinDdvHjiOw9dffw0zMzPMmzev2mMoMRJiRDg+Sht303UUtUapcYwSiQRisRhmZmbS99W9atIj/fPPP8PNzQ3m5ubo1KkTLl26pNRxO3fuBMdxGDx4sNrXJoRUJGrQHszcVtdh1BrNDovXgF27dmHatGmYO3cukpKS4OPjg+DgYGRlVT1lUFpaGr744gu89dZbVZYjhKiu1K2nrkOoVWonxlu3buHgwYPYsWMHDh48iNu3b2skoO+//x7jx4/HmDFj4O3tjTVr1sDS0hIbN26s9BixWIwRI0YgOjoazZopP0svIaR6EuuGEDu0qL6gEVG5V3rt2rVYtGgRHj9+XGFfkyZNMHPmTERERKgVTElJCRITExEVFSXdxuPxEBQUhISEhEqPmz9/PpydnTFu3Dj89ddfVV5DKBTKTLpbUFCgVqyE1BWlbj3qTKdLOZUS4xdffIHvv/8eDg4OGDt2LNq0aQMrKysUFBTg2rVr2L9/PyIjI3Hv3j0sWbJE5WCePXsGsVgMFxfZqZJcXFwqrZGePXsWGzZsQHJyslLXiImJQXR0tMqxEVInmZijtGFnXUdR65ROjJcuXcL333+PIUOGYMuWLahXr16FMitWrMCHH36I7777DkOHDkWHDh00Gqy8/Px8jBw5EuvXr4ejo6NSx0RFRWHatGnS98nJybQGNiGVKG3YCTCtfnEqY6N0YtywYQMaNGiA7du3QyBQPGaqXr162LFjB5o1a4YNGzaonBgdHR3B5/MrzNyTmZkJV9eKU6mnpKQgLS0N7777rnSbRCIBUPakzp07d+Dh4SFzjEAgkInfykp7TwkQYuhK3evmnKtKd74kJCRg6NChlSbFcubm5hg6dCjOnTuncjBmZmbw9/dHfHy8dJtEIkF8fLzC2cK9vLxw7do1JCcnS18DBw5Ez549kZycjMaNG6scAyGkjNi5LSTWb1Rf0AgpXWN89OgRWrVqpVRZb29vbNmyRa2Apk2bhlGjRqFDhw7o2LEjli9fjsLCQowZMwYAEB4ejoYNGyImJgbm5uZo00b22U07OzsAqLCdEKIaYYsBug5BZ5ROjHl5ebC2Vm6CSisrK+Tnq7d8Y2hoKJ4+fYo5c+YgIyMDvr6+OHLkiLRDJj09HTye3g2/JMSoiJ28IXForuswdEbpxFi+8p8q5dX1ySef4JNPPlG479SpU1UeGxsbq/Z1CSEAwEHYKkTXQeiUSsN1vvvuO+zYsaPacorGOBJCDENp4y6Q2DbRdRg6pXRibNKkCV68eIEXL14oXZ4QYliYaT2U1PHaIqBCYkxLS9NiGIQQfSD0DgET1HyxK0NHvRiEEACA2LEVRHVoarGqUGIkhAAm5ij2GVXnnomuDCVGQgiE3kPBLJV7rLYuoMRISB0ndm6H0ibddR2GXqHESEgdxsysUew7mm6h5VBiJKQOK/YbCyaw0XUYeocSIyF1VGmzIIid2+o6DL2k1rrSABAXF4cNGzbgwYMHyM7OrvAIIMdxSElJqXGAhBDNk9i51/nH/qqiVmJcunQppk+fDhcXF3Ts2BFt29JfHUIMBTOth5f+kQBP7XqR0VPrJ7NixQr06tULhw8fhqmpqaZjIoRoUbHfOBqaUw212hizs7MREhJCSZEQA1PSvB/ELu10HYbeUysxduzYEXfu3NF0LIQQLRLbe6DEc7CuwzAIaiXGVatWYe/evdi+fbum4yGEaIOJOYrbj6d2RSWp9VMKDQ2FSCTCyJEjMXHiRDRq1Ah8Pl+mDMdx+PvvvzUSJCGkZopbf0DtiipQKzE6ODigfv36aNGihabjIYRoWNmsOV11HYZBUSsxVre8ACFET/BMUNz2Q3rkT0X05AshRqy0aQ8wKxddh2FwatQSW1paitu3byM3N1e60P3runenGTsI0Rm+ACUt+us6CoOkVmKUSCSIiorCqlWrUFRUVGk5sVisdmCEkJopbfIWTRChJrVupb/55hssXboUH374IbZs2QLGGBYvXow1a9agXbt28PHxQVxcnKZjJYQojUNJsyBdB2Gw1EqMsbGxGDZsGFavXo1+/foBAPz9/TF+/HhcvHgRHMfhxIkTGg2UEKI8sXNrGp5TA2olxn/++Qe9evUCAAgEAgBAcXExAMDMzAwffvghtm7dqqEQCSGqKqXhOTWiVmKsX78+CgoKAABWVlawsbHBgwcPZMpkZ2erHdTPP/8MNzc3mJubo1OnTrh06VKlZdevX4+33noL9vb2sLe3R1BQUJXlCTF6fFOInOl56JpQKzH6+fnh8uXL0vc9e/bE8uXLce7cOfz111/48ccf4ePjo1ZAu3btwrRp0zB37lwkJSXBx8cHwcHByMrKUlj+1KlTCAsLw8mTJ5GQkIDGjRujb9++ePz4sVrXJ8TQiZzaACYCXYdh0NRKjBMmTIBQKIRQKAQALFq0CDk5OejevTsCAwORl5eHZcuWqRXQ999/j/Hjx2PMmDHw9vbGmjVrYGlpiY0bNyosv23bNnz88cfw9fWFl5cXfvnlF0gkEsTHx6t1fUIMndi5ja5DMHhqDdcZOHAgBg4cKH3v7e2NlJQUnDp1Cnw+H126dIGDg4PK5y0pKUFiYiKioqKk23g8HoKCgpCQkKDUOYqKilBaWlrp9V9P6ACkTQKEGAuRU2tdh2DwNDbVhq2tLQYNGlSjczx79gxisRguLrIj9V1cXHD79m2lzvH111/jjTfeQFCQ4qEKMTExiI6OrlGchOgDZydHcMI8uFi9uvFjlk7UG60Baj8SKBaLsXPnTkRGRmLIkCG4du0aACA3Nxd79+5FZmamxoJU1uLFi7Fz507s27cP5ubmCstERUUhNzdX+jp9+nQtR0mIZpz8fQcefBeEi1++qiGKHFvpMCLjoVaNMScnB/369cOlS5dgZWWFwsJCfPrppwDKeqknT56M8PBwfPPNNyqd19HREXw+v0JSzczMhKura5XHfvfdd1i8eDGOHz+Odu0q75ETCATSIUbl8RJiLMSOnroOwSioVWOcPn06bty4gbi4ODx48EBmhUA+n4+QkBAcPnxY5fOamZnB399fpuOkvCMlICCg0uO+/fZbLFiwAEeOHEGHDh1Uvi4hxkLs6K3rEIyCWolx//79+PTTT9GnTx9wCqYzatmyJdLS0tQKaNq0aVi/fj02b96MW7duYeLEiSgsLMSYMWMAAOHh4TKdM0uWLMHs2bOxceNGuLm5ISMjAxkZGdSpQuociW0TMIG1rsMwCmrdSufm5sLd3b3S/aWlpRCJRGoFFBoaiqdPn2LOnDnIyMiAr68vjhw5Iu2QSU9PB4/3Kp+vXr0aJSUlCAmRXSN37ty5mDdvnloxEGKIRM60jLGmqJUYPTw8kJSUVOn+o0ePwttb/Sr9J598gk8++UThPvlJctWtmRJibMROdButKWrdSkdERGDjxo3YtWuXtH2R4zgIhULMnDkTR44cQWRkpEYDJYRUwcQcYnsPXUdhNNSqMU6ZMgU3btxAWFgY7OzsAADDhw/H8+fPIRKJEBkZiXHjxmkyTkJIFUSOXrQCoAap9ZPkOA7r16/HqFGjsGfPHty7dw8SiQQeHh4YNmwYzdxNSC0T1/fSdQhGpUZ/Yrp164Zu3bppKhZCiJrEDs11HYJRocWwCDF0PFNIbBrpOgqjonSN8fVJI5TBcRwOHDigckCEENVIbBpS+6KGKf3TPHjwIMzNzeHq6irzpEtlFA38JoRonti6oa5DMDpKJ8aGDRvi8ePHcHR0xPDhw/HBBx9U+/wyIUT7JFYNdB2C0VG6jfHRo0c4efIk/Pz8sGDBAjRu3BhBQUHYtGkT8vPztRkjIaQKrJ6TrkMwOip1vgQGBmLt2rXIyMjAnj17UL9+fXzyySdwdnbGe++9hz179shMAksI0T6JBc2/qGlq9Uqbmppi0KBB2LVrFzIzM6XJMjQ0FN9++62mYySEVIFZ2Os6BKNTo+E6QqEQcXFxOHDgAK5evQpzc3O4ublpKDRCSLV4fDAzmlNU01ROjBKJBHFxcRg9ejRcXFwQFhaGly9fYv369cjKysLIkSO1ESchRAFmZg1wNBxZ05TulT5//jy2b9+O3bt34/nz5+jcuTO++eYbDBs2DI6O1MZBiC4ws3q6DsEoKZ0Yu3XrBgsLC/Tv3x9hYWHSW+b09HSkp6crPKZ9+/YaCZIQohgztdR1CEZJpeHyL1++xG+//Ya9e/dWWY4xBo7jIBaLaxQcIaQaJha6jsAoKZ0YN23apM04CCFqYJQYtULpxDhq1ChtxkEIUQPjm+k6BKNE3VmEGDJKjFpBiZEQA0Y1Ru2gxEiIIaPEqBWUGAkxYIxvqusQjBLNblkHpKenIz4+Hvn5+bC2tkbv3r3RpEkTXYdFNIFHNUZtoMRoxC5duoQFCxbg0KFDYIyBx+NBIpGA4zi88847mD17Nt58801dh0lqgk+/wtpAt9JGau/evejatSv+/PNP6YzrEokEQNkA/MOHD6NLly7VDtYn+o06X7RDLxPjzz//DDc3N5ibm6NTp064dOlSleV3794NLy8vmJubo23btjh8+HAtRaqfLl26hNDQUIjF4kqfPirfFxoaisuXL9dyhERjaK0XrdC7xLhr1y5MmzYNc+fORVJSEnx8fBAcHIysrCyF5c+fP4+wsDCMGzcOV69exeDBgzF48GBcv369liPXHwsXLgRjrNq1ecrLLFy4sJYiI5rGeNT5og0cU2Zlq1rUqVMnvPnmm1i5ciWAstu/xo0b49NPP8X06dMrlA8NDUVhYSEOHjwo3da5c2f4+vpizZo11V4vKSkJ/v7+SExMNIpJL9LT0+Hm5qbUgmXlOI5DWloadcjUgEhYhBf3LoMvsATfVFBr1+WKnoFZ1t7sVuJSIcTCIji0eBMmAuOdwEKv6uElJSVITExEVFSUdBuPx0NQUBASEhIUHpOQkIBp06bJbAsODsb+/fsVlhcKhTLLLxQUFAAARCIRSktLa/gJdC8uLk6lpAiU1RyPHj1Kj33WgKi0FKWlIoglReBKRbV2Xa64GAyFtXY9JiqBRFz2u8J4tff7YmpauzVjvUqMz549g1gshouLi8x2FxcX3L59W+ExGRkZCstnZGQoLB8TE4Po6OgK2zt16qRm1MZh/PjxGD9+vK7DIESh2r6x1avEWBuioqJkapjJyckIDAzExYsX4efnp8PINCM2NhYTJkxQ+bj169dTjbGGJP/VpmrVyxzAwq5WL8njm4BnYty94XqVGB0dHcHn85GZmSmzPTMzs9I1rF1dXVUqLxAIIBC8agOysipbL8PExKTWq+vaEBwcDI7jVG5j7Nu3r1F8fp3Sxc/PhAPMbWr/ukZOr3qlzczM4O/vj/j4eOk2iUSC+Ph4BAQEKDwmICBApjwAHDt2rNLyxq5JkyZ45513wOfzlSrP5/Px7rvvUscLIa9jembnzp1MIBCw2NhYdvPmTTZhwgRmZ2fHMjIyGGOMjRw5kk2fPl1a/ty5c8zExIR999137NatW2zu3LnM1NSUXbt2TanrJSYmMgAsMTFRK59HFy5dusRMTEwYx3EMQKUvjuOYiYkJu3Tpkq5DJuoqztd1BEZJ7xIjY4z99NNPrEmTJszMzIx17NiRXbhwQbovMDCQjRo1Sqb8r7/+ylq2bMnMzMxY69at2aFDh5S+ljEmRsYY++2335iJiQnj8/kKkyKfz2cmJiZs7969ug6V1ISwQNcRGCW9G8dY24xtHOPrLl++jAULFuDgwYMVnpV+9913MWvWLHpW2tCVFAFmxjueUFf0qvOFaNabb76J33//Henp6Thx4gTy8vJgY2ODXr16UZsiIVWgxFgHNGnSBKNHj9Z1GIQYDL3qlSaEEH1AiZEQQ8Zxuo7AKFFiJMSQmZjrOgKjRImREENGNUatoMRICCFyKDESQogcSoyEECKHEiMhhMihxEgIIXIoMRJCiBx6JLAOefLkCZ48eaLrMIgGNWjQAA0aNNB1GEanzifGBg0aYO7cuUb/P5dQKERYWBhOnz6t61CIBgUGBiIuLk5mVnpSc3V+2rG6Ii8vD7a2tjh9+rR0OQdi2AoKChAYGIjc3FzY2NDyBppU52uMdY2vry/9EhmJvLw8XYdgtKjzhRBC5FBiJIQQOZQY6wiBQIC5c+dSI70Roe9Ue6jzhRBC5FCNkRBC5FBiJIQQOZQYCSFEDiVGQgiRQ4mREC3hOE6p16lTp2p8raKiIsybN0+lcy1atAgDBw6Ei4sLOI7DvHnzahyHsaAnXwjRkq1bt8q837JlC44dO1Zhe6tWrWp8raKiIkRHRwMAevToodQxs2bNgqurK/z8/BAXF1fjGIwJJUZCtOTDDz+UeX/hwgUcO3aswnZdSU1NhZubG549ewYnJyddh6NX6FaaEB2SSCRYvnw5WrduDXNzc7i4uCAyMhLZ2dky5a5cuYLg4GA4OjrCwsIC7u7uGDt2LAAgLS1Nmtiio6Olt+jV3Rq7ublp4yMZBaoxEqJDkZGRiI2NxZgxYzB58mSkpqZi5cqVuHr1Ks6dOwdTU1NkZWWhb9++cHJywvTp02FnZ4e0tDTs3bsXAODk5ITVq1dj4sSJGDJkCN577z0AQLt27XT50QwbI4TUikmTJrHXf+X++usvBoBt27ZNptyRI0dktu/bt48BYJcvX6703E+fPmUA2Ny5c1WOqybHGiu6lSZER3bv3g1bW1v06dMHz549k778/f1hZWWFkydPAgDs7OwAAAcPHkRpaakOI647KDESoiP37t1Dbm4unJ2d4eTkJPMqKChAVlYWgLJZut9//31ER0fD0dERgwYNwqZNmyAUCnX8CYwXtTESoiMSiQTOzs7Ytm2bwv3lHSocx2HPnj24cOEC/vjjD8TFxWHs2LFYtmwZLly4QDOyawElRkJ0xMPDA8ePH0fXrl1hYWFRbfnOnTujc+fOWLRoEbZv344RI0Zg586diIiIAMdxtRBx3UG30oToyLBhwyAWi7FgwYIK+0QiEXJycgAA2dnZYHKzA/r6+gKA9Hba0tISAKTHkJqhGiMhOhIYGIjIyEjExMQgOTkZffv2hampKe7du4fdu3djxYoVCAkJwebNm7Fq1SoMGTIEHh4eyM/Px/r162FjY4P+/fsDACwsLODt7Y1du3ahZcuWcHBwQJs2bdCmTZtKr79161Y8fPgQRUVFAIAzZ85g4cKFAICRI0eiadOm2v8h6Ctdd4sTUlfID9cpt27dOubv788sLCyYtbU1a9u2Lfvqq6/Yv//+yxhjLCkpiYWFhbEmTZowgUDAnJ2d2TvvvMOuXLkic57z588zf39/ZmZmptTwm8DAQAZA4evkyZOa+tgGiWbwJoQQOdTGSAghcigxEkKIHEqMhBAihxIjIYTIocRICCFyKDESQogcSoyE6Km0tDRwHIfY2Fhdh1LnUGIkhBA5NMCbED3FGINQKISpqSn4fL6uw6lTKDESQogcupUmRIvmzZsHjuNw9+5dfPjhh7C1tYWTkxNmz54NxhgePXqEQYMGwcbGBq6urli2bJn0WEVtjKNHj4aVlRUeP36MwYMHw8rKCk5OTvjiiy8gFoul5U6dOqVwzWpF58zIyMCYMWPQqFEjCAQCNGjQAIMGDUJaWpqWfir6jxIjIbUgNDQUEokEixcvRqdOnbBw4UIsX74cffr0QcOGDbFkyRI0b94cX3zxBc6cOVPlucRiMYKDg1G/fn189913CAwMxLJly7Bu3Tq1Ynv//fexb98+jBkzBqtWrcLkyZORn5+P9PR0tc5nFHQ3fwUhxm/u3LkMAJswYYJ0m0gkYo0aNWIcx7HFixdLt2dnZzMLCws2atQoxhhjqampDADbtGmTtMyoUaMYADZ//nyZ6/j5+TF/f3/p+5MnTyqcJUf+nNnZ2QwAW7p0qWY+sJGgGiMhtSAiIkL633w+Hx06dABjDOPGjZNut7Ozg6enJx48eFDt+T766COZ92+99ZZSx8mzsLCAmZkZTp06VWEt67qMEiMhtaBJkyYy721tbWFubg5HR8cK26tLUObm5tL1YMrZ29urldgEAgGWLFmCP//8Ey4uLujevTu+/fZbZGRkqHwuY0KJkZBaoGi4TWVDcFg1A0WUGbpT2Rowr3fQlJs6dSru3r2LmJgYmJubY/bs2WjVqhWuXr1a7XWMFSVGQoyQvb09gIprwDx8+FBheQ8PD3z++ec4evQorl+/jpKSEpke8rqGEiMhRqhp06bg8/kVerhXrVol876oqAjFxcUy2zw8PGBtbV2n162mxbAIMUK2trYYOnQofvrpJ3AcBw8PDxw8eBBZWVky5e7evYvevXtj2LBh8Pb2homJCfbt24fMzEx88MEHOope9ygxEmKkfvrpJ5SWlmLNmjUQCAQYNmwYli5dKrNyYOPGjREWFob4+Hhs3boVJiYm8PLywq+//or3339fh9HrFj0SSAghcqiNkRBC5FBiJIQQOZQYCSFEDiVGQgiRQ4mREELkUGIkhND6MnIoMRKiopSUFERGRqJZs2YwNzeHjY0NunbtihUrVuDly5dau+7Nmzcxb948nU8gu2jRIgwcOBAuLi7gOA7z5s3TaTzaQAO8CVHBoUOHMHToUAgEAoSHh6NNmzYoKSnB2bNn8eWXX+LGjRtqTxhbnZs3byI6Oho9evSAm5ubVq6hjFmzZsHV1RV+fn6Ii4vTWRzaRImRECWlpqbigw8+QNOmTXHixAk0aNBAum/SpEm4f/8+Dh06pMMIX2GMobi4GBYWFho/d2pqKtzc3PDs2bMK058ZC7qVJkRJ3377LQoKCrBhwwaZpFiuefPmmDJlivS9SCTCggUL4OHhAYFAADc3N8yYMaPC5Axubm545513cPbsWXTs2BHm5uZo1qwZtmzZIi0TGxuLoUOHAgB69uwJjuNk1nQpP0dcXBw6dOgACwsLrF27FgDw4MEDDB06FA4ODrC0tETnzp1rlMB1WVutLZQYCVHSH3/8gWbNmqFLly5KlY+IiMCcOXPQvn17/PDDDwgMDERMTIzCyRnu37+PkJAQ9OnTB8uWLYO9vT1Gjx6NGzduAAC6d++OyZMnAwBmzJiBrVu3YuvWrWjVqpX0HHfu3EFYWBj69OmDFStWwNfXF5mZmejSpQvi4uLw8ccfY9GiRSguLsbAgQOxb98+DfxUjJROF1YgxEDk5uYyAGzQoEFKlU9OTmYAWEREhMz2L774ggFgJ06ckG5r2rQpA8DOnDkj3ZaVlcUEAgH7/PPPpdt2796tcB2X189x5MgRme1Tp05lANhff/0l3Zafn8/c3d2Zm5sbE4vFjDHF68tU5+nTpwwAmzt3rtLHGAqqMRKihLy8PACAtbW1UuUPHz4MAJg2bZrM9s8//xwAKtzKent746233pK+d3JyUnr9l3Lu7u4IDg6uEEfHjh3RrVs36TYrKytMmDABaWlpuHnzptLnr0soMRKiBBsbGwBAfn6+UuUfPnwIHo+H5s2by2x3dXWFnZ1dhZm05deEAVRfx8Xd3V1hHJ6enhW2l9+CVzajd11HiZEQJdjY2OCNN97A9evXVTqusrVX5Km7/svrtNEDXVdRYiRESe+88w5SUlKQkJBQbdmmTZtCIpHg3r17MtszMzORk5ODpk2bqnx9ZZOsfBx37typsP327dvS/aQiSoyEKOmrr75CvXr1EBERgczMzAr7U1JSsGLFCgBA//79AQDLly+XKfP9998DAAYMGKDy9evVqweg4gJXVenfvz8uXbokk8wLCwuxbt06uLm5wdvbW+U46gIa4E2Ikjw8PLB9+3aEhoaiVatWMk++nD9/Hrt378bo0aMBAD4+Phg1ahTWrVuHnJwcBAYG4tKlS9i8eTMGDx6Mnj17qnx9X19f8Pl8LFmyBLm5uRAIBOjVqxecnZ0rPWb69OnYsWMH3n77bUyePBkODg7YvHkzUlNT8dtvv4HHU71utHXrVjx8+BBFRUUAgDNnzmDhwoUAgJEjRxpHLVTX3eKEGJq7d++y8ePHMzc3N2ZmZsasra1Z165d2U8//cSKi4ul5UpLS1l0dDRzd3dnpqamrHHjxiwqKkqmDGNlQ20GDBhQ4TqBgYEsMDBQZtv69etZs2bNGJ/Plxm6U9k5GGMsJSWFhYSEMDs7O2Zubs46duzIDh48KFNGleE6gYGBDIDCl6KhRIaI1nwhhBA51MZICCFyKDESQogcSoyEECKHEiMhhMihxEgIIXIoMRJCiBxKjIQQIocSIyGEyKHESAghcigxEkKIHEqMhBAihxIjIYTIocRICCFy/h/nfUq9VtpAmgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(float_contrast=False);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For multi two-group comparisons, the effect size curves will always be displayed below the raw data.\n", + "\n", + "The lower axes in the Cumming plot is effectively a [forest\n", + "plot](https://en.wikipedia.org/wiki/Forest_plot), commonly used in\n", + "meta-analyses to aggregate and to compare data from different experiments." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_two_groups_unpaired.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For paired data, we use\n", + "[slopegraphs](https://www.edwardtufte.com/bboard/q-and-a-fetch-msg?msg_id=0003nk>)\n", + "(another innovation from Edward Tufte) to connect paired observations.\n", + "Both Gardner-Altman and Cumming plots support this.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_two_groups_paired.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For further aesthetic changes, the '[Plot Aesthetics Tutorial](09-plot_aesthetics.html)' provides detailed examples of how to customize the plot.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/nbs/tutorials/03-proportion_plot.ipynb b/nbs/tutorials/03-proportion_plot.ipynb deleted file mode 100644 index e28a6dab..00000000 --- a/nbs/tutorials/03-proportion_plot.ipynb +++ /dev/null @@ -1,1447 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "id": "29d885e4", - "metadata": {}, - "source": [ - "# Proportion plots\n", - "\n", - "> A guide to plot proportion plots with binary data.\n", - "\n", - "- order: 3" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "098387ff", - "metadata": {}, - "source": [ - "
As of v2023.02.14, DABEST can be used to generate Cohen's *h* and the corresponding proportion plot for binary data. It's important to note that the code we provide only supports numerical proportion data, \n", - "where the values are limited to 0 (failure) and 1 (success). This means that the code is not suitable for \n", - "analyzing proportion data that contains non-numeric values, such as strings like 'yes' and 'no'.
\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "325366c2", - "metadata": {}, - "source": [ - "## Load libraries" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "04166b0a", - "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__))" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "7942a214", - "metadata": {}, - "source": [ - "## Creating a demo dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fca1a99f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Control 1 Test 1 Control 2 Test 2 Control 3 Test 3 Test 4 Test 5 \\\n", - "0 1 0 0 0 1 0 0 1 \n", - "1 0 1 0 1 1 1 0 0 \n", - "2 0 1 0 0 1 0 1 1 \n", - "3 0 1 0 0 1 0 0 1 \n", - "4 0 0 0 0 1 0 0 0 \n", - "\n", - " Test 6 Test 7 Test 8 Test 9 Gender ID \n", - "0 0 1.0 0.0 0.0 Female 1 \n", - "1 0 1.0 0.0 0.0 Female 2 \n", - "2 0 1.0 0.0 0.0 Female 3 \n", - "3 0 1.0 0.0 0.0 Female 4 \n", - "4 1 1.0 0.0 0.0 Female 5 " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "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 = create_demo_prop_dataset()\n", - "df.head()" - ] - }, - { - "cell_type": "markdown", - "id": "7070baac", - "metadata": {}, - "source": [ - "### Convenient funtion to create a dataset for Unpaired Proportion Plot" - ] - }, - { - "cell_type": "markdown", - "id": "aa0a822c", - "metadata": {}, - "source": [ - "In DABEST v2024.3.29, we incorporated feedback from biologists who may not have tables of 0’s and 1’s readily available. As a result, a convenient function to generate a binary dataset based on the specified sample sizes is provided. Users can generate a pandas.DataFrame containing the sample sizes for each element in the groups and the group names (optional if the sample sizes are provided in a dict)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4da428be", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "True\n" - ] - }, - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " a b ID\n", - "0 0 0 1\n", - "1 0 0 2\n", - "2 0 1 3\n", - "3 1 1 4\n", - "4 1 1 5" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sample_size_1 = {'a':[3, 4], 'b':[2, 5]}\n", - "sample_size_2 = [3, 4, 2, 5]\n", - "names = ['a', 'b']\n", - "sample_df_1 = dabest.prop_dataset(sample_size_1)\n", - "sample_df_2 = dabest.prop_dataset(sample_size_2, names)\n", - "print(all(sample_df_1 == sample_df_2))\n", - "sample_df_1.head()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "b08c7276", - "metadata": {}, - "source": [ - "## Loading data" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "a10dd2b3", - "metadata": {}, - "source": [ - "When loading data, you need to set the parameter ``proportional=True``." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "85d38228", - "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" - ] - } - ], - "source": [ - "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), proportional=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "092e4f0e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "5000 resamples will be used to generate the effect size bootstraps." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "two_groups_unpaired" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "217bf60d", - "metadata": {}, - "source": [ - "## Effect sizes" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "32a8ce9b", - "metadata": {}, - "source": [ - "To generate a proportion plot, the **dabest** library features two effect sizes:\n", - "\n", - " - the mean difference (``mean_diff``)\n", - " - [Cohen's h](https://en.wikipedia.org/wiki/Cohen's_h) (`cohens_h`)\n", - "\n", - "These are attributes of the ``Dabest`` object." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f9405f04", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "two_groups_unpaired.mean_diff" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "103bfed3", - "metadata": {}, - "source": [ - "Let's compute the *Cohen's h* for our comparison." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "241db548", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.cohens_h.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "two_groups_unpaired.cohens_h" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "f8e4b193", - "metadata": {}, - "source": [ - "## Generating proportion plots" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "66e29a7e", - "metadata": {}, - "source": [ - "To generate a **Gardner-Altman estimation plot**, simply use the\n", - "``.plot()`` method. \n", - "\n", - "Each effect size instance has access to the ``.plot()`` method, allowing you to quickly create plots for different effect sizes with ease." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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", 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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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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_unpaired.cohens_h.plot();" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "36f8b4c0", - "metadata": {}, - "source": [ - "In the bar plot, the white portion represents the proportion of observations in the dataset that do not belong to the category, equivalent to the proportion of 0 in the data. Conversely, the colored portion represents the proportion of observations belonging to the category, equivalent to the proportion of 1 in the data. By default, the value of ‘group_summaries’ is set to “mean_sd,” displaying the mean and ± standard deviation of each group as gapped lines in the plot. The gap represents the mean, while the vertical ends represent the standard deviation. Alternatively, if the value of ‘group_summaries’ is set to “median_quartiles,” the median and 25th and 75th percentiles of each group are plotted. By default, the bootstrap effect sizes are plotted on the right axis.\n", - "\n", - "Instead of a Gardner-Altman plot, you can generate a **Cumming estimation plot** by setting ``float_contrast=False`` in the ``plot()`` method. This will plot the bootstrap effect sizes below the raw data." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_unpaired.mean_diff.plot(float_contrast=False);" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "78740e4c", - "metadata": {}, - "source": [ - "You can also modify the width of bars by setting the parameter ``bar_width`` in the ``plot()`` method. \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_unpaired.mean_diff.plot(bar_width=0.3);" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "6d16d8cd", - "metadata": {}, - "source": [ - "The ``bar_desat`` is used to control the amount of desaturation applied to the bar colors. A value of 0.0 means full desaturation (i.e., grayscale), \n", - "while a value of 1.0 means no desaturation (i.e., full color saturation). The default one is 0.8.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_unpaired.mean_diff.plot(bar_desat=1.0);" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "2bd92f6a", - "metadata": {}, - "source": [ - "The parameters ``bar_label`` and ``contrast_label`` can be used to set labels for the y-axis of the bar plot and the contrast plot." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_unpaired.mean_diff.plot(bar_label=\"success\",contrast_label=\"difference\");" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "411d9947", - "metadata": {}, - "source": [ - "The color of the error bar can be modified by setting ``err_color``." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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" - ], - "text/plain": [ - " control test control_N test_N effect_size is_paired difference ci \\\n", - "0 Control 1 Test 1 40 40 Cohen's h None 1.242163 95 \n", - "\n", - " bca_low bca_high ... pct_high pct_interval_idx \\\n", - "0 0.769088 1.659486 ... 1.72357 (125, 4875) \n", - "\n", - " bootstraps resamples random_seed \\\n", - "0 [1.4827506328621212, 1.0122770907407532, 1.491... 5000 12345 \n", - "\n", - " permutations pvalue_permutation \\\n", - "0 [-0.25268025514207904, 0.050400851615126196, -... 0.0 \n", - "\n", - " permutation_count permutations_var \\\n", - "0 5000 [0.012419871794871796, 0.012612179487179487, 0... \n", - "\n", - " proportional_difference \n", - "0 1.242163 \n", - "\n", - "[1 rows x 22 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "two_groups_unpaired.cohens_h.results" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "845b7224", - "metadata": {}, - "source": [ - "## Producing estimation plots" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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", 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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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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_unpaired.cohens_h.plot();" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "5f33004b", - "metadata": {}, - "source": [ - "The white part in the bar represents the proportion of observations in the dataset that do not belong to the category, which is \n", - "equivalent to the proportion of 0 in the data. The colored part, on the other hand, represents the proportion of observations \n", - "that belong to the category, which is equivalent to the proportion of 1 in the data. By default, the value of \"group_summaries\"\n", - "is set to \"mean_sd\". This means that the error bars in the plot display the mean and ± standard deviation of each group as \n", - "gapped lines. The gap represents the mean, while the vertical ends represent the standard deviation. Alternatively, if the \n", - "value of \"group_summaries\" is set to \"median_quartiles\", the median and 25th and 75th percentiles of each group are plotted instead. \n", - "By default, the bootstrap effect sizes is plotted on the right axis." - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "f3865a7a", - "metadata": {}, - "source": [ - "Instead of a Gardner-Altman plot, you can generate a **Cumming estimation\n", - "plot** by setting ``float_contrast=False`` in the ``plot()`` method.\n", - "This will plot the bootstrap effect sizes below the raw data." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_unpaired.mean_diff.plot(float_contrast=False);" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "3e649272", - "metadata": {}, - "source": [ - "## Generating Sankey plots for paired proportions and repeated-measures proportions" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "e6c37cd5", - "metadata": {}, - "source": [ - "For the paired version of the proportion plot, we adopt the style of a Sankey Diagram. The width of each bar in each xtick represents the proportion of the corresponding label in the group, and the strip denotes the paired relationship for each observation.\n", - "\n", - "Starting from v2024.3.29, the paired version of the proportion plot receives a major upgrade. We introduce the ``sankey`` and ``flow`` parameters to control the plot. By default, both ``sankey`` and ``flow`` are set to True to cater the needs of repeated measures. When ``sankey`` is set to False, DABEST will generate a bar plot with a similar aesthetic to the paired proportion plot. When ``flow`` is set to False, each group of comparsion forms a Sankey diagram that does not connect to other groups of comparison.\n", - "\n", - "Similar to the unpaired version, the ``.plot()`` method is used to produce a **Gardner-Altman estimation plot**, the only difference is that\n", - "the ``is_paired`` parameter is set to either ``baseline`` or ``sequential`` when loading data.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_baseline = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), \n", - " proportional=True, paired=\"baseline\", id_col=\"ID\")\n", - " \n", - "two_groups_baseline.mean_diff.plot();" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "6984eaf5", - "metadata": {}, - "source": [ - "The Sankey plots for paired proportions also supports the ``float_contrast`` parameter, which can be set to ``False`` to produce a **Cumming estimation plot**.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c0c9d25e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_baseline.mean_diff.plot(float_contrast=False);" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "c9cea250", - "metadata": {}, - "source": [ - "The upper part (grey section) of the bar represents the proportion of observations in the dataset that do not belong to the category, equivalent to the proportion of 0 in the data. The lower part, conversely, represents the proportion of observations that belong to the category, synonymous with **success**, equivalent to the proportion of 1 in the data. \n", - "\n", - "Repeated measures are also supported in the Sankey plots for paired proportions. By adjusting the ``is_paired`` parameter, two types of plot can be generated.\n", - "\n", - "By default, the raw data plot (upper part) in both ``baseline`` and ``sequential`` repeated measures remains the same; the only difference is the lower part. For detailed information about repeated measures, please refer to [repeated measures](02-repeated_measures.ipynb) ." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e949b002", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_group_baseline = dabest.load(df, idx=(((\"Control 1\", \"Test 1\",\"Test 2\", \"Test 3\"),\n", - " (\"Test 4\", \"Test 5\", \"Test 6\"))),\n", - " proportional=True, paired=\"baseline\", id_col=\"ID\")\n", - "\n", - "multi_group_baseline.mean_diff.plot();" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "611f1567", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_group_sequential = dabest.load(df, idx=(((\"Control 1\", \"Test 1\",\"Test 2\", \"Test 3\"),\n", - " (\"Test 4\", \"Test 5\", \"Test 6\"))),\n", - " proportional=True, paired=\"sequential\", id_col=\"ID\")\n", - "\n", - "multi_group_sequential.mean_diff.plot();" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "539a0a22", - "metadata": {}, - "source": [ - "If you want to specify the order of the groups, you can use the ``idx`` parameter in the ``.load()`` method.\n", - "\n", - "To compare all groups together, you can include all the groups in the ``idx`` parameter of the ``load()`` method without using subbrackets.\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_group_baseline_specify = dabest.load(df, idx=((\"Control 1\", \"Test 1\",\"Test 2\", \"Test 3\",\n", - " \"Test 4\", \"Test 5\", \"Test 6\")),\n", - " proportional=True, paired=\"baseline\", id_col=\"ID\")\n", - "\n", - "multi_group_baseline_specify.mean_diff.plot();" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "f7600b4d", - "metadata": {}, - "source": [ - "By changing the ``sankey`` and ``flow`` parameters, you can generate different types of Sankey plots for paired proportions." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5675c0d8", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "separate_control = dabest.load(df, idx=(((\"Control 1\", \"Test 1\"),\n", - " (\"Test 2\", \"Test 3\"),\n", - " (\"Test 4\", \"Test 7\", \"Test 6\"))),\n", - " proportional=True, paired=\"sequential\", id_col=\"ID\")\n", - "\n", - "separate_control.mean_diff.plot();\n", - "separate_control.mean_diff.plot(sankey_kwargs={'sankey':False});\n", - "separate_control.mean_diff.plot(sankey_kwargs={'flow':False});" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "e686109e", - "metadata": {}, - "source": [ - "Several exclusive parameters can be provided to the ``plot()`` method to customize the Sankey plots for paired proportions.\n", - "By modifying the sankey_kwargs parameter, you can customize the Sankey plot. The following parameters are supported:\n", - "\n", - "- **width**: The width of each Sankey bar. Default is 0.5.\n", - "- **align**: The alignment of each Sankey bar. Default is \"center\".\n", - "- **alpha**: The transparency of each Sankey bar. Default is 0.4.\n", - "- **bar_width**: The width of each bar on the side in the plot. Default is 0.1.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c7b25c1d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "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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", 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" - ] - }, - "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": { - "kernelspec": { - "display_name": "python3", - "language": "python", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/nbs/tutorials/03-shared_control_and_repeated_measures.ipynb b/nbs/tutorials/03-shared_control_and_repeated_measures.ipynb new file mode 100644 index 00000000..b1b166c0 --- /dev/null +++ b/nbs/tutorials/03-shared_control_and_repeated_measures.ipynb @@ -0,0 +1,633 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Shared Control & Repeated measures\n", + "\n", + "> Explanation of how to use dabest for shared control and repeated measures analyses.\n", + "\n", + "- order: 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The **shared control plot** and **repeated measures plot** display common experimental\n", + "paradigms, where several test samples are compared against a common\n", + "reference sample. The shared control plot is for unpaired data, while the\n", + "repeated measures plot is for paired data.\n", + "\n", + "These types of Cumming plots are automatically generated if the tuple passed\n", + "to ``idx`` has more than two data columns." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:00<00:00, 63.59it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n", + "We're using DABEST v2024.03.30\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\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\", category=UserWarning) # to suppress warnings related to points not being able to be plotted due to dot size" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a demo dataset" + ] + }, + { + "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 so the results are reproducible.\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": [ + "## Shared Control Plot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:48 2025.\n", + "\n", + "Effect size(s) with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 1\n", + "3. Test 3 minus Control 1\n", + "4. Test 4 minus Control 1\n", + "5. Test 5 minus Control 1\n", + "6. Test 6 minus Control 1\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shared_control = dabest.load(df, idx=(\"Control 1\", \"Test 1\",\n", + " \"Test 2\", \"Test 3\",\n", + " \"Test 4\", \"Test 5\", \"Test 6\")\n", + " )\n", + "shared_control" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:49 2025.\n", + "\n", + "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.205, 0.774].\n", + "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 1 and Test 2 is -0.542 [95%CI -0.915, -0.206].\n", + "The p-value of the two-sided permutation t-test is 0.0042, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 1 and Test 3 is 0.174 [95%CI -0.273, 0.647].\n", + "The p-value of the two-sided permutation t-test is 0.479, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 1 and Test 4 is 0.79 [95%CI 0.325, 1.33].\n", + "The p-value of the two-sided permutation t-test is 0.0042, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 1 and Test 5 is 0.265 [95%CI 0.0115, 0.497].\n", + "The p-value of the two-sided permutation t-test is 0.0404, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 1 and Test 6 is 0.288 [95%CI 0.00913, 0.524].\n", + "The p-value of the two-sided permutation t-test is 0.0324, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shared_control.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shared_control.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "``dabest`` allows for combining both two-group and shared control experiments into the same plot. This empowers you to perform robust analyses and present complex visualizations of your statistics elegantly." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:49 2025.\n", + "\n", + "Effect size(s) with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 2\n", + "3. Test 3 minus Control 2\n", + "4. Test 4 minus Control 3\n", + "5. Test 5 minus Control 3\n", + "6. Test 6 minus Control 3\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_groups = dabest.load(df, idx=((\"Control 1\", \"Test 1\",),\n", + " (\"Control 2\", \"Test 2\",\"Test 3\"),\n", + " (\"Control 3\", \"Test 4\",\"Test 5\", \"Test 6\")\n", + " ))\n", + "multi_groups" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:50 2025.\n", + "\n", + "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.205, 0.774].\n", + "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 2 and Test 2 is -1.38 [95%CI -1.93, -0.905].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 2 and Test 3 is -0.666 [95%CI -1.29, -0.0788].\n", + "The p-value of the two-sided permutation t-test is 0.0352, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 3 and Test 4 is 0.362 [95%CI -0.111, 0.901].\n", + "The p-value of the two-sided permutation t-test is 0.161, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 3 and Test 5 is -0.164 [95%CI -0.398, 0.0747].\n", + "The p-value of the two-sided permutation t-test is 0.208, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 3 and Test 6 is -0.14 [95%CI -0.4, 0.0937].\n", + "The p-value of the two-sided permutation t-test is 0.282, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_groups.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_groups.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Repeated Measures Plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "DABEST version 2023.02.14 expands the repertoire of plots for experiments with repeated-measures designs. DABEST now allows the visualization of paired experiments with one control and multiple test \n", + "groups, as well as repeated measurements of the same group. This is an improved version of paired data plotting in previous versions, which only supported computations involving one test group and one control group.\n", + "\n", + "The repeated-measures function supports the calculation of effect sizes for\n", + "paired data, either based on sequential comparisons (group i vs group i + 1) \n", + "or baseline comparisons (control vs group i). To use these features, \n", + "you can simply declare the argument ``paired = \"sequential\"`` or ``paired = \"baseline\"`` \n", + "correspondingly while running ``dabest.load()``. As in the previous version, you must also pass a column in the dataset that indicates the identity of each observation, using the \n", + "``id_col`` keyword. \n", + "\n", + "
\n", + " **(Please note that** ``paired = True`` **and** ``paired = False`` **are no longer valid since v2023.02.14)**\n", + "
\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:51 2025.\n", + "\n", + "Paired effect size(s) for repeated measures against baseline \n", + "with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 1\n", + "3. Test 3 minus Control 1\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "baseline_repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),\n", + " paired=\"baseline\", id_col=\"ID\")\n", + "baseline_repeated_measures" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:51 2025.\n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 1 is 0.48 [95%CI 0.241, 0.749].\n", + "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 2 is -0.542 [95%CI -0.977, -0.179].\n", + "The p-value of the two-sided permutation t-test is 0.014, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 3 is 0.174 [95%CI -0.303, 0.702].\n", + "The p-value of the two-sided permutation t-test is 0.505, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "baseline_repeated_measures.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "baseline_repeated_measures.mean_diff.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:51 2025.\n", + "\n", + "Paired effect size(s) for the sequential design of repeated-measures experiment \n", + "with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Test 1\n", + "3. Test 3 minus Test 2\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sequential_repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),\n", + " paired=\"sequential\", id_col=\"ID\")\n", + "sequential_repeated_measures" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:57:52 2025.\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 0.241, 0.749].\n", + "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for the sequential design of repeated-measures experiment \n", + "between Test 1 and Test 2 is -1.02 [95%CI -1.35, -0.709].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for the sequential design of repeated-measures experiment \n", + "between Test 2 and Test 3 is 0.716 [95%CI 0.153, 1.2].\n", + "The p-value of the two-sided permutation t-test is 0.022, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sequential_repeated_measures.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sequential_repeated_measures.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similar to unpaired data, DABEST empowers you to perform complex \n", + "visualizations and statistics for paired data." + ] + }, + { + "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\", \"Test 2\", \"Test 3\"),\n", + " (\"Control 2\", \"Test 4\", \"Test 5\", \"Test 6\")),\n", + " paired=\"baseline\", id_col=\"ID\")\n", + "multi_baseline_repeated_measures.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For further aesthetic changes, the '[Plot Aesthetics Tutorial](09-plot_aesthetics.html)' provides detailed examples of how to customize the plot.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/nbs/tutorials/04-mini_meta_delta.ipynb b/nbs/tutorials/04-mini_meta_delta.ipynb deleted file mode 100644 index 55119e65..00000000 --- a/nbs/tutorials/04-mini_meta_delta.ipynb +++ /dev/null @@ -1,996 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "2985aa19", - "metadata": {}, - "source": [ - "# Mini-Meta Delta\n", - "\n", - "> Explanation of how to compute the meta-analyzed weighted effect size using dabest.\n", - "\n", - "- order: 4" - ] - }, - { - "cell_type": "markdown", - "id": "a9ca4dd5", - "metadata": {}, - "source": [ - "When scientists conduct replicates of the same experiment, the effect size of each replicate often varies, complicating the interpretation of the results. Starting from v2023.02.14, DABEST can now compute the meta-analyzed weighted effect size given multiple replicates of the same experiment. This can help resolve differences between replicates and simplify interpretation.\n", - "\n", - "This function employs the generic *inverse-variance* method to calculate the effect size, as follows:\n", - "\n", - "$\\theta_{\\text{weighted}} = \\frac{\\Sigma\\hat{\\theta_{i}}w_{i}}{{\\Sigma}w_{i}}$\n", - "\n", - "where:\n", - "\n", - "\n", - "$\\hat{\\theta_{i}} = \\text{Mean difference for replicate }i$\n", - "\n", - "\n", - "$w_{i} = \\text{Weight for replicate }i = \\frac{1}{s_{i}^2}$ \n", - "\n", - "\n", - "$s_{i}^2 = \\text{Pooled variance for replicate }i = \\frac{(n_{test}-1)s_{test}^2+(n_{control}-1)s_{control}^2}{n_{test}+n_{control}-2}$\n", - "\n", - "\n", - "$n = \\text{sample size and }s^2 = \\text{variance for control/test.}$\n" - ] - }, - { - "cell_type": "markdown", - "id": "5fb1dc0f", - "metadata": {}, - "source": [ - "Note that this utilizes the fixed-effects model of meta-analysis, in contrast to the random-effects model. In the fixed-effects model, all variation between the results of each replicate is assumed to be solely due to sampling error. Therefore, we recommend using this function exclusively for replications of the same experiment, where it can be safely assumed that each replicate estimates the same population mean $\\mu$.\n", - "\n", - "Additionally, be aware that as of v2023.02.14, DABEST can only compute weighted effect size *for mean difference only*, and not for standardized measures such as Cohen's *d*.\n", - "\n", - "For more information on meta-analysis, please refer to [Chapter 10 of the Cochrane handbook](https://training.cochrane.org/handbook/current/chapter-10)" - ] - }, - { - "cell_type": "markdown", - "id": "12c4d226", - "metadata": {}, - "source": [ - "## Load libraries" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5c7d7eaa", - "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, - "id": "05e75af8", - "metadata": {}, - "outputs": [], - "source": [ - "#| hide\n", - "import warnings\n", - "warnings.filterwarnings(\"ignore\", category=UserWarning) # to suppress warnings related to points not being able to be plotted due to dot size" - ] - }, - { - "cell_type": "markdown", - "id": "4a4f0bde", - "metadata": {}, - "source": [ - "## Create dataset for mini-meta demo" - ] - }, - { - "cell_type": "markdown", - "id": "09a9b692", - "metadata": {}, - "source": [ - "Let´s create a dataset to demonstrate the mini-meta function." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6b80a5aa", - "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", - "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", - "\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", - " 'Gender' : gender, 'ID' : id_col\n", - " })" - ] - }, - { - "cell_type": "markdown", - "id": "e5b9dbbd", - "metadata": {}, - "source": [ - "We now have three *Control* and three *Test* groups, simulating three replicates of the same experiment. Our\n", - "dataset has also a non-numerical column indicating gender, and another\n", - "column indicating the identity of each observation." - ] - }, - { - "cell_type": "markdown", - "id": "a9e6d91f", - "metadata": {}, - "source": [ - "This is known as a 'wide' dataset. See this\n", - "[writeup](https://sejdemyr.github.io/r-tutorials/basics/wide-and-long/)\n", - "for more details." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ef976b60", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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23.0191494.3771795.6168913.3013812.9453972.832188Female3
32.8046384.5647802.7731522.5340183.5751793.048267Female4
42.8580193.2200582.5503612.7963653.6921383.276575Female5
\n", - "
" - ], - "text/plain": [ - " Control 1 Test 1 Control 2 Test 2 Control 3 Test 3 Gender ID\n", - "0 2.793984 3.420875 3.324661 1.707467 3.816940 1.796581 Female 1\n", - "1 3.236759 3.467972 3.685186 1.121846 3.750358 3.944566 Female 2\n", - "2 3.019149 4.377179 5.616891 3.301381 2.945397 2.832188 Female 3\n", - "3 2.804638 4.564780 2.773152 2.534018 3.575179 3.048267 Female 4\n", - "4 2.858019 3.220058 2.550361 2.796365 3.692138 3.276575 Female 5" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.head()" - ] - }, - { - "cell_type": "markdown", - "id": "21171074", - "metadata": {}, - "source": [ - "## Loading data" - ] - }, - { - "cell_type": "markdown", - "id": "adc6d626", - "metadata": {}, - "source": [ - "Next, we load data as usual using ``dabest.load()``. However, this time, we also specify the argument ``mini_meta=True``. Since we are loading data from three experiments, ``idx`` is passed as a tuple of tuples, as shown below:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e6701c83", - "metadata": {}, - "outputs": [], - "source": [ - "unpaired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Control 3\", \"Test 3\")), mini_meta=True)" - ] - }, - { - "cell_type": "markdown", - "id": "1a3bcd5c", - "metadata": {}, - "source": [ - "When this `dabest` object is invoked, it should indicate that effect sizes will be calculated for each group, along with the weighted delta. It is important to note once again that the weighted delta will only be calculated for mean differences" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cafcafd2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "2. Test 2 minus Control 2\n", - "3. Test 3 minus Control 3\n", - "4. weighted delta (only for mean difference)\n", - "\n", - "5000 resamples will be used to generate the effect size bootstraps." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "unpaired" - ] - }, - { - "cell_type": "markdown", - "id": "f52ddc8e", - "metadata": {}, - "source": [ - "By calling the ``mean_diff`` attribute, you can view the mean differences for each group as well as the weighted delta.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "535d1163", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "The unpaired mean difference between Control 2 and Test 2 is -1.38 [95%CI -1.93, -0.895].\n", - "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", - "\n", - "The unpaired mean difference between Control 3 and Test 3 is -0.255 [95%CI -0.717, 0.196].\n", - "The p-value of the two-sided permutation t-test is 0.293, calculated for legacy purposes only. \n", - "\n", - "The weighted-average unpaired mean differences is -0.0104 [95%CI -0.222, 0.215].\n", - "The p-value of the two-sided permutation t-test is 0.937, calculated for legacy purposes only. \n", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing theeffect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "unpaired.mean_diff" - ] - }, - { - "cell_type": "markdown", - "id": "0de6f65c", - "metadata": {}, - "source": [ - "You can view the details of each experiment by accessing the property `mean_diff.results` as follows." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c9cb2caa", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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controltestcontrol_Ntest_Neffect_sizeis_paireddifferencecibca_lowbca_highbca_interval_idxpct_lowpct_highpct_interval_idxbootstrapsresamplesrandom_seedpermutationspvalue_permutationpermutation_countpermutations_varpvalue_welchstatistic_welchpvalue_students_tstatistic_students_tpvalue_mann_whitneystatistic_mann_whitney
0Control 1Test 12020mean differenceNone0.480290950.2208690.767721(140, 4889)0.2156970.761716(125, 4875)[0.6686169333655454, 0.4382051534234943, 0.665...500012345[-0.17259843762502491, 0.03802293852634886, -0...0.00105000[0.026356588154404337, 0.027102495439046997, 0...0.002094-3.3088060.002057-3.3088060.00162583.0
1Control 2Test 22020mean differenceNone-1.38108595-1.925232-0.894537(108, 4857)-1.903964-0.875420(125, 4875)[-1.1603841133810318, -1.6359724856206515, -1....500012345[0.015164519971271773, 0.017231919606192303, -...0.00005000[0.12241741427801064, 0.12241565174150129, 0.1...0.0000115.1388400.0000095.1388400.000026356.0
2Control 3Test 32020mean differenceNone-0.25483195-0.7173370.196121(115, 4864)-0.7103460.206131(125, 4875)[-0.09556572841011901, 0.35166073097757433, -0...500012345[-0.05901068591042824, -0.13617667681797307, 0...0.29345000[0.058358897501663703, 0.05796253365278035, 0....0.2947661.0697980.2914591.0697980.285305240.0
\n", - "
" - ], - "text/plain": [ - " control test control_N test_N effect_size is_paired \\\n", - "0 Control 1 Test 1 20 20 mean difference None \n", - "1 Control 2 Test 2 20 20 mean difference None \n", - "2 Control 3 Test 3 20 20 mean difference None \n", - "\n", - " difference ci bca_low bca_high bca_interval_idx pct_low pct_high \\\n", - "0 0.480290 95 0.220869 0.767721 (140, 4889) 0.215697 0.761716 \n", - "1 -1.381085 95 -1.925232 -0.894537 (108, 4857) -1.903964 -0.875420 \n", - "2 -0.254831 95 -0.717337 0.196121 (115, 4864) -0.710346 0.206131 \n", - "\n", - " pct_interval_idx bootstraps \\\n", - "0 (125, 4875) [0.6686169333655454, 0.4382051534234943, 0.665... \n", - "1 (125, 4875) [-1.1603841133810318, -1.6359724856206515, -1.... \n", - "2 (125, 4875) [-0.09556572841011901, 0.35166073097757433, -0... \n", - "\n", - " resamples random_seed permutations \\\n", - "0 5000 12345 [-0.17259843762502491, 0.03802293852634886, -0... \n", - "1 5000 12345 [0.015164519971271773, 0.017231919606192303, -... \n", - "2 5000 12345 [-0.05901068591042824, -0.13617667681797307, 0... \n", - "\n", - " pvalue_permutation permutation_count \\\n", - "0 0.0010 5000 \n", - "1 0.0000 5000 \n", - "2 0.2934 5000 \n", - "\n", - " permutations_var pvalue_welch \\\n", - "0 [0.026356588154404337, 0.027102495439046997, 0... 0.002094 \n", - "1 [0.12241741427801064, 0.12241565174150129, 0.1... 0.000011 \n", - "2 [0.058358897501663703, 0.05796253365278035, 0.... 0.294766 \n", - "\n", - " statistic_welch pvalue_students_t statistic_students_t \\\n", - "0 -3.308806 0.002057 -3.308806 \n", - "1 5.138840 0.000009 5.138840 \n", - "2 1.069798 0.291459 1.069798 \n", - "\n", - " pvalue_mann_whitney statistic_mann_whitney \n", - "0 0.001625 83.0 \n", - "1 0.000026 356.0 \n", - "2 0.285305 240.0 " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd.options.display.max_columns = 50\n", - "unpaired.mean_diff.results" - ] - }, - { - "cell_type": "markdown", - "id": "c581f3fa", - "metadata": {}, - "source": [ - "Note, however, that this does not contain the relevant information for our weighted delta. The details of the weighted delta are stored as attributes of the ``mini_meta_delta`` object, such as:\n", - "\n", - " - ``group_var``: the pooled group variances of each set of 2 experiment groups.\n", - " - ``difference``: the weighted mean difference calculated based on the raw data.\n", - " - ``bootstraps``: the deltas of each set of 2 experiment groups calculated based on the bootstraps.\n", - " - ``bootstraps_weighted_delta``: the weighted deltas calculated based on the bootstraps.\n", - " - ``permutations``: the deltas of each set of 2 experiment groups calculated based on the permutation data.\n", - " - ``permutations_var``: the pooled group variances of each set of 2 experiment groups calculated based on permutation data.\n", - " - ``permutations_weighted_delta``: the weighted deltas calculated based on the permutation data.\n", - "\n", - "You can call each of the above attributes individually:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1c867467", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-0.01035228770106855" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "unpaired.mean_diff.mini_meta_delta.difference" - ] - }, - { - "cell_type": "markdown", - "id": "5eafcc8e", - "metadata": {}, - "source": [ - "Attributes of the weighted delta can also be recorded in a `dict` using the ``to_dict()`` function. Here, we demonstrate this process and then convert the generated dictionary into a dataframe for enhanced readability:\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d30d3b9b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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0
acceleration_value0.000193
alpha0.05
bca_high0.215037
bca_interval_idx(128, 4878)
bca_low-0.221666
bias_correction0.005013
bootstraps[[0.6686169333655454, 0.4382051534234943, 0.66...
bootstraps_weighted_delta[0.1771640316740503, 0.05505265333097302, 0.16...
ci95
control[Control 1, Control 2, Control 3]
control_N[20, 20, 20]
control_var[0.17628013404546258, 0.9584767911266554, 0.16...
difference-0.010352
group_var[0.021070042637349427, 0.07222883451891535, 0....
jackknives[-0.008668330406027476, -0.00864390324492664, ...
pct_high0.213769
pct_interval_idx(125, 4875)
pct_low-0.222307
permutation_count5000
permutations[[-0.17259843762502491, 0.03802293852634886, -...
permutations_var[[0.026356588154404337, 0.027102495439046997, ...
permutations_weighted_delta[-0.11757207833491819, -0.012928679700934625, ...
pvalue_permutation0.9374
test[Test 1, Test 2, Test 3]
test_N[20, 20, 20]
test_var[0.24512071870152594, 0.4860998992516514, 0.96...
\n", - "
" - ], - "text/plain": [ - " 0\n", - "acceleration_value 0.000193\n", - "alpha 0.05\n", - "bca_high 0.215037\n", - "bca_interval_idx (128, 4878)\n", - "bca_low -0.221666\n", - "bias_correction 0.005013\n", - "bootstraps [[0.6686169333655454, 0.4382051534234943, 0.66...\n", - "bootstraps_weighted_delta [0.1771640316740503, 0.05505265333097302, 0.16...\n", - "ci 95\n", - "control [Control 1, Control 2, Control 3]\n", - "control_N [20, 20, 20]\n", - "control_var [0.17628013404546258, 0.9584767911266554, 0.16...\n", - "difference -0.010352\n", - "group_var [0.021070042637349427, 0.07222883451891535, 0....\n", - "jackknives [-0.008668330406027476, -0.00864390324492664, ...\n", - "pct_high 0.213769\n", - "pct_interval_idx (125, 4875)\n", - "pct_low -0.222307\n", - "permutation_count 5000\n", - "permutations [[-0.17259843762502491, 0.03802293852634886, -...\n", - "permutations_var [[0.026356588154404337, 0.027102495439046997, ...\n", - "permutations_weighted_delta [-0.11757207833491819, -0.012928679700934625, ...\n", - "pvalue_permutation 0.9374\n", - "test [Test 1, Test 2, Test 3]\n", - "test_N [20, 20, 20]\n", - "test_var [0.24512071870152594, 0.4860998992516514, 0.96..." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "weighted_delta_details = unpaired.mean_diff.mini_meta_delta.to_dict()\n", - "weighted_delta_df = pd.DataFrame.from_dict(weighted_delta_details, orient = 'index')\n", - "weighted_delta_df" - ] - }, - { - "cell_type": "markdown", - "id": "7797244d", - "metadata": {}, - "source": [ - "## Generating estimation plots - unpaired data" - ] - }, - { - "cell_type": "markdown", - "id": "d51a505d", - "metadata": {}, - "source": [ - "Calling the ``plot()`` method produces a **Cumming estimation plot** showing the data for each experimental replicate as well as the calculated weighted delta.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3ffaa157", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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2z549iyeeeAJr1qyBRuPcL90XXngBTz/9tOV1ZmYmMjIyPBVivbd5/wm8tmAFTGYJoiBAkmXM/3Ezpt47HD3aJSkdHl0julU3dJ34KXL2rUN5fjZC9HGI7TCQiT5Vk2fIw8/7fkZ2fjbi9HEY2H4gorRRSodF5FOaJzfGPc+MwOHMUyjKK4YuKhxt0hKZ6PsgLq1HRIHKZ5P9nTt3IicnB+np6ZZtZrMZGzduxPvvv4/y8nKoVCqrY0JCQhASEmJ5rdVqvRZvfZNXVIzXFqyA0XTl0+0rcxONJjNenb8Ci6bexx7+eihYG4UmnONNNdj6x1bM+GoGTJIJoiBCkiUs/GUhpoyegu6tuisdHpFPCdNqkN6njdJhUB1VLa0n20j4ubQeEfkzn116b+DAgdi3bx8yMzMtX126dMH48eORmZlZLdEna2u2H4LJxlxEADCZJazdcdjLERFRXeUZ8jDjqxkwmo2QZRlmyQxZlmE0GzFj+QzkGRwXsCIi31RiKMOuTYex4X87sWvTYZQYypQOqd7g0npEFKi82rN/7tw5bNy4ETk5ObjtttvQpEkTmM1mFBQUIDIyslYJuk6nQ2pqqtW28PBwNGjQoNp2qi7rciFEQbD06F9NFARcuFSgQFSBK/PjJ1BhyEOwNgpp/3hX6XDIR/2872eYpOpLRwGASTJh3b51rP5P5IdOHj6HVV/8blVfYOvafRg6rjeaJzdWOjzFcWk9IgpUXunZl2UZTz/9NJo3b47x48fj6aefxh9//AGgsiJ+YmIi/vOf/3gjFLoiPjoCkp1lhSRZRqMGrD7rTRWGPFQUXUIFe16pDrLzsyEKtv9bFwURWflZXo6IyPfVhx7zmmIoMZRh1Re/w2yWIMuAJMmQZcBslrBqyW/s4QcsS+up1GoIggBRpYIgCFCp1Vxaj4j8mld69mfNmoV3330Xzz//PAYOHIgbbrjBsi8yMhKjRo3CV199hSeffLJO1/nll1/qFqgfsldt/4auKZj/42bLnP2rqVUiBnVJUSBaIqqLOH0cJNn2UFVJlhCvj/dyRES+zRs95iWGshqLADqK4XDmKUh2hqhLkoTDmadYdwDg0npEFJC8kuzPmzcPd999N2bMmIFLly5V29+hQwf8+OOP3ggloDiqtj/13uF4db71frVKxNR7hyNKF6Z0+ERUSwPbD8TCXxbCaDZW26cW1RjYYaACURH5pqt7zIHKUYrAXz3m9zwzos6V+R0l8s7EUJRXbDn2WoIgoCivuE4x+hMurUdEgcYryf7Zs2fRq1cvu/vDw8NRWFjojVAChjPV9nu0S8Kiqfdh7Y7DuHCpAI0aRGJQlxQm+kR1VLXMnavL3TlaOs/e/ihtFKaMnoIZy62r8atFNaaMngI9l2kkcpq7eszt9dw7k8g7E4MuKtxmol91Tl0UV9YhIgpUXkn2Y2NjcfbsWbv7d+7ciYSEBG+EEjCcqbZ/e//OiNKF4/b+nb0cHVH9VWGqgMlsu8ids/551z8tfy8pL6nVsTuO7cDb379dbem8SSMnoUuLLg73t09oj9kTZmPDgQ3IKchBbGQs+rXrh8jwSKtY1Co1gtXBdfo+iXzR0tk/ocRQhjCtBmMfHmy3nTt6zGvquc+7WOgwkXcmhq7922Hr2n2WDw2uJooi2qQlOoyTiIj8k1eS/VGjRmHOnDm49957ERlZOTdKEAQAwE8//YT58+fjueee80YoAYPV9olqr8JUgT2n9qCkrHYJursUlxVj9k+zYZaqRuRU/mk0GzHr21m4J+MeLNiwwO7+hwc/jHBNZS9e46jGaBxVOaf4j/N/VLtWmCYMHRM7MuGngFNiKENxYanDdnXtMXfUc9+qQ4LDRN6ZGMK0Ggwd1xurlvxm9aGCKIoYOq53nacaEBGR7/JKsj99+nSsX78eaWlpuP766yEIAt588028/PLL2Lx5Mzp16oQpU6Z4I5SAwWr7RLVnMptQUlaiWK/3rpO7auzp+/XwrzXu/+PCH+jdprfD61SYKlBSVgKT2cRk383K8vNxesMGFOfkIDw2Fs0yMqDR65UOi1zQJi2xTj3mjobglxaXO0zknY2heXJjy7B/e4X+iIgo8Hgl2Y+MjMSWLVvw9ttvY/ny5dBoNNiwYQNatGiBV155Bc8++yxCQ0O9EUrAYLV9ItcFq4MREhTi8vH/WfkfFJUVQafRYeKNE50+rqi0qMaevsKSwpr3lxY6HXddpypQded37MDmt9+GZDJBEEXIkoT9X3yBnpMmoXGXLkqHR7VU1x5zR0PwQ8NDIIpijYl8bWII02pYdZ+IiKx4JdkHgNDQULz00kt46aWXvHXJgBalC2e1fSKFFJUVobCk9kVHo8Kjauzpi9JGIacgx+7+aG10ra9J7lGWn1+Z6BsrV0KQzZUftEpGIza//TaGz57NHn4f5KjHvKZl8xwNwY+OjXQqkWevPRERucpryT55H6vtE/mW9KR0rNmzBiapeq+7SlRhaKehOHbhmN396Unp3giTbDi9YQMkk+3REpLJhNMbNiB55EgvR0XuYK/H3NGyec4MwQ/TapxK5NlrT0RErvBKsn/fffc5bCMIAj7++GMvRBNYWG2fPKXCkIecfetQnp+NEH0cYtsPQLCLS81RJV2oDuP7jseijYtglsyWBEIlqjC+73jE6+Nr3K/VaGt9TUfL/DnbJtAV5+RUDt03V586JYgiinNsj8gg3+TMsnnODsFnIk9ERJ7ilWR/3bp1lur7VcxmMy5cuACz2YyGDRsiPJzrwBL5ikt/bMXhr2ZClkwQBBGyLOH0LwuRMnoKolt1Uzo8n5bSJAXP3/o8dp/cjcuGy4jWRiM9Kd2SyDvaf62i0iLsOrELecV5iAqPQnpSuqUon71l/KaMnoLurboDALb+sRUzvppRYxsCwmNjIdspxiZLEsJjY70cEXmSo+J7hzNPIb1PGw7B92OGggJk/v4r8nJzERUTg7Re10MbyeLHRFS/eCXZP3XqlM3tRqMRH330Ed555x2sWbPGG6EQkRNq6rWvMORVJvrmK3OTryz/JpuNOLR8BrpO/JQ9/HWkC9Whb9u+Lu+vcvDPg1i8cbHVKIA1e9ZgTO8xiA6PxkdrPoLxyn28ehm/GctnYP7E+QCAGV/NqLENe/grNcvIwP4vvrDM2b+aqFajWb9+3g+K6szenHxHxfeK8ootr9lz738OZ+7CFx++B8lsthTjXPvNcox75Akkp3VSOjwiIgtF5+wHBQXhsccew8GDB/HYY49hxYoVSoZDRHDca5+zbx1kG3PGAUCWTMjZtw5Net7m5ah9k61ed12ozm3nXrxxsWV+f1VSYpJMWPrbUnRv1d3m3P+qNuv2rYMM2WGb23ivAQAavR49J02qVo1fVKvRc9IkaNjj53NqmpPvqPieLoqjFf2VoaAAX3z4HsxXanRUTd0xm0xY8uG7eGbWu+zhJ6J6o14U6OvYsSMWLlyodBhEPs+ZefR17bUvz8++8iGAjbnJgojy/GwPf5f+wV6v+/i+45HSpO5LY+46sQtmqfo9AiqHGZ/KOQVREC299VcTBRFZ+VmWvztqQ5Uad+mC4bNn4/SGDSjOyUF4bCya9evHRN8HOZqTP+bhGxwW3yP/lPn7r5Bs1OYAAMlsRubmTegzdLiXoyIisq1eJPtr1qxBWBgrxBPVhTPz6N3Rax+ij4Ms25mbLEsI0cd57Hv0FzX1ui/auAjP3/p8nXv484rzahxmDACSnfsoyRLi9fGQITtsQ9Y0ej2r7vsBR3PyTx/Ncqr4HvmfvNzcGotx5l28qEBURES2eSXZf/XVV21uz8/Px8aNG7Fr1y5MnjzZG6EQ+SVneuQBuKXXvun143D6l4WW81i1EdWI7TDQI9+jP6mp190smbH75G6n5uTXJCo8qsZhxomxibhYeNEyH/9qalGNgR0GQpZlLPxlYY1tiPyRM3Py0/u0YfG9ABQVE1NjMc6ohg29HBERkX1eSfanTZtmc3tUVBRatGiBOXPm4IEHHvBGKET1UtUwelcL2znTI1/195raONNrH6yNQsroKTi0fIbVCAFBVCNl9BQEh+urHctl+qw56nW/bLjs9LnszftPT0rHmj1rbM65F0UR6Unp6NuuL97+zroav1pUY8roKdBfuY9TRk/BjOUzamxD5G+cnZNfn4rv2SsmSK6xV20/rdf1WPvNcsuc/auJKhXSevVRIFoiItu8kuzbGwpH3pVXVIw12w8h63Ih4qMjcEPXFETpWESoriRTBSSz7STaWal3zbT83VReUuvjSy+dq7FHvvTSOcvfa2pzXa/RTvXaR7fqhq4TP7VO4DsMtJnoc5m+6hz1ukdro506j6N5/+P7jseijYus9qtEFcb0HoPwkHB0adEF8yfOx7p965CVn4V4fTwGdhholcR3b9XdYRv6S1l+vvWc/YwMaPR6pcOiWmqTluhTc/JrKibYPLmx0uH5HEfV9sc98gSWfPiu1X5RpcK4R56ANoI1Ooio/qgXc/bJ8zbvP4HXFqyAySxBFARIsoz5P27G1HuHo0e7JKXD81mSqQL5p/bAVFb7BN0VprJiFJ7dD2NJIYLCIhDRNBVqTTjMxrIahxWajeUAZIdtDOePolHXEbiw7bvKtoIAyDIEUUSTXqOhDvmrtkawNsph1X0u02dbTb3uKlGF9KR0h+dwZt5/SpMUPH/r89h9cjcuGy4jWhuN9KR0BKmCUHLlQ6UobZTDivrOtCHg/I4d1arx7//iC/ScNAmNu3RROjy6oqq3u6Ze7zCtpt7NybfXc++omOA9z4xgD/8V9nrrr23jqNp+clonPDPrXWRu3oS8ixcR1bAh0nr1YaJPRPWOR5L9M2fOuHRcQkKCmyMhoLJH/7UFK2A0XfmFdeWNgNFkxqvzV2DR1PvYw+8iyWyCqawEokoNQR3s0WsVnTuCc78vs0rCLx3ahOt6j0FUy664dGgTZBvzwAVRRFTLykTDURtVSBgim3VAeFwSCk7tgbE4H0HhekQ0aQsxKASS2QSxFt8nl+mzTReqs9vrPr7veGg1WofncHbevy5UV23+f7mx3C3fB/2lLD+/MtE3Xvlg60qCIBmN2Pz22xg+ezZ7+N3EZDTXacTgrff1t/y9orz6KKYq1yU2xLiJQ3F03xkU5ZdApw9D6w4JCA3X1HicK0oMZVbXadU+AdqIMKiDVABq7rnPu1hYYzHBw5mn6s1UAyU56q2v4my1fW1kJKvuE1G955FkPzEx0VLtuTbMdv5zJWuPvL0YeUUliNKF4cNJdzpsv2b7IZhsDEUEAJNZwtodh3F7/85uiy8QpwsI6mCogkJcPv7YyvdhKiuCWqNDyxsfq7bfVFp0JdG/8oxc+cBGlsw499syJN/6PJr2HY+zGxdV65Fv2nc8QnQNAMCpNgCgCgpBbPsBltdmYznMLkwv4DJ99tnrdb820bc3J9+d8/6p7k5v2ADJxhxeAJBMJpzesIFV+t3AZDTjzxPZbk+2axIZrUVkdOVzmf1n7Z+r8rIKnD+di7LicmjCQ9C4WQxCNH99aJpzPg97N/8BSZItz/T29QfQuW8KOvdti4pyY4099606JDgsJhjonOmtr+rhZ7V9IvInHkn2P/nkE5eSfXJOXlEJcgsMTrfPulwIURAsPfpXEwUBFy4VuC02ThdwjamsCKaSQrv7807srnEIfv7J3Yhp2xfJtz6P/JO7UWHIQ7A2CvqkdKivSh4jmqQ4bFNbNRXf4zJ9NbPV6361mubku2veP7lHcU5OjQlCcU6OAlH5H0mSUFFuhKhWQaUWlQ4H5aUV+PNEDkoNZQjVatAkKRYhoX8l8tlnL2HXxkNWifzx/WeRnpGCuCYNUF5aYUn0gb8SeUmSsXPjISSnJeLEoXM19tyXFpc7VUwwkDnbWw+w2j4R+RePJPv33nuvJ05LLoqPjoBk542AJMto1MA9c8w4XcBzjMV5lp74agQBFYY8AIA6VIcYB0u2OdPGWY6K78W2H8Bl+lzkaE7+o8MerfO8f3Kf8NjYGhOE8NhYL0fk31RqEUFBrr2F+eW7HSgrrYAmNBj9RrpeS+HCmVxsX7e/MpEXBciSjD8yT6HbgFTEJ8SgrLTCkugD1on8rg2HMHhsL1w4nWvZfy1JknF03xmUFJXV2HMfGh4CURR9ppigEmrTW89q+0TkT5T/WJw87oauKVCrbN9qtUrEoC4pbrmOM9MFyDVB4VG2E30AkGVFitxZFd+T5copBrJsKb5XNXIgZfQUCKogQBAgiKrKP1VBdpfpo0qO5uQfvXAU4/uOh1pUQ4AAURAhQIBaVDs975/cp1lGBkS17eRTVKvRrF8/7wZEdpWVVqCspBxlpRV1OkdVog8AsvRXIr9t3X6UlVbg7LGsGhP5s8eyKhN50fZISEEQKufwO1gGMDo2EkPH9YZKJUIQAFEUIAiASqVcMcH6pja99drISIx75Amo1GoIggBRpYIgCFCp1ay2T0Q+x6vV+H/77Tfs2rULBQUF1YakCYKAl19+2ZvhBIwoXTim3jscr863Hl6vVomYeu9wROnCHJ/ECd6cLhBoopI6IWfPT3aL6+kV6MV1tvhebZbpo784Mye/b9u+Ts37J8/T6PXoOWlStWr8olqNnpMmQRPJBMGf1CaRl220E0QBJUVlCNNpbO4HrgzB14c5tQxgmFaDe54ZYbNaP9W+t97T1fadWRWAiMgdvJLsX758GcOHD8e2bdsgy7LVG9iqvzPZ96we7ZKwaOp9WLvjMC5cKkCjBpEY1CXFbYk+4L3pAoFIHaqrsbheXebcu6o2xfecWaYvENkrvgfA6Tn5jub9k/c07tIFw2fPxukNG1Cck4Pw2Fg069ePib4fqnMiL8kI02nQtGU8Du08YfODA1EU0LpDgtPLAIZpNay6b0dVb/2SD9+1qsYvqlR2e+s9VW3f2VUBiIjcwSvJ/rPPPou9e/di8eLF6N69O5KSkrB69Wo0b94c//73v7F582b8+OOP3ggloEXpwt1Sdd9etf0buqZg/o+bLXP2r+bO6QKByhPF9UylRcg7sRvG4jwEhUchKqkT1FeSzavbXD62HeWFuSjLO4/4TkMRrI1i8b06qqn4XkqTFKQnpXNOvg/S6PWsuu9HqobjVyXvTVvGQxMa7JZEPqFlPEJCg9FtQCq2XTP3XxQFdOzZGqHhlYl88+TG7LmvI0/31jujNqsCEBG5g1eS/ZUrV2LChAkYO3YsLl26BKBy6FnLli3xwQcfYNSoUXjyySexZMkSb4RD16jNUnmOqu17Y7pAIKttcb2akvnCPw9VGymQs+cnNO07HhFNUmy2KTiVibObliJl9BQW36sDR8X3nr/1eehCdRjfdzwWbVxk9YGASlRxTr4PK8vPt+75z8iARq9XOiyywVYBvkM7T6DbgNQ6J/LdBqRaqvbHJ8Rg8NheVh8qNGoWA/GaVY3Yc193zvTW13WIfU3H12ZVACIid/BKsp+fn4927doBALTayjeoBsNfS8cNHjwYU6ZM8UYoAcdRIl+bpfKcqbbvjekC5JyakvmwBk2u7LvypkOuKjJlxtmNi5B86/MAYLvNlQJ8XSd+ipTRU3Bo+QyravyCqGbxPQccFd/bfXI3+rbti5QmKZyT70fO79hRbU7//i++QM9Jk9C4i+tV4cn9HBXgGzy2l8uJfNUHAVfThAajVfsEy2uj0QRjWfUPUsk2bYTe6k9X1XWIvaPja7MqABGRO3gl2W/cuDGysrIAACEhIYiNjcWePXsw8spQx3PnzkEQbFejtWf27NmYPXs2Tp06BQBo164dpk6dimHDhrk1dl/mKJGv7VJ5zlTbv71/Z7dNFyDXmUqLakzmY9pm1FiZOP/kbsgyamjzVwE+Ft+rPWeK71XhnHz/UJafX5noGysTuKo3+5LRiM1vv43hs2ezh78ecaYAX6v2CS4l8u5SYijzi2H9RmMFJBvT/2rjvuf+6jAqLy116RyGwsIah9hPfO1NaCMiXD7+iZmzarUqABGRO3gl2b/++uuxZs0avPjiiwCAsWPH4q233oJKpYIkSXjnnXcwZMiQWp2zSZMm+Oc//4lWrVpBlmUsWLAAI0eOxO7duy2jCAKZM4m8s8l7FVbbV54zc+wBIO/E7hrfUBRnHbP09lcjCKgw5Fn+bqvN1QX4WHyv9pwtvkf1w9rnnkNZfj40ej0GvfWWS+c4vWEDJBuVwAFAMplwesMGzvWvR5wpwAd4LpEvL63A6T8u4M8TOdDH6Kol8icPn8OqL363Kti3de0+DB3XG82TG7s9Hk8xGitw4tBBlxN0dzqSuQtmO0PszWYz1n33FZI72u/dd3T8L99/i34331KrVQGIiOrKK8n+pEmTsGbNGpSXlyMkJATTpk3DgQMHLNX3+/bti//85z+1OueIESOsXr/xxhuYPXs2tmzZwmQfzvXC1zZ5Z7V9ZTkzx76KsTivxmReBmzvu7I9WBtVudtuQsoCfHXB4nu+pSw/H6WXLztuWIPinJwah+8W5+TU6fzkXs4U4LPFXkG/2rS5ulaAKFZP5EsMZVj1xe+WpfiqPjg0myWsWvIb7nlmhM/08EsmM8pLS6FWq6BWB3n8eqXFxThx+CAMhQXQRkQiqU1bhIZXjmAsKy2pccRVWUkxNBr7P1dHxxdcuoSwMG2tVwUgIqoLryT7KpUKTz/9tOV1VFQU1q5di/z8fKhUKuh01Xsma8NsNuPLL79EcXExevbsabddeXk5ysvLLa+vrhvgb5xJ5GubvLPavnIcDctPvvV5qx7+oPCoGpN5baOWKLt87q/zXUUQReiT0i0fJthuwwJ8dcHie/7LXgG+8NjYGkfbhMfGejlSqokzBfiuVVNBv/iEGKfaXFsroOrPqxP5w5mnINn5tyRJEg5nnvK5Qn5qdRCCQkJcPv67BZ+gtLgYoeHhGHnPfTbbnDl2FOu++xqS9NfUxszNv2HAyFFIaNkKkVENahxxFRndoMYYHR0ffmUKQH1YFYCIAofojYukpqaiY8eOmDFjBo4dO2bZrtfr65To79u3D1qtFiEhIXjooYfwzTffoG3btnbbz5w5E5GRkZavjIwMl69d3zmTyN/QNQVqle1/AraS9yhdOKbeOxxBahUEQYBKFCEIAoLUKlbb9zBHw/LzT+622haV1AmCaPveCqKIBsk90bTveAiiCoAACCIAAYKoQtO+46HWaKEO1VVvIwgQVEEswOcGVcX3hqUPQ7dW3TAsfRgmj5qMlCb80MxXnd+xAysefhh7P/8cJ9auxd7PP8eKhx/G+R070CwjA6La9ufrolqNZv36eTdYqpHmSiV9UaysJyRc+fPaAnxVHBX0KyutcKpNzbUCJMscfXt1jgRBQFFecR2/e99TWlyMEkMRSottf++lxYbKRN9sBmS58sMSWYZkNmPdd1+jtNiAlqmpEO383hRFES3bta8xBkfHN2udbHldtSrAiL/diz5DhzPRJyKP8UqyP3v2bMTExGDq1KlITk5G586dMWvWLJw+fbpO501OTkZmZia2bt2Khx9+GPfccw8OHjxot/0LL7yAgoICy9eGDRvqdP36zJlE3pXkvara/gMj+uDGnql4YEQfLJr6j2qV+8m9LMPybbl6jv0VNhP1a5L5iCYpSL71ecSnD0V0q26ITx+K5FGTraYEVLWJ7TgIkYkdkdD3LnR9fD6iW3Xz3DcbQKqK793S7Rb0bduXPfo+zKoAnyxXDteXZUsBPgDoOWkSxKCgKx+aqQBBgBgUhJ6TJkHDtbXrnapK+u26tkBi68Zo17UFhoztZemlv5ozBf2caVNVK8CWqkReFxVeYw+yLsr20rmB7Nj+/TWOhjh2YD9Cw7UYMHIUxKpnU6z8gFtUqTBg5CjLcH97ajo+48YR0ISyQ4SIvM8rw/gnTJiACRMmIDs7G19++SWWLVuGyZMnY/LkyejWrRvuuOMO3H777WjcuHZFZYKDg9GyZUsAQOfOnbF9+3a8++67+Oijj2y2DwkJQchVQ7CqlgH0NVVJeE096VWJvKM1711ZKq8u1fYdLQXobJtA42hYfrA2qtrmqkQ9/+RuVBjyEKyNgj4pHeqrEkp1qA4xDiq9q0N1aNCmN8zlJYhu1RXqEL5hIbqWswX4hs+ebT3Mv18/Jvr1mLMF+Jwt6OeoTY21Aq4k8m3SErF17T7LnP2riaKINmmJDuMNNEWF+Zb3QdcSBQFFBfkAgISWrTD2oUdx7MB+FBXkQxepR8t27R0m+lXsHa9Wq1FWVubOb4mIyCleSfarxMXF4bHHHsNjjz2Gc+fOWRL/SZMm4ZlnnoHRWLc1ZSVJspqTX19VGE12i+c54/8eHW35e0lZhd12HVo0wX+f+xvW7z6C7LwixEXp0D89GXptmNVxIUFBGN7TenhaTed1llolIjjor39ijpYCdLZNIIpK6lTD/Pkrc+xtcCaZJ6K6c7YAn0avd3vVfXt1Ash7nC3o56hNzbUCREtV/qHjemPVkt+sqvGLooih43r7THE+b9JF6Guc2qiL1Fteh4Zr0b5bD4fnLC024Nj+/SgqzIcuQo+WqakIDdfaPN7oA+9Nicg/eTXZv1qjRo3Qrl07pKSkYP/+/Si2M8/KnhdeeAHDhg1DQkICioqKsHjxYvzyyy9YvXq1hyJ2jwqjCZlHz6K4zHv/8TeOiUTjmMqeoyNnslw6h6G0HPtPnEe+oRR6bShSkxpDGxpS4/64qAiktWqK4CC1U0sBAnDYJlB7+KuG5V9bjV8QRcuwfGc5u3wfETnPUwX4HCXy53fsqJw+YDJZKnvv/+IL9Jw0CY27dHHpmlR7zhT0kwGHbUKu1ArYdk01/msT+ebJjS3F+qqG9l+7PB/9pWVqKnZu2lA5Z/8azszHv5atYn87N22wFPsjIqovvJrsy7KMX375BUuXLsU333yD3NxcREVF4Y477sDYsWNrda6cnBzcfffduHDhAiIjI9GhQwesXr0aN9xwg4eidw+TWUJxWTmC1CoEqVVKh+OUw6ezsGTtjsoehCtDEDdkHsW4QV3Qplm83f2jMtKQmnQdgoOcWwpQlmWHbVydPuAPnBmW7yiRr83yfeQbikqLsOvELuQV5yEqPArpSenQ8cMbr2uWkYH9X3xROWf/Gq4W4HOUyFvVCQAsowqq6gQMnz2bPfw2VC1zd+2SeHU959VJetXvwmsL+jnTJj4hBgNGdcOZPy5AHaSGPkZnM5EP02p8ruq+Uqrm01+boIui6NR8/KtZFfsDLCMGqor9jX3oUYSG++Y0USLyP15J9n/99VcsW7YMy5cvR05ODiIiInDLLbdg7NixGDRoENR2KhTX5OOPP/ZApN4TpFZBE+zamrLvLPsZRSXl0IWF4Mkxnl3+rKikDF/8vAPmKz1WVUMQzZKEL37egSduH2B3/9cbMnFTzw4I0wQ7tRRg1d8dtfFHao3O6k+77WoYlu8oka/t8n1U/x388yAWb1xstXzfmj1rML7veFb19zKNXo+ekyZVS85FtdpuAb6aeu2dSeSdrRNA1vqNrNuIh6qq+VVz7Ju2jIcmNNhS0O/qfVW99VWcaQMAIaHBSExujMTkxggO8fz684GgrvPxqzhT7M+ZaQBERN7glWQ/IyMDWq0WI0aMwNixYzF06FAEB7vvE/VAU1RSjoLiUjeerww7Dp9GXlEJonRh6NKmGXRhlT0IOw6ftiTy1zJLElZu3m93vyRJWL/7CMYP7u7UUoCyLDts469a3vhYnY53JpF3Zvk+zu/3HUWlRVi8cTFMUmWyV1Wd2ySZsGjjIjx/6/Ps4feyxl26OF2Az1GvvTOJvLN1Ash9LpzJtSyfV9Uzf2jnCXQbkIr4hBinCvo5W/SP3M/Z+fg1cbbYHxFRfeCVZP/LL7/E8OHDodFwLpm31ZTIA8CBk+excPVWmK8q8rN620HcPbQH2iY2Ql5RiWX7tQRBcLg/O68IQOVSgPN/3GyZj3+1qqUAAdmJNmSLM4m8Zfk+Wx+o2Fi+j+q3XSd2wWyjYCMAmCUzdp/cjb788MbrnCnA50yvvTOJvKfqBJBtZaUVlkQf+GskmyTJ2LZuPwaP7eXWqQGkLHsF+GpT7I+ISGm2F2J3s9tuu42JvgIOnDyPNz77ESu37MeWgyexcst+vPHZjzh46gKAyg8CFq7eCpNZgixXvmGR5cr58Z+t2oKikjJE6cJqXM/X0f64qMqexaqlAIPUKgiCAJUoQhAEBKlVlqUAnWlDtlkSeVuuJPKuLN9H9VdecR4EO/dcEARcNlz2ckTkLGd67Z1J5JtlZEC0Mw3O1ToBZN/ZY1k2i+sBlb8/zx5zrQAu1T9njh3F0jkfYPvG9fhjTya2b1yPpXM+wJljR9EyNRWiaPvtsyvF/oiIPMkryT55nzOJvKMh+juPnEGXNs2gsvNLTSWKuLFnqt39oiiif3qy5XWPdklYNPU+PDCiD27smYoHRvTBoqn/sFpSz5k2gcxUWoSLBzbi/LbvcPHARphKK0dOOJPIRyV1gmDnXtW0fB/VT1HhUTV+0BatjfZyROSsql57W6p67Z1J5KvqBIhBQYAgQFCpAEGAGBRkt04Aua6kqAyCaOcDNlFASRHXUfcHVgX4ZLlyfr4sWwrwAcCAkaMgVj1volj5p0pV62J/RESeptjSe+RZziTyjobgXy4shi5Mg7uH9sBnq7ZYDfVXiSLuHtoDjRpE2twvCiJGZaRBr7XujY/ShTusqO9Mm0BUUwG+qKROyNnz019z9q9SlcirNVq3Ld9HNdNdKbSoc1BwsS7Sk9KxZs8ay5z9q6lEFdL54Y3i7BXgc6bX3tmCf7WpE0B1E6bTWIbuX0uWZITpOILRHzhbgM8dxf6IiDyNyb6fciaRdzQEPzqi8pdW28RGePHuYdh55AwuFxYjOiIcnZMTLHP/be1PTWoM0d6wcqo1ZwrwOZPIO7N8H9XdxBsnuu1c9pbW04XqML7veCzauMiqGr9KVGF83/HQ8p4qqqYCfM4u0+dsIu9MnQCqu6Yt43Fo5wmbQ/lFUUBCy3gFoiJ3c7YAnzuK/REReRqTfT/lTCLfOTkBq7cdtLm2vUoU0Tn5r2rBujAN+nVqbfd61+4vqzCipKyiDt8BXc3ZSvrOJPI1Ld9H9YujpfVSmqTg+Vufx+6Tu3HZcBnR2mikJ6Uz0VeYMwX4nF2mj4l8/aEJDUa3AanYdk01flEU0G1AarXl86h+YwE+IgoETPb9VJc2zRwm8o6G6F9dtd8d8oqKsWb7IWRdLkR8dARu6JqCKB2HvDnD2Ur6TOR9i71e+6p9ziytpwvVsep+PeNMAb7kkSM5/N4HxSfEYPDYXjh7LAslRWUI02mQ0DKeib6POXPsaOW8fEmy9OLv3LQBA0aOQsvUVOzctKFyzv41WICPiHwNk30/5Wwi72iIvrts3n8Cry1YAZP5r1+s83/cjKn3DmfxPSewkr7/cdRrz6X1fJczy+YB3u21t1c/gGpWVlphldg3bRkPTWgwWrVPcHww1UtWBfgASy9+VQG+sQ89igEjR1X7MEAURRbgIyKfw2TfjzmbyDsaol9XeUXFeG3BChhNlb9YzVd+sRpNZrw6fwUWTb2PPfwOOFOAj3yHM732VUvr2a27waX16i1nCvC5k6NEvqb6AY27dHFrLP7kwplcbL9myP6hnSfQbUAq4hNilA6PXMQCfEQUSJjs+zlPJ/LOWLP9kM3pBEDlUoBrdxxm9X0H1KE6VtL3I8702nNpPd/lbAE+d3CUyDtTP4A9/NWVlVZYEn0Alir8kiRj27r9GDy2FzQcuu+TWICPiAKJ7YV+iWqpqKQM63cdwdcbdmP9riMwlPy13nDW5UK7lflFQcCFSwXeCtOnVVXSj08fiuhW3RCfPhTJoyYjokmK0qFRLVX12ttS1WufnpQOlaiy2YZL69VvVcvmiUFBgCBAqFqPOyioWgG+urBK5GW5MpGXZUsiX9Xj76h+AFV39liWzar7QGXCf/ZYlpcjIndhAT4iCiTs2SeHikrKsOPwaeQVlSBKF4YubZpZTQU4cPI8Fq7ealUbYNXWgxiVkYbubZMQHx1R4y/WRg1YkMpZLMDnH5zptefSer7N2WXznGFvmL4zibyz9QPIWklRmWXo/rUEUUBJUZmNo8gXsAAfEQUSJvtUI1uJ/OptB3H30B5om9gIRSVlWLh6q2WYflUCY5YlfL0hEzf17IAbuqZg/o+bLXP2r6ZWiRjUhT3TFFjSk9KxZs8ay5z9q13da8+l9XybMwX46jLf3plE3tv1A/xFmE5jM9EHKof0h+ncW8SWvCc0XMsCfEQUMDiMn+y6OpGX5cqhi7JcOc/+s1VbLD3+5hoK3azffQRRunBMvXc4gtQqCIIAlShCEAQEqVWYeu9wROnCvPydESmrqtdeLaohQIAoiBAgQC2qq/XaVy2td0u3W9C3bV8m+n7k/I4dWPHww9j7+ec4sXYt9n7+OVY8/DDO79gBwPEw/WCdzmEi3ywjA6La9uf67q4f4E+atoyHKNqZfiYKSGgZ7+WIyJ0SWrbC2IceRdeM/mjdMQ1dM/pj7EOPIaFlK6VDIyJyK/bs+yBdWIjVn3Vlb5h+TYm8WZKw88gZ5BWV1FgxPDuvCADQo10SFk29D2t3HMaFSwVo1CASg7qkMNGngMVee//k7BJ3zhTOczRMH6hM2GsqBKiJjETPSZOqjQ4Q1Wq31g/wN5rQYHQbkIpt11TjF0UB3QakIoTF+XweC/ARUSBgsu+Dnhwz0G3nqmmYvqNE/nJhMaJ0YTXOPY6L0lleR+nCWXWf6CpVvfbkH2qzxJ075ttXFBU5lci7s35AIIlPiMHgsb1w9lgWSorKEKbTIKFlPBN9IiLyGUz2/VxNxfXszbevGqbfr1PrmouIRYSjc3ICVm87aHNpPVEU0T892UPfGRGRd1T1zNe0RF1tl7hz13x7ZxN5Z+oHUHWa0GC0ap+gdBjkJqXFBhzbvx9FhfnQRejRMjUVoeEcTUVE/ovJvh9zVFzP0TB9AYBKFG0m8ipRROfkBOjCNLh7aA98tmqL1XVEQcSojDTotRymT0TKMldU2Ky87ayM6dMtfzeWltpsc2Lt2hp76k+sXYtWw4dbtmmiompM5DVRUWjcvTv2L1li87yiSoXruneHsbQUqpAQJA0eDFGlgiqYvc5Etpw5drRaUb6dmzZgwMhRnKtPRH6Lyb6fctRr/+LdwxwO0y8uq7CZyKtEEXcP7WEZIdA2sRFevHsYdh45g8uFxYiOCEdqUmOIdtYRJyLyFnNFBXL274expMSj17l48GCN/59ePHgQ2vi/irqF6HQ19uyHREQg79gxtLzxRhxdsQLyVf8HC6KIljfeiMvHjlkdFxQWhtjUVCb8RNcoLTZUJvpVI26uPKeS2Yx1332NsQ89yh5+IvJLTPb9lDPF9RzNt4+OCLeZyFf16F9NF6ZBv06tLa/LKowoKatw3zdEROQCyWyGsaQEoloNMSjIY9cJbdCgxv9Pw2JioA4NtWxTh4aiza234vA331RL5NvceitCGzQAADRs1w6RiYm4uH8/yvLzodHr0TA1FcHXLA8mGY0wlpRAMpuh8th3SeSbju3fD6mGlYOOHdjPYn1E5JeY7PspZ4rr3dA1xe58+6ph+kD1RJ6IyNeIQUFQh7i2gsnOjz5ChcGAYK0WnSdMsNmmcefOOLNxo92e+kbp6dWuH5uaCn1iIrL37LEk8nEdOyJYa93DqA4JQbO+NRdyNAF2pxEQBbqiwnzL0P1riYKAooJ87wdFROQFTPb9lDO99vbm2187TJ+IPKOotAi7TuxCXnEeosKjkJ6UDl2ozvGB5FUVBgMqiopqbBOs1aLdmDE4sGxZtZ76dmPGVEvgrz6uae/engibiK7QRehtJvpA5ZB+XaTeuwEREXkJk30/1aVNM6d67Z0dpk9E7nXwz4NYvHExzJLZkhiu2bMG4/uOR0qTFKXDIxc0SE5Gj6eecthTT0Te1TI1FTs3bbBZqFMURbRs116BqIiIPI/Jvp+qTa89h+kTeVdRaREWb1wMk1Q57NpSQFMyYdHGRXj+1ufZw++jHPXUVxgM/DCAyMtCw7UYMHJUtWr8oihiwMhRCL2mBgYRkb9gsu/H2GtPVD/tOrELZsn2UnBmyYzdJ3ejb9ua52iT78k9cgQHrxnmf3LdOrQbMwYNkpOVDo/IryW0bIWxDz2KYwf2o6ggH7pIPVq2a89En4j8GpN9P8dee6L6J684r+YCmobLCkRFnlRhMFQm+leGEVfde9lsxoFly9DjqafYw0/kYaHhWlbdJ6KAIiodABFRoIkKj6q5gKY22ssRkadl79kD2c7SX7IkIXvPHi9HRERERP7OZ5P9mTNnomvXrtDpdIiNjcUtt9yCI0eOKB0WEZFD6UnpUIm2V0NXiSqkJ6V7OSJylwqDAWd/+w1HV6zA2d9+Q4XBAAAoy8+HIAg2jxEEAWX5+V6MkoiIiAKBzw7j37BhAx599FF07doVJpMJU6ZMweDBg3Hw4EGEc/4VEdVjulAdxvcdj0UbF1lV41eJKozvOx5aDYdz+6Ka5uRr9PoaR3No9HrvBktERER+z2eT/VWrVlm9nj9/PmJjY7Fz50707cvCVkRUv6U0ScHztz6P3Sd347LhMqK10UhPSmei76MczclPf/BBCOvWWfZfTRBFxHXs6NV4ifxJVZE9FtsjIrLms8n+tQoKCgAA0dGc60pEvkEXqmPVfT/haE5+3rFjaDdmDA5c0/MviCLajRnD4nxEdTDynvu8cp3SYgOO7d+PosJ86CL0aJmaitBwPrtEVH/5RbIvSRKefPJJ9O7dG6mpqXbblZeXo7y83PLacGUuJRERUV1Uzcm3t8JCWX4+mvbujR5PPYXsPXtQlp8PjV6PuI4dmegT+YAzx45i3XdfQ5IkiIIASZaxc9MGDBg5CgktWykdHhGRTX6R7D/66KPYv38/Nm3aVGO7mTNnYvr06V6KioiIAoWzc/KDtVo07d3bi5ERUV2VFhsqE/0r03CkK8+6ZDZj3XdfY+xDj7KHn4jqJZ+txl/lscceww8//ID169ejSZMmNbZ94YUXUFBQYPnasGGDl6IkIiJ/FtexIwTR9q9Uzskn8m3H9u+HZGeajiRJOHZgv5cjIiJyjs8m+7Is47HHHsM333yDdevWoXnz5g6PCQkJQUREhOVLy6GTRETkBsFaLdqNGQNBpQIEoTLxFwQIKhXn5BP5uKLCfIh2ls4UBQFFBfneDYiIyEk+O4z/0UcfxeLFi/Hdd99Bp9MhKysLABAZGYnQ0FCFoyMiokDTIDmZc/KJ/JAuQm8Zun8tSZahi9R7NyAiIif5bLI/e/ZsAEC/fv2stn/66ae49957vR8QEREFPM7JJ/Jd9qrtt0xNxc5NGyxz9q8miiJatmuvQLRERI75bLJvrxASEREREVFtOKq2P2DkqGr7RVHEgJGjEBoernT4REQ2+WyyT0RERERUV85U209o2QpjH3oUxw7sR1FBPnSRerRs156JPhHVa0z2iYiIFFZhMHCuP5FCnKm2375bD4SGa9G+Ww8vR0dE5Dom+0RERArKPXIEB5ctgyxJEAQBsizj5Lp1aDdmDBokJysdHpHfsDcnv6ravq0ifKy2T0S+jMk+ERGRQioMhspE/8rw4ap6NLLZjAPLlqHHU0+xh5/IDWqak89q+0Tkr0SlAyAiIgpU2Xv2QLYzfFiWJGTv2ePliIj8j9WcfFmuHLIvy5Y5+dclJUEUbb8lZrV9IvJlTPaJiIg8rMJgwNnffsPRFStw9rffUGEwAADK8vMhCILNYwRBQFl+vhejJPJPjubknzt5AgNGjoKoUgGCUJn4CwJElYrV9onIp3EYPxERkQfVNCdfo9fbXUpWlmVo9HrvBkvkh5yZk9++Ww9W2yciv8Nkn4iIyEMczclPf/BBCOvWWfZfTRBFxHXs6NV4ifyRs3PyWW2fiPwNh/ETERHVIFirRbBO51KhPEdz8vOOHUO7MWMgXBk+LFwZPiyoVGg3ZgyL8xG5QcvUVM7JJ6KAxJ59IiKiGnSeMMHlY6vm5Nsaql81J79p797o8dRTyN6zB2X5+dDo9Yjr2JGJPpGbhIZrMWDkqGrV+EVR5Jx8IvJrTPaJiIg8xNk5+cFaLZr27u3FyIgCS0LLVpyTT0QBh8k+ERGRh8R17IiTnJNPVC9wTj4RBRrO2SciIvKQYK2Wc/KJiIhIEezZJyIi8qAGycmck09ERERex2SfiIjITSoMBptJPefkExERkbcx2SciInKD3CNHcHDZMsiSZKnAf3LdOrQbMwYNkpOVDo8o4JUWG3Bs/34UFeZDF6FHy9RUhIZzhA0R+S8m+0RERHVUYTBUJvpXCvFVVeCXzWYcWLYMPZ56isP2iRR05tjRakvv7dy0AQNGjkJCy1ZKh0dE5BEs0EdERFRH2Xv2QJYkm/tkSUL2nj1ejoiIqpQWGyoTfbMZkGVIklT5p9mMdd99jdJig9IhEhF5BJN9IiKiOirLz4cgCDb3CYKAsvx87wZERBbH9u+vTPBtkCQJxw7s93JERETewWSfiIiojjR6vWXo/rVkWYZGr/duQERkUVSYD9HOh3GiIKCoIN+7AREReQmTfSIiojqK69gRgmj7V6ogiojr2NHLERFRFV2EHpKdD+MkWYYuUu/dgIiIvITJPhERUR0Fa7VoN2YMBJUKEITKxF8QIKhUaDdmDIvzESmoZWoqRDsfxomiiJbt2ns5IiIi72A1fiIiIjdokJyMHk89hew9e1CWnw+NXo+4jh2Z6BMpLDRciwEjR1Wrxi+KIgaMHIXQ8HClQyQi8ggm+0RERG4SrNWiae/eSodBRNdIaNkKYx96FMcO7EdRQT50kXq0bNeeiT4R+TUm+0RERF5SYTCw559IIaHhWrTv1kPpMIiIvIbJPhERkRfkHjmCg8uWQZYkCIIAWZZxct06tBszBg2Sk5UOj4iIiPwMC/QRERG5SYXBgLO//YajK1bg7G+/ocJgsGw/uGwZZLMZkGXIklT5p9mMA8uWWdoRERERuQt79omIiNygpp77ktzcygTfBlmSkL1nD+f6ExERkVuxZ5+IiKiOHPXcF1+8CEEQbB4rCALK8vO9GzARERH5PZ9O9jdu3IgRI0agcePGEAQB3377rdIhERFRAMres6fGnntjcTFkWba9X5ah0es9GB0REREFIp9O9ouLi9GxY0d88MEHSodCREQBrCw/v8ae+6DwcAii7V+5gigirmNHT4ZHREREAcin5+wPGzYMw4YNUzoMIiIKcBq9vsae+/CGDdFuzBgcuGZOvyCKaDdmDJffIyIiIrfz6WS/tsrLy1FeXm55bWD1YyIicoO4jh1xct26yjn716jquQ/WatHjqaeQvWcPyvLzodHrLduJiIiI3C2gkv2ZM2di+vTpSodBRER+JlirdarnPlirZdV9IiIi8oqASvZfeOEFPP3005bXmZmZyMjIUDAiIiLyFw2Sk9lzT0RERPVGQCX7ISEhCAkJsbzW8g0YERG5EXvuiYiIqL7w6Wr8RERERERERFSdT/fsGwwGHDt2zPL65MmTyMzMRHR0NBISEhSMjIiIiIiIiEg5Pp3s79ixA/3797e8rpqPf88992D+/PkKRUVERERERESkLJ9O9vv162d3XWOydjEnG7kXc7x2vXKjCWXlRgSXFyA0JMhr1/U2U0UpCs/8ATFYA5U62GvXjYuNQXxsQ69djzzrYs5F5Obkeu16FaYKlFWUQW1QIzQ41GvXVYKprAwXjxyBWqOBKsh7/xfFNWyIuIZ8Rv1Fdk42cnKyvXY9k8kMU4UJeSXZCAr26bdqNaooK8Ppo38gOCQY6iDv/Q6NbdgQsfwdSkQBQJADOFu+cOECPvroI0yYMAGNGjVSOhyPKS8vx5AhQ7BhwwalQyE3ycjIwOrVq60KTpJv4vPpn/iM+g8+o/6HzycRBYqATvYDRWFhISIjI7FhwwauQOAHDAYDMjIyUFBQgIiICKXDoTri8+l/+Iz6Fz6j/oXPJxEFEv8dG0bVpKWl8RebHygsLFQ6BPIAPp/+g8+of+Iz6h/4fBJRIOHSe0RERERERER+hsk+ERERERERkZ9hsh8AQkJC8Morr7AQjZ/g/fQvvJ/+h/fUv/B++hfeTyIKJCzQR0RERERERORn2LNPRERERERE5GeY7BMRERERERH5GSb7RERERERERH6GyT7VyqlTpyAIAubPn690KERkA59RovqLzycREXkTk30POn78OCZMmICkpCRoNBpERESgd+/eePfdd1FaWuqx6x48eBDTpk3DqVOnPHYNZ7zxxhu4+eabERcXB0EQMG3aNEXj8SZBEJz6+uWXX+p8rZKSEkybNq1W5wrke3O1QH5GDx8+jOeeew5paWnQ6XRo1KgRhg8fjh07digWk7fU5+czkO/LtQL5+Tx//jzuuusuJCcnQ6fTQa/Xo1u3bliwYAECoa5yfX5GA/3eEJFvUSsdgL9asWIFbr/9doSEhODuu+9GamoqKioqsGnTJjz77LM4cOAA5s6d65FrHzx4ENOnT0e/fv2QmJjokWs446WXXkJ8fDw6deqE1atXKxaHEhYuXGj1+rPPPsOaNWuqbU9JSanztUpKSjB9+nQAQL9+/Zw6JpDvTZVAf0b/+9//4uOPP8Ztt92GRx55BAUFBfjoo4/Qo0cPrFq1CoMGDVIkLm+oz89nIN+XqwX685mbm4s///wTo0ePRkJCAoxGI9asWYN7770XR44cwYwZMxSJy1vq8zMa6PeGiHyMTG534sQJWavVym3atJHPnz9fbf/Ro0fld955x2PX//LLL2UA8vr16x22lSRJLikpcfrcJ0+elAHIn376qVNtZVmWL168KAOQX3nlFaev428effRR2VOPmys/30C/N3xGZXnHjh1yUVGR1bbc3Fy5YcOGcu/evZ2+nj+oT88n7wufz5rcdNNNcnh4uGwymVw63lfVp2fUnkC9N0RUv3EYvwe89dZbMBgM+Pjjj9GoUaNq+1u2bIknnnjC8tpkMuG1115DixYtEBISgsTEREyZMgXl5eVWxyUmJuKmm27Cpk2b0K1bN2g0GiQlJeGzzz6ztJk/fz5uv/12AED//v2rDXWrOsfq1avRpUsXhIaG4qOPPgIAnDhxArfffjuio6MRFhaGHj16YMWKFS7/HJQcVeALJEnCO++8g3bt2kGj0SAuLg4TJkxAXl6eVbsdO3ZgyJAhiImJQWhoKJo3b4777rsPQOX8z4YNGwIApk+fbrnfjoblB/q94TMKdO7cGVqt1mpbgwYNcP311+PQoUMundOfKPV88r7w+axJYmIiSkpKUFFR4dbz+iIlf4fawntDRPWS0p82+KPrrrtOTkpKcrr9PffcIwOQR48eLX/wwQfy3XffLQOQb7nlFqt2zZo1k5OTk+W4uDh5ypQp8vvvvy+np6fLgiDI+/fvl2VZlo8fPy4//vjjMgB5ypQp8sKFC+WFCxfKWVlZlnO0bNlSjoqKkidPnizPmTNHXr9+vZyVlSXHxcXJOp1OfvHFF+V//etfcseOHWVRFOWvv/7aEoMrvRKB2nt8NVu9Evfff7+sVqvlBx54QJ4zZ478/PPPy+Hh4XLXrl3liooKWZZlOTs7W46KipJbt24tz5o1S543b5784osvyikpKbIsy7LBYJBnz54tA5BvvfVWy/3es2ePU3EF6r3hM2pfr1695NatW7t0rK+qr8/n1QLpvvD5/EtJSYl88eJF+eTJk/L8+fPl8PBwuVevXk7/bPxFfXxGeW+IyBcw2XezgoICGYA8cuRIp9pnZmbKAOT777/favszzzwjA5DXrVtn2dasWTMZgLxx40bLtpycHDkkJESeNGmSZVtNQxCrzrFq1Sqr7U8++aQMQP71118t24qKiuTmzZvLiYmJstlslmWZyb6rrn2j8uuvv8oA5EWLFlm1W7VqldX2b775RgYgb9++3e656/LzDcR7w2fUvo0bN8qCIMgvv/xyrY/1ZfX1+awSSPeFz6e1mTNnygAsXwMHDpTPnDnj1LH+pD4+o7w3ROQLOIzfzQoLCwEAOp3OqfYrV64EADz99NNW2ydNmgQA1YYAtm3bFtdff73ldcOGDZGcnIwTJ044HWPz5s0xZMiQanF069YNffr0sWzTarV48MEHcerUKRw8eNDp85NjX375JSIjI3HDDTcgNzfX8lU1hHf9+vUAAL1eDwD44YcfYDQaFYzYf/AZtS0nJwd33nknmjdvjueee65O5/J19en5DLT7wufT2rhx47BmzRosXrwYd955JwB4dCUCX1EfnlHeGyLyBUz23SwiIgIAUFRU5FT706dPQxRFtGzZ0mp7fHw89Ho9Tp8+bbU9ISGh2jmioqKqzVGrSfPmzW3GkZycXG17VaXba+Ogujl69CgKCgoQGxuLhg0bWn0ZDAbk5OQAADIyMnDbbbdh+vTpiImJwciRI/Hpp59Wm4tKzuMzWl1xcTFuuukmFBUV4bvvvqs2ZzzQ1JfnMxDvC59Pa82aNcOgQYMwbtw4LFq0CElJSRg0aFDAJ5X14RnlvSEiX8Cl99wsIiICjRs3xv79+2t1nCAITrVTqVQ2t8u1WNs1NDTU6bbkGZIkITY2FosWLbK5v6pgkCAIWL58ObZs2YL//e9/WL16Ne677z68/fbb2LJlS0C8+Xc3PqPWKioqMGrUKOzduxerV69Gamqq165dX9WH5zNQ7wufz5qNHj0a8+bNw8aNG6uNLggk9eEZvRbvDRHVR0z2PeCmm27C3LlzsXnzZvTs2bPGts2aNYMkSTh69KjVerHZ2dnIz89Hs2bNan19Z9/0XBvHkSNHqm0/fPiwZT+5T4sWLbB27Vr07t3bqTeOPXr0QI8ePfDGG29g8eLFGD9+PL744gvcf//9Lt3vQMdntJIkSbj77rvx888/Y9myZcjIyKj1OfyR0s9noN8XPp/2VfUaFxQUuOV8vkrpZ9QW3hsiqo84jN8DnnvuOYSHh+P+++9HdnZ2tf3Hjx/Hu+++CwC48cYbAQDvvPOOVZt//etfAIDhw4fX+vrh4eEAgPz8fKePufHGG7Ft2zZs3rzZsq24uBhz585FYmIi2rZtW+s4yL4xY8bAbDbjtddeq7bPZDJZ7l1eXl61Hqe0tDQAsAxDDAsLA1C7+x3o+IxWmjhxIpYuXYoPP/wQo0aNqvXx/krp5zPQ7wufT+DixYs2t3/88ccQBAHp6em1Op+/UfIZ5b0hIl/Cnn0PaNGiBRYvXoyxY8ciJSUFd999N1JTU1FRUYHff/8dX375Je69914AQMeOHXHPPfdg7ty5yM/PR0ZGBrZt24YFCxbglltuQf/+/Wt9/bS0NKhUKrz55psoKChASEgIBgwYgNjYWLvHTJ48GUuWLMGwYcPw+OOPIzo6GgsWLMDJkyfx1VdfQRRr/7nQwoULcfr0aZSUlAAANm7ciNdffx0A8Le//S2gRwtkZGRgwoQJmDlzJjIzMzF48GAEBQXh6NGj+PLLL/Huu+9i9OjRWLBgAT788EPceuutaNGiBYqKijBv3jxERERY3uSGhoaibdu2WLp0KVq3bo3o6GikpqbWOOw30O8Nn9HK5OjDDz9Ez549ERYWhs8//9xq/6233mpJegKNks8n7wufTwB444038Ntvv2Ho0KFISEjA5cuX8dVXX2H79u2YOHFitRoFgUbJZ5T3hoh8ipJLAfi7P/74Q37ggQfkxMREOTg4WNbpdHLv3r3l//znP3JZWZmlndFolKdPny43b95cDgoKkps2bSq/8MILVm1kuXLJn+HDh1e7TkZGhpyRkWG1bd68eXJSUpKsUqmslhCydw5ZrlxfePTo0bJer5c1Go3crVs3+YcffrBqU5tlgzIyMqyWpbn6y9aSRv7M1hrBsizLc+fOlTt37iyHhobKOp1Obt++vfzcc8/J58+fl2VZlnft2iWPGzdOTkhIkENCQuTY2Fj5pptuknfs2GF1nt9//13u3LmzHBwc7NQSQrw3lQL5Ga1am9ze18mTJ2s83p/Up+eT9+Uvgfx8/vTTT/JNN90kN27cWA4KCrJ8759++qksSVKNx/qj+vSM8t4QkS8RZLkWVWmIiIiIiIiIqN7jnH0iIiIiIiIiP8Nkn4iIiIiIiMjPMNknIiIiIiIi8jNM9omIiIiIiIj8DJN9IiIiIiIiIj/DZF9Bb731Ftq0aQNJkpQOpc4mT56M7t27Kx2Gong//Q/vqX/h/fQvvJ/+hfeTiMgDlF77L1AVFBTI0dHR8ieffGLZhivrKP/f//1ftfaffvqpDEDevn17na/91VdfyWPGjJGbN28uh4aGyq1bt5affvppOS8vz2b77777Tu7UqZMcEhIiN23aVJ46dapsNBqt2ly4cEEOCQmRv/vuuzrH54t4P/0P76l/4f30L7yf/oX3k4jIM5jsK+Tf//63HBERIZeWllq2Vf1ii4uLk4uLi63au/MXW4MGDeT27dvLL7/8sjxv3jz58ccfl4ODg+U2bdrIJSUlVm1XrlwpC4Ig9+/fX547d648ceJEWRRF+aGHHqp23jFjxsjXX399nePzRbyf/of31L/wfvoX3k//wvtJROQZTPYV0qFDB/muu+6y2gZATktLkwHIb7/9ttU+d/5iW79+fbVtCxYskAHI8+bNs9retm1buWPHjlafWr/44ouyIAjyoUOHrNouX75cFgRBPn78eJ1j9DW8n/6H99S/8H76F95P/8L7SUTkGZyzr4CTJ09i7969GDRoULV9vXv3xoABA/DWW2+htLTUI9fv169ftW233norAODQoUOWbQcPHsTBgwfx4IMPQq1WW7Y/8sgjkGUZy5cvtzpH1ffz3XffeSDq+ov30//wnvoX3k//wvvpX3g/iYg8h8m+An7//XcAQHp6us3906ZNQ3Z2NmbPnl3jecrLy5Gbm+vUlyNZWVkAgJiYGMu23bt3AwC6dOli1bZx48Zo0qSJZX+VyMhItGjRAr/99pvD6/kT3k//w3vqX3g//Qvvp3/h/SQi8hy14ybkbocPHwYANG/e3Ob+66+/Hv3798esWbPw8MMPIzQ01Ga7JUuW4O9//7tT15Rlucb9b775JlQqFUaPHm3ZduHCBQBAo0aNqrVv1KgRzp8/X217UlISDh486FRM/oL30//wnvoX3k//wvvpX3g/iYg8h8m+Ai5dugS1Wg2tVmu3zbRp05CRkYE5c+bgqaeestlmyJAhWLNmTZ3jWbx4MT7++GM899xzaNWqlWV71ZC5kJCQasdoNBoUFhZW2x4VFVXt021/x/vpf3hP/Qvvp3/h/fQvvJ9ERJ7DZL+e6tu3L/r374+33noLDz30kM02jRo1svkJc238+uuv+Mc//oEhQ4bgjTfesNpX9el5eXl5tePKyspsfrouyzIEQahTTP6I99P/8J76F95P/8L76V94P4mIXMNkXwENGjSAyWRCUVERdDqd3XavvPIK+vXrh48++gh6vb7a/tLSUhQUFDh1zfj4+Grb9uzZg5tvvhmpqalYvny5VcEZ4K+hahcuXEDTpk2t9l24cAHdunWrds68vDyrOW6BgPfT//Ce+hfeT//C++lfeD+JiDyHBfoU0KZNGwCVFWhrkpGRgX79+uHNN9+0WYV26dKllk+yHX1d6/jx4xg6dChiY2OxcuVKm8Pn0tLSAAA7duyw2n7+/Hn8+eeflv1XO3nyJFJSUmr8vvwN76f/4T31L7yf/oX307/wfhIReQ579hXQs2dPAJW/MDp06FBj22nTpqFfv36YO3dutX2uzk/LysrC4MGDIYoiVq9ejYYNG9ps165dO7Rp0wZz587FhAkToFKpAACzZ8+GIAhWhWsAoKCgAMePH8fDDz9c65h8Ge+n/+E99S+8n/6F99O/8H4SEXkOk30FJCUlITU1FWvXrsV9991XY9uMjAxkZGRgw4YN1fa5Oj9t6NChOHHiBJ577jls2rQJmzZtsuyLi4vDDTfcYHk9a9Ys3HzzzRg8eDDuuOMO7N+/H++//z7uv//+ap9Wr127FrIsY+TIkbWOyZfxfvof3lP/wvvpX3g//QvvJxGRB8mkiH/961+yVquVS0pKLNsAyI8++mi1tuvXr5cByADk7du31/naVeey9ZWRkVGt/TfffCOnpaXJISEhcpMmTeSXXnpJrqioqNZu7Nixcp8+feocny/i/fQ/vKf+hffTv/B++hfeTyIiz2Cyr5D8/Hw5Ojpa/u9//6t0KG5x4cIFWaPRyN9++63SoSiC99P/8J76F95P/8L76V94P4mIPIMF+hQSGRmJ5557DrNmzYIkSUqHU2fvvPMO2rdvH7DD1Xg//Q/vqX/h/fQvvJ/+hfeTiMgzBFmWZaWDICIiIiIiIiL3Yc8+ERERERERkZ9hsk9ERERERETkZ5jsExEREREREfkZJvtEREREREREfobJPhEREREREZGfYbJPRERERERE5GeY7BMRERERERH5GSb7RERERERERH6GyT4RERERERGRn2GyT0RERERERORnmOwTERERERER+Rkm+0RERERERER+hsk+ERERERERkZ8J6GT/woULmDZtGi5cuKB0KERERERERERuE/DJ/vTp05nsExERERERkV8J6GSfiIiIiIiIyB8x2SciIiIiIiLyMz6d7G/cuBEjRoxA48aNIQgCvv32W6VDIiIiIiIiIlKcTyf7xcXF6NixIz744AOlQyEiIiIiIiKqN9RKB1AXw4YNw7Bhw5QOg4iIiIiIiKhe8elkv7bKy8tRXl5ueW0wGBSMhoiIiIiIiMgzfHoYf23NnDkTkZGRlq+MjAylQyIiIiIiIiJyu4BK9l944QUUFBRYvjZs2KB0SESuMZU7bkNERERERAEroIbxh4SEICQkxPJaq9UqGA1RHZjKAXWI43ZERERERBSQAqpnn8hvyJLSERARERERUT3m0z37BoMBx44ds7w+efIkMjMzER0djYSEBAUjI/IwYwkQqlc6CiIiIiIiqqd8OtnfsWMH+vfvb3n99NNPAwDuuecezJ8/X6GoiLyg8AIQ0VjpKIiIiIiIqJ7y6WS/X79+kGVZ6TCIvK8sDyjKBnRxSkdCRERERET1EOfsE/mqczuUjoCIiIiIiOopJvtEvurEL0pHQERERERE9RSTfSJf9ed2oOCc0lEQEREREVE9xGSfyFfJMrD7c6WjICIiIiKieojJPpEv++NH4MIepaMgIiIiIqJ6hsk+kY/p0qULmvQZhy4zdlX27v/8GlByWemwiIiIiIioHmGyT+RjsrKycC47F1mFFZUbii8Cq18EKkqUDYyIiIiIiOoNJvtE/iDnILBiElB8SelIiIiIiIioHmCyT+Qvcg4Cy/8OHFtbObyfiIiIiIgCFpN9In9SVlA5h/+HJ4HcY0pHQ0RERERECmGyT+SPzmcCXz8AbPw/oDRf6WiIiIiIiMjLmOwT+StZAg79D1h6F7BvOWCqUDoiIiIiIiLyEib7RP6uvAj4/T/Asr8BB74FTOVKR0RERERERB7GZJ8oUBRlAZv+DSy6HdjxCVByWemIiIiIiIjIQ5jsEwWasgJg5wJg8Vhg4yyg4E+lIyIiIvIaY3mZ0iEQEXkFk30iH3LmzBmUlJQAAEoqJJy5XIc3LOYK4NAPwNK/AeveAPLPuClKIiKi+ksym5UOgYjIK9RKB0BEjm3btg2vvfYaVqxYAVmWAQB5JSYkvrgNN7WPxss3NkPXRJ1rJ5cl4OhPwLG1QMuBQKe/AVHN3Bi9NWNpEU6smoPLR7cCgoiYNr2QNGQCVMGhjkOVZRz84hXkHd+JlNtfQoPknpZ9Ref/wKl182G4cAwQAF3jZCQO/Du0cUke+16IiMj3SJKkdAhERF7Bnn2ieu7rr79G79698eOPP1oS/SqyDKzcfxm93srE17tz63YhWQKOrgG+vLeyp78oy+VT7f1sMrL3rLG5749vZ6Ek9zRSx7+OtmNfQcGZAzi24j9Onff8tm8BCNW2mytKcWDJVIRENETH+/6FDvfMgio4FAcWvwzJbHL5+yAiIiIi8lVM9onqsW3btmHs2LEwm80w2xl2aJYAsyRj7LxD2H6qqO4XrerpX/q3yiX7rvmAoS5Kcs8g7/hOtBz+BHTXtUFkQju0GDoBFw9sRHnRpRqPNWQdx7kt36DViCdsnPdPmEqL0CzjLoQ1aILwhs2Q0PdOGIvzUV6Q47b4iYjID7jx9xoRUX3GZJ+oHnv99dchy3K1Hv1ryQBkyHh95Wn3XdxcUblk396lbjtl4Z+HodKEQ9e4lWWbvnknQBBQdO6I/VCMZTjy7Sy0GPowgrXR1faHNrgO6tAIZGX+BMlshNlYjuzMnxAa0xQafZzb4iciIt8ncxg/EQWIOs3ZLy8vx65du5CTk4PevXsjJibGXXERBbwzZ87ghx9+cJjoVzFLwP/2XcaZy2VIiNa4L5CdC4B2twLqkDqfymjIQ3CY3mqbIKoQFKqDsTjP7nEnf5qHiCYpVnP0r6YOCUP7v83EoS9fx9lNXwAAQqMbo9241yCIqjrHTURE/sPM6V1EFCBcTvbfe+89TJs2DQUFBQCANWvWYMCAAcjNzUWbNm3w1ltv4b777nNboET1lWSq8Mi88J9WrXQ60a8iy8DPh/Nwb0839mZXGCAd+QlC8hCI6mCbTc5uWoqzvy2zvJZMFSg6dxjHV82xbEt/aLZLl7/0xxbkn9qLTg+8Z7eN2ViOoz+8i4gmbZF863OQJQnntnyNg0unoeN9/4YqqO4fVBARkX8wVVQoHQIRkVe4lOx/+umnePLJJ3HHHXdg8ODBVkl9TEwMBgwYgC+++ILJPvk9yVSB/FN7YCorcfu5s08ehCgKkCTnE35RAPKLSmEqd2880sZ/oUTQIrJ1b5sJf3znGxHT9nrL6yPfzkJMm95o0KaXZVuIrgGCtFGoKMm3OlaWzDCWFiEoPMrmtQtO7UVZ3gVsnjXGavuh5TMQ0bQdOtz9T1zc/wvKC3LQ8e9vQxAqZydpb30WW/5vLC7/sQUN22W4+q0TEZGfMZbVYdlaIiIf4lKy//bbb2PkyJFYvHgxLl2qXlSrc+fOeO89+71wRP5CMptgKiuBqFJDsNPr7aqISH2tEn0AkGQgIlRtSXjdRawohPrQd5BadLeZ7AeF6hAU+tfSf6I6BEHhkQiNbmzVLqJJG5jLimG4cBTaRpXz9vNP7gFkGbrrkm1eu0mv0YhLG2y1bffcR5F0wwOIbtUNACCZygFBwNWV+it/BkKtR0cQEZF/qyhx/wf0RET1kUsZwbFjxzBs2DC7+6Ojo21+CEDkrwR1MFRBIW796nd9bwhC9WXmaoxDAPq3jqj8ixu/BEGEFFq9MF5thcUkIKpFZxxd8R8UnTuCwrMHcXz1bDRs1xchugYAgPLCXOycPcFSsC9YG43w2ESrLwAIiWwITVQ8gMoif6ZSA46v+hAluWdQfPE0/vj+3xBEFfTNOtQ5biIi8h+minKYTUalwyAi8jiXkn29Xo/cXPtreh88eBDx8fEuB0VEQNPrGmHIgL5QqZwrMKcSgZva6ZEQ7eb56aoQlLa7A+VN+7rldK1veRZhDZpg/6IXceCLVxDRtB1aDp9o2S9LZpRe+hNmY7nT5wyLaYq2Y19BSfYp7Pn0Gexb8BwqDJfRbtyrCNbV/UMKIiLyL+XFxUqHQETkcS4N47/xxhsxd+5cPPLII9X2HThwAPPmzeN8fSI3eHbig1i7YRMEoebh6JUD2AW8MKSRW69viuuI8vbjYVKHA7WoA9Dh7n/a3RcUqkPyrc/Z3a/Rx6HPSytqPL+t/VFJnRCV1MnpGImIKHCVFhUhLFKvdBhERB7lUs/+66+/DrPZjNTUVLz00ksQBAELFizAXXfdhS5duiA2NhZTp051d6xEASe9Yyo++c9bUKlEuz38KhFQiQKW/L0FujbTuuW6cmgUyro8jLKuj0F2w/B9IiKi+qQ43/5yr0RE/sKlZL9x48bYuXMnhg4diqVLl0KWZSxcuBD/+9//MG7cOGzZsgUxMTHujpUoII0YOgirl3+GG/r1qTaHXxCAG9vqsfGpNrilo+1q9rUha6JQ3m4sivvPgKlR5ytF74iIiPxLwcUspUMgIjuKioqUDsFvuDSMHwBiY2Px3//+F//9739x8eJFSJKEhg0bQhTdWwWciCp7+Jf89z2cPXcBfYePQX5BIaJCVdjxfDu3zNE3R7WAsfmAygRfdPm/BSIiIp+Qe+a00iEQkR2XL1+GTqdz3JAccsu7+oYNG7rjNETkQNPrGiEsVIP8gkKEBYt1S/RVwTA26QFjs36QIhPcFyQREVE9l33iKMwmI1TqIKVDIaJr5ObmolmzZkqH4Rdc6oZ/6aWXkJaWZnd/p06dMH36dFdjIiIPksNiUN52NAyDZqG8w91M9ImIKOCYKipw7vBBpcMgIhuys7OVDsFvuJTsL1++HMOGDbO7/8Ybb8TSpUtdDoqI3M8ck4KyLo+ieMAMGFsMBYLDlQ6JiIhIMcd3bFU6BCKyoaioCIWFhUqH4RdcGsZ/5swZtGjRwu7+5s2b4/RpzoUiUpocFAZT096oaNYPsjZO6XCIiIjqjfN/HEJxfh7C9XUvcEtE7nXs2DGkp6crHYbPc6lnX6vV1pjMnzx5EhqNxuWgiKhuZE0UylPvRPGgWShvN5aJPhER0TVkWcYfWzYpHQYR2XDgwAEYjUalw/B5LiX7/fr1w0cffYRz585V23f27FnMnTsX/fv3r3NwRFRLgoiKVsNRPOANGJsPANR1r9RPRETkr45u/R0VZaVKh0FE1ygtLcWOHTuUDsPnuTSM/7XXXkO3bt3Qrl07/OMf/0C7du0AAPv378cnn3wCWZbx2muvuTVQIqqZHBKBss4Pw9ygldKhEBER+YSKslLsX78W6cNGKB0KEQHo0qULTp48Ca1WixdffBFxcXFISkpSOiyf5VKyn5ycjF9//RUTJ07Ev//9b6t9ffv2xXvvvYeUlBS3BEhE1mIbxgDmCsRpKizbpPA4lPZ4CnJYjIKRERER1W9dunTBubNnESoCr947DgBwaNN6NOuQhgbXNVU4OiLKysrC5cuXIUkSAODnn39GXl4e0tLSoFKpFI7O97iU7ANAhw4dsGHDBuTm5uLEiRMAgKSkJMTEMNkg8qT13y+B+txWaHbNAwDIYQ1R2us5yJpIhSMjIiKq37KyspCVk4MondayTZYkbFryGW58bBKCWHOKqF6RZRk7d+7EkSNH0L59eyQnJyM4OFjpsHyGy8l+lZiYGCb4REoRg1DabSITfSIiojoounQRm79aguvvvBeCICgdDhFdw2AwYPPmzdi+fTuSkpKQkpKC2NhYPq8OuJzsm81mrF69GidOnEBeXh5kWbbaLwgCXn755ToHSET2VbQYDEnXWOkwiIiIfN6Z/XtwZPOvaNOrr9KhEJEdJpMJf/zxB/744w9ERUUhOTkZrVu35kpwdriU7O/YsQO33XYb/vzzz2pJfhUm+0QeJogwJnLVCyIiInfZtfI7xCa2QHTj65QOhYgcyMvLw5YtW7B9+3YkJiaiTZs2aNy4MXv7r+LS0nuPPPIISktL8e2331oKKFz7ZTab3R0rEV3F3CAZskavdBhERER+QzKb8eviT1FeUqJ0KEQB58yZMyi58uxVVFTg8uXLTh1nNptx/PhxrFixAkuXLsWePXtQVlbmyVB9hkvJ/t69e/H8889jxIgR0Ov1bg6JiJxhapSudAhERER+p+hSLtYvmAtjOZMFIm/Ytm0bRowYgcTEROTl5QEASkpKMGXKFHzwwQc4deqU0+cqLCzE1q1bsWjRImzcuBEFBQUeirqSLMuYOnUqGjVqhNDQUAwaNAhHjx51eNwHH3yAxMREaDQadO/eHdu2bbPaP3fuXPTr1w8REREQBAH5+fkuxedSst+kSRO7w/e9zdEPishfmRqmKh0CERGRX8o9cwqr57wHQ55zPYtE5Jqvv/4avXv3xo8//lgtv5RlGfv378ebb76JXbt21eq8ZrMZhw8fxrJly7BmzRrk5OS4M2yLt956C++99x7mzJmDrVu3Ijw8HEOGDKlxZMHSpUvx9NNP45VXXsGuXbvQsWNHDBkyxCrGkpISDB06FFOmTKlTfC4l+88//zzmzZuHwsLCOl28rpz5QRH5IzkoDHIYV8EgIiLylPys81j53iyc3pupdChEfmnbtm0YO3YszGaz3SngVVPE582bV6se/iqyLOPkyZP49ttv8c033+DIkSMwmUx1jPyvc7/zzjt46aWXMHLkSHTo0AGfffYZzp8/j2+//dbucf/617/wwAMP4O9//zvatm2LOXPmICwsDJ988omlzZNPPonJkyejR48edYrRpQJ9RUVF0Gq1aNmyJe644w40bdoUKpXKqo0gCHjqqafqFJwjV/+gAGDOnDlYsWIFPvnkE0yePNmj1yZSkqzRAyw+QkRE5FEVZaX4dcl8nD2Yjq4334aQsHClQyLyG6+//jpkWXZ6xPjKlSvxyCOPuHy9ixcvYsOGDdi8eTPatGmDDh06ICwszOXznTx5EllZWRg0aJBlW2RkJLp3747NmzfjjjvuqHZMRUUFdu7ciRdeeMGyTRRFDBo0CJs3b3Y5FntcSvafeeYZy9/ff/99m208nex7+wdFVJ/IKi4vQkRE5C2n9uxC1vGj6HHrWDRpy2l0RHV15swZ/PDDD04n+pIkYe/evbh8+TKio6PrdO2Kigrs3bsXhw4dQo8ePZCSkuLSebKysgAAcXFxVtvj4uIs+66Vm5sLs9ls85jDhw+7FEdNXEr2T5486e44as2VH1R5eTnKy8strw0GA4DK9RqNRqPngiW/ZTIaYTSaYJZKIBjdMyTIGUJ5BWSh2GvXk00VkMyVz4ks8lkh32KuqIAUACvEiCoVVMHBSodBVCtGYwUkk/eeT1mSLH9W1PK9X0XeZfz0yWwkpXVBxyE3ISgkxOljRbUKQUF8Psn3VFRUWOVP7vL999/XugacLMs4cOBAnYe2VzEajVi3bh3y8/PRoUMHBDv4Hbp48WI8+uijltffffed5TxX55KSJEEQBJv5ZdU2d00lcMSlZL9Zs2bujsMrZs6cienTp1fb3r17dwWiISIiIiIl5BeX4B9vf6h0GERUS59//jk+//xzpcMAAMvwfXu58fLly+0e27dvX6sPO7KzsxEfH+/eAOFisl/l3Llz2LhxI3JycnDbbbehSZMmMJvNKCgoQGRkZLV5/O4UExMDlUqF7Oxsq+01/aBeeOEFPP3005bXmZmZyMjIwNatW9GpUyePxUr+TbrS6+1VxhIgyPU5Rq4QVWqIavZKkG8xlpbiwq5dENVqiEFBSofjMZLRCMlkQqP0dASFhiodDpFTyktLcWTfHqjVKqhVdXpL6rQBN96EnIsXERkWhn/+fVydziWqRLTo1gtxrVMg1FBHx2Q2wWQyI7l9R4Tw+SQf46me/cWLF2PixIm1Pu6uu+5yW89+FVEUMXr06FovKS/LMpo1a4annnrKMn29sLAQ1113Hf773/9i7NixNo/r3bs3unbtanktSRJ+/vlnPPbYYy5/D/a49D+rLMuYNGkS3n//fZhMJgiCgPbt26NJkyYwGAxITEzEq6++iieffNLN4f4lODgYnTt3xs8//4xbbrkFgOMfVEhICEKuGnKl1WoBAGq1GkF+/CaQPEyJfzumUICJN5FjJhOC1GqoQ0OhrsWQW19jKi+HqbQUQUFB/H1GPkO68nxqNJpaDYmvC1EUr/wpICio7p1Sp3ZsRnlRAZL79Ieotv222lhejrKyMj6f5JOCgoIQHu7+wpQ333wzHn/88VoN5RcEAe3atXPrcxQcHIwBAwagYcOGLh3/5JNPYubMmWjTpg2aN2+Ol19+GY0bN8bo0aMtcQ4cOBC33nqrJUedNGkS7rnnHnTr1g3dunXDO++8g+LiYkvReaCyHkBWVhaOHTsGANi3bx90Oh0SEhJqVbPApaX3Zs2ahXfffRfPPPMM1qxZY3WTIiMjMWrUKHz11VeunLpWnn76acybNw8LFizAoUOH8PDDD1f7QRH5JdFzo2aIiIjIeReOHMTuH75GRWmJ0qEQ+YyEhATcdNNNTo8EF0URHTp0qHNxvqslJSVh9OjRSEhIcPkczz33HCZOnIgHH3wQXbt2hcFgwKpVq6DR/FVM+/jx48jNzbW8Hjt2LP7v//4PU6dORVpaGjIzM7Fq1SqrWnRz5sxBp06d8MADDwCoHPbfqVMnfP/997WKz6We/Xnz5uHuu+/GjBkzcOnSpWr7O3TogB9//NGVU9fK2LFjcfHiRUydOhVZWVlIS0ur9oMi8kuCS5/TERERkQcUZF/Azm+WoePwWxAWqVc6HCKf8PLLL+PHH3+EIAhO9fDfeOONdb6mSqVCixYt3PbBgSAIePXVV/Hqq6/abXPq1Klq2x577LEah+1PmzYN06ZNq3N8LiX7Z8+eRa9evezuDw8PR2FhoctB1YajHxQRERERkaeVFhVg13dfIu2mUdBGN1A6HKJ6r2vXrli6dCnGjh0LWZZhtrFyTtXUmwcffBCJiYkuX6thw4Zo3bo1WrZsaTWt29+5lOzHxsbi7Nmzdvfv3LmzTsMhiMgBWQZqKAZERERE3ldRWoLd33+FTiNuhbaBa3OAiQLJqFGj8Pvvv+O1117DDz/8YNXDX1UX7sYbb3Qp0ddqtWjVqhVatWpV6+J7/sKlZH/UqFGYM2cO7r33XkRGRgKApQrpTz/9hPnz5+O5555zX5REZE02w8WSG0RERAHp3PnzKCktBQCUG424VGhAgwit269jLC/F7h++QfqI2xDOHn4ih7p27Yrvv/8eZ86cQVpaGvLy8hAWFoaXX3651kPtRVFEs2bN0KZNGzRp0qTGlTICgUvJ/vTp07F+/XqkpaXh+uuvhyAIePPNN/Hyyy9j8+bN6NSpE6ZMmeLuWImoSi0qlxIREQWyPXv34j+z52D9ho2WXsOS8gpM/mQxOjRPwE3d09E8Ptat1zSWlWL3D18j/ebRCAqt21K5sixj3bdfYcfG9SgrKUFCy9a4+e6/o0Gc/TW5N6z4Hod2bsfFCxcQFByMpi1bYfDosWjYqLGlzcdvvo5TRw5bHde13wDcfPd9dYqXyFUJCQkICwtDXl4egoODa5Xox8TEoEWLFmjVqhXCwry7PHV95lKyHxkZiS1btuDtt9/G8uXLodFosGHDBrRo0QKvvPIKnn32WYRyHVEiz+Gye0RERA6t+mkNHp/0DGRZrlYATAaw79RZ7Dt9FhNuHITOLZu79doVpSXIXPENOgy7BXCy4rgtv/74A7as/Qmj7p+AqJiG+Pmb5Vjw9puY+MabCAqy/X7g1JFD6DbgBlzXPAmS2Yy1Xy/Dgn+9icdffxPBIX9VCe/Stz8G3Hqb5XVQMN9fkO+IiYlBUlISkpKSEBERoXQ49VKtk/2ysjLMnTsXaWlpeOmll/DSSy95Ii4iIiIiIpft2bsXj096Bmaz2W6lb0mWARn4aOVavDBmpNt7+MsMRTi0/ickDxji0vGyLGPzmlXIGDESKZ06AwBuu/8hvPnkozi0ayc6dO9p87h7nn7e6vWo+ybgn08+gvOnTiExuY1le1BwMHRcPYB8SFBQENq0aYM2bdogKipK6XDqvVpP+tVoNHj++edx5MgRT8RDRERERFRn78/5yGaPvk0y8MO23R6JozAnC7mnTrh0bN7FizAUFKBF21TLNk1YGJoktcDZ40edPk9ZaQkAIDQ83Gr7ni2/Y+bjD+E/L0/GT8uXoqK83KU4iTxNpVKhU6dOuPPOO9GzZ08m+k5yaRh/amqqzfUCiYiIiIiUdu78eaz7ZYNziT4qe/j3njjtsaJ9Beftr2JVE0NhPgBAe80Q5fCICBgKCpw6hyRJWLnkcyS0bI24Jk0t2zt07wV9TAx0+ihknz2Dn5Z/gdysC7jzsSddipXIU+Li4tCvXz9LYXhynkvJ/htvvIE777wT/fv3x6BBg9wdExEREREFCJPJ6PZz/vrrJqcT/SoygENnzqF329ZujUWWZUiS5FTbPZt/w/effWJ5fdeTz9T5+j98vgA55/7E/S+8bLW9a78Blr/HN2kKnV6PT2fNxOWcbETHxtX5ukSuiI+PR2lpKbTayg/d2rdvj+7du0MUuQqVK1xK9t9//31ER0djyJAhaN68OZo3b16tIJ8gCPjuu+/cEiQRERER+RdRrUJIaCjKS0thMpndeu78ggKIouh0kg0AggCUVpRDkp0/xlnh+iiIasdF+tqkpaNJUgvLa5PJBAAwFBZCp/9r2HJxYSHiExIcnu+HzxfgyJ7duH/yS4h0sAxg1XUvMdknBe3YsQNLly5FQUEBOnXqhK5duyodkk9zKdnfu3cvBEFAQkICzGYzjh07Vq1NoK9pSERERET2BQUFIymlLSQ3J/oA0CJzb60SfaByVVtduBaaOi6VZ0tCmxS7lfOvFhIaipCrOtBkWYY2MhInDh5Ao4RmACrn3/954ji69h9o9zyyLGPFos9wcNcO/OP5FxHV0HHhwQtnzgAAC/ZRvdC4cWN06dJF6TB8nkvJPufrExEREVFdBQUFA0HuP+/QYcMgCEKthvILANolNvXIcGGt3vn1wq8mCAJ63jAUv/zwLaLj4hDVMBY/f7McOr0eKemdLe0+nTUDKeld0GPgYADAD5/Px94tm3Hn408hWKNBUUE+AEATGoag4GBczsnGni2/o3WHNIRptcg6ewY/frEIia3bIL6p4xEDRJ4kCAL69OnDzmM3cCnZJyIiIiKqrxISEnDTTTdh5cqVMJsdjxwQBQFpLZojJtIza3VHxDR0+djrh90EY3k5vl/wCcpKSpDQqjXufvo5q5ECl3NyUFJUZHm9bf3PAIBP3nzD6ly33vcg0vv0hUqtxomDB7B5zWoYy8sRER2Ndp27ImPESJfjJHKXRo0aQa/XKx2GXxDk2lYvucJsNuPLL7/E+vXrkZOTg1dffRXt27dHQUEBfv75Z/Tu3RtxcfV7vs+uXbvQuXNn7Ny5E+np6UqHQ0REbmYsLcWFnTuhDg2FOiRE6XA8xlReDlNpKRp17oyga2roEAWq7du3o1evXjCbzQ57+FWiiKl/ux1JjeLdHkdkbDxuevJ59lISOeno0aNo1aqV0mH4BZfGKeXn56N379648847sWTJEnz//fe4ePEiAECr1eLxxx/Hu+++69ZAiYiIiIic1bVrVyxduhQqlQoqle3ieKIgQCWKeGzkMI8k+urgYPS6/U4m+kS1wF5993Ep2Z88eTIOHDiA1atX48SJE1aflqpUKowePRorV650W5BERERERLU1atQo/P7777jxxhurJdwCgLQWzTH1b7ejS3JLt187JFyLAX9/CA2acA48UW1oNBqlQ/AbLs3Z//bbbzFx4kTccMMNuHTpUrX9rVu3xvz58+saGxERERFRnXTt2hXff/89zpw5g7S0NOTl5SFcE4LX/36nx+box7dojV6334kwVrYnqjUm++7jUrJfUFCA5s2b291vNBot64ISERERESktISEBYWFhyMvLQ3BQkEcS/SCNBulDb0bLbj05dJ/IRUFBHliiI0C5lOy3aNECu3btsrv/p59+Qtu2bV0OioiIiIjIlySkdkSXEaMQFhGpdChERABcTPbvv/9+PP/88+jXrx8GDhwIoHI9xPLycrz66qtYtWoV5s6d69ZAiYiIiIjqG41Wh24jb0dCagelQyEisuJSsv/EE0/gwIEDGDdunKVa4p133olLly7BZDJhwoQJ+Mc//uHOOImIiIiI6pXGrVPQ6/bx0Gi1SodCRFSNS8m+IAiYN28e7rnnHixfvhxHjx6FJElo0aIFxowZg759+7o7TiIiIiKieqPDwKFoP2AwBNGlxa2IiDzOqWR/1KhReOqpp3D99dcDADZu3IiUlBT06dMHffr08WiARERERET1hahWo9ft45HYoZPSoRAR1cipjyK/++47nDlzxvK6f//+WLNmjceCIiIi8mWy2ax0CETkAWERkRgy4XEm+kTkE5xK9q+77jrs3r3b8lqWZS4nQkREZIdcVqZ0CETkZvEtWmHYxGfQoEmC0qEQETnFqWH8d9xxB/7v//4Py5YtsxTkmzx5MmbOnGn3GEEQsGfPHrcESURE5FNMJqUjICK3EdBh4BDOzycin+NUsj9z5ky0bNkS69evR05ODgRBQHh4OBo0aODp+IiIiHyObDQqHQIRuUFIWDj6jLsbjVomKx0KEVGtOZXsq1QqPPjgg3jwwQcBAKIo4qWXXsKdd97p0eCIiIh8Unm50hEQUR3p4xuj3933QxsVrXQoREQucWosUnp6OlatWmV5/emnn6JTJxYmISIiskUqLlE6BCKqg9jmLTBkwuNM9InIpzmV7O/duxe5ubmW1/fdd59VwT4iIiL6i1xUqHQIROSi2OYtMODeCQjSaJQOhYioTpxK9ps1a4a1a9fCfGUpIVbjJyIisk/Ky1c6BCJyQWRsPPr97R9QBwcrHQoRUZ05lew/9NBD+Oyzz6DRaBAREQFBEPCPf/wDERERdr8iIyM9HTsREVG9JF3KddyIiOoVdXAIMv52H4JDw5QOhYjILZwq0Pfss8+iY8eOWL9+PbKzs7FgwQJ07doVSUlJno6PiIjI50i5uRwFR+RjuowYhYiYWKXDICJyG6eSfQAYPHgwBg8eDACYP38+JkyYwGr8RERENsjFJZCLiyFotUqHQkROaNSqDVp07qZ0GEREbuV0sn81SZLcHQcREZFfkXJyIDLZJ6r3RLUa3W4ZzZE4ROR3nEr2z5w5AwBISEiweu1IVXsiIqJAY87KgprT3Yjqlfj4eJiNRoReVbWqbZ/+0EXHKBcUEZGHOJXsJyYmQhAElJaWIjg42PLakarq/URERIHGfPIU0KuX0mEQ0VV27NiBU5k7sWnpQgBAkEaDthkDFI6KiMgznEr2P/nkEwiCgKCgIKvXREREZJvxyBHIRiOEK787iaj+adW1J4I1oUqHQUTkEU4l+/fee2+Nr4mIiMiaXFYG4/79CO7USelQiMiOlt04+oaI/JfouAkRERG5onzDBsiyrHQYRGRDXPOWiIhpqHQYREQe41TP/quvvlrrEwuCgJdffrnWxxEREfkL8/kLMB04iKDUdkqHQkTXaNG1u9IhEBF5lFPJ/rRp06ptq5qzf22PhSAIkGWZyT4RERGAsp9WQ902BYLIwXRE9YU6OAQJ7ToqHQYRkUc59c5DkiSrr7Nnz6J9+/YYN24ctm3bhoKCAhQUFGDr1q2444470LFjR5w9e9bTsRMREdV75qxsGHfuVDoMIrrKdW3aQh0crHQYREQe5VI3w6OPPopWrVrh888/R5cuXaDT6aDT6dC1a1csWrQILVq0wKOPPuruWImIiOq9wWPHovdXyzHqt02WbWU//gippETBqIjoarGJLZQOgYjI41xK9tetW4cBA+yvSTpw4ED8/PPPLgdFRETkq3Jyc5FdUoLc8grLNslQjNKvvmaxPqJ6IrJhrNIhEBF5nEvJvkajwebNm+3u//3336HRaFwOioiIyN8Y9+1D+S+/KB0GEQEICQ9XOgQiIo9zKdkfP348Fi1ahMcffxxHjx61zOU/evQoJk6ciMWLF2P8+PHujtXKG2+8gV69eiEsLAx6vd6j1yIiInKHsh9XoWL7dqXDIAp4qiDO1yci/+dUNf5rvfnmm8jNzcX777+PDz74AOKVCsOSJEGWZYwbNw5vvvmmWwO9VkVFBW6//Xb07NkTH3/8sUevRURE5C4ly78CVCoEp6crHQpRwFKpXXoLTETkU1z6ny44OBgLFy7Es88+i5UrV+L06dMAgGbNmmHYsGHo2NHzS5lMnz4dADB//nyPX4uIiMhtZBkly5YBEBCc3knpaIgCkkodpHQIREQeV6ePNTt06IAOHTq4KxaPKy8vR3l5ueW1wWBQMBoiIgpYkoySZUsBlYhgL3xATkTWgjQhSodARORxLs3Z91UzZ85EZGSk5SsjI0PpkIiIKFBJMkqXfAHj4SNKR0IUUFRBQezZJ6KAUK+S/cmTJ0MQhBq/Dh8+7PL5X3jhBRQUFFi+NmzY4MboiYiIakeWJJR8vhCmM2eUDoUoYASHsRI/EQWGelWdZNKkSbj33ntrbJOUlOTy+UNCQhAS8tewLa1W6/K5iIiI3EGuMKL4k0+hfeRhqGK59jeRp4Uw2SeiAFGvkv2GDRuiYcOGSodBRETkVXJJCYrn/RfhD02AqkEDpcMh8mtBIZyvT0SBoV4N46+NM2fOIDMzE2fOnIHZbEZmZiYyMzNZdI+IiHySVFCA4jkfwZydrXQoRH4tODRU6RCIiLyiXvXs18bUqVOxYMECy+tOnSqXL1q/fj369eunUFRERESukwoKYPjgQ4SNvxNByclKh0Pkl4JCNEqHQETkFS4n+6tXr8bHH3+MEydOIC8vD7IsW+0XBAHHjx+vc4D2zJ8/H/Pnz/fY+YmIiJQgl5Wh+JNPoRk0ECEDB0IQfXYQHhERESnIpWR/1qxZmDx5MuLi4tCtWze0b9/e3XEREREFLllG2Zq1MB07hrCxYyFGRysdEREREfkYl5L9d999FwMGDMDKlSsRFMR1SomIiDzBdPIUiv79DjTDhyO4ezcIgqB0SEREROQjXBobmJeXh9GjRzPRJyIi8jC5vBylX3+Nkk8/hVRUpHQ4RERE5CNcSva7deuGI0eOuDsWIiIissN4+AgM/34HxqNHlQ6FiIiIfIBLyf6HH36Ir7/+GosXL3Z3PERERGSHZDCg+OOPUb5pk9KhEBERUT3n0pz9sWPHwmQy4W9/+xsefvhhNGnSBCqVyqqNIAjYs2ePW4IkIiKiKyQZpd//D7KhGJqhQ5SOhoiIiOopl5L96OhoNGjQAK1atXJ3PEREROSEsnXrIEToENKrl9KhEBERUT3kUrL/yy+/uDkMIiIi3/fnhQsoKSsDAJSaTThfWorGoaEeu17Z/36AOikJiIry2DWIiIjIN7k0Z5+IiIj+smvfPtz12GPoMmQICgoLAQCFJhMG/LIeD+3cgb35+R65rmw2o2z1ao+cm4iIiHybSz37VYxGIw4fPoyCggJIklRtf9++fetyeiIionpvxdq1ePDZZyHLMmRZttonA9h48SJ+vXgR/07rhMHx8W6/vvHgIQQVFgIuLof755YtOPHTT8g7cQIVBgNumDUL+ubNHR5z+OuvYcjKgmQ2Q9uoEZJHjECzjAxLG1NpKfYuWoTz27ah3GBAeGwsWg0bhhZDWGeAiIjIG1xK9iVJwgsvvIAPP/wQJSUldtuZzWaXAyMiIqrvdu3bhweffRZms7laol/FLMsQADyVuRtLevREB73evUHIMsxHjkBITXXpcHN5OWJSUtCkVy/snDPHqWOCtVqk3HYbdNddB1GtxoWdO7H9gw8QEhmJ+LQ0AEDmggXI2b8f3R5/HOGxscjeswe75s1DaHQ0Gnft6lKsRERE5DyXhvHPmDEDs2bNwl133YXPPvsMsizjn//8J+bMmYMOHTqgY8eOWM1hhURE5Of+PXeuzR79a8lXvmYfP+aROMzHT7h8bLOMDLS9/XbEdejg9DGxqam4rnt3RDRpAm18PFoNH47IZs2Qe+iQpc2lI0eQmJGB2NRUhMfGIumGGxCZmIjLxzzzMyAiIiJrLiX78+fPx5gxYzB79mwMHToUANC5c2c88MAD2Lp1KwRBwLp169waKBERUX3y54ULWLNhg9Oj2MyyjPU5OThfWur2WMynT7n9nM6SZRnZe/ei6Px5NGzb1rK9QXIyzu/YgdJLlyDLMnL274fh/HnEdeyoWKxERESBxKVh/H/++Seee+45AEBISAgAoOxK9eHg4GDcdddd+Ne//oUZM2a4KUwiIiLXSUYjTG4+54ZNmxz26F9LBrAlNxejmjRxayxSYRFkQ7Fbz+mIsbgY/5swAZLRCEEUkX7//VaJfKd//AM758zBDxMmQFCpIAgCOj/0kNUHAkREROQ5LiX7DRo0gMFgAABotVpERETgxAnrIYR5eXl1j46IiKgORJUKQWFhMJaUQDK5N90vLCiAKAiQapHwiwCKjEbINora1pXKZISoUtXY5vTGjdg5d67l9fVTpricfKtDQzF41iyYysqQvW8f9ixYgPC4OMReqR1wbOVKXDp6FL0nT0ZYTAxyDx3C7v/+F6HR0bWaMkBERESucSnZ79SpE7Zv32553b9/f7zzzjvo1KkTJEnCe++9h44cpkdERApTBQcjNjUVkgcKxl534ECtEn0AkABEhoUhKCzM7fE0aNsWquDgGts07toVDVq1srwOjY52+XqCKELbqBEAQN+8OYrOncPhb75BbGoqzOXl2LdkCXo/+ywade5c2SYxEfmnTuHI998z2SciIvICl5L9Bx98EPPnz0d5eTlCQkLwxhtvoG/fvujbty9kWUZUVBSWLFni7liJiIhqTRUcjJr7u10zeNgwCIJQq6H8AoBecXEQRJdK5tg/r0YDTdOmDtsFhYYiKDTUrdeuIksSJKMRACCZzZBNJkAQrOMURcADoxqIiIioOpeS/Ztvvhk333yz5XXbtm1x/Phx/PLLL1CpVOjVqxei69BbQEREVN8lJCTg/9u79/iarryP498tiZNIIkFCguYiWqRMkdYloqEog7rfoq2Euoy2tDOM0XlGRVHTTj2lpmYwHozWjLqVdlqXaamKqhq0xbgLGnUnLiFI1vNHJ2d6JMjlpCc5+bxfr/N6da+999q/ndPfcX5n771W586d9dFHH+VrkD4Py1LrkBDVKIar+r4tYmV5eRVq3xuXLyvj7Fld+8/jd5dPnJAkeQcGyrtSJUnS1rfekk+VKmrw5JOSpH8vX67KUVHyDQlR9s2b+n77dh3duFGNhwyRJHlVqKDg6Gh9s3ChPMqXl29wsM7s2aPUzz5Tw8TEop4uAADIh0IV+3kJCAhQ165dndUdAAAl3rhx4/Txxx/f8wq/9Z/Xc3XqOj0Gy2ZTpd69C73/iW3b9NXbb9uXt7z5piQpundvPdi3ryQp4+xZ6Ud3I2RlZmr7nDnKOH9eHuXLq2L16mo6cqTua9HCvk2zX/5S3y5apC/feks3rlyRb1CQGiQkqNbjjxc6VgAAkH+WKehQwv+RlZWlJUuWaP369Tp9+rReeeUVNWjQQOnp6frkk0/UokULVatWzdnxOtX27dsVExOjf/3rX2rcuLGrwwEAlELLly9X3759ZYzJ8wq/h2XJkjSjSVO1r1HD6ccPena4/Nu0cXq/AACgdCvUQ4MXL15UixYt1L9/f/3tb3/TqlWrdObMGUk/jM4/cuRITZ8+3amBAgBQEvXo0UObN29Wx44dZd3+jLqk1iEhWhLfqlgKff+2beT32GNO7xcAAJR+hSr2x44dq927d2vNmjU6fPiww62LHh4e6tWrlz766COnBQkAQEn2yCOPaNWqVUpNTVWl/zznHuDlpY0dfq7ZzWP1UDGMY2OrV1dVBg/O9QMDAACAVMhi//3339eIESPUrl27PL9kPPDAA0pNTS1qbAAAlCphYWGq8J8B+Hw8PItlMD5J8qhUSVVHjSr0oHwAAMD9FarYT09PV2Rk5B3X37x5U7du3Sp0UAAA4A4sS8EvvijP/9xBAAAAkJdCFftRUVHavn37HdevXbtW0dHRhQ4KAADkLbBXT/nUf9DVYQAAgBKuUMX+4MGD9X//939avHix/Xl9y7KUmZmp//mf/9Hq1as1bNgwpwYKAEBZ5/PQQwrs08fVYQAAgFLAszA7vfDCC9q9e7cSEhIUGBgoSerfv7/OnTunW7duadiwYXrmmWecGScAAGWarXaUqo4eJatcoX6nBwAAZUyhin3LsjRnzhwlJiZq6dKlOnDggLKzsxUVFaU+ffro0UcfdXacAACUWd4PPqhqvxmjcsU04B8AAHA/hSr2c8TFxSkuLs5ZsQAAgNv4t2urKoMGySpf3tWhAACAUqRIxT4AACgelpeXqgwdIv/HHnN1KAAAoBTKd7HfpUuXAnVsWZZWrlxZ4IAAACjrvKqHKvhXv5LtLtPcAgAA3E2+i/0PP/xQ3t7eCgkJsY/AfzeWZRUpMAAAyiLf5s0U9OyzPJ8PAACKJN/Ffo0aNZSWlqagoCD1799f/fr1U0hISHHGBgBA2VGunCo//ZQqPvEEP5gDAIAiy/f8PcePH9f69evVqFEjTZw4Uffdd5/atm2refPm6fLly8UZIwAAbq2cr69Cfvc/CujShUIfAAA4RYEm642Pj9esWbN08uRJLV26VFWqVNHzzz+vqlWrqkePHlq6dKkyMzOLK1YAANyOR1AVhU6eJJ+HHnJ1KAAAwI0UqNjP4eXlpa5du2rx4sU6deqU/QeAvn376vXXX3d2jAAAuCXPatVUfdIklb/vPleHAgAA3Eyhiv0cmZmZWrNmjVauXKkdO3bI29tbERERTgoNAAD35REQoJDxL8szONjVoQAAADdU4GI/Oztba9asUVJSkqpVq6aEhARdu3ZNc+bM0enTp/X0008XR5wAALgPTw9V/c0YeVWr5upIAACAm8r3aPybN2/WokWLtGTJEp07d07NmjXTq6++qj59+igoKKg4YwQAwK1USUqSd506rg4DAAC4sXwX+3FxcfLx8VHHjh2VkJBgv13/2LFjOnbsWJ77NG7c2ClBAgDgLio0bSr/Dh1cHQYAAHBz+S72JenatWtatmyZli9fftftjDGyLEtZWVlFCg4AAHfiEVRFQc8OZ3o9AABQ7PJd7M+bN6844wAAwL1Zlqq+8II8/PxcHQkAACgD8l3sJyYmFmccAAC4tYAuXeQdHe3qMAAAQBlRpKn3AADAvXkGByuwX19XhwEAAMqQUlnsp6am6plnnlFkZKR8fHwUFRWl8ePH68aNG64ODQCAXCr1T1C58uVdHQYAAChDCjRAX0mxd+9eZWdna9asWapdu7Z27dqlIUOG6OrVq3rjjTdcHR4AoAwLCQlR1sWLCvLykiR5Vq0q37g4F0cFAADKmlJZ7Hfo0EEdfjRtUa1atbRv3z796U9/otgHALjUtm3b9N2IEbp54ntJkn+7drLKlcob6QAAQCnmNt8+0tPTVblyZVeHAQDAf1mW/FrFuzoKAABQBpXKK/u3O3jwoGbMmHHPq/qZmZnKzMy0L1+5cqW4QwMAlGHe9R+UJz9EAwAAFyhRV/bHjh0ry7Lu+tq7d6/DPmlpaerQoYN69+6tIUOG3LX/KVOmKCAgwP6Kj+dqCwCg+PjGxro6BAAAUEZZxhjj6iBynDlzRufOnbvrNrVq1VL5/4xofOLECbVq1UrNmjXT/PnzVe4ez0TefmV/586dio+P17/+9S81bty46CcAAID0wzP7J08p7C9z5BEQ4OpwAABAGVSibuMPDg5WcHBwvrZNS0tT69atFRMTo3nz5t2z0Jckm80mm81mX/bz8yt0rAAA3I2tzgMU+gAAwGVKVLGfX2lpaWrVqpXCw8P1xhtv6MyZM/Z1ISEhLowMAIAfVGjUyNUhAACAMqxUFvvr1q3TwYMHdfDgQdWsWdNhXQl6KgEAUIZ512/g6hAAAEAZVqIG6MuvpKQkGWPyfAEA4GpWeZtsUbVcHQYAACjDSmWxDwBASVY+PFyWZ6m8eQ4AALgJin0AAJzMq0YNV4cAAADKOIp9AACczDM4yNUhAACAMo5iHwAAJyvn7+/qEAAAQBlHsQ8AgJOVq1DB1SEAAIAyjmIfAAAnY3A+AADgahT7AAA4Wzn+eQUAAK7FtxEAAJzMsixXhwAAAMo4in0AAJzNw8PVEQAAgDKOYh8AACezuI0fAAC4GN9GAABwNk8vV0cAAADKOIp9AACczDM4yNUhAACAMo5iHwAAJ+M2fgAA4Gp8GwEAAAAAwM1Q7AMAAAAA4GYo9gEAAAAAcDMU+wAAAAAAuBmKfQAAAAAA3AzFPgAAAAAAbsbT1QHgp/H999/r+++/d3UYcJLQ0FCFhoa6Ogw4CfnpfshR90KOuhfy072Qn+6HHHWeMl3sh4aGavz48W7/P1NmZqYSEhL02WefuToUOEl8fLzWrFkjm83m6lBQROSneyJH3Qc56n7IT/dBfronctR5LGOMcXUQKF6XLl1SQECAPvvsM/n5+bk6HBTRlStXFB8fr/T0dFWsWNHV4aCIyE/3Q466F3LUvZCf7oX8dD/kqHOV6Sv7ZU3Dhg1JGjdw6dIlV4eAYkB+ug9y1D2Ro+6B/HRP5Kf7IEediwH6AAAAAABwMxT7AAAAAAC4GYr9MsBms2n8+PEMcuEmeD/dC++n++E9dS+8n+6F99O98H66H95T52KAPgAAAAAA3AxX9gEAAAAAcDMU+wAAAAAAuBmKfQAAAAAA3AzFPgAAAACUUUlJSYqIiCj0vn5+fs4NqIDmz58vy7KUmppaqP2Lcv6tWrVSq1atCrXvT4FiHygGlmXl67Vhw4YiHysjI0PJyckF6mvy5Mnq0qWLqlWrJsuylJycXOQ4gNKiJOfn3r17NWbMGDVs2FD+/v4KDQ1Vp06dtG3btiLHApQWJTlHT5w4oaeeekp16tSRv7+/AgMD1aRJEy1YsECMeQ1neu+992RZllasWJFr3UMPPSTLsrR+/fpc68LCwhQbG/tThFgghfm+WhqdOHFCycnJ2rlzp6tDkSR5ujoAwB0tXLjQYfmvf/2r1q1bl6u9Xr16RT5WRkaGJkyYIEn5/mXxd7/7nUJCQtSoUSOtWbOmyDEApUlJzs+//OUvmjt3rnr27Klnn31W6enpmjVrlpo1a6bVq1erbdu2RY4JKOlKco6ePXtW3333nXr16qWwsDDdvHlT69atU1JSkvbt26dXX321yDEBkhQXFydJ2rRpk7p3725vv3Tpknbt2iVPT0+lpKSodevW9nXHjx/X8ePH1a9fvwIda86cOcrOznZO4HdQmO+rpdGJEyc0YcIERUREqGHDhq4Oh2IfKA5PPfWUw/KWLVu0bt26XO2ucuTIEUVEROjs2bMKDg52dTjAT6ok52dCQoKSk5MdbokcNGiQ6tWrp+TkZIp9lAklOUd/9rOf5boy+fzzz+uJJ57QW2+9pYkTJ8rDw8M1wcGtVK9eXZGRkdq0aZND+xdffCFjjHr37p1rXc5yzg8F+eXl5VW0YFFicRs/4CLZ2dmaNm2aHnzwQXl7e6tatWoaNmyYLly44LDdtm3b1L59ewUFBcnHx0eRkZEaNGiQJCk1NdVerE+YMMF+a+O9bssv7HNJQFnhqvyMiYnJ9exjlSpV1LJlS/373/927kkCpZgr/w3NS0REhDIyMnTjxo0inxuQIy4uTjt27NC1a9fsbSkpKXrwwQf185//XFu2bHG4Ip+SkiLLstSiRQt72zvvvKOYmBj5+PiocuXK6tevn44fP+5wnLyeWT937pyefvppVaxYUYGBgUpMTNTXX38ty7I0f/78XLGmpaWpW7du8vPzU3BwsEaPHq2srCxJ+cu1vXv3qlevXqpcubK8vb318MMPa9WqVbmOs3v3bj322GPy8fFRzZo1NWnSpALdlfD++++rfv368vb2Vv369fN8TELK/2fMj23YsEGPPPKIJGngwIH288z5e33++efq3bu3wsLCZLPZdN999+mXv/ylw/vrbFzZB1xk2LBhmj9/vgYOHKiRI0fqyJEj+uMf/6gdO3YoJSVFXl5eOn36tB5//HEFBwdr7NixCgwMVGpqqpYvXy5JCg4O1p/+9CcNHz5c3bt3V48ePST9cOUBQOGVtPw8efKkgoKCnHqOQGnm6hy9du2arl69qitXruizzz7TvHnz1Lx5c/n4+BTreaNsiYuL08KFC/Xll1/ab31PSUlRbGysYmNjlZ6erl27dtn/n01JSVHdunVVpUoVST+M0TRu3Dj16dNHgwcP1pkzZzRjxgw9+uij2rFjhwIDA/M8bnZ2tp544glt3bpVw4cPV926dbVy5UolJibmuX1WVpbat2+vpk2b6o033tA///lPTZ06VVFRURo+fPg9c2337t1q0aKFatSoobFjx8rX11fvvfeeunXrpmXLltkfYzh58qRat26tW7du2bebPXt2vvNu7dq16tmzp6KjozVlyhSdO3dOAwcOVM2aNXNtm5/PmNvVq1dPr7zyil5++WUNHTpULVu2lCT7GApLlixRRkaGhg8fripVqmjr1q2aMWOGvvvuOy1ZsiRf51BgBkCxe+6558yP0+3zzz83ksy7777rsN3q1asd2lesWGEkma+++uqOfZ85c8ZIMuPHjy9wXEXZF3AXJTU/c2zcuNFYlmXGjRtX6D6A0qwk5uiUKVOMJPurTZs25tixYwXqA7iX3bt3G0lm4sSJxhhjbt68aXx9fc2CBQuMMcZUq1bNvP3228YYYy5dumQ8PDzMkCFDjDHGpKamGg8PDzN58mSHPr/99lvj6enp0J6YmGjCw8Pty8uWLTOSzLRp0+xtWVlZ5rHHHjOSzLx58xz2lWReeeUVh+M0atTIxMTE2Jfvlmtt2rQxDRo0MNevX7e3ZWdnm9jYWHP//ffb21588UUjyXz55Zf2ttOnT5uAgAAjyRw5ciTPv2OOhg0bmtDQUHPx4kV729q1a40kh/PP72eMMcbEx8eb+Ph4+/JXX32V62+UIyMjI1fblClTjGVZ5ujRo3eNvbC4jR9wgSVLliggIEDt2rXT2bNn7a+cW3hzRlfN+cX1ww8/1M2bN10YMVB2lKT8PH36tPr376/IyEiNGTOmWI4BlDYlIUcTEhK0bt06LVq0SP3795ekYr0VF2VTvXr1VKVKFfuz+F9//bWuXr1qv1IcGxurlJQUST88y5+VlWV/Xn/58uXKzs5Wnz59HPIkJCRE999/f54j+edYvXq1vLy8NGTIEHtbuXLl9Nxzz91xn1/84hcOyy1bttThw4fveY7nz5/Xp59+qj59+ujy5cv2OM+dO6f27dvrwIEDSktLkyR99NFHatasmZo0aWLfPzg4WE8++eQ9j/P9999r586dSkxMVEBAgL29Xbt2io6Odtg2v58xBfXjOxCuXr2qs2fPKjY2VsYY7dixo1B93gu38QMucODAAaWnp6tq1ap5rj99+rQkKT4+Xj179tSECRP05ptvqlWrVurWrZv69+8vm832U4YMlBklJT+vXr2qzp076/Lly9q0aZPL5zEGSoqSkKPh4eEKDw+X9EPhP3ToULVt21b79u3jVn44jWVZio2N1caNG5Wdna2UlBRVrVpVtWvXlvRDsf/HP/5RkuxFf06xf+DAARljdP/99+fZ990G5Tt69KhCQ0NVoUIFh/ac497O29s714DPlSpVuuvz7TkOHjwoY4zGjRuncePG5bnN6dOnVaNGDR09elRNmzbNtb5OnTr3PM7Ro0clKc+/R506dbR9+3b7cn4/Ywrq2LFjevnll7Vq1apcf5v09PRC9XkvFPuAC2RnZ6tq1ap6991381yf84FpWZaWLl2qLVu26IMPPtCaNWs0aNAgTZ06VVu2bOHLP1AMSkJ+3rhxQz169NA333yjNWvWqH79+oXuC3A3JSFHb9erVy/NmTNHGzduVPv27Z3WLxAXF6cPPvhA3377rf15/RyxsbH69a9/rbS0NG3atEnVq1dXrVq1JP2QJ5Zl6eOPP85zhghn/v9flBkocgbXGz169B1z504/MhSX/H7GFERWVpbatWun8+fP6ze/+Y3q1q0rX19fpaWlKSkpqdimPqTYB1wgKipK//znP9WiRYt8XQFo1qyZmjVrpsmTJ2vRokV68skn9fe//12DBw+WZVk/QcRA2eHq/MzOztaAAQP0ySef6L333lN8fHxhTgNwW67O0bzk3MJfXFfnUHblXKnftGmTUlJS9OKLL9rXxcTEyGazacOGDfryyy/VsWNH+7qoqCgZYxQZGakHHnigQMcMDw/X+vXrlZGR4XB1/+DBg4U+jzvlWs6PE15eXvecXjY8PFwHDhzI1b5v3757Hj/nTpz87F/Qz5gfu9N5fvvtt9q/f78WLFigAQMG2NvXrVtXoP4Limf2ARfo06ePsrKyNHHixFzrbt26pYsXL0qSLly4IGOMw/qGDRtKkjIzMyXJ/iGcsw+AonF1fo4YMUKLFy/WzJkz7SMWA/gvV+bomTNn8myfO3euLMtS48aN89UPkF8PP/ywvL299e677yotLc3hyr7NZlPjxo319ttv6+rVq/YfBiSpR48e8vDw0IQJE3LlgTFG586du+Mx27dvr5s3b2rOnDn2tuzsbL399tuFPo875VrVqlXVqlUrzZo1S99//32u/X6ccx07dtSWLVu0detWh/V3ugL/Y6GhoWrYsKEWLFjg8KPcunXrtGfPHodt8/sZkxdfX19Juc8z5+6HH78XxhhNnz79nrEXBVf2AReIj4/XsGHDNGXKFO3cuVOPP/64vLy8dODAAS1ZskTTp09Xr169tGDBAs2cOVPdu3dXVFSULl++rDlz5qhixYr2X299fHwUHR2txYsX64EHHlDlypVVv379u972u3DhQh09elQZGRmSpI0bN2rSpEmSpKefftr+6ydQFrkyP6dNm6aZM2eqefPmqlChgt555x2H9d27d7d/kQDKKlfm6OTJk5WSkqIOHTooLCxM58+f17Jly/TVV19pxIgRP/ntxnB/5cuX1yOPPKLPP/9cNptNMTExDutjY2M1depUSXIo9qOiojRp0iS99NJLSk1NVbdu3eTv768jR45oxYoVGjp0qEaPHp3nMbt166YmTZpo1KhROnjwoOrWratVq1bp/Pnzku589fpu7pZrb7/9tuLi4tSgQQMNGTJEtWrV0qlTp/TFF1/ou+++09dffy1JGjNmjBYuXKgOHTrohRdesE+9Fx4erm+++eaeMUyZMkWdOnVSXFycBg0apPPnz2vGjBl68MEHdeXKFft2+f2MyUtUVJQCAwP15z//Wf7+/vL19VXTpk1Vt25dRUVFafTo0UpLS1PFihW1bNmyfI1rUCTFMsY/AAe3TxuUY/bs2SYmJsb4+PgYf39/06BBAzNmzBhz4sQJY4wx27dvNwkJCSYsLMzYbDZTtWpV07lzZ7Nt2zaHfjZv3mxiYmJM+fLl8zWFUHx8vMOUQT9+rV+/3lmnDZQKJSk/c6YwutPrXtMKAe6oJOXo2rVrTefOnU316tWNl5eX8ff3Ny1atDDz5s0z2dnZTj1vIMdLL71kJJnY2Nhc65YvX24kGX9/f3Pr1q1c65ctW2bi4uKMr6+v8fX1NXXr1jXPPfec2bdvn32b26feM+aHqfL69+9v/P39TUBAgElKSjIpKSlGkvn73//usK+vr2+u444fPz5X3t4t1w4dOmQGDBhgQkJCjJeXl6lRo4bp3LmzWbp0qUMf33zzjYmPjzfe3t6mRo0aZuLEiWbu3Ln5/jdy2bJlpl69esZms5no6GizfPnyPM/fmHt/xhiTe+o9Y4xZuXKliY6ONp6eng7T8O3Zs8e0bdvW+Pn5maCgIDNkyBDz9ddf33GqPmewjLntvg4AAAAAAH7k/fffV/fu3bVp0ya1aNHC1eEgHyj2AQAAAAB2165dcxicLisrS48//ri2bdumkydPMsVkKcEz+wAAAAAAuxEjRujatWtq3ry5MjMztXz5cm3evFmvvvoqhX4pwpV9AAAAAIDdokWLNHXqVB08eFDXr19X7dq1NXz4cD3//POuDg0FQLEPAAAAAICbKefqAAAAAAAAgHNR7AMAAAAA4GYo9oESJjU1VZZlaf78+a4OBUAeyFGg5CI/AeC/KPYBAAAAAHAzDNAHlDDGGGVmZsrLy0seHh6uDgfAbchRoOQiPwHgvyj2AQAAAABwM9zGDxSD5ORkWZal/fv366mnnlJAQICCg4M1btw4GWN0/Phxde3aVRUrVlRISIimTp1q3zev5w2TkpLk5+entLQ0devWTX5+fgoODtbo0aOVlZVl327Dhg2yLEsbNmxwiCevPk+ePKmBAweqZs2astlsCg0NVdeuXZWamlpMfxWg5CBHgZKL/AQA56DYB4pR3759lZ2drd///vdq2rSpJk2apGnTpqldu3aqUaOGXnvtNdWuXVujR4/Wxo0b79pXVlaW2rdvrypVquiNN95QfHy8pk6dqtmzZxcqtp49e2rFihUaOHCgZs6cqZEjR+ry5cs6duxYofoDSiNyFCi5yE8AKCIDwOnGjx9vJJmhQ4fa227dumVq1qxpLMsyv//97+3tFy5cMD4+PiYxMdEYY8yRI0eMJDNv3jz7NomJiUaSeeWVVxyO06hRIxMTE2NfXr9+vZFk1q9f77Dd7X1euHDBSDJ/+MMfnHPCQClDjgIlF/kJAM7BlX2gGA0ePNj+3x4eHnr44YdljNEzzzxjbw8MDFSdOnV0+PDhe/b3i1/8wmG5ZcuW+drvdj4+Pipfvrw2bNigCxcuFHh/wF2Qo0DJRX4CQNFQ7APFKCwszGE5ICBA3t7eCgoKytV+ry8M3t7eCg4OdmirVKlSob5o2Gw2vfbaa/r4449VrVo1Pfroo3r99dd18uTJAvcFlGbkKFBykZ8AUDQU+0AxymvanztNBWTuMTFGfqYQsiwrz/YfD0CU48UXX9T+/fs1ZcoUeXt7a9y4capXr5527Nhxz+MA7oIcBUou8hMAioZiH3AjlSpVkiRdvHjRof3o0aN5bh8VFaVRo0Zp7dq12rVrl27cuOEwqjEA5yJHgZKL/ATgbij2ATcSHh4uDw+PXKMSz5w502E5IyND169fd2iLioqSv7+/MjMziz1OoKwiR4GSi/wE4G48XR0AAOcJCAhQ7969NWPGDFmWpaioKH344Yc6ffq0w3b79+9XmzZt1KdPH0VHR8vT01MrVqzQqVOn1K9fPxdFD7g/chQouchPAO6GYh9wMzNmzNDNmzf15z//WTabTX369NEf/vAH1a9f377Nfffdp4SEBH3yySdauHChPD09VbduXb333nvq2bOnC6MH3B85CpRc5CcAd2KZe41oAgAAAAAAShWe2QcAAAAAwM1Q7AMAAAAA4GYo9gEAAAAAcDMU+wAAAAAAuBmKfQAAAAAA3AzFPlCGpaamyrIszZ8/39WhAMgDOQqUXOQngJKOYh/Ip0OHDmnYsGGqVauWvL29VbFiRbVo0ULTp0/XtWvXiu24e/bsUXJyslJTU4vtGPkxefJkdenSRdWqVZNlWUpOTnZpPMDtynKO7t27V2PGjFHDhg3l7++v0NBQderUSdu2bXNZTMCPleX8PHHihJ566inVqVNH/v7+CgwMVJMmTbRgwQIxAzaA4uTp6gCA0uAf//iHevfuLZvNpgEDBqh+/fq6ceOGNm3apF//+tfavXu3Zs+eXSzH3rNnjyZMmKBWrVopIiKiWI6RH7/73e8UEhKiRo0aac2aNS6LA8hLWc/Rv/zlL5o7d6569uypZ599Vunp6Zo1a5aaNWum1atXq23bti6JC5DIz7Nnz+q7775Tr169FBYWpps3b2rdunVKSkrSvn379Oqrr7okLgDuj2IfuIcjR46oX79+Cg8P16effqrQ0FD7uueee04HDx7UP/7xDxdG+F/GGF2/fl0+Pj5O7/vIkSOKiIjQ2bNnFRwc7PT+gcIiR6WEhAQlJyfLz8/P3jZo0CDVq1dPycnJFPtwGfJT+tnPfqYNGzY4tD3//PN64okn9NZbb2nixIny8PBw6jEBQOI2fuCeXn/9dV25ckVz5851+JKSo3bt2nrhhRfsy7du3dLEiRMVFRUlm82miIgI/fa3v1VmZqbDfhEREercubM2bdqkJk2ayNvbW7Vq1dJf//pX+zbz589X7969JUmtW7eWZVmyLMv+pSGnjzVr1ujhhx+Wj4+PZs2aJUk6fPiwevfurcqVK6tChQpq1qxZkb5QufKuAuBuyFEpJibGodCXpCpVqqhly5b697//Xag+AWcgP+8sIiJCGRkZunHjhlP7BYAcFPvAPXzwwQeqVauWYmNj87X94MGD9fLLL6tx48Z68803FR8frylTpqhfv365tj148KB69eqldu3aaerUqapUqZKSkpK0e/duSdKjjz6qkSNHSpJ++9vfauHChVq4cKHq1atn72Pfvn1KSEhQu3btNH36dDVs2FCnTp1SbGys1qxZo2effVaTJ0/W9evX1aVLF61YscIJfxWg5CBH7+zkyZMKCgpyWn9AQZGf/3Xt2jWdPXtWqampWrBggebNm6fmzZsXy914ACBJMgDuKD093UgyXbt2zdf2O3fuNJLM4MGDHdpHjx5tJJlPP/3U3hYeHm4kmY0bN9rbTp8+bWw2mxk1apS9bcmSJUaSWb9+fa7j5fSxevVqh/YXX3zRSDKff/65ve3y5csmMjLSREREmKysLGOMMUeOHDGSzLx58/J1fsYYc+bMGSPJjB8/Pt/7AMWFHL2zjRs3GsuyzLhx4wq8L+AM5KejKVOmGEn2V5s2bcyxY8fytS8AFAZX9oG7uHTpkiTJ398/X9t/9NFHkqRf/epXDu2jRo2SpFy3AEZHR6tly5b25eDgYNWpU0eHDx/Od4yRkZFq3759rjiaNGmiuLg4e5ufn5+GDh2q1NRU7dmzJ9/9AyUZOZq306dPq3///oqMjNSYMWOK1BdQWOSno4SEBK1bt06LFi1S//79JalYZyIAAIp94C4qVqwoSbp8+XK+tj969KjKlSun2rVrO7SHhIQoMDBQR48edWgPCwvL1UelSpV04cKFfMcYGRmZZxx16tTJ1Z5z6+LtcQClFTma29WrV9W5c2ddvnxZK1euzPUsP/BTIT8dhYeHq23btkpISNC7776rWrVqqW3bthT8AIoNxT5wFxUrVlT16tW1a9euAu1nWVa+trvT6LumAPPu8qwfyjJy1NGNGzfUo0cPffPNN1q5cqXq16//kx0buB35eXe9evXS8ePHtXHjRpfFAMC9UewD99C5c2cdOnRIX3zxxT23DQ8PV3Z2tg4cOODQfurUKV28eFHh4eEFPn5+v/TcHse+fftyte/du9e+HnAX5OgPsrOzNWDAAH3yySdatGiR4uPjC9wH4Gzk553lXNFPT093Sn8AcDuKfeAexowZI19fXw0ePFinTp3Ktf7QoUOaPn26JKljx46SpGnTpjls87//+7+SpE6dOhX4+L6+vpKkixcv5nufjh07auvWrQ5frq5evarZs2crIiJC0dHRBY4DKKnI0R+MGDFCixcv1syZM9WjR48C7w8UB/JTOnPmTJ7tc+fOlWVZaty4cYH6A4D88nR1AEBJFxUVpUWLFqlv376qV6+eBgwYoPr16+vGjRvavHmzlixZoqSkJEnSQw89pMTERM2ePVsXL15UfHy8tm7dqgULFqhbt25q3bp1gY/fsGFDeXh46LXXXlN6erpsNpsee+wxVa1a9Y77jB07Vn/729/085//XCNHjlTlypW1YMECHTlyRMuWLVO5cgX/nW/hwoU6evSoMjIyJEkbN27UpEmTJElPP/00dwvAZcjRH4qjmTNnqnnz5qpQoYLeeecdh/Xdu3e3Fz3AT4n8lCZPnqyUlBR16NBBYWFhOn/+vJYtW6avvvpKI0aMyDVGAQA4jYtnAwBKjf3795shQ4aYiIgIU758eePv729atGhhZsyYYa5fv27f7ubNm2bChAkmMjLSeHl5mfvuu8+89NJLDtsY88OUP506dcp1nPj4eBMfH+/QNmfOHFOrVi3j4eHhMIXQnfowxphDhw6ZXr16mcDAQOPt7W2aNGliPvzwQ4dtCjJtUHx8vMOUQT9+5TWlEfBTK8s5mpiYeMf8lGSOHDly1/2B4laW83Pt2rWmc+fOpnr16sbLy8t+7vPmzTPZ2dl33RcAisIypgCjmAAAAAAAgBKPZ/YBAAAAAHAzFPsAAAAAALgZin0AAAAAANwMxT4AAAAAAG6GYh8AAAAAADdDsQ8AAAAAgJuh2AcAAAAAwM1Q7AMAAAAA4GYo9gEAAAAAcDMU+wAAAAAAuBmKfQAAAAAA3AzFPgAAAAAAboZiHwAAAAAAN/P/rfsyYcdyx+UAAAAASUVORK5CYII=", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "unpaired.mean_diff.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "a382d182", - "metadata": {}, - "source": [ - "You can also hide the weighted delta by passing the argument ``show_mini_meta=False``. In this case, the resulting graph would be identical to a multiple two-groups plot:\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "91488409", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "unpaired.mean_diff.plot(show_mini_meta=False)" - ] - }, - { - "cell_type": "markdown", - "id": "e132dfd1", - "metadata": {}, - "source": [ - "## Producing estimation plots - paired data" - ] - }, - { - "cell_type": "markdown", - "id": "9103409b", - "metadata": {}, - "source": [ - "The tutorial up to this point has focused on unpaired data. If your data is paired, the process for loading, plotting, and accessing the data is similar to that for unpaired data, with the exception that the argument ``paired=\"sequential\"`` or ``paired=\"baseline\"`` and an appropriate ``id_col`` are passed during the ``dabest.load()`` step, as shown below:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4b0feff8", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "paired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Control 3\", \"Test 3\")), mini_meta=True, id_col=\"ID\", paired=\"baseline\")\n", - "paired.mean_diff.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1c5081cc", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "python3", - "language": "python", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/nbs/tutorials/04-proportion_plot.ipynb b/nbs/tutorials/04-proportion_plot.ipynb new file mode 100644 index 00000000..a5ff54db --- /dev/null +++ b/nbs/tutorials/04-proportion_plot.ipynb @@ -0,0 +1,1929 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Proportion plots\n", + "\n", + "> A guide to plot proportion plots with binary data.\n", + "\n", + "- order: 4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
As of v2023.02.14, DABEST can be used to generate Cohen's *h* and the corresponding proportion plot for binary data. It's important to note that the code we provide only supports numerical proportion data, \n", + "where the values are limited to 0 (failure) and 1 (success). This means that the code is not suitable for \n", + "analyzing proportion data that contains non-numeric values, such as strings like 'yes' and 'no'.
\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:00<00:00, 63.17it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n", + "We're using DABEST v2024.03.30\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\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\", category=UserWarning) # to suppress warnings related to points not being able to be plotted due to dot size\n", + "warnings.filterwarnings(\"ignore\", category=FutureWarning) # to suppress warnings related to points not being able to be plotted due to dot size" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a demo dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Control 1Test 1Control 2Test 2Control 3Test 3Test 4Test 5Test 6Test 7Test 8Test 9GenderID
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" + ], + "text/plain": [ + " Control 1 Test 1 Control 2 Test 2 Control 3 Test 3 Test 4 Test 5 \\\n", + "0 1 0 0 0 1 0 0 1 \n", + "1 0 1 0 1 1 1 0 0 \n", + "2 0 1 0 0 1 0 1 1 \n", + "3 0 1 0 0 1 0 0 1 \n", + "4 0 0 0 0 1 0 0 0 \n", + "\n", + " Test 6 Test 7 Test 8 Test 9 Gender ID \n", + "0 0 1.0 0.0 0.0 Female 1 \n", + "1 0 1.0 0.0 0.0 Female 2 \n", + "2 0 1.0 0.0 0.0 Female 3 \n", + "3 0 1.0 0.0 0.0 Female 4 \n", + "4 1 1.0 0.0 0.0 Female 5 " + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "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 = create_demo_prop_dataset()\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### `dabest.prop_dataset` helper function to create a binary table" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In DABEST v2024.3.29, we incorporated feedback from biologists who may not have tables of 0’s and 1’s readily available. As a result, a convenient function - `dabest.prop_dataset` - to generate a binary dataset based on the specified sample sizes is provided. Users can generate a pandas.DataFrame containing the sample sizes for each element in the groups and the group names (optional if the sample sizes are provided in a dict)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " a b ID\n", + "0 0 0 1\n", + "1 0 0 2\n", + "2 0 1 3\n", + "3 1 1 4\n", + "4 1 1 5" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sample_size_1 = {'a':[3, 4], 'b':[2, 5]}\n", + "sample_size_2 = [3, 4, 2, 5]\n", + "names = ['a', 'b']\n", + "sample_df_1 = dabest.prop_dataset(sample_size_1)\n", + "sample_df_2 = dabest.prop_dataset(sample_size_2, names)\n", + "print(all(sample_df_1 == sample_df_2))\n", + "sample_df_1.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When loading data, you need to set the parameter ``proportional=True``." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:16 2025.\n", + "\n", + "Effect size(s) with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), proportional=True)\n", + "two_groups_unpaired" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Effect sizes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To generate a proportion plot, the **dabest** library features two effect sizes:\n", + "\n", + " - the mean difference (``mean_diff``)\n", + " - [Cohen's h](https://en.wikipedia.org/wiki/Cohen's_h) (`cohens_h`)\n", + "\n", + "These are attributes of the ``Dabest`` object." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:17 2025.\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", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "two_groups_unpaired.mean_diff" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's compute the *Cohen's h* for our comparison." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:18 2025.\n", + "\n", + "The unpaired Cohen's h between Control 1 and Test 1 is 1.24 [95%CI 0.784, 1.66].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.cohens_h.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "two_groups_unpaired.cohens_h" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generating proportion plots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To generate an **estimation plot**, simply use the\n", + "``.plot()`` method. \n", + "\n", + "Each effect size instance has access to the ``.plot()`` method, allowing you to quickly create plots for different effect sizes with ease." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Unpaired proportion plots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Unpaired proportion plots utilise the common bar plot. The bar plot displays the proportion of observations in the dataset that belong to the category of interest. \n", + "\n", + "- The white portion represents the proportion of observations that do not belong to the category (proportion of 0s in the data). \n", + "- The colored portion represents the proportion of observations belonging to the category (proportion of 1s in the data)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Two-Group" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Br68v9u3bJ7vBLDk5We4MesaMGRCJRJgxYwYePHgABwcHdOnSBXPnzlXnYxERkSKCFLh9EPDpY+gkRichIUHhiGRFPD09sW7dOo36UKtQz58/H+3bt0ePHj0AABMnTsTbb78NAJBIJNi6davckKKqGDt2LMaOHatw3evjh5uamiIiIkLjW9+JiOgN4v8AGvXmTWWvMTc3L/X+jocPHxb7ilZVahXqunXrIj4+HteuXUOVKlXkbj3Pzc3F8uXL4ePjo1EwIiIyIk+TgMe3Aft6hk5iVN577z1s2LABoaGhqFy5sty6Z8+eYf369Xjvvfc06kOtQg0AZmZmCotx5cqV5S6DExFROXHrAAv1ayIiIhAUFARfX19MmDBBdnX5ypUriI6OxsOHD7Fp0yaN+lC7UGdmZmLlypU4cuQI0tLSsGbNGvj7++PJkyfYsGEDunbtKjcVJhFRWVHwPAt39q3Gk1tnAZEY9p7NUTtkJEzMrUrc5p/vpyAz+bLcshpN3kfdji+/ykv9+yBu7YpWuK1/6E8wr1RVW/F15/YhIGAUoOGl3PIkICAAu3btwsiRIzF+/HiI/v+rAUEQ4OHhgZ07d5b45JKy1CrU9+/fR1BQEO7du4d69erhxo0bshG+qlWrhjVr1uDu3btYupTDzxGRcfrn+ylw8vkfnHzaFVt3c/tC5Gc/gffHcyCVSHBrVzRu71mGBh98Ueo+nRqHwC2ov+y92Oy/4ZXtvVrBro78CF83dy6BtLCgbBRpAMh9DPx7CXjLeEcqW7FiBRYuXIiUlBT4+Phg2bJl8Pf3L7F9RkYGpk+fjt9//x1PnjyBm5sboqOjVRqKul27drh9+zYuXbqEhIQEAECdOnXQpEkTWeHWhFqF+vPPP0dWVhbi4uLg6OhYbGar7t27Y/fu3RqHIyLSt9z0ZDxNuACfIdGoXPPlZd46HUbi6s+RcG87FBaVS54JycTMEuY21UpYZwETMwvZ+4KcZ3iW9A/qdR6v3Q+ga7cOGG2hVnUGxvz8fLRr1w6Ojo749ddf4eLigrt376Jq1aoq9y0Wi+Hn5wc/P+3/3ahVqA8cOIDQ0FB4eXnh8ePiz9bVrl0b9+5x4nEiKnsy79+AiWUlWZEGgKoejQGRCFkP4mHh2bzEbdOuHEHa5SMwt7FDtXr+cG3ZByavnFW/KvXyIYjNLFC9YaDWP4NOJR0HCicCpuaGTlLMqzMwAsDq1auxZ88exMTEYMqUKcXax8TE4MmTJzh16hTMzMwAQO1xua9du4Y7d+7g6dOnCgfcGjhwoFr7BdQs1M+fPy91eLSsrCy1AxERGVJB9lOYW1eVWyYSm8DMqjIKcp6WuJ2jdxAsqjjCvHJ15KQmIunwejx/fB8Ne81Q2D417gAcvIPkzrLLhPwc4P45wL2FoZPIKZqB8dVBsd40A2PR98djxozBjh074ODggH79+mHy5MlKD5qVkJCA/v3749y5cyWOiCkSifRfqL28vHDs2DGMHDlS4frt27ejcePGaociItK2eye24N7JX2TvpYX5yHpwAwn7VsuWNflU/aEeazR5X/bnSo7uMLephis/TcPzJw9hVc1Zrm3m/et4nn4PDbpNVLs/g7p7Wq+FOjs7G5mZmbL3FhYWsLCQ/wVHnRkY79y5g8OHD+Pjjz/G3r17cfv2bYwePRoFBQVKj88xcuRIXL58GdHR0WjZsiXs7OxU/HRvplahnjBhAgYNGoRGjRqhV69eAF6Oy3379m3MmjULp0+fxm+//abVoEREmqjh1xH2Xi1l7+O3L4S9ZyCqv3Ip26JydZjZ2CE/N0NuW0EqQcHzLJhVUv6HcGWXBgCAF0//LVaoUy/tRyWn2rBx1t6jTsnJycjJyQEA5ORJkPzkBWpVU3zZXWMP43Sz3xIEBQXJvY+IiEBkZKTG+5VKpXB0dMTatWthYmICPz8/PHjwAAsXLlS6UJ88eRLTpk3DZ599pnGekqhVqPv374+7d+9ixowZmD59OgCgQ4cOEAQBYrEY8+bNQ/fu3bWZk4hII2ZWlWFm9d+AFGJTC5hVqgKrajXl2tm+5QnJixxkP7wlK6QZiX8DgiArvsrISb0DAMVuLpPkP0f69RNwCx6k7keRc+7cOcyePRt79uyRXXrNeC6B+/Rz6PxONczs6IZ33Su/YS8qenb/5SVw80ra3W8Jjh49Cl9fX9n718+mAfVmYHR2doaZmZncZe6GDRsiJSUF+fn5MDd/8/fw9vb2qFKlipKfRD1qPww3ffp0JCQkYOHChRg1ahSGDx+O+fPnIz4+HpMnT9ZmRiIivbG2rwW7On64tWcZsh7EI/PeNSTsXwWHt1vJ7vjOy0zHhVUjkfUgHgDw/MlDJB//GdkPb+FFRioe3zyDmzsWwbaWNyo5ecjt/9HVYxCkEji+E6xx1t9//x2BgYH4448/in0/KgjA3itP0HxBHH6/lK5xX8Vk/qv9fZbAxsZGbtZDRYVanRkYAwMDZfNHF7l58yacnZ2VKtIA8Omnn+LHH3+ERCJR8VMpT+0BTwCgVq1aCA0N1VYWIiKjUL/757izbxWu/DQdEIlQ3TMQdUL+uydHkErw/PF9SAryAABiE1NkJMbh33M7IMl/AQtbB1RvGAjXFsUnsUj9+wCqN2gOU0vNptg9d+4cevfuDYlEUuJNTBIpIIKA3uuu49QXvto9s85ONbpRysLCwjBo0CA0bdoU/v7+iI6OLjYDo4uLC6KiogAAo0aNwvLlyzF+/Hh89tlnuHXrFubNm4dx48Yp3Wf9+vUhkUjg4+ODIUOGwNXVVeGNaB9++KHan0utQn3x4kWcOXMGo0ePVrh+5cqVaN68udylCiIyTkWXBUu6PFheNRr4VYnrzKwqlzq4iWVVJ7SYsUf23qKKAxoNnK9Uvz6fLFI+ZCnmzJkDQRBKLNJFBAACBMzZexc7RntrpW8AwPMM7e1LS1SdgdHV1RX79+9HaGgoGjVqBBcXF4wfP16lq8K9e/eW/XnSpEkK24hEIo3OuNUq1NOnT4eVlVWJhfrw4cPYu3cvBz0hKgPOnz9v6AikouTkZOzevfuNRbqIRArsuvxEuzeY5RnnY7iqzMAIAM2aNcOZM2fU7u/IkSNqb6sstQr168+qva5ly5aySwtEZPwkEonc93T6VCiRolAihVgiRUFBgUEy6Iu0MB9SSaHG+9m7Z5fSRbqIIAD7rz3BoPeKj9ClDiHnKcQ6Pl6FhZr/Xena63ek64JahTorKwumpiVvKhaL8ezZM7VDEVU0z0RVgOxC7JnbzyD9/3ToMn4+csUgfcuZ+JOhE5RrI368jRE/3tbS3k4BGKOlfZV9eXl5uHjxItLS0hAYGAh7e3ut7VutQl2vXj0cOHCgxOfG9u3bh9q1a2sUjIj0p0/w2+jd+m2D9V9FeAbzytXx7mfrDZZB1wrzcvHk1nmITUwh0nD4zc3bdiN0xjyVt1vdxw0D/Useq1xZgiDghWsrWL0/C6YW1hrvrySXLl1CQECAzvavLd988w0iIyNlJ6gHDx5EmzZtkJ6eDk9PTyxYsABDhgxRe/9qFeqhQ4ciNDQUYWFhCA8Plw1gnpGRgVmzZmHfvn1YuHCh2qGISL9MDDxtoakghqmJWDbecnkkkprBzMwUJhbWGg8b+r/WrSASRal0+VskAtp5VoGZqXJDY5ZKECAxM4eZmRlMdXjMSrtyayzWr1+PCRMmoE+fPmjfvr1cQba3t0ebNm2wefNm/RfqcePGIS4uDtHR0fjmm29Qs+bLAQP+/fdfSKVSDBgwgI9tERHpiKuLM0LatMLB2BNK3U1sIgY6elVFrWraG1dcEBt/EdWHRYsWoVu3bti0aZPCSar8/PzwzTffaNSHWn/TIpEI69evx8CBA/Hbb7/hzp2XI/B069YNPXr0QOvWrTUKRUT6M2HlfjzNfg47GytEjw4xdBxS0uefjcCfR09AJBKVemYtAiCCCFNDnEtsow7BVEfDk5Yxt2/fLvW562rVqiks4KrQ6Fei4OBgBAdrProOERnO0+zneJz53NAxSEVNfLwRs2wBhnz2BQQBCs+sTcQvi/TPg+vgXTfNBlh5nWCmn+FDjV3VqlWRnl7yyG/Xrl3TeIwCtb6YSkxMxK5du0pcv2vXLiQlJambiYiIlNClQ1vs//V7tGvdAiKRSG6dSPTycvexUE9099H+jE5SC92Ob11WdOzYEWvXrkVGRkaxdVevXsW6devQtWtXjfpQ64x60qRJyMzMRJcuXRSuX7FiBapWrYrNmzdrFI6IiErXxMcbP3/7De49eIhWHXshIzMLVa1McGHy21r9Tvp1kkpOb25UAcyZMwcBAQHw9vZGly5dIBKJsHHjRsTExOC3336Ds7MzwsPDNepDrTPq06dPo127diWu/9///ofjx4+rHYqIiFTj6uIMa2srAEAlc7FOi7TUwhaCha3O9l+W1KxZExcuXECHDh2wZcsWCIKAH374Abt27ULfvn1x5swZjZ+pVuuM+unTp6hcueTB3W1sbDT+8pyIiIxToYPhnrk3Jnl5edi/fz/c3d3x7bff4ttvv8WjR48glUrh4OAgN664JtTaS61atXDy5MkS1x8/fhxvvfWW2qGIiMh4FTj6GDqCUTA3N0evXr1w6tQp2TIHBwc4OTlprUgDahbqvn374ueff8Y333wjNz6wRCLB0qVLsWXLFvTrZ5ihEImISHcEC1ueUf8/kUiEevXqlXrXtzaoVainTp2K4OBgTJgwAc7OzmjVqhVatWqFmjVrIjQ0FEFBQZg+fbq2sxIRkYEV1GoFiLUwulk5MW3aNCxfvhzx8fE660Ot76gtLCxw4MABbNy4Eb///jsSEhIAAP7+/ujRowcGDhyo1dN+IiIyAiZmKPD4n6FTGJUzZ86gevXq8Pb2RuvWreHu7g4rKyu5NiKRCEuXLlW7D7UHPBGLxRg8eDAGDx6sdudERFR25NfpAMGiMlCQZ+goRmP58uWyPx86dEhhG4MVaiIiqjgESzvk1+lg6BhGRx/zuKtVqNu0afPGNiKRqMTfLoiIqGx54TMQMNXds9lUMrUKtVQqLTZcnUQiwd27d3Hv3j3UrVsXLi4uWglIRESGVVCrBSSO7xg6hlE7c+YMjhw5grS0NIwePRr16tVDbm4ubty4gfr168PGRv2x1tUq1LGxsSWu2717N0aMGIHFixerm4mIiIyEYG2PvLf7GDqG0crPz0efPn2wY8cOCIIAkUiELl26oF69ehCLxWjfvj1CQ0M1ehJK67dmd+7cGf3798eECRO0vWsiItKzF76DAU5pWaKZM2di9+7dWLVqFeLj4+WmHLW0tESvXr2wY8cOjfrQyTNUderUwV9//aWLXRMRkZ4UuLWGpHoDQ8cwaj///DNGjRqFESNGoFq1asXWN2zYEHfu3NGoD63f9V1YWIhffvlF40HIiUg/7Gys5P5LBACCeSXkeX5g6BhGLy0tDe+8U/L39yYmJsjNzdWoD7UK9ZAhQxQuz8jIwJkzZ5CSksLvqInKiOjRIYaOQEYov35XwLySoWMYPVdXV9y4caPE9SdPnkTdunU16kOtQn348GEFk5SLYGdnhxYtWmDYsGFo3769RsGIiMgwBEu7l0OF0hv169cPixcvRo8ePVC/fn0AkNXHdevW4ZdffsFXX32lUR9qFeqkpCSNOiUiIuOVX6c9YGJm6BhlwvTp03HmzBm0atUKDRs2hEgkQmhoKJ48eYL79++jY8eOCA0N1agPDshNRET/MbVEQa2Whk5RZpibm2Pfvn1Yv349ateuDU9PT+Tl5aFRo0bYsGEDdu3aBRMTzSYxUfqMOjc3F+np6ahRowbMzc3l1sXExOCnn37Cw4cP4enpialTp+Ldd9/VKBgREelfQa1WfByrFGFhYRgwYAAaN24MAEhOToaDgwP69++P/v3766RPpc+ov/zySzRq1Aj5+flyy+fMmYPhw4fj6NGjePToEbZv347WrVvj77//1npYIiLSIZEY+R5vHiK6IouOjsb169dl7z08PLBt2zad9ql0oT5y5Ag6d+4sNwxaZmYm5syZAxcXF9y6dQuPHj3CmTNnYG5urvGX50REpF+FLv4QrPlobWmcnJzknot+dYATXVH60ndSUhJ69Oght2zv3r3Iz8/H5MmT4eHhAeDlnNSDBw/GL7/8ot2kRESkOyIx8up1NnQKo9epUyd8+eWXOHDgAKpWrQoAWLRoETZv3lziNiKRSKPRyZQu1FlZWahevbrcsmPHjkEkEiEkRP45TC8vLzx69EjtUEREpF8F7sEQbGoYOobRW7p0KRwdHXHkyBFcvXoVIpEI9+7dw5MnT0rc5vXHmVWl9KVvNze3Yg91x8bGwsnJqdjD3Pn5+bC1tVUr0IoVK+Du7g5LS0sEBATg3LlzpbbPyMjAmDFj4OzsDAsLC9SvXx979+5Vq28ioopIsLBFXv2uho5RJlSqVAnz5s3D6dOnkZCQAEEQEB0djcTExBJfmg4hqnShbt++PWJiYnD27FkAwPfff48bN27ggw+KDzF34cIFuLu7qxxmy5YtCAsLQ0REBC5evAgfHx+EhIQgLS1NYfv8/Hy0a9cOSUlJ+PXXXxEfH49169Zxik0iIhXkvd2Ho5Ap6cMPP8Tx48dl748cOYJ27drptE+lC/XMmTNhY2OD5s2bw9zcHJ988gkcHBwQHh4u1y43Nxfbtm3D//73P5XDLF68GMOHD8fgwYPh5eWF1atXw9raGjExMQrbx8TE4MmTJ9i+fTsCAwPh7u6OoKAg+Pj4qNw3EVFFVOjkg8KafJxWWTt27EBycrLsfZs2bXDw4EGd9ql0oba3t0dcXBy++uorDB06FPPmzcPly5fh5OQk1+7KlSv4+OOPMWDAAJWC5Ofn48KFC2jbtu1/4cRitG3bFqdPn1a4zc6dO9GsWTOMGTMGTk5O8Pb2xrx58yCRSFTqm4ioQjK1RN47/QENv0OtSFxcXHDp0iXZ+6I5qHVJpSFE7ezs8Pnnn5faxt/fH/7+/ioHSU9Ph0QiKVb4nZycShzw/M6dOzh8+DA+/vhj7N27F7dv38bo0aNRUFCAiIgIhdvk5eUhLy9P9j47O1vlrERE5UGe5wcQrOwMHaNM6dOnD77++mv88ssvsru+p0yZgqioqBK3EYlEGo0tovVpLvVJKpXC0dERa9euhYmJCfz8/PDgwQMsXLiwxEIdFRWFWbNm6TkpEZFxkVaphQL3YEPHKHOioqJQt25dHDlyBGlpaRCJRKhUqVKxp6K0yWgKtb29PUxMTJCamiq3PDU1FTVqKH5kwNnZGWZmZnLjqDZs2BApKSnIz88vNtQpAEydOhVhYWGy93FxcQgKCtLSpyAiKhteePcDRJzuQVUmJiYYMWIERowYAeDlV7QzZsxAv379dNan0Rwlc3Nz+Pn54dChQ7JlUqkUhw4dQrNmzRRuExgYiNu3b0MqlcqW3bx5E87OzgqLNABYWFjA1tZW9np1pDUiooqg0LkppNU0myOZXkpMTET37t112ofRFGrg5WDn69atw8aNG3H9+nWMGjUKOTk5GDx4MABg4MCBmDp1qqz9qFGj8OTJE4wfPx43b97Enj17MG/ePIwZM8ZQH4GIyLiJxMjzLP5YLanHzc0N1tbWOu1DqUvfO3fuRNOmTVGzZk2dhunduzcePXqE8PBwpKSkwNfXF/v27ZPdYJacnAyx+L/fLVxdXbF//36EhoaiUaNGcHFxwfjx4zF58mSd5iQiKqsK3moGwcbpzQ1JIbFYDLFYjNzcXJibm0MsFr/xrm+RSITCwkK1+1SqUH/wwQf44YcfZNfga9eujejoaHTtqv2RbMaOHYuxY8cqXBcbG1tsWbNmzXDmzBmt5yAiKn9EyK/b0dAhyrTw8HCIRCKYmprKvdclpQp15cqVkZGRIXuflJTEx5qIiMqYwhq+PJvWUGRkZKnvdUGpQu3v74+5c+ciNTUVVapUAfBy5qyUlJQStxGJRAgNDdVOSiIi0liBR9s3NyKjo1ShXrlyJQYOHIjZs2cDeFmEN23ahE2bNpW4DQs1EZHxkNo4Q1K9vqFjlCt5eXn48ccfceDAASQkJCArKwuVK1dG3bp10aFDB/Tr16/EJ5BUoVShrlu3Lk6dOoUXL14gLS0N7u7uiI6ORrdu3TQOQEREulfg1opDhWrR5cuX0a1bN9y9exeCIKBKlSqwsbFBWloaLl68iK1bt2Lu3LnYuXMnGjZsqFFfKj2eZWlpiVq1aiEiIgJt2rSBm5tbqS8iIjICIjEKXd4zdAq9UHWq5CKbN2+GSCRS6pno7OxsdO3aFampqZg7dy7u3buHp0+fyv13zpw5+Pfff9GlSxfk5ORo9JnUeo46IiIC3t7essDXr1/H9evXeYMZEZERkjh4Q7CobOgYOqfqVMlFkpKSMGnSJLRs2VKpftavX4/k5GTs2bMHU6ZMKTa1souLC6ZOnYpdu3YhMTERGzZsUPcjAdBgwJO//voLwcHBsLOzg7e3N7y9vWFnZ4c2bdrg/PnzGoUiIiLtKXCpGNNYqjpVMgBIJBJ8/PHHmDVrFmrXrq1UP3v27EH79u3RunXrUtu1adMG7dq1w65du1T5GMWoVajPnj2LVq1a4eLFixg2bBiWLFmCJUuWYNiwYbh48SJatWql9OUGIiLSIZEYhY6NDJ1CI9nZ2cjMzJS9Xp0BsYg6UyUDwJdffglHR0cMHTpU6TyXL19+Y5Eu0qZNG1y+fFnpfSui1qQc06dPh4uLC06cOFFswozIyEgEBgZi+vTpOp9Mm4iISiepXh8wr2ToGBp5feKkiIiIYs8vqzNV8okTJ/Ddd98hLi5OpTxPnjwpcbKo1zk5OeHJkycq7f91ahXqs2fPIjw8XGFQJycnjBgxQvYoFxERGU6ho7ehI2js6NGj8PX1lb23sLDQeJ9ZWVkYMGAA1q1bB3t7e5W2zcvLg5mZmVJtTU1NkZ+fr07E//ahzkZisbjUcUslEoncmNxERGQYEoe3DR1BYzY2NrC1tS21japTJSckJCApKQldunSRLSuaidHU1BTx8fGoU6dOif0lJSXh4sWLb8yemJj4xjZvolahbt68OVasWIF+/foVewwrOTkZK1euRGBgoMbhiIhIfYJ5JUgru7y5YTnw6lTJRY9YFU2VrGj+CE9Pz2LfHc+YMQNZWVlYunQpXF1dS+1v5syZmDlz5htzCYKg8VjgahXqefPmoVWrVvD09MQHH3yA+vVfjnYTHx+PHTt2wNTUFFFRURoFIyIizUiq1QNEFefqZlhYGAYNGoSmTZvC398f0dHRxaZKdnFxQVRUFCwtLWWPGRepWrUqABRb/rr169frJH9J1CrUjRs3xtmzZzF9+nTs3LkTubm5AABra2t06NABc+bMgZeXl1aDEhGRaiR2dQ0dQa9UnSpZXYMGDdJ4H6pQq1ADgJeXF7Zt2wapVIpHjx4BABwcHPjdNBGRkZBWrXgjRKo6VfKrNB2YRFfULtRFxGJxsdvhiYjI8CS2tQwdgbSAp79EROWQYFGlzD8/TS+xUBMRlUPSys6GjkBawkJNRFQOSSs5GjoCaQkLNRFROSS1djB0BNISjW8mIyIi4yNYVTd0hArl2rVruHPnDp4+fQpBEIqtHzhwoNr71qhQ6zIYERGpT2pVzdARKoSEhAT0798f586dU1gHAUAkEum/UOsjGBERqU+wrGroCBXCyJEjcfnyZURHR6Nly5aws7PTeh9qFWp9BCMiItU4OtgDghRO5rkvH88inTt58iSmTZuGzz77TGd9qFWo9RGMiIhUc2TnzxDlpsP62GzkmCg3DSNpxt7eHlWq6PaXIrXu+tZHMCIiUo9gUdnQESqMTz/9FD/++CMkEonO+lDrjLoo2JgxY2BiYqLtTEREpAHBovS5m0l76tevD4lEAh8fHwwZMgSurq4K6+KHH36odh9qFWp9BCMiIvUI5jaGjlBh9O7dW/bnSZMmKWwjEok0OuNWq1DrIxgREamHhVp/jhw5ovM+1CrU+ghGRETqEcz5HbW+BAUF6bwPtQq1PoIREZF6BDNrQ0eokK5du4a7d+8CANzc3ODl5aWV/Wo8hKiughERkXoEM05vqU87duxAWFgYkpKS5JZ7eHhg8eLF6Nq1q0b7V7tQ6zoYERGpiWfUerN371706NEDbm5umDdvHho2bAgAuH79OtauXYsPP/wQu3fvRocOHdTuQ61CrY9gRESkHsHMytARKozZs2ejUaNGOH78OCpV+u9KRteuXTF27Fi0aNECs2bN0n+h1kcwIiJSj2BqaegIFcY///yDefPmydXCIpUqVcInn3yCadOmadSHWiOT/fPPPxg0aFCpwf755x+NghERkZpMLAydoMKwtLTEkydPSlz/5MkTWFpq9ouTWoVaH8GIiEg9gljj+4RJSW3atMHSpUtx+vTpYuvOnj2Lb775Bm3bttWoD7WOZlGwDh06oFmzZgqDtW/fXqNgRESkJhZqvVmwYAGaNWuGFi1awN/fHw0aNAAAxMfH49y5c3B0dMT8+fM16kOto6mPYEREpC6RoQNUGB4eHvjnn38QFRWFP/74A1u2bAHw8nHl8ePHY8qUKXB0dNSoD7UKtT6CERERlQWOjo5YsmQJlixZopP9q319RNfBiIhITYLU0AlIi/hFBhFRuSMYOkC5NWTIEIhEIqxduxYmJiYYMmTIG7cRiUT47rvv1O5TqUJtiGBERKQmnlHrzOHDhyEWiyGVSmFiYoLDhw9DJCr9noA3rX8TpQq1IYIREZGaBJ5R68rrw2a//l4XlCrUhghGRERk7JKTk+Hg4AArK8XDtj5//hyPHj1CrVq11O5DrQFPkpOT8fz58xLXP3/+HMnJyWqHIiIiDfCCpt54eHhg27ZtJa7fuXMnPDw8NOpDrUKtj2BERKQmkYmhE1QYwhu+ZigoKIBYrFaplVFra10HW7FiBdzd3WFpaYmAgACcO3dOqe02b94MkUiE7t27q903EVGZx0KtU5mZmUhOTpZdOX78+LHs/auvf/75B5s3b4azs7NG/Sn9eFZmZiYyMjJk74uCvS4jI0OjYFu2bEFYWBhWr16NgIAAREdHIyQkBPHx8aUOopKUlIRJkyahZcuWavVLRFRuiFmodWnJkiX48ssvAby8cXrChAmYMGGCwraCIGDOnDka9ad0odZXsMWLF2P48OEYPHgwAGD16tXYs2cPYmJiMGXKFIXbSCQSfPzxx5g1axaOHz8u9wsFEVFFw0k5dKt9+/awsbGBIAj44osv0LdvXzRp0kSujUgkQqVKleDn54emTZtq1J/SR1MfwfLz83HhwgVMnTpVtkwsFqNt27YKZyYp8uWXX8LR0RFDhw7F8ePHS+0jLy8PeXl5svfZ2dkq5yQiMmpiM0MnKNeaNWsmm5AqJycHPXr0gLe3t876U7pQ6yNYeno6JBIJnJyc5JY7OTnhxo0bCrc5ceIEvvvuO8TFxSnVR1RUFGbNmqVpVCIi42RiwUvfepKbm4tvvvkG1tbWOi3UKt/xVRTsjz/+0EUelWRlZWHAgAFYt24d7O3tldpm6tSpePbsmex19OhRHackItIfwaIyINLsLmNSjrW1NUxNTVGpUiWd9qPyFxm6DGZvbw8TExOkpqbKLU9NTUWNGjWKtU9ISEBSUhK6dOkiWyaVvhw6z9TUFPHx8ahTp47cNhYWFrCwsJC9t7Gx0eZHICKiCqRHjx749ddfMWrUKJ2NyKnWr11Fwd70mJaqzM3N4efnh0OHDsmWSaVSHDp0SHbZ/VWenp64fPky4uLiZK+uXbsiODgYcXFxcHV11Wo+IiKiV/Xp0wdpaWkIDg7GTz/9hJMnT+LixYvFXppQ69bAPn36YPTo0QgODsbw4cPh7u6ucPi01282U0ZYWBgGDRqEpk2bwt/fH9HR0cjJyZHdBT5w4EC4uLggKioKlpaWxb4XqFq1KgDo9PsCIiIiAGjdurXsz4puZhYEASKRCBKJRO0+1CrUugzWu3dvPHr0COHh4UhJSYGvry/27dsnu8EsOTlZ41FeiIiItGH9+vU670OtQq3rYGPHjsXYsWMVrouNjS112w0bNmg/EBERkQKDBg3SeR9qFWp9BCMiIipLsrOzce/ePQCAq6ur1m5W1vgacnZ2Nq5fv47r169z8BAiIqpw/vrrLwQHB8POzg7e3t7w9vaGnZ0d2rRpg/Pnz2u8f7XHmfvrr7/wxRdf4MSJE7JHosRiMVq2bIkFCxZoPGQaERGRsTt79ixat24Nc3NzDBs2DA0bNgQAXL9+HT///DNatWqF2NhY+Pv7q92HWoVaH8GIiIhUtWLFCixcuBApKSnw8fHBsmXLSqxF69atw/fff48rV64AAPz8/DBv3jyVatf06dPh4uKCEydOFBvvIzIyEoGBgZg+fToOHjyo9mdS69J3UbD4+HisWrUK48aNw7hx47Bq1SrEx8ejZs2amD59utqhiIiIVFU0+2JERAQuXrwIHx8fhISEIC0tTWH72NhY9O3bF0eOHMHp06fh6uqK9u3b48GDB0r3efbsWYwcOVLhoFxOTk4YMWIEzpw5o/ZnAtQs1PoIRkREpIpXZ1/08vLC6tWrYW1tjZiYGIXtf/rpJ4wePRq+vr7w9PTEt99+KxtkS1lisRiFhYUlrpdIJBo/UqzW1voIRkREBLy8aTkzM1P2enUGxCJFsy+2bdtWtkyZ2RdflZubi4KCAlSrVk3pbM2bN8eKFStw9+7dYuuSk5OxcuVKBAYGKr0/RdT6jrooWL9+/eDm5qaTYERERAAQFBQk9z4iIgKRkZFyy9SZffF1kydPRs2aNeWK/ZvMmzcPrVq1gqenJz744APUr18fABAfH48dO3bA1NQUUVFRSu9PEbUKtT6CERERAcDRo0fh6+sre//qxEra8tVXX2Hz5s2IjY2FpaWl0ts1btwYZ8+exfTp07Fz507k5uYCeDmBVYcOHTBnzhx4eXlplE2tQq2PYERERMDLWQ5tbW1LbaPq7Iuv+vrrr/HVV1/hzz//RKNGjVTO5+XlhW3btkEqleLRo0cAAAcHB619Baz2c9S6DkZERKSsV2df7N69O4D/Zl8saUhqAFiwYAHmzp2L/fv3azz+h0gkkk11qc0pLzWuqkXBXg1IRESkb2FhYVi3bh02btyI69evY9SoUcVmX5w6daqs/fz58zFz5kzExMTA3d0dKSkpSElJUXmUzWvXrqFnz56wtbWFs7MznJ2dYWtri549e8qe0daE2mfU165dQ3h4OPbv3y936TskJASRkZGcZpKIiPRK1dkXV61ahfz8fPTs2VNuP4puVivJ8ePH8f7770MqlaJbt25y92zt3LkTf/zxB/bt24eWLVuq/bnUKtT6CEZERKQqVWZfTEpK0ri/0NBQODo64ujRo3B1dZVbd+/ePbRq1QphYWH466+/1O5DrUKtj2BERETG7urVq5g9e3axWgi8nEFr1KhRSp+dl0St76ivXr2K0aNHlxrs6tWrGgUjIiIydm5ubgoHYCmSn5+vsFaqQq1CrY9gRERExi48PBzffPMN4uLiiq27dOkSli1bpvEZtVqXvsPDwxEaGopOnTrJPYT+arDo6GiNghERERm7M2fOwMnJCX5+fmjevDnq1q0LALh16xZOnz4Nb29vnD59Wm4YU5FIhKVLlyrdh1qFWh/BiIiIjN3y5ctlfz558iROnjwpt/7y5cu4fPmy3DK9FGp9BCMiIjJ2UqlU532oVaj1EYyIiIg0GPCEiIiIXkpMTMQff/whm+7Szc0N77//Pjw8PDTet0aFWpfBiIiIyoKJEydi6dKlxa42i8ViTJgwAV9//bVG+1e7UOs6GBERkbFbtGgRlixZgp49e2LixIlo2LAhAOD69etYsmQJlixZAhcXF4SGhqrdh1rPURcF+/DDD3H69GlkZGQgIyMDp0+fRs+ePWXhiIiIyrN169aha9eu+OWXXxAQEABbW1vY2toiICAAmzdvRpcuXbBmzRqN+lCrUOsjGBERkbFLSkpCSEhIietDQkI0HlNcrUKtj2BERETGztHREX///XeJ6//++284ODho1IdahVofwYiIiIxdr1698O233+Krr75CTk6ObHlOTg7mz5+Pb7/9Fr1799aoD7VuJuvVqxeWLl0Kd3d3fPbZZ6hUqZIs2PLly/Htt99iwoQJGgUjIiIydrNnz0ZcXBymTZuG8PBw1KxZEwDw77//orCwEMHBwfjyyy816kOtQq2PYERERMbO2toahw4dwo4dO+QeV+7QoQM6duyILl26QCQSadSHWoVaH8GIiIiMWW5uLvr3748ePXrg448/Rrdu3XTSj8qFWl/BiIiIjJm1tTX+/PNPvP/++zrtR+WbyYqC5ebm6iIPERFRmdGiRQu5mSJ1Qa27vvURjIiIyNgtX74cx48fx4wZM3D//n2d9KFWodZHMCIiImPn4+OD+/fvIyoqCm5ubrCwsJANAlb0qlKlikZ9qHUzmY+PDwoLCxEVFYWoqCiYmprCwsJCro1IJMKzZ880CkdERGTMevToofObp9Uq1PoIRkREZOw2bNig8z7UKtT6CEZERGSsXrx4gR07diAxMRH29vbo1KkTnJ2dddKXSoVan8GIiIiMUVpaGpo3b47ExEQIggDg5RNR27dvR9u2bbXen9KFWt/BiIiIjNHs2bORlJSE0NBQtGnTBrdv38bs2bMxcuRIJCQkaL0/pQu1voMREREZowMHDmDgwIH4+uuvZcucnJzQr18/xMfHo0GDBlrtT+lCre9gRERExig5ORmTJ0+WW9aiRQsIgoDU1FSt10Oln6NOTk5GixYtSgxGRERUEeTl5cHS0lJuWdH7wsJCrfen9Bm1voMREREZq6SkJFy8eFH2vmjckFu3bqFq1arF2jdp0kTtvlS661ufwYiIiIzVzJkzMXPmzGLLR48eLfdeEASIRCJIJBK1+1KpUOszGBERkTFav369XvtTulDrM9iKFSuwcOFCpKSkwMfHB8uWLYO/v7/CtuvWrcP333+PK1euAAD8/Pwwb968EtsTERFpYtCgQXrtT+lCra9gW7ZsQVhYGFavXo2AgABER0cjJCQE8fHxcHR0LNY+NjYWffv2RfPmzWFpaYn58+ejffv2uHr1KlxcXPSSmYiISFfUmj1LlxYvXozhw4dj8ODB8PLywurVq2FtbY2YmBiF7X/66SeMHj0avr6+8PT0xLfffgupVIpDhw7pOXnZ1LRpU7z11lto2rSpoaMQEZECao31rSv5+fm4cOECpk6dKlsmFovRtm1bpee/zs3NRUFBAapVq6ZwfV5eHvLy8mTvs7OzNQtdxqWkpODBgweGjkFERCUwqjPq9PR0SCQSODk5yS13cnJCSkqKUvuYPHkyatasWeKwplFRUahSpYrsFRQUpHFuIiIiXTGqQq2pr776Cps3b8a2bduKPfNdZOrUqXj27JnsdfToUT2nJCIiUp5RXfq2t7eHiYlJsZHOUlNTUaNGjVK3/frrr/HVV1/hzz//RKNGjUpsZ2FhAQsLC9l7GxsbzUITERHpkFGdUZubm8PPz0/uRrCiG8OaNWtW4nYLFizA7NmzsW/fPt4URURE5YpRnVEDQFhYGAYNGoSmTZvC398f0dHRyMnJweDBgwEAAwcOhIuLC6KiogAA8+fPR3h4ODZt2gR3d3fZd9k2NjY8WyYiojLP6Ap179698ejRI4SHhyMlJQW+vr7Yt2+f7Aaz5ORkiMX/XQhYtWoV8vPz0bNnT7n9REREIDIyUp/RiYiItM7oCjUAjB07FmPHjlW4LjY2Vu59UlKS7gMREREZiFF9R01ERETyWKiJiIiMGAs1ERGREWOhJiKicmPFihVwd3eHpaUlAgICcO7cuVLbb926FZ6enrC0tMQ777yDvXv36imp8lioK7gaNWrAxcXljQPKEBEZu6LZFyMiInDx4kX4+PggJCQEaWlpCtufOnUKffv2xdChQ3Hp0iV0794d3bt3l02bbCxYqCu48+fP4/79+zh//ryhoxARaUTV2ReXLl2KDh064PPPP0fDhg0xe/ZsNGnSBMuXL9dz8tKxUBMRUZlXNPviqxMyvWn2xdOnTxebwCkkJETp2Rr1xSifoyb9kkgkkEqlButfKimEVCKBVFKIgoICg+UwlEKJFIUSw/39G4NCQQqxRFquj39hQQEKCgohkeZCVFBo6DgaEQrzZf+/CmLdHbPCwpd/T9nZ2cjMzJQtf33OBqD02Rdv3LihcP8pKSkazdaoLyzURsBayEVuRi66TZhnkP5vnDmEm2cPG6Tv1/0yZ5ShI5AhTfzJ0AnICL0+HXFFG3mShZrQwD8Y9d9tbdAMuSJr2FephB/Dhxo0hyH8tWwwHmWX7TMsTVURnsG8cnW8+9l6Q0fRKen/n4mWB2ITU4hNzXXax6VLlxAQEICjR4/C19dXtvz1s2lAvdkXa9SoodZsjfrGQk0QicUQGTiDWGQCsYkpzMzMDJxE/0xNxDA1qdi3i5gKL/8Oyv3xL++fT8tMTV+WKBsbG9ja2pba9tXZF7t37w7gv9kXSxqSulmzZjh06BAmTJggW3bw4MFSZ2s0BBbqCu7ozyuQl5sNC2sbBPUdY+g4RERqU3X2xfHjxyMoKAiLFi1Cp06dsHnzZpw/fx5r16415McohoW6gsvLzcaL7Mw3NyQiMnKqzr7YvHlzbNq0CTNmzMC0adNQr149bN++Hd7e3ob6CAqxUBMRUbmhyuyLANCrVy/06tVLx6k0U7G/GCMiIjJyLNRERERGjIWaiIjIiLFQExERGTEWaiIiIiPGQk1ERGTEWKiJiIiMGAs1ERGREWOhJiIiMmIs1EREREaMhZqIiMiIcazvCs7C2kbuv0REZFxYqCs4Tm1JRGTceOmbiIjIiLFQExERGTEWaiIiIiPGQk1ERGTEWKiJiIiMGAs1ERGREWOhJiIiMmIs1EREREaMhZqIiMiIsVATEREZMRZqIiIiI8ZCTUREZMRYqImIiIwYCzUREZERY6EmIiIyYizURERERoyFmoiIyIixUBMRERkxFmoiIiIjZpSFesWKFXB3d4elpSUCAgJw7ty5Uttv3boVnp6esLS0xDvvvIO9e/fqKSkREZFuGV2h3rJlC8LCwhAREYGLFy/Cx8cHISEhSEtLU9j+1KlT6Nu3L4YOHYpLly6he/fu6N69O65cuaLn5ERERNpndIV68eLFGD58OAYPHgwvLy+sXr0a1tbWiImJUdh+6dKl6NChAz7//HM0bNgQs2fPRpMmTbB8+XI9JyciItI+oyrU+fn5uHDhAtq2bStbJhaL0bZtW5w+fVrhNqdPn5ZrDwAhISElticiIipLTA0d4FXp6emQSCRwcnKSW+7k5IQbN24o3CYlJUVh+5SUFIXt8/LykJeXJ3ufnZ0NALh+/bom0dX25OFdvMh6YpC+jckLkSXEuda4ePGioaPo3Y17j/H0ucTQMQzKRsiGmTVg+trxd3Z2hrOzs4FSaebhw4d4+PChoWOUaYb6uWxsjKpQ60NUVBRmzZolt8zNzQ39+/c3UCJ61YG1cwwdgQxpkfyNoBEREYiMjDRMFg2tWbOm2M8aUl1QUFCZ/WVNW4yqUNvb28PExASpqalyy1NTU1GjRg2F29SoUUOl9lOnTkVYWJjcsidPnuDJk4p5VpudnY2goCAcPXoUNjY2ho5DBmDM/wbK8g/okSNHomvXrnrt05iPpbrK8lUVbREJgiAYOsSrAgIC4O/vj2XLlgEApFIpatWqhbFjx2LKlCnF2vfu3Ru5ubnYtWuXbFnz5s3RqFEjrF69Wm+5y6rMzExUqVIFz549g62traHjkAHw30D5wWNZPhnVGTUAhIWFYdCgQWjatCn8/f0RHR2NnJwcDB48GAAwcOBAuLi4ICoqCgAwfvx4BAUFYdGiRejUqRM2b96M8+fPY+3atYb8GERERFphdIW6d+/eePToEcLDw5GSkgJfX1/s27dPdsNYcnIyxOL/blZv3rw5Nm3ahBkzZmDatGmoV68etm/fDm9vb0N9BCIiIq0xukvfpF95eXmIiorC1KlTYWFhYeg4ZAD8N1B+8FiWTyzURERERsyoBjwhIiIieSzURERERoyFmrQqKSkJIpEIGzZsMHQUIqJygYXagBISEjBy5EjUrl0blpaWsLW1RWBgIJYuXYrnz5/rrN9r164hMjISSUlJOutDGXPnzkXXrl3h5OQEkUhUZkeg0jWRSKTUKzY2VuO+cnNzERkZqdK+eBxVw+NJqjK6x7Mqij179qBXr16wsLDAwIED4e3tjfz8fJw4cQKff/45rl69qrNnwa9du4ZZs2ahdevWcHd310kfypgxYwZq1KiBxo0bY//+/QbLYex++OEHuffff/89Dh48WGx5w4YNNe4rNzdXNuxl69atldqGx1E1PJ6kKhZqA0hMTESfPn3g5uaGw4cPyw2PN2bMGNy+fRt79uwxYML/CIKAFy9ewMrKSuv7TkxMhLu7O9LT0+Hg4KD1/ZcXr49Df+bMGRw8eNBoxqfncVQNjyepipe+DWDBggXIzs7Gd999p3AM27p162L8+PGy94WFhZg9ezbq1KkDCwsLuLu7Y9q0aXKzgAGAu7s7OnfujBMnTsDf3x+WlpaoXbs2vv/+e1mbDRs2oFevXgCA4ODgYpfZivaxf/9+NG3aFFZWVlizZg0A4M6dO+jVqxeqVasGa2trvPfeexr9QmHIs/nyRiqVIjo6Gm+//TYsLS3h5OSEkSNH4unTp3Ltzp8/j5CQENjb28PKygoeHh4YMmQIgJf3FxT9YJ41a5bs38abLn3yOGofjye9imfUBrBr1y7Url0bzZs3V6r9sGHDsHHjRvTs2RMTJ07E2bNnERUVhevXr2Pbtm1ybW/fvo2ePXti6NChGDRoEGJiYvDJJ5/Az88Pb7/9Nlq1aoVx48bhm2++wbRp02SX1169zBYfH4++ffti5MiRGD58OBo0aIDU1FQ0b94cubm5GDduHKpXr46NGzeia9eu+PXXX/HBBx9o7y+IVDZy5Ehs2LABgwcPxrhx45CYmIjly5fj0qVLOHnyJMzMzJCWlob27dvDwcEBU6ZMQdWqVZGUlITff/8dAODg4IBVq1Zh1KhR+OCDD/Dhhx8CABo1amTIj1Yh8XiSHIH06tmzZwIAoVu3bkq1j4uLEwAIw4YNk1s+adIkAYBw+PBh2TI3NzcBgHDs2DHZsrS0NMHCwkKYOHGibNnWrVsFAMKRI0eK9Ve0j3379sktnzBhggBAOH78uGxZVlaW4OHhIbi7uwsSiUQQBEFITEwUAAjr169X6vMJgiA8evRIACBEREQovU1FNmbMGOHV/3WPHz8uABB++uknuXb79u2TW75t2zYBgPDXX3+VuG9NjgWPo3p4POlNeOlbzzIzMwEAlStXVqr93r0v5+d9fWrOiRMnAkCxS89eXl5o2bKl7L2DgwMaNGiAO3fuKJ3Rw8MDISEhxXL4+/ujRYsWsmU2NjYYMWIEkpKScO3aNaX3T9q1detWVKlSBe3atUN6errs5efnBxsbGxw5cgQAULVqVQDA7t27UVBQYMDEVBoeT3odC7WeFU09l5WVpVT7u3fvQiwWo27dunLLa9SogapVq+Lu3btyy2vVqlVsH3Z2dsW+2yqNh4eHwhwNGjQotrzokvnrOUh/bt26hWfPnsHR0REODg5yr+zsbKSlpQEAgoKC0KNHD8yaNQv29vbo1q0b1q9fX+xeBzIsHk96Hb+j1jNbW1vUrFkTV65cUWk7kUikVDsTExOFywUVhnTXxR3epDtSqRSOjo746aefFK4vuqFIJBLh119/xZkzZ7Br1y7s378fQ4YMwaJFi3DmzBnY2NjoMzaVgMeTXsdCbQCdO3fG2rVrcfr0aTRr1qzUtm5ubpBKpbh165bcDV+pqanIyMiAm5ubyv0rW/RfzxEfH19s+Y0bN2TryTDq1KmDP//8E4GBgUr9kvXee+/hvffew9y5c7Fp0yZ8/PHH2Lx5M4YNG6bWvw3SLh5Peh0vfRvAF198gUqVKmHYsGFITU0ttj4hIQFLly4FAHTs2BEAEB0dLddm8eLFAIBOnTqp3H+lSpUAABkZGUpv07FjR5w7dw6nT5+WLcvJycHatWvh7u4OLy8vlXOQdnz00UeQSCSYPXt2sXWFhYWy4/z06dNiV1Z8fX0BQHa51NraGoBq/zZIu3g86XU8ozaAOnXqYNOmTejduzcaNmwoNzLZqVOnsHXrVnzyyScAAB8fHwwaNAhr165FRkYGgoKCcO7cOWzcuBHdu3dHcHCwyv37+vrCxMQE8+fPx7Nnz2BhYYE2bdrA0dGxxG2mTJmCn3/+Ge+//z7GjRuHatWqYePGjUhMTMRvv/0GsVj13/l++OEH3L17F7m5uQCAY8eOYc6cOQCAAQMG8CxdSUFBQRg5ciSioqIQFxeH9u3bw8zMDLdu3cLWrVuxdOlS9OzZExs3bsTKlSvxwQcfoE6dOsjKysK6detga2sr+4XQysoKXl5e2LJlC+rXr49q1arB29sb3t7eJfbP46hdPJ5UjIHvOq/Qbt68KQwfPlxwd3cXzM3NhcqVKwuBgYHCsmXLhBcvXsjaFRQUCLNmzRI8PDwEMzMzwdXVVZg6dapcG0F4+WhVp06divUTFBQkBAUFyS1bt26dULt2bcHExETuUa2S9iEIgpCQkCD07NlTqFq1qmBpaSn4+/sLu3fvlmujyuNZQUFBAgCFL0WPjtFLrz/OU2Tt2rWCn5+fYGVlJVSuXFl45513hC+++EL4999/BUEQhIsXLwp9+/YVatWqJVhYWAiOjo5C586dhfPnz8vt59SpU4Kfn59gbm6u1OM5PI6a4fGkNxEJggp3GREREZFe8TtqIiIiI8ZCTUREZMRYqImIiIwYCzUREZERY6EmIiIyYizURERERoyF2ogtWLAAnp6ekEqlho6isT59+uCjjz4ydIwyhcefFElKSoJIJMKGDRsMHYX0hIXaSGVmZmL+/PmYPHmybNQvkUgEkUiERYsWFWu/YcMGiEQinD9/XutZ2rVrB5FIhLFjxypc/91336Fhw4awtLREvXr1sGzZsmJtJk+ejN9++w1///231vOVRzz+RFSEhdpIxcTEoLCwEH379i22buHChbLh/XTt999/lxvf+3Vr1qzBsGHD8Pbbb2PZsmVo1qwZxo0bh/nz58u1a9y4MZo2baqwyFBxPP5UEjc3Nzx//hwDBgwwdBTSF0MPjUaKNWrUSOjfv7/cMgCCr6+vAEBYtGiR3Lr169cLAIS//vpLaxmeP38uuLu7C19++aUAQBgzZozc+tzcXKF69erFhhz9+OOPhUqVKglPnjyRW/71118LlSpVErKysrSWsbzi8SeiIjyjNkKJiYn4559/0LZt22LrAgMD0aZNGyxYsADPnz/XaY4FCxZAKpVi0qRJCtcfOXIEjx8/xujRo+WWjxkzBjk5OdizZ4/c8nbt2iEnJwcHDx7UWebygMe//IuMjIRIJMLNmzfRv39/VKlSBQ4ODpg5cyYEQcC9e/fQrVs32NraokaNGnJXIhR9R/3JJ5/AxsYGDx48QPfu3WFjYwMHBwdMmjQJEolE1i42NhYikQixsbFyeRTtMyUlBYMHD8Zbb70FCwsLODs7o1u3bkhKStLR3wqVhIXaCJ06dQoA0KRJE4XrIyMjkZqailWrVpW6n7y8PKSnpyv1el1ycjK++uorzJ8/v8Q5cS9dugQAaNq0qdxyPz8/iMVi2foiXl5esLKywsmTJ0vNXdHx+FccvXv3hlQqxVdffYWAgADMmTMH0dHRaNeuHVxcXDB//nzUrVsXkyZNwrFjx0rdl0QiQUhICKpXr46vv/4aQUFBWLRoEdauXatWth49emDbtm0YPHgwVq5ciXHjxiErKwvJyclq7Y/Ux2kujdCNGzcAAB4eHgrXt2zZEsHBwVi4cCFGjRpV4g/Sn3/+GYMHD1aqT+G1uVkmTpyIxo0bo0+fPiVu8/DhQ5iYmBSbHtPc3BzVq1fHv//+K7fc1NQUrq6uuHbtmlKZKioe/4rD398fa9asAQCMGDEC7u7umDhxIqKiojB58mQAQN++fVGzZk3ExMSgVatWJe7rxYsX6N27N2bOnAkA+PTTT9GkSRN89913GDVqlEq5MjIycOrUKSxcuFDuisrUqVNV/YikBSzURujx48cwNTWFjY1NiW0iIyMRFBSE1atXIzQ0VGGbkJAQtS4zHjlyBL/99hvOnj1barvnz5/D3Nxc4TpLS0uFl2bt7OwUnsHRf3j8K45hw4bJ/mxiYoKmTZvi/v37GDp0qGx51apV0aBBA9y5c+eN+/v000/l3rds2RI//PCDyrmsrKxgbm6O2NhYDB06FHZ2dirvg7SHhbqMatWqFYKDg7FgwYJi/3MWcXZ2hrOzs0r7LSwsxLhx4zBgwAC8++67pba1srJCfn6+wnUvXrxQeKYnCAJEIpFKmag4Hv/yoVatWnLvq1SpAktLS9jb2xdb/vjx41L3ZWlpCQcHB7lldnZ2ePr0qcq5LCwsMH/+fEycOBFOTk5477330LlzZwwcOBA1atRQeX+kGRZqI1S9enUUFhYiKysLlStXLrFdREQEWrdujTVr1qBq1arF1j9//hzPnj1Tqs+i//m+//57xMfHY82aNcVuGsnKykJSUhIcHR1hbW0NZ2dnSCQSpKWlyV3+zM/Px+PHj1GzZs1i/Tx9+hT16tVTKlNFxeNfcZiYmCi1DCj+9YSy272qpF+SXr3hrMiECRPQpUsXbN++Hfv378fMmTMRFRWFw4cPo3Hjxm/si7SHN5MZIU9PTwAv7/4tTVBQEFq3bo358+crvMy4ZcsW2VnVm15FkpOTUVBQgMDAQHh4eMhewMsf4h4eHjhw4AAAwNfXFwCKDbJx/vx5SKVS2foihYWFuHfvHho2bKjS30dFw+NPulJ0CTsjI0Nu+d27dxW2r1OnDiZOnIgDBw7gypUryM/P57PwBsAzaiPUrFkzAC9/4DVq1KjUtpGRkWjdurXCOzvV+Y6yT58+xX7AAsAHH3yAjh07Yvjw4QgICAAAtGnTBtWqVcOqVavQsWNHWdtVq1bB2toanTp1ktvHtWvX8OLFCzRv3lylTBUNjz/pipubG0xMTHDs2DF0795dtnzlypVy7XJzcyEWi2FpaSlbVqdOHVSuXBl5eXn6ikv/j4XaCNWuXRve3t74888/MWTIkFLbBgUFISgoCEePHi22Tp3vKD09PWVndK/z8PCQ+5/bysoKs2fPxpgxY9CrVy+EhITg+PHj+PHHHzF37lxUq1ZNbvuDBw/C2toa7dq1UylTRcPjT7pSpUoV9OrVC8uWLYNIJEKdOnWwe/dupKWlybW7efMm/ve//+Gjjz6Cl5cXTE1NsW3bNqSmppb6JADpBgu1kRoyZAjCw8Px/PnzEh+/KRIZGYng4GA9JZM3evRomJmZYdGiRdi5cydcXV2xZMkSjB8/vljbrVu34sMPPyz1e1d6icefdGXZsmUoKCjA6tWrYWFhgY8++ggLFy6Et7e3rI2rqyv69u2LQ4cO4YcffoCpqSk8PT3xyy+/oEePHgZMXzGJhDfdoUAG8ezZM9SuXRsLFiyQe1SjrIqLi0OTJk1w8eJFhZdWSR6PPxEVYaE2YvPnz8f69etx7do12QxKZVWfPn0glUrxyy+/GDpKmcHjT0QACzUREZFRK9u/phMREZVzLNRERERGjIWaiIjIiLFQExERGTEWaiIiKiYpKQkikQgbNmwwdJQKj4WaiEhDCQkJGDlyJGrXrg1LS0vY2toiMDAQS5cuVTgOu7Zcu3YNkZGRxSZQ0be5c+eia9eucHJygkgkQmRkpEHzlDccmYyISAN79uxBr169YGFhgYEDB8Lb2xv5+fk4ceIEPv/8c1y9elXhWOzacO3aNcyaNQutW7eGu7u7TvpQxowZM1CjRg00btwY+/fvN1iO8oqFmohITYmJiejTpw/c3Nxw+PBhubHVx4wZg9u3b2PPnj0GTPgfQRBKnCdcU4mJiXB3d0d6enqxObFJc7z0TUSkpgULFiA7OxvfffedwglQ6tatKzfueWFhIWbPno06derAwsIC7u7umDZtWrEZqdzd3dG5c2ecOHEC/v7+sLS0RO3atfH999/L2mzYsAG9evUCAAQHB0MkEkEkEiE2NlZuH/v370fTpk1hZWWFNWvWAADu3LmDXr16oVq1arC2tsZ7772n0S8UhjybrwhYqImI1LRr1y7Url1b6ak7hw0bhvDwcDRp0gRLlixBUFAQoqKiFM5Idfv2bfTs2RPt2rXDokWLYGdnh08++QRXr14FALRq1Qrjxo0DAEybNg0//PADfvjhB7n5vuPj49G3b1+0a9cOS5cuha+vL1JTU9G8eXPs378fo0ePxty5c/HixQt07doV27Zt08LfCmmdQEREKnv27JkAQOjWrZtS7ePi4gQAwrBhw+SWT5o0SQAgHD58WLbMzc1NACAcO3ZMtiwtLU2wsLAQJk6cKFu2detWAYBw5MiRYv0V7WPfvn1yyydMmCAAEI4fPy5blpWVJXh4eAju7u6CRCIRBEEQEhMTBQDC+vXrlfp8giAIjx49EgAIERERSm9Db8YzaiIiNWRmZgKA0tN27t27FwAQFhYmt3zixIkAUOzSs5eXF1q2bCl77+DggAYNGuDOnTtKZ/Tw8EBISEixHP7+/mjRooVsmY2NDUaMGIGkpCRcu3ZN6f2TfrBQExGpwdbWFgCQlZWlVPu7d+9CLBajbt26cstr1KiBqlWr4u7du3LLa9WqVWwfdnZ2ePr0qdIZPTw8FOZo0KBBseVFl8xfz0GGx0JNRKQGW1tb1KxZE1euXFFpO5FIpFQ7ExMThcsFFSY81MUd3qR/LNRERGrq3LkzEhIScPr06Te2dXNzg1Qqxa1bt+SWp6amIiMjA25ubir3r2zRfz1HfHx8seU3btyQrSfjwkJNRKSmL774ApUqVcKwYcOQmppabH1CQgKWLl0KAOjYsSMAIDo6Wq7N4sWLAQCdOnVSuf9KlSoBADIyMpTepmPHjjh37pzcLxc5OTlYu3Yt3N3d4eXlpXIO0i0OeEJEpKY6depg06ZN6N27Nxo2bCg3MtmpU6ewdetWfPLJJwAAHx8fDBo0CGvXrkVGRgaCgoJw7tw5bNy4Ed27d0dwcLDK/fv6+sLExATz58/Hs2fPYGFhgTZt2sDR0bHEbaZMmYKff/4Z77//PsaNG4dq1aph48aNSExMxG+//QaxWPXztx9++AF3795Fbm4uAODYsWOYM2cOAGDAgAE8S9eUoW87JyIq627evCkMHz5ccHd3F8zNzYXKlSsLgYGBwrJly4QXL17I2hUUFAizZs0SPDw8BDMzM8HV1VWYOnWqXBtBePloVadOnYr1ExQUJAQFBcktW7dunVC7dm3BxMRE7lGtkvYhCIKQkJAg9OzZU6hatapgaWkp+Pv7C7t375Zro8rjWUFBQQIAhS9Fj46RakSCoMKdCURERKRX/I6aiIjIiLFQExERGTEWaiIiIiPGQk1ERGTEWKiJiIiMGAs1ERGREWOhJiIiMmIs1EREREaMhZqIiMiIsVATEREZMRZqIiIiI8ZCTUREZMRYqImIiIzY/wGFbXMGz0APggAAAABJRU5ErkJggg==", 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AgAFQKpVVPtZXqQJkEDBg3RWcmhRouiPr3DTTbId0wqAmsnCenp4a/7UUbQd/WuWyZ16NxjOvVn/NuNv0BPX/27l6aLzXhSHr/N2cOXO0Hkk/TgAgQMCcg7fwrw8DDB5PQ3EOUJIP2Dk/uS8ZjUFNZOHOnj0rdgmkp7S0NBw4cOCJIf2IUgV8++t9095glv8ng7qWMKiJCEqlEiqVSpSxK5QqVChVsFKqUF5eLkoNtUVVUQaVssLo7RxM+FbnkH5EEIDDl+9jyPPGff1Mvb3s67CqW7NzlFdUGP9nZQ4Y1EQSkCdzAQorkDD3bVHG/yrxV2w/dlGUsTXEfCV2BWbt/S+v4/0vr5toa31MtB16EgY1EWFgj2cxIPRZ0cZ3EfJg61Qfz/1jo2g11LSK0ge4//tZWMmtIbO2NWpbO/YdwEfT5+m93uqB3hjcyfiHgQiCgGLvF+EQMV3ju+KmduHCBXTu3LnGtv+0YFATEeRW4s4mbC1YwVpuBRsbG1HrqEkylQ1sbKwhVzhAbuQ83y+GvgCZLF6v098yGRDeygU21nKjxgYACAKUcsDGxgbWNbjPrK0ZUQDn+iYieuo0aeSFiJ4vQC7XLXTlVsArz7qiaT3TPQhEkBt3VoB0x19XiCzchJWHkVNYjLqO9lj6YYTY5ZCOPv7H+/j++EnIZLJqj6xlAGSQYWqEl0nHF6ztTbo9qhqPqIksXE5hMe7lFyOnsFjsUkgP7dsFYMPyBZDLrao8spZbAXIrGbYP88Nz3o5a+xhKaW/Cmc6oWgxqIqKnVJ+Xw3D46y0ID+0GmUymsUwmA3r7u+LER63Qt11dk4+tqmOar3nRk/HUNxHRU6x9uwBs/+KfuJ2egRd690dufgFc7eU4N/lZk16T/juVbR2o7PiYy9rCI2oiIjPQpJEXHBweXjeuY2tVYyENAEpX34eH7FQrGNRERKSXinqGP5aT9MegJiIivVS4tRa7BIvCoCYiIp0J9vWgcjTtV72oegxqIiLSWYVnEK9P1zIGNRER6azCq73YJVgcBjUREelEsK8PZb0WYpdhcRjURESkk/LGzwMyxkZt4584ERE9mcwK5d4hYldhkRjURET0RBWe7SHYczYyMXAKUSIieqIyPz5ZrSo5OTnYvn07bt68iZycnEpPM5PJZFi/fr3B22dQExFRtZTuAVDV9RW7DEk6fPgw+vXrh6KiIjg7O6Nu3coPQHn8gSn6YlATEVG1Slu8InYJkhUTEwNPT0/s3bsXbdq0qZExGNREFq6uo73Gf4n+TukeAFW95mKXIVnXr1/HwoULayykAQY1kcVb+iGvPVLVSlu+JnYJktaiRQsUFBTU6Bi865uIiLRSugdA5cpr09WZM2cOVq5cidTU1Bobg0fURESkFa9NVzZu3LhKbQ0aNEDr1q0RHh6OJk2aQC6XayyXyWRYtmyZwWMyqImIqBJl/Va8Nq3F559/XuWyAwcOaG1nUBMRkcmVNee9C9qoVKpaH5PXqImISIPKuTGUDQLELoP+h0FNREQayvxefiqfOX3ixAn06dMHDRs2hEwmw/79+5+4TlJSEtq3bw+FQoHmzZtj06ZNNV6nvhjURESkJji4oaJhR7HLMEhRURHatWuHFStW6NQ/JSUFkZGR6NGjB5KTkzFhwgSMGDEChw8fruFK9cNr1EREpFbaIhKwejqjoVevXujVq5fO/VevXg1fX18sWrQIANC6dWucPHkSS5YsQUSEdK7RS+6IesWKFfDx8YGdnR06d+6MM2fOVNs/NzcXY8aMgZeXFxQKBZ555hkcPHiwlqolIjIfgkMDVDTuInYZlRQWFiI/P1/9Ki0tNcl2T58+jbCwMI22iIgInD592iTbNxVJBfXOnTsRHR2N2NhYnD9/Hu3atUNERASys7O19i8rK0N4eDhSU1Px9ddf49q1a1i3bh0aNWpUy5UTET39Slu/Kcmj6ZCQELi4uKhf8fHxJtluZmYmPDw8NNo8PDyQn5+P4uJik4xhCpLaI4sXL8bIkSMxbNgwAA9PSyQkJGDDhg2YMmVKpf4bNmzA/fv3cerUKdjY2AAAfHx8arNkIiKzoKzXHBVeHcQuQ6vjx48jMDBQ/V6hUIhXjA4EQcCxY8dQWlqKbt26wcnJyajtSeaIuqysDOfOndM4DWFlZYWwsLAqT0N888036NKlC8aMGQMPDw8EBARg3rx5UCqVtVU2EdHTT2aF0oC3JXunt6OjI5ydndUvUwW1p6cnsrKyNNqysrLg7OwMe3vdHlLzf//3f+jRo4f6vSAIeOmllxAeHo7IyEi0adMGN27cMKpOyQT13bt3oVQqtZ6GyMzM1LrOzZs38fXXX0OpVOLgwYOYMWMGFi1ahDlz5lQ5Tmlpqca1jsLCQpN+DiKip025Tw+oXJqKXUat69KlCxITEzXajhw5gi5ddL9Ov2fPHnTq1En9/uuvv0ZiYiLmzJmDAwcOQKlUIi4uzqg6JXXqW18qlQru7u5Yu3Yt5HI5OnTogPT0dCxcuBCxsbFa14mPj8esWbNquVIiImkSFC5m84SswsJCXL9+Xf0+JSUFycnJqFevHpo2bYqpU6ciPT0dW7ZsAQB88MEH+PzzzzFp0iS89957OHr0KHbt2oWEhASdx0xPT0fz5n9Ntbp37174+/tj6tSpAIDRo0dj1apVRn0ug4+olUolduzYgVGjRuH111/Hr7/+CgDIy8vD3r17K51OeBI3NzfI5XKtpyE8PT21ruPl5YVnnnlGYwL01q1bIzMzE2VlZVrXmTp1KvLy8tSv48eP61UnEZE5KX12AGDjIHYZJnH27FkEBQUhKCgIABAdHY2goCDMnDkTAJCRkYG0tDR1f19fXyQkJODIkSNo164dFi1ahC+++EKvr2ZZW1ur70IXBAGJiYl4+eWX1cs9PDxw9+5doz6XQUfUubm5ePnll3HmzBk4OjqiqKgI//jHPwA8vJYwbtw4DB48GPPmzdN5m7a2tujQoQMSExPRt29fAA+PmBMTEzF27Fit63Tt2hXbtm2DSqWCldXD3zl+++03eHl5wdbWVus6CoVC4/qGo6OjzjUSEZkTpVtrVDR8TuwyTCY0NBSCIFS5XNusY6Ghobhw4YLBYwYEBODLL7/EoEGDsG/fPty7dw+RkZHq5bdu3YKbm5vB2wcMPKKeMmUKLl26hMOHD+PmzZsafzByuRz9+vUz6LvM0dHRWLduHTZv3owrV65g9OjRKCoqUt8FPnjwYPXpBODhKYX79+9j/Pjx+O2335CQkIB58+ZhzJgxhnwsIiLLIbNCaUCUZG8ge1rMnDkTycnJcHNzw8iRI9G1a1eNm8sSEhLw3HPG/TJk0BH1/v378Y9//APh4eG4d+9epeXPPPOMQfOlDhgwAHfu3MHMmTORmZmJwMBAHDp0SH2DWVpamvrIGQCaNGmCw4cP46OPPkLbtm3RqFEjjB8/HpMnTzbkYxERWYxyn1ConBqKXcZTLzw8HOfPn8eRI0fg6uqKAQMGqJfl5OTghRdewGuvGXcPgEFBnZeXB19f3yqXl5eXo6KiwqCCxo4dW+Wp7qSkpEptXbp0wU8//WTQWEREFsnaDmUt+ohdhdnw9/eHv79/pfa6detiyZIlRm/foFPffn5+OH/+fJXLv/vuO61FExGR+Mp8X4SgMG4SDqo9Bh1RjxgxApMnT0ZoaChefPFFAIBMJkNpaSk++eQTHDp0CGvXrjVpoUREZAJyBcqavSR2FU81X19fyB67tn/z5s0aG8+goB4/fjwuXbqEqKgouLq6AgDefvtt3Lt3DxUVFRg1ahSGDx9uyjqJiMgEypt2A2zriF3GU23IkCGVgromGRTUMpkM69atw5AhQ/D111/j999/h0qlgp+fH9566y288MILpq6TiIiMJkNZs3Cxi3jqGTvTmL6MmpmsW7du6Natm6lqISKiGqR0fxaCg3Hf6aXa91RPIUpERLorbxoidglmSalUqucVycnJqTTpikwmw4wZMwzevkFBre1C+uNkMpnRTwwhIiLTEGwdUeHRRuwyzM7Zs2fx5ptv4o8//qhyVjRRgjokJKRSUCuVSty6dQs//vgjAgIC1HOtEhGR+CoaPgdY8SSqqX344YcoLi7G/v370b17d/UN1qZk0F6rbtax//73v4iIiMCgQYMMrYmIiEysvFFnsUswS7/88gvmzp2LPn1qbgIZkz+Pul27dhg1ahSn8SQikgjBzhWqus3ELsMsNW7cuNoHgZiCyYMaePhYr8uXL9fEpomISE8VnkGArEZ+3Fu8yZMnY926dcjPz6+xMUx+weLevXtYv349GjdubOpNExGRASo82opdgtkqKCiAo6MjmjdvjoEDB6JJkyaQy+UafWQyGT766CODxzAoqHv27Km1PTc3F1evXkVZWRm2bt1qcFFERGQichso67cUuwqzNXHiRPX/f/7551r7iBLUKpWq0l3fMpkMvr6+CAsLw3vvvYdWrVoZXBQREZmGst4zgNxW7DLMVkpKSo2PYVBQa3vcJBERSU+FW2uxSzBr3t7eNT4Gv1RHRGTGlG487V0b0tPTceLECWRnZ+PNN99E48aNoVQqkZeXBxcXl0rXrfWhU1Bv2bLFoI0PHjzYoPWIiMgErO2gcm4qdhVmTRAExMTE4PPPP0dFRQVkMhnatGmDxo0bo7CwED4+Pvjkk08wYcIEg8fQKaiHDh2q94ZlMhmDmohIREpXX8DK8CM5erKFCxdi2bJlmDx5Ml588UWEh//1dDIXFxe88cYb2LNnT80HdW1cLCciItNScpKTGrdu3ToMHjwY8+bNw7179yotb9u2Lf79738bNYZOQV0bF8uJiMi0lK6+Ypdg9m7fvo3g4OAql9epU8foyVB4MxkRkZlwb+AGCCp42D4AAKicm4hckflzd3fH7du3q1x+7tw5NG1q3H0CBgd1ZmYm1q9fj/PnzyMvLw8qlUpjuUwmQ2JiolHFERGR7o59sx2yB3dRJ3EKBBsHCPb1xC7J7L3xxhtYvXo1hg4dChcXFwBQzzPy3XffYdOmTZg0aZJRYxgU1L/88gtCQ0NRXFyMli1b4tdff4W/vz9yc3ORnp4OPz8/NGnC3+SIiMSicvQCHpuYikxv1qxZOHbsGAIDA9G9e3fIZDLMnz8fM2bMwOnTpxEUFIRp06YZNYZBs7RPmTIFjo6OuHbtGr7//nsIgoBly5bh9u3b2LlzJ3JycvDpp58aVRgRERlO5egpdgkWwcXFBT/99BMmTZqE9PR02NnZ4fjx48jNzUVsbCx++OEHODg4GDWGQUfUP/74IyZNmoSmTZvi/v37AKA+9d2/f3+cPHkSH3/8MY4fP25UcUREZBihjrvYJVgMe3t7TJ8+HdOnT6+R7Rt0RK1SqeDh4QEAcHV1hVwuVwc2ALRp0wbnzp0zTYVERKQ3lUMDsUsgEzHoiNrX11f93WorKyv4+vri+++/x1tvvQUAOHXqFFxdXU1WJBER6UfFG8lqzZUrV7Bx40bcvHkTOTk5EARBY7mxN1frfESdk5Oj/v+XXnoJu3fvVr8fPXo0vvjiC4SFheHFF1/E5s2b8fbbbxtcFBERGYd3fNeOrVu3ok2bNli+fDmuX78OlUoFQRA0Xo9/K0pfOh9Re3p6onfv3hg0aBBiYmIQFRWF8vJy2NjYYMKECSgqKsKePXsgl8sxY8YMo+9yIyIiQ8kgKJzFLsIixMXFISgoCP/+97/h5uZWI2PoHNT9+vXDN998g2+++QZOTk544403MGjQIPTs2RMymaxGL6QTEZHuBFtHwIrzWdWGP//8ExMnTqyxkAb0OPX91VdfITs7G19++SW6d++Or776Ci+99BIaNWqEmJgYnD9/vsaKJCIi3fFouva0bdsWf/75Z42Ooddd3/b29oiKisK3336LzMxMrFy5Ei1atMDSpUvx3HPPoVWrVpgzZw5u3rxZU/USEdETMKhrz+LFi7F+/XqcOnWqxsYw+NxI3bp1MWrUKIwaNQrp6enYtm0btm/fjpkzZyI2NhadO3eu0cKJiEg7wdZR7BLM1quvvlqpzcXFBd27d4e/vz+aNm0KuVzz0aIymQz/+te/DB7TJBcxGjVqhI8//hgvv/wyZs6ciX/961/4+eefTbFpIiLSE4O65vzyyy/qubz/rmnTpigsLMTly5crLdPWXx9GB3VaWpr6aPrixYsQBAHBwcEYNGiQsZsmIiIDCLZOYpdgtlJTU2t9TIOC+u7du9i1axe2bduG06dPQxAEtGrVCp988gkGDRoEHx8fE5dJRES6EmyMm1uapEXnoC4qKsK+ffuwbds2JCYmory8HF5eXpgwYQIGDRqE9u3b12SdRESkIwZ17Tt+/DgSEhJw69YtAIC3tzciIyMREhJi9LZ1Dmp3d3eUlJTA0dERb7/9tvo71FZWBk0XTkRENcXaTuwKLEZZWRmioqKwf/9+CIKgnj47NzcXixYtwuuvv47t27fDxsbG4DF0TtmwsDBs374dWVlZ2LhxI8LCwhjSREQSJMgVYpdgMWbNmoV9+/YhJiYGGRkZuH//Pu7fv4/MzExMnDgRe/fuxSeffGLUGDofURtzazkREdUiueFHb6Sfbdu2YciQIViwYIFGu7u7O+bPn4+srCxs3boVs2fPNngMHhITEZkZwYpBXVsyMjLQuXPnKpd37twZmZmZRo3BoCYiMjdW8if3IZNo3LgxkpKSqlx+/PhxNG7c2KgxGNRERObGyAk2SHdDhgzBrl278MEHH+DatWtQKpVQqVS4du0aRo8ejd27d2Po0KFGjcHHqxARmR0GdW2ZNm0abty4gbVr12LdunXqm6wfPZd6yJAhRj/2mUFNRGR2GNS1RS6XY9OmTYiOjsbBgwc1vkfdu3dvtG3b1ugxGNREROaGp75rXdu2bU0SytrwGjUREZEeSkpK8MEHH2D58uXV9vvnP/+J0aNHo7y83KjxJBnUK1asgI+PD+zs7NC5c2ecOXNGp/V27NgBmUyGvn371myBRESSxiPqmrR27Vps2rQJkZGR1faLjIzExo0b8cUXXxg1nuSCeufOnYiOjkZsbCzOnz+Pdu3aISIiAtnZ2dWul5qaiokTJ6J79+61VCkRkTQJMsn9aDcru3btwptvvolmzZpV28/Pzw/9+/fH9u3bjRpPcntz8eLFGDlyJIYNGwZ/f3+sXr0aDg4O2LBhQ5XrKJVKDBo0CLNmzXriHxwRkdnjAXWN+vXXX9GtWzed+gYHB+OXX34xajxJBXVZWRnOnTuHsLAwdZuVlRXCwsJw+vTpKtf75JNP4O7ujuHDhz9xjNLSUuTn56tfhYWFJqmdiEgyZJzwpCaVlZXB1tZWp762trYoLS01ajxJ3fV99+5dKJVKeHh4aLR7eHjg6tWrWtc5efIk1q9fj+TkZJ3GiI+Px6xZs4wtlYhIujgzWY1q2LAhLl68qFPfixcvomHDhkaNJ6kjan0VFBTg3Xffxbp16+Dm5qbTOlOnTkVeXp76dfz48RqukoiolskkdQxWq/S5GXnTpk2QyWQaLzu7Jz8iNCwsDFu2bHnivVPZ2dnYsmULwsPD9f4cfyepoHZzc4NcLkdWVpZGe1ZWFjw9PSv1v3HjBlJTU9GnTx9YW1vD2toaW7ZswTfffANra2vcuHGj0joKhQLOzs7ql6OjY419HiIiMQgWekRtyM3Izs7OyMjIUL8eTVhSncmTJ6OkpAQ9e/bEzz//rLXPzz//jBdffBElJSX4+OOPDf5MgMROfdva2qJDhw5ITExUf8VKpVIhMTERY8eOrdS/VatW+PXXXzXapk+fjoKCAixbtgxNmjSpjbKJiKTFSlI/2mvN329GBoDVq1cjISEBGzZswJQpU7SuI5PJtB4IVqdZs2bYtWsXoqKiEBwcjGbNmqFNmzZwcnJCQUEBLl68iBs3bsDBwQE7duyAn5+fUZ9LcnszOjoaQ4YMQceOHdGpUycsXboURUVF6j/4wYMHo1GjRoiPj4ednR0CAgI01nd1dQWASu1ERBbDzIK6sLAQ+fn56vcKhQIKhUKjz6ObkadOnapu0+Vm5MLCQnh7e0OlUqF9+/aYN28enn322SfWFBkZiV9++QXz58/HgQMHsH//fvWyhg0bYuTIkZg0aZJJvokkub05YMAA3LlzBzNnzkRmZiYCAwNx6NAh9Q1maWlp6knPiYhIk2DnCpjZ96hDQkI03sfGxiIuLk6jzZCbkVu2bIkNGzagbdu2yMvLw2effYbg4GBcunRJp0dT+vj4YNWqVVi1ahUKCgqQn58PZ2dnODk56fcBn0ByQQ0AY8eO1XqqG0C1z/0EHt4cQERksczsaBp4+EznwMBA9fvHj6YN1aVLF3Tp0kX9Pjg4GK1bt8aaNWswe/Zsvbbl5ORk8oB+xPz2KBERmRVHR0c4OztX20ffm5G1sbGxQVBQEK5fv25wrTXBvM6PEBGRRfr7zciPPLoZ+e9HzdVRKpX49ddf4eXlVVNlGoRH1EREZBb0uRkZeDir5fPPP4/mzZsjNzcXCxcuxK1btzBixAgxP0YlDGoiIjIL+t6MnJOTg5EjRyIzMxN169ZFhw4dcOrUKfj7+4v1EbRiUBMRkdnQ52bkJUuWYMmSJbVQlXF4jZqIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCJBnUK1asgI+PD+zs7NC5c2ecOXOmyr7r1q1D9+7dUbduXdStWxdhYWHV9iciInqaSC6od+7ciejoaMTGxuL8+fNo164dIiIikJ2drbV/UlISoqKicOzYMZw+fRpNmjTBSy+9hPT09FqunIiIyPQkF9SLFy/GyJEjMWzYMPj7+2P16tVwcHDAhg0btPb/6quv8OGHHyIwMBCtWrXCF198AZVKhcTExFqu/OnUsWNHNG7cGB07dhS7FCIi0sJa7AL+rqysDOfOncPUqVPVbVZWVggLC8Pp06d12saDBw9QXl6OevXqaV1eWlqK0tJS9fvCwkLjin7KZWZm8uwDEZGESeqI+u7du1AqlfDw8NBo9/DwQGZmpk7bmDx5Mho2bIiwsDCty+Pj4+Hi4qJ+hYSEGF03ERFRTZFUUBvr008/xY4dO7Bv3z7Y2dlp7TN16lTk5eWpX8ePH6/lKomIiHQnqVPfbm5ukMvlyMrK0mjPysqCp6dntet+9tln+PTTT/H999+jbdu2VfZTKBRQKBTq946OjsYVTUREVIMkdURta2uLDh06aNwI9ujGsC5dulS53oIFCzB79mwcOnSIN0UREZFZkdQRNQBER0djyJAh6NixIzp16oSlS5eiqKgIw4YNAwAMHjwYjRo1Qnx8PABg/vz5mDlzJrZt2wYfHx/1tWxHR0ceLRMR0VNPckE9YMAA3LlzBzNnzkRmZiYCAwNx6NAh9Q1maWlpsLL660TAqlWrUFZWhn79+mlsJzY2FnFxcbVZOhERkclJLqgBYOzYsRg7dqzWZUlJSRrvU1NTa74gIiIikUjqGjURERFpYlATERFJGIOaiIhIwhjURERkNvR5+iIA7N69G61atYKdnR3atGmDgwcP1lKlumNQWzhPT080atToiRPKEBFJnb5PXzx16hSioqIwfPhwXLhwAX379kXfvn1x8eLFWq68egxqC3f27Fn88ccfOHv2rNilEBEZRd+nLy5btgwvv/wyPv74Y7Ru3RqzZ89G+/bt8fnnn9dy5dVjUBMR0VPv0dMX//5Apic9ffH06dOVHuAUERGh89Maa4skv0dNtUupVEKlUok2vkpZAZVSCZWyAuXl5aLVIZYKpQoVSvH+/KWgQlDBSqky6/1fUV6O8vIKKFUPICuvELscowgVZep/r4JVze2zioqHf06FhYXIz89Xtz/+zAag+qcvXr16Vev2MzMzjXpaY21hUEuAg/AAD3If4LUJ80QZ/+pPifjt56OijP24XXNGi10CiSnmK7ErIAl6/HHEljbzJIOa0LJTDzzzXKioNTyQOcDNpQ6+nDlc1DrE8J/lw3Cn8Ok+wjKWi5AHW6f6eO4fG8UupUap/nckag6s5Nawsrat0TEuXLiAzp074/jx4wgMDFS3P340DRj29EVPT0+DntZY2xjUBJmVFWQi12Alk8NKbg0bGxuRK6l91nIrWMst+3YRa+Hhn4HZ739z/3wmZm39MKIcHR3h7Oxcbd+/P32xb9++AP56+mJVU1J36dIFiYmJmDBhgrrtyJEj1T6tUQwMagt3fPsKlD4ohMLBESFRY8Quh4jIYPo+fXH8+PEICQnBokWLEBkZiR07duDs2bNYu3atmB+jEga1hSt9UIiSwvwndyQikjh9n74YHByMbdu2Yfr06Zg2bRpatGiB/fv3IyAgQKyPoBWDmoiIzIY+T18EgP79+6N///41XJVxLPvCGBERkcQxqImIiCSMQU1ERCRhDGoiIiIJY1ATERFJGIOaiIhIwhjUREREEsagJiIikjAGNRERkYQxqImIiCSMQU1ERCRhnOvbwikcHDX+S0RE0sKgtnB8tCURkbTx1DcREZGEMaiJiIgkjEFNREQkYQxqIiIiCWNQExERSRiDmoiISMIY1ERERBLGoCYiIpIwBjUREZGEMaiJiIgkjEFNREQkYQxqIiIiCWNQExERSRiDmoiISMIY1ERERBLGoCYiIpIwBjUREZGEMaiJiIgkjEFNREQkYZIM6hUrVsDHxwd2dnbo3Lkzzpw5U23/3bt3o1WrVrCzs0ObNm1w8ODBWqqUiIioZkkuqHfu3Ino6GjExsbi/PnzaNeuHSIiIpCdna21/6lTpxAVFYXhw4fjwoUL6Nu3L/r27YuLFy/WcuVERESmJ7mgXrx4MUaOHIlhw4bB398fq1evhoODAzZs2KC1/7Jly/Dyyy/j448/RuvWrTF79my0b98en3/+eS1XTkREZHqSCuqysjKcO3cOYWFh6jYrKyuEhYXh9OnTWtc5ffq0Rn8AiIiIqLI/ERHR08Ra7AL+7u7du1AqlfDw8NBo9/DwwNWrV7Wuk5mZqbV/Zmam1v6lpaUoLS1Vvy8sLAQAXLlyxZjSDXY/4xZKCu6LMraUlMjsYPXAAefPnxe7lFp39fY95BQrxS5DVI5CIWwcAOvH9r+Xlxe8vLxEqso4GRkZyMjIELuMp5pYP5elRlJBXRvi4+Mxa9YsjTZvb2+88847IlVEf/fd2jlil0BiWqR5I2hsbCzi4uLEqcVIa9asqfSzhvQXEhLy1P6yZiqSCmo3NzfI5XJkZWVptGdlZcHT01PrOp6ennr1nzp1KqKjozXa7t+/j/v3LfOotrCwECEhITh+/DgcHR3FLodEIOW/A0/zD+hRo0bh1VdfrdUxpbwvDfU0n1UxFZkgCILYRfxd586d0alTJyxfvhwAoFKp0LRpU4wdOxZTpkyp1H/AgAF48OABvv32W3VbcHAw2rZti9WrV9da3U+r/Px8uLi4IC8vD87OzmKXQyLg3wHzwX1pniR1RA0A0dHRGDJkCDp27IhOnTph6dKlKCoqwrBhwwAAgwcPRqNGjRAfHw8AGD9+PEJCQrBo0SJERkZix44dOHv2LNauXSvmxyAiIjIJyQX1gAEDcOfOHcycOROZmZkIDAzEoUOH1DeMpaWlwcrqr5vVg4ODsW3bNkyfPh3Tpk1DixYtsH//fgQEBIj1EYiIiExGcqe+qXaVlpYiPj4eU6dOhUKhELscEgH/DpgP7kvzxKAmIiKSMElNeEJERESaGNREREQSxqAmk0pNTYVMJsOmTZvELoWIyCwwqEV048YNjBo1Cs2aNYOdnR2cnZ3RtWtXLFu2DMXFxTU27uXLlxEXF4fU1NQaG0MXc+fOxauvvgoPDw/IZLKndgaqmiaTyXR6JSUlGT3WgwcPEBcXp9e2uB/1w/1J+pLc17MsRUJCAvr37w+FQoHBgwcjICAAZWVlOHnyJD7++GNcunSpxr4LfvnyZcyaNQuhoaHw8fGpkTF0MX36dHh6eiIoKAiHDx8WrQ6p27p1q8b7LVu24MiRI5XaW7dubfRYDx48UE97GRoaqtM63I/64f4kfTGoRZCSkoKBAwfC29sbR48e1Zgeb8yYMbh+/ToSEhJErPAvgiCgpKQE9vb2Jt92SkoKfHx8cPfuXTRo0MDk2zcXj89D/9NPP+HIkSOSmZ+e+1E/3J+kL576FsGCBQtQWFiI9evXa53Dtnnz5hg/frz6fUVFBWbPng0/Pz8oFAr4+Phg2rRpGk8BAwAfHx+88sorOHnyJDp16gQ7Ozs0a9YMW7ZsUffZtGkT+vfvDwDo0aNHpdNsj7Zx+PBhdOzYEfb29lizZg0A4ObNm+jfvz/q1asHBwcHPP/880b9QiHm0by5UalUWLp0KZ599lnY2dnBw8MDo0aNQk5Ojka/s2fPIiIiAm5ubrC3t4evry/ee+89AA/vL3j0g3nWrFnqvxtPOvXJ/Wh63J/0dzyiFsG3336LZs2aITg4WKf+I0aMwObNm9GvXz/ExMTg559/Rnx8PK5cuYJ9+/Zp9L1+/Tr69euH4cOHY8iQIdiwYQOGDh2KDh064Nlnn8ULL7yAcePG4Z///CemTZumPr3299Ns165dQ1RUFEaNGoWRI0eiZcuWyMrKQnBwMB48eIBx48ahfv362Lx5M1599VV8/fXXeP311033B0R6GzVqFDZt2oRhw4Zh3LhxSElJweeff44LFy7gxx9/hI2NDbKzs/HSSy+hQYMGmDJlClxdXZGamoq9e/cCABo0aIBVq1Zh9OjReP311/HGG28AANq2bSvmR7NI3J+kQaBalZeXJwAQXnvtNZ36JycnCwCEESNGaLRPnDhRACAcPXpU3ebt7S0AEE6cOKFuy87OFhQKhRATE6Nu2717twBAOHbsWKXxHm3j0KFDGu0TJkwQAAg//PCDuq2goEDw9fUVfHx8BKVSKQiCIKSkpAgAhI0bN+r0+QRBEO7cuSMAEGJjY3Vex5KNGTNG+Ps/3R9++EEAIHz11Vca/Q4dOqTRvm/fPgGA8J///KfKbRuzL7gfDcP9SU/CU9+1LD8/HwDg5OSkU/+DBx8+n/fxR3PGxMQAQKVTz/7+/ujevbv6fYMGDdCyZUvcvHlT5xp9fX0RERFRqY5OnTqhW7du6jZHR0e8//77SE1NxeXLl3XePpnW7t274eLigvDwcNy9e1f96tChAxwdHXHs2DEAgKurKwDgwIEDKC8vF7Fiqg73Jz2OQV3LHj16rqCgQKf+t27dgpWVFZo3b67R7unpCVdXV9y6dUujvWnTppW2Ubdu3UrXtqrj6+urtY6WLVtWan90yvzxOqj2/P7778jLy4O7uzsaNGig8SosLER2djYAICQkBG+++SZmzZoFNzc3vPbaa9i4cWOlex1IXNyf9Dheo65lzs7OaNiwIS5evKjXejKZTKd+crlca7ugx5TuNXGHN9UclUoFd3d3fPXVV1qXP7qhSCaT4euvv8ZPP/2Eb7/9FocPH8Z7772HRYsW4aeffoKjo2Ntlk1V4P6kxzGoRfDKK69g7dq1OH36NLp06VJtX29vb6hUKvz+++8aN3xlZWUhNzcX3t7eeo+va+g/Xse1a9cqtV+9elW9nMTh5+eH77//Hl27dtXpl6znn38ezz//PObOnYtt27Zh0KBB2LFjB0aMGGHQ3w0yLe5PehxPfYtg0qRJqFOnDkaMGIGsrKxKy2/cuIFly5YBAHr37g0AWLp0qUafxYsXAwAiIyP1Hr9OnToAgNzcXJ3X6d27N86cOYPTp0+r24qKirB27Vr4+PjA399f7zrINN566y0olUrMnj270rKKigr1fs7Jyal0ZiUwMBAA1KdLHRwcAOj3d4NMi/uTHscjahH4+flh27ZtGDBgAFq3bq0xM9mpU6ewe/duDB06FADQrl07DBkyBGvXrkVubi5CQkJw5swZbN68GX379kWPHj30Hj8wMBByuRzz589HXl4eFAoFevbsCXd39yrXmTJlCrZv345evXph3LhxqFevHjZv3oyUlBTs2bMHVlb6/863detW3Lp1Cw8ePAAAnDhxAnPmzAEAvPvuuzxK11FISAhGjRqF+Ph4JCcn46WXXoKNjQ1+//137N69G8uWLUO/fv2wefNmrFy5Eq+//jr8/PxQUFCAdevWwdnZWf0Lob29Pfz9/bFz504888wzqFevHgICAhAQEFDl+NyPpsX9SZWIfNe5Rfvtt9+EkSNHCj4+PoKtra3g5OQkdO3aVVi+fLlQUlKi7ldeXi7MmjVL8PX1FWxsbIQmTZoIU6dO1egjCA+/WhUZGVlpnJCQECEkJESjbd26dUKzZs0EuVyu8VWtqrYhCIJw48YNoV+/foKrq6tgZ2cndOrUSThw4IBGH32+nhUSEiIA0PrS9tUxeujxr/M8snbtWqFDhw6Cvb294OTkJLRp00aYNGmS8OeffwqCIAjnz58XoqKihKZNmwoKhUJwd3cXXnnlFeHs2bMa2zl16pTQoUMHwdbWVqev53A/Gof7k55EJgh63GVEREREtYrXqImIiCSMQU1ERCRhDGoiIiIJY1ATERFJGIOaiIhIwhjUREREEsaglrAFCxagVatWUKlUYpditIEDB+Ktt94Su4ynCvc/aZOamgqZTIZNmzaJXQrVEga1ROXn52P+/PmYPHmyetYvmUwGmUyGRYsWVeq/adMmyGQynD171uS1hIeHQyaTYezYsVqXr1+/Hq1bt4adnR1atGiB5cuXV+ozefJk7NmzB//9739NXp854v4nokcY1BK1YcMGVFRUICoqqtKyhQsXqqf3q2l79+7VmN/7cWvWrMGIESPw7LPPYvny5ejSpQvGjRuH+fPna/QLCgpCx44dtYYMVcb9T1Xx9vZGcXEx3n33XbFLodoi9tRopF3btm2Fd955R6MNgBAYGCgAEBYtWqSxbOPGjQIA4T//+Y/JaiguLhZ8fHyETz75RAAgjBkzRmP5gwcPhPr161eacnTQoEFCnTp1hPv372u0f/bZZ0KdOnWEgoICk9Vorrj/iegRHlFLUEpKCn755ReEhYVVWta1a1f07NkTCxYsQHFxcY3WsWDBAqhUKkycOFHr8mPHjuHevXv48MMPNdrHjBmDoqIiJCQkaLSHh4ejqKgIR44cqbGazQH3v/mLi4uDTCbDb7/9hnfeeQcuLi5o0KABZsyYAUEQcPv2bbz22mtwdnaGp6enxpkIbdeohw4dCkdHR6Snp6Nv375wdHREgwYNMHHiRCiVSnW/pKQkyGQyJCUladSjbZuZmZkYNmwYGjduDIVCAS8vL7z22mtITU2toT8VqgqDWoJOnToFAGjfvr3W5XFxccjKysKqVauq3U5paSnu3r2r0+txaWlp+PTTTzF//vwqn4l74cIFAEDHjh012jt06AArKyv18kf8/f1hb2+PH3/8sdq6LR33v+UYMGAAVCoVPv30U3Tu3Blz5szB0qVLER4ejkaNGmH+/Plo3rw5Jk6ciBMnTlS7LaVSiYiICNSvXx+fffYZQkJCsGjRIqxdu9ag2t58803s27cPw4YNw8qVKzFu3DgUFBQgLS3NoO2R4fiYSwm6evUqAMDX11fr8u7du6NHjx5YuHAhRo8eXeUP0u3bt2PYsGE6jSk89myWmJgYBAUFYeDAgVWuk5GRAblcXunxmLa2tqhfvz7+/PNPjXZra2s0adIEly9f1qkmS8X9bzk6deqENWvWAADef/99+Pj4ICYmBvHx8Zg8eTIAICoqCg0bNsSGDRvwwgsvVLmtkpISDBgwADNmzAAAfPDBB2jfvj3Wr1+P0aNH61VXbm4uTp06hYULF2qcUZk6daq+H5FMgEEtQffu3YO1tTUcHR2r7BMXF4eQkBCsXr0aH330kdY+ERERBp1mPHbsGPbs2YOff/652n7FxcWwtbXVuszOzk7rqdm6detqPYKjv3D/W44RI0ao/18ul6Njx474448/MHz4cHW7q6srWrZsiZs3bz5xex988IHG++7du2Pr1q1612Vvbw9bW1skJSVh+PDhqFu3rt7bINNhUD+lXnjhBfTo0QMLFiyo9I/zES8vL3h5eem13YqKCowbNw7vvvsunnvuuWr72tvbo6ysTOuykpISrUd6giBAJpPpVRNVxv1vHpo2barx3sXFBXZ2dnBzc6vUfu/evWq3ZWdnhwYNGmi01a1bFzk5OXrXpVAoMH/+fMTExMDDwwPPP/88XnnlFQwePBienp56b4+Mw6CWoPr166OiogIFBQVwcnKqsl9sbCxCQ0OxZs0auLq6VlpeXFyMvLw8ncZ89I9vy5YtuHbtGtasWVPpppGCggKkpqbC3d0dDg4O8PLyglKpRHZ2tsbpz7KyMty7dw8NGzasNE5OTg5atGihU02Wivvfcsjlcp3agMqXJ3Rd7++q+iXp7zecPTJhwgT06dMH+/fvx+HDhzFjxgzEx8fj6NGjCAoKeuJYZDq8mUyCWrVqBeDh3b/VCQkJQWhoKObPn6/1NOPOnTvVR1VPej2SlpaG8vJydO3aFb6+vuoX8PCHuK+vL7777jsAQGBgIABUmmTj7NmzUKlU6uWPVFRU4Pbt22jdurVefx6WhvufasqjU9i5ubka7bdu3dLa38/PDzExMfjuu+9w8eJFlJWV8bvwIuARtQR16dIFwMMfeG3btq22b1xcHEJDQ7Xe2WnINcqBAwdW+gELAK+//jp69+6NkSNHonPnzgCAnj17ol69eli1ahV69+6t7rtq1So4ODggMjJSYxuXL19GSUkJgoOD9arJ0nD/U03x9vaGXC7HiRMn0LdvX3X7ypUrNfo9ePAAVlZWsLOzU7f5+fnByckJpaWltVUu/Q+DWoKaNWuGgIAAfP/993jvvfeq7RsSEoKQkBAcP3680jJDrlG2atVKfUT3OF9fX41/3Pb29pg9ezbGjBmD/v37IyIiAj/88AO+/PJLzJ07F/Xq1dNY/8iRI3BwcEB4eLheNVka7n+qKS4uLujfvz+WL18OmUwGPz8/HDhwANnZ2Rr9fvvtN7z44ot466234O/vD2tra+zbtw9ZWVnVfhOAagaDWqLee+89zJw5E8XFxVV+/eaRuLg49OjRo5Yq0/Thhx/CxsYGixYtwjfffIMmTZpgyZIlGD9+fKW+u3fvxhtvvFHtdVd6iPufasry5ctRXl6O1atXQ6FQ4K233sLChQsREBCg7tOkSRNERUUhMTERW7duhbW1NVq1aoVdu3bhzTffFLF6yyQTnnSHAokiLy8PzZo1w4IFCzS+qvG0Sk5ORvv27XH+/Hmtp1ZJE/c/ET3CoJaw+fPnY+PGjbh8+bL6CUpPq4EDB0KlUmHXrl1il/LU4P4nIoBBTUREJGlP96/pREREZo5BTUREJGEMaiIiIgljUBMREUkYg5qIiCpJTU2FTCbDpk2bxC7F4jGoiYiMdOPGDYwaNQrNmjWDnZ0dnJ2d0bVrVyxbtkzrPOymcvnyZcTFxVV6gEptmzt3Ll599VV4eHhAJpMhLi5O1HrMDWcmIyIyQkJCAvr37w+FQoHBgwcjICAAZWVlOHnyJD7++GNcunRJ61zspnD58mXMmjULoaGh8PHxqZExdDF9+nR4enoiKCgIhw8fFq0Oc8WgJiIyUEpKCgYOHAhvb28cPXpUY271MWPG4Pr160hISBCxwr8IglDlc8KNlZKSAh8fH9y9e7fSM7HJeDz1TURkoAULFqCwsBDr16/X+gCU5s2ba8x7XlFRgdmzZ8PPzw8KhQI+Pj6YNm1apSdS+fj44JVXXsHJkyfRqVMn2NnZoVmzZtiyZYu6z6ZNm9C/f38AQI8ePSCTySCTyZCUlKSxjcOHD6Njx46wt7fHmjVrAAA3b95E//79Ua9ePTg4OOD555836hcKMY/mLQGDmojIQN9++y2aNWum86M7R4wYgZkzZ6J9+/ZYsmQJQkJCEB8fr/WJVNevX0e/fv0QHh6ORYsWoW7duhg6dCguXboEAHjhhRcwbtw4AMC0adOwdetWbN26VeN539euXUNUVBTCw8OxbNkyBAYGIisrC8HBwTh8+DA+/PBDzJ07FyUlJXj11Vexb98+E/ypkMkJRESkt7y8PAGA8Nprr+nUPzk5WQAgjBgxQqN94sSJAgDh6NGj6jZvb28BgHDixAl1W3Z2tqBQKISYmBh12+7duwUAwrFjxyqN92gbhw4d0mifMGGCAED44Ycf1G0FBQWCr6+v4OPjIyiVSkEQBCElJUUAIGzcuFGnzycIgnDnzh0BgBAbG6vzOvRkPKImIjJAfn4+AOj82M6DBw8CAKKjozXaY2JiAKDSqWd/f390795d/b5BgwZo2bIlbt68qXONvr6+iIiIqFRHp06d0K1bN3Wbo6Mj3n//faSmpuLy5cs6b59qB4OaiMgAzs7OAICCggKd+t+6dQtWVlZo3ry5RrunpydcXV1x69YtjfamTZtW2kbdunWRk5Ojc42+vr5a62jZsmWl9kenzB+vg8THoCYiMoCzszMaNmyIixcv6rWeTCbTqZ9cLtfaLujxwMOauMObah+DmojIQK+88gpu3LiB06dPP7Gvt7c3VCoVfv/9d432rKws5ObmwtvbW+/xdQ39x+u4du1apfarV6+ql5O0MKiJiAw0adIk1KlTByNGjEBWVlal5Tdu3MCyZcsAAL179wYALF26VKPP4sWLAQCRkZF6j1+nTh0AQG5urs7r9O7dG2fOnNH45aKoqAhr166Fj48P/P399a6DahYnPCEiMpCfnx+2bduGAQMGoHXr1hozk506dQq7d+/G0KFDAQDt2rXDkCFDsHbtWuTm5iIkJARnzpzB5s2b0bdvX/To0UPv8QMDAyGXyzF//nzk5eVBoVCgZ8+ecHd3r3KdKVOmYPv27ejVqxfGjRuHevXqYfPmzUhJScGePXtgZaX/8dvWrVtx69YtPHjwAABw4sQJzJkzBwDw7rvv8ijdWGLfdk5E9LT77bffhJEjRwo+Pj6Cra2t4OTkJHTt2lVYvny5UFJSou5XXl4uzJo1S/D19RVsbGyEJk2aCFOnTtXoIwgPv1oVGRlZaZyQkBAhJCREo23dunVCs2bNBLlcrvFVraq2IQiCcOPGDaFfv36Cq6urYGdnJ3Tq1Ek4cOCARh99vp4VEhIiAND60vbVMdKPTBD0uDOBiIiIahWvURMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhDGoiYiIJIxBTUREJGEMaiIiIgljUBMREUkYg5qIiEjCGNREREQSxqAmIiKSMAY1ERGRhP0/0WT0akExuGUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.cohens_h.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Instead of a Gardner-Altman plot, you can generate a **Cumming estimation plot** by setting ``float_contrast=False`` in the ``plot()`` method. This will plot the bootstrap effect sizes below the raw data." + ] + }, + { + "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(float_contrast=False);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Multi Two-Group, Shared-Control, and Multi Groups\n", + "As with regular (non-binary) unpaired data, multi two-group, shared-control, and multi group plots can be generated for binary data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:20 2025.\n", + "\n", + "Effect size(s) with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 2\n", + "3. Test 3 minus Control 3\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_two_groups_unpaired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\")),\n", + " proportional=True)\n", + "multi_two_groups_unpaired" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:20 2025.\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", + "\n", + "The unpaired mean difference between Control 2 and Test 2 is 0.025 [95%CI -0.15, 0.15].\n", + "The p-value of the two-sided permutation t-test is 0.535, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 3 and Test 3 is -0.6 [95%CI -0.75, -0.425].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_two_groups_unpaired.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_two_groups_unpaired.mean_diff.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:21 2025.\n", + "\n", + "Effect size(s) with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 1\n", + "3. Test 3 minus Control 1\n", + "4. Test 4 minus Control 1\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shared_control = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\", \"Test 4\"),\n", + " proportional=True)\n", + "shared_control" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:21 2025.\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", + "\n", + "The unpaired mean difference between Control 1 and Test 2 is 0.025 [95%CI -0.15, 0.15].\n", + "The p-value of the two-sided permutation t-test is 0.539, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 1 and Test 3 is 0.125 [95%CI -0.025, 0.325].\n", + "The p-value of the two-sided permutation t-test is 0.0936, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 1 and Test 4 is 0.15 [95%CI -0.05, 0.3].\n", + "The p-value of the two-sided permutation t-test is 0.0604, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shared_control.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shared_control.mean_diff.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:22 2025.\n", + "\n", + "Effect size(s) with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 2\n", + "3. Test 3 minus Control 2\n", + "4. Test 4 minus Control 2\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_groups_unpaired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\", \"Test 3\", \"Test 4\")),\n", + " proportional=True)\n", + "multi_groups_unpaired" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:22 2025.\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", + "\n", + "The unpaired mean difference between Control 2 and Test 2 is 0.025 [95%CI -0.15, 0.15].\n", + "The p-value of the two-sided permutation t-test is 0.535, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 2 and Test 3 is 0.125 [95%CI -0.05, 0.325].\n", + "The p-value of the two-sided permutation t-test is 0.099, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 2 and Test 4 is 0.15 [95%CI -0.05, 0.3].\n", + "The p-value of the two-sided permutation t-test is 0.0604, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_groups_unpaired.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_groups_unpaired.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Paired proportion plots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the paired version of the proportion plot, we adopt the style of a Sankey Diagram. The width of each bar in each xtick represents the proportion of the corresponding label in the group, and the strip denotes the paired relationship for each observation.\n", + "\n", + "Starting from v2024.3.29, the paired version of the proportion plot receives a major upgrade. We introduce the ``sankey`` and ``flow`` parameters to control the plot. By default, both ``sankey`` and ``flow`` are set to True to cater the needs of repeated measures. When ``sankey`` is set to False, DABEST will generate a bar plot with a similar aesthetic to the paired proportion plot. When ``flow`` is set to False, each group of comparsion forms a Sankey diagram that does not connect to other groups of comparison.\n", + "\n", + "Similar to the unpaired version, the ``.plot()`` method is used to produce an **estimation plot**.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Two-Group" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:22 2025.\n", + "\n", + "Paired effect size(s) for repeated measures against baseline \n", + "with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "two_groups_paired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), \n", + " proportional=True, paired=\"baseline\", id_col=\"ID\")\n", + "two_groups_paired" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:23 2025.\n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 1 is 0.575 [95%CI 0.325, 0.725].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "two_groups_paired.mean_diff" + ] + }, + { + "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_paired.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Sankey plots for paired proportions also supports the ``float_contrast`` parameter, which can be set to ``False`` to produce a **Cumming estimation plot**.\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_paired.mean_diff.plot(float_contrast=False);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Multi Two-Group, Repeated Measures, and Multi Groups\n", + "As with regular (non-binary) unpaired data, multi two-group, repeated-measures, and multi group plots can be generated for binary data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:23 2025.\n", + "\n", + "Paired effect size(s) for repeated measures against baseline \n", + "with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 2\n", + "3. Test 3 minus Control 3\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_two_groups_paired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\")),\n", + " proportional=True, paired=\"baseline\", id_col=\"ID\")\n", + "multi_two_groups_paired" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:24 2025.\n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 1 is 0.575 [95%CI 0.325, 0.725].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 2 and Test 2 is 0.025 [95%CI -0.15, 0.175].\n", + "The p-value of the two-sided permutation t-test is 0.571, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 3 and Test 3 is -0.6 [95%CI -0.775, -0.425].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_two_groups_paired.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_two_groups_paired.mean_diff.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:24 2025.\n", + "\n", + "Paired effect size(s) for repeated measures against baseline \n", + "with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 1\n", + "3. Test 3 minus Control 1\n", + "4. Test 4 minus Control 1\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "repeated_measures_baseline = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\", \"Test 4\"),\n", + " proportional=True, paired=\"baseline\", id_col=\"ID\")\n", + "repeated_measures_baseline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:25 2025.\n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 1 is 0.575 [95%CI 0.325, 0.725].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 2 is 0.025 [95%CI -0.15, 0.175].\n", + "The p-value of the two-sided permutation t-test is 0.555, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 3 is 0.125 [95%CI -0.075, 0.275].\n", + "The p-value of the two-sided permutation t-test is 0.277, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 4 is 0.15 [95%CI -0.05, 0.325].\n", + "The p-value of the two-sided permutation t-test is 0.075, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "repeated_measures_baseline.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "repeated_measures_baseline.mean_diff.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:25 2025.\n", + "\n", + "Paired effect size(s) for the sequential design of repeated-measures experiment \n", + "with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Test 1\n", + "3. Test 3 minus Test 2\n", + "4. Test 4 minus Test 3\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "repeated_measures_sequential = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\", \"Test 4\"),\n", + " proportional=True, paired=\"sequential\", id_col=\"ID\")\n", + "repeated_measures_sequential" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:26 2025.\n", + "\n", + "The paired mean difference for the sequential design of repeated-measures experiment \n", + "between Control 1 and Test 1 is 0.575 [95%CI 0.325, 0.725].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for the sequential design of repeated-measures experiment \n", + "between Test 1 and Test 2 is -0.55 [95%CI -0.725, -0.4].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for the sequential design of repeated-measures experiment \n", + "between Test 2 and Test 3 is 0.1 [95%CI -0.075, 0.225].\n", + "The p-value of the two-sided permutation t-test is 0.342, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for the sequential design of repeated-measures experiment \n", + "between Test 3 and Test 4 is 0.025 [95%CI -0.2, 0.2].\n", + "The p-value of the two-sided permutation t-test is 0.624, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "repeated_measures_sequential.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "repeated_measures_sequential.mean_diff.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:26 2025.\n", + "\n", + "Paired effect size(s) for repeated measures against baseline \n", + "with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 2\n", + "3. Test 3 minus Control 2\n", + "4. Test 4 minus Control 2\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_groups_baseline = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\", \"Test 3\", \"Test 4\")),\n", + " proportional=True, paired=\"baseline\", id_col=\"ID\")\n", + "multi_groups_baseline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:27 2025.\n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 1 and Test 1 is 0.575 [95%CI 0.325, 0.725].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 2 and Test 2 is 0.025 [95%CI -0.15, 0.175].\n", + "The p-value of the two-sided permutation t-test is 0.571, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 2 and Test 3 is 0.125 [95%CI -0.075, 0.3].\n", + "The p-value of the two-sided permutation t-test is 0.309, calculated for legacy purposes only. \n", + "\n", + "The paired mean difference for repeated measures against baseline \n", + "between Control 2 and Test 4 is 0.15 [95%CI -0.025, 0.3].\n", + "The p-value of the two-sided permutation t-test is 0.0362, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "multi_groups_baseline.mean_diff" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kZGTg6tWrCAkJQURERIXXILIXFsCSdtnFERIRERHVXYpMbHQ6HbZv346PPvoI33zzDc6ePQsA6Nq1K0aNGoUJEybItjYJeT5JkpCTk4OcnBx4e3sjPDwcoaGh8PLyKvOYojOnajHC0t1oXSU/Pz9IkuT4k4iIiEhJFJnYAIBKpcLEiRMd68sQyaGoqAiXLl3CpUuXEBgY6Fj0U6P5361lzbwKW35exU4oqOAVFgZNaDhUfn4QqpmgWwoKIQhChRKVyZMnV/r8giBAq9VWJTQiIiKiGqXYxIbI3RQUFKCgoAAXLlyAv78/AgMDERAQAPHcmQod7xUZDe9GTaDy9q6xmCICAvHYY49VeVzQjWi1WoSFhbnk3ERERESVocjE5uabb77hPoIgYOfOnbUQDVFJer0eer0etvx82K+mwdfLC75aLXy8NPD28oL2uumjBbUGPi1awSsi0iWxMPEgIiKiukCRiY0oihAEwanMbrfjwoULuHjxIpo0aYLY2FiZoiMqJkkSbDlZkEQJerMFevP/Wk1UKgE6jQbeOm8EtGyNIgnQ5ORAo9FArVZDpVKV+D9eFWq1GlJ2FiRzUbXPVRpB5w1tdIxLzk1ERERUGYpMbHbv3l3mtk2bNuGhhx7CokWLai8golKI+gJIZXQBE0UJRSIghUeiKD8fyM93SQyhkGB/9w2XnPuaBkmLmNwQERGR7Dxu6rBhw4bhnnvuwVNPPSV3KFTH2bJzyt6oUkFbPw6CqwfeV2LdnBHfbkPvLzZgxLfbKnUJV7UGEREREVWGxyU2ANC4cWP8+uuvcodBdZjdoIdYzhd+bUwsVDpdLUYEQBDKfWWaipBhNCHTVHTDfVED3eSIiIiIapLHJTY2mw1ffPEFwsPD5Q6F6jBbbtmtNZrQMKgruLAnEREREVWMIsfY3H///aWW5+Xl4cCBA0hPT+cYG5KNaDZDNBhK3aby9oEmPKKWIyIiIiLyfIpMbH744YcSM0YJgoCQkBD07t0bDz74IAYPHixTdFTX2fJzS98gCPCKjqmR2c6IiIiIyJkiE5uUlBS5QyAqlWS3w17GDGea0LDaH1dDREREVEd43BgbIjnZCwsBUSxRLnh5QRPGcV9ERERErqKYxMZoNCI1NRWWUtYFWbFiBW655Ra0atUKI0eO5IxoJBt7Gd3QvCIi2QWNiIiIyIUUk9i8+OKLaNeuXYnEZv78+Zg0aRL27NmDzMxMrF+/Hv3798cff/whU6RUV4lmM8SiklM8q3x8oQ4IlCEiIiIiorpDMYnNrl27MGzYMPhfN01uQUEB5s+fj9jYWJw+fRqZmZk4cOAAtFotXnnlFRmjpbqorEkDNBGcBY2IiIjI1RST2KSkpKBdu3ZOZVu2bIHFYsFzzz2HhIQEAEDXrl0xceJE7N27V44wqY6SJAn2gsIS5So/P6h9fGWIiIiIiKhuUcysaIWFhQgLC3Mq+/HHHyEIAhITE53KW7VqhczMzNoMj+o4Ua8H7LYS5V5hymmtifDxcfqTiIiISEkUk9g0bNgQJ06ccCrbvXs3oqKi0KRJE6dyi8WCwECOaaDaYy8oOcWzys8PKgUlCetuT7zxTkRERERuSjFd0QYPHowVK1bgl19+AQB8/PHHOHHiBEaMGFFi30OHDiE+Pr6WI6S6SrLbYTfoS5RrQsNK2ZuIiIiIXEExic2sWbPg7++Pnj17QqvV4r777kNERARmz57ttJ/RaMS6detwyy23yBQp1TX2wkJAkpzKVN4+UPv6yRQRERERUd2jmK5o4eHhOHLkCD788EOcO3cODRs2xP3334/IyEin/f766y/cfffdGD9+vEyRUl1jLywoUaYJDZUhEiIiIqK6SzEtNgAQEhKC//u//8P777+P559/vkRSAxTPivbOO++gdevWVb7O4sWLER8fD29vb3Tr1g0HDx4sd/+8vDw89thjiImJgU6nQ7NmzbBly5YqX5+UQ7LZIBqNTmWCxgsq/wCZIiIiIiKqmxTTYlNb1q5di2nTpmHJkiXo1q0bkpOTkZiYiJMnT5aaSFksFgwaNAiRkZH46quvEBsbiwsXLiA4OLj2g6daZ9cXAnDuhqYJDoYgCPIERERERFRHMbH5l0WLFmHSpEmYOHEiAGDJkiXYvHkzVqxYgeeff77E/itWrEBOTg5+/vlneHl5AQAnLqhDSnRDEwSog4JliYWIiIioLlNUVzRXs1gsOHToEAYOHOgoU6lUGDhwIPbv31/qMRs3bkSPHj3w2GOPISoqCm3atMGCBQtgt9vLvI7ZbEZBQYHjpdeXnFGL3F9xNzSTU5k6IACChs8LiIiIiGobE5vrZGVlwW63Iyoqyqk8KioK6enppR5z7tw5fPXVV7Db7diyZQtmzZqFN954A/Pnzy/zOklJSQgKCnK8+vXrV6M/B9UOu16Pf3dDY2sNERERkTwUkdhs3LgRV65ckTuMUomiiMjISCxduhSdO3fGmDFjMGPGDCxZsqTMY6ZPn478/HzHa8+ePbUYMdWU4vE1/yN4aTnFMxEREZFMFJHYjBgxArt373a8b9SoETZu3Fjj1wkPD4darUZGRoZTeUZGBqKjo0s9JiYmBs2aNYNarXaUtWzZEunp6bBYLKUeo9PpEBgY6Hj5+/vX3A9BtUKy2yEaDU5lGrbWEBEREclGEYlNQEAA8vLyHO9TUlJcMi5Fq9Wic+fO2Llzp6NMFEXs3LkTPXr0KPWYXr164cyZMxBF0VF26tQpxMTEQKvV1niM5B5Eo/5fi3IKUAcFyRYPERERUV2niFHOXbt2xcsvv4yMjAwE/fPlccuWLWWOewEAQRAwderUSl9r2rRpuPfee9GlSxd07doVycnJMBgMjlnSJkyYgNjYWCQlJQEAHnnkEbz77rt48skn8fjjj+P06dNYsGABnnjiiSr8pKQU9n8l1io/X04aQERERCQjRXwTe++99zBhwgS89NJLAIqTltWrV2P16tVlHlPVxGbMmDHIzMzE7NmzkZ6ejg4dOmDr1q2OCQVSU1OhUv2voSsuLg7btm3D1KlT0a5dO8TGxuLJJ5/Ec889V+lrkzJIkgS7wbkbmjqArTVEREREclJEYtOkSRP8/PPPKCoqwtWrVxEfH4/k5GTccccdLrnelClTMGXKlFK3XT/W55oePXrgwIEDLomF3I9oMgHXT+etUkEdECBfQERERESkjMTmGm9vbzRo0ABz5szBzTffjIYNG8odEtVB4r+6oan9AyCoFDFcjYiIiMhjKSqxuWbOnDmOv+v1ely8eBFAcbcwzjBGrmY3/CuxCQiUKRIiIiIiukaxj5l//fVXDBgwACEhIWjTpg3atGmDkJAQ3Hzzzfjtt9/kDo88lGSxQLKY/1egVkPlx7VriIiIiOSmyBabX375Bf3794dWq8WDDz6Ili1bAgCOHz+Ozz//HH379sXu3bvRtWtXmSMlT2P/19o1av8ACIIgUzREREREdI0iE5sZM2YgNjYWP/30U4mFM+fOnYtevXphxowZ2LFjh0wRkqcqORsaJw0gIiIicgeK7Ir2yy+/YPLkySWSGgCIiorCQw89xFnKqMZJkgTx+hYbtRoqX3ZDIyIiInIHikxsVCoVbDZbmdvtdrvTWjNENUE0GQFRdLxX+/mzGxoRERGRm1Dkt/+ePXti8eLFuHDhQoltqampeO+999CrVy8ZIiNPJv67G5o/u6ERERERuQtFjrFZsGAB+vbtixYtWmDEiBFo1qwZAODkyZPYsGEDNBoNkpKSZI6SPI1TYqNScTY0IiIiIjeiyMSmY8eO+OWXXzBjxgxs3LgRRqMRAODr64shQ4Zg/vz5aNWqlcxRkieRbDaI5iLHe7WvHxflJCIit6JSqarVFV8QBKjV6ip3s65u9+xa694tSZCsVkiiHZCqdyp2SHcvikxsAKBVq1ZYt24dRFFEZmYmACAiIoJja8glRJNzNzQVF4IlIiI3I4oixOvGglaF3W6HRqOBj48PfH19ERAQgICAAEV/v7Ib9LDlZMOenwd7YaHTg8rqyvMPqrFzUfUpNrG5RqVSISoqSu4wyMPZDcbr3glQ+zGxISIiz2Sz2VBYWIjCwkJkZGRAEAQEBQUhLCwMQUFBipg4R7RYYE27AktGmvOMpuTRFJ/YENWG6z8UVT4+EDS8dYiIqG6QJAl5eXnIy8uDl5cXIiMjERERAbVaLXdoJYhmM8ypKbBeuQxJql7rFSkPv50R3YBosUCyWh3v2VpDRER1ldVqxeXLl5GRkYHo6GhERka6RQuOZLfDnJoCy8XU4rEzVCcxsSG6AdFodHrP8TVERFTX2Ww2XLp0CZmZmWjYsCECAuRbAsGWmwPTyRMQi4w33pk8GhMbohu4fuIAwcsLKp1OxmiIiIjch9lsxqlTpxAeHo64uLhanWRAEkWYz52F+VLJdQ2pbmJiQ3QD17fYqHy5dg0REdG/ZWVlobCwEI0aNYKvr6/Lryeai2D86yjshfkuvxYph6ITm2PHjuHcuXPIzc2FJJWciHzChAkyREWeRDSbIdlsjvccX0NERFQ6s9mMEydOoEGDBggPD3fZdWwF+TAe/QOS1eKya5AyKTKxOXv2LO655x4cPHiw1IQGKF7kiYkNVZdouq6/riBAVQtPoYiIiJRKkiRcuHABJpMJ9evXr/GJBayZV2E69hdnPKNSKTKxmTx5Mo4ePYrk5GT06dMHISEhcodEHko0/GuaZzec2pKIiMjdXL16FWazGY0aNaqxcTeWK5dhOnUCQOkPtYkUmdjs27cPL7zwAh5//HG5QyEPJkkS7NetX8NuaERERBWXn5+PU6dOoWnTptVe88Zy+RJMp0/UUGTkqWpv6ooaFB4ejqCgILnDIA8nFhUB4v+autkNjYiIqHIMBgNOnToF23XjVSuLSQ1VlCITm4cffhiffvop7HYuwESuI17XWgO1BipvH/mCISIiUiij0Vjl5MaSkc6khipMkV3RmjVrBrvdjvbt2+P+++9HXFxcqU2cI0eOlCE68hTXj69R+7G1hoiIqKpMJhNOnz6NZs2aVbhbmi0nG6YTx1wcGXkSRSY2Y8aMcfz9mWeeKXUfQRDYokNVJokixCKT4z3XryEiIqoeo9GIs2fPokmTJjecUMCuL4Tx76MAZz+jSlBkYrNr1y6Xnn/x4sV47bXXkJ6ejvbt2+Odd95B165db3jcmjVrMHbsWNxxxx1Yv369S2Mk1xKNBuC6qcTVTGyIiIiqrbCwECkpKWjUqFGZ+4hmM4x//gHJXvVxOVQ3KTKx6devn8vOvXbtWkybNg1LlixBt27dkJycjMTERJw8eRKRkZFlHpeSkoJnnnkGffr0cVlsVHvs13VDE7y0ELy8ZIyGiIjIc+Tm5uLSpUuoX79+iW2SKML491GIliIZIiOlU+TkAdc7duwYvvvuO3z33Xc4dqz6/TAXLVqESZMmYeLEiWjVqhWWLFkCX19frFixosxj7HY77r77bsybN6/cJxCkHKJB7/g7Z0MjIiKqWRkZGcjKyipRXnT6JOwFebUfEHkExSY2GzZsQOPGjdG2bVsMGzYMw4YNQ9u2bdGkSRNs3LixSue0WCw4dOgQBg4c6ChTqVQYOHAg9u/fX+ZxL774IiIjI/HAAw9U6DpmsxkFBQWOl16vv/FBVGtEsxmS1ep4z4kDiIiIal5qaqrTdyBL+hVY0i7LGBEpnSITmy1btmDUqFEAgAULFmDdunVYt24dFixYAEmSMHLkSGzdurXS583KyoLdbkdUVJRTeVRUFNLT00s95qeffsLy5cuxbNmyCl8nKSkJQUFBjpcru9ZR5TlN8wxA5cPxNURERDVNkiScO3cOVqsVdoMeRadOyh0SKZwix9i89NJLaNeuHfbu3Qs/v/996bz99tsxZcoU9O7dG/PmzcOQIUNcGkdhYSHGjx+PZcuWITw8vMLHTZ8+HdOmTXO8P3LkCJMbN2K/vhuaVgdBo8jbhIiIyO1ZrVacPXMGsQV5kETOZkvVo8hvbH/++ScWLFjglNRc4+fnh/vuuw8vvPBCpc8bHh4OtVqNjIwMp/KMjAxER0eX2P/s2bNISUnB8OHDHWXiPyvVazQanDx5Eo0bNy5xnE6ng06nc7z39/evdKzkGpLdDtFodLwX2A2NiIjIpXLPn4PdUoT6wUFyh0IKp8iuaN7e3sjJySlze05ODry9vSt9Xq1Wi86dO2Pnzp2OMlEUsXPnTvTo0aPE/i1atMDRo0dx5MgRx+v222/HgAEDcOTIEcTFxVU6BpKXaDQ6T/PMbmhEREQuY9frYc/LRa7RhCy94cYHEJVDkS02N998M9566y0MGTKkRMLxyy+/4O2338bgwYOrdO5p06bh3nvvRZcuXdC1a1ckJyfDYDBg4sSJAIAJEyYgNjYWSUlJ8Pb2Rps2bZyODw4OBoAS5aQMdn3hde8EzohGRETkIpLNBkt6muN9WmEhvDRqBFXh4bQSfPDBB9Dr9fD398fkyZPlDscjKTKxefXVV9GjRw/07t0bXbt2RfPmzQEAJ0+exMGDBxEZGYmFCxdW6dxjxoxBZmYmZs+ejfT0dHTo0AFbt251TCiQmpp6w9VySZkkSXJav0bl4wNBrZYxIiIiIs8kSRIsaVeA6xfhlIBLufnQhKngp9XKF5yL6PV6FBQUyB2GR1NkYpOQkIA///wTSUlJ+O6777B27VoAQMOGDfHkk0/i+eefL3cxzRuZMmUKpkyZUuq23bt3l3vsqlWrqnxdkpdYZHL6gGVrDRERkWvYcrJKzEIKAKIk4UJOHhqFhcCbi2NTJSkysQGAyMhIvPnmm3jzzTflDoU8hFjovJ6Qypfja4iI5CQIQpnvy/p7ZcvKJYrFM3WJ0o33LYdiv2y5iF2vh62UxTkd20UR53NykRAWCm/OTEqVwP8tRP9wGl+jUkHl4yNfMEREbkytVkOlUkGlUkGj0cDLywteXl7Q6XTw9vaGt7c3NP98IS0vmSgvcaltdr0etvxc2AsKIOr1EItMkK7vJlUNPgYuxH2NaLHAkn7lhvvZ7CLOZ+egUVgodExuqIIU8T/l/vvvhyAIWLp0KdRqNe6///4bHiMIApYvX14L0ZEnEM1mSFaL473a10/WX7BERO7MbrfDbi9ec8RsNpe6j5eXF/z8/ODn5wd/f3/4+bnf56qtIB/WjHTYMjMhWorkDsdh/vz5sNls0Gg0mDlzptzh1BjJbofl8iXAXrH1amx2Eeeyc5AQym5pVDGKSGx++OEHqFQqiKIItVqNH3744YYfju724Unuza53Hsyn8uPaQkRE1WG1WpGXl4e8vDwAgEqlQkBAAAIDAxEcHAytTIPDJVGENT0NlssXnRZkdic2mw2SJMFmq5kWI3cgSRIsVy5BspSeCJelOLnJRcPQYI+cUIBqliISm5SUlHLfE1WXWFjo9F5dyuKvRERUdaIoIj8/H/n5+bh48SJ8fX0RGhqKkJCQWklyJFGEJe0yLBdSIFbyyzVVnzU9zWkB7MqwiyLOZ+ciLjgIQT6eORU01QxFJDb/lpqaioiICPiUMQbCZDIhMzMTDRo0qOXISIlEsxnidV0pVFodBDZ5ExG5lNFohNFoxKVLlxAYGIjw8HAEBwe7pMeFNSsTRWdOQyyq2hdrqh7L1XTYC/KrdQ5JkpCam4comz8iA9irgkqnyAVZEhISsG7dujK3b9y4EQkJCbUYESkZu6EREcmroKAA586dw9GjR5GWllZjXbBEcxEMR/+A8a8/mNTIxJqVCXtubo2dL6NQj5ScXNhEscbOSZ5DkS02klT+tItWq5WLaFKF2Qucu6Gp/NkNjYhIDlarFVeuXEF6ejrCwsIQHR1d5W5qlox0FJ06UWMzm1HlWbMyYcsue1rnqiosMuNMZhbqBwfBX6er8fOTcikmsSkoKHAMQASA7OxspKamltgvLy8Pa9asQUxMTC1GR0olms3OAxlVKqh8uDAnEZGcRFFEZmYmsrKyEB4eXqkER7LbYTp1AtaMNBdHSeWxXr0KW262685vLx53E+rrg+jAAKj5QJugoMTmzTffxIsvvgigeMazp556Ck899VSp+0qShPnz59didKRU/+7zq/b354x6RERuQpIkR4ITGRmJmJgYqNXqMvcXTUYY//rTbWc7qwskSYI1Pa3aY2oqKsdoQoHZjKgAf4T4+FTod7igUkPQaiGoq/81+PoxuTfqUeTn5wdJkhx/Us1TTGIzePBg+Pv7Q5IkPPvssxg7diw6derktI8gCPDz80Pnzp3RpUsXmSIlpZAkCfYCjq8hKosgCNVK9K9fwFGr1cLLyws+Pj7w9vaG7gbdR2riAYMrHlJIkgTRoIe9sBB2owFiUREksxmSzVrhtTnKk+fNFuPSSJKEjIwMZGVlISoqCpGRkSUSHFtuDox//cmuZzKS7HZYrlyq8uxnVWWzi7icV4AsvRGRAX4I8vZ2uv/VfgHQhIZCHRQMdUAAVLqam1nNnJ0NQRAqlKhMnjy50ucXBEG2qdGVSDGJTY8ePdCjRw8AgMFgwKhRo9CmTRuZoyIlE03G4i8j1wgC1ExsiBwkSarWU8VrizharVaYTCanbRqNBv7+/ggMDERQUJBb/+IWLRbYsjJhzc6CPS/X6Yuz8M+rpqj4FLdcdrsdV65cwdWrVxEZGYmIiAhoNBpY0q/AdPIEIHFAuVzEIhMsVy5DslpvvLOLmG02XMzNR7pGj/CgIEQ2agy/+nEu7WIeFhaGxx57DBaL5cY7V4FWq0VYWJhLzu2JFJPYXGM0GvH222/D19eXiQ1Viz3fuZlc5eMDoZwuDkRUc2w2m9PijdfWNAkNDYWXG0y3LokibNlZsKRdhi0nBwATDndis9kckwwE2mwIyM+GTqO4rzQew5aTA2vWVcANEnPBSwuEhSE3MAh5BXr4p15EUFAQAgMD4VPBrmqVFWC1QLIU1fh5AYC94ytHcZ8Cvr6+0Gg08OMCilQNkt0Ou/5fi3L6B8gUDRFdW9Pk8uXLCA4ORmRkJPz9a78F9VpXGsulixDNrvmiQjXHnJGBtJwspAmAv1aHUD8fBOp0bj1WsiKtoBqNBjabDRqNxq3HYkgWCywZVV94s0ap1fAKC4c6OMSp/vV6PfR6PS5fvgxBEBxdYTUaTbnjtSrKt8iEnJdnV/s85WmQtAjaaE6KVRGKS2wAYNSoUfjqq6/wyCOPuPWHF7kve2Eh8K858JnYEMlPkiTk5uYiNzcXfn5+iImJQVBQkOuvK4qwXL4Ic+oFSFbXdCmhmmXNvApbzj+zbkmA3myG3myGRq1CkLc3gn284VuFLo4qb1+o/f0gePsUL9is0QCq6n3XCMjPh/D7nxVOUmbMmFGl6zRo0AAhISFVOhYono3OZrPBYrHAZDLBZDJBLGW9GMluhy0nG7bcHLdopVEHBsIrIqq4rsohSZLj56opkaLrx3RJfMhSYYpMbO666y48+uijGDBgACZNmoT4+Hj4+PiU2O/fkwsQXWPPd14sTOXt7TSzCRHJz2Aw4MyZM/Dz80P9+vVd1oJjzbyKorOnIRbV3Jcdci2npOZfbHYR2QYjsg1GeKnVCPDWIVCng59OC1UpD0NVWh004RHQhIRCExzikt8F0dH1XDoOA3DNWAxJkmA0Gh1LbhgKC2HPy4M1Nwdwh0kaVCpoo6OhDnD9w48KucHD9hEbtyHTZEKEjw/W3Z544/O5QdKoNIpMbPr37+/4+969e0tslyQJgiDAXgMz1JDnEc1FEIucn36o/QNlioaIbsRgMODkyZMIDg5GXFxcjU00IJqLYDp1ErbszBo5H9UOW3Z2mUnNv1ntduQYjMgxGCEIAny9vOCn84KPVoegerHwrR9XouuSqyhxAPi12WZ1VguCC4DCwjxkm/TIleyQe5oGlc4b2nqxENx44pF/yzSZkGHkAxRXUmRis3LlSrlDIAWzXbfQ6zWqAHZDI3J3eXl5KCgoQExMDKKioqr1ZdSSfgVFp09xamCFseXlFQ9SrwJJkmCw2WD2D4AmOBRXLTZ4XbwEn6xsx7iLa9OSXxt/oVarayzpsaSnubRLkaDzrvY4DEkUIVktEE0m2PV62AvyYcvNcXTP1KlVqBcUiKgAf2QbjMgyGGEvpauaq6kDAuEVHQOBi3LSvygysbn33nvlDoEUSrLbSywapvL2hkpBT3yI6jJRFHH58mXk5uaW2Q25PJLNBtPJ47BmZrgoQnIVu14Pa0Z61Q4WBGiCQ6EJDXUah2G1WmG1WlHwrzXNSh5eveRGlZcD/0+WV+sc5fqny1LoyDFQV2dMWgWny1arVIgM8Eeony+uFuqRYzTWWq8pTWgYvCIia+dipDiKTGyup9frcfHiRQBAXFycLLPokHLY8/NLThoQwG5oREpjNBpx/PhxxMbGIioqqkLH2PWFMP51FGKRG8zgRJUimkywpF1GVabdVvn5QRsZXa0uS9WdmUyq5Niatp98CYtoh1alxtHx/6n4dayWWl3LR6MqbsEJ8fXB5fwCmCyuXcPGKzIKmpBQl16DlE2xbXi//vorBgwYgJCQELRp0wZt2rRBSEgIbr75Zvz2229yh0duSJIk2P41aQDA2dCIlEqSJFy6dAlnzpyBzVZ+lzJLRjoMh39jUqNAotkM8+VLJR5K3ZBaDa/oetDVb+Be4zAE4YYvi2iHKAEW0V6h/eXm4+WFxmGhiArwd1k4XlExTGrohhTZYvPLL7+gf//+0Gq1ePDBB9GyZUsAwPHjx/H555+jb9++2L17N7p27SpzpORORL2+xFMzlbePe/3CI6JKy8/Px/Hjx9G4cWP4+pZcYbzo/FmYL5yXITKqLsligeXSxUrPwKXy9YU2JvaG0/9SzREEAZEB/vDTaXExNx/WGpzAySsqBprg4Bo7H3kuRd7xM2bMQGxsLH766SdER0c7bZs7dy569eqFGTNmYMeOHTJFSO6otFl01EHshkbkCSwWC06cOIGGDRs6Zp+SRLF4PE1GmszRucb8+fMdizjOnDlT7nBqnGS1wnwpFZKtMt2bBGjCw6AJDec6dzLx02rRJCIMqTl5MNTA9NZekVFMaqjCFNkV7ZdffsHkyZNLJDUAEBUVhYceeggHDhyQITJyV3ajseQaFYLAaZ6JPIgkSUhJScHly5ch2e0wHv3DY5MaALDZbMVdbG/QDU+JJIsF5osXIFkrkdSoVNDG1odXWASTGplpVCokhIUgxLdyk3uUOE9oOLufUaUossVGpVKV+0Fut9uh4hSAdB1bTlaJMpWfP7spEHmgtMuXkfvXn6jnpYaavwsURzSbYbmUCqkSCZvgpYU2tj5UOp0LI6PKEAQB9YODoFWrkVGor/Tx6sAgeEVEuCAy8mSK/MTv2bMnFi9ejAsXLpTYlpqaivfeew+9evWSITJyR3ajEaLBUKJcE+gmKxUTUY2R7HZYLl1EXnY2zmRlo6gyT/xJdnajsbilphJJjcrbG7oGDZnUuKnIAH/Uq2S3b5WPL7yquSYP1U2KTGwWLFiA/Px8tGjRAuPGjcPcuXMxd+5cjB07Fi1atEB+fj6SkpKqfP7FixcjPj4e3t7e6NatGw4ePFjmvsuWLUOfPn0QEhKCkJAQDBw4sNz9qfaVuqq4WgMVpwYn8iiSzQbLpVRHt1OLzY6zWTnINnAmNCWwFeTDcikVqMSgc5WvL7T1G7D13c2F+fkiNrhiyY3g5QVtvViP7E4Y4eODKF8fRFRy/S2qOEV+EnTs2BG//PILZsyYgY0bN8JoLP6l5evriyFDhmD+/Plo1apVlc69du1aTJs2DUuWLEG3bt2QnJyMxMREnDx5EpGRJReE2r17N8aOHYuePXvC29sbCxcuxODBg/H3338jNja2Wj8nVZ/doIdoLPmlRhMY5JEfmkR1lWSzwnLxIkSL2alclCRcyS9AodmM+kGB0KjVMkVIZZEkCbaszFIneCmPys8P2tg4fpYrROg/MxZezitnMdR/xkl5aqK67vZEuUPweIr9n9OqVSusW7cOoigiM7P4iXxERES1x9YsWrQIkyZNwsSJEwEAS5YswebNm7FixQo8//zzJfb/7LPPnN5/+OGH+Prrr7Fz505MmDChWrG4qw8++AB6vR7+/v6YPHmy3OGUSZIk2K5eLXVbtVZmJlIYpdyzVSWazbBcvljuQPPCIjNOWbJRLygAwXxa6jYkmw2W9Culdhcuj8rPv/gLMJMaRQn19YUoSUjLLyx1u1dUNFQ671qOijyJYhObawRBcHywVfcDzmKx4NChQ5g+fbqjTKVSYeDAgdi/f3+FzmE0GmG1WhEaWvYsHmazGWbz/54q6vWVH1QnJ71ej4KCcp64uAl7fl6Jp7dAcd9d9sWmukQp92xV2I0GWCq4eKNdFHExNx+5RhPqBQVC56FPhZXCrtfDmpFWqfE0AKDy9WNSo2Dhfn6wiyKuFjons+qgYI59pWpT5BgbADh27BhGjx6NwMBAxMTEICYmBoGBgRg9ejT++uuvKp0zKysLdrsdUVFRTuVRUVFIT0+v0Dmee+451KtXDwMHDixzn6SkJAQFBTle/fr1q1K8VDbJZoM1q5SxNQDUnA+fyCPY8nKKF2+s5Ir0erMFpzOzkFZQCFtlV7OnapPsdljS04pb2Sqb1Pj41omkRqtSQyUU/+mJogICnKaCVul08IoquYQHUWUp8nHV3r17ceutt0IURdxxxx1o1qwZAODkyZPYuHEjvvvuO2zduhV9+vSp1bheeeUVrFmzBrt374a3d9lNqdOnT8e0adMc748cOcLkpoZZMzNKHYAqaDRQB3DtGiIlk0QR1ox02Avyq34OCcjSG5BrNCHczxdhfr6Kmxpao9E4FuhUClt+PmxZVyud0ACAoNUVJzUKq6eqODrhv3KH4HKxQYGw2u3QW23wivHMyQKo9inn0/A6U6dORWRkJPbs2YO4uDinbRcvXkTfvn0xbdo0/Prrr5U6b3h4ONRqNTIyMpzKMzIySl0M9Hqvv/46XnnlFXz//fdo165dufvqdDrorusK5c/ZuWqUvbAQ9jK63aiDg/nhSaRgotkM65XLpXYzrQq7KCKjUI8sgxFhfj4I9fWFVwUnGBAEFQQfH6i0WggaL6AGJiZQ2f/XgiRJUrn7zpgxo8L7Xi8oKKjc7tIVIUkSRFGE3W6HzWaD1WqFvZzZzOwGPWxZmRCLiqp0PUHjBV39OAic/MFjCIKABiHBuOjlDRu7h1MNUWRi8/fff+Oll14qkdQAQFxcHB555BHMnTu30ufVarXo3Lkzdu7ciTvvvBMAIIoidu7ciSlTppR53KuvvoqXX34Z27ZtQ5cuXSp9Xao5ktUKS1krjQsCNEEhtRsQEdUYW04OrFlXi5tbati1Pv+ZegMCvb0R4usDf63W6UGI2j8QmuAQqIOCoPb3h+DtU+MPSvyysyEIQqUSlcoQBAHx8fEICwur8XOLogiLxQKz2YyioiIYjUYUZqRDn5YG0VSNKbfVGmjrx0Hw8qq5YMkteEfFoHnjpjhx4kS5iTFRRSkysWnYsKHT4Pt/s1gspSY9FTFt2jTce++96NKlC7p27Yrk5GQYDAbHLGkTJkxAbGysY52chQsXYvbs2Vi9ejXi4+MdY3H8/f3ZElPLJEmCJe1KmWsgqAODPHYKSSJPJprNsGakV+/LcQVJEpBvKkK+qQgatQoh4REIi2uA4AYNoSmni3FNCQsLw2OPPQaLxeKS82u1WpckNUDxZDve3t7wstmgM+jhm56GUEsRxOAAGH11MFisMJgtMFotFc9NVSro6tfnhC8eSOXtC5/mLSFoNIiPj8fZs2flDok8gCK/5c2ePRtTp07Fbbfdhg4dOjht+/333/HOO+8gOTm5SuceM2YMMjMzMXv2bKSnp6NDhw7YunWrY0KB1NRUpyml33//fVgsFowePdrpPHPmzKlSqxFVnTW9vKeCAjQh1et6QUS1S7LbYcvJhi03xyWtNGVSa6AJCoImKBh6rRb6Qj1Sjx2Dn58f/P394evrCx8fH2i12movMVCaAKsFkqVqXbZupKZ74kqiCNFkgl1fCHt+Hmw5ORCLnD+HVYIAf50O/jodEFDcOqY3W1BQVIQCsxmiWEbdqlTQ1W8AlTen5/Y0gloD37btHA8bg4ODERsbi8uXL8scGSmdIhObAwcOICoqCp07d0bPnj3RpEkTAMDp06exf/9+tGnTBvv373eaolkQBLz11lsVOv+UKVPK7Hq2e/dup/cpKSlV+hncVUW6P/j5+UGSJMef7sCamVnuQGK1vz+f+JFHUuo9Wx5JkmDPy4U1OxuwV36QeVUJGi9oQkOhDgouMUBdkiTo9foS0/N7eXlBo9FArVbXSJITYLVA/9r8ap+nTJKEiIkPQRNSjW65UvHMk5LVAtFsBqTKzSynVqkQ5OONIB9vSJKEQrMFeSYTCorM//v/qdYUt9QwqfFIPs1bQu3n3KslOjoaRUVFyM6u3EKtRNdTZGLz7rvvOv6+b98+7Nu3z2n70aNHcfToUaeyyiQ2dY32n37kFf3CU9UF/po1a1atAauSJBV/4bHbnQas6i+ch0GfD6hVsNlL/wWrcVHXCyI5KOWeFUURoig67lWLxYKioiKYTCZYS1lMU7Lbi5/65+ZCspW92GaNU6vhFRoGdUhopcfMWK3WUn+WqtJW4udu+8mXsIh2aFVqHB3/nwofZ8vKrHQy4iqCICDQW4dAbx1sooh8UxFyLVaIUTF8GOWhdPGN4RUZVeq2hg0bwmq1euy6W+R6ikxsRK47UKNc3acbcE2/bslmg+nEMfhbioDw4nPbRRFFVhtMNitMFisMVitEb18+9SOPotR79npWqxV6vR6FhYXITU+DMTMT9sKCSq9JU13qoGB4hUe45/i7GyRZFtEOUSr+s0J9zNy8tU6jUiEyMhLx7TpAb7bg6tWryM+v+pTe5H68IqPhHZ9Q5nZBENC4cWOcOnUKBoOhzP2IyuKGn+QkB1d+gXEFa+ZVFJ05BdHs3A9drVLBT6eFn04L+BWXadt1glGSUFBQgIKCAtiqsH4CkbtR2j17Pcluh6AvhHd2FjRZWQgqMqJIq0a+nw/yTEWw2Fw/O5Kg1cErOhpqH1+XX4sqRhMaBt9WbSFoNAjUeSMwMBAmkwnp6enIycmROzyqJk1IGHxatLrhfiqVCk2aNMGpU6dgMplqITLyJIpObM6fP4/vvvsOFy5cAFDchHnrrbciIaHspwFUOkt6GiSzawarSqIICAK8Iqu3qrBkLoK9IB+WjHSIxoo9yfGKioFPaCh8UPxFUJIkGAwG5ObmIjc3t0a7kBDVJiXcsxDF4rEYFjPEoiKIJmPxOlMGfYmuUN5eXvD28kJUQAD0ZjNyjCYUFBW5pJFBExIGTUQE17RyI7oG8dAlNC5RJz4+PkhISEBMTAzS0tKY4CiUOiAIvq3bVnhxVY1Gg6ZNm+LUqVMoquLaR1Q3KTaxefrpp/HWW2+V6JamUqnw1FNP4fXXX5cpMuWxpKchdfo0113gn28moSP+A3VQkOuu8y+CSg3vRk2cywTBMRV3/fr1odfrkZ2djdzcXHZxJMXw1Hv2mmszaFnsdmTpDcg1miDWRIaj1kBbrx7Uvn7VPxfVCEHjBZ/mLeEVEVnuft7e3khISEB0dDTS0tKQm5tbSxFSdan9AuDXrkOlu3t6eXmhWbNmOH36NFtuqMIUmdi88cYbePPNNzF69Gg8/fTTaNmyJQDg+PHjePPNN/Hmm28iNjYWU6dOlTlSZajsU98R325DpqkIET7eWDc8seLXqeUuYNoG8eUOPhUEAQEBAQgICEBcXByys7ORmZnJp0Pk9jz1nv03rVqNekGBiPT3w1W9ATlGU5VndVP5+EJbL9Y9x9LUUZrgEPi0aA1VJdYH8vHxQaNGjVBUVISMjAxkZ2crYqa/ukrtHwjfdh2qvLjqteTmzJkzHHNDFaLIT/hly5bh9ttvxxdffOFU3q1bN6xZswZFRUX44IMPmNhURQW6ZmSaipBhNFV4fzkGrKp8/aBr0LDC+6vVakRGRiIyMhIFBQXIyMjgrCykDB5yz5ZH80+CE+7ni/RCPfJNlUvs1CEh8IqIYtczNyGoNfBu1ATa2PpVPoe3tzcaNmyI2NhYZGZmIjMzk12L3Yw6IKi4paaKSc01Go0GzZo1w7lz5ziZBN1Qza8sVgtSUlKQmFj2U8fExESPW1+GKsenecsK9+X9t8DAQDRt2hQtW7ZEcHBwzQZGRFWm1WjQICQYCWEh0FWk5UUQ4BUVDW1kNJMaN+EVFQP/rj2qldRcT6PRICYmBm3btkWTJk0QHBzMunYDmtBw+HXoVO2k5hqVSoXGjRsjMrL8LotEimyxiYyMxB9//FHm9j/++AMRERG1GBG5E139htAEBVf7PL6+vmjcuDGMRiPS0tKQl5dX7XMSUfX563RoEqFFpl6PTL2h9AYmlQramFio/f1L2Ui1TRMaDu+ERlAHBLrk/IIgICgoCEFBQbDZbMjLy0Nubi4KCwvZVa2WaWPj4N2kWY0nmIIgIC4uDj4+PkhNTWW9UqkUmdj85z//wVtvvYX4+Hg8/vjj8PMrHghqMBjw7rvv4sMPP8RTTz0lb5AkC3VAIHSNGtfoOa8lOCaTCRkZGcjJyeEHKpHMVIKAqIAABOi8cSkvH+brxwOpNdDG1ofax7PXr9Kq1I4FOt2RIKigiYiELq6ByxKa0mg0GoSHhyM8PBx2ux0FBQXIz89HYWGhS9d+qusElRrezZpDG13PpdcJDw+Hr68vzp8/zzGxVIIiE5uXXnoJR44cwQsvvIDZs2ejXr3im+jKlSuw2WwYMGAAXnzxRZmjpNomeGnh26pNlbug3YiPjw/i4+MRGxuLrKws9ukmcgO+Wi80iQhDWn4BcowmCBoNtPUb1IlV649O+K/cIZRCgCYoCJqIKHhFRkGl1coajVqtRkhICEJCQgAAFosFer0eBoMBRqMRJpMJdrvr103ydGo/f/i0bFNrLaS+vr5o2bIlLl26hMzMzFq5JimDIhMbX19f7Ny5Exs2bHBax2bIkCEYOnQohg8fzj62dYwgqODbuh1UtbDYnpeXF2JiYhAdHY2CggJkZWUhPz+frThEMlEJAmKDg+AfEISsgABIakX+alMkwUsLta8vVP4B0AQFQx0c4vJkRpKk4gkurr2ulV8/Zb8kAZAACdftI0EDIMjbG0He3kBoKIDiZMdsMcNitsBitcJqtcJmt8Nut0O02/85RfU+3wV46HcSQQVdXAPo4hu57KFiWVQqFRo0aIDQ0FCkpqZySmgCoMDExmg04p577sGoUaNw991344477pA7JJKboIJP67bQ1PJA/+v7dNvtdsein+zTTVT71AGBqN+2AyJFEWfOnIHZbJY7JPelVkFQV3NQt1oFQeMFQaWCZBdhz8+HPS8PuJCC4mziH9K1P679Rbpu83WJyT9/Oj47ryUp/yQvkmMf13y2CgB0/7xcwWrIR56Lzi0XTXAovJs0k30cm7+/P1q2bImsrCykpaWxJ0Udp7jExtfXF99//z1uvfVWuUOpsyL+6bce4Qb91wW1Bj6t2sArLFzWONRqdYk+3dde7NNNcnOne9YVvMIj4dOyNQS1Gt4AWrZsiZSUFE74URa7CMlezS9/dkCyMHmsizRBwdA1TIAmNEzuUBwEQUBERATCwsKQlZWFq1ev8uFGHaW4xAYAevfujf3792PSpElyh1Inrbu94gv8uZLa1x8+rdtC7edeq4j/u0+32WyGwWBwvEwmE8Tru0wQuZi73LOuoGuYAO8E5wlD1Go1GjdujIyMDFy+fJktqETVJKg18IqIhLZefagDa28iiMpSqVSIjIxEREQECgoKkJ2djfz8fP7OrUMUmdi8++67SExMxMyZM/Hwww+jfv2amQ+flEHw0kIX1xDa+nG13qe3KrRaLbReXggJDnZ0qzCbzcWvoiJYrFZYLBZYrVbY7XbYRRGiKP6vH3k1eGivbqLi1tqWreEVXvbU/lFRUQgICODsSUSVJKg1UPn5QxMYBHVICDQhoYr4fXvN9V3FRVGEXq9HYWEhDAYDioqK2F3NgykysWnfvj1sNhuSkpKQlJQEjUYD3b9mwBEEgSvUuhuNuhqLdQkQtF5Q+wdAHRQMQaWC9Wr6/7pbX58ASNL/ntBe65MtFv9Z/Fa8buApIF33XhL//Xex+Finbf8kHaL0z7mcz+E4vgL9wV3Zp/sazhdDnkYdGAzflq2hqkDXumuzJ125cgUZGRm1EB2RjNRqoBrjpwSVCoJGDUHjBUgSbPl5sOXnwZxyvoJnqMDDuIo+ryv3wV7lHvqpAAT98wIAURRhE0XYa6AlR6NWg53e3IciE5tRo0Zx1jMlstkhVeMpiWS1QDQYYM1Ir8GgiEgxBBV0DROgaxhfqd8BKpUK9evXR0hICC5cuMDZk8hz2e1ANcZPSXZAqiONGep/XtUluPzxJFWGIhObVatWyR0CERHVInVAIHyat4TaP6DK5/Dz80PLli2RmZmJK1eucP0SIiIPo6jEpqioCBs2bMD58+cRHh6O2267DTExMXKHRURELiJ4aeEd3whe9WJrpKVeEARERkYiNDQUaWlpyMzM5OQCREQeQjGJzdWrV9GzZ0+cP3/e8UvI19cX69evx8CBA2WOjoiIapKgUkNbPw66BvEQNDX/q0qj0SAuLg5RUVHIyMhAVlYWZ04iIlI4xUxx8dJLLyElJQVTp07Fpk2bkJycDB8fH0yePFnu0IiIqIYIag10DeLh370XvBs1cUlScz2tVou4uDi0bdsW9erVg1eVJzghIiK5KabFZvv27ZgwYQJef/11R1lUVBTGjRuHkydPonnz5jJGR0RE1aH2D4Q2ph68oqJdnsyURqPRICYmBtHR0cjPz0dOTg7y8vLYTY2ISEEUk9ikpqbiueeecyrr3bs3JElCRkYGExsiIoVR+wdCExYGr4goqP395Q4HQPEYnODgYAQHB8Nut6OgoAD5+fkoKCjg2hdERG5OMYmN2WyGt7e3U9m19zabTY6QiIioIgQVVDpvqHx9iteiCgiEOigYKq1W7sjKpVarERISgpCQEADFv4eMRiOMRiOKiopgNpthsVg4uxoRkZtQTGIDACkpKTh8+LDj/bUFOE+fPo3g4OAS+3fq1KlK11m8eDFee+01pKeno3379njnnXfQtWvXMvf/8ssvMWvWLKSkpKBp06ZYuHAhhg4dWqVrExG5DZUKUFfj14QgQFCrIPxzDrGoCGJREaxZ/ywbW5luXpXqEVbGzlXtVnbdYRoAgf+8/ndaCfZ/FuWtbtc1tUpAVrXOQERUdykqsZk1axZmzZpVovzRRx91ei9JEgRBqNJTtLVr12LatGlYsmQJunXrhuTkZCQmJuLkyZOIjIwssf/PP/+MsWPHIikpCcOGDcPq1atx55134vDhw2jTpk2lr09E5DZEEbBXr0VcsgFSHViXu8Zm4hEU9WuZiMitKOYTdOXKlbVynUWLFmHSpEmYOHEiAGDJkiXYvHkzVqxYgeeff77E/m+99RaGDBmC//u//wNQPHvbjh078O6772LJkiW1EjMRERERUV2nmMTm3nvvdfk1LBYLDh06hOnTpzvKVCoVBg4ciP3795d6zP79+zFt2jSnssTERKxfv77M65jNZpjN/3uCqdfrqxd4TeIMQJ6LdeuZWK+ei3XrmVivnot1KzvFJDa1ISsrC3a7HVFRUU7lUVFROHHiRKnHpKenl7p/enp6mddJSkrCvHnzqh9wDRF03jfeqQbomjSFV3hErVyLiokGg8uvUVv/f+h/eM96LtFodPk1WK+1Tx0SWivXYd3WPtFkcvk1+Hu24pjYyGD69OlOrTxHjhxBv379ZItHGx2DBkmLIJmLXHYNQecNbXSMy85PZXNl3bJe5cF71rPxnvU8utg43rMejPes+2Bic53w8HCo1WpkZGQ4lWdkZCA6OrrUY6Kjoyu1PwDodDrodDrHe383WL+BN43nYt16Jtar52LdeibWq+di3bqPGpvIxRNotVp07twZO3fudJSJooidO3eiR48epR7To0cPp/0BYMeOHWXuT0RERERENY8tNv8ybdo03HvvvejSpQu6du2K5ORkGAwGxyxpEyZMQGxsLJKSkgAATz75JPr164c33ngDt912G9asWYPffvsNS5culfPHICIiIiKqU5jY/MuYMWOQmZmJ2bNnIz09HR06dMDWrVsdEwSkpqZCpfpfQ1fPnj2xevVqzJw5Ey+88AKaNm2K9evXcw0bIiIiIqJaJEjVXSaZqu3w4cPo3LkzDh06hE6dOskdDhERERGR4nCMDRERERERKR4TGyIiIiIiUjyOsaEqSUtLQ1pamtxhUA2LiYlBTAynrfREvGeJiOTH37OuxcTGDcTExGDOnDmK+Y9uNpsxduxY7NmzR+5QqIb169cP27Ztc1pniZSP9ywRkXvg71nX4uQBVGkFBQUICgrCnj173GJxUaoZer0e/fr1Q35+PgIDA+UOh2oQ71nPdO2eZb16HtatZ+LvWddjiw1VWYcOHXhjepCCggK5QyAX4z3rWa7ds6xXz8O69Uz8Pet6nDyAiIiIiIgUj4kNEREREREpHhMbqjSdToc5c+Zw4JuHYb16LtatZ2K9ei7WrWdivboeJw8gIiIiIiLFY4sNEREREREpHhMbIiIiIiJSPCY2RERERESkeExsSFYpKSkQBAGrVq2SOxQiqgDes0RE5K6Y2CjI2bNnMXnyZDRq1Aje3t4IDAxEr1698NZbb8FkMrnsuseOHcPcuXORkpLismtUxMsvv4zbb78dUVFREAQBc+fOlTUeOQiCUKHX7t27q30to9GIuXPnVupcrCNndfmePXHiBJ599ll06NABAQEBiImJwW233YbffvtNtpjk4M73LOuoety5bq9cuYJ77rkHzZs3R0BAAIKDg9G1a1d89NFH4JxR5XPnev23zz77DIIgwN/fv9qxeAqN3AFQxWzevBn/+c9/oNPpMGHCBLRp0wYWiwU//fQT/u///g9///03li5d6pJrHzt2DPPmzUP//v0RHx/vkmtUxMyZMxEdHY2OHTti27ZtssUhp08++cTp/ccff4wdO3aUKG/ZsmW1r2U0GjFv3jwAQP/+/St0DOvof+r6Pfvhhx9i+fLlGDVqFB599FHk5+fjgw8+QPfu3bF161YMHDhQlrhqmzvfs6yj6nHnus3KysKlS5cwevRoNGjQAFarFTt27MB9992HkydPYsGCBdWOyVO5c71eT6/X49lnn4Wfn1+14/AoErm9c+fOSf7+/lKLFi2kK1eulNh++vRpKTk52WXX//LLLyUA0q5du264ryiKktForPC5z58/LwGQVq5cWaF9JUmSMjMzJQDSnDlzKnwdT/XYY49JrrqNq/LvzDoqxntWkn777TepsLDQqSwrK0uKiIiQevXqVeHreRp3umdZRzXLneq2LMOGDZP8/Pwkm81WM4HVAe5ar88995zUvHlz6e6775b8/PxqPjiFYlc0BXj11Veh1+uxfPlyxMTElNjepEkTPPnkk473NpsNL730Eho3bgydTof4+Hi88MILMJvNTsfFx8dj2LBh+Omnn9C1a1d4e3ujUaNG+Pjjjx37rFq1Cv/5z38AAAMGDCjRBHvtHNu2bUOXLl3g4+ODDz74AABw7tw5/Oc//0FoaCh8fX3RvXt3bN68ucr/DnK2FimJKIpITk5G69at4e3tjaioKEyePBm5ublO+/32229ITExEeHg4fHx8kJCQgPvvvx9A8TiKiIgIAMC8efMc9X6jrmWso2K8Z4HOnTuX6B4RFhaGPn364Pjx41U6p6eS655lHbmenJ/HpYmPj4fRaITFYqn2z1aXyV2vp0+fxptvvolFixZBo2Hnq+vxX0MBvv32WzRq1Ag9e/as0P4PPvggPvroI4wePRpPP/00fvnlFyQlJeH48eNYt26d075nzpzB6NGj8cADD+Dee+/FihUrcN9996Fz585o3bo1+vbtiyeeeAJvv/02XnjhBUfT6/VNsCdPnsTYsWMxefJkTJo0Cc2bN0dGRgZ69uwJo9GIJ554AmFhYfjoo49w++2346uvvsKIESNq7h+InEyePBmrVq3CxIkT8cQTT+D8+fN499138fvvv2Pfvn3w8vLC1atXMXjwYEREROD5559HcHAwUlJS8M033wAAIiIi8P777+ORRx7BiBEjMHLkSABAu3bt5PzRFIP3bNnS09MRHh5eI+fyFO52z7KOao7cdWsymWAwGKDX67Fnzx6sXLkSPXr0gI+Pj0t/bk8nd70+9dRTGDBgAIYOHYovvvjCpT+r4sjdZETly8/PlwBId9xxR4X2P3LkiARAevDBB53Kn3nmGQmA9MMPPzjKGjZsKAGQfvzxR0fZ1atXJZ1OJz399NOOsvK6tVw7x9atW53Kn3rqKQmAtHfvXkdZYWGhlJCQIMXHx0t2u12SpMp1Rbumrndzut6/m8j37t0rAZA+++wzp/22bt3qVL5u3ToJgPTrr7+Wee7q/DvX5TriPVu2H3/8URIEQZo1a1alj/UU7nrPXsM6qjp3rNukpCQJgON1yy23SKmpqZU6R13nbvW6adMmSaPRSH///bckSZJ07733sivaddgVzc0VFBQAAAICAiq0/5YtWwAA06ZNcyp/+umnAaBEt5JWrVqhT58+jvcRERFo3rw5zp07V+EYExISkJiYWCKOrl27onfv3o4yf39/PPTQQ0hJScGxY8cqfH6quC+//BJBQUEYNGgQsrKyHK9rXU527doFAAgODgYAbNq0CVarVcaIPQ/v2dJdvXoV48aNQ0JCAp599tlqncuTuNM9yzqqWe5Qt2PHjsWOHTuwevVqjBs3DgBcOiNjXSBnvVosFkydOhUPP/wwWrVqVSPn9DRMbNxcYGAgAKCwsLBC+1+4cAEqlQpNmjRxKo+OjkZwcDAuXLjgVN6gQYMS5wgJCSnRT7Q8CQkJpcbRvHnzEuXXusP8Ow6qGadPn0Z+fj4iIyMRERHh9NLr9bh69SoAoF+/fhg1ahTmzZuH8PBw3HHHHVi5cmWJMR1UebxnSzIYDBg2bBgKCwuxYcMGTk16HXe5Z1lHNc8d6rZhw4YYOHAgxo4di88++wyNGjXCwIEDmdxUg5z1+uabbyIrK8sxkxqVxDE2bi4wMBD16tXDX3/9VanjBEGo0H5qtbrUcqkS89yzr677EEURkZGR+Oyzz0rdfm2goiAI+Oqrr3DgwAF8++232LZtG+6//3688cYbOHDgAL/UVAPvWWcWiwUjR47En3/+iW3btqFNmza1dm0lcId7lnXkGu5Qt/82evRoLFu2DD/++GOJVluqGLnqNT8/H/Pnz8ejjz6KgoICR+8AvV4PSZKQkpICX19fREZGVu8HVDgmNgowbNgwLF26FPv370ePHj3K3bdhw4YQRRGnT592GiyckZGBvLw8NGzYsNLXr+gXrn/HcfLkyRLlJ06ccGynmte4cWN8//336NWrV4W+vHbv3h3du3fHyy+/jNWrV+Puu+/GmjVr8OCDD1ap3qkY79lioihiwoQJ2LlzJ7744gv069ev0ufwdHLfs6wj15G7bktzraUmPz+/Rs5XF8lVr7m5udDr9Xj11Vfx6quvltiekJCAO+64A+vXr6/Mj+Nx2BVNAa4twPTggw8iIyOjxPazZ8/irbfeAgAMHToUAJCcnOy0z6JFiwAAt912W6Wvf23xp7y8vAofM3ToUBw8eBD79+93lBkMBixduhTx8fHsG+oi//3vf2G32/HSSy+V2Gaz2Rx1mJubW+IJf4cOHQDA0Uzu6+sLoHL1TsV4zxZ7/PHHsXbtWrz33nuOGX/Imdz3LOvIdeSs28zMzFLLly9fDkEQ0KlTpwqdh0qSq14jIyOxbt26Eq8BAwbA29sb69atw/Tp06v+g3kIttgoQOPGjbF69WqMGTMGLVu2dFrF/Oeff8aXX36J++67DwDQvn173HvvvVi6dCny8vLQr18/HDx4EB999BHuvPNODBgwoNLX79ChA9RqNRYuXIj8/HzodDrcfPPN5TZ3Pv/88/j8889x66234oknnkBoaCg++ugjnD9/Hl9//TVUqsrn1J988gkuXLgAo9EIAPjxxx8xf/58AMD48ePZCoTiPr2TJ09GUlISjhw5gsGDB8PLywunT5/Gl19+ibfeegujR4/GRx99hPfeew8jRoxA48aNUVhYiGXLliEwMNDxRdvHxwetWrXC2rVr0axZM4SGhqJNmzbldlNhHRXjPVucqL333nvo0aMHfH198emnnzptHzFiBFfMhrz3LOvIteSs25dffhn79u3DkCFD0KBBA+Tk5ODrr7/Gr7/+iscff7zEmD6qOLnq1dfXF3feeWeJ8vXr1+PgwYOlbquTZJyRjSrp1KlT0qRJk6T4+HhJq9VKAQEBUq9evaR33nlHKioqcuxntVqlefPmSQkJCZKXl5cUFxcnTZ8+3WkfSSqe9vW2224rcZ1+/fpJ/fr1cypbtmyZ1KhRI0mtVjtNI1vWOSRJks6ePSuNHj1aCg4Olry9vaWuXbtKmzZtctqnMlPH9uvXz2nayutfFVlh3ROVtSLy0qVLpc6dO0s+Pj5SQECA1LZtW+nZZ5+Vrly5IkmSJB0+fFgaO3as1KBBA0mn00mRkZHSsGHDpN9++83pPD///LPUuXNnSavVVmhKStaRs7p8z957771l/l8AIJ0/f77c4z2VO92zrKOa5U51u337dmnYsGFSvXr1JC8vL8dnz8qVKyVRFGv05/Z07lSvpeF0z84ESarEiFMiIiIiIiI3xDE2RERERESkeExsiIiIiIhI8ZjYEBERERGR4jGxISIiIiIixWNiQ0REREREisfExoO8+uqraNGiBURRlDuUarvrrrvw3//+V+4w3Abr1jOxXj0X69YzsV49F+vWQ8g93zTVjPz8fCk0NFRasWKFowz/rEXw+uuvl9h/5cqVEgDp119/rfFYBg4cKAGQHnvssVK3f/jhh1KLFi0knU4nNWnSRHr77bdL7HP48GFJpVJJR44cqfH4lIZ165lYr56LdeuZWK+ei3XrOdhi4yFWrFgBm82GsWPHltj22muvOVaCd7VvvvkG+/fvL3P7Bx98gAcffBCtW7fGO++8gx49euCJJ57AwoULnfbr2LEjunTpgjfeeMPVIbs91q1nYr16LtatZ2K9ei7WrQeRO7OimtGuXTvpnnvucSoDIHXo0EECIL3xxhtO21zxtMFkMknx8fHSiy++WOrTBqPRKIWFhZVY9fzuu++W/Pz8pJycHKfy119/XfLz85MKCwtrLEYlYt16Jtar52LdeibWq+di3XoOtth4gPPnz+PPP//EwIEDS2zr1asXbr75Zrz66qswmUwujePVV1+FKIp45plnSt2+a9cuZGdn49FHH3Uqf+yxx2AwGLB582an8kGDBsFgMGDHjh0ui9ndsW49E+vVc7FuPRPr1XOxbj0LExsP8PPPPwMAOnXqVOr2uXPnIiMjA++//3655zGbzcjKyqrQ699SU1PxyiuvYOHChfDx8Sn1/L///jsAoEuXLk7lnTt3hkqlcmy/plWrVvDx8cG+ffvKjduTsW49E+vVc7FuPRPr1XOxbj2LRu4AqPpOnDgBAEhISCh1e58+fTBgwAC89tpreOSRR8q8aT7//HNMnDixQteUJMnp/dNPP42OHTvirrvuKvOYtLQ0qNVqREZGOpVrtVqEhYXhypUrTuUajQZxcXE4duxYhWLyRKxbz8R69VysW8/EevVcrFvPwsTGA2RnZ0Oj0cDf37/MfebOnYt+/fphyZIlmDp1aqn7JCYmVqnJcteuXfj666/xyy+/lLufyWSCVqstdZu3t3epzbwhISGlPt2oK1i3non16rlYt56J9eq5WLeehYlNHdG3b18MGDAAr776Kh5++OFS94mJiUFMTEylzmuz2fDEE09g/PjxuOmmm8rd18fHBxaLpdRtRUVFpT4FkSQJgiBUKqa6hnXrmVivnot165lYr56LdascTGw8QFhYGGw2GwoLCxEQEFDmfnPmzEH//v3xwQcfIDg4uMR2k8mE/Pz8Cl0zOjoaAPDxxx/j5MmT+OCDD5CSkuK0T2FhIVJSUhAZGQlfX1/ExMTAbrfj6tWrTk2pFosF2dnZqFevXonr5ObmomnTphWKyROxbj0T69VzsW49E+vVc7FuPQsnD/AALVq0AFA8s0d5+vXrh/79+2PhwoWlNlmuXbvW8cThRq9rUlNTYbVa0atXLyQkJDheQPENm5CQgO3btwMAOnToAAD47bffnK7722+/QRRFx/ZrbDYbLl68iJYtW1bq38OTsG49E+vVc7FuPRPr1XOxbj0LW2w8QI8ePQAU/+du165dufvOnTsX/fv3x9KlS0tsq0r/0LvuuqvEzQQAI0aMwNChQzFp0iR069YNAHDzzTcjNDQU77//PoYOHerY9/3334evry9uu+02p3McO3YMRUVF6NmzZ6Vi8iSsW8/EevVcrFvPxHr1XKxbDyPP8jlU09q0aSONHTvWqQylLPAkSZLUr18/CUCNLy5VkWsvXrxYAiCNHj1aWrZsmTRhwgQJgPTyyy+X2Pf111+XfH19pYKCApfEqBSsW8/EevVcrFvPxHr1XKxbz8HExkMsWrRI8vf3l4xGo6OsrBtj165dst2UkiRJS5culZo3by5ptVqpcePG0ptvvimJolhiv27dupVYCbguYt16Jtar52LdeibWq+di3XoOJjYeIi8vTwoNDZU+/PBDuUOpEb///rskCIL0+++/yx2K7Fi3non16rlYt56J9eq5WLeeQ5Ckf60SRIq1cOFCrFy5EseOHYNKpex5Ie666y6IoogvvvhC7lDcAuvWM7FePRfr1jOxXj0X69YzMLEhIiIiIiLFU3ZKSkREREREBCY2RERERETkAZjYEBERERGR4jGxISIiIiIixWNiQ0REREREisfEhoiIiIiIFI+JDRERERERKR4TGyIiIiIiUjwmNkREREREpHhMbIiIiIiISPGY2BARERERkeIxsSEiIiIiIsVjYkNERERERIrHxMYNpKWlYe7cuUhLS5M7FCIiIiIiRWJi4wbS0tIwb948JjZERERERFXExIaIiIiIiBSPiQ0RERERESkeExsiIiIiIlI8JjZERERERKR4TGyIiIiIiEjxmNgQEREREZHiMbEhIiIiIiLFY2JDRA6iKMJut8sdBhEREVGlMbEhIgdJkpjYEBERkSIxsSEiJ6Ioyh0CERERUaUxsSEiJ2yxISIiIiVyy8QmLS0Nf/zxBwwGg9yhENU5NptN7hCIiIiIKs2tEpsNGzagRYsWqF+/Pjp16oRffvkFAJCVlYWOHTti/fr18gZIVAcwsSEiIiIlcpvE5ttvv8XIkSMRHh6OOXPmQJIkx7bw8HDExsZi5cqVMkZIVDdYLBa5QyAiIiKqNLdJbF588UX07dsXP/30Ex577LES23v06IHff/9dhsiI6hYmNkRERKREbpPY/PXXX/jvf/9b5vaoqChcvXq1FiMiqpvMZrPcIRARERFVmtskNr6+vuVOFnDu3DmEhYXVYkREdVNRUZHcIRARERFVmtskNgMGDMBHH31U6sDl9PR0LFu2DIMHD5YhMqK6hbMREhERkRK5TWLz8ssv49KlS7jpppvwwQcfQBAEbNu2DTNnzkTbtm0hSRLmzJlTK7EsXrwY8fHx8Pb2Rrdu3XDw4MFy909OTkbz5s3h4+ODuLg4TJ06lU+9SbEKCgrkDoGIiIio0twmsWnevDl++uknhIWFYdasWZAkCa+99hoWLFiAtm3bYu/evYiPj3d5HGvXrsW0adMwZ84cHD58GO3bt0diYmKZ43tWr16N559/HnPmzMHx48exfPlyrF27Fi+88ILLYyVyhZycHLlDICIiIqo0jdwBXK9169b4/vvvkZubizNnzkAURTRq1AgRERG1FsOiRYswadIkTJw4EQCwZMkSbN68GStWrMDzzz9fYv+ff/4ZvXr1wrhx4wAA8fHxGDt2rGMNHiKlKSwshMFggJ+fn9yhEBEREVWY27TYXC8kJAQ33XQTunXrVqtJjcViwaFDhzBw4EBHmUqlwsCBA7F///5Sj+nZsycOHTrk6K527tw5bNmyBUOHDi3zOmazGQUFBY6XXq+v2R+EqJouX74sdwhEREREleI2ic3bb7+NxMTEMrffeuuteP/9910aQ1ZWFux2O6KiopzKo6KikJ6eXuox48aNw4svvojevXvDy8sLjRs3Rv/+/cvtipaUlISgoCDHq1+/fjX6cxBV14ULF+QOgYiIiKhS3CaxWb58OVq1alXm9latWmHp0qW1GFHF7N69GwsWLMB7772Hw4cP45tvvsHmzZvx0ksvlXnM9OnTkZ+f73jt2bOnFiMmurGLFy/CarXKHQYRERFRhblNYnP27Fm0bNmyzO0tWrTA2bNnXRpDeHg41Go1MjIynMozMjIQHR1d6jGzZs3C+PHj8eCDD6Jt27YYMWIEFixYgKSkJIiiWOoxOp0OgYGBjpe/v3+N/yxE1WGz2Vx+vxERERHVJLdJbLRabZndvQAgLS0NKpVrw9VqtejcuTN27tzpKBNFETt37kSPHj1KPcZoNJaIS61WAwAkSXJdsEQuduzYMf4fJiIiIsVwm8Sme/fuWLVqFQoLC0tsy8/Px8qVK9G9e3eXxzFt2jQsW7YMH330EY4fP45HHnkEBoPBMUvahAkTMH36dMf+w4cPx/vvv481a9bg/Pnz2LFjB2bNmoXhw4c7EhwiJcrKykJaWprcYRARERFViNtM9zxnzhz069cPHTp0wFNPPYXWrVsDAP766y8kJycjLS0Nq1evdnkcY8aMQWZmJmbPno309HR06NABW7dudUwokJqa6tRCM3PmTAiCgJkzZ+Ly5cuIiIjA8OHD8fLLL7s8ViJX+/XXX3H77bdDEAS5QyEiIiIqlyC5UV+THTt2YPLkyUhJSXF8kZIkCQkJCXj//fcxePBgmSN0jcOHD6Nz5844dOgQOnXqJHc4VIfZ7XYsX77cqWzAgAFo2rSpTBERERERVYzbtNgAwKBBg3DmzBn8/vvvjoHLjRs3RqdOnfjEmEgm+/btQ3R0NAICAuQOhYiIiKhMbpXYAMULYnbu3BmdO3eWOxQiQvHCtVu3bsXtt98OnU4ndzhEREREpXK7xObYsWM4d+4ccnNzS52RacKECTJERVS35ebmYsuWLRg6dCiTGyIiInJLbpPYnD17Fvfccw8OHjxY5hSzgiAwsSGSSWZmJjZu3IghQ4awWxoRERG5HbdJbCZPnoyjR48iOTkZffr0QUhIiNwhEdUpXbp0QXp6OtRqNWbMmFHqPrm5uVi/fj0GDx7smCmQiIiIyB24TWKzb98+vPDCC3j88cflDoWoTkpPT8fly5cRHBxc7n4mkwmbNm1C79690bx589oJjoiIiOgG3GaBzvDwcAQFBckdBhFVgN1ux549e7Bv3z6Ioih3OERERETuk9g8/PDD+PTTT2G32+UOhYgq6O+//8bmzZtRVFQkdyhERERUx7lNV7RmzZrBbrejffv2uP/++xEXFwe1Wl1iv5EjR8oQHRGVJS0tDevXr8eQIUNu2I2NiIiIyFXcJrEZM2aM4+/PPPNMqfsIgsAWHSI3VFBQgA0bNiAxMRHR0dFyh0NERER1kNskNrt27ZI7BCKqBrPZjC1btmDQoEGIi4uTOxwiIiKqY9wmsenXr5/cIRBRNdlsNmzfvh0DBw5Ew4YN5Q6HiIiI6hC3mTzgGrPZjP3792PDhg3IysqSOxwiqiS73Y7vv/8eFy9elDsUIiIiqkPcKrF5++23ERMTg969e2PkyJH4888/AQBZWVkIDw/HihUrZI6QiCrCbrdjx44dSE9PlzsUIiIiqiPcJrFZuXIlnnrqKQwZMgTLly+HJEmObeHh4bj55puxZs0aGSMkosqw2WzYtm0b8vLy5A6FiIiI6gC3SWzeeOMN3HHHHVi9ejWGDx9eYnvnzp3x999/yxAZEVWV2WzGd999B5PJJHcoRERE5OHcJrE5c+YMbr311jK3h4aGIjs7uxYjIqKaUFhYiO3bt3OqdiIiInIpt0lsgoODy50s4NixY1wfg0ihMjIy8OOPPzp1MSUiIiKqSW6T2AwdOhRLly4ttT/+33//jWXLluH222+v/cCIqEacPn0ahw8fljsMIiIi8lBuk9jMnz8fdrsdbdq0wcyZMyEIAj766CPcc8896NKlCyIjIzF79uxaiWXx4sWIj4+Ht7c3unXrhoMHD5a7f15eHh577DHExMRAp9OhWbNm2LJlS63ESqQkhw4dwrFjx+QOg4iIiDyQ2yQ29erVw6FDhzBkyBCsXbsWkiThk08+wbfffouxY8fiwIEDCA8Pd3kca9euxbRp0zBnzhwcPnwY7du3R2JiIq5evVrq/haLBYMGDUJKSgq++uornDx5EsuWLUNsbKzLYyWqKampqTAYDACKB/zn5OS47Fr79u3DqVOnXHZ+IiIiqpsEyQ06vZvNZmzbtg3x8fFo164dACAzMxOiKCIiIgIqVe3lX926dcNNN92Ed999FwAgiiLi4uLw+OOP4/nnny+x/5IlS/Daa6/hxIkT8PLyqtI1Dx8+jM6dO+PQoUPo1KlTteInqoyDBw/ipZdewubNm53GvwiCgLZt2+K2225DfHx8jV9XEAT0798fTZs2rfFzExERUd3kFi02Wq0W//nPf/Dzzz87yiIiIhAVFVWrSY3FYsGhQ4cwcOBAR5lKpcLAgQOxf//+Uo/ZuHEjevTogcceewxRUVFo06YNFixYwBmgyO1988036NWrF7777rsSg/olScJff/2FhQsXumRcjCRJ2L17N1JSUmr83Dk5Obj77rsRGBiI4OBgPPDAA9Dr9eUe079/fwiC4PR6+OGHHdtXrVpVYvu1V1mtuURERFS73CKxEQQBTZs2LXdWtNqQlZUFu92OqKgop/KoqKgyV1A/d+4cvvrqK9jtdmzZsgWzZs3CG2+8gfnz55d5HbPZjIKCAsfrRl+6iGrawYMHMWbMGNjt9jKTcFEUIYoili1b5pIERJIk7Ny5s0rTuPfv3x+rVq0qddvdd9+Nv//+Gzt27MCmTZvw448/4qGHHrrhOSdNmoS0tDTH69VXX3VsGzNmjNO2tLQ0JCYmol+/foiMjKx0/ERERFTz3CKxAYAXXngB7777Lk6ePCl3KJUiiiIiIyOxdOlSdO7cGWPGjMGMGTOwZMmSMo9JSkpCUFCQ49WvX79ajJioeLIOSZIqPP2yqybDsNvt2LNnT41NA338+HFs3boVH374Ibp164bevXvjnXfewZo1a3DlypVyj/X19UV0dLTjFRgY6Njm4+PjtE2tVuOHH37AAw88UCNxExERUfVp5A7gmgMHDiAsLAxt2rRB//79ER8fDx8fH6d9BEHAW2+95bIYwsPDoVarkZGR4VSekZFR5ho6MTEx8PLyglqtdpS1bNkS6enpsFgs0Gq1JY6ZPn06pk2b5nh/5MgRJjdUa1JTU7Fp06YKJxOiKOLPP/9ETk4OQkNDazyerKwspKWloV69etU+1/79+xEcHIwuXbo4ygYOHAiVSoVffvkFI0aMKPPYzz77DJ9++imio6MxfPhwzJo1C76+vqXu+/HHH8PX1xejR4+udsxERERUM9wmsbk2WB8Adu7cWeo+rk5stFotOnfujJ07d+LOO+8EUPylbufOnZgyZUqpx/Tq1QurV6+GKIqO8UCnTp1CTExMqUkNAOh0Ouh0Osd7f3//mv1ByCPYbDaXjNXaunVrpVtIJEnC8ePH0bNnzxqPBwAuXbpUI4lNenp6ia5hGo0GoaGhZXYnBYBx48ahYcOGqFevHv78808899xzOHnyJL755ptS91++fDnGjRtX4uELERERycdtEhtRFOUOAQAwbdo03HvvvejSpQu6du2K5ORkGAwGTJw4EQAwYcIExMbGIikpCQDwyCOP4N1338WTTz6Jxx9/HKdPn8aCBQvwxBNPyPljkMLZbDYcO3YMJpOpxs994sQJqFSqSt1zgiCgoKAARqOxxuMBiluROnXqBI2m9I+kBQsWYMGCBY73JpMJBw4ccHrgUJ31ca4fg9O2bVvExMTglltuwdmzZ9G4cWOnfffv34/jx4/jk08+qfL1iIiIqOa5TWLjLsaMGYPMzEzMnj0b6enp6NChA7Zu3eqYUCA1NdVppra4uDhs27YNU6dORbt27RAbG4snn3wSzz33nFw/AnkAu90Ok8kELy+vMlv+qiokJKTSDxIkSYKPj49LZim81npkt9vLTGwefvhh/Pe//3W8v/vuuzFq1CiMHDnSUVavXj1ER0eXmKXMZrMhJyenzO6kpenWrRsA4MyZMyUSmw8//BAdOnRA586dK3w+IiIicj23S2wOHDiAXbt24erVq3j00UfRtGlTGI1GnDhxAs2aNauVbltTpkwps+vZ7t27S5T16NEDBw4ccHFUVBdptdoaT2z69OkDQRAq1R1NEAQ0b97cJYmNKIoICAgod5/Q0FCn8T0+Pj6IjIxEkyZNnPbr0aMH8vLycOjQIUfi8cMPP0AURUeyUhFHjhwBUDyG7np6vR5ffPGFo8WWiIiI3IfbzIpmsVgwcuRI9OrVCzNmzMDbb7+NixcvAiheS2bw4MEuHV9DVFeoVCo0btwYgiBUeP/WrVu7ZOIAoDhJCQoKqpFztWzZEkOGDMGkSZNw8OBB7Nu3D1OmTMFdd93lGMNz+fJltGjRAgcPHgQAnD17Fi+99BIOHTqElJQUbNy4ERMmTEDfvn0dCwZfs3btWthsNtxzzz01Ei8RERHVHLdJbGbNmoVNmzbh/fffx8mTJ52eJnt7e+M///kPNmzYIGOERMomSRIOHz6ML774Au3bt6/UsYmJiS6KCmjatGmFk6yK+Oyzz9CiRQvccsstGDp0KHr37o2lS5c6tlutVpw8edIxXkir1eL777/H4MGD0aJFCzz99NMYNWoUvv322xLnXr58OUaOHIng4OAai5eIiIhqhtt0Rfv888/xyCOP4KGHHip1wb6WLVviyy+/lCEyIuUzmUzYvn07zp8/DwCIjIzEf//7X3z11VcAUOrsa9e6nU2cOBENGzZ0SVwJCQmIiIiAwWCo1HGldQm9JjQ0FKtXry5ze3x8vNODk7i4OOzZs6dC1/35558rHCMRERHVLrdJbK5evYq2bduWuV2tVrtsRiYiT3bp0iVs3boVer3eUdalSxf06NEDo0ePxnvvvYfdu3c7fdkXBAGtWrVCYmKiy5Ka+vXro2nTprBarS45PxEREdUtbpPYxMXF4cSJE2Vu37dvX4mBwkRUNlEUcfDgQfzyyy+OpMXHxweJiYmIj48HALRr1w5LlizBlStXcMcdd6CgoAA+Pj547rnnXDamBgAaNmyI5s2b12gXNCIiIqrb3GaMzbhx4/DBBx9g//79jrJrX3qWLVuGL774AhMmTJArPCJFMRgM+Oabb3DgwAFHUlO/fn3cfffdjqTmevXq1XMsNqnVal2a1DRp0oRJDREREdU4t2mxmTFjBg4cOIC+ffuiZcuWEAQBU6dORU5ODi5duoShQ4di6tSpcodJ5PZSUlKwbds2x+KegiCge/fuuOmmm1wyXXNltGrVCnFxcbLGQERERJ7JbRIbrVaLrVu34rPPPsNXX30Fu90Os9mMdu3aYf78+Rg/fjyf8BKVw2634+eff8ahQ4ccZf7+/hgyZAjq168vY2TFyVW7du0qtUgmERERUWXIlthMmzYN48ePR8eOHQEAqampiIiIwD333MM1IogqKT8/H9999x3S09MdZQkJCRg8eLCji5lc1Go1OnbsiLCwMFnjICIiIs8mW7+U5ORkHD9+3PE+ISEB69atkyscIsU6c+YMVq9e7UhqVCoV+vbti9tvv132pEan06Fr165MaoiIiMjlZGuxiYqKwrlz5xzvr59qlohuzGaz4ccff8Sff/7pKAsKCsKtt97qFl2+/P390alTJ9mTKyIiIqobZEtsbrvtNrz44ovYvn27YxXvN954A2vWrCnzGEEQsGHDhlqKkMh95eTkYMuWLcjKynKUNWvWDLfccgt0Op2MkRULDg5Gp06d4OXlJXcoREREVEfIlti89dZbiIyMxK5du/D3339DEARcvHgROTk5ZR7DyQOIgGPHjmHXrl2OhS3VajX69++PNm3auMU9EhISgk6dOkGjcZu5SYiIiKgOkO2bh5+fHxYsWOB4r1KpkJycjHHjxskVEpFbs1gs2LVrl9PYtNDQUAwdOhTh4eEyRvY/17qfMakhIqoeo9EIX19fucMgUhTZJg8YOXIk9u7d63i/a9cuDBo0SK5wiNxaZmYmPv/8c6ekpnXr1hg7dqzbJDUajQYdO3ZkUkNEVAPsdrvcIRApjmyJzYYNG5Camup4f/PNN2PHjh1yhUPkliRJwh9//IE1a9YgNzcXAODl5YUhQ4Zg0KBBbjWGpX379ny6SERUQ0RRlDsEIsWRLbGJjY3F77//7ngvSZJbjA8gchcWiwXbtm3Drl27HE/uIiMjMW7cOLRo0ULm6Jw1a9bMbVqOiIg8ARMbz8RZgF1Ltj4jd911F15//XV88cUXjlnRnn/+eSQlJZV5jCAI+OOPP2opQiL5XLhwAd9++y30er2jrEOHDujdu7fbdfWKj49HQkKC3GEQEXkUJjaeyWQysXeDC1XqG1JCQkKlW1UEQcDZs2dLlCclJaFJkybYtWsXrl69CkEQ4Ofnx4X8qE4TRRE7d+7Ehg0bHL/UdDodBg8ejMaNG8scXUkJCQlo2rSp3GEQEXkcPtn3TKxX16pUYtOvX78Sic1vv/2Gv//+G61atULz5s0BACdPnsSxY8fQpk0bdO7cudRzqdVqPPTQQ3jooYcAFM+KNnPmTM6KRnVWYWEhPv74Y/z999+OsujoaAwdOhSBgYEyRla6xo0bo3HjxuxCSkTkApw8wDOJosjhFy5UqcRm1apVTu/Xr1+P9evXY8eOHbjllluctu3YsQP//e9/8dJLL1Xo3OfPn0dERERlwnGZxYsX47XXXkN6ejrat2+Pd955B127dr3hcWvWrMHYsWNxxx13YP369a4PlDzGyZMnsWrVKuTn5wMobuls06YNevXqBW9vb5mjK6lRo0Zo0qSJ3GEQEXksdkXzTJIkwW63u123ck9RrckDZs+ejccff7xEUgMAgwYNwpQpUzBz5swKnathw4Zu0edw7dq1mDZtGubMmYPDhw+jffv2SExMxNWrV8s9LiUlBc888wz69OlTS5GSJxBFEZs2bcLbb7/tSGoCAwMxefJkdOrUCSqVbPN7lKlevXpMaoiIXMxms8kdArmIxWKROwSPVa1vTadPny53TExYWFip42uA4q5nGo3GUbkqlQpqtbrcV21kt4sWLcKkSZMwceJEtGrVCkuWLIGvry9WrFhR5jF2ux1333035s2bh0aNGrk8RvIMeXl5SE5OxpYtWxx9blu0aIHp06c7unW6G39/f7Rq1YpN6ERELma1WuUOgVzEaDTKHYLHqlam0LhxY6xcuRIPPPAA/P39nbYVFhZixYoVZX7Rnz17NgRBcCQr197LyWKx4NChQ5g+fbqjTKVSYeDAgdi/f3+Zx7344ouIjIzEAw884LToaFnMZjPMZrPj/fUzX1HdcPToUXz88ccwGAwAiv+fDRs2DIMHD4ZKpXL6/+FO2rRpA7VaLXcYREQer6ioSO4QyEWY2LhOtRKb+fPnY/To0WjRogXuu+8+R/eU06dP46OPPkJGRga+/PLLUo+dO3duue/lkJWVBbvdjqioKKfyqKgonDhxotRjfvrpJyxfvhxHjhyp8HWSkpIwb9686oRKCmWz2bBhwwbs3LnTURYSEoL777/fLWc9u169evUQFBQkdxhERHXCtQdf5HlYt65TrcTmzjvvxJYtW/Dcc89hwYIFTts6dOiA5cuXIzExsVoBurPCwkKMHz8ey5Ytq9TihNOnT8e0adMc748cOYJ+/fq5IkRyI1lZWVi+fDkuXLjgKGvXrh3Gjx8PPz8/GSOrGHdPvIiIPInRaITVaoWXl5fcoVANY4uN61R70MrgwYMxePBgpKenO76wNWzYENHR0RU+h9lsxqeffort27fj7NmzKCwsREBAAJo0aYIhQ4Zg3Lhx0Gq11Q31hsLDw6FWq5GRkeFUnpGRUerPc/bsWaSkpGD48OGOsmuzmGg0Gpw8ebLUL4M6nQ46nc7x/t/d+MjzHDp0CJ999pmja4FGo8GIESPQv39/2btgVkRMTIxbTO5BRFSX5ObmIjIyUu4wqIYxsXGdGhuNHx0dXalk5pqjR4/ijjvuwIULFyBJEoKCguDv74+rV6/i8OHD+PLLL/Hyyy9j48aNaNmyZU2FWyqtVovOnTtj586duPPOOwH8b8HEKVOmlNi/RYsWOHr0qFPZzJkzUVhYiLfeegtxcXEujZfcn8ViwVdffYWffvrJURYREYEHHngADRo0kDGyyuGkGEREtY+JjWdiYuM61Z5LNjU1FQ8//DCaN2+O0NBQ/PjjjwCKu9088cQT+P3338s8Vq/X4/bbb0dGRgZefvllXLx4Ebm5uU5/zp8/H1euXMHw4cNrpU/itGnTsGzZMnz00Uc4fvw4HnnkERgMBkycOBEAMGHCBMfkAt7e3mjTpo3TKzg4GAEBAWjTpk2ttDKR+0pLS8Orr77qlNTcdNNNmD59uqKSmqioKLYqEhHJIC8vT+4QyAVMJpPcIXisarXYHDt2DH369IEoiujWrRvOnDnjmHc9PDwcP/30EwwGA5YvX17q8StXrkRqaip27tyJ/v37l9geGxuL6dOno1u3bhg0aBBWrVqFxx57rDoh39CYMWOQmZmJ2bNnIz09HR06dMDWrVsdEwqkpqa65doi5D4kScKBAwewdu1ax3TmXl5eGDNmDHr06KGIrmfX49gaIiJ5MLHxTJw8wHWqldg8++yzCA4OxoEDByAIQonm0ttuuw1r164t8/jNmzdj8ODBpSY117v55psxaNAgfPvtty5PbABgypQppXY9A4Ddu3eXe+yqVatqPiBSjKKiInz++ef49ddfHWX16tXDAw88gJiYGBkjq5qoqCgEBATIHQYRUZ10beFm8iwGgwEWi4U9e1ygWk0PP/74Ix555BFERESU+hS6QYMGuHz5cpnHHz169IZJzTU333xzifEsRO7k4sWLeOWVV5ySmt69e+PZZ59VZFIDsLWGiEhO+fn5XKjTQ6WlpckdgkeqVouNKIrlzpSUmZnpNPvXv+Xk5FR4woGoqCjk5ORUOkYiV5MkCbt378a6descXTG9vb0xbtw4dOnSReboqi4iIoKtNUREMpIkCRkZGahfv77coVANO3XqFBo2bCh3GB6nWi02nTp1wubNm0vdZrPZsGbNGnTv3r3M481mc4XnZ9doNI7xCkTuwmAwYOnSpfjyyy8dSU2DBg3wwgsvKDqpAcAPXCIiN5CSkiJ3COQC58+fR1ZWltxheJxqtdhMnz4dw4YNwyOPPIK77roLQPGaL99//z0WLFiA48eP49133y33HCkpKTh8+PANr3X+/PnqhEpU486ePYuVK1c6tSTefPPNuPPOO6HR1NhM6rLw8fFBaGio3GEQEdV5Z8+eRffu3RX/e4VK2rt3L+68807FTSrkzqp1l9x6661YtWoVnnzySSxduhQAcM8990CSJAQGBuLjjz9G3759yz3HrFmzMGvWrBteS5IkVjy5BVEUsWPHDnz77beOBVn9/PwwYcIEtG3bVuboakZUVBTvNyIiN2A2m3Hy5Em0bt1a7lCohmVmZuKvv/7ymO8O7qDa6f/48eMxcuRI7NixA6dPn4YoimjcuDESExNv2D9/5cqV1b08Ua0qKCjAqlWrcOLECUdZkyZNMHHiRISEhMgYWfWFh4cDKF6o9trfiYhIfkeOHEHz5s3ZauOBfvvtNzRq1Ah+fn5yh+IRqnyHGI1GxMXF4fnnn8f//d//4c4776z0Oe69996qXp6o1p04cQKrVq1CQUEBAEAQBAwZMgRDhw6FWq2WObrq++abbxytUcHBwXKHQ0RE/zAYDPjjjz/QuXNnuUOhGma1WnHgwAHccsstcofiEaqc2Pj6+kKj0TDDJI9nt9uxefNmbNu2DZIkAQACAwMxceJENG/eXOboap6fn59HJGpERErVpUsXXLhwAb6+vpgxYwaA4labxo0b88GTgnXp0gVpaWnQaDSOegWKx1E1a9YMcXFxMkbnGao1K9qoUaPw1VdfOb7sEXmanJwcJCcnY+vWrY7/561atcKMGTM8MqkBwIcVRApit9sdY/3Ic6SnpyMrK8vRQwAorus9e/bwO5eCpaen48qVK071es2PP/6IoqIiGaLyLNXqrHnXXXfh0UcfxYABAzBp0iTEx8fDx8enxH6dOnWqzmWIZPHnn3/ik08+gcFgAACoVCrcfvvtGDhwIFSqaj0TcGul3cNE5J6sVivsdjsfSNQRGRkZOHz4MLukeSCDwYBdu3ZhyJAhnLynGqqV2PTv39/x971795bYfm0mM7vdXp3LENUqq9WK9evXY9euXY6y0NBQPPDAA0hISJAxstrh7e0tdwhEVAnX1tCiuuHw4cOIiYlBvXr15A6FatjFixexf/9+9OjRg8lNFVUrseGsZuRprl69iuXLl+PixYuOsg4dOuCee+6Br6+vjJHVHq1WK3cIRFQJZrNZ7hCoFkmShJ07d2LEiBHw9/eXOxyqYX/99Re8vb3Z26mKqpXYcFYz8iS//vorPv/8c0cfV41Gg1GjRqFv37516skJpxMlUhaTySR3CFTLTCYTtm/fjuHDh8PLy0vucKiG/fbbb9DpdFy7qArc7hvMsWPHcO7cOeTm5pY6QG7ChAkyREWezGKx4IsvvsDPP//sKIuMjMQDDzxQJ2co8eTxQ0SeqLCwUO4QSAZZWVn44YcfMGjQIH5ue6B9+/bBy8sLzZo1kzsURalUYnP//fdDEAQsXboUarUa999//w2PEQQBy5cvv+F+Z8+exT333IODBw+WOeOHIAhMbKhGXblyBcuXL0daWpqjrGvXrrjrrrvq7FgT/oIkUpbSZliiuuHChQvYs2cP+vfvX6d6FtQV12bB89RZWF2hUonNDz/8AJVKBVEUoVar8cMPP9zwRqrojTZ58mQcPXoUycnJ6NOnj+JXcSf3JkkS9u3bhy+//BJWqxVA8diSu+66C927d5c5OiKiisvPz5c7BJLR6dOnAQD9+vXjgykPI0kS9uzZA6PRiA4dOjB5rYBKJTYpKSnlvq+Offv24YUXXsDjjz9eY+ckKo3JZMLq1atx6NAhR1lsbCweeOABREdHyxiZe+AHJ5Gy6PV6uUMgmZ0+fRpmsxm33HILx9x4oF9//RXZ2dno27cvJ/i5AbcZYxMeHo6goCC5wyAPd+HCBSxfvhxZWVmOsj59+mDUqFH8sPgHn/gRKcu1tbaobktNTcXGjRuRmJjI2dI80Llz55CVlYV+/fohJiZG7nDcltt8g3n44Yfx6aefcs0bcglJkvDDDz/g9ddfdyQ1Pj4+mDRpEsaOHcuk5jpssSFSFovF4uhSS3VbdnY21q1b5zRulDxHQUEBNm3ahJ9++onTvJeh2onNd999h0GDBiEsLAwajQZqtbrEqyKaNWsGu92O9u3bY9GiRfjyyy/xzTfflHjVhsWLFyM+Ph7e3t7o1q0bDh48WOa+y5Ytc4wJCgkJwcCBA8vdn2qfXq/HkiVL8NVXXzkS5/j4eEyfPh0dO3aUOTr3wxYbIuXJycmROwRyEyaTCZs3b8bx48flDoVcQJIkHDt2DF988QXOnj1b5oRbdVW1uqJ9/fXX+O9//4vWrVvjrrvuwvvvv49x48ZBkiRs2LABTZs2xZ133lmhc40ZM8bx92eeeabUfQRBcHmLztq1azFt2jQsWbIE3bp1Q3JyMhITE3Hy5ElERkaW2H/37t0YO3YsevbsCW9vbyxcuBCDBw/G33//jdjYWJfGSjd25swZrFixAnl5eY6ygQMH4o477qhw0l3XMLEhUp7Lly8jKipK7jDITYiiiL1796KgoABdu3ZlS7wHMplM2LlzJ86cOYO+ffvCx8dH7pDcQrUSm6SkJHTt2hU//fQTcnNz8f777+P+++/HzTffjJSUFHTv3h0JCQkVOteuXbuqE0qNWbRoESZNmoSJEycCAJYsWYLNmzdjxYoVeP7550vs/9lnnzm9//DDD/H1119j586dnJpaRqIoYtu2bdi0aZPjaYa/vz/uvfdeLnh1A0z4iJTn1KlT6NixI7/AkpM//vgDJpMJffv25UMrD3XhwgV89dVX6Nu3Lxo2bCh3OLKrVmJz7NgxJCUlQa1WO1Yrv9bPNz4+Ho8++igWLlxYoS/4/fr1q04oNcJiseDQoUOYPn26o0ylUmHgwIHYv39/hc5hNBphtVoRGhpa5j5ms9mpbyRntKlZ+fn5WLVqFU6ePOkoa9q0KSZOnIjg4GD5AlMI/vIjUp6CggKcOXMGTZs2lTsUcjOnTp2C1WrFzTffzAdXHspkMmHbtm1o3bo1unfvXqfruVqJja+vr2PQdXBwMHQ6ndOAtaioKJw/f77S5z127BguXLgAAGjYsCFatWpVnTArLCsrC3a7vURzflRUFE6cOFGhczz33HOoV68eBg4cWOY+SUlJmDdvXrVipdIdO3YMH330kWMlbkEQcNttt2HIkCH8wl5B/HciUqaDBw8iPj6e0/1SCefPn8e2bdswaNAg/v/wYH///TeysrIwZMgQ6HQ6ucORRbW+wTRv3hzHjh1zvO/QoQM++eQT2Gw2FBUVYfXq1WjQoEGFz7dhwwY0btwYbdu2xbBhwzBs2DC0bdsWTZo0wcaNG6sTaq145ZVXsGbNGqxbt67cVeunT5+O/Px8x2vPnj21GKVnstvtWL9+Pd59911HUhMUFIQnn3wSQ4cO5Zf1SmBXFiJlMhgMOHDggNxhkJu6dOkStmzZgqKiIrlDqZNSU1MdU7ObzWaXTfiRkZGBrVu31tlZhqv1bW/kyJHYuHGjo1vVjBkzsHv3bgQHByMiIgJ79+4tdVxKabZs2YJRo0YBABYsWIB169Zh3bp1WLBgASRJwsiRI7F169bqhHtD4eHhUKvVyMjIcCrPyMi44cKNr7/+Ol555RVs374d7dq1K3dfnU6HwMBAx4vzzVdPdnY2Fi1ahO3btzvKWrdujRdeeAHNmjWTMTJlYmJDpFzHjx+vUk8JqhsyMjKwYcMGFBQUyB1KnXHw4EEMHz4c8fHxjomMTCYTXnjhBSxevLhGF7u/JiMjA7/88kuNn/eanJwc3H333QgMDERwcDAeeOCBGw6rWLp0Kfr374/AwEAIguA0qdM18fHxEATB6fXKK69UKjZBqsI8cUVFRdiwYQPOnz+PsLAwDBs2zLFY0N69e/HNN99ArVbjtttuw4ABAyp0zh49esBsNmPv3r3w8/Nz2mYwGNC7d294e3tXeKxLVXXr1g1du3bFO++8A6B4EHqDBg0wZcqUMpO0V199FS+//DK2bduG7t27V/qahw8fRufOnXHo0CF06tSpWvHXNUeOHMEnn3wCk8kEoLgb1YgRIzBgwABFt9KYzWYcOXIEfn5+tbrGjiiKjg+T2mKxWGAwGNChQ4c623ROVBVdunRBWloaNBoNZsyY4SjXarUYMWIEF71WsPr16+Py5csIDg7GwoULa/z8Pj4+GDx4MGfSc7FvvvkGY8aMgSRJpbagXPueMmnSJJd8/7v11lsRFxdXpWP79++P++67D/fdd1+p501LS8MHH3wAq9WKiRMn4qabbsLq1avLPF9ycrKjtXD69OnIzc0tMe45Pj4eDzzwACZNmuQoCwgIKJEXlKfSY2yuXr2Knj174vz585AkCYIgwMfHB+vXr8fAgQPRp08f9OnTp7KnxZ9//okFCxaUGryfnx/uu+8+vPDCC5U+b2VNmzYN9957L7p06YKuXbsiOTkZBoPBMUvahAkTEBsbi6SkJADAwoULMXv2bKxevRrx8fFIT08HUDwDF1tiXMdqteKbb75x6sYXFhaGBx54APHx8fIFRkRUS9LT03HlypUSXw4sFgu2b9+OO++8k+MpqFQmkwmbNm3CLbfcwt+ZLnLw4EGMGTMGdru9zLVmRFEEULwm4nPPPVfjdbF7926MHj26RqeCPn78OLZu3Ypff/0VXbp0AQC88847GDp0KF5//XXUq1ev1OOeeuopR0zlCQgIuGEvqfJU+pH2Sy+9hJSU/2/vzuOiqv7/gb/uDDCADJusLmwuBLnjhhuaC27lgrmXS6lltmhlVpqYpi0WmmWm+TU1TVNzyTVzT3FvU3OpQEpERWQRFAbm/P7gN/NhZJGBGe7M8Ho+Hvchc+beO+/heIZ533uWREyePBnbt29HXFwcnJycMGHChAoHAQCOjo5l9jdMS0src9yKqQwZMgTz58/HO++8g2bNmuHXX3/F7t279Vc1kpKSDCZI+OKLL5CXl4dBgwbB399fv82fP9/ssVZXN27cwEcffWSQ1LRo0QJvvfUWP6ArSaFQsCsakQ24c+cOjh49KncYVAFVNRajoKAAe/fuxZUrV8xy/upuzpw5EEKUewHNnTt3mjyGe/fu4dChQyZdxDM+Ph7u7u76pAYoXB9QoVCYpPvb+++/j5o1a6J58+b46KOPkJ+fb9TxRt+x+fHHH/H0008bfHH39fXF8OHDcenSJYSGhhp7SgDAY489hoULF6Jnz56IjIw0eO7EiRP49NNP0aNHjwqd21iTJk3CpEmTSnzuwUzTHH0jqXQnTpzAunXr9OO67O3tMWjQIHTo0IFfyImIirh8+TJ8fHyqbGZRqpyTJ09i9uzZ2LFjh/6LqG4sRuPGjdGnTx+TX7wTQuDgwYNQKBSoV6+eSc+dlpaGF198ET/88AMUCgViYmKwcOHCMnuzLF26FGvXrsXZs2eRlZVVrLtSYmIiZs+ejf379yMlJQW1atXCyJEj8fbbb1dpt+2SaLVa5OfnQ6PR4J9//jFYR688x/7+++9IS0src7mQikhKSsLFixcRFhZmkvOlpKQUW7Dezs4Onp6e+l5LFfXSSy+hRYsW8PT0xLFjx/Dmm2/i+vXr+OSTT8p9DqMTm6SkJLzxxhsGZR06dIAQAjdu3KhwYvPhhx8iMjISHTp0QOvWrfXnuXTpEk6ePAkfHx+z9DMl65Cbm4v169cbzPjj6+uLZ599FrVr15YxMiIiy3X06FG4uLgYNUMpVb2iYzEe/DIshMC5c+dw7tw5s4zFEELgwIEDcHFxMXrMTVnjMEaMGIHr169j7969+nEY48ePL3McRk5ODnr27ImePXsarCmoc/HiRWi1Wnz55ZeoX7++/neSnZ2N+fPnQ6vVQqPRQKPRID8/H3l5efpko+imK9OtK6grK3qMbp+ix5dVVnQMzcWLF42+SyKEwJ9//ol27doZdVx5HDt2DHXq1IFarS51n7lz52Lu3Ln6x/fu3cPx48cNLvQXnQnZHKZMmaL/uUmTJnBwcMCECRMwb968co/BNTqxyc3NLdYlTPfY2NtFRQUHB+P333/HvHnzsGvXLqxfvx5A4To2L7/8MqZNm1YsQ6Tq4b///sPy5csNZquLjIzE4MGDOdiciKgMQgjs3bsXPXr0qPAgYjIvSxiLodVqsW/fPgwePFi/4HpFFRQU4I8//sDu3bvx008/ITg4GBqNBtOnT9cnN56eniUmGw0aNIBGo8Gvv/4KAPj222/h4OBgsF9YWBhOnTqFY8eO6R8vW7YM9+/f1/+e5JaXlwdJkoxKbiRJQmZmJnJycswS088//4zu3buXWr/PPfccBg8erH88YsQIxMTEYODAgfqyWrVqwc/PDzdv3jQ4Nj8/H2lpaZUaG1OSNm3aID8/H4mJieW+cVKh/72JiYk4e/as/nFGRgYA4MqVKyWu7F7eqws+Pj6Ii4tDXFxcRcIiGyOEwJEjR7Bx40Z90qxSqTB06FC0adNG5uiIiKxDQUEB9uzZg44dO1a4VwWZT0XGYkycOPGh++m+5OvO/bAtKysL69atg7u7e7G7EQ8mILq7GomJidi4cSMuXLigf16r1eLPP/+Eg4MDNm3ahE2bNhnE8/777yMkJKTM2K9duwYAOH369EMvYGZlZUGlUlVZUqNUKmFnZwelUqnfdI91/6amplbojo2Tk5NZZnQVQiA/Px8FBQWlJjaenp4G3eCcnJzg4+OD+vXrG+wXGRmJ9PR0nDlzBhEREQCA/fv3Q6vVmvy72a+//gqFQmHUjY0KJTYzZszAjBkzipU/2NB0s6ZV10WCqOJycnKwZs0a/PLLL/qyunXrYuzYsZyekojISFqtFocOHUJqairatm0LpVIpd0iEwu79xo7F+O2333Dp0iW4ubmVmqRU1K1bt4xa40aj0SAnJ6fYGiY5OTnFZuJSKBRQqVQmuSNhb28Pe3t73L17F+fPn0d0dDTq1q2rL7ezs4ODgwPs7Oz0ZUWfs7e3hyRJuH79OpydneHo6FgsQXkwWdH9W57xvG3btsXGjRuNvmMTGhpqtqUqPDw8THKesLAw9OzZE+PGjcOSJUug0WgwadIkDB06VD8j2rVr19C1a1esWrUKrVu3BlA4NiclJQV//fUXAOCPP/6AWq1GQEAAPD09ER8fjxMnTqBLly5Qq9WIj4/H5MmTMXLkSKNiNzqxWbFihbGHlGjs2LGQJAlLly6FUqnE2LFjH3qMJElYvny5SV6fLFdiYiKWL1+O27dv68s6d+6MAQMGcOpSIqJKOH/+PG7duoXu3bsbtTZEdaa70l1ZOTk5uH37NtLS0pCWlobbt29j586dFUpELl++jKZNm1Y6pgc9rBvamTNn9D12JElCfn4+bty4gZ9//ln/hf/111+Ht7c3EhMT0bx5c4OkYs2aNXj00UfxxBNPlJhs6LYzZ85g27ZtmDp1Kry8vAz2s7OzgyRJuHbtGqKiojBy5Eh89dVXRr9Xc64XV6tWLXTu3BmHDx8u1/8dhUKB8PBwk08coOPt7W3S709r1qzBpEmT0LVrV/3EEJ9++qn+eY1Gg0uXLhkksUuWLMGsWbP0jzt16gSgMK8YPXo0VCoV1q1bh9jYWOTm5iI4OBiTJ082GHdTHkYnNqNGjTL2kBLt378fCoUCWq0WSqUS+/fvf2gWzFmvbJtWq8X+/fuxZcsW/S1lJycnPPXUU2jWrJm8wRER2YibN29iy5Yt6NWrl9m+SNmK/Px8XLhwQb8IdFk0Gg3u3r1rsGVlZel/1mg0xY65evVqhcZi5OXl6X9+8N/y/FxamUKhQGRkJEJCQuDo6FjsbkdmZibu3r2rXxqgpHEYQUFBWLVqFY4ePWqw0GJ+fj6GDx+OHj16oGfPnmW+x+TkZACFkwSVNMQhOTkZXbp0Qbt27bB06dJy/+6q0sSJE3HkyJFy1290dLTZYqnIJEtlrTfj6elZ5iQQQUFBxd5zbGwsYmNjSz2mRYsWBhNEVVTlRohVwoPTJHPa5OotKysLq1atwvnz5/VlISEhGDNmDGrWrCljZEREtic7Oxs//PADevfuDW9vb7nDsVgFBQW4d+8e7O3toVQqcffuXWRmZuq3rKws/b/lSX4e5ODgUKGxGDVr1jRLvbm5ucHLywshISEljm15cFYtOcZhXLt2DV26dEFERARWrFhhtq5bldWkSRPExcVh8uTJEEKUeOdGF/uYMWMQGBholjhq1KgBd3d3s01KYGlkS2welJSUBG9v71JXR7137x5u3brFKStt0OXLl7FixQr9JBRA4ZWLvn37sh84EZGZ5ObmYseOHYiOjoa/v7/c4chOq9UiPT0dt2/fxu3bt5GamoqbN2/i33//RXZ2NrKzsyvUbUyhUECtVsPV1RVubm5wdXXV/5ydnY2DBw9azFgMU33HMtc4jGvXrqFz584IDAzE/PnzcevWLf1rmnpGLlPo0aMHvv32WyxevLhYPUuShPDwcERHR5stqQEKZxeuTj2eLCaxCQ4OxurVqzF8+PASn9+2bRuGDx/OiQhsiFarxa5duwz6GKvVaowaNYoLyhERVYG8vDzs3LkTHTp0sPkZ04QQuHv3LlJTU/WJiy6J0Y19qeh3DBcXl2KJi+6xi4tLmUmIpYzF8PLygre3t8mu7JtjHMbevXvx119/4a+//kKdOnUMXq8ykyaYU5MmTbBkyRIkJyejX79+yMzMhJOTE9544w2zdwVVq9WoXbt2pZZjsTYWk9g87D+kRqOx2NuNZLz09HSsWLECV65c0ZeFhoZi9OjRcHNzkzEyIqLqpaCgAIcOHUJycjLat28v+wrulXHv3j2DhKXoz2lpacjNza3QeR0dHfVJy4N3XdRqdaXWfrGEsRhOTk5o3Lix0cdV9TiM0hYDtQa1atWCk5MTMjMz4eDgYPakxtXVFREREdXuu7OsiU1mZibS09P1j2/fvo2kpKRi+6Wnp2PdunW8VW4jzp8/j5UrV+qnh5QkCX379kV0dHS1a4BERJbiypUrSE5ORrt27RAUFGSR3Vfy8vIM7rKkpqYiLS1Nn8BU9G6Do6MjatasabB5eXlBrVbj2rVrcHd3N1vCJ/dYDAcHB0RERMDBwUE/KQFZL0mSEBISguDg4GrZnV/WxCYuLg7vvvsugMKKeOWVV/DKK6+UuK8QAnPmzKnC6MjU8vPzsW3bNvz000/6Mnd3d4wdO7bYwEMiIqp62dnZ2Lt3L2rVqoXIyMgqn7yloKAAd+7cKdZNTPfYmDVWirKzsysxcdH9XKNGjRITudzc3GKrrJuDXGMxlEolIiIiOPW3jfDw8EB4eDhcXFzkDkU2siY2PXr0gIuLC4QQmDp1KoYNG4YWLVoY7CNJEmrUqIGIiAi0bNlSpkipslJTU/F///d/BrPfNW7cGE899VS1boBERJYoOTkZ33//PcLCwtCqVauHrv5eXlqtFpmZmaUmLunp6RVaQV6SJHh4eBRLWHQ/u7q6WnyPADnGYjRp0gSurq5mOTdVHaVSidDQUNSpU8ci77RWJVkTm8jISERGRgIovEoUExODRo0ayRkSmcHZs2exZs0a/VSYSqUSAwYMQJcuXap9AyQiqoikpCRkZ2cDKLyrkJaWZvIvv0IIXLhwAYmJiYiKikLdunXLdUx2dnaxxKVot7GKDmR2dXUtNXHx8PCwmW43VTUWo3bt2vDx8THLuanqeHh4oHHjxqXOKlzdWMTkATk5Ofj000/h7OzMxMaG5OXlYdOmTThy5Ii+zNvbG8888wyn7SYiqoCTJ09i9uzZ2LFjh7670r179/DWW2+hcePG6NOnD4KCgkz6mjk5Odi1axeaN2+Oli1bIjc3t9TE5fbt20YP0L9//z5+/vlnXL16FQqFAhEREXj++edRp04dfeLi6elpMMbl/v37ePXVV7Fu3Trk5uYiOjoaixcvhq+vL4DCMbsjRozA77//jtu3b8PHxwf9+vXD3LlzeYcChWN2GjRoIHcYVEn169dHSEgILxIXYRGJjbOzM+zs7NjH04akpKRg+fLluHbtmr6sZcuWGDZsGK8qEBFVwPfff48hQ4ZACFFsNikhBM6dO4dz585h3Lhxxbp1G0M3gD0/P99g27VrF7Zs2YI7d+4Yfc6tW7fi0UcfRceOHYvddZk8eTIcHR1x+PBhaDQajBkzBjt27ChzRq3Jkydjx44d2LBhA9zc3DBp0iQMHDgQR48eBVD4xb1fv36YM2cOvL298ddff+GFF15AWlpameetLvz9/U3WvZCqnoODA5o0acIFzEtgEYkNAMTExGDjxo14/vnnmXlauePHj2PdunX62VXs7e0xePBgtGvXjnVLRFQBJ0+exJAhQ1BQUFDqlMC6sSnLli3DG2+8Ueadm/z8/BKTF115aXTjXnXd4IpSKpXw9PQslrjUrFkTf/zxB4YNG4YxY8YYHPPnn3/i4MGDOHXqlH4c7aJFi9C7d2/Mnz9fv5hjURkZGVi+fDnWrl2Lxx57DEDhOidhYWE4fvw42rZtCw8PDzz//PP6YwIDAzFx4kR89NFHpb636kI3axZZJw8PDzRp0gSOjo5yh2KRLCaxGTp0KCZOnIguXbpg3LhxCAoKKvHKfmWuQlHlJSUlYd++fcjKyoJarUbXrl313cru37+PdevW4eTJk/r9/f398cwzz5T4x4mIzK+sNkvWY86cOSXeqSnNjh078OyzzxokK0WTl4pSKpVwdXVFWFgYfH19DZIXd3f3UgfoK5XKEi9sxcfHw93d3WByoG7dukGhUODEiRMYMGBAsWPOnDkDjUaDbt266cseeeQRBAQEID4+Hm3bti12jG4yhKioqIq8bZsSEhICZ2dnucMgIykUCtSvX99ip2K3FBaT2HTu3Fn/c9ExGTpCCEiSVOFVgalyHuzXrVAooNVq9WvQjB8/HqdPnzaYFrN9+/Z48sknrXqxNyJr9bA2O2PGDLRq1UruMKkMBQUF0Gg0+Oeff7B9+/ZyJzVarRa///47Ll++bPSCxwqFAnZ2diVuRZOTrl27mmTq4ZSUlGID2O3s7ODp6YmUlJRSj3FwcIC7u7tBua+vb7Fjhg0bhq1bt+LevXt4/PHH8dVXX1U6Zmvm5eXFuzVWyMPDA48++iiHbJSDxSQ2K1askDsEKkVJ/bp1XR6EENixYwd27NiB7t27IyQkBI6Ojhg+fDin5yaSycPa7M6dO7Fr1y6sX78eAwcOlDNUiyaEgFarRV5eHvLz86HRaIptRctzc3ORm5trUKb7uayy0vbR1dnFixfLndQUlZiYiKZNmxqUSZJULFkp+vPDpkTWxfGw9WTmzp2LuXPn6h/fu3cPx48fx6RJk/RlFy5cMPYtGS0uLg4zZ87E5cuX8eabb2LKlClYvHix2V/XEtWsWRPNmjWz+Gmv6X8UCgUaNmyIgIAA3qUpJ4tJbEaNGiV3CHqff/45PvroI6SkpKBp06ZYtGgRWrduXer+GzZswIwZM5CYmIgGDRrggw8+QO/evaswYvMxpl/3jz/+iOeffx7Tpk3jFJJEMilPmy0oKIAkSRgyZAiOHTtm0XdudAPZH0wmSks2ypOAlFZW0j4VSShMLS8vD5IkGRWLJEnQarVwdnbWJyyldQcTQujfb3n9888/CAsLg51dyV8jnnvuOQwePFj/eMSIEYiJiTFIpGvVqgU/P79iC2Dm5+cjLS0Nfn5+JZ7bz88PeXl5SE9PN7hrc+PGjWLH+Pn5wc/PD4888gg8PT3RsWNHzJgxA/7+/uV+r7agdu3aCAsLs5kpsasDJycnNG/eHGq1Wu5QrIrFJDZF3b17F//++y8AoG7dulW6gOP69esxZcoULFmyBG3atMGCBQsQHR2NS5culfhl/dixYxg2bBjmzZuHvn37Yu3atejfvz/Onj1rE1NXG9OvW5IkJCUlMakhklF526xunzlz5mDr1q0P3bekOw4PSzaMTUBKK7OE5MKcit45USqVBj/b2dnh1q1bRv8OhBBwc3MzS9cVIQRyc3NRUFBQamLj6elpsP6Kk5MTfHx8UL9+fYP9IiMjkZ6ejjNnziAiIgIAsH//fmi1WrRp06bEc0dERMDe3h779u1DTEwMAODSpUtISkrSr41XEt1FOGOno7ZmCoUCjzzyCBdutDLu7u5o0aIF7O3t5Q7F6lhUYnPq1ClMnToVP//8s/4DSKFQoGPHjvjwww+rpGvTJ598gnHjxulnblmyZAl27NiB//u//8O0adOK7b9w4UL07NkTr7/+OgBg9uzZ2Lt3Lz777DMsWbLE7PGaU1JSktH9unfs2IGkpCQOTiaSgbFttqCgAD/88ANmzpwJFxeXMpMNWyZJEhwcHGBnZwd7e3v9VvSxnZ1difvonpMkCSkpKahRowZUKlWx5KS0nxUKxUO/cLZr1w6bNm0y+o5NaGioWbod6cZqmUJYWBh69uyJcePGYcmSJdBoNJg0aRKGDh2qn3Tm2rVr6Nq1K1atWoXWrVvDzc0NzzzzDKZMmQJPT0+4urrixRdfRGRkpH7igJ07d+LGjRto1aoVXFxccP78ebz++uto3769ydf5sVQuLi5o0qQJr/hbmZo1a6J58+a8u1ZBFpPYnDhxAp07d4aDgwOeffZZhIWFASicCvLbb79Fp06dcPDgwTK7hFVWXl4ezpw5gzfffFNfplAo0K1bN8THx5d4THx8PKZMmWJQFh0djS1btpT6Orp+2Dp3794FAIv7ArFnz54KXSX88ccfLaproTXSfaHMzs62qP8T5lD0ij77fldORdvsoUOHEBoaaqaoykehUJSZROjKlEpliYlFSWVlJSpFt/IkFw+Tm5uL3377TR9nWXR3wMo7O5mbmxs6duxocNGvLJIkITw8HGq12iyfH0IIODg4GNVmi3YpfNDXX3+Nl19+GV27doVCocCAAQMQFxen3zcnJweXLl1CZmamvuzDDz8EULhURG5uLrp3745Fixbpn7e3t8fSpUsxefJk5Obmok6dOujfvz+mTp1q1O9Ers/iomPijH1dSZJQt25dBAcHQ6FQlDg1d2mq0+exHHX7sHp1c3NDw4YNcf/+fZO+rtz1WqV3noSF6Nq1q6hXr564fv16sedSUlJEvXr1RLdu3cwaw7Vr1wQAcezYMYPy119/XbRu3brEY+zt7cXatWsNyj7//HPh4+NT6uvMnDlTAODGjRs3bty4cePGzaa3qmRRd2zeeeedEgcL+vr6Yvz48Zg9e7YMkZmebmYWnV9//RVRUVE4ceIEmjdvLmNkhr7++muMHz/e6OOWLVvGOzYm8LCF8myJrlsOVU5F2+wXX3yBMWPG2PwVWnMzd5vdunUrRo0apZ+t7UG6u07PPPOM2f6WNGjQAK1atYJKpao2bVaOz+LQ0FAkJyfDzc3NYHa5sgQEBCAyMhIqlapSr12dPo+rum5Lq1elUok+ffoUm8LclKpLvVrMO1QoFGXeli8oKDD7H10vLy8olUrcuHHDoLykmVZ0/Pz8jNofAFQqlcEHj25yBF03CUsRHR1doZl4evToYVHvw1rxd0jGqmib7d27d6W/DJH52+yIESPQsGFDzJ49u9hYKkmS0KRJE/Tu3dssY0hq1KiBTp06oW7duiY/t6WT47NYl6Tqpud+2L5t27ZFo0aNOEGAkaq6bkur1+7du6NOnTpVGoutspjLc+3atcPnn3+Oq1evFnsuKSkJixcvRvv27c0ag4ODAyIiIrBv3z59mVarxb59+0qdaSUyMtJgfwDYu3dvmTOzWIuAgAD07du33APYlEolHn/8cU4cQCQTtlnb16pVK2zbtg2JiYn6q7tOTk6YO3cuJk6caJakpmHDhnjyySerZVJj6VQqFXr37o3GjRszqbFSDRo0QHBwsNxh2AyLuWMzd+5cdOrUCY888ggGDBiAhg0bAiicwnHr1q2ws7PDvHnzzB7HlClTMGrUKLRs2RKtW7fGggULkJ2drZ8l7emnn0bt2rX1sbz88suIiorCxx9/jD59+mDdunU4ffo0li5davZYq8KMGTOwa9euh14FliQJkiRh+vTpVRgdET2IbbZ6CAgIQI0aNZCeng6VSmUwtbKp2Nvbo2PHjsWmaCbL4OTkhN69e6NmzZpyh0IVpFQqzTopVnVkMYlN8+bNceLECbz99tvYtm0bcnJyAADOzs7o2bMn5syZg/DwcLPHMWTIENy6dQvvvPMOUlJS0KxZM+zevRu+vr4ACu8eFe0S165dO6xduxbTp0/HW2+9hQYNGmDLli02sYYNUHh1cP369fpVzEvqi6pb9O27776z6IX+iKoDtlkyBbVajZ49e8LDw0PuUKgEKpUKffv2Zf1YGT8/Pwgh9N3QQkJCzLLWVHUmCWM6Y1cRrVaLW7duAQC8vb1tfkDr2bNnERERgTNnzqBFixZyh1OiU6dOGfTrVigU+rUMHn/8cUyfPp1fkIgsCNus7atTpw6uXbsGd3d3fPDBByY7r6enJ/r06QMnJyeTnZOMU1bdKhQK9O3bt8yxvGS5MjMzsW7dOgBAr1692MXTxCzmjk1Rui4Sup9Jfrp+3UlJSdi/fz8yMzPh6uqKxx57jP3ziSwQ2yxVhIeHB5MaC9e6dWsmNTbA3t5evwgtmY5FJTYXLlzAO++8gz179hh0RYuOjkZsbKzNdO+yZgEBARg9erTcYRBRObHNUnnVrFkTvXr1YlJjwby9vdG4cWO5wyATCAgIKPdEL1R+FpPYHDlyBL169YJWq0W/fv0MJg/Ytm0bdu3ahd27d6Njx44yR0pERGRb/P390aNHD077beEiIyPZk8VGmGMGQ7KgxGby5Mnw8fHBoUOHivU3/Pfff9GpUydMmTIFp06dkilCIiIi29OgQQN06tSJV48tXK1atdgFzUYoFAp2CTYTixmVf/78eUycOLHEQVR169bF888/j/Pnz8sQGRERke1RKBSIjIxE586dmdRYgaZNm8odApmIr68vF+E2E4u5YxMYGIjc3NxSn8/Ly+PMEURERCbg5eWFqKgoroFiofz8/JCbmwtnZ2cAgJubG1emtyE+Pj5yh2CzLCaxeeeddzB58mT06dMHzZo1M3jul19+waJFi7BgwQJZYiMiIrIF9vb2aNWqFcLDw21+KQVrdvr0aRw6dAiXLl0CAISHh3NsjQ0xx4K6VMhiEpvjx4/D19cXERERaNeunX6l4ytXriA+Ph6NGjVCfHw84uPj9cdIkoSFCxfKFTIREZHVqFu3Ljp27AgXFxe5QyEjKJVKNGjQQO4wyITUarXcIdgsi0lsPvvsM/3PR48exdGjRw2e/+OPP/DHH38YlDGxISIiKpskSWjbti0aNWrEq/5WqG7dunB0dJQ7DDIhXRdDMj2LSWy0Wq3cIRAREdkUpVKJ7t27cwYmK1avXj25QyATY6JqPuxgS0REZIMkSUK3bt2Y1FgxSZI4cZIN4oxo5mMxd2x0EhISsGvXLly9ehVA4WxpvXr1QnBwsMyRERERWY+WLVsiMDBQ7jCoEnx8fODg4CB3GGRCdnZ27BJqRhaV2Lz66qtYuHBhsW5pCoUCr7zyCubPny9TZERERNbD39+/2AyjZH04LbDt4ZpR5mUxXdE+/vhjxMXFYeDAgYiPj0d6ejrS09MRHx+PQYMGIS4uDnFxcXKHSUREZNHs7e3RuXNnXhW2AV5eXnKHQCbGadbNy2Lu2CxbtgxPPPEEvvvuO4PyNm3aYN26dbh//z6+/PJLTJ48WaYIiYiILF/r1q05nayNcHd3lzsEMjEmNuZlMb/dxMREREdHl/p8dHQ0EhMTqy4gIiIiK+Pt7Y3w8HC5wyATcXV1lTsEMjHeSTUvi0lsfHx88Ntvv5X6/G+//QZvb+8qjIiIiMi6tGvXjl+cbIRKpYJKpZI7DCKrYjGJzZNPPomvvvoK77//PrKzs/Xl2dnZ+OCDD/DVV19hyJAhMkZIRERkOfz8/FCrVi39Vf169erB19dX5qjIVFxcXOQOgcjqSEIIIXcQAJCTk4PHH38cBw4cgJ2dHWrVqgUASE5ORn5+Prp06YIffvjBJldrPXv2LCIiInDmzBm0aNFC7nCIiMhK3L9/H6tWrYIkSRg8eDDc3NzkDolMJCEhgUtd2KCCggLOjGZGFnPHxtnZGfv27cPmzZsxduxYhIWFISwsDGPHjsWWLVvw008/mT2pSUtLw4gRI+Dq6gp3d3c888wzuHv3bpn7v/jiiwgNDYWTkxMCAgLw0ksvISMjw6xxEhERFRUUFMSkxsY4OTnJHQKR1bGIWdFycnIwcuRIxMTEYMSIEejXr58scYwYMQLXr1/H3r17odFoMGbMGIwfPx5r164tcf/k5GQkJydj/vz5CA8Px9WrV/Hcc88hOTkZGzdurOLoiYiouqpfv77cIZCJcXwNkfEsIrFxdnbGTz/9hF69eskWw59//ondu3fj1KlTaNmyJQBg0aJF6N27N+bPn6/vGldUo0aNsGnTJv3jevXq4b333sPIkSORn58POzuL+PUSEZGNK+lvFFk3BwcHuUMgsjoW0xWtQ4cOiI+Pl+314+Pj4e7urk9qAKBbt25QKBQ4ceJEuc+TkZEBV1fXMpOa3NxcZGZm6reyursRERGVxdXVlVf3bRAvjtomzlpoXhaT2Hz22Wc4cuQIpk+fjv/++6/KXz8lJQU+Pj4GZXZ2dvD09ERKSkq5zpGamorZs2dj/PjxZe43b948uLm56beoqKgKx01ERNUbx9bYJg4wJzKexSQ2TZs2xX///Yd58+YhMDAQKpUKrq6uBltFPrynTZsGSZLK3C5evFjp+DMzM9GnTx+Eh4cjNja2zH3ffPNNZGRk6LdDhw5V+vWJiKh6qlGjhtwhkBlwhXoi41nMfc6YmBiz3J579dVXMXr06DL3CQkJgZ+fH27evGlQnp+fj7S0NPj5+ZV5fFZWFnr27Am1Wo3NmzfD3t6+zP0fXHSLc9UTEVFFcfYs28QuS7bJQlZZsVkWk9h8/fXXZjmvt7c3vL29H7pfZGQk0tPTcebMGURERAAA9u/fD61WizZt2pR6XGZmJqKjo6FSqbBt2zY4OjqaLHYiIqKH4d8dIqJCsic29+/fx9atW5GQkAAvLy/06dMH/v7+VR5HWFgYevbsiXHjxmHJkiXQaDSYNGkShg4dqp9t5tq1a+jatStWrVqF1q1bIzMzEz169EBOTg6++eYb/WQAQGFCxf6xRERkbpw4gMh68E6cecma2Ny8eRPt2rVDQkKC/tacs7MztmzZgm7dulV5PGvWrMGkSZPQtWtXKBQKxMTE4NNPP9U/r9FocOnSJeTk5AAAzp49q58x7cE1BBISEhAUFFRlsRMRUfXExMY2CSH4JdgGceyUecma2MyePRuJiYmYPHkyHnvsMfz111+YPXs2JkyYgL///rvK4/H09Cx1MU6gcGXnon0jO3fuzL6SREQkKyY2tonfL4iMJ2ti8+OPP+Lpp5/G/Pnz9WW+vr4YPnw4Ll26hNDQUBmjIyIisnxcyJGIqJCs98OSkpLQoUMHg7IOHTpACIEbN27IFBUREZH14EKOtond0IiMJ2tik5ubW2w2F93j/Px8OUIiIiKyKvwCbJs4FoPIeLJf5klMTMTZs2f1jzMyMgAAV65cgbu7e7H9W7RoUVWhERERWTwmNkREhSQh4+g0hUJR4gdySTOB6MoKCgqqKrwqc/bsWURERODMmTNM3IiIqNzu378PjUYDtVotdyhERLKT9Y7NihUr5Hx5IiIiq8cuS0REhWRNbEaNGiXnyxMREVk9JjZERIX4aUhERGTFOCsaEVEhJjZERERWjIkNEVEhJjZERERWSqVScVY0IqL/j4kNERGRlWJSQ0T0P0xsiIiIiIjI6jGxISIiIiIiq8fEhoiIiIiIrB4TGyIiIiIisnpMbIiIiIiIyOoxsSEiIiIiIqvHVb2oQq5fv47r16/LHQaZmL+/P/z9/eUOg8yAbZaISH78O2teTGwsgL+/P2bOnGk1/9Fzc3MxbNgwHDp0SO5QyMSioqKwZ88eqFQquUMhE2KbJSKyDPw7a16SEELIHQRZl8zMTLi5ueHQoUNwcXGROxwykbt37yIqKgoZGRlwdXWVOxwyIbZZ26Rrs6xX28O6tU38O2t+vGNDFdasWTM2TBuSmZkpdwhkZmyztkXXZlmvtod1a5v4d9b8OHkAERERERFZPSY2RERERERk9ZjYkNFUKhVmzpzJgW82hvVqu1i3ton1artYt7aJ9Wp+nDyAiIiIiIisHu/YEBERERGR1WNiQ0REREREVo+JDRERERERWT0mNkREREREZPWY2BBZEUmSyrUdPHiw0q+Vk5OD2NhYo8713nvv4YknnoCvry8kSUJsbGyl4yCyZpbcZi9evIipU6eiWbNmUKvV8Pf3R58+fXD69OlKx1IdWHLdJicnY+TIkQgNDYVarYa7uztat26NlStXgnNGlc2S6/VBa9asgSRJcHFxqXQstsJO7gCIqPxWr15t8HjVqlXYu3dvsfKwsLBKv1ZOTg5mzZoFAOjcuXO5jpk+fTr8/PzQvHlz7Nmzp9IxEFk7S26zX331FZYvX46YmBhMnDgRGRkZ+PLLL9G2bVvs3r0b3bp1q3RMtsyS6zY1NRX//fcfBg0ahICAAGg0GuzduxejR4/GpUuXMHfu3ErHZKssuV6Lunv3LqZOnYoaNWpUOg5bwsSGyIqMHDnS4PHx48exd+/eYuVySUhIQFBQEFJTU+Ht7S13OESys+Q2O2zYMMTGxhpc7R07dizCwsIQGxvLxOYhLLlumzRpUuwuwKRJk/D444/j008/xezZs6FUKuUJzsJZcr0WNWfOHKjVanTp0gVbtmyROxyLwa5oRDZGq9ViwYIFePTRR+Ho6AhfX19MmDABd+7cMdjv9OnTiI6OhpeXF5ycnBAcHIyxY8cCABITE/WJyaxZs/S33h/WtSwoKMgcb4nIpsnVZiMiIop1YalZsyY6duyIP//807RvspqS8/O4JEFBQcjJyUFeXl6l31t1Jne9XrlyBXFxcfjkk09gZ8d7FEXxt0FkYyZMmICvv/4aY8aMwUsvvYSEhAR89tln+OWXX3D06FHY29vj5s2b6NGjB7y9vTFt2jS4u7sjMTER33//PQDA29sbX3zxBZ5//nkMGDAAAwcOBFB4FZCITMvS2mxKSgq8vLxM+h6rK7nr9t69e8jOzsbdu3dx6NAhrFixApGRkXBycjLr+7Z1ctfrK6+8gi5duqB379747rvvzPperY4gIqv1wgsviKLN+MiRIwKAWLNmjcF+u3fvNijfvHmzACBOnTpV6rlv3bolAIiZM2caHVdljiWyZZbaZnUOHz4sJEkSM2bMqPA5qitLrNt58+YJAPqta9euIikpyahzVHeWVq/bt28XdnZ24vz580IIIUaNGiVq1KhhxDuybeyKRmRDNmzYADc3N3Tv3h2pqan6Tdfl5MCBAwAAd3d3AMD27duh0WhkjJioerOkNnvz5k0MHz4cwcHBmDp1qlleozqxhLodNmwY9u7di7Vr12L48OEACu/iUMXJWa95eXmYPHkynnvuOYSHh5vknLaGiQ2RDbly5QoyMjLg4+MDb29vg+3u3bu4efMmACAqKgoxMTGYNWsWvLy80K9fP6xYsQK5ubkyvwOi6sVS2mx2djb69u2LrKwsbN26ldPHmoAl1G1gYCC6deuGYcOGYc2aNQgJCUG3bt2Y3FSCnPUaFxeH1NRU/UxqVBzH2BDZEK1WCx8fH6xZs6bE53UDFSVJwsaNG3H8+HH88MMP2LNnD8aOHYuPP/4Yx48f55caoipiCW02Ly8PAwcOxO+//449e/agUaNGFT4X/Y8l1O2DBg0ahGXLluHw4cOIjo422XmrE7nqNSMjA3PmzMHEiRORmZmJzMxMAIXTPgshkJiYCGdnZ/j4+FTuDVo7ufvCEVHFPdj3d+LEiUKpVIqcnByjz7VmzRoBQCxbtkwIIURqairH2BCZmKW12YKCAjFkyBChVCrFpk2bjI6B/sfS6rYkW7ZsEQDE+vXrK3We6sRS6jUhIcFgvFRJW79+/YyOydawKxqRDRk8eDAKCgowe/bsYs/l5+cjPT0dAHDnzp1iq083a9YMAPS3yZ2dnQFAfwwRmZ7cbfbFF1/E+vXrsXjxYv2sTGQactbtrVu3Sixfvnw5JElCixYtynUeKk6uevXx8cHmzZuLbV26dIGjoyM2b96MN998s+JvzEawKxqRDYmKisKECRMwb948/Prrr+jRowfs7e1x5coVbNiwAQsXLsSgQYOwcuVKLF68GAMGDEC9evWQlZWFZcuWwdXVFb179wYAODk5ITw8HOvXr0fDhg3h6emJRo0aldlNZfXq1bh69SpycnIAAIcPH8acOXMAAE899RQCAwPN/0sgsiJyttkFCxZg8eLFiIyMhLOzM7755huD5wcMGMBVzStBzrp97733cPToUfTs2RMBAQFIS0vDpk2bcOrUKbz44ouoX79+Vf4qbIpc9ers7Iz+/fsXK9+yZQtOnjxZ4nPVkrw3jIioMh68Ra6zdOlSERERIZycnIRarRaNGzcWU6dOFcnJyUIIIc6ePSuGDRsmAgIChEqlEj4+PqJv377i9OnTBuc5duyYiIiIEA4ODuW6XR4VFVXqLfIDBw6Y6m0TWS1LarOjRo0qs1tLQkKCKd+6zbOkuv3xxx9F3759Ra1atYS9vb1Qq9Wiffv2YsWKFUKr1Zr0fds6S6rXknC6Z0OSEA/cJyMiIiIiIrIyHGNDRERERERWj4kNERERERFZPSY2RERERERk9ZjYEBERERGR1WNiQ0REREREVo+JDRERERERWT0mNkTVSGJiIiRJwtdffy13KERUDmyzton1artYt/JiYkNERERERFaPC3QSVSNCCOTm5sLe3h5KpVLucIjoIdhmbRPr1XaxbuXFxIaIiIiIiKweu6IRWZnY2FhIkoTLly9j5MiRcHNzg7e3N2bMmAEhBP7991/069cPrq6u8PPzw8cff6w/tqS+v6NHj4aLiwuuXbuG/v37w8XFBd7e3njttddQUFCg3+/gwYOQJAkHDx40iKekc6akpGDMmDGoU6cOVCoV/P390a9fPyQmJprpt0JkudhmbRPr1Xaxbq0XExsiKzVkyBBotVq8//77aNOmDebMmYMFCxage/fuqF27Nj744APUr18fr732Gg4fPlzmuQoKChAdHY2aNWti/vz5iIqKwscff4ylS5dWKLaYmBhs3rwZY8aMweLFi/HSSy8hKysLSUlJFTofkS1gm7VNrFfbxbq1QoKIrMrMmTMFADF+/Hh9WX5+vqhTp46QJEm8//77+vI7d+4IJycnMWrUKCGEEAkJCQKAWLFihX6fUaNGCQDi3XffNXid5s2bi4iICP3jAwcOCADiwIEDBvs9eM47d+4IAOKjjz4yzRsmsnJss7aJ9Wq7WLfWi3dsiKzUs88+q/9ZqVSiZcuWEELgmWee0Ze7u7sjNDQU//zzz0PP99xzzxk87tixY7mOe5CTkxMcHBxw8OBB3Llzx+jjiWwV26xtYr3aLtat9WFiQ2SlAgICDB67ubnB0dERXl5excof9sHn6OgIb29vgzIPD48KfWCqVCp88MEH2LVrF3x9fdGpUyd8+OGHSElJMfpcRLaEbdY2sV5tF+vW+jCxIbJSJU0jWdrUkuIhkx+WZ0pKSZJKLC868FHnlVdeweXLlzFv3jw4OjpixowZCAsLwy+//PLQ1yGyVWyzton1artYt9aHiQ0RlYuHhwcAID093aD86tWrJe5fr149vPrqq/jxxx9x7tw55OXlGcwcQ0TmxTZrm1ivtot1W3lMbIioXAIDA6FUKovN/LJ48WKDxzk5Obh//75BWb169aBWq5Gbm2v2OImoENusbWK92i7WbeXZyR0AEVkHNzc3PPnkk1i0aBEkSUK9evWwfft23Lx502C/y5cvo2vXrhg8eDDCw8NhZ2eHzZs348aNGxg6dKhM0RNVP2yzton1artYt5XHxIaIym3RokXQaDRYsmQJVCoVBg8ejI8++giNGjXS71O3bl0MGzYM+/btw+rVq2FnZ4dHHnkE3333HWJiYmSMnqj6YZu1TaxX28W6rRxJPGy0ExERERERkYXjGBsiIiIiIrJ6TGyIiIiIiMjqMbEhIiIiIiKrx8SGiIiIiIisHhMbIiIiIiKyekxsiMgsEhMTIUkSvv76a7lDIaJyYJu1TaxX28R6LRkTGyIL8Pfff2PChAkICQmBo6MjXF1d0b59eyxcuBD37t0z2+teuHABsbGxSExMNNtrlMd7772HJ554Ar6+vpAkCbGxsbLGQ/Qw1bnNXrx4EVOnTkWzZs2gVqvh7++PPn364PTp07LFZCqsV9arKbFeqx4X6CSS2Y4dO/Dkk09CpVLh6aefRqNGjZCXl4eff/4Zr7/+Os6fP4+lS5ea5bUvXLiAWbNmoXPnzggKCjLLa5TH9OnT4efnh+bNm2PPnj2yxUFUHtW9zX711VdYvnw5YmJiMHHiRGRkZODLL79E27ZtsXv3bnTr1k2WuCqL9cp6NTXWa9VjYkMko4SEBAwdOhSBgYHYv38//P399c+98MIL+Ouvv7Bjxw4ZI/wfIQTu378PJycnk587ISEBQUFBSE1Nhbe3t8nPT2QqbLPAsGHDEBsbCxcXF33Z2LFjERYWhtjYWKv8osR6Zb3KjfVqIoKIZPPcc88JAOLo0aPl2l+j0Yh3331XhISECAcHBxEYGCjefPNNcf/+fYP9AgMDRZ8+fcSRI0dEq1athEqlEsHBwWLlypX6fVasWCEAFNsOHDhgcI7du3eLiIgIoVKpRFxcnBBCiL///lsMGjRIeHh4CCcnJ9GmTRuxfft2gxgSEhIEALFixYpy/z5u3bolAIiZM2eW+xiiqsQ2W7qBAwcKT0/PCh0rN9Zr6VivrFdrwsSGSEa1a9cWISEh5d5/1KhRAoAYNGiQ+Pzzz8XTTz8tAIj+/fsb7BcYGChCQ0OFr6+veOutt8Rnn30mWrRoISRJEufOnRNCFH5wvvTSSwKAeOutt8Tq1avF6tWrRUpKiv4c9evXFx4eHmLatGliyZIl4sCBAyIlJUX4+voKtVot3n77bfHJJ5+Ipk2bCoVCIb7//nt9DExsyBaxzZauXbt2omHDhhU6Vm6s19KxXlmv1oSJDZFMMjIyBADRr1+/cu3/66+/CgDi2WefNSh/7bXXBACxf/9+fVlgYKAAIA4fPqwvu3nzplCpVOLVV1/Vl23YsMHgClJRunPs3r3boPyVV14RAMSRI0f0ZVlZWSI4OFgEBQWJgoICIQQTG7I9bLOlO3z4sJAkScyYMcPoY+XGei0d65X1am04KxqRTDIzMwEAarW6XPvv3LkTADBlyhSD8ldffRUAivUTDg8PR8eOHfWPvb29ERoain/++afcMQYHByM6OrpYHK1bt0aHDh30ZS4uLhg/fjwSExNx4cKFcp+fyJqwzZbs5s2bGD58OIKDgzF16tRKnUsOrNeSsV4LsV6tCxMbIpm4uroCALKyssq1/9WrV6FQKFC/fn2Dcj8/P7i7u+Pq1asG5QEBAcXO4eHhgTt37pQ7xuDg4BLjCA0NLVYeFhamf57IFrHNFpednY2+ffsiKysLW7duNRigbC1Yr8WxXv+H9WpdOCsakUxcXV1Rq1YtnDt3zqjjJEkq135KpbLEciFEuV/LHDOgEVkrtllDeXl5GDhwIH7//Xfs2bMHjRo1qrLXNiXWqyHWK+vVmvGODZGM+vbti7///hvx8fEP3TcwMBBarRZXrlwxKL9x4wbS09MRGBho9OuX9wP8wTguXbpUrPzixYv654lsFdtsIa1Wi6effhr79u3D2rVrERUVZfQ5LAnrtRDrlfVq7ZjYEMlo6tSpqFGjBp599lncuHGj2PN///03Fi5cCADo3bs3AGDBggUG+3zyyScAgD59+hj9+jVq1AAApKenl/uY3r174+TJkwZ/KLKzs7F06VIEBQUhPDzc6DiIrAXbbKEXX3wR69evx+LFizFw4ECjj7c0rNdCrFfWq7VjVzQiGdWrVw9r167FkCFDEBYWZrAq8rFjx7BhwwaMHj0aANC0aVOMGjUKS5cuRXp6OqKionDy5EmsXLkS/fv3R5cuXYx+/WbNmkGpVOKDDz5ARkYGVCoVHnvsMfj4+JR6zLRp0/Dtt9+iV69eeOmll+Dp6YmVK1ciISEBmzZtgkJh/PWS1atX4+rVq8jJyQEAHD58GHPmzAEAPPXUU7wLRBaDbbbwi9/ixYsRGRkJZ2dnfPPNNwbPDxgwQP+FzlqwXlmvrFcbIe+kbEQkhBCXL18W48aNE0FBQcLBwUGo1WrRvn17sWjRIoOFwTQajZg1a5YIDg4W9vb2om7dumUuHvagqKgoERUVZVC2bNkyERISIpRKZYmLh5VEt3iYu7u7cHR0FK1bt67U4mFRUVElLmSGUqbJJJJbdW6zurU+StsSEhLKPN6SsV5Zr6xX6yYJYcQoJyIiIiIiIgvEMTZERERERGT1mNgQEREREZHVY2JDRERERERWj4kNERERERFZPSY2RERERERk9ZjYEBERERGR1WNiQ0REREREVo+JDRERERERWT0mNkREREREZPWY2BARERERkdVjYkNERERERFaPiQ0REREREVk9JjZERERERGT1/h+/wabp6Ng4MQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_groups_baseline.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Aesthetic adjustments\n", + "\n", + "Here we demonstrate a few proportion plot specific aesthetic adjustments." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bar Width\n", + "\n", + "You can modify the width of the bar plot bars (unpaired data) by setting the parameter ``bar_width`` in the ``plot()`` method. " + ] + }, + { + "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(bar_width=0.3);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bar desaturation\n", + "\n", + "The ``bar_desat`` is used to control the amount of desaturation applied to the bar plot bar colors (specific to unpaired data). A value of 0.0 means full desaturation (i.e., grayscale), \n", + "while a value of 1.0 means no desaturation (i.e., full color saturation). The default one is 0.8.\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.mean_diff.plot(bar_desat=1.0);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bar Label and Contrast Label\n", + "The parameters ``bar_label`` and ``contrast_label`` can be used to set labels for the y-axis of the bar plot and the contrast plot." + ] + }, + { + "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.mean_diff.plot(bar_label=\"success\",contrast_label=\"difference\");\n", + "two_groups_paired.mean_diff.plot(bar_label=\"success\",contrast_label=\"difference\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Barplot kwargs\n", + "The parameters ``barplot_kwargs`` can be used to alter the aesthetics of the bar plot. This is a dictionary that can be used to pass additional arguments to the bar plot." + ] + }, + { + "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(barplot_kwargs={\"alpha\":0.5, \"edgecolor\":\"red\", \"linewidth\":2});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sankey and Flow\n", + "\n", + "By changing the ``sankey`` and ``flow`` parameters, you can generate different types of Sankey plots for paired proportions." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "separate_control = dabest.load(df, idx=(((\"Control 1\", \"Test 1\"),\n", + " (\"Test 2\", \"Test 3\"),\n", + " (\"Test 4\", \"Test 7\", \"Test 6\"))),\n", + " proportional=True, paired=\"sequential\", id_col=\"ID\")\n", + "\n", + "separate_control.mean_diff.plot();\n", + "separate_control.mean_diff.plot(sankey_kwargs={'sankey':False});\n", + "separate_control.mean_diff.plot(sankey_kwargs={'flow':False});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sankey kwargs\n", + "Several exclusive parameters can be provided to the ``plot()`` method to customize the Sankey plots for paired proportions.\n", + "By modifying the sankey_kwargs parameter, you can customize the Sankey plot. The following parameters are supported:\n", + "\n", + "- **align**: The alignment of each Sankey bar. Default is \"center\".\n", + "- **alpha**: The transparency of each Sankey bar. Default is 0.4.\n", + "- **bar_width**: The width of each bar on the side in the plot. Default is 0.1." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "repeated_measures_baseline.mean_diff.plot(sankey_kwargs = {\"alpha\": 0.2,\n", + " \"bar_width\": 0.4});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Custom Palette\n", + "\n", + "The `custom_palette` parameter functions in a similar way for proportion plots as for other plots - however, there are some differences!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A `custom_palette` dict can be passed for sankey plots, whereby two keys used are 0 and 1. The color associated with these keys will be used to color the bars in the sankey plot.\n", + "\n", + "For bar plots, the `custom_palette` dict can be passed like a regular plot, with a color associated to each group. The chosen color will then be used to color the filled portion of the bar plot." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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pWrRoUaxwXbBgAcaOHYsTJ04gLS0Nu3fvRpcuXfDHH3/oKwoRERERmQG9Fa7Hjh1Dnz594OjoqF6WnZ2NBQsWwNvbGzdu3EBaWhrOnDkDa2trfPbZZ/qKQkRERERmQG+Fa2JiIlq0aKGx7MCBA5DL5Zg2bRp8fX0BAAEBARg1ahROnjypryhEREREZAb0Vrjm5OSgZs2aGst+++03SCQShISEaCz38/NDWlqavqIQERERkRnQW+Fat25dXL9+XWPZ8ePH4eHhgQYNGmgsl8vlcHJy0lcUIiIiIjIDeitce/Togc2bN+Ps2bMAgK+//hrXr1/HgAEDim174cIF+Pj46CsKEREREZkBvT2AYPbs2di9ezfat28PCwsLKBQKuLm5Yc6cORrb5efnY9euXRg3bpy+ohBVeba2zhr/JSIiMkV6K1xdXV1x6dIlbNy4Ebdv30bdunUxevRouLu7a2z3119/YdiwYXjrrbf0FYWoyuvSZanYEYiIiCpNr498rVGjBj7++OMytwkICEBAQIA+YxARERGRGeAjX4mIiIjIJLBwJSIiIiKTwMKViIiIiEyCyReuq1evho+PD2xtbdGuXTvExcWVuX1mZibee+89eHl5wcbGBg0bNsSBAwcMlJaIiIiItKWXwnXv3r14+PChPg6tYefOnQgLC0NERATi4+PRsmVLhISEIDU1tcTt5XI5unfvjsTERPz4449ISEjAhg0b4O3trfesRERERFQ5eilcBwwYgOPHj6vf16tXD3v37tX5eZYvX46xY8di1KhR8PPzw7p162Bvb4/NmzeXuP3mzZuRkZGB3bt3o0OHDvDx8UFQUBBatmyp82xEREREpFt6KVyrVauGzMxM9fvExETk5ubq9BxyuRwXLlxAcHCweplUKkVwcDBiY2NL3Gfv3r0IDAzEe++9Bw8PDzRr1gyLFi2CUqks9TwymQzZ2dnql64/BxERERGVj17mcQ0ICMDChQuRkpKC6tWrAwAOHDiA5OTkUveRSCSYOnVquc+Rnp4OpVIJDw8PjeUeHh64fv16ifvcvn0bR48exbBhw3DgwAHcvHkTEydORFFRESIiIkrcJzIyEvPmzSt3LiIiIiLSD70UrmvWrMGIESMwf/58AE+L0u3bt2P79u2l7lPRwlUbKpUK7u7uWL9+PSwsLODv748HDx7g888/L7VwDQ8PR1hYmPr9pUuXEBQUpNecRERERFScXgrXBg0a4PTp0ygsLERqaip8fHywcuVK9OvXT2fncHV1hYWFBVJSUjSWp6SkwNPTs8R9vLy8YGVlBQsLC/WyJk2aIDk5GXK5HNbW1sX2sbGxgY2Njfq9o6Ojjj4BEREREVWEXh/5amtrizp16iAiIgLdunVD3bp1dXZsa2tr+Pv7IyYmBv379wfwtEc1JiYGkyZNKnGfDh06YPv27VCpVJBKnw7v/fvvv+Hl5VVi0UpERERExsMg87hGRESgWbNmAIDc3Fxcu3YN165dq/SNTmFhYdiwYQO2bduGa9euYcKECcjLy8OoUaMAACNGjEB4eLh6+wkTJiAjIwMffPAB/v77b+zfvx+LFi3Ce++9V6kcRERERKR/eu1x/bdz587hk08+we+//w6VSgXg6SwAnTp1wpIlS9C2bdsKHzM0NBRpaWmYM2cOkpOT0apVK0RHR6tv2EpKSlL3rAJA7dq1cejQIUydOhUtWrSAt7c3PvjgA0ybNk03H5KIiIiI9MYghevZs2fRpUsXWFtbY8yYMWjSpAkA4Nq1a/juu+/QuXNnHD9+HAEBARU+9qRJk0odGvDvuWSfCQwMxJkzZyp8HiIiIiISl0EK15kzZ8Lb2xu///57sRun5s6diw4dOmDmzJk4cuSIIeIQERERkQkyyBjXs2fPYvz48SXe7e/h4YFx48axF5SIiIiIymSQwlUqlUKhUJS6XqlUaoxFJSIiIiL6L4NUi+3bt8fq1atx9+7dYuuSkpKwZs0adOjQwRBRiIiIiMhEGWSM66JFi9C5c2c0btwYAwYMQMOGDQEACQkJ2LNnDywtLREZGWmIKERERERkogxSuLZu3Rpnz57FzJkzsXfvXuTn5wMA7O3t0bNnTyxYsAB+fn6GiEJEREREJspg87j6+flh165dUKlUSEtLAwC4ublxbCsRERERlYvBCtdnpFKp+gEBRERERETlxe5OIiIiIjIJLFyJiIiIyCSwcCUiIiIik8DClYiIiIhMAgtXIiIiIjIJBp1V4OrVq7h9+zaePHkCQRCKrR8xYoQh4xARERGRCTFI4Xrr1i0MHz4ccXFxJRasACCRSFi4EhEREVGpDFK4jh8/HpcvX8bKlSvRqVMn1KhRwxCnJSIiIiIzYpDC9dSpU5gxYwbef/99Q5yOiIiIiMyQQW7OcnV1RfXq1Q1xKiIiIiIyUwYpXN9991188803UCqVhjgdEREREZkhgwwVaNiwIZRKJVq2bInRo0ejdu3asLCwKLbdwIEDDRGHiIiIiEyQQQrX0NBQ9Z8/+uijEreRSCTskSUiIiKiUhmkcD127JghTkNEREREZswghWtQUJAhTkNEREREZsygT84Cnj496+7duwCAunXrws/Pz9ARiIiIiMgEGaxw3bNnD8LCwpCYmKix3NfXF8uXL8drr71mqChEREREZIIMMh3WgQMHMGjQIADAokWLsGvXLuzatQuLFi2CIAgYOHAgoqOjDRGFiIiIiEyUQXpc58+fjxYtWuDkyZNwcHBQL3/ttdcwadIkdOzYEfPmzUPPnj0NEYeIiIiITJBBelz//PNPjBw5UqNofcbBwQFvv/02/vzzT62OvXr1avj4+MDW1hbt2rVDXFxcufbbsWMHJBIJ+vfvr9V5iYiIiMiwDFK42traIiMjo9T1GRkZsLW1rfBxd+7cibCwMERERCA+Ph4tW7ZESEgIUlNTy9wvMTERH330ETp16lThcxIRERGROAxSuHbr1g1RUVGIjY0ttu7s2bNYtWoVgoODK3zc5cuXY+zYsRg1ahT8/Pywbt062NvbY/PmzaXuo1QqMWzYMMybNw/16tWr8DmJiIiISBwGGeO6ZMkSBAYGomPHjggICECjRo0AAAkJCYiLi4O7uzsWL15coWPK5XJcuHAB4eHh6mVSqRTBwcElFsjPfPrpp3B3d8c777yDkydPPvc8MpkMMplM/T43N7dCOYmIiIhINwzS4+rr64s///wTkydPxpMnT7Bz507s3LkTT548wQcffIA//vgDPj4+FTpmeno6lEolPDw8NJZ7eHggOTm5xH1+//13bNq0CRs2bCj3eSIjI1G9enX1iw9TICIiIhKHweZxdXd3x4oVK7BixQpDnVJDTk4O3nrrLWzYsAGurq7l3i88PBxhYWHq95cuXWLxSkRERCQCgz85S1dcXV1hYWGBlJQUjeUpKSnw9PQstv2tW7eQmJiIvn37qpepVCoAgKWlJRISElC/fv1i+9nY2MDGxkb93tHRUVcfgYiIiIgqQC+F6+jRoyGRSLB+/XpYWFhg9OjRz91HIpFg06ZN5T6HtbU1/P39ERMTo57SSqVSISYmBpMmTSq2fePGjXH58mWNZbNmzUJOTg6ioqJQu3btcp+biIiIiAxPL4Xr0aNHIZVKoVKpYGFhgaNHj0IikZS5z/PWlyQsLAwjR45E27ZtERAQgJUrVyIvLw+jRo0CAIwYMQLe3t6IjIyEra0tmjVrprG/s7MzABRbTkRERKSttm3bIjk5GZ6enjh//rzYccyKXgrXxMTEMt/rSmhoKNLS0jBnzhwkJyejVatWiI6OVt+wlZSUBKnUIPefEREREQEAkpOT8eDBA7FjmCWDjHFNSkqCm5sb7OzsSlxfUFCAtLQ01KlTp8LHnjRpUolDAwDg+PHjZe67devWCp+PiIiIiMRhsOmwdu3aVer6vXv3wtfX1xBRiIiIiMhEGaRwFQShzPVFRUW8pE9EREREZdLbUIHs7GxkZmaq3z9+/BhJSUnFtsvMzMSOHTvg5eWlryhERERGjTfzEJWP3grXFStW4NNPPwXwdMaAKVOmYMqUKSVuKwgCFixYoK8oRERERo038xCVj94K1x49esDR0RGCIOCTTz7BkCFD0KZNG41tJBIJHBwc4O/vj7Zt2+orChERERGZAb0VroGBgQgMDAQA5OXlYdCgQZwvlYiIiIi0pvfpsPLz87Fq1SrY29uzcCUiIiIiren9Vn57e3tYWlrCwcFB36ciIiIiIjNmkDmoBg0ahB9//PG502IREREREZXGIE/OevPNNzFx4kR07doVY8eOhY+PT4lP0frvzVtERERERM8YpHDt0qWL+s8nT54stl4QBEgkEiiVSkPEISIiItIbT09Pjf+S7hikcN2yZYshTkNEREQkOj5EQn8MUriOHDnSEKchIiIiKiZT4QxkKbB7xQCxo+iVs0GqOnEZ/CPm5ubi3r17AIDatWvD0dHR0BGIiIiIyAQZZFYBADh37hy6du2KGjVqoFmzZmjWrBlq1KiBbt26sUudiIiIzMZHy49jzLxofLT8uNhRzI5BelzPnj2LLl26wNraGmPGjEGTJk0AANeuXcN3332Hzp074/jx4wgICDBEHCIiIqPCm3nMS2ZOIR5nFYodwywZpHCdOXMmvL298fvvvxf7oZw7dy46dOiAmTNn4siRI4aIQ0REZFR45ZGofAzW4zpnzpwSv0l6eHhg3LhxmD9/viGiEBERPVehbSEeZT7CkCZDxI6iV7awFTsCUYUYZIyrVCqFQqEodb1SqYRUarDhtkRERERkggxSLbZv3x6rV6/G3bt3i61LSkrCmjVr0KFDB0NEISIiMjqHEg9hz809OJR4SOwoREbNIEMFFi1ahM6dO6Nx48YYMGAAGjZsCABISEjAnj17YGlpicjISENEISIiMjqFikIUKArEjkFk9AxSuLZu3Rpnz57FzJkzsXfvXuTn5wMA7O3t0bNnTyxYsAB+fn6GiEJEREREJspgDyDw8/PDrl27oFKpkJaWBgBwc3Pj2FYiIiIiKheDPzlLIpFAIpGo/0xEREREVB4G6+68evUqBg8eDCcnJ3h5ecHLywtOTk4YPHgw/vrrL0PFICIyeW3btsULL7yAtm3bih2FiMigDNLjevLkSbz66qtQqVTo16+fxs1Ze/fuxcGDBxEdHY1OnToZIg4RkUlLTk7GgwcPxI5BRGRwBilcp06dCnd3d5w4cQK1a9fWWHfv3j107twZYWFhOHfunCHiEBEREZEJMshQgStXrmDixInFilYAqF27NiZMmIArV65odezVq1fDx8cHtra2aNeuHeLi4krddsOGDejUqRNq1KiBGjVqIDg4uMztiYiIiCrKuZotala3hXM1PplM1wzS41q3bl3IZLJS18vl8hKL2ufZuXMnwsLCsG7dOrRr1w4rV65ESEgIEhIS4O7uXmz748ePY8iQIWjfvj1sbW2xePFi9OjRA1euXIG3t3eFz09ERET0X0vDuogdwWwZpMd1zpw5WLVqFS5dulRs3cWLF/HFF19g7ty5FT7u8uXLMXbsWIwaNQp+fn5Yt24d7O3tsXnz5hK3//bbbzFx4kS0atUKjRs3xsaNG6FSqRATE1Phc5s73vxBRERExsYgPa5nzpyBh4cH/P390b59ezRo0AAAcOPGDcTGxqJZs2aIjY1FbGyseh+JRIKoqKhSjymXy3HhwgWEh4erl0mlUgQHB2scpyz5+fkoKiqCi4tLqdvIZDKN3uLc3NxyHdvU8eYPIiIiMjYGKVy//PJL9Z9PnTqFU6dOaay/fPkyLl++rLHseYVreno6lEolPDw8NJZ7eHjg+vXr5co1bdo01KpVC8HBwaVuExkZiXnz5pXreERERNqwtbTV+C8RlcwghatKpTLEaSrks88+w44dO3D8+HHY2pb+iyI8PBxhYWHq95cuXUJQUJAhIhIRURUR4hMidgQik2DwJ2fpiqurKywsLJCSkqKxPCUlBZ6enmXuu3TpUnz22Wf49ddf0aJFizK3tbGxgY2Njfq9o6Oj9qGJiIiISGsGLVzv3LmDgwcP4u7duwCezjbw6quvwtfXt8LHsra2hr+/P2JiYtC/f38AUN9oNWnSpFL3W7JkCRYuXIhDhw7xxiMiMknPvpw/70s6EZG5MVjh+uGHHyIqKqrYsAGpVIopU6Zg6dKlFT5mWFgYRo4cibZt2yIgIAArV65EXl4eRo0aBQAYMWIEvL29ERkZCQBYvHgx5syZg+3bt8PHxwfJyckAnvaisieViEzF+fPnxY5ARCQKgxSuy5Ytw4oVKzB48GB8+OGHaNKkCQDg2rVrWLFiBVasWAFvb29MnTq1QscNDQ1FWloa5syZg+TkZLRq1QrR0dHqG7aSkpIglf4z49fatWshl8sxePBgjeNERERoNR0XEREA2BbaIvNRJpoMaSJ2FP3ifUNEJDKDFK4bNmzAa6+9hu+//15jebt27bBjxw4UFhbiq6++qnDhCgCTJk0qdWjA8ePHNd4nJiZW+PhEREREZBwM8gCCxMREhISUfsdkSEgIi0oionJKPJSIm3tuIvFQothRiIgMyiA9ru7u7vjjjz9KXf/HH3/Azc3NEFGonHjzB5HxUhQqoChQiB2DiMjgDFK4vv7664iKioKPjw/ef/99ODg4AADy8vLw5ZdfYuPGjZgyZYoholA58eYPIiIiMjYGKVznz5+PS5cuYcaMGZgzZw5q1aoFAHj48CEUCgW6du2KTz/91BBRTFamszOgUGD3gAFiR9ErZ7EDEBERkdEySOFqb2+PmJgY7NmzR2Me1549e6JXr17o27cvJBKJIaIQERERkYnSe+Gan5+P4cOHY9CgQRg2bBj69eun71OSDnx0/DgyCwvhbGuLpV26iB2HiIiISP+zCtjb2+PXX39Ffn6+vk9FOpRZWIjHhYXILCwUOwoRERERAANNh9WxY0fExsYa4lREREREZKYMUrh++eWXOHnyJGbNmoX79+8b4pREREREZGYMUri2bNkS9+/fR2RkJOrWrQsbGxs4OTlpvKpXr26IKERERERkogwyq8CgQYM4awARERERVYpBCtetW7ca4jRERFWCpa2lxn+JiKoKvf7WKywsxJ49e3Dnzh24urqid+/e8PLy0ucpiYjMnk+Ij9gRiIhEobfCNTU1Fe3bt8edO3cgCAKAp1Nj7d69G8HBwfo6LRERERGZKb3dnDV//nwkJiZi6tSp2LdvH1auXAk7OzuMHz9eX6ckIiIiIjOmtx7Xw4cPY8SIEVi6dKl6mYeHB4YOHYqEhAQ0atRIX6cmHXC2tdX4LxEREZHY9Fa4JiUlYdq0aRrLOnbsCEEQkJKSwsLVyPExr0RERGRs9DZUQCaTwfY/vXXP3isUCn2dloiIiIjMlF5nFUhMTER8fLz6fVZWFgDgxo0bcHZ2LrZ9mzZt9BmHiIiIiEyYXgvX2bNnY/bs2cWWT5w4UeO9IAiQSCRQKpX6jENEREREJkxvheuWLVv0dWgiIiIiqoL0VriOHDlSX4cmIiIioipIbzdnERERERHpEgtXIiIiIjIJLFyJiIiIyCSwcCUiIiIik8DClYiIiIhMgskXrqtXr4aPjw9sbW3Rrl07xMXFlbn9Dz/8gMaNG8PW1hbNmzfHgQMHDJSUiIiIiCrDpAvXnTt3IiwsDBEREYiPj0fLli0REhKC1NTUErc/ffo0hgwZgnfeeQcXL15E//790b9/f/z1118GTk5EREREFWXShevy5csxduxYjBo1Cn5+fli3bh3s7e2xefPmErePiopCz5498fHHH6NJkyaYP38+2rRpgy+//NLAyYmIiIiooky2cJXL5bhw4QKCg4PVy6RSKYKDgxEbG1viPrGxsRrbA0BISEip2xMRERGR8dDbk7P0LT09HUqlEh4eHhrLPTw8cP369RL3SU5OLnH75OTkUs8jk8kgk8nU73NzcyuR2rRkFBbiSWGhQc9ZLScHVhYWsI2PN+h5DenJkwQolRlixzCInJxqsLCwQny8rdhR9CYvJQ+FGYb9ORGLzEaGPHke4s345xMAUvJSkFFYNX5GbWQ2kOfJzbpNE+4+QUau0uDnreFkCxcn8/3dJxaTLVwNJTIyEvPmzdNYFhQUBC8vL4NlaP/DDwY71zMymQwhISE4ceKEwc8NAPD3F+e8pBdsTvPxCI/gv50NalYeAdv9t4udwuwEBQXh0KHdsLGxETuKWTHZwtXV1RUWFhZISUnRWJ6SkgJPT88S9/H09KzQ9gAQHh6OsLAwjWU2NjZm/xdRJpPhxIkTOHHiBBwdHcWOQ5WUm5uLoKAgtqeZYHuaH7apeXnWnjKZzOzrBUMz2cLV2toa/v7+iImJQf/+/QEAKpUKMTExmDRpUon7BAYGIiYmBlOmTFEvO3LkCAIDA0s9T1UoUsvSqlUrODk5iR2DKik7OxsA29NcsD3ND9vUvDxrT9I9ky1cASAsLAwjR45E27ZtERAQgJUrVyIvLw+jRo0CAIwYMQLe3t6IjIwEAHzwwQcICgrCsmXL0Lt3b+zYsQPnz5/H+vXrxfwYRERERFQOJl24hoaGIi0tDXPmzEFycjJatWqF6Oho9Q1YSUlJkEr/mTihffv22L59O2bNmoUZM2bgxRdfxO7du9GsWTOxPgIRERERlZNJF64AMGnSpFKHBhw/frzYstdffx2vv/66nlOZPhsbG0RERFTpYRLmhO1pXtie5odtal7YnvojEQRBEDsEEREREdHzmOwDCIiIiIioamHhSkREREQmgYUrEREREZkEFq6kd4mJiZBIJNi6davYUYiIiMiEsXA1Mrdu3cL48eNRr1492NrawsnJCR06dEBUVBQKCgr0dt6rV69i7ty5SExM1Ns5ymPhwoV47bXX4OHhAYlEgrlz54qax5AkEkm5XiXNllFR+fn5mDt3boWOVZXbRhvG3J7Xr1/HJ598glatWqFatWrw8vJC7969cf78+UpnMVfG3J4PHz7E8OHD0ahRI1SrVg3Ozs4ICAjAtm3bwPuvS2fMbfpf3377LSQSCZ+qBjOYDsuc7N+/H6+//jpsbGwwYsQINGvWDHK5HL///js+/vhjXLlyRW8PS7h69SrmzZuHLl26wMfHRy/nKI9Zs2bB09MTrVu3xqFDh0TLIYb//e9/Gu+//vprHDlypNjyJk2aVPpc+fn5mDdvHgCgS5cu5dqnKreNNoy5PTdu3IhNmzZh0KBBmDhxIrKysvDVV1/h5ZdfRnR0NIKDgyudydwYc3ump6fj/v37GDx4MOrUqYOioiIcOXIEb7/9NhISErBo0aJKZzJHxtym/5abm4tPPvkEDg4Olc5hDli4Gok7d+7gzTffRN26dXH06FF4eXmp17333nu4efMm9u/fL2LCfwiCgMLCQtjZ2en82Hfu3IGPjw/S09Ph5uam8+Mbs+HDh2u8P3PmDI4cOVJsuViqcttow5jbc8iQIZg7d65G783o0aPRpEkTzJ07l4VrCYy5PVu0aFGsJ2/SpEno27cvVq1ahfnz58PCwkKccEbMmNv03xYsWIBq1aqha9eu2L17t9hxRMehAkZiyZIlyM3NxaZNmzSK1mcaNGiADz74QP1eoVBg/vz5qF+/PmxsbODj44MZM2ZAJpNp7Ofj44M+ffrg999/R0BAAGxtbVGvXj18/fXX6m22bt2qfihD165di10eeXaMQ4cOoW3btrCzs8NXX30FALh9+zZef/11uLi4wN7eHi+//HKlCmwxe3tNgUqlwsqVK9G0aVPY2trCw8MD48ePx5MnTzS2O3/+PEJCQuDq6go7Ozv4+vpi9OjRAJ6OOX5WeM6bN0/d3s+79M+20T2x2tPf37/YJceaNWuiU6dOuHbtmm4/ZBUi5s9nSXx8fJCfnw+5XF7pz1ZVid2mN27cwIoVK7B8+XJYWrKvEWCPq9H45ZdfUK9ePbRv375c248ZMwbbtm3D4MGD8eGHH+Ls2bOIjIzEtWvXsGvXLo1tb968icGDB+Odd97ByJEjsXnzZrz99tvw9/dH06ZN0blzZ0yePBmrVq3CjBkz1JdF/n15JCEhAUOGDMH48eMxduxYNGrUCCkpKWjfvj3y8/MxefJk1KxZE9u2bcNrr72GH3/8EQMGDNDd/yACAIwfPx5bt27FqFGjMHnyZNy5cwdffvklLl68iFOnTsHKygqpqano0aMH3NzcMH36dDg7OyMxMRE///wzAMDNzQ1r167FhAkTMGDAAAwcOBDA014bMixja8/k5GS4urrq9DNWJWK3Z0FBAfLy8pCbm4sTJ05gy5YtCAwM1MvVsapC7DadMmUKunbtil69euH777/X62c1GQKJLisrSwAg9OvXr1zbX7p0SQAgjBkzRmP5Rx99JAAQjh49ql5Wt25dAYDw22+/qZelpqYKNjY2wocffqhe9sMPPwgAhGPHjhU737NjREdHayyfMmWKAEA4efKkellOTo7g6+sr+Pj4CEqlUhAEQbhz544AQNiyZUu5Pp8gCEJaWpoAQIiIiCj3PubmvffeE/79I3ry5EkBgPDtt99qbBcdHa2xfNeuXQIA4dy5c6UeuzL/f9k22jHW9nzmt99+EyQSiTB79mytj1GVGGN7RkZGCgDUr1deeUVISkqq0DGqMmNr03379gmWlpbClStXBEEQhJEjRwoODg4V+ETmiUMFjEB2djYAoFq1auXa/sCBAwCAsLAwjeUffvghABS7VO/n54dOnTqp37u5uaFRo0a4fft2uTP6+voiJCSkWI6AgAB07NhRvczR0RHjxo1DYmIirl69Wu7j0/P98MMPqF69Orp374709HT169ll32PHjgEAnJ2dAQD79u1DUVGRiImpLMbUnqmpqRg6dCh8fX3xySef6OUc5s4Y2nPIkCE4cuQItm/fjqFDhwKAXmejMXditqlcLsfUqVPx7rvvws/PTyfHNBcsXI2Ak5MTACAnJ6dc29+9exdSqRQNGjTQWO7p6QlnZ2fcvXtXY3mdOnWKHaNGjRrFxuiUxdfXt8QcjRo1Krb82RCD/+agyrlx4waysrLg7u4ONzc3jVdubi5SU1MBAEFBQRg0aBDmzZsHV1dX9OvXD1u2bCk2/pnEZSztmZeXhz59+iAnJwd79uzhdDtaMob2rFu3LoKDgzFkyBB8++23qFevHoKDg1m8aknMNl2xYgXS09PVMxHQPzjG1Qg4OTmhVq1a+Ouvvyq0n0QiKdd2pd1NKlRgfj+OkRKfSqWCu7s7vv322xLXPxv8L5FI8OOPP+LMmTP45ZdfcOjQIYwePRrLli3DmTNnWJgYCWNoT7lcjoEDB+LPP//EoUOH0KxZM62PVdUZQ3v+1+DBg7Fhwwb89ttvxa6Y0fOJ1aZZWVlYsGABJk6ciOzsbPVV2dzcXAiCgMTERNjb28Pd3b1yH9BEsXA1En369MH69esRGxuLwMDAMretW7cuVCoVbty4oXEDVUpKCjIzM1G3bt0Kn7+8RfB/cyQkJBRbfv36dfV60p369evj119/RYcOHcr1ReLll1/Gyy+/jIULF2L79u0YNmwYduzYgTFjxmjV3qRbYrenSqXCiBEjEBMTg++//x5BQUHafAz6f2K3Z0me9bRmZWXp5HhVjVht+uTJE+Tm5mLJkiVYsmRJsfW+vr7o169flZ0ai0MFjMSzyYXHjBmDlJSUYutv3bqFqKgoAECvXr0AACtXrtTYZvny5QCA3r17V/j8zyY2zszMLPc+vXr1QlxcHGJjY9XL8vLysH79evj4+HBcjo698cYbUCqVmD9/frF1CoVC3XZPnjwp1pveqlUrAFBfurK3twdQsfYm3RK7Pd9//33s3LkTa9asUd/lTNoTsz3T0tJKXL5p0yZIJBK0adOmXMchTWK1qbu7O3bt2lXs1bVrV9ja2mLXrl0IDw/X/oOZOPa4Gon69etj+/btCA0NRZMmTTSenHX69Gn88MMPePvttwEALVu2xMiRI7F+/XpkZmYiKCgIcXFx2LZtG/r374+uXbtW+PytWrWChYUFFi9ejKysLNjY2KBbt25lXoqYPn06vvvuO7z66quYPHkyXFxcsG3bNty5cwc//fQTpNKKfy/63//+h7t37yI/Px8A8Ntvv2HBggUAgLfeeqtK9+IGBQVh/PjxiIyMxKVLl9CjRw9YWVnhxo0b+OGHHxAVFYXBgwdj27ZtWLNmDQYMGID69esjJycHGzZsgJOTk/pLj52dHfz8/LBz5040bNgQLi4uaNasWZmXitk2uiVme65cuRJr1qxBYGAg7O3t8c0332isHzBgAJ/SU0FitufChQtx6tQp9OzZE3Xq1EFGRgZ++uknnDt3Du+//36x+yGofMRqU3t7e/Tv37/Y8t27dyMuLq7EdVWKmFMaUHF///23MHbsWMHHx0ewtrYWqlWrJnTo0EH44osvhMLCQvV2RUVFwrx58wRfX1/ByspKqF27thAeHq6xjSA8ncqqd+/exc4TFBQkBAUFaSzbsGGDUK9ePcHCwkJjaqzSjiEIgnDr1i1h8ODBgrOzs2BraysEBAQI+/bt09imItNhBQUFaUzn8u9XSVN1mbP/Ts3yzPr16wV/f3/Bzs5OqFatmtC8eXPhk08+ER4+fCgIgiDEx8cLQ4YMEerUqSPY2NgI7u7uQp8+fYTz589rHOf06dOCv7+/YG1tXa5pWtg2lWNM7Tly5MhS2xKAcOfOHV1+dLNkTO15+PBhoU+fPkKtWrUEKysr9b8bW7ZsEVQqlU4/tzkzpjYtCafDekoiCBW4Q4eIiIiISCQc40pEREREJoGFKxERERGZBBauRERERGQSWLgSERERkUlg4UpEREREJoGFq4lZsmQJGjduDJVKJXaUSnvzzTfxxhtviB1DVGxP88M2NS9sT/PC9jQDYs/HReWXlZUluLi4CJs3b1Yvw//Pu7h06dJi22/ZskUAIJw7d07nWYKDgwUAwnvvvVfi+o0bNwqNGzcWbGxshAYNGgirVq0qtk18fLwglUqFS5cu6TyfKWB7mh+2qXlhe5oXtqd5YI+rCdm8eTMUCgWGDBlSbN3nn3+ufqKRvv38888aj3n9r6+++gpjxoxB06ZN8cUXXyAwMBCTJ0/G4sWLNbZr3bo12rZti2XLluk7slFie5oftql5YXuaF7anmRC7cqbya9GihTB8+HCNZQCEVq1aCQCEZcuWaazTx7fFgoICwcfHR/j0009L/LaYn58v1KxZs9iTtoYNGyY4ODgIGRkZGsuXLl0qODg4CDk5OTrLaCrYnuaHbWpe2J7mhe1pHtjjaiLu3LmDP//8E8HBwcXWdejQAd26dcOSJUtQUFCg1xxLliyBSqXCRx99VOL6Y8eO4fHjx5g4caLG8vfeew95eXnYv3+/xvLu3bsjLy8PR44c0VtmY8T2ND9sU/PC9jQvbE/zwcLVRJw+fRoA0KZNmxLXz507FykpKVi7dm2Zx5HJZEhPTy/X67+SkpLw2WefYfHixbCzsyvx+BcvXgQAtG3bVmO5v78/pFKpev0zfn5+sLOzw6lTp8rMbW7YnuaHbWpe2J7mhe1pPizFDkDlc/36dQCAr69vies7deqErl274vPPP8eECRNK/aH47rvvMGrUqHKdUxAEjfcffvghWrdujTfffLPUfR49egQLCwu4u7trLLe2tkbNmjXx8OFDjeWWlpaoXbs2rl69Wq5M5oLtaX7YpuaF7Wle2J7mg4WriXj8+DEsLS3h6OhY6jZz585FUFAQ1q1bh6lTp5a4TUhIiFaXFI4dO4affvoJZ8+eLXO7goICWFtbl7jO1ta2xMswNWrUKPHbqTlje5oftql5YXuaF7an+WDhakY6d+6Mrl27YsmSJXj33XdL3MbLywteXl4VOq5CocDkyZPx1ltv4aWXXipzWzs7O8jl8hLXFRYWlvgtVhAESCSSCmWqCtie5odtal7YnuaF7WkaWLiaiJo1a0KhUCAnJwfVqlUrdbuIiAh06dIFX331FZydnYutLygoQFZWVrnO6enpCQD4+uuvkZCQgK+++gqJiYka2+Tk5CAxMRHu7u6wt7eHl5cXlEolUlNTNS51yOVyPH78GLVq1Sp2nidPnuDFF18sVyZzwfY0P2xT88L2NC9sT/PBm7NMROPGjQE8vTOyLEFBQejSpQsWL15c4iWFnTt3qr8xPu/1TFJSEoqKitChQwf4+vqqX8DTH0hfX18cPnwYANCqVSsAwPnz5zXOe/78eahUKvX6ZxQKBe7du4cmTZpU6P+HqWN7mh+2qXlhe5oXtqf5YI+riQgMDATw9C9vixYtytx27ty56NKlC9avX19snTbjc958881iPywAMGDAAPTq1Qtjx45Fu3btAADdunWDi4sL1q5di169eqm3Xbt2Lezt7dG7d2+NY1y9ehWFhYVo3759hTKZOran+WGbmhe2p3lhe5oRsSaQpYpr1qyZMGTIEI1lKOWRcUFBQepH2enjcXVlnXv16tUCAGHw4MHChg0bhBEjRggAhIULFxbbdunSpYK9vb2QnZ2tl4zGjO1pftim5oXtaV7YnuaBhasJWb58ueDo6Cjk5+erl5X2F//YsWOi/dAJgiCsX79eaNSokWBtbS3Ur19fWLFihaBSqYpt165du2JPMqkq2J7mh21qXtie5oXtaR5YuJqQzMxMwcXFRdi4caPYUXTi4sWLgkQiES5evCh2FFGwPc0P29S8sD3NC9vTPEgE4T8z5JJRW7x4MbZs2YKrV69CKjXte+vefPNNqFQqfP/992JHEQ3b0/ywTc0L29O8sD1NHwtXIiIiIjIJpv11g4iIiIiqDBauRERERGQSWLgSERERkUlg4UpEREREJoGFKxERERGZBBauRERERGQSWLgSERERkUlg4UpEREREJoGFKxERERGZBBauRERERGQSWLgSERERkUlg4UpEREREJoGFKxERERGZBBauFfTo0SPMnTsXjx49EjsKERERUZXCwrWCHj16hHnz5rFwJSIiIjIwFq5EREREZBJYuBIRERGRSWDhSkREREQmgYUrEREREZkEFq5EREREZBJYuBIRERGRSWDhSkREREQmgYUrURWRkSF2AiIiosph4UpURaSkiJ2AiIiocli4ElUR2dliJyAiIqocFq5EVURWFqBQiJ2CiIhIe5UuXB89eoQ//vgDeXl5ushTYatXr4aPjw9sbW3Rrl07xMXFlbn9ypUr0ahRI9jZ2aF27dqYOnUqCgsLDZSWSFxpaWInICIi0p7WheuePXvQuHFjvPDCC2jTpg3Onj0LAEhPT0fr1q2xe/duXWUs1c6dOxEWFoaIiAjEx8ejZcuWCAkJQWpqaonbb9++HdOnT0dERASuXbuGTZs2YefOnZgxY4besxIZg4cPxU5ARESkPa0K119++QUDBw6Eq6srIiIiIAiCep2rqyu8vb2xZcsWnYUszfLlyzF27FiMGjUKfn5+WLduHezt7bF58+YStz99+jQ6dOiAoUOHwsfHBz169MCQIUOe20tLZC7u3hU7ARERkfa0Klw//fRTdO7cGb///jvee++9YusDAwNx8eLFSocri1wux4ULFxAcHKxeJpVKERwcjNjY2BL3ad++PS5cuKAuVG/fvo0DBw6gV69epZ5HJpMhOztb/crNzdXtByEyoMREsRMQERFpz1Kbnf766y8sX7681PUeHh6lXq7XlfT0dCiVSnh4eBQ79/Xr10vcZ+jQoUhPT0fHjh0hCAIUCgXefffdMocKREZGYt68eTrNTiSWmzfFTkBERKQ9rXpc7e3ty7wZ6/bt26hZs6bWofTl+PHjWLRoEdasWYP4+Hj8/PPP2L9/P+bPn1/qPuHh4cjKylK/Tpw4YcDERLp1/Trwr5E9REREJkWrwrVr167Ytm0bFCXMrZOcnIwNGzagR48elQ5XFldXV1hYWCDlP7Oqp6SkwNPTs8R9Zs+ejbfeegtjxoxB8+bNMWDAACxatAiRkZFQqVQl7mNjYwMnJyf1y9HRUeefhchQsrM5XICIiEyXVoXrwoULcf/+fbz00kv46quvIJFIcOjQIcyaNQvNmzeHIAiIiIjQdVYN1tbW8Pf3R0xMjHqZSqVCTEwMAgMDS9wnPz8fUqnmR7awsAAAjRvMiMwZLxoQEZGp0qpwbdSoEX7//XfUrFkTs2fPhiAI+Pzzz7Fo0SI0b94cJ0+ehI+Pj46jFhcWFoYNGzZg27ZtuHbtGiZMmIC8vDyMGjUKADBixAiEh4ert+/bty/Wrl2LHTt24M6dOzhy5Ahmz56Nvn37qgtYInO3axegVIqdgoiIqOK0ujkLAJo2bYpff/0VT548wc2bN6FSqVCvXj24ubnpMl+ZQkNDkZaWhjlz5iA5ORmtWrVCdHS0+oatpKQkjR7WWbNmQSKRYNasWXjw4AHc3NzQt29fLFy40GCZicT24AHw00/AG2+InYSIiKhiJAKvkVdIfHw8/P39ceHCBbRp00bsOETldvgw8GwCDQcHYMcOwMtL3ExEREQVodVQgVWrViEkJKTU9a+++irWrl2rdSgi0q+8PCAiAijlnkQiIiKjpFXhumnTJvj5+ZW63s/PD+vXr9c6FBHpX3w8sG2b2CmIiIjKT6vC9datW2jSpEmp6xs3boxbt25pHYqIDOOrr4C//xY7BRERUfloVbhaW1sjOTm51PWPHj0qNu0UERkfhQKYNQuQycROQkRE9HxaVZcvv/wytm7dipycnGLrsrKysGXLFrz88suVDkdEutG2bVsMG/YCrl1rW2zd7dvA55+LEIqIiKiCtJoOKyIiAkFBQWjVqhWmTJmCpk2bAgD++usvrFy5Eo8ePcL27dt1GpSItJecnIz09Aewsip5/e7dQL16wNChBo1FRERUIVoVru3atcMvv/yC8ePH44MPPoBEIgHw9OlTvr6+2Lt3b6lPryIi47R8OWBrCwwcKHYSIiKikmn9AILu3bvj5s2buHjxovpGrPr166NNmzbqQpaITMuiRUBWFvD22wB/jImIyNhoXbgCgFQqhb+/P/z9/XWVh4hEtnr106drTZ8OWFbqNwQREZFuVeqfpatXr+L27dt48uQJSnoA14gRIypzeCISye7dwMOHwOLFQLVqYqchIiJ6SqvC9datWxg+fDji4uJKLFgBQCKRsHAlMmFxccA77wBffAF4eIidhoiISMvCdfz48bh8+TJWrlyJTp06oUaNGrrORURG4Pbtp+Ndo6KAhg3FTkNERFWdVoXrqVOnMGPGDLz//vu6zkNERiYtDRgzBli4EOjUSew0RERUlWn1AAJXV1dUr15d11mIyEjl5wNhYcDWrUApo4OIiIj0TqvC9d1338U333wDpVKp6zxEZKQEAfjyS2DaNCAvT+w0RERUFWk1VKBhw4ZQKpVo2bIlRo8ejdq1a8PCwqLYdgM5kzmR2Tl6FLh5E/jsM457JSIiw9KqcA0NDVX/+aOPPipxG4lEwh5ZIjOVlPT0pq2ZM4HevcVOQ0REVYVWheuxY8d0nYOITIxcDkREAHfvAhMm8ElbRESkf1oVrkFBQbrOQUQmavNmQKEAJk8WOwkREZk7rW7OekYmkyE2NhZ79uxBenq6rjIRkYn5+uunT9siIiLSJ60L11WrVsHLywsdO3bEwIED8eeffwIA0tPT4erqis2bN+ssJBEZvyVLgL//FjsFERGZM60K1y1btmDKlCno2bMnNm3apPHYV1dXV3Tr1g07duzQWciyrF69Gj4+PrC1tUW7du0QFxdX5vaZmZl477334OXlBRsbGzRs2BAHDhwwSFYicyaXA+HhT+d8JSIi0getCtdly5ahX79+2L59O/r27Vtsvb+/P65cuVLpcM+zc+dOhIWFISIiAvHx8WjZsiVCQkKQmppa4vZyuRzdu3dHYmIifvzxRyQkJGDDhg3w9vbWe1aiquDuXWDZMrFTEBGRudKqcL158yZeffXVUte7uLjg8ePHWocqr+XLl2Ps2LEYNWoU/Pz8sG7dOtjb25c6TGHz5s3IyMjA7t270aFDB/j4+CAoKAgtW7bUe1YisSQlJSHv/58YoFLlQS5P0uv59ux5OtcrERGRrmk1q4Czs3OZN2NdvXoVnp6eWocqD7lcjgsXLiA8PFy9TCqVIjg4GLGxsSXus3fvXgQGBuK9997Dnj174ObmhqFDh2LatGklPkCByJTFxcVh/vz52L9/v3o4j1KZicuXfVC9eh94ec2Gg8NLejn3ggVAixaAq6tujpedXYRVq24gNvYxJBKgc2c3vP9+A9jZlf4rbMqUi/jjjyyNZX37eiEsrBEAIDr6ERYvTihx359/bo8aNax1E56IiHRGq8K1V69eWL9+PSZOnFhs3ZUrV7BhwwaMHj260uHKkp6eDqVSCQ8PD43lHh4euH79eon73L59G0ePHsWwYcNw4MAB3Lx5ExMnTkRRUREiIiJK3Ecmk0Emk6nf5+bm6u5DEOnJzz//jNDQUAiCoDEG/SkBWVkHkJV1EPXq7USNGrp/wl12NrBqFfDpp+XfZ8qUi+jZ0xM9e3oVW7dw4TU8fizD55+3hFKpwuLFCVi69G/Mnu1X5jF79/bC6NE+6vc2Nv98Qe3a1R0BAS4a23/22XXI5SoWrURERkqroQILFiyAUqlEs2bNMGvWLEgkEmzbtg3Dhw9H27Zt4e7ujjlz5ug6a6WpVCq4u7tj/fr18Pf3R2hoKGbOnIl169aVuk9kZCSqV6+ufnEOWzJ2cXFxCA0NhVKpLOPpdUoASty+HYq8vHN6yREdDZQy3LxC7t7NQ1xcBj7+uBH8/JzQvLkzJk9ugGPHUpGeLitzX1tbKVxcbNQvB4d/vqvb2FhorJNKJbh4MRO9ehUvnImIyDhoVbjWqlULFy5cQM+ePbFz504IgoD//e9/+OWXXzBkyBCcOXMGrrq6RlgKV1dXWFhYICUlRWN5SkpKqcMUvLy80LBhQ41hAU2aNEFycjLkcnmJ+4SHhyMrK0v9OnHihO4+BJEeLFiwoJSe1v8SAAh49GiBXnKoVMCZM5U/zpUr2XB0tESjRk7qZf7+NSCRANeuZZe576+/pqJfv98xalQcNmy4jcLC0h9DffhwCmxspAgKcqt8aCIi0osKDxWQyWQ4dOgQfHx8sHHjRmzcuBFpaWlQqVRwc3ODVFqpZxqUm7W1Nfz9/RETE4P+/fsDeNqjGhMTg0mTJpW4T4cOHbB9+3aoVCp1zr///hteXl6wti750qCNjQ1sbGzU7x0dHXX7QYh0KCkpCfv27StH0fqMEllZv0AuT4K1dR2d57lxo/LHyMiQo0YNK41lFhZSODlZISOj5C+cAPDKKx7w8LCFq6s1bt3Kw/r1t3DvXj4+/bRZidsfOPAIr7zioTGcgIiIjEuFC1dra2u8/vrriIqKQosWLQAAbm7i9FCEhYVh5MiRaNu2LQICArBy5Urk5eVh1KhRAIARI0bA29sbkZGRAIAJEybgyy+/xAcffID3338fN27cwKJFizCZz6okA5PLlVAoyltclt+BA4crULQ+IyArKwY1a76t8zwPHwoo7cLON9/cxbff3lW/l8tVuHo1G1FR/1S7W7cGaH3uvn1rqf9cr54jata0xocf/oEHDwrg7W2nse2VK1m4ezcf4eFNtD4fERHpX4ULV4lEghdffNEoHvEaGhqKtLQ0zJkzB8nJyWjVqhWio6PVN2wlJSVp9ADXrl0bhw4dwtSpU9GiRQt4e3vjgw8+wLRp08T6CFQFyeVKXLz4BHl5pV+21tZff6VAIpFCEFQV2EuKgoJM5OUpdJ7n3j0F5HJrWFsX78V87bVa6Nr1ny+9CxZcQ+fObujc+Z9hRq6u1nBxscaTJ0Ua+yqVKmRnF8HFpfw3UTVp8nSoQUmF6/79j9CggSMaNapW7uMREZHhaTWrwIwZMxAWFobXX38djRo10nWmCpk0aVKpQwOOHz9ebFlgYCDO6GLgHZGWFAoBeXlKWFlJYGWl26E1zs7VKli0AoAKFhZO0PUoH0EApFIVFAoBJY3EcXKygpPTP0MAbGykqFHDCt7e9hrbNW3qhNxcBRISctSFZXx8JgThn2K0PG7efDojSM2ammEKChQ4fjwNY8f6lvtYREQkDq0K1zNnzqBmzZpo1qwZunTpAh8fH9jZafZgSCQSREVF6SQkkTmyspLC1la34yk7dOgKiURSweECEjg6Pt1PtwQ4O1e0iC6ubl0HBAS4YNmyBEyd2hAKhYBVq26ga1d3uLo+HX+elibDhx9eQnh4EzRp4oQHDwoQE5OCdu1qonp1S9y6lYc1a26iRYvqqF9fc5z60aNpUCoFdO/uUdLpiYjIiGhVuH755ZfqP8fExJS4DQtXIsPz8noBnTqF4NSpI2VMhfVvFnB07AUrK93fmAUAderoZvjBzJlNEBV1Ax9++AekUqBTJzdMntxAvV6pVOHevQLIZE8/s5WVBBcuPMFPP91HQYES7u626NTJDW+9VbfYsQ8efIROnVzh6GhVbB0RERkXiVDxOzmqtPj4ePj7++PChQto06aN2HHIBOXnK3DmzGPY21vovMcVAK5cicfIkT2hUimf0/MqAWABH5/fYGen+ydo2dgIWLDgCbp2dYG9vVbfkYmIiDQYZu4qIjKYpk3bYPHiTZBKLcp4lLEFAAt4e3+nl6IVAPr3L4SdHb8XExGR7lSqcD1z5gwiIyMxdepU3Pj/CRvz8/MRHx/PR6MSieiVV/pi27ZodOjQvYSxqxI4OvaCj89vcHLqr5fzt2mjQPfuZT/VioiIqKK0un4nl8vx5ptvYs+ePRAEARKJBH379sWLL74IqVSKHj16YOrUqZg5c6au8xJROTVt2gZRUdvx6NF9hIZ2Qk5OFqRSZ9Srd0FvY1oBwM9PifffLwAHIRERka5p1eM6e/Zs7Nu3D2vXrkVCQoLGODpbW1u8/vrr2LNnj85CEpH2vLxegJ3d0ymmpFIHvRatHTsWYdq0fPzrYXNEREQ6o1Xh+t1332HChAkYN24cXFxciq1v0qQJbt++XelwRGQarK2Bd94pxIQJhbDizflERKQnWg0VSE1NRfPmzUtdb2Fhgfz8fK1DEZHpeOEFFSZPLsALL1R+zlYiIqKyaFW41q5dG9evXy91/alTp9CgQYNS1xOReQgMLMLYsYWwtRU7CRERVQVaDRUYOnQovvrqK8TGxqqXPbtzecOGDfj+++8xYsQI3SQkIqPUp48ckyaxaCUiIsPRqsd15syZOHPmDDp37owmTZpAIpFg6tSpyMjIwP3799GrVy9MnTpV11mJyEj06SPHkCEy6PwpsURERGXQqsfV2toa0dHR2LJlC+rVq4fGjRtDJpOhRYsW2Lp1K3755ZcyJj4nIlPWsWMRi1YiIhJFuXpcw8LC8NZbb6F169YAgKSkJLi5uWH48OEYPny4XgMSkfFo1kyBsWMLWbQSEZEoytXjunLlSly7dk393tfXF7t27dJbKCIyPi1aKPDhhwWc7opITxQyhdgRSJcUnF1JH8rV4+rh4aExL6vAR+IQVSmvvFKEkSMLYanVqHgiKg9VkQrgwzvMh0oGwF7sFGanXP8M9e7dG59++ikOHz4MZ2dnAMCyZcuwY8eOUveRSCR8ehaRibOyAt5+uxBduxaJHYXI7AkqdgqZFRV/b+pDuQrXqKgouLu749ixY7hy5QokEgnu3buHjIyMUveRcBAckUlzdVVh6tQC+PrywQJEhqBS8mfNrKjkYicwS+UqXB0cHLBo0SL1e6lUipUrV2Lo0KF6C0ZE4mnUSImpUwvg5MQeICJDURWxcDUrigKxE5ilct2cNXDgQJw8eVL9/tixY+jevbveQhGReNq1U2DGjHwWrUQGppQrxY5AuqTkzVn6UK7Cdc+ePUhKSlK/79atG44cOaK3UEQkjs6di/D++5w5gEgMikLOKmBWinLETmCWylW4ent74+LFi+r3giBwDCuRmWnXToFx4woh1eqxJERUWUUFvJnHrChyxU5glsr1T9Sbb76J5cuXo06dOmjRogUAYPr06WjRokWpr5YtW+o1+DOrV6+Gj48PbG1t0a5dO8TFxZVrvx07dkAikaB///76DUhkAho2VGLixAIWrUQiUhSwx9WssHDVi3LdnBUZGYkGDRrg2LFjSE1NhUQigYODA2rWrKnvfGXauXMnwsLCsG7dOrRr1w4rV65ESEgIEhIS4O7uXup+iYmJ+Oijj9CpUycDpiUyTs7OAqZM4fAAIrFxqICZ4QMI9KJchauFhQXGjRuHcePGAXg6q8CsWbNEn1Vg+fLlGDt2LEaNGgUAWLduHfbv34/Nmzdj+vTpJe6jVCoxbNgwzJs3DydPnkRmZqYBExMZn4kTC+DszBuxiMTGwtXMsMdVL7S6MHjnzh3RL7HL5XJcuHABwcHB6mVSqRTBwcGIjY0tdb9PP/0U7u7ueOedd8p1HplMhuzsbPUrN5d/Ecl89OghR7NmvJOZyBgU5XOMq1lR5AACpzjTNa0e4Fi3bl1d56iw9PR0KJVKeHh4aCz38PDA9evXS9zn999/x6ZNm3Dp0qVynycyMhLz5s2rTFQio1S9uoDQUJnYMYjo/8nzOGG9WRGUgCwDsHUVO4lZKVePq1QqhaWlJeRyufq9hYVFmS9LI3uoeU5ODt566y1s2LABrq7l/0sUHh6OrKws9evEiRN6TElkOIMGyWBnJ3YKInpGlsUvkmYnP+n521CFlKu6nDNnDiQSiboYffZeTK6urrCwsEBKSorG8pSUFHh6ehbb/tatW0hMTETfvn3Vy1Sqp134lpaWSEhIQP369YvtZ2NjAxsbG/V7R0dHXX0EItG4uAgICuJlSSJjUvCET1oyOzk3AZc2YqcwK+UqXOfOnVvmezFYW1vD398fMTEx6vG2KpUKMTExmDRpUrHtGzdujMuXL2ssmzVrFnJychAVFYXatWsbIjaRUejRQ85ZBIiMTH4670I3O1l/AXhD7BRmxbiu51dQWFgYRo4cibZt2yIgIAArV65EXl6eepaBESNGwNvbG5GRkbC1tUWzZs009nd2dgaAYsuJzJlEAnTqxN5WImOTn5rPB/yYmyd/iJ3A7FS4cJXJZPjmm29w+PBh3Lp1Czk5OahWrRoaNGiAnj17YujQobC2ttZH1mJCQ0ORlpaGOXPmIDk5Ga1atUJ0dLT6hq2kpCRIOaM6kYYXX1SiRg1Of0VkbIoKiiDLlsG2uq3YUUhXCh4ABSmAncfzt6VyqVDhevnyZfTr1w93796FIAioXr06HB0dkZqaivj4ePzwww9YuHAh9u7diyZNmugrs4ZJkyaVODQAAI4fP17mvlu3btV9ICIj17Il54okMlbZ97NZuJqb9FNA7YFipzAb5e6OzM3NxWuvvYaUlBQsXLgQ9+7dw5MnTzT+u2DBAjx8+BB9+/ZFXl6ePnMTkZYaN+a8rUTGKispS+wIpGvJv4qdwKyUu3DdsmULkpKSsH//fkyfPh3e3t4a6729vREeHo5ffvkFd+7cYW8mkZHy9WXhSmSsMu9kih2BdO3xOSD/gdgpzEa5C9f9+/ejR48e6NKlS5nbdevWDd27d8cvv/xS2WxEpCM1a3rA2bkW7Ow8YMurkERG6/GNx2JHIJ0TgDtfix3CbJS7cL18+fJzi9ZnunXrVmzqKSISz/btR7Fo0XUMGnRK7ChEVIa0K2kQBN48aXbu7wZyE8VOYRbKfXNWRkZGiRP7l8TDwwMZGRlahyIi/fD25jABImPUtm1b3LlyB45SR/S+1RsuDVzEjkS6JCiBK4uAgHWAhLMdVUa5/+/JZDJYlXPG8n8/HpaIjIeXl0rsCKQjciV/x5qT5ORkZBRmILsoG3eO3hE7DunDk3jg7g6xU5i8Ck2HlZiYiPj4+Odud+cOf+iIjJGHBwtXc5Erz4WLHXvlzFHCngS0fqc1pBbsmTM7CasA5xaAMx98pK0KFa6zZ8/G7Nmzn7sdn/xBZJxcXTl2zlyoBBUUKgUspSb9AEQqQW5KLm4cuIFGfRuJHYV0TVAAFz8CAr8GbN3FTmOSyv0bb8uWLfrMQUR6JpEATk4sXM2JTCGDpTULV3N0fs15+HbzhbWDYZ5ESbrVtm1bJN+/AU8nBc6v+s8DmWTpwIUpQLuNgKW9KPlMWbl/440cOVKfOYhIz2xtBfAJyOZFrpTDAQ5ixyA9yEvLw5kVZ9B5Vmexo5AWkpOT8SAlG1CUcm9Qzt/AxY8B/5WAtHz3D9FT/GeMqIqwZMec2eENWubt+u7ruBl9U+wYpC+PzwJ/zgEE3ntQESxciaoIFX83mh2ZUiZ2BNKz3+b/htS/UsWOQfqSfAS4/CmL1wpg4UpURSg5havZKVQUih2B9EwhUyB6SjQyEzPFjkL68nAfcHkuoOIv6fJg4UpURahUnOnD3OTKc8WOQAZQmFmI/RP3I+dhjthRSF8eHgD+mA7wKspzsXAlqiKkUs4oYG4yCzPFjkAGkpeah33v7kNuCr+smK2UY8C5iYA8U+wkRo2FK1EVUc4H35EJSc9PFzsCGVDOwxzsG7cPucksXs1W5h9A7Agg+2+xkxitSt1nfPXqVdy+fRtPnjyBIBTvzRkxYkRlDk9EOmRryx5Xc/Mo55HYEcjAsh9kY++Yvei9tjeq164udhzSh4KHwJm3Ab9pgPdrTyfhJjWtCtdbt25h+PDhiIuLK7FgBQCJRMLClciIVKvGwtXc3M++L3YEEkFuci72vrMXvVb3Qs0Xa4odh/RBJQf+mg+knwWahgNW1cROZDS0KlzHjx+Py5cvY+XKlejUqRNq1Kih61xEpGMeHixczU1iVqLYEUgkBRkF2DduH3pG9YRHCw+x45C+JB9+OnygxaeAi7/YaYyCVoXrqVOnMGPGDLz//vu6zkNEROV0N/Mu5Eo5rC34WNCqSJYjw/4J+xG8JBh1OtQROw7pS2EKEPcu4DMUePE9oIr/vGt1c5arqyuqV+fYGiIiMakEFW48viF2DBKRQqbAoamHcOMA/x6YNwFI/BaIHQ5kV+221qpwfffdd/HNN99AaQQzmq9evRo+Pj6wtbVFu3btEBcXV+q2GzZsUA9tqFGjBoKDg8vcnojI2F1OvSx2BBKZoBJwbM4xXPnhithRSN9ybz+ddeD+HrGTiEaroQINGzaEUqlEy5YtMXr0aNSuXRsWFhbFths4cGClA5Zl586dCAsLw7p169CuXTusXLkSISEhSEhIgLu7e7Htjx8/jiFDhqB9+/awtbXF4sWL0aNHD1y5cgXe3t56zUpEpA+Xki/hzWZvih2DjMCpxacgKAU0e7OZ2FFIn4Sipzdu5d4BGn1Q5WYd0KpwDQ0NVf/5o48+KnEbiUSi9x7Z5cuXY+zYsRg1ahQAYN26ddi/fz82b96M6dOnF9v+22+/1Xi/ceNG/PTTT4iJieEMCERkks4/PA+VoIJUwmm5CTi99DQsbCzQZEATsaOQviV+AygLAL/pVap41apwPXbsmK5zVJhcLseFCxcQHh6uXiaVShEcHIzY2NhyHSM/Px9FRUVwcXEpdRuZTAaZ7J9HsOXmcuJnIjIemYWZ+CP5D7T2ai12FDISvy/6HTZONqj3Sj2xo5C+3fsJsHYBXhwvdhKD0apwDQoK0nWOCktPT4dSqYSHh+Y0IB4eHrh+/Xq5jjFt2jTUqlULwcHBpW4TGRmJefPmVSorEZE+Hbx5kIUrqQmCgGOzj8He1R6eLT3FjkP6dmsDUN0PcO8kdhKDqPS1patXr+LgwYM4ePAgrl69qotMBvHZZ59hx44d2LVrF2xtbUvdLjw8HFlZWerXiRMnDJiSiOj5Dt48iKzCLLFjkBFRypU4/OFh5DzMETsKGcKVRYAiX+wUBqF14bpnzx7Ur18fzZs3R58+fdCnTx80b94cDRo0wN69e3WZsUSurq6wsLBASkqKxvKUlBR4epb9DXPp0qX47LPPcPjwYbRo0aLMbW1sbODk5KR+OTo6Vjo7EZEuFRQVYNsf28SOQUamMLMQh6YeQlF+kdhRqpSkpCTk5eUBAPIKVUhKlev/pLI0IOkH/Z/HCGhVuB44cACDBg0CACxatAi7du3Crl27sGjRIgiCgIEDByI6OlqnQf/L2toa/v7+iImJUS9TqVSIiYlBYGBgqfstWbIE8+fPR3R0NNq2bavXjEREhrL98nb8/fhvsWOQkcm4lYFfp/8KlUIldhSzFxcXh759+8LHxweZmZkAgMw8JXzevozX5t7EuYQ8/QZI+h4QdNPORYXZuHpoAU6u642TX/XB9ZglUMgLytzn4V+/4OLPU3ByXW8c/6IrimTF7wmK3fomjn/RVeN19/z2CmXTaozr/Pnz0aJFC5w8eRIODg7q5a+99homTZqEjh07Yt68eejZs6c2hy+3sLAwjBw5Em3btkVAQABWrlyJvLw89SwDI0aMgLe3NyIjIwEAixcvxpw5c7B9+3b4+PggOTkZAODo6MieVCIyaQqVAuEx4djabyuq2fC55vSPe6fv4fi84+g6rysk0qpz97kh/fzzzwgNDYUgCBAEzcdrCwJw4FwWDp7Pws7wehjYoYZ+QhSmANkJQPXyzShx8ecp8GzSE15Nitdq1w4thCz/MVr2/xwqlRIJvy7G38eWwi9kdqnHUypkcKkTAJc6AbgTu6HU7XzajYJX0z7q95bWduXK+4xWPa5//vknRo4cqVG0PuPg4IC3334bf/75pzaHrpDQ0FAsXboUc+bMQatWrXDp0iVER0erb9hKSkrCo0eP1NuvXbsWcrkcgwcPhpeXl/q1dOlSvWclItK3u5l38cmRTyBTyJ6/MVUpNw/exG8LfoOgEp6/MVVIXFwcQkNDoVQqS50GVKkClEogNPK2fntecyp/1SUv4y4ykuLQqNvHcPL0g3Ot5mgQNBmpfx+DLDe91P1qtxqMum2HwsnTr8zjW1jbw8bBRf2ysKpY4apVj6utrS0yMjJKXZ+RkVHmDU+6NGnSJEyaNKnEdcePH9d4n5iYqP9AREQiOvfwHKYemoqlPZbC3spe7DhUDv8eEylTyZAhz4CLdenTNGorYW8CBJWAoDlB7HnVoQULFpTY0/pfAp72vi7Y8Qh7IhroJ4y88jdpZidfgaWNI5w8GqmX1ajtD0gkyE65BjfHys1ekHRhO+6e+x9sHd3h3ugVvNDqdUilxR9iVRqtCtdu3bohKioKPXv2LDae9OzZs1i1ahV69OihzaGJiKiS4h7EYdwv4xDVMwo17WuKHYdKERcXh/nz52P//v3qoqdAWYAZl2egefXm6O3VGz4OPjo959/7nvbI6bp4zc3Mxbdzv8WlmEuQSCRo+2pbDJ0zFLYOpXdiHd9+HGf2nsHdK3dRmFuI1X+shr2T5petqDFRSLqWhOz0bDhUd4BfBz+8Pv111PDQ0+X2CkpKSsK+ffueW7Q+o1QBv5zNQlKqHHXcrfWQqPI96vK8DFjZaf7/lUotYGXrBHl+6Z2W5fFCy4FwdGsIK9tqyHp0BXdiN0Ce9xgNOr1X7mNoVbguWbIEgYGB6NixIwICAtCo0dOqPCEhAXFxcXB3d8fixYu1OTQRET1H27Zt8fDRQ2RZZqHJzJLHs11Pv45Re0Zhbe+18HbiI62NTZljIiHgr6y/8FfWXxhbbyza1Gij03P/ve9v2LvaI2BSQIX2++zNz9BxcEd0HNyx2Lr1U9YjMzUTH339EZQKJTZ9sglbZ2zFu1Hvlno8eaEczYOao3lQc/y45McSt2kc2Bh93uuD6m7V8STlCXYu2onVE1dj1k+zKpRdqZBDUCkqtE95HD50oNxF6zOCAMRcysLb3XX/pVJQKUsdA3r33De4e+GfJ4iqFHJkJ1/FjRNR6mUBw7bqPNO/1W79hvrPjq71IbWwxN/HlqNe+7GQWpSvkNeqcPX19cWff/6JyMhIHDx4EDt37gQA1K1bFx988AGmT58Od3d3bQ5NRETPkZycjEcPH8HK2arM7R7mPMTYX8Zi42sbUataLQOlo+f595jI0ooeFZ7eHb7h9gZMazxN5z2vl7ZeQu32teHVxqvSx3p48yEun7iMOXvmwLeFLwBg+NzhWDFqBUJnhJbaO9pj9NMrs9fPlP7QoJB3QtR/dn3BFb3f7Y0vxn8BRZECllblK2GUCjme3L8IpVz3Y0tT7v4FqVQCVQXGDkslQGZ2ARQy3ecpfJIEe4UcFpbFi8BazV+D24td1e+vHV4At/qd4Vq/s3qZtYMrrB1cUFTwRGNflUqJosJsWNvrdgiLk0cTCColCrOTYV+jTrn20apwBQB3d3esWLECK1as0PYQRESkZ6l5qZiwfwI2vbYJrvauYschlH9M5DMHHh3AxAYTdZ7j4uaLOilcb8bfhL2TvbpoBQC/Dn6QSCW4fek2/EP8K30O4OlwhNg9sWjg36DcRSsACCoFlPI8SKRWkFqU/WWvoqo5OVeoaAUAlQA42VsAkko/A0qTIECpVPx/z3LxwtXK1glWtk7q91JLG1jZ14C9s+YVGSfPplDIcpGTmoBq7k+vqGfejwcEAU4e5ZuxoLxy028CEmmxoQll0bpwJSIi0/Ag+wEm7J+Adb3XccyryCo6JlIFFf7M+lMvN2w9iHuAovwiWNlXrpjLTsuGU00njWUWlhZwcHZAVlrlbxb6/rPvEfN1DOQFctRvXR9TNk3R6jhSCytYWOn2xvGuQR0gkUgqNFxAIgG6tnSERKLbG+QEAJBUvqxzcKkLlzoBSDi6DA27TIWgUuDGiVVwb9gVNo5Pv/zKctNwadeHaNI9HE6eT4tZWV4G5PkZKMh6AADIS78NC2t72FZzh5WtE7IeXUF2yjXU8G4FC2t7ZCdfwc2Ta+DRKBhWtuWfwq9cn3D06NGQSCRYv349LCwsMHr06OfuI5FIsGnTpnIHISIi/bnz5A7G/jIWq3uthle1yveymbsiWREURbofE3lw/8GKj4mEgGtZ1xBYs/SH62hFBWTcyYBHU48SV+9bvQ/71uxTv5cXynHr4i18E/GNetnCwwt1m6kEr457FZ3f6IzHDx5jz6o92PDhBkzZNEXnhZ82XvD2QsgrnXDk2KlSp8L6Nwsp0KutI+q46bbn9xlBqpuZRJqEzMSNE1H4Y/eHgEQKt/qd0KDzZPV6lUqJgsx7UP5r6r2Hf+3F3bh/nuB36ecPAACNgqfBq0lPSC2skPr3USSe3QpBWQRbJy+80Goward+vULZylW4Hj16FFKpFCqVChYWFjh69Ohz/8IYw18oIiL6R1JWEkbvHY3lPZajiZtuL/mZkyJZEa7FXkNBTtlPCtJGwsUESCVSqCrwhCMJJMjOz0aBte7z3LxwEy4NXGBlU7yQ6jKsC17q/ZL6/fop6+Hf0x/+Pf+59O/s4QwnNydkP87W2FepUCIvMw/V3apXOmM1l2qo5lINnvU84dXACx+2/xC3Lt5CgzZ6mlKqgj76YBx+PX7quT2vEjztbQ1/Q39DdpS25R/L3nrgylLXWdk6lfmwATsnT3R5/5jGMt92b8O33dul7lPNvSH831hT7nylKVfh+t/5TzkfKhGRaUrLS8OYX8ZgWodp6NuwLzsZSqAoUqAgpwCWVpawtNHtiLrqztUrVLQCT3tc7SzsIJXqdkykIAhQWaigKFKUWLg6OjvC0fmfp0pa2VrBydUJHj6aPbQN2jRAfnY+Ei8nwqe5DwDg2ulrEFQC6rWqp9vM/z+eVCHXfW+4ttq0aopNaxbjnYnTIAgosefVQvq0aP3uY2+89GLFJtwvL5W1O5TW5n81RaufgqSkJBQUlP7Nr6CgAElJSVqHIiIi/ZEpZPj0xKeYdXQWcmQ5YscxWpY2lrCxs9Hpq1P7ThX+siCBBA0dG0Iilej0ZWlrCatqlb9kXatBLTQPao4t4Vtw+9Jt3Dh/A99EfIOAvgHqGQWeJD9B+CvhuH3ptnq/rLQsJF1NQkpiCgDg/vX7SLqahNzMp8+4v3XxFn7d9iuSriYh/X46rp6+inUfrIN7XXfUb12/0rl1qe+rryB61zZ079qhWPtKJE+HB/y22Af9A51KOULlyVy7Pz2ZmdN6Oqz//e9/GDp0aInr9+7di6FDh5ZrvAcREYnj0K1D+DP1T0S+Eolm7s3EjlMl1PKshS4duuC3079BqXr+v5FSSOHn6AcXK90/Scve015nPe7jVo7DNxHf4PPhn0MilcC/pz+GRQxTr1cqlEi+nQx5oVy97Ni3x7Anao/6fWRoJADgnc/fQcfBHWFtZ40Lhy5g98rdkOXL4OzujOZBzdF3Ut8Se4jF1qZVU2zfEoX7Dx6hU49QZGXnwNlBigtR9fQ2pvUZlV0dyF26AEr5c7c1dVoVrs8bWF5UVKTzSxpERKR7j3IeYczeMZjRaQZea/Sa2HGqhAmjJuBk7Mly343eo6Z+nkRp71WxG3mm75he6jpHZ8cyHzbg+oIrttzZorGs/5T+6D+lf6n71G5cG9O2T6tQRmPwgrcX7O3tkJWdAwdbqd6LVsHCEQU+7wNSSxau/5adnY3MzEz1+8ePH5c4HCAzMxM7duyAl5f5j7MgIjIHCpUCn574FMm5yRjbZizHvepZc7/mWLZgGT6c9SEEQSix51X6/yP53vZ+G3Xt6uolh5OP/i5bk2EIFvYoqP8RVHbeQFGh2HEMotyF64oVK/Dpp58CeDpjwJQpUzBlypQStxUEAQsWLNBJQCIiMoz1F9YjOTcZMzrNgKWU03zrU48uPbB9/Xas3bIWx08d1+h5lUACP0c/9KjZQ29Fq0QigUsz3Q8/IMMRLKsjv8E0qOx9xI5iUOX+zdSjRw84OjpCEAR88sknGDJkCNq00Xx+skQigYODA/z9/dG2bVudhyUiIv3am7AXD7IfYEn3JahuW/mpjKh0zf2aY83na/Aw+SEGjBiA7Jxs2Ent8InvJ3oZ0/pvXh28YOdqh8LcqtFLZ25Utt7Ir/8xBBt3saMYXLkL18DAQAQGPp38OC8vD4MGDUKzZhzMT0Rkbi48uoC397yNqJ5RqFO9fM8PJ+3V8qwFO1s7ZOdkw1pqrfei1cnHCY2HNYZS4A3Upkjh1BIFvu8DFrp52ICpqfAdVPn5+Vi1ahUOHjyojzxERFSGpKQk5OXlAQBUMhXkGfq5GeNe1j28vfttXHh4QS/HJ3G4tnBF22ltYWnLoSCmSO7ZHwX1P66yRSugReFqb28PS0tLODg46CMPERGVIC4uDn379oWPj4/6RlllgRKXZ1zGzdU3kZeYp/NzZsuyMfHARPx87WedHzszNxNTvpqC5hOao8XEFpi2eRryCsv+DLIiGWb/bzZaT2qNpu82xYQvJyAtK029/mrSVUxeNxntw9qj8bjGCJ4RjC2Ht5RxxKpDIpHgxcEvovUHrVm0miBBaosC3ymQ1XoDkFTtWZu0+vSDBg3Cjz/+WOHnLRMRUcX9/PPP6NChAw4eLOE59wKQ9VcWri++jifxT3R+bqVKiUUnF2FT/KYK7/vmZ2/ix99/LHHdlPVT8PeDv/H1R19j05RNiEuIw4ytM8o83vzv5uPopaNYPXE1dkzfgZTMFEz4coJ6/V+Jf6FmtZpYPm45Di84jPf6vIclPy3Btl+3lXFU82dbwxZtw9vCt7cvJFLOGGFqVNZuyG8UAUWNALGjGAWtvna9+eabmDhxIrp27YqxY8fCx8cHdnbFH2H235u3iIioYuLi4hAaGgqlUll6Z8H/P0H09obbaDytMRx8dH9FbO35tWjq3hQvv/BypY918+FNnLh8Anvm7EEL3xYAgLnD52LUilGYEToDHjU8iu2TnZ+N73/7HivHr0R7v/YAgM/f+RzBM4Jx8dZFtK7fGm90fkNjnzrudRB/Kx6HLhzCyOCRlc5tilyauKDFuy1g7WQtdhTSgtKhIQrqTYVgxRsln9GqcO3SpYv6zydPniy2XhAESCQSPjnLRCUlJSEmJgY5OTmoVq0aXnnlFdSpwxs0iMSwYMECCIJQ7itcjw48QoOJDfSS5cerP+qkcI2/GQ8neyd10QoAHfw6QCqR4tLtSwjxDym2z1+Jf6FIWYSOTTuql9X3qo9aNWsh/mY8WtdvXeK5cvJzUN2xav6j/0LQC2j8VmNILar2pWVTVeTSEYV1xgJS43tKmJi0Kly3bOGYIXMUFxeH+fPnY//+/RAEAVKpFCqVChKJBH369MHs2bPx0ksviR2TqMpISkrCvn37yj8sSwVk/ZkFeYYc1i6672G7kXFDJ8dJy05DTaeaGsssLSzh7OCsMWZVY5+sNFhbWsPJXnPSfFcn11L3uXDjAvaf249NUyo+zMHU1e9fH/Veq8eHSZgoWa03IPfoB7D9itGqcB05smpecjFnP//8M0JDQzV6dlSqp9cfBUHAgQMHcPDgQezcuRMDBw4UMyqR0ZEVyVCkKNL5cfcf3F/xewkEIOtaFmoG1nz+thX0OP9xmetX71uNNfvWqN8Xygtx8dZFRHwToV52eOFhnecqScL9BIxbNQ6TX5uMzs06G+ScxqLxsMaoE8yrZCZJaoOCuu9CUaOd2EmMVqVvLczNzcW9e/cAALVr14ajo2OlQ1XE6tWr8fnnnyM5ORktW7bEF198gYCA0gcw//DDD5g9ezYSExPx4osvYvHixejVq5cBExuf8oyhUyqVkEgkCA0NxenTp9nzSvT/ZEUyxF6LRU5Bjs6PfTHhIiRSCQRVBYpXCZCfnQ/rAt33uFrBCrIiGWysbEpcP6zLMPR+qbf6/ZT1U9DTvyd6+vdUL/Nw9oCbkxseZ2sWwQqlApl5mXCr7lbisd2qu0GukCM7P1uj1zU9O73YPjce3MCwz4fhzS5v4v3X3q/w5zRVEgsJmr3TDF6BfOS6KVLZuKPAdypU9vp5Wpq50Hrgy7lz59C1a1fUqFEDzZo1Q7NmzVCjRg1069YN58+f12XGUu3cuRNhYWGIiIhAfHw8WrZsiZCQEKSmppa4/enTpzFkyBC88847uHjxIvr374/+/fvjr7/+MkheY1XeMXTPtuHjfIn+UaQoQk5BDqwsreBo66jTl3N154oVrQAgABZ2FpBKpTp9SSQSeNt7l9mz7OzoDB8PH/XL1soWrk6uGsssLSzRpkEbZOdn43LiZfW+p6+dhkpQoVW9ViUeu5lPM1hZWOHU1VPqZbce3cLDxw/RpsE/NwL//eBvDFkyBIM6DMLHgz6u2P87E2blYAX/j/xZtJooRfXWyGu0gEVrOWjV43r27Fl06dIF1tbWGDNmDJo0aQIAuHbtGr777jt07twZx48fL7PnUxeWL1+OsWPHYtSoUQCAdevWYf/+/di8eTOmT59ebPuoqCj07NkTH3/89JfZ/PnzceTIEXz55ZdYt26dXrMaq4qOoVMqlfjll1+QlJTEG7aI/sXG0gZ2NsVnV6mM9p3aQyKRVGy4gARwbOgIqY7nelRBhWY1dPO0xAa1GiCoeRDCt4RjwcgFUCgViPgmAn0D+qpnFEh+koxhS4Zh2dhlaFWvFZzsnfBG5zewYMcCODs4w9HOEXO/mYs29duob8xKuJ+AYUuGoVOzThgTMkY99lUqkRYbU2tOHLwc0PqD1rD3qLqT0psymddgyD37V/n5WctLq8J15syZ8Pb2xu+//w5PT0+NdXPnzkWHDh0wc+ZMHDlyRCchSyKXy3HhwgWEh4erl0mlUgQHByM2NrbEfWJjYxEWFqaxLCQkBLt37y71PDKZDDKZTP0+NzcXAKBQKFBUpPsxbYZ26NChCo+hEwQBhw8f5lhnLRUVKaBQFKGgQAGFwnx/URUVqaBQCCgqKkJRkfnO+VxUVASFQoG8wjwoihQ6PbaDkwMCOgYg7lRc+XpeJYC9nz2kTlIoFbqd1cXWwhZ+1f2etqdl+X73CYIApVJZ4u/Kz0d/jk+/+xTDlwyHRCJBSJsQzHpzlnrbgsIC3E6+jdz8XPWy6YOnQxAETPhyAuQKOTo27Yi5Q+eq1+87uw+Pcx5jd+xu7I7drT6Xd01vHIs8Vu7P+qxNC/MK9TJ2uST/vqdAoSz/3yOX5i5oMrIJVHYq5ObkVuicSplS/W+ZZZH5PpRAUVT09PeusgBSHf+MlkYQ/mlPeZGq5I0klsivPQZF1dsCBfmVPqdKWQRB9bQ9BYnh6hMrKwPPeiBowdHRUViyZEmp6xcvXiw4Ojpqc+hye/DggQBAOH36tMbyjz/+WAgICChxHysrK2H79u0ay1avXi24u7uXep6IiAgBAF988cUXX3zxxRdf/3kZmlZfsaRSKRSK0r+1KJVKSKXm0ZMUHh6u0Ut76dIlBAUF4ezZs2jduuR5A03J1q1bMW7cuArvt2HDBva4VoJcroRCIYgdQ+8sLSWwtrYQO4be6WtWgWf27tmLd0a9A0EQ1D1zGv5/xhyfd3zg3MpZ5+cf03oMhjYbCitLq1JvzDI3RbIinfegl6Vx08Z49OgRqltWx8JmC8vcViqVot1H7dCgZ+Xn67W0soSVjfnPE6pUyCGoDNeeDRo2wcOHj1DLxRJ3thYfYqNqOgeCRzedn1citYSFpXk/bEKrwrV9+/ZYvXo1hg4dirp162qsS0pKwpo1a9ChQwedBCyNq6srLCwskJKSorE8JSWl2PCFZzw9PSu0PQDY2NjAxuafX9TPZk2wtLQ0fPe4HoSEhFR4DJ1EIkGPHj3M4vOLhf/vzIu+23PkWyPh19gP8+fPLz4mXQJUb1EdXr289PLErGkdpuH1pq/r/LjGztA/o886eyQSCawsSj+3lZ0Vui/tjhfavWCoaGbB0O0pkfzTntZW//nyXvdNoN4Ag+YxJ1p1iy5atAhZWVlo3Lgxhg4dirlz52Lu3LkYMmQIGjdujKysLERGRuo6qwZra2v4+/sjJiZGvUylUiEmJgaBgYEl7hMYGKixPQAcOXKk1O2rgjp16qBPnz6wsChfr5iFhQX69u3LG7OIDOyll17C3r17kZiYCGdnZwBPZw9ovqg5GkxsoJeidVbnWVWyaDVWlraWePWLV1m0mjK7WkDDSWKnMGla9bi2bt0aZ8+excyZM7F3717k5z8dVGxvb4+ePXtiwYIF8PPz02nQkoSFhWHkyJFo27YtAgICsHLlSuTl5alnGRgxYgS8vb3VRfQHH3yAoKAgLFu2DL1798aOHTtw/vx5rF+/Xu9Zjdns2bNx8ODB5/a8SiQSSCQSzJo1y4DpiOjf6tSpAwcHB2RmZkJqI9XLE7IAYOJLE9G/cX+9HJsqTiKR4JVFr8CzVelXCMkENJ4KWNiKncKkaX0boZ+fH3bt2gWVSoW0tKdTjri5uRl0bGtoaCjS0tIwZ84cJCcno1WrVoiOjoaHx9PpVJKSkjTytG/fHtu3b8esWbMwY8YMvPjii9i9ezeaNdPNFC+m6qWXXsLOnTvVT85SKovfjWxhYQGJRILvv/+eDx8gMnM9G/TEqFajxI5RpXh6eqLgcQEcpSU/xKfVqFao27luievIRNRoA7h3ETuFyZMIFRncWAJBEDQKV3N/LnJ8fDz8/f1x4cIFtGnT5vk7mJBz585pjKGTSqVQqVSQSCTo27cvZs2axaKVyAi88MILePDgAaycrdBicQudHrtejXrY1n8b7Kx0OyctPd/OgTuRlZRVbHnNhjUx4OsBkFqax03PVcGzn1Hvmla4/83//4y+vAVwbi5uMDOgdY/r1atXMWfOHBw6dEhjqEBISAjmzp1b5XsxTdGzMXRJSUk4evQosrOz4eTkhG7dunFMK1EVYG9lj8+CP2PRakQkEgk6z+rMotXUubZn0aojWhWuJ0+exKuvvgqVSoV+/fqhYcOGAICEhATs3bsXBw8eRHR0NDp16qTTsGQYderUwdtvvy12DCIyIEdrR6wIWYF6NeqJHYX+xe8NP7j5uYkdgyqrHqeP1BWtCtepU6fC3d0dJ06cQO3atTXW3bt3D507d0ZYWBjOnTunk5BERKQ/TdyaIPKVSLzgxLvVjUm1WtUQ8J5+H51O+uHp6QkocuDppAAcfJ+ObyWd0Oraw5UrVzBx4sRiRSsA1K5dGxMmTMCVK1cqHY6IiPTHUmqJiS9NxJZ+W1i0GqHOszvDyp5zPpui8+fP437MNJxf1QSo9Spg5vf/GJJWPa5169aFTCYrdb1cLi+xqCUiIuPwYs0XMb/rfDRwqfzTl0j3GvZtCO+XvMWOQbrg0UXsBGZFqx7XOXPmYNWqVbh06VKxdRcvXsQXX3yBuXPnVjIaERHpw8AmA7Gt/zYWrUbK0saSQwTMhY3r06ECpDNa9bieOXMGHh4e8Pf3R/v27dGgwdNffjdu3EBsbCyaNWuG2NhYxMbGqveRSCSIiorSTWoiIqowqUSK6R2nY2CTgWJHoTK82OdF2Lvaix2DdMG5BYcJ6JhWheuXX36p/vOpU6dw6tQpjfWXL1/G5cuXNZaxcCUiEo+dlR0+7/45Xn7hZbGj0HM07NNQ7AikK06NxU5gdrQqXFUqla5zEBGRnjjZOCGqZxSae3AeSWNnV8MO7k3dxY5BuuLI6eV0TesHEBARkfHzcPTAqp6rUN+lvthRqBw8W3tCIuWlZbPhyPGtulapwvXOnTs4ePAg7t69C+DpbAOvvvoqfH3ZUEREYmvl2QqLgxejpn1NsaNQObk3Y2+r2ZBYAHacGULXtC5cP/zwQ0RFRRUbNiCVSjFlyhQsXbq00uGIiEg7w5oPw/vt3oellBfWTEnNRvySYTbsagH8+dM5rabDWrZsGVasWIGBAwciNjYWmZmZyMzMRGxsLAYPHowVK1ZgxYoVus5KRETPYSm1xPyu8zE1cCqLVhNUw7eG2BFIV9jbqhda/VbbsGEDXnvtNXz//fcay9u1a4cdO3agsLAQX331FaZOnaqTkERE9HwWUgssD1mO9rXbix2FtGBhbcFpsMyJrZvYCcySVj2uiYmJCAkJKXV9SEgIEhMTtc1ERERa+KT9JyxaTZi9mz1vzDInVtXFTmCWtCpc3d3d8ccff5S6/o8//oCbG79pEBEZSoB3AB8sYOLsatiJHYF0yYLtqQ9aFa6vv/46Nm7ciM8++wx5eXnq5Xl5eVi8eDE2btyI0NBQnYUkIqKyTQqYBAmf0GPSbJ1txY5AuiS1FjuBWdJqjOv8+fNx6dIlzJgxA3PmzEGtWrUAAA8fPoRCoUDXrl3x6aef6jQoERGVrKl7U/i5+YkdgyrJxslG7AikS/wiqRdaFa729vaIiYnBnj17NOZx7dmzJ3r16oW+ffvymz8RkZ54enpCJaiQZZkFAOjVoJfIiUgX7Fx4adm8aHVRm56jwoVrfn4+hg8fjkGDBmHYsGHo16+fPnIREVEpzp8/j/T8dPT8picAoJtvN5ETkS6wcCV6vgp/HbC3t8evv/6K/Px8feQhIqIK8HPzg5sDb4Y1ByxciZ5Pq37sjh07IjY2VtdZKiQjIwPDhg2Dk5MTnJ2d8c477yA3N7fM7d9//300atQIdnZ2qFOnDiZPnoysrCwDpiYi0q2XX3hZ7AikIxzjSvR8WhWuX375JU6ePIlZs2bh/v37us5ULsOGDcOVK1dw5MgR7Nu3D7/99hvGjRtX6vYPHz7Ew4cPsXTpUvz111/YunUroqOj8c477xgwNRGRbr1U6yWxI5COWNlbiR2ByOhJBEEQKrpTtWrVoFAoIJfLAQCWlpawsdH8piiRSPTWm3nt2jX4+fnh3LlzaNu2LQAgOjoavXr1wv3799WzHDzPDz/8gOHDhyMvLw+WluUb7hsfHw9/f39cuHABbdq00fozEBFVRnp+Ovps74MTb5+AjSV76sxBwZMCzuVqThR5gKWD2CnMjlazCgwaNEjUWQNiY2Ph7OysLloBIDg4GFKpFGfPnsWAAQPKdZysrCw4OTmVWbTKZDLIZDL1+7KGIxARGdKLNV9k0WpG+NQsc8P21AetCtetW7fqOEbFJCcnw93dXWOZpaUlXFxckJycXK5jpKenY/78+WUOLwCAyMhIzJs3T+usRET64uvsK3YE0iEWruaG7akPFRrjWlhYiJ07d+Kzzz7Dxo0b8ejRI52GmT59OiQSSZmv69evV/o82dnZ6N27N/z8/DB37twytw0PD0dWVpb6deLEiUqfn4hIFzwcPMSOQDpkU42952bFksM+9KHcPa6pqalo37497ty5g2fDYu3t7bF7924EBwfrJMyHH36It99+u8xt6tWrB09PT6SmpmosVygUyMjIgKenZ5n75+TkoGfPnqhWrRp27doFK6uyB8Pb2NhojN91dHQs+0MQERmIgzXHzxFR1VLuwnX+/PlITEzE1KlT0a1bN9y8eRPz58/H+PHjcevWLZ2EcXNzg5vb8+cjDAwMRGZmJi5cuAB/f38AwNGjR6FSqdCuXbtS98vOzkZISAhsbGywd+9e2NryudBEZLqsLfgsdCKqWspduB4+fBgjRozA0qVL1cs8PDwwdOhQJCQkoFGjRnoJWJImTZqgZ8+eGDt2LNatW4eioiJMmjQJb775pnpGgQcPHuCVV17B119/jYCAAGRnZ6NHjx7Iz8/HN998g+zsbGRnZwN4WjBbWFgYLD8RkS5YSrW6TYGIyGSVe4xrUlISOnbsqLGsY8eOEAQBKSkpOg/2PN9++y0aN26MV155Bb169ULHjh2xfv169fqioiIkJCSon/AVHx+Ps2fP4vLly2jQoAG8vLzUr3v37hk8PxFRZbHHlYiqmnJ/XZfJZMUurT97r1AodJuqHFxcXLB9+/ZS1/v4+ODfU9R26dIFWkxZS0RktBysOMaViKqWCl1nSkxMRHx8vPr9swcM3LhxA87OzsW25wT9RET6U82mmtgRiIgMqtxPzpJKpSU+dEAQhGLLny1TKpW6SWlE+OQsIjIG6fnpSM1LhZ+bn9hRiIgMptw9rlu2bNFnDiIiqiAOFSCiqqbchevIkSP1mYOIiCrI3spe7AhERAZVoSdnERGR8bCz4pN5iKhqYeFKRGSiOB0WEVU1nL2aiMgEudi5QILiN8wSEZkzFq5ERCZIKuEFMyKqevibj4iIiIhMAgtXIiIiIjIJLFyJiIiIyCSwcCUiIiIik8DClYiIiIhMAgtXIiIiIjIJnA6LSvXo0SM8evRI7BhEREQmx8vLC15eXmLHMDssXCvIy8sLERERZv+XUSaTYciQIThx4oTYUYiIiExOUFAQDh06BBsbG7GjmBWJIAiC2CHI+GRnZ6N69eo4ceIEHB0dxY5DlZSbm4ugoCC2p5lge5oftql5edaeWVlZcHJyEjuOWWHhSiV6Vrjyh848sD3NC9vT/LBNzQvbU394cxYRERERmQQWrkRERERkEli4UolsbGwQERHBQeVmgu1pXtie5odtal7YnvrDMa5EREREZBLY40pEREREJoGFKxERERGZBBauRERERGQSWLgSERERkUlg4UpkJCQSSblex48fr/S58vPzMXfu3Aoda+HChXjttdfg4eEBiUSCuXPnVjqHOTPm9rx+/To++eQTtGrVCtWqVYOXlxd69+6N8+fPVzqLuTLm9nz48CGGDx+ORo0aoVq1anB2dkZAQAC2bdsG3n9dOmNu0//69ttvIZFI+FQ1AJZiByCip/73v/9pvP/6669x5MiRYsubNGlS6XPl5+dj3rx5AIAuXbqUa59Zs2bB09MTrVu3xqFDhyqdwdwZc3tu3LgRmzZtwqBBgzBx4kRkZWXhq6++wssvv4zo6GgEBwdXOpO5Meb2TE9Px/379zF48GDUqVMHRUVFOHLkCN5++20kJCRg0aJFlc5kjoy5Tf8tNzcXn3zyCRwcHCqdwywIRGSU3nvvPUFfP6JpaWkCACEiIqLc+9y5c0frfcm42vP8+fNCTk6OxrL09HTBzc1N6NChgx4Smh9jas/S9OnTR3BwcBAUCoVugpk5Y23TadOmCY0aNRKGDRsmODg46D6cieFQASITolKpsHLlSjRt2hS2trbw8PDA+PHj8eTJE43tzp8/j5CQELi6usLOzg6+vr4YPXo0ACAxMRFubm4AgHnz5qkvhz3v0r+Pj48+PlKVJlZ7+vv7F7vkWLNmTXTq1AnXrl3T7YesQsT8+SyJj48P8vPzIZfLK/3Zqiqx2/TGjRtYsWIFli9fDktLXiQHOFSAyKSMHz8eW7duxahRozB58mTcuXMHX375JS5evIhTp07BysoKqamp6NGjB9zc3DB9+nQ4OzsjMTERP//8MwDAzc0Na9euxYQJEzBgwAAMHDgQANCiRQsxP1qVZGztmZycDFdXV51+xqpE7PYsKChAXl4ecnNzceLECWzZsgWBgYGws7PT6+c2Z2K36ZQpU9C1a1f06tUL33//vV4/q8kQu8uXiEr238tWJ0+eFAAI3377rcZ20dHRGst37dolABDOnTtX6rErc9mKQwW0Y6zt+cxvv/0mSCQSYfbs2VofoyoxxvaMjIwUAKhfr7zyipCUlFShY1Rlxtam+/btEywtLYUrV64IgiAII0eO5FABgUMFiEzGDz/8gOrVq6N79+5IT09Xv55d9j127BgAwNnZGQCwb98+FBUViZiYymJM7ZmamoqhQ4fC19cXn3zyiV7OYe6MoT2HDBmCI0eOYPv27Rg6dCiAp72wpB0x21Qul2Pq1Kl499134efnp5NjmgsWrkQm4saNG8jKyoK7uzvc3Nw0Xrm5uUhNTQUABAUFYdCgQZg3bx5cXV3Rr18/bNmyBTKZTORPQP9mLO2Zl5eHPn36ICcnB3v27OF0O1oyhvasW7cugoODMWTIEHz77beoV68egoODWbxqScw2XbFiBdLT09UzEdA/OMaVyESoVCq4u7vj22+/LXH9s8H/EokEP/74I86cOYNffvkFhw4dwujRo7Fs2TKcOXOGhYmRMIb2lMvlGDhwIP78808cOnQIzZo10/pYVZ0xtOd/DR48GBs2bMBvv/2GkJAQnR23qhCrTbOysrBgwQJMnDgR2dnZyM7OBvB0WixBEJCYmAh7e3u4u7tX7gOaKrHHKhBRyf473mrixImChYWFkJ+fX+FjffvttwIAYcOGDYIgPJ36CBzjalDG1p5KpVIIDQ0VLCwshJ9++qnCGao6Y2vPkuzevVsAIOzcubNSx6kqjKVN79y5ozFWuaRXv379KpzJXHCoAJGJeOONN6BUKjF//vxi6xQKBTIzMwEAT548Kfa0nFatWgGA+tKVvb09AKj3IcMTuz3ff/997Ny5E2vWrFHf5UzaE7M909LSSly+adMmSCQStGnTplzHIU1itam7uzt27dpV7NW1a1fY2tpi165dCA8P1/6DmTgOFSAyEUFBQRg/fjwiIyNx6dIl9OjRA1ZWVrhx4wZ++OEHREVFYfDgwdi2bRvWrFmDAQMGoH79+sjJycGGDRvg5OSEXr16AQDs7Ozg5+eHnTt3omHDhnBxcUGzZs3KvFT8v//9D3fv3kV+fj4A4LfffsOCBQsAAG+99Rbq1q2r//8JZkTM9ly5ciXWrFmDwMBA2Nvb45tvvtFYP2DAAD6lp4LEbM+FCxfi1KlT6NmzJ+rUqYOMjAz89NNPOHfuHN5//300aNDAkP8rzIZYbWpvb4/+/fsXW757927ExcWVuK5KEbfDl4hKU9pTXNavXy/4+/sLdnZ2QrVq1YTmzZsLn3zyifDw4UNBEAQhPj5eGDJkiFCnTh3BxsZGcHd3F/r06SOcP39e4zinT58W/P39BWtr63JdwgoKCir1stWxY8d09bHNljG158j/a+/uY6os/ziOf24RzyF5tAh8PIeHjWBuZjlqIyNrzaUs2BS1rUQXWVsbubBmlBPLlmg6HeWM1sDYasuV/2ilW8LI1eY/9QexoniqtYG1gVEGKnx/f7hOvxOUh4Tgvnm/Njfv77nu67rws937erjPfUpK/vHXkH98Sxr+3lTK8/Tp01ZQUGDz5s2z6Ohoi4uLs7y8PKutrbXh4eFx/bm9bCplOhoeh3WVY/aX97cBAACAKYh7XAEAAOAKNK4AAABwBRpXAAAAuAKNKwAAAFyBxhUAAACuQOMKAAAAV6BxBTygs7NTjuOorq5usreCcUKm3kKe3kKek4fGFQAAAK7AFxAAHmBmGhwcVHR0tKKioiZ7OxgHZOot5Okt5Dl5aFwBAADgCtwqAEwRlZWVchxHra2tevjhh5WQkKDk5GTt2LFDZqYffvhBhYWFio+PV2pqqvbv3x86d7T7rTZt2qTY2Fj9+OOPKioqUmxsrJKTk7Vt2zYNDQ2FxjU2NspxHDU2NobtZ7Q5u7u7tXnzZi1YsEA+n09z585VYWGhOjs7J+hfxd3I1FvI01vI051oXIEpZv369RoeHtaePXt0xx13aPfu3Tp48KDuv/9+zZ8/X1VVVcrMzNS2bdvU1NT0j3MNDQ1p5cqVuvHGG/Xqq68qPz9f+/fvV01Nzb/a25o1a3T8+HFt3rxZhw8fVllZmfr7+/X999//q/mmCzL1FvL0FvJ0GQMwJezcudMk2ZYtW0K1K1eu2IIFC8xxHNuzZ0+o3tvbazExMVZSUmJmZh0dHSbJamtrQ2NKSkpMkr344oth6yxdutRuv/320HFDQ4NJsoaGhrBxf52zt7fXJNm+ffvG5weeBsjUW8jTW8jTnXjHFZhiSktLQ3+PiorSsmXLZGZ69NFHQ/XExERlZWWpvb39mvM98cQTYcfLly+P6Ly/iomJ0axZs9TY2Kje3t4xnz+dkam3kKe3kKe70LgCU8yiRYvCjhMSEuT3+3XTTTeNqF/rYub3+5WcnBxWS0pK+lcXQZ/Pp6qqKn300UdKSUnR3Xffrb1796q7u3vMc003ZOot5Okt5OkuNK7AFDPao1X+7nErdo2HgkTymBbHcUat//+HCf6wdetWtba26pVXXpHf79eOHTuUnZ2tL7744prrTGdk6i3k6S3k6S40rsA0l5SUJEnq6+sLq3d1dY06PiMjQ+Xl5Tp9+rSam5t16dKlsE/bYvKRqbeQp7eQ5/WhcQWmuUAgoKioqBGflj18+HDY8cWLFzUwMBBWy8jIUFxcnAYHByd8n4gcmXoLeXoLeV6fmZO9AQCTKyEhQcXFxaqurpbjOMrIyNCJEyd0/vz5sHGtra267777tG7dOuXk5GjmzJk6fvy4enp6tGHDhknaPUZDpt5Cnt5CnteHxhWAqqurdfnyZR05ckQ+n0/r1q3Tvn37tHjx4tCYhQsX6qGHHtInn3yi+vp6zZw5U7fccovee+89rVmzZhJ3j9GQqbeQp7eQ57/HV74CAADAFbjHFQAAAK5A4woAAABXoHEFAACAK9C4AgAAwBVoXAEAAOAKNK4AxqSzs1OO46iurm6yt4JxQqbeQp7eQp7haFyBCdTW1qbHH39c6enp8vv9io+PV15eng4dOqTff/99wtZtaWlRZWWlOjs7J2yNSLz88st68MEHlZKSIsdxVFlZOan7GQ9k6q1MyZM8xwN5/nf4AgJggpw8eVLFxcXy+XzauHGjFi9erEuXLuns2bN65pln9NVXX6mmpmZC1m5padGuXbt0zz33KBgMTsgakXjhhReUmpqqpUuX6tSpU5O2j/FCpt7KlDzJc7yQ53+HxhWYAB0dHdqwYYMCgYDOnDmjuXPnhl578skn9d133+nkyZOTuMM/mZkGBgYUExMz7nN3dHQoGAzq559/VnJy8rjP/18i06u8kil5XkWe/z3yvD7cKgBMgL179+rXX3/VW2+9FXYB/UNmZqaeeuqp0PGVK1f00ksvKSMjQz6fT8FgUBUVFRocHAw7LxgMqqCgQGfPnlVubq78fr/S09P19ttvh8bU1dWpuLhYkrRixQo5jiPHcdTY2Bg2x6lTp7Rs2TLFxMTojTfekCS1t7eruLhYc+bM0Q033KA777zzui72k/nOw3gj0z/36wXk+ed+vYA8/9yv5xmAcTd//nxLT0+PeHxJSYlJsrVr19rrr79uGzduNElWVFQUNi4QCFhWVpalpKRYRUWFvfbaa3bbbbeZ4zjW3NxsZmZtbW1WVlZmkqyiosLq6+utvr7euru7Q3NkZmZaUlKSbd++3Y4cOWINDQ3W3d1tKSkpFhcXZ88//7wdOHDAlixZYjNmzLAPPvggtIeOjg6TZLW1tRH/fD/99JNJsp07d0Z8zlRDpuHcnil5hiNP8nQLGldgnF24cMEkWWFhYUTjv/zyS5NkpaWlYfVt27aZJDtz5kyoFggETJI1NTWFaufPnzefz2fl5eWh2rFjx0ySNTQ0jFjvjzk+/vjjsPrWrVtNkn366aehWn9/v6WlpVkwGLShoSEzm54XUTIdyc2ZkudI5EmebsGtAsA4++WXXyRJcXFxEY3/8MMPJUlPP/10WL28vFySRvzaKCcnR8uXLw8dJycnKysrS+3t7RHvMS0tTStXrhyxj9zcXN11112hWmxsrLZs2aLOzk61tLREPL/XkKm3kKe3kOf0QuMKjLP4+HhJUn9/f0Tju7q6NGPGDGVmZobVU1NTlZiYqK6urrD6okWLRsyRlJSk3t7eiPeYlpY26j6ysrJG1LOzs0OvT1dk6i3k6S3kOb3QuALjLD4+XvPmzVNzc/OYznMcJ6JxUVFRo9bNLOK1JuLTrF5Gpt5Cnt5CntMLjSswAQoKCtTW1qbPP//8mmMDgYCGh4f17bffhtV7enrU19enQCAw5vUjvSD/dR/ffPPNiPrXX38den06I1NvIU9vIc/pg8YVmADPPvusZs+erdLSUvX09Ix4va2tTYcOHZIkrVq1SpJ08ODBsDEHDhyQJK1evXrM68+ePVuS1NfXF/E5q1at0rlz58Iu/L/99ptqamoUDAaVk5Mz5n14CZl6C3l6C3lOH3wBATABMjIy9M4772j9+vXKzs4O+xaXzz77TMeOHdOmTZskSUuWLFFJSYlqamrU19en/Px8nTt3TkePHlVRUZFWrFgx5vVvvfVWRUVFqaqqShcuXJDP59O9996rm2+++W/P2b59u95991098MADKisr05w5c3T06FF1dHTo/fff14wZY/9/bn19vbq6unTx4kVJUlNTk3bv3i1JeuSRR1z1jgKZXuWVTMnzKvIkT9eZ3IcaAN7W2tpqjz32mAWDQZs1a5bFxcVZXl6eVVdX28DAQGjc5cuXbdeuXZaWlmbR0dG2cOFCe+6558LGmF19rMrq1atHrJOfn2/5+flhtTfffNPS09MtKioq7DEtfzeH2dXnEa5du9YSExPN7/dbbm6unThxImzMWB7Nkp+fb5JG/TPaY2PcgEy9lSl5kid5uotjNoa7iwEAAIBJwj2uAAAAcAUaVwAAALgCjSsAAABcgcYVAAAArkDjCgAAAFegcQUAAIAr0LgCAADAFWhcAQAA4Ao0rgAAAHAFGlcAAAC4Ao0rAAAAXIHGFQAAAK5A4woAAABX+B8fOz3PcuXr8QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "repeated_measures_baseline.mean_diff.plot(custom_palette={0: \"red\", 1: \"blue\"});\n", + "shared_control.mean_diff.plot(custom_palette={'Control 1': \"red\", 'Test 1': \"blue\", 'Test 2': \"green\", 'Test 3': \"purple\", 'Test 4': \"orange\"});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similarly, premade matplotlib/seaborn color palette can be passed. For sankey plots, the first two colors in the palette will be used to color the bars in the sankey plot. For bar plots, the colors will be used to color the filled portion of the bar plot." + ] + }, + { + "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": [ + "repeated_measures_baseline.mean_diff.plot(custom_palette='Set1');\n", + "shared_control.mean_diff.plot(custom_palette='Set1');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Passing a custom palette list functions differently for bar plots and sankey plots. \n", + "\n", + "- For bar plots, the list should contain the colors associated with each group. \n", + "- For sankey plots, the list should contain two colors, the first color will be used to color the binary '1's, and the second color will be used to color the '0's.\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": [ + "repeated_measures_baseline.mean_diff.plot(custom_palette=['red', 'blue']);\n", + "shared_control.mean_diff.plot(custom_palette=['red', 'blue', 'green', 'purple', 'orange']);" + ] + }, + { + "cell_type": "markdown", + "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, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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G/PnzsWrVKvj5+SEuLg4TJ07EnDlzMHPmzBK3iYiIwOzZszWai6g8adq0KZKTk+Ho6IgLFy7oOg7pm/PrgR5NAJFI10n01nvvvYe//voLz549Q1xcHKRSKWrXrg07O7sy2b9Kl75PnjyJLl26yN7/+OOPePjwIU6fPo1nz56hUaNGmDt3rlL7tLW1hYGBAVJSUuSWp6SkwNHRscRtZs6ciYEDB2LEiBFo2LAhPvjgA8yfPx8RERGQlnLH4tSpU5GRkSF7HTt2TKmcRBVNcnIyHjx4gOTkZF1HIX2UegN4eEnXKcoFGxsbvP/++/Dz8yuzIg2oWKjT0tLg7Owse79r1y60aNECzZo1Q5UqVTBo0CD8888/Su3T2NgYPj4+OHz4sGyZVCrF4cOH0bx58xK3yc3NhVgs/xEMDAwAQO6h81eZmJjAyspK9rK0tFQqJxFRpcPZtUr1zTffIDg4uNT1HTt2xOrVq9XqQ6VCbW1tLfvt+/nz5zhx4oTcXW2GhobIzc1Ver+hoaFYv349Nm/ejBs3bmDMmDHIycnB0KFDAQCDBg3C1KlTZe27du2K1atXY+vWrUhISMChQ4cwc+ZMdO3aVVawiYhITYmngJwnuk6hlzZs2AAPD49S13t4eGDdunVq9aHSd9T+/v5YtWoV3N3dsX//frx48QLdu3eXrb9165bcGbei+vTpg8ePH2PWrFlITk6Gt7c39u/fL7vBLCkpSe4MesaMGRCJRJgxYwYePHgAOzs7dO3aFfPmzVPlYxERUUkEKRB3CPDqq+skeic+Pr7EEcmKuLu7Y/369Wr1oVKhXrhwIdq3b4+ePXsCACZPnoz33nsPACCRSLB9+3a5IUWVMX78eIwfP77Eda+PH25oaIiwsDC1b30nIqK3iP0TaNSHN5W9xtjY+I33dzx69KjYV7TKUqlQ161bF7Gxsbh+/TqqVq0qd+t5bm4uvv32W3h5eakVjIiI9MizROBJHGBbT9dJ9EqzZs2wadMmhISEoEqVKnLrMjIysHHjRjRr1kytPlQq1ABgZGRUYjGuUqWK3GVwIiKqIG4fZKF+TVhYGAIDA+Ht7Y1JkybJri5fvXoVkZGRePToEbZs2aJWHyoX6szMTKxatQpHjx5Famoq1q5dC19fXzx9+hSbNm1Ct27d5KbCJCIqLwqeZ+HO/jV4evscIBLD1t0ftYNHw8DYrNRt/v1+CjKTrsgtc2zSEXU7vfwqL+WfQ7i9O7LEbX1DfoKxhXVZxdecuMOA3xhAzUu5FYmfnx92796N0aNHY+LEiRD9/1cDgiDAzc0Nu3btKvXJJUWpVKjv37+PwMBA3Lt3D/Xq1cPNmzdlI3xVq1YNa9euxd27d7F8OYefIyL99O/3U+Dg9T84eLUrtu7WH4uRn/0Unh/PhVQiwe3dkYjbuwL1P/jijft0aBwMl8ABsvdio/+GV7b1aAWbOvIjfN3atQzSwoLyUaQBIPcJ8PAy8I7+jlS2cuVKLF68GMnJyfDy8sKKFSvg6+tbavv09HRMnz4dv//+O54+fQoXFxdERkYqNRR1u3btEBcXh8uXLyM+Ph4AUKdOHTRp0kRWuNWhUqH+/PPPkZWVhZiYGNjb2xeb2apHjx7Ys2eP2uGIiLQtNy0Jz+IvwmtYJKrUeHmZt06H0bj2czhc2w6HSZXSZ0IyMDKFsWW1UtaZwMDIRPa+ICcDGYn/ol6XiWX7ATTt9kG9LdTKzsCYn5+Pdu3awd7eHr/++iucnZ1x9+5dWFtbK923WCyGj48PfHzK/u9GpUJ98OBBhISEwMPDA0+eFH+2rnbt2rh3jxOPE1H5k3n/JgxMLWRFGgCs3RoDIhGyHsTCxN2/1G1Trx5F6pWjMLa0QbV6vqjZsi8MXjmrflXKlcMQG5mgeoOAMv8MGpV4AiicDBga6zpJMa/OwAgAa9aswd69exEVFYUpU6YUax8VFYWnT5/i9OnTMDIyAgCVx+W+fv067ty5g2fPnpU44NagQYNU2i+gYqF+/vz5G4dHy8rKUjkQEZEuFWQ/g7G5tdwykdgARmZVUJDzrNTt7D0DYVLVHsZVqiMnJQGJRzbi+ZP7aNB7RontU2IOws4zUO4su1zIzwHunwdcW+g6iZyiGRhfHRTrbTMwFn1/PG7cOOzcuRN2dnbo378/vvzyS4UHzYqPj8eAAQNw/vz5UkfEFIlE2i/UHh4eOH78OEaPHl3i+j/++AONGzdWORQRUVm7d3Ib7p36RfZeWpiPrAc3Eb9/jWxZk09UH+rRsUlH2Z8t7F1hbFkNV3+ahudPH8GsmpNc28z7N/A87R7qd5+scn86dfeMVgt1dnY2MjMzZe9NTExgYiL/C44qMzDeuXMHR44cwccff4x9+/YhLi4OY8eORUFBgcLjc4wePRpXrlxBZGQkWrZsCRsbGyU/3dupVKgnTZqEwYMHo1GjRujduzeAl+Nyx8XFYfbs2Thz5gx+++23Mg1KRKQOR59OsPVoKXsf+8di2LoHoPorl7JNqlSHkaUN8nPT5bYVpBIUPM+CkYXiP4SrONcHALx49rBYoU65fAAWDrVh6VR2jzolJSUhJycHAJCTJ0HS0xeoVa3ky+5qexSjmf2WIjAwUO59WFgYwsPD1d6vVCqFvb091q1bBwMDA/j4+ODBgwdYvHixwoX61KlTmDZtGj799FO185RGpUI9YMAA3L17FzNmzMD06dMBAB06dIAgCBCLxZg/fz569OhRljmJiNRiZFYFRmb/DUghNjSBkUVVmFWrIdfO6h13SF7kIPvRbVkhTU/4BxAEWfFVRE7KHQAodnOZJP850m6chEvQYFU/ipzz589jzpw52Lt3r+zSa/pzCVynn0eXhtUws5ML3net8pa9KCnj/stL4MYWZbvfUhw7dgze3t6y96+fTQOqzcDo5OQEIyMjucvcDRo0QHJyMvLz82Fs/Pbv4W1tbVG1alUFP4lqVH4Ybvr06YiPj8fixYsxZswYjBw5EgsXLkRsbCy+/PLLssxIRKQ15ra1YFPHB7f3rkDWg1hk3ruO+AOrYfdeK9kd33mZabi4ejSyHsQCAJ4/fYSkEz8j+9FtvEhPwZNbZ3Fr5xJY1fKEhYOb3P4fXzsOQSqBfcMgtbP+/vvvCAgIwJ9//lns+1FBAPZdfQr/RTH4/XKa2n0Vk/mw7PdZCktLS7lZD0sq1KrMwBgQECCbP7rIrVu34OTkpFCRBoBPPvkEP/74IyQSiZKfSnEqD3gCALVq1UJISEhZZSEi0gvv9vgcd/avxtWfpgMiEaq7B6BO8H/35AhSCZ4/uQ9JQR4AQGxgiPSEGDw8vxOS/BcwsbJD9QYBqNmi+CQWKf8cRPX6/jA0VW+K3fPnz6NPnz6QSCSl3sQkkQIiCOiz/gZOf+FdtmfW2Sl6N0pZaGgoBg8ejKZNm8LX1xeRkZHFZmB0dnZGREQEAGDMmDH49ttvMXHiRHz66ae4ffs25s+fjwkTJijc57vvvguJRAIvLy8MGzYMNWvWLPFGtA8//FDlz6VSob506RLOnj2LsWPHlrh+1apV8Pf3l7tUQUT6qeiyYGmXByuqRoMWlLrOyKzKGwc3MbV2QIsZe2XvTaraodGghQr16zVkieIh32Du3LkQBKHUIl1EACBAwNx9d7FzrGeZ9A0AeJ5edvsqI8rOwFizZk0cOHAAISEhaNSoEZydnTFx4kSlrgr36dNH9ufPPvusxDYikUitM26VCvX06dNhZmZWaqE+cuQI9u3bx0FPiMqBCxcu6DoCKSkpKQl79ux5a5EuIpECu688LdsbzPL08zFcZWZgBIDmzZvj7NmzKvd39OhRlbdVlEqF+vVn1V7XsmVL2aUFItJ/EolE7ns6bSqUSFEokUIskaKgoEAnGbRFWpgPqaRQ7f3s27tb4SJdRBCAA9efYnCz4iN0qULIeQaxho9XYaH6f1ea9vod6ZqgUqHOysqCoWHpm4rFYmRkZKgciqiyyRBVBbILsXdef530/9PhK/j56FWd9C1n8k+6TlChjfoxDqN+jCujvZ0GMK6M9lX+5eXl4dKlS0hNTUVAQABsbW3LbN8qFep69erh4MGDpT43tn//ftSuXVutYESkPX2D3kOf1u/prP+qQgaMq1TH+59u1FkGTSvMy8XT2xcgNjCESM3hN7fu2IOQGfOV3m5NXxcM8i19rHJFCYKAFzVbwazjbBiamKu9v9JcvnwZfn5+Gtt/Wfnmm28QHh4uO0E9dOgQ2rRpg7S0NLi7u2PRokUYNmyYyvtXqVAPHz4cISEhCA0NxaxZs2QDmKenp2P27NnYv38/Fi9erHIoItIuAx1PW2goiGFoIJaNt1wRiaRGMDIyhIGJudrDhv6vdSuIRBFKXf4WiYB27lVhZKjY0JhvJAiQGBnDyMgIhho8Zm+6cqsvNm7ciEmTJqFv375o3769XEG2tbVFmzZtsHXrVu0X6gkTJiAmJgaRkZH45ptvUKPGywEDHj58CKlUioEDB/KxLSIiDanp7ITgNq1wKPqkQncTG4iBTh7WqFWt7MYVF8T6X0S1YcmSJejevTu2bNlS4iRVPj4++Oabb9TqQ6W/aZFIhI0bN2LQoEH47bffcOfOyxF4unfvjp49e6J169ZqhSIi7Zm06gCeZT+HjaUZIscG6zoOKejzT0fhr2MnIRKJ3nhmLQIggghTg51KbaMKwVBDw5OWM3FxcW987rpatWolFnBlqPUrUVBQEIKC1B9dh4h051n2czzJfK7rGKSkJl6eiFqxCMM+/QKCgBLPrA3EL4v0z0Pr4H0X9QZYeZ1gpJ3hQ/WdtbU10tJKH/nt+vXrao9RoNIXUwkJCdi9e3ep63fv3o3ExERVMxERkQK6dmiLA79+j3atW0AkEsmtE4leXu4+HuKOHl5lP6OT1ESz41uXF506dcK6deuQnp5ebN21a9ewfv16dOvWTa0+VDqj/uyzz5CZmYmuXbuWuH7lypWwtrbG1q1b1QpHRERv1sTLEz9/9w3uPXiEVp16Iz0zC9ZmBrj45Xtl+p306yQWDm9vVAnMnTsXfn5+8PT0RNeuXSESibB582ZERUXht99+g5OTE2bNmqVWHyqdUZ85cwbt2rUrdf3//vc/nDhxQuVQRESknJrOTjA3NwMAWBiLNVqkpSZWEEysNLb/8qRGjRq4ePEiOnTogG3btkEQBPzwww/YvXs3+vXrh7Nnz6r9TLVKZ9TPnj1DlSqlD+5uaWmp9pfnRESknwrtdPfMvT7Jy8vDgQMH4Orqiu+++w7fffcdHj9+DKlUCjs7O7lxxdWh0l5q1aqFU6dOlbr+xIkTeOedd1QORURE+qvA3kvXEfSCsbExevfujdOnT8uW2dnZwcHBocyKNKBioe7Xrx9+/vlnfPPNN3LjA0skEixfvhzbtm1D//66GQqRiIg0RzCx4hn1/xOJRKhXr94b7/ouCyoV6qlTpyIoKAiTJk2Ck5MTWrVqhVatWqFGjRoICQlBYGAgpk+fXtZZiYhIxwpqtQLEZTC6WQUxbdo0fPvtt4iNjdVYHyp9R21iYoKDBw9i8+bN+P333xEfHw8A8PX1Rc+ePTFo0KAyPe0nIiI9YGCEArf/6TqFXjl79iyqV68OT09PtG7dGq6urjAzM5NrIxKJsHz5cpX7UHnAE7FYjKFDh2Lo0KEqd05EROVHfp0OEEyqAAV5uo6iN7799lvZnw8fPlxiG50VaiIiqjwEUxvk1+mg6xh6RxvzuKtUqNu0afPWNiKRqNTfLoiIqHx54TUIMNTcs9lUOpUKtVQqLTZcnUQiwd27d3Hv3j3UrVsXzs7OZRKQiIh0q6BWC0jsG+o6hl47e/Ysjh49itTUVIwdOxb16tVDbm4ubt68iXfffReWlqqPta5SoY6Oji513Z49ezBq1CgsXbpU1UxERKQnBHNb5L3XV9cx9FZ+fj769u2LnTt3QhAEiEQidO3aFfXq1YNYLEb79u0REhKi1pNQZX5rdpcuXTBgwABMmjSprHdNRERa9sJ7KMApLUs1c+ZM7NmzB6tXr0ZsbKzclKOmpqbo3bs3du7cqVYfGnmGqk6dOvj77781sWsiItKSApfWkFSvr+sYeu3nn3/GmDFjMGrUKFSrVq3Y+gYNGuDOnTtq9VHmd30XFhbil19+UXsQciLSDhtLM7n/EgGAYGyBPPcPdB1D76WmpqJhw9K/vzcwMEBubq5afahUqIcNG1bi8vT0dJw9exbJycn8jpqonIgcG6zrCKSH8t/tBhhb6DqG3qtZsyZu3rxZ6vpTp06hbt26avWhUqE+cuRICZOUi2BjY4MWLVpgxIgRaN++vVrBiIhINwRTm5dDhdJb9e/fH0uXLkXPnj3x7rvvAoCsPq5fvx6//PILFixYoFYfKhXqxMREtTolIiL9lV+nPWBgpOsY5cL06dNx9uxZtGrVCg0aNIBIJEJISAiePn2K+/fvo1OnTggJCVGrDw7ITURE/zE0RUGtlrpOUW4YGxtj//792LhxI2rXrg13d3fk5eWhUaNG2LRpE3bv3g0DA/UmMVH4jDo3NxdpaWlwdHSEsbGx3LqoqCj89NNPePToEdzd3TF16lS8//77agUjIiLtK6jVio9jvUFoaCgGDhyIxo0bAwCSkpJgZ2eHAQMGYMCAARrpU+Ez6q+++gqNGjVCfn6+3PK5c+di5MiROHbsGB4/fow//vgDrVu3xj///FPmYYmISINEYuS7vX2I6MosMjISN27ckL13c3PDjh07NNqnwoX66NGj6NKli9wwaJmZmZg7dy6cnZ1x+/ZtPH78GGfPnoWxsbHaX54TEZF2FTr7QjDno7Vv4uDgIPdc9KsDnGiKwpe+ExMT0bNnT7ll+/btQ35+Pr788ku4ubkBeDkn9dChQ/HLL7+UbVIiItIckRh59broOoXe69y5M7766iscPHgQ1tbWAIAlS5Zg69atpW4jEonUGp1M4UKdlZWF6tWryy07fvw4RCIRgoPln8P08PDA48ePVQ5FRETaVeAaBMHSUdcx9N7y5cthb2+Po0eP4tq1axCJRLh37x6ePn1a6javP86sLIUvfbu4uBR7qDs6OhoODg7FHubOz8+HlZWVSoFWrlwJV1dXmJqaws/PD+fPn39j+/T0dIwbNw5OTk4wMTHBu+++i3379qnUNxFRZSSYWCHv3W66jlEuWFhYYP78+Thz5gzi4+MhCAIiIyORkJBQ6kvdIUQVLtTt27dHVFQUzp07BwD4/vvvcfPmTXzwQfEh5i5evAhXV1elw2zbtg2hoaEICwvDpUuX4OXlheDgYKSmppbYPj8/H+3atUNiYiJ+/fVXxMbGYv369Zxik4hICXnv9eUoZAr68MMPceLECdn7o0ePol27dhrtU+FCPXPmTFhaWsLf3x/GxsYYMmQI7OzsMGvWLLl2ubm52LFjB/73v/8pHWbp0qUYOXIkhg4dCg8PD6xZswbm5uaIiooqsX1UVBSePn2KP/74AwEBAXB1dUVgYCC8vLyU7puIqDIqdPBCYQ0+TquonTt3IikpSfa+TZs2OHTokEb7VLhQ29raIiYmBgsWLMDw4cMxf/58XLlyBQ4ODnLtrl69io8//hgDBw5UKkh+fj4uXryItm3b/hdOLEbbtm1x5syZErfZtWsXmjdvjnHjxsHBwQGenp6YP38+JBKJUn0TEVVKhqbIazgAUPM71MrE2dkZly9flr0vmoNak5QaQtTGxgaff/75G9v4+vrC19dX6SBpaWmQSCTFCr+Dg0OpA57fuXMHR44cwccff4x9+/YhLi4OY8eORUFBAcLCwkrcJi8vD3l5ebL32dnZSmclIqoI8tw/gGBmo+sY5Urfvn3x9ddf45dffpHd9T1lyhRERESUuo1IJFJrbJEyn+ZSm6RSKezt7bFu3ToYGBjAx8cHDx48wOLFi0st1BEREZg9e7aWkxIR6Rdp1VoocA3SdYxyJyIiAnXr1sXRo0eRmpoKkUgECwuLYk9FlSW9KdS2trYwMDBASkqK3PKUlBQ4Opb8yICTkxOMjIzkxlFt0KABkpOTkZ+fX2yoUwCYOnUqQkNDZe9jYmIQGBhYRp+CiKh8eOHZHxBxugdlGRgYYNSoURg1ahSAl1/RzpgxA/3799dYn3pzlIyNjeHj44PDhw/LlkmlUhw+fBjNmzcvcZuAgADExcVBKpXKlt26dQtOTk4lFmkAMDExgZWVlez16khrRESVQaFTU0irqTdHMr2UkJCAHj16aLQPvSnUwMvBztevX4/Nmzfjxo0bGDNmDHJycjB06FAAwKBBgzB16lRZ+zFjxuDp06eYOHEibt26hb1792L+/PkYN26crj4CEZF+E4mR5178sVpSjYuLC8zNzTXah0KXvnft2oWmTZuiRo0aGg3Tp08fPH78GLNmzUJycjK8vb2xf/9+2Q1mSUlJEIv/+92iZs2aOHDgAEJCQtCoUSM4Oztj4sSJ+PLLLzWak4iovCp4pzkES4e3N6QSicViiMVi5ObmwtjYGGKx+K13fYtEIhQWFqrcp0KF+oMPPsAPP/wguwZfu3ZtREZGolu3sh/JZvz48Rg/fnyJ66Kjo4sta968Oc6ePVvmOYiIKh4R8ut20nWIcm3WrFkQiUQwNDSUe69JChXqKlWqID09XfY+MTGRjzUREZUzhY7ePJtWU3h4+Bvfa4JChdrX1xfz5s1DSkoKqlatCuDlzFnJycmlbiMSiRASElI2KYmISG0Fbm3f3oj0jkKFetWqVRg0aBDmzJkD4GUR3rJlC7Zs2VLqNizURET6Q2rpBEn1d3Udo0LJy8vDjz/+iIMHDyI+Ph5ZWVmoUqUK6tatiw4dOqB///6lPoGkDIUKdd26dXH69Gm8ePECqampcHV1RWRkJLp37652ACIi0rwCl1YcKrQMXblyBd27d8fdu3chCAKqVq0KS0tLpKam4tKlS9i+fTvmzZuHXbt2oUGDBmr1pdTjWaampqhVqxbCwsLQpk0buLi4vPFFRER6QCRGoXMzXafQCmWnSi6ydetWiEQihZ6Jzs7ORrdu3ZCSkoJ58+bh3r17ePbsmdx/586di4cPH6Jr167IyclR6zOp9Bx1WFgYPD09ZYFv3LiBGzdu8AYzIiI9JLHzhGBSRdcxNE7ZqZKLJCYm4rPPPkPLli0V6mfjxo1ISkrC3r17MWXKlGJTKzs7O2Pq1KnYvXs3EhISsGnTJlU/EgA1Bjz5+++/ERQUBBsbG3h6esLT0xM2NjZo06YNLly4oFYoIiIqOwXOlWMaS2WnSgYAiUSCjz/+GLNnz0bt2rUV6mfv3r1o3749Wrdu/cZ2bdq0Qbt27bB7925lPkYxKhXqc+fOoVWrVrh06RJGjBiBZcuWYdmyZRgxYgQuXbqEVq1aKXy5gYiINEgkRqF9I12nUEt2djYyMzNlr1dnQCyiylTJAPDVV1/B3t4ew4cPVzjPlStX3lqki7Rp0wZXrlxReN8lUWlSjunTp8PZ2RknT54sNmFGeHg4AgICMH36dI1Ppk1ERG8mqf4uYGyh6xhqeX3ipLCwsGLPL6syVfLJkyexYcMGxMTEKJXn6dOnpU4W9ToHBwc8ffpUqf2/TqVCfe7cOcyaNavEoA4ODhg1apTsUS4iItKdQntPXUdQ27Fjx+Dt7S17b2JiovY+s7KyMHDgQKxfvx62trZKbZuXlwcjIyOF2hoaGiI/P1+ViP/tQ5WNxGLxG8ctlUgkcmNyExGRbkjs3tN1BLVZWlrCysrqjW2UnSo5Pj4eiYmJ6Nq1q2xZ0UyMhoaGiI2NRZ06dUrtLzExEZcuXXpr9oSEhLe2eRuVCrW/vz9WrlyJ/v37F3sMKykpCatWrUJAQIDa4YiISHWCsQWkVZzf3rACeHWq5KJHrIqmSi5p/gh3d/di3x3PmDEDWVlZWL58OWrWrPnG/mbOnImZM2e+NZcgCGqPBa5SoZ4/fz5atWoFd3d3fPDBB3j33Zej3cTGxmLnzp0wNDRERESEWsGIiEg9kmr1AFHluboZGhqKwYMHo2nTpvD19UVkZGSxqZKdnZ0REREBU1NT2WPGRaytrQGg2PLXbdy4USP5S6NSoW7cuDHOnTuH6dOnY9euXcjNzQUAmJubo0OHDpg7dy48PDzKNCgRESlHYlNX1xG0StmpklU1ePBgtfehDJUKNQB4eHhgx44dkEqlePz4MQDAzs6O300TEekJqXXlGyFS2amSX6XuwCSaonKhLiIWi4vdDk9ERLonsaql6whUBnj6S0RUAQkmVcv989P0Egs1EVEFJK3ipOsIVEZYqImIKiCphb2uI1AZYaEmIqqApOZ2uo5AZUTtm8mIiEj/CGbVdR2hUrl+/Tru3LmDZ8+eQRCEYusHDRqk8r7VKtSaDEZERKqTmlXTdYRKIT4+HgMGDMD58+dLrIMAIBKJtF+otRGMiIhUJ5ha6zpCpTB69GhcuXIFkZGRaNmyJWxsbMq8D5UKtTaCERGRcuztbAFBCgfj3JePZ5HGnTp1CtOmTcOnn36qsT5UKtTaCEZERMo5uutniHLTYH58DnIMFJuGkdRja2uLqlU1+0uRSnd9ayMYERGpRjCpousIlcYnn3yCH3/8ERKJRGN9qHRGXRRs3LhxMDAwKOtMRESkBsHkzXM3U9l59913IZFI4OXlhWHDhqFmzZol1sUPP/xQ5T5UKtTaCEZERKoRjC11HaHS6NOnj+zPn332WYltRCKRWmfcKhVqbQQjIiLVsFBrz9GjRzXeh0qFWhvBiIhINYIxv6PWlsDAQI33oVKh1kYwIiJSjWBkrusIldL169dx9+5dAICLiws8PDzKZL9qDyGqqWBERKQawYjTW2rTzp07ERoaisTERLnlbm5uWLp0Kbp166bW/lUu1JoORkREKuIZtdbs27cPPXv2hIuLC+bPn48GDRoAAG7cuIF169bhww8/xJ49e9ChQweV+1CpUGsjGBERqUYwMtN1hEpjzpw5aNSoEU6cOAELi/+uZHTr1g3jx49HixYtMHv2bO0Xam0EIyIi1QiGprqOUGn8+++/mD9/vlwtLGJhYYEhQ4Zg2rRpavWh0shk//77LwYPHvzGYP/++69awYiISEUGJrpOUGmYmpri6dOnpa5/+vQpTE3V+8VJpUKtjWBERKQaQaz2fcKkoDZt2mD58uU4c+ZMsXXnzp3DN998g7Zt26rVh0pHsyhYhw4d0Lx58xKDtW/fXq1gRESkIhZqrVm0aBGaN2+OFi1awNfXF/Xr1wcAxMbG4vz587C3t8fChQvV6kOlo6mNYEREpCqRrgNUGm5ubvj3338RERGBP//8E9u2bQPw8nHliRMnYsqUKbC3t1erD5UKtTaCERERlQf29vZYtmwZli1bppH9q3x9RNPBiIhIRYJU1wmoDPGLDCKiCkfQdYAKa9iwYRCJRFi3bh0MDAwwbNiwt24jEomwYcMGlftUqFDrIhgREamIZ9Qac+TIEYjFYkilUhgYGODIkSMQid58T8Db1r+NQoVaF8GIiEhFAs+oNeX1YbNff68JChVqXQQjIiLSd0lJSbCzs4OZWcnDtj5//hyPHz9GrVq1VO5DpQFPkpKS8Pz581LXP3/+HElJSSqHIiIiNfCCpta4ublhx44dpa7ftWsX3Nzc1OpDpUKtjWBERKQikYGuE1Qawlu+ZigoKIBYrFKplVFpa00HW7lyJVxdXWFqago/Pz+cP39eoe22bt0KkUiEHj16qNw3EVG5x0KtUZmZmUhKSpJdOX7y5Ins/auvf//9F1u3boWTk5Na/Sn8eFZmZibS09Nl74uCvS49PV2tYNu2bUNoaCjWrFkDPz8/REZGIjg4GLGxsW8cRCUxMRGfffYZWrZsqVK/REQVhpiFWpOWLVuGr776CsDLG6cnTZqESZMmldhWEATMnTtXrf4ULtTaCrZ06VKMHDkSQ4cOBQCsWbMGe/fuRVRUFKZMmVLiNhKJBB9//DFmz56NEydOyP1CQURU2XBSDs1q3749LC0tIQgCvvjiC/Tr1w9NmjSRayMSiWBhYQEfHx80bdpUrf4UPpraCJafn4+LFy9i6tSpsmVisRht27YtcWaSIl999RXs7e0xfPhwnDhx4o195OXlIS8vT/Y+Oztb6ZxERHpNbKTrBBVa8+bNZRNS5eTkoGfPnvD09NRYfwoXam0ES0tLg0QigYODg9xyBwcH3Lx5s8RtTp48iQ0bNiAmJkahPiIiIjB79mx1oxIR6ScDE1761pLc3Fx88803MDc312ihVvqOr6Jgf/75pybyKCUrKwsDBw7E+vXrYWtrq9A2U6dORUZGhux17NgxDackItIewaQKIFLvLmNSjLm5OQwNDWFhYaHRfpT+IkOTwWxtbWFgYICUlBS55SkpKXB0dCzWPj4+HomJiejatatsmVT6cug8Q0NDxMbGok6dOnLbmJiYwMTERPbe0tKyLD8CERFVIj179sSvv/6KMWPGaGxETpV+7SoK9rbHtJRlbGwMHx8fHD58WLZMKpXi8OHDssvur3J3d8eVK1cQExMje3Xr1g1BQUGIiYlBzZo1yzQfERHRq/r27YvU1FQEBQXhp59+wqlTp3Dp0qViL3WodGtg3759MXbsWAQFBWHkyJFwdXUtcfi01282U0RoaCgGDx6Mpk2bwtfXF5GRkcjJyZHdBT5o0CA4OzsjIiICpqamxb4XsLa2BgCNfl9AREQEAK1bt5b9uaSbmQVBgEgkgkQiUbkPlQq1JoP16dMHjx8/xqxZs5CcnAxvb2/s379fdoNZUlKS2qO8EBERlYWNGzdqvA+VCrWmg40fPx7jx48vcV10dPQbt920aVPZByIiIirB4MGDNd6HSoVaG8GIiIjKk+zsbNy7dw8AULNmzTK7WVnta8jZ2dm4ceMGbty4wcFDiIio0vn7778RFBQEGxsbeHp6wtPTEzY2NmjTpg0uXLig9v5VHmfu77//xhdffIGTJ0/KHokSi8Vo2bIlFi1apPaQaURERPru3LlzaN26NYyNjTFixAg0aNAAAHDjxg38/PPPaNWqFaKjo+Hr66tyHyoVam0EIyIiUtbKlSuxePFiJCcnw8vLCytWrCi1Fq1fvx7ff/89rl69CgDw8fHB/Pnzlapd06dPh7OzM06ePFlsvI/w8HAEBARg+vTpOHTokMqfSaVL30XBYmNjsXr1akyYMAETJkzA6tWrERsbixo1amD69OkqhyIiIlJW0eyLYWFhuHTpEry8vBAcHIzU1NQS20dHR6Nfv344evQozpw5g5o1a6J9+/Z48OCBwn2eO3cOo0ePLnFQLgcHB4waNQpnz55V+TMBKhZqbQQjIiJSxquzL3p4eGDNmjUwNzdHVFRUie1/+uknjB07Ft7e3nB3d8d3330nG2RLUWKxGIWFhaWul0gkaj9SrNLW2ghGREQEvLxpOTMzU/Z6dQbEIkWzL7Zt21a2TJHZF1+Vm5uLgoICVKtWTeFs/v7+WLlyJe7evVtsXVJSElatWoWAgACF91cSlb6jLgrWv39/uLi4aCQYERERAAQGBsq9DwsLQ3h4uNwyVWZffN2XX36JGjVqyBX7t5k/fz5atWoFd3d3fPDBB3j33XcBALGxsdi5cycMDQ0RERGh8P5KolKh1kYwIiIiADh27Bi8vb1l71+dWKmsLFiwAFu3bkV0dDRMTU0V3q5x48Y4d+4cpk+fjl27diE3NxfAywmsOnTogLlz58LDw0OtbCoVam0EIyIiAl7OcmhlZfXGNsrOvviqr7/+GgsWLMBff/2FRo0aKZ3Pw8MDO3bsgFQqxePHjwEAdnZ2ZfYVsMrPUWs6GBERkaJenX2xR48eAP6bfbG0IakBYNGiRZg3bx4OHDig9vgfIpFINtVlWU55qXZVLQr2akAiIiJtCw0Nxfr167F582bcuHEDY8aMKTb74tSpU2XtFy5ciJkzZyIqKgqurq5ITk5GcnKy0qNsXr9+Hb169YKVlRWcnJzg5OQEKysr9OrVS/aMtjpUPqO+fv06Zs2ahQMHDshd+g4ODkZ4eDinmSQiIq1SdvbF1atXIz8/H7169ZLbT0k3q5XmxIkT6NixI6RSKbp37y53z9auXbvw559/Yv/+/WjZsqXKn0ulQq2NYERERMpSZvbFxMREtfsLCQmBvb09jh07hpo1a8qtu3fvHlq1aoXQ0FD8/fffKvehUqHWRjAiIiJ9d+3aNcyZM6dYLQRezqA1ZswYhc/OS6PSd9TXrl3D2LFj3xjs2rVragUjIiLSdy4uLiUOwFIkPz+/xFqpDJUKtTaCERER6btZs2bhm2++QUxMTLF1ly9fxooVK9Q+o1bp0vesWbMQEhKCzp07yz2E/mqwyMhItYIRERHpu7Nnz8LBwQE+Pj7w9/dH3bp1AQC3b9/GmTNn4OnpiTNnzsgNYyoSibB8+XKF+1CpUGsjGBERkb779ttvZX8+deoUTp06Jbf+ypUruHLlitwyrRRqbQQjIiLSd1KpVON9qFSotRGMiIiI1BjwhIiIiF5KSEjAn3/+KZvu0sXFBR07doSbm5va+1arUGsyGBERUXkwefJkLF++vNjVZrFYjEmTJuHrr79Wa/8qF2pNByMiItJ3S5YswbJly9CrVy9MnjwZDRo0AADcuHEDy5Ytw7Jly+Ds7IyQkBCV+1DpOeqiYB9++CHOnDmD9PR0pKen48yZM+jVq5csHBERUUW2fv16dOvWDb/88gv8/PxgZWUFKysr+Pn5YevWrejatSvWrl2rVh8qFWptBCMiItJ3iYmJCA4OLnV9cHCw2mOKq1SotRGMiIhI39nb2+Off/4pdf0///wDOzs7tfpQqVBrIxgREZG+6927N7777jssWLAAOTk5suU5OTlYuHAhvvvuO/Tp00etPlS6max3795Yvnw5XF1d8emnn8LCwkIW7Ntvv8V3332HSZMmqRWMiIhI382ZMwcxMTGYNm0aZs2ahRo1agAAHj58iMLCQgQFBeGrr75Sqw+VCrU2ghEREek7c3NzHD58GDt37pR7XLlDhw7o1KkTunbtCpFIpFYfKhVqbQQjIiLSZ7m5uRgwYAB69uyJjz/+GN27d9dIP0oXam0FIyIi0mfm5ub466+/0LFjR432o/TNZEXBcnNzNZGHiIio3GjRooXcTJGaoNJd39oIRkREpO++/fZbnDhxAjNmzMD9+/c10odKhVobwYiIiPSdl5cX7t+/j4iICLi4uMDExEQ2CFjRq2rVqmr1odLNZF5eXigsLERERAQiIiJgaGgIExMTuTYikQgZGRlqhSMiItJnPXv21PjN0yoVam0EIyIi0nebNm3SeB8qFWptBCMiItJXL168wM6dO5GQkABbW1t07twZTk5OGulLqUKtzWBERET6KDU1Ff7+/khISIAgCABePhH1xx9/oG3btmXen8KFWtvBiIiI9NGcOXOQmJiIkJAQtGnTBnFxcZgzZw5Gjx6N+Pj4Mu9P4UKt7WBERET66ODBgxg0aBC+/vpr2TIHBwf0798fsbGxqF+/fpn2p3Ch1nYwIiIifZSUlIQvv/xSblmLFi0gCAJSUlLKvB4q/Bx1UlISWrRoUWowIiKiyiAvLw+mpqZyy4reFxYWlnl/Cp9RazsYERGRvkpMTMSlS5dk74vGDbl9+zasra2LtW/SpInKfSl117c2gxEREemrmTNnYubMmcWWjx07Vu69IAgQiUSQSCQq96VUodZmMCIiIn20ceNGrfancKHWZrCVK1di8eLFSE5OhpeXF1asWAFfX98S265fvx7ff/89rl69CgDw8fHB/PnzS21PRESkjsGDB2u1P4ULtbaCbdu2DaGhoVizZg38/PwQGRmJ4OBgxMbGwt7evlj76Oho9OvXD/7+/jA1NcXChQvRvn17XLt2Dc7OzlrJTEREpCkqzZ6lSUuXLsXIkSMxdOhQeHh4YM2aNTA3N0dUVFSJ7X/66SeMHTsW3t7ecHd3x3fffQepVIrDhw9rOXn51LRpU7zzzjto2rSprqMQEVEJVBrrW1Py8/Nx8eJFTJ06VbZMLBajbdu2Cs9/nZubi4KCAlSrVq3E9Xl5ecjLy5O9z87OVi90OZecnIwHDx7oOgYREZVCr86o09LSIJFI4ODgILfcwcEBycnJCu3jyy+/RI0aNUod1jQiIgJVq1aVvQIDA9XOTUREpCl6VajVtWDBAmzduhU7duwo9sx3kalTpyIjI0P2OnbsmJZTEhERKU6vLn3b2trCwMCg2EhnKSkpcHR0fOO2X3/9NRYsWIC//voLjRo1KrWdiYkJTExMZO8tLS3VC01ERKRBenVGbWxsDB8fH7kbwYpuDGvevHmp2y1atAhz5szB/v37eVMUERFVKHp1Rg0AoaGhGDx4MJo2bQpfX19ERkYiJycHQ4cOBQAMGjQIzs7OiIiIAAAsXLgQs2bNwpYtW+Dq6ir7LtvS0pJny0REVO7pXaHu06cPHj9+jFmzZiE5ORne3t7Yv3+/7AazpKQkiMX/XQhYvXo18vPz0atXL7n9hIWFITw8XJvRiYiIypzeFWoAGD9+PMaPH1/iuujoaLn3iYmJmg9ERESkI3r1HTURERHJY6EmIiLSYyzUREREeoyFmoiIKoyVK1fC1dUVpqam8PPzw/nz59/Yfvv27XB3d4epqSkaNmyIffv2aSmp4lioKzlHR0c4Ozu/dUAZIiJ9VzT7YlhYGC5dugQvLy8EBwcjNTW1xPanT59Gv379MHz4cFy+fBk9evRAjx49ZNMm6wsW6kruwoULuH//Pi5cuKDrKEREalF29sXly5ejQ4cO+Pzzz9GgQQPMmTMHTZo0wbfffqvl5G/GQk1EROVe0eyLr07I9LbZF8+cOVNsAqfg4GCFZ2vUFr18jpq0SyKRQCqV6qx/qaQQUokEUkkhCgoKdJZDVwolUhRKdPf3rw8KBSnEEmmFPv6FBQUoKCiERJoLUUGhruOoRSjMl/3/Kog1d8wKC1/+PWVnZyMzM1O2/PU5G4A3z7548+bNEvefnJys1myN2sJCrQfMhVzkpuei+6T5Oun/5tnDuHXuiE76ft0vc8foOgLp0uSfdJ2A9NDr0xFXtpEnWagJ9X2D8O77rXWaIVdkDtuqFvhx1nCd5tCFv1cMxePs8n2Gpa6qQgaMq1TH+59u1HUUjZL+/5loRSA2MITY0FijfVy+fBl+fn44duwYvL29ZctfP5sGVJt90dHRUaXZGrWNhZogEosh0nEGscgAYgNDGBkZ6TiJ9hkaiGFoULlvFzEUXv4dVPjjX9E/XxkzNHxZoiwtLWFlZfXGtq/OvtijRw8A/82+WNqQ1M2bN8fhw4cxadIk2bJDhw69cbZGXWChruSO/bwSebnZMDG3RGC/cbqOQ0SkMmVnX5w4cSICAwOxZMkSdO7cGVu3bsWFCxewbt06XX6MYlioK7m83Gy8yM58e0MiIj2n7OyL/v7+2LJlC2bMmIFp06ahXr16+OOPP+Dp6amrj1AiFmoiIqowlJl9EQB69+6N3r17aziVeir3F2NERER6joWaiIhIj7FQExER6TEWaiIiIj3GQk1ERKTHWKiJiIj0GAs1ERGRHmOhJiIi0mMs1ERERHqMhZqIiEiPsVATERHpMY71XcmZmFvK/ZeIiPQLC3Ulx6ktiYj0Gy99ExER6TEWaiIiIj3GQk1ERKTH+B11JfY8OwPXTx5A6t1bkBQUwMK6Ohq3+xDWDu/oOhqVsV+OXcOZ6/dx/3EmjI0M0KCWLYa098Y7dlayNo+eZGHD/hhcv/sYBRIJfOo5YXQXH9hYmukwORGxUFdS+S+e4+Qv62D7Tm006z4YxmYWyEl/AiMT/lCuiK4mpqKzXz3Uc64OiVSK7w/9i5mbjmL1xM4wNTbEi/xCzNwUDTcna8wf1gYA8OPhf/HVD8exZHR7iMUiHX8CosqLl74rqbgLx2FWpSoat+8JG8easKhaDfYu9WBhXV3X0UgDvhochLZNasPFoSpqO9kgpKcfHmfkIu7BUwDA9buPkZqeg5APm8HV0RqujtYI6dkMcQ+f4t87KTpOT1S58Yy6kkpOuAH7WvXw996f8eRBAkwtreDWyA8unu/rOhppQc6LAgCApbkxAKBAIgVEgJHhf7+7GxsaQCQS4drdx/Cu66iTnETEM+pKKzfjGRKvnIeldXU07zEErg19cSV6D5KuX9J1NNIwqVTA+n2X4FHLFq4O1gAA95rVYWpkiI0HYvAivxAv8guxYf9lSKUCnmU9121gokqOZ9SVlCAIsHZwRoOA9gCAqvY1kPUkFXevnEctjyY6TkeatHrPBdxNycCikW1ly6pamGJK3wCs2nUBu8/egkgkQmBDF9SpYQMRv58m0ikW6krK1KIKqlSzk1tmWc0Oj+Ku6igRacPq3Rfw982HWDDif7Ctai63rkk9J3w3uSsycvJgIBbB0swYAxbsgKMNh5cl0iUW6kqqmlMtZD9Lk1uW8ywNZlY2OkpEmiQIAtbsuYgz1+8jYvj/4Fit9OJb1cIEAPBPfDIycl7Az91ZWzGJqAT8jrqSqt04AM+S7+HW+Whkpz/B/Zv/4O7Vv+HWyE/X0UgDVu++gOh/EvH5R/4wNzHEs6zneJb1HHkFhbI2hy7ewc17aXj0JAtHYxKwYOspdPevL/esNRFpH8+oKykbx3fwfuePceP0Qdw6fxTmVjbwDOyMd9y9dR2NNGDf+TgAwNQNh+WWT/rQD22b1AYAPEjLxOZD/yD7eT7srS3wUev30MO/vtazEpE8FupKzLG2Oxxru+s6BmnBnrn93tpmSLA3hgR7az4MESmFl76JiIj0GAs1ERGRHmOhJiIi0mMs1ERERHqMhZqIiEiP6WWhXrlyJVxdXWFqago/Pz+cP3/+je23b98Od3d3mJqaomHDhti3b5+WkhIREWmW3hXqbdu2ITQ0FGFhYbh06RK8vLwQHByM1NTUEtufPn0a/fr1w/Dhw3H58mX06NEDPXr0wNWrHAqTiIjKP70r1EuXLsXIkSMxdOhQeHh4YM2aNTA3N0dUVFSJ7ZcvX44OHTrg888/R4MGDTBnzhw0adIE3377rZaTExERlT29KtT5+fm4ePEi2rb9b1YfsViMtm3b4syZMyVuc+bMGbn2ABAcHFxqeyIiovJEr0YmS0tLg0QigYODg9xyBwcH3Lx5s8RtkpOTS2yfnJxcYvu8vDzk5eXJ3mdnZwMAbty4oU50lT19dBcvsp7qpG998kJkCnGuOS5dqnzzYd+89wTPnkt0HUOnLIVsGJkDhq8dfycnJzg5OekolXoePXqER48e6TpGuaarn8v6Rq8KtTZERERg9uzZcstcXFwwYMAAHSWiVx1cN1fXEUiXlsjfCBoWFobw8HDdZFHT2rVri/2sIeUFBgaW21/WyopeFWpbW1sYGBggJSVFbnlKSgocHR1L3MbR0VGp9lOnTkVoaKjcsqdPn+Lp08p5VpudnY3AwEAcO3YMlpacd7gy0ud/A+X5B/To0aPRrVs3rfapz8dSVeX5qkpZEQmCIOg6xKv8/Pzg6+uLFStWAACkUilq1aqF8ePHY8qUKcXa9+nTB7m5udi9e7dsmb+/Pxo1aoQ1a9ZoLXd5lZmZiapVqyIjIwNWVpzOsDLiv4GKg8eyYtKrM2oACA0NxeDBg9G0aVP4+voiMjISOTk5GDp0KABg0KBBcHZ2RkREBABg4sSJCAwMxJIlS9C5c2ds3boVFy5cwLp163T5MYiIiMqE3hXqPn364PHjx5g1axaSk5Ph7e2N/fv3y24YS0pKglj8383q/v7+2LJlC2bMmIFp06ahXr16+OOPP+Dp6amrj0BERFRm9O7SN2lXXl4eIiIiMHXqVJiYmOg6DukA/w1UHDyWFRMLNRERkR7TqwFPiIiISB4LNRERkR5joaYylZiYCJFIhE2bNuk6ChFRhcBCrUPx8fEYPXo0ateuDVNTU1hZWSEgIADLly/H8+fPNdbv9evXER4ejsTERI31oYh58+ahW7ducHBwgEgkKrcjUGmaSCRS6BUdHa12X7m5uQgPD1dqXzyOyuHxJGXp3eNZlcXevXvRu3dvmJiYYNCgQfD09ER+fj5OnjyJzz//HNeuXdPYs+DXr1/H7Nmz0bp1a7i6umqkD0XMmDEDjo6OaNy4MQ4cOKCzHPruhx9+kHv//fff49ChQ8WWN2jQQO2+cnNzZcNetm7dWqFteByVw+NJymKh1oGEhAT07dsXLi4uOHLkiNzweOPGjUNcXBz27t2rw4T/EQQBL168gJmZWZnvOyEhAa6urkhLS4OdnV2Z77+ieH0c+rNnz+LQoUN6Mz49j6NyeDxJWbz0rQOLFi1CdnY2NmzYUOIYtnXr1sXEiRNl7wsLCzFnzhzUqVMHJiYmcHV1xbRp0+RmAQMAV1dXdOnSBSdPnoSvry9MTU1Ru3ZtfP/997I2mzZtQu/evQEAQUFBxS6zFe3jwIEDaNq0KczMzLB27VoAwJ07d9C7d29Uq1YN5ubmaNasmVq/UOjybL6ikUqliIyMxHvvvQdTU1M4ODhg9OjRePbsmVy7CxcuIDg4GLa2tjAzM4ObmxuGDRsG4OX9BUU/mGfPni37t/G2S588jmWPx5NexTNqHdi9ezdq164Nf39/hdqPGDECmzdvRq9evTB58mScO3cOERERuHHjBnbs2CHXNi4uDr169cLw4cMxePBgREVFYciQIfDx8cF7772HVq1aYcKECfjmm28wbdo02eW1Vy+zxcbGol+/fhg9ejRGjhyJ+vXrIyUlBf7+/sjNzcWECRNQvXp1bN68Gd26dcOvv/6KDz74oOz+gkhpo0ePxqZNmzB06FBMmDABCQkJ+Pbbb3H58mWcOnUKRkZGSE1NRfv27WFnZ4cpU6bA2toaiYmJ+P333wEAdnZ2WL16NcaMGYMPPvgAH374IQCgUaNGuvxolRKPJ8kRSKsyMjIEAEL37t0Vah8TEyMAEEaMGCG3/LPPPhMACEeOHJEtc3FxEQAIx48fly1LTU0VTExMhMmTJ8uWbd++XQAgHD16tFh/RfvYv3+/3PJJkyYJAIQTJ07IlmVlZQlubm6Cq6urIJFIBEEQhISEBAGAsHHjRoU+nyAIwuPHjwUAQlhYmMLbVGbjxo0TXv1f98SJEwIA4aeffpJrt3//frnlO3bsEAAIf//9d6n7VudY8DiqhseT3oaXvrUsMzMTAFClShWF2u/b93J+3ten5pw8eTIAFLv07OHhgZYtW8re29nZoX79+rhz547CGd3c3BAcHFwsh6+vL1q0aCFbZmlpiVGjRiExMRHXr19XeP9UtrZv346qVauiXbt2SEtLk718fHxgaWmJo0ePAgCsra0BAHv27EFBQYEOE9Ob8HjS61iotaxo6rmsrCyF2t+9exdisRh169aVW+7o6Ahra2vcvXtXbnmtWrWK7cPGxqbYd1tv4ubmVmKO+vXrF1tedMn89RykPbdv30ZGRgbs7e1hZ2cn98rOzkZqaioAIDAwED179sTs2bNha2uL7t27Y+PGjcXudSDd4vGk1/E7ai2zsrJCjRo1cPXqVaW2E4lECrUzMDAocbmgxJDumrjDmzRHKpXC3t4eP/30U4nri24oEolE+PXXX3H27Fns3r0bBw4cwLBhw7BkyRKcPXsWlpaW2oxNpeDxpNexUOtAly5dsG7dOpw5cwbNmzd/Y1sXFxdIpVLcvn1b7oavlJQUpKenw8XFRen+FS36r+eIjY0ttvzmzZuy9aQbderUwV9//YWAgACFfslq1qwZmjVrhnnz5mHLli34+OOPsXXrVowYMUKlfxtUtng86XW89K0DX3zxBSwsLDBixAikpKQUWx8fH4/ly5cDADp16gQAiIyMlGuzdOlSAEDnzp2V7t/CwgIAkJ6ervA2nTp1wvnz53HmzBnZspycHKxbtw6urq7w8PBQOgeVjY8++ggSiQRz5swptq6wsFB2nJ89e1bsyoq3tzcAyC6XmpubA1Du3waVLR5Peh3PqHWgTp062LJlC/r06YMGDRrIjUx2+vRpbN++HUOGDAEAeHl5YfDgwVi3bh3S09MRGBiI8+fPY/PmzejRoweCgoKU7t/b2xsGBgZYuHAhMjIyYGJigjZt2sDe3r7UbaZMmYKff/4ZHTt2xIQJE1CtWjVs3rwZCQkJ+O233yAWK/873w8//IC7d+8iNzcXAHD8+HHMnTsXADBw4ECepSsoMDAQo0ePRkREBGJiYtC+fXsYGRnh9u3b2L59O5YvX45evXph8+bNWLVqFT744APUqVMHWVlZWL9+PaysrGS/EJqZmcHDwwPbtm3Du+++i2rVqsHT0xOenp6l9s/jWLZ4PKkYHd91XqndunVLGDlypODq6ioYGxsLVapUEQICAoQVK1YIL168kLUrKCgQZs+eLbi5uQlGRkZCzZo1halTp8q1EYSXj1Z17ty5WD+BgYFCYGCg3LL169cLtWvXFgwMDOQe1SptH4IgCPHx8UKvXr0Ea2trwdTUVPD19RX27Nkj10aZx7MCAwMFACW+Snp0jF56/XGeIuvWrRN8fHwEMzMzoUqVKkLDhg2FL774Qnj48KEgCIJw6dIloV+/fkKtWrUEExMTwd7eXujSpYtw4cIFuf2cPn1a8PHxEYyNjRV6PIfHUT08nvQ2IkFQ4i4jIiIi0ip+R01ERKTHWKiJiIj0GAs1ERGRHmOhJiIi0mMs1ERERHqMhZqIiEiPsVDrsUWLFsHd3R1SqVTXUdTWt29ffPTRR7qOUa7w+FNJEhMTIRKJsGnTJl1HIS1hodZTmZmZWLhwIb788kvZqF8ikQgikQhLliwp1n7Tpk0QiUS4cOFCmWdp164dRCIRxo8fX+L6DRs2oEGDBjA1NUW9evWwYsWKYm2+/PJL/Pbbb/jnn3/KPF9FxONPREVYqPVUVFQUCgsL0a9fv2LrFi9eLBveT9N+//13ufG9X7d27VqMGDEC7733HlasWIHmzZtjwoQJWLhwoVy7xo0bo2nTpiUWGSqOx59K4+LigufPn2PgwIG6jkLaouuh0ahkjRo1EgYMGCC3DIDg7e0tABCWLFkit27jxo0CAOHvv/8uswzPnz8XXF1dha+++koAIIwbN05ufW5urlC9evViQ45+/PHHgoWFhfD06VO55V9//bVgYWEhZGVllVnGiorHn4iK8IxaDyUkJODff/9F27Zti60LCAhAmzZtsGjRIjx//lyjORYtWgSpVIrPPvusxPVHjx7FkydPMHbsWLnl48aNQ05ODvbu3Su3vF27dsjJycGhQ4c0lrki4PGv+MLDwyESiXDr1i0MGDAAVatWhZ2dHWbOnAlBEHDv3j10794dVlZWcHR0lLsSUdJ31EOGDIGlpSUePHiAHj16wNLSEnZ2dvjss88gkUhk7aKjoyESiRAdHS2Xp6R9JicnY+jQoXjnnXdgYmICJycndO/eHYmJiRr6W6HSsFDrodOnTwMAmjRpUuL68PBwpKSkYPXq1W/cT15eHtLS0hR6vS4pKQkLFizAwoULS50T9/LlywCApk2byi338fGBWCyWrS/i4eEBMzMznDp16o25Kzse/8qjT58+kEqlWLBgAfz8/DB37lxERkaiXbt2cHZ2xsKFC1G3bl189tlnOH78+Bv3JZFIEBwcjOrVq+Prr79GYGAglixZgnXr1qmUrWfPntixYweGDh2KVatWYcKECcjKykJSUpJK+yPVcZpLPXTz5k0AgJubW4nrW7ZsiaCgICxevBhjxowp9Qfpzz//jKFDhyrUp/Da3CyTJ09G48aN0bdv31K3efToEQwMDIpNj2lsbIzq1avj4cOHcssNDQ1Rs2ZNXL9+XaFMlRWPf+Xh6+uLtWvXAgBGjRoFV1dXTJ48GREREfjyyy8BAP369UONGjUQFRWFVq1albqvFy9eoE+fPpg5cyYA4JNPPkGTJk2wYcMGjBkzRqlc6enpOH36NBYvXix3RWXq1KnKfkQqAyzUeujJkycwNDSEpaVlqW3Cw8MRGBiINWvWICQkpMQ2wcHBKl1mPHr0KH777TecO3fuje2eP38OY2PjEteZmpqWeGnWxsamxDM4+g+Pf+UxYsQI2Z8NDAzQtGlT3L9/H8OHD5ctt7a2Rv369XHnzp237u+TTz6Re9+yZUv88MMPSucyMzODsbExoqOjMXz4cNjY2Ci9Dyo7LNTlVKtWrRAUFIRFixYV+5+ziJOTE5ycnJTab2FhISZMmICBAwfi/ffff2NbMzMz5Ofnl7juxYsXJZ7pCYIAkUikVCYqjse/YqhVq5bc+6pVq8LU1BS2trbFlj958uSN+zI1NYWdnZ3cMhsbGzx79kzpXCYmJli4cCEmT54MBwcHNGvWDF26dMGgQYPg6Oio9P5IPSzUeqh69eooLCxEVlYWqlSpUmq7sLAwtG7dGmvXroW1tXWx9c+fP0dGRoZCfRb9z/f9998jNjYWa9euLXbTSFZWFhITE2Fvbw9zc3M4OTlBIpEgNTVV7vJnfn4+njx5gho1ahTr59mzZ6hXr55CmSorHv/Kw8DAQKFlQPGvJxTd7lWl/ZL06g1nRSZNmoSuXbvijz/+wIEDBzBz5kxERETgyJEjaNy48Vv7orLDm8n0kLu7O4CXd/++SWBgIFq3bo2FCxeWeJlx27ZtsrOqt72KJCUloaCgAAEBAXBzc5O9gJc/xN3c3HDw4EEAgLe3NwAUG2TjwoULkEqlsvVFCgsLce/ePTRo0ECpv4/KhsefNKXoEnZ6errc8rt375bYvk6dOpg8eTIOHjyIq1evIj8/n8/C6wDPqPVQ8+bNAbz8gdeoUaM3tg0PD0fr1q1LvLNTle8o+/btW+wHLAB88MEH6NSpE0aOHAk/Pz8AQJs2bVCtWjWsXr0anTp1krVdvXo1zM3N0blzZ7l9XL9+HS9evIC/v79SmSobHn/SFBcXFxgYGOD48ePo0aOHbPmqVavk2uXm5kIsFsPU1FS2rE6dOqhSpQry8vK0FZf+Hwu1HqpduzY8PT3x119/YdiwYW9sGxgYiMDAQBw7dqzYOlW+o3R3d5ed0b3Ozc1N7n9uMzMzzJkzB+PGjUPv3r0RHByMEydO4Mcff8S8efNQrVo1ue0PHToEc3NztGvXTqlMlQ2PP2lK1apV0bt3b6xYsQIikQh16tTBnj17kJqaKtfu1q1b+N///oePPvoIHh4eMDQ0xI4dO5CSkvLGJwFIM1io9dSwYcMwa9YsPH/+vNTHb4qEh4cjKChIS8nkjR07FkZGRliyZAl27dqFmjVrYtmyZZg4cWKxttu3b8eHH374xu9d6SUef9KUFStWoKCgAGvWrIGJiQk++ugjLF68GJ6enrI2NWvWRL9+/XD48GH88MMPMDQ0hLu7O3755Rf07NlTh+krJ5HwtjsUSCcyMjJQu3ZtLFq0SO5RjfIqJiYGTZo0waVLl0q8tEryePyJqAgLtR5buHAhNm7ciOvXr8tmUCqv+vbtC6lUil9++UXXUcoNHn8iAlioiYiI9Fr5/jWdiIiogmOhJiIi0mMs1ERERHqMhZqIiEiPsVATEVExiYmJEIlE2LRpk66jVHos1EREaoqPj8fo0aNRu3ZtmJqawsrKCgEBAVi+fHmJ47CXlevXryM8PLzYBCraNm/ePHTr1g0ODg4QiUQIDw/XaZ6KhiOTERGpYe/evejduzdMTEwwaNAgeHp6Ij8/HydPnsTnn3+Oa9eulTgWe1m4fv06Zs+ejdatW8PV1VUjfShixowZcHR0ROPGjXHgwAGd5aioWKiJiFSUkJCAvn37wsXFBUeOHJEbW33cuHGIi4vD3r17dZjwP4IglDpPuLoSEhLg6uqKtLS0YnNik/p46ZuISEWLFi1CdnY2NmzYUOIEKHXr1pUb97ywsBBz5sxBnTp1YGJiAldXV0ybNq3YjFSurq7o0qULTp48CV9fX5iamqJ27dr4/vvvZW02bdqE3r17AwCCgoIgEokgEokQHR0tt48DBw6gadOmMDMzw9q1awEAd+7cQe/evVGtWjWYm5ujWbNmav1Cocuz+cqAhZqISEW7d+9G7dq1FZ66c8SIEZg1axaaNGmCZcuWITAwEBERESXOSBUXF4devXqhXbt2WLJkCWxsbDBkyBBcu3YNANCqVStMmDABADBt2jT88MMP+OGHH+Tm+46NjUW/fv3Qrl07LF++HN7e3khJSYG/vz8OHDiAsWPHYt68eXjx4gW6deuGHTt2lMHfCpU5gYiIlJaRkSEAELp3765Q+5iYGAGAMGLECLnln332mQBAOHLkiGyZi4uLAEA4fvy4bFlqaqpgYmIiTJ48WbZs+/btAgDh6NGjxfor2sf+/fvllk+aNEkAIJw4cUK2LCsrS3BzcxNcXV0FiUQiCIIgJCQkCACEjRs3KvT5BEEQHj9+LAAQwsLCFN6G3o5n1EREKsjMzAQAhaft3LdvHwAgNDRUbvnkyZMBoNilZw8PD7Rs2VL23s7ODvXr18edO3cUzujm5obg4OBiOXx9fdGiRQvZMktLS4waNQqJiYm4fv26wvsn7WChJiJSgZWVFQAgKytLofZ3796FWCxG3bp15ZY7OjrC2toad+/elVteq1atYvuwsbHBs2fPFM7o5uZWYo769esXW150yfz1HKR7LNRERCqwsrJCjRo1cPXqVaW2E4lECrUzMDAocbmgxISHmrjDm7SPhZqISEVdunRBfHw8zpw589a2Li4ukEqluH37ttzylJQUpKenw8XFRen+FS36r+eIjY0ttvzmzZuy9aRfWKiJiFT0xRdfwMLCAiNGjEBKSkqx9fHx8Vi+fDkAoFOnTgCAyMhIuTZLly4FAHTu3Fnp/i0sLAAA6enpCm/TqVMnnD9/Xu6Xi5ycHKxbtw6urq7w8PBQOgdpFgc8ISJSUZ06dbBlyxb06dMHDRo0kBuZ7PTp09i+fTuGDBkCAPDy8sLgwYOxbt06pKenIzAwEOfPn8fmzZvRo0cPBAUFKd2/t7c3DAwMsHDhQmRkZMDExARt2rSBvb19qdtMmTIFP//8Mzp27IgJEyagWrVq2Lx5MxISEvDbb79BLFb+/O2HH37A3bt3kZubCwA4fvw45s6dCwAYOHAgz9LVpevbzomIyrtbt24JI0eOFFxdXQVjY2OhSpUqQkBAgLBixQrhxYsXsnYFBQXC7NmzBTc3N8HIyEioWbOmMHXqVLk2gvDy0arOnTsX6ycwMFAIDAyUW7Z+/Xqhdu3agoGBgdyjWqXtQxAEIT4+XujVq5dgbW0tmJqaCr6+vsKePXvk2ijzeFZgYKAAoMRXSY+OkXJEgqDEnQlERESkVfyOmoiISI+xUBMREekxFmoiIiI9xkJNRESkx1ioiYiI9BgLNRERkR5joSYiItJjLNRERER6jIWaiIhIj7FQExER6TEWaiIiIj3GQk1ERKTHWKiJiIj02P8BYBpLYYFW6JIAAAAASUVORK5CYII=", + "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", + "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, + "metadata": {}, + "outputs": [ + { + "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\"});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For further aesthetic changes, the '[Plot Aesthetics Tutorial](09-plot_aesthetics.html)' provides detailed examples of how to customize the plot.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/nbs/tutorials/05-delta_delta.ipynb b/nbs/tutorials/05-delta_delta.ipynb deleted file mode 100644 index c3152ce7..00000000 --- a/nbs/tutorials/05-delta_delta.ipynb +++ /dev/null @@ -1,842 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "cf1612f8", - "metadata": {}, - "source": [ - "# Delta-Delta\n", - "\n", - "> Explanation of how to calculate delta-delta using DABEST.\n", - "\n", - "- order: 5" - ] - }, - { - "cell_type": "markdown", - "id": "cfdb7e31", - "metadata": {}, - "source": [ - "Since version 2023.02.14, DABEST also supports the calculation of delta-delta, an experimental function that facilitates the comparison between two bootstrapped effect sizes computed from two independent categorical variables. \n", - "\n", - "Many experimental designs investigate the effects of two interacting independent variables on a dependent variable. The delta-delta effect size enables us distill the net effect of the two variables. To illustrate this, let's explore the following problem. \n", - "\n", - "Consider an experiment where we test the efficacy of a drug named ``Drug`` on a disease-causing mutation ``M`` based on disease metric ``Y``. The greater the value ``Y`` has, the more severe the disease phenotype is. Phenotype ``Y`` has been shown to be caused by a gain-of-function mutation ``M``, so we expect a difference between wild type (``W``) subjects and mutant subjects (``M``). Now, we want to know whether this effect is ameliorated by the administration of ``Drug`` treatment. We also administer a placebo as a control. In theory, we only expect ``Drug`` to have an effect on the ``M`` group, although in practice, many drugs have non-specific effects on healthy populations too.\n", - "\n", - "Effectively, we have four groups of subjects for comparison." - ] - }, - { - "cell_type": "markdown", - "id": "7a202204", - "metadata": {}, - "source": [ - "| | Wildtype | Mutant |\n", - "|-------|---------|----------|\n", - "| Drug | XD, W | XD, M |\n", - "| Placebo | XP, W | XP, M |" - ] - }, - { - "cell_type": "markdown", - "id": "be4d9084", - "metadata": {}, - "source": [ - "There are two ``Treatment`` conditions, ``Placebo`` (control group) and ``Drug`` (test group). There are two ``Genotype``\\s: ``W`` (wild type population) and ``M`` (mutant population). Additionally, each experiment was conducted twice (``Rep1`` and ``Rep2``). We will perform several analyses to visualise these differences in a simulated dataset. \n" - ] - }, - { - "cell_type": "markdown", - "id": "9ec30d58", - "metadata": {}, - "source": [ - "## Load libraries" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0fdd66d0", - "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, - "id": "9c8a33e6", - "metadata": {}, - "outputs": [], - "source": [ - "#| hide\n", - "import warnings\n", - "warnings.filterwarnings(\"ignore\", category=UserWarning) # to suppress warnings related to points not being able to be plotted due to dot size" - ] - }, - { - "cell_type": "markdown", - "id": "96a35aa6", - "metadata": {}, - "source": [ - "## Simulate a dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "729207f7", - "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, - "id": "0c00f10e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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IDRepGenotypeTreatmentY
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" - ], - "text/plain": [ - " ID Rep Genotype Treatment Y\n", - "0 0 Rep1 W Placebo 2.793984\n", - "1 1 Rep2 W Placebo 3.236759\n", - "2 2 Rep1 W Placebo 3.019149\n", - "3 3 Rep2 W Placebo 2.804638\n", - "4 4 Rep1 W Placebo 2.858019" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_delta2.head()" - ] - }, - { - "cell_type": "markdown", - "id": "50d94de3", - "metadata": {}, - "source": [ - "## Unpaired data" - ] - }, - { - "cell_type": "markdown", - "id": "f4315e6f", - "metadata": {}, - "source": [ - "To create a delta-delta plot, you simply need to set ``delta2=True`` in the \n", - "``dabest.load()`` function. However, in this case,``x`` needs to be declared as a list consisting of 2 elements, unlike most cases where it is a single element. The first element in ``x`` will represent the variable plotted along the horizontal axis, and the second one will determine the color of dots for scattered plots or the color of lines for slope graphs. We use the ``experiment`` input to specify the grouping of the data." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "36a5e3fd", - "metadata": {}, - "outputs": [], - "source": [ - "unpaired_delta2 = dabest.load(data = df_delta2, x = [\"Genotype\", \"Genotype\"], y = \"Y\", delta2 = True, experiment = \"Treatment\")" - ] - }, - { - "cell_type": "markdown", - "id": "3018f94e", - "metadata": {}, - "source": [ - "The above function creates the following object: " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a5499575", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "2. M Drug minus W Drug\n", - "3. Drug minus Placebo (only for mean difference)\n", - "\n", - "5000 resamples will be used to generate the effect size bootstraps." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "unpaired_delta2" - ] - }, - { - "cell_type": "markdown", - "id": "f720abcf", - "metadata": {}, - "source": [ - "\n", - "We can quickly check out the effect sizes:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5e9cc16d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "The unpaired mean difference between W Drug and M Drug is 0.326 [95%CI 0.0934, 0.584].\n", - "The p-value of the two-sided permutation t-test is 0.0122, calculated for legacy purposes only. \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", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing the effect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "unpaired_delta2.mean_diff" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7dbda11b", - "metadata": {}, - "outputs": [ 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "unpaired_delta2.mean_diff.plot();" - ] - }, - { - "cell_type": "markdown", - "id": "1a3e7ca1", - "metadata": {}, - "source": [ - "In the above plot, the horizontal axis represents the ``Genotype`` condition\n", - "and the dot colour is also specified by ``Genotype``. The left pair of \n", - "scattered plots is based on the ``Placebo`` group while the right pair is based\n", - "on the ``Drug`` group. The bottom left axis contains the two primary deltas: the ``Placebo`` delta \n", - "and the ``Drug`` delta. We can easily see that when only the placebo was \n", - "administered, the mutant phenotype is around 1.23 [95%CI 0.948, 1.52]. This difference was shrunken to around 0.326 [95%CI 0.0934, 0.584] when the drug was administered. This gives us some indication that the drug is effective in amiliorating the disease phenotype. Since the ``Drug`` did not completely eliminate the mutant phenotype, we have to calculate how much net effect the drug had. This is where ``delta-delta`` comes in. We use the ``Placebo`` delta as a reference for how much the mutant phenotype is supposed to be, and we subtract the ``Drug`` delta from it. The bootstrapped mean differences (delta-delta) between the ``Placebo`` \n", - "and ``Drug`` group are plotted at the right bottom with a separate y-axis from other bootstrap plots. \n", - "This effect size, at about -0.903 [95%CI -1.28, -0.513], is the net effect size of the drug treatment. That is to say that treatment with drug A reduced disease phenotype by 0.903.\n", - "\n", - "The mean difference between mutants and wild types given the placebo treatment is:\n", - "\n", - "$\\Delta_{1} = \\overline{X}_{P, M} - \\overline{X}_{P, W}$\n", - "\n", - "The mean difference between mutants and wild types given the drug treatment is:\n", - "\n", - "\n", - "$\\Delta_{2} = \\overline{X}_{D, M} - \\overline{X}_{D, W}$\n", - "\n", - "The net effect of the drug on mutants is:\n", - " \n", - "\n", - "\n", - "$\\Delta_{\\Delta} = \\Delta_{2} - \\Delta_{1}$\n", - " \n", - "\n", - "where $\\overline{X}$ is the sample mean, $\\Delta$ is the mean difference." - ] - }, - { - "cell_type": "markdown", - "id": "054d04d2", - "metadata": {}, - "source": [ - "## Specifying grouping for comparisons" - ] - }, - { - "cell_type": "markdown", - "id": "58c98331", - "metadata": {}, - "source": [ - "In the example above, we used the convention of *test - control* but you can manipulate the orders of the experiment groups as well as the horizontal axis variable by setting the paremeters ``experiment_label`` and ``x1_level``.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c9398a01", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "unpaired_delta2_specified = dabest.load(data = df_delta2, \n", - " x = [\"Genotype\", \"Genotype\"], y = \"Y\", \n", - " delta2 = True, experiment = \"Treatment\",\n", - " experiment_label = [\"Drug\", \"Placebo\"],\n", - " x1_level = [\"M\", \"W\"])\n", - "\n", - "unpaired_delta2_specified.mean_diff.plot();" - ] - }, - { - "cell_type": "markdown", - "id": "d513187c", - "metadata": {}, - "source": [ - "## Paired data" - ] - }, - { - "cell_type": "markdown", - "id": "fdc663cb", - "metadata": {}, - "source": [ - "The delta-delta function also supports paired data, providing a useful alternative visualization of the data. Assuming that the placebo and drug treatment were administered to the same subjects, our data is paired between the treatment conditions. We can specify this by using ``Treatment`` as ``x`` and ``Genotype`` as ``experiment``, and we further specify that ``id_col`` is ``ID``, linking data from the same subject with each other. Since we have conducted two replicates of the experiments, we can also colour the slope lines according to ``Rep``. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0949bfea", - "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();" - ] - }, - { - "cell_type": "markdown", - "id": "5c7868a7", - "metadata": {}, - "source": [ - "We see that the drug had a non-specific effect of -0.321 [95%CI -0.498, -0.131] on wild type subjects even when they were not sick, and it had a bigger effect of -1.22 [95%CI -1.52, -0.906] in mutant subjects. In this visualisation, we can see the delta-delta value of -0.903 [95%CI -1.21, -0.587] as the net effect of the drug accounting for non-specific actions in healthy individuals. \n" - ] - }, - { - "cell_type": "markdown", - "id": "3b07192c", - "metadata": {}, - "source": [ - "The mean difference between drug and placebo treatments in wild type subjects is:\n", - "\n", - "$$\\Delta_{1} = \\overline{X}_{D, W} - \\overline{X}_{P, W}$$\n", - "\n", - "The mean difference between drug and placebo treatments in mutant subjects is:\n", - "\n", - "$$\\Delta_{2} = \\overline{X}_{D, M} - \\overline{X}_{P, M}$$\n", - "\n", - "The net effect of the drug on mutants is:\n", - "\n", - "$$\\Delta_{\\Delta} = \\Delta_{2} - \\Delta_{1}$$\n", - "\n", - "where $\\overline{X}$ is the sample mean, $\\Delta$ is the mean difference." - ] - }, - { - "cell_type": "markdown", - "id": "ea1da476", - "metadata": {}, - "source": [ - "## Standardising delta-delta effect sizes with Deltas' g" - ] - }, - { - "cell_type": "markdown", - "id": "1429f772", - "metadata": {}, - "source": [ - "Standardized mean difference statistics like Cohen's d and Hedges' g quantify effect sizes in terms of the sample variance. We have introduced a metric, *Deltas' g*, to standardize delta-delta effects. This metric enables the comparison between measurements of different dimensions.\n", - "\n", - "The standard deviation of the delta-delta value is calculated from a pooled variance of the 4 samples:\n", - "\n", - "$$s_{\\Delta_{\\Delta}} = \\sqrt{\\frac{(n_{D, W}-1)s_{D, W}^2+(n_{P, W}-1)s_{P, W}^2+(n_{D, M}-1)s_{D, M}^2+(n_{P, M}-1)s_{P, M}^2}{(n_{D, W} - 1) + (n_{P, W} - 1) + (n_{D, M} - 1) + (n_{P, M} - 1)}}$$\n", - "\n", - "where $s$ is the standard deviation and $n$ is the sample size.\n", - "\n", - "A deltas' g value is then calculated as delta-delta value divided by pooled standard deviation $s_{\\Delta_{\\Delta}}$:\n", - "\n", - "\n", - "$\\Delta_{g} = \\frac{\\Delta_{\\Delta}}{s_{\\Delta_{\\Delta}}}$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8b156226", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "The unpaired deltas' g between W Drug and M Drug is 0.793 [95%CI 0.152, 1.34].\n", - "The p-value of the two-sided permutation t-test is 0.0122, calculated for legacy purposes only. \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", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing the effect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", - "\n", - "To get the results of all valid statistical tests, use `.delta_g.statistical_tests`" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "unpaired_delta2.delta_g" - ] - }, - { - "cell_type": "markdown", - "id": "e53154bb", - "metadata": {}, - "source": [ - "We see the standardised delta-delta value of -2.11 standard deviations [95%CI -2.98, -1.2] as the net effect of the drug accounting for non-specific actions in healthy individuals. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1645b2e9", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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cIBslqyUJmoBIeITEWC1Gejn34JirfUtEREREFg6b4Ozduxd5eXno06ePZZvJZMLmzZvxySefQKfTQaFQWD1n5syZmDFjhuXxgQMHkJSU1GoxtyUVVTqs3XMMySezoFEpMaJXZ/TuHAlJkuwdGrUQYTKiZMf30Gcdqk5kAFQcWQFVZC94DbwD5qqyup8sSYC+Av7xSTi3b3ntJEiS4BYYBc+IrgiMH478lC219xEC4QNvgl+nAVD5BENXkm+9jyRDdlUiuOe1zfSOiYiIqD1y2ARn9OjROHz4sNW2e++9F127dsXzzz9fK7kBAJVKBZXq4mRrDw+PFo+zLcrKL8aMT35FYWkFZEmCJAErdiRjZO8ueP6OcVDIDl97ol0TZhOEUQ/JVQVJunguK1JWQZ91uGYny3bdmYOo9AqGi3cYIPbWdVBI7kEIveZGlKTvQVVJ3sVjSDJkhQviJvwDkiQhdsLj0JcXouT04QuJlAAEEDlsOgLih0GSJPS4/XUcWfgKtAWZlpdwdfNGtykvQunBYiFERETUeA6b4Hh6eiIhIcFqm7u7O/z9/WttJ2tv/bACxeXVy0KaRfXFJwBs2H8ciXHh+Ntgltt2RGZDFSqSl0N7cidg0levj9NpONy6jgIAaNO2wnKyrQhUpm6B37jnUZGyCsKot95PkiEp3SAFx8PVzQs97/8Q2buWIv/IJpiNevh07IOIQZPhFlA91M1F5YaEO95EWdYxlJw+DNlVhYAug6Hyvri4qNo3FH0e+i9KM5NRWXAWKi9/+MT0gaxw2F9JRA1irKpAXvIGVOadhtLDF0E9RkHtG2LvsIiInAqvJtqZ0+cKcSzT9porEoBlfx1mguOAhMmI4o3/hbH4rGX+i9CVoyJ5OYxlefBIvB7CUFX38/WVkGQFvIf/HSVbv4bQV6D6/wgBWe0F92vuQdWF5MNV44mopDsQlXRHnceTJAleEd3gFdGt3n28o3rAO6pHo94zkaMpyzqO5AUvwaSrhCTLEEIgc/MCxF73CEL7TrR3eERETsOpEpyNGzfaO4Q273xx3ZXjBICCetqp7dJlHYKx6IztttN74NZpOCC7AGaj7QMoXCG5qqEMiEHA9bOhy06GubIYCs8AKEO6wWA0ARUVLfgOiJyb2WRAyi+vwKTXAhBWhTbSV/wXnuFd4RHS+BLvRER0ESdbtDNhgd51tsmShMhgzn9oy0yVxdCe3AFt+naYKgot23XZRyyFA2qRJOjPHYem44DqYgE22jUdr4F0YRFRSeECdWQvuHUZAVVYgmU7ETVe4Yld1Qvg2qpSKMvI3bey1WMiInJWTtWDQ1cW4ueNgfEdsftYBsxm6/kYZiEweXjLrLFCTSOEQMWhP1B5fCMunR+jjh0Mz9431+xV3wHg3uNvMBRmwlh09mIyJMxw8Y2Ee48JLRU6EQGoKjlXdxl2sxlVxbmtHxQRkZNigtMOPXfbWMz87H84ceYcFLIEIaqTm7vGXYNhPTvZOzyyQZu6BZXHN9TaXpX+FxQaHyhDukKXuc/2k4WAMjQeslID39FPQpd1CPrsFACAMqw7VOE92EtD1MLUPiF1LpILSWahASKiZsQEx4kdOZWNhev24MipbLiplbi2fzfcPKIPvNw1+OSpW7H/xBkkn6peB2dYzziE+NU9fI3sRwiByuPr62yvPLER/hNfRqX3BphKz112ESVBFZEIV9/w6keyAurI3lBHsqeOqDX5deoPV3cfGCpLbawRZUZI7/H2CYyIyAkxwXFSWw6l4dVv/oQkAWazQGllFX5cvQtbDqbho39Og5taiT5dOqBPlw72DpWuQBh1MGtL6m7XV0IYtPAd8RjKD/2BqtN7ALMJkqsamrihcI8f14rREpEtssIV8dNm48iC/4OxqhySrIAQAoBA3HWPscAAEVEzYoLjhAxGEz76ZR2EEDUVgwFUD0M7fa4Q/9tyALddO8B+AdJVkRSu9VdAkyRIrmrIrmp49b8Vnr0nw6yvhKzygMR1ZYhandlowPlj21CWkwoXtQcCuydB4xcGz7BO6PeP+chP3oTK/Ay4ul9YB8cnyN4hExE5FV79OKHkU9koqdDabBNCYMO+40xwHIgkK6CO6oeqjF21h7ZIMlThiZBd1Rc3uSihcFG2cpREBABVRTk4/MOL0JXkWXppMjf9gKiRdyNyyFS4qNwQ2vc6e4dJROTUWCbaCen0hnrbtTp9K0VCzcUjcSIUHgGXbZUga3zg0ftGe4RERJcRQuDootehKy2ofmw2WW5KnN7wLYpO7rdneERE7QZ7cJxQlw4hUMgSTObaZYMVsoRenSLtEBU1hazygO+YGajK2A1d1mEAAqrQeKg7DoSs1Ng7PCICUJ59AhXnTtlulGTk7FkG3xgW+CAiamlMcJyQr6cbJg5KxB/bDlqtjCJJgCzLmDKir91io8aTXVVw6zQUbp2G2jsUIrKhqiin7kZhhvb82dYLhoioHWOC46QeuWk4FAoJf2w7BKOpeohEiJ83nr51DKJD/e0cHbUl+vx0aNO2wVReAIVnIDSxQ6AMjLF3WEQOR+VdT7EASa5eC4eIiFocExwn5aJQ4NGbRuDOcdfgZHY+3FQqxEUEQpIke4dGbUjF0bWoOPynZYV1Y3EWdJn74NHzBrh1GWHv8IgcimdEN2gCIqE9n2VzrZvQfhPtExgRUTvDIgNOztNNjZ5xkegUGcTkhqwYS89VJzfAxYuxC3+WH1wKY3mBnSIjckySJKHblBfh6uZVvUFWQJIVAICIwVPhG9ffjtEREbUf7MEhaqeqTu+19NzUIknQnd4Ll+5cJJToargFdEC/x75EfvJGlGWnwkXjgcCEEfAI5rBPIqLWwgSHqJ0y68rraZVg1le0WixEzkSh1CCkz3UI6cP1boiI7IEJDpETE8KMqow90J7cDrO2BC7eoXDrPBzK4C5w9QlHla3eGwAQZrj4hLdusERERETNgAkOkZ0FBARY/Xk1hBAwFmbCUHQWslIDZWh3yK4qS1vpzh+hy9wHQAIgoNeWQJ+TAo9eN0HdcQDKj6yA0FcC4pKC4pIMSekOdSTX6yAiIiLH02IJzqBBg/DFF18gISGhpV6CyCksXry4Uc8zV5WjeNvXMJ6/uLCg5KKCZ/9boY7sBf254xeSGwA1KyJdUkRAFdkLvkmPonjrVzBXFlqOIbv5wmfoA5BclI2Ki4iIiMieWizBycjIQN++ffH000/j5ZdfhlqtbqmXImqXSrZ/A2PhaattwqhD6Y7voPAIhK6+IgJCQHf2ENw6DYX/xH/BkJcKU3khFB4BcA2KhSSxwCLR1RBCoODoVmTvWoqqwmyofUMQ2vdvCOwxkhUsiYhaWYtdxRw/fhwPPPAA3nnnHfTo0QNr165tqZciancMxVkw5KfbTl4gQZu6GWajro52AJIEYay68FcZyuAu0MQOgjK4E5MbokbIWD8fxxe/hbKs4zBUlqAs+wRO/P5vpK/41N6hERG1Oy12JePl5YVPP/0U27dvh5eXF8aNG4c777wT+fn5LfWSRO2GsTi77kZhhqHoDFz9olA998b2Pq7+US0SG1F7U5mfiaztv1U/sKwpVT0sNHffCpRlHbNTZERE7VOLFxno378/du/ejY8//hgvvfQSli1bhsjIyFr7SZKEgwcPtnQ4RE5BVnnU0ypBVntCEzMQlcfWQxi1tYoIuPiEwzUwrsXjJGoP8lM21z0cVFYgP2ULPMO7tn5gRETtVKtUUTMajcjPz4dOp4O/vz/8/f1b42WJnJYyuDMklQeErgKWAgIWApqOAyGrPOAz8lGUbv8OprI8S6trUBy8B97JeQFEzcRsqIIkSVb3ES5l0mtbNyAionauxROctWvX4tFHH8XJkyfx6KOP4vXXX4enp2dLvyyRU5NkBbyvuQvFWz6vvmsszIAkAUJA1aEPVJG9AACuPuHwG/8CjIWZMFeVQuEZDBevIPsGT+RkPMO7QZiX2G40m+AV0a11AyIiaudaLMHJz8/HU089hZ9++gk9evTAX3/9hQEDBrTUyxG1O8rgTvAf/zwq07bBUHgastIdmuj+UIYnWBUKkCSJ822IWpBf54HQ+EdAW5htPUxNkqHyCkBA/HD7BUdE1A61WILTpUsX6PV6vPXWW5gxYwYUCkVLvRRRu6XwCIBnrxvsHQY10qmcAqzfewxllTp0jgzCyD5doFFx/SFHIytckHDHGzix9D2UZByybPcM74IuNz4LxYXFd4mIqHW0WIJzzTXX4L///S+io6Nb6iWIiBzWdyu34/tVO6GQJQAS/tx+GN+s2I53H70ZUSGcp+hoVJ7+6HHHm9AWZqGqKBcq70C4BXSwd1hERO1SiyU4y5cvb6lDUzMprajCwnW7sXr3UWh1enSLCsH0MQPQpwu/lNsqs64c+nOpAASUQZ0gqzmfzRHtPpqB71ftBACYzAI1hSJKKrSYPX8Zvn7hLhaBcFAav3Bo/MLtHQYRUbvWKlXUqO2p0Orwz49+RnZBCcwXSv8cSs/CgbTFeOGO8RjdlyVN2xIhBCpTVqMiZQ0gTNUbJRlunUfAPXEiF+d0MH9sOwRZlmA2W5fdMpsFzuYV4cipbCTE8CKZiIioMXhV5ID69euHiIgI9OvXr9HH+N+WA8i6JLkBYPn7J79tgN5obHKc1HyqTm5HxZGVF5MbABBmVB5fD+3xTfYLjBol53xJreTmUrmFpa0YDRERkXNhD44Dys3NRVZW1hX3K62owqpdR3D0dC7c1UqM7N0FvTtHQpIkbNh/HKKORRvKtTocTs9C3y6svNUWCCFQcXRdne0Vx9dD03k4JJmFPBxFeKAPMvMK60xyQv29Wzkiqk+/fv2Qm5uLkJAQ7Nmzx97hEBHRFTDBcVKncgrwzKeLUFZZBQCQJQkrdx7BmH7d8Oz0sdAb6u+h0RtM9bZT6xFGHcyVhXW368phriqDws2n9YKiJpk0tCe2HU6vtV2WJUQG+SE+OtQOUVFdGnpTiYiI2gYOUXNCQgi8/t0KlFfqIAQgRM1EZmDtnqNYt/co+nSOulC9qTaFLKNbdEhrhkz1kBSuQL29MxIkV3WrxUNN16dzB9w3cTCA6qRGoaj+Vezn6Y7Z9/2NBQaIiIiagD04TujEmTyczj1vs02SJCz76zCenT4Wa/cchRAmq3k4EoAbhvWEj4dbK0VLVyLJCqgi+0CXudd6EcHqRijDukNmguNwpo8ZgGE9O2HD3uMo01ahU0Qwknp1gtKVv5aJiIiagt+kTuh8aXmdbUII5BeXIyLIF+8+djM+WLgOp3IKAAAqVxfclNQb91w3qLVCpQbySPwbDPnpMFcWoaakMCBBVnnAs9eNdoyMmiIi0Bd3jr/G3mEQERE5FSY4TigyyLfONlmWEB3iBwDoFhWKz569HWfzi1Ch1SMqxI+rqLdRCo0X/MY+DW36X9BlHQaEgCqsOzSxQyCrPewdHhEREVGbwQTHCUUG+aF3p0gcSj9rmXtTw2wWuCmpt+WxJFVPaqa2T1a6wb3bGLh3G2PvUIiIiIjaLBYZcFIz77wOHUMDAAAKWYIkVVdS+/ukYejfNdq+wRERERERtRD24DgpX083fDrjNuxPzcTR07lwUykxvGcnBPhwOBMREREROS8mOE5MliX07RLVphbsPJmdj5/X7sG+E5lwdVEgqXdnTBvVF76e7vYOjYhsKCgpx9rdR5FXXIbwAB+M6dcN3h4ae4dFRERUJyY41Ggl5Vqs3XMUuYWlCPX3wui+9V/4HE7PwvPzFsNkNltWcF+yeT82HTiBT56cDn9vJjlEbcnG/cfx1g+rIISAJEkwC4H5y//CK/dPQp8uHewdHhERkU2cg0P1MhhNlmTkUjuPnMJtc77EZ79vwbK/DmHe0s247ZWvsOvoKZvHEULgo0XrYTSZrY5nNgsUllbgxzU7W+w9ELVXQghkFxTjdO55GE0mm/vkFJRgze4UbDpwAhVVOsv2c4WleOuHldU3JISAyWyGEAJ6oxGzvv4DFVqdzeMRERHZG3twyKa/ktPx/codSMvKh0KWkdSrE+6dOBghft4oKqvEK98sg8FoggBgNFUnLAaDEXPm/4kFL99fqycnK7+4zsVHzWaBDfuO44kpo1r6bRG1OeJC8uCiUDTrcQ+knsEnizdaPnc+HhrcNX4Q/ja4ByRJgt5oxPs/r8W6vccsz1G5uuCRG5MwcXAPrNx5BKL2vQ0IAVTpDVi/7ziuH5LYrDFT89CVFqDg6BYYteXwCOsMv7h+kOTm/f+LiKgtc9gEZ+7cuZg7dy4yMjIAAN27d8fLL7+M6667zr6BOYE1u4/inQWrIEkSAMBkNmPjgRPYezwTc5+5DRv3n4DBZMbl1z4C1T0+a/YcxZQRfazaqvSGel9TZzA24zsgavuKyirx3crtWLP7KHQGI6KC/XDrmP4Y069bk4997HQuXpi3BGZhtmwrLtfiP4vWQwiBSUN7Yt6SzVi/77jV83QGIz78dR2CfD1xrrAUkgTU+qADcFHIyC0saXKc1Pyyd/+Ok6s/BwBIkgxhNkHjH46E216HyjvQztEREbUOhx2iFhERgbfeegt79+7Fnj17MGrUKNxwww04cuSIvUNzaEaTCZ8t3Qyg+s5yDbNZoExbhV/W70XO+RLIF5Kfy8myhJzztS98OgT7wV1texFRWZaQ0DGsGaIncgzl2io8+dFCLN+RbEnuM88V4u0fV+GX9XuafPwfV++EgLDZA/Ptyu0oLK3Aip3JVp/xGrIkYeH6PQjx97L5fAAwmswI8fNucpzUOJX5mcg/shnFGQchzBeHHpacPoyTqz6r7mYTwtKmLczB0UWv2ytcIqJW57AJzvXXX48JEyagU6dO6Ny5M15//XV4eHhgx44d9g7NIWh1eqzZnYIFa3Zhy6E0y/j845nnUFKhtfkcs1lgy8FUBPl6wlzHlY/ZLBDi51Vru9LVBbeO6W/zOUII3D52QCPfCZHjWbbtMHIKS63mo9X87ZsV21GurWrS8fedyLQ5dw4ASiuqsOvoKRhNZpvtZiGQejYP4wZ0h637GJIEqJWuGNWnS5NipKtnqCzB4R//hX2fPYLjS95G8g8vYvfH96Eks/rGXvbu3wHZxte6MKM8JxXlOWmtHDERkX047BC1S5lMJvz666+oqKjAoEGD6txPp9NBp7s4Mba8vLw1wmtzdh/LwKvf/AmtzgCFLMFkFgjw9sAbf78RJrPti54aJrMZ1/aLx7crtlvm3lxKIUt1DrGZNqofTCYzfl63xzJkzd/LHY/fPBI94yKb/saIHMTWw2k2e0+A6mGe+46fwfBeneo9RlpWHhau24P9J85A6arAyD5dcMvIvvDxcIOLQgG90XZRAQDwdner99ieGhWC/bww887r8Ob3K6urqMkSzGYzlC4umHP/9XDXqK78RsmKtjAb+ckbYdRVwCMkDgHdhkJ2cbW0C7MJhWl7UJS2GwDgG9ffMn9GCIGUX19D2dljVsfUl5/HkZ9eQp+H56Ey/wxQz+9w7fmz8AiNa5k3R0TUhjh0gnP48GEMGjQIVVVV8PDwwJIlSxAfH1/n/m+++SbmzJnTihG2PfnFZZj11R8wXrj4MV24y1tYVoEXPluCL56/A24qJSp1+lrPlWUJA+M7wt/bHf939wS89u1ymM0Xy8cqZAkv3TMRvp62L54kScLtYwdiclJvpJ7Ng6uLAp0jg6GwdceRyIH169cPubm5CAkJwZ49tYec1dV7UuNKNxoOpp3BC/OWXChQUP0ZXrRhHzbtP4GPn5qOYT3jsHbPUUtbDQlAqL83BsZHIyYsABk552v1xkqShHEDuwMAknp1RkLHcKzZk4K8ojJEBFavg+PlznVwrtaZbb/g9IZvAUmGJEkQZhNOb/gWCXe8CY1fKEz6Khz56SWUnkmxFATI3bcCXpHx6D79VVTmZ6DsTErtAwsBs9GA3L3LofIOhLYwCxC2//9Rega05FskImozHPrKskuXLjhw4AB27tyJRx55BHfffTdSUmx8AVwwc+ZMlJSUWH42bdrUitG2DSt2JMNko0BATbnmfcczcdf4a2o9T5YkKF1cMG10PwDAkB5x+OGl+3HvhMEYPzAe900cjB9fvh+DE2KvGINGpURibAS6RYUyuSGnlJubi6ysLOTm5tpsH9Atuu55bJKEnnERdR5bCIEPf1kHk9lslcCYhUB+STl+Xrsbd4wbCDe1CrJ88TVkSQIkCY9OHgFZlvHs9LFQKV0s+9Ts2TkyCFNG9LU8z9/bHbeO7o8npozC5KQ+TG4aofjk/urkBgCE2TI3Rld2HkcXvQYhBE5v/A6lF3pnhNlk2af07DGc3vgdyrJTcfEsXUaYUZZ1HCF9rrOd3Egy1L6h8OpQ9w1AIiJn4tA9OEqlEnFx1d3tffv2xe7du/HRRx/hs88+s7m/SqWCSnVxWIWHh0erxNmWZJ4rtFUUCQCgkGWczi3EXeOvgdJVgR9W70JhaQUAID46FI9NHoHIID/L/v7e7nXOqyGiut0wtBeWb09Gmbaq1lyZm4b3gp9X3Yvens4txNn8YpttZrPA+n3H8MhNSfh0xnT8sGoHNh1IhdFkQmJsBO4cdw16xIYDAOIigvDl83di6ZaD2J96BmqlK0b26Yyx/btDpXTor4Y2J3vPMkCSaycfwozKvAyUnjmC3P2rbCcnwozc/asQO/5h2CxpBwCSDBeNB/y7DEJo/+uRs/sPy7A2QMBF5YauN8+EJPGGEhG1D071LWY2m63m2FBtfl7ukCXAxvQZmM1m+Hm5Q5IkXD+kJyYM6oG8ojKolS7w9az7gqs5CCFwKD0LmecKEeDtgX5do+DqcnHdBr3RiN+3HsLKnckoKdeiU0QQpozsiz6duZo6OR5/b3d8+M+p+PS3jdhz/DQAwEOjwpSRfTF9dP03Da5Ucr1KX12VLdTfG8/eNg7P3jauzn2DfL3w4KRhVxl9+xMSEmL159Wqb9gYAFTkZcBsqLuwhNlQBc/I7pBdlDAbaw8fhjAjMGEkJElC7LiHERg/HHnJG2DUlsMzrDOCeo6Bq8bT5rFN+ioUHN0KXWk+NH5h8O8yCLKL7YqXRESOwmETnJkzZ+K6665Dhw4dUFZWhgULFmDjxo1YtWqVvUNrcU35sh03oDuWbD5gs83VRYERvTtbHitkGaH+TS8FqzcasfVgGg6knYXSRYFhPeOQGBthWWcnp6AEL325FKfPFVqe4+Ohwcv3/A09YsNhNJnwr8+X4mDqGcv9y70nMrH72Gk8NW0MJlyT0OQYiVpbRKAv3nz4JpSUa1Gu1SHI19Mqqa9LVIg/NEpXaG0kOrIsoUcsS65fymg0wmSqu+BCQ2zbts3y98bcRFN6B0N7vu4kx9U7FAqlG0z6SpvtslIDSe2NqLGP4NTy/1SXshPmC38K+HYZDI/o3jAajXBxcYFXZDy8Iq88HK341AEcXfQ6TLrK6h4fswmubt6Iv3UOPMPqL3JBRNSWOWyCk5eXh7vuugs5OTnw9vZGYmIiVq1ahWuvvdbeoV1RU79wm/JlGxHghfsmDMLXy7dbKqjVjMF/5tYxUCqkZusFUygUKK3U4ZlPF+FMXtGF+TYCS7cexPCecXjxzgkAgBfmLUZuUanVc0sqtJj5+RJ8++K92Hv8NA6knrFqrxnW8+niDUjq1QnualZ0Isfk7aGBt0fteS3VvZpnsWHfCVTpDYiPDsWYft3gplbillF98d3K2iXxhQBuG8OS6zWMRiNSUlKg1doufd/chMkAcS4ForIQksYHUnA8JBcVzJ6dAGFrfSMJcPND+nkDRFhvIOMv1B6GJgFhvXHocDIAbygG3Atz5k6I0lxISg/I4b1RFpqAgwcPQaPRID4+Hi4uV/5q15cXIWXhKzCbqnuEaub8GLRlOPLTS+j/j2+gUKqb9O9BRGQvDpvgfPXVV/YOoVFa+wvXlhgv4NGxPbD3ZB5KtHoEemrQLzYYbsZSHDhw4KqPd76sCoczC1BlMCLczwPdwv3gopCh0Wjwy86TyCooBmBdGWrLwTQsiT6AsABvZNtYGFQIwGAwYcXOZBw5lV1ddchGWV29wYSdKacwqk/Xq46bqK0ymwXe/Wk11u45CoUsQQhg3d5j+HHNLrz/+C24/dqBMJsFft2w17JQaIC3O/5x8ygkxITbOfq2w2QyQavVwtXVFUplyw67Mp7PQMWObyAM2ovzbU6shvvAu+Aa3QvaynPQnVhf3QYAwgxJ5Q6Pa+6GwsMDoscEVGjPw3jumNU+LsFd4N5jIiTFha9r9y5AWO01iPR6PbRaLUwmU4MSnHMH11QnN5f/XhVmGLVlyE/ZjJBeY5vyT0JEZDcOm+A4qtb8wj16pgBrDpzC6fxSqFwV6BcXirG9OsJDo0Qnd3d0igxu8musPZiBP/ekobpAkwSzWcDPU40HxySiTFuCnSkZNp8nAPy+9SDGDoi39CTV2kcInMzKR2WVvs41QwCgSlf/nAQiR7Nq1xGs3XMUAKw+G8XllXjzhxX45KnpuPu6QZgysg/SzuZD6cqS6/VRKpVN+n07efJkFBQUICAgAIsXL67VbjZUoWTHfAjDhd7vmqFoRj0qdnyDgIkvwbvX9TBG90XV6T0w67Vw9YuEqkNfyK41vc9KKIf/HYbzp6DPrq4GqgyLh6t/R8tw3isxGGz/LhRCVCdU8sUhkNrzZy1D3C4nyYrqdiIiB8UEx06a8oV7pS9bANhx7Cy+33DI8v2l1Rux7ehZpJwpwPNThsBd3fTk6uiZfPy5p3plbCFgSUKKy3X4cfNRTOwdVe/zC0rK4e2urnPFdVmW4OWuQXigD46dzq21XkeN7h0554Ccyx/bDkFC7cFKZrPA8cxzyMg5j+hQf7irVfWWlKbmUVBQgHPnztXZrsvcB2GzSIAATEZoM3bDvesouPiEwcNnUp3HkSQJyoAYKANimiFqQF9eiMxNPyLv8AaYjTq4BUUjcsg0BHYfDqWHX51F2YTZXN1OROSgeLvPAdV82RYUFNhsNxhNWLSt+g7gpTmBWQgUlmux8XBGs8Sx6fBpm2t5mIXA2fNlqDKY6r3zGOLnheE9O0OhsP2/ockscG3/brh+SM/q9TouO5YsSRjUPQZRIf5NeyNEbUx+cVmd5dwBIL+krNVioSszluUBUh0FIiQJprK81g0I1XNpDs5/BrkHVsNsrO5Zqsw7jeNL3kb27t8R3PPaOoseSLICgQkjWjFaIqLmxQTHCaXlFEJ7oVTs5YQA9qblNPhYmfkl+GLVPjz79WrM/HYdftuWgtLK6i/Lc8XldfaqAECVwYihPWKsFhu81E3De8HbQ4MZ066FJAGKC/vV7D91VF907xiGIF9PvPvoFIQH+lieK0kSRvTujJl3jm/weyFqi8oqq3CusBTGSwqPRAb51bkQKABEBPi2RmjUQAqNdz1loAVkTdOrUV6tnN1/QFeaf1lc1b+vM9Z/A6WnH2Kve7R6s6wAIFXP/ZFkdL7xGSjdfVo7ZCKiZsMhak7I1nyWSxlNF7/whBDIL62ETm9EsI8HlK4X70IeP1uAT/7cDQhcSGSM2Hj4NPal5+K5KUMQ4OWG/NJKW0O4AQDebircNGYAzhWV48SZc5YqaiazwIRBCZg4KBEAcG3/bugY5o/ftx5CRk4Bgnw9cd01Cejb5eIQty4dgvHVC3chPSsfJRVaRIX4I8C7/S3USs4jp6AEny7ZiF1HT0EIwMtdjakj++GWkX1xU1JvHD6ZVes5siyhT+cOCA1o/Qtmqps6qh/KD/0JCBvVMQWgiW79ynYFx7bVmXSZDToUZxxCaN+J8IrsjnMHVkNXkge1XxhCeo+Hxo/DfonIsTHBcUIdg33qnLgvSxK6RQYCADLOFWPBpsPIOl893EXlqsCYXjEY3zcOEoCfNidDmIXVUBmzECit1GH1vnQM7R6FlDO1h8nJkoRAbw0i/T3g4abCx0/eij3HM3Aw9SxcXV0wLDEOseGBVs+JCw/CjGlj6n1fkiQhLiLo6v4xiNqgorIKPPHRzyitrLLcICitqMKXy7aitEKLBycNw13jrsF3q3ZAliRIkgST2YyOIf54rp6FO8k+ZLUnvK65HaU7fqjeIIRlAr9nv2lQeLT+MNqass9XancPikbM2L+3RkhERK2GCY4TclcrMbpnR6zef9JquyQBLgoZo3t1xLmicnz4+w6r3hydwYQ/d6fCYDSjf+cw5JfYXnTOLAR2p2ZhypBuGNMrBmsPnLQMpzELAXe1K+4d3RM1I2xkWcKAbh0xoFvHlnnDRA5m6dZDKK2osjnE87dN+zBlZF/cOf4ajOnfDZsPpEKr06N7xzD07RJV55BPsi91ZG+4+kZCe2onTOUFULj5Qh1zDVw8m3ZTRphNMOvKIbtqILnULg5jqixC1el9MGpLYFb7w5wQD6hU8Ivrh6w6FheVZAW8O3RvUlxERG0ZExwndf3ALlC6KLD2wClUXVgnIzLAG9OTEhDk7Y4fNx6GySRsDi9bf/AUukbUf8fRYDRDkiTcNKgr+saFYndqNrQ6A6KCvNG/UzhkmFFRUdESb43I4e1MOVXn/DWTWeBg2hmM6N0Fof7emDa6XytHR42l8AiAR4+JDd7fVH4e+vx0SAoXKEO6QVZeXPBVmE2oSFkNberm6gptsgvUUX3h0XMSZKUbAKAybSvK9y0GJACQAGHGoYzN6HHHGwgbcCPOHVgDo66yVpITfs1kuLpxmCMROS8mOE5KliRc168TRveKQV5xBdRKFwR4uVnaj57Jr/MCy2g2Q6s3QOWqgM5Qe5iDLEnoFHaxhGiHQG90CLT+stTr9c30ToicT30FBAA0eN0TckzCZETpnoXQnd5zcaPsAo+e18Ot03AAQOnOH6E7cwCWWs5mI6oydsNQeAZ+Y56CsTgL5ft+u3BAy39gqChGysI56Pvo50i8512kr5yHkoyDAAAXjSciBt2M8EE3t8r7JCKyFyY4Tk7pokBEgFet7a51lGau4aZSYmzvWPyx60StNgGBcX1imy1GovZmaGIsUs/m2VzA1tVFgT6dO9ghKmot5Yf+gO70XuuNZiPK9y+Bws0XsrsfdGf2136iMMNUkg3d2QPQ5R6vrnp2+RA0YUZVUQ5KMg7Dp2NP9LjjDegrimHSVUDlHQRZ4dpyb4yIqI1gmeh2qm9cGOq6SeymckVMiC/G9YnF9QM6Q3VJZTVfDzUeGt8XsaFcBI6osf42OBHBvp4259PcOW4gPN3UrR5TWlYelmzej+XbD6OojMNLW4pZr4U2/S/YXmVTQsWx9dDnHEWdv6AlCbrsFJjKLi8BbU1bmG35u9LdBxq/cCY3RNRusAennRqRGI1dJ7JQVH5xovOFoj+4ZWg8XC708IzvG4eRidE4W1AK1wu9QVcaXkNE9fN0U+M/T07D13/+hfV7j0FvNCE8wAfTr+2Psf3jWzUWrc6A1779E7uOZlh+B/xn0XrcN3EIpo7i/J+rZdKWwFxRBNnNBwo3n9rt5fmA2fY6ZYCAsegsVGEJ9b+IJEHh4Qdj0Zk6kxy1T6DN7URE7QETnHbKQ63EszcPxsq96dh1Igs6gxEdg30wvm+cpYx0DZWrC3tsiJqZr6c7nr71Wjw5dTQMRhNUri52mXvz8W/rsefYaQCwFB0xmQW++GMrwgJ8MDQxrtVjckRmXQVK9yyEPisZNb0zypBu8Ow/rXoh0AtqCgTURVa6QRXaDRWHl9neQQioQuMha7yhy7QxjE2SofTwg0/H3o19K0REDo8JTjtQZTBib2oOsgvL4KlRYkDncPh5auCpUeGWofG4ZWjr3jEmoosUsgyFsmVHC1dU6bDtUDqKyioRExZgKTddVFaJdXuO2Sw4IksSft2wlwlOAwizGcWb5sJYkoNLh57pzx1H8YZP4TfuOUiK6q9bhUcAXPw6XOh9ufzfXYK640C4+IRBFdXPuggBAEgSXHzCoYroCUnhAveECahIXl49F6c6ECiUGsRP/T9IsgJERO0VExwndya/BB8v24WKKgMUsgSzEFi2+wSmDUvAsO6cyEzUEkJCQqz+bGlCCFTpDVC6uEBxWQGRLYfS8PaPK6HTGyFL1b8DIoJ88eZDN6KguLzOaopmIZCRc741wnd4+tyjMBZn1W4QZpjK86E7exDqqL6WzV79b0XR+o8hjFVWSY6Lbzjcuo6y7FPpGYTKE5sg9BWAwhWajgPhnjDBkiy5x18LVXgCqjJ2w6gtg1Hjj8Sxd8Ddmz3uRNS+McFxYiazGfNW7EGlznDh8cUv0p83JyM6yBuRgVwLgehSRqMRJlP9q8BfybZt2yx/1+l0TQ2pTkIILNuejMWbDyC/uBxKFwVG9e2Cu8YOhJe7GmfyivDat3/CfOGzX5PMZBcU48XP/ofZ911f7/F9PDX1tlM1fV6a7YpmACDJ0OenWyU4Lt6h8Bv/PLRp26A/dxySwhWqyN7QRPe3LOYpyQq4x18Lt66jIQxaSK5qm70yLt6h8Og5CXq9HhUVFXBRu7fY+yQichRMcJxYSmY+iitsX1zJkoStKZmYntSjlaMiaruMRiNSUlKg1WrtHQoAoFJnwO70PBzPLoIEoFuEH/rFBEGtrP7VverAaWw5drFalt5owqpdKdh79BQevrYH1h7OtDEMCjCbBc7kFSGvqBRdOwTjxNk8SxJUQ5KA6665wmR3AgBIV6hOVtPjcimFxhsePSYAPSbU/1xZhqRi0kJEdDWY4Dix/JJKS1Wky5mFQF5JZesHRdSGmUwmaLVauLq6QqlUtvjrnc4vwd60XFTqDIgM8EL/TqFwU1VfLBeVV+G/q/ehpEJnmdWRWVCG3el5+Of1/WAyC2w9nl3rmEIA+aVapGSXIK+0CmbbI9AAABnZBXj2tnGY8fGvKK2sghDCMoytZ1wkJidxonpDqCJ6ovLoGtuNwgxVRK9WjYeIqL1jguPE/L00NpMboLoHJ8Cr/mo+DXU6rxg7T2Shoqr6Iu2arhFo4TnTRC1KqVQ2KcGZPHkyCgoKEBAQgMWLF9dqF0JgyfZjWHfw1IWy6wL70nOx+sApPDFpICIDvPD77mSUVuqtVksRqE58Vuw7hZgQ3zo/3wBw5EwBfD00kKWSOufZ+Hq6oUOwH7564S4s33EYh9LOQqV0RVKvzhjWMw4uCk5UbwhX33CoYwejKv2vWm2qDn3gGtDRDlEREbVfTHCcWPcOQfDUKFFepa91IWQWAkPjIxt0nEqdAQWllfDUKOHrYT0mf+mO41i9Px2yJEFAYG9qNlbuTcPD4/vA340XR9Q+FRQU4Ny5c3W2J5/Ow7qDpwDAKvnQ6g34ctU+PD9lCA6dyrXZ+2IWArtOZKHDFebPmQUwqFsk9qTl1GqTAKhcFRjQLQoA4O2hwfQxAzB9zIAGvDuyxbPPzXD1iUBl6maYKs5D4eYLTdwQaGKHWsp/mw1V0GUdhtBXwsU3Aq4BMValwY2l51BxZBV02ckAAFVoN7jHj4OLT5hd3hMRkaNiguPEXBQyHr6uHz5ZtgvaCxWUgOoLpClD4hEV5FPv8/UGExZtS8GO42ctBQq6hPvjthE9EODlhiOZ+Vi9P91yzBpVBiPmrzuIGRM5vIXIli1HMi1DwS4lBFBQWonjZwvqHVpmMgvEhPrW2S4BSIgKRJdwf4zu2dHSU2S+MARNloBpgztD6cqvgOYiSTI0sYOgiR1ks70qcz9Kd/8EmAyoPkMCLj4R8B72IBQaLxiLs1G47qPqRUAvFCvQZSVDl3MUviMfh6sfq14SETUUv92cXHSwD165YyR2nchCdmEZvDQqDOgSjiDvK09a/WrNfhzJzLPq/UnNLsT7S7bjpVuHY1tK3RdpxRU6nMwrQZ/mfkNETqCwXFvnsDEA0BlMcFe7oqLKYLPd10ONcD9PDI2PxNaUM1ZtsiTBx12NQV0jIUkSbhrUFT2ig7Hj+FmUVuoQ4e+JgZ1CoZJtVPwimwICAqz+vFqGorMo3fE9Lq6RU/2nsSQbJX99Db/RT6L80DLAbLCeNCnMgFmg/OAf8B35WBPeARFR+8IExwFd7Zetm8oVI3pEX9VrnMkvQfLpvFrbzUKgtFKH7cfOorCs/ou0kkr9Vb0mUXsR4uOBc0UVdX5+gn09MKZXDJbuOG6zfWzvWEiShGnDEuDtrsb6g6cu9NICPTsGY8qQeEuxAkmS0CnMD53CLq6NUlNSmBrG1jyqq6FN3QKbFV+EGcbzp6HPPwl97lHbTxYChvw0mPWVkJXNM2+SiMjZMcFxQE39sm2I41nn66zAJi60h/h6IOt8WZ0XaQGe6pYNkshBJfWIxv6TubW2y5KEMH9PRAd5IyrIG6WVOmw8nGH5HMqShLG9YyyL9MqyhAn9OmFc71iUanVQK12gUdZfsphan7E4y/YaOTXtJbXnSdVibtraTERE7QkTnHZMCIFjZwuwLeUMisqrEObngeEJUYgM9IariwzU0TkjSYCri4ykhCjsTq1dplaWJAT5uKFDgGcLvwMix9QpzA9ThsTjt79SAFR/ZkxmAT9PDf4+rg8kSYIEYMqQeIzpGYNjZwsgSRK6RQbAy01V63gKhVyrAEhzKa2oQlFZBQK8PeCuqf3adGWy2guQsm3fMQKgcPeDi3fYhUSn9j4Kz0BIKo8WjpKIyHkwwWnHlu44jjUHTlrm0WTml2D7sbO4c1RPJEYH49ctKTafJwTQOyYEHUN8cevw7vhlSwoEBCRJgtks4Ouhxv1jekKS6pklTdTOjUyMRq+YYOxNy0FFlQFRQd7oERUEhcK6xrqPhxrXdI1o9fiKyyvxyW8bseVgKsxCwEUh49p+3fDwjUlwU7f8GkGOSJiM0OUcgam8AAo3P6jCEyApXKGOuaaOIWgSJJU7lMGdgR7XoWTrVzaP654wwaraGhER1Y8JjhMrKK3E5uTTSMsphEbpigGdw9EvLhQKhYyTuUVYc+AkgIsV0Gr+/HHjIbxx92iM6xuHlXvTLtT7qSYBiAvzQ6+OIQCAYd2j0CM6GHvTslFZZUBEgBcSo4NhMhk5xp/oCnw9NBjTK8beYdRiMJrwzKe/4UxeoeX3gtFkxqpdKTibX4x/Pz6FF9yXMRSdQcmWL2CuKgMkGRBmSEp3eA+9D6rwHlBHD0BVxi5LGyQZkBXwHnQ3JFkBVVgCvAbdjfIDS2HWFgOo7vnx6Hk91JG97PreiIgcDRMcJ5WeU4iPl+2CySRgFgKSBBw7W4DdqVl4+Lp+2Hn8rM0KaEB1Cdp9aTn4W/9OCPJ2x7qDJ5FbVA5PjQpD4iMxpleM1V1mH3c1Rve0vkgzcbg4kcPacigVp3PP19puFgKHT2bhQNpZ9O7UsHW02gOzQYfiTfMgDNrqDRfm2wh9JUo2fw7/iS/Bs/+tUEX2QlXGbph1FXD1i4QmdjAU7heLP6gje0EVkQhT6TlACCi8QiDJXDWZiOhqMcFxQmYh8O26gzAazReLkl74y9EzBfjr6BmUa/V1FgeQJQkVVXpIkoSBXcIxsEt46wRORG3C/hNnoJAly/pXl1LIMvadyGSCcwndmf0Q+kobLQLCqEdVxm64dRkBVWg3qEK71XssSZLh4h3aMoESEbUTTHCcUMa5Ypwv09bZ/texM+gZHYyDGedsznk1C4GIAK8WjJCI7E1nMOGXDfuw8UAqKqv06BETjqmj+iIuIgiKenoNBARc2KtgxViaC0gKQNjoupak6nYiImo1THCcULm2/vVnKrR6DO4WidX7T8JgNFnV7JElCf5eGnTvENSyQRJRizILgbTsQuSXVMDPU4Mu4QGQ5ep5MzqDEV+sS8a5kkrLTY5NB09g88FUvPrAJAxJjMWf2w/bPq5ZYEhibGu9DYcgqz3rLQMtq3nDiIioNTHBcULh/nWXZ5YlCR2CvOHtrsZjf+uPL1ftQ9klCVGwjzsentDPciFERI4nt6gc81bsQX7JxWFTvh5qPDS+LyIDvbH5yBmcK660urlhNgtIEHh/4Vp893/3YkC3aOw+dhrism7ecQPiERfOGyCXUnfoi4rDf9ourS/MUEf3b/WYiIjaMyY4Tsjfyw29YkJw8FRu7YWzhbAUBIgL9cPrd45Cypl8FFfoEOLrgbhQX1ZHIrKjskod1hw4ib1pOTCaTOgaEYCxfWIR7n+xF+BUbhFW7ktHavZ5uCoU6NspFOP6xMHbTQWD0YT//L7T6sYFAJRU6PCfP3bhldtHYE9aju1rcQAFJeU4nnkOs+77G35dvxe/bzuEwtIKBPt5YfLwXrhhWK8Wff+OSOHmA89+t6Js98/VC4XVVEkTZnj0ngwXz0B7h0hE1K4wwXFSd45MhMFowpHMfMs2pYsC05MSEBPia9mmUMjoER1sjxCJ6DIllTq8+9s2lFToLEVA9qXnYv/JXPzj+oHoFOaHI5n5mLt8NyRUV0HUGUzYkpyJgyfP4bkpQ3DsTAFKKnW1jm0WApU6A3aeyILOUH+Zw0qdDkoXF9w+diBuHzsQQgje+LgCTccBcPWLhDZ9e/U6OO5+UMdcA1ff1l/DiIiovWOC46TUShc8OrE/sgvLkHGuGGqlC7p3CITKlaecqK1atS/NKrkBqhMTSQA/b07Gi1OHYuHmZEAAZljvU1qpw5r96ZAkqc4KaLIkIaugFDEhPjh46hxs7AKFLKNzpPVNDyY3DePiHQrPPpPtHQYRUbvHUjhOLszPE4O7RaJPbCiTG6I2bveJbJvl2wWq59UkZ+ThfJnW5vAysxDYk5oND7VrnSXgAcBdrcTIHlEAqhfuvZQkAROuSYCPh1vj3wQREZGdMcEhImojDMYrDB3TG6/wfDP6dQq3Pdkd1UnQgM7hiAzwwh3DusLX82Iio5Al/G1QIh65Kemq4yYiImpLeEufiKiNiA31xYms8zaHjqldXdAjOggqV4XNOTSyJKFLuD/8PTW4eUg8Fm1LgSxVz9Op+fNv/TshzN8Ter0encN8MX98EtKzC1Gp06NzZLBVwkNEROSomOAQEbUR4/vG4fjZ8zbbru0dAw+1EmN7x+KPXSes2mqGmo3tU70+zcjEaEQFeWNz8mmcK65AgJcbhnXvgM7h/lbPU8gyesSGN/v7ICIisicmOEREzSwgIMDqz4bqFOaPB8b1wS9bjlgqoSldFLi2dwzGXUhexvWJhSQBq/edRJWhesiav5cbbh3eHdHBPpZjxYT4WlVMJCIiai+Y4BARNbPFixc3+rm9YkKQGB2M0/klMJpMiAz0hvqSAiGSJGFcnziM7NER2YVlcHWREebnyUpnREREFzDBISKyo6JyLSp1BgR6uUPpqgAAyLKEjpf0xtiidFVY9dgQERFRNYdNcN58800sXrwYx44dg0ajweDBg/H222+jS5cu9g6NiOiKcgrL8NPmZKTnFAEAVK4KjOwRjQn9O0Ehs8AlERFRYznst+imTZvw2GOPYceOHVizZg0MBgPGjh2LiooKe4dGRFSv4vIq/Pt/23Eqt8iyTWcwYeW+dPy6NcWOkRERETk+h+3BWblypdXjb775BkFBQdi7dy+GDx9up6iIiK5sY3IGdHqjzXLQW1MyMb5PHHw81K0fGBERkRNw2B6cy5WUlAAA/Pz87BwJEVH9jmbm20xuAEAIIC2nsHUDIiIiciIO24NzKbPZjCeffBJDhgxBQkJCnfvpdDrodDrL4/Ly8tYIj4jIikJR/70lhcyKaERERI3lFD04jz32GJKTk/Hzzz/Xu9+bb74Jb29vy09SUlIrRUhEdFGf2FDUlcK4KmR0jby69XOIiIjoIodPcB5//HEsW7YMGzZsQERERL37zpw5EyUlJZafTZs2tVKUREQXDY3vgGBfD8iXrF1T89cbB3WFRulqp8iIiIgcn8MOURNC4B//+AeWLFmCjRs3omPHjld8jkqlgkqlsjz28PBoyRCJiGxSK10w48ZrsHJvGnYcz4JWb0BkgDfG9o5B79hQe4dHRETk0Bw2wXnsscewYMECLF26FJ6ensjNzQUAeHt7Q6PR2Dk6IqL6uauVuHlIPG4eEm/vUIiIiJyKww5Rmzt3LkpKSjBixAiEhoZafhYuXGjv0IiIiIiIyE4ctgdHiDpqrBIRERERUbvlsD04REREREREl2OCQ0RERERETsNhh6gRETkyIQTSc4uw+0QWKnQGRAV6Y1DXSHholPYOjYiIyKExwSEiamVCCPy6NQWbkk9DliQIIXAgPRcr96Xjn5MGokOgt71DJCIiclgcokZE1MoOZZzDpuTTAACzEBAABACdwYgvVu2DmUVUiIiIGo0JDhFRK9uacgaSVHu7EEBhmRZp2YWtHxQREZGTYIJDRNTKisq1qK+TpriiqvWCISIicjJMcIiIWlmorydkW104FwT7uLdiNERERM6FCQ4RUSsb0SPK5jwbWZLQIdCbRQaIiIiagAkOEVEriw31w7Rh3SFLEiTA0psT6O2Gv4/vA6me3h0iIiKqH8tEExHZwfCEKPSMCcG+tBxU6gyICvJGfGQgZJnJDRERUVMwwSEishNvNxVGJkbbOwwiIiKnwiFqRERERETkNJjgEBERERGR02CCQ0REREREToNzcNqJvLw85Ofnt9rrGQwGaLVaCCGgVCpb7XVbm16vx/Hjx6HRaODq6tpqrxsYGIigoKBWez1qWfx8tgx7fT4BfkaJiOxJEqK+9bSdW05ODj777DM89NBDCA0NtXc4LUan02HcuHHYtGmTvUOhZpKUlIRVq1ZBpVLZOxRqIn4+nRM/o0RE9tOuE5z2orS0FN7e3ti0aRM8PDzsHQ41UXl5OZKSklBSUgIvLy97h0NNxM+n8+FnlIjIvjhErR3p1asXv2ydQGlpqb1DoBbAz6fz4GeUiMi+WGSAiIiIiIicBhMcIiIiIiJyGkxw2gGVSoVZs2ZxsquT4Pl0LjyfzofnlIjIvlhkgIiIiIiInAZ7cIiIiIiIyGkwwSEiIiIiIqfBBIeIiIiIiJwGExwHNnv2bEiSZO8wLHEUFBTYOxSHds899yA6OtreYeCee+7hgpNERETksJjgNNIvv/wCSZKwZMmSWm09e/aEJEnYsGFDrbYOHTpg8ODB9R77nnvugSRJlh8vLy/07NkT//73v6HT6ZrtPZBt33zzjeXffuvWrbXahRCIjIyEJEn429/+dsXjjRgxwup8+vn5oX///vj6669hNptb4i1QI7TmZ9rDwwMxMTGYMmUKfvvtN/5/0IJa8vMsyzK8vLzQpUsX3HnnnVizZk1LvAUiIrpKTHAaaejQoQBQ6wuztLQUycnJcHFxwbZt26zazpw5gzNnzlieWx+VSoXvv/8e33//Pd544w34+fnhmWeewd133918b4LqpVarsWDBglrbN23ahLNnz15VCdiIiAjL+XzppZdgNBpx//3348UXX2zOkKkJWvMz/cEHH+C2225DamoqpkyZgtGjR6O0tLT53gzV0hKf5++++w7vvvsuJk2ahL/++gtjx47FtGnTYDAYmjN0IiK6Si72DsBRhYWFoWPHjrUuhrZv3w4hBG655ZZabTWPG3Ix5OLigjvuuMPy+NFHH8XAgQOxcOFCvP/++wgLC2uGd0H1mTBhAn799Vf85z//gYvLxY/KggUL0Ldv36sakuft7W11Ph966CF06dIFn3zyCV599VW4uro2a+x09Vr7Mw0Ar732Gt566y3MnDkTDz74IBYuXFjn84UQqKqqgkajaehboku05OcZAN566y088cQT+O9//4vo6Gi8/fbbdT7fbDZDr9dDrVZf/RshIqIrYg9OEwwdOhT79++HVqu1bNu2bRu6d++O6667Djt27LAaerJt2zZIkoQhQ4Zc9WvJsowRI0YAADIyMurcb/78+Rg1ahSCgoKgUqkQHx+PuXPn2tx3xYoVSEpKgqenJ7y8vNC/f/9adzh37tyJ8ePHw9vbG25ubkhKSqp1F7tGQUEBpk6dCi8vL/j7++Of//wnqqqqrPYxGo149dVXERsbC5VKhejoaLz44ottcujd9OnTcf78eathJ3q9HosWLcJtt93WpGO7ubnhmmuuQUVFBfLz8+vc77333sPgwYPh7+8PjUaDvn37YtGiRTb3/eGHHzBgwAC4ubnB19cXw4cPx+rVq632WbFiBYYNGwZ3d3d4enpi4sSJOHLkiM3jnTx5EuPGjYO7uzvCwsLwyiuv4PJlsyoqKvD0008jMjISKpUKXbp0wXvvvVdrP0fRmp/pGi+88ALGjh2LX3/9FSdOnLBsj46Oxt/+9jesWrUK/fr1g0ajwWeffYaMjAxIkoRvvvmm1rEkScLs2bOttm3cuBH9+vWDWq1GbGwsPvvsszYzf681teTnGQAUCgX+85//ID4+Hp988glKSkosbZIk4fHHH8ePP/6I7t27Q6VSYeXKldi4cSMkScLGjRutjlXXOf71118RHx8PtVqNhIQELFmypM3M3SMiakuY4DTB0KFDYTAYsHPnTsu2bdu2YfDgwRg8eDBKSkqQnJxs1da1a1f4+/s36vXS09MBoN7nz507F1FRUXjxxRfx73//G5GRkXj00Ufx6aefWu33zTffYOLEiSgsLMTMmTPx1ltvoVevXli5cqVln/Xr12P48OEoLS3FrFmz8MYbb6C4uBijRo3Crl27ar321KlTUVVVhTfffBMTJkzAf/7zH/z973+32ueBBx7Ayy+/jD59+uCDDz5AUlIS3nzzTdx6662N+jdpSdHR0Rg0aBB++ukny7YVK1agpKSkWeI9efIkFAoFfHx86tzno48+Qu/evfHKK6/gjTfegIuLC2655Rb8+eefVvvNmTMHd955J1xdXfHKK69gzpw5iIyMxPr16y37fP/995g4cSI8PDzw9ttv46WXXkJKSgqGDh1aK2k2mUwYP348goOD8c4776Bv376YNWsWZs2aZdlHCIFJkybhgw8+wPjx4/H++++jS5cuePbZZzFjxowm//vYQ2t/pmvceeedEELUmsNx/PhxTJ8+Hddeey0++ugj9OrV66qOu3//fowfPx7nz5/HnDlzcP/99+OVV17B//73vybF64ha+vMMVCc506dPR2VlZa3evvXr1+Opp57CtGnT8NFHH111UvLnn39i2rRpcHV1xZtvvonJkyfj/vvvx969e5sldiIipyKo0Y4cOSIAiFdffVUIIYTBYBDu7u7i22+/FUIIERwcLD799FMhhBClpaVCoVCIBx988IrHvfvuu4W7u7vIz88X+fn5Ii0tTbzxxhtCkiSRmJho2W/WrFni8lNYWVlZ63jjxo0TMTExlsfFxcXC09NTDBw4UGi1Wqt9zWaz5c9OnTqJcePGWbbVHL9jx47i2muvrRXHpEmTrI716KOPCgDi4MGDQgghDhw4IACIBx54wGq/Z555RgAQ69evv+K/TWuYP3++ACB2794tPvnkE+Hp6Wn5d73lllvEyJEjhRBCREVFiYkTJ17xeElJSaJr166W83n06FHxxBNPCADi+uuvt+x39913i6ioKKvnXn4+9Xq9SEhIEKNGjbJsS01NFbIsi5tuukmYTCar/WvOXVlZmfDx8an1/19ubq7w9va22n733XcLAOIf//iH1XEmTpwolEqlyM/PF0II8b///U8AEK+99prVMadMmSIkSRJpaWlX/Ldpa1r6M12X/fv3CwDiqaeesmyLiooSAMTKlSut9j116pQAIObPn1/rOADErFmzLI+vv/564ebmJrKysizbUlNThYuLS63fHc6qJT7P3bt3r7N9yZIlAoD46KOPLNsACFmWxZEjR6z23bBhgwAgNmzYYLXd1jnu0aOHiIiIEGVlZZZtGzduFABq/d4gImrv2IPTBN26dYO/v7/lTt3BgwdRUVFhqag0ePBgy3Cu7du3w2QyNWisPlA99CcwMBCBgYGIi4vDiy++iEGDBtms8HSpS8fnl5SUoKCgAElJSTh58qRlyMSaNWtQVlaGF154odYY8JphKwcOHEBqaipuu+02nD9/HgUFBSgoKEBFRQVGjx6NzZs316r89Nhjj1k9/sc//gEAWL58udWfl9/df/rppwGgVq9EWzB16lRotVosW7YMZWVlWLZsWaOGsxw7dsxyPrt164aPP/4YEydOxNdff13v8y49n0VFRSgpKcGwYcOwb98+y/b//e9/MJvNePnllyHL1h/pmvO5Zs0aFBcXY/r06ZZzWVBQAIVCgYEDB9qsDvb4449bHefxxx+HXq/H2rVrAVSfT4VCgSeeeMLqeU8//TSEEFixYkUD/3Xajpb8TNenpix3WVmZ1faOHTti3LhxjTqmyWTC2rVrceONN1rN2YuLi8N1113X+GAdWHN9nutT17lMSkpCfHx8o46ZnZ2Nw4cP46677rIq4Z6UlIQePXo0PlgiIifFIgNNIEkSBg8ebLnY37ZtG4KCghAXFweg+mLok08+AQDLRVFDL4bUajX++OMPANXVlzp27IiIiIgrPm/btm2YNWsWtm/fjsrKSqu2kpISeHt7W4a6JSQk1Hmc1NRUAKi3altJSQl8fX0tjzt16mTVHhsbC1mWLcOfTp8+DVmWLf8+NUJCQuDj44PTp09f8f21tsDAQIwZMwYLFixAZWUlTCYTpkyZctXHiY6OxhdffAFJkqBWq9GpUycEBQVd8XnLli3Da6+9hgMHDljNU7p0/kR6ejpkWa734qnmfI4aNcpmu5eXl9VjWZYRExNjta1z584AYHU+w8LC4OnpabVft27dLO2OpiU/0/UpLy8HgFr/lh07dmz0MfPy8qDVamt93gDY3NYeNNfnuT4tcS5rPkt1nctLb3gQERETnCYbOnQo/vjjDxw+fNgyVr/G4MGD8eyzzyIrKwtbt25FWFhYrYvGuigUCowZM+aqYklPT8fo0aPRtWtXvP/++4iMjIRSqcTy5cvxwQcfXNVaGzX7vvvuu3WO+7/SYpB1TWJ2tMnNt912Gx588EHk5ubiuuuuq3fOTF3c3d2v+nxu2bIFkyZNwvDhw/Hf//4XoaGhcHV1xfz5822Wu61Pzfn8/vvvERISUqv90qpS7V1LfabrUzOv5/ILWFsV0+r6/JhMpibH0R40x+e5PjyXRET2x6uaJrp07Yxt27bhySeftLT17dsXKpUKGzduxM6dOzFhwoQWjeWPP/6ATqfD77//jg4dOli2Xz78KDY2FkD1F3Fdd3Jr9vHy8mrwhXlqaqrVXcq0tDSYzWbLZNqoqCiYzWakpqZa7vIDwLlz51BcXIyoqKgGvU5ru+mmm/DQQw9hx44d9ZbxbW6//fYb1Go1Vq1aZbVGx/z58632i42NhdlsRkpKSp3JaM35DAoKatD5NJvNOHnypKXXBoClwtel53Pt2rUoKyuzult97NgxS7sjssdn+vvvv4ckSbj22muvuG9Nr2lxcbHV9st7zIKCgqBWq5GWllbrGLa2tRct+Xk2mUxYsGAB3NzcGtSz19BzWfNZ4rkkImoYzsFpopryqz/++COysrKs7vaqVCr06dMHn376KSoqKpplKEt9FAoFAFiV6C0pKal1QTx27Fh4enrizTffrFXGuea5ffv2RWxsLN577z3LkItL2SptfHmlto8//hgALOP9ay4GP/zwQ6v93n//fQDAxIkT63+DduLh4YG5c+di9uzZuP7661vtdRUKBSRJsrqbm5GRUasC1o033ghZlvHKK6/U6qWrOZ/jxo2Dl5cX3njjDZuLENo6nzVDsWqO88knn8DV1RWjR48GUH0+TSaT1X4A8MEHH0CSJIed59Han+m33noLq1evxrRp02oN87TFy8sLAQEB2Lx5s9X2//73v1aPa3qB//e//yE7O9uyPS0tzSHnRzWXlvo8m0wmPPHEEzh69CieeOKJWsM+bYmKioJCobjiuQwLC0NCQgK+++47q9/HmzZtwuHDh5vnDRARORH24DSRUqlE//79sWXLFqhUKvTt29eqffDgwfj3v/8NoHnG6tdn7NixUCqVuP766/HQQw+hvLwcX3zxBYKCgpCTk2PZz8vLCx988AEeeOAB9O/fH7fddht8fX1x8OBBVFZW4ttvv4Usy/jyyy9x3XXXoXv37rj33nsRHh6OrKwsbNiwAV5eXpY5QjVOnTqFSZMmYfz48di+fTt++OEH3HbbbejZsycAoGfPnrj77rvx+eefo7i4GElJSdi1axe+/fZb3HjjjRg5cmSL/vs0RX1zkVrKxIkT8f7772P8+PG47bbbkJeXh08//RRxcXE4dOiQZb+4uDj861//wquvvophw4Zh8uTJUKlU2L17N8LCwvDmm2/Cy8sLc+fOxZ133ok+ffrg1ltvRWBgIDIzM/Hnn39iyJAhVomKWq3GypUrcffdd2PgwIFYsWIF/vzzT7z44osIDAwEAFx//fUYOXIk/vWvfyEjIwM9e/bE6tWrsXTpUjz55JOWXiNH01KfaaPRiB9++AEAUFVVhdOnT+P333/HoUOHMHLkSHz++ecNPtYDDzyAt956Cw888AD69euHzZs3W62hU2P27NlYvXo1hgwZgkceecSSkCYkJODAgQMNfj1n09TPc0lJieVcVlZWIi0tDYsXL0Z6ejpuvfVWvPrqqw06jre3N2655RZ8/PHHkCQJsbGxWLZsGfLy8mrt+8Ybb+CGG27AkCFDcO+996KoqMhyLm3dhCIiatfsWsPNScycOVMAEIMHD67VtnjxYgFAeHp6CqPR2KDjXamkbA1bZaJ///13kZiYKNRqtYiOjhZvv/22+PrrrwUAcerUqVr7Dh48WGg0GuHl5SUGDBggfvrpJ6t99u/fLyZPniz8/f2FSqUSUVFRYurUqWLdunW14khJSRFTpkwRnp6ewtfXVzz++OO1ylAbDAYxZ84c0bFjR+Hq6ioiIyPFzJkzRVVVVYP+bVrDpWVl69NcZWVr2CoT/dVXX4lOnToJlUolunbtKubPn2/zvAshxNdffy169+4tVCqV8PX1FUlJSWLNmjVW+2zYsEGMGzdOeHt7C7VaLWJjY8U999wj9uzZYxWHu7u7SE9PF2PHjhVubm4iODhYzJo1q1YZ6rKyMvHUU0+JsLAw4erqKjp16iTeffddq9LijqglPtMALD9ubm4iOjpa3HzzzWLRokW1/l2FqP//r8rKSnH//fcLb29v4enpKaZOnSry8vJqlYkWQoh169aJ3r17C6VSKWJjY8WXX34pnn76aaFWqxsUu6Nric/zpefSw8NDdOrUSdxxxx1i9erVNp8DQDz22GM22/Lz88XNN98s3NzchK+vr3jooYdEcnKyzVLgP//8s+jatatQqVQiISFB/P777+Lmm28WXbt2vWLcRETtiSSEgy45TkREjXLjjTfiyJEjlup65Lh69eqFwMDAWovEEhG1Z5yDQ0TkxLRardXj1NRULF++HCNGjLBPQNQoBoMBRqPRatvGjRtx8OBBnksiosuwB4eIyImFhobinnvuQUxMDE6fPo25c+dCp9Nh//79DSpqQG1DRkYGxowZgzvuuANhYWE4duwY5s2bB29vbyQnJ8Pf39/eIRIRtRksMkBE5MTGjx+Pn376Cbm5uVCpVBg0aBDeeOMNJjcOxtfXF3379sWXX36J/Px8uLu7Y+LEiXjrrbeY3BARXYY9OERERERE5DQ4B4eIiIiIiJwGExw7euedd9C1a9daizM6ohdeeAEDBw60dxh2xfPpXHg+nQ/PKRFRO2HPGtXtWUlJifDz8xNff/21ZRsurKvw3nvv1dq/oWs5NMRvv/0mpk6dKjp27Cg0Go3o3LmzmDFjhigqKrK5/9KlSy3rq0RGRoqXX35ZGAwGq31ycnKESqUSS5cubXJ8jojn07nwfDofnlMiovaDCY6dfPDBB8LLy8tqIcyaL9vg4GBRUVFhtX9zftn6+/uLHj16iJdeekl88cUX4oknnhBKpVJ07dpVVFZWWu27fPlyIUmSGDlypPj888/FP/7xDyHLsnj44YdrHXfq1Kli2LBhTY7PEfF8OheeT+fDc0pE1H4wwbGTxMREcccdd1htAyB69eolAIh///vfVm3N+WW7YcOGWtu+/fZbAUB88cUXVtvj4+NFz549re4e/utf/xKSJImjR49a7bto0SIhSZJIT09vcoyOhufTufB8Oh+eUyKi9oNzcOzg1KlTOHToEMaMGVOrbciQIRg1ahTeeeedWgv0NRdbi8LddNNNAICjR49atqWkpCAlJQV///vf4eJysaL4o48+CiEEFi1aZHWMmvezdOnSFoi67eL5dC48n86H55SIqH1hgmMHf/31FwCgT58+Nttnz56Nc+fOYe7cufUeR6fToaCgoEE/V5KbmwsACAgIsGzbv38/AKBfv35W+4aFhSEiIsLSXsPb2xuxsbHYtm3bFV/PmfB8OheeT+fDc0pE1L5woU87OHbsGACgY8eONtuHDRuGkSNH4t1338UjjzwCjUZjc7+ffvoJ9957b4NeU1xhuaO3334bCoUCU6ZMsWzLyckBUL0S+uVCQ0ORnZ1da3tMTAxSUlIaFJOz4Pl0LjyfzofnlIiofWGCYwfnz5+Hi4sLPDw86txn9uzZSEpKwrx58/DUU0/Z3GfcuHFYs2ZNk+NZsGABvvrqKzz33HNWq5vXDNdQqVS1nqNWq1FaWlpru6+vb627jM6O59O58Hw6H55TIqL2hQlOGzV8+HCMHDkS77zzDh5++GGb+4SGhtq803c1tmzZgvvvvx/jxo3D66+/btVWcxdTp9PVel5VVZXNu5xCCEiS1KSYnBHPp3Ph+XQ+PKdERM6DCY4d+Pv7w2g0oqysDJ6ennXuN2vWLIwYMQKfffYZfHx8arVrtVqUlJQ06DVDQkJqbTt48CAmTZqEhIQELFq0yGpSK3BxmEROTg4iIyOt2nJycjBgwIBaxywqKrIaU94e8Hw6F55P58NzSkTUvrDIgB107doVQHVln/okJSVhxIgRePvtt21W91m4cKHljuKVfi6Xnp6O8ePHIygoCMuXL7c5dKNXr14AgD179lhtz87OxtmzZy3tlzp16hS6detW7/tyNjyfzoXn0/nwnBIRtS/swbGDQYMGAaj+EktMTKx339mzZ2PEiBH4/PPPa7U1djx4bm4uxo4dC1mWsWrVKgQGBtrcr3v37ujatSs+//xzPPTQQ1AoFACAuXPnQpIkq8mxAFBSUoL09HQ88sgjVx2TI+P5dC48n86H55SIqH1hgmMHMTExSEhIwNq1a3HffffVu29SUhKSkpKwadOmWm2NHQ8+fvx4nDx5Es899xy2bt2KrVu3WtqCg4Nx7bXXWh6/++67mDRpEsaOHYtbb70VycnJ+OSTT/DAAw/Uumu4du1aCCFwww03XHVMjozn07nwfDofnlMionam9dcWJSGEeP/994WHh4eorKy0bAMgHnvssVr7btiwQQBotlW1a45l6ycpKanW/kuWLBG9evUSKpVKREREiP/7v/8Ter2+1n7Tpk0TQ4cObXJ8jojn07nwfDofnlMiovZDEuIKxfqpRZSUlCAmJgbvvPMO7r//fnuH02S5ubno2LEjfv7553Z5N5Hn07nwfDofnlMiovaDRQbsxNvbG8899xzeffddmM1me4fTZB9++CF69OjRbr9oeT6dC8+n8+E5JSJqP9iDQ0REREREToM9OERERERE5DSY4BARERERkdNggkNERERERE6DCQ4RERERETkNJjhEREREROQ0mOAQEREREZHTYIJDREREREROgwkOERERERE5DSY4RERERETkNJjgEBERERGR02CCQ0REREREToMJDhEREREROQ0mOERERERE5DTadYKTk5OD2bNnIycnx96hEBERERE1i/Z+jdvuE5w5c+a025NPRERERM6nvV/jtusEh4iIiIiInAsTHCIiIiIichpMcIiIiIiIyGkwwSEiIiIiIqfBBIeIiIiIiJwGExwiIiIiInIaTHCIiIiIiMhpMMEhckAmk8neIRARERG1SUxwiByQEMLeIRARERG1SUxwiIiIiIjIaTDBIXJA7MEhIiIiso0JDpED4hwcIiIiItuY4BA5IKPRaO8QiIiIiNokJjhEDog9OERERES2McEhckBms9neIRARERG1SUxwiBwQExwiIiIi25jgEBERERGR02CCQ+SAWCaaiIiIyDYmOEQOSJIke4dARERE1CYxwSEiIiIiIqfBBIfIAbHIABEREZFtTpPgvPXWW5AkCU8++aS9QyFqcQaDwd4hEBERkZNy9Otqp0hwdu/ejc8++wyJiYn2DoWoVWi1WnuHQERERE7IGa6rHT7BKS8vx+23344vvvgCvr6+9g6HqFVUVFSwkhoRERE1K2e5rnb4BOexxx7DxIkTMWbMmCvuq9PpUFpaavkpLy9vhQiJmp/JZEJFRYW9wyAiIqI2rLy83OraV6fT1bv/1VxXt2Uu9g6gKX7++Wfs27cPu3fvbtD+b775JubMmdPCURG1jtLSUnh4eNg7DCIiImqjkpKSrB7PmjULs2fPtrnv1V5Xt2UOm+CcOXMG//znP7FmzRqo1eoGPWfmzJmYMWOG5fGBAwdqnXgiR1FSUoKwsDB7h0FERERt1KZNm9CrVy/LY5VKZXO/xlxXt2UOm+Ds3bsXeXl56NOnj2WbyWTC5s2b8cknn0Cn00GhUFg9R6VSWZ1Y3v0mR1ZUVGTvEIiIiKgN8/DwgJeX1xX3a8x1dVvmsAnO6NGjcfjwYatt9957L7p27Yrnn3/eoU4CUWPk5+fbOwQiIiJyAs52Xe2wCY6npycSEhKstrm7u8Pf37/WdiJnVFBQAIPBAFdXV3uHQkRERA7M2a6rHb6KGlF7ZTKZcObMGXuHQURERNSmOGwPji0bN260dwhErSo1NRUxMTH2DoOIiIicjCNfV7MHh8iBZWZmcj0cIiIiokswwSFyYEIIHDx40N5hEBEREbUZTHCIHNzRo0dRWlpq7zCIiIiI2gQmOEQOzmQyYfv27fYOg4iIiKhNYIJD5AROnz7NimpEREREYIJD5DS2bt0KvV5v7zCIiIiI7IoJDpGTKCsrw8aNGyGEsHcoRERERHbDBIfIwfTr1w/jx4/H66+/XqstIyMDGzZsgMlkskNkRERERPbHBIfIweTm5iIvL6/OymlpaWn4888/uT4OERERtUtMcIicUG5uLhYtWoT09HQOWSMiIqJ2hQkOkZPS6XRYt24d1q5dC61Wa+9wiIiIiFqFi70DIKKWderUKWRnZ2PQoEHo1KkTJEmyd0hERERELYY9OETtgE6nw8aNG/Hnn3+iqKjI3uEQERERtRgmOETtSHZ2NhYtWoTNmzejrKzM3uEQERERNTsOUSNqZ4QQOHbsGE6cOIHY2FgkJibC39/f3mERERERNQsmOETtlNlsRmpqKlJTUxEWFoaEhARERUVxjg4RERE5NCY4RITs7GxkZ2fD29sbiYmJ6Ny5MxQKhb3DIiIiIrpqnIND5EAyMzNRWVkJANDr9SgsLGzW45eUlGDLli345ZdfkJmZ2azHJiIiImoNTHCIHMCuXbtw/fXXIzo62lIFrbKyEi+++CI+/fRTZGRkNOvrlZWVYeXKlTh06FCzHpeIiIiopTHBIWrjFi9ejCFDhmDFihUQQli1CSGQnJyMt99+G/v27Wv21961axeqqqqa7XgZGRm4//770bFjR2g0GsTGxmLWrFnQ6/X1Pm/EiBGQJMnq5+GHH7a57/nz5xEREQFJklBcXNxssRMREZFjYIJD1Ibt2rUL06ZNg8lkgslksrmP2WyG2WzGF1980ew9OWazGSUlJVf9vBEjRuCbb76ptf3YsWMwm8347LPPcOTIEXzwwQeYN28eXnzxxSse88EHH0ROTo7l55133rG53/3334/ExMSrjpmIiIicAxMcojbstddegxCiVs9NXZYvX97sMeTm5jbbscaPH4/58+dj7NixiImJwaRJk/DMM89g8eLFV3yum5sbQkJCLD9eXl619pk7dy6Ki4vxzDPPNFvMRERE5FiY4BC1UZmZmVi2bFmdPTeXM5vNOHToULMXHti3b1+LDvUqKSmBn5/fFff78ccfERAQgISEBMycOdNSbKFGSkoKXnnlFXz33XeQZf5qIyIiaq9YJpqoiYxGY4OTkKuxcuXKBvfc1BBC4OjRoxg8eHCzxaHX6/Hnn3/ihhtugIeHR7MdFwDS0tLw8ccf47333qt3v9tuuw1RUVEICwvDoUOH8Pzzz+P48eOWnh+dTofp06fj3XffRYcOHXDy5MlmjZOIiIgcBxMcoiYwGo1ISUmBVqtt9mMfO3YMsizDbDY3+DmSJKG0tLRW70ZTVVZWYt26dZg4cSJcXGr/2njjjTfwxhtvWB5rtVrs2LEDjz/+uGVbSkoKOnToYHmclZWF8ePH45ZbbsGDDz5Y7+v//e9/t/y9R48eCA0NxejRo5Geno7Y2FjMnDkT3bp1wx133NGUt0lEREROgAkOUROYTCZotVq4urpCqVQ267F9fX2vKrkBqntwNBpNsw/REkJAr9fDZDLZTHAefvhhTJ061fL49ttvx80334zJkydbtoWFhVn+np2djZEjR2Lw4MH4/PPPrzqegQMHAqjuAYqNjcX69etx+PBhLFq0yBIvAAQEBOBf//oX5syZc9WvQURERI6JCQ5RM1Aqlc2e4AwbNgySJF3VMDVJktClS5dmT3CUSiVCQkLqbPfz87OaR6PRaBAUFIS4uLha+2ZlZWHkyJHo27cv5s+f36hYDxw4AAAIDQ0FAPz2229WvWi7d+/Gfffdhy1btiA2Nvaqj09ERESOq1EJzn333VdvuyRJUKvViIiIwIgRIzBo0KBGBUfUnoWFhWHEiBHYvHlzg+b4yLKM+Pj4Bk3Yvxq+vr7o2rVrs8wzysrKwogRIxAVFYX33nsP+fn5lraaBCorKwujR4/Gd999hwEDBiA9PR0LFizAhAkT4O/vj0OHDuGpp57C8OHDLeWgL09iCgoKAADdunWDj49Pk+MmIiIix9GoBGf9+vXQarWWixNfX18AsKywHhgYCLPZjPPnz0OSJIwbNw6LFi2Cm5tbM4VN1D48+uij2LJlS4N7csaNG9dsr+3m5oa4uDiEhITAYDCgoqKiycdcs2YN0tLSkJaWhoiICKu2mvdnMBhw/PhxyzwipVKJtWvX4sMPP0RFRQUiIyNx88034//+7/+aHA8RERE5n0aNY1mxYgVUKhVmz56N8+fPW34KCgowa9YsaDQabNu2DUVFRXjppZewcuVKvPTSS80dO5HTS0xMxAcffACFQgGFQmFzH1mWIcsy7r33XkRFRTX5Nd3d3dGjRw8MGTIEoaGhkCTpqo+xceNG3HPPPbW233PPPZZ1fS7/qREdHQ0hBEaMGAEAiIyMxKZNm3D+/HlUVVUhNTUV77zzjs11cGqMGDECQgj23hAREbVDjUpwHn/8cUyYMAEvv/yypfcGqB6HP2vWLIwfPx6PP/44vL29MXv2bNx6662Wyb9EdHXGjh2Ln376CcOHD6+VbEiShPj4eDz11FPo2bNnk17Hzc0NiYmJGDJkCMLCwriWDBERETmkRg1R27FjB6ZMmVJne8+ePfHDDz9YHg8bNqxBK5UTkW2JiYmYN28esrOzccMNN6C0tBQajQbPP/98k+fcuLq6Ii4uDhEREUxqiIiIyOE16mrGx8cHq1evrrN95cqV8Pb2tjwuLy+vdzhJY7z55pvo378/PD09ERQUhBtvvBHHjx9v1tcgamvCwsKg0WgAVM9NaWpy06FDBwwbNgwdOnRgckNERNROOdt1daN6cB588EG88sormDJlCh555BFLKdi0tDTMnTsXy5Yts5pzs3z5cvTq1atZAq6xadMmPPbYY+jfvz+MRiNefPFFjB07FikpKXB3d2/W1yJyNiEhIYiLi+NnhYiIiFr9urqlKzI3KsGZNWsWtFotPvjgAyxZssSqTaFQYMaMGZg1axYAoKqqCvfcc4+lnGtzWblypdXjb775BkFBQdi7dy+GDx/erK9F5AxkWUZYWBiio6OZ2BC1ML1e3+xrYxERtZTWvq5u6YrMjUpwJEnC22+/jaeffhrr1q3D6dOnAQBRUVEYPXo0goKCLPuq1WrcfffdjXmZq1JSUgIA9Q7Z0el00Ol0lsfl5eUtHheRvbm5uSEyMhLh4eFwdXW1dzhE7UJjqg8SETW38vJylJaWWh6rVCqoVKorPq8h19VNsWLFCowbNw6zZ8/GP/7xD0uCU1hYiI8//hjz58/H6tWrERwcjA8++ACvvPIKXnrpJfz73/9u0PElcTXLpLdRZrMZkyZNQnFxMbZu3VrnfrNnz8acOXNqbd+7dy/69OnTkiGSk9LpdDhw4ADc3d1b7W7t8OHDce7cOXh7e+PVV1+tc7+AgABERUXB39+/yRdber0eFRUV6NWrV4N+MRK1dwaDgTcUiMhu9u3bh759+9baPmvWLMyePbve5zb0uropRo8ejU6dOmHevHk22x9++GGcPHnSMuf/tttuw7Zt2yydKlfSqB6ctuaxxx5DcnLyFU/CzJkzMWPGDMvjAwcOICkpqaXDI2pVwcHBiI2Nhaenp71DIWq3nODeIRE5gU2bNlnNg2/ITcqGXlc3RUtXZHb4BOfxxx/HsmXLsHnz5loro1/u8m45Dw+Plg6PqNV4e3sjPj6+2SsWEtHVMxqNnINDRHbn4eFxVdcFV3Nd3RQ1FZkfeeQRm+1NrcjssHVhhRB4/PHHsWTJEqxfvx4dO3a0d0hEdiFJErp06YKBAwcyuSFqIwwGg71DICJqsNa+rn7wwQexdOlSTJkyxTKf//Tp01i3bh2mTJmCZcuW4cEHH7Tsf7UVmR22B+exxx7DggULsHTpUnh6eiI3NxdA9V3smnVCiJydQqFAnz59WmwSIBE1TlVVldXdRyKitqy1r6tbuiKzwyY4c+fOBQCMGDHCavv8+fNxzz33tH5ARHaQkJDA5IaoDSorK0NwcLC9wyAiapDWvq5u6YrMDpvgcAIntXeyLCMkJMTeYRCRDYWFhfYOgYiowex1XR0UFITp06c3+3EbnOCMGjWq1rb169c3azBE1HAKhcLeIRBRHQoKCuwdAhFRu9XgBCcqKqol4yCiBgoICIDRaERgYKC9QyGiOpw/fx5msxmy7LC1fIiIHFaDE5z58+e3ZBxE1ECLFy/GqVOneNOBqA3T6/XIyspCZGSkvUMhImp3eGuJyAFpNBreGSZq43bs2MFy0UREdtCoK6QDBw7gp59+stq2atUqDB8+HAMHDsRHH33ULMERkW0NWYmYiOyrqKgIq1evhslksncoRETtSqMSnOeeew4LFy60PD516hRuuukmnDp1CgAwY8YMfP75580TIRHVwhXSiRxDVlYWli9fDp1OZ+9QiIjajUaViT548CCeffZZy+PvvvsOCoUC+/fvR0BAAKZNm4Z58+bh73//e7MFSkQXqdVqe4dARHXo168fTp48CU9PT/zrX/9CTk4OfvvtNyQlJSE8PNze4RER2UVrVmRuVIJTUlICf39/y+Ply5fj2muvRUBAAADg2muvxYoVK5onQiKqhSWiidqu3NxcFBUVWa0rUV5ejj///BOdO3fGwIEDW2RlcCKitqw1iyM1KsEJDQ3F0aNHAQA5OTnYu3cv7r33Xkt7eXk5J0ATERFd5sSJE8jIyEDPnj2RkJAAV1dXe4dERNQqWrMic6MSnBtuuAEff/wxqqqqsHPnTqhUKtx0002W9oMHDyImJqbZgiQiInIWer0eu3fvRnJyMnr06IH4+HjOqyMiakaN6mZ57bXXMHnyZHz//ffIy8vDN998g+DgYABAaWkpFi1ahLFjxzZroERERM5Eq9Vi165dWLBgAXbu3ImysjJ7h0RE1CpauiJzo3pwPDw88OOPP9bZdvbsWbi5uTUpMCIiovZAr9fj4MGDOHToEMLDwxEXF4eoqCiWgycip/Xcc8/Bzc0N06dPB3CxIrO/vz/CwsIwY8YMaDSaRhcsa1SCc7mSkhJ4eHhAoVBAlmV4e3s3x2GJiIgcSmZmJiorKwFUJy6FhYXw8/Nr0HOFEDh79izOnj0LSZIQEhKCDh06oEOHDvDx8YEkSS0ZOhFRq2npisyNrgSwZ88ejB8/Hm5ubvD398emTZsAAAUFBbjhhhuwcePGxh6aiIjIoezatQvXX389oqOjUVRUBACorKzEiy++iE8//RQZGRlXdTwhBHJycrBz5078+uuvWLhwIbZv345z585ZVWdrCYWFhbj99tvh5eUFHx8f3H///SgvL69z/4yMDEiSZPPn119/tey3bt06DB48GJ6enggJCcHzzz8Po9HYou+FiNqmhlRkTktLa/TxG5Xg/PXXXxg6dChSU1Nxxx13wGw2W9oCAgJQUlKCzz77rNFBEREROYrFixdjyJAhWLFiRa3kQwiB5ORkvP3229i3b1+jX6O0tBSHDx/G0qVL8fPPP2Pv3r2WnqLGGDFiBL755hubbbfffjuOHDmCNWvWYNmyZdi8eXO9d1EjIyORk5Nj9TNnzhx4eHjguuuuA1B9t3bChAkYP3489u/fj4ULF+L333/HCy+80Oj3QESOy1ZF5kvn7ze1InOjhqi9+OKL6NatG3bs2IGysjJ8+eWXVu0jR47Et99+2+igiIiIHMGuXbswbdo0mEymOntWam4CfvHFF3j++ecRHR3dpNcsKyvD3r17sX//fsTHx6N///7NVm766NGjWLlyJXbv3o1+/foBAD7++GNMmDAB7733HsLCwmo9R6FQICQkxGrbkiVLMHXqVHh4eAAAFi5ciMTERLz88ssAgLi4OLzzzjuYOnUqZs2aBU9Pz2aJn4gcQ0tXZG5UarR7927ce++9UKlUNscEh4eHIzc3t9FBEREROYLXXnsNQogGDxtbvnx5s7222WxGcnIyli5dCp1O1yzH3L59O3x8fCzJDQCMGTMGsixj586dDTrG3r17ceDAAdx///2WbTqdDmq12mo/jUaDqqoq7N27t1liJyLH0dIVmRvVg+Pq6mo1LO1yWVlZlrs2REREzigzMxPLli1rcHJjNptx6NChqyo80BCFhYXYunUrRo8e3eRj5ebmIigoyGqbi4sL/Pz8Gnzj8quvvkK3bt0wePBgy7Zx48bhww8/xE8//YSpU6ciNzcXr7zyCoDq4SlE1L60dEXmRvXgXHPNNVi0aJHNtoqKCsyfPx9JSUmNDoqIiKg5GI1G6HS6FvlZuXLlVU/4F0Lg6NGjll6f5vpJT0+vtxfnjTfegIeHh+Vny5YtePjhh622ZWZmNvWfG1qtFgsWLLDqvQGAsWPH4t1338XDDz8MlUqFzp07Y8KECQDQpHH2ROR8aioyN2XobaN6cObMmYOkpCRMnDjRUr/64MGDOHnyJN577z3k5+fjpZdeanRQRERETWU0GpGSkgKtVtsixz927BhkWa53RMPlJElCaWlpkwoEXE6hUKBjx444fvw44uPj4eJS+6v94YcfxtSpUy2Pb7/9dtx8882YPHmyZVtYWBhCQkKQl5dn9Vyj0YjCwsJa82xsWbRoESorK3HXXXfVapsxYwaeeuop5OTkwNfXFxkZGZg5c2aTxtkTkWPbtm0b9u3bh5KSklq/SyVJanQ+0agEZ+DAgVi+fDkeeeQRyy+xp59+GgAQGxuL5cuXIzExsVEBERERNQeTyQStVgtXV1colcpmP76vr+9VJTdAdQ+ORqNpll4LhUKBiIgIdOjQAUB174nJZLKZ4Pj5+VkNi9NoNAgKCkJcXJzVfoMGDUJxcTH27t2Lvn37AgDWr18Ps9mMgQMHXjGmr776CpMmTUJgYKDNdkmSLIUKfvrpJ0RGRqJPnz4Ne8NE5DQKCwsxceJE7Nq1C0IISJJk6RGv+XurJzgAMGrUKBw/fhwHDhxAamoqzGYzYmNj0bdvXy5GRkREbYZSqWyRBGfYsGFWX8oNIUkSunTp0uQEJywsDJ07d4ZKpQJQvaiowWBo0jEBoFu3bhg/fjwefPBBzJs3DwaDAY8//jhuvfVWS2KSlZWF0aNH47vvvsOAAQMsz01LS8PmzZvrLKTw7rvvYvz48ZBlGYsXL8Zbb72FX375BQqFoslxE5FjefbZZ3Ho0CEsWLAAAwcORExMDFatWoWOHTvigw8+wPbt27FixYpGH7/RCU6NXr16oVevXk09DBERkUMJCwvDiBEjsHnzZphMpivuL8sy4uPjm1RgQKVSISEhwbIYXkv48ccf8fjjj2P06NGQZRk333wz/vOf/1jaDQYDjh8/XmuY3ddff42IiIg6Kx+tWLECr7/+OnQ6HXr27ImlS5da1skhovZl+fLleOihhzBt2jScP38eQPXvyLi4OHz66aeYPHkynnzySfz000+NOn6jEpzNmzfX2y5JEtRqNSIiIhAaGtqowIiIiNq6Rx99FFu2bGlwT864ceMa/VqRkZHo1KlTs6x5s3Hjxjrb/Pz8sGDBgjrbo6Ojbb7XN954A2+88Uadz1u/fv1VxUhEzqu4uBjdu3cHAEvl5fLyckv72LFj8eKLLzb6+I1KcEaMGNHgYWidOnXCnDlzMG3atMa8FBERUZuVmJiIDz74AE899RSEEDZ7cmqGo917772Iioq6quMrlUqEhYWhQ4cO0Gg0zRIzEZG9hYWFWUrPq1QqBAUF4eDBg7jhhhsAVA+FbcqUl0YlOCtXrsTzzz8PnU6HBx980DJJMTU1FV9++SU0Gg3+7//+D6dPn8Znn32G2267DQqFAlOmTGl0oERERG3R2LFj8dNPP+G///0vNm7caNW7IUkS4uPjMW7cuAYnNwqFAkFBQQgNDYW/vz/LKBOR0xk+fDjWrFmDf/3rXwCAadOm4Z133oFCoYDZbMaHH37YpB7vRic4arUaO3furDVx89FHH8WIESOwY8cOvP3223j44YfRr18/vP3220xwiIjIKSUmJmLevHnIzs7GDTfcgNLSUmg0Gjz//PMNmnMjyzICAwMRGhqKgIAATrwnIqc2Y8YMrFmzBjqdDiqVCrNnz8aRI0csVdOGDx9uNffvajUqwfnxxx/xf//3fzar0qjVatx+++14/fXX8fbbb0OtVuOOO+7Aq6++2uggiYiIHEFYWBg0Gg1KS0uhVCqvmNz4+voiPDwcwcHBNss7ExE5ox49eqBHjx6Wx76+vli7di2Ki4uhUCjg6enZpOM3qt+7oqIC586dq7M9JyfHaqKQj48P70YRERGhurcmMjISQ4cOxYABAxAeHs7khojalVdeeQXJycm1tvv4+MDT0xNHjhzBK6+80ujjNyrBGTVqFD788EMsW7asVtsff/yBjz76CKNGjbJsO3DgAKKjoxsdJBERkTOIiIjA8OHDER8fD3d3d3uHQ0RkF7Nnz8ahQ4fqbE9OTsacOXMaffxG3TL65JNPMHLkSNxwww0IDw9HbGwsACA9PR1ZWVmIiorCxx9/DACoqqpCZmYmHnjggUYHSURE5MhUKhUSExObtAYOEVF7UVhY2KQFmhuV4HTo0AGHDx/GvHnzsGrVKpw+fRpA9QrITz75JB566CHLnSm1Wl3nqsbN4dNPP8W7776L3Nxc9OzZEx9//LHVyspERET25OXlhT59+kClUtk7FCKierXkdfXmzZut1uBavHgx0tLSau1XXFyMhQsXWs3RuVqNHvTr5uaGGTNmYMaMGY1+8aZauHAhZsyYgXnz5mHgwIGWknLHjx9HUFCQ3eIiIiICAE9PT/Tr169ZFuckImpJLX1dvWHDBsuwM0mSsHjxYixevNjmvvHx8ZbRYI3h0MX133//fTz44IO49957ER8fj3nz5sHNzQ1ff/21vUMjIqJ2KiAgAD4+PvD29kafPn2Y3BCRQ2jp6+rnnnsO+fn5yMvLgxAC8+bNQ35+vtVPQUEBKisrkZycjIEDBzb6tRrUg3NpwYCGkiQJ69atu+rnNZRer8fevXsxc+ZMyzZZljFmzBhs3769xV6XiIioPosXL8bq1avRvXt3qNVqe4dDRHRFrXFdrdFooNFoAACnTp1CYGAg3NzcmuXYl2tQgmM2myFJktW2M2fO4OTJk/D29kZMTAyA6mCLi4sRGxuLyMjI5o/2EgUFBTCZTAgODrbaHhwcjGPHjtl8jk6ng06nszyuKWVtNBphMBhaLlhyWgaDAUajERUVFU79/5Ber7d8TriqOjkKe34+JUmCl5cXKioqWuX1+BklR2U0GmEymewdRotTKBStWg7eaDQCqL7WLS0ttWxXqVQ25wM25rq6KaKiopr9mJdq0L/0pROCAGDr1q2YNGkSvvj/9u48Lqrq/x/46zLADLtgKOLCJrmhgLgUqbikoKThhstXAz+uH7M+mvYp9KOAmbhbHw2X+oZ9tMU2/JqJYiZaamaJmjuooGgGKJuACDPn94cf5ufIIgwzDAyv5+PBo+655577nsHDnPfcc8/98EOEhYWpf2FlZWWIi4vDW2+9hW3btuk61jqLiYmpdMm5ulwCIyIiIiJqiAICAjS2IyMjERUVVe9xuLm5VbhY8jSSJOHq1atanU+rVHLBggWYMmUKpk6dqtmYqSmmT5+OS5cu4Y033sCJEye0CqomnnnmGchksgoPHP3rr7/g5ORU6TEREREaiyKcPn0aAQEBOHHiBHx9ffUWKxk3fvtE1HAZqn9evXpV/QiF+sI+So1NSUkJzpw5A1NT0zotCdzQlV9h9fb2rrfVFJOTk9G7d28cPnwYPj4+6vKqzq/NuLo2AgICap3g1IVWfwnPnj2LyZMnV7nfzc0NmzZt0jqomjA3N4efnx8OHjyIkJAQAI+m0h08eBBz5syp9JgnL8tZW1sDeJSY8SZQ0hb/7RA1XIbqn46OjurPGCKqnEqlgqmpKaysrIw6wTEzM0NhYSHMzMzq7W9S+Zcd1tbWsLW1fWp9bcbVtVHfM7u0mqjr7OyMnTt3quf3Pa6srAw7d+6Es7NznYN7mjfeeAMffvghPvnkE1y8eBF///vfUVhYiClTpuj93ERERFXhFx9E1NgY07haqys4//znPzFr1iw899xzmDVrFtq3bw8ASElJwebNm3H69GnExsbqNNDKjBs3DllZWViyZAnu3LkDHx8f7Nu3r8INUkRERPXJmL+NJiLjVN/j6vz8fMTGxuLQoUPIzMzEli1b0KtXL9y7dw/btm3DiBEj1DlGbWmV4MyYMQMymQyLFi3CjBkz1HPqhBBwdHTE5s2bMX36dK0Cqq05c+bo5NIZERGRrtTXPHsiIl2qr3F1RkYGAgICcPPmTXh6euLSpUvq1Y0dHBywZcsWpKen4/3339eqfa3vRpw6dSrCwsJw8uRJ3LhxA8CjJd969OjBmxyJiKhJ4xQ1IqKqvfnmmygoKMDp06fRokULtGjRQmN/SEgI9uzZo3X7dcpETE1N8fzzz+P555+vSzNERERGhc+iISKqWmJiIubNm4fOnTvj7t27Ffa7u7vj5s2bWrev9V/g/Px8rFixAoGBgfD19cWvv/4KALh37x7WrVuH1NRUrYMiIiJqzOpzOVQiosamuLgYjo6OVe4vKCioU/taJTgZGRnw9fXFkiVLkJGRgbNnz1aYN7dhw4Y6BUZERERERManc+fOOHLkSJX7d+3aVadnVGo1RU3f8+aIiIgaMyEEr+IQEVVh7ty5CAsLQ7du3TB27FgAj567k5qaiujoaBw/fhzffPON1u1rleDoe94cERFRY8YEh4ioapMmTUJ6ejr+9a9/YdGiRQCAoKAgCCFgYmKC5cuXqx84qg2tEhx9z5sjIiJqzIQQhg6BiKhBW7RoESZPnoxvvvkGqampUKlU8PDwwKhRo+Du7l6ntrVKcMrnzc2cObPS/XWdN0dERNSYcRU1ooarpKSEz6pqINq1a4d58+bpvF2t/gLPnTsXX3zxBVauXIm8vDwA/3/e3OTJk3H8+HG9BEtERNQYcHoaUcOVn59v6BBIz7S6gqPveXNERERERPpQXFzM++TqmYmJiVbvt1Kp1Op8Wj/oU5/z5oiIiIiI9KGsrAwlJSVQKBSGDqXJWLJkSYUEJz4+HufPn0dgYCA6dOgAALh06RISExPh5eVV/4sMlNPXvDkiIiIiIn0pKChgglOPoqKiNLa3bt2KzMxMnDt3Tp3clLt48SIGDhwIZ2dnrc/HuyCJiIiIqEnhir+GtXr1asyZM6dCcgMAnTp1wpw5c7Bq1Sqt26/xFZxu3brVqmFJknDmzJlaB0REREREpE/37983dAhNWkZGBszMzKrcb2ZmhoyMDK3br3GC4+DgoDF3rrS0FMeOHUO3bt1gb2+vdQBERERERPWJV3AMy8vLC7GxsZg4cSJat26tsS8jIwOxsbHo2rWr1u3XOMFJSkrS2M7OzkaLFi2wbt06DBw4UOsAiIiIiIjqU2FhIZRKJWQymaFDaZLWr1+PwMBAPPvssxg5ciTat28PAEhJScGuXbsghMCOHTu0bl/rRQa4tB4RERERNUZCCOTm5qJ58+aGDqVJ6tOnD06cOIHFixcjPj4excXFAAALCwsEBgYiOjq6fq7gEBEREREZixs3bjDBMSAvLy/Ex8dDpVIhKysLAODo6AgTk7qvgcYEh4iIiIianMzMTNy9e5dJjoGZmJigZcuWum1Tp60RERERETVQo0aNwqRJk7B69WoAwNmzZ1FSUmLgqEjXanwF59SpUxrbeXl5AB7dDNSsWbNKj+nevbv2kRERERER6VB2djbu3r2LsrIyAMDDhw9x6tQp9OzZE6amnNhkLGr8m+zRo0elCwvMnj27QpkQApIkQalU1i06IiIiIiI9ys/PR3JyMnx9fZnkGIka/xbj4uL0GQcRERERkUHcu3cPJ0+ehK+vLxQKhaHDoTqqcYITFhamzziIiIiIiAwmPz8fx44dQ9euXeHo6GjocKgOuMgAERERERGA0tJSnDp1ChcuXFDfp0ONDxMcIiIiIqLH3Lx5E8eOHUN2drahQyEtMMEhIiIiInpCcXExfv/9dyQnJ6OoqMjQ4VAtcKkIIiIiIqIqZGZmIisrC23atIG7uzsXIWgEmOAQEREREVVDCIGbN2/i1q1b6kRHLpcbOiyqAhMcIiIiIqIaUKlUuHHjBjIyMtCuXTu4u7vDzMzM0GHRE3gPDhERERFRLahUKqSlpeHIkSPIyMiAEMLQIdFjmOAQEREREWmhrKwM58+fx6lTp/Dw4UNDh0P/1SgTnLS0NEydOhVubm6wsLCAh4cHIiMj+Q+LiIiIiCp1+/ZtFBcXAwAePnyIe/fu6azt7Oxs/PLLLygoKNBZmw1RYxmDN8oE59KlS1CpVNiyZQvOnz+P9evXY/PmzVi4cKGhQyMiIiIyCqWlpXjrrbfQtWtXWFlZwdnZGa+88gpu375d7XFHjhzB8OHD4ezsDEmSsGvXrgp1vv32WwQHB2PIkCHo2rUrLl68qKdXAZw9exYzZ87EwIEDkZ+fD+DREtDR0dHYunUr0tPTdXKe4uJinDhxAn/++adO2muIGssYvFEuMhAUFISgoCD1tru7Oy5fvoxNmzZhzZo1BoyMiIiIyDgUFRXh1KlTWLx4Mby9vZGTk4N//OMfGDFiBH777bcqjyssLIS3tzf+9re/YdSoUVXW8ff3R69evRATE6Ovl4DExETMmzcPQogK98kIIXDhwgVcuHABU6ZMgbe3d53Pp1QqcfbsWWRnZ6Njx45GtwBBYxmDN8oEpzJ5eXlwcHCotk5JSQlKSkrU2/fv39d3WERERESNkp2dHQ4cOKBRtnHjRvTq1Qs3btxAu3btKj1u6NChGDp0aLVtT548GSUlJdi7d6/O4n3S2bNnMW/ePCiVyioXAVCpVACAuLg4zJs3Dy4uLjo59+3bt3H37l107doVNjY2OmlTG/fv31dftQIAuVyu8+WtazIGr2+Ncorak1JTU7FhwwbMnDmz2noxMTGws7NT/wQEBNRThERERESNX15eHiRJQrNmzQwdylPFxsZWeuWmKvv379fp+UtKSvDbb78hIyNDp+3WRkBAgMbYV9dXy2o6Bq9vDSrBefvttyFJUrU/ly5d0jjm1q1bCAoKwtixYzF9+vRq24+IiEBeXp765/Dhw/p8OURERERG48GDB3jrrbcwYcIE2NraGjqcat2+fRtJSUlQKpU1qq9SqXD+/HmdLjxQ7vLly8jNzdV5uzVx+PBhjbFvREREpfX0PQavbw1qitr8+fMRHh5ebR13d3f1/9++fRsDBgyAv78/tm7d+tT2n7wsZ21trXWsRERERMbk008/1fgmPiEhAX379gXwaMGB0NBQCCGwadMmnZ+7tLRUpytx/fTTT7V+No0QApcvX0bv3r11Fkd5u4ZKcKytrWuUjOp7DF7fGlSC4+joCEdHxxrVvXXrFgYMGAA/Pz/ExcXBxKRBXYwiIiIialRGjBihMbhv3bo1gP+f3KSnp+PHH3/U2dUbmUwGhUIB4NEKZIWFhTppFwBycnJgYmKivsemJiRJQnFxca2OqSl7e3vIZDKdt6srxjYGb1AJTk3dunUL/fv3h4uLC9asWYOsrCz1PicnJwNGRkRERNQ42djYVLghvjy5SUlJwaFDh9C8eXOdnc/U1BSenp4AgA4dOuhkFbNyZ86cqXWiIoSAra0tLC0tdRYHANja2qJ///4wNW2Uw24NjWUM3ijf6QMHDiA1NRWpqalo06aNxr7aXo4kIiIioopKS0sxZswYnDp1Cnv27IFSqcSdO3cAAA4ODjA3NwcADBo0CCNHjsScOXMAPFq5KzU1Vd3O9evXcfr0aTg4OKhXXrt37x5u3LihfqbO9evXYW5uDicnJ50MlIOCgiBJUq3GhZIkoVOnTpAkqc7nf1xAQID6vWrsGssYvOFdU6qB8PBw9aoYT/4QERERUd3dunULu3fvRkZGBnx8fNCqVSv1z7Fjx9T1rl69iuzsbPX2b7/9Bl9fX/j6+gIA3njjDfj6+mLJkiXqOrt374avry+Cg4MBAOPHj4evry82b96sk9jbtWuHl156qcbTwkxMTNCtWzedL3fs5eUFZ2dnnbZpSI1lDN4or+AQERERkX65urrWaOCalpamsd2/f/+nHhceHv7Um9rravHixUhISKjxlZxhw4bp9PxOTk46X7CAaqZRXsEhIiIiIqpOz549sXPnTshksiqv5JiYmMDExAQzZsyAq6urzs7dsmVLBAUFNeiFBYwZExwiIiIiMkqjRo3CsWPHMGzYsAr31kiShK5du+Ktt95ST6erK0mS4O3tjZdeeslo7rtpjDhFjYiIiIiMVs+ePbF7927cuHEDPj4+yMnJgaWlJRYvXqzTe25cXV3Rs2dP2Nvb66xN0g4THCIiIiIyeu3atYOlpSVycnJgbm6uk+RGkiS4u7vDx8dHp0toU90wwSEiIiIiqiUXFxf06tWLV2waICY4REREREQ1ZG1tjb59+6Jt27aGDoWqwASHiIiIiKgG3Nzc0K9fP8jlckOHQtVggkNEREREVA0zMzM899xz6NixY4XV2KjhYYJDRERERFQFd3d3PPfcc7C2tjZ0KFRDTHCIiIiIiJ7QsmVL9O7dG05OToYOhWqJCQ4RERER0X/Z2tqid+/ecHV15XS0RooJDhERERE1eZIkwdvbG35+fpDJZIYOh+qACQ4RERERNWlyuRyDBw+Gs7OzoUMhHWCCQ0RERERNllwux/Dhw+Hg4GDoUEhHmOAQERERUZPg5OSE0tJSKBQKddmAAQOY3BgZJjhERERE1CT89ttvSE5OxsmTJwEArq6uaNeunYGjIl0zMXQARERERESG4Ovra+gQSA+Y4BARERFRk+Pk5ARHR0dDh0F6wASHiIiIiJqcLl26GDoE0hMmOERERETUpMjlcri6uho6DNITJjhERERE1KS4urryYZ5GjAkOERERETUprVu3NnQIpEdMcIiIiIioSeHiAsaNCQ4RERERNRkmJiawtbU1dBikR0xwiIiIiKjJsLKygiRJhg6D9IgJDhERERE1GZaWloYOgfSMCQ4RERERNRkWFhaGDoH0jAkOERERETUZ5ubmhg6B9IwJDhERERE1GaampoYOgfSMCQ4RERERNRm8gmP8mOAQERERUZPBFdSMX6NPcEpKSuDj4wNJknD69GlDh0NEREREZPQa8hi80Sc4//znP+Hs7GzoMIiIiIiImoyGPAZv1AlOQkICEhMTsWbNGkOHQkRERETUJDT0MXijXUbir7/+wvTp07Fr164aP7CppKQEJSUl6u379+/rKzwiIiIiIoO6f/8+8vPz1dtyuRxyubxObWozBq9vjfIKjhAC4eHhmDVrFnr06FHj42JiYmBnZ6f+CQgI0GOURERERESGExAQoDH2jYmJqVN72o7B61uDSnDefvttSJJU7c+lS5ewYcMGFBQUICIiolbtR0REIC8vT/1z+PBhPb0SIiIiIiLDOnz4sMbYt6qxs77H4PVNEkIIQwdRLisrC3fv3q22jru7O0JDQ/Hdd99pLPOnVCohk8nwP//zP/jkk09qdL5Tp07Bz88Pv//+O7p3716n2Bu6P//8E3/++aehwyAdadWqFVq1amXoMEhH2D+ND/uocWEfNS5NoX/Wdoxb32NwfWtQCU5N3bhxQ2M+4e3btxEYGIivv/4avXv3Rps2bWrUzp9//oktW7Zg5syZRv0PvaSkBIGBgbxiZUQCAgKwf//+Os+jJcNj/zRO7KPGg33U+DSF/qmvMa6uxuD61igTnCelpaXBzc0NycnJ8PHxMXQ4DU5+fj7s7Oxw+PBhWFtbGzocqqP79+8jICAAeXl5sLW1NXQ4VEfsn8aHfdS4sI8aF/ZP3WqoY/BGu4oa1Z6Pjw87sxF4/JsTMh7sn8aDfdQ4sY8aB/bPpsEoEhxXV1cYwYUoIiIiIqJGo6GOwRvUKmpERERERER1wQSnCZDL5YiMjDTqm+maEv4+jQt/n8aHv1Pjwt+nceHvs2kwikUGiIiIiIiIAF7BISIiIiIiI8IEh4iIiIiIjAYTHCIiIiIiMhpMcIgaiPDwcLi6uho6DISHh/NhdkREVC+ioqIgSZJWxzaUz01qeJjgED1h27ZtkCQJkiTh559/rrBfCIG2bdtCkiS89NJLT22vf//+6vYkSYKDgwN69uyJjz/+GCqVSh8vgYj+S5/92cTEBLa2tujQoQMmT56MAwcO6OMlEFENFRUVISoqCklJSXo9T3h4OPr376/Xc1DdMMEhqoJCocBnn31Wofzw4cPIyMio1RKTbdq0wfbt27F9+3YsXrwYZWVlmDp1KhYuXKjLkImoCvroz//5z3+wevVqjBgxAseOHcOQIUMwbtw4lJaW6jJ0IqqhoqIiREdH6z3BoYaPCQ5RFYYNG4avvvoKZWVlGuWfffYZ/Pz84OTkVOO27OzsMGnSJEyaNAnz5s3D0aNH0aZNG2zcuJGDIaJ6oK/+PHPmTKxevRpXrlzB7Nmz8eWXX+Jf//pXtcerVCo8ePBAq9dBRERPxwSHqAoTJkzA3bt3NaadPHz4EF9//TUmTpxYp7YtLS3x3HPPobCwEFlZWVXWW7NmDfz9/dG8eXNYWFjAz88PX3/9daV1d+zYgV69esHS0hL29vbo168fEhMTNeokJCSgb9++sLKygo2NDYKDg3H+/PlK27t27RoCAwNhZWUFZ2dnLF26FE8+NquwsBDz589H27ZtIZfL0aFDB6xZs6ZCPSJD02d/BgCZTIZ///vf6Ny5MzZu3Ii8vDz1PkmSMGfOHHz66afo0qUL5HI59u3bh6SkJEiSVOHb5rS0NEiShG3btmmUf/XVV+jcuTMUCgW8vLwQHx/PexCoUfn555/Rs2dPKBQKeHh4YMuWLVXW3bFjB/z8/GBhYQEHBweMHz8eN2/erLJ+WloaHB0dAQDR0dHqqaRRUVEAgLNnzyI8PBzu7u5QKBRwcnLC3/72N9y9e1ejnYKCAsydOxeurq6Qy+Vo0aIFBg8ejFOnTtX69apUKkRFRcHZ2RmWlpYYMGAALly4AFdXV4SHh9e6Pao5JjhEVXB1dcXzzz+Pzz//XF2WkJCAvLw8jB8/vs7tX7t2DTKZDM2aNauyzvvvvw9fX18sXboUy5cvh6mpKcaOHYvvv/9eo150dDQmT54MMzMzLF26FNHR0Wjbti1+/PFHdZ3t27cjODgY1tbWWLlyJRYvXowLFy6gT58+SEtL02hPqVQiKCgILVu2xKpVq+Dn54fIyEhERkaq6wghMGLECKxfvx5BQUFYt24dOnTogDfffBNvvPFGnd8fIl3Sd38GHiU5EyZMQFFRUYX7fX788UfMmzcP48aNw/vvv1/rpOT777/HuHHjYGZmhpiYGIwaNQpTp07F77//rpPYifTtjz/+wJAhQ5CZmYmoqChMmTIFkZGRiI+Pr1D33XffxSuvvAJPT0+sW7cOc+fOxcGDB9GvXz/k5uZW2r6joyM2bdoEABg5cqR6WvioUaMAAAcOHMC1a9cwZcoUbNiwAePHj8cXX3yBYcOGaXwpN2vWLGzatAmjR49GbGwsFixYAAsLC1y8eLHWrzkiIgLR0dHo0aMHVq9eDU9PTwQGBqKwsLDWbVEtCSLSEBcXJwCIkydPio0bNwobGxtRVFQkhBBi7NixYsCAAUIIIVxcXERwcPBT2wsICBAdO3YUWVlZIisrS1y8eFG8/vrrAoAYPny4ul5YWJhwcXHROLb8vOUePnwovLy8xMCBA9VlKSkpwsTERIwcOVIolUqN+iqVSgghREFBgWjWrJmYPn26xv47d+4IOzs7jfKwsDABQLz22msa7QQHBwtzc3ORlZUlhBBi165dAoBYtmyZRptjxowRkiSJ1NTUp743RPqmj/7cpUuXKvfHx8cLAOL9999XlwEQJiYm4vz58xp1Dx06JACIQ4cOaZRfv35dABBxcXHqsq5du4o2bdqIgoICdVlSUpIAUOHvBlFDFBISIhQKhUhPT1eXXbhwQchkMvH4cDQtLU3IZDLx7rvvahz/xx9/CFNTU43yJz83s7KyBAARGRlZ4fxPfp4KIcTnn38uAIgjR46oy+zs7MSrr76qzUvUcOfOHWFqaipCQkI0yqOiogQAERYWVudzUNV4BYeoGqGhoSguLsaePXtQUFCAPXv2aDWd5dKlS3B0dISjoyM6deqEDRs2IDg4GB9//HG1x1lYWKj/PycnB3l5eejbt6/GpfJdu3ZBpVJhyZIlMDHR7NLlS28eOHAAubm5mDBhArKzs9U/MpkMvXv3xqFDhyqce86cORrtzJkzBw8fPsQPP/wAANi7dy9kMhlef/11jePmz58PIQQSEhJq+O4Q1Q9d9efqlC+xXlBQoFEeEBCAzp07a9Xm7du38ccff+CVV17RWMI9ICAAXbt21T5YonqiVCqxf/9+hISEoF27duryTp06ITAwUKPut99+C5VKhdDQUI3PKycnJ3h6elb6eVUTj3+ePnjwANnZ2XjuuecAQOMztVmzZjhx4gRu376t1XnKHTx4EGVlZZg9e7ZG+WuvvVandqlmTA0dAFFD5ujoiBdffBGfffYZioqKoFQqMWbMmFq34+rqig8//BCSJEGhUMDT0xMtWrR46nF79uzBsmXLcPr0aZSUlKjLH39mwNWrV2FiYlLt4CklJQUAMHDgwEr329raamybmJjA3d1do+zZZ58FAPV0tvT0dDg7O8PGxkajXqdOndT7iRoSXfXn6ty/fx8AKvQLNzc3rdss70vt27evsK99+/Za3RtAVJ+ysrJQXFwMT0/PCvs6dOiAvXv3qrdTUlIghKi0LgCYmZlpFcO9e/cQHR2NL774ApmZmRr7Hr9nbtWqVQgLC0Pbtm3h5+eHYcOG4ZVXXqnwmfg0VfVbBwcH2Nvba/UaqOaY4BA9xcSJEzF9+nTcuXMHQ4cOrfaemapYWVnhxRdfrNUxP/30E0aMGIF+/fohNjYWrVq1gpmZGeLi4ipd7rY65c/b2b59e6WrRZma8k8BNQ266M/VOXfuHICKg5rHvz0uV9XDDZVKpU5jImpMVCoVJElCQkICZDJZhf3aPog6NDQUx44dw5tvvgkfHx9YW1tDpVIhKChI45l0oaGh6Nu3L+Lj45GYmIjVq1dj5cqV+PbbbzF06FCtXxfVL45qiJ5i5MiRmDlzJn755Rfs3Lmz3s77zTffQKFQYP/+/RrP6IiLi9Oo5+HhAZVKhQsXLsDHx6fStjw8PAAALVq0qFGipVKpcO3aNfVVGwC4cuUKAKhvjnZxccEPP/yAgoICjW+rL126pN5P1NDosz8rlUp89tlnsLS0RJ8+fZ5av/xb3Cdvmn7y6md5X0pNTa3QRmVlRA2No6MjLCws1LMJHnf58mWNbQ8PDwgh4ObmpvEZVBNVfWmQk5ODgwcPIjo6GkuWLFGXVxYPALRq1QqzZ8/G7NmzkZmZie7du+Pdd9+tVYLzeL99/Aru3bt3kZOTU+N2SDu8B4foKaytrbFp0yZERUVh+PDh9XZemUwGSZI0vs1NS0vDrl27NOqFhITAxMQES5cu1fgWCoB6ZZjAwEDY2tpi+fLllT53p7Klqjdu3KjRzsaNG2FmZoZBgwYBePRcEaVSqVEPANavXw9JkvhNFzVI+urPSqUSr7/+Oi5evIjXX3+9wrTPyri4uEAmk+HIkSMa5bGxsRrbzs7O8PLywn/+8x/1FDjg0UNK//jjD928ACI9kslkCAwMxK5du3Djxg11+cWLF7F//36NuqNGjYJMJkN0dHSFRw4IISos6/w4S0tLABW/NCi/EvRke++9957GtlKp1JiuBjz6YtDZ2VljmnhNDBo0CKampuqV3co9+ZlJ+sErOEQ1EBYWVu/nDA4Oxrp16xAUFISJEyciMzMTH3zwAdq3b4+zZ8+q67Vv3x6LFi3CO++8g759+2LUqFGQy+U4efIknJ2dERMTA1tbW2zatAmTJ09G9+7dMX78eDg6OuLGjRv4/vvv8cILL2j80VUoFNi3bx/CwsLQu3dvJCQk4Pvvv8fChQvVzxkYPnw4BgwYgEWLFiEtLQ3e3t5ITEzE//3f/2Hu3Lnqq0ZEDU1d+3NeXh527NgB4NGT01NTU/Htt9/i6tWrGD9+PN55550atWNnZ4exY8diw4YNkCQJHh4e2LNnT4X7AwBg+fLlePnll/HCCy9gypQpyMnJwcaNG+Hl5aWR9BA1VNHR0di3bx/69u2L2bNno6ysDBs2bECXLl00PtM8PDywbNkyREREIC0tDSEhIbCxscH169cRHx+PGTNmYMGCBZWew8LCAp07d8bOnTvx7LPPwsHBAV5eXvDy8kK/fv2watUqlJaWonXr1khMTMT169c1ji8oKECbNm0wZswYeHt7w9raGj/88ANOnjyJtWvX1ur1tmzZEv/4xz+wdu1ajBgxAkFBQThz5gwSEhLwzDPPVHm1iXTEcAu4ETVMjy8rWx1dLStbrrJlov/3f/9XeHp6CrlcLjp27Cji4uJEZGSkqKzrfvzxx8LX11fI5XJhb28vAgICxIEDBzTqHDp0SAQGBgo7OzuhUCiEh4eHCA8PF7/99ptGHFZWVuLq1atiyJAhwtLSUrRs2VJERkZWWIa6oKBAzJs3Tzg7OwszMzPh6ekpVq9erV6emsjQ9NGfAah/rK2thaenp5g0aZJITEys9BgAVS47m5WVJUaPHi0sLS2Fvb29mDlzpjh37lyFZaKFEOKLL74QHTt2FHK5XHh5eYndu3eL0aNHi44dOz41bqKG4PDhw8LPz0+Ym5sLd3d3sXnz5io/07755hvRp08fYWVlJaysrETHjh3Fq6++Ki5fvqyuU9nn5rFjx9TnwGNLRmdkZIiRI0eKZs2aCTs7OzF27Fhx+/ZtjTolJSXizTffFN7e3sLGxkZYWVkJb29vERsbq9XrLSsrE4sXLxZOTk7CwsJCDBw4UFy8eFE0b95czJo1S6s2qWYkIfjIcSIiosbIx8cHjo6OOHDggKFDIaIayM3Nhb29PZYtW4ZFixYZOhyjxXtwiIiIGrjS0lKUlZVplCUlJeHMmTPo37+/YYIiomoVFxdXKCu/74f9Vr94BYeIiKiBS0tLw4svvohJkybB2dkZly5dwubNm2FnZ4dz586hefPmhg6RiJ6wbds2bNu2DcOGDYO1tTV+/vlnfP755xgyZEiFxRVIt7jIABERUQNnb28PPz8/fPTRR8jKyoKVlRWCg4OxYsUKJjdEDVS3bt1gamqKVatWIT8/X73wwLJlywwdmtHjFRwiIiIiIjIavAeHiIiIiIiMBhMcIiIiIiIyGkxwiBqYtLQ0SJKEbdu2GToUIqoE+ygRUcPGBIeIiIiIiIwGFxkgamCEECgpKYGZmRlkMpmhwyGiJ7CPEhE1bExwiIiIiIjIaHCKGpEeREVFQZIkXLlyBZMmTYKdnR0cHR2xePFiCCFw8+ZNvPzyy7C1tYWTkxPWrl2rPray+f3h4eGwtrbGrVu3EBISAmtrazg6OmLBggVQKpXqeklJSZAkCUlJSRrxVNbmnTt3MGXKFLRp0wZyuRytWrXCyy+/jLS0ND29K0QNB/soEZHxYoJDpEfjxo2DSqXCihUr0Lt3byxbtgzvvfceBg8ejNatW2PlypVo3749FixYgCNHjlTbllKpRGBgIJo3b441a9YgICAAa9euxdatW7WKbfTo0YiPj8eUKVMQGxuL119/HQUFBbhx44ZW7RE1RuyjRERGSBCRzkVGRgoAYsaMGeqysrIy0aZNGyFJklixYoW6PCcnR1hYWIiwsDAhhBDXr18XAERcXJy6TlhYmAAgli5dqnEeX19f4efnp94+dOiQACAOHTqkUe/JNnNycgQAsXr1at28YKJGhn2UiMh48QoOkR5NmzZN/f8ymQw9evSAEAJTp05Vlzdr1gwdOnTAtWvXntrerFmzNLb79u1bo+OeZGFhAXNzcyQlJSEnJ6fWxxMZC/ZRIiLjwwSHSI/atWunsW1nZweFQoFnnnmmQvnTBjEKhQKOjo4aZfb29loNfuRyOVauXImEhAS0bNkS/fr1w6pVq3Dnzp1at0XUmLGPEhEZHyY4RHpU2RKyVS0rK56yoGFNlqOVJKnS8sdvci43d+5cXLlyBTExMVAoFFi8eDE6deqE5OTkp56HyFiwjxIRGR8mOERGxN7eHgCQm5urUZ6enl5pfQ8PD8yfPx+JiYk4d+4cHj58qLFaFBHpFvsoEZH+McEhMiIuLi6QyWQVVnuKjY3V2C4qKsKDBw80yjw8PGBjY4OSkhK9x0nUVLGPEhHpn6mhAyAi3bGzs8PYsWOxYcMGSJIEDw8P7NmzB5mZmRr1rly5gkGDBiE0NBSdO3eGqakp4uPj8ddff2H8+PEGip7I+LGPEhHpHxMcIiOzYcMGlJaWYvPmzZDL5QgNDcXq1avh5eWlrtO2bVtMmDABBw8exPbt22FqaoqOHTviyy+/xOjRow0YPZHxYx8lItIvSTztrkkiIiIiIqJGgvfgEBERERGR0WCCQ0RERERERoMJDhERERERGQ0mOEREREREZDSY4BARERERkdFggkPUgERFRUGSJEOHoY4jOzvb0KEQERER1QoTHKL/+vLLLyFJEuLj4yvs8/b2hiRJOHToUIV97dq1g7+/f7Vth4eHQ5Ik9Y+trS28vb2xdu1aPpWcSA/qsz9bW1vD3d0dY8aMwTfffAOVSqWz10FERLXHBIfov/r06QMA+PnnnzXK8/Pzce7cOZiamuLo0aMa+27evImbN2+qj62OXC7H9u3bsX37dixfvhwODg5YsGABwsLCdPciiAhA/fbn9evXY+LEiUhJScGYMWMwaNAg5Ofn6+7FEBFRrZgaOgCihsLZ2Rlubm4VBkTHjx+HEAJjx46tsK98uyYDIlNTU0yaNEm9PXv2bPTu3Rs7d+7EunXr4OzsrINXQURA/fdnAFi2bBlWrFiBiIgITJ8+HTt37qzyeCEEHjx4AAsLi5q+JCIiqiFewSF6TJ8+fZCcnIzi4mJ12dGjR9GlSxcMHToUv/zyi8b0k6NHj0KSJLzwwgu1PpeJiQn69+8PAEhLS6uyXlxcHAYOHIgWLVpALpejc+fO2LRpU6V1ExISEBAQABsbG9ja2qJnz5747LPPNOqcOHECQUFBsLOzg6WlJQICAip8k10uOzsboaGhsLW1RfPmzfGPf/wDDx480KhTVlaGd955Bx4eHpDL5XB1dcXChQs59Y4Mrj77c7m3334bQ4YMwVdffYUrV66oy11dXfHSSy9h//796NGjBywsLLBlyxakpaVBkiRs27atQluSJCEqKkqjLCkpCT169IBCoYCHhwe2bNnSYO7dIyJqKJjgED2mT58+KC0txYkTJ9RlR48ehb+/P/z9/ZGXl4dz585p7OvYsSOaN2+u1fmuXr0KANUev2nTJri4uGDhwoVYu3Yt2rZti9mzZ+ODDz7QqLdt2zYEBwfj3r17iIiIwIoVK+Dj44N9+/ap6/z444/o168f8vPzERkZieXLlyM3NxcDBw7Er7/+WuHcoaGhePDgAWJiYjBs2DD8+9//xowZMzTqTJs2DUuWLEH37t2xfv16BAQEICYmBuPHj9fqPSHSlfruz+UmT54MIQQOHDigUX758mVMmDABgwcPxvvvvw8fH59atZucnIygoCDcvXsX0dHRmDp1KpYuXYpdu3bVKV4iIqMjiEjt/PnzAoB45513hBBClJaWCisrK/HJJ58IIYRo2bKl+OCDD4QQQuTn5wuZTCamT5/+1HbDwsKElZWVyMrKEllZWSI1NVUsX75cSJIkunXrpq4XGRkpnuyWRUVFFdoLDAwU7u7u6u3c3FxhY2MjevfuLYqLizXqqlQq9X89PT1FYGCguqy8fTc3NzF48OAKcYwYMUKjrdmzZwsA4syZM0IIIU6fPi0AiGnTpmnUW7BggQAgfvzxx6e+N0T6ou/+XJXk5GQBQMybN09d5uLiIgCIffv2adS9fv26ACDi4uIqtANAREZGqreHDx8uLC0txa1bt9RlKSkpwtTUtMLfDSKipoxXcIge06lTJzRv3lw9F//MmTMoLCxUr6rk7++vns51/PhxKJXKGs3XB4DCwkI4OjrC0dER7du3x8KFC/H8889XusrT4x6fo5+Xl4fs7GwEBATg2rVryMvLAwAcOHAABQUFePvtt6FQKDSOL5+6cvr0aaSkpGDixIm4e/cusrOzkZ2djcLCQgwaNAhHjhypsPrTq6++qrH92muvAQD27t2r8d833nhDo978+fMBAN9///3T3xgiPdFnf66OtbU1AKCgoECj3M3NDYGBgVq1qVQq8cMPPyAkJETjfr327dtj6NCh2gdLRGSEuMgA0WMkSYK/v796sH/06FG0aNEC7du3B/BoQLRx40YAUA+MajogUigU+O677wA8WoHJzc0Nbdq0eepxR48eRWRkJI4fP46ioiKNfXl5ebCzs1NPdfPy8qqynZSUFACodtW2vLw82Nvbq7c9PT019nt4eMDExER9z1B6ejpMTEzU7085JycnNGvWDOnp6U99fUT6os/+XJ379+8DAGxsbDTK3dzctG4zMzMTxcXFFfoagErLiIiaMiY4RE/o06cPvvvuO/zxxx/q+frl/P398eabb+LWrVv4+eef4ezsDHd39xq1K5PJ8OKLL9YqlqtXr2LQoEHo2LEj1q1bh7Zt28Lc3Bx79+7F+vXra/W8jfK6q1evrnLuf/k3z1Wp6kZm3uBMDZW++nN1yu/reTLxqGzFtKr6jlKprHMcRERNFRMcoic8/vyMo0ePYu7cuep9fn5+kMvlSEpKwokTJzBs2DC9xvLdd9+hpKQEu3fvRrt27dTlTz6g0MPDA8CjgVVV3+aW17G1ta1xopWSkqLxrXNqaipUKhVcXV0BAC4uLlCpVEhJSUGnTp3U9f766y/k5ubCxcWlRuch0hdD9Oft27dDkiQMHjz4qXXLr5jm5uZqlD959bNFixZQKBRITU2t0EZlZURETRnvwSF6QvkSrJ9++ilu3bql8Y2vXC5H9+7d8cEHH6CwsFAn01mqI5PJADx6Zka5vLw8xMXFadQbMmQIbGxsEBMTU2EZ5/Jj/fz84OHhgTVr1qin0DwuKyurQtmTK7Vt2LABANRz/ssHhO+9955GvXXr1gEAgoODq3+BRHpW3/15xYoVSExMxLhx4ypM8ayMra0tnnnmGRw5ckSjPDY2VmO7/Arwrl27cPv2bXV5amoqEhIS6hw3EZEx4RUcoieYm5ujZ8+e+OmnnyCXy+Hn56ex39/fH2vXrgWgm/n61RkyZAjMzc0xfPhwzJw5E/fv38eHH36IFi1a4M8//1TXs7W1xfr16zFt2jT07NkTEydOhL29Pc6cOYOioiJ88sknMDExwUcffYShQ4eiS5cumDJlClq3bo1bt27h0KFDsLW1Vd8jVO769esYMWIEgoKCcPz4cezYsQMTJ06Et7c3AMDb2xthYWHYunUrcnNzERAQgF9//RWffPIJQkJCMGDAAL2+P0RPo6/+XFZWhh07dgAAHjx4gPT0dOzevRtnz57FgAEDsHXr1hq3NW3aNKxYsQLTpk1Djx49cOTIEY1n6JSLiopCYmIiXnjhBfz973+HUqnExo0b4eXlhdOnT9f4fERERs/Qy7gRNUQRERECgPD396+w79tvvxUAhI2NjSgrK6tRe09bVrZcZctE7969W3Tr1k0oFArh6uoqVq5cKT7++GMBQFy/fr1CXX9/f2FhYSFsbW1Fr169xOeff65RJzk5WYwaNUo0b95cyOVy4eLiIkJDQ8XBgwcrxHHhwgUxZswYYWNjI+zt7cWcOXMqLENdWloqoqOjhZubmzAzMxNt27YVERER4sGDBzV6b4j0TR/9GYD6x9LSUri6uorRo0eLr7/+WiiVygrHuLi4iODg4ErbKyoqElOnThV2dnbCxsZGhIaGiszMzArLRAshxMGDB4Wvr68wNzcXHh4e4qOPPhLz588XCoWiRrETETUFkhCPzX0hIiKiRiUkJATnz59Xr5RIRNTU8R4cIiKiRqK4uFhjOyUlBXv37kX//v0NExARUQPEKzhERESNRKtWrRAeHg53d3ekp6dj06ZNKCkpQXJyco0WNSAiagq4yAAREVEjERQUhM8//xx37tyBXC7H888/j+XLlzO5ISJ6DK/gEBERERGR0eA9OEREREREZDSY4BARERERkdFggkNEREREREaDCQ4RERERERkNJjhERERERGQ0mOAQEREREZHRYIJDRERERERGgwkOEREREREZDSY4RERERERkNP4f1GmCOAjSyrEAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "unpaired_delta2.delta_g.plot();" - ] - }, - { - "cell_type": "markdown", - "id": "e33f0064", - "metadata": {}, - "source": [ - "## Connection to ANOVA" - ] - }, - { - "cell_type": "markdown", - "id": "647eaa00", - "metadata": {}, - "source": [ - "The configuration of comparison we performed above is reminiscent of a two-way ANOVA. In fact, the delta - delta is an effect size estimated for the interaction term between ``Treatment`` and ``Genotype``. Main effects of ``Treatment`` and ``Genotype``, on the other hand, can be determined by simpler, univariate contrast plots. " - ] - }, - { - "cell_type": "markdown", - "id": "044a5fab", - "metadata": {}, - "source": [ - "## Omitting delta-delta plot" - ] - }, - { - "cell_type": "markdown", - "id": "226337e9", - "metadata": {}, - "source": [ - "If for some reason you don't want to display the delta-delta plot, you can easily do so by \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3230fae7", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "unpaired_delta2.mean_diff.plot(show_delta2=False);" - ] - }, - { - "cell_type": "markdown", - "id": "0b3a3da4", - "metadata": {}, - "source": [ - "## Other effect sizes" - ] - }, - { - "cell_type": "markdown", - "id": "5cb9650b", - "metadata": {}, - "source": [ - "\n", - "Since the delta-delta function is only applicable to mean differences, plots \n", - "of other effect sizes will not include a delta-delta bootstrap plot." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d7b6b505", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "unpaired_delta2.cohens_d.plot();" - ] - }, - { - "cell_type": "markdown", - "id": "b71ec4b4", - "metadata": {}, - "source": [ - "## Statistics" - ] - }, - { - "cell_type": "markdown", - "id": "4ed26036", - "metadata": {}, - "source": [ - "You can find all outputs of the delta-delta calculation by assessing the attribute named ``delta_delta`` of the effect size object." - ] - }, - { - "cell_type": "markdown", - "id": "c1a0cada", - "metadata": {}, - "source": [ - "### Delta-delta statistics" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "205b0b55", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing the effect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "unpaired_delta2.mean_diff.delta_delta" - ] - }, - { - "cell_type": "markdown", - "id": "75dde9a4", - "metadata": {}, - "source": [ - "### Standardised delta-delta statistics " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b71c96a6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DABEST v2024.03.29\n", - "==================\n", - " \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", - "\n", - "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", - "Any p-value reported is the probability of observing the effect size (or greater),\n", - "assuming the null hypothesis of zero difference is true.\n", - "For each p-value, 5000 reshuffles of the control and test labels were performed." - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "unpaired_delta2.delta_g.delta_delta" - ] - }, - { - "cell_type": "markdown", - "id": "3ba800cc", - "metadata": {}, - "source": [ - "The ``delta_delta`` object has its own attributes, containing various information of delta - delta.\n", - "\n", - " - ``difference``: the mean bootstrapped differences between the 2 groups of bootstrapped mean differences \n", - " - ``bootstraps``: the 2 groups of bootstrapped mean differences \n", - " - ``bootstraps_delta_delta``: the bootstrapped differences between the 2 groups of bootstrapped mean differences \n", - " - ``permutations``: the mean difference between the two groups of bootstrapped mean differences calculated based on the permutation data\n", - " - ``permutations_var``: the pooled group variances of two groups of bootstrapped mean differences calculated based on permutation data\n", - " - ``permutations_delta_delta``: the delta-delta calculated based on the permutation data\n", - "\n", - "``delta_delta.to_dict()`` will return all the attributes in a dictionary format." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "python3", - "language": "python", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/nbs/tutorials/05-mini_meta.ipynb b/nbs/tutorials/05-mini_meta.ipynb new file mode 100644 index 00000000..6d97276c --- /dev/null +++ b/nbs/tutorials/05-mini_meta.ipynb @@ -0,0 +1,876 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mini-Meta\n", + "\n", + "> Explanation of how to compute the meta-analyzed weighted effect size using dabest.\n", + "\n", + "- order: 5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When scientists conduct replicates of the same experiment, the effect size of each replicate often varies, complicating the interpretation of the results. Starting from v2023.02.14, DABEST can now compute the meta-analyzed weighted effect size given multiple replicates of the same experiment. This can help resolve differences between replicates and simplify interpretation.\n", + "\n", + "This function employs the generic *inverse-variance* method to calculate the effect size, as follows:\n", + "\n", + "$\\theta_{\\text{weighted}} = \\frac{\\Sigma\\hat{\\theta_{i}}w_{i}}{{\\Sigma}w_{i}}$\n", + "\n", + "where:\n", + "\n", + "\n", + "$\\hat{\\theta_{i}} = \\text{Mean difference for replicate }i$\n", + "\n", + "\n", + "$w_{i} = \\text{Weight for replicate }i = \\frac{1}{s_{i}^2}$ \n", + "\n", + "\n", + "$s_{i}^2 = \\text{Pooled variance for replicate }i = \\frac{(n_{test}-1)s_{test}^2+(n_{control}-1)s_{control}^2}{n_{test}+n_{control}-2}$\n", + "\n", + "\n", + "$n = \\text{sample size and }s^2 = \\text{variance for control/test.}$\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that this utilizes the fixed-effects model of meta-analysis, in contrast to the random-effects model. In the fixed-effects model, all variation between the results of each replicate is assumed to be solely due to sampling error. Therefore, we recommend using this function exclusively for replications of the same experiment, where it can be safely assumed that each replicate estimates the same population mean $\\mu$.\n", + "\n", + "Additionally, be aware that as of v2023.02.14, DABEST can only compute weighted effect size *for mean difference only*, and not for standardized measures such as Cohen's *d*.\n", + "\n", + "For more information on meta-analysis, please refer to [Chapter 10 of the Cochrane handbook](https://training.cochrane.org/handbook/current/chapter-10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:00<00:00, 76.43it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n", + "We're using DABEST v2024.03.30\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\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\", category=UserWarning) # to suppress warnings related to points not being able to be plotted due to dot size" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a demo dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Control 1Test 1Control 2Test 2Control 3Test 3GenderID
02.7939843.4208753.3246611.7074673.8169401.796581Female1
13.2367593.4679723.6851861.1218463.7503583.944566Female2
23.0191494.3771795.6168913.3013812.9453972.832188Female3
32.8046384.5647802.7731522.5340183.5751793.048267Female4
42.8580193.2200582.5503612.7963653.6921383.276575Female5
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" + ], + "text/plain": [ + " Control 1 Test 1 Control 2 Test 2 Control 3 Test 3 Gender ID\n", + "0 2.793984 3.420875 3.324661 1.707467 3.816940 1.796581 Female 1\n", + "1 3.236759 3.467972 3.685186 1.121846 3.750358 3.944566 Female 2\n", + "2 3.019149 4.377179 5.616891 3.301381 2.945397 2.832188 Female 3\n", + "3 2.804638 4.564780 2.773152 2.534018 3.575179 3.048267 Female 4\n", + "4 2.858019 3.220058 2.550361 2.796365 3.692138 3.276575 Female 5" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "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", + "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", + "\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", + " 'Gender' : gender, 'ID' : id_col\n", + " })\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now have three *Control* and three *Test* groups, simulating three replicates of the same experiment. Our\n", + "dataset has also a non-numerical column indicating gender, and another\n", + "column indicating the identity of each observation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is known as a 'wide' dataset. See this\n", + "[writeup](https://sejdemyr.github.io/r-tutorials/basics/wide-and-long/)\n", + "for more details." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we load data as usual using ``dabest.load()``. However, this time, we also specify the argument ``mini_meta=True``. Since we are loading data from three experiments, ``idx`` is passed as a tuple of tuples, as shown below.\n", + "\n", + "When this `dabest` object is invoked, it should indicate that effect sizes will be calculated for each group, along with the weighted delta. It is important to note once again that the weighted delta will only be calculated for mean differences" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:16 2025.\n", + "\n", + "Effect size(s) with 95% confidence intervals will be computed for:\n", + "1. Test 1 minus Control 1\n", + "2. Test 2 minus Control 2\n", + "3. Test 3 minus Control 3\n", + "4. weighted delta (only for mean difference)\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unpaired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Control 3\", \"Test 3\")), mini_meta=True)\n", + "unpaired" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By calling the ``mean_diff`` attribute, you can view the mean differences for each group as well as the weighted delta.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:58:17 2025.\n", + "\n", + "The unpaired mean difference between Control 1 and Test 1 is 0.48 [95%CI 0.205, 0.774].\n", + "The p-value of the two-sided permutation t-test is 0.001, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 2 and Test 2 is -1.38 [95%CI -1.93, -0.905].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Control 3 and Test 3 is -0.255 [95%CI -0.696, 0.208].\n", + "The p-value of the two-sided permutation t-test is 0.293, calculated for legacy purposes only. \n", + "\n", + "The weighted-average unpaired mean differences is -0.0104 [95%CI -0.226, 0.213].\n", + "The p-value of the two-sided permutation t-test is 0.937, calculated for legacy purposes only. \n", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing theeffect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unpaired.mean_diff" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can view the details of each experiment by accessing the property `mean_diff.results` as follows." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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controltestcontrol_Ntest_Neffect_sizeis_paireddifferencecibca_lowbca_highbca_interval_idxpct_lowpct_highpct_interval_idxbootstrapsresamplesrandom_seedpermutationspvalue_permutationpermutation_countpermutations_varpvalue_welchstatistic_welchpvalue_students_tstatistic_students_tpvalue_mann_whitneystatistic_mann_whitneybec_differencebec_bootstrapsbec_bca_interval_idxbec_bca_lowbec_bca_highbec_pct_interval_idxbec_pct_lowbec_pct_high
0Control 1Test 12020mean differenceNone0.480290950.2051610.773647(145, 4893)0.1974270.758752(125, 4875)[0.6148498102262239, 0.6752095203445543, 0.300...500012345[-0.17259843762502491, 0.03802293852634886, -0...0.00105000[0.026356588154404337, 0.027102495439046997, 0...0.002094-3.3088060.002057-3.3088060.00162583.00.0[-0.09732932551566487, 0.08087009665445155, -0...(127, 4877)-0.2568620.259558(125, 4875)-0.2582600.257590
1Control 2Test 22020mean differenceNone-1.38108595-1.934192-0.905164(94, 4838)-1.901802-0.877098(125, 4875)[-1.7266697532252988, -1.7990605927248775, -1....500012345[0.015164519971271773, 0.017231919606192303, -...0.00005000[0.12241741427801064, 0.12241565174150129, 0.1...0.0000115.1388400.0000095.1388400.000026356.00.0[-0.7109511916465152, -0.3436697507223183, -0....(126, 4876)-0.5786210.598647(125, 4875)-0.5793060.598009
2Control 3Test 32020mean differenceNone-0.25483195-0.6963790.207659(123, 4873)-0.6947900.208585(125, 4875)[0.3059887140714319, -0.22727011648745288, 0.0...500012345[-0.05901068591042824, -0.13617667681797307, 0...0.29345000[0.058358897501663703, 0.05796253365278035, 0....0.2947661.0697980.2914591.0697980.285305240.00.0[0.07996849455952271, 0.24534680794041375, 0.0...(124, 4874)-0.2437540.240283(125, 4875)-0.2437130.240490
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" + ], + "text/plain": [ + " control test control_N test_N effect_size is_paired \\\n", + "0 Control 1 Test 1 20 20 mean difference None \n", + "1 Control 2 Test 2 20 20 mean difference None \n", + "2 Control 3 Test 3 20 20 mean difference None \n", + "\n", + " difference ci bca_low bca_high bca_interval_idx pct_low pct_high \\\n", + "0 0.480290 95 0.205161 0.773647 (145, 4893) 0.197427 0.758752 \n", + "1 -1.381085 95 -1.934192 -0.905164 (94, 4838) -1.901802 -0.877098 \n", + "2 -0.254831 95 -0.696379 0.207659 (123, 4873) -0.694790 0.208585 \n", + "\n", + " pct_interval_idx bootstraps \\\n", + "0 (125, 4875) [0.6148498102262239, 0.6752095203445543, 0.300... \n", + "1 (125, 4875) [-1.7266697532252988, -1.7990605927248775, -1.... \n", + "2 (125, 4875) [0.3059887140714319, -0.22727011648745288, 0.0... \n", + "\n", + " resamples random_seed permutations \\\n", + "0 5000 12345 [-0.17259843762502491, 0.03802293852634886, -0... \n", + "1 5000 12345 [0.015164519971271773, 0.017231919606192303, -... \n", + "2 5000 12345 [-0.05901068591042824, -0.13617667681797307, 0... \n", + "\n", + " pvalue_permutation permutation_count \\\n", + "0 0.0010 5000 \n", + "1 0.0000 5000 \n", + "2 0.2934 5000 \n", + "\n", + " permutations_var pvalue_welch \\\n", + "0 [0.026356588154404337, 0.027102495439046997, 0... 0.002094 \n", + "1 [0.12241741427801064, 0.12241565174150129, 0.1... 0.000011 \n", + "2 [0.058358897501663703, 0.05796253365278035, 0.... 0.294766 \n", + "\n", + " statistic_welch pvalue_students_t statistic_students_t \\\n", + "0 -3.308806 0.002057 -3.308806 \n", + "1 5.138840 0.000009 5.138840 \n", + "2 1.069798 0.291459 1.069798 \n", + "\n", + " pvalue_mann_whitney statistic_mann_whitney bec_difference \\\n", + "0 0.001625 83.0 0.0 \n", + "1 0.000026 356.0 0.0 \n", + "2 0.285305 240.0 0.0 \n", + "\n", + " bec_bootstraps bec_bca_interval_idx \\\n", + "0 [-0.09732932551566487, 0.08087009665445155, -0... (127, 4877) \n", + "1 [-0.7109511916465152, -0.3436697507223183, -0.... (126, 4876) \n", + "2 [0.07996849455952271, 0.24534680794041375, 0.0... (124, 4874) \n", + "\n", + " bec_bca_low bec_bca_high bec_pct_interval_idx bec_pct_low bec_pct_high \n", + "0 -0.256862 0.259558 (125, 4875) -0.258260 0.257590 \n", + "1 -0.578621 0.598647 (125, 4875) -0.579306 0.598009 \n", + "2 -0.243754 0.240283 (125, 4875) -0.243713 0.240490 " + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.options.display.max_columns = 50\n", + "unpaired.mean_diff.results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note, however, that this does not contain the relevant information for our weighted delta. The details of the weighted delta are stored as attributes of the ``mini_meta`` object, such as:\n", + "\n", + " - ``group_var``: the pooled group variances of each set of 2 experiment groups.\n", + " - ``difference``: the weighted mean difference calculated based on the raw data.\n", + " - ``bootstraps``: the deltas of each set of 2 experiment groups calculated based on the bootstraps.\n", + " - ``bootstraps_weighted_delta``: the weighted deltas calculated based on the bootstraps.\n", + " - ``permutations``: the deltas of each set of 2 experiment groups calculated based on the permutation data.\n", + " - ``permutations_var``: the pooled group variances of each set of 2 experiment groups calculated based on permutation data.\n", + " - ``permutations_weighted_delta``: the weighted deltas calculated based on the permutation data.\n", + "\n", + "A dataframe of this mini meta dabest object can also be called via the `mini_meta.results` attribute." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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controltestcontrol_Ntest_Ncontrol_vartest_vargroup_vardifferencecibca_lowbca_highbca_interval_idxpct_lowpct_highpct_interval_idxbootstraps_deltasbootstraps_weighted_deltapermutationspermutations_varpermutations_weighted_deltapvalue_permutationpermutation_countbias_correctionjackknives
0[Control 1, Control 2, Control 3][Test 1, Test 2, Test 3][20, 20, 20][20, 20, 20][0.17628013404546258, 0.9584767911266554, 0.16...[0.24512071870152594, 0.4860998992516514, 0.96...[0.021070042637349427, 0.07222883451891535, 0....-0.01035295-0.225630.212955(132, 4882)-0.2270450.209665(125, 4875)[[0.6148498102262239, 0.6752095203445543, 0.30...[0.1351632773105745, 0.03969128532968253, -0.0...[[-0.17259843762502491, 0.03802293852634886, -...[[0.026356588154404337, 0.027102495439046997, ...[-0.11757207833491819, -0.012928679700934625, ...0.937450000.012533[-0.011161759003339227, -0.011142660785299442,...
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" + ], + "text/plain": [ + " control test control_N \\\n", + "0 [Control 1, Control 2, Control 3] [Test 1, Test 2, Test 3] [20, 20, 20] \n", + "\n", + " test_N control_var \\\n", + "0 [20, 20, 20] [0.17628013404546258, 0.9584767911266554, 0.16... \n", + "\n", + " test_var \\\n", + "0 [0.24512071870152594, 0.4860998992516514, 0.96... \n", + "\n", + " group_var difference ci bca_low \\\n", + "0 [0.021070042637349427, 0.07222883451891535, 0.... -0.010352 95 -0.22563 \n", + "\n", + " bca_high bca_interval_idx pct_low pct_high pct_interval_idx \\\n", + "0 0.212955 (132, 4882) -0.227045 0.209665 (125, 4875) \n", + "\n", + " bootstraps_deltas \\\n", + "0 [[0.6148498102262239, 0.6752095203445543, 0.30... \n", + "\n", + " bootstraps_weighted_delta \\\n", + "0 [0.1351632773105745, 0.03969128532968253, -0.0... \n", + "\n", + " permutations \\\n", + "0 [[-0.17259843762502491, 0.03802293852634886, -... \n", + "\n", + " permutations_var \\\n", + "0 [[0.026356588154404337, 0.027102495439046997, ... \n", + "\n", + " permutations_weighted_delta pvalue_permutation \\\n", + "0 [-0.11757207833491819, -0.012928679700934625, ... 0.9374 \n", + "\n", + " permutation_count bias_correction \\\n", + "0 5000 0.012533 \n", + "\n", + " jackknives \n", + "0 [-0.011161759003339227, -0.011142660785299442,... " + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unpaired.mean_diff.mini_meta.results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generating mini meta plots" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unpaired.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also hide the weighted delta by passing the argument ``show_mini_meta=False``. In this case, the resulting graph would be identical to a multiple two-groups plot:\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.mean_diff.plot(show_mini_meta=False);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As with regular two-groups plots, you can also analyse paired mini meta experiments via the `paired=baseline` argument." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Control 3\", \"Test 3\")), mini_meta=True, id_col=\"ID\", paired=\"baseline\")\n", + "paired.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For further aesthetic changes, the '[Plot Aesthetics Tutorial](09-plot_aesthetics.html)' provides detailed examples of how to customize the plot.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/nbs/tutorials/06-delta_delta.ipynb b/nbs/tutorials/06-delta_delta.ipynb new file mode 100644 index 00000000..3ba0942c --- /dev/null +++ b/nbs/tutorials/06-delta_delta.ipynb @@ -0,0 +1,940 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Delta-Delta\n", + "\n", + "> Explanation of how to calculate delta-delta using DABEST.\n", + "\n", + "- order: 6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since version 2023.02.14, DABEST also supports the calculation of delta-delta, an experimental function that facilitates the comparison between two bootstrapped effect sizes computed from two independent categorical variables. \n", + "\n", + "Many experimental designs investigate the effects of two interacting independent variables on a dependent variable. The delta-delta effect size enables us distill the net effect of the two variables. To illustrate this, let's explore the following problem. \n", + "\n", + "Consider an experiment where we test the efficacy of a drug named ``Drug`` on a disease-causing mutation ``M`` based on disease metric ``Y``. The greater the value ``Y`` has, the more severe the disease phenotype is. Phenotype ``Y`` has been shown to be caused by a gain-of-function mutation ``M``, so we expect a difference between wild type (``W``) subjects and mutant subjects (``M``). Now, we want to know whether this effect is ameliorated by the administration of ``Drug`` treatment. We also administer a placebo as a control. In theory, we only expect ``Drug`` to have an effect on the ``M`` group, although in practice, many drugs have non-specific effects on healthy populations too.\n", + "\n", + "Effectively, we have four groups of subjects for comparison." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "| | Wildtype | Mutant |\n", + "|-------|---------|----------|\n", + "| Drug | XD, W | XD, M |\n", + "| Placebo | XP, W | XP, M |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are two ``Treatment`` conditions, ``Placebo`` (control group) and ``Drug`` (test group). There are two ``Genotype``\\s: ``W`` (wild type population) and ``M`` (mutant population). Additionally, each experiment was conducted twice (``Rep1`` and ``Rep2``). We will perform several analyses to visualise these differences in a simulated dataset. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:00<00:00, 54.73it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n", + "We're using DABEST v2024.03.30\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\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\", category=UserWarning) # to suppress warnings related to points not being able to be plotted due to dot size" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a demo dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IDRepGenotypeTreatmentY
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" + ], + "text/plain": [ + " ID Rep Genotype Treatment Y\n", + "0 0 Rep1 W Placebo 2.793984\n", + "1 1 Rep2 W Placebo 3.236759\n", + "2 2 Rep1 W Placebo 3.019149\n", + "3 3 Rep2 W Placebo 2.804638\n", + "4 4 Rep1 W Placebo 2.858019" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "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", + " })\n", + "df_delta2.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To create a delta-delta plot, you simply need to set ``delta2=True`` in the \n", + "``dabest.load()`` function. However, in this case,``x`` needs to be declared as a list consisting of 2 elements, unlike most cases where it is a single element. The first element in ``x`` will represent the variable plotted along the horizontal axis, and the second one will determine the color of dots for scattered plots or the color of lines for slope graphs. We use the ``experiment`` input to specify the grouping of the data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:59:08 2025.\n", + "\n", + "Effect size(s) with 95% confidence intervals will be computed for:\n", + "1. M Placebo minus W Placebo\n", + "2. M Drug minus W Drug\n", + "3. Drug minus Placebo (only for mean difference)\n", + "\n", + "5000 resamples will be used to generate the effect size bootstraps." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unpaired_delta2 = dabest.load(data = df_delta2, x = [\"Genotype\", \"Genotype\"], y = \"Y\", delta2 = True, experiment = \"Treatment\")\n", + "unpaired_delta2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:59:09 2025.\n", + "\n", + "The unpaired mean difference between W Placebo and M Placebo is 1.23 [95%CI 0.937, 1.51].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between W Drug and M Drug is 0.326 [95%CI 0.0956, 0.574].\n", + "The p-value of the two-sided permutation t-test is 0.0122, calculated for legacy purposes only. \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", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing the effect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.mean_diff.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unpaired_delta2.mean_diff" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generating delta-delta plots" + ] + }, + { + "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.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above plot, the horizontal axis represents the ``Genotype`` condition\n", + "and the dot colour is also specified by ``Genotype``. The left pair of \n", + "scattered plots is based on the ``Placebo`` group while the right pair is based\n", + "on the ``Drug`` group. The bottom left axis contains the two primary deltas: the ``Placebo`` delta \n", + "and the ``Drug`` delta. We can easily see that when only the placebo was \n", + "administered, the mutant phenotype is around 1.23 [95%CI 0.948, 1.52]. This difference was shrunken to around 0.326 [95%CI 0.0934, 0.584] when the drug was administered. This gives us some indication that the drug is effective in amiliorating the disease phenotype. Since the ``Drug`` did not completely eliminate the mutant phenotype, we have to calculate how much net effect the drug had. This is where ``delta-delta`` comes in. We use the ``Placebo`` delta as a reference for how much the mutant phenotype is supposed to be, and we subtract the ``Drug`` delta from it. The bootstrapped mean differences (delta-delta) between the ``Placebo`` \n", + "and ``Drug`` group are plotted at the right bottom with a separate y-axis from other bootstrap plots. \n", + "This effect size, at about -0.903 [95%CI -1.28, -0.513], is the net effect size of the drug treatment. That is to say that treatment with drug A reduced disease phenotype by 0.903.\n", + "\n", + "The mean difference between mutants and wild types given the placebo treatment is:\n", + "\n", + "$\\Delta_{1} = \\overline{X}_{P, M} - \\overline{X}_{P, W}$\n", + "\n", + "The mean difference between mutants and wild types given the drug treatment is:\n", + "\n", + "\n", + "$\\Delta_{2} = \\overline{X}_{D, M} - \\overline{X}_{D, W}$\n", + "\n", + "The net effect of the drug on mutants is:\n", + " \n", + "\n", + "\n", + "$\\Delta_{\\Delta} = \\Delta_{2} - \\Delta_{1}$\n", + " \n", + "\n", + "where $\\overline{X}$ is the sample mean, $\\Delta$ is the mean difference." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The configuration of comparison we performed above is reminiscent of a two-way ANOVA. In fact, the delta - delta is an effect size estimated for the interaction term between ``Treatment`` and ``Genotype``. Main effects of ``Treatment`` and ``Genotype``, on the other hand, can be determined by simpler, univariate contrast plots. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Specifying grouping for comparisons" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the example above, we used the convention of *test - control* but you can manipulate the orders of the experiment groups as well as the horizontal axis variable by setting the paremeters ``experiment_label`` and ``x1_level``.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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/vp+NsxIREVFtmEwRETWR0WiEyWRq0jG2bdtm/r9Op7MqryrKqU6kAKvJIzK2/gTvuAHIO7CqOpG6PFECACGQe2ANQgdNR+KMl5G+9P9QVZhpLvYIS0D81GegNxgBGFEXpVIJFxf+6SAiIgKYTBERNYnRaERqaiq0Wm2Lnsd0ajMACYCNMU+SAkc3/gw5/4R1IlVDCBz+azUUIV0h+twFZUkmoCuF5B4AvVcIUtMzAGRcMQ43Nzd07dqVCRURERGYTBERNYnJZIJWq4WrqytUKlWLnUcLE3SSBNQygYQLjDCpNDDVMYeExsMLrh4e1S88G77wr16vh1arhclkYjJFRESEdp5MvfHGG5g9ezYef/xxvPfee/YOh4gcmEqlalIyNW3aNBQUFCAwMBCLFy+2KpcDo6BL32J7ZyFDHRAF4RuO8uIs2Gq9klzd4B7eBZLStdExAoDBYDD/v6ooG5UFGVB5+sEjNB6SJFnULT1/FHkH1kJfUQyP4GiE9p4ItU+QudxkqELegbUoOLoNQjbCN7YvwvpMgquHT5NiJCIiai3tNpnavXs3Pv30U/Ts2dPeoRARoaCgALm5ubWWqzv2hOKgL+Sq0r9NHiFBUnlAHdUXkiSh6uweGC9PqCQFIAS8+k5vciJVw6gtQ9qSeShK223e5hYYic7X/QMeITEAgDMbvsX5bf8DFEpANqHw5C6c3/4rut00F74xSTBWlePgd/9EZd4Z1HRfLD1/FNl7/kDP2/8Pbv5hzRIrERFRS2qXi/aWl5fj5ptvxueffw4/Pz97h0NEdEWS0hW+Ix+C0ivYYrvSIwB+Ix+CwlUDyUUN31GPwqPbBCg8AiCp3KEKSYTvqIehiexT73PJhipUntiM4s2foXjL59Ce2gFh1AOoXsPq5OJ5KErfa7GP9sJ5HPr+ORgqSlB85mB1IgUA8sWJOYQMIRtx7Nd5kI16nNvyIyrzz13c+2LiJwQMlaVIX/lxg78/RERE9tAuW6YefvhhTJ48GWPHjsVrr71m73CIiOrFxSsI/hP+AeOFszCW50Pp4Q/XwFiL7nUKVzU8uk2AR7cJjTqHSVuCovUfQK4ovLhFgj47FZUnt8Bj6H0QJRkozzpmvaOQYdRVICdlFSoLzplbpCzrCBirylF4YidyU9bYnixDyCg+tQ/68iKoPPlhFxERtW3tLpn66aefsG/fPuzevfvKlVE9RfHl0xSXl5e3VGhERFckSRJcA6PhGhjdIscv378EcmXxZVuqW41MpdmoOrYaQuluXufKihAozUiFbNBZJ1JmEnRlhTDpKuqMw1hVxmSKiIjavHbVzS8jIwOPP/44fvjhB2g0mnrtM2/ePPj4+Ji/kpOTWzhKIqKWJRuqoD21A+WHlkN7amd18gNA1muhyzxYa6KkP7sHUKpqn35dUsBF7Q734KjqlimbBNyDIuEeGInqsVLWFK4aqH2CbZYRERG1Je2qZWrv3r3Iy8tDnz6Xxg6YTCZs3rwZ8+fPh06ng1Jp+QAwe/ZsPPXUU+bXKSkpTKiIyGHp806iZOuXEEYdICkBYUJ5ym/wGX4PlG6+tU69DgAw6SEFxkNSKCFstTwJGYHdkuHmF4bsPX9al0sKuPmFwTemFzoMmY6TS9+xcRIJ4f2nQulavw+8nFlFlQ5r9xzD4VOZcFOrMDKpE3p3irCaNZGIiOynXSVTY8aMwaFDhyy23XnnnejcuTP++c9/WiVSAKBWq6FWq82vPT09WzxOIqKmkg06SJIEyeXSdO2yrgLFW74ATBenNxfVCZEw6lCy5XP4T3oBkou6OtGyQXLzhaTxQcSoO3Bu3ZeXdferno0voPNQ+Cf0hyQp0Pm6f+D40v9AGA3m5EvjE4yuN82FJCkQ3GM09KX5OLd5oUViFpI0DlEjb2mpb4vDyMwvxlPzf0ZhaQUUkgRJAlbsOIxRvRPxz1smQKloVx1LiIjarHaVTHl5eaF79+4W2zw8PBAQEGC1nWonhEBZ5nFcOLYVstEAn6ge8O80CAplu/pxImqTdNlHUXF4BYxFGQAAVUgiPHpOgatfB1Sd2X0xkfp765OAMOqgO38AbgkjUHl0jc1jaxKSYZQkhPSeDK/gaGTt+g0VeWeg8vRHaO8JCEkaD0mqfsgP7DocvrG9UXB0GwwVxXAPjoZ/fD9IF7v/SZKEiGE3IbT3JBSm74EwGeEb3Qsav9CW+tY4lDf+uwLF5dUrMMtCmC/Zhv3H0TO+A64ewmU9iIjaAj79UoMI2YSTf7yHvEPrzQ9F2XuWwT0oCt1veR0qD1/7BkjUjukyD6Nk25e4fCySPu8k9Ovfh/+YJ2AsywMkyXZXPkkJU1kuPJOuhamyGLqzl0/SI8GtUzJUMYNhrKx+wPeL6wO/uLqnW3fReCK0d92zCrp6+CCk55j6vsV24WxuIY6ds73mmARg2V+HmEwREbUR7T6Z2rhxo71DcCjZ+1Yg79B6ALDomlNZkIG0ZR+g64yX7BUaUbsmhEBZym81ry4rkAEZKD+yCq5+HWDdKnWpnsLdF5JCCZ+Bs2DsMhb63GOApIA6rCuUHv7Q6/Ut/C4IAC4U1z5rrABQUEc5ERG1rnafTFHDZO/+w3aBkFF4cid0ZReg9gpo3aCI2hEhy9DnHoep/AKUHn5QhXaGpFDCVF4AueJCbTtBn3UEnknXoOLIStt1JAmaqH7mly7ewXDx5ox69hAe5FNrmUKSEBHCKeOJiNoKJlPUILqSvDrL9aX5TKaIWoixJBvFW76AXFlo3qbQeMNn2N2Qrjj7nYDS3Q/eA2ahdOfC6u5+EKiZPMJ74M1QutX+EE+tJ9TfBwO7xmD3sTOQZcuWRFkITBvR206RERHR33E6IGoQtW9IHaUS1Pwkm6hFCKMeRRsXQNYWW2yXdWUo3vQJJJUHFO61tFhICqhCu0C62Prkf9XzcE8cDXXHJLh3Ho2ASc9DE1n3+CdqXf+YNR7xHap/nyoVEhQXp0O/bcIgDO+VYM/QiIjoMmyZogYJ7z8F6Ss+ti6QFPDvNAAqL//WD4qoHajKSIHQlVkXCAFh0EJ3bi88e01B6fbv/lZBAiQJHt0uTQTh4hkIz56TWzZgqpcjp7OwaN0eHDmdBXeNCuP6d8H1I/vA28MN85+8CftPZODw6ep1pob3ikeoP1sPiYjaEiZT1CChfSahLOsk8g6sMc/mJ2QT3IMikXDVY3aOjsh5GUuyzIvsWpEUMBZnw7v/CEBSouLQnzCVVXfJdQmMhlevqXD1j2jliOlKthxMw6vf/AlJAmRZoLSyCj+s3oUtB9Lw/uMz4K5RoU9iJPokRto7VCIiqgWTKaqV9kIm8o9sglFXAa/wRAR0HgyF0hWdpjyBsL5X4cKxbTAZ9PCJ6oGATgPNyRURNT+F2hOAXEe5BwBA07En1B16QOjKAUlh3k5ti8Fowvv/WwchhMVM9bIQOJtbiN+2pGDWuAH2C5CIiOqFyRTZdG7zQpzb/AMgKSBJErLk36DxDUX3W+ZB4xsMr/BO8ArvZO8widoNTWRfVBxabrtQyNBE9ze/lCQJksarlSKjxjh8OgslFVqbZUIIbNh3nMkUEZED4AQUZKXw5K7qRAoAhGxeT6qqJA/HFs+zY2RE7ZfSww+efa6vfiEpLP716Hk1XLzrmhyG2hqd3lBnuVbHNb2IiBwBW6bIStbuP6of0sTfuhQJGeVZJ1CRexoeITH2CY6oHXOPHwpX/who0/+CsSwPSo9AuMcNhmsg70dHkxgZCqVCgkm2XkRZqZCQlMAxbkREjoDJFFnRXsi0TqQuLy/KYjJFZCeu/pFw9eeEBI7Oz8sdkwf3xB/bDuDydEqSAIVCgekj+9otNiIiqj8mU2RF4xcKXWl+rQmVxodrSRE5E1lfCe2p7dBlHQEAaMJ7QBM7CAqVm50jc24PXjcCSqWEP7YdhNFU/fs21N8HT980FtFhXPyciMgRMJkiK2F9J6PkzAHrAkkBj+AoeITGt35QRNQiTJXFKFr/AeTKYuBiG0l5wRlUpm+F3+jHoXTztmt8zsxFqcRD143ErRMG4VRWPtzVasR3DIJ0cYFeIiJq+zgBBVkJ6DwEHQZdBwDV051fnPJc5eGLztfP5h96IidSfuB3yNoSwKKzmYBcWYzyg8vsFVa74uWuQa/4CCREBPP3KxGRg2HLFFmRJAkxY+9BULeR1etMVVXAq0MigrolQ6nS2Ds8ImomwqiD7vxB2116hQzduX0Q/W6EpOSfCiIiIlv4F5Jq5RkWD88wdukjclayQVfnZDMQJgiTnskUERFRLfgXkojIyRnL8qE9sQm6nKOQFC5QR/SGe8JwKNSekNSeELpym/sp3HwgubI1moiIqDZMpoiI2oDAwECLfxtC1muhz06FbKiCa0A0XP06mMsMhRko2jAfkI3mVqjK1NWoOrsH/mOegEfiaJQfXGrzuO6dR0OSOLSWiIioNm0qmRo8eDA+//xzdO/e3d6hEBG1qsWLFzdqP+3pnSjb9ytgMpi3qUIS4T34dihUbijb+/PFsr9PMFGEitTV8Ox9LUxVpdCe3ASIi3UkCe6Jo+EWP7zxb4iIiKgdaFPJ1JkzZ9C3b188/fTTeOmll6DRsHtJa9OVFiBzx2JcOPYXhBDw7zQAHQddD41fqL1DI6K/0eeno2z3T9bb806idPdP8Oo1FcaiDNs7CxlVZ/fAq880eCVdA/fEkdDnHgcgQRWSyCnRiYiI6qFN9d84fvw47rnnHrz11lvo0aMH1q5da++Q2pWqomzs/+JRZO3+A7rSfOjLCpCzbyX2f/EoKvPP2Ts8IvqbyuMbAVvd8IQMfeZBGMty69xfGHXm/yvdfOAWPQBu0f2ZSBEREdVTm0qmvL298dFHH2H79u3w9vbGhAkTcOuttyI/P9/eobULp9d/A6O23HJ2LyHDpK/CqTWf2S8wIrLJWHS+ztn4hNEAyUVdS6kEF/+olgmMiIionWhT3fxq9O/fH7t378aHH36IF198EcuWLUNERIRVPUmScODAATtE6HxkkwEXjv1V63ozxaf2w1hVDheNZ+sHR0Q2KTSekLXFtZYr3X3hnjgKFUdW2igV8Og6rsViIyIiag/aZDIFAEajEfn5+dDpdAgICEBAQIC9Q3JqwmSse70ZACaDjskUURuiiRmE8qJfrAskCUqPALj4R8LFPwLCpEfl8U2AMFUXu2rgmXQd1GFdWjliIiIi59Imk6m1a9fioYcewqlTp/DQQw/h3//+N7y8vOwdllNTuGrgFtAR2guZsJz1q5rKOxAqT7/WD4yIauUWOwj67CPQZx8FIAEQgCRBUrrCe+AtkCQJgATPnlPgnjgahgtnIClc4BoUC0npaufoiYiIHF+bSqby8/Px5JNP4scff0SPHj3w119/YcCAAfYOq12QJAmRI2bh+JK3bJZHDpvJ9WaI2hhJoYTP0LuhO38AVWf3QRi0cA2MhVv8ECjdLT/8UKg9oA7vZqdIiYiInFObSqYSExOh1+vxxhtv4KmnnoJSqbR3SO1KULdkGKsqcWb91zDpKgBUt1hFJd+CkN4T7BwdNdbp7AKs33sMZZU6dIoIxqg+iXBTq+wdFjUTSaGEJrIPNJF97B0KERFRu9OmkqlBgwbh448/RnR0tL1DabfC+k5CSK8xKD1/DBACXh0ToXTlel+O6ruV2/H9qp1QKqq7e/25/RC+WbEdbz90PaJCOQ6RiIiIqCnaVDK1fPlye4dAABQuKvhG97R3GNREu4+ewferdgIATLJAzVi4kgot5n69DF89d9vFMTXkSIQQMBSchqmiAEp3/+rxT+yC67RKK6qwaN1urN59FFqdHl2iQjFz7AD0SYy0d2hERIQ2lkwRUfP5Y9tBKBQSZNlyQhFZFjifV4Qjp7PQPbaDnaKjxjCW5aNk25cwlV5ajFfpGQifIXfCxTfcjpFRS6jQ6vD4+z8hq6AEsqi+jw+mZyIlbTGeu2UixvTtbOcIiYiIH2cSOansCyVWidTlcgpLWzEaaiphMqB448cwlVkuYm6qKETRpo8hG6rsFBnZ0q9fP3Ts2BH9+vVr9DF+25KCzMsSKQDm/8//dQP0RmOT4yQioqZhy1Q70a9fP+Tk5CA0NBR79uyxdzjUCjoE+eJcXmGtCVVYgE8rR0RNoTt/0PYCvUKG0FWg6uxeuMcPbfW4yLacnBxkZmZesV5pRRVW7TqCo2dz4KFRYVTvRPTuFAFJkrBh/3EIYfv+LdfqcCg9E30To5o7dCIiagAmU+1Eff+wk/OYOqwXth1Kt9quUEiICPZH1+gwO0RFjWUoygAkpXnhXQuSAsai860fFDXJ6ewCPPPRLyirrG5VVEgSVu48grH9uuDZmeOhN9Td8qQ32PhZICKiVsVufkROqk+nSNw1eQiA6gRKqay+3f29PDD3rqs5+YSDUajcAch1lLu1XjDUZEII/Pu7FSiv1EEIQIiaiWKAtXuOYt3eo+jTKeriTJzWlAoFukSHtmbIRERkA1umiJzYzLEDMLxXAjbsPY4ybRUSOoYgOSkBKlfe+o5GE9kHFYdX2C4UMjRRjR+bQ63vREYezuZcsFkmSRKW/XUIz84cj7V7jkIIk8W4KQnANcN7wdfTvZWiJSKi2vCJisjJdQzyw60TB9k7DGoipWcgPHtORfnBpYCkAIRs/te963jO5udgLpSW11omhEB+cTk6Bvvh7Yevx7uL1uF0dgEAQO3qguuSe+OOSYNbK1QiIqoDkykiIgfh3nkUXPwjoE3bCmNZHpSegXCLGwJ1KKfIdjQRwX61likUEqJD/QEAXaLC8OmzN+N8fhEqtHpEhfrDTa1qrTCJiOgKmEwRETkQVXA8VMHx9g6Dmigi2B+9EyJwMP28eaxUDVkWuC65t/m1JFVPGkNERG0PJ6AgIiKyg9m3TkJMWCAAQKmQIEnVM/rdN3U4+neOtm9wRERUL2yZIiIisgM/L3d89NQs7D95DkfP5sBdrcKIXgkI9PW0d2hERFRPTKaIyO4KSsqxdvdR5BWXoUOgL8b26wIfT071Tc5PoZDQNzGqTS2+eyorHz+t3YN9J87B1UWJ5N6dMGN0X/h5edg7NCKiNofJFBHZ1cb9x/HGf1dBCAFJkiALga+X/4VX7p6KPomR9g6PyKGVlGuxds9R5BSWIizAG2P61v1BxaH0TPzzk8UwyTLki2O5lmzej00pJzD/iZkI8GFCRUR0OY6ZIqImEUIgq6AYZ3MuwGgy2ayTXVCCNbtTsSnlBCqqdObtuYWleOO/K6sf3ISASZYhhIDeaMScr/5AhVZn83hEdInBaDInPpfbeeQ0Zr38BT5dugXL/jqIT37fjFmvfIldR0/bPI4QAu//sh5Gk2xxPFkWKCytwA9rdrbYeyAiclRsmaI2ScgmFJ3ah7Lzx6DUeCCoy3CofYLsHZbDEhcTFRelslmPm3IyA/MXbzQvPurr6YbbJg7G1UN6QJIk6I1GvPPTWqzbe8y8j9rVBQ9em4zJQ3pg5c4jENbPgBACqNIbsH7fcUwZ2rNZYyZyFn8dTsf3K3cgLTMfSoUCyUkJuHPyEIT6+6CorBKvfLMMBqMJAoDRVH2jGQxGvPz1n1j40t1WLVSZ+cW1LiQsywIb9h3HY9NHt/TbIiJyKO0qmVqwYAEWLFiAM2fOAAC6deuGl156CZMmTbJvYGRBX1aIwwv/hcr8s5AUSggh48zarxA95k50HHy9vcNzKEVllfhu5Xas2X0UOoMRUSH+uGlsf4zt16XJxz52NgfPfbIEspDN24rLtfjgl/UQQmDqsF74ZMlmrN933GI/ncGI935eh2A/L+QWlkKSANhIqFyUCuQUljQ5TiJntGb3Uby1cBUkSQIAmGQZG1NOYO/xc1jwzCxs3H8CBpNsdWsJVLdkrdlzFNNH9rEoq9Ib6jynzmBsxndAROQc2lU3v44dO+KNN97A3r17sWfPHowePRrXXHMNjhw5Yu/Q2h2TQYfCk7tQkLoFutICi7JjS95AZUEGgOoWquqmC4Ez675CUfo+O0TrmMq1VXji/UVYvuOw+SHoXG4h3vxhFf63fk+Tj//D6p0QEDZblr5duR2FpRVYsfMwhI0KCknCovV7EBrgbXN/ADCaZIT6+zQ5TiJnYzSZ8OnvmwHA4v6SZYEybRX+t34vsi+UQHEx0fo7hUJC9gXrDyoiQ/zhobG9ILBCIaF7THgzRE9E5FzaVTI1ZcoUXHXVVUhISECnTp3w73//G56entixY4e9Q2tX8g6ux653b0HqopdxbPEb2P3hHTi57APIJgMq8s+i9NwR4LLWDjNJgazdS1s/YAe1bNshZBeWWox9qPnfNyu2o1xb1aTj7ztxzuY4DQAorajCrqOnYTTZuI4AZCFw8nweJgzoBlvPe5IEaFSuGN0nsUkxEjkyrU6PNbtTsXDNLmw5mGYek3j8XC5KKrQ295FlgS0HTiLYzwtyLZ9UyLJAqL+31XaVqwtuGtvf5j5CCNw8fkAj3wkRkfNqV938LmcymfDzzz+joqICgwcPrrWeTqeDTndpEHx5eXlrhNdmySYDLhzbjrKs41Cq3BHUPRnuAR0t6uhKC5B7YA2qinOh8Q1BSK9xUHtXL0xZfDoFJ5b+x/KgQiA3ZTUUrmr4RPWo/eRCRmX+ueZ+S05r66E0m61CQHU3n33HMzAiKaHOY6Rl5mHRuj3YfyIDKlclRvVJxA2j+sLX0x0uSiX0RtsTTgCAj4d7ncf2clMjxN8bs2+dhHnfr6yezU8hQZZlqFxc8PLdU+Dhpr7yGyVyQruPncGr3/wJrc4ApUKCSRYI9PHE6/ddC5Ns+0OKGiZZxrh+XfHtiu3msVKXUyqkWrv6zhjdDyaTjJ/W7TF3+wvw9sAj149Cr/iIpr8xIiIn0+6SqUOHDmHw4MGoqqqCp6cnlixZgq5du9Zaf968eXj55ZdbMcK2q6okD4f/+zyqirIvjmUSyNiyEBHDZyIq+RYAQMHRbTi+5M3qh3hJAoRAxpYfkXjdPxHYZSjO//ULIClstDwJ5OxbjoCEOj75lCSofQJb7g06mH79+iEnJwehoaHYs8e6215trUI1rvRAdiAtA899suTi5BXVD2S/bNiHTftP4MMnZ2J4r3is3XPUXFZDAhAW4IOBXaMRGx6IM9kXrD4hlyQJEwZ2AwAkJ3VC95gOWLMnFXlFZegYVL3OlLcH15mi9im/uAxzvvwDxosfVtTcY4VlFXju0yX4/J+3wF2tQqVOb7WvQiFhYNcYBPh44F+3X4XXvl0OWb607IBSIeHFOybDz8v2hx2SJOHm8QMxLbk3Tp7Pg6uLEp0iQqBUtKuOLERE9dbufjsmJiYiJSUFO3fuxIMPPojbb78dqamptdafPXs2SkpKzF+bNm1qxWjbluOL30BVcS6AmrFM1Q/jGVt+xIUTO6AvL8TxJW9dKrv4r5BNOL7kLejLClGWddx2Fz4AwmQElK5wC4ysTrisKgiE9rmqxd6fo8nJyUFmZiZycnJslg/oEl37mAlJQq/4jjbLgOouPe/9bx1MsmyRLMlCIL+kHD+t3Y1bJgyEu0YNheLSORSSBEgSHpo2EgqFAs/OHA+1ysVcp6Zmp4hgTB/Z17xfgI8HbhrTH49NH41pyX2YSFG7tmLHYZhsTB5RM0X5vuPncNvEQVb7KSQJKhcXzBjTDwAwtEc8/vvi3bjzqiGYOLAr7po8BD+8dDeGdI+7YgxuahV6xnVEl6gwJlJERHVody1TKpUK8fHxAIC+ffti9+7deP/99/Hpp5/arK9Wq6FWX+pq5Onp2SpxtjUVuadRlnncdqGkQPbuZdDGJEEI292+hDAh79A6uKg9YNJV1noeVzdPdL7+ORz6/jkYK8uqW7ckCZBNCOk9AUHdkpvj7bQL1wxLwvLth1GmrbIa23TdiCT4e9e++ObZnEKczy+2WSbLAuv3HcOD1yXjo6dm4r+rdmBTykkYTSb0jOuIWycMQo+4DgCA+I7B+OKft+L3LQew/2QGNCpXjOrTCeP7d4Na1e5+/RDVy7ncQlsTXAIAlAoFzuYU4raJg6ByVeK/q3ehsLQCANA1OgwPTxuJiGB/c/0AH49ax0EREVHTtfunGVmWLcZEOavQ0FCLfxuqqth26wcAQMjQFmZC4x8GSVLYTKgkSYGqkjwE9xyDjG3/s26dkhRwC+gI96AoSJKEfg99jtyD61CeeRxKtQeCuiXDO7KbeRrgvyvPSUdR+l5ICiX8EwbAPZB9+wN8PPDe4zfio183Ys/xswAATzc1po/qi5lj6n64utIUyVX66tkBwwJ88OysCXh21oRa6wb7eePeqcMbGD1R++Xv7QGFBNgY7gRZluHv7QFJkjBlaC9cNbgH8orKoFG5wM+r9g9ImoMQAgfTM3EutxCBPp7o1zkKri6X1q7TG41YuvUgVu48jJJyLRI6BmP6qL7o0ymyReMiIrKndpVMzZ49G5MmTUJkZCTKysqwcOFCbNy4EatWrbJ3aFdkNBphMtU+2P9Ktm3bZv5/Y5JHyc23jkIFVN7BcPUKhqitC58sw9UrGEG9xqHg+A5o88/CPLecpIBC6YroCQ/BZDLBxcUFLhpPdBhwzRXjko0GHP/tLVw49pe5a+CZdV8hpPcExE96GJKieRepdTQdg/ww74HrUFKuRblWh2A/L4uHn9pEhQbATeUKrY2kSqGQ0COOUyQT1aUpH2BNGNANSzan2CxzdVFiZO9O5tdKhQJhAU1fQkBvNGLrgTSkpJ2HykWJ4b3i0TOuo/kDrOyCErz4xe84m1to3sfX0w0v3XE1esR1gNFkwguf/Y4DJzPMrWp7T5zD7mNn8eSMsbhqUPcmx0hE1Ba1q2QqLy8Pt912G7Kzs+Hj44OePXti1apVGDdunL1Dq5PRaERqaiq0WttT4TY3UZYDOf8kAAEpIB4Kn/DqCSW8QoHyXFgtDCRkVPp1hlYEApISEDYWdlQokS0CkZN6HKLHTVCc3wc55xBgMkDhHwNF5ECk5VXCrSwVXbt2hYtL/X40z276HheObzfHUSN3/yq4+XfgIr8X+Xi6wcfTehxS9SfN57Fh3wlU6Q3oGh2Gsf26wF2jwg2j++K7ldbLBggBzBrLKZLJudnzA6yOgd6466rB+Gr5dvNMfjXjDp+5aSxUSqnZelQolUqUVurwzEe/ICOv6OL4KIHftx7AiF7xeP7W6nGqz32yGDlFpRb7llRoMfuzJfj2+Tux9/hZpJzMsCiv6V780eINSE5KgIeGs3MSkfNpV8nUl19+ae8QGsVkMkGr1cLV1RUqle0FFZuDkE2o3P8zjBn7YV78J30jpLBu8Og3C/LAW1G+9VOIqtJLE0QIGeq4YdDE9IMkSTAMuh0VO78DTMZLs/YpXeAx8Da4+gVdPJMH0HVM9ddl9Ho9tFqtuXXqSmSjHtl7/rRO7i7K2vkbOgyaVmvXwPZOlgXe/nE11u45CqVCghDAur3H8MOaXXjnkRtw87iBkGWBnzfsNS/6G+jjgUevH43usR3sHD1Ry2ntD7BsifUGHhrfA3tP5aFEq0eQlxv6xYXA3ViKlJSUBh/vQlkVDp0rQJXBiA7+nujSwR8uSgXc3Nzwv52nkFlQDMByls8tB9KwJDoF4YE+yLKxyK8QgMFgwoqdh3HkdBYkSbK5HIPeYMLO1NMY3adzg+MmImrr2lUy5ehUKlWjk6lp06ahoKAAgYGBWLx4sc06FalrYMjYX/3isj+IxuxUGE6ug2fPKdBc9QKqzu2HofAMJBcNNFF94Op3aXySqmN3uAXPRdXZfTBVXIDSIwCaqD5QqOpec6iGwVD7WB0hmwBJYU6O9OVFkA21LzyrLy+EbNRB6aqp17nbm1W7jmDtnqMAYDFjX3F5Jeb9dwXmPzkTt08ajOmj+iDtfD5UrpwimdqH1voACwCOZhRgTcppnM0vhdpViX7xYRifFANPNxUSPDyQEBHS5HOsPXAGf+5JuzifjwRZFvD30uDesT1Rpi3BztQzNvcTAJZuPYDxA7qaW8is6giBU5n5qKzS17quHQBU6eoeh0lE5KiYTLUTBQUFyM3NrbVcCBmVJzfXVgpt2jZ4dJsEyUUFt9iBcIsdWOuxFCp3uCcMa2LEl+Qf2YyMbYtQmXcGChc1gnuMQmTyzXBx8wIUCqCW9ZKUKjcoXFr2QciR/bHtICTA5vTLx8/l4kz2BUSHBcBDo65zGnUiZ9XSH2DtOHYe3284WLMkH7R6I7YdPY/UjAL8c/pQeGia/vvraEY+/tyTBqD6HDUJT3G5Dj9sPorJvaPq3L+gpBw+HhqrGUFrKBQSvD3c0CHIF8fO5litKVejWwzHWRKRc+JHzAQAEEY9hK68jnId5DrKW0rW7qU4vuRNVOZVz0YnG3XISVmNA18/AyGbENR1hO01qSQFQnpPhGSrjABULwxa++fIQH5JWavFQuRsaj7AKigosFluMJrwy7bqNQ4vzz9kIVBYrsXGQ2eaJY5Nh87aXG9OFgLnL5ShymCqsyt0qL83RvTqBKXS9u9Skywwrn8XTBnaq3pNub8dSyFJGNwtFlGhAU17I0REbRSfNAkAIClVkOpqxVEo691Vr7kYdZU4s/6bi68ue9oQMnSl+cjeswyx4+6Dm//FTzwlhTmx8gxLQFTyza0ab1tWVlmF3MJSGC8bUB8R7F/ror4A0DHQrzVCI2qX0rILodXbmKwH1cnV3rTseh/rXH4JPl+1D89+tRqzv12HX7elorSyeoKK3OLyWluLAKDKYMSwHrEWi29f7roRSfDxdMNTM8ZBkgDlxXo19W8c3RfdYsIR7OeFtx+ajg5BvuZ9JUnCyN6dMPvWifV+L0REjobd/AgAICkU0MQMgjZti/WEDpICmsi+dSdbLaDk7CHIhlpmrBIyCo5uReTwmUi65wMUpG6uXmdKUsC/0yAEdB4ChZI/3tkFJfhoyUbsOnoaQgDeHhrcOKofbhjVF9cl98ahU5lW+ygUEvp0ikRYYNOnWyYi22yNP7qc0XSp+7IQAvmlldDpjQjx9YTK9dLyBsfPF2D+n7sBgYtJkxEbD53FvvQc/GP6UAR6uyO/tLK2eXrg467GdWMHILeoHCcycs2z+ZlkgasGd8fkwT0BAOP6d0FMeACWbj2IM9kFCPbzwqRB3dE38VI3wcTIEHz53G1Iz8xHSYUWUaEBCPRpnwvdE1H7wadNMvPoPgmGC2dhLDxrMVuf0jsUnklXXvOpuQm57mmJa8qVrmqE9BqHkF5te4r71lZUVoHH3v8JpZVV5gep0ooqfLFsK0ortLh36nDcNmEQvlu1AwpJgiRJMMkyYkID8I86FuEloqaLCfGtdVIHhSShS0T17KdncouxcNMhZF6o7nardlVibFIsJvaNhwTgx82HIWRh0WVXFgKllTqs3peOYd2ikJph3dVQIUkI8nFDRIAnPN3V+PCJm7Dn+BkcOHkerq4uGN4zHnEdgiz2ie8QjKdmjK3zfUmShPiOwQ37ZhAROTAmU2SmcNXAb/Sj0GUegj7rCIQQUId1gbpjL0hNbOWR9VpANkFSe1j1zxeyCfrsVFTlpsMkA9qIQKjD4+AT2Q2SQmk7qZIU8I/v16SYnN3vWw+itKLKZhefXzftw/RRfXHrxEEY278LNqechFanR7eYcPRNjKq1yw8RNQ8PjQpjesVg9f5TFtslCXBRKjAmKQa5ReV4b+kOi1YqncGEP3efhMEoo3+ncOSXVNo8viwEdp/MxPShXTA2KRZrU06Zu/XKQsBD44o7x/Qyr4KhUEgY0CUGA7rEtMwbJiJyUkymyIKkUEITkQRNRFK96gvZBH3OMchVZXDxCYOLf6RFsmQoPIfylN9hKKh+YFB6hcCzx1VQd6zuOiJXlaFo48cwleZcXJdK4PCpTegw+HpEj74THQZNw/m/fv57kHBRuyO8f+u3ljmSnamnax0rYZIFDqRlYGTvRIQF+GDGGCamRK1tysBEqFyUWJtyGlUX13KLCPTBzOTuCPbxwA8bD8FkEja76K0/cBqdO9Y9qYPBKEOSJFw3uDP6xodh98ksaHUGRAX7oH9CByggo6KioiXeGhFRu8FkihpNn5+Okr++hdBdmvXNxS8CPkPvgtLdF4aiTBSt/xC4rGXJVJaLkr++hvfg26GJSELpzh9gKsurLhSXPn3N3P4rPEPjEDXqNrhoPHB++68waqvP4xPVA3ETH4Dax7ILClmqa3IJAFzMmMjOFJKESf0SMCYpFnnFFdCoXBDofWmin6MZ+bV+IGKUZWj1BqhdldAZrFvvFZKEhHB/8+vIIB9EBlmOg9Tr9c30ToiI2i8mU9QopsoiFG/+FDBZzkZlLM5E8ZbP4T/+GVQcWXkxQbJ+GCg/8Adc/DpAn3vc9gkkCVm7/0BQt2R0HHIDwgdeC11JHpRqD6g8fJv/DTmhYT3jcPJ8ns2FNF1dlOjTKdIOURHR36lclOgY6G213bWW6chruKtVGN87Dn/sOmFVJiAwoU9cs8VIRES2cWp0ahRt+nZANsIqURIyTCVZ0OeegD77qEVr0+XkykIY8k7ZLKs+joD2wqWZ5hRKV7j5d2Ai1QBXD+mJED8vm+Ofbp0wEF7umlaPKS0zD0s278fy7YdQVMbuRUR16RsfjtoakN3VrogN9cOEPnGYMqAT1JfN8OfnqcH9E/siLszf9s5ERNRs2DJFVoRsgrEkGxACLr7hkBRKqzrGovPWU6jXkCQYizIBCbYapcwU7tafxF52EKh9OCNUU3i5a/DBEzPw1Z9/Yf3eY9AbTegQ6IuZ4/pjfP+urRqLVmfAa9/+iV1Hz0CSqn90PvhlPe6aPBQ3juZ4LSJbRvaMxq4TmSgqvzSRTM39c8OwrnC52HI1sW88RvWMxvmCUrhebOW6UjdfIiJqHkymyELVuX0oT/kdclUpAEBSe8Kzx2S4xQ6yqKdQe1ycMMJGy5MQUKg9oArrCn3WEZt1FB4BUIUkwjUwFoYLZ2zUEQjrN7mZ3lX75eflgadvGocnbhwDg9EEtauLXcZKffjreuw5dhbApRzcJAt8/sdWhAf6YljP+FaPiait89So8Oz1Q7Bybzp2nciEzmBETIgvJvaNN0+dXkPt6sKWKCIiO2AyRWa6zMMo3fG9xTahK0fZnkWQlK7QRPU1b9dE9UPV2T22D6R0hbpjT7j6R6Aw5xggi8tasaqbqzx7TYUkKeA98GYUbZgPubLIYm2r4F7jENKr7vVMqP6UCgWUqpbt1VtRpcO2g+koKqtEbHigeYr1orJKrNtzzOZAeoUk4ecNe5lMUbtXZTBi78lsZBWWwctNhQGdOsDfyw1ebmrcMKwrbhjWuq3JRERUP0ymyKzi8ArU1jev/PAKqCP7mFs1XEM6QRM3BFXpf11qobo4tbl3vxlQqNygULnBb/RjKD+4DIaLE024+IbDo/skqMO7AQCUHv4ImPgcqjL2Q5ebBqNQoNOwaxAQ24uzzV1BaGioxb8tTQiBKr0BKhcXKP82MH7LwTS8+cNK6PRGKCQJshDoGOyHefdfi4Li8lpnJJOFwJnsC60RPlGblZFfgg+X7UJFlQFKRfX9s2z3CcwY3h3Du3GiGCKitozJFAEAZIMOxpKs2ssrLkCuKoXSrXpqXUmS4NVnOtShXaA9vROythguvh3gFj8Mrn4dzfu5+nWEX/IDEEYdhCxDoXKzOrbkooJbzEAoO/RGRUUFvDp2cfpEymg0wmSysRhxA2zbts38f51O19SQaiWEwLLth7F4cwryi8uhclFidN9E3DZ+ILw9NMjIK8Jr3/4JWa5OmGoSp6yCYjz/6W+Ye9eUOo/v62X9M0HUXphkGZ+s2INKneHi60sfPPy0+TCig30Q8bcpzYmIqO1gMkUAcHGSibpnjJAUlj8ukiRB3aE71B26X/n4Lmo4d3pUf0ajEampqdBqtfYOBQBQqTNgd3oejmcVQQLQpaM/+sUGQ6Oqvt6rUs5iy7FLibbeaMKqXanYe/Q0HhjXA2sPnbM5GYksC2TkFSGvqBSdI0Nw4nyeOeGqIUnApEFX/vkhclap5/JRXGH7wxCFJGFr6jnMTO7RylEREVF9MZkiAICkdIEqvBv02anWk0FIElwD46onnaAmM5lM0Gq1cHV1hUqlavHznc0vwd60HFTqDIgI9Eb/hDC4q10BAEXlVfh49T6UVOjMafS5gjLsTs/D41P6wSQLbD1u3WIpBJBfqkVqVgnySqsg1zFr45msAjw7awKe+vBnlFZWQQhh7grYKz4C05J7t8C7JnIM+SWV5hn6/k4WAnklla0fFBER1RuTKTLz7Hk1ivJOQpgMlxIqSQEolPBMmmrf4JyQSqVqUjI1bdo0FBQUIDAwEIsXL7YqF0JgyfZjWHfg9MVpkgX2pedgdcppPDZ1ICICvbF092GUVuot2iMFqpOsFftOIzbUr9YZ8AHgSEYB/DzdoJBKah0X5efljsgQf3z53G1YvuMQDqadh1rliuSkThjeKx4uSuup94naiwBvt1rvMYUkIdDbvVnOczavGDtPZKKiqvpDlUGdO6KF56QhImoXmEyRmYt3CPzGPY3Ko2uhyzwECAFVeFd4dBkHF5/qSQ6EEDAWnoPhwhlILhqoO3S3aLESQoY2bRu0JzfDVFEEhbsv3OOHwS1huM31qqjxCgoKkJubW2v54bN5WHfgNABYJDpavQFfrNqHf04fioOnc2y2KslCYNeJTEReYayGLIDBXSKwJy3bqkwCoHZVYkCXKACAj6cbZo4dgJljB9Tj3RG1D90ig+HlpkJ5ld4qqZKFwLCuEfU6TqXOgILSSni5qeDnaTkO8fcdx7F6fzoUkgQBgb0ns7BybxoemNgHAe78vUxE1BRMpsiCi1cQvAfMBDDTqkzWa1Gy7SsY8tNQM76qbK8Snr2vhXv8MABA2e5FqDqz69I+FRdQfuB3GArPwnvQbU4/sURbsuXIOXN3ussJARSUVuL4+YI6u+eZZIHYML9ayyUA3aOCkNghAGN6xZhbwOSL3fgUEjBjSCeoXPlrhqg2LkoFHpjUD/OX7YL24myYQHUiNX1oV0QF+9a5v95gwi/bUrHj+Hnz5BWJHQIwa2QPBHq748i5fKzen24+Zo0qgxFfrzuApyazmy0RUVPwKaedCAwMtPi3MUp3/whDQfrFVxf/KAsTyvf9ChevIEiubhaJ1OV0GSkwxA+HKii20eenhiks19ba9Q4AdAYTPDSuqKgy2Cz389Sgg78XhnWNwNbUDIsyhSTB10ODwZ0jIEkSrhvcGT2iQ7Dj+HmUVurQMcALAxPCoFbYWNSZiCxEh/jilVtGYdeJTGQVlsHbTY0BiR0Q7HPlcapfrtmPI+fyLFq1TmYV4p0l2/HiTSOwLbX2D1WKK3Q4lVeCPs39hoiI2hEmU+2ErTE1DWGqKIQ+85DtQkmByuOb4OIbfmnNKRt1dOcPMJlqRaG+nsgtqqg1oQrx88TYpFj8vuO4zfLxveMgSRJmDO8OHw8N1h84ffGTc6BXTAimD+1qnshCkiQkhPsjIdzfvL9er0dFRUXzvzEiB9DQD7Dc1a4Y2SO6QefIyC/B4bN5VttlIVBaqcP2Y+dRWFb3hyollfoGnZOIiCwxmaJ6MZbm1F4oZBiLM6H0Dq77ILKxeYOiOiX3iMb+U9bXTSFJCA/wQnSwD6KCfVBaqcPGQ2fMn2wrJAnje8eaFwtVKCRc1S8BE3rHoVSrg0blAjeVa2u+FSKH09QPsOrjeOaFWmcCFBfLQ/08kXmhrNaEKtBL07JBEhE5OSZTVC8KtVfd5RpvqIIToD2xyXYFIcM1OKEFIqPaJIT7Y/rQrvj1r1QA1UmSSRbw93LDfRP6QJIkSACmD+2Ksb1icex8ASRJQpeIQHi7q62Op1QqrAa2N5fSiioUlVUg0McTHm7W5yZqr4QQOHa+ANtSM1BUXoVwf0+M6B6FiCAfuLooal0aUJIAVxcFkrtHYfdJ6+UNFJKEYF93RAbW/budiIjqxmSKrBjL8qHPPgpAQBXaGS7eIXDx6wilVwhM5Xk2PwbVxA6CKrQLXPwiYCw+b1lHUkDpHQx1By482dpG9YxGUmwI9qZlo6LKgKhgH/SICoZSaTknsq+nBoM6d2z1+IrLKzH/143YcuAkZCHgolRgXL8ueODaZLhrWn4NLqK27vcdx7Em5ZR53NO5/BJsP3Yet47uhZ7RIfh5S6rN/YQAeseGIibUDzeN6Ib/bUmFgIAkSZBlAT9PDe4e2wuSVMcsNEREdEVMpshMCBll+xajKn0bqudqA4DfoI7qB+/+N8F70C0o3vgRhFFX/Zf6Yv8SVVg3uMUOgqRQwHfE/Sjb9yt051MuJlQSVOHd4N33Rk6Nbid+nm4Ym9T2xqoZjCY889GvyMgrNHdBMppkrNqVivP5xfjPI9M5+yM5vYLSSmw+fBZp2YVwU7liQKcO6BcfBqVSgVM5RViTcgrApZn4av79YeNBvH77GEzoG4+Ve9Muzq9aTQIQH+6PpJjqJS2Gd4tCj+gQ7E3LQmWVAR0DvdEzOgQmk5HjGomImojJFJlpj2+6mEgBl/cd0Z3dgwoPf3h2nwT/ibNRdWo79PmnIKncoInsDXV4D0iK6pYOhdoDPoNvg1w1DabKIijdfaHQsBsJWdty8CTO5lyw2i4LgUOnMpGSdh69E+q3xg6RI0rPLsSHy3bBZBKQhYAkAcfOF2D3yUw8MKkfdh4/b3MmPqB66YJ9adm4un8Cgn08sO7AKeQUlcPLTY2hXSMwNinWogXa10ODMb0sP1QxmVr8LRIROT0mUwSgul9+5YkNtZZrT26GR5dxULp5w6PbBFxpwl6FxhMKjWfzBklOZf+JDCgVknltnMspFQrsO3GOyRQ5LVkIfLvuAIxG2fzRVU3OdDSjAH8dzUC5Vl/rxBEKSUJFlR6SJGFgYgcMTOzQOoETEZEFJlMEABBGHeSqstrLDVWQdeVQuvu2XlDk8HQGE/63YR82ppxEZZUePWI74MbRfRHfMRhKhaLW/QQEXOooJ3J0Z3KLcaFMW2v5X8cy0Cs6BAfO5NqcrU8WAh0DvVswQiIiqg8+rRAAQFK6Aso6pruWFFCoWmYmN3JcshA4kXkB21LP4WhGPuTLWpl0BiM+X3cY36/eiXO5hSgoKcemAyfwyLs/YffRMxjaM85mqxQAyLLA0J5xrfU2iFpdubbu9Z0qtHoM6RIBV6USfx85qJAkBPm4o1vkFZajICKiFseWKQIASAol3KIHQHvqL+vZ+iQF1BG9Iblwymq6JKeoHJ+s2IP8kkrzNj9PDe6f2BcRQT7YfCQDucWVFjM3y7KABIF3Fq3Fd/+6EwO6RGP3sbMQf/uZmzCgK+I78EGRnFeHgNrHkiokCZHBPvDx0ODhq/vji1X7UHZZ8hXi64EHruoHhYITtBAR2RuTKTLz6DEZ+oLTMJVk4dJsfgJKjwB4JV1jz9ComZVV6rAm5RT2pmXDaDKhc8dAjO8Thw4Bl7oNnc4pwsp96TiZdQGuSiX6JoRhQp94+LirYTCa8MHSnRYPeABQUqHDB3/swis3j8SetGybS+AIAAUl5Th+Lhdz7roaP6/fi6XbDqKwtAIh/t6YNiIJ1wxPatH3T2RvAd7uSIoNxYHTOVafXwkhzJNFxIf549+3jkZqRj6KK3QI9fNEfJgfZ7okImojmEyRmULlBv+xT6Dq3D7oso4AQkAd1gWaqL5slXIiJZU6vP3rNpRU6MyD2/el52D/qRw8OmUgEsL9ceRcPhYs3w0J1TOJ6QwmbDl8DgdO5eIf04fiWEYBSip1VseWhUClzoCdJzKhM9Q9VVilTgeViwtuHj8QN48fCCEEHxCpXbl1VE8YjCYcOZdv3qZyUWJmcnfEhvqZtymVCvSIDrFHiEREdAVMpsiCpHSFW8xAuMUMtHco1EJW7UuzSKSA6iRIEsBPmw/j+RuHYdHmw4AAZFjWKa3UYc3+dEiSVOtMfApJQmZBKWJDfXHgdC5sDYtSKhToFGH5cMhEitobjcoFD03uj6zCMpzJLYZG5YJukUFQu/JPMxGRo+AEFETtzO4TWTanWxaoHgd1+EweLpRpbXbRk4XAnpNZ8NS41jplMwB4aFQY1SMKAKwGz0sScNWg7vD1dG/8myByIuH+XhjSJQJ94sKYSBERORgmU0TtjMF4he53euMV9pfRL6EDbGZbqE64BnTqgIhAb9wyvDP8vC4lTUqFhKsH98SD1yU3OG4iIiKitoYfgRG1M3FhfjiRecFm9zuNqwt6RAdD7aq0OeZJIUlI7BCAAC83XD+0K37ZlgqFVD2uqubfq/snIDzAC3q9Hp3C/fD1xGSkZxWiUqdHp4gQi+SKiIiIyJExmSJqZyb2jcfx8xdslo3rHQtPjQrje8fhj10nLMpquuuN71O9/tOontGICvbB5sNnkVtcgUBvdwzvFolOHQIs9lMqFOgR16HZ3wcRERGRvTGZInJQgYGBFv/WV0J4AO6Z0Af/23LEPCOfykWJcb1jMeFiojShTxwkCVi97xSqDNXd/gK83XHTiG6IDvE1Hys21M9i1jEiIiKi9oTJFJGDWrx4caP3TYoNRc/oEJzNL4HRZEJEkA80lw18lyQJE/rEY1SPGGQVlsHVRYFwfy/OuEdERER0GSZTRO1AUbkWlToDgrw9oHJVAgAUCgkxl7Uy2aJyVVq0RBERERHRJe0qmZo3bx4WL16MY8eOwc3NDUOGDMGbb76JxMREe4dG1CKyC8vw4+bDSM8uAgCoXZUY1SMaV/VPgFLByTyJiIiImqJdPU1t2rQJDz/8MHbs2IE1a9bAYDBg/PjxqKiosHdoRM2uuLwK//ltO07nFJm36QwmrNyXjp+3ptoxMiIiIiLn0K5aplauXGnx+ptvvkFwcDD27t2LESNG2Ckqopax8fAZ6PRGm1Ogb009h4l94uHrqWn9wIiIiIicRLtqmfq7kpISAIC/v7+dIyFqfkfP5dtMpABACCAtu7B1AyIiIiJyMu2qZepysizjiSeewNChQ9G9e/da6+l0Ouh0OvPr8vLy1giPqMmUyro/K1EqODMfERERUVO025aphx9+GIcPH8ZPP/1UZ7158+bBx8fH/JWcnNxKERI1TZ+4MNSWLrkqFegc0bD1qYiIiIjIUrtMph555BEsW7YMGzZsQMeOHeusO3v2bJSUlJi/Nm3a1EpREjXNsK6RCPHzhOKytaFq/nvt4M5wU7naKTIiIiIi59CuuvkJIfDoo49iyZIl2LhxI2JiYq64j1qthlqtNr/29PRsyRCJmo1G5YKnrh2ElXvTsON4JrR6AyICfTC+dyx6x4XZOzwiIiIih9eukqmHH34YCxcuxO+//w4vLy/k5OQAAHx8fODm5mbn6Iian4dGheuHdsX1Q7vaOxQiIiIip9OuuvktWLAAJSUlGDlyJMLCwsxfixYtsndoRERERETkYNpVy5QQtcwTTURERERE1EDtqmWKiIiIiIiouTCZIiIiIiIiaoR21c2PqL0RQiA9pwi7T2SiQmdAVJAPBneOgKebyt6hERERETk8JlNETkoIgZ+3pmLT4bNQSBKEEEhJz8HKfel4fOpARAb52DtEIiIiIofGbn5ETurgmVxsOnwWACALAQFAANAZjPh81T7InJCFiIiIqEmYTBE5qa2pGZAk6+1CAIVlWqRlFbZ+UEREREROhMkUkZMqKteirsan4oqq1guGiIiIyAkxmSJyUmF+XlDYapq6KMTXoxWjISIiInI+TKaInNTIHlE2x0UpJAmRQT6cgIKIiIioiZhMETmpuDB/zBjeDQpJggSYW6mCfNxx38Q+kOpotSIiIiKiK+PU6ERObET3KPSKDcW+tGxU6gyICvZB14ggKBRMpIiIiIiaiskUkZPzcVdjVM9oe4dBRERE5HTYzY+IiIiIiKgRmEwRERERERE1ApMpIiIiIiKiRuCYKapVXl4e8vPzW+18BoMBWq0WQgioVKpWO29r0+v1OH78ONzc3ODq6tpq5w0KCkJwcHCrnY9aHu/RlsF7lIiI6ksSwsZCNFSr7OxsfPrpp7j//vsRFhZm73BajE6nw4QJE7Bp0yZ7h0LNJDk5GatWrYJarbZ3KNQMeI86H96jRESOh8kU2VRaWgofHx9s2rQJnp6e9g6Hmqi8vBzJyckoKSmBt7e3vcOhZsB71LnwHiUickzs5kd1SkpK4h92J1BaWmrvEKiF8B51DrxHiYgcEyegICIiIiIiagQmU0RERERERI3AZIpsUqvVmDNnDgdCOwleT+fDa+pceD2JiBwTJ6AgIiIiIiJqBLZMERERERERNQKTKSIiIiIiokZgMkVERERERNQITKaIiNqIO+64A9HR0fYOA3fccQcXAm4mc+fOhSRJ9g7DHEdBQYG9QyEicipMphzEN998A0mSIEkStm7dalUuhEBERAQkScLVV199xeONHDnSfDyFQgFvb28kJibi1ltvxZo1a1riLRCA//3vf5AkCUuWLLEq69WrFyRJwoYNG6zKIiMjMWTIkDqPfccdd5ivqSRJ8PT0RGxsLKZPn45ff/0Vsiw32/twdi15v0mSBH9/f/Tv3x9fffUVr0sLas37zdvbG7169cJ//vMf6HS6ZnsPRETUtjGZcjAajQYLFy602r5p0yacP3++QdPqduzYEd9//z2+++47vP3225g6dSr++usvjB8/HjNmzIDBYGjO0AnAsGHDAMDqAb20tBSHDx+Gi4sLtm3bZlGWkZGBjIwM8751UavV+P777/H999/j3XffxaxZs3Dy5ElMnz4dY8aMQWlpafO9mXagJe6377//Hi+++CKMRiPuvvtuPP/8880ZMl2mNe+3119/Hf7+/njmmWdw++23N9+bICKiNs3F3gFQw1x11VX4+eef8cEHH8DF5dLlW7hwIfr27dugLhw+Pj645ZZbLLa98cYbeOyxx/Dxxx8jOjoab775Zq37y7IMvV4PjUbT8DfSToWHhyMmJsbq4W779u0QQuCGG26wKqt5XZ+HOxcXF6tr+tprr+GNN97A7Nmzce+992LRokW17i+EQFVVFdzc3Or7lpxaS95v999/PxITEzF//ny8+uqrcHV1bdbYqfXvt4ceeggDBw7EokWL8M477yA8PLwZ3gUREbVlbJlyMDNnzsSFCxcsuuLp9Xr88ssvmDVrVpOPr1Qq8cEHH6Br166YP38+SkpKzGWSJOGRRx7BDz/8gG7dukGtVmPlypXYuHEjJEnCxo0bLY515swZSJKEb775xmL7zz//jK5du0Kj0aB79+5YsmRJmxkr0hqGDRuG/fv3Q6vVmrdt27YN3bp1w6RJk7Bjxw6Lrl/btm2DJEkYOnRoo8/53HPPYfz48fj5559x4sQJ8/bo6GhcffXVWLVqFfr16wc3Nzd8+umntV47oPrnYO7cuRbbNm7ciH79+kGj0SAuLg6ffvppmxkr0hQteb+5u7tj0KBBqKioQH5+fq31/u///g9DhgxBQEAA3Nzc0LdvX/zyyy826/73v//FgAED4O7uDj8/P4wYMQKrV6+2qLNixQoMHz4cHh4e8PLywuTJk3HkyBGbxzt16hQmTJgADw8PhIeH45VXXsHflyasqKjA008/jYiICKjVaiQmJuL//u//rOrZS2vebwqFAiNHjgRQ/fuvNl9//TVGjx6N4OBgqNVqdO3aFQsWLLBZd8WKFUhOToaXlxe8vb3Rv39/q9bSnTt3YuLEifDx8YG7uzuSk5OtWtxqFBQU4MYbb4S3tzcCAgLw+OOPo6qqyqKO0WjEq6++iri4OKjVakRHR+P5559n90UiIhuYTDmY6OhoDB48GD/++KN524oVK1BSUoKbbrqpWc6hVCoxc+ZMVFZWWn1qu379ejz55JOYMWMG3n///QYnQH/++SdmzJgBV1dXzJs3D9OmTcPdd9+NvXv3NkvsjmDYsGEwGAzYuXOnedu2bdswZMgQDBkyBCUlJTh8+LBFWefOnREQENCk8956660QQliNiTt+/DhmzpyJcePG4f3330dSUlKDjrt//35MnDgRFy5cwMsvv4y7774br7zyCn777bcmxdsWtPT9durUKSiVSvj6+tZa5/3330fv3r3xyiuv4PXXX4eLiwtuuOEG/Pnnnxb1Xn75Zdx6661wdXXFK6+8gpdffhkRERFYv369uc7333+PyZMnw9PTE2+++SZefPFFpKamYtiwYVYP/yaTCRMnTkRISAjeeust9O3bF3PmzMGcOXPMdYQQmDp1Kt59911MnDgR77zzDhITE/Hss8/iqaeeavL3pzm09v2Wnp4OAHXuv2DBAkRFReH555/Hf/7zH0REROChhx7CRx99ZFHvm2++weTJk1FYWIjZs2fjjTfeQFJSElauXGmus379eowYMQKlpaWYM2cOXn/9dRQXF2P06NHYtWuX1blvvPFGVFVVYd68ebjqqqvwwQcf4L777rOoc8899+Cll15Cnz598O677yI5ORnz5s1rtr8xRERORZBD+PrrrwUAsXv3bjF//nzh5eUlKisrhRBC3HDDDWLUqFFCCCGioqLE5MmTr3i85ORk0a1bt1rLlyxZIgCI999/37wNgFAoFOLIkSMWdTds2CAAiA0bNlhsP336tAAgvv76a/O2Hj16iI4dO4qysjLzto0bNwoAIioq6opxO4MjR44IAOLVV18VQghhMBiEh4eH+Pbbb4UQQoSEhIiPPvpICCFEaWmpUCqV4t57773icW+//Xbh4eFRa/n+/fsFAPHkk0+at0VFRQkAYuXKlRZ1bV27GgDEnDlzzK+nTJki3N3dRWZmpnnbyZMnhYuLi3DUXzEtcb917txZ5Ofni/z8fHH06FHx2GOPCQBiypQp5nq333671X1Qc94aer1edO/eXYwePdq87eTJk0KhUIjrrrtOmEwmi/qyLAshhCgrKxO+vr5WP0s5OTnCx8fHYvvtt98uAIhHH33U4jiTJ08WKpVK5OfnCyGE+O233wQA8dprr1kcc/r06UKSJJGWlnbF701La+n7reaapqWliddff11IkiR69uxprjdnzhyr++Dv11QIISZMmCBiY2PNr4uLi4WXl5cYOHCg0Gq1FnVrrqksyyIhIUFMmDDBvK3m+DExMWLcuHFWcUydOtXiWA899JAAIA4cOCCEECIlJUUAEPfcc49FvWeeeUYAEOvXr7/i94aIqD1hy5QDuvHGG6HVarFs2TKUlZVh2bJlzdLF73I10yKXlZVZbE9OTkbXrl0bdcysrCwcOnQIt912m8W0y8nJyejRo0fjg3UwXbp0QUBAgLnV78CBA6ioqDDPHjZkyBBzF53t27fDZDLVa/zGldR2TWNiYjBhwoRGHdNkMmHt2rW49tprLcaHxMfHY9KkSY0Ptg1prvvt2LFjCAoKQlBQELp06YIPP/wQkydPxldffVXnfpePXysqKkJJSQmGDx+Offv2mbf/9ttvkGUZL730EhQKy1/rNV0t16xZg+LiYsycORMFBQXmL6VSiYEDB9qc1e6RRx6xOM4jjzwCvV6PtWvXAgCWL18OpVKJxx57zGK/p59+GkIIrFixop7fnZbTkvdbRUWF+ZrGx8fj+eefx+DBg23OHni5y69pSUkJCgoKkJycjFOnTpm7Vq9ZswZlZWV47rnnrMal1lzTlJQUnDx5ErNmzcKFCxfM17SiogJjxozB5s2brWaLfPjhhy1eP/roowCqr+Xl//69ZfHpp58GAKsWUSKi9o4TUDigoKAgjB07FgsXLkRlZSVMJhOmT5/erOcoLy8HAHh5eVlsj4mJafQxz549C6D6Qfvv4uPjLR4OnZkkSRgyZIj5QWfbtm0IDg42f1+GDBmC+fPnA4D5Ia85kqmWuKZ5eXnQarW1XlNn0Fz3W3R0ND7//HNIkgSNRoOEhAQEBwdfcb9ly5bhtddeQ0pKisWYlcvHo6Wnp0OhUNT5QcfJkycBAKNHj7ZZ7u3tbfFaoVAgNjbWYlunTp0AXBoPdPbsWYSHh1v9THXp0sVcbm8teb9pNBr88ccfAKpn9ouJiUHHjh2vuN+2bdswZ84cbN++HZWVlRZlJSUl8PHxMXcX7N69e63Hqbmmdc0eWFJSAj8/P/PrhIQEi/K4uDgoFAqLa6pQKKzu39DQUPj6+raJa0pE1JYwmXJQs2bNwr333oucnBxMmjSpzjEXjVEzhuDvf1BtzfJW2yQDJpOpWWNyJsOGDcMff/yBQ4cOmcdv1BgyZAieffZZZGZmYuvWrQgPD7d6qG0MXtPGa477zcPDA2PHjm3QPlu2bMHUqVMxYsQIfPzxxwgLC4Orqyu+/vprm1O216WmheL7779HaGioVfnlsxU6m5a635RKZYOvaXp6OsaMGYPOnTvjnXfeQUREBFQqFZYvX4533323QeuO1dR9++23ax3reKXFl2u71x198hgiotbivH89ndx1112H+++/Hzt27KhzquvGMJlMWLhwIdzd3ev1CW3Np57FxcUW2//+CWZUVBQAIC0tzeoYtrY5s8vXv9m2bRueeOIJc1nfvn2hVquxceNG7Ny5E1dddVWznPP777+HJEkYN27cFevW95oGBwdDo9E4/TVtyfutLr/++is0Gg1WrVplsabV119/bVEvLi4OsiwjNTW11ofquLg4ANXXrD4JgCzLOHXqlLk1CoB5JsiaiWeioqKwdu1alJWVWbROHTt2zFzeFtjjfqvNH3/8AZ1Oh6VLlyIyMtK8/e/dLGuu1+HDh2tt5a2p4+3tXe+k7uTJkxat0WlpaZBl2eKayrKMkydPmlsYASA3NxfFxcVt5poSEbUVHDPloDw9PbFgwQLMnTsXU6ZMabbjmkwmPPbYYzh69Cgee+wxq64/tkRFRUGpVGLz5s0W2z/++GOL1+Hh4ejevTu+++47c5czoHoB1EOHDjXPG3AQNdOI//DDD8jMzLT4pFytVqNPnz746KOPUFFR0Sxd/N544w2sXr0aM2bMsOrmY4u3tzcCAwOveE1rPpn/7bffkJWVZd6elpbWJsbLNJeWut+uRKlUQpIkixbBM2fOWM2UeO2110KhUOCVV16xatkQF6conzBhAry9vfH666/bXJDb1vTsNd3fao4zf/58uLq6YsyYMQCq1+EymUwW9QDg3XffhSRJbWbcXGvfb3VRKpUAYDF1fElJiVWCPH78eHh5eWHevHlWU5fX7Nu3b1/ExcXh//7v/yx+p9awdU3/PmPghx9+CADma1WTTL733nsW9d555x0AwOTJk+t+g0RE7QxbphxYXf3k66OkpAT//e9/AQCVlZVIS0vD4sWLkZ6ejptuugmvvvpqvY7j4+ODG264AR9++CEkSUJcXByWLVuGvLw8q7qvv/46rrnmGgwdOhR33nknioqKMH/+fHTv3t3mw4CzUqlU6N+/P7Zs2QK1Wo2+fftalA8ZMgT/+c9/ADRsvJTRaDRf06qqKpw9exZLly7FwYMHMWrUKHz22Wf1PtY999yDN954A/fccw/69euHzZs3W6xRVWPu3LlYvXo1hg4digcffND8cN29e3ekpKTU+3xtXVPvt8aYPHky3nnnHUycOBGzZs1CXl4ePvroI8THx+PgwYPmevHx8XjhhRfw6quvYvjw4Zg2bRrUajV2796N8PBwzJs3D97e3liwYAFuvfVW9OnTBzfddBOCgoJw7tw5/Pnnnxg6dKhFUqTRaLBy5UrcfvvtGDhwIFasWIE///wTzz//PIKCggAAU6ZMwahRo/DCCy/gzJkz6NWrF1avXo3ff/8dTzzxhLnlxN5a6n5rjPHjx0OlUmHKlCm4//77UV5ejs8//xzBwcHIzs421/P29sa7776Le+65B/3798esWbPg5+eHAwcOoLKyEt9++y0UCgW++OILTJo0Cd26dcOdd96JDh06IDMzExs2bIC3t7d5TFeN06dPY+rUqZg4cSK2b9+O//73v5g1axZ69eoFAOjVqxduv/12fPbZZyguLkZycjJ27dqFb7/9Ftdeey1GjRrVot8fIiKHY9e5BKneLp+quS4NmaoZgPnL09NTJCQkiFtuuUWsXr3a5j4AxMMPP2yzLD8/X1x//fXC3d1d+Pn5ifvvv18cPnzY5vTaP/30k+jcubNQq9Wie/fuYunSpeL6668XnTt3vmLczmT27NkCgBgyZIhV2eLFiwUA4eXlJYxGY72OVzOddc2Xu7u7iI6OFtdff7345ZdfrKbMFqLun5fKykpx9913Cx8fH+Hl5SVuvPFGkZeXZzU1uhBCrFu3TvTu3VuoVCoRFxcnvvjiC/H0008LjUZTr9jbmpa43+paiqCGranRv/zyS5GQkCDUarXo3Lmz+Prrr21Oty2EEF999ZXo3bu3UKvVws/PTyQnJ4s1a9ZY1NmwYYOYMGGC8PHxERqNRsTFxYk77rhD7NmzxyIODw8PkZ6eLsaPHy/c3d1FSEiImDNnjtXPUVlZmXjyySdFeHi4cHV1FQkJCeLtt9+2mKq7LWiJ+62upQhq2LpWS5cuFT179hQajUZER0eLN998U3z11VcCgDh9+rRV3SFDhgg3Nzfh7e0tBgwYIH788UeLOvv37xfTpk0TAQEBQq1Wi6ioKHHjjTeKdevWWcWRmpoqpk+fLry8vISfn5945JFHrKZeNxgM4uWXXxYxMTHC1dVVREREiNmzZ4uqqqp6fW+IiNoTSYg2skw9tWtJSUkICgqyWlCWHNe1116LI0eOmGccIyIiInI2HDNFrcpgMMBoNFps27hxIw4cOICRI0faJyhqMq1Wa/H65MmTWL58Oa8pEREROTW2TFGrOnPmDMaOHYtbbrkF4eHhOHbsGD755BP4+Pjg8OHDCAgIsHeI1AhhYWG44447EBsbi7Nnz2LBggXQ6XTYv39/vSa8ICIiInJEnICCWpWfnx/69u2LL774Avn5+fDw8MDkyZPxxhtvMJFyYBMnTsSPP/6InJwcqNVqDB48GK+//joTKSIiInJqbJkiIiIiIiJqBI6ZIiIiIiIiagQmUw7mrbfeQufOna0W5nREzz33HAYOHGjvMOyK19P58Jo6F15PIiKqC5MpB1JaWoo333wT//znP6FQVF86SZIgSZJ5wcnLffPNN5AkCXv27GnyuRcvXowZM2YgNjYW7u7uSExMxNNPP43i4mKb9ZcuXYo+ffpAo9EgMjISc+bMsZrF74knnsCBAwewdOnSJsfniHg9nQ+vqXPh9SQioiuy5yJX1DDvvvuu8Pb2tlhgERcXaA0JCREVFRUW9eu78Gh9BAQEiB49eogXX3xRfP755+Kxxx4TKpVKdO7cWVRWVlrUXb58uZAkSYwaNUp89tln4tFHHxUKhUI88MADVse98cYbxfDhw5scnyPi9XQ+vKbOhdeTiIiuhMmUA+nZs6e45ZZbLLYBEElJSQKA+M9//mNR1px/2Dds2GC17dtvvxUAxOeff26xvWvXrqJXr17CYDCYt73wwgtCkiRx9OhRi7q//PKLkCRJpKenNzlGR8Pr6Xx4TZ0LrycREV0Ju/k5iNOnT+PgwYMYO3asVdnQoUMxevRovPXWW1aLpzYXW4uvXnfddQCAo0ePmrelpqYiNTUV9913H1xcLs28/9BDD0EIgV9++cXiGDXv5/fff2+BqNsuXk/nw2vqXHg9iYioPphMOYi//voLANCnTx+b5XPnzkVubi4WLFhQ53F0Oh0KCgrq9XUlOTk5AIDAwEDztv379wMA+vXrZ1E3PDwcHTt2NJfX8PHxQVxcHLZt23bF8zkTXk/nw2vqXHg9iYioPrhor4M4duwYACAmJsZm+fDhwzFq1Ci8/fbbePDBB+Hm5maz3o8//og777yzXucUV1iC7M0334RSqcT06dPN27KzswEAYWFhVvXDwsKQlZVltT02Nhapqan1islZ8Ho6H15T58LrSURE9cFkykFcuHABLi4u8PT0rLXO3LlzkZycjE8++QRPPvmkzToTJkzAmjVrmhzPwoUL8eWXX+If//gHEhISzNtruryo1WqrfTQaDUpLS622+/n5WX166ux4PZ0Pr6lz4fUkIqL6YDLlREaMGIFRo0bhrbfewgMPPGCzTlhYmM1PMBtiy5YtuPvuuzFhwgT8+9//tiir+XRWp9NZ7VdVVWXz01shBCRJalJMzojX0/nwmjoXXk8iImIy5SACAgJgNBpRVlYGLy+vWuvNmTMHI0eOxKeffgpfX1+rcq1Wi5KSknqdMzQ01GrbgQMHMHXqVHTv3h2//PKLxYBn4FJXk+zsbERERFiUZWdnY8CAAVbHLCoqshgD0B7wejofXlPnwutJRET1wQkoHETnzp0BVM8wVZfk5GSMHDkSb775ps1ZphYtWmT+pPRKX3+Xnp6OiRMnIjg4GMuXL7fZ/SUpKQkArBatzMrKwvnz583llzt9+jS6dOlS5/tyNryezofX1LnwehIRUX2wZcpBDB48GED1H8yePXvWWXfu3LkYOXIkPvvsM6uyxvbfz8nJwfjx46FQKLBq1SoEBQXZrNetWzd07twZn332Ge6//34olUoAwIIFCyBJksXAaQAoKSlBeno6HnzwwQbH5Mh4PZ0Pr6lz4fUkIqL6YDLlIGJjY9G9e3esXbsWd911V511k5OTkZycjE2bNlmVNbb//sSJE3Hq1Cn84x//wNatW7F161ZzWUhICMaNG2d+/fbbb2Pq1KkYP348brrpJhw+fBjz58/HPffcY/Vp6Nq1ayGEwDXXXNPgmBwZr6fz4TV1LryeRERUL62/TjA11jvvvCM8PT1FZWWleRsA8fDDD1vV3bBhgwAgAIjdu3c3+dw1x7L1lZycbFV/yZIlIikpSajVatGxY0fxr3/9S+j1eqt6M2bMEMOGDWtyfI6I19P58Jo6F15PIiK6EkmIKyxsQW1GSUkJYmNj8dZbb+Huu++2dzhNlpOTg5iYGPz000/t8lNSXk/nw2vqXHg9iYjoSjgBhQPx8fHBP/7xD7z99tuQZdne4TTZe++9hx49erTbP+q8ns6H19S58HoSEdGVsGWKiIiIiIioEdgyRURERERE1AhMpoiIiIiIiBqByRQREREREVEjMJkiIiIiIiJqBCZTREREREREjcBkioiIiIiIqBGYTBERERERETUCkykiIiIiIqJGYDJFRERERETUCEymiIiIiIiIGoHJFBERERERUSMwmSIiIiIiImoEJlNERERERESNwGSqgbKzszF37lxkZ2fbOxQiIiIiombBZ9zGYTLVQNnZ2Xj55Zf5g0ZEREREToPPuI3DZIqIiIiIiKgRmEwRERERERE1ApMpIiIiIiKiRmAyRURERERE1AhMpoiIiIiIiBqByRQREREREVEjuNg7AGp7zp07h3Xr1qGsrAxeXl4YM2YMIiMj7R0WEV3Ee5SIiKhtYDJFZrt27cKrr76KP//8E0IIKBQKyLIMSZJw9dVX48UXX0T//v3tHSY1klarhZubm73DoCbgPUpERNS2sJsfAQAWL16MoUOHYsWKFRBCAABkWQYACCGwfPlyDBkyBIsXL7ZnmNQEZWVl5mtLjof3KBERUdvj8MnURx99hOjoaGg0GgwcOBC7du2qs/7PP/+Mzp07Q6PRoEePHli+fHkrRdp27dq1CzNmzIDJZILJZLJZp6ZsxowZ2L17dytHSM1BCAGtVmvvMKgReI8SEVFb1d6fxR06mVq0aBGeeuopzJkzB/v27UOvXr0wYcIE5OXl2az/119/YebMmbj77ruxf/9+XHvttbj22mtx+PDhVo68bXnttdcghLhiq0VNnddee62VIqPmVlFRYe8QqBF4jxIRUVvEZ3FAEg7c72fgwIHo378/5s+fD6C6y0tERAQeffRRPPfcc1b1Z8yYgYqKCixbtsy8bdCgQUhKSsInn3xSr3Pu27cPffv2xd69e9GnT5/meSN2dO7cOURHRzeo+5ckSThz5gwHvDuY3NxcVFZWIiYmxt6hUAPwHiUiotbQmGdcezyLtzUOOwGFXq/H3r17MXv2bPM2hUKBsWPHYvv27Tb32b59O5566imLbRMmTMBvv/1W63l0Oh10Op35dXl5OQDAaDTCYDA04R20DatWrWrwOBohBFavXo3bb7+9haJyfkajsdbuWi2loqICOTk5CAoKarVzKpVKuLg47K+ZNoH3qH3Y4x61B96j5Ih4f7YMo9EIoPpZt7S01LxdrVZDrVZb1W+tZ/G2zmF/gxYUFMBkMiEkJMRie0hICI4dO2Zzn5ycHJv1c3Jyaj3PvHnz8PLLL1ttHzhwYCOidh733nsv7r33XnuHQUS14D1KRESNkZycbPF6zpw5mDt3rlW91noWb+scNplqLbNnz7bIoFNSUpCcnIydO3eid+/edoyseXzzzTe47777Grzf559/zk+9G0mn0+HAgQNwcXGBSqVqtfOWlpYiJSUFQ4cOhVKpbPHz6fV6GI1G9OrVy+YnWlQ/vEdbn73u0dbGe5QcEe/PlrN//34MHDgQmzZtQlJSknk7fz/UzWGTqcDAQCiVSuTm5lpsz83NRWhoqM19QkNDG1QfsG7a9PT0BAC4uLjA1dW1seG3GRMmTIAkSQ0ejzF+/HineP/2IMsyXFxc4OHh0ap/CPR6PRQKBSorK+v8mW8urq6uqKiogKurK39WmoD3aOuz1z3a2niPkiPi/dlyaroUenp6wtvb+4r1W+tZvK1z2Nn8VCoV+vbti3Xr1pm3ybKMdevWYfDgwTb3GTx4sEV9AFizZk2t9duDyMhIXH311fVuqVAqlZgyZQoHtjswR25Kb494jxIRUVvEZ/FqDptMAcBTTz2Fzz//HN9++y2OHj2KBx98EBUVFbjzzjsBALfddpvFoLjHH38cK1euxH/+8x8cO3YMc+fOxZ49e/DII4/Y6y20CS+++CIkSYIkSXXWq6nzr3/9q5Uio5ZQ08eZHAfvUSIiaov4LO7gydSMGTPwf//3f3jppZeQlJSElJQUrFy50jyw7dy5c8jOzjbXHzJkCBYuXIjPPvsMvXr1wi+//ILffvsN3bt3t9dbaBP69++PRYsWQalU1vrpd03Z//73P/Tv37+VI6TmZDKZrJrYqW3jPUpERG0Rn8UdfJ0pe3C2daYut3v3brz66qtYtmwZhBBQKBSQZRmSJGHKlCn417/+xYe0ZqDT6ZCSktLq/b2LiorMq5J7enpiyJAhV2zpaAq9Xo+KigokJSVx8Goz4T3aOux1j7Y23qPkiHh/thxnfsZtSQ47AQU1v/79+2Pp0qU4d+4c1q9fj9LSUnh7e2P06NEcf+FkysvLce7cOURFRdk7FGoA3qNERERtC5MpshIZGYk77rjD3mFQM5o2bRry8vKg0Wjw7LPPAgBOnDiBwMBAeHh42Dk6aijeo0RERG2DQ4+ZIqL6KSgoQH5+vsWK5rIs4+DBg5Bl2Y6RERERETkuJlNE7VhpaSlOnTpl7zCIiIiIHBKTKaJ2Lj09HYWFhfYOg4iIiMjhMJkiIqSkpKC8vNzeYRARERE5FCZTRASDwYBdu3ahuLjY3qEQEREROQwmU0QE4FJCdfbsWXD5OSIiIqIrYzJFRGZCCBw7dgx79+6FVqu1dzhEREREbRqTKSKycuHCBWzbtg2ZmZlspSIiIiKqBZMpIrLJZDLh8OHDOHDgAAwGg73DISIiImpzmEwRUZ1yc3OxY8cOlJWV2TsUIiIiojal0cmUyWTCTz/9hPvvvx/XXXcdDh06BAAoKSnB4sWLkZub22xBEpF9VVZWYufOncjOzrZ3KERERERtRqOSqeLiYgwdOhSzZs3Cjz/+iKVLlyI/Px8A4Onpicceewzvv/9+swZKRPZlMplw8OBBpKamwmQy2TscIiIiIrtrVDL13HPP4ciRI1i1ahVOnTplMUBdqVRi+vTpWL58ebMFSURtR0ZGBnbs2IHS0lJ7h0JERERkV41Kpn777Tc8+uijGDduHCRJsirv1KkTzpw509TYiKiNKi8vx44dO6w+TCEiIiJqTxqVTJWUlCAmJqbWcoPBAKPR2OigiKjtE0Lg5MmT2LNnD/R6vb3DISIiImp1jUqm4uLisG/fvlrLV69eja5duzY6KCJyHIWFhdixYwcqKirsHQoREVGL4Fhhqk2jkql77rkHX331FRYtWmTu4iNJEnQ6HV544QWsXLkS999/f7MGSkSNk5WVBa1WCwDQ6/UoLCxs9nNotVrs2rWL06cTEZFT4nqLVJtGJVOPP/44brvtNsycOROdOnUCAMyaNQteXl6YN28e7rvvPtx9993NGigRNczBgwdx//33Y/To0ebJIrRaLV5++WV89tlnOHv2bLOeT6/XY/fu3c02MYUQAi+99BLCwsLg5uaGsWPH4uTJk3Xus2DBAvTs2RPe3t7w9vbG4MGDsWLFCos6999/P+Li4uDm5oagoCBcc801OHbsWLPETEREzkmWZXuHQG1Uo5IpSZLw+eefY/PmzbjtttswadIkJCUl4b777sPGjRuxYMGC5o6TiBpg9erVmDlzJrZs2WI1QYQQAqmpqXj33Xdx4MCBZj2vwWDAnj17mqWF6q233sIHH3yATz75BDt37oSHhwcmTJiAqqqqWvfp2LEj3njjDezduxd79uzB6NGjcc011+DIkSPmOn379sXXX3+No0ePYtWqVRBCYPz48ezCQUREtWIyRbVxacrOw4YNw7Bhw5orFiJqBgcPHsSTTz4Jk8lU60x7NX8Uvv76azz55JOIiopqtvPXJFR9+vRp9DGEEHjvvffwr3/9C9dccw0A4LvvvkNISAh+++033HTTTTb3mzJlisXrf//731iwYAF27NiBbt26AQDuu+8+c3l0dDRee+019OrVC2fOnEFcXFyjYyYiIufFZIpq06iWqdOnT+OPP/6otfyPP/7g1OhEdvLxxx9DCFHvKctXrVrV7DHo9XocPny40dOmnz59Gjk5ORg7dqx5m4+PDwYOHIjt27fX6xgmkwk//fQTKioqMHjwYJt1Kioq8PXXXyMmJgYRERGNipWIiJyfLMtcCoRsalQy9cwzz+CDDz6otfyjjz7Cc8891+igiKhxsrKysHHjxnp3WZNlGUeOHGmRSSlKS0tRUFDQqH1zcnIAACEhIRbbQ0JCzGW1OXToEDw9PaFWq/HAAw9gyZIlVrOLfvzxx/D09ISnpydWrFiBNWvWQKVSNSpWIiJqH9g6RbY0Kpnavn07xo0bV2v5mDFjsGXLlkYHRdQe6PX6Zv+yNUbqSoQQOH78OGRZbtYvIQTy8/PrFcMPP/xgTm48PT2bNGtSYmIiUlJSsHPnTjz44IO4/fbbkZqaalHn5ptvxv79+7Fp0yZ06tQJN954Y51jsYiIiJhMkS2NGjNVVFQELy+vWss9PT1x4cKFRgdF5MyUSiXc3Nyg1WqbfarVoqIiKBSKBv3ClyQJWq22Rf5ImEwmKJXKK9abOnUqBg4caH6t0+kAALm5uQgLCzNvz83NRVJSUp3HUqlUiI+PB1A92cTu3bvx/vvv49NPPzXX8fHxgY+PDxISEjBo0CD4+flhyZIlmDlzZkPeHhERtSNMpsiWRiVTkZGR2LZtGx588EGb5Vu2bEHHjh2bFBiRs3JxcUHXrl1bZPa4AwcONPiXvRAC3t7ecHd3b/Z4OnbsCBeXK/+a8fLysviARgiB0NBQrFu3zpw8lZaWmlubGkKWZXNyZkvN+LK66hARERmNRqjVanuHQW1Mo5KpmTNn4tVXX8WAAQPwyCOPQKGo7i1oMpkwf/58LFq0CC+88EKzBkrkTFxcXOqVZDTUxIkTIUlSg7r6SZKELl26QJKkZo+nV69ejdpPkiQ88cQTeO2115CQkICYmBi8+OKLCA8Px7XXXmuuN2bMGFx33XV45JFHAACzZ8/GpEmTEBkZibKyMixcuBAbN240T7Jx6tQpLFq0COPHj0dQUBDOnz+PN954A25ubrjqqqua/H6JiMh5cQkNsqVRT3OzZ8/G1q1b8cQTT+Df//43EhMTAQDHjx9Hfn4+Ro4cyWSKyA4iIyNx9dVXY/ny5fX6pa9QKNCjRw/4+/s3eyw9evSw6KLXUP/4xz9QUVGB++67D8XFxRg2bBhWrlwJjUZjrpOenm4xyUVeXh5uu+02ZGdnw8fHBz179sSqVavMYzw1Gg22bNmC9957D0VFRQgJCcGIESPw119/ITg4uPFvloiInF5zd82n1lFVVYVff/0V+/btQ0lJiVUPHkmS8OWXXzb6+I1KptRqNVavXo1vv/0WixcvRnp6OgBgwIABuP7663HbbbeZW6uIqHW9+OKLWLFiRb1bqFqiRSYyMtJiDFRjSJKEV155Ba+88kqtdf6+BMOVfhmGh4dj+fLlTYqLiIjaJ71eb+8QqIHOnj2LUaNG4cyZM/D19UVJSQn8/f1RXFwMk8mEwMBAeHp6Nukcje5npFAocOedd+LOO+9sUgBE1Lz69++PRYsWYcaMGRBC2Gyhqvmw47777kN0dHSznj8kJARjxozhBypERORUOLbW8Tz77LMoKSnBjh07EBsbi+DgYCxatAhDhw7FBx98gPnz5zd5vU0+7RA5oWnTpuGvv/7CVVddZTUWSpIk9OjRA//85z/Ru3fvZj1vUFAQJk6cCFdX12Y9LhERkb0xmXI869evx0MPPYQBAwaYP+QVQkCtVuPZZ5/FmDFj8MQTTzTpHI1umVq1ahW+/PJLnDp1CkVFRVbdiSRJMnf/I6LW179/fyxduhTnzp1Dr169UFxcDDc3N7z00kstMkYqIiICY8eOZSJFREROSavV2jsEaqDKykpzDxxvb29IkoSSkhJz+eDBg/HMM8806RyNSqbefvttPPfccwgJCcGAAQPQo0ePJgVBRC0nMjISHh4eKC4uhlqtbvZESqFQoG/fvkhKSmqRGQGJiIjagsrKSnuHQA0UGRmJ8+fPA6ieSblDhw7YsWMHpk2bBgBITU21mNiqMRqVTL3//vsYPXo0li9fzk+hidqxgIAAJCcnIzAw0N6hEBERtaiKigoIIfjBoQMZPXo0fv/9d8yZMwcAcMcdd2DevHkoKiqCLMv4/vvvcdtttzXpHI1KpoqKijB9+nQmUkTtlFKpRJ8+fdCrVy9ONEFERO2CLMsoLy+3WGSe2rbnnnsOu3fvhk6ng1qtxvPPP4+srCz88ssvUCqVmDVrFv7zn/806RyNSqYGDBiA48ePN+nEROSYQkJCkJycDF9fX3uHQkRE1KqKi4uZTDmQyMhIREZGml9rNBp88cUX+OKLL5rtHI36SPnjjz/G4sWLsXDhwmYLhIjaNoVCgf79+2Pq1KlMpIiIqF26fKF4avvuuusu7Ny5s9byXbt24a677mrSORqVTM2YMQNGoxG33norfHx80K1bN/Ts2dPiq1evXk0K7EoKCwtx8803w9vbG76+vrj77rtRXl5e5z4jR46EJEkWXw888ECLxknkDDw8PDBlyhT07t2bfcWJiKjdunDhgs31G+nK7PHs/s0339Q5u/jp06fx7bff1vt4tjSqm5+/vz8CAgKQkJDQpJM3xc0334zs7GysWbMGBoMBd955J+67774rtpbde++9eOWVV8yv3d3dWzpUIocWEBCAiRMnwsPDw96hEBER2ZXJZMKFCxcQHBxs71AcTlt8ds/KyoKbm1uTjtGoZGrjxo1NOmlTHT16FCtXrsTu3bvRr18/AMCHH36Iq666Cv/3f/+H8PDwWvd1d3dHaGhoa4VK5NBCQkIwadIkqFQqe4dCRETUJmRlZTGZaqDWfHb//fff8fvvv5tff/bZZ1i7dq1VveLiYqxduxb9+/dvwDux1uhFe+1p+/bt8PX1NV8MABg7diwUCgV27tyJ6667rtZ9f/jhB/z3v/9FaGgopkyZghdffLHODFen01mseH2l5kgiZxEWFoaJEydy1k4iIqLL5Ofnw2AwOO3fx/LycpSWlppfq9VqqNXqJh2zNZ/dU1NT8fPPPwMAJEnCzp07sXfvXos6kiTBw8MDI0aMwDvvvNOk99boZKq0tBQff/wxNmzYgLy8PHz66acYMGAACgsL8c0332Dq1KmIj49vUnC1ycnJsfpEwMXFBf7+/sjJyal1v1mzZiEqKgrh4eE4ePAg/vnPf+L48eNYvHhxrfvMmzcPL7/8crPFTuQIoqKiMGbMGLi4OOTnLURERC1GlmVkZWUhKirK3qG0iOTkZIvXc+bMwdy5c5t0zNZ8dp89ezZmz54NoHryrC+//BKzZs1qUvx1adST0vnz55GcnIyMjAwkJCTg2LFj5hYbf39/fPrppzh79izef//9Bh33ueeew5tvvllnnaNHjzYmZADAfffdZ/5/jx49EBYWhjFjxiA9PR1xcXE295k9ezaeeuop8+uUlBSrHzIiZ9K1a1cMGTKE60cRERHVIiMjA5GRkU45KdOmTZuQlJRkfl1Xq1RbfHa/nCzLjT53fTUqmXr22WdRVlaGlJQUBAcHW2Wa1157LZYtW9bg4z799NO444476qwTGxuL0NBQ5OXlWWw3Go0oLCxsUJ/KgQMHAgDS0tJqvSB/b9r09PSs9/GJHIkkSRg8eDC6d+9u71CIiIjajGnTpiEvLw8ajQbPPvssAKCiogKFhYUICAiwc3TNz9PTE97e3vWq2xaf3Vtbo5Kp1atX48knn0TXrl1x4cIFq/LY2FhkZGQ0+LhBQUEICgq6Yr3BgwejuLgYe/fuRd++fQEA69evhyzL5m9yfaSkpACoHhtC1J4plUqMHj0aMTEx9g6FiIioTSkoKEB+fj58fHwstp89e9Ypk6mGaGvP7gqFosGthZIkwWg0NmifyzUqmdJqtXV+48rKyhodUH106dIFEydOxL333otPPvkEBoMBjzzyCG666SbzbCCZmZkYM2YMvvvuOwwYMADp6elYuHAhrrrqKgQEBODgwYN48sknMWLECPTs2bNF4yVqyyRJwtixY5227zcREVFLyM/PR3l5OXst1UNrPbu/9NJLrd71slHJVNeuXbF582bcf//9Nst/++039O7du0mBXckPP/yARx55BGPGjIFCocD111+PDz74wFxuMBhw/PhxVFZWAgBUKhXWrl2L9957DxUVFYiIiMD111+Pf/3rXy0aJ1FbN2jQICZSREREjXDmzBl2j6+n1nh2b+pEGY3RqGTqiSeewO23346ePXvihhtuAFA9wCstLQ0vv/wytm/fjl9//bVZA/07f3//Ohf5io6OhhDC/DoiIgKbNm1q0ZiIHE1ISAj/CBARETVSVlYW4uPjodFo7B1Km+esz+6Nmq7rlltuwSuvvIJ//etf6NSpEwBg4sSJSExMxE8//YTXX38d1157bXPGSUQtYNCgQU45ExEREVFrEELg9OnT9g6D6nDu3Dk88MADSExMhJ+fHzZv3gygeizcY489hv379zfp+I1eROaFF17Arbfeil9//RVpaWmQZRlxcXGYNm0aYmNjmxQUEbW80NBQhISE2DsMIiIih3b+/HnExMSwdaoNSk1NxfDhw80TXaSlpZknmwgMDMTWrVtRUVGBL7/8stHnaHAyVVlZieHDh+Pee+/FAw88gCeffLLRJyci++nRo4e9QyAiInJ4sizj5MmT/LvaBv3jH/+Ar68vduzYAUmSrJZzmjx5MhYtWtSkczS4m5+7uztOnz7NrkFEDiQ0NBRhYWHmdSPc3Nw46QQREVEzycrKQlFRkb3DoL/ZvHkzHnzwQQQFBdnMXSIjI5GZmdmkczRqzNTEiROxatWqJp2YiFrPnj17sH//frzwwgsAgISEBCgUjbr9iYiIyIZDhw41ab0ian6yLMPd3b3W8vz8fKjV6iado1FPUy+++CJOnDiBW2+9FVu3bkVmZiYKCwutvoiobUpISLB3CERERE5Fq9Xi4MGDFjPSkX316dMHf/75p80yo9GIn376CYMGDWrSORo1AUW3bt0AVA/qqmuKQ5PJ1LioiKjF+Pr6wt/f395hEBEROZ38/HycOHECiYmJ9g6FAMyePRtXX301HnzwQdx0000AgNzcXKxduxavv/46jh49ivnz5zfpHI1KpuyxujARNY+YmBjev0RERC3kzJkzcHNzQ2RkpL1DafcmTZqEb775Bo8//jg+++wzANVLPAkh4O3tje+++w4jRoxo0jkalUzZY3VhImoenHiCiIioZR09ehQqlQqhoaH2DqXdu/XWWzFt2jSsXr3aYjmnCRMmwMvLq8nHb/Q6U5crKSmBp6cnlEplcxyOiFqIWq1GUFCQvcMgIiJyeocOHYJGo8H/t3fn4TVd+//A3zvTSWQSkciAjCpCEEGIIeaEmGuK0lDTr729LUUrNMQYs2qVKm1olOtWUTUroi2qWjNFDElMiSDzKMn6/eGbcx2ZTs6QE8n79Tznac/ea6/1OYl1sj9777VW7dq1dR1KjWdqaopBgwZppW6Vp/P666+/EBgYiFq1asHa2honTpwA8GI14QEDBiA6OlpTMRKRhtjb2/MRPyIiokpQWFiI8+fPIycnR9eh1Fi3bt3CunXrMG3aNEyaNAnTpk3DV199hdu3b2usDZXuTJ06dQrdunWDo6MjRo0ahY0bN8r31a1bF6mpqVi/fj26dOmiqTiJSAN4V4qIiKjy5OXl4cKFC2jbti2XJKlEGRkZmDBhAn744QcUFhYW26+np4cRI0Zg/fr1MDU1VastlZKpmTNnokmTJvjjjz+Qnp6ukEwBQNeuXbF582a1AiMizeMsfkRERJUrNTUVMTExnOGvkggh0L9/f0RHR6NXr14YPXo0mjVrBjMzM2RkZODKlSv47rvvsHXrViQmJuLIkSNqtadSMnX27FlERERAJpMhIyOj2H5HR0ckJCSoFRgRaZ6FhYWuQyAiIqpxYmNjUadOHT4hUgl27dqF6OhoLF68GB9//HGx/S1atMBbb72FxYsXY9asWdi9ezcGDhyocnsq3W80NDQs8ZZZkQcPHsDMzEzloIhIO8paBZyIiIi059KlS8jKytJ1GNXetm3b0KJFixITqZfNmDEDXl5eZa6ZqwyVkql27dphx44dJe7LzMxEZGQk/P391QqMiDRLkiQYGRnpOgwiIqIaKT8/H+fOncPz5891HUq1du7cOfTr10+psv3798fff/+tVnsqJVNz587FX3/9haCgIBw4cAAAcPHiRWzcuBE+Pj5ISkpCWFiYWoERkWYZGhpyJj8iIiIdyszMxIULF8p8wovU8/jxY6XX1HRycsLjx4/Vak+lZMrX1xf79+/HrVu38PbbbwMApk6diokTJ6KgoAD79+9H8+bN1QqMiDSL68ARVW15eXm6DoGIKsGzZ89w+fJlCCF0HUq1lJmZCRMTE6XKGhsbq/3opVITUKSlpcHU1FThZKxbt264ceMGLly4gJiYGPlqwj4+Prz6TVQFMZkiqtp4pZqo5khISIBMJoOHh4euQ6mWKjMXUSqZsrKyQlRUFEaOHAkAeOeddzBp0iT4+vqiZcuWaNmypTZjJCIN4PoWRFUbr1IT1SxxcXGoVasWGjZsqOtQqp1x48Zh0qRJ5ZbLz89Xuy2lkikjIyPk5ubK32/atAk9evSAr6+v2gEQUeVgMkVERFS1/PPPPzAzM+M6kBoUEhJSqe0plUx5eHhg48aNcHZ2hqWlJYAX8+WfO3euzONatWqlfoREpBEGBiotK0dElYSP+RHVTJcuXUKHDh1gaGio61CqhcjIyEptT6mzq4iICAwfPhw9evQA8OI5xLCwsFJn7BNCQJIkFBQUaC5SIlILx0wRVW38m0lUM+Xm5iImJgaenp66DoVUoFQyFRgYiLt37+Ls2bNITEzEmDFjMHHiRLRv317b8REREdUIXHuGqOa6d+8eGjZsCDMzM12HQhWkVDJ16dIlODk5ISAgAMCL22dDhw5F9+7dtRocERFRTfHy2GQiqnliYmLg7e2t6zCogpQake7t7Y19+/ZpOxYiIqIaKycnR9chEJEOPX78GKmpqboOgypIqWTKxMREYUGrEydOIDExUWtBERER1TTZ2dm6DoGIXvHw4UN538zLy8OzZ8+02l5MTIxW6yfNU+oxvxYtWmDlypXQ19eXz+Z39uxZGBsbl3nc4MGD1Y+QiIioBsjJyUFhYSGXMaDXnhACc+bMwYYNG5CSkoIOHTpg3bp1aNSoUanHpKenIywsDLt27cLjx4/h7e2N1atXo02bNgr1zp07F19//TUyMjLQqlUrhIeHw9nZWeOf4dKlS/jyyy9x4sQJ+Rpw2dnZmDt3Lpo2bYqAgAA4OTlpvN2nT5/iyZMnsLCw0HjdpB1KJVOrV6/GkCFDMG7cOAAvZvNbvXo1Vq9eXeoxnM2PiIhIeUIIZGZmwtzcXNehEKll6dKl+Pzzz7F582a4uLggLCwMAQEBuHbtWqkX4sePH48rV64gKioKDg4O2LJlC3r06IFr167B0dFRXu/atWsxa9YsuLq6Yu3atRg3bhz2798PmUymsfgPHz6MKVOmQAhRbDFtIQSuXbuGa9euYezYsWjRooXG2i1y/fp1hSSSNCc5ORlvvvkmVqxYobHxaUolU61bt8atW7dw+/ZtJCYmokuXLpg1a5Z8qnQiIiJSX0pKCpMpeq0JIfDZZ5/h008/xYABAwAA3333HerVq4fdu3djxIgRxY7Jzs7Gjz/+iJ9++gmdO3cGAISHh+Pnn3/GunXrsGDBAnm9M2bMQOfOnWFqaoqlS5fCz88Pv/zyC4KCgjQS/6VLlzBlyhQUFBQUS6SKFK0JFxkZiSlTpmj8DlVmZiYePHgAKysrjdZLLx7VjI6ORnJyssbqVHoVTwMDAzRu3BiNGzdGSEgI+vbtC19fX40FQkREVNMlJSWhQYMGug6DSGV3795FQkKCwgV3S0tL+Pr64vTp0yUmU/n5+SgoKCh218rExAS///67Qr3dunWTJznm5uZo0aIFzp8/r7Fkau3atSXekSrNoUOHMHHiRI20/bK7d+/Kh9ZQ1abSg9mRkZFMpIiIiDTsyZMnnCKdXmsJCQkAgHr16ilsr1evnnzfq8zNzdG+fXvMnz8fDx8+REFBAbZs2YLTp0/j0aNHCvXa2toqHGttbY0nT55oJPaHDx8iOjpa6WEqhYWFuHr1qlYmpcjLy8PTp081Xi9pnlJ3pubNmwdJkjBr1izo6elh3rx55R4jSRLCwsLUDpCIiKimEELg/v37cHNz03UoREr5/vvvMWnSJPl7VZfSiYqKwjvvvANHR0fo6+ujVatWCA4Oxt9//11i+by8PAAvEhpJkuTv1fHbb78pfUeqiBACN27c0PhNBiGERh9FoxdMTEwQEhICBwcHjdWpVDIVHh4OSZLwySefwMjICOHh4eUew2SKiIio4uLj4+Hs7Ax9fX1dh0JUrv79+yskEkV3VhMTE2Fvby/fnpiYiJYtW5Zaj5ubG06cOIHMzEykpaXB3t4ew4cPh6urKwDAzs4OwIu7tyYmJsjOzsbz58+RlJSERo0aITMzU+3PkpycDD09PfmYKGVIkoTs7OwKHaOsvLw8fg9omIWFBSIjIzVap1LJ1Kv/QLTxD4aIiIhenEA9fPiQY6fotWBubq4waYoQAnZ2djh69Kg8eUpLS8OZM2fw7rvvllufqakpTE1NkZycjEOHDmHp0qUAABcXF9jZ2eHEiRP48MMPUVBQgLS0NFy7dg1TpkwpM1FT1sWLFyt8jiuEgIWFBWrVqqV2+6+ytLSEgYHS0xuQjvA3REREVMXExsaifv36kCRJ16EQVYgkSZg8eTIWLFiARo0ayadGd3BwwMCBA+XlunfvjkGDBuH9998H8GIiByEEGjdujFu3bmH69Onw8PDA2LFjy6136NChGpkaPTAwEJIkVehRP0mS0KRJE630VU5A8XpQOZn6559/cPv2baSnp8Pc3Bzu7u7w8PDQZGxEREQ1UlZWFh4/flxsED/R6+Djjz9GZmYmJk6ciJSUFHTs2BEHDx5UmK3v9u3bChNHpKamIjQ0FPfv30edOnXw5ptvYuHChTA0NKxQvepo2LAh+vbti/379ys1CYWenh68vLxQp04djbT/qvr162ulXtIsSVRwpN369euxcOFCPHjwoNi+hg0bYtasWRg/frzGAqxqzp07Bx8fH/z9999o1aqVrsMhIiINy83NxYULF2BqagojI6NKaXPw4MF4+PAhzMzMMH36dAD/m+FMW3en8vLykJmZiZYtW2p0wVOi19nZs2fh5+dX5jpTRfT09PDJJ5/A2dlZ43EYGBjgrbfeqtS+yXNc1VToztS0adOwcuVK1KlTB++88w6aNWsGMzMzZGRk4PLly9i9ezcmTZqEmJgYLFmyRFsxExERVStPnjxBcnKywniN9PR0PHjwgFeniSpRmzZtsH37dgwfPhxCiBLvUOnpvVhZaOLEiVpJpACgSZMmvMjxmlB6nak///wTK1euxKBBgxAXF4cNGzbgww8/xLhx4/Dhhx9i48aNiIuLQ//+/bF8+XL89ddf2owbCxcuhJ+fH2rVqoXatWsrdYwQArNnz4a9vT1MTEzQo0cPxMTEaDVOIiIiVV2/fl0js5QRkfIGDx6MU6dOoU+fPsXuDEuSBC8vL3zyySfw9vbWSvsymUxrdetSdT13VzqZ+uabb2Bvb4+tW7fC1NS0xDKmpqbYtm0b6tWrh2+++UZjQZYkLy8PQ4cOVWpmmCJLly7F559/jq+++gpnzpyBqakpAgICkJOTo8VIiYiIVFNQUIBz585xIV+iStamTRvs2bMHsbGx8hN/ExMTLFq0CO+9957W7kgBgK+vr8bGgVUlujp3v3TpEiZMmAAfHx+4u7vD1dVV4aXuun5KJ1OnT59WarYUY2NjDB06FCdPnlQrsPLMnTsXU6ZMgZeXl1LlhRD47LPP8Omnn2LAgAFo3rw5vvvuOzx8+BC7d+/WaqxERESqysrKwtmzZ3nhj0gHGjZsKL+JIJPJtDbZRJEGDRqgcePGWm1DV3Rx7h4dHY22bdti7969cHBwwJ07d+Dq6goHBwfExcXBzMwMnTt3VuNTVSCZunfvHpo0aaJUWU9PT9y7d0/loLTh7t27SEhIQI8ePeTbLC0t4evri9OnT5d6XG5uLtLS0uSvjIyMygiXiIhILjMzE2fOnEF6erquQyEiLTExMYG/v7/Ol0TIyMhQOPfV1Z1xVc/dXzZ79my4urrixo0b8sV6Z86cid9//x2nTp3C/fv3MWzYMLXiVDqZSktLU1iUrSxmZmZV7gs/ISEBAIpNM1uvXj35vpJERETA0tJS/vL399dqnERERCXJycnBmTNnkJSUpOtQiEgL/P39tbL4rypxvHzuGxERoZM4VD13f9m5c+cwbtw4WFhYQF9fHwDkk4r4+vpi0qRJCAsLUytOpZMpIUSFMuUKzrgOAJgxYwYkSSrzdf369QrXq47Q0FCkpqbKXydOnKjU9omIiIoUjaGKjY1V6e8sEVVNnp6eaNiwoa7DAACcOHFC4dw3NDS01LJV8dz9ZQYGBvKbQbVr14ahoSEeP34s3+/q6opr166p10ZFCi9fvhzbtm0rt1xJa1ApY+rUqRgzZkyZZVxdXVWq287ODgCQmJgIe3t7+fbExES0bNmy1ONkMpnCODEzMzOV2iciItKUGzduIDs7Gx4eHjp/JIiI1GNpaYl27drpOgw5MzMzWFhYKFW2Kp67v8zd3V0++58kSfDw8MCuXbvw1ltvAQD27dsnb0dVSidTDRs2xLNnz/Ds2TOly1eUjY0NbGxsKnycMlxcXGBnZ4ejR4/KfwFpaWk4c+ZMhWYVISIiqgri4+Px/PlzNGvWTL7uDRG9XiRJQrdu3WBgUKH7G1VGVT9379OnD7799ltERETAwMAAH330EcaOHYtGjRoBAG7fvq32Y4xK/+ZiY2PVakjT4uPj8ezZM8THx6OgoAAXLlwA8CIDLbp75OHhgYiICAwaNAiSJGHy5MlYsGABGjVqBBcXF4SFhcHBwQEDBw7U3QchIiJS0aNHjwAAXl5evENF9Bpq3bq11pKRqkYX5+5hYWH48MMP5eOlQkJCoK+vjx9//BH6+vqYNWtWuXfWyvN6psF4MTvH5s2b5e+LFjc7fvw4unTpAuDFYxCpqanyMh9//DEyMzMxceJEpKSkoGPHjjh48GC1nMufiIhqBiZURK+n+vXrK/24WnWgi3N3Q0NDWFtbK2wbNWoURo0apean+Z/X9rmATZs2QQhR7FX0ywBeTILxcrYpSRLmzZuHhIQE5OTk4JdffsEbb7xR+cETERFp0KNHj3D58mUUFhbqOhQiUoKVlRW6d+9eoy6A6OLc3dXVFXv27Cl1/969e1Ue01XktU2miIiI6H8ePXqECxcuyKf9JaKqyczMDL1791aY4Iy0IzY2tsw1YjMyMhAXF6dWG0ymiIiIqomkpCScPXsWeXl5ug6FiEpgamqKoKAgzg5dicq6+3f27FnUrl1brfpf2zFTREREVFxqairOnDmD1q1bw8TERNfhENH/MTMzQ9++fZWedpxUs3r1aqxevRoA5JNYzJo1q1i51NRUpKSkYOTIkWq1x2SKiIiomsnKypInVLwCTqR75ubm6Nu3r3wBWdIeW1tbNG3aFMCLx/wcHR3h6OioUEaSJJiamsLHxwfvvfeeWu0xmSIiIqqGcnNzcfbsWbRp04YJFZEOMZGqXMHBwQgODgYAdO3aFZ9++im6d++utfZUTqYOHTqEb775Bnfu3EFycjKEEAr7JUnC7du31Q6QiIiIVJOXl4ezZ8+ibdu2MDU11XU4RDWOTCZDnz59mEjpyPHjx7XehkrJ1LJlyzBjxgzUq1cPbdu2hZeXl6bjIiIiIg3Iy8vDX3/9BV9fX66rSFSJJElCz549YWlpqetQaoxff/1VpeM6d+6scpsqJVOrV69Gt27dsH//fhgaGqrcOBEREWlfTk4Ozp8/j7Zt20JfX1/X4RDVCK1atYKDg4Ouw6hRunTpojB7nxCizNn8ivars6SESslUcnIyhgwZwkSKiIhITQ8fPkR2djaAF3eRnj17hjp16mi8nbS0NNy8eRNNmjTReN1EpMjKygotW7bUdRg1TmU81vcqlZKptm3b4saNG5qOhYiIqMa4dOkSvvzyS5w4cUI+7jg7Oxtz585F06ZNERAQACcnJ422GR8fDwcHBz52RKRl7dq1411gHfD396/0NlVatHft2rXYuXMntm7dqul4iIiIqr3Dhw8jODgYv/32W7EJnIQQuHbtGlatWoWLFy9qvO0bN24Ua7Oidu7ciV69esHa2hqSJOHChQvlHrNhwwZ06tQJVlZWsLKyQo8ePfDnn38qlAkPD4eHhwdMTU3lZc6cOaNWrESVzd7eHvXr19d1GPSKR48e4eLFi8jMzNRovSolU8OHD0d+fj5Gjx4NS0tLNG3aFM2bN1d4tWjRQqOBEhERVQeXLl3ClClTUFBQUOpz+oWFhSgsLERkZCTi4uI02n5ycjKePHmiVh2ZmZno2LEjlixZovQx0dHRCA4OxvHjx3H69Gk0aNAAvXr1woMHD+Rl3njjDaxZswaXL1/G77//DmdnZ/Tq1QtJSUlqxUtUmVq1alXmOB2qXD/99BM8PDxQv359tGrVSn6B5smTJ/D29sbu3bvVql+lx/zq1KkDa2trNGrUSK3GiYiIapq1a9dCCKH03aFDhw5h4sSJGo3hxo0baN26tcrHjx49GsCLBTGV9f333yu837hxI3788UccPXoUb7/9NgBg5MiRCmVWrlyJb775BpcuXdLqOjFEmmJnZ8dJJ6qQn3/+GYMHD0b79u0xcuRIhIeHy/fVrVsXjo6OiIyMxMCBA1VuQ6VkKjo6WuUGiYiIaqqHDx8iOjpa6USqsLAQV69e1fikFJmZmXjw4IFWJrpQVlZWFp4/f15qDHl5efj6669haWnJp13otdG6dWvelapC5s2bh86dO+P48eN4+vSpQjIFAO3bt8f69evVakPlRXuJiIiqs7y8PI3XWdIYqfIIIXDjxg34+vpqNJY7d+6gdu3aGq2zIj755BM4ODigR48eCtv37t2LESNGICsrC/b29jhy5Ajq1q2royiJlNegQQPelapirly5gpUrV5a6v169enj8+LFabaiVTD1//hzXr19HamoqCgsLi+1XZwEsIiIiXdDX14eJiQmys7Px/PlzjdadnJwMPT29Ev9mlkaSJGRnZ1foGGXk5eUhLy+v3BnHvv/+e0yaNEn+/sCBA+jUqZNabS9evBj/+c9/EB0dXWwh4a5du+LChQt48uQJNmzYgGHDhuHMmTOwtbVVq00ibdLT00O7du10HQa9olatWmVOOHHnzh1YW1ur1YZKyVRhYSFCQ0Oxdu1aZGVllVpOnQWwiIiIdMHAwACenp5a+Rt28eLFCidFQghYWFigVq1aGo+nQYMGMDAo+1Sgf//+CnfFHB0d1Wpz+fLlWLx4MX755Rc0b9682H5TU1O4u7vD3d0d7dq1Q6NGjfDNN98gNDRUrXaJtMnLywtWVla6DoNe0bVrV2zevBmTJ08uti8hIQEbNmxA37591WpDpWRq0aJFWLZsGSZNmoSOHTti9OjRWLJkCWrXro21a9dCkiQsXbpUrcCIiIh0xcDAoNwkQxWBgYGQJKlCj/pJkoQmTZpofByGgYGBUomRubk5zM3NNdLm0qVLsXDhQhw6dEjpCTAKCwuRm5urkfaJtMHCwgI+Pj66DoNKsHDhQrRr1w5t2rTB0KFDIUkSDh06hGPHjmH9+vUQQmDOnDlqtaHS1OibNm3CsGHDsG7dOgQGBgIAfHx8MGHCBJw5cwaSJOHYsWNqBUZERFTdNGzYEH379lV6MU89PT00b95cKxNFtG7dGjKZTKVjnz17hgsXLuDatWsAXswOeOHCBSQkJMjLvP322wp3k5YsWYKwsDB8++23cHZ2RkJCAhISEpCRkQHgxaQYM2fOxB9//IG4uDj8/fffeOedd/DgwQMMHTpUjU9KpF3+/v5aufhC6mvcuDF+//13WFtbIywsDEIILFu2DIsWLYKXlxd+++03ODs7q9WGSsnU/fv30a1bNwCQfxHn5OQAAIyMjDBq1ChERUWpFRgREVF1FBYWBkmSlL7T1KdPH43H0LhxY3h5eal8/J49e+Dt7Y2goCAAwIgRI+Dt7Y2vvvpKXiY+Ph6PHj2Sv1+3bh3y8vIwZMgQ2Nvby1/Lly8H8GKs2vXr1/Hmm2/ijTfeQL9+/fD06VP89ttvaNq0qcqxEmmTp6cn7O3tdR0GlaFp06b45Zdf8OTJE5w5cwanT59GYmIijh07hiZNmqhdv0pptLW1tfxKkpmZGSwsLHDnzh2FMsnJyWoHR0REVN20adMG27dvx/DhwyGEKHFslp7ei2udEydOVPuq6asaN26Mzp07q/XY4JgxYzBmzJgyy7y6jEp5a1IZGxtj586dKsdEVNnMzMw0PssmaY+VlRXatGmj8XpVSqa8vb1x9uxZ+fuuXbvis88+g7e3NwoLC/H5559zTQgiIqJSDB48GKdOncL8+fOxd+9ehTFUkiTBy8sLffr00Xgi1aRJE3Ts2JHr4BBVgJ2dHQoLC2FoaKiw3c/Pr9g2qjpyc3OxZcsWHD58GLdv30Z6ejrMzc3h7u6OwMBAjBw5EkZGRmq3o1IyNXHiRGzatAm5ubmQyWRYuHAhOnfujM6dO0MIASsrK2zbtk3t4IiIiKqrNm3aYM+ePYiPj0eLFi2QkpICExMTzJ49WytjpBo1asREikgFf/31FxITE/HTTz/Jt9nb28PJyUmHUVFZLl++jAEDBiAuLg5CCFhaWsLMzAyPHz/GuXPn8MMPP2DhwoXYs2eP2o/6qTRmqn///ti5c6d8vJSnpydu376NnTt3Ys+ePYiJieFc+0REREpo2LAhTE1NAbwYh6yNRMrOzk7tR/uI6H/atGnD/lRFZWRkoH///khMTMTChQtx7949JCcnK/x3wYIFePjwIfr161fmOlTK0NjUI5aWlhgwYICmqiMiIiINkMlk6N69u9IzCBJR2WxtbWFnZ6frMKgUkZGRiI+Px9GjR9GlS5di+x0dHREaGgpfX1/07NkTmzZtwr/+9S+V21PpzhTwYkHe//znP5g0aRIGDRqEy5cvAwBSU1Oxc+dOJCYmqhwUERERaUbnzp3ld76ISH0eHh66DoHKsG/fPvTq1avEROpl3bp1Q8+ePfHzzz+r1Z5KyVRKSgo6dOiAkSNHYtu2bdizZw+SkpIAvJjZ5IMPPsDq1avVCoyIiIjU4+npCRcXF12HQVRt6OnpsU9VcZcvXy43kSrSrVs3+Q0hVamUTM2YMQNXr17FoUOHcOfOHYVZiPT19TFkyBDs379frcCIiIhIdY6Ojmjfvr2uwyCqVurVq6fyYtdUOZ49e6b0Y5j16tXDs2fP1GpPpWRq9+7d+Pe//42ePXuWOPjujTfeKHc9CSIiItIOe3t79OrVi+OkiDTMwcFB1yFQOXJzc5West7AwAB5eXlqtafSBBSpqall3uJ8/vw58vPzVQ6KiIiIVNOoUSN07tyZiRSRFtSrV0/XIZASYmNjce7cuXLL3b17V+22VEqm3Nzcygzw8OHD8PT0VDkoIiIiqhh9fX20a9cOnp6enLKZSEusra11HQIpISwsDGFhYeWWE0Ko/X2pUjI1fvx4fPLJJ+jSpQu6d+8O4MWK7bm5uZg3bx4OHjyIr7/+Wq3AiIiISDlWVlbo1q0bT/SItMjIyAjGxsa6DoPKERkZWantqZRMffjhh7h69SqCg4NRu3ZtAMDIkSPx9OlT5OfnY9KkSRg3bpwm4yQiIqISeHp6ol27djAw0NjSkURUAnNzc971fQ2EhIRUansqffNKkoQNGzYgJCQEO3bsQExMDAoLC+Hm5oZhw4ahc+fOmo6TiIiIXmJoaAh/f3+4urrqOhSiGsHMzEzXIVAVpNZlrI4dO6Jjx46aioWIiIiUYGpqisDAQD7WR1SJatWqpesQqAriMwFERESvEXNzc/Tt2xfm5ua6DoWoRmEyRSVROpnq379/hSqWJAk//fRThQMiIiKikhkbGyMoKIiJFJEOmJiY6DoEqoKUTqb27t0LY2Nj2NnZQQhRbnkO0CMiItIcSZLQs2dPWFhY6DoUohqJM/lRSfSULejo6IicnBzUrVsXH374IU6fPo27d++W+rpz544248bChQvh5+eHWrVqyWcULM+YMWMgSZLCKzAwUKtxEhERaUKrVq1gb2+v6zCIaiyZTKbrEF5r1fXcXelk6t69ezh+/Di8vb0xf/58NGjQAD169EBkZCTS09O1GWOJ8vLyMHToULz77rsVOi4wMBCPHj2Sv7Zt26alCImIiDTD2toa3t7eug6DqEYzMjLSdQivtep67q50MgUA/v7+WL9+PRISErBjxw5YW1vj/fffh62tLQYPHowdO3YgNzdXW7EqmDt3LqZMmQIvL68KHSeTyWBnZyd/WVlZaSlCIiIi9UmShE6dOkFPr0J/solIw5hMqae6nrur9M1saGiIAQMGYPv27UhMTJQnWMOHD8fSpUs1HaNGRUdHw9bWFo0bN8a7776Lp0+fllk+NzcXaWlp8ldGRkYlRUpERAS88cYbsLW11XUYRDWeoaGhrkOoFBkZGQrnvpV1o6Q0FT13r2xqXebKzc3FoUOH8NNPP+H8+fMwNjaGs7OzhkLTvMDAQHz33Xc4evQolixZghMnTqB3794oKCgo9ZiIiAhYWlrKX/7+/pUYMRER1WSGhoZo27atrsMgIgAGBjVjRSF/f3+Fc9+IiAidxaLKuXtlq3AyVVhYiEOHDmHMmDGoV68egoODkZ2djQ0bNuDx48cYPXq0ysHMmDGj2CCzV1/Xr19Xuf4RI0agf//+8PLywsCBA7F3716cPXsW0dHRpR4TGhqK1NRU+evEiRMqt09ERFQR3t7enI6ZqIqoKcnUiRMnFM59Q0NDSy1bFc/dK5vS/ypOnTqFrVu34ocffsDTp0/Rrl07LFq0CMOGDUPdunU1EszUqVMxZsyYMsu4urpqpK2iuurWrYtbt26he/fuJZaRyWQKs7eYmZlprH0iIqLSmJqaolmzZroOg4gA6Onp1Zhxi2ZmZkovwVAVz90rm9LJVMeOHWFiYoI+ffogODhY/jhffHw84uPjSzymVatWFQrGxsYGNjY2FTpGHffv38fTp0851SwREVU5LVu2rDFXwomqOvbFkvHcvQLJFABkZ2fjxx9/xM6dO8ssJ4SAJElafZ4xPj4ez549Q3x8PAoKCnDhwgUAgLu7u/zukYeHByIiIjBo0CBkZGRg7ty5ePPNN2FnZ4fbt2/j448/hru7OwICArQWJxERUUWZmJjAw8ND12EQ0f8xNzfXdQivvep67q50MhUZGanNOCps9uzZ2Lx5s/x90fobx48fR5cuXQAAN27cQGpqKgBAX18fly5dwubNm5GSkgIHBwf06tUL8+fP5yJsRESkU3Z2dsjJyYGpqSmAFycU+vr6Oo6KiIrwzpT6quu5uySEELoO4nVy7tw5+Pj44O+//67wY4xERESl2b9/P+7fvw9JkjBixAheCSeiSsVzXNXUjJF0RERErwk7OzsmUkRErwkmU0RERFWIm5ubrkMgIiIlMZkiIiKqQpycnHQdAhERKYnJFBERURVhaWkpn4SCiIiqPiZTREREVYStra2uQyAiogpgMkVERFRF1KlTR9chEBFRBTCZIiIiqiJq166t6xCIiKgCmEwRERFVEZaWlroOgYiIKoDJFBERURUgSRLXlyIies0wmSIiIqoCTExMoK+vr+swiIioAphMERERVQGcEp2I6PXDZIqIiKgKMDEx0XUIRERUQUymiIiIqgBjY2Ndh0BERBXEZIqIiKgKMDQ01HUIRERUQUymiIiIqgAjIyNdh0BERBXEZIqIiKgK4J0pIqLXD5MpIiKiKsDAwEDXIRARUQUxmSIiIqoCmEwREb1+mEwRERFVAXp6/JNMRPS64Tc3ERFRFcBkiojo9cNvbiIioiqAyRQR0euH39xERERVgCRJug6BiIgqiMkUERFRFcAJKIiIXj9MpoiIiKoA3pkiInr9MJkiIiIiIiJSAZMpIiIiIiIiFTCZIiIiIiIiUgGTKSIiIiIiIhUwmSIiIiIiIlIBkykiIiIiIiIVcFELKtWjR4/w6NEjXYdBGmJvbw97e3tdh0EaxD5avbCPVi/sn9UL+yeVhslUBdnb22POnDnVvkPl5uYiODgYJ06c0HUopCH+/v44dOgQZDKZrkMhDWAfrX7YR6sP9s/qpyb0z5pyjqtpkhBC6DoIqnrS0tJgaWmJEydOwMzMTNfhkJoyMjLg7++P1NRUWFhY6Doc0gD20eqFfbR6Yf+sXtg/qSy8M0VlatmyJb84qoG0tDRdh0Bawj5aPbCPVk/sn9UD+yeVhRNQEBERERERqYDJFBERERERkQqYTFGJZDIZ5syZU60HWtYk/H1WP/ydVi/8fVYv/H1WL/x9Ulk4AQUREREREZEKeGeKiIiIiIhIBUymiIiIiIiIVMBkioiIiIiISAVMpoiIiLQkPDwckiTpOgx5HE+ePNF1KERaEx0dDUmSEB0dretQ1CZJEsLDw3UdBimByRRRJfrvf/8LSZKwa9euYvtatGgBSZJw/PjxYvsaNmwIPz+/MuseM2YMJEmSv8zMzODq6oohQ4bgxx9/RGFhocY+B9HroDL7m4WFBVq0aIEVK1YgNzdXY5+BqDratGmTQv8xNjaGg4MDAgIC8PnnnyM9PV1jbW3duhWfffaZxuorEhsbq/AZDA0NUbduXfj5+WHmzJmIj4/XaHunTp1CeHg4UlJSNFovqY/JFFEl6tixIwDg999/V9ielpaGK1euwMDAACdPnlTYd+/ePdy7d09+bFlkMhmioqIQFRWFVatWYeTIkYiJicGQIUPQvXt3ruJONUpl9rdFixahTp06mDZtGkJCQjT3IYiqsXnz5iEqKgrr1q3Dv//9bwDA5MmT4eXlhUuXLmmkDW0lU0WCg4MRFRWFb775BmFhYXB1dcVnn32GJk2a4D//+Y/G2jl16hTmzp3LZKoKMtB1AEQ1iYODA1xcXIqd3J0+fRpCCAwdOrTYvqL3ypzcGRgYYNSoUQrbFixYgMWLFyM0NBQTJkzA9u3bSz1eCIGcnByYmJgo+5GIqqzK7m/vvfcefH19sX37dqxcuRIODg4a+BRE1Vfv3r3RunVr+fvQ0FAcO3YMffv2Rf/+/fHPP/9U+b9HrVq1KvZ3Ny4uDr169UJISAiaNGmCFi1a6Cg6qgy8M0VUyTp27Ijz588jOztbvu3kyZNo2rQpevfujT/++EPhkbyTJ09CkiR06NBB5TZnzJiBXr164YcffsDNmzfl252dndG3b18cOnQIrVu3homJCdavXy9/fGHTpk3F6irpOe7o6Gi0bt0axsbGcHNzw/r166vMWBGq2Sqzv+np6aFLly4AXjwCVJrIyEh069YNtra2kMlk8PT0xLp160ose+DAAfj7+8Pc3BwWFhZo06YNtm7dqlDmzJkzCAwMhKWlJWrVqgV/f/9id9yKPHnyBMOGDYOFhQWsra3x4YcfIicnR6FMfn4+5s+fDzc3N8hkMjg7O2PmzJl8fJEqRbdu3RAWFoa4uDhs2bJFvv369esYMmQI6tSpA2NjY7Ru3Rp79uwps64uXbpg3759iIuLkz+O5+zsDADIy8vD7Nmz4ePjA0tLS5iamqJTp04lPvpbUU5OTti0aRPy8vKwdOlShX0pKSmYPHkyGjRoAJlMBnd3dyxZsqTMR/HDw8Mxffp0AICLi4v8sxR9z1TkO4U0j8kUUSXr2LEjnj9/jjNnzsi3nTx5En5+fvDz80NqaiquXLmisM/DwwPW1tZqtTt69GgIIXDkyBGF7Tdu3EBwcDB69uyJ1atXo2XLlhWq9/z58wgMDMTTp08xd+5cjBs3DvPmzcPu3bvVipdIEyq7v92+fRsAyjx+3bp1cHJywsyZM7FixQo0aNAA7733Hr788kuFcps2bUJQUBCePXuG0NBQLF68GC1btsTBgwflZY4dO4bOnTsjLS0Nc+bMwaJFi5CSkoJu3brhzz//LNb2sGHDkJOTg4iICPTp0weff/45Jk6cqFBm/PjxmD17Nlq1aoVVq1bB398fERERGDFihEo/E6KKGj16NADg8OHDAICrV6+iXbt2+OeffzBjxgysWLECpqamGDhwYIljIovMmjULLVu2RN26deWP5BY98peWloaNGzeiS5cuWLJkCcLDw5GUlISAgABcuHBB7c/Qvn17uLm5KfzNzcrKgr+/P7Zs2YK3334bn3/+OTp06IDQ0FB89NFHpdY1ePBgBAcHAwBWrVol/yw2NjYAlP9OIS0RRFSprl69KgCI+fPnCyGEeP78uTA1NRWbN28WQghRr1498eWXXwohhEhLSxP6+vpiwoQJ5dYbEhIiTE1NS91//vx5AUBMmTJFvs3JyUkAEAcPHlQoe/fuXQFAREZGFqsHgJgzZ478fb9+/UStWrXEgwcP5NtiYmKEgYGB4FcM6Zq2+1tSUpJISkoSt27dEosWLRKSJInmzZvLy82ZM6dYP8jKyipWX0BAgHB1dZW/T0lJEebm5sLX11dkZ2crlC0sLJT/t1GjRiIgIEC+rah+FxcX0bNnz2Jx9O/fX6Gu9957TwAQFy9eFEIIceHCBQFAjB8/XqHctGnTBABx7Nixcn82ROWJjIwUAMTZs2dLLWNpaSm8vb2FEEJ0795deHl5iZycHPn+wsJC4efnJxo1aiTfdvz4cQFAHD9+XL4tKChIODk5Fas/Pz9f5ObmKmxLTk4W9erVE++88065n6Ho7+SyZctKLTNgwAABQKSmpgohhJg/f74wNTUVN2/eVCg3Y8YMoa+vL+Lj4+XbXv1bu2zZMgFA3L17t1g7ynynkPbwzhRRJWvSpAmsra3lYzMuXryIzMxM+exhfn5+8kd0Tp8+jYKCAqXGb5THzMwMAIrNkuTi4oKAgACV6iwoKMAvv/yCgQMHKowPcXd3R+/evVUPlkhDtNnfMjMzYWNjAxsbG7i7u2PmzJlo3759mVfKASiMAUlNTcWTJ0/g7++PO3fuIDU1FQBw5MgRpKenY8aMGTA2NlY4vujx2QsXLiAmJgYjR47E06dP8eTJEzx58gSZmZno3r07fv3112KPDv3rX/9SeF806H///v0K/331KvnUqVMBAPv27Sv/B0OkAWZmZkhPT8ezZ89w7NgxDBs2DOnp6fJ/50+fPkVAQABiYmLw4MGDCtevr68PIyMjAEBhYSGePXuG/Px8tG7dGufOndPYZwD+93f3hx9+QKdOnWBlZSX/HE+ePEGPHj1QUFCAX3/9VaV2lPlOIe3hBBRElUySJPj5+clPdE6ePAlbW1u4u7sDeHFyt2bNGgCQn+RpIpnKyMgAAJibmytsd3FxUbnOx48fIzs7Wx77y0raRlTZtNnfjI2N8fPPPwN4MbOfi4sL6tevX+5xJ0+exJw5c3D69GlkZWUp7EtNTYWlpaX8ccFmzZqVWk9MTAwAlDl7YGpqKqysrOTvGzVqpLDfzc0Nenp68rEXcXFx0NPTK9Z/7ezsULt2bcTFxZX7+Yg0ISMjA7a2trh16xaEEAgLC0NYWFiJZR8/fgxHR8cKt7F582asWLEC169fx/Pnz+XbX/67mJSUhIKCAvl7MzMzeZKkzGcA/vd3NyYmBpcuXZI/nlfS51CFMt8ppD1Mpoh0oGPHjvj5559x+fJl+fiNIn5+fpg+fToePHiA33//HQ4ODnB1dVW7zaJxIa+eJJU0U1JpE0e8/AeF6HWhrf6mr6+PHj16VCiW27dvo3v37vDw8MDKlSvRoEEDGBkZYf/+/Vi1alWF1oMrKrts2bJSxzqWd9JXWl/n5DGkS/fv30dqairc3d3l/86nTZtW6lMUqly827JlC8aMGYOBAwdi+vTpsLW1hb6+PiIiIuQXMwCgTZs2ChcR5syZo/RiuleuXIGtrS0sLCwAvOizPXv2xMcff1xi+TfeeKPCn0OT3ymkGiZTRDrw8vo3J0+exOTJk+X7fHx8IJPJEB0djTNnzqBPnz4aaTMqKgqSJKFnz57lli26kv3qehavXpW2tbWFsbExbt26VayOkrYR6YIu+ltpfv75Z+Tm5mLPnj1o2LChfPurM4i5ubkBeHEyVtqJYlEZCwsLpZO6mJgYhavut27dQmFhoXyGMycnJxQWFiImJgZNmjSRl0tMTERKSgqcnJyUaodIHVFRUQCAgIAA+cUNQ0PDCl+8AEq/MLBjxw64urpi586dCmXmzJmjUO77779XmA1U2Ystp0+fxu3btxWmTXdzc0NGRoZGP4ey3ymkPRwzRaQDRdOIf//993jw4IHClXKZTIZWrVrhyy+/RGZmpkYe8Vu8eDEOHz6M4cOHF3vMpyQWFhaoW7dusee3165dq/C+6Mr87t278fDhQ/n2W7du4cCBA2rHTaQJld3fyqKvrw/gxZpuRVJTUxEZGalQrlevXjA3N0dERESxqcuLjvXx8YGbmxuWL18uf5zoZUlJScW2vTq71xdffAEA8jGORcnkq4ucrly5EgAQFBRU9gckUtOxY8cwf/58uLi44K233oKtrS26dOmC9evX49GjR8XKl/Tv/GWmpqYljhsqqS+eOXMGp0+fVijXoUMH9OjRQ/5SJpmKi4vDmDFjYGRkJJ/SHHgxm+bp06dx6NChYsekpKQgPz+/zM9RVK68z1HSdwppD+9MEemAkZER2rRpg99++w0ymQw+Pj4K+/38/LBixQoAFRsvlZ+fL1+XIycnB3FxcdizZw8uXbqErl274uuvv1a6rvHjx2Px4sUYP348WrdujV9//VVhjaoi4eHhOHz4MDp06IB3330XBQUFWLNmDZo1a6aR6WWJ1KWt/qaKXr16wcjICP369cOkSZOQkZGBDRs2wNbWVuFE0cLCAqtWrcL48ePRpk0bjBw5ElZWVrh48SKysrKwefNm6OnpYePGjejduzeaNm2KsWPHwtHREQ8ePMDx48dhYWEhH9NV5O7du+jfvz8CAwNx+vRpbNmyBSNHjpQvKtqiRQuEhITg66+/RkpKCvz9/fHnn39i8+bNGDhwILp27arVnw/VLAcOHMD169eRn5+PxMREHDt2DEeOHIGTkxP27Nkjn3zlyy+/RMeOHeHl5YUJEybA1dUViYmJOH36NO7fv4+LFy+W2oaPjw+2b9+Ojz76CG3atIGZmRn69euHvn37YufOnRg0aBCCgoJw9+5dfPXVV/D09Czx4kRpzp07hy1btqCwsBApKSk4e/YsfvzxR0iShKioKDRv3lxedvr06dizZw/69u2LMWPGwMfHB5mZmbh8+TJ27NiB2NhY1K1bt9TPAbyY7n3EiBEwNDREv379lP5OIS3S6VyCRDVYaGioACD8/PyK7du5c6cAIMzNzUV+fr5S9YWEhAgA8letWrWEs7OzePPNN8WOHTtEQUFBsWOcnJxEUFBQifVlZWWJcePGCUtLS2Fubi6GDRsmHj9+XGy6ViGEOHr0qPD29hZGRkbCzc1NbNy4UUydOlUYGxsrFTuRtmmjv5W1FEGRkqZG37Nnj2jevLkwNjYWzs7OYsmSJeLbb78tcdrjPXv2CD8/P2FiYiIsLCxE27ZtxbZt2xTKnD9/XgwePFhYW1sLmUwmnJycxLBhw8TRo0eLxXHt2jUxZMgQYW5uLqysrMT7779fbOr158+fi7lz5woXFxdhaGgoGjRoIEJDQxWmpSZSR9HU6EUvIyMjYWdnJ3r27ClWr14t0tLSih1z+/Zt8fbbbws7OzthaGgoHB0dRd++fcWOHTvkZUqaGj0jI0OMHDlS1K5dWwCQT5NeWFgoFi1aJJycnIRMJhPe3t5i7969IiQkpMSp1F9VNDV60cvAwEDUqVNH+Pr6itDQUBEXF1ficenp6SI0NFS4u7sLIyMjUbduXeHn5yeWL18u8vLy5OVK+ls7f/584ejoKPT09BS+LyrynUKaJwnx0n1BIiINGThwIK5evSqfcYyIiIiouuGYKSJS28uDc4EXg9z379+PLl266CYgIiIiokrAO1NEpDZ7e3uMGTMGrq6uiIuLw7p165Cbm4vz588rNeEFERER0euIE1AQkdoCAwOxbds2JCQkQCaToX379li0aBETKSIiIqrWeGeKiIiIiIhIBRwzRUREREREpAImU0RERERERCpgMkVUDcTGxkKSJGzatEnXoRBRCdhHiYiqJyZTREREREREKuAEFETVgBACubm5MDQ0hL6+vq7DIaJXsI8SEVVPTKaIiIiIiIhUwMf8iKqI8PBwSJKEmzdvYtSoUbC0tISNjQ3CwsIghMC9e/cwYMAAWFhYwM7ODitWrJAfW9J4jDFjxsDMzAwPHjzAwIEDYWZmBhsbG0ybNg0FBQXyctHR0ZAkCdHR0QrxlFRnQkICxo4di/r160Mmk8He3h4DBgxAbGysln4qRFUH+ygREb2KyRRRFTN8+HAUFhZi8eLF8PX1xYIFC/DZZ5+hZ8+ecHR0xJIlS+Du7o5p06bh119/LbOugoICBAQEwNraGsuXL4e/vz9WrFiBr7/+WqXY3nzzTezatQtjx47F2rVr8cEHHyA9PR3x8fEq1Uf0OmIfJSIiOUFEVcKcOXMEADFx4kT5tvz8fFG/fn0hSZJYvHixfHtycrIwMTERISEhQggh7t69KwCIyMhIeZmQkBABQMybN0+hHW9vb+Hj4yN/f/z4cQFAHD9+XKHcq3UmJycLAGLZsmWa+cBErxn2USIiehXvTBFVMePHj5f/v76+Plq3bg0hBMaNGyffXrt2bTRu3Bh37twpt77/9//+n8L7Tp06KXXcq0xMTGBkZITo6GgkJydX+Hii6oJ9lIiIijCZIqpiGjZsqPDe0tISxsbGqFu3brHt5Z0wGRsbw8bGRmGblZWVSidaMpkMS5YswYEDB1CvXj107twZS5cuRUJCQoXrInqdsY8SEVERJlNEVUxJ0yaXNpWyKGcyTmWmYJYkqcTtLw+ALzJ58mTcvHkTERERMDY2RlhYGJo0aYLz58+X2w5RdcE+SkRERZhMEdVwVlZWAICUlBSF7XFxcSWWd3Nzw9SpU3H48GFcuXIFeXl5CrOWEZFmsY8SEVVdTKaIajgnJyfo6+sXm3Vs7dq1Cu+zsrKQk5OjsM3NzQ3m5ubIzc3VepxENRX7KBFR1WWg6wCISLcsLS0xdOhQfPHFF5AkCW5ubti7dy8eP36sUO7mzZvo3r07hg0bBk9PTxgYGGDXrl1ITEzEiBEjdBQ9UfXHPkpEVHUxmSIifPHFF3j+/Dm++uoryGQyDBs2DMuWLUOzZs3kZRo0aIDg4GAcPXoUUVFRMDAwgIeHB/773//izTff1GH0RNUf+ygRUdUkifJGxxIREREREVExHDNFRERERESkAiZTREREREREKmAyRUREREREpAImU0RERERERCpgMkVERERERKQCJlNERERaMmbMGDg7O+s6DIwZMwZmZma6DoOIqNphMkWkA5s2bYIkSZAkCb///nux/UIINGjQAJIkoW/fvuXW16VLF3l9enp6sLCwQOPGjTF69GgcOXJEGx+B6LWizT4nSRLq1KmDNm3a4Ntvv0VhYaE2PgIREVVBTKaIdMjY2Bhbt24ttv3EiRO4f/8+ZDKZ0nXVr18fUVFR+O6777Bs2TL0798fp06dQq9evTB8+HA8f/5ck6ETvZa00eeioqIQFhaG/Px8jBs3DjNnztRkyEREVIUxmSLSoT59+uCHH35Afn6+wvatW7fCx8cHdnZ2StdlaWmJUaNGYdSoUZg0aRKWLVuGmzdv4r333sN///tffPrpp2UeX1hYiJycHJU+B9HrQlt9bsqUKTh58iTq16+PNWvW8OIFEVENwWSKSIeCg4Px9OlThUfx8vLysGPHDowcOVLt+vX19fH555/D09MTa9asQWpqqnyfJEl4//338f3336Np06aQyWQ4ePAgoqOjIUkSoqOjFeqKjY2FJEnYtGmTwvYffvgBnp6eMDY2RrNmzbBr164qM06E6FXa7HO1atVCu3btkJmZiaSkpFLLLV++HH5+frC2toaJiQl8fHywY8eOEstu2bIFbdu2Ra1atWBlZYXOnTvj8OHDCmUOHDiATp06wdTUFObm5ggKCsLVq1dLrO/OnTsICAiAqakpHBwcMG/ePAghFMpkZmZi6tSpaNCgAWQyGRo3bozly5cXK0dEREymiHTK2dkZ7du3x7Zt2+TbDhw4gNTUVIwYMUIjbejr6yM4OBhZWVnFxoocO3YMU6ZMwfDhw7F69eoKJ0D79u3D8OHDYWhoiIiICAwePBjjxo3D33//rZHYiTRN233uzp070NfXR+3atUsts3r1anh7e2PevHlYtGgRDAwMMHToUOzbt0+h3Ny5czF69GgYGhpi3rx5mDt3Lho0aIBjx47Jy0RFRSEoKAhmZmZYsmQJwsLCcO3aNXTs2BGxsbEK9RUUFCAwMBD16tXD0qVL4ePjgzlz5mDOnDnyMkII9O/fH6tWrUJgYCBWrlyJxo0bY/r06fjoo4/U/vkQEVU7gogqXWRkpAAgzp49K9asWSPMzc1FVlaWEEKIoUOHiq5duwohhHBychJBQUHl1ufv7y+aNm1a6v5du3YJAGL16tXybQCEnp6euHr1qkLZ48ePCwDi+PHjCtvv3r0rAIjIyEj5Ni8vL1G/fn2Rnp4u3xYdHS0ACCcnp3LjJqos2uhzHh4eIikpSSQlJYl//vlHfPDBBwKA6Nevn7xcSEhIsb5Q1G6RvLw80axZM9GtWzf5tpiYGKGnpycGDRokCgoKFMoXFhYKIYRIT08XtWvXFhMmTFDYn5CQICwtLRW2h4SECADi3//+t0I9QUFBwsjISCQlJQkhhNi9e7cAIBYsWKBQ55AhQ4QkSeLWrVvl/myIiGoS3pki0rFhw4YhOzsbe/fuRXp6Ovbu3auRR/xeVjQlcnp6usJ2f39/eHp6qlTnw4cPcfnyZbz99tsKUy77+/vDy8tL9WCJtExTfe769euwsbGBjY0NmjRpgi+++AJBQUH49ttvyzzOxMRE/v/JyclITU1Fp06dcO7cOfn23bt3o7CwELNnz4aenuKfakmSAABHjhxBSkoKgoOD8eTJE/lLX18fvr6+OH78eLG233//fYV63n//feTl5eGXX34BAOzfvx/6+vr44IMPFI6bOnUqhBA4cOCAkj8dIqKawUDXARDVdDY2NujRowe2bt2KrKwsFBQUYMiQIRptIyMjAwBgbm6usN3FxUXlOuPi4gAA7u7uxfa5u7srnBgSVSWa6nPOzs7YsGEDJEmCsbExGjVqBFtb23KP27t3LxYsWIALFy4gNzdXvr0oSQKA27dvQ09Pr8yLHTExMQCAbt26lbjfwsJC4b2enh5cXV0Vtr3xxhsAIH8kMC4uDg4ODsW+K5o0aSLfT0RE/8NkiqgKGDlyJCZMmICEhAT07t27zPEWqrhy5QqA4onPy1fIi7x8QveygoICjcZEpEua6HOmpqbo0aNHhY757bff0L9/f3Tu3Blr166Fvb09DA0NERkZWeKU7WUpWs8qKiqqxFkIDQz4J56ISNv4TUtUBQwaNAiTJk3CH3/8ge3bt2u07oKCAmzduhW1atVCx44dyy1vZWUFAEhJSVHY/uoVaScnJwDArVu3itVR0jaiqkSbfa4sP/74I4yNjXHo0CGFNa0iIyMVyrm5uaGwsBDXrl1Dy5YtS6zLzc0NAGBra6tUUldYWIg7d+7I70YBwM2bNwFAPvmMk5MTfvnlF6Snpyvcnbp+/bp8PxER/Q/HTBFVAWZmZli3bh3Cw8PRr18/jdVbUFCADz74AP/88w8++OCDYo/9lMTJyQn6+vr49ddfFbavXbtW4b2DgwOaNWuG7777Tv4YIfBi8dPLly9r5gMQaYm2+lx59PX1IUmSwp3e2NhY7N69W6HcwIEDoaenh3nz5snvQBUR/zdFeUBAACwsLLBo0aIS17UqaXr2NWvWKNSzZs0aGBoaonv37gBerMNVUFCgUA4AVq1aBUmS0Lt374p9YCKiao53poiqiJCQELWOT01NxZYtWwAAWVlZuHXrFnbu3Inbt29jxIgRmD9/vlL1WFpaYujQofjiiy8gSRLc3Nywd+9ePH78uFjZRYsWYcCAAejQoQPGjh2L5ORkrFmzBs2aNVNIsIiqInX7nCqCgoKwcuVKBAYGYuTIkXj8+DG+/PJLuLu749KlS/Jy7u7umDVrFubPn49OnTph8ODBkMlkOHv2LBwcHBAREQELCwusW7cOo0ePRqtWrTBixAjY2NggPj4e+/btQ4cOHRSSImNjYxw8eBAhISHw9fXFgQMHsG/fPsycORM2NjYAgH79+qFr166YNWsWYmNj0aJFCxw+fBg//fQTJk+eLL8bRkRELzCZIqom7t+/j9GjRwN4cdXd3t4e7du3x7p169CzZ88K1fXFF1/g+fPn+OqrryCTyTBs2DAsW7YMzZo1UyjXr18/bNu2DeHh4ZgxYwYaNWqETZs2YfPmzaUuGkpUk3Xr1g3ffPMNFi9ejMmTJ8PFxQVLlixBbGysQjIFAPPmzYOLiwu++OILzJo1C7Vq1ULz5s3l/Rx4MfbLwcEBixcvxrJly5CbmwtHR0d06tQJY8eOVahPX18fBw8exLvvvovp06fD3Nwcc+bMwezZs+Vl9PT0sGfPHsyePRvbt29HZGQknJ2dsWzZMkydOlW7PxwioteQJASXNCcizWrZsiVsbGxw5MgRXYdCREREpDUcM0VEKnv+/Dny8/MVtkVHR+PixYvo0qWLboIiIiIiqiS8M0VEKouNjUWPHj0watQoODg44Pr16/jqq69gaWmJK1euwNraWtchEhEREWkNx0wRkcqsrKzg4+ODjRs3IikpCaampggKCsLixYuZSBEREVG1xztTREREREREKuCYKSIiIiIiIhUwmSIiIiIiIlIBkykiIiIiIiIVMJkiIiIiIiJSAZMpIiIiIiIiFTCZIiIiIiIiUgGTKSIiIiIiIhUwmSIiIiIiIlIBkykiIiIiIiIV/H+E7rvHJQb5zAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unpaired_delta2_specified = dabest.load(data = df_delta2, \n", + " x = [\"Genotype\", \"Genotype\"], y = \"Y\", \n", + " delta2 = True, experiment = \"Treatment\",\n", + " experiment_label = [\"Drug\", \"Placebo\"],\n", + " x1_level = [\"M\", \"W\"])\n", + "\n", + "unpaired_delta2_specified.mean_diff.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Utilising the `show_delta2` argument within the plot function allows for control of whether the delta-delta effect size is displayed on the plot. By default, this is set to `True`. " + ] + }, + { + "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_specified.mean_diff.plot(show_delta2=False);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The delta-delta function also supports paired data, providing a useful alternative visualization of the data. Assuming that the placebo and drug treatment were administered to the same subjects, our data is paired between the treatment conditions. We can specify this by using ``Treatment`` as ``x`` and ``Genotype`` as ``experiment``, and we further specify that ``id_col`` is ``ID``, linking data from the same subject with each other. Since we have conducted two replicates of the experiments, we can also colour the slope lines according to ``Rep``. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "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();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that the drug had a non-specific effect of -0.321 [95%CI -0.498, -0.131] on wild type subjects even when they were not sick, and it had a bigger effect of -1.22 [95%CI -1.52, -0.906] in mutant subjects. In this visualisation, we can see the delta-delta value of -0.903 [95%CI -1.21, -0.587] as the net effect of the drug accounting for non-specific actions in healthy individuals. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The mean difference between drug and placebo treatments in wild type subjects is:\n", + "\n", + "$$\\Delta_{1} = \\overline{X}_{D, W} - \\overline{X}_{P, W}$$\n", + "\n", + "The mean difference between drug and placebo treatments in mutant subjects is:\n", + "\n", + "$$\\Delta_{2} = \\overline{X}_{D, M} - \\overline{X}_{P, M}$$\n", + "\n", + "The net effect of the drug on mutants is:\n", + "\n", + "$$\\Delta_{\\Delta} = \\Delta_{2} - \\Delta_{1}$$\n", + "\n", + "where $\\overline{X}$ is the sample mean, $\\Delta$ is the mean difference." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Standardising delta-delta effect sizes with Deltas' g" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Standardized mean difference statistics like Cohen's d and Hedges' g quantify effect sizes in terms of the sample variance. We have introduced a metric, *Deltas' g*, to standardize delta-delta effects. This metric enables the comparison between measurements of different dimensions.\n", + "\n", + "The standard deviation of the delta-delta value is calculated from a pooled variance of the 4 samples:\n", + "\n", + "$$s_{\\Delta_{\\Delta}} = \\sqrt{\\frac{(n_{D, W}-1)s_{D, W}^2+(n_{P, W}-1)s_{P, W}^2+(n_{D, M}-1)s_{D, M}^2+(n_{P, M}-1)s_{P, M}^2}{(n_{D, W} - 1) + (n_{P, W} - 1) + (n_{D, M} - 1) + (n_{P, M} - 1)}}$$\n", + "\n", + "where $s$ is the standard deviation and $n$ is the sample size.\n", + "\n", + "A deltas' g value is then calculated as delta-delta value divided by pooled standard deviation $s_{\\Delta_{\\Delta}}$:\n", + "\n", + "\n", + "$\\Delta_{g} = \\frac{\\Delta_{\\Delta}}{s_{\\Delta_{\\Delta}}}$\n", + "\n", + "This metric can be accessed via the 'hedges_g' effect size when utilising `delta2=True` in dabest.load()." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:59:12 2025.\n", + "\n", + "The unpaired Hedges' g between W Placebo and M Placebo is 2.54 [95%CI 1.71, 3.31].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The unpaired Hedges' g between W Drug and M Drug is 0.793 [95%CI 0.17, 1.33].\n", + "The p-value of the two-sided permutation t-test is 0.0122, calculated for legacy purposes only. \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", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing the effect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed.\n", + "\n", + "To get the results of all valid statistical tests, use `.hedges_g.statistical_tests`" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unpaired_delta2.hedges_g" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see the standardised delta-delta value of -2.11 standard deviations [95%CI -2.98, -1.2] as the net effect of the drug accounting for non-specific actions in healthy individuals. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unpaired_delta2.hedges_g.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Statistics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can find all outputs of the delta-delta calculation by assessing the attribute named ``delta_delta`` of the effect size object." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DABEST v2024.03.30\n", + "==================\n", + " \n", + "Good afternoon!\n", + "The current time is Wed Feb 12 16:59:12 2025.\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", + "\n", + "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", + "Any p-value reported is the probability of observing the effect size (or greater),\n", + "assuming the null hypothesis of zero difference is true.\n", + "For each p-value, 5000 reshuffles of the control and test labels were performed." + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unpaired_delta2.mean_diff.delta_delta" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ``delta_delta`` object has its own attributes, containing various information of delta - delta.\n", + "\n", + " - ``difference``: the mean bootstrapped differences between the 2 groups of bootstrapped mean differences \n", + " - ``bootstraps``: the 2 groups of bootstrapped mean differences \n", + " - ``bootstraps_delta_delta``: the bootstrapped differences between the 2 groups of bootstrapped mean differences \n", + " - ``permutations``: the mean difference between the two groups of bootstrapped mean differences calculated based on the permutation data\n", + " - ``permutations_var``: the pooled group variances of two groups of bootstrapped mean differences calculated based on permutation data\n", + " - ``permutations_delta_delta``: the delta-delta calculated based on the permutation data\n", + "\n", + "A dataframe of this mini meta dabest object can also be called via the `delta_delta.results` attribute." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " control test difference ci bca_low bca_high bca_interval_idx \\\n", + "0 Placebo Drug -0.903179 95 -1.271483 -0.521935 (124, 4874) \n", + "\n", + " pct_low pct_high pct_interval_idx \\\n", + "0 -1.270426 -0.519652 (125, 4875) \n", + "\n", + " bootstraps_control \\\n", + "0 [1.0890043559982234, 1.1472720447282119, 1.072... \n", + "\n", + " bootstraps_test \\\n", + "0 [0.6003430615628478, 0.6547912656551773, 0.294... \n", + "\n", + " bootstraps_delta_delta \\\n", + "0 [-0.43421309034304567, -0.7324573148122022, -1... \n", + "\n", + " permutations_control \\\n", + "0 [-0.15899787281865496, 0.23958268043726694, 0.... \n", + "\n", + " permutations_test \\\n", + "0 [-0.036113268018566735, -0.05491466432013192, ... \n", + "\n", + " permutations_delta_delta pvalue_permutation \\\n", + "0 [0.12288460480008823, -0.29449734475739886, -0... 0.0 \n", + "\n", + " permutation_count bias_correction \\\n", + "0 5000 -0.000501 \n", + "\n", + " jackknives \n", + "0 [-0.9006797310317584, -0.9006200702547091, -0.... " + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unpaired_delta2.mean_diff.delta_delta.results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similarly, for the standardised delta-delta effect size, the ``hedges_g`` object has its own `Deltas' g`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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controltestdifferencecibca_lowbca_highbca_interval_idxpct_lowpct_highpct_interval_idxbootstraps_controlbootstraps_testbootstraps_delta_deltapermutations_controlpermutations_testpermutations_delta_deltapvalue_permutationpermutation_countbias_correctionjackknives
0PlaceboDrug-2.10668195-2.965759-1.217424(124, 4874)-2.963294-1.212099(125, 4875)[2.3610871907095197, 2.7764672664031567, 2.350...[1.549355181508767, 1.7247260954921417, 0.6471...[-1.0128104949604284, -1.708470960574333, -2.7...[-0.1986457235842243, 0.301402184195153, 0.319...[-0.08117530110708499, -0.12358349103957916, -...[0.11747042247713932, -0.4249856752347322, -0....0.05000-0.000501[-2.100853024643758, -2.10071386471865, -2.100...
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" + ], + "text/plain": [ + " control test difference ci bca_low bca_high bca_interval_idx \\\n", + "0 Placebo Drug -2.106681 95 -2.965759 -1.217424 (124, 4874) \n", + "\n", + " pct_low pct_high pct_interval_idx \\\n", + "0 -2.963294 -1.212099 (125, 4875) \n", + "\n", + " bootstraps_control \\\n", + "0 [2.3610871907095197, 2.7764672664031567, 2.350... \n", + "\n", + " bootstraps_test \\\n", + "0 [1.549355181508767, 1.7247260954921417, 0.6471... \n", + "\n", + " bootstraps_delta_delta \\\n", + "0 [-1.0128104949604284, -1.708470960574333, -2.7... \n", + "\n", + " permutations_control \\\n", + "0 [-0.1986457235842243, 0.301402184195153, 0.319... \n", + "\n", + " permutations_test \\\n", + "0 [-0.08117530110708499, -0.12358349103957916, -... \n", + "\n", + " permutations_delta_delta pvalue_permutation \\\n", + "0 [0.11747042247713932, -0.4249856752347322, -0.... 0.0 \n", + "\n", + " permutation_count bias_correction \\\n", + "0 5000 -0.000501 \n", + "\n", + " jackknives \n", + "0 [-2.100853024643758, -2.10071386471865, -2.100... " + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unpaired_delta2.hedges_g.delta_delta.results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For further aesthetic changes, the '[Plot Aesthetics Tutorial](09-plot_aesthetics.html)' provides detailed examples of how to customize the plot.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/nbs/tutorials/06-plot_aesthetics.ipynb b/nbs/tutorials/06-plot_aesthetics.ipynb deleted file mode 100644 index 59d7d463..00000000 --- a/nbs/tutorials/06-plot_aesthetics.ipynb +++ /dev/null @@ -1,1861 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "2f833a32", - "metadata": {}, - "source": [ - "# Controlling Plot Aesthetics\n", - "\n", - "> A guide to various plot aesthetic changes that can be done.\n", - "\n", - "- order: 6" - ] - }, - { - "cell_type": "markdown", - "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", - "\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)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5d374d47", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Pre-compiling numba functions for DABEST...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Compiling numba functions: 100%|██████████| 11/11 [00:00<00:00, 47.22it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Numba compilation complete!\n", - "We're using DABEST v2024.03.30\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\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, - "id": "baf2ec0c", - "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, - "id": "ab12ec7f", - "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", - " })\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", - " })" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1e3b1021", - "metadata": {}, - "outputs": [], - "source": [ - "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), resamples=5000)" - ] - }, - { - "cell_type": "markdown", - "id": "eea91eac", - "metadata": {}, - "source": [ - "## Changing y-axes labels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "54a3445d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_unpaired.mean_diff.plot(swarm_label=\"This is my\\nrawdata\",\n", - " contrast_label=\"The bootstrap\\ndistribtions!\");" - ] - }, - { - "cell_type": "markdown", - "id": "8d0f7aed", - "metadata": {}, - "source": [ - "## Changing the graph colours\n", - "\n", - "### Colour categories from another variable\n", - "Use the parameter `color_col` to specify which column in the dataframe will be used to create the different colours for your graph." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "527b475b", - "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(color_col=\"Gender\");" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "562245e3", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "two_groups_paired_baseline = dabest.load(df, idx=(\"Control 1\", \"Test 1\"),\n", - " paired=\"baseline\", id_col=\"ID\")\n", - "two_groups_paired_baseline.mean_diff.plot(color_col=\"Gender\");" - ] - }, - { - "cell_type": "markdown", - "id": "bccd01be", - "metadata": {}, - "source": [ - "### Adding a custom palette\n", - "The colour palette for the graph can be changed using the parameter `custom_palette`. All values from matplotlib or seaborn color palettes are accepted." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8a6a82fd", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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6GnWJiCxITEwMAgICEBMTY+pQiMiCsSaOiMjAsrOzcfXqVVOHQUQWjkkckZnTiCIOnj+N46nnYSO3Qly3nujcLsjUYRERUQtjEkdkxooryjB/1ac4n3UZ8utD3n/Ytw1jo/ph4V0zW80weCIiMjx+whOZsfd+X4OU7JpmO40oQnN9UfW/Eg7h16N7TRkaERG1MCZxRGaqsKwUe5MSIN6y9uYNAoBfDu0xflBERGQ0TOKIzNS14gKIdczVLQHILso3bkBERGRUTOKIzJS3ixsECHrLBAA+Lu7GDYiIiIyKSRyRmXJ3dMbgLpGQC7UfYwnA5L6xxg+KiIiMhkkckRmRJAmZhXlIzcmCWqPBc3dMR6CXDwBALpNpR6iO6B7DJI6IyMJxihEiM5GYfhEf/vmTdjSqi70DHogbi68fWYh95xJr5omzskZct56IaB8CQdDf1EpERJaBSRyRGUjJvoKnV34CtajRbiuuKMfHm9ZBrdHg3oEjMDSC6xBaktySIhxPPQ+5IEPvsM5wsXc0dUhE1MowiSMyA9/t2QJREiHpGY26cvdfmNRnCBTWNiaIjAxNI4r471+/4Ncje7Sjj61kcsweOg7/GjKaNaxEpMU+cURm4OjFs9qJfP+pXFWJC1lXjBwRtZTv9mzGL4d360wfoxY1WLHjd2xOOGzCyIiotWESR2QGrOTyesutrVipbgmq1NX4+eBOvWUCgP/9vdW4ARFRq8YkjsgMDOsWrR15+k9ezq4I8w0wckTUEnKKC1FWqdRbJgHIyLsGtUajt5yI2h4mcURmYObgUXC2c9BJ5GSCAAECnhp3d50JHpkXR1v7esttrW14r4lIi58GRGbA28UNK+YuwJiovrC1toFMkCEyKAwfPvAEYrtGmTo8MhBXB0f0DesKmZ4JnGWCDGN79uPABiLSYkcaIjPh4+qOhXfdh4V33QdJkvjL3ALkp53FxQN/oKIoDy5+Qeg4+C48M2EaHl3xPooryrSDGwQIaOfuiTlDx5s4YiJqTZjEEZkhJnDm7/Tm75Dw6xcQZHJIogZXT8lxdtuPGDL3Laya93/47ejfOHj+NKxkcgzpGoWJvQbAwdbO1GETUSvCJI6IyMjy088h4dcvAADS9QmcJVEDCcDfX72CKe/8gdlDx2H20HEmjJKIWjv2iSMyI6U5l3Fm8/c4+ftXyD4Xr3fyX2r9Lu7/HYJM/7QxmqpKZBzbYeSIiMgcsSaOyAxIkoSE377Amc3fQxBkgCDglKiBZ4fuGPr4e1A4OJs6RGoEZXG+tgbunwSZHMrifCNHRETmiDVxRGYg7chWnNn8PQBAkkRtApCfdgaH//e2KUOjJnDxC4ZQx1QhkqiBi1+wcQMiIrPEJI7IDJzdvgbQM5hBEkVknNiFiuI8E0RFTRU26E4Ighw16zDcJMjksHfzRkCPwaYJjIjMisUkcf/5z38gCAKefvppU4dCZHAlORlAXf3fJAlluVeNGxA1i6OnH4Y8uhRWClsA0PaPs3PxwLAnP4RMzp4uRHR7FvFJcfToUSxbtgyRkZGmDoWoRdi7eqEkOwM1iy/pLyfzEtB9IKa88zsyju9GRVEuXPyCERA5iAkcETWY2dfElZWVYebMmVixYgXc3NxMHQ5RiwgfMgn6EjhBJod3eE84evobPyhqNmtbB4QOGI/u4x5AYM84JnBE1Chmn8TNmzcP48ePx4gRI267r0qlQklJifanrKzMCBESNV943BS0j4oFUJO4CdeXZbJz8cSAWS+bMjQiIjIRs/7at2bNGhw/fhxHjx5t0P5Lly7FkiVLWjgq81BWqcSqPX9h0/GDKK1UooO3P+4bPAojImNMHRrpIZNbYcjct5B19gjSj+2EpqoS3h2jENJ3DKxvs2g6ERFZJrNN4i5fvoynnnoK27Ztg62tbYOOWbRoEebPn699nZCQgNjY2JYKsdWqrKrC419/iNScLIiSCAC4lJOJJeu+xbXiAswcPMrEEZI+gkwG/2794N+tn6lDoRaWezERZ7evQUFGMmyd3RE6cCJC+49jcysR6TDbT4Rjx44hJycH0dHR2m0ajQZ79+7Fp59+CpVKBblcd0Z0hUIBhUKhfe3o6Gi0eFuTvxIO4dK1qzo9rG7M/P/Vjj8wodcAuNi3zX8bIlO7dHATDqx8Xbumall+FvIuncbVU/sxZO5bkNWx0gMRtT1m2ydu+PDhOHXqFBISErQ/MTExmDlzJhISEmolcHTTrtPH6yxTixocupBkxGiI6IYqZTkO//AOgJtrqt6YWuZKwl5cPrHbRJERUWtktCROo9FgzZo1mDt3LiZNmoRTp04BAIqLi7F+/Xpcu3atUedzcnJCRESEzo+DgwM8PDwQERHREm/BYlRr1HVMVFFDrVEbLRaqERMTg4CAAMTEsE9iW3Y1cR801Sq9ZYIgQ+rhLUaOiIhaM6MkcUVFRRg4cCBmzJiBH3/8ERs3bkRubi6AmibNJ598Eh9//LExQmlzyiuViL94DglpF1CtrknO+oR1hUzP7P839AwJN1Z4dF12djauXr2K7OxsU4dCJlSlrHvEvCSJqKooNWI0RNTaGaVP3MKFC3HmzBls2bIFPXv2hLe3t7ZMLpdj6tSp2LRpE956661mXWf37t3NjNRySJKElbs34X9/b0OVuhoA4GLvgKfG3Y27eg/G+iN7UFJRoR3YAACCIGBsVD/4u3maKmyiNs0zpFudZYJMBq/Q7kaMhohaO6PUxP3222944oknMHLkSAh6aoDCw8ORlpZmjFDajB/+3oZvdm3SJnAAUFxRjtfWrcT5rMv47MH5iAoO05bZWttg+sAReP6O6aYIl4gAeAR1hk94NATZPz6aBRnkVjYIj50MSZKQezERJ3//Cqf+/BaFly+YJlgiMjmj1MQVFxcjJCSkzvLq6mqo1eyHZSiq6mr8sG+r3jKZIOC7PZvx2UPz8fHsp5BXUoQSZQX83DxgZ6PQewwRNY6vr6/On/qoNRr8fmw/NsbvQ15JMYK9/TCt/1AMeWQp9n+zBJmnD2j3dXDzxqCHlkDh6Ipd/52PzDOHrq+3KuHkxuXo0H8c+t3/IkeuErUxRkniQkNDcfx43SMit27diq5duxojlDbhSkEOyiqVestEScKZK6na157OrvB0djVSZEStn1qthkajadY59u/fr/27SlV7oIIoiXh9/Xf4+1wiBNQsqJaYnoKEtAuYEzcOMx5+C6U5V1CSlQqFows8QiIgyGSIX/dfZCYdAXDL6FXUTEvi6B2ITsPvbXCMcrkcVlZmO8sUEcFISdxDDz2EF154AXFxcRg+fDiAmv5XKpUKr732GjZv3ozly5cbI5Q2wd6m/smPFdY2RoqEyLyo1WokJSVBqdT/JchQzuZcwd/nEgHcXBFXvD6VyLe7N8FfZgdXOwcATkCpiCuJiRDVVbi0bwNwSz/WW53Z9iOUHp0bHIOdnR26du3KRI7IjBnl6X3qqadw5swZTJ8+Ha6urgCAGTNmID8/H2q1GnPnzsWDDz5ojFDaBD83D4T7tUdK9hXtL4Yb5IIMI7m0FpFeGo0GSqUS1tbWsLFpuS87p3OuQCYItZ7PG5ILsjEsPFJnm6qoHFI90/9oKophZ2sDmdz6ttevqqqCUqmERqNhEmdAJdcycH73Lyi4fAF2Lh4IHTAefl376u0LTmQIRnl6BUHAihUrMGvWLKxbtw4XLlyAKIoIDQ3FtGnTMGTIEGOE0aY8O/FePPntR1BrNNCINd/cZYIAD2cXzI4bZ+LoiFo3GxubZiVxkydPRl5eHjw9PbF+/fpa5WpJ1K6S8k+CIEADsdb15S4egCCrsyZObusAha19gxOG6urq2+9EDXbl5N/Y8+UiADVN3YJMjvT47QiPm4re985nIkctwqhfwQYNGoRBgwYZ85JtVteAYHz9yEL8uH87Dl9IgrWVFYZF9MI9/YfBzdHJ1OERWbS8vLx6JzAP9fTD8YwUvWWiJCHMy7/WdrnCDh6d+iI/+XDtRE4Q4B05lImCiahVSuz7ZjEkUcSNBvIbfRbP716HgB6D4N+1rwkjJEvFenQLFuTli4V33WfqMIjoHwaFdsVfZ+JRXlWp06QqEwQEe/gg3Lud3uMCh85ERW4GlPlXa2rlAEAS4dSuE9r1u9MYoZMeVxL3QV1ZobdMkMlw8cCfTOKoRRgliQsJCbntN0RBEHDx4kVjhENEJiZJEpRVKthYWcOqDa5z7KCwxQujpmLF/i1IL8jRbo9sF4LZ/WvPp6nMz4SqJBcKZy90u28JCi4cRXHaKQiCHG5h0XDtEKUzt1y1sgw5CdtRcCEeEEW4doiCT/RI2Di6afeRNGok7/wJqQd+h7I4Hy5+wegyYjqCYkawRq+RKksLAUHQrnN7K0kUUVmcb4KoqC0wShIXGxtb60NBo9EgPT0d+/fvR0REBHr27GmMUIjMnqZaBY1aDetG9H9qLLVGg4S0CyitrEC4X3u0c/cyyHlFUcTaQ7uxZv925JUWQ2FtjbFR/fDwiDvgZGdvkGuYCz8Xd7wybjquFuWjSFkGHyc3eDo66+yjKsnHxU1fouzqee02R/+OCB3/KDy7DNB73qqyIiStfg1VZQXapEJZkIXcU3vQZfrLsHP3hSSKyNzxDSquntXuk59+Dvu+egXFWWnocce/W+hdWybXdmF6EzgAEGRyuLXnUobUMoySxK1cubLOspMnT2L06NGYOXOmMUIhMlvF2Wk4/stnuHpqPyBJcPHvgB4T/43A6DiDXif+4jm8/ssqFJSVaLcN7tIDL02+H/aK+qevuZ3/bv4F6w7t1r5WVVdjY/x+JKZfxLKHn4dtC44Iba08HJxga20NZ1vdJFZUV+Pc2v9AVZyns70s6yLO/bwU3R9YCplV7ZGoV/atQ1VZoW5SIYlQqyqQset/6DTlOZSkJaLiSpLugdf3P7XpW4QNmggH97onKiZdPuE94douFMVZaTrz9wECBEFAeOxkk8VGls0oy27Vp0ePHpg7dy5eeOEFU4dC1GqV5l7B5v88hMzTB7W/bIuzUrF32SJcOripUeeqLClAyv7fcX7PehRlpuqUpeVm4/n/fY7Cct2F1vefS8Rr61be9twaUcT+5FP4bs9m/HHsAEqVN/sJZRXm6yRwN4iSiEs5mdiaeLRR78PclVYq8dX+LXjy52VY8Ou3eHrdCvxyYj/U1ycaLrwQD1VRTu1BDJIIVXEuCi/E1zqnJIrIP3dQ/whWSURx2imolWUoSom/2adOj4zju5vz1tocQRAw9PH34eIfcmMDAMDazh5DHv0PnH3amzA6smStYmCDj48PkpKSbr8jURt1+q/voFZV6n7Lv57MHf/lUwT3GQWZ/PaP85nN3yNhwzKd8wRGD8XAOa9Cbq3AukO7IElSrekvREnC/uRTyMi7hkBPH73nvlqQi/mrPkVmYR7kMhk0ooiP/vwZ/zflfgztFo1DF85oVyf4J0EQsO9cIu6IGXjb92AJqtRqvLNtHbJLCrUDGyqrq/DXmXjklhXjkcHjUJqZAsjkgFh79QhBJkdp5gV4dOmvs13SqOudSw4ANFVKiOrqupv/BAGa6tqrTFD9HNx9MP6l75Bz4QQKr1yEnbMb2kUOgtVtJl8nag6T18Tl5+fj66+/RkBAgKlDIWq1Lifs+UczzU2VpYUoyEi+7TnS47fjxK+f1zpPxondOLb2vwCA0xmp2nkF9Tl7NV3vdlEU8fz3n+NacQEAaM9Rpa7G4p+/RVpuNsQ65jcDagY61FduaY6kJyOzuKDWZL8SgKPpF3C5MBdyG0WdiZYkSZBb104OZNY2sHX3q/O6VnZOsHFyh2O7cOhPp2tq83zC2Ue5KQRBgE94NDoPuxtBMSOYwFGLM0pN3LBhw/RuLyoqwrlz51BVVYXvv//eGKEQmSf9v28b5czW1fpH0EkSUvZtRNRdc+FkVzNYoq6JaB1t7fRuj7+UjMv5ObW2S6j5pvjbkb2Y0i+uzrchABgQHtHg92LuTmemQ4AASc+/iCAIOJWZjrhO/ZB15E/9J5BEuHfWP2WFf9+JuPSX/mUM/fqMhyCTw71zf2THb4JYWXZ9brPr15bJ4B0WBc8O3Rv/pojI6IySxImiWGsUnSAICAkJwYgRIzBnzhx07tzwNf+ILI2vr6/On/8UEDkIqUe26K2NUzi4aEe/XS3Ixe/HDuBKfg68nd0wvld/hPrUzDlWdDWlzpodUVON0pwrGBPVBwlpF/Tu42hrh96h+p/T9NzsOpM/jSQiNScL7T28Ma5nf/x14pBO8iITZPBzc8eYqLYzj5YAAXW2LQOQQYC9dyB8eo3GtWNbbibf1//0iR4FB+8gVGvUOJp+AYlX0wBI6O4fjD6d+qJ9RSmu7v8Forqq5noyOXx7j4NvrzEAALnCHu3HPYmyExuRdzHx+j4yBPUajj4zX+AUI0RmwihJ3O7du41xGWoCjboal0/sQdbZwxAEOQKiBqNdt/46c05R/dRqNTQa/U2dDbV//37t31Wq2v2Rwoffi/TjOyGqJZ2aEwCImPhvqDUidp45gjd//R6SBEiSCJlMhrWHduGJ0VNwZ8xA2Di4oPIfIx1vJSjsEdc5CNs7xCP+UrI2x5ALMkiQ8MIdM2CjZzQkAHg4OddZeyeXyeDl7AoAeP6O6fBxccPaQ7tQVqmEXCZDXNeeeGLslGaPfDUnPQJCcCT9vN4ySZIQGVDTQT4wdjocfTvg2ontUBXnQOHiDZ+o4XDv3A8VVSq8s20dLhfm1SRdUk1T7Nazx7Fg5FR4d49FyeWzkCQRTgGdYW3nqHMda2dPDH3qE1SV5EFZnAcn7/awc3Zv8fduyVJzMrH+8F6cz7oMDycXjO/ZHwM6RTApphbTKgY2kGmoyoux7YPHUXQlBYKsZsLVlH0b4Ns5BkMffw9ya4WJI2z91Go1kpKSoFQqW/xa7cY+gdwjG6DMqvnlb+3kAfeeY1FiH4D9Rw7hrR3rdPqz3fj7f7f8ArtKNexDeqHy5NbatXGCDLbewbiQkQ0gG3d36o1gBzccvZyC8ioVgty8MDikC9xFK5RWlGPjsQPYlngUyqpK9AwJxz0DhmNgp+5wsrVDmaqyVjKnEUWMj67pgG8ll2POsPH415DRKCgvhZOtXZtK3m6ICeyIbecSkFGQU6tf3ODQbvB3qUmmBEGAR+d+8Ojcr9Y5fjmxH1eLaiaRvfXfPLO4AGuP78MD/UfALSz6trE4ebWDk5f+FSKo4fYmJeCVn78GUPN/XibI8PfZk7ij10A8d8d0JnLUIlokifvuu++adNz9999v4EioSl2NS9cyYSW3QgdvP8huqWGL/+kjFGdeAgCdZrrs5GM4/dcq9LjjYaPHa240Gg2USiWsra2btWB6Qzg4hMM98HmoVRWQ1NWwsnfW/mI4knmpzgEJMkFAwrUM3NlvIiqzL6Ai+5JO85yVrQOCR86GrYOD9pjhXXpieJebndurqqpQWFqC97/5CKm5Wdqk4VrxYWw9eRQfzHocr93zEF744QuoNRqIkqQdofqvIaPRM0R3slNrKyv4uLihrbKSy/Hc8EnYkHgIe1POQKWuhoutPUZ26YnRXW4mXpIkoizrEjSVZbD3CoSNU01yp9ZosP9SUq0EEKgZSXww9Rxm9omDdQNGLFPzVagq8cb6VTrP4I2BOhuP7cfgLj3QL7ybqcIjC9YiT/gDDzzQ6GMEQWAS10AxMTHIzs6Gr68v4uNrzxUF1HwzX3doN77Z9SfKKmtqiXxd3PH0+GkY2Lk7qpTlSDu6rVbT3PWDcX73ekRO/De/PTaQjY1Ns5K4yZMnIy8vD56enli/fn2d+10uzMXR9Auo1qgR7t0OPdqFQCaTobRKCZkgg6aOEZ4lKiVsHZzQ9Z4XkX/uEArOH4WoroJLYFd4RcbB2t5Z73G32nsmHmm3JHBATY2DKEj4z28/4MenXsXqpxbj9/h9uHgtE24OThjbsx+6B3Zo/D9IG2Bno8C9MbGYFj0YKo0atlbWOs9b6ZXzuPjXMlSV3GgCF+DeuS9CRs1BpSiiup4mfLWoQUWVCi52TOKMYX/yKSirqvSWyQQZ/jpxiEkctYgWecJTU1NvvxM1WXZ2Nq5evVrvPuuP7MEnf63T2XatuAAv/rgMHz3wFELtbeucsgKoaWoVNWrI6+gDRYaVl5eHa9eu1VkuSRJ+OLobu84nQiYIECBg69kTCHD1xHMjJsHP2b3OBE4C4H+91ktmZQ2viMHwihjc6Bjjr1zUW/MjSRKuFuTifNZldPIPxEPDJzb63G2ZTCaDnUz3C0Bl4TWc++Wdf8z5JqEg+TAkjRqhE+bBUWGLMlWl3nPa2yjgqNA/kpgMr7iirM6BPaIkoqiizARRUVvQIklcUFBQS5yWGkit0eDbXbVn8ZdQMyBu1Z5NeG/6w5BZ2WhHr/2TnYsnE7hWZN/FJOw6XzOKsCaRqvllkVmcj28PbsfcwWPx8/G/UV6l0vlFIgCwEmQYFNr8WoBKdXW95eWV+hMKarxrJ7ZB0mj0TgdTeCEeVcU5GNEpCr8lHqp1rABgRKcoyDk4yWjCfAPqHNgjE2QI9+OKDdQy+JRboIy8ayiuKNdbJkoSEtJSYKWwQ+jACRD0Lr0joPPwe1o2SGqUHckJ0NewLUoSTl5NRbmqEs8MuwuO1ycXlV2/rworazwxdCJc7Bz0HN04wW5e2vP+k5VcjjBfdo43lNKryfqXzrquLDMF4yJ6Y0CHLgBquqPcaIrtG9wJE7r3MUqcVKNHUBg6+gbUSpwFQYBcJsNdfRpf803UEEbrMJGdnY2vv/4ax48fR3FxMcR/9MUSBAE7duwwVjgWzcaq/tt6o7NzrymPo/RaBrLPxWtHp0qiBsF9R6HLiHtbPE5quNzS4nrn+80vL0FH73Z4d/IcHL98ETklRXBzcEJMYBhsrQ0z4GJoaATO5tRuxhcg4M6YwXC2b36i2BYp8zNRVVYIWzdfKJw9AAByG3vUN5Gc3MYOcpkMDw4YhTFde+HU1TRIkNC9XTACXD2NFzwBqPn99c59j2Lh6mVIzszQbneytcerd89GO3cvE0ZHlswoSVxiYiLi4uKgVCrRqVMnnDp1Cl27dkVRURGuXr2K0NBQtG/P6mZDaefuhRBvP6TlZteq4pfLZBgW0QsAYKWww/CnP0FuyklknjkMQS5HQI/B8AjsZIqwqR4eDs64WpxfZ7m7gxOAmgS9b3DD7l91RUnNMXUMaiiprMCRtPMoqayAj6MLwl198PLk+/Hx5nXaml6ZIGBir4F4fMzkxrwdAqAsyMalv75EefbNPsRuYb0QMvpBeHTpj9Ir5/QeJ7exhXPwzdUt2rl6oJ2rR4vHS/XzdHbFirkLcOZyKi7lZMLVwQn9Onatc25FIkMwShK3cOFCODo6IiEhAfb29vD29sbHH3+MYcOGYe3atXj00Ufxww8/GCOUNkEQBDwzfhrmr/oUoiBpaz3lggxOdvaYPXSszr7eHaPg3TGqxeMSNWqkHdmK1CNboVYp4R3WA+FxU+Dgrn9BdbppWKdIfH9kV63tMkFAF9/28HCoScREScK57Mu4XJgHR4UtotuHws5Gd76/kowkZOz5CRU5aQAAO69AtB8yDa7BN5daOnjpHL49tA3i9fmuNJIIZ4UdPpj1BH597i2cTE+BskqFrgHB8HByabk3bqHUleU4+9ObUCt1O7wXXjyB6l8/QKe7FyL/7EGUXkmGtjZOkAGShOARD3AOx1ZKEAREBHZABEdkk5EYJYnbv38/FixYgMDAQBQU1CyQfSOxuPvuu7Fv3z48//zz2LNnjzHCaRN6hoTjy4efw3d7NuPoxXOwkssxLCIa/xo8Gj6uhp+VXVlSgPN71iMr6TBkVtYI6jUcoQPGaxeA1lRXYdenzyL7XLx2jrK81NNI3vMLRjzzX3gGdzV4TJZkSMfuSMnNwsHUc5Bd7/skShK8HF0wu/9IAEBBeSk+2rUBV4vytSPl/ndkF+YMGIneQTXztJVcPotz697V6TCvzL2M87+8j/Apz8I1uDuuFuXj6wNbtUtj3Rj1WlpViRfXrMBPzyxBTB3Lb1HD5J35G+qKUtRqLpVElGWmoDz7IjpNeQ45ibuQe3ov1MoyOPp2gG/MGDi1C9d7Tmr9rp46gKRtq1F4+TxsndwRNmgiOg29G3IDdXmgtsdoa6f6+NTUtri6ukIul2uTOQDo3r07vv76a2OE0qZ08g/Em9ObP2Fvfmkx/jx+EGm52fB0csHYnv0Q4u2nLS/OTsPWdx5BVUUpJEkEICDnfAJS9m3AyGe/gI2dA87v+QXZycdqDrieQEiiCI2qEge+WYKJS9ZwTrp6yAQBDw4Yhbjw7jXzxKnVCPdph16BYbCWW0GSJPx39+/IKq55rm40o1dp1Fi+bzN8nd3Q3s0LV/atQ03icGvyUDNu+crfa+Ea3B27L5zSzgV8K0mSkFNSiCMpZzGgU9tZrL4llF7Vvz4tAECQoezqBTgHdIZv9Cj4Ro8yXmDUYs7t/BnxP30IQZBBkkRUVZTi+PrPkHnmEIY9+SFknJiZmsAoo1NDQkK0c8fJZDKEhIRg+/bt2vIDBw7A1dW1Uef84osvEBkZCWdnZzg7O6N///7466+/DBk2AYi/eA73fPgqvt75B3acisfPB3fi/k/fwNqDN5v2Dn//H1QpbyRwwI0koejKRZzZvAoAkLL/D719tCVJRMm1DBRc1r+OJN0kCALCvPwxPSYW9/cbjn4hnbWDVC7mZSGjMFfvPG4AsCs5EZqqSpRlptTOzgAAEipy0lFdUYrs4oI6zyMTBGTk1T2fHTWMzFpRUyOtjyTVlJPFqCwrwvF1/wWAWz4nAUgSss/FIz2eg/qoaVosiSssLNT+fdSoUVi7dq329aOPPoqvvvoKI0aMwPDhw7Fq1SrMmDGjUecPCAjAf/7zHxw7dgzx8fEYNmwY7rzzTpw5c8Zg76EtqVaraw2CUFap8NKaFajSqCFKEkRJ0i4r88lf63Ah6zLKC64hJ+Wk3pUfJElEyr7fAQCq0iLUNdIOAFRlRYZ6KxZLkiSUXklG+s7/IXXrN8hL2q+d5+/GGpr6iJKEy4V5dScNtxIEeDg4a5ts9Z2rLS+XZSgenfrUO4WIe8cYI0ZDtxMTE4OAgADExDTtvlw9uQ+izsTNtxBkSD/GJI6apsXqb319fTFu3DjMnDkTzz77LKZPn47q6mpYW1vj6aefRnl5OX755RfI5XK8/PLLePHFFxt1/okTdWeFf/PNN/HFF1/g0KFD6NaNy5s0hCRJ+PXIXqzZvwNZRflwUNhiQq8BmDN0POwVttiTlIDyOmaEl8tk+OP4QcyKjKr3GlXKUgCAe2AnZJ09rH+ZL0GAq19Ic9+ORZNEEZc2r0D+2QPA9bmock/twdWDv6HLtEVwsa17eg+ZIMDF3gFyawWcAjpfn4PsHwm1IMDBJwTWdo4YHNYNf1+s/WVIgAAnOzsM6NS9Vhk1jktIJNw69kLhhWM3N15vww4YOFm7Riq1Dg1ZJecGURRRVqmEnY0C1tene1JXVaLOKWMkEdWVFYYLltqUFkvipk6dio0bN2Ljxo1wcnLC5MmTMXPmTAwbNgyCIOCll17CSy+9ZJBraTQarF27FuXl5ejfv3+d+6lUKqhUKu3rsrK2vRTKZ1vW46cDO7Wvy1WVWHtwF06mpeCzh+Yjp7hQu4j5P2lEETnFhXDyCoDcWgFNtarWPhAEuLXrCADoOmoGMs8c1LOLDEExw2Hv5m24N2aBchJ31SRwAHDL/VAV5+HSlq8RMWk+HBV2KFcpa/2aECUJg0NrBo4EDL4b5356CxLEm4mcIAAQ0H7INABAqJcfpkQNwC8JB7Q1cpIEWMllWDx1NhTWnDKhuQRBhrAJ85CTuBs5J3eiqqwQdh7t4NtrNGvhzJQoivj54E78uH8HCspKYC23wugefTB35J3wDuuBuloiBEEGn449jRssWYwWS+J++OEHKJVK/Pbbb1i9ejV++OEHrFq1Cj4+Ppg+fTpmzpyJ6OjoZl3j1KlT6N+/PyorK+Ho6Ihff/0VXbvWPcpx6dKlWLJkSbOuaSmyCvN1ErgbREnCucwM7Dx9HO09vfUmcEDNigABHl6wtrVHeNxknN2+Ru8SQd3G3AcA8O0cg37/WoSjaz7QSfj8u/dH3/sWGu6NWaichDqaWyQRJemnoSkvxCODx+LjnRugkUSIkgSZIECUJAwNj0Rku5qaTif/MHSetghX9q9D6eWaecgc/TsiYNAUOAfcHHE6LqI3urcLxv6LZ1FSWQFfJ1dE+QQiMjC0xd9rWyHI5PCJGg6fqOGmDoUM4JO/fsEvh3drX1dr1Nh04hASMy5ixdwF8I8YgKwzh3T6xAkyGaxtHdBxyF3GD5gsQosOh7Gzs8P06dMxffp0FBYW4ueff8bq1avx0Ucf4aOPPkLHjh1x3333YcaMGejQofHz6nTq1AkJCQkoLi7GunXrMGvWLOzZs6fORG7RokWYP3++9nVCQgJiY2Ob/P5aO021Cmnx25F9Lh4yuTXa94xFu279Ichk2J98qs4FmwVBwL5ziXh16my4OzqjqLwMop7+O3fEDAIARN31KFTlJbh04E9tmUxujahJjyCo181fUGGD7kBgr2G4euoA1ColvDpEwLUdk4KGUJXU3ecNAKpKCtAlIBxv3HE/9lw4hYyCXDja2mFghy7o4tteZ+SvU7uO6DJtkTaZrmvOsfZuXrg3pmam+aqqKpSX61/KjaityyrM10ngbhAlEZfzrmHLySOY8O/XcWT1u0g7ulXbrcS1XRgGzH4Zdi6crJmaxmhjmt3c3DB37lzMnTsXV69exerVq/Hjjz/ilVdewauvvoq+ffviwIEDjTqnjY0NwsLCAAC9evXC0aNH8fHHH2PZsmV691coFFAobv7CcnR0bPobMiFfX1+dP/VRFudj6/uPofRaBgSZDICAi/t/h3+3foh97J1ay57pkCSoNRpYW1nhvX89hvnffYqi8jJYyeTQSCKsZDL83+RZaO9R0wQqt7LGgFkvIXL8HFxLPg6ZtTX8u/WDwqH2JLA2do4I6aN/yoRrxYXYeHQfLmRdhouDI8ZE9UV0SDinHgFg6+qNitzLqKtJRuFSs9SSp6MzpvQc2KBzcsJYIsM4nJJUb/n+c6cwqc8QDJzzKqKnPI7i7DTYOrnB1b/pkwJLkoTirFRUlhbBxS8Yds7sR9kWmWRimnbt2uH555/HmDFj8Morr2DDhg04fPhws88riqJOn7fWSq1WQ6PRNPn4/fv3a/9e1/s9+P1/UJZ7BQB0BhNkJh3GqU2r0CN6pN5aOKAmTYgO7giVSoVAd2/8MO8l/H0uEWl52fBwdMGwbj3hYu9Y69rWTh4IiBmpfa1Wq2F1yzquheWlyC8tho+LO5zs7HWOPZF6Hs99/znU10fCymUybE44jCl9Y/HUuLvbfCLnEz0SqVv0zKUoyODaoQc7whOZUF2fpcCNCZdultu5eDS75q3wSgoOfPsaCq/UzDcoyGQI6TsGfaY/ByuFXbPOTebF6ElcRkaGthbu9OnTkCQJAwYMwMyZMxt1nkWLFmHs2LEIDAxEaWkpVq9ejd27d2PLli0tFLlhqNVqJCUlQalUttw1lKXIPLUfdUzMhrO71qGDT3dE+QXjZFaazl4yQYCrrQN8oEBCQoJ2uyes4OkWAABIPZ+i3V6tUSP+yiUkZqVDLWrQ0dMP/YPC4aSwg52dHbp27YrSSiXe/2MN/j57Upugjeweg6fHT4ODrR2q1Wq88vPXqNbcnObkRl+8Xw7vQZ+wrm1+clnPboNRnpOBnBPbapZfEgRA1MDeMwAhox4EcGMKknMov5YGK1sHuIX1gtU/Rq2qinORefh3FFyIByQRLsGR8O93B+w9A0zxtogsQp+wLvWW9w9v+OdXUXkZ1h3ajV1njkOt0aBfx664Z8Bw+LvX1LZXFOdh63uPQq26OaJVEkWkHtqMqopSxD32TtPeBJkloyRxeXl52v5wBw8ehCRJ6Ny5M1577TXMnDkTwcHBjT5nTk4O7r//fmRlZcHFxQWRkZHYsmULRo4cefuDTUij0UCpVMLa2ho2Ni2z1IpSWYj65mTTKEvg4OCABweMwsbTR7An5TSqNGoIENDDPwTTogfB1a7uKStuqKyuwie7/0JGYa528HxaYS4OpCfjycHj4Q6gskqFJ779CFfyc7QTyGpEEVsT43G1MA+fPTgfR1LOoqhc/0hhmSDDH8cPtPkkThAEBA+7D96RcShIPgJRXQWngM5wDYmEIJOhqqwI59e/j4rcDO1UFWnbv0PIqNnw7FrTvFpZeA1nVi+BRqXUzlFWcP4oCi8eR5dpi+Dox/6J5iSzuAB/nj6KxCupgABEtw/FuIje8HFyNXVobU47dy/cGTMIG+L36WyXCzL4unlgXM9+DTpPfmkxHln+HnJKCrWfl78d3YfNCYfx2UPzEeYbgAt7foW6skJ30mDUzMt55eTfKLp6kX2N25AWS+LKy8vx66+/YvXq1dixYweqq6vh5+eHp59+2iAjU819mS4bG5smJ3GTJ09GXl4ePD09sX79+lrlMncfCDI5JFF/k63Cxbvm+gDu7R2LyT0HorCiFA4KOzgqbHX2rcjJQOGlE4AkwSW4u84v+t/PHMXlojwAN1NGCRIqqlX4+eQBPNJ3JPaePYn03OxaMYiSiFMZl3DsUjLyy0rqfK+iJCKvpKj+fxAL4OnpqfNnXew9A/TWml3Y+Akq8mqaz7XLmmmqcemvFbDz8IeDTwiu7P9FJ4Gr2UmEpJGQsWs1us542TBvhlpcekEO/rNlLdSiRvvL/sCls4jPSMH/jbkH/i5sXje2ZybcA28XN/x8YCeKleWQy2QYHtEL88ZMhv31z1WNuhoZx3fi6qmDEAQB7boPQPuecZBb1Uzb8+3uTcgtKdJZMUWURFRWV+H933/CF/9+FtfOH6+VwN0qJ+Ukk7g2pMWSOG9vb+3UHzNmzNDOESeTGWWlL4uWl5eHa9fqXvrIytYBHl0GIC9pv95Z4X17jQYAqCvLocy7CrnCFt6euiMYJVGDS5u/qpmbTKi5Z1cP/ArX0GiETXgMMitr7LuYpLcviChJSMnLQqGyDCfyr9Q515xcJkP8pWQMqKepQS6TIcy3Xd3/GBZCXzLeUOXXUlGedVF/oSAg+/g2dBj9EAqvN6HWIkkoy0pBVXkRbBxcmxwHGc9Px/7WSeCAmueuSl2NX07sxxNxE+s5mlqCXCbD/bFjMGPQSBRXlMFBYQfbW76oV1WUYtsH81B4+cL1wWZA6uHN8AjqguHP/BfWtvbYknAEGj3PqChJOH35EnJLimr6vAmyOlf8sLKx1budLFOLJXEjRozAzJkzcccdd8DWlv+pjC1o2EyoSnJr5gK7noRBEuHVYxg8IwYjffdq5CTsgHR9KRhbdz+EjJoDp3bhAICso5tuTi57y4dF0aUTuLJ/PQJj70F5lf7VHG6oqFLBqr5FnSXAWi5H98AO6OgbgEs5mbWSPUmSMLmv5U4DYwgVefXMJC+JqMjNgCSJddbMandVVxs4MmoJ5apKJF+7ordMlCScvHIJ1Rq1dl1dMi4ruRweTrVH5h9f/zmKrtZ82bp1sFnB5WSc/O1LxNw7H6rqqnrPXa6qRHDvkcg8XXvidKBmaqd2kYOaET2ZmxarFtuwYQOmTZvGBM5E5DZ26Hz3QnSetgj+fSei3YC7EDHrTYSMmIXLe9bg2rGt2gQOACoLs3Fu3TtQFmRBkiRkH9+q/8SShJyTOyCqqxHg6om6xoxay+TwsHfC4E7d65wwWCOJGNKlBwRBwNKZjyDQ0wcAtKsE2FhZ4+WpDyDMl53u62OtZyoXLUEGGwc3yORWcPDtANRxx6wd3WDjxLmqzEH1bUa2SwDU9U0hREanqVbh0sFN+teYFkWkHPgDkqhBJ//AOtctdrS1g7+bB4J7j4RPeLTOWsjC9S/qve5+AgoH55Z5E9Qq8auaBRMEAc7tO8O5/c2Z+KvLi5FzchdqDXyQJEgaDbKPbUZg7L1QV9TTT61aheqKEoztFoMv/95U+7oAhoR1g621DXqEhGNgp+44kHxKe8UbgyDGR/dHR7/2AAAfFzesfOxFHE89j/NZl+Fi74jYrlFwtOVw+RuqyouQdfgP5J87BFFdDef2neHXdyJcArvC2sEV1eXFqH1fRXh1HwIAaDfgLpxf/4HecwcMmKRt4qHWzcXOHl6OzsjV05dUANDO1RN21i0zaIrqJ0kSclNOovBKCmyd3dCu+0BY2diiqqIMorruWjZNVSWqleW4P3YMXvxxud59Zg4aBZvrfeeGPfkBzu1ci5R9G6EqK4Jb+3B0HTUT7SLqXnaSLBOTuDamLOtinX0papZwSoLMSgGZjS3EOppLBZkVrOwc0dvZA/llg7D+5AGd2ra+wZ1wV/d+UFVWQhAEvHHvv7Fm/w78enQv8kqK4Ofmibv7x2FS7yE655XJZIgJ7YyY0M7/vGSbV11ejKT/LUZVebH2/hWlJqIoNRHhk55G2ITHkPzLexA16pry631mPCOGwO36WpyuIT0QOuExZOxajeryIgCA3NYBAQOnwKs7m6wNqaEDVRpKWV2F4opyONvZw95Ggbt69MeK/bWnU5IA3NmjYSMhybDKC3Ow+7PnUHj5Am58VbW2c8Sgh16DX5fesLZzRLVS/yh8GwdnWNs7YnCXHlhw5wx8tnk9ylU1n79WcjlmDByJGYNGaPeXWyvQbfR96Db6PiO8M2rNmMS1MTKr+hcvl1krIMhk8O4eh+zjW2qvhyrI4NGlv3a2/zHdemFQWFckXk2DWqNBJ98A+Di5oqqqCjemAraSy3HfkFG4b4j+lRro9jKP/KGTwAG4/ncBadu/Q4+H3kXknLeRk7gL5dmpsLJzhEfXgXAJitAZsOLRqS/cO/au6ScnamDvFXjb/xPUeM0ZqHKryuoq/Hzsb+y/dBZqUQOZIKBPUDim947DrL7DsT7hAEpVNXNOutjZY1r0YES358hEY5MkCbs+fRbFmak3tgAAqivLsefzBZi4eDU6xU3F6c2r9HymCug8bBpkMjkAYGKvgRgV2Rsn0y9CrdEgon0InO1vP+UTtU1M4toYp4DOkNs6QFOpZx1MQYBHl5rq+HYDJqEsKwVlmSk6AyPsPNshMG66zmGOCjsM6FD/ZJfUPPnnDtdRgyqhqiQPFTmX4eAThICBU257LkEmg4NPsMFjpKYpUylRUqmEu70jbG9pBpUkCZ/s/h3nc65qR4GLkoQj6edxpSgfL4+9FwNCu+BKYc00P+3dvCBnk7hJXDt/AkVXUmoXSBIkScT5Pb8iatKjKLmWgYzjO7VdFyRRRHDMCESMnaVzmMLa5rYTCBMBTOIsmrIgC1lHN6E47RRkciu4d+oD315jEDz8flz888vrk8JeTwwEGew8/OETNQwAILexRZd7XkRhynEUXUqAJIlwDY6EW3hvyDjqzegkTf2j1urrb0OtU1FFOX44ugsnLl+CBAnWcjmGhEVgas9BsLGyQvK1K3pHoYqShCtFeTh++SL6BIcj2MPHBNHTrYqupmgn2f4nSRRRcPk85FbWGDL3TeRnJCPz1AHg+jxx7u3DWzS29Nxs7D17ElXqakSHdEJUcFibX8bQkvC3sYUqy7qIcz//52YfKQBZR/9C/tmD6DrzVXSethBZR/5AWWYK5Ao7eHYbBN+YsZDb3BxIIMjkcA/vDffw3qZ6G3SdU/suKLqYoLc2TmatgL13oPGDoiZTqavx9ra1yCsr0a6rWa3RYGdyIvLKSvDk0DtwJisDMkEGUd89FwQkZWWgT3DLJgDUMApHV70JHFDzOWp7y+L0HoGd4BHYySDXFTVqlOZehdzaBo4efjplkiThk7/WYd2h3ZAJAgRBwMrdf6FHUBjenvkIHDhozCIwibNQadu/00ngAACSiKqyImQe/A3BIx7QGbVKrZt/34kovnQSEmp/2/fvM0HbR5HMw6HUc8gpLa61XYKEk1dTkZZ/7XrTaN3L58lkrE1pLdr3GAwrW3uoK5X45z2TRA1C+48z6PUkScKFvb8i8Y+vUVlSAABwax+O3vfOh3dYDwDA78cOYN2h3QBqam9vfG6cyriID//8GS9NmaX33GRe2IHCAqmKc1GRk1bH7Pwi8s7qnyiyuURJQlr+NZzLvoKKKtXtD6AGc/TtgPBJ86Fw8dJuk9nYImDQVPj15ez85iYp63KdcyzeqGWLCuigsyLDrURJQk8OYGg1rBR2GDhnMQSZDML1AQo3+r2Fx06BX9e+Br1e8q51OLL6XW0CBwCFV1Kw/cMnUHD5PABg7cGdev+PiZKE7afiUVyhf6QsmRfWxFkgzW1WUhBvMyu43mM0alQWZEKQWcHW3a9Wn4qkrAysPLQd+eWlAAArmQwDgjqje2T3Rl+L9HMJjkDknHegzLsCUV0FO88A1sCZKbmspnlL37J1kgTIZXIEe/igX3AnHEpL1ikXAHT1C0Q3vyAjRUsN0b7HYEx49X84v3s9Ci+fh62LB0IHTIB/t34G7YOmqa5C4u8rahdIIiRRwOlNqzBk7pu4WpBbZz2uRhSRXVQAF3tHg8VFpsEkzgLZuvlCrrCHRlVRu1AQ4OjfuG/wOSd34sr+9VAraxI0hasPgobdB9eQSABARkEuPtq1AeItc8WpRRF7U5PgteN3PD3hnqa/GdIhCALsvdqbOgxqpp7tQ3E47bzeMgkSogJCAAAPDhiF9u5e2H4uAYUVZXBS2GFoeCTGRcTUObM/mY6LbzB63zu/2eeRRBGZSYeRHr8D6iolvEMj0aH/ONjYO6HwagqqKkrrOE6DzKRDAAB3RxdcKy7Qux8AeDhyZQdLwCTOAsmsrOHXezyu7Ftbu1CS4N/3jgafKydxF9K2r9LZpirKwflfP0SXaYvgFBCOzUnHIEmS3m99G+L3Y/aw8fzGR3SLnu1D0dHLHyl5WbVq44Z16gEfZzcANRNgj+naC2O69oJGFDmFiAU4fuk8Vu7ehJPpF2FjZYXh3Xthdtw4+LjWDH4QNWrs++rV61ORyCFJIjKO7cLpzd9h1HNf3HZ2gBvlk/oMxrJtG2p9LstlMvQO7QJPZ9cWeHdkbPxEsFB+fcbBv/9dEOQ3J3K1snVEh3FztTVotyOJGlzZr2/S0pqPhasHfwMAJF+7UmffHbWowbmrGY2KncjSWcnkeGb4XRjXLQaOipr1pb0cnTGzdxxmxOhfPYMJnHkoy8/ClVP7kZ92tlaCvvfsSTy98hOcTE+BKImorK7C5oTD+Peyd5BTXAgASNm3ERnHdwKo+QyuGZAgQVVWjP3fLIFru1DYu3nrvbYgkyOoV800UdP6D0O/8G4Aav7v3Ki59XFxx4I7Z7TEWycTYE2cGWrIkj6CIEPAgEnw7TUa5VmXIMit4OgfVutbXHV5MbKObrq+HmcVnAO7wr/vBDj4hKCyMLvuNVQlESWXaz6kFLeZ8d/Ohus4Ev2Twsoak6MGYHLUAIiiCBmTNLNWpSzDwZVv4HLCHu02Z59ADHxwCTyCOkMjivjoz58hQdIZYK4RRRRXlOOHv7fimQn34MLeX3FzhembJFGD/LQklF67jJh7nsHeZS9CgADp+gA2QSaHjZ0juo25HwBgbWWF/8x4BEcvnsWuMwmoUlejV4dwjOgeAwXX1rUYTOLMUGOW9KkqzkNF3hXI5HIoXLygcPbQllWXF+PMD4tRVVakHclamHIcRRdPIHzys1C41L/uo0xuBUEQ0DekE34/dURvJ213R2d0vd6/h4j0YwJn/vZ8sRA5F07obCvNvYLtHzyOiUt+xOUKJXJLivQeK0oidp4+jmcm3IOKwlzUN7VMRVEOAnvGYfhTH+PUn98gJ+UkZHIrBMeMQOTEh3Tmi5PJZOjbsRv6duxmgHdIrRGTOAslVlch5c8vUHTx+PWZxIH0nT/Ar894BAyaCkEQatbjvCWBA1AzwgkC0ravRPfZb8POox2U+Zmo9aEiyOB2fRLgkZ174mj6BWSXFGoTOZkgQJKAZ8beDSu53DhvmoioBfj6+ur8+U/5aWdxLflYre2SKEKtUuLC3t9g1XOEniNvqtZoAAAu/iHISUmsY5m9mto9APDr0ht+XXpDEkXg+mS+1PYwibNQGXvWoOjS9W+Ft9SQZR35A7ZuPvCKGIL8swfrmEtOgqooB5X5VxE07D6cW/cuAN0luuQKO7TrfxcAwN5GgRdHT8OWpOM4lHoOleoqhHr6YkhQF/QP5zdAIjIttVoNzfUkqSn279+v/btKVXsOzKzzCXUvuyWJuHb+BPoPnw4HhS3KVbWngJIJMvTqEA6VSoWwIVOQcyGh1j6CTAa/bv1h5eCmNwYAkMvlsLLir/W2hHfbAmlUSuSe3lPnMjBZ8X/BK2IIRHV1vee50Ueu6/SXcPXgbyjJSLq+FFcf+Pe7A7auNzvX2tsoMCmqPyZF9QcAVFVVoby83HBvioioCdRqNZKSkqBUKlvsGiU5uXV+3kIQUK5SI+n0GQzrEIHfz8brFl//6eXRHgkJCQCc4BE9DvnH/9IeD0mEjUd72EaOu76PfnZ2dujatSsTuTaEd9oCqUpyIWnUdZZXFmQBAJzbd0ZRqv5qe5m1AnaeAQAAR79QdJr8bMsES0TUgjQaDZRKJaytrWHTQoOsFJ37Imf/Wkiins9dSYJn1/5wcHDA2IgY2CoU+CvpGMquT8ru7+KBe6MHI8zrZl82h4GT4BM5BEUpxyGqVXDwC4Nju071NplWVVVBqVRCo9EwiWtDeKctkJV9/ZM4Wtk5AQD8+k6sSeL0jITy6zOeqwEQkcWwsbFpchI3efJk5OXlwdPTU+/AMhsbGwQNuw9p21cCgkzni7Frhyh4d+mvXYZrTEQMRnTtiWslRbCRW8HT0Vlvcmbj4QdHj/GNirO6uv7WFbI8TOIskI2DK1yCu6M4/UztWjZBgHdkHADAyT8M4Xc9jbQdq1BVkg+gpgbOr/d4+HM9TqIWJYka5CTuRs7JXaguK4SdZzv4Ro+GW8depg6N/iEvLw/Xrl2rdx/vHkNh6+aDrPjNqMjNgLW9M7y6x8Kre6w2gbvBSiZHO1ePOs5E1HBM4ixU8MgHcPbHN2pGn0LSdrp19AuDX58J2v1cO/RAj5D3UJGTAVFdBXvvINbAEbUwSRKR8sdnKLxwc0Rj6dXzKL2SjIBBU/klykw5B3aFc2DX2+5XUaWCKElwsFFwVCk1C5M4C6Vw9kTEA28h78w+lKSfgSC3glvHGLiH96414a8gyODgE2yaQInaoOLUUzoJHABtx/gr+36BZ9eBsHFyN0Fk1JJScrOw9vg+pORmAgDau3lictQARLbjXJrUNEziLJiVwh6+0aPgGz3K1KEQ0S3ykw/X6julJQAFF+L53FqY1LxsvLttHTTizf7HVwrz8PGujXgibiKiAjqYMDoyV5wmnIjIyMRqVd1TUkCoKSeL8lviIYiSBOmWQWQ3/rb2+D69K94Q3Q6TOCIiI3Nq17HuQkmEo3895WR2RFHEmcx0iHUkatklhcgvLzVyVGQJzDaJW7p0KXr37g0nJyd4e3vjrrvuQnJysqnDIiK6Lc9ug2Fl71TTpHorQQZH/zA4BXQyTWDUZJIkIe/MPpxa9X848v4DOP7547j891poqmqv0KAPxzdQU5htErdnzx7MmzcPhw4dwrZt21BdXY1Ro0ZxlQAiavWsbB3Q5Z4X4eAdpLPdtUMUwifN54hFM5R58Ddc2rwCyryrACSolaXIOvonzq19GxDViPAPgkzPfRUA+Dm7wd3eyegxk/kz24ENmzdv1nm9cuVKeHt749ixYxgyZIiJoiIiahg7dz90u28xlPlXUVVWBFs3XyicOXeYOaoqK8TVQxuvv7qlyVSSUJ59CfnnDuGuHv1xNvsKJIja/m83Urq7owcxcacmMduauH8qLi4GALi7c1g+EZkPO492cAnqxgTOjBVdOql/pDEACAIKzscj2MMHL4yainDvdtqiQHdvPDXsTvTgyFRqIrOtibuVKIp4+umnMXDgQERERNS5n0qlgkp1c9RXWVmZMcIjIiILVt9a1ZAkbXkHT18sGDkFldVVECUJ9jacWJ2axyKSuHnz5uH06dPYt29fvfstXboUS5YsMVJURETUFtS/SoMAl6BuOltsrZu2hivRP5l9c+rjjz+OP/74A7t27UJAQEC9+y5atAjFxcXanz179hgpSiIislR2Hv5w79S39hBTQQZrBxd4dY81TWBk8cy2Jk6SJDzxxBP49ddfsXv3boSE3H7ZEoVCAYXiZvW1o6NjS4ZIRERtRIcx/4a1gwtyTu6CpKkGUFNDFzxiFqzs+LuGWobZJnHz5s3D6tWrsWHDBjg5OSE7OxsA4OLiAjs7OxNHR0REbYnMyhpBQ2ciYOAUqIpzYWXnBBtHV1OHRRbObJtTv/jiCxQXFyMuLg5+fn7an59++snUoRERURslt7GFvVd7JnBkFGZbE8d15oiIiKgtM9uaOCIiIqK2zGxr4oiIiMyVRhSx+3widp1PRGFFGXyc3TCqS0/0De7E1RuowZjEERERGZEkSVi27y8cy0jRbssoyMGK/VtwuTAPd0cPMmF0ZE7YnEpERGREZ7IydBI44OaKq5uTjuFaSaHxgyKzxCSOiIioBahFDTKL8pFbWqwzGC8+4wJkdTSZCoJQK8EjqgubU4mIiAxIkiTsOp+IjYmHUapSAgACXD0wo/dQdPJph2p13WutChBQVd9arES3YE0cERGRAe1MPokfju7WJnAAcLWoAO/vWI/0/ByE+7SDWMc0WaIkIty7nbFCJTPHJI6IiMhAqjVq/JZ4qNZ2CRIkScIfp4+gX0hnuDs41WpSlQkCOnj6ootve2OFS2aOSRwREVE9PD094ePjA09Pz9vue7UoHxVVKr1loiThTFYGFFbWeGHkVHS8pcZNANAzIBRPD72TU4xQg7FPHBERUT3Wr1/f4H3lsvrrRm6Uezo6Y8HIKcgtK0ZhRRm8HF3gZu/YrDip7WESR0REZCDtXD3h4eCE/PLSWmUyQUDvoI4627wcXeDl6GKs8MjCsDmViIjIQGSCgBkxcRCu//3W7fY2thgf0dt0wZHFYRJHRERkQFHtO+C5EVPQ0bsdZIIAG7kV+oV0xstj74WHg7OpwyMLwuZUIiIiA5AkCan513C1KA9OtvaYP+wuyGUyDlSgFsMkjoiIqJmKKsrx2d4/cCkvW7vNUWGHuYPGoKtfoAkjI0vG5lQiIqJmkCQJn+zeiLT8azrby1VKfLxrI3JLi00UGVk6JnFERETNcCE3E+kFObVWYZBQswLDrvOJpgmMLB6TOCIiombIKMhFXb3eRElCekGOUeOhtoNJHBERUTM4KmyhfyXUmqlFnGztjBoPtR1M4oiIiJqhR0AHKKys9ZaJkoT+IV2MHBG1FUziiIiImsHO2gZz+o+ETBC0E/ze+HNQaFdEtgs2YXRkyTjFCBERUTPFBHWEj7MrdiafREZBLlzsHDAotCt6tg/lPHHUYpjEERERGUB7Ny/M6jfC1GFQG8LmVCIiIiIzxJo4IiIiI8koyMXWs8eRkpsFBxsFBoR2xZCwbrCW89cxNR7/1xARERnBySuX8OmePwDUjFrNBZBWkIP49POYP3wSEzlqNP6PISIiMoCqsiLkntqDirzLsLZ3hme3QXD07QAAUGs0+Obg9lqrOgDA+ZxM/J1yBsM69TB2yGTmmMQRERE1U8nlczi//n2ImurrWwTkJOyAf/+7EDBgEpJzrqBMpazz+AOXzjKJo0ZjEkdERNQMoroKKRv/W5PAaWvaav7MPPgbnAO7QKmR13uOiipVC0dJlsisR6fu3bsXEydOhL+/PwRBwG+//WbqkIiIqI0punQS6sqyWxK4Wwgy5J7ai2APnzqPlwkCOnr7t2CEZKnMOokrLy9Hjx498Nlnn5k6FCIiaqOqygoB1DGhrySiqrQAno7O6B3UsdbEvwIAAQJGdu7Z4nGS5THr5tSxY8di7Nixpg6DiIjaMFt3P9xoPq1FkMHOvaaWbXb/kRAEAUfSzmuLnW3tMXvASAS4eRohUrI0Zp3ENZZKpYJKdbPfQVlZmQmjISIiS+AS2A0KV2+oivMASfxHqQTvqGEAAIWVNeYOGospUQORXpADexsFwr3bQS4z60YxMqE29T9n6dKlcHFx0f7ExsaaOiQiIjJzgkyG8EnPwsbJrWaDrGYQgyC3Qoexc2HvGaCzv6ejM3oFhqGLb3smcNQsbaombtGiRZg/f772dUJCAhM5IiJqNjt3X0TOeQdFlxJQkVszT5x7p76wtnM0dWhkwdpUEqdQKKBQKLSvHR35cBERkWHI5FZw7xgD944xpg6F2gjW4xIRERGZIbOuiSsrK0NKSor2dWpqKhISEuDu7o7AwEATRkZERETUssw6iYuPj8fQoUO1r2/0d5s1axZWrlxpoqiIiIiIWp5ZJ3FxcXGQ9M2QTbXk5OQgNzfXaNerrq6GUqmEJEmwsbEx2nWNraqqCsnJybCzs4O1tbXRruvl5QVvb2+jXY9aFp/PlsNnlCyZILXhLCgrKwvLli3D3Llz4efnZ+pwWoxKpcLo0aOxZ88eU4dCBhIbG4stW7boDNQh88Tn0zLxGSVjaNNJXFtRUlICFxcX7NmzhyNyLUBZWRliY2NRXFwMZ2dnU4dDzcTn0/LwGSVjMevmVGqcqKgofqBYgJKSElOHQC2Az6fl4DNKxsIpRoiIiIjMEJM4IiIiIjPEJK4NUCgUePXVV9nB1kLwfloW3k/Lw3tKxsKBDURERERmiDVxRERERGaISRwRERGRGWISR0RERGSGmMRRo6SlpUEQBK5NS9RK8RklajuYxLWgixcvYu7cuejQoQNsbW3h7OyMgQMH4uOPP4ZSqWyx6yYlJWHx4sVIS0trsWs0xJtvvok77rgDPj4+EAQBixcvNmk8xiQIQoN+du/e3exrVVRUYPHixY06V1u+N7dqy8/ouXPnsGDBAkRFRcHJyQl+fn4YP3484uPjTRaTsbTm57Mt3xdqPK7Y0EL+/PNP3H333VAoFLj//vsRERGBqqoq7Nu3D88//zzOnDmD5cuXt8i1k5KSsGTJEsTFxSE4OLhFrtEQL730Enx9fdGzZ09s2bLFZHGYwvfff6/z+rvvvsO2bdtqbe/SpUuzr1VRUYElS5YAAOLi4hp0TFu+Nze09Wf0q6++wtdff40pU6bgscceQ3FxMZYtW4Z+/fph8+bNGDFihEniMobW/Hy25ftCjcckrgWkpqbi3nvvRVBQEHbu3Ak/Pz9t2bx585CSkoI///zThBHeJEkSKisrYWdnZ/Bzp6amIjg4GHl5efDy8jL4+Vuz++67T+f1oUOHsG3btlrbTaUt3xuAzygATJ8+HYsXL9ZZr3XOnDno0qULFi9ebNHJQmt+PtvyfaHGY3NqC3jnnXdQVlaGr7/+WueXww1hYWF46qmntK/VajVef/11hIaGQqFQIDg4GC+++CJUKpXOccHBwZgwYQL27duHPn36wNbWFh06dMB3332n3WflypW4++67AQBDhw6t1Sxw4xxbtmxBTEwM7OzssGzZMgDApUuXcPfdd8Pd3R329vbo169fs36RmbIW0ByIooiPPvoI3bp1g62tLXx8fDB37lwUFhbq7BcfH4/Ro0fD09MTdnZ2CAkJwZw5cwDU9H+6kYQtWbJEe79v1zza1u8Nn1GgV69eOokCAHh4eGDw4ME4e/Zsk85pSUz1fPK+UGOwJq4F/P777+jQoQMGDBjQoP0feughrFq1ClOnTsWzzz6Lw4cPY+nSpTh79ix+/fVXnX1TUlIwdepUPPjgg5g1axa++eYbPPDAA+jVqxe6deuGIUOG4Mknn8Qnn3yCF198UdsccGuzQHJyMqZPn465c+fi3//+Nzp16oRr165hwIABqKiowJNPPgkPDw+sWrUKd9xxB9atW4dJkyYZ7h+IAABz587FypUrMXv2bDz55JNITU3Fp59+ihMnTmD//v2wtrZGTk4ORo0aBS8vLyxcuBCurq5IS0vD+vXrAQBeXl744osv8Oijj2LSpEmYPHkyACAyMtKUb63V4zNat+zsbHh6ehrkXOastT2fvC+kl0QGVVxcLAGQ7rzzzgbtn5CQIAGQHnroIZ3tzz33nARA2rlzp3ZbUFCQBEDau3evdltOTo6kUCikZ599Vrtt7dq1EgBp165dta534xybN2/W2f70009LAKS///5bu620tFQKCQmRgoODJY1GI0mSJKWmpkoApG+//bZB70+SJCk3N1cCIL366qsNPsbSzJs3T7r1cfv7778lANIPP/ygs9/mzZt1tv/6668SAOno0aN1nrs5/75t8d7wGa3b3r17JUEQpJdffrnRx5qz1vp83tBW7wvdHptTDaykpAQA4OTk1KD9N23aBACYP3++zvZnn30WAGo1lXTt2hWDBw/Wvvby8kKnTp1w6dKlBscYEhKC0aNH14qjT58+GDRokHabo6MjHn74YaSlpSEpKanB56fbW7t2LVxcXDBy5Ejk5eVpf240pezatQsA4OrqCgD4448/UF1dbcKILQefUf1ycnIwY8YMhISEYMGCBc06l7lrTc8n7wvVh0mcgTk7OwMASktLG7R/eno6ZDIZwsLCdLb7+vrC1dUV6enpOtsDAwNrncPNza1WP436hISE6I2jU6dOtbbfaOL5ZxzUPBcuXEBxcTG8vb3h5eWl81NWVoacnBwAQGxsLKZMmYIlS5bA09MTd955J7799ttafbGo4fiM1lZeXo4JEyagtLQUGzZsqNUnq61pLc8n7wvdDvvEGZizszP8/f1x+vTpRh0nCEKD9pPL5Xq3S5LU4Gu1xEhUahxRFOHt7Y0ffvhBb/mNztCCIGDdunU4dOgQfv/9d2zZsgVz5szB+++/j0OHDvFDvQn4jOqqqqrC5MmTkZiYiC1btiAiIsJo126tWsPzyftCDcEkrgVMmDABy5cvx8GDB9G/f/969w0KCoIoirhw4YJOx+Zr166hqKgIQUFBjb5+Q3/Z/DOO5OTkWtvPnTunLSfDCQ0Nxfbt2zFw4MAG/cLu168f+vXrhzfffBOrV6/GzJkzsWbNGjz00ENNut9tHZ/RGqIo4v7778eOHTvw888/IzY2ttHnsESmfj55X6ih2JzaAhYsWAAHBwc89NBDuHbtWq3yixcv4uOPPwYAjBs3DgDw0Ucf6ezzwQcfAADGjx/f6Os7ODgAAIqKihp8zLhx43DkyBEcPHhQu628vBzLly9HcHAwunbt2ug4qG7Tpk2DRqPB66+/XqtMrVZr711hYWGtGpyoqCgA0DbZ2NvbA2jc/W7r+IzWeOKJJ/DTTz/h888/146cJNM/n7wv1FCsiWsBoaGhWL16Ne655x506dJFZzb4AwcOYO3atXjggQcAAD169MCsWbOwfPlyFBUVITY2FkeOHMGqVatw1113YejQoY2+flRUFORyOd5++20UFxdDoVBg2LBh8Pb2rvOYhQsX4scff8TYsWPx5JNPwt3dHatWrUJqaip++eUXyGSNz/e///57pKeno6KiAgCwd+9evPHGGwCAf/3rX226di82NhZz587F0qVLkZCQgFGjRsHa2hoXLlzA2rVr8fHHH2Pq1KlYtWoVPv/8c0yaNAmhoaEoLS3FihUr4OzsrE0u7Ozs0LVrV/z0008IDw+Hu7s7IiIi6m1+aev3hs9oTVL6+eefo3///rC3t8f//vc/nfJJkyZpk822xpTPJ+8LNYppB8datvPnz0v//ve/peDgYMnGxkZycnKSBg4cKP33v/+VKisrtftVV1dLS5YskUJCQiRra2upffv20qJFi3T2kaSaqQfGjx9f6zqxsbFSbGyszrYVK1ZIHTp0kORyuc5UBnWdQ5Ik6eLFi9LUqVMlV1dXydbWVurTp4/0xx9/6OzTmOkLYmNjJQB6f/RNrWDJ/jmFwQ3Lly+XevXqJdnZ2UlOTk5S9+7dpQULFkiZmZmSJEnS8ePHpenTp0uBgYGSQqGQvL29pQkTJkjx8fE65zlw4IDUq1cvycbGpkHTGfDe1GjLz+isWbPq/D8AQEpNTa33eEvSmp5P3hdqDEGSGtHbloiIiIhaBfaJIyIiIjJDTOKIiIiIzBCTOCIiIiIzxCSOiIiIyAwxiSMiIiIyQ0ziTOidd95B586dIYqiqUNptoULF6Jv376mDsOkeD8tD++pZeH9JItj6jlO2qri4mLJ3d1d+uabb7TbcH0eoPfee6/W/t9++60EQDp69Gizr/3LL79I06ZNk0JCQiQ7OzspPDxcmj9/vlRYWKh3/w0bNkg9e/aUFAqF1L59e+mVV16RqqurdfbJysqSFAqFtGHDhmbHZ454Py0P76ll4f0kS8QkzkQ+/PBDydnZWVIqldptNz5QfHx8pPLycp39DfmB4uHhIXXv3l16+eWXpRUrVkhPPvmkZGNjI3Xu3FmqqKjQ2XfTpk2SIAjS0KFDpeXLl0tPPPGEJJPJpEceeaTWeadNmyYNHjy42fGZI95Py8N7all4P8kSMYkzkcjISOm+++7T2QZAioqKkgBI77//vk6ZIT9Q9M3Iv2rVKgmAtGLFCp3tXbt2lXr06KHzLfD//u//JEEQpLNnz+rsu27dOkkQBOnixYvNjtHc8H5aHt5Ty8L7SZaIfeJMIDU1FYmJiRgxYkStsoEDB2LYsGF45513oFQqW+T6cXFxtbZNmjQJAHD27FnttqSkJCQlJeHhhx+GldXNZXYfe+wxSJKEdevW6ZzjxvvZsGFDC0TdevF+Wh7eU8vC+0mWikmcCRw4cAAAEB0drbd88eLFuHbtGr744ot6z6NSqZCXl9egn9vJzs4GAHh6emq3nThxAgAQExOjs6+/vz8CAgK05Te4uLggNDQU+/fvv+31LAnvp+XhPbUsvJ9kqaxuvwsZ2rlz5wAAISEhessHDx6MoUOH4t1338Wjjz4KOzs7vfv9+OOPmD17doOuKd1midy3334bcrkcU6dO1W7LysoCAPj5+dXa38/PD5mZmbW2d+jQAUlJSQ2KyVLwfloe3lPLwvtJlopJnAnk5+fDysoKjo6Ode6zePFixMbG4ssvv8Qzzzyjd5/Ro0dj27ZtzY5n9erV+Prrr7FgwQJ07NhRu/1G04JCoah1jK2tLUpKSmptd3Nzq/Vt0dLxfloe3lPLwvtJlopJXCs1ZMgQDB06FO+88w4eeeQRvfv4+fnp/cbWGH///TcefPBBjB49Gm+++aZO2Y1voyqVqtZxlZWVer+tSpIEQRCaFZMl4v20PLynloX3k8wRkzgT8PDwgFqtRmlpKZycnOrc79VXX0VcXByWLVsGV1fXWuVKpRLFxcUNuqavr2+tbSdPnsQdd9yBiIgIrFu3TqcjLXCzSj8rKwvt27fXKcvKykKfPn1qnbOwsFCnj0dbwPtpeXhPLQvvJ1kqDmwwgc6dOwOoGTFVn9jYWMTFxeHtt9/WO2rqp59+0n4zvN3PP128eBFjxoyBt7c3Nm3apLeZISoqCgAQHx+vsz0zMxNXrlzRlt8qNTUVXbp0qfd9WRreT8vDe2pZeD/JUrEmzgT69+8PoOZBjYyMrHffxYsXIy4uDsuXL69V1tT+GdnZ2Rg1ahRkMhm2bNkCLy8vvft169YNnTt3xvLlyzF37lzI5XIAwBdffAFBEHQ65AJAcXExLl68iEcffbTRMZkz3k/Lw3tqWXg/yVIxiTOBDh06ICIiAtu3b8ecOXPq3Tc2NhaxsbHYs2dPrbKm9s8YM2YMLl26hAULFmDfvn3Yt2+ftszHxwcjR47Uvn733Xdxxx13YNSoUbj33ntx+vRpfPrpp3jooYdqffvbvn07JEnCnXfe2eiYzBnvp+XhPbUsvJ9ksYw/vzBJkiR98MEHkqOjo86SKwCkefPm1dp3165d2uVhDDF7+I1z6fuJjY2ttf+vv/4qRUVFSQqFQgoICJBeeuklqaqqqtZ+99xzjzRo0KBmx2eOeD8tD++pZeH9JEvEJM5EioqKJHd3d+mrr74ydSgGkZWVJdna2kq//fabqUMxCd5Py8N7all4P8kScWCDibi4uGDBggV49913IYqiqcNpto8++gjdu3dvs9X6vJ+Wh/fUsvB+kiUSJOk200oTERERUavDmjgiIiIiM8QkjoiIiMgMMYkjIiIiMkNM4oiIiIjMEJM4IiIiIjPEJI6IiIjIDDGJIyIiIjJDTOKIiIiIzBCTOCIiIiIzxCSOiIiIyAwxiSMiIiIyQ0ziiIiIiMwQkzgiIiIiM9Smk7isrCwsXrwYWVlZpg6FiIiIqFHafBK3ZMkSJnFERERkdsw6idu7dy8mTpwIf39/CIKA3377zdQhERERERmFWSdx5eXl6NGjBz777DNTh0JERERkVFamDqA5xo4di7Fjx5o6DCIiIiKjM+uaOCIiIqK2yqxr4hpLpVJBpVJpX5eVlZkwGiIiIqKma1M1cUuXLoWLi4v2JzY21tQhERERETVJm0riFi1ahOLiYu3Pnj17TB0SERERUZO0qeZUhUIBhUKhfe3o6GjCaIiarrS0FE5OTqYOg4iITMisk7iysjKkpKRoX6empiIhIQHu7u4IDAw0YWRELaukpIRJHBFRG2fWSVx8fDyGDh2qfT1//nwAwKxZs7By5UoTRUXU8qqqqiBJEgRBMHUoRERkImadxMXFxUGSJFOHQWR0Go0GVVVVOt0DiIiobWlTAxuILElJSYmpQyAiIhNiEkdkpnJyckwdAhERmRCTOCIzlZqaauoQiIjIhJjEEZmpzMxMNqkSEbVhTOKIzNiZM2dMHQIREZkIkzgiM3b27FmUl5ebOgwiIjIBJnFEZiYmJgaDBg3Cm2++CbVajX379nGqHSKiNohJHJGZyc7OxrVr17T94dLT05GQkGDaoIiIyOiYxBFZgKNHj+LYsWOskSMiakOYxBFZiGPHjmH79u1QqVSmDoWIiIzArJfdIiJdqampuHbtGvr27YuwsDCurUpEZMFYE0dkYSoqKrBr1y78+uuvSE9PZxMrEZGFYk0ckYXKy8vDli1b4OXlhd69eyMgIMDUIRERkQGxJo7IwuXm5mLTpk3YsmUL55QjIrIgrIkjaiPS09ORnZ2NgQMHIjQ0lP3liIjMHGviiNoQlUqFnTt3YuvWrVx3lYjIzLEmjsiMZGRkaJtEVSoVCgoK4O7u3ujzpKen4/Lly+jYsSN69OgBV1dXA0dKREQtjTVxRGbgyJEjmDhxIoKDg1FUVAQAUCqVePHFF/HZZ58hLS2t0ecURRHJyclYu3YtNm/ejCtXrnAkKxGRGWESR9TKrV+/HgMHDsRff/1VK8mSJAmnT5/G22+/jePHjzfp/JIkISMjA5s2bcLPP/+M06dPo6qqyhCh61VQUICZM2fC2dkZrq6uePDBB1FWVtbgWMeOHQtBEPDbb7/plB09ehTDhw+Hq6sr3NzcMHr0aJw8ebIF3gERUevAJI6oFTty5AjuueceaDQaaDQavfuIoghRFLFixYom1cjdqri4GAcOHMAPP/yAQ4cOoaKioknniYuLw8qVK/WWzZw5E2fOnMG2bdvwxx9/YO/evXj44YcbdN6PPvpI74CMsrIyjBkzBoGBgTh8+DD27dsHJycnjB49GtXV1U16D0RErR2TOKJW7I033oAkSQ1u5ty0aZNBrltdXY3ExESsWbMGJ06cgCiKBjnv2bNnsXnzZnz11Vfo27cvBg0ahP/+979Ys2YNMjMz6z02ISEB77//Pr755ptaZefOnUNBQQFee+01dOrUCd26dcOrr76Ka9euIT093SCxExG1NkziiFqpjIwM/PHHH3XWwP2TKIpITExEQUGBwWJQq9U4evQo/vrrrwbHUZ+DBw/C1dUVMTEx2m0jRoyATCbD4cOH6zyuoqICM2bMwGeffQZfX99a5Z06dYKHhwe+/vprVFVVQalU4uuvv0aXLl0QHBzc7LiJiFqjZo1OValUOH78OHJycjBw4EB4enoaKi4is6FWqw2S4PzT5s2bGz3QQJIknD17FgMGDDBoLFeuXMGpU6cQFRXVrPNkZ2fD29tbZ5uVlRXc3d2RnZ1d53HPPPMMBgwYgDvvvFNvuZOTE3bv3o277roLr7/+OgCgY8eO2LJlC6ysOAifiCxTkz/dPvnkEyxevBjFxcUAgG3btmHYsGHIy8tD586d8c4772DOnDkGC5SoNVKr1UhKSoJSqTT4uc+dOweZTNaopkxBEFBSUtLkvmz1OXPmDCIiIvQmRW+99Rbeeust7WulUolDhw7h8ccf125LSkpq0nU3btyInTt34sSJE3Xuo1Qq8eCDD2LgwIH48ccfodFo8N5772H8+PE4evQo7OzsmnRtIqLWrElJ3Lfffounn34a9957L0aNGqWTrHl6emLYsGFYs2YNkziyeBqNBkqlEtbW1rCxsTHoud3c3BrdF02SJNjZ2UEmM2xPCUmSIJPJoNFo9CZxjzzyCKZNm6Z9PXPmTEyZMgWTJ0/WbvP394evry9ycnJ0jlWr1SgoKNDbTAoAO3fuxMWLF2vNZTdlyhQMHjwYu3fvxurVq5GWloaDBw9q3/vq1avh5uaGDRs24N57723qWyciarWalMS9//77uPPOO7F69Wrk5+fXKu/Vqxc++eSTZgdHZC5sbGwMnsQNHjwYgiA0qklVEAR06tTJ4EmclZUV2rVrV2e5u7u7zqTDdnZ28Pb2RlhYmM5+/fv3R1FREY4dO4ZevXoBqEnSRFFE37599Z574cKFeOihh3S2de/eHR9++CEmTpwIoKbPnEwm0xm5euO1oQZlEBG1Nk36pE9JScHYsWPrLHd3d9eb3BFRw/n7+yMuLg5yubxB+8tkMnTr1q1JKzjUx8HBAb169YJCoWj2ubp06YIxY8bg3//+N44cOYL9+/fj8ccfx7333gt/f38AwNWrV9G5c2ccOXIEAODr64uIiAidHwAIDAxESEgIAGDkyJEoLCzEvHnzcPbsWZw5cwazZ8+GlZUVhg4d2uy4iYhaoyYlca6ursjLy6uzPCkpqc6mESJquMceewyCIDR4sfrRo0cb9Pq+vr7o168f7O3tDXbOH374AZ07d8bw4cMxbtw4DBo0CMuXL9eWV1dXIzk5uVH9+jp37ozff/8diYmJ6N+/PwYPHozMzExs3rwZfn5+BoudiKg1aVJz6rhx47B8+XI89thjtcrOnDmDFStWsD8ckQFERkbiww8/xDPPPANJkvSOgr3RdDp79mwEBQUZ5Lo3mmUDAwMhCEKjV3DYvXt3nWXu7u5YvXp1neXBwcG3bULWVz5y5EiMHDmywTESEZm7JtXEvfHGG9BoNIiIiMBLL70EQRCwatUq3HfffYiJiYG3tzdeeeUVQ8dK1CaNGjUKP/74I4YMGVKrRk4QBHTt2hXPPPMMevToYZDrOTg4oG/fvggKCmpwDSARERlfk2ri/P39cezYMbz44ov46aefIEkSvv/+ezg5OWH69On4z3/+wznjiAwoMjISX375JTIzM3HnnXeipKQEdnZ2eOGFFwzWB87KygodOnRAUFCQwQdGEBGR4TV5njhvb2989dVX+Oqrr5CbmwtRFOHl5cUPf6IW5O/vDzs7O5SUlMDGxsYgCZyVlRWCgoIQFBQEa2trA0RJRETGYJCpzL28vAxxGiIyIoVCgaCgILRv356rGhARmaEmVZu99NJL9S6/07NnTyxZsqSpMRFRC3JxcUFkZCSGDBmCkJAQJnBERGaqSUncunXr6p0nbty4cfjpp5+aHBQRGZZMJoO/vz/69euHfv36wc/Pj10fiIjMXJO+gmdkZCA0NLTO8pCQEKSnpzc5KCIyDGtrawQGBiIwMNDgK0oQEZFpNSmJc3R0rDdJS01Nha2tbZODIqLmkclkCAkJQXBwMJtLiYgsVJPaU+Li4rBs2TJcvXq1Vtnly5exfPlyLnVDZCIuLi4YOHAgwsLCmMAREVmwJn3Cv/766+jTpw+6deuGBx98EN26dQMAnD59Gt988w0kScLrr79u0ECJ6PZ8fX3RvXt39ncjImoDmpTEderUCX///TeeeOIJfPjhhzplQ4YMwSeffIIuXboYJEAiahhPT08mcEREbUiT21oiIyOxZ88e5OXl4dKlSwCADh06cKUGohbm6ekJjUYDOzs77TZ7e3tERkYygSMiakOa3WHG09OTiRuREa1fvx5ZWVlITEwEUDMCNTo6mqstEBG1MU1O4jQaDbZs2YJLly6hsLAQkiTplAuCgJdffrnZARJR3QRBQHR0NBwcHEwdChERGVmTkrj4+HhMmTIFV65cqZW83cAkjqjlhYWFwdXV1dRhEBGRCTQpiXvsscegVCrx22+/YfDgwfwl0oplZGRgx44dKC0thZOTE4YPH47AwEBTh0UGYGNjg6CgIFOHQc3A55OImqNJSVxiYiLefPNNTJw40dDxkIEcOXIEr7/+Ov78809IkgSZTAZRFCEIAiZMmICXX34ZvXv3NnWY1Ax+fn6Qy+WmDoOagM8nERlCk4ayBQQE1NmMSqa3fv16DBw4EH/99Zf2PomiCACQJAmbNm3CgAEDsH79elOGSc3k4eFh6hCoCfh8EpGhNCmJe+GFF7BixQqUlJQYOp5G++yzzxAcHAxbW1v07dsXR44cMXVIJnXkyBHcc8890Gg00Gg0eve5UXbPPffg6NGjRo6QDIWDGcwPn08iMqQmNaeWlpbC0dERYWFhuPfee9G+fftazTqCIOCZZ54xSJB1+emnnzB//nx8+eWX6Nu3Lz766COMHj0aycnJ8Pb2btFrt1ZvvPEGJEm6bU3pjX3eeOMNbNiwwUjRkSFxfWLzw+eTiAxJkJrQLtqQCUUFQajzm6ah9O3bF71798ann34KoKZJon379njiiSewcOHC2x5//Phx9OrVC8eOHUN0dHSLxmoMGRkZCA4OblRTtyAISEtLY2fqJlKpVEhISICDgwNsbGyMdt2CggK4u7sb7XpVVVUoLy9HVFQUFAqF0a5rSfh8EpGhNakmLjU11dBxNFpVVRWOHTuGRYsWabfJZDKMGDECBw8e1HuMSqWCSqXSvi4rKwMAqNVqVFdXt2zARrBly5ZG91WUJAlbt27FrFmzWigqy1ZdXQ21Wo3y8nKj/h/SaDQoLy832vWqqqq0zwlXhWgaPp+mo1arW7xSoTWQy+Wwsmr2HP6NwknGTatJNXGtQWZmJtq1a4cDBw6gf//+2u0LFizAnj17cPjw4VrHLF68GEuWLDFmmERERBbLTFMIi9GslP3q1avYu3cvcnJyMGXKFAQEBECj0aC4uBguLi6tbvqDRYsWYf78+drXCQkJiI2NxeHDh9GzZ08TRmYYK1euxMMPP9zo41asWMFv+s1gim/5KpXK6M2apviWb0n4fJqGSqXCyZMnYWVlZdQuD8Z2o7a8R48e7PLQhjTpE1mSJDz77LP49NNPoVarIQgCunfvjoCAAJSVlSE4OBivvfYann76aQOHe5OnpyfkcjmuXbums/3atWvw9fXVe4xCodD5z+3o6AgAsLKysogq4dGjR0MQhEb3uRk1apRFvH9TMcW/nY2NjUX/QrJEfD5NQxRFWFlZGb3fqrFZW1ujvLwc1tbW/P/ShjSpc8u7776Ljz/+GM899xy2bdum86Hk4uKCyZMn45dffjFYkPrY2NigV69e2LFjh3abKIrYsWOHTvNqWxIYGIgJEyY0uAZULpdj4sSJ7DRthtgvzfzw+SQiQ2vSb4IVK1bg/vvvx1tvvYWoqKha5ZGRkTh//nxzY7ut+fPnY8WKFVi1ahXOnj2LRx99FOXl5Zg9e3aLX7u1evnllyEIAgRBqHe/G/u89NJLRoqMDInNmuaJzycRGVKTkrjLly9jwIABdZY7ODgYZSLge+65B++99x5eeeUVREVFISEhAZs3b4aPj0+LX7u16t27N3766SfI5fI6v/HfKPv555+5tA+REfH5JCJDalIS5+3tjcuXL9dZfuzYMaM1ATz++ONIT0+HSqXC4cOH0bdvX6NctzWbPHkyDhw4gHHjxmm/8d9ofhMEAePHj8eBAwcwadIkU4ZJ1Cbx+SQiQ2lSm8zkyZPx5Zdf4oEHHoCLiwsAaD+Mtm7dipUrV2LBggWGi5IarXfv3ti4cSMyMjKwc+dOlJSUwNnZGcOGDWMfGyIT4/NJRIbQpHniiouLMWTIEKSmpmLw4MHYvHkzRo4cibKyMhw8eBA9e/bE3r17YW9v3xIxG4ylrdhARES6TLWqirFxVZW2qUnNqS4uLjh06BAWLFiAq1evwtbWFnv27EFRURFeffVV/P33360+gSMiIiIyZ41uTq2srMTy5csRFRWFl156iaOniIiIiEyg0TVxtra2eOGFF5CcnNwS8RARERFRAzSpOTUiIgJpaWkGDoWIiIiIGqpJSdybb76JZcuWYfv27YaOh4iIiIgaoElTjHz66adwd3fH6NGjERISgpCQENjZ2ensIwgCNmzYYJAgiYiIzIlGo2nwEmtETdWkJC4xMRGCICAwMBAajQYpKSm19rndsjJERERE1HRNSuLYH46IiKhurMggY2hSnzgiIiKqG5M4MoYmJ3EajQZr1qzB3LlzMWnSJJw6dQpAzWoO69evx7Vr1wwWJBERERHpalISV1RUhIEDB2LGjBn48ccfsXHjRuTm5gIAHB0d8eSTT+Ljjz82aKBEREREdFOTkriFCxfizJkz2LJlCy5duoRbl1+Vy+WYOnUqNm3aZLAgiYiIiEhXk5K43377DU888QRGjhypt90/PDycgx+IiKjNurVyg6ilNCmJKy4uRkhISJ3l1dXVUKvVTQ6KiIiIiOrXpCQuNDQUx48fr7N869at6Nq1a5ODIiIiMmesiSNjaFIS99BDD+Gbb77BTz/9pP2PKggCVCoV/u///g+bN2/G3LlzDRooERGRuWASR8bQpMl+n3rqKZw5cwbTp0+Hq6srAGDGjBnIz8+HWq3G3Llz8eCDDxoyTiIiIiK6RZOSOEEQsGLFCsyaNQvr1q3DhQsXIIoiQkNDMW3aNAwZMsTQcRIREZkN1sSRMTQoiZs8eTKeeeYZDB48GACwd+9edOnSBYMGDcKgQYNaNEAiIiJzwySOjKFBfeI2bNiAjIwM7euhQ4di27ZtLRYUERGROWMSR8bQoCSuXbt2OHHihPa1JElcF46IiKgOoiiaOgRqAxrUnHrvvffivffew88//6wdyLBw4UIsXbq0zmMEQcDJkycNEiQREZE5YU0cGUODkrilS5ciLCwMu3btQk5ODgRBgIODAzw8PFo6PiIiIrPDJI6MoUFJnFwux8MPP4yHH34YACCTyfDSSy9hxowZLRocERGROWISR8bQoD5x0dHR2Lx5s/b1t99+i549e7ZYUEREROaMfeLIGBqUxCUmJiIvL0/7es6cOToDHYiIiOgmrh9OxtCgJC4oKAjbt2+HRqMBwNGpRERE9amqqjJ1CNQGNCiJe+SRR/Ddd9/B1tYWzs7OEAQBDz74IJydnev8cXFxaenYiYiIWqXKykpTh0BtQIMGNjz//PPo0aMHdu3ahWvXrmHVqlXo3bs3OnTo0NLxERERmZ2KigpTh0BtQIPXTh01ahRGjRoFAFi5ciXmzp3L0alERER6MIkjY2hwEncrjrohIiKqW2VlJdRqNaysmvRrlqhBGvS/68a6qYGBgTqvb+fG/kRERG2JJEkoLy9n/3BqUQ1K4oKDgyEIApRKJWxsbLSvb+fGaFYiIqK2pqSkhEkctagGJXHffPMNBEGAtbW1zmsiIiLSr6ioCO3btzd1GGTBGpTEPfDAA/W+JiIiIl0FBQWcV5VaVIPmiSMiIqLGqaysRHl5uanDIAvWoJq41157rdEnFgQBL7/8cqOPIyIishTZ2dkICwszdRhkoRqUxC1evLjWthvVw5Ik1dp+o/qYSRwREbVlWVlZCA0NZZMqtYgGNaeKoqjzc/nyZXTv3h3Tp0/HkSNHUFxcjOLiYhw+fBj33nsvevTogcuXL7d07ERERK1aRUUF8vLyTB0GWagm9YmbN28eOnbsiP/973+IiYmBk5MTnJyc0Lt3b/zwww8IDQ3FvHnzDB0rERGR2blw4UKtVisiQ2hSErdz504MGzaszvLhw4djx44dTQ6KiIjIUpSWlrJ1ilpEk5I4W1tbHDx4sM7yAwcOwNbWtslBERERWZLk5GSUlpaaOgyyME1K4mbOnIkffvgBTz75JC5cuKDtK3fhwgU88cQTWL16NWbOnGnoWImIiFq9yZMn4/nnn8e7776r3SaKIhISElBdXW3CyMjSNGll3rfffht5eXn49NNP8dlnn0Emq8kFRVGEJEmYPn063n77bYMGSkREZA7y8vJQWFgIURR1tldUVCAxMRHR0dEcrUoG0aQkzsbGBt9//z2ef/55bNq0Cenp6QCAoKAgjB07Fj169DBokPq8+eab+PPPP5GQkAAbGxsUFRW1+DWJiIiaIy8vD8nJyejcubOpQyEL0KQk7obIyEhERkYaKpZGqaqqwt13343+/fvj66+/NkkMREREjZWeng5HR0cEBASYOhQyc81K4kxpyZIlAICVK1eaNhAiIqJGSkpKgp2dHTw8PEwdCpmxNrV2qkqlQklJifanrKzM1CEREVEbJEkSTpw4gZKSElOHQmasTSVxS5cuhYuLi/YnNjbW1CEREVEbpdFoEB8fz6lHqMlaVRK3cOFCCIJQ78+5c+eafP5FixZplwgrLi7Gnj17DBg9ERFR41RXV+PIkSMoLCw0dShkhlpVn7hnn30WDzzwQL37dOjQocnnVygUUCgU2teOjo5NPhcREZEhqNVqxMfHIyIiAn5+fqYOh8xIq0rivLy84OXlZeowiIiIjEoURSQmJqKsrAxhYWGcR44apMlJ3JYtW/D111/j0qVLKCwsrLW4ryAIuHjxYrMDrEtGRgYKCgqQkZEBjUaDhIQEAEBYWBhr2IiIyCxdunQJpaWliIyMhJVVq6pnoVaoSf9D3n33XSxcuBA+Pj7o06cPunfvbui4buuVV17BqlWrtK979uwJANi1axfi4uKMHg8REZEh5Obm4tChQ4iOjoa9vb2pw6FWrElJ3Mcff4xhw4Zh06ZNsLa2NnRMDbJy5UrOEUdERBapvLwchw8fRq9eveDs7GzqcKiVatLo1MLCQkydOtVkCRwREZGlq6qqwtGjR1FcXGzqUKiValIS16dPHyQnJxs6FiIiIrrFjZGrnEuO9GlSEvf5559j/fr1WL16taHjISIiolvcSOTKy8tNHQq1Mk3qE3fPPfdArVbjX//6Fx599FEEBARALpfr7CMIAk6ePGmQIImIiNqyqqoqxMfHo3fv3hzsQFpNSuLc3d3h4eGBjh07GjoeIiIi0qOyshJHjhxBTEwMp9IiAE1M4nbv3m3gMIiIiOh2VCoVDh8+jOjoaLi5uZk6HDKxVrV2KhEREdXvRh+53NxcU4dCJtas6aCrq6tx7tw5FBcXQxTFWuVDhgxpzumJiIhID1EUceLECXTv3p3rrbZhTUriRFHEokWL8Pnnn6OioqLO/TQaTZMDIyIiMjeZmZlQKpUAagYjFBQUwN3dvUWuJUkSEhMTIZPJ2LTaRjWpOfWtt97Cu+++i/vuuw/fffcdJEnCf/7zH3z55ZeIjIxEjx49sGXLFkPHSkRE1ColJiZi7ty5GDZsGEpKSgAASqUSS5YswfLly5Gent6i1y4rK2vy8evXr8eoUaPg4eEBQRC0a5Hf7piYmBi4urrCwcEBUVFR+P7773X2KSsrw+OPP46AgADY2dmha9eu+PLLL5scJ9XWpCRu5cqVmDZtGr744guMGTMGANCrVy/8+9//xuHDhyEIAnbu3GnQQImIiFqjrVu3Yvr06fj7778hSZJOmSRJSEpKwocffthi026JoogLFy40+fjy8nIMGjQIb7/9doOPcXd3x//93//h4MGDSExMxOzZszF79mydCpz58+dj8+bN+N///oezZ8/i6aefxuOPP46NGzc2OVbS1aQk7sqVKxg2bBgAQKFQAKgZ+gwANjY2uO+++2pl5ERERJYmMTERzzzzDDQaTZ1diERRhCiK+Pbbb1usRq6goABVVVVNOvZf//oXXnnlFYwYMaLBx8TFxWHSpEno0qULQkND8dRTTyEyMhL79u3T7nPgwAHMmjULcXFxCA4OxsMPP4wePXrgyJEjTYqTamtSEufh4aGtunV0dISzszMuXbqks09hYWHzoyMiImrFPv/8c0iSVKsGri4t2dWourq6xc5dH0mSsGPHDiQnJ+sMaBwwYAA2btyIq1evQpIk7Nq1C+fPn8eoUaNMEqclatLAhp49e+Lo0aPa10OHDsVHH32Enj17QhRFfPLJJ+jRo4fBgiQiImptMjMzsXv37gYncKIo4syZMy0y2EEmk8HW1tag57yd4uJitGvXDiqVCnK5HJ9//jlGjhypLf/vf/+Lhx9+GAEBAbCysoJMJsOKFSs4c4UBNSmJe/jhh7Fy5UqoVCooFAq8+eabGDJkCIYMGQJJkuDm5oYff/zR0LESERE1SVObGuujrw/c7UiShOTkZPTt29egsbi5udVa/lKfH374AXPnztW+/uuvvzB48OAmXdPJyQkJCQkoKyvDjh07MH/+fHTo0AFxcXEAapK4Q4cOYePGjQgKCsLevXsxb948+Pv7N6rplurWpCTujjvuwB133KF93bVrV1y8eBG7d++GXC7HgAEDWmxINRERUUPJ5XLY2dlBqVQavLmxsLAQMplM7zypdREEAUqlslHHNIS7uzvs7Oxum8jdcccdOglku3btmnxNmUyGsLAwAEBUVBTOnj2LpUuXIi4uDkqlEi+++CJ+/fVXjB8/HgAQGRmJhIQEvPfee0ziDKRZk/3eysXFBXfeeaehTkdERNRsVlZW6Nq1a4vMW3ry5MlGJ2OSJMHZ2dmgi9hbWVlh6NChUCgUsLKq/9e6k5MTnJycDHbtW4miCJVKBaCmf151dTVkMt2u93K53OAJbFvW5CROo9Fg7dq12LVrF3JycvDaa6+he/fuKC4uxo4dOzBw4ED4+PgYMlYiIqJGs7Kyum1y0xRjxoyBIAiNalIVBAFdunSBIAgGiyMwMBAODg5NPr6goAAZGRnIzMwEACQnJwMAfH194evrCwC4//770a5dOyxduhQAsHTpUsTE/H97dx8VVZnHAfx7QZwZ3lEGYVMZGFfFxQIxI99GW98SVhNFxUp8QXFtNc9qpG0GpGSatnrcgyvmoqIWapplrmQGUut6jNVOR8130JZCtAVEUBB49o+OUyOIA8xw5w7fzzlzjveZ5z73N8ADX+9rX+j1elRVVeHgwYPIyMjAhg0bAADu7u4wGAx45ZVXoNFo4O/vj6NHj2Lbtm149913W/Jx6Vea9VNdWlqKUaNG4cSJE3B1dUVFRQXmzZsH4OerVefPn4+pU6firbfesmixREREtqJr166IjIzEwYMHzdrT5+DggN69e1v8dKPAwMAWrf/xxx9j+vTpxuXJkycDABITE5GUlAQAuHbtmsletYqKCsydOxf//e9/odFo0LNnT2zfvh2TJk0y9vnggw+wZMkSPP/88/jf//4Hf39/pKSkYM6cOS2ql34hiaaelQlgzpw52LFjB/bu3YvQ0FD4+Pjg888/N947bsGCBcjJyTHrrs9yOnnyJMLCwvCf//wHffr0kbscIiJSmK+//hr9+/dHbW3tI/fIOTg44NVXX4VOp7PY9tVqNaZMmWKVPY1k+5p1n7iPPvoI8+bNw/DhwxvcJdy9e3cUFBS0tDYiIiKb9uSTTyIzMxOOjo4PvajAwcEBDg4OmD17tkUDHAD07t2bAa4Na1aIKysrQ0BAwEPfv3fvHmpqappdFBERkVJERUXh2LFjGD16dL0dG5IkoXfv3nj11VcRGhpq0e26ubmhd+/eFh2TlKVZ8V2v1+PkyZMPff+zzz5Dr169ml0UERGRkjz55JP4+OOPce3aNTzxxBMoLS2FRqPBG2+8YZVbbkmShCFDhnAvXBvXrD1xcXFx+Mc//oHMzEzjOQCSJKGqqgp/+ctfcOjQIZObCRIREbUFv75SVKVSWe2eqSEhIfDz87PK2KQczYrwL7/8Ms6cOYOYmBh4enoCAKZMmYKffvoJNTU1iI+Px8yZMy1ZJxEREeHnG/T27dtX7jLIBjQrxEmShE2bNiE2NhZ79uzBxYsXUVdXB71ej4kTJ/K5aERERFbg4eGBYcOGWfQ+c6RcLTqYPnDgQAwcONBStRAREdFDaDQaPPvss1CpVHKXQjaiWefEERERUetRq9WIiIiAu7u73KWQDTF7T9yvH3hvDkmSsH///iYXRERERL+4H+CsdZEEKZfZIe7AgQNQq9Xw9fU16zlxPF5PRETUMs7OzoiIiICXl5fcpZANMjvEPfbYYygsLIS3tzemTJmCyZMnGx+MS0RERJbl5ubGQ6jUKLPPifv++++RnZ2N0NBQLFu2DF26dMGwYcOQnp6O8vJya9ZIRETUpnh5eWHMmDEMcNSoJl3YYDAYsHHjRhQVFWHPnj3o2LEj/vSnP8HHxwdRUVHYs2cPqqqqrFUrERGR3fPx8cEf/vAH402DiR6mWVenOjk5YezYscjMzMT169eNwW7SpElYtWqVpWskIiJqEzp37oyIiAio1Wq5SyEFaNF94qqqqpCVlYX9+/fj1KlTUKvV0Ol0FiqNiIio7QgMDMTQoUPh6OgodymkEE0OcXV1dTh8+DDef/99fPTRR6isrMSwYcOwadMmjBs3jrt/iYiImqh79+4wGAy8swM1idkh7tixY9i5cyd2796Nn376CeHh4XjrrbcwceJEeHt7W7NGIiIiu8UAR81ldogbOHAgNBoNRo8ejZiYGONh02vXruHatWsNrtOnTx+LFElERGSP/P39MXjwYAY4apYmHU69c+cOPvzwQ+zdu7fRfkIISJKE2traFhVHRERkr7RaLZ555hk4OPAJmNQ8Zoe49PR0a9ZBRETUZjg7O2PEiBFwcnKSuxRSMLNDXGxsrDXrICIiahMcHR0xYsQIXghILcZ9uERERK1o8ODB8PHxkbsMsgMMcURERK3k8ccfx29/+1u5yyA7wRBHRETUCnx9fdGvXz+5yyA7whBHRERkZe3bt+eVqGRx/GkiIiKysqeeegqurq5yl0F2RpEhrqCgADNnzkRAQAA0Gg30ej0SExNRXV0td2lEREQmOnTogJ49e8pdBtmhJj871RacO3cOdXV12LhxI7p164bTp09j1qxZqKiowOrVq+Uuj4iIyKhPnz58IgNZhSJD3KhRozBq1CjjcmBgIM6fP48NGzYwxBERkax8fX1x584duLq6wsXFxfiYSiJLU2SIa0hZWRk6dOjQaJ+qqipUVVUZl2/fvm3tsoiIqI3Jy8vDrl27UFpaCr1ez4sZyGrs4ifr0qVLWL9+PeLj4xvtt2LFCnh4eBhfBoOhlSokIqK2qGvXrnKXQHbMpkLc4sWLIUlSo69z586ZrFNYWIhRo0YhOjoas2bNanT8JUuWoKyszPg6evSoNT8OERG1YZIk8ckMZFU2dTh14cKFmDZtWqN9AgMDjf/+4YcfMHToUPTv3x9paWmPHF+lUkGlUhmXebk3ERFZi6enJ9q1s6k/s2RnbOqnS6vVQqvVmtW3sLAQQ4cORVhYGNLT03nOARER2RRPT0+5SyA7Z1MhzlyFhYUYMmQI/P39sXr1aty4ccP4nq+vr4yVERER/YwhjqxNkSHu8OHDuHTpEi5duoTOnTubvCeEkKkqIiKiXzDEkbUp8hjktGnTIIRo8EVERGQLvLy85C6B7JwiQxwREZGt8/DwkLsEsnMMcURERBbm4uICJycnucsgO8cQR0REZGFubm5yl0BtAEMcERGRhbm4uMhdArUBDHFEREQW5uzsLHcJ1AYwxBEREVmYWq2WuwRqAxjiiIiILIwhjloDQxwREZGF8elB1BoY4oiIiCxMkiS5S6A2gCGOiIiISIEY4oiIiIgUiCGOiIiISIEY4oiIiIgUiCGOiIiISIEY4oiIiIgUqJ3cBVDr+PHHH/Hjjz/KXQZZiJ+fH/z8/OQugyyE89P+cI5Sa2jTIc7Pzw+JiYl2P9GqqqoQExODo0ePyl0KWYjBYEBWVhZUKpXcpVALcX7aJ85Rag2SEELIXQRZ161bt+Dh4YGjR4/C1dVV7nKohW7fvg2DwYCysjK4u7vLXQ61EOen/eEcpdbSpvfEtTUhISH8hWIHbt26JXcJZAWcn/aDc5RaCy9sICIiIlIghjgiIiIiBWKIawNUKhUSExN5gq2d4PfTvvD7aX/4PaXWwgsbiIiIiBSIe+KIiIiIFIghjoiIiEiBGOKIiIiIFIghjoiIiEiBGOKIrECSJLNeOTk5Ld5WZWUlkpKSmjRWSkoKxowZg06dOkGSJCQlJbW4DiKlsOX5ee7cOSQkJCAkJARubm7w8/NDREQE8vLyWlwL2R8+sYHICjIyMkyWt23bhsOHD9drDwoKavG2KisrkZycDAAYMmSIWeu8/vrr8PX1RWhoKLKyslpcA5GS2PL8fO+997B582aMHz8ec+fORVlZGTZu3Ijw8HAcOnQIw4YNa3FNZD8Y4ois4IUXXjBZPn78OA4fPlyvXS75+fnQ6XS4efMmtFqt3OUQtSpbnp8xMTFISkoyeY7ujBkzEBQUhKSkJIY4MsHDqUQyqaurw9q1a/G73/0OarUanTp1Qnx8PEpKSkz65eXlYeTIkfD29oZGo0FAQABmzJgBACgoKDCGsOTkZONhoEcdHtXpdNb4SER2Q675GRYWZhLgAKBjx44YNGgQvvvuO8t+SFI87okjkkl8fDy2bNmC6dOnY/78+cjPz8ff/vY3nDp1Cv/617/g5OSE4uJijBgxAlqtFosXL4anpycKCgqwd+9eAIBWq8WGDRvwxz/+EePGjUNUVBQA4PHHH5fzoxEpnq3Nz6KiInh7e1v0M5IdEERkdS+99JL49XT78ssvBQCxY8cOk36HDh0yad+3b58AIL7++uuHjn3jxg0BQCQmJja5rpasS2QvbHV+3pebmyskSRJLly5t9hhkn3g4lUgGu3fvhoeHB4YPH46bN28aX/cPpWRnZwMAPD09AQAHDhzAvXv3ZKyYqO2wpflZXFyMKVOmICAgAAkJCVbZBikXQxyRDC5evIiysjL4+PhAq9WavG7fvo3i4mIAgMFgwPjx45GcnAxvb2+MHTsW6enpqKqqkvkTENkvW5mfFRUViIyMRHl5Ofbv31/vXDkinhNHJIO6ujr4+Phgx44dDb5//2RoSZKwZ88eHD9+HJ988gmysrIwY8YMrFmzBsePH+cvdSIrsIX5WV1djaioKHz77bfIyspCcHBws8ci+8UQRyQDvV6Pzz//HAMGDIBGo3lk//DwcISHhyMlJQU7d+7E888/jw8++ABxcXGQJKkVKiZqO+Sen3V1dZg6dSqOHDmCXbt2wWAwNOdjUBvAw6lEMpg4cSJqa2uxbNmyeu/V1NSgtLQUAFBSUgIhhMn7ISEhAGA8ZOPs7AwAxnWIqGXknp/z5s1DZmYmUlNTjVe0EjWEe+KIZGAwGBAfH48VK1bgm2++wYgRI+Dk5ISLFy9i9+7dWLduHSZMmICtW7ciNTUV48aNg16vR3l5OTZt2gR3d3eMHj0aAKDRaNCrVy9kZmaie/fu6NChA4KDgxs9/JKRkYGrV6+isrISAJCbm4vly5cDAF588UX4+/tb/4tAZKPknJ9r165Famoqnn76aTg7O2P79u0m748bNw4uLi5W/xqQQsh9eSxRW/DgLQzuS0tLE2FhYUKj0Qg3NzfRu3dvkZCQIH744QchhBAnT54UMTExomvXrkKlUgkfHx8RGRkp8vLyTMY5duyYCAsLE+3btzfrdgYGg0EAaPCVnZ1tqY9NpAi2ND9jY2MfOjcBiPz8fEt+dFI4SYgH9gUTERERkc3jOXFERERECsQQR0RERKRADHFERERECsQQR0RERKRADHFERERECsQQR0RERKRADHFENqagoACSJGHLli1yl0JEDeAcJVvBEEdERESkQLzZL5GNEUKgqqoKTk5OcHR0lLscInoA5yjZCoY4IiIiIgXi4VQiK0hKSoIkSbhw4QJeeOEFeHh4QKvVYunSpRBC4Pvvv8fYsWPh7u4OX19frFmzxrhuQ+fbTJs2Da6urigsLMRzzz0HV1dXaLVaLFq0CLW1tcZ+OTk5kCQJOTk5JvU0NGZRURGmT5+Ozp07Q6VSwc/PD2PHjkVBQYGVvipEtoNzlOwBQxyRFU2aNAl1dXV4++238dRTT2H58uVYu3Ythg8fjsceewwrV65Et27dsGjRIuTm5jY6Vm1tLUaOHImOHTti9erVMBgMWLNmDdLS0ppV2/jx47Fv3z5Mnz4dqampmD9/PsrLy3Ht2rVmjUekRJyjpGiCiCwuMTFRABCzZ882ttXU1IjOnTsLSZLE22+/bWwvKSkRGo1GxMbGCiGEyM/PFwBEenq6sU9sbKwAIN58802T7YSGhoqwsDDjcnZ2tgAgsrOzTfo9OGZJSYkAIN555x3LfGAiheEcJXvAPXFEVhQXF2f8t6OjI/r27QshBGbOnGls9/T0RI8ePXDlypVHjjdnzhyT5UGDBpm13oM0Gg3at2+PnJwclJSUNHl9InvBOUpKxhBHZEVdu3Y1Wfbw8IBarYa3t3e99kf9olar1dBqtSZtXl5ezfoFr1KpsHLlSvzzn/9Ep06dMHjwYKxatQpFRUVNHotIyThHSckY4oisqKHbDzzslgTiEReKm3MrA0mSGmz/9YnV9y1YsAAXLlzAihUroFarsXTpUgQFBeHUqVOP3A6RveAcJSVjiCOyI15eXgCA0tJSk/arV6822F+v12PhwoX47LPPcPr0aVRXV5tchUdElsU5SpbEEEdkR/z9/eHo6FjvKrrU1FST5crKSty9e9ekTa/Xw83NDVVVVVavk6it4hwlS2ondwFEZDkeHh6Ijo7G+vXrIUkS9Ho9Dhw4gOLiYpN+Fy5cwO9//3tMnDgRvXr1Qrt27bBv3z5cv34dkydPlql6IvvHOUqWxBBHZGfWr1+Pe/fu4e9//ztUKhUmTpyId955B8HBwcY+Xbp0QUxMDI4cOYKMjAy0a9cOPXv2xK5duzB+/HgZqyeyf5yjZCl87BYRERGRAvGcOCIiIiIFYogjIiIiUiCGOCIiIiIFYogjIiIiUiCGOCIiIiIFYogjasMKCgogSRK2bNkidylE1ADOUWoMQxyRmS5fvoz4+HgEBgZCrVbD3d0dAwYMwLp163Dnzh2rbffs2bNISkpCQUGB1bZhjpSUFIwZMwadOnWCJElISkqStR6iB7XlOXru3DkkJCQgJCQEbm5u8PPzQ0REBPLy8mSriayPN/slMsOnn36K6OhoqFQqTJ06FcHBwaiursZXX32FV155BWfOnEFaWppVtn327FkkJydjyJAh0Ol0VtmGOV5//XX4+voiNDQUWVlZstVB1JC2Pkffe+89bN68GePHj8fcuXNRVlaGjRs3Ijw8HIcOHcKwYcNkqYusiyGO6BHy8/MxefJk+Pv744svvoCfn5/xvZdeegmXLl3Cp59+KmOFvxBC4O7du9BoNBYfOz8/HzqdDjdv3oRWq7X4+ETNxTkKxMTEICkpCa6ursa2GTNmICgoCElJSQxxdoqHU4keYdWqVbh9+zY2b95s8sfhvm7duuHll182LtfU1GDZsmXQ6/VQqVTQ6XR47bXX6j20WqfTITIyEl999RX69esHtVqNwMBAbNu2zdhny5YtiI6OBgAMHToUkiRBkiTk5OSYjJGVlYW+fftCo9Fg48aNAIArV64gOjoaHTp0gLOzM8LDw1v0h0zOvYBEjeEcBcLCwkwCHAB07NgRgwYNwnfffdesMcn2McQRPcInn3yCwMBA9O/f36z+cXFxeOONN9CnTx/89a9/hcFgwIoVKxp8aPWlS5cwYcIEDB8+HGvWrIGXlxemTZuGM2fOAAAGDx6M+fPnAwBee+01ZGRkICMjA0FBQcYxzp8/j5iYGAwfPhzr1q1DSEgIrl+/jv79+yMrKwtz585FSkoK7t69izFjxmDfvn0W+KoQ2Q7O0YcrKiqCt7e3xcYjGyOI6KHKysoEADF27Fiz+n/zzTcCgIiLizNpX7RokQAgvvjiC2Obv7+/ACByc3ONbcXFxUKlUomFCxca23bv3i0AiOzs7Hrbuz/GoUOHTNoXLFggAIgvv/zS2FZeXi4CAgKETqcTtbW1Qggh8vPzBQCRnp5u1ucTQogbN24IACIxMdHsdYishXP04XJzc4UkSWLp0qVNXpeUgXviiBpx69YtAICbm5tZ/Q8ePAgA+POf/2zSvnDhQgCod6ikV69eGDRokHFZq9WiR48euHLlitk1BgQEYOTIkfXq6NevHwYOHGhsc3V1xezZs1FQUICzZ8+aPT6RLeMcbVhxcTGmTJmCgIAAJCQktGgssl0McUSNcHd3BwCUl5eb1f/q1atwcHBAt27dTNp9fX3h6emJq1evmrR37dq13hheXl4oKSkxu8aAgIAG6+jRo0e99vuHeB6sg0ipOEfrq6ioQGRkJMrLy7F///5658qR/eDVqUSNcHd3x29+8xucPn26SetJkmRWP0dHxwbbhRBmb8saV6ISKQXnqKnq6mpERUXh22+/RVZWFoKDg1tt29T6uCeO6BEiIyNx+fJl/Pvf/35kX39/f9TV1eHixYsm7devX0dpaSn8/f2bvH1z/9g8WMf58+frtZ87d874PpG94Bz9WV1dHaZOnYojR45g586dMBgMTR6DlIUhjugREhIS4OLigri4OFy/fr3e+5cvX8a6desAAKNHjwYArF271qTPu+++CwCIiIho8vZdXFwAAKWlpWavM3r0aJw4ccLkj1pFRQXS0tKg0+nQq1evJtdBZKs4R382b948ZGZmIjU1FVFRUU1en5SHh1OJHkGv12Pnzp2YNGkSgoKCTO4Gf+zYMezevRvTpk0DADzxxBOIjY1FWloaSktLYTAYcOLECWzduhXPPfcchg4d2uTth4SEwNHREStXrkRZWRlUKhWeeeYZ+Pj4PHSdxYsX4/3338ezzz6L+fPno0OHDti6dSvy8/Px4YcfwsGh6f9/y8jIwNWrV1FZWQkAyM3NxfLlywEAL774IvfukWw4R38OpampqXj66afh7OyM7du3m7w/btw4Y9gkOyL35bFESnHhwgUxa9YsodPpRPv27YWbm5sYMGCAWL9+vbh7966x371790RycrIICAgQTk5OokuXLmLJkiUmfYT4+dYDERER9bZjMBiEwWAwadu0aZMIDAwUjo6OJrcyeNgYQghx+fJlMWHCBOHp6SnUarXo16+fOHDggEmfpty+wGAwCAANvhq6tQJRa2vLczQ2Nvah8xOAyM/Pb3R9UiZJiCacnUlERERENoHnxBEREREpEEMcERERkQIxxBEREREpEEMcERERkQIxxBEREREpEEMcERERkQIxxBEREREpEEMcERERkQIxxBEREREpEEMcERERkQIxxBEREREpEEMcERERkQIxxBEREREp0P8BBj6by5GbCkkAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_2group.mean_diff.plot(custom_palette=\"Paired\");" - ] - }, - { - "cell_type": "markdown", - "id": "5d1c2921", - "metadata": {}, - "source": [ - "Additionally, a customized color palette can be defined by creating a dictionary where the keys are group names, and the values are valid matplotlib colours.\n", - "\n", - "There are [many ways](https://matplotlib.org/users/colors.html) to specify matplotlib colours. Find one example below using accepted colour names, hex strings (commonly used on the web), and RGB tuples." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "33271a43", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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EGJsYXBAEqHPuG72+uccZoy0oMKkcmW7P+UN4ddNsaHQayAQZdKIOC/etxEf9ZyDuMc4obC6brvXTrl07tGtXdrZPFRcY6IGkpAaYNatwPR+5vLAZyM2NI3uIrE2dkwV1Vslz4ngpA4wmGwAgimKJnXDNPY6s725OBl7dNBsF2gKIAHRiYbNcgbYAUzbNRvL4VaxZMZPDTqFPZWvdOghr17ZGQkIt9OpVBQkJtbBuXWsuOkgksarRzSCTGV/mQyaTo2p0rEWPI+v74c8d0Og0eDSNFAFodBr8eHKHFGE5BZvUqERGRhqdP+VhgiDg4sWLtgjHpQQGenBkD5GdUXj7Iqb/CKRs+go6nVbfnCOTyRHTfwQU3r4VPk6dk4UbJ48gV5UBL2UAqkY3K3be3PsZOLv7Rw5ztoAbqlv/NPdoi+2TCTJcz7wlQVTOwSaJSlxcXLFERavV4sqVK/jtt98QHR2NJk2a2CIUIrIDqjsqHNh4AOl/pyOoehDaDGgDZbBS6rBsKqR2fcSNexM3Th5FruoevJSBqBodazRJeTTpaD3qFaRfOlficbfPn0LK96sMkpnz+5IR038EQmoXTgVx9/J5/PrFB8WGOXOFZvNUVYZCJ5Ywo7CoQzV/09eyI0M2SVRWrFhR4r7/+7//Q/fu3TF8+HBbhELk0Gz1C96a10nZkYKF4xdCq9HqJzPb+PFGjF80HjFPxFjkGo5C4e2LyJYdSy1TWtJh7Fh1TlZh+X/mginq06LTapCy6SvEjXsTGrUap7dvNDrMedenSRj88RrWrJRT34ZdsHDfSn0flSICADeZG/pEc0Zhc0neR6Vx48ZISEjA66+/LnUoRHYtZUcKXm33KtbPW4+9a/di/bz1eLXdq0jZmeIw11HdUWHh+IXQFGgg6kRoNVqIOhGaAg0WjlvocosyqnOykPr7bpzethGpv++GOier2H590iGKhUOTRVGfdDxaHgBunDwCna548wMA6HRa3Dh5FDfPHC95PaF/Vmim8qnsHYCP+s+Au9wdMkGAm0wOmSDAXe6Oj/rPQGVvf6lDdFg2HfVTktDQUJw+fVrqMIjs1sO/4CEC2n9+ERX9gv/w1w9NrvEorbbEEtcp7fwHNh6AVqOFsR6HWo0WBzYdQI8Xe5TjK+O4TGmeMSXpeLRWJVeVUeoQ5lzVPei02hLLcIVm88U91grJ41fhx5M7cD3zFqr5h6JPdFcmKRUkeaJy9+5dLFu2DNWrV5c6FCK7Zalf8GU1u1T0OmWdP/3vdMhkMn0C9DCZTIb0a+kmfDUcnynNMwpvX5OSjkeZMoRZqykosQxXaK6Yyt4BGNVykNRhOBWbJCqdO3c2uj0zMxNnz55Ffn4+Vq1aZYtQiBySJX7Bm1JbUpHrmHL+oOpB0JXU5KDTIaiGawydN7WmxJx5U6pGN8P5fcn6JOhhRUOYNWo1Lh7Yoe+bYlCGKzSTnbFJHxWdTgdRFA1eQOGw5ZdffhknT55EfHy8LUIhskvKYCUCwgJKbFYpzy941R0Vfln8C1bNXIVfFv+i7/dhSm1JRRIJU87fZkAbyN3khT0MHyYAcjc52g5oW+L5nUlRTYkxD9eUmDJvyqP9XAAgpv8IyORugCBAkMkAQYBM7qYfwqzw9kH9bgMgc3P/Z5+88F83d/0KzUT2wiY1Knv27LHFZchM9+7lY9u2NKSl5SEszBPduoUhMJAz15qqQF1QWItQAVPXTNX/f252brH9Tbs3xcaPN+prK/T++QUf2z0Wudm5OLHnBL6Y8gW0Gi0EmQBRJ2LjxxvxwscvIC01Tb/tUTKZDGmX0tDzpZ6lXqe0RMKU2hhlsBLjF43HwnGGzUNyNznGLxoPvyA/k75ejs7UmpKy5k1R3bhaYj+XsoY+V675GPq/+wWuHP0N2elp8AkKQ+12XZmkVBDX+rE8yfuokLQOHEhHYmLhNPsymQCdTsSXX6YiKakBZ7A1QYG6AGcOnkFuVvHkwtK6juqKbV9ug06r0yccMrkMXUd1ReqJVDy4/wCrE1cX1moA+oREk6/BkklL0PiJxhCNrKYNADqtDvl5+bj85+USr9NrbC94+XqV2FnW1NqYmCdi8OGvH+LApgNIv5aOoBpBaDugrcskKYBpzTNFSppvBQD2LppTaj+XsoY+e/kFoGHPwRb6VMS1fqzDKonKV199ZdZxI0aMsHAkVJp79/KRmHhKv3Ch9p9fYgUFImbNOoW1a1uzZqUMmgINcrNy4ebuBjeFdfP+uq3qonq96jh78CxUd1RQBitRr009VPKrBAA4uf8kdNqShpzq4K5wh0wu0ycyD5PJZWjUqRE8fTyNXuex2Mfg4eWBY9uP6WtsHu0s22ZAG5NrY5TBSpcZ3WNMeWemNTbfSurvu8s9Ioish2v9WI9VfrKOGjWq3McIgsBExUQJCUdw714+AgM9sHhxs1LLltass21bGjQa439hazQitm9P4/T7JnJTuEHhpTD7+JVvrES2Khs+Sh+MfHdkieUUXgq06d/G6L6czJzCGhAjtSaCTEB+bj6e+s9T+P6/3xerLXnqP08hIPTfH6KPXkedq8a9G/ew5u01pXaWZbOO6UyZmba0afDNGRFE1mPKWj8cDWQeqyQqqamp1jgt/ePevXykp+eXWa6sZp20tDzIZIK+JuVhcrmAmzfzrBE+GZGtykb2vewyy+Vk5uDk/pP6mo7o9tHw9vcGUFhLYaz/CVDYDKQMUaJ209oY++lYnPz1JFS3VVCG/HMOpXeZ1/7rj79MGrrs6s065VHazLRlzbPClZTtC9f6sR6rJCo1a9a0xmmpHExp1gkL84SuhF9sWq2IKlU8bRYvle3C0Qv4fr5hbcj+b/fjqf88hdpNayO6fTT2f7u/xKad6PbRAABvf2+07N2y3NfPuptVamfcoqHLrt6sYwmmzLNSnn4uZH1c68d6JJ9Cn6zDlGadbt3C4OZmfIikm5uAbt046ZO9yMnMwffzvy+ccl4UodMWDvnXarT4/r/fIyczB97+3njqP09B7iaHIAiQyWUQBAFyNzme+s9TJtWalMa3sm+JNTauNAeKLZgyz0pRP5fShiGT7fRt2AVuMjdjI++51k8F2WzUT1paGpYtW4Zjx45BpVIVGx0gCAJ27txpq3CcninNOoGBHkhKaoBZswqbh+TywvJubgKSkhogIIAdae1FWR1lT/56Ei17t6xQ005Z6jSvgyO/HDFr6DKVj6n9T8qzAjNZV9FaP1MeGfXjJnPjWj8VZJNE5cSJE+jYsSNyc3NRt25d/Pnnn6hfvz4yMzNx/fp1REVFoUaNGrYIxWWY2qzTunUQ1q5tje3b03DzZh6qVCnscMskxb6o7qhK7Siruv3vYn7mNu2UpZJfJbzw8QtYOnkpO8taSEmdZcvT/8SUFZjJNrjWj3XYJFGZNm0afHx8kJKSgkqVKiEkJAQLFixA586dsX79eowdOxarV6+2RSguo1u3MHz5Zaq+j8rDHm3WCQz0sNnoHk4uZx5TOsqWR2mdco2V8fb3Rq3GtdCqXyt2lrWQ0jrLsv+J4+JaP5Znk0Tlt99+w9SpUxEeHo579wqrLIuafgYNGoRff/0Vr732Gvbu3WuLcFyCFM06ZSUhnFzOfKZ2lAXKTkLK6pRbUpmDmw7C298bLXq1YGfZCjKls2x55lkhx8GZa8vPJomKTqdDaGhhj2d/f3/I5XJ9wgIADRs2xLJly2wRikuxZLNORZMQTi5XMUUdZUuaA6WoD0pZScjDnXIB6JuSijrljv10LACUWGbp5KWo26JuiWsSkWlMXZSQ/U+cC2euNY9NRv1ERkbq51aRyWSIjIzEjh079PsPHDgAf3//cp3z888/R6NGjeDn5wc/Pz+0bt0av/zyiyXDdgpFzTqTJtXBkCHhZiUpBw6kY+jQg1iy5BJ++ukmliy5hKFDD+LgwcLhqA8nIaJYmISI4r9JSFGSU9YoJCpdUUfZuGFxaNy5MeKGxWHsZ2P1tSCmjAwypVNuaWWK5kuhijF1UcKi/if1uw1AZMuOTFIc2MMz1+pEERqdFjpR1M9cezcnQ+oQ7ZbVEpWMjH+/6N26dcP69ev178eOHYsvvvgCXbp0wRNPPIGVK1di2LBh5Tp/9erV8d577+Ho0aM4cuQIOnfujH79+uHUqVMW+wxkuSSkaBSSMZxcrpzEh/596MtuShJS1CnXmKJOuaWVeXi+FDIfJ2tzLEOXv4wunw3H0OUvm30OU2auJeOs1vQTFhaGnj17Yvjw4ZgyZQri4+NRUFAAd3d3TJo0CTk5Ofjuu+8gl8sxc+ZMvPHGG+U6f58+fQzez5kzB59//jkOHTqEBg0aWPKjOL2KTrNvylBoTi5XcWU165gyMsikTrkiOF+KlbGzrGNJz8nA7ayKJeicudZ8VqtRGThwIHbs2IEhQ4agXr16WLhwIfbt2wdRFCEIAmbMmIHjx4/jyJEjSExMhIeH+f0TtFot1q5di5ycHLRu3brEcmq1Gvfv39e/srPLnrLc2ZXVrGNKTYgpSQgnl6sYU5p1TElCottHQyY3/tgXdcotrQznS7EMTtbmvO7mZGD5ofWYk/wZlh9ar2/S4cy15rNaorJ69Wrcvn0bX3/9Ndq3b4/Vq1ejW7duqFatGqZMmYJjx45V+Bp//vknfHx8oFAo8NJLL2HTpk2oX79+ieXnzp0LpVKpf8XFxVU4BkdmSrOOpZKQolFI7u4CBKFwuyAA7u6cXM4UpjTrmJKEmDJ7bWllXvj4BQ5FtpCiydrqduyFGjGtULdjL8SNexMhtUv+GUb2bc/5Q+i+8Fks2LMM36VswYI9y9B94bPYe/4QZ66tAKuO+vHy8kJ8fDzi4+ORkZGBb7/9FmvWrMH8+fMxf/58PPbYY3jmmWcwbNgw1KpVq9znr1u3LlJSUqBSqbBhwwaMHDkSe/fuLTFZmT59OiZPnqx/n5KS4vTJSkWbdUyZjyUgwLSh0JxcznymNOuYOjLIlNlrHy3jE+CDWo1roWFcQ5t9ZlfAydqcx8OdZUVA38RT1Fk2efwqzlxrJptNoR8QEICEhAQkJCTg+vXrWLNmDb755hu89dZbmDVrFlq2bIkDB8o3msDDwwO1axeOeIiNjcUff/yBBQsWYPHixUbLKxQKKBQK/XsfHx/zP5CEihKNsobzWmL1ZFPnYzE1CSlrcjlOCGecqRO+mTqFvimz1z5cRp2rRl42OzwTlcSUzrKjWg7izLVmsFmi8rBq1arhtddew5NPPom33noLmzdvxu+//17h8+p0OqjVagtEaF35+doSazJM8d//xuj//8GD4p3xACAjo/R5S5Yvb47KlT1KbdapXNkDDx5o0LixP5Yvb45du27j1i01QkMVeOKJEPj7exhc39NThj59qurfl9QcVBJOCFey8kz4Zq0p9ImoZKZ2lrXUzLWuNHGczROVq1ev6mtTTp48CVEU0aZNGwwfPrxc55k+fTp69OiB8PBwZGVlYc2aNdizZw+Sk5OtFLll5Odrcfx4BnJyjE/2ZCkHDtwttVlnxYrLaNhQWWKNikwmwN/fHYcO3dVvq1bNC9WqeQEAzp7N0m/PztbgxAkVVKoCKJXuaNRICR8fN3h7y9GkSQA8PORl1pRwQrjSmdqsYwpTps8novKxZGfZspIQV5s4ziaJSnp6ur5/ysGDByGKIh5//HG8/fbbGD58OCIiIsp9ztu3b2PEiBG4efMmlEolGjVqhOTkZHTtat8dkjQaETk5Wri7C3B3t958ezk5GggCYGyqBkEoTC5CQhQYPrwGVq++Bp1O1JeXyQQMH14DwcGK4gc/4syZ+8WO37PnDoYOrY5atXyg0Yg4cqTsmhJT+svYaj0ie2VKs44lps8nx1HSooZke30bdsHCfSv1fVSKlLezbFlJiCl9YZytZsVqiUpOTg42bdqENWvWYOfOnSgoKECVKlUwadIkDB8+HE2bNq3Q+R19yn13dxk8PeVmHfvRR38hK0sDX183TJlSx2iZ4GCF0SQFKEwmQkIU8PQsrPGoXdsHR45k4O7dfFSu7IFmzQLg6+teZhxZWQVYs+aavvaj6HparYi1a//GxIm1y2yCKqopMaW/jDPzUfoY/FuS0pp1LDF9PmtWHEdpixpy5JDtVfYOMKmzbGm1JaYkIab2hXEmVktUQkJCkJeXBx8fHwwbNgzDhw9H586dIZPZZNZ+p5aVpYFKVVBqmebNA/DLL8ZrKeRyAc2a/Ztx+/q6o1OnkBKuVYA//sjAvXv5CAz0QPPm/yYxf/yRYTSxAACdTsSffxY2B5lSU+LqE8KNfHdkhY43JQkxZYgz+7Y4BlMWNWTNiu3FPdaq1M6yZdWWmJKEuOLEcVZLVLp06YLhw4ejb9++8PR07l8y9sjX1x2jRkVgxYrL0Gr/bZaRywWMGhUBX1/3UpMQADh5UoWVK68YHP/LL2kYNSoCDRr44d69/FKblzIzC6BQqE2qKTFlGDSVrDzT55c2xJkcg6mLGpLtldRZ1pTaElOSEFecOM5qicrmzZutdWoyUYMGfnjrrXpGm3XKSkKysgqwcuUVfW1IUTJS1BH3rbfqITDQo9TmJX9/d4SGKkyqKTF1GDQZZ7Hp88khFC1qaGy9oIcXNST7YUptiSlJSJ9oy/SFcSRsh3FyRc06AwdWR6dOIfqalKIkRBQBna4wsShKQopqWkpq1tFqRRw5koHmzQMgl5e0eJ2ARo2U6Nw5xOSp84vmYklIqIVevaogIaEW1q1r7fJDkx+Wk5mD33/8Hdu+3Ibff/wdOZk5AEybZ8WUmWvJMXBRQ8dTVFtiTFFtiSmz1xb1hXGXu0MmCHCTySETBLjL3Z124jhJ5lEhaZmShJTVrHP3bn6pzUvDhtWAt7ebybPWFilrQjhXVlpnWVPmWfFWWm6IM5WuqH+ItfqJcFFD+1VSZ1lTaktM7ZBbVl8YZ8NExQWZkoSU1axTuXJhglFS85K7uwwPHhT+0uTU+RVnSmdZS02fTxXXZtQki57P2DDkmP4jkLLpK4NRPzKZnIsaSqi0zrKmDl82NQmx1MRxjoCJigsyJQlp1qxio4by8gz/smdNScWYOmLHUtPnk/0obRhy3Lg3cePkUeSq7sFLGYiq0bFMUiRiybV+XCkJMQUTFSdnbGSPKUOXTRk1RLZj6ogdJiGOpawJ20wZhszRPfaBa/1YDxMVJ1bayB5TkpDSRg2RbXHEjvMxZcI2DkN2HLZe68dUzrAmEBMVJ2XK8GJTkpDSJoMj2ynPooRk/0ydsI3DkB2HFPObuMqaQBye7KRMGdljbOgy2aeiRQnlbnIIggCZXAZBECB3k3PEjgMypaYE4DBkR2LK0GJL2nP+ELovfBYL9izDdylbsGDPMnRf+Cz2nj8EwLDPjE4UodFpoRNFfZ+ZuzkZFo3HmpioOKmikT3GFI3ssbSsrALs2nUbGzb8jX377iA7u/jQSTJf0YiduGFxaNy5MeKGxWHsZ2O5mKADKqopMebhmpKq0c0gkxlfE4zDkO2LLec3MSUJMaXPjKNg04+TMnV4sanMmW5/27bb8PNzR8eObDqyFHaWdQ6m1pQovH05DNmBWHJ+k9KadVxtTSAmKk6qPIsSlsXc6fa1WhHvvnsGjRr5IzCQc6YQFSnPhG0htetzGLIDMaWzbEX7lrjamkBs+nFSRcOL3dwECAIgkxU2+bi5lW94cUWn2y9aIZmI/lVUUyKTuwGCAOGfB1QmdzNaU6Lw9kVky46o320AIlt2ZJLiwCzRt8SUJMTWfWasiTUqDsjX183g35KYOry4tGadik63L5P9u0IyEf2LNSXOqbTaElMmhTOlWceUWW4re/ubPMGcvWOi4oCmTKljctmyhheX1axT0en2dbp/V0gmIkNFNSXkHMpqsrFU3xJXWxOIiYqTK622xJS5Vio63f6jKyQTETmaoH9qRIJKmSjNlNoSS/YtcaU1gZioOLGyaktMadapyHT7MpmAN96ox8UHiUhSak0+NEY6Lptq2bB5+v/PUT8wWmbD8S0oKKG2pECnwXcpvyDIOwDaEpIQrahDsE8gutRpi8/2rYROW1CsjFzmhifqtNXH4OmmwKCYXvr9bnLn/JXunJ+KTKotMaVZx9Q1fx7tD+Pn54569XzRogUnpCIi6ag1+Th8OQXZ6hyrXufYtZMQIEAslqoAAgQcvfonnqjTFnJBBo2RGhW5IEOAlx9O3jyH4bH98PWRTdDqdPoh6XKZDMNj++HkjXMlxuCj8EaLiBgo3Jzrj0MmKk7KlNoSU+daMbVT7sP9YfLytHjwwPjMm0REtqLRapCtzoG73B0ebtabfTvUL6jUuXFC/YIQpgzG862HYtnBtdDqdJAJAnT/JCHPtx6KUL9gAECzmo1QJ7QWDl9Jwd2cTFT29kfLmjHw9fQp8fr5mgJkq3Og0WqYqJBjMKW2pHv3UJPnWuGaP0TkyDzc3OHlbl7H/re3LsD93Gz4efngrSdfMVqmQ1RL/HRyFzS64k1McpkccbVbwcvdEy1qNkbdkFo4ePkY0rPvIcgnEG0iY+H3SBLi5e6JPtFdyhVngZHmImfARMVJmVJbYmqzDhFZhzonCzdOHkGuKgNeygBUjW7G4cl26H5uNjJyVaWWUXr5Ylz7Z7Bo/9fQ6rQP1ZbIMa79MwaJiNLLF0/Wi7N22E6DiYqTMnVmWlObdYjIsm6fP1W4gvJDU+Of35eMmP4jEFK7vtThkRkaV6uPef2ml1lbQuXDRMVJlae2hM06RLalzskqTFL+GYlS1LdBp9UgZdNXiBv3JmtWHFRZtSWq3CwcTD2K9JwMBHkHoHVkLJRevNelYaLixFhbQmSfbpw8Ap3OeGdznU6LGyePciI4J5Ty92l8/qth09CmE9swrv0zaFyNtWglYaLi5FhbQmR/clUZ+uaeRwmCgFzVPQmiImtS5Wbh81+/1ne21f5z7zU6DRbt/xrz+k1nzUoJuCghEZGNeSkDSh3K6qXk/EPO5mDqUWhLqEXT6rQ4ePmYjSNyHA6bqMydOxfNmzeHr68vQkJC8NRTT+HcuZInwiEishdVo5tBJpMb3SeTyVE1OtbGEZGlqHKzsPX0Hnz9xyZsPb0HqtwsAEB6TgZkwqNrGReSCQLSs1mLVhKHbfrZu3cvxo8fj+bNm0Oj0eCNN95At27dcPr0aXh7e0sdHhFRiRTevojpPwIpm74yGPUjk8kR038EO9I6qNL6oAR5B0BXQi2aThQR5MNatJI4bKKydetWg/crVqxASEgIjh49ig4dOkgUFRGRaUJq10fcuDdx4+RR5KruwUsZiKrRsUxSHFRZfVBmdp+ATSe2lTghXJtI1qKVxGETlUepVIWT8QQGMislIseg8Pbl6B4nUVYflJNpf5k8IRwZcopERafTYdKkSWjbti2io6NLLKdWq6FWq/Xvs7OzbREeERE5uaI+KFojzTtFfVCerBfHCeHM4BSJyvjx43Hy5En8+uuvpZabO3cukpKSbBQVERG5ClP7oHD6/PJz2FE/RV5++WX89NNP2L17N6pXr15q2enTp0OlUulfe/futVGURETkzFpHxkJewkgu9kGpGIdNVERRxMsvv4xNmzZh165diIyMLPMYhUIBPz8//cvHh9VtRERUcUWLErrJ3CBAgFyQQYAAN5kb+6BUkMM2/YwfPx5r1qzB5s2b4evri7S0NACAUqmEl5eXxNEREZGr4aKE1uGwicrnn38OAOjYsaPB9uXLl2PUqFG2D4iIiFwe+6BYnsMmKiVNP01ERETOw2H7qBAREZHzc9gaFSIiIkemys3CwdSjSM/JQJB3AFpHxnIFZSOYqBAREdlYaesCNa5WX+rw7AqbfoiIiGzo4XWBRIjQijqIEPXrAhWtuEyFmKgQERHZUFnrAh28fMzGEdk3Nv0QERFZQUl9UExZF4j+xUSFiIjIwkrrg2LqukBUiE0/REREFlRWH5ToKnW5LlA5MFEhIiIqhZ+XDwK8lPDzMm0q/LL6oJxM+4vrApUDm36IiIhK8daTr5SrvCl9UJ6sF8d1gUzERIWIiMiCTO2DwnWBTMOmHyIiIgtqHRnLPigWxESFiIjIgpRevuyDYkFs+iEiIrKwxtXqsw+KhTBRISIishAuNGh5TFSIiIgsgAsNWgf7qBAREVUQFxq0HiYqREREFcSFBq2HiQoREVEFFU3yZgwXGqwYJipEREQVxIUGrYeJChERUQVxkjfrYaJCRERUQZzkzXo4PJmIiMgCOMmbdTBRISIishAuNGh5TFSIiIhsiLPXlg8TFSIiIhvh7LXlx860REREFqLKzcLW03vw9R+bsPX0HoMZaTl7rXlYo0JERGQBZdWWmDJ7Lfu3FMcaFSIiogoypbaEs9eax6ETlX379qFPnz6oWrUqBEHA999/L3VIRETkgkypLeHsteZx6EQlJycHjRs3xsKFC6UOhYiIXJgptSWcvdY8Dt1HpUePHujRo4fUYRARkYszpbakaPbaRfsN+7HIZXLOXlsKh05UykutVkOtVuvfZ2dnSxgNERE5i9aRsdh0Yhs0Ok2xfQ/XlnD22vJzqURl7ty5SEpKkjoMIiJyMuWpLeHsteXjUonK9OnTMXnyZP37lJQUxMXxm4WIiCqOtSXW4VKJikKhgEKh0L/38eE3DxERWQ5rSyzPoUf9EBERkXNz6BqV7OxsXLhwQf8+NTUVKSkpCAwMRHh4uISRERERkSU4dKJy5MgRdOrUSf++qP/JyJEjsWLFComiIiIiIktx6ESlY8eOEEsYt06G7txJQ3r6LZtdLz9fi9xcHRQKJby8HPrbrFR5D/Jw/uJ5KLwUcPd0t9l1gysHIyQoxGbXI+u6decObt1Jt9n1tPn5KFDn4q6ogJunl82uK4Xc/FxcuPYXvDw8oXBTlH2AhQSFBCEoJNhm13NmgujCv+lv3ryJxYsXIyEhAVWqVJE6HKtRq9Xo3r079u7dK3UoZCFxcXFITk426BxOjonPp3PiM2o5Lp2ouIr79+9DqVRi7969HOnkBLKzsxEXFweVSgU/Pz+pw6EK4vPpfPiMWpbz1slTMTExMXxonMD9+/elDoGsgM+n8+AzalkcnkxERER2i4kKERER2S0mKi5AoVBg1qxZ7NTlJHg/nQvvp/PhPbUsdqYlIiIiu8UaFSIiIrJbTFSIiIjIbjFRISIiIrvFRIXK5fLlyxAEgWspEdkpPqPkbJioWNHFixeRkJCAWrVqwdPTE35+fmjbti0WLFiA3Nxcq1339OnTSExMxOXLl612DVPMmTMHffv2RWhoKARBQGJioqTx2JIgCCa99uzZU+FrPXjwAImJieU6lyvfm4e58jN69uxZTJ06FTExMfD19UWVKlXQq1cvHDlyRLKYbMWen09Xvi8l4cy0VvLzzz9j0KBBUCgUGDFiBKKjo5Gfn49ff/0Vr732Gk6dOoUlS5ZY5dqnT59GUlISOnbsiIiICKtcwxQzZsxAWFgYmjRpguTkZMnikMKqVasM3n/11VfYvn17se316tWr8LUePHiApKQkAIULdZrCle9NEVd/Rr/44gssW7YMTz/9NMaNGweVSoXFixejVatW2Lp1K7p06SJJXLZgz8+nK9+XkjBRsYLU1FQMHToUNWvWxK5duwwWPBw/fjwuXLiAn3/+WcII/yWKIvLy8uDlZfkVVFNTUxEREYH09HQEB7vWKqLPPPOMwftDhw5h+/btxbZLxZXvDcBnFADi4+ORmJhosL7Q6NGjUa9ePSQmJjr1L0R7fj5d+b6UhE0/VjBv3jxkZ2dj2bJlRldlrl27Nl555RX9e41Gg3feeQdRUVFQKBSIiIjAG2+8AbVabXBcREQEevfujV9//RUtWrSAp6cnatWqha+++kpfZsWKFRg0aBAAoFOnTsWqMIvOkZycjGbNmsHLywuLFy8GAFy6dAmDBg1CYGAgKlWqhFatWlXoh7WUtTmOQKfTYf78+WjQoAE8PT0RGhqKhIQEZGRkGJQ7cuQIunfvjqCgIHh5eSEyMhKjR48GUNgfoSjRSEpK0t/vsppyXP3e8BkFYmNjiy2CWLlyZbRv3x5nzpwx65zORKrnk/elONaoWMGPP/6IWrVqoU2bNiaVHzNmDFauXImBAwdiypQp+P333zF37lycOXMGmzZtMih74cIFDBw4EM8//zxGjhyJL7/8EqNGjUJsbCwaNGiADh06YOLEifjkk0/wxhtv6KsuH67CPHfuHOLj45GQkIAXXngBdevWxa1bt9CmTRs8ePAAEydOROXKlbFy5Ur07dsXGzZsQP/+/S33BSIAQEJCAlasWIHnnnsOEydORGpqKj777DMcP34cv/32G9zd3XH79m1069YNwcHBmDZtGvz9/XH58mVs3LgRABAcHIzPP/8cY8eORf/+/TFgwAAAQKNGjaT8aHaPz2jJ0tLSEBQUZJFzOTJ7ez5d+r6IZFEqlUoEIPbr18+k8ikpKSIAccyYMQbbX331VRGAuGvXLv22mjVrigDEffv26bfdvn1bVCgU4pQpU/Tb1q9fLwIQd+/eXex6RefYunWrwfZJkyaJAMT9+/frt2VlZYmRkZFiRESEqNVqRVEUxdTUVBGAuHz5cpM+nyiK4p07d0QA4qxZs0w+xtmMHz9efPhx279/vwhAXL16tUG5rVu3GmzftGmTCED8448/Sjx3Rb6+rnhv+IyWbN++faIgCOLMmTPLfawjs9fns4ir3pcibPqxsKLlvX19fU0qv2XLFgDA5MmTDbZPmTIFAIpV69avXx/t27fXvw8ODkbdunVx6dIlk2OMjIxE9+7di8XRokULtGvXTr/Nx8cHL774Ii5fvozTp0+bfH4q2/r166FUKtG1a1ekp6frX0XVvrt37wYA+Pv7AwB++uknFBQUSBix8+Azatzt27cxbNgwREZGYurUqRU6l6Ozp+eT94V9VCzOz88PAJCVlWVS+StXrkAmk6F27doG28PCwuDv748rV64YbA8PDy92joCAgGLtpqWJjIw0GkfdunWLbS+qjn40DqqY8+fPQ6VSISQkBMHBwQav7Oxs3L59GwAQFxeHp59+GklJSQgKCkK/fv2wfPnyYn0jyHR8RovLyclB7969kZWVhc2bNxfrI+Fq7OX55H0pxD4qFubn54eqVavi5MmT5TpOEASTysnlcqPbxXKsLWmNET5UPjqdDiEhIVi9erXR/UUd8ARBwIYNG3Do0CH8+OOPSE5OxujRo/HRRx/h0KFDLvuDqyL4jBrKz8/HgAEDcOLECSQnJyM6Otpm17ZX9vB88r78i4mKFfTu3RtLlizBwYMH0bp161LL1qxZEzqdDufPnzfoTHfr1i1kZmaiZs2a5b6+qT9QH43j3LlzxbafPXtWv58sJyoqCjt27EDbtm1N+qXUqlUrtGrVCnPmzMGaNWswfPhwrF27FmPGjDHrfrs6PqOFdDodRowYgZ07d+Lbb79FXFxcuc/hjKR+PnlfDLHpxwqmTp0Kb29vjBkzBrdu3Sq2/+LFi1iwYAEAoGfPngCA+fPnG5T5+OOPAQC9evUq9/W9vb0BAJmZmSYf07NnTxw+fBgHDx7Ub8vJycGSJUsQERGB+vXrlzsOKtngwYOh1WrxzjvvFNun0Wj09y4jI6PYX+IxMTEAoK9erlSpEoDy3W9Xx2e00IQJE7Bu3TosWrRIPyKFpH8+eV8MsUbFCqKiorBmzRoMGTIE9erVM5j18sCBA1i/fj1GjRoFAGjcuDFGjhyJJUuWIDMzE3FxcTh8+DBWrlyJp556Cp06dSr39WNiYiCXy/H+++9DpVJBoVCgc+fOCAkJKfGYadOm4ZtvvkGPHj0wceJEBAYGYuXKlUhNTcV3330Hmaz8Oe2qVatw5coVPHjwAACwb98+zJ49GwDw7LPPunQtTVxcHBISEjB37lykpKSgW7ducHd3x/nz57F+/XosWLAAAwcOxMqVK7Fo0SL0798fUVFRyMrKwtKlS+Hn56f/Berl5YX69etj3bp1qFOnDgIDAxEdHV1qVbGr3xs+o4WJ16JFi9C6dWtUqlQJX3/9tcH+/v376xMqVyPl88n7YoS0g46c219//SW+8MILYkREhOjh4SH6+vqKbdu2FT/99FMxLy9PX66goEBMSkoSIyMjRXd3d7FGjRri9OnTDcqIYuGwxV69ehW7TlxcnBgXF2ewbenSpWKtWrVEuVxuMAyypHOIoihevHhRHDhwoOjv7y96enqKLVq0EH/66SeDMuUZ+hgXFycCMPoyNizTmT06/LHIkiVLxNjYWNHLy0v09fUVGzZsKE6dOlW8ceOGKIqieOzYMTE+Pl4MDw8XFQqFGBISIvbu3Vs8cuSIwXkOHDggxsbGih4eHiYNheS9KeTKz+jIkSNL/B4AIKamppZ6vDOxp+eT96U4QRTL0cOLiIiIyIbYR4WIiIjsFhMVIiIisltMVIiIiMhuMVEhIiIiu8VEhYiIiOwWExUJzZs3D48//jh0Op3UoVTYtGnT0LJlS6nDkBTvp/PhPXUuvJ8OSurx0a5KpVKJgYGB4pdffqnfhn/GyX/44YfFyi9fvrzM5cRN9d1334mDBw8WIyMjRS8vL7FOnTri5MmTxYyMDKPlN2/eLDZp0kRUKBRijRo1xLfeekssKCgwKHPz5k1RoVCImzdvrnB8joj30/nwnjoX3k/HxURFIv/9739FPz8/MTc3V7+t6KEJDQ0Vc3JyDMpb8qGpXLmy2LBhQ3HmzJni0qVLxYkTJ4oeHh7i448/Lj548MCg7JYtW0RBEMROnTqJS5YsESdMmCDKZDLxpZdeKnbewYMHi+3bt69wfI6I99P58J46F95Px8VERSKNGjUSn3nmGYNtAMSYmBgRgPjRRx8Z7LPkQ2Ns5tGVK1eKAMSlS5cabK9fv77YuHFjg2z+zTffFAVBEM+cOWNQdsOGDaIgCOLFixcrHKOj4f10PrynzoX303Gxj4oEUlNTceLECXTp0qXYvrZt26Jz586YN28ecnNzrXL9jh07FtvWv39/AMCZM2f0206fPo3Tp0/jxRdfhJvbv8tCjRs3DqIoYsOGDQbnKPo8mzdvtkLU9ov30/nwnjoX3k/HxkRFAgcOHAAANG3a1Oj+xMRE3Lp1C59//nmp51Gr1UhPTzfpVZa0tDQAQFBQkH7b8ePHAQDNmjUzKFu1alVUr15dv7+IUqlEVFQUfvvttzKv50x4P50P76lz4f10bFw9WQJnz54FAERGRhrd3759e3Tq1AkffPABxo4dCy8vL6PlvvnmGzz33HMmXVMsY0mn999/H3K5HAMHDtRvu3nzJgCgSpUqxcpXqVIFN27cKLa9Vq1aOH36tEkxOQveT+fDe+pceD8dGxMVCdy9exdubm7w8fEpsUxiYiLi4uLwv//9D//5z3+MlunevTu2b99e4XjWrFmDZcuWYerUqXjsscf024uqQRUKRbFjPD09cf/+/WLbAwICimX9zo730/nwnjoX3k/HxkTFTnXo0AGdOnXCvHnz8NJLLxktU6VKFaOZd3ns378fzz//PLp37445c+YY7Cv6q0KtVhc7Li8vz+hfHaIoQhCECsXkjHg/nQ/vqXPh/bRfTFQkULlyZWg0GmRlZcHX17fEcrNmzULHjh2xePFi+Pv7F9ufm5sLlUpl0jXDwsKKbfu///s/9O3bF9HR0diwYYNB5y3g3+rHmzdvokaNGgb7bt68iRYtWhQ7Z0ZGhkGbqyvg/XQ+vKfOhffTsbEzrQQef/xxAIU90UsTFxeHjh074v333zfaG33dunX6DL+s16MuXryIJ598EiEhIdiyZYvRKtGYmBgAwJEjRwy237hxA3///bd+/8NSU1NRr169Uj+Xs+H9dD68p86F99OxsUZFAq1btwZQ+M3YqFGjUssmJiaiY8eOWLJkSbF95raXpqWloVu3bpDJZEhOTkZwcLDRcg0aNMDjjz+OJUuWICEhAXK5HADw+eefQxAEg05gAKBSqXDx4kWMHTu23DE5Mt5P58N76lx4Px2cNNO3UHR0tBgfH2+wDYA4fvz4YmXj4uL0MyhaYvKhxo0biwDEqVOniqtWrTJ4bdu2zaDsjz/+KAqCIHbu3FlcsmSJOHHiRFEmk4kvvPBCsfNu2LBBBCBeuHChwjE6Gt5P58N76lx4Px0XExWJfPzxx6KPj4/B9MklPTS7d++26ENTdC5jr7i4uGLlN23aJMbExIgKhUKsXr26OGPGDDE/P79YuSFDhojt2rWrcHyOiPfT+fCeOhfeT8fFREUimZmZYmBgoPjFF19IHYpF3Lx5U/T09BS///57qUORBO+n8+E9dS68n46LnWklolQqMXXqVHzwwQdOseT4/Pnz0bBhQ/Tr10/qUCTB++l8eE+dC++n4xJEsYzp84iIiIgkwhoVIiIisltMVIiIiMhuMVEhIiIiu8VEhYiIiOwWExUiIiKyW0xUiIiIyG4xUSEiIiK7xUSFiIiI7BYTFSIiIrJbTFSIiIjIbjFRISIiIrvFRIWIiIjsFhMVIiIislsunajcvHkTiYmJuHnzptShEBERkREun6gkJSUxUSEiIrJTDp2o7Nu3D3369EHVqlUhCAK+//57qUMiIiIiC3LoRCUnJweNGzfGwoULpQ6FiIiIrMBN6gAqokePHujRo4fUYRAREZGVOHSNChERETk3h65RKS+1Wg21Wq1/n52dLWE0REREVBaXqlGZO3culEql/hUXFyd1SERERFQKl0pUpk+fDpVKpX/t3btX6pCIiIioFC7V9KNQKKBQKPTvfXx8JIyGyHxZN7PgW8VX6jCIiKzOoROV7OxsXLhwQf8+NTUVKSkpCAwMRHh4uISREVnX/Wv3magQkUtw6ETlyJEj6NSpk/795MmTAQAjR47EihUrJIqKyPrys/MhiiIEQZA6FCIiq3LoRKVjx44QRVHqMIhsTlugRX52PhS+irILExE5MJfqTEvkTO7/fV/qEIiIrI6JCpGDuv3nbalDICKyOiYqRA4qdVeq1CEQEVkdExUiB3XjyA3cv87mHyJybkxUiBzYqXWnpA6BiMiqmKgQObAz351Bzu0cqcMgIrIaJipEDqZZs2Zo90w7zDkzBxq1Br++9yuH6ROR02KiQuRg0tLScCv9Fu4XFPZPubLvClKWp0gbFBGRlTBRIXICfyz6A0eXHmXNChE5HSYqRE7i6OKj2PH6Dqjvq6UOhYjIYpioEDmR1F2pWD9oPc5vOQ9Rx9oVInJ8TFSInMyDuw+w+63d2PTsJlzZd4XNQUTk0JioEDmp9HPpSJ6cjO9Hfo+/D/0tdThERGZhokLk5O6cvoMtL29B8uRkzrlCRA6HiQqRi7iy7wo2DNmAC8kX2BxERA6DiQqRC1FnqbHrzV3YNmUb7v/NdYKIyP65SR0AEZnu6tWryMkpbL5R69S4l38PgR6B5T7PlX1XcO23a3is92NoPKIx/Gv6WzhSIiLLYI0KkQM4fPgw+vTpg4iICGRmZgIAcrW5eOPPN7DwwkJczrlc7nPqtDqc23wO6weux9ZJW/H3ob85pJmI7A5rVIjs3MaNGzFkyBCIolisb4kIESdVJ3FSdRIv1HoBTQOalvv8oiji6q9XcfXXq1CGK9FgcAPU6VMHHt4elvoIBrIzs7E6cTVSdqZAEAQ069EMw94aBk9vT5Ni/e9z/8Wfe//EhMUT0LTbv5/30v9dwoZ5G3D5z8sQBAGRjSMxeNpghNcPt8rnICLbYI0KkR07fPgwhgwZAq1WC61Wa7SM7p//ll5aalbNysNUV1U48OEBrO6xGocWHMKDuw/MOs97Q9/Drxt+NbpvyaQluP7Xdbz61auYtGwSzh0+hxVvrDDpvNu+3AYIxbfn5eTh41Efo3LVypi5aSbeWP8GvLy98NHIj6Ap0Jj1GYjIPjBRIbJjs2fPNlqTUpItN7dY5LoFDwpwYtUJrO23Fse/PA6dVmeR8964cAN/7v0Tz733HKKaRKFO8zp4JvEZHP7xMDJuZZR67NXTV5H8RTKen/d8sX03L95ETmYOnvrPU6gSVQXV6lRD31f64n76fdy9ftcisRORNJioENmpq1ev4qeffiqxJuVROuhwQnUC9/LvWSwGTZ4Gfyz6A79M/AXafNPiKM2FYxdQya8SIhtF6rfVb1sfgkzApZRLJR6nzlVj8SuL8UzSM1AGK4vtD6sVBp8AH+z/dj80+Rrk5+Vj/7f7UbV2VQRVD6pw3EQknQr1UVGr1Th27Bhu376Ntm3bIiiIPxDI9RSoC6zSvPDLz7+Ue74TESLOqM6gdeXWFo3l2sFr+PObPxEzMqZC57l/5z78KvsZbJO7yeHt7w3VHVWJx33zzjeIahpl0CflYV4+Xnj9m9fxacKn+OHTHwAAoRGhmLJyCuRu8grFTETSMjtR+eSTT5CYmAiVqvCHy/bt29G5c2ekp6fj8ccfx7x58zB69GiLBUpkjwrUBThz8Axys3Itfu5zx89BJsigE01vdhEg4P6D+8j1sHw8p34+hQZDG8Bd4V5s308Lf8JPi37Sv8/Py8fF4xfx9ayv9dvmbJtj1nWPbz+OMwfPIOmnpBLL5OflY/nry1E7tjYSFiRA1InYumQr5j8/H29tfgsentbpGExE1mdWorJ8+XJMmjQJQ4cORbdu3QwSkqCgIHTu3Blr165lokJOT1OgQW5WLtzc3eCmsOwgOqW/slxJClBYo+Il94JMZtlWXVEUIfOSQVOgMZqodBzeEc17Nde/XzJpCWKfjEXsk7H6bf6h/vAL9sP9u4YTzWk1WuRk5hht0gGAMwfP4M6VOxjfeLzB9s/GfoY6zetg2tppOLT5ENL/TsebG9/Uf/aEBQkYHzMex7cfR8s+Lc3+7EQkLbN+sn700Ufo168f1qxZg7t3i3dUi42NxSeffFLh4IgchZvCDQovhUXP2b5NewiCUK7mHwEC6vjUgSAzMjSmAty93VHtiWol7vfx94GPv8+/5T3d4Rfkh9CIUINytZvWxoP7D3D5z8uIaBgBADhz4AxEnYhaMbWMnrvX2F7oMKSDwbaZT85E/Ix4xHSJAQDk5+ZDkAkQhH8/d9F7nc4yHYGJSBpm/dl14cIF9OjRo8T9gYGBRhMYIjJd1bCq6Ni2I+Qy0/pYyCBDA58GCHQv/0y1pfGu4o0mrzWBIqDiiVjV2lXRMK4hlk9fjkspl3D+yHl8PetrtOjTAgGhAQCAjLQMTH9iur5zrTJYiep1qxu8AKBytcoIrhEMAGjQvgFyVDlY9dYq3LhwA9f/uo5lry2DTC5Dvdb1Khw3EUnHrBoVf39/pKenl7j/9OnTCAsLMzsoIio09rmx2H9wv8k1K90qd7Po9cNahKH+c/WhFbXIy86zyDlfnP8ivp71NT545gMIMgGxT8Zi+Kzh+v1ajRZpl9KQn5dv8jmrRFXBpC8mYfMnmzF7wGzIZDKENwjHlJVT4B/ib5G4iUgagmjGMqqjR4/Grl27kJKSAq1Wi+DgYOzYsQOdO3fGqVOn0LJlS4wePdrum3+OHTuG2NhYHD16FE2bln9GT6Lc7Fyc2H0Cnj6eFm/6KbJtzzZMmTEFoihCqys+RFj2T8XoqGqj0Ni3sUWuKcgE1B1aFzW61IAgCFDnqpGXnYdGnRrBy8fLItcgIjKFWU0/s2fPhlarRXR0NGbMmAFBELBy5Uo888wzaNasGUJCQvDWW29ZOlYil9StYzesWbIGHdp0MOiDART2SanvUx+Tak6yWJLiU9UHLWa0QHjX8GLXIyKyNbOafqpWrYqjR4/ijTfewLp16yCKIlatWgVfX1/Ex8fjvffe45wqRBbUsH5DLPpgEW6k3UD/Ef1xP+s+vGRemBo51WJ9Uty93RHZOxLhXcIhc+NckERkH8weTxkSEoIvvvgCX3zxBe7cuQOdTofg4GCLD4skon9VDasKL08v3M+6Dw+Zh0WSFPdK7gjvFo7wLuFw9y4+9JiISEoWmfghODjYEqchIhvyDPBEeLdwVO9YHW6eXEidiOyTWdUfM2bMQExMTIn7mzRpgqSkkmeRJCLpKGsp0TChIdrNa4eIJyOYpBCRXTMrUdmwYUOp86j07NkT69atMzsoIrIsmZsMVdtWRcu3WqLlzJao0qoK+6EQkUMw60+pq1evIioqqsT9kZGRuHLlitlBEZFluHu7I7xrOGp0qgEPP653Q0SOx6xExcfHp9REJDU1FZ6enmYHRUQVI3OXIbJXJGp2r8mmHSJyaGbV/Xbs2BGLFy/G9evXi+27du0alixZgk6dOlU4OCIqP/8of7SZ3QZR/aKYpBCRwzPrp9g777yDFi1aoEGDBnj++efRoEEDAMDJkyfx5ZdfQhRFvPPOOxYNlIjKFtYyDNFjotn/hIichlmJSt26dbF//35MmDAB//3vfw32dejQAZ988gnq1eNCYES2FNQwCNEvREMmZ5JCRM7D7HrhRo0aYe/evUhPT8elS4WrnNaqVYsz0hJZWVDlIGjztfBS/7vmjneYNxomNGSSQkROp8IN2EFBQUxOiGxow/INuHnoJv5c/CcAwMPHA00mNeGsskTklMxOVLRaLZKTk3Hp0iVkZGQUW4JeEATMnDmzwgESUclkbjLEvBKDSqGVpA6FiMgqzEpUjhw5gqeffhp///13sQSlCBMVIuuLeioK/rX9pQ6DiMhqzEpUxo0bh9zcXHz//fdo3749/P39LRwWWcrVq1exc+dOZGVlwdfXF0888QTCw8OlDossQKFUILwb76Uj4/NJVDazEpUTJ05gzpw56NOnj6XjIQs5fPgw3nnnHfz8888QRREymQw6nQ6CIKB3796YOXMmmjdvLnWYVAFhLcMgd5dLHQaZgc8nkenMGiJQvXr1Ept8SHobN25E27Zt8csvv+jvk06nAwCIoogtW7agTZs22Lhxo5RhUgUF1g+UOgQyA59PovIxK1F5/fXXsXTpUty/f9/S8ZTbwoULERERAU9PT7Rs2RKHDx+WOiRJHT58GEOGDIFWq4VWqzVapmjfkCFD8Mcff9g4QrIUn6o+UodA5cTnk6j8zGr6ycrKgo+PD2rXro2hQ4eiRo0akMsNq6AFQcB//vMfiwRZknXr1mHy5Mn43//+h5YtW2L+/Pno3r07zp07h5CQEKte217Nnj0boiiWWeNVVGb27NnYvHmzjaIjSxFkAhQBCqnDoHLi80lUfoJoRhuOTFZ2RYwgCCX+xWApLVu2RPPmzfHZZ58BKKw+rVGjBiZMmIBp06aVefyxY8cQGxuLo0ePomnTplaN1RauXr2KiIiIcjXLCYKAy5cvswOfmXKzc3Fi9wl4+nhC4WW7xOHeuXsIrGu7ph91rhp52Xlo1KkRvHy8yj6AiuHzSWQes2pUUlNTLR1HueXn5+Po0aOYPn26fptMJkOXLl1w8OBBo8eo1Wqo1Wr9++zsbACARqNBQUGBdQO2geTk5HL3HRJFEdu2bcPIkSOtFJVzKygogEajQV5OHgo0tvse0sg0yM7Kttn1tGqt/jlxK+BCh+bg8ykdtSYfGq1G6jCszk3uBoWbh02v6e5ug4kmRQd1/fp1EYB44MABg+2vvfaa2KJFC6PHzJo1SwTAF1988cUXX3xZ4GULFfrT6Pr169i3bx9u376Np59+GtWrV4dWq4VKpYJSqSzWb0Vq06dPx+TJk/XvU1JSEBcXh99//x1NmjSRMDLLWLFiBV588cVyH7d06VL+xVYBBeoCaAps+9ea+r4aCj/b9lFxc3eDu4LT9JuLz6c0ctQPsP/CYbjL3eHh5rzfv/maAhRoC9C+dgt4K5xrpmqzEhVRFDFlyhR89tln0Gg0EAQBDRs2RPXq1ZGdnY2IiAi8/fbbmDRpkoXD/VdQUBDkcjlu3bplsP3WrVsICwszeoxCoYBC8e8Pdx+fwlETbm5utqm+srLu3btDEIRyt4F369bNKT6/VKT42uV75MPD27ZVvFQxfD6l4a5zh5u7GyopvODl7il1OFaTW5CHHLUId3d3p/t+MWt48gcffIAFCxbg1Vdfxfbt2w0ePKVSiQEDBuC7776zWJDGeHh4IDY2Fjt37tRv0+l02LlzJ1q3bm3Va9ur8PBw9O7d2+SaLLlcjj59+rCjngPiKsmOh88nkXnM+mm3dOlSjBgxAu+++y5iYmKK7W/UqBH++uuvisZWpsmTJ2Pp0qVYuXIlzpw5g7FjxyInJwfPPfec1a9tr2bOnAlBECAIQqnlisrMmDHDRpGRJbl5skOrI+LzSVR+ZiUq165dQ5s2bUrc7+3tbZPJ4IYMGYIPP/wQb731FmJiYpCSkoKtW7ciNDTU6te2V82bN8e6desgl8tL/MutaN+3337LabqJbIjPJ1H5mZWohISE4Nq1ayXuP3r0qM2qK19++WVcuXIFarUav//+O1q2bGmT69qzAQMG4MCBA+jZs6f+L7eiuW8EQUCvXr1w4MAB9O/fX8owiVwSn0+i8jGr/njAgAH43//+h1GjRkGpVAKA/oHbtm0bVqxYgalTp1ouSiq35s2b44cffsDVq1exa9cu3L9/H35+fujcuTPbvIkkxueTyHRmzUyrUqnQoUMHpKamon379ti6dSu6du2K7OxsHDx4EE2aNMG+fftQqZJ9D5FytplpiYjIUI76AfZd+B3eikouMOrnATrUbul0w5PNavpRKpU4dOgQpk6diuvXr8PT0xN79+5FZmYmZs2ahf3799t9kkJERET2r9xNP3l5eViyZAliYmIwY8YM9konIiIiqyl3jYqnpydef/11nDt3zhrxEBEREemZ1fQTHR2Ny5cvWzgUIiIiIkNmJSpz5szB4sWLsWPHDkvHQ0RERKRn1vDkzz77DIGBgejevTsiIyMRGRkJLy8vgzKCIGDz5s0WCZKIiMiRFOg0cJdxBmlLMOureOLECQiCgPDwcGi1Wly4cKFYmbKmiCYiIiIqi1mJCvunEBERlYx/rFsOl2AlIiKyMBmYqFiK2YmKVqvF2rVrkZCQgP79++PPP/8EUDhr7caNG3Hr1i2LBUlERESuyaxEJTMzE23btsWwYcPwzTff4IcffsCdO3cAAD4+Ppg4cSIWLFhg0UCJiIjI9ZiVqEybNg2nTp1CcnIyLl26hIeXC5LL5Rg4cCC2bNlisSCJiIjINZmVqHz//feYMGECunbtarTDUJ06ddjhloiIXFa5V/ulEpmVqKhUKkRGRpa4v6CgABqNxuygiIiIHJkIndQhOA2zEpWoqCgcO3asxP3btm1D/fr1zQ6KiIjIkelE1qlYilmJypgxY/Dll19i3bp1+v4pgiBArVbjzTffxNatW5GQkGDRQImIiByFjo0/FmPWhG+vvPIKTp06hfj4ePj7+wMAhg0bhrt370Kj0SAhIQHPP/+8JeMkIiJyIExULMWsREUQBCxduhQjR47Ehg0bcP78eeh0OkRFRWHw4MHo0KGDpeMkIiJyGBqRfVQsxaREZcCAAfjPf/6D9u3bAwD27duHevXqoV27dmjXrp1VAyQiInI0ImtULMakPiqbN2/G1atX9e87deqE7du3Wy0oIiIiR6YVtVKH4DRMSlSqVauG48eP69+LosgFl4iIiEqgZdOPxZjU9DN06FB8+OGH+Pbbb/WdZ6dNm4a5c+eWeIwgCPi///s/iwRJRETkSHScR8ViTEpU5s6di9q1a2P37t24ffs2BEGAt7c3KleubO34iIiIHA5rVCzHpERFLpfjxRdfxIsvvggAkMlkmDFjBoYNG2bV4IiIiByRljUqFmNSH5WmTZti69at+vfLly9HkyZNrBYUERGRI9OwM63FmJSonDhxAunp6fr3o0ePNuhcS0RERP/K1amlDsFpmJSo1KxZEzt27IBWW5ghctQPERFRye5rc6QOwWmYlKi89NJL+Oqrr+Dp6Qk/Pz8IgoDnn38efn5+Jb6USqW1YyciIrJL9zT3pQ7BaZjUmfa1115D48aNsXv3bty6dQsrV65E8+bNUatWLWvHR0RE5HBuF2RIHYLTMHmtn27duqFbt24AgBUrViAhIYGjfoiIiIxIy78rdQhOw6xFCXU6DrsiIiIqyT3NfeTp1PCUKaQOxeGZlKgUrfMTHh5u8L4sReWJiIhciQgR1/PTEeVZTepQHJ5JiUpERAQEQUBubi48PDz078tSNEqIiIjI1VxVpzFRsQCTEpUvv/wSgiDA3d3d4D0REREZdyHvb3RSxkodhsMzKVEZNWpUqe+JiIjI0JncK5x3zAJMmkeFiIiIyiddk4kbBellF6RSmVSj8vbbb5f7xIIgYObMmeU+joiIyFn8kX0a1QLjpA7DoZmUqCQmJhbbVlSVJYpise1FVV1MVIiIyJX9lvUn+ga0h0xgA4a5TPrK6XQ6g9e1a9fQsGFDxMfH4/Dhw1CpVFCpVPj9998xdOhQNG7cGNeuXbN27ERERHbtVsE9nHhwUeowHJpZKd748ePx2GOP4euvv0azZs3g6+sLX19fNG/eHKtXr0ZUVBTGjx9v6ViJiIgczsZ7e6ATOVGqucxKVHbt2oXOnTuXuP+JJ57Azp07zQ6KiIjIWVxW38RO1VGpw3BYZiUqnp6eOHjwYIn7Dxw4AE9PT7ODIiIiciZr727H3+rbUofhkMxKVIYPH47Vq1dj4sSJOH/+vL7vyvnz5zFhwgSsWbMGw4cPt3SsREREdm9En2E4MHANLo/bpd9WIGrwSdp65GhzJYzMMZm1KOH777+P9PR0fPbZZ1i4cCFkssJ8R6fTQRRFxMfH4/3337dooERERI7g3p10qO/kwE00bFlIK7iLz29twuQqQzkKqBzMSlQ8PDywatUqvPbaa9iyZQuuXLkCAKhZsyZ69OiBxo0bWzRIY+bMmYOff/4ZKSkp8PDwQGZmptWvSUREVBEnHlzAurs7ER/UVepQHIZZiUqRRo0aoVGjRpaKpVzy8/MxaNAgtG7dGsuWLZMkBiIiovL6JfMgqnkEo4NfjNShOIQKJSpSSkpKAgCsWLFC2kCIiIjKafntnxDk5o/6lSKkDsXuuVQjmVqtxv379/Wv7OxsqUMiIiIXpIUOC9LW4Yo6TepQ7J5LJSpz586FUqnUv+LiuP4CERFJI1enxvvXV+Gq+pbUodg1u0pUpk2bBkEQSn2dPXvW7PNPnz5dP92/SqXC3r17LRg9ERFR+WTrcjH3+kr8lXtV6lDsll31UZkyZQpGjRpVaplatWqZfX6FQgGFQqF/7+PjY/a5iIiILCFHl4f3b3yNMSF90do3Wupw7I5dJSrBwcEIDg6WOgwiIiKbKhA1+PzWRlzPv40BgR05z8pDzE5UkpOTsWzZMly6dAkZGRkQRdFgvyAIuHjReitGXr16Fffu3cPVq1eh1WqRkpICAKhduzZrSoiIyCH9kPErrqpvY2xYf3jJFGUf4ALMSlQ++OADTJs2DaGhoWjRogUaNmxo6bjK9NZbb2HlypX6902aNAEA7N69Gx07drR5PERERJaQ8uAvvP33l5hcZSiC3QOkDkdyZiUqCxYsQOfOnbFlyxa4u7tbOiaTrFixgnOoEBGRU7qefwdv/70cr1YdhpqKMKnDkZRZjWAZGRkYOHCgZEkKERGRs1Nps/He9VVIzbshdSiSMitRadGiBc6dO2fpWIiIiOghObpczLuxGn+rb0sdimTMSlQWLVqEjRs3Ys2aNZaOh4iIiB6So8vF+ze+xq38e1KHIgmz+qgMGTIEGo0Gzz77LMaOHYvq1atDLpcblBEEAf/3f/9nkSCJiIhcmUqbjfdufIVp1UYg1D1Q6nBsyqxEJTAwEJUrV8Zjjz1m6XiIiIjIiLua+5j791d4rdpwVPNwnTnHzEpU9uzZY+EwiIiIqCz3tPcx++8VmFxlKB7zqiF1ODbBqe+IiIgcSFGflZSc81KHYhMVmkK/oKAAZ8+ehUqlgk6nK7a/Q4cOFTk9ERERGZEvFmDBzXVICH0KrZx8fSCzEhWdTofp06dj0aJFePDgQYnltFqt2YERERE5mrTrN5H7IBcAoMvToODWA7iHVrLKtbTQ4X+3voeb4IYGigirXMMemJWovPvuu/jggw+QkJCAdu3a4dlnn8X7778Pf39/LFq0CIIgYN68eZaOlYiIyC6dSvkTyz5dit927devfafL1uDiM1vh0yoMlYc/Dq/HLT9aRwcdFt/ahGlhz0IJ8xKiHed+xfpjP+N02nmo8rLw7ehFeDw0qsxjvjiwFtcybqBAp0HNgGoY0eJp9GnYRV/mQX4u5u9ehl3nD0KVex/VlGEY1qwfBjftXa74zEpUVqxYgcGDB+Pzzz/H3bt3AQCxsbHo3LkzRo4cidatW2PXrl3o0qVLGWciIiJybLu37sQbL08FRBRboBcikP37LWQfvoVqM1rAt301i19fLRbg23s78UJAH7OOz83PQ5MaDdCtXgck/TLfpGOUnr54oU08IivXgLvcDXsv/I63fv4Igd7+aFurGQDgg52LcfhyCub2mYqqylAcTD2GOcmfIti3Mjo91trk+MzqTPv333+jc+fOAACFonB1x7y8PACAh4cHnnnmGaxatcqcUxMRETmMUyl/4o2Xp0Kn1ZXc3UEnAloR12cfRu5Z60zadjrvMrK0JXfFKE2fhl3wUrtn0CqiicnHNK/ZGE/UbYtaQeGoEVAVzzTvj8dCauH4tVP6Mil/n0bfhl3RvGZjVPMPw8AmPVEntBZO3ijfzPZmJSqVK1dGdnY2AMDHxwd+fn64dOmSQZmMjAxzTk1EROQwvvz0C+M1KcaIwN3V1lt+JktnXqJSUaIo4tDl47h87xpiw//t2BtTvT72nD+EW1npEEURh6+k4Mq962gdGVuu85vV9NOkSRP88ccf+vedOnXC/Pnz0aRJE+h0OnzyySdo3LixOacmIiJyCGnXb+LXXftMS1IAQCci+9BNq3SwlUOGQLmfRc9Zlqy8HHT5bBgKtAWQCTK82X2CQRIyves4JP2yAF0/Gw43mRyCIMOsHq+gWXjDcl3HrETlxRdfxIoVK6BWq6FQKDBnzhx06NABHTp0gCiKCAgIwDfffGPOqYmIiCwuX1Ng8XP+tu8305OUIiKQc/w2lN1rWjSWOopweMo8yiz388ldeHvrAv37RUNmI7ZG+RKHIt4KL6wfvQgPCvLw++Xj+HDnYlT3D0PzmoUVFWuObsaJG2fxycAkVFWG4OjVP/HutoUI8amMVpFNTb6OWYlK37590bdvX/37+vXr4+LFi9izZw/kcjnatGmDwEDXWouAiIjsj5vcDT4Kb2Src1CgtWyykqnKhCATIOrKkawIgCYnH1ojc49VRKxnXfgovOEmL/3XesfHWqFh1br69yG+QWZfUybIEB5Y2Dn48dAoXLp7DcsOrkPzmo2RV6DGJ3tWYP7Tb6FD7ZYAgDohtXD29iWs+H2D9RMVY5RKJfr162ep0xEREVWYws0DLSJioNFqLH7uK5HnypekAIAIVPLzga/C22JxeMoVGNtgCHw8vKFwK71WxVtRCd4K68zrIoo65P+TDGp0Gmh0GgiCYVdYuSArdy2U2YmKVqvF+vXrsXv3bty+fRtvv/02GjZsCJVKhZ07d6Jt27YIDQ019/REREQWoXDzKPMXuDl6PtkTgiCU7xevACibVYFMZrkVbNpXjkHlSgFmH6/KvY+b9+/gTlbhdCOX714DAAR5ByDIp7B15I0f5yHUNwivdBwNAPjiwFo0qPIYavhXRb62APsvHsZPJ3fize4TAAA+Cm80C2+Ej3cthaebB6ooQ3H06gn8eHIHXn3ixXLFZ1aikpmZiSeffBKHDx+Gj48PcnJyMGHCP8H5+GDixIkYMWIE3n33XXNOT0REZPfCw8PRu3dvbNmyxbSZ2GUClK2rwSPUcrUpANAlqEWFjt9z/hBm/vyR/v3UzXMBAC+1ewbj2j8LAEi7fweyh2pHcgvyMCf5M9zKSofCzQORlWvg3T5T8WT9jvoy8/pNx4I9X2L6D+9DlZeFKn4hmBA3CoOblG/CN0Esd08g4KWXXsLq1auxceNGNGnSBCEhIdixY4d+bpVJkyZhz549SElJKe+pberYsWOIjY3F0aNH0bSp6e1lREREAPDHH3+gTZs20Gq1pdesCABkAh5f1B3e9czvF/IopZsPtrRYAIXc8jVG9sKsuqfvv/8eEyZMQNeuXSEIQrH9derUweXLlysaGxERkV1r3rw51q1bB7lcDrlcbryQTABkAmoltbdokgIAw6s96dRJCmBmoqJSqRAZGVni/oKCAmg0lu+4REREZG8GDBiAAwcOoGfPnsX/eBcAZetqeHxRdwR0CLfodat6BmF4tR4WPac9MquPSlRUFI4dO1bi/m3btqF+/fpmB0VERORImjdvjh9++AFXr15F48aNkZmZCbmvB+p/2cvifVIAQICAxDoJTl+bAphZozJmzBh8+eWXWLdunb5NThAEqNVqvPnmm9i6dSsSEhIsGigREZG9Cw8Ph7d3YWIi83SzSpICAKNr9EVT5eNWObe9MatG5ZVXXsGpU6cQHx8Pf39/AMCwYcNw9+5daDQaJCQk4Pnnn7dknERERASghX8DJNQcIHUYNmNWoiIIApYuXYqRI0diw4YNOH/+PHQ6HaKiojB48GB06NDB0nESERG5vHCvMLz3+MsGQ4WdXYVmpm3Xrh3atWtnqViIiIioBIHufvikwavwc/eROhSbcp2UjIiIyEEp3XywqOE0VPdyvRnfTa5ReXgRQlMIgoDNmzeXOyAiIiL6l7+7LxZFv47a3jWkDkUSJicqP/30Ezw9PREWFmbSugbGJoIjIiIi0wV5+GNR9Ouo5V1d6lAkY3KiUq1aNVy/fh1BQUEYNmwYhg4dirCwMGvGRkRE5LKqegZhUbRrNvc8zOQ+KteuXcPu3bvRpEkTvPPOO6hRowa6dOmC5cuXIysry5oxEhERuZTISlXxRaOZLp+kAOXsTBsXF4fFixcjLS0NGzZsQOXKlfHyyy8jJCQEAwYMwIYNG6BWq60VKxERkdNr4FsLXzSaiRBFoNSh2AWzRv24u7ujX79+WLduHW7duqVPXoYMGYJ58+ZZOkYiIiKX0Mo/Gp83nA6liw1BLk2F5lFRq9VITk7G5s2bcfz4cXh6eiIiIsJCoREREbmOrkEt8Xbdl+Auq9CvZqdT7hoVnU6H5ORkjBo1CqGhoYiPj0dubi6WLl2K27dv49lnn7VGnERERE6rT2h7zHl8HJMUI0z+ihw4cABr1qzB+vXrcffuXbRq1QrvvvsuBg8ejKCgIGvGSERE5LR6h7TDzMfGuNS0+OVhcqLSrl07eHl5oWfPnoiPj9c38Vy9ehVXr141ekzTpk0tEiQREZEz6hDYBDPrMEkpTbnqmHJzc/Hdd99h48aNpZYTRRGCIECr1VYoOCIiImdVzycCcx4fB7kglzoUu2ZyorJ8+XJrxkFEROQygjz88VH9/8BL7il1KHbP5ERl5MiR1oyDiIjIJXjI3PFR/UmcJ8VEbBQjIiKyoRm1R6OBb5TUYTgMJipEREQ28ky1HugZ2k7qMBwKExUiIiIbaOJXFxMih0gdhsNhokJERGRl3nIvzH58LEf4mIGJChERkZW9EjkUoYrKUofhkBwyUbl8+TKef/55REZGwsvLC1FRUZg1axby8/OlDo2IiMhAbe/qeCqso9RhOCyHXFTg7Nmz0Ol0WLx4MWrXro2TJ0/ihRdeQE5ODj788EOpwyMiItIbU+MpzjxbAQ6ZqDz55JN48skn9e9r1aqFc+fO4fPPP2eiQkREkgoLC8PdAhVkAR4I8QhAp6BmUofk0BwyUTFGpVIhMLD0yXPUajXUarX+fXZ2trXDIiIiF3PkyBE8feQ1XMlNQ7fgVuxAW0FOURd14cIFfPrpp0hISCi13Ny5c6FUKvWvuLg4G0VIRESuqF1gjNQhODy7SlSmTZsGQRBKfZ09e9bgmOvXr+PJJ5/EoEGD8MILL5R6/unTp0OlUulfe/futebHISIiFyaDgGjOQFthdtX0M2XKFIwaNarUMrVq1dL//40bN9CpUye0adMGS5YsKfP8CoUCCoVC/97Hx8fsWImIiEpTs1IVeMoVZRekUtlVohIcHIzg4GCTyl6/fh2dOnVCbGwsli9fDpnMriqHiIjIxUV6VZU6BKdgV4mKqa5fv46OHTuiZs2a+PDDD3Hnzh39vrCwMAkjIyIiKhRRiYmKJThkorJ9+3ZcuHABFy5cQPXq1Q32iaIoUVRERET/imSiYhEO2V4yatQoiKJo9EVERGQPalWqJnUITsEhExUiIiJ7JkBAuBe7IlgCExUiIiILC1EEwkvuKXUYToGJChERkYVV9QySOgSnwUSFiIjIwkI8Sl/ShUzHRIWIiMjCgjz8pQ7BaTBRISIisjB/d1+pQ3AaTFSIiIgsjImK5TBRISIisrAYvzpSh+A0mKgQERFZmEzgr1dL4VeSiIiI7BYTFSIiIrJbTFSIiIjIbjFRISIiIrvFRIWIiIjsFhMVIiIisltuUgdAtnHz5k3cvHlT6jDIQqpUqYIqVapIHQZZCJ9P58Nn1HJcOlGpUqUKZs2a5fTfTGq1GvHx8di7d6/UoZCFxMXFITk5GQqFQupQqIL4fDonPqOWI4iiKEodBFnX/fv3oVQqsXfvXvj4+EgdDlVQdnY24uLioFKp4OfnJ3U4VEF8Pp0Pn1HLcukaFVcTExPDh8YJ3L9/X+oQyAr4fDoPPqOWxc60REREZLeYqBAREZHdYqLiAhQKBWbNmsVOXU6C99O58H46H95Ty2JnWiIiIrJbrFEhIiIiu8VEhYiIiOwWExUiIiKyW0xUiIiIyG4xUSGyAkEQTHrt2bOnwtd68OABEhMTy3WuOXPmoG/fvggNDYUgCEhMTKxwHESOwp6fz7Nnz2Lq1KmIiYmBr68vqlSpgl69euHIkSMVjsVRcWZaIitYtWqVwfuvvvoK27dvL7a9Xr16Fb7WgwcPkJSUBADo2LGjScfMmDEDYWFhaNKkCZKTkyscA5Ejsefn84svvsCyZcvw9NNPY9y4cVCpVFi8eDFatWqFrVu3okuXLhWOydEwUSGygmeeecbg/aFDh7B9+/Zi26WSmpqKiIgIpKenIzg4WOpwiGzKnp/P+Ph4JCYmGqz7NHr0aNSrVw+JiYkumaiw6YdIIjqdDvPnz0eDBg3g6emJ0NBQJCQkICMjw6DckSNH0L17dwQFBcHLywuRkZEYPXo0AODy5cv6RCMpKUlfZV1WU05ERIQ1PhKR05Dq+YyNjS22OGXlypXRvn17nDlzxrIf0kGwRoVIIgkJCVixYgWee+45TJw4Eampqfjss89w/Phx/Pbbb3B3d8ft27fRrVs3BAcHY9q0afD398fly5exceNGAEBwcDA+//xzjB07Fv3798eAAQMAAI0aNZLyoxE5PHt7PtPS0hAUFGTRz+gwRCKyuvHjx4sPP2779+8XAYirV682KLd161aD7Zs2bRIBiH/88UeJ575z544IQJw1a1a546rIsUTOwl6fzyL79u0TBUEQZ86cafY5HBmbfogksH79eiiVSnTt2hXp6en6V1G17+7duwEA/v7+AICffvoJBQUFEkZM5Drs6fm8ffs2hg0bhsjISEydOtUq17B3TFSIJHD+/HmoVCqEhIQgODjY4JWdnY3bt28DAOLi4vD0008jKSkJQUFB6NevH5YvXw61Wi3xJyByXvbyfObk5KB3797IysrC5s2bi/VdcRXso0IkAZ1Oh5CQEKxevdro/qIOeIIgYMOGDTh06BB+/PFHJCcnY/To0fjoo49w6NAhl/3BRWRN9vB85ufnY8CAAThx4gSSk5MRHR1t9rkcHRMVIglERUVhx44daNu2Lby8vMos36pVK7Rq1Qpz5szBmjVrMHz4cKxduxZjxoyBIAg2iJjIdUj9fOp0OowYMQI7d+7Et99+i7i4OHM+htNg0w+RBAYPHgytVot33nmn2D6NRoPMzEwAQEZGBkRRNNgfExMDAPrq5UqVKgGA/hgiqhipn88JEyZg3bp1WLRokX6kkCtjjQqRBOLi4pCQkIC5c+ciJSUF3bp1g7u7O86fP4/169djwYIFGDhwIFauXIlFixahf//+iIqKQlZWFpYuXQo/Pz/07NkTAODl5YX69etj3bp1qFOnDgIDAxEdHV1qVfGqVatw5coVPHjwAACwb98+zJ49GwDw7LPPombNmtb/IhDZKSmfz/nz52PRokVo3bo1KlWqhK+//tpgf//+/eHt7W31r4FdkXrYEZEreHT4Y5ElS5aIsbGxopeXl+jr6ys2bNhQnDp1qnjjxg1RFEXx2LFjYnx8vBgeHi4qFAoxJCRE7N27t3jkyBGD8xw4cECMjY0VPTw8TBoKGRcXJwIw+tq9e7elPjaRQ7Cn53PkyJElPpsAxNTUVEt+dIcgiOIj9VZEREREdoJ9VIiIiMhuMVEhIiIiu8VEhYiIiOwWExUiIiKyW0xUiIiIyG4xUSEiIiK7xUSFyM5cvnwZgiBgxYoVUodCREbwGbUtJipERERktzjhG5GdEUURarUa7u7ukMvlUodDRI/gM2pbTFSIiIjIbrHph8gKEhMTIQgC/vrrLzzzzDNQKpUIDg7GzJkzIYoirl27hn79+sHPzw9hYWH46KOP9Mcaa/8eNWoUfHx8cP36dTz11FPw8fFBcHAwXn31VWi1Wn25PXv2QBAE7NmzxyAeY+dMS0vDc889h+rVq0OhUKBKlSro168fLl++bKWvCpH94DPqOJioEFnRkCFDoNPp8N5776Fly5aYPXs25s+fj65du6JatWp4//33Ubt2bbz66qvYt29fqefSarXo3r07KleujA8//BBxcXH46KOPsGTJErNie/rpp7Fp0yY899xzWLRoESZOnIisrCxcvXrVrPMROSI+ow5AqtUQiZzZrFmzRADiiy++qN+m0WjE6tWri4IgiO+9955+e0ZGhujl5SWOHDlSFEVRTE1NFQGIy5cv15cpWlH17bffNrhOkyZNxNjYWP373bt3G10B+dFzZmRkiADEDz74wDIfmMjB8Bl1HKxRIbKiMWPG6P9fLpejWbNmEEURzz//vH67v78/6tati0uXLpV5vpdeesngffv27U067lFeXl7w8PDAnj17kJGRUe7jiZwFn1H7x0SFyIrCw8MN3iuVSnh6eiIoKKjY9rJ+GHl6eiI4ONhgW0BAgFk/xBQKBd5//3388ssvCA0NRYcOHTBv3jykpaWV+1xEjozPqP1jokJkRcaGLpY0nFEsYwCeKcMgBUEwuv3hznxFJk2ahL/++gtz586Fp6cnZs6ciXr16uH48eNlXofIWfAZtX9MVIicSEBAAAAgMzPTYPuVK1eMlo+KisKUKVOwbds2nDx5Evn5+QajG4jIsviMlh8TFSInUrNmTcjl8mKjExYtWmTw/sGDB8jLyzPYFhUVBV9fX6jVaqvHSeSq+IyWn5vUARCR5SiVSgwaNAiffvopBEFAVFQUfvrpJ9y+fdug3F9//YUnnngCgwcPRv369eHm5oZNmzbh1q1bGDp0qETREzk/PqPlx0SFyMl8+umnKCgowP/+9z8oFAoMHjwYH3zwAaKjo/VlatSogfj4eOzcuROrVq2Cm5sbHn/8cXz77bd4+umnJYyeyPnxGS0fTqFPREREdot9VIiIiMhuMVEhIiIiu8VEhYiIiOwWExUiIiKyW0xUiIiIyG4xUSFyYZcvX4YgCFixYoXUoRCREXxGmagQmezixYtISEhArVq14OnpCT8/P7Rt2xYLFixAbm6u1a57+vRpJCYm4vLly1a7hinmzJmDvn37IjQ0FIIgIDExUdJ4iB7lys/o2bNnMXXqVMTExMDX1xdVqlRBr169cOTIEclishRO+EZkgp9//hmDBg2CQqHAiBEjEB0djfz8fPz666947bXXcOrUKSxZssQq1z59+jSSkpLQsWNHREREWOUappgxYwbCwsLQpEkTJCcnSxYHkTGu/ox+8cUXWLZsGZ5++mmMGzcOKpUKixcvRqtWrbB161Z06dJFkrgsgYkKURlSU1MxdOhQ1KxZE7t27UKVKlX0+8aPH48LFy7g559/ljDCf4miiLy8PHh5eVn83KmpqYiIiEB6enqxpeyJpMRnFIiPj0diYiJ8fHz020aPHo169eohMTHRoRMVNv0QlWHevHnIzs7GsmXLDH4AFqlduzZeeeUV/XuNRoN33nkHUVFRUCgUiIiIwBtvvFFsIbGIiAj07t0bv/76K1q0aAFPT0/UqlULX331lb7MihUrMGjQIABAp06dIAgCBEHAnj17DM6RnJyMZs2awcvLC4sXLwYAXLp0CYMGDUJgYCAqVaqEVq1aVeiHtZS1OUSl4TMKxMbGGiQpAFC5cmW0b98eZ86cMeuc9oKJClEZfvzxR9SqVQtt2rQxqfyYMWPw1ltvoWnTpvjvf/+LuLg4zJ071+hCYhcuXMDAgQPRtWtXfPTRRwgICMCoUaNw6tQpAECHDh0wceJEAMAbb7yBVatWYdWqVahXr57+HOfOnUN8fDy6du2KBQsWICYmBrdu3UKbNm2QnJyMcePGYc6cOcjLy0Pfvn2xadMmC3xViOwHn9GSpaWlISgoyGLnk4RIRCVSqVQiALFfv34mlU9JSREBiGPGjDHY/uqrr4oAxF27dum31axZUwQg7tu3T7/t9u3bokKhEKdMmaLftn79ehGAuHv37mLXKzrH1q1bDbZPmjRJBCDu379fvy0rK0uMjIwUIyIiRK1WK4qiKKampooAxOXLl5v0+URRFO/cuSMCEGfNmmXyMUTWwme0ZPv27RMFQRBnzpxZ7mPtCWtUiEpx//59AICvr69J5bds2QIAmDx5ssH2KVOmAECxat369eujffv2+vfBwcGoW7cuLl26ZHKMkZGR6N69e7E4WrRogXbt2um3+fj44MUXX8Tly5dx+vRpk89PZM/4jBp3+/ZtDBs2DJGRkZg6dWqFziU1JipEpfDz8wMAZGVlmVT+ypUrkMlkqF27tsH2sLAw+Pv748qVKwbbw8PDi50jICAAGRkZJscYGRlpNI66desW215UHf1oHESOis9ocTk5OejduzeysrKwefPmYn1XHA1H/RCVws/PD1WrVsXJkyfLdZwgCCaVk8vlRreLomjytawxwofIUfAZNZSfn48BAwbgxIkTSE5ORnR0tM2ubS2sUSEqQ+/evXHx4kUcPHiwzLI1a9aETqfD+fPnDbbfunULmZmZqFmzZrmvb+oP1EfjOHfuXLHtZ8+e1e8nchZ8RgvpdDqMGDECO3fuxJo1axAXF1fuc9gjJipEZZg6dSq8vb0xZswY3Lp1q9j+ixcvYsGCBQCAnj17AgDmz59vUObjjz8GAPTq1avc1/f29gYAZGZmmnxMz549cfjwYYMf3Dk5OViyZAkiIiJQv379csdBZK/4jBaaMGEC1q1bh0WLFmHAgAHlPt5esemHqAxRUVFYs2YNhgwZgnr16hnMenngwAGsX78eo0aNAgA0btwYI0eOxJIlS5CZmYm4uDgcPnwYK1euxFNPPYVOnTqV+/oxMTGQy+V4//33oVKpoFAo0LlzZ4SEhJR4zLRp0/DNN9+gR48emDhxIgIDA7Fy5Uqkpqbiu+++g0xW/r9RVq1ahStXruDBgwcAgH379mH27NkAgGeffZa1NCQZPqOFideiRYvQunVrVKpUCV9//bXB/v79++sTKocj9bAjIkfx119/iS+88IIYEREhenh4iL6+vmLbtm3FTz/9VMzLy9OXKygoEJOSksTIyEjR3d1drFGjhjh9+nSDMqJYOGyxV69exa4TFxcnxsXFGWxbunSpWKtWLVEulxsMgyzpHKIoihcvXhQHDhwo+vv7i56enmKLFi3En376yaBMeYY+xsXFiQCMvowNyySyNVd+RkeOHFni8wlATE1NLfV4eyaIYjl6BBERERHZEPuoEBERkd1iokJERER2i4kKERER2S0mKkRERGS3mKgQERGR3WKiQkRERHaLiQoRERHZLSYqREREZLeYqBAREZHdYqJCREREdouJChEREdktJipERERkt5ioEBERkd36fwRi0mFPoTVIAAAAAElFTkSuQmCC", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "my_color_palette = {\"Control 1\" : \"blue\",\n", - " \"Test 1\" : \"purple\",\n", - " \"Control 2\" : \"#cb4b16\", # This is a hex string.\n", - " \"Test 2\" : (0., 0.7, 0.2) # This is a RGB tuple.\n", - " }\n", - "\n", - "multi_2group.mean_diff.plot(custom_palette=my_color_palette);" - ] - }, - { - "cell_type": "markdown", - "id": "2056185b", - "metadata": {}, - "source": [ - "For sankey plots, a color palette dict can be supplied via `{1: first_color, 0, second_color}` where first_color and second_color are valid matplotlib colours." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "59f7a832", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "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 = create_demo_prop_dataset()\n", - "df.head()\n", - "two_groups_baseline = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), \n", - " proportional=True, paired=\"baseline\", id_col=\"ID\")\n", - " \n", - "two_groups_baseline.mean_diff.plot(custom_palette={1: \"red\", 0: \"blue\"});" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "25f6ef42", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "032b975b", - "metadata": {}, - "source": [ - "## Changing colour saturation\n", - "\n", - "By default, ``dabest.plot()`` [desaturates](https://en.wikipedia.org/wiki/Colorfulness#Saturation)\n", - "the colour of the dots in the swarmplot by 50%. This draws attention to the effect size bootstrap curves.\n", - "\n", - "You can alter the default values with the parameters ``swarm_desat`` and ``halfviolin_desat``.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3db70141", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_2group.mean_diff.plot(custom_palette=my_color_palette,\n", - " swarm_desat=0.75,\n", - " halfviolin_desat=0.25);" - ] - }, - { - "cell_type": "markdown", - "id": "9547d1aa", - "metadata": {}, - "source": [ - "## Changing size\n", - "It is possible change the size of the dots used in the rawdata swarmplot, as well as those to indicate the effect sizes, by using the parameters `raw_marker_size` and `es_marker_size` respectively.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2e964805", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_2group.mean_diff.plot(raw_marker_size=3,\n", - " es_marker_size=12);" - ] - }, - { - "cell_type": "markdown", - "id": "21949c5f", - "metadata": {}, - "source": [ - "## Changing axes\n", - "\n", - "To change the y-limits for the rawdata axes, and the contrast axes, use the parameters `swarm_ylim` and `contrast_ylim`." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "97d2052e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_2group.mean_diff.plot(swarm_ylim=(0, 5),\n", - " contrast_ylim=(-2, 2));" - ] - }, - { - "cell_type": "markdown", - "id": "4688b5c9", - "metadata": {}, - "source": [ - "If the effect size is qualitatively inverted (ie. a smaller value is a\n", - "better outcome), you can simply invert the tuple passed to\n", - "``contrast_ylim``." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "63e2465a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_2group.mean_diff.plot(contrast_ylim=(2, -2),\n", - " contrast_label=\"More negative is better!\");" - ] - }, - { - "cell_type": "markdown", - "id": "5c0f96f8", - "metadata": {}, - "source": [ - "The contrast axes share the same y-limits as those of the delta-delta plot. Thus, the y axis of the delta-delta plot changes as well." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d588b8d3", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "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", - " })\n", - "\n", - "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(contrast_ylim=(3, -3),\n", - " contrast_label=\"More negative is better!\");" - ] - }, - { - "cell_type": "markdown", - "id": "7682de82", - "metadata": {}, - "source": [ - "You can also change the `*y-limits* and *y-label* for the delta-delta plot." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "856301bb", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "paired_delta2.mean_diff.plot(delta2_ylim=(3, -3),\n", - " delta2_label=\"More negative is better!\");" - ] - }, - { - "cell_type": "markdown", - "id": "a60c4367", - "metadata": {}, - "source": [ - "### Axes ticks\n", - "You can add minor ticks and also change the tick frequency by accessing\n", - "the axes directly.\n", - "\n", - "Each estimation plot produced by ``dabest`` has two axes. The first one\n", - "contains the rawdata swarmplot while the second one contains the bootstrap\n", - "effect size differences.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8c2f3504", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ko+YaZ6K2AMnpmZi3dgfy1QUdFjQPmmHy1Rq8F70D62eNhpuTg5whEpEx0hMAIYBi1p0n+bz11lu6//7ss88MHsNETdj953moNVqD+9QaLfYcu8A5wImqs7wMICcFsHOTOxJ6RHx8fKWXwURtARLup0EhSbqa9MMUkoTb9/h8i6jaS7nORG2GfHx8Kr0MdiazAF7uztAW0+tQKwS8a7lUcUREZHLJxa95TPK7desWNm7ciKVLl+LmzZsACmYsu3//vtHjqJmoLUD3x4NgpTR8K62UCnQLN27lFiIyA/fj5I6ADBBCYNKkSfDz88Pw4cMxadIkXLp0CQCQkZEBX19ffPrpp0aVwURtAdycHDBrVB9YWykhSRKUCgUkSYK1lRKzRvWBm1PNXHCeyKLcj5U7AjJg8eLFWLp0Kd566y3s3r1bb0y1i4sLBgwYgK1btxpVBp9RW4g2Tf2xftZo7Dl2AbfvpcK7lgu6hQcxSRNZirtXAK0WULB+ZU5WrlyJESNG4IMPPsC9e/eK7G/RogX+97//GVUGE7UFcXNyYO9uIkuVnwUkxwO1AuSOhB5y48YNtGvXrtj9Dg4ORk+Gwq9mRETVRcLfckdAj/Dw8MCNGzeK3X/8+HE0bNjQqDKYqImIqotbJ+SOgB4xYMAAfPnll4iL+7ezn/RgYpqff/4Z0dHRGDx4sFFlsOmbiMiMhYeHIyHuHLyclDg22x5Q5wFWNnKHRQ/MnTsX+/btQ0hICJ544glIkoSFCxfi3XffxZEjR9CqVSvMmDHDqDJYoyYiMmMJCQm4lZyNhLS8gufUN/+UOyR6iIuLC37//XdMmTIFt27dgq2tLQ4cOICUlBTMnj0bv/76K+ztjevUyxo1EVF1cjkG8G0vdxQEICcnBytWrEBISAhmzpyJmTNnVko5rFETEVUnVw8BGVxNyxzY2tpi6tSpuHjxYqWWw0RNRFSdaDXA6c1yR2GUgQMHIjg4GMuXL5c7FKM1a9YMV69erdQy2PRNRFTdnPsBaDEEcKgldyQVsnXrVoSGhsodhknMnz8fw4YNQ+fOndGtW7dKKYOJmoioulHnAMdWAZFT5I6kxvvss8/g7u6OHj16wM/PD35+frCzs9M7RpIk/PDDDxUug4maiKg6urADCOwFeDWXO5Ia7e+//4YkSWjYsCE0Gg2uXLlS5JjCcdUVxURNRFRd7f8QGLASsOGc/nKp7OfTgBGdyTQaDb799ltERUWhf//+OH36NAAgNTUV33//PRITE00WJBERGZB6Ezi4GChmPXqyDBVK1CkpKWjfvj2GDRuGjRs34scff8SdOwXDBRwdHTFhwgQsXbrUpIESEZEBsXuBvzfJHUWNVtkV1wol6mnTpuHs2bOIiYlBXFyc3vqbSqUSgwYNws6dO40KjIiIyuiPL4Grv8kdRY1UFRXXCiXq7du34/XXX0f37t0NPiR/7LHHqqTdnoiIUND0vXcecD9e7khqnKqouFYoUaempsLPz6/Y/fn5+VCr1RUOioiIyik/G/h5JpCXJXckNUpVVFwrlKgDAgJw4kTxy639/PPPCA4OrnBQRERUAak3gcOfyh1FjVIVFdcKJeqxY8di9erV2LRpk66aL0kScnNz8c4772DXrl2IiooyKjAiIqqAizuBm8fljqLGqIqKa4XGUb/xxhs4e/Yshg4dCldXVwDAsGHDcO/ePajVakRFRWHMmDFGBUZEliUvIxlJp/ciNyURKldPeDTvAhtHN7nDsky/fQIMWgMoreWOxOKNHTsWU6dORadOndC1a1cA/1Zc33vvPezatQsrVqwwqowKJWpJkrBy5UqMHDkSW7ZsweXLl6HVahEQEIBnn30WHTt2NCooIrIs9y79gQtbF0Bo1ZAkBYTQ4tr+dQgaNAPujSPkDs/ypNwoWLgjZJjckVi8qqi4GjUzWYcOHdChQwejAiAiy1BcjTkvI7kgSWvyAQBCaAr+1eTj/JYP8Pjra1izrgzH1gC+TwCuDeSOxKJVRcWVU4gSWaiqbGouqcacdfcGhNZwZxqhVSPp9F7UbzuwUuKq0TR5wC/vAf2WA1Y2ckdjMQYMGIA333wTTzzxBADg4MGDCAoKqtSKa4UStZ+fX6mTjEuShNjY2AoFRUTGqcqm5tJqzHWaRj6IQVPkXElSIDeF0w1XmruXgF8/AjpNB4xcGIIK/PDDDxg48N8vlp07d8a6deswbFjlPWaoUKKOjIwskqg1Gg2uXbuG3377Dc2aNUOrVq1MEmBZLF++HMuXL0d2dnaVlUlkriqrqbm4GnrS6b0l1pjzs1IhhNbwfqGFytWz3LFQOVyKAZy8gPDRckdiEerVq4eTJ09i+PDhAAAhhNGrY5WmQok6Ojq62H1//fUXevTooXsTVWH8+PEYP348Tpw4gbCwsCorl8gclZY4i2tqLqmpvKQaem5KYok1Zmt7F0gKK90XB739Cit4tOhq5DumUh1fC9g4AS0Gyx1Jtffcc8/ho48+wnfffafrPDZt2jQsWLCg2HMkScJff/1V4TJN/oy6ZcuWiIqKwtSpU3H8OMfyEVW10hKnoabmkhKxo3fjEmvo9dsOLLHGbF+nIYIGzcD5LR/oXV9SWCFo0AzYOLia7s0XIz87HXG7vsT9y38AkgK1m7SDf48oKG3sSj1XCIFz385GcuxxBA2eiVqBbXX70v+5hKt7o5Fx+wogAU51A+Hb9UU4evpX5tupmCOfAQol0GyA3JFUawsWLECjRo2wb98+JCUlQZIkODg4oFatWpVWZqV0JvP09MS5c+cq49JEVAqVq2e5mppLayqv33ZgiTV0QCq1xmzj4IrHX1+jX2N/sN1U/v5mGjxbdoVny+5F9l3avhh5GffRbPj70Go0uPzfJbiy41ME9p9S6nX/ObodQNGmTU1eNs5unAX3xq0R0OtVCK0G1w+sx9kN7+LxCWuhUJphX93flhY8q27aX+5Iqi2lUolx48Zh3LhxAACFQoGZM2dW6jPqCq9HXZx79+5h1apVqF+/vqkvTURl4NG8CySF4SRhqKm5tKbylPhTkCTDfyokSQF1dhqCBs2ApLQGJAmSQlnwr9Jar8Zs4+iG+m0HIqDXq6jfdmCV1KQBIOvudSTHHkejPm/AqV4TuDRsioCeUbhz9iBy0++VeG5GQixu/b4NjZ9+w8B1b0KdnQ6fyOdhX6s+HOr4oGHHYcjPTEFualJlvR3jHVoCnPtR7iiqrdDQUOzatUv3es2aNZXeJ6tCX/m6dOlicHtKSgouXLiAvLw8rFu3zqjAiKhibBzdytXUXFpTOYBSa+jujSMqvcZcUWk3L0Bp6wCnuo1121z9WgGShPRbF6Fq0s7geZr8HFzcvhgBPV+BjaN7kf12terBys4ZCad+RoMOz0JotUg89TPsajeArbl3kPv144JZywJ7yR1JtfP333/j7t27utejR4/GunXrEBQUVGllVihRa7XaIr3cJEmCn58funXrhtGjR6NJkyYmCZCIyu7hDmH12w4CJECdlaZLnBACN49s1eswVlpTuatfK2QkxJbaGaywxmxu8jOSYWPvqrdNUihhbeeE/MzkYs+L/3klnOsH6T2TfpiVyh7NX1iA85vfx41D3wIA7NzrounQeQWtCubuwCJA5Qz4tpc7kmrFx8cHe/bswdChQ6FUKs231/f+/ftNHAYRGctQh7DCWrR744hiO4w1fmpCic+YvR9/Ck71HpO1M5ghNw5two3fvtO91qrzkH7rAmJ3fanbFvryFxW69r1LvyPl6t9o9dKyYo/R5Ofi8k9L4Vw/GIH9p0Botbj1+/c4t2kOWo7+BEprVYXKrjJCW7CGdb/lQK0AuaOpNl5++WVMnToV69evh52dHSRJwpgxY0pciEqSJKSmpla4TDPs7UBE5VVah7CQ0UuK3X/5p2Vo1GcCruxYVmwiNsemba+w3qgd/ITu9cXti1G7SXvUeqgpW+VUC9aObsjLStE7V2g1yM9Oh7WD4fHkqVf/Rk7ybRxZ/Kze9vNbPoBzg6ZoMeJD3DmzH7mpSWj54se6RwSO/d/G7x8Nwf1Lv6NO00ij3+P169eRmZkJAMjM1eD6/Rw0dLc1+ro6+dnAntnAgK8BaxNe18SWL1+OxYsXIyEhAS1btsSnn36KiAjDE/dER0fjxRdf1NumUqmQk5NjkljefvtttGzZEvv27UNiYiLWrl2Lxx9/HP7+ldfTv0yJ+ptvvqnQxUeMGFGh84iofErrEHZ1X3TJk5JkJpeaiM2tadvazgnWdk661worFawdXGDnXlfvOOf6TaDJyUTG7ctw9C54Tp0S/xcgBJzqBRq8dv12g+AZ8qTetpMrxsO/+0u6md206twHs3392+xZkLAl3fK/FXX06FHMmzcPO3bs0F0rJVsD33eO4qnm7ni3tw8e93Uq5SpllHID+GsjEP5i6cfKYNOmTZg0aRK+/PJLtG7dGkuWLEGPHj1w8eJFeHh4GDzH2dkZFy9e1L02ddP0k08+iSefLPh8REdHIyoqSv6ZyUaNGlXuC0uSxERNVEVKHTudmlTq2GpzS8SmYl+7IdwCwnB5x6do1Gs8hFaD2JgvUKdpR6icCsa+5qbdxZn17+CxvpPgVC8QNo7uBjuQqVzqwNbNC0BBh7T4PasRu+tz1H38aQghcPO3zZAUSrj6tKhwvN9//z2GDBkCIUSRhC8EsPPMffzvTDI2vRSEAa1qV7gcPX9vAlo8C9g4mOZ6JvSf//wHL730kq6W/OWXX2LHjh1YvXo1pk2bZvAcSZLg5eVVJfFptYb7d5hSmRJ1fHx8ZcdBREYodey0iwey7l4vfr+591I20mPPvI24XV/gzPp3AElCrSbtEdDj32eKQqtB9r2b0OTnlvma9rUbIHjIbNw4uAF/rXmrYOILrwA0HfoebJyKJvmyOHr0KIYMGQKNRlNsrVyjBSQIDFl5HoenhJimZp2fDcQfNLte4Hl5eTh+/DimT5+u26ZQKNCtWzccOXKk2PMyMjLg4+MDrVaL0NBQfPDBB2jatKlJYrp+veD3qGHDhnqvS1N4fEWUKVH7+PhUuAAiqrjCKTxLm5vbo3kXXNu/rtgOYb5dXkRK/CmLnsazxYgPi91nbedU4uQmtq6e6DBzR4nXN7Tfzb8V3PxNN4b2/fffN1iTfpQAICDw/s5r+OHVZqYp/NaJKkvUGRkZSEtL071WqVRQqYp2vrt79y40Gg08PfW/SHp6euLChQsGrx0YGIjVq1ejRYsWSE1NxUcffYR27drh7NmzJpnfw9fXF5IkITs7GzY2NrrXpdFoirZmlRU7kxGZsZAxS8t0XGljpx08fGSfxpNKdv36dfz0009lfr6t0QL/PX3fdB3MUq4Zf40yiozU72g3e/ZszJkzxyTXbtu2Ldq2/XdIXbt27RAUFISvvvoK8+bNM/r6q1evhiRJsLa21ntdmSqcqBMSErBq1SqcOHECqampRdrpJUnCL7/8YnSARNWNVp0HrcZwx63K5NywGVpFfY67Zw8i634CrJ1ro05wR1g7uCA7IxV23oFoNnop7p77Fbmpd6ByqaO335QUSisoasAayKa81zt3/LfcndCEAGLO3cfINoY7VZVLahKk/KItLqakVhf8vzpw4ABCQkJ02w3VpgGgdu3aUCqVSEzUn58+MTGxzM+gra2t0apVK1y5cqViQT/i0T5bFenDVV4VStR///03OnXqhOzsbAQGBuL06dMIDg5GSkoKbt26hYCAADRo0MDUsRKZPa06DylX/4I6J0u2GGzdvPHpxl346Iu1ssVAVWfc/13BuP8zTRLC6Kr5cuXo6AhnZ+dSj7OxsUFYWBh++eUXPPPMMwAKOm/98ssveO2118pUlkajwenTp9G7d29jQpZVhRL1tGnT4OjoiFOnTsHe3h4eHh5YunQpunTpgs2bN+OVV17B+vXrTR0rkdnTatRQ52RBobSCJGON8u0JL2Pya8VPwFCZxINapnvjcFip7GWJoSqoc7Nw//Ixk93rb7f9hDdnflDu8758zgcjIoxbuUkIAa2tK5QjtlXqPTt58iRat25drnMmTZqEkSNHIjw8HBEREViyZAkyMzN1vcBHjBiBevXq6ZaZfO+999CmTRs0atQIKSkpWLx4Ma5du4axY8ea5D2899575T5HkiS8++67FS6zQon6t99+w5QpU9CwYUPcv38fwL9d1AcPHoxDhw7h7bffxoEDByocGFF1JlnZyDozldJatqKhybeCJjcL1tbWsLKWMZBKJmmtYW1tBaXK3iT3umunjpCkBeVq/pYkoHsTF1hbGTllqRDId6hV6ffMyqr8KWfIkCG4c+cOZs2ahYSEBISEhGDXrl26DmbXr1+HQvHvojHJycl46aWXkJCQADc3N4SFheHw4cMIDg42yXsw9Cy98Bn1o/dOkiTdFKNVnqi1Wq3uf5KrqyuUSqUuYQNA8+bNsWrVqgoHRUSVT52djuS4k8jPTIa1gxvc/FvBys5Ek2hQuTWo540eXTpi9/5DZeohrFQAvYNd0dDdNF8I1S6+MNevVa+99lqxTd2PTmn9ySef4JNPPqm0WB7tj3Xr1i306dMHzZo1w8SJExEYWDCJzoULF7BkyRKcO3cOO3aUPKKgNBVa5tLPz083tlqhUMDPzw979uzR7T98+DBcXV2NCoyIgCs7P8OF7xfgys7PTHrdtJvncXHbQiSe3IX7l48i8eQuXNy2EGk3z5u0HCqft18fB0kqfSatgvnQJEzv4W2ysvM8Q0x2rZpk/PjxaNy4Mf7v//4P4eHhcHJygpOTEx5//HGsX78eAQEBGD9+vFFllDlRJyf/u8rMk08+ic2bN+tev/LKK/j666/RrVs3dO3aFWvXrq3U6dSIagp1TjrUWWlQ56Sb7prZ6bhxcD2EVgNAFCzOAAGh1eDGwfVQZ5uuLCqf0JbNsPrTRVAqFVAqDTdnKxWAUiFh44sBeNzH0STlqt0CoHEyfoxxTbR3795il34GgK5duxo9AqrMidrLywv9+/fHli1bMHnyZGzcuBH5D7ryT5w4Ee+99x7u3buH1NRUvPvuu3j//feNCoyMl5yeie/2HsOyLXvx3d5jSE7PlDskMgPJcSchipn2UGi1SIk/WcUR0cOe7tkNMVu+QfdOHQwsJ1zQ3H3wzSZ4pmXJk+CUR26jPia7Vk1ja2tb4ixphw8fhq2tcePcy/yMetCgQfjxxx/x448/wsnJCQMGDMDw4cPRpUsXSJKEmTNnYubMmUYFQ/pe/XgDktOz4OZkj88nl6+F4siZOMxbuwNqjRYKSYJWCET/7whmjeqDNk0rb5UXMn/5mckFf/ENdVqSJORlFL9GM1WN0JbNsPHrZbhx6zY69h6MlLR0uNopcXxqU5M9ky6kqdMU6tpNgFz5hhRWZ8OHD8eyZcvg6uqK119/HQEBBUuGxsbGYtmyZdiwYQMmTJhgVBllTtTr169HdnY2tm/fjg0bNmD9+vVYu3YtPD09MXToUAwfPhyhoaFGBUP6ktOzcDc1owLnZWLe2h3IVxd0SNE8+IOcr9bgvegdWD9rNNyczG/yfaocj3YaU9rYG07SACBEqdOVUtVpUM8b9vZ2SElLh4ONwuRJGpCQG2R5C7FUpYULF+Lu3bv47LPPsHz5cl0PdK1WCyEEhg4dioULFxpVRrl6fdvZ2WHo0KEYOnQokpOT8d1332HDhg1YsmQJlixZgsaNG+P555/HsGHDKnVtTirZ7j/PQ60x3LSp1mix59gFDO4cVsVRkRzSbp5/8Dxa+28tuqC3ksFkLSkUcPXnF+6aQl2/NbQuDYFyLEZC+mxsbLBu3Tq8/fbb2LlzJ65dK5iK1cfHB7169ULLli2NLqPCU4i6ubkhKioKUVFRuHXrFjZs2ICNGzdi1qxZmD17Nlq3bo3Dhw8bHSCVX8L9NCgkSVeTfphCknD7nmmniyTzpN9pDP8mZiEASQFJodRL4JJCgQYdh8PK1jQdlMjMKayQG/iM3FFYjBYtWqBFi4ovb1oSkyzKUa9ePbz99tvo2bMnZs2ahR9++AF//PGHKS5NFeDl7gxtMU2bWiHgXculiiMiOZTUaQxCoHazTlBaq5CXkQwbRze4+ocySdcgeX7dIOxNtJ41VSqjE/X169d1tekzZ85ACIF27dph+PDhpoiPKqD740GI/t8R3TPqh1kpFegWHiRDVFTVSus0psnNgmfL7lUfGMlO2Loi77Gn5A6DyqhCifru3bu659NHjhyBEAJNmjTBe++9h+HDh8PX19fEYVJZJKdnYvef55FwPw2dQwOx7/gFqLVC1+vbSqnArFF94OZkufMv07+sHdzYaYwMymn+PGBlgqUxqUqUOVFnZmZi27Zt2LBhA3755Rfk5+fD29sbEydOZI9vM2BoOJZSIeHJx4NgY20F71ou6BYexCRdg7j5t0LSXz//+4z6Iew0VnPl+0RC4xUidxhUDmVO1B4eHsjJyYGjoyOGDRumG0P98GToJI/ihmOpNQJ7T1zkcKwa5NGhWPXaDMCt379npzECAGhdfZHb9Dm5w6ByKnOi7tatG4YPH46+ffsaPcsKmRaHYxFgeCiWpFCgbpsB0ORksNNYDSdULsgOHy/v0mpUIWVO1D/88ENlxkFG4HAsKm4oltBq8M/v3yOw/1SujFWTKVXIjngdwo79EipDTEwMVq1ahbi4OCQnJxtc7jI2NrbC1zfJ8CySF4djUVnm764d3LGKoyKzICmQHf4ytK6+ckdikRYvXoxp06bB09MTERERaN68ucnLYKK2AByORZy/m4qTEzIaGg/TJw8qsHTpUnTp0gU7d+6EtXXlPFZgTzAL4ObkgFmj+sDaSglJkqBUKCBJEqytlByOVUNwKBYZktt8ONT128gdhkVLTk7GoEGDKi1JA6xRW4w2Tf2xftZo7Dl2AbfvpXI4Vg3DoVj0qNymQ5Dv21nuMCxeREQELl68WKllMFFbEDcnB/burqGs7JzQoONwg72+ORSr5skNHoR8f846VxU+//xz9OrVC+Hh4Rg2rHzLEZcVEzWRhXCuH4TA/lOREn+SQ7FqsNzgQcgP6Cl3GDXGkCFDoFar8cILL+CVV15B/fr1oVQq9Y6RJAl//fVXhctgoiayIFZ2TuzdXYPlNRnAJF3F3N3dUatWLTRu3LjSymCiJiKyAHmNeiKvcW+5w6hx9u/fX+llsNc3EVE1p64bjrwmA+UOgyoJa9RERNWY1qkuclq+WNCBkGSTn5+PCxcuIDU1FVoDkw917FjxR1JM1ERE1ZWkQE6rsYCVSu5IymXgwIGws7PD+PHjMX78eLnDMYpWq8X06dPx+eefIysrq9jjNJqiQyfLiomaiKiayvfrCq1LQ7nDKLetW7dazNLIH3zwARYvXoyoqCh06NABL7zwAhYuXAhXV1d8/vnnkCQJixYtMqoMPqMmIqqOrOyQ+9jTckdR40VHR+PZZ5/FF198gZ49C3rch4WF4aWXXsIff/wBSZKwd+9eo8pgoiYiHXV2Ou6cPYh/jv6AO2cPQp2dLndIVIw8vy6ANWcelNvNmzfRpUsXAIBKVfAIIicnBwBgY2OD559/HuvWrTOqDDZ9E9Ug6ux0JMedRH5mMqwd3ODm30q3/KWh9ayT/voZDToOh3N9LuxiViQF8n07yR0FAahVqxYyMjIAAI6OjnB2dkZcXJzeMcnJxi2Kw0RNBiWnZ2L3n+eRcD8NXu7O6P54ENycHOQOi4xQUiK2r1W/2PWsbxxcz/WszYymTlMIWy60Yg5atWqFP//8U/e6c+fOWLJkCVq1agWtVotly5ahZcuWRpXBRE1FHDkTh3lrd0Ct0UIhSdAKgej/HcGsUX3Qpqm/3OFRCYqrMauz00tMxLWDI7medTWSX6+13CHQA+PGjUN0dDRyc3OhUqkwf/58dOzYER07doQQAm5ubti4caNRZTBRk57k9EzMW7tDt7a15sEf9Hy1Bu9F78D6WaNZszZTJdWYc1PvlJiIMxOucD1rM+VRpzaknFR4Oj2YP1phDbVXiKwx0b/69u2Lvn376l4HBwcjNjYW+/fvh1KpRLt27eDu7m5UGUzUNVRxTdu7/zwPtcbwH3S1Ros9xy5whS4zVFqN2cW3ZYmJWDx0ThFcz1pW+37cCIc9UyFl3wMAqD2bA1a2MkdFJXFxcUG/fv1Mdj0m6hqopKbthPtpUEiSrib9MIUk4fa9VBkiptIkx50sscasyc0sMRE7ejdCzv1bXM+6GlDXayt3CPQIjUaDzZs3Y9++fUhKSsJ7772H5s2bIzU1Fb/88gvat28PT0/PCl+fw7NqmIebtoUQ0Gi1EELomrZdHGyhLeYPulYIeNdyqeKIqSzyM5OLn0JSkqBUOUBSGP51lxQK1ApsiwYdh0NSKAFIgKQAIEFSKLmetRkRNg4FNWoyGykpKWjfvj2GDRuGjRs34scff8SdO3cAFPQCnzBhApYuXWpUGUzUNUxpTduABCul4Y+FlVKBbuEcpmOOrB3cSqwx27p6lpqIC9ez9grtCffGEfAK7YnAAdM4NMuMqOtGAAo2hJqTadOm4ezZs4iJiUFcXBzEQ7+HSqUSgwYNws6dO40qg3fcQhX3DLq0pu3UzGzMGtUH70XrN41bKRWYNaoP3Jw4wYI5cvNvhaS/fi6x6drK1hGB/aciJf4k8jKSYePoptteiOtZmzf29jY/27dvx+uvv47u3bvj3r17RfY/9thjiI6ONqoMs0rUX3zxBb744gtcvXoVANC0aVPMmjULvXr1kjewaqakZ9Be7s6lNm23aeqP9bNGY8+xC7h9LxXetVzQLTyISdqMWdk5oUHH4UV6fUsKhV7TNRNx9SVUztC6cXikuUlNTYWfn1+x+/Pz86FWq40qw6wSdf369fHhhx+icePGEEJg7dq16NevH06ePImmTZvKHV61UNrwquWTnkP0/47o9j/s4aZtNycH9u6uZgqbrkuqMVP1pakd/OCRBZmTgIAAnDhxotj9P//8M4KDg40qw6zu+tNPP43evXujcePGeOyxxzB//nw4Ojri999/lzu0aqO0Z9DHLlzHrFF9YG2lhCRJUCoUkCQJ1lZKNm1bgMIac92Ifqgd3JFJ2oJo3APkDoEMGDt2LFavXo1Nmzbpnk9LkoTc3Fy888472LVrF6Kioowqw6xq1A8r7O6emZmJtm05HKGsyjK8anDnMDZtE1UzGhcfuUMgA9544w2cPXsWQ4cOhaurKwBg2LBhuHfvHtRqNaKiojBmzBijyjC7RH369Gm0bdsWOTk5cHR0xLZt24ptNsjNzUVubq7udeHE6DVZWZ5BA2zaJqputE515Q6BDJAkCStXrsTIkSOxZcsWXL58GVqtFgEBAXj22WfRsaPxfULMLlEHBgbi1KlTSE1NxZYtWzBy5EgcOHDAYLJesGAB5s6dK0OU5qv740FlegZNlqmk1bGo+hIqZ85GZuY6dOiADh06VMq1zeoZNVCwfmejRo0QFhaGBQsWoGXLlsUOFp8+fTpSU1N1PwcOHKjiaM2Pm5MDn0HXUGk3z+PitoVIPLkL9y8fReLJXbi4bSHSbp6XOzQykta+ltwhkIzMrkb9KK1Wq9e8/TCVSqVbqBsomAWmJnt47PSzXcIgoWBcNJ9BW77S5vrmMpXVm1BxRkBz8vAiHGUhSRJ++OGHCpdnVol6+vTp6NWrFxo2bIj09HRs2LAB+/fvR0xMjNyhmT1DY6cLJynh0pSWr7S5vrlMZfUmbGp2JcTc/PTTT7C1tYWXl5feTGTFkYqb3reMzCpRJyUlYcSIEbh9+zZcXFzQokULxMTEoHv37nKHZta4NCXp5vrmMpUWSVjz99ec1KtXD7du3ULt2rUxbNgwPPfcc/Dy8qq08szqGfWqVatw9epV5ObmIikpCXv27GGSLoOyLE1Jlq20ub65TGX1JqxUpR9EVebGjRvYt28fWrVqhXnz5qFBgwbo1q0b1qxZg/T0dJOXZ1aJmiqmcOy0IVyasmZw829V4upYXKaymmOPb7MTGRmJr776CgkJCdiyZQtq1aqF1157DR4eHhgwYAC2bNlSbP+q8mKitgBlHTtNlqtwrm8uU2mZhJI1anNlbW2Nfv36YdOmTUhMTNQl7yFDhmDRokUmKYOJ2gJ0fzyIS1MSl6m0YKKG16iXL18OX19f2NraonXr1jh69GiJx2/evBlNmjSBra0tmjdvbvQyk2WRm5uLmJgY/PDDDzh58iRsbW3h6+trkmszUZsxNyd71HZxLHVYFcdOUyHO9W2hlDZyRyCbTZs2YdKkSZg9ezZOnDiBli1bokePHkhKSjJ4/OHDhzF06FCMGTMGJ0+exDPPPINnnnkGZ86cMXlsWq0WMTExGDVqFDw9PTF06FBkZ2dj5cqVSEpKwgsvvGCSciRRlr7l1cSJEycQFhaG48ePIzS05j2TS07P5PzdMlPnZuH+5T+hVNlDaW18c+WF7xdAnZUGK3tnNBkw3QQRVj5Nfi40uVlwb/w4rFSW+/kz9b0uiZSRCOHoWWnXr6p7VpG/0a1bt8bjjz+Ozz77DEBBcmzQoAFef/11TJs2rcjxQ4YMQWZmJn766SfdtjZt2iAkJARffvmlSd7H4cOHsWHDBmzevBn37t1DmzZtMGzYMDz77LOoXbu2Scp4mFkNz7IEefnqYntgVzaVtTX6tG0OjUYDrVYLQCA1PbPK47BSKmBjXTM/Wur8fOTnq6FVqKE1RYOV+Pff/Px8469XBTT5amjy1cjPz4dQVI+YK6LwXmu0WZDyjVtvuDRSbj6EovJ+l4U6D1pN5d+zwnWZMzIykJaWptv+6ORVhfLy8nD8+HFMn/7vl1SFQoFu3brhyJEjBss4cuQIJk2apLetR48e2L59uwneQYEOHTrAzs4OvXv3xtChQ3VN3NevX8f169cNnmNM5bFm/jWtJHn5apy6fAOZOabp6VdR0V99hm9WLJc1BjKNrW91hoeLHf5JSETbx8LlDofIJCIjI/Vez549G3PmzCly3N27d6HRaODpqd+a4OnpiQsXDA87TUhIMHh8QkKCcUE/Ijs7G1u3bsX3339f4nFCCEiSBI2m6PoLZcVEbUJqjRaZObmwtlLC2kopWxxRr72Bca++jozsHJy6fAspGVlwdbRHSON6cLSreKeUC9cTsemX49BqtZAUEoRWQKFQYEjXMDRpWPCLka/WIF+tQUSwP+xta95ztYLm0GMPmkONf/+xP34EdXYa6np5IunSMRNEWPk0+XkPmlHDLbrpGwC0D2qilS4nDbB1rtQiFEorKKwq93f25MmTaN26NQ4cOICQkBDddkO1aXO2Zs2aKi2PiboSWFspYWtjLWcEOBv/D9bF/AGNVgtJkiCEwP6/rmBEzzYI9vUu9xXTs3Kw5cApCEmCpCz4EiIpC1pmtxw4hXdG9IKTvS1y8vIhcvJgbW0Na2s5/x/IQ9Jaw9raCkprKyhN8f6lf/+tLv8/FdBCobWCtbU1rKpJzBVWVe/PWgmoqn/HQCurgpTj6OgIZ+fSv3jUrl0bSqUSiYmJetsTExOLnQnMy8urXMdXxMiRI012rbJgr28LlJ6Vg3Uxf0Ct0UIIQKsVEKKgxv/Nrt+RnpVT4rn7TlzE9wdOYt+Ji7pjj124Bk0xc0lrtFocv2j4uQwZx8rWCVb2zrCy5YIaNZqRc0VXVzY2NggLC8Mvv/yi26bVavHLL7+gbdu2Bs9p27at3vEAsHv37mKPrw5YozZjS777BelZuXCyV2His13LfF5ZkmqnVo8V2WeoFh5z9BxG9GyD5PQs3bZHSZKE+2lV32mtJmjU+zW5QyCzUDMTNQBMmjQJI0eORHh4OCIiIrBkyRJkZmbixRdfBACMGDEC9erVw4IFCwAAb7zxBiIjI/Hxxx+jT58++Pbbb3Hs2DGsWLFCzrdhFCZqM5aelYvUzOxyn1eRpPpwLRyA7tzCWninVo8Vu0qMEALuzlw0gKjS1NAaNVAw3OrOnTuYNWsWEhISEBISgl27duk6jF2/fh2Kh6bPbdeuHTZs2ICZM2dixowZaNy4MbZv345mzZrJ9RaMxkRtgdyc7MudVEurhUsAlAqFwaFnSoUCYYENjYqZiEpScxM1ALz22mt47TXDrUv79+8vsm3w4MEYPHhwJUdVdfiM2gKFN/GBspgFGopLqoW1cEMkSUJmTh5G9GwDK6UCkgQoFBIkqWDM9IiebeBkX7OnOCSqVDW4Rk2sUVskJ3tbjOjZBt/s+l3vebNSUZBUAWDfiYtITs+Cm5M9wpv4lKkWHuzrjXdG9MLxi9dxPy0T7s4OCAtsyCRdjaiz05EcdxL5mcmwdnCDm38rWNmxo5rZq8FTiBITtUVJz8rBsQvXdAn4jcFdcPF6ol5SvZ54H/O/+V+RDmODO4eWqWnbyd7WYEc0Mn9pN8/jxsH1EFptQQ1NCCT99TMadBzOhTvMHWvUNRoTtYUoqcd2YWItqcPY5n0nMLhzKDbvO2GwFs5ac/VQXI1ZnZ3+IEk/mB3pwb0XWg1uHFyPwP5TWbMmMlNM1BagtB7bhZORlNZhLD0rl03b1VhJNebc1DsF2w0QWi1S4k+idnDHKo6YiMqCidoClHXcdFmGbbFpu3oqrcbs4ttSl7yLkCTkZSRXYbREVB7s9W0BSuuxXThuuiLDtqh6SI47WWKNWZObaThJA4AQsHF0q8ToiMgYTNQWoKwJuCLDtqh6yM9MLr7DkSRBqXKAVMy9lxQKuPrXvPXbiaoLJmoLUNYEXDhsi2OhLY+1g1uJNWZbV0806DgckkIJQAIkBQAJkkKJBh2Hw8q2+i/4QGSp+IzaApQ2btrJ3lZv6FankMcgSUBmTh47jFkIN/9WSPrr53+fUT+ksMZsZeuIwP5TkRJ/EnkZybBxdNNtJyLzxURtIUqajMTQ0K3CJF6RJS/J/FjZOaFBx+FFen1LCoVejdnKzom9u4mqGSZqC2Kox3ZZh25R9edcP4g1ZiILxERt4Sq65CVVT6wxE1keJmoL8ugUouFNfLiONBFRNcdEbSGKm0K0VeMGHDtNRFSNcXiWBXj4ObQQgFYrIETBc+gTl65DIXHsNBFRdcVEbQFKeg6tFQKhjzXg2GkiomqKTd8WoLTn0NZWSi62QURUTTFRW4CyTCHKxTaIiKonNn1bAM7hTURkuZioLQDn8KZC6ux03Dl7EP8c/QF3zh6EOjtd7pCIyEhs+rYQJU0hSjVD2s3zRaYQTfrrZzToOBzO9YPkDo+IKoiJ2oLwOXTNpc5Of5CkHyzK8aDPgtBqcOPgegT2nworOycZIySiimLTN5EFSI47WVCTNkBotUiJP1nFERGRqTBRE1mA/MzkguZuQyQJeRnJVRsQUQkGDhyI4OBgLF++XO5QqgU2fRNZAGsHN11zdxFCwMbRrWoDIirB1q1bERoaKncY1QZr1EQWwM2/FaRihuhJCgVc/flHkai6YqImsgBWdk5o0HE4JIUSgARICgASJIUSDToO55rURNUYm76JLIRz/SAE9p+KlPiTyMtIho2jG1z9Q5mkiao5JmoiC2Jl54TawR3lDoOITIhN30RERGaMiZqIiMiMsenbgqRn5eDYhWtITs+Cm5M9wpv4cApRIqJqjonaQpyN/wfrYv6ARqvVrU0dc/QcRvRsg2Bfb7nDIyKiCmLTtwVIz8rBupg/oNZoIQSg1QoIAag1Wnyz63ekZ+XIHSIREVUQE7UFOHbhGjTFzPOs0Wpx/OL1Ko6IiIhMhYnaAiSnZ0EqZp5nSZJwPy2ziiMiIiJTYaK2AG5O9hDFzPMshIC7s0MVR0RERKbCRG0Bwpv4QFnMPM9KhQJhgQ2rOCIiIjIVJmoL4GRvixE928BKqYAkAQqFBEkCrJQKjOjZhkO0iIiqMQ7PshDBvt54Z0QvHL94HffTMuHu7ICwwIZM0kRE1ZxFJOrly5dj+fLlyM7OljsUWTnZ26JTq8fkDoOIiEzIIpq+x48fj3PnzmHr1q1yh0JERGRSFlGjptJxelEiouqJiboG4PSiRETVl0U0fVsqJ3sVXBzs4GSvqvA1OL0oEVH1xhq1GZv4bNdyHW+oebss04uyAxoRkfliorYQxTVvN6rvoXv9KE4vSkRk/pioLcDDzdsAdElZrdHi0vVETi9KRFSN8Rm1BSipeVsrRLELdnB6USKyFPfv38fw4cPh7OwMV1dXjBkzBhkZGSWe06lTJ0iSpPfz8ssvV1HEZcdEbQFKWj1LoZDwWAMPTi9KRBZt+PDhOHv2LHbv3o2ffvoJBw8exLhx40o976WXXsLt27d1P4sWLaqCaMuHTd8WoLTVsxrV98CQruGcXpSILNL58+exa9cu/PnnnwgPDwcAfPrpp+jduzc++ugj1K1bt9hz7e3t4eXlVVWhVghr1BagLKtnFU4vOiCyFTq1eoxJmogsxpEjR+Dq6qpL0gDQrVs3KBQK/PHHHyWeu379etSuXRvNmjXD9OnTkZWVVdnhlhtr1BagcPWsb3b9rtfrW6lg8zYRmZ+MjAykpaXpXqtUKqhUFZ8vIiEhAR4eHnrbrKys4O7ujoSEhGLPGzZsGHx8fFC3bl38/fffmDp1Ki5evIjvv/++wrFUBiZqC8HVs4iouoiMjNR7PXv2bMyZM6fIcdOmTcPChQtLvNb58+crHMfDz7CbN28Ob29vdO3aFbGxsQgICKjwdU2NidqCcPUsIqoODhw4gJCQEN3r4mrTkydPxqhRo0q8lr+/P7y8vJCUlKS3Xa1W4/79++V6/ty6dWsAwJUrV5ioiYio5nJ0dISzs3Opx9WpUwd16tQp9bi2bdsiJSUFx48fR1hYGABg79690Gq1uuRbFqdOnQIAeHub1xoI7ExWQ6Rn5WDfiYv4/sBJ7DtxkXN8E5HFCAoKQs+ePfHSSy/h6NGj+O233/Daa6/hueee0/X4vnXrFpo0aYKjR48CAGJjYzFv3jwcP34cV69exY8//ogRI0agY8eOaNGihZxvpwjWqGsArp5FRJZu/fr1eO2119C1a1coFAoMHDgQy5Yt0+3Pz8/HxYsXdb26bWxssGfPHixZsgSZmZlo0KABBg4ciJkzZ8r1ForFRG3hSppe9Jtdv+OdEb3Y4YyIqj13d3ds2LCh2P2+vr568000aNAABw4cqIrQjMambwtXltWziIjIfLFGbUEMLXNZOL0oV88iIqqemKgtRHHPoVs1bsDVs4iIqjE2fVuAh59DCwFotQJCFDyHPnHpOhRSydOLEhGR+WKitgClLXMZ+lgDrp5FRFRNsenbApT2HNraSsnpRYmIqikmagtQ2jKX7s4OnF6UiKiaYtO3BSjLMpdERFQ9MVFbgMJlLvkcmojI8rDp20JwmUsiIsvERG1B+ByaiMjysOmbiIjIjDFRExERmTEmaiIiIjPGRE1ERGTGmKiJiIjMGBM1ERGRGWOiJiIiMmMWOY76/PnzspSbnZuPS3E3YauyhsraIv/Xlio3X42c3HzY5KbCTmUtdzhVTp2XjbTrl6CwsYXSykbucGShUedBm5cD5wwrWNnY6e3z9vaGt7e3TJEZ5/bt27h9+7bcYVRrcv1tru4sKpt4e3sjMjISzz//vNyhEJEBs2fPxpw5c+QOo0K++uorzJ07V+4wqr3IyMhq+2VNLpIobtmlaqqmf+vNyMhAZGQkDhw4AEdHR7nDIRmY82eANeryM+f7WRHV+TMgF4tL1DVdWloaXFxckJqaCmdnZ7nDIRnwM2BZeD+JncmIiIjMGBM1ERGRGWOitjAqlQqzZ8+GSqWSOxSSCT8DloX3k/iMmoiIyIyxRk1ERGTGmKiJiIjMGBM1Fevq1auQJAnR0dFyh0JEVGMxUZtIbGwsoqKi4O/vD1tbWzg7O6N9+/ZYunQpsrOzK63cc+fOYc6cObh69WqllVEW8+fPR9++feHp6QlJkqrt7FNVQZKkMv3s37/f6LKysrIwZ86ccl2L97J8eD+pslnUFKJy2bFjBwYPHgyVSoURI0agWbNmyMvLw6FDh/D222/j7NmzWLFiRaWUfe7cOcydOxedOnWCr69vpZRRFjNnzoSXlxdatWqFmJgY2eKoDtatW6f3+ptvvsHu3buLbA8KCjK6rKysLN20l506dSrTObyX5cP7SZWNidpI8fHxeO655+Dj44O9e/fqTY03fvx4XLlyBTt27JAxwn8JIZCTkwM7O7vSDy6n+Ph4+Pr64u7du6hTp47Jr29JHp2L/vfff8fu3bvNZo563svy4f2kysambyMtWrQIGRkZWLVqlcH5axs1aoQ33nhD91qtVmPevHkICAiASqWCr68vZsyYgdzcXL3zfH198dRTT+HQoUOIiIiAra0t/P398c033+iOiY6OxuDBgwEAnTt3LtLEVniNmJgYhIeHw87ODl999RUAIC4uDoMHD4a7uzvs7e3Rpk0bo75QyFmbt0RarRZLlixB06ZNYWtrC09PT0RFRSE5OVnvuGPHjqFHjx6oXbs27Ozs4Ofnh9GjRwMo6GNQ+Id57ty5us9HaU2fvJemx/tJxmCN2kj//e9/4e/vj3bt2pXp+LFjx2Lt2rUYNGgQJk+ejD/++AMLFizA+fPnsW3bNr1jr1y5gkGDBmHMmDEYOXIkVq9ejVGjRiEsLAxNmzZFx44dMWHCBCxbtgwzZszQNa093MR28eJFDB06FFFRUXjppZcQGBiIxMREtGvXDllZWZgwYQJq1aqFtWvXom/fvtiyZQv69+9vuv9BVCFRUVGIjo7Giy++iAkTJiA+Ph6fffYZTp48id9++w3W1tZISkrCk08+iTp16mDatGlwdXXF1atX8f333wMA6tSpgy+++AKvvPIK+vfvjwEDBgAAWrRoIedbq5F4P8kogiosNTVVABD9+vUr0/GnTp0SAMTYsWP1tr/11lsCgNi7d69um4+PjwAgDh48qNuWlJQkVCqVmDx5sm7b5s2bBQCxb9++IuUVXmPXrl162ydOnCgAiF9//VW3LT09Xfj5+QlfX1+h0WiEEELEx8cLAGLNmjVlen9CCHHnzh0BQMyePbvM59R048ePFw//Kv76668CgFi/fr3ecbt27dLbvm3bNgFA/Pnnn8Ve25j7wXtZMbyfZGps+jZCWloaAMDJyalMx+/cuRMAMGnSJL3tkydPBoAiTc/BwcF44okndK/r1KmDwMBAxMXFlTlGPz8/9OjRo0gcERER6NChg26bo6Mjxo0bh6tXr+LcuXNlvj6Z3ubNm+Hi4oLu3bvj7t27up+wsDA4Ojpi3759AABXV1cAwE8//YT8/HwZI6aS8H6SsZiojVC45Fx6enqZjr927RoUCgUaNWqkt93Lywuurq64du2a3vaGDRsWuYabm1uR51ol8fPzMxhHYGBgke2FTeaPxkFV6/Lly0hNTYWHhwfq1Kmj95ORkYGkpCQAQGRkJAYOHIi5c+eidu3a6NevH9asWVOkvwPJi/eTjMVn1EZwdnZG3bp1cebMmXKdJ0lSmY5TKpUGt4tyTM9eGT28qXJptVp4eHhg/fr1BvcXdiiSJAlbtmzB77//jv/+97+IiYnB6NGj8fHHH+P333+Ho6NjVYZNxeD9JGMxURvpqaeewooVK3DkyBG0bdu2xGN9fHyg1Wpx+fJlvQ5fiYmJSElJgY+PT7nLL2vSfzSOixcvFtl+4cIF3X6ST0BAAPbs2YP27duX6YtWmzZt0KZNG8yfPx8bNmzA8OHD8e2332Ls2LEV+nyQafF+krHY9G2kKVOmwMHBAWPHjkViYmKR/bGxsVi6dCkAoHfv3gCAJUuW6B3zn//8BwDQp0+fcpfv4OAAAEhJSSnzOb1798bRo0dx5MgR3bbMzEysWLECvr6+CA4OLnccZDrPPvssNBoN5s2bV2SfWq3W3evk5OQirSshISEAoGsutbe3B1C+zweZFu8nGYs1aiMFBARgw4YNGDJkCIKCgvRmJjt8+DA2b96MUaNGAQBatmyJkSNHYsWKFUhJSUFkZCSOHj2KtWvX4plnnkHnzp3LXX5ISAiUSiUWLlyI1NRUqFQqdOnSBR4eHsWeM23aNGzcuBG9evXChAkT4O7ujrVr1yI+Ph5bt26FQlH+72/r1q3DtWvXkJWVBQA4ePAg3n//fQDACy+8wFp6OURGRiIqKgoLFizAqVOn8OSTT8La2hqXL1/G5s2bsXTpUgwaNAhr167F559/jv79+yMgIADp6elYuXIlnJ2ddV8K7ezsEBwcjE2bNuGxxx6Du7s7mjVrhmbNmhVbPu+lafF+ktFk7nVuMS5duiReeukl4evrK2xsbISTk5No3769+PTTT0VOTo7uuPz8fDF37lzh5+cnrK2tRYMGDcT06dP1jhGiYGhVnz59ipQTGRkpIiMj9batXLlS+Pv7C6VSqTdUq7hrCCFEbGysGDRokHB1dRW2trYiIiJC/PTTT3rHlGd4VmRkpABg8MfQ0DH616PDeQqtWLFChIWFCTs7O+Hk5CSaN28upkyZIv755x8hhBAnTpwQQ4cOFQ0bNhQqlUp4eHiIp556Shw7dkzvOocPHxZhYWHCxsamTMNzeC+Nw/tJpiYJUY6eSURERFSl+IyaiIjIjDFRExERmTEmaiIiIjPGRE1ERGTGmKiJiIjMGBM1ERGRGWOiriKLFi1CkyZNoNVq5Q7FaNOmTUPr1q3lDqPa4WeADLl69SokSUJ0dLTcoZCZYqKuAmlpaVi4cCGmTp2qm/VLkiRIkoSPP/64yPHR0dGQJAnHjh0zuuzvv/8eQ4YMgb+/P+zt7REYGIjJkycXOwXhjz/+iNDQUNja2qJhw4aYPXs21Gq13jETJ07EX3/9hR9//NHo+GoKfgaIqMLknnGlJvjkk0+Es7OzyM7O1m3Dg5mBPD09RWZmpt7xa9asKXUB+bKqVauWaN68uXj33XfFypUrxYQJE4SNjY1o0qSJyMrK0jt2586dQpIk0blzZ7FixQrx+uuvC4VCIV5++eUi13322WfFE088YXR8NQU/A1QcrVYrsrOzhVqtljsUMlNM1FWgRYsW4vnnn9fbBkCEhIQIAOLjjz/W22fKP9KGpghcu3atACBWrlyptz04OFi0bNlS5Ofn67a98847QpIkcf78eb1jt2zZIiRJErGxsUbHWBPwM0BEFcWm70oWHx+Pv//+G926dSuyr3379ujSpQsWLVqE7OzsSim/U6dORbb1798fAHD+/HndtnPnzuHcuXMYN24crKz+Xavl1VdfhRACW7Zs0btG4fv54YcfKiFqy8LPgOWbM2cOJEnCpUuX8Pzzz8PFxQV16tTBu+++CyEEbty4gX79+sHZ2RleXl56jzsMPaMeNWoUHB0dcevWLTzzzDNwdHREnTp18NZbb0Gj0eiO279/PyRJwv79+/XiMXTNhIQEvPjii6hfvz5UKhW8vb3Rr18/XL16tZL+r5CpMFFXssOHDwMAQkNDDe6fM2cOEhMT8cUXX5R4ndzcXNy9e7dMP6VJSEgAANSuXVu37eTJkwCA8PBwvWPr1q2L+vXr6/YXcnFxQUBAAH777bdSy6vp+BmoOYYMGQKtVosPP/wQrVu3xvvvv48lS5age/fuqFevHhYuXIhGjRrhrbfewsGDB0u8lkajQY8ePVCrVi189NFHiIyMxMcff4wVK1ZUKLaBAwdi27ZtePHFF/H5559jwoQJSE9Px/Xr1yt0Pao6XOaykl24cAEA4OfnZ3D/E088gc6dO2Px4sV45ZVXil1YfuPGjXjxxRfLVKYoZZ2VhQsXQqlUYtCgQbptt2/fBgB4e3sXOd7b2xv//PNPke3+/v44d+5cmWKqyfgZqDkiIiLw1VdfAQDGjRsHX19fTJ48GQsWLMDUqVMBAEOHDkXdunWxevVqdOzYsdhr5eTkYMiQIXj33XcBAC+//DJCQ0OxatUqvPLKK+WKKyUlBYcPH8bixYvx1ltv6bZPnz69vG+RZMBEXcnu3bsHKysrODo6FnvMnDlzEBkZiS+//BJvvvmmwWN69OiB3bt3Gx3Phg0bsGrVKkyZMgWNGzfWbS9sdlWpVEXOsbW1RVpaWpHtbm5uRWpZVBQ/AzXH2LFjdf+tVCoRHh6OmzdvYsyYMbrtrq6uCAwMRFxcXKnXe/nll/VeP/HEE1i3bl2547Kzs4ONjQ3279+PMWPGwM3NrdzXIPkwUZuBjh07onPnzli0aFGRX8xC3t7eBms65fHrr79izJgx6NGjB+bPn6+3r7AWl5ubW+S8nJwcg7U8IQQkSTIqJirAz4BlaNiwod5rFxcX2Nra6j1iKNx+7969Eq9la2uLOnXq6G1zc3NDcnJyueNSqVRYuHAhJk+eDE9PT7Rp0wZPPfUURowYAS8vr3Jfj6oWn1FXslq1akGtViM9Pb3E42bPno2EhARds9mjsrOzkZCQUKYfQ/766y/07dsXzZo1w5YtW/Q6CwH/NncWNn8+7Pbt26hbt26R7cnJyUX+AFFR/AzUHEqlskzbgNIfTxR33sOK+5L0cIezQhMnTsSlS5ewYMEC2Nra4t1330VQUBBbRKoBJupK1qRJEwAFPX9LEhkZiU6dOmHhwoUGe/9u2rRJV6Mq7edRsbGx6NmzJzw8PLBz506DTbAhISEAUGSCjX/++Qc3b97U7X9YfHw8goKCSnxfxM8AVZ7CJuxHJ6+5du2aweMDAgIwefJk/Pzzzzhz5gzy8vIMTrhD5oVN35Wsbdu2AAr++LVo0aLEY+fMmYNOnToZ7NVZ0eeTCQkJePLJJ6FQKBATE1OkKa1Q06ZN0aRJE6xYsQJRUVG6b/NffPEFJEnS63QEAKmpqYiNjS13p5aaiJ8Bqiw+Pj5QKpU4ePAgnnnmGd32zz//XO+4rKwsKBQK2Nra6rYFBATAycnJ4KMOMi9M1JXM398fzZo1w549ezB69OgSj42MjERkZCQOHDhQZF9Fn0/27NkTcXFxmDJlCg4dOoRDhw7p9nl6eqJ79+6614sXL0bfvn3x5JNP4rnnnsOZM2fw2WefYezYsUVqTXv27IEQAv369St3TDUNPwNUWVxcXDB48GB8+umnkCQJAQEB+Omnn5CUlKR33KVLl9C1a1c8++yzCA4OhpWVFbZt24bExEQ899xzMkVPZSbXTCs1yX/+8x/h6OioN10jADF+/Pgix+7bt083taQpZqUqvJahn8jIyCLHb9u2TYSEhAiVSiXq168vZs6cKfLy8oocN2TIENGhQwej46sp+BmwbLNnzxYAxJ07d/S2jxw5Ujg4OBQ5PjIyUjRt2lQIIUR8fLwAINasWVPqeYXlPOzOnTti4MCBwt7eXri5uYmoqChx5swZvWvevXtXjB8/XjRp0kQ4ODgIFxcX0bp1a/Hdd98Z+c6pKkhClNKjgYyWmpoKf39/LFq0SG+YRnWVkJAAPz8/fPvtt6xNlRE/A0RUUexMVgVcXFwwZcoULF682CKWOFyyZAmaN2/OP9DlwM8AEVUUa9RERERmjDVqIiIiM8ZETUREZMaYqImIiMwYEzUREZEZY6ImIqohrl69CkmSEB0dLXcoVA5M1EREBsTGxiIqKgr+/v6wtbWFs7Mz2rdvj6VLlxqci91Uzp07hzlz5uDq1auVVkZZzJ8/H3379oWnpyckScKcOXNkjacm4xSiRESP2LFjBwYPHgyVSoURI0agWbNmyMvLw6FDh/D222/j7NmzBudjN4Vz585h7ty56NSpE3x9fSuljLKYOXMmvLy80KpVK8TExMgWBzFRExHpiY+Px3PPPQcfHx/s3btXb3718ePH48qVK9ixY4eMEf5LCFHsWuHGio+Ph6+vL+7evVvsQi5UNdj0TUT0kEWLFiEjIwOrVq0yuAhKo0aN8MYbb+heq9VqzJs3DwEBAVCpVPD19cWMGTOKrErl6+uLp556CocOHUJERARsbW3h7++Pb775RndMdHQ0Bg8eDADo3LkzJEmCJEnYv3+/3jViYmIQHh4OOzs73frlcXFxGDx4MNzd3WFvb482bdoY9YVCzto86WOiJiJ6yH//+1/4+/ujXbt2ZTp+7NixmDVrFkJDQ/HJJ58gMjISCxYsMLgq1ZUrVzBo0CB0794dH3/8Mdzc3DBq1CicPXsWANCxY0dMmDABADBjxgysW7cO69at01u57OLFixg6dCi6d++OpUuXIiQkBImJiWjXrh1iYmLw6quvYv78+cjJyUHfvn2xbds2E/xfIVnJuiQIEZEZSU1NFQBEv379ynT8qVOnBAAxduxYve1vvfWWACD27t2r2+bj4yMAiIMHD+q2JSUlCZVKJSZPnqzbtnnzZgFA7Nu3r0h5hdfYtWuX3vaJEycKAOLXX3/VbUtPTxd+fn7C19dXaDQaIYThlbpKc+fOHQFAzJ49u8znkGmxRk1E9EBaWhoAwMnJqUzH79y5EwAwadIkve2TJ08GgCJNz8HBwXjiiSd0r+vUqYPAwEDExcWVOUY/Pz/06NGjSBwRERHo0KGDbpujoyPGjRuHq1ev4ty5c2W+PpkfJmoiogecnZ0BAOnp6WU6/tq1a1AoFGjUqJHedi8vL7i6uuLatWt62xs2bFjkGm5ubkhOTi5zjH5+fgbjCAwMLLK9sMn80TioemGiJiJ6wNnZGXXr1sWZM2fKdZ4kSWU6TqlUGtwuyrGIYWX08CbzxkRNRPSQp556CrGxsThy5Eipx/r4+ECr1eLy5ct62xMTE5GSkgIfH59yl1/WpP9oHBcvXiyy/cKFC7r9VH0xURMRPWTKlClwcHDA2LFjkZiYWGR/bGwsli5dCgDo3bs3AGDJkiV6x/znP/8BAPTp06fc5Ts4OAAAUlJSynxO7969cfToUb0vF5mZmVixYgV8fX0RHBxc7jjIfHDCEyKihwQEBGDDhg0YMmQIgoKC9GYmO3z4MDZv3oxRo0YBAFq2bImRI0dixYoVSElJQWRkJI4ePYq1a9fimWeeQefOnctdfkhICJRKJRYuXIjU1FSoVCp06dIFHh4exZ4zbdo0bNy4Eb169cKECRPg7u6OtWvXIj4+Hlu3boVCUf462bp163Dt2jVkZWUBAA4ePIj3338fAPDCCy+wll6V5O52TkRkji5duiReeukl4evrK2xsbISTk5No3769+PTTT0VOTo7uuPz8fDF37lzh5+cnrK2tRYMGDcT06dP1jhGiYGhVnz59ipQTGRkpIiMj9batXLlS+Pv7C6VSqTdUq7hrCCFEbGysGDRokHB1dRW2trYiIiJC/PTTT3rHlGd4VmRkpABg8MfQ0DGqPJIQ5ejFQERERFWKz6iJiIjMGBM1ERGRGWOiJiIiMmNM1ERERGaMiZqIiMiMMVETERGZMSZqIiIiM8ZETUREZMaYqImIiMwYEzUREZEZY6ImIiIyY0zUREREZoyJmoiIyIz9P3dNjmO4ez6RAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.ticker as Ticker\n", - "\n", - "f = two_groups_unpaired.mean_diff.plot()\n", - "\n", - "rawswarm_axes = f.axes[0]\n", - "contrast_axes = f.axes[1]\n", - "\n", - "rawswarm_axes.yaxis.set_major_locator(Ticker.MultipleLocator(1))\n", - "rawswarm_axes.yaxis.set_minor_locator(Ticker.MultipleLocator(0.5))\n", - "\n", - "contrast_axes.yaxis.set_major_locator(Ticker.MultipleLocator(0.5))\n", - "contrast_axes.yaxis.set_minor_locator(Ticker.MultipleLocator(0.25))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fc0f29ec", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f = multi_2group.mean_diff.plot(swarm_ylim=(0,6),\n", - " contrast_ylim=(-3, 1))\n", - "\n", - "rawswarm_axes = f.axes[0]\n", - "contrast_axes = f.axes[1]\n", - "\n", - "rawswarm_axes.yaxis.set_major_locator(Ticker.MultipleLocator(2))\n", - "rawswarm_axes.yaxis.set_minor_locator(Ticker.MultipleLocator(1))\n", - "\n", - "contrast_axes.yaxis.set_major_locator(Ticker.MultipleLocator(0.5))\n", - "contrast_axes.yaxis.set_minor_locator(Ticker.MultipleLocator(0.25))" - ] - }, - { - "cell_type": "markdown", - "id": "2bb38d27", - "metadata": {}, - "source": [ - "## Changing swarm side\n", - "In `dabest`, swarmplots are, by default, plotted asymmetrically to the right side. You may change this by using the parameter `swarm_side`. \n", - "\n", - "There are only three valid values: \"right\" (default), \"left\", \"center\"." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "593f5923", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "multi_2group.mean_diff.plot(swarm_side=\"center\");" - ] - }, - { - "cell_type": "markdown", - "id": "ec7f5271", - "metadata": {}, - "source": [ - "## Hiding options \n", - "For mini-meta plots, it is possible to hide the weighted average plot by setting the parameter ``show_mini_meta=False`` in the ``plot()`` function." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "337fa39d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "np.random.seed(9999) # Fix the seed so the results are replicable.\n", - "# pop_size = 10000 # Size of each population.\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", - "\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", - " 'Gender' : gender, 'ID' : id_col\n", - " })\n", - "mini_meta_paired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Control 3\", \"Test 3\")), mini_meta=True, id_col=\"ID\", paired=\"baseline\")\n", - "mini_meta_paired.mean_diff.plot(show_mini_meta=False);" - ] - }, - { - "cell_type": "markdown", - "id": "659d880a", - "metadata": {}, - "source": [ - "Similarly, you can also hide the delta-delta plot by setting \n", - "``show_delta2=False`` in the ``plot()`` function." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d2984546", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "paired_delta2.mean_diff.plot(show_delta2=False);" - ] - }, - { - "cell_type": "markdown", - "id": "aa66a227", - "metadata": {}, - "source": [ - "## Creating estimation plots in existing axes" - ] - }, - { - "cell_type": "markdown", - "id": "ba3ebef2", - "metadata": {}, - "source": [ - "*Implemented in v0.2.6 by Adam Nekimken*.\n", - "\n", - "``dabest.plot`` has an ``ax`` parameter that accepts Matplotlib\n", - "``Axes``. The entire estimation plot will be created in the specified\n", - "``Axes``.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9a2aa538", - "metadata": {}, - "outputs": [], - "source": [ - "two_groups_paired_baseline = dabest.load(df, idx=(\"Control 1\", \"Test 1\"),\n", - " paired=\"baseline\", id_col=\"ID\")\n", - "multi_2group_paired = dabest.load(df,\n", - " idx=((\"Control 1\", \"Test 1\"),\n", - " (\"Control 2\", \"Test 2\")),\n", - " paired=\"baseline\", id_col=\"ID\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9624ce3b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from matplotlib import pyplot as plt\n", - "f, axx = plt.subplots(nrows=2, ncols=2,\n", - " figsize=(15, 15),\n", - " gridspec_kw={'wspace': 0.25} # ensure proper width-wise spacing.\n", - " )\n", - "\n", - "two_groups_unpaired.mean_diff.plot(ax=axx.flat[0]);\n", - "\n", - "two_groups_paired_baseline.mean_diff.plot(ax=axx.flat[1]);\n", - "\n", - "multi_2group.mean_diff.plot(ax=axx.flat[2]);\n", - "\n", - "multi_2group_paired.mean_diff.plot(ax=axx.flat[3]);" - ] - }, - { - "cell_type": "markdown", - "id": "c793b67c", - "metadata": {}, - "source": [ - "In this case, to access the individual rawdata axes, use\n", - "``name_of_axes`` to manipulate the rawdata swarmplot axes, and\n", - "``name_of_axes.contrast_axes`` to gain access to the effect size axes." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ad858bba", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(642.3472222222223, 0.5, 'New y-axis label for effect size')" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "topleft_axes = axx.flat[0]\n", - "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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", 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" - ] - }, - "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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", 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" - ] - }, - "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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y+I7azLRt4ouNM97B/lNXEf8oFR41HdG9VQCTNFFVkJcFWJnXv9VTp06hS5cumu3x48cDAIYNG4aIiAjEx8drkjZQUIPdtWsX/vOf/2DJkiXw9PTEDz/8YJChWQDQuXNnrFy5Eu+99x7q1q2rdezu3btYtWqVVvzlwURthpztbdm7m6gqSvsHqNXA1FEYVefOnbVWpHqWrlnHOnfujLNnzxowqn/NnTsXrVu3RpMmTTBixAg0adIEAHDx4kWsXbsWoihi7ty5FSqDiZqIqKpQ55s6AnqGv78//vjjD3z44YdYtGiR1rFOnTph6dKlCAioWP8fJmoioqpClWfqCEiHwMBAREdH4+HDh4iJiQEA+Pr6VnhGskJM1EREVYVKaeoIqBi1atWqtOT8NCZqIqKqgk3fkqRSqRAZGYmYmBgkJycXeacuCAI+/fTTct+fiZqIqKpQVt6c2FQ5Tp06hddeew337t3T2+mtooma46iJiKoKJmrJ+eCDD5CdnY0dO3bg8ePHUKvVRT4qlapCZbBGTURUVeRnmToCesbff/+NefPm4eWXXzZYGaxRExFVFbnppo6AnuHp6VnsOO/KwERthpLTM/HzwVNYuu0gfj54iutQE1UVOVzhTmomT56M1atXIy0tzWBlsOnbzBy7GIO563dBqVJDJghQiyIi/ncMM4b3RdsmvqYOj4iKk/nA1BHQM9LT02FnZ4cGDRrgjTfeQL169SCXy7XOEQShQnONM1GbkeT0TMxdvwv5yoKODYXrUucrVZgTsQsbZ7wDZ3tbU4ZIRMXJSDJ1BPSMjz/+WPP/y5Yt03kOEzWV2r6TV6BUqXUeU6rU2H/qKucAJ5KytHumjoCeERsba/AymKjNSMLjNMgEQVOTfppMEBD/iO+/iCQtJ63gPbW1o6kjoSe8vLwMXgY7k5kRdxcHqPX0TlSLIjxq8h8/keSlxJV8Dhnd/fv3sXnzZixZsgT37hW0fKhUKjx+/LjC46iZqM1Ij+cDYCHX/cgt5DJ0b1WxFV6IyAiSb5s6AnqKKIoYP348fHx8EBoaivHjx+P69esAgIyMDHh7e+Pbb7+tUBlM1GbE2d4WM4b3haWFHIIgQC6TQRAEWFrIMWN4Xzjbm9eC9ERV0qNbpo6AnrJw4UIsWbIEH3/8Mfbt26c1ptrR0RGvvvoqfvnllwqVwXfUZqZtE19snPEO9p+6ivhHqfCo6YjurQKYpImqikc3TB0BPWX16tUICwvD559/jkePHhU5HhgYiP/9738VKoOJ2gw529uydzdRVfXwRsFyl3L++JaCu3fvon379nqP29raVngyFDZ9ExFVJcpc1qolxNXVFXfv3tV7/PTp06hfv36FymCiJiKqav45Z+oI6IlXX30VK1asQExMjGafIAgAgL179yIiIgKDBg2qUBlM1EREEteqVSt4enqi1ednCnbc/cu0AZHG7Nmz4eHhgaCgIISFhUEQBCxYsAAdO3ZE7969ERgYiGnTplWoDCZqIiKJS0hIwP3795GQlvdkx99AdopJY6ICjo6OOH78OCZNmoT79+/D2toa0dHRSElJwcyZM/HHH3+gRo2KddZlbwQioqpGrQJiDgFNXjF1JGYtJycHq1atQlBQEKZPn47p06cbpBzWqImIqqIrvwMGXgeZimdtbY3Jkyfj2rVrBi2HiZqIqCp6dBP454ypozB7TZs2xe3btw1aBhM1EVFVdXo9a9UmNm/ePKxcuRL79+83WBl8R01EVFXFnwfungDqtzF1JGZr2bJlcHFxQc+ePeHj4wMfHx/Y2NhonSMIAn777bdyl8FETURUlR1dCtRZB1hYmToSs/T3339DEATUr18fKpUKN2/eLHJO4bjq8mKiJiKqylLvAafXAW3CTR2JWTL0+2mgAu+oVSoVfvrpJ4SHh+OVV17BhQsXAACpqan49ddfkZiYWGlBEhFRMc5vBu6dNnUUZCDlStQpKSno0KEDhg4dis2bN2Pnzp148OABAMDOzg5jx47FkiVLKjVQIiLSQxSBg3OAdFaQTMHQFddyJeopU6bg0qVLiIyMRExMjNb6m3K5HAMHDsTu3bsrFBgREZVBdgqwd3rBoh1kNMaouJYrUe/YsQMffvghevToofMl+XPPPWeUdnsiInrKw+vA4a84ZMuIjFFxLVeiTk1NhY+Pj97j+fn5UCqV5Q6KiIjK6cZe4BpbNI3FGBXXciVqPz8/nDmjf0acvXv3onHjxuUOioiIKuDoMiAt3tRRmAVjVFzLlahHjhyJtWvXYsuWLZpqviAIyM3NxSeffII9e/YgPJxDBYiITCI/Czj6ramjMAvGqLiWaxz1Rx99hEuXLmHIkCFwcnICAAwdOhSPHj2CUqlEeHg4RowYUaHAiKj6y8tIRtKFg8hNSYTCyQ2uzbrCys7Z1GFVD3f+LJi1rF5rU0dSrY0cORKTJ09G586d0a1bNwD/VlznzJmDPXv2YNWqVRUqo1yJWhAErF69GsOGDcO2bdtw48YNqNVq+Pn54fXXX0enTp3KFczy5cuxfPlyTXt+kyZNMGPGDPTu3Vvn+REREXj77be19ikUCuTk5JSrfCIynkfX/8LVX+ZDVCshCDKIohp3ojYgYOA0uDRkcqkUx5YBddYAcktTR1JtGaPiWqGZyTp27IiOHTtWKICneXp64osvvkDDhg0hiiLWr1+P/v374+zZs2jSpInOaxwcHLSWGKvoVG1EVHn01ZjzMpILkrQqHwAgiqqC/6rycWXb53j+w3WsWVeG5DvA+Z+Alm+ZOpJqy1AV16dJagrRl19+WWt73rx5WL58OY4fP643UQuCAHd3d2OER1QtGKu5ubgac9bDuxDVujvYiGolki4chGe71yo9JrN0OgKo1wao/ZypI6kWXn31VfznP//BCy+8AAA4fPgwAgICKr3i+rRyJWofH58Sa66CIODWrVvlCgoomOll69atyMzMRLt27fSel5GRAS8vL6jVarRs2RKff/653qQOALm5ucjNzdW6nshcGKu5uaQac+0mIU/KVxW5VhBkyE3hDFuVRq0E9s0AXl0JWDuaOpoq77fffsNrr/37S2SXLl2wYcMGDB061GBllitRh4SEFEnUKpUKd+7cwZ9//ommTZuiRYsW5QrowoULaNeuHXJycmBnZ4ft27fr7THn7++PtWvXIjAwEKmpqfjqq6/Qvn17XLp0CZ6enjqvmT9/PmbPnl2u2IiqMkM1N+uqoSddOFhsjTk/KxWiqNZ9XFRD4eRW5jioGOnxwN5PgT5fcZWtCqpbty7Onj2L0NBQAIAoigZ/5VquRB0REaH32Pnz59GzZ0/Nlygrf39/nDt3Dqmpqdi2bRuGDRuG6Ohoncm6Xbt2WrXt9u3bIyAgACtXrsTcuXN13n/q1KkYP368ZvvcuXMICQkpV6xEVUlJyVNfc3NxTeX6auhOPs2LrTFb1nCEILPQ/NKgdVxmAdfAbhX8tlRE/Hng4Fyg+yxAJjd1NFXWG2+8ga+++go///yzpvPYlClTMH/+fL3XCIKA8+fPl7vMSn9H3bx5c4SHh2Py5Mk4fbrsq7lYWVmhQYMGAIDg4GCcPHkSS5YswcqVK0u81tLSEi1atNC5HmghhUIBhUKh2bazsytzjERVUW5KYpmbm4trKrfzaKi3hp586wwA3dNYiqIaNWrXR8DAabiy7XOtewsyCwQMnAYrW6dK+97Pys9OR8yeFXh84y9AkKFWo/bw7RkOuZVNideKoojLP81E8q3TCBg0HTX9/60opP9zHbcPRiAj/iYgAPZ1/OHd7W3Yufka7LuUWexh4PBCoNMkQFbuxRPN2vz589GgQQMcOnQISUlJEAQBtra2qFmzpsHKNEhnMjc3N1y+fLlS7qVWq7XeKRdHpVLhwoUL6NOnT6WUTVSdKJzcytTcXFJTuWe71/TW0CGqAUEGXcm6sMZsZeuE5z9cp11bf7K/ov7+cQrcmneDW/MeRY5d37EQeRmP0TT0M6hVKtz472Lc3PUt/F+ZVOJ9/zmxA0DRZk5VXjYubZ4Bl4Zt4Nf7A4hqFeKiN+LSpk/x/Nj1kMkl1G/32v8ACwXQYRzAUTJlJpfL8e677+Ldd98FAMhkMkyfPt2g76gr/VeqR48eYc2aNXrfERdn6tSpOHz4MG7fvo0LFy5g6tSpiIqK0jSjh4WFYerUqZrz58yZg7179yImJgZnzpzBm2++iTt37mDkyJGV9n2IqgvXZl0hyHQnDF3NzSU1lafEnoMg6P4RIsjkcPZtCUFuCQgCBJm84L9yS60as5WdMzzbvQa/3h/As91rBq1JA0DWwzgk3zqNBn0/gn3dRnCs3wR+vcLx4NJh5KY/KvbajIRbuH98Oxq+/JGO+96DMjsdXiFvokZNT9jW9kL9TkORn5mC3NQkQ32d8ru0A/hrJRfvKIeWLVtiz549mu1169aVu09WaZXr17yuXbvq3J+SkoKrV68iLy8PGzZsKPN9k5KSEBYWhvj4eDg6OiIwMBCRkZHo0aPgt+K4uDjInmquSU5OxqhRo5CQkABnZ2cEBwfj6NGjnGecSAcrO+cyNTeX1FQOoNgauqN3IBq+PM4gNebySrt3FXJrW9jXaajZ5+TTAhAEpN+/BkWj9jqvU+Xn4NqOhfDr9T6s7FyKHLepWRcWNg5IOLcX9Tq+DlGtRuK5vbCpVQ/WUu0Yd34zoLAHWpSvP5G5+vvvv/Hw4UPN9jvvvIMNGzYgICDAYGWWK1Gr1eoivdwEQYCPjw+6d++Od955B40aNSrzfdesWVPs8aioKK3tRYsWYdGiRWUuh8jcPN0hzLPdQEAAlFlpmuQJUcS9Y79odRgrqancyacFMhJuFdshzMrWSVLjofMzkmFVw0lrnyCTw9LGHvmZyXqvi927Gg6eAVrvpJ9moaiBZm/Nx5Wtn+HukZ8AADYuddBkyNyC1gSpOrEKsK0NPPeiqSOpMry8vLB//34MGTIEcrlcur2+n02YRCRdujqEFdaiXRq21tthrOFLY4vtme3x/Euwr/ucSTqEPevukS24++fPmm21Mg/p96/i1p4Vmn0t31terns/un4cKbf/RotRS/Weo8rPxY3fl8DBszH8X5kEUa3G/eO/4vKWWWj+ziLILRV6rzW5wwsBp/qAa9krV+bovffew+TJk7Fx40bY2NhAEASMGDGi2IWoBEFAampqucuUUA8HIqpsJXUIC3pnsd7jN35figZ9x+LmrqV6E7FLw9YG6xCmxdW12H3uwX1Qq/ELmu1rOxaiVqMOqPlUU7bCviYs7ZyRl5WidRtRrUJ+djosbXWPIU+9/TdykuNxbOHrWvuvbPscDvWaIDDsCzy4GIXc1CQ0f/trzWsBu1cm4vhXg/H4+nHUblL+IaBxcXHIzMwEAGTmqhD3OAf1XazLfb8iVHkFw7Ze+wGwLLnnuyl89913WLhwIRISEtC8eXN8++23aN1a9wQ9hl4DYuLEiWjevDkOHTqExMRErF+/Hs8//zx8fQ3Xu79UifrHH38s183DwsLKdR0RVY6SOoTdPhRR/MQkmcklJuLCDmEG1a9fsYctbexhaWOv2ZZZKGBp6wgblzpa5zl4NoIqJxMZ8Tdg51Hwnjol9jwgirCv66/z3p7tB8ItSLtp+Oyq0fDtMUozm5tamfukB/W/TaAFCVvQLAVcVidOnMDcuXOxa9cuzT1SslXw/uQEXmrmgk/7eOF5b/sS7lJKqfeAv7cAwcMr536VaMuWLRg/fjxWrFiBNm3aYPHixejZsyeuXbsGV12/wMHwa0C8+OKLePHFgr8TERERCA8PN/3MZMOHDy/zjQVBYKImMrESx06nJpU4ttooidhIatSqD2e/YNzY9S0a9B4NUa3CrcjlqN2kExT2BeNgc9Me4uLGT/Bcv/Gwr+sPKzsXnR3IFI61Ye1csM6Ak08LxO5fi1t7vked51+GKIq49+dWCDI5nLwCyxznr7/+isGDB0MUxSKJXhSB3Rcf438Xk7FlVABebVGrHH8SOvy9FQh8A7CsxNp6Jfjmm28watQoTS15xYoV2LVrF9auXYspU6bovMaYa0Co1br7cVSmUiXq2NhYQ8dBRAZQ4thpR1dkPYzTf1yqPZYr4LkBExGzZzkubvwEEATUbNQBfj3/fb8oqlXIfnQPqvzSzd8AADVq1UPjwTNx9/AmnF/3ccEkGO5+aDJkDqzsiyb54pw4cQKDBw+GSqXSWxtXqQEBIgavvoKjk4Iqp2adlwHEHQP8ulT8XpUkLy8Pp0+f1hqWK5PJ0L17dxw7dkzvdWVdA6Is4uIK/r3Ur19fa7skheeXR6kStZeXV7kLICLTcW3WFXeiNujtEObd9W2kxJ6rdlN5BoZ9ofeYpY19sZObWDu5oeP0XcXeX9dxZ98WcPat+Hjazz77TGdN+lkiABEiPtt9B7990LTC5QIA4s8ZJVFnZGQgLS1Ns/3sjJGFHj58CJVKBTc37V8Y3dzccPXqVZ33Ls8aEGXh7e0NQRCQnZ0NKysrzXZJVKqirValxc5kRNVYSWOnbV29TDaVJxUVFxeH33//vdTvtVVq4L8XHldeB7PkOxW/Ryk8u77CzJkzMWvWrEq5d3nWgCiLtWvXQhAEWFpaam0bUrkTdUJCAtasWYMzZ84gNTW1SDu9IAg4cOBAhQMkqm7UyjyoVXqm3jQAh/pN0SL8ezy8dBhZjxNg6VALtRt3gqWtI7IzUmHj4Y+m7yzBw8t/IDf1ARSOtbWOVxaZ3AKyarxyU2U81927/lvmzmeiCERefoxhbXV3rCqT9IcQ8ou2rlQWpbLgzyc6OhpBQUGa/bpq0wBQq1YtyOVyJCZqz0OfmJhY6nfQpVkDoiye7bNVnj5cZVWuRP3333+jc+fOyM7Ohr+/Py5cuIDGjRsjJSUF9+/fh5+fH+rVq1fZsRJVeWplHlJun4cyJ8voZVs7e+DbzXvw1fL1Ri+bDOvd/7uJd/+vMhLRUSB0YyXcp3h2dnZwcHAo8TwrKysEBwfjwIEDGDBgAICCzlsHDhzAmDFjSlVWdVgDolyJesqUKbCzs8O5c+dQo0YNuLq6YsmSJejatSu2bt2K999/Hxs3Gv5hE1U1apUSypwsyOQWEExQu5w49j1MGKN/YgZDEZ/UNl0atoKFoobRyzc0ZW4WHt84VeHn+tP23/Gf6Z+X+boVb3ghrHXFVm8SRREqW3dYhG422DM6e/Ys2rRpU6Zrxo8fj2HDhqFVq1Zo3bo1Fi9ejMzMTE0v8LCwMNStW1ezzOScOXPQtm1bNGjQACkpKVi4cGGlrgExZ86cMl8jCAI+/fTTcpdZrkT9559/YtKkSahfvz4eP34M4N8u6oMGDcKRI0cwceJEREdHlzswoupMsLAyyWxVckujFwkAUOVbQJWbBUtLS1hYmigIAxLUlrC0tIBcUaNCz7Vb504QhPllav4WBKBHI0dYWlRwqlJRRJ5dLYM+IwuLsqecwYMH48GDB5gxYwYSEhIQFBSEPXv2aDqYGXsNCF3v0gvfUT/73ARB0EwxavRErVarNX9ITk5OkMvlmoQNAM2aNStx3m4ikiZldjqSY84iPzMZlrbOcPZtAQubSppYg4pVr64HenbthH1RR0rVS1guA/o0dkJ9l8r5pU/pUB9S7EUwZswYvU3dxl4D4tn+WPfv30ffvn3RtGlTjBs3Dv7+BRPnXL16FYsXL8bly5exa1fxowhKUq5lLn18fDRjq2UyGXx8fLB//37N8aNHj8LJyalCgRGR8aXdu4Jr2xcg8ewePL5xAoln9+Da9gVIu3fF1KGZjYkfvgtBKHk2rYJ50ARM7elRaWXnuZZ9chZzN3r0aDRs2BD/93//h1atWsHe3h729vZ4/vnnsXHjRvj5+WH06NEVKqPUiTo5+d+VZV588UVs3bpVs/3+++/jhx9+QPfu3dGtWzesX7/eoNOpEWHnTuCHH7Q/O3eaOqoqTZmdjruHN0JUqwCIgKgGIEJUq3D38EYos9NNHaJZaNm8KdZ++yXkchnkct3N2XIZIJcJ2Py2H573squUcpUuz0FtW/0muDG0gwcP6l36GQC6detW4RFQpW76dnd3R58+fRAaGooJEyZgyJAhyM/Ph6WlJcaNG4fMzEz88ssvkMvl+PTTTzFt2rQKBUbGlZyeiX0nryDhcRrcXRzQ4/kAONvbmjos/ZKSgHv3TB1FtZIccxainukQRbUaKbFnUatxJyNH9cTOnQXP/GmuriXOAV5VvdyrOyK3/YiF365C5MHDWu8+BaGguXtqT49KS9IAkNOgV6Xdy5xYW1vj2LFjeP/993UeP3r0KKytKzbGvdSJeuDAgdi5cyd27twJe3t7vPrqqwgNDUXXrl0hCAKmT5+O6dOnVygYMo1jF2Mwd/0uKFVqyAQBalFExP+OYcbwvmjbxHArwpC05GcmF2QBXR2ZBAF5GfrXazY4M/zFrGXzptj8w1LcvR+PTn0GISUtHU42cpye3KTS3kkXUtUKgKpmIyDX+MMGq7rQ0FAsXboUTk5O+PDDD+Hn5wcAuHXrFpYuXYpNmzZh7NixFSqj1Il648aNyM7Oxo4dO7Bp0yZs3LgR69evh5ubG4YMGYLQ0FC0bNmyQsGQ8SWnZ2Lu+l3IVxZ0XFE9+SGdr1RhTsQubJzxjrRr1lRuz3Yak1vV0J2kAUAUYWWnexlIMqx6dT1Qo4YNUtLSYWslq/QkDQC5jV6t9HuaiwULFuDhw4dYtmwZvvvuO00PdLVaDVEUMWTIECxYsKBCZZSp17eNjQ2GDBmCIUOGIDk5GT///DM2bdqExYsXY/HixWjYsCHefPNNDB061KBrc1Ll2XfyCpQq3c2dSpUa+09dxaAuwUaOigwt7d6VJ++j1f/Wogt6MOlM1oJMBidf/iJeHSndg6B29gHKsAgJ/cvKygobNmzAxIkTsXv3bty5UzANq5eXF3r37o3mzZtXuIxyTyHq7OyM8PBwhIeH4/79+9i0aRM2b96MGTNmYObMmWjTpg2OHj1a4QDJsBIep0EmCJqa9NNkgoD4R5U3hSRJg3anMfybmEUREGQQZHKtBC7IZKjXKRQW1pX3PpSkQkCef39TB1EtBAYGIjDQML3mK2VRjrp162LixIno1asXZsyYgd9++w1//fVXZdyaDMzdxQFqPc2dalGER01HI0dEhlZcpzGIImo17Qy5pQJ5GcmwsnOGk29LJulqSunZBmoHTvcsdRVO1HFxcZra9MWLFyGKItq3b4/Q0NDKiI8MrMfzAYj43zHNO+qnWchl6N4qwARRkSGV1GlMlZsFt+Y9jB8YGZdcwXfTVUS5EvXDhw8176ePHTsGURTRqFEjzJkzB6GhofD29q7kMKkyPTsUa/zgbvhmywGtXt8WchlmDO8LZ/vqNy+zubO0dWanMUJuowEQbVxMHQaVQqkTdWZmJrZv345NmzbhwIEDyM/Ph4eHB8aNG8ce31WIrqFYFnIZxr/eDckZ2Yh/lAqPmo7o3iqASbqacvZtgaTze/99R/0UdhozD6qa/sj36WbqMKiUSp2oXV1dkZOTAzs7OwwdOlQzhvrpydBJ2oobivXNzwc4FKsae3YoVt22r+L+8V/ZacwMiVb2yGkxEhD4s7uqKHWi7t69O0JDQ9GvX78Kz7JCpsGhWOZJ11AsQSZDnbavQpWTwU5j5kSQISc4HKINX29UJaVO1L/99psh4yAj4FAs86NvKJaoVuGf47/C/5XJXBnLjOQ2HQpVrUamDqPaiYyMxJo1axATE4Pk5GSdy13eunWr3PevlOFZVDVwKJb5kfT83WRU+b49kO/d2dRhVDsLFy7ElClT4ObmhtatW6NZs2aVXgYTtRnhUCzzI+n5u8lolB6tkNt4kKnDqJaWLFmCrl27Yvfu3bC0tDRIGexNYEac7W0xY3hfWFrIIQgC5DIZBEGApYWcQ7GqKQ7FIlWtAOS0GMHOYwaSnJyMgQMHGixJA6xRm522TXyxccY72H/qKodimQEOxTJvaicfZD8/GpAbLomYu9atW+PatWsGLYOJ2gw529uyd7eZsLCxR71OoTp7fXMoVvWmdqiHrDbjAAuO0jGk77//Hr1790arVq0wdOhQg5TBRE1UzTl4BsD/lclIiT3LoVhmQm3ngey24wErzotgaIMHD4ZSqcRbb72F999/H56enpDL5VrnCIKA8+fPl7sMJmoiM2BhY8/e3WZCrFEL2W3HQ1Rw2J0xuLi4oGbNmmjYsKHBymCiJiKqJkQrW2S1+Q8nNDGiqKgog5fBboBERNWBIENOqw8g2rmZOhKqZKxRExFVA3n+A6Cq6W/qMMxWfn4+rl69itTUVKh1TDLUqVP5Xz0xURMRVXFqJx/kNehl6jDMklqtxtSpU/H9998jKytL73kqVdEhkqXFpm8ioipNQE6zUE5oYiKff/45Fi5ciDfffBM//vgjRFHEF198gRUrViAwMBDNmzdHZGRkhcrgkyUiqsKUdYKhdvI2dRhmKyIiAq+//jqWL1+OXr0KWjWCg4MxatQo/PXXXxAEAQcPHqxQGUzURFQiZXY6Hlw6jH9O/IYHlw5DmZ1u6pDoibwGfUwdglm7d+8eunbtCgBQKBQAgJycHACAlZUV3nzzTWzYsKFCZfAdNRFBmZ2O5JizyM9MhqWtM5x9W2iWv9S1nnXS+b2o1ykUDp5cyMWUVM6+UDvWN3UYZq1mzZrIyMgAANjZ2cHBwQExMTFa5yQnV2zxGyZqqpDk9EzsO3kFCY/T4O7igB7PB8DZnrMhVSXFJeIaNT31rmd99/BGrmdtYkrPdqYOwey1aNECJ0+e1Gx36dIFixcvRosWLaBWq7F06VI0b968QmUwUVO5HbsYg7nrd0GpUkMmCFCLIiL+dwwzhvdF2ya+pg6PnqKvxqzMTi82EddqHML1rKVKkEHpwTn7Te3dd99FREQEcnNzoVAoMG/ePHTq1AmdOnWCKIpwdnbG5s2bK1QGEzWVS3J6Juau36VZ21r15Ad8vlKFORG7sHHGO6xZS0RxNebc1AfFJuLMhJtcz1oCXGvXAgC4WWZo9qlcGkJUOJgqJHqiX79+6Nevn2a7cePGuHXrFqKioiCXy9G+fXu4uLhUqAwmaiqWvqbtfSevQKnS/QNeqVJj/6mrXKFLAkqqMTt6Ny82EYtPXVME17M2mkM7C2pkdv8dqdnH2rR0OTo6on///pV2PyZq0qu4pu2Ex2mQCYKmJv00mSAg/lGqCSKmZyXHnC22xqzKzSw2Edt5NEDO4/tcz1pqBBmUdVqZOgp6QqVSYevWrTh06BCSkpIwZ84cNGvWDKmpqThw4AA6dOgAN7fyT+3K4Vmk09NN26IoQqVWQxRFTdO2o6011Hp+wKtFER41HY0cMemSn5lcUGPWRRAgV9hCkOn+MSDIZKjp3w71OoVCkMkBCE8m1RAgyORcz9qEVLUbs9lbIlJSUtChQwcMHToUmzdvxs6dO/HgwQMABb3Ax44diyVLllSoDCZq0qmkpm1AgIVc918fC7kM3Vtx2I4UWNo6F1tjtnZyKzERF65n7d6yF1watoZ7y17wf3UKh2aZUH7dNqYOgZ6YMmUKLl26hMjISMTExEB86t+bXC7HwIEDsXv37gqVwaZv0vkeuqSm7dTMbMwY3hdzIrSbxi3kMswY3hfO9jVM8E3oWc6+LZB0fm+xTdcW1nbwf2UyUmLPIi8jGVZ2zpr9hbietYTILKB0CzJ1FPTEjh078OGHH6JHjx549OhRkePPPfccIiIiKlSGpBL18uXLsXz5cty+fRsA0KRJE8yYMQO9e/fWe83WrVvx6aef4vbt22jYsCEWLFiAPn04U09p6XsP3bWlf4lN222b+GLjjHew/9RVxD9KhUdNR3RvFcAkLSEWNvao1ym0SK9vQSbTarpmIq46VDX9AUsbU4dBT6SmpsLHx0fv8fz8fCiVygqVIalE7enpiS+++AINGzaEKIpYv349+vfvj7Nnz6JJkyZFzj969CiGDBmC+fPn46WXXsKmTZswYMAAnDlzBk2bNjXBN6haihtideD0VVjIBOSriibrp5u2ne1t2btb4gqbrourMVPVoazFVw5S4ufnhzNnzug9vnfvXjRu3LhCZUjqHfXLL7+MPn36oGHDhnjuuecwb9482NnZ4fjx4zrPX7JkCXr16oWJEyciICAAc+fORcuWLbFs2TIjR141FfceWqUW0TW4ESwt5BAEAXKZDIIgwNJCzqbtKqiwxlyndX/UatyJSboKUztzMiEpGTlyJNauXYstW7Zo3k8LgoDc3Fx88skn2LNnD8LDwytUhqRq1E8r7O6emZmJdu10T5N37NgxjB8/Xmtfz549sWPHDiNEWPWV9B7aytKCTdtEEqNyqGfqEOgpH330ES5duoQhQ4bAyckJADB06FA8evQISqUS4eHhGDFiRIXKkFyivnDhAtq1a4ecnBzY2dlh+/btepsNEhISioxNc3NzQ0JCgt775+bmIjc3V7NdOJm6OXJ3cSjxPTSbtomkQ7R25vtpiREEAatXr8awYcOwbds23LhxA2q1Gn5+fnj99dfRqVPF+35ILlH7+/vj3LlzSE1NxbZt2zBs2DBER0dXuI2/0Pz58zF79uxKuVdV1+P5AET875jmHfXTOMSqeiludSyqOtS2tU0dAunRsWNHdOzY0SD3ltQ7aqBg/c4GDRogODgY8+fPR/PmzfUOFnd3d0diYqLWvsTERLi7u+u9/9SpU5Gamqr5REdHV2r8VYmzvS1mDO/L99DVXNq9K7i2fQESz+7B4xsnkHh2D65tX4C0e1dMHRqVkWhTsTmjqWqSXI36WWq1Wqup+mnt2rXDgQMHMG7cOM2+ffv26X2nDRQs7F24uDdQMHOMuXl23PR349/AqatxfA9dDZU01zeXqaxa1ArO+CcFTy/CURqCIOC3334rd3mSStRTp05F7969Ub9+faSnp2PTpk2IiopCZGQkACAsLAx169bF/PnzARS8xA8JCcHXX3+Nvn374qeffsKpU6ewatUqU34NSStu/m6+i65+Sprrm8tUVjGWXJFOCn7//XdYW1vD3d1dayYyfQR90/iWkqQSdVJSEsLCwhAfHw9HR0cEBgYiMjISPXr0AADExcVB9tS8xO3bt8emTZswffp0TJs2DQ0bNsSOHTs4hloPLk1pfjRzfXOZympBtGRLlxTUrVsX9+/fR61atTB06FC88cYbxb5yrShJJeo1a9YUezwqKqrIvkGDBmHQoEEGiqh6qVZLU7q6lm6fmStprm8uU1m1iBaKkk8ig7t79y6io6OxadMmzJ07FxMnTkRISAhCQ0MxcOBA2NtX7uskSSVqMqxqtTRlGd8RmavSzPVNVYjc2tQR0BMhISEICQnBsmXLsHv3bmzatAljxozBBx98gN69e2Po0KF4+eWXtfpElZfken2T4ZRm3DRVL4VzfXOZyupBtLAydQj0DEtLS/Tv3x9btmxBYmIiVq5ciYSEBAwePBhffvllpZTBRG1GejwfwKUpzRCXqaw+RLl5Nn1/99138Pb2hrW1Ndq0aYMTJ04Ue/7WrVvRqFEjWFtbo1mzZhVeZrI0cnNzERkZid9++w1nz56FtbU1vL29K+XeTNRmhOOmzRfn+q4mzPAd9ZYtWzB+/HjMnDkTZ86cQfPmzdGzZ08kJSXpPL9wsaYRI0bg7NmzGDBgAAYMGICLFy9WemxqtRqRkZEYPnw43NzcMGTIEGRnZ2P16tVISkrCW2+9VSnl8B21meHSlERVlygzv6bvb775BqNGjcLbb78NAFixYgV27dqFtWvXYsqUKUXOf3qxJgCYO3cu9u3bh2XLlmHFihWVEtPRo0exadMmbN26FY8ePULbtm3x+eef4/XXX0etWrUqpYynMVGbWF6+Um9PbENRWFqib7tmUKlUUKvVAESkpmcaNQYLuQxWlub310+Zn4/8fCXUMiXUZtSgpcpXQpWvRH5+PkRZfpmvF1QqCCrtDnGiSgUxv+z3MoTC56pSZ0HIr9jaw8UR8vIhZhnm36qozINaVf5nVBqF6zJnZGQgLS1Ns//ZiagK5eXl4fTp05g6dapmn0wmQ/fu3XHs2DGdZRhjsaaOHTvCxsYGffr0wZAhQzRN3HFxcYiLi9N5TcuW5e+4aX4/KSUkL1+JczfuIjNH98xrhhaxchl+XPWdScomKosRADyf2XcPwJr33jNBNFRRISEhWtszZ87ErFmzipz38OFDqFQqnYsvXb16Vee9y7NYU3lkZ2fjl19+wa+//lrseaIoQhAEqFRFR16UFhO1CSlVamTm5MLSQg5LC7nRyw8f8xHe/eBDZGTn4NyN+0jJyIKTXQ0ENawLO5vyDwO5GpeILQdOQ61WQ5AJENUiZDIZBncLRqP6bshXqpCvVKF1Y1/UsDavpjxlbhYe3zgFuaIG5Jbm891V+XlQ5WbBpWErWCjK/ppFWLsWwr17WvtET08sf+edygqxwtRPaqQGlZsOKAw35atMbgGZAXuWnz17Fm3atEF0dDSCgoI0+ytjCJMxrVu3zqjlMVFLgKWFHNZWlqYoGZdi/8GGyL+gUqshCAJEUUTU+ZsI69UWjb09ynzH9KwcbIs+B1EQIMgLfvkQ5IAIYFv0OXwS1hs2NpYQc/JgaWkJS0tTfG/TEdSWsLS0gNzSAnIz+u4yqCFTW8DS0hIW5fnecnnB59l9UvozNEYsVhaAVdWdPdDCoiDl2NnZwcHBocTza9WqBblcXqbFl8qzWFNZDRs2rNLuVRrm85KMikjPysGGyL+gVKkhioBaLUIUC2r6P+45jvSsnBKvP3TmGn6NPotDZ64hPSsHp67egUrP3NIqtRqnr+l+f0NEpVGxOaOrGisrKwQHB+PAgQOafWq1GgcOHNC7+FLhYk1PK2mxJqljjdqMlSapdm7xnM7jumrikScuo4Gnq2b7WYIg4HGacTutUTXBKWPN1vjx4zFs2DC0atUKrVu3xuLFi5GZmanpBW4OizUxUZux5PSsciXVp2viADTXK1VqXI9L1LuajCiKcHGous12ZEKcMrZABVdhqooGDx6MBw8eYMaMGUhISEBQUBD27Nmj6TBmDos1MVGbMWf7GuVKqsXVxNWiCJme5C+XyRDsX7/8AT9t507g2QkPXF35A52qOfNL1AAwZswYjBkzRucxc1isie+ozVirRl6Qy3T/FSguqRbWxHWRyQQ8V88VFnIZBKFgWxAKxk2H9WoL+xqVtKhAUhJw7572R89MRUTVhhnWqIk1arNmX8MaYb3a4sc9x7XeNctl/ybVwg5iyelZcLavgVaNvEqsiTfwdMXgbq1w+locHqdlwsXBFsH+9SsvSVOlU2anIznmLPIzk2Fp6wxn3xawsDHcMCAqJ7n5DOmjfzFRm6Fnk+9Hg7riWlxikaSqr8PYoC4tIZfJdM6oVlgTt69hrbcjGklL2r0ruHt4I0S1uqDGJopIOr8X9TqFcuEOqWGN2iwxUZsZfck3rFdbrcRaXIexrYfOYFCXlth66IzemjhJi74aszI7/UmSfjJr0pPnLKpVuHt4I/xfmcyaNZGJMVGbkeKS7497juOTsN6aJFvS0K30rFx8EtabzdtVQHE15tzUBwX7dRDVaqTEnkWtxp2MHDERPY2J2oyUZdx0aYZusXlb+kqqMTt6N9ck7yIEAXkZyUaMloh0Ya9vM1Jcb+1nx02Xd+gWSUtyzNlia8yq3EzdSRoARBFWds4GjI6ISoOJ2oyUJfmWd+gWSUt+ZrL+DkiCALnCFoKe5yzIZHDyLf/SfERUOZiozUhZkm/h0C2Dj4cmg7K0dS62xmzt5IZ6nUIhyOQABECQARAgyOSo1ykUFtZ2xgyXiHTgO2ozUppx04D28K3OQc9BEIDMnDx2GKuCnH1bIOn83n/fUT+lsMZsYW0H/1cmIyX2LPIykmFl56zZT0Smx0RtZhp7exTbW1vX8K3CRF6eZS/JtCxs7FGvU2iRXt+CTKZVY7awsWfvbiKJYqI2Q/p6a5dl+BZVHQ6eAawxE1VhTNSkUZFlL0naWGMmqrqYqM2Qrvm77WtYl3vZSyIiMhwmajNT3BSiHDtNRCQ9HJ5lRp5+By2KgFotQhT/fQfdyMudY6eJiCSGidqMlPQO+lpcIsdOExFJDJu+zUhp3kF3bvEcF9sgIpIQJmozUtp30Fxsg4hIOtj0bUY4fzcRUdXDRG1GOH+3+VJmp+PBpcP458RveHDpMJTZ6aYOiYhKiU3fZqakKUSp+km7d6XIFKJJ5/eiXqdQOHgGmDo8IioBE7UZ4jto86HMTn+SpJ8syvGkj4KoVuHu4Y3wf2UyLGzsTRghEZWETd9E1VhyzNmCmrQOolqNlNizRo6IiMqKiZqoGsvPTC5o7tZFEJCXkWzcgIiozJioiaoxS1tnTXN3EaIIKztn4wZERGXGRE1UjTn7toCgZ0ieIJPBybelkSMiorJioiaqxixs7FGvUygEmRyAAAgyAAIEmRz1OoVyTWqiKoC9vomqOQfPAPi/MhkpsWeRl5EMKztnOPm2ZJImqiKYqInMgIWNPWo17mTqMIioHNj0TUREJGFM1ERERBLGpm8zlJ6Vg1NX7yA5PQvO9jXQqpEXpxAlIpIoJmozcyn2H2yI/AsqtVqzNnXkicsI69UWjb09TB0eERE9g03fZiQ9KwcbIv+CUqWGKAJqtQhRBJQqNX7ccxzpWTmmDpGIiJ7BRG1GTl29A5WeeZ9VajVOX4szckRERFQSJmozkpyeBUHPvM+CIOBxWqaRIyIiopJIKlHPnz8fzz//POzt7eHq6ooBAwbg2rVrxV4TEREBQRC0PtbW7Bili7N9DYh65n0WRREuDrZGjoiIiEoiqUQdHR2N0aNH4/jx49i3bx/y8/Px4osvIjOz+Jqeg4MD4uPjNZ87d+4YKeKqpVUjL8j1zPssl8kQ7F/fyBEREVFJJNXre8+ePVrbERERcHV1xenTp9Gpk/5ZlQRBgLu7u6HDq/Lsa1gjrFdb/LjnuFavb7lMhrBebTlEi4hIgiSVqJ+VmpoKAHBxcSn2vIyMDHh5eUGtVqNly5b4/PPP0aRJE53n5ubmIjc3V+tac9LY2wOfhPXG6WtxeJyWCRcHWwT712eSJiKSKMkmarVajXHjxqFDhw5o2rSp3vP8/f2xdu1aBAYGIjU1FV999RXat2+PS5cuwdPTs8j58+fPx+zZsw0ZuuTZ17BG5xbPmToMIiIqBUm9o37a6NGjcfHiRfz000/FnteuXTuEhYUhKCgIISEh+PXXX1G7dm2sXLlS5/lTp05Famqq5hMdHW2I8ImIiCqFJGvUY8aMwe+//47Dhw/rrBUXx9LSEi1atMDNmzd1HlcoFFAoFJptOzsu9fcsTjFKRCQdkkrUoijiww8/xPbt2xEVFQUfH58y30OlUuHChQvo06ePASKs/jjFKBGRtEiq6Xv06NH4v//7P2zatAn29vZISEhAQkICsrOzNeeEhYVh6tSpmu05c+Zg7969iImJwZkzZ/Dmm2/izp07GDlypCm+QpXGKUaJiKRHUjXq5cuXAwA6d+6stX/dunUYPnw4ACAuLg6yp8YCJycnY9SoUUhISICzszOCg4Nx9OhRNG7c2FhhVzn6mrZLM8WoZDqhubqWbh8RURUnqUStb9asp0VFRWltL1q0CIsWLTJQRNVPcU3bhVOM6noOkptitF8/U0dARGQUkmr6JsMqqWm7hrUVpxglIpIYJmozUlLTtgBwilEiqpIeP36M0NBQODg4wMnJCSNGjChxQqvOnTsXWSvivffeM1LEpcdEbUZKWj0rMycPYb3awkIugyAAMpkAQQAs5JxilIikLTQ0FJcuXcK+ffs0w3vffffdEq8bNWqU1loRX375pRGiLRtJvaMmwyrN6lmcYpSIqporV65gz549OHnyJFq1agUA+Pbbb9GnTx989dVXqFOnjt5ra9SoIfm1IlijNiOlXT2rcIrRV0NaoHOL55ikiUjSjh07BicnJ02SBoDu3btDJpPhr7/+KvbajRs3olatWmjatCmmTp2KrKwsQ4dbZqxRmxGunkVEUpCRkYG0tDTN9rMzRpZVQkICXJ8ZnmlhYQEXFxckJCTovW7o0KHw8vJCnTp18Pfff2Py5Mm4du0afv3113LHYghM1GaGTdtEZGohISFa2zNnzsSsWbOKnDdlyhQsWLCg2HtduXKl3HE8/Q67WbNm8PDwQLdu3XDr1i34+fmV+76VjYnaDHH1LCIypejoaAQFBWm29dWmJ0yYoJnsSh9fX1+4u7sjKSlJa79SqcTjx4/L9P65TZs2AICbN28yURMRkfmys7ODg4NDiefVrl0btWvXLvG8du3aISUlBadPn0ZwcDAA4ODBg1Cr1ZrkWxrnzp0DAHh4SGtdA3YmIy3pWTk4dOYafo0+i0NnrnF+byKSvICAAPTq1QujRo3CiRMn8Oeff2LMmDF44403ND2+79+/j0aNGuHEiRMAgFu3bmHu3Lk4ffo0bt++jZ07dyIsLAydOnVCYGCgKb9OEaxRkwZXziKiqmrjxo0YM2YMunXrBplMhtdeew1Lly7VHM/Pz8e1a9c0vbqtrKywf/9+LF68GJmZmahXrx5ee+01TJ8+3VRfQS8magKgPb0o8O+864XTi34S1psdzohIslxcXLBp0ya9x729vbXmkahXrx6io6ONEVqFsembAJQ8vejpa3FGjoiIiADWqM2SrmUuq9TKWUREZoSJ2szoew/domE9rpxFRCRBbPo2I8Utc3nmehxkAlfOIiKSGiZqM1Lce2i1KKLlc/W4chYRkcSw6duMlPQe2tJCzulFiYgkhonajJRmmUtOL0pEJC1s+jYjpV3mkoiIpIOJ2owULnPJ99BERFUHm77NDJe5JCKqWpiozRDfQxMRVR1s+iYiIpIwJmoiIiIJY6ImIiKSMCZqIiIiCWOiJiIikjAmaiIiIgljoiYiIpIwjqN+4sqVK0YvMzs3H9dj7sFaYQmFpfk8itx8JXJy82GVmwobhaWpwzEqZV420uKuQ2ZlDbmFlanDMRqVMg/qvBw4ZFjAwspG65iHhwc8PDxMFFn5xMfHIz4+3tRhVDmm+DlbHZhPdtDDw8MDISEhePPNN00dCpFZmjlzJmbNmmXqMMpk5cqVmD17tqnDqJJCQkKq3C9mpiaI+pZTMiPm+NtxRkYGQkJCEB0dDTs7O1OHQ0Yg1WfOGnXJpPrsyqMqPm9TY6I2U2lpaXB0dERqaiocHBxMHQ4ZAZ951cVnZ97YmYyIiEjCmKiJiIgkjInaTCkUCsycORMKhcLUoZCR8JlXXXx25o3vqImIiCSMNWoiIiIJY6ImIiKSMCZqqrDbt29DEARERESYOhQiomqHidrIbt26hfDwcPj6+sLa2hoODg7o0KEDlixZguzsbIOVe/nyZcyaNQu3b982WBmlMW/ePPTr1w9ubm4QBKHKzUhlSIIglOoTFRVV4bKysrIwa9asMt2Lz654fH5kKGY/hagx7dq1C4MGDYJCoUBYWBiaNm2KvLw8HDlyBBMnTsSlS5ewatUqg5R9+fJlzJ49G507d4a3t7dByiiN6dOnw93dHS1atEBkZKTJ4pCiDRs2aG3/+OOP2LdvX5H9AQEBFS4rKytLMwVm586dS3UNn13x+PzIUJiojSQ2NhZvvPEGvLy8cPDgQa0p9EaPHo2bN29i165dJozwX6IoIicnBzY2NiWfXEaxsbHw9vbGw4cPUbt27Uq/f1X27Hzzx48fx759+yQzDz2fXfH4/MhQ2PRtJF9++SUyMjKwZs0anfPcNmjQAB999JFmW6lUYu7cufDz84NCoYC3tzemTZuG3Nxcreu8vb3x0ksv4ciRI2jdujWsra3h6+uLH3/8UXNOREQEBg0aBADo0qVLkSa4wntERkaiVatWsLGxwcqVKwEAMTExGDRoEFxcXFCjRg20bdu2Qr9QmLI2Xx2o1WosXrwYTZo0gbW1Ndzc3BAeHo7k5GSt806dOoWePXuiVq1asLGxgY+PD9555x0ABX0KCn9Qz549W/P3oaSmUD67iuPzo/JgjdpI/vvf/8LX1xft27cv1fkjR47E+vXrMXDgQEyYMAF//fUX5s+fjytXrmD79u1a5968eRMDBw7EiBEjMGzYMKxduxbDhw9HcHAwmjRpgk6dOmHs2LFYunQppk2bpml6e7oJ7tq1axgyZAjCw8MxatQo+Pv7IzExEe3bt0dWVhbGjh2LmjVrYv369ejXrx+2bduGV155pfL+gKhUwsPDERERgbfffhtjx45FbGwsli1bhrNnz+LPP/+EpaUlkpKS8OKLL6J27dqYMmUKnJyccPv2bfz6668AgNq1a2P58uV4//338corr+DVV18FAAQGBpryq5kFPj8qF5EMLjU1VQQg9u/fv1Tnnzt3TgQgjhw5Umv/xx9/LAIQDx48qNnn5eUlAhAPHz6s2ZeUlCQqFApxwoQJmn1bt24VAYiHDh0qUl7hPfbs2aO1f9y4cSIA8Y8//tDsS09PF318fERvb29RpVKJoiiKsbGxIgBx3bp1pfp+oiiKDx48EAGIM2fOLPU15mb06NHi0/9E//jjDxGAuHHjRq3z9uzZo7V/+/btIgDx5MmTeu9dkT9/PrvS4fOjysKmbyNIS0sDANjb25fq/N27dwMAxo8fr7V/woQJAFCk6blx48Z44YUXNNu1a9eGv78/YmJiSh2jj48PevbsWSSO1q1bo2PHjpp9dnZ2ePfdd3H79m1cvny51Penitu6dSscHR3Ro0cPPHz4UPMJDg6GnZ0dDh06BABwcnICAPz+++/Iz883YcT0ND4/Ki8maiMoXJYuPT29VOffuXMHMpkMDRo00Nrv7u4OJycn3LlzR2t//fr1i9zD2dm5yHuv4vj4+OiMw9/fv8j+wibzZ+Mgw7px4wZSU1Ph6uqK2rVra30yMjKQlJQEAAgJCcFrr72G2bNno1atWujfvz/WrVtXpH8DGRefH5UX31EbgYODA+rUqYOLFy+W6TpBEEp1nlwu17lfLMM07obo4U2VS61Ww9XVFRs3btR5vLCDkSAI2LZtG44fP47//ve/iIyMxDvvvIOvv/4ax48fh52dnTHDpif4/Ki8mKiN5KWXXsKqVatw7NgxtGvXrthzvby8oFarcePGDa0OX4mJiUhJSYGXl1eZyy9t0n82jmvXrhXZf/XqVc1xMh4/Pz/s378fHTp0KNUvVm3btkXbtm0xb948bNq0CaGhofjpp58wcuTIcv19oIrh86PyYtO3kUyaNAm2trYYOXIkEhMTixy/desWlixZAgDo06cPAGDx4sVa53zzzTcAgL59+5a5fFtbWwBASkpKqa/p06cPTpw4gWPHjmn2ZWZmYtWqVfD29kbjxo3LHAeV3+uvvw6VSoW5c+cWOaZUKjXPNjk5uUhrSlBQEABomk9r1KgBoGx/H6hi+PyovFijNhI/Pz9s2rQJgwcPRkBAgNbMZEePHsXWrVsxfPhwAEDz5s0xbNgwrFq1CikpKQgJCcGJEyewfv16DBgwAF26dClz+UFBQZDL5ViwYAFSU1OhUCjQtWtXuLq66r1mypQp2Lx5M3r37o2xY8fCxcUF69evR2xsLH755RfIZGX/PW/Dhg24c+cOsrKyAACHDx/GZ599BgB46623WEsvRkhICMLDwzF//nycO3cOL774IiwtLXHjxg1s3boVS5YswcCBA7F+/Xp8//33eOWVV+Dn54f09HSsXr0aDg4Oml8CbWxs0LhxY2zZsgXPPfccXFxc0LRpUzRt2lRv+Xx2FcPnR+Vm4l7nZuf69eviqFGjRG9vb9HKykq0t7cXO3ToIH777bdiTk6O5rz8/Hxx9uzZoo+Pj2hpaSnWq1dPnDp1qtY5olgwtKpv375FygkJCRFDQkK09q1evVr09fUV5XK51lAtffcQRVG8deuWOHDgQNHJyUm0trYWW7duLf7+++9a55RleFZISIgIQOdH19Axc/bs8J5Cq1atEoODg0UbGxvR3t5ebNasmThp0iTxn3/+EUVRFM+cOSMOGTJErF+/vqhQKERXV1fxpZdeEk+dOqV1n6NHj4rBwcGilZVVqYbr8NmVDZ8fVRZBFMvQ44iIiIiMiu+oiYiIJIyJmoiISMKYqImIiCSMiZqIiEjCmKiJiIgkjImaiIhIwpioJebLL79Eo0aNoFarTR1KhU2ZMgVt2rQxdRiSx2dOAHD79m0IgoCIiAhTh0ISw0QtIWlpaViwYAEmT56smfVLEAQIgoCvv/66yPkREREQBAGnTp2qcNm//vorBg8eDF9fX9SoUQP+/v6YMGGC3ikKd+7ciZYtW8La2hr169fHzJkzoVQqtc4ZN24czp8/j507d1Y4vuqKz5yISmTqGVfoX4sWLRIdHBzE7OxszT48mTnIzc1NzMzM1Dp/3bp1JS4wX1o1a9YUmzVrJn766afi6tWrxbFjx4pWVlZio0aNxKysLK1zd+/eLQqCIHbp0kVctWqV+OGHH4oymUx87733itz39ddfF1944YUKx1dd8ZlTIbVaLWZnZ4tKpdLUoZDEMFFLSGBgoPjmm29q7QMgBgUFiQDEr7/+WutYZf7Q1jWF4Pr160UA4urVq7X2N27cWGzevLmYn5+v2ffJJ5+IgiCIV65c0Tp327ZtoiAI4q1btyocY3XEZ05EJWHTt0TExsbi77//Rvfu3Ysc69ChA7p27Yovv/wS2dnZBim/c+fORfa98sorAIArV65o9l2+fBmXL1/Gu+++CwuLf9d0+eCDDyCKIrZt26Z1j8Lv89tvvxkg6qqNz7z6mTVrFgRBwPXr1/Hmm2/C0dERtWvXxqeffgpRFHH37l30798fDg4OcHd313q9oesd9fDhw2FnZ4f79+9jwIABsLOzQ+3atfHxxx9DpVJpzouKioIgCIiKitKKR9c9ExIS8Pbbb8PT0xMKhQIeHh7o378/bt++baA/FaooJmqJOHr0KACgZcuWOo/PmjULiYmJWL58ebH3yc3NxcOHD0v1KUlCQgIAoFatWpp9Z8+eBQC0atVK69w6derA09NTc7yQo6Mj/Pz88Oeff5ZYnrnhM6++Bg8eDLVajS+++AJt2rTBZ599hsWLF6NHjx6oW7cuFixYgAYNGuDjjz/G4cOHi72XSqVCz549UbNmTXz11VcICQnB119/jVWrVpUrttdeew3bt2/H22+/je+//x5jx45Feno64uLiynU/MjwucykRV69eBQD4+PjoPP7CCy+gS5cuWLhwId5//329C89v3rwZb7/9dqnKFEtYj2XBggWQy+UYOHCgZl98fDwAwMPDo8j5Hh4e+Oeff4rs9/X1xeXLl0sVkznhM6++WrdujZUrVwIA3n33XXh7e2PChAmYP38+Jk+eDAAYMmQI6tSpg7Vr16JTp05675WTk4PBgwfj008/BQC89957aNmyJdasWYP333+/THGlpKTg6NGjWLhwIT7++GPN/qlTp5b1K5IRMVFLxKNHj2BhYQE7Ozu958yaNQshISFYsWIF/vOf/+g8p2fPnti3b1+F49m0aRPWrFmDSZMmoWHDhpr9hc2wCoWiyDXW1tZIS0srst/Z2blIrYv4zKuzkSNHav5fLpejVatWuHfvHkaMGKHZ7+TkBH9/f8TExJR4v/fee09r+4UXXsCGDRvKHJeNjQ2srKwQFRWFESNGwNnZucz3IONjoq5COnXqhC5duuDLL78s8g+3kIeHh86aT1n88ccfGDFiBHr27Il58+ZpHSus1eXm5ha5LicnR2etTxRFCIJQoZjMFZ951VS/fn2tbUdHR1hbW2u9Uijc/+jRo2LvZW1tjdq1a2vtc3Z2RnJycpnjUigUWLBgASZMmAA3Nze0bdsWL730EsLCwuDu7l7m+5Fx8B21RNSsWRNKpRLp6enFnjdz5kwkJCRomtWelZ2djYSEhFJ9dDl//jz69euHpk2bYtu2bVqdh4B/mz8Lm0OfFh8fjzp16hTZn5ycXOQHFPGZV2dyubxU+4CSX0fou+5p+n4perrDWaFx48bh+vXrmD9/PqytrfHpp58iICDArFtApI6JWiIaNWoEoKAncHFCQkLQuXNnLFiwQGdv4C1btmhqWCV9nnXr1i306tULrq6u2L17t84m2aCgIAAoMuHGP//8g3v37mmOPy02NhYBAQHFfi9zxGdOlaWwCfvZyWru3Lmj83w/Pz9MmDABe/fuxcWLF5GXl6dzgh2SBjZ9S0S7du0AFPwwDAwMLPbcWbNmoXPnzjp7fZb3fWVCQgJefPFFyGQyREZGFmlqK9SkSRM0atQIq1atQnh4uOa3/eXLl0MQBK1OSACQmpqKW7dulbnTizngM6fK4uXlBblcjsOHD2PAgAGa/d9//73WeVlZWZDJZLC2ttbs8/Pzg729vc5XGyQNTNQS4evri6ZNm2L//v145513ij03JCQEISEhiI6OLnKsvO8re/XqhZiYGEyaNAlHjhzBkSNHNMfc3NzQo0cPzfbChQvRr18/vPjii3jjjTdw8eJFLFu2DCNHjixSi9q/fz9EUUT//v3LHFN1x2dOlcXR0RGDBg3Ct99+C0EQ4Ofnh99//x1JSUla512/fh3dunXD66+/jsaNG8PCwgLbt29HYmIi3njjDRNFTyUy1UwrVNQ333wj2tnZaU3fCEAcPXp0kXMPHTqkmWqyMmapKryXrk9ISEiR87dv3y4GBQWJCoVC9PT0FKdPny7m5eUVOW/w4MFix44dKxxfdcVnXr3MnDlTBCA+ePBAa/+wYcNEW1vbIueHhISITZo0EUVRFGNjY0UA4rp160q8rrCcpz148EB87bXXxBo1aojOzs5ieHi4ePHiRa17Pnz4UBw9erTYqFEj0dbWVnR0dBTbtGkj/vzzzxX85mRIgiiW0JOBjCY1NRW+vr748ssvtYZxVFUJCQnw8fHBTz/9xNqVHnzmRFQSdiaTEEdHR0yaNAkLFy6sFkseLl68GM2aNeMP7GLwmRNRSVijJiIikjDWqImIiCSMiZqIiEjCmKiJiIgkjImaiIhIwpioiYjMzO3btyEIAiIiIkwdCpUCEzURUTFu3bqF8PBw+Pr6wtraGg4ODujQoQOWLFmic+71ynL58mXMmjULt2/fNlgZpTFv3jz069cPbm5uEAQBs2bNMmk85ohTiBIR6bFr1y4MGjQICoUCYWFhaNq0KfLy8nDkyBFMnDgRly5d0jn/emW4fPkyZs+ejc6dO8Pb29sgZZTG9OnT4e7ujhYtWiAyMtJkcZgzJmoiIh1iY2PxxhtvwMvLCwcPHtSaT3306NG4efMmdu3aZcII/yWKot61wSsqNjYW3t7eePjwod6FW8iw2PRNRKTDl19+iYyMDKxZs0bnoicNGjTARx99pNlWKpWYO3cu/Pz8oFAo4O3tjWnTphVZlcrb2xsvvfQSjhw5gtatW8Pa2hq+vr748ccfNedERERg0KBBAIAuXbpAEAQIgoCoqCite0RGRqJVq1awsbHRrFceExODQYMGwcXFBTVq1EDbtm0r9AuFKWvzVICJmohIh//+97/w9fVF+/btS3X+yJEjMWPGDLRs2RKLFi1CSEgI5s+fr3NVqps3b2LgwIHo0aMHvv76azg7O2P48OG4dOkSAKBTp04YO3YsAGDatGnYsGEDNmzYoLVS2bVr1zBkyBD06NEDS5YsQVBQEBITE9G+fXtERkbigw8+wLx585CTk4N+/fph+/btlfCnQiZh0iVBiIgkKDU1VQQg9u/fv1Tnnzt3TgQgjhw5Umv/xx9/LAIQDx48qNnn5eUlAhAPHz6s2ZeUlCQqFApxwoQJmn1bt24VAYiHDh0qUl7hPfbs2aO1f9y4cSIA8Y8//tDsS09PF318fERvb29RpVKJoqh7pa6SPHjwQAQgzpw5s9TXUOVgjZqI6BlpaWkAAHt7+1Kdv3v3bgDA+PHjtfZPmDABAIo0PTdu3BgvvPCCZrt27drw9/dHTExMqWP08fFBz549i8TRunVrdOzYUbPPzs4O7777Lm7fvo3Lly+X+v4kHUzURETPcHBwAACkp6eX6vw7d+5AJpOhQYMGWvvd3d3h5OSEO3fuaO2vX79+kXs4OzsjOTm51DH6+PjojMPf37/I/sIm82fjoKqBiZqI6BkODg6oU6cOLl68WKbrBEEo1XlyuVznfrEMixkaooc3SRMTNRGRDi+99BJu3bqFY8eOlXiul5cX1Go1bty4obU/MTERKSkp8PLyKnP5pU36z8Zx7dq1IvuvXr2qOU5VDxM1EZEOkyZNgq2tLUaOHInExMQix2/duoUlS5YAAPr06QMAWLx4sdY533zzDQCgb9++ZS7f1tYWAJCSklLqa/r06YMTJ05o/XKRmZmJVatWwdvbG40bNy5zHGR6nPCEiEgHPz8/bNq0CYMHD0ZAQIDWzGRHjx7F1q1bMXz4cABA8+bNMWzYMKxatQopKSkICQnBiRMnsH79egwYMABdunQpc/lBQUGQy+VYsGABUlNToVAo0LVrV7i6uuq9ZsqUKdi8eTN69+6NsWPHwsXFBevXr0dsbCx++eUXyGRlr5tt2LABd+7cQVZWFgDg8OHD+OyzzwAAb731FmvpxmDqbudERFJ2/fp1cdSoUaK3t7doZWUl2tvbix06dBC//fZbMScnR3Nefn6+OHv2bNHHx0e0tLQU69WrJ06dOlXrHFEsGFrVt2/fIuWEhISIISEhWvtWr14t+vr6inK5XGuolr57iKIo3rp1Sxw4cKDo5OQkWltbi61btxZ///13rXPKMjwrJCREBKDzo2voGFU+QRTL0HuBiIiIjIrvqImIiCSMiZqIiEjCmKiJiIgkjImaiIhIwpioiYiIJIyJmoiISMKYqImIiCSMiZqIiEjCmKiJiIgkjImaiIhIwpioiYiIJIyJmoiISMKYqImIiCTs/wHOOdhsQtm6sQAAAABJRU5ErkJggg==", - "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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", - "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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TjNfz8VAqOLOHyMay8rNwJ/dOiftD/EJMJhsAIIRAqH+oVT9HtpefkaFPUgoLAQBCq/8lUVdYiD0ffYQ+8+ezZcVCTrvWD5Wtdb0YzuwhckBNY5pi85+bTVagVSqUaBrT1MSnLP8c2d6lnTuhK2H2qk6jwaWdO1G7Xz87R+Ua7JKoREdHm6yfci9JknD+/Hl7hONWQgL8OLOHyMEE+ARgeMfhWL5rObQ6raE7R6lQYnjH4fD3Nr1gank+l5WXhUMXDiE9Jx0hfiFoGtMUAT4BRufLyMnAxkMbOc3ZCnLS0vTdPdri3e2SQoGctDQZonINdklU4uPjiyUqWq0Wly5dwu+//4769eujSZMm9giFiBxAQXY60o5tgzojFargCIQ36AIvN/sBGVctDm/0fwOHUw7jn+x/EOofiqYxTU0mKfcnHWN6jcHZ62dL/NzJv09ixa4VRsnM5j83Y3jH4Yirph+fdu76Ofz3x/9yhWYr8QsPhyhhoLPQ6eAXHm7niFyHXRKVpKSkEvf9+eef6NmzJ4YPH26PUIicmr1+wNvyOrfP7MOpb+dA6DSQJAWE0OHSjmWIGzQZoQ+2tMo1nEWATwA61i19MkFpSYepz2blZWHFrhWG7qGiMS0anQbLdy3HG/3fQIGmAN//8b3Jac6z185G0tgktqyUU834eBz/5hvDGJV7KTw8ULNTJ/sH5SLsUkK/NI0aNUJiYiLeeOMNuUMhcmi3z+zDH58+jYvbluDG4U24uG0J/vj0afxzdr/TXKcgO12fpGgLASEgdFr9n9pC/LV2ttstypiVl4WdJ3bi+/3fY+eJncjKyyq2vyjpEBDQCR0EhCHpuP94ADh04ZAhAbmfVqfF4ZTDOHLxSInTnItWaKby8Q4ORpvx46Hw9AQkCZJSCUgSFJ6eaDN+PLyDWBLCUg4xmDYiIgInT56UOwwih2X0Ax6AuPsbcNEP+BZjl5jd4lFaa4k1rlPa+dOObYMwMRAUAIROg7Rj21CtzUCzvg5nZ073jDlJx/2tKuk56aVOYf4n+x+ja96PKzRbrmrz5ugzf75xHZVOnZikVJDsicrt27exePFiVKtWTe5QiByWtX7Al9XtUtHrlHV+dUbq3e0mBhxKCqgzUsv8GlyBOd0zAT4BZiUd9zNnCnOhtrDEY7hCc8V4Bwdzdo+V2SVR6dKli8ntGRkZOHXqFAoKCrBs2TJ7hELklKzxA96c1pKKXMec86uCIyBECQMOhQ6q4Igyvw5XYG5LiSV1U8yZwqwuVGPbsW0mY+AKzeRo7DJGRafTQQhh9AL005ZfeuklHD9+HAkJCfYIhcghefmHwCugUondKuX5AV+QnY6/93yL8z/Pw997vjWM+zCntaQiiYQ55w9v0AWSwvTvR5LCA+Fu8gOyqKXElHtbSprGNIVSoTR5XFHScf84FwAY3nE4PBQekCBBISkgQYKHwsMwhdnf2x+PtXwMnkpPSJIEpUIJSZLgqfQ0rNBM5Cjs0qKyY8cOe1yGLJSelYPNf/yFG//cQWRoILq3iENIgHkLmxGg0xRAV8Fy5PWfmGP4u8bEaruhtdvg0o5lhtaKe0kKD1Sq3RYadS7Szx3AmR/+W6zr5aF+45F3+2qprSV5t6/igbaDSr1OaYmEOa0xXv4hiBs0GX+tnW0Uo6TwQNygyfBykx+Q5raUlFU35fKtyyWOcylr6nOtyFqYnzgfe07vwY2MG4gMjkTXhl2ZpFQQ1/qxPtnHqJC89hy/gJlLjcvsJ/28B1NH9kHrejFyh+fwdJoCZFz8Exobr7YLAFVaPILr+9frazVIEiAEJIUCVVo8gqxrZ6DJz0HKL5/rZ9LAuOvlzPcfIOTBlqXWedAWqpF97WyJ16nWdhA8VL4lDpY1tzUm9MGWaDF2ifE5GnZ1myQFKF+F2ZLqrQgh8N6690od51LW1Odgv2AMdJPBy/bAtX5swyaJyldffWXR55566ikrR0KlSc/KwcylGwwLF2rvfqMr1GjxdtIGLJ/6DFtWyqDTaqDJz4VC6QHJxqvQBtVsCL+IGGRe/BOFORnw9AtGUFQjeNz9LTkj5XCpiYhC6Xn3m6fpypkhtZpDqfI1eZ3AanWh8FTh9um9Jlts4gZNRniDLma3xnj5h7jN7B5TyluZ1lS9lZ0ndpZ7RhDZDtf6sR2bJCojR44s92ckSWKiYqYXP1qB9KxchAT4Yt74YaUeW1q3zuY//oJGW0ItBa0OWw6cYvl9M0keXlBWYLXdcxs/gyY/Cx7eAajV+6USj1N6qhDewPTgdE1elqEFpHiAEnSaAlTvOBxXdi0v1lpSveNwqAIqlXgdbaEa6sybSNm8sNTBsuzWMZ85lWlLK4NvyYwgsh2u9WM7NklUUlJSbHFauis9Kxe3MrPLPK6sbp0b/9yBQpIMLSn3UkgSrt/OtEX4ZIImPwuaUlbbNRyXl4X0C4dRmJMOT78QhMQ0gcfdH1yefiGmkxQAEAJe/iEIrBaH2v3fQEbKYRRkp8PLPwTBMU0NrTKluXPluFlTl929W6c8SqtMW1adFa6k7Fi41o/t2CRRqVmzpi1OS+VgTrdOZGggdCXWUhCoUolFihzJnb//KtYakvbnL6jecTgCq8UhJKYJ0v78pcSuneC74x48fAJQ2YIugcLcO2ZNXXb3bh1rMKfOCldSdixc68d2ZC+hT7ZhTrdO9xZx8FCa/i/goVSgW/M4W4ZI5aDJy7qbpGgBCEDoAOhL0F/ZtRyavCx4+ASgesfhkBRKABIgKQBIkBRKVO843KxWk9J4+gayBoqdmFNnpWicS2nTkMl+asbHQ+Fh+nd/rvVTMXab9XPjxg0sXrwYhw4dQmZmZrF1JiRJwtatW+0Vjsszp1snJMAPU0f2wdtJxt1DHkoFpo7sg5AAXxkiJ1PSL5Q+UDYj5TAq1+1Yoa6dsgRWr4/bp3ZbNHWZysfc8SflWYGZbKtorZ/7Z/0oPDy41k8F2SVROXr0KDp16oS8vDzUrl0bx44dQ926dZGRkYGrV68iNjYW1atXt0cobsPcbp3W9WKwfOoz2HLgFK7fzkSVSkHo1jyOSYqDKcxJL3Wg7L2L+VnatVMWD28/PNRvPM6s/4iDZa2kpMGy5Rl/Ys4KzGQfXOvHNuySqEycOBH+/v44cuQIfH19ER4ejrlz56JLly5Ys2YNRo8ejeXLl9sjFLfRvUUckn7eYxijcq/7u3VCAvzsNruHxeUsY85A2fIobVCuqWM8fALgX+UhhDfoxMGyVlLaYFmOP3FeXOvH+uySqPz++++YMGECatSogX/+0TdZFnX9DB48GL/99htef/117Ny50x7huAU5unXKSkJYXM5y5g6UBcpOQsoalFvSMTePbYOnbwDC6nbgYNkKMmewbHnqrJDzYOXa8rNLoqLT6RARoR9oFxwcDKVSaUhYAKBBgwZYvHixPUJxK9bs1qloEsLichVTNFC2pBooRWNQykpCjAflwtBKUzQot3b/NwCgxGPOrP8IQTXql7sFh4yZuyghx5+4FlautYxdZv1ER0cbaqsoFApER0djy5Ythv27d+9GcDkzyvnz56Nhw4YIDAxEYGAg2rRpg59//tmaYbuEom6dcYO6YHDnZhYlKXuOX8Dwt7/EFz/9jo17juOLn37H8Le/xN4TFwAYT4UWQkB7dxHKoiSkKMkpaxYSla5ooGxk04cR+mBLRDZ9GLUHTDS0gpgzM8icQbmlH6Ovl0IVY+6ihEXjTx5r+Rg61u3IJMWJGVWuFUJfb0UIQ+Xa/IwMuUN0WDZLVNLT/x3c16NHD6xZs8bwfvTo0fjiiy/QrVs3dO3aFUuXLsWwYaVXWL1ftWrV8O677+LgwYM4cOAAunTpgn79+uHEiRNW+xrIeklI0SwkU1hcrnyKhqoIAaNxK+YkIYZBuabcHZRb2jH31kshy7FYm3PZMmECfnr+eWyZMMHic5hTuZZMs1nXT2RkJHr37o3hw4dj/PjxSEhIQGFhITw9PfHKK68gJycH3377LZRKJaZMmYLJkyeX6/yPPPKI0ftZs2Zh/vz52Lt3L+rVq2fNL8XlVbTMvjlToVlcruLK6tYxZ2aQOYNy70+AjA9hvRRr4GBZ55KfkYG8fyq2JAEr11rOZonKoEGD8MMPP+CHH35AQEAABgwYgOHDh6NLly6QJAlvvfUW3nrrLatcS6vVYs2aNcjJyUGbNm1KPE6tVkOtVhveZ2eXXYbe1VmjzL45SUi35nXMnoVExZkztsScJCQ42oxBuXcTINPHsF6KNZR3UUJyHiUNlmXlWsvZrOtn+fLlSEtLw9dff40OHTpg+fLl6NGjBx544AGMHz8ehw4dqvA1jh07Bn9/f6hUKrzwwgtYt24d6tatW+Lxc+bMQVBQkOEVHx9f4RicmTndOuYkIeZUuC2aheTpoYQkSVAqFJAkCZ4eShaXM4M53TohMU0gKUzfh6IkxJzqtaUd81C/8ZyKbCVFxdp6Ne2Flg+2RK+mvTBxwETEVWPS7qyuHTiADaNH4+jXX+PCli04+vXX2DB6NK4dOMDKtRVg08G0Pj4+SEhIwI8//ogbN25g3rx5ePDBB/Hxxx+jRYsWqFOnDt555x1cuHDBovPXrl0bR44cwb59+zB69GiMGDECJ0+eLPH4SZMmITMz0/Byh+nQ6Vk5WL3tAD5Zuw2rtx1AelaOYZ+1yuybm4QUzUJ67pH26N2mPp57pD2WT32WU5PNYM7YEnNL6Jc1KNfUMeGNuiG65wsIieVq2tbEwbKuo6zBsgDQZvx4KDw9AUmCpFQCkgSFpycr15bBbiX0Q0JCkJiYiMTERFy9ehUrVqzAypUrMXXqVEybNg2tWrXC7t27y3VOLy8v1KpVCwDQrFkz/PHHH5g7dy4WLFhg8niVSgWVSmV47+/vnN8Uin7wl9UKYY1uHXPrsZg7Fbqs4nIsCGeauQXfzC2hb0712nuP0RaqoVXnVvwLIXJR5gyWrd2vHyvXWsBuicq9HnjgAbz++ut4+OGHMXXqVKxfvx779u2r8Hl1Op3RGBRHVVCoKbElwxwfjhlk+HtufoHJYzKycjEzaQMKtSbqlizZgC/eeBKhgX6ldutUCvRDbn4BGsZWwxcTnsT2w6eRmp6FiJAAdG5aG8H+vkbXV3l6ok+bBob3JbXElIQF4UpWnoJvtiqhT0QlM3ewrLUq17pT4Ti7JyqXL182tKYcP34cQgi0bdsWw4cPL9d5Jk2ahF69eqFGjRrIysrCihUrsGPHDiQnJ9socusoKNTgyNkryMm3bUK190QKNCYeGADQaLVYumkP6sdULbVFJcjPG/tO/tstV7VyEKpW1mf+py/fMGzPzlPj+IVryMjOQ7C/D+rHVIW/jwp+3io0frA6vDw9ymwpYUG40plb8M0c5pTPJ6LyseZg2bKSEHcrHGeXROXWrVtYvXo1VqxYgT179kAIgTp16uDtt9/G8OHDERUVVe5zpqWl4amnnsL169cRFBSEhg0bIjk5Gd27d7f+F2BFGq0OOflqeHoo4emhtNl1cvLVkBQShM7E6qsKCTn5aoSHBCChW3Os3HIAOqEzzDxQSAokdGuOsJCyf3idunRD/3mdznC9nUfOYkiXpoiuUhkarQ4HT5fdUmLOeBl7rUfkqMzp1rFG+XxyHiUtakj2VzM+Hse/+UY/RuU+5RksW1YSYjQWBjC04BSNhekzf77LtazYLFHJycnBunXrsGLFCmzduhWFhYWoUqUKXnnlFQwfPhxNm1asToCzl9z39FDC28vTos9+vHorsnLVCPBV4ZUhpqeKVg7yL7WgVFhwALy9PNH4weqIfSAMB09fxj93chAa6IdmtWsgwNe7zDiycvPxzdYD0N79LaIoKdLqdFi97RDGDIjXd0GZ0VJizngZV+bhHWD0Z4nHldKtY43y+WxZcR6lLWrImUP25x0cjDbjxxdLMhQeHkaDZUtrLTEnCTF3LIwrsVmiEh4ejvz8fPj7+2PYsGGGGiqKEqZPkvmyctXIzMkr9ZjmdWoief9Jk60USoUCzWrXMLwP8PVGpyYPlXCtfBw4dQnpWbkICfBF8zo1DUnMgVOXDEnK/XRCh+MXriEzJ9+slhJ3LwhXq/dLFfq8OUmIOVOcObbFOZizqCFbVuyvavPmpQ6WLau1xJwkxB0Lx9ksUenWrRuGDx+ORx99FN7eZf92TtYV4OuNpx5uja827YVWp7unoJQCTz3cGgG+3qUmIQBwIuUaliXvM/p88v6TeOrh1qgbVQXpWbmG7feTJAkZ2XlQeWWZ1VLSvUUcC8JVQLnK55dSuZacg7mLGpL9lTRY1pzWEnOSEHcsHGezRGX9+vW2OjWZqW5UFbz5VC+T3TplJSFZuflYlrzP0Bpi+I1Nq8NXm/bizad6ISTAt9TupWB/H4SHBJjVUmLuNGgyzVrl88k5FC1qWNIvCUWLGpLjMKe1xJwkxFpjYZwJ+2FcXFG3zoD4JujU5CFDS0pREiIEoNMJCPFvElLU0lJSt45Wp8PB05fRvE5NKEvoylNICjSIqYouTWqXWTCuCAvClU2Tl4WbJ3bh2v71uHliFzR5WQDMq7NiTuVacg5c1ND5FLWWmFLUWmJO9dqisTDuVDhOljoqJC9zkpCyunX+uZNTavfS412bw89HheAA33K1lJRVEM6dlTZY1pw6Kx7e/lab4kylC7g7KDqgjMHRluKiho6rImv9mDsgt6yxMK6GiYobMicJKatbJzRQX9OkpO4lTw+loRicuVVrqWTmDJY1Jwkxt3ItVczY3mOtej5T05C5qKHjKW2wrLldNuYmIdYqHOcMmKi4IXOSkGa1a1Ro1lB+gfHDyJaSijF3xo61yueT4yhtGvIb/d/A4ZTD+Cf7H4T6h6JpTFMmKTIxZ7CsOa0lgHslIeZgouLiTM3sMWfqsjmzhsh+zJ2xwyTEuZRVsM2cacic3eMYuNaP7TBRcWGlzewxJwkpbdYQ2Rdn7Lgecwq2cRqy87D3Wj/mcoU1gZiouChzphebk4SUVgyO7Kc8ixKS4zO3YBunITsPOeqbuMuaQJye7KLMmdljauoyOaaiRQklhRKABEgKABIkhZIzdpyQOS0lAKchOxNzphZb07UDB7Bh9Ggc/fprXNiyBUe//hobRo/GtQMHANw3ZkYIfUuPEIYxM/kZGVaNx5aYqLioopk9phTN7LG2rNx8bD90Gt/tPIxf/zyH7DzbrhDtbopm7EQ2fRihD7ZEZNOHUXvARC4m6ISKWkpMubelpGlMUygVphcv5TRkx2LP+ibmJCHmjJlxFuz6cVHmTi82V7nL7esEthw4hUBfH8Sz68hqOFjWNZjbUhLgE8BpyE7EmvVNSuvWcbc1gZiouKjyLEpYFkvL7Wt1Ory3PBkNaz2AkIDyJUZErqw8BdviqsVxGrITMWewbEXHlrjbmkDs+nFRRdOLPZQKSBKgUEiQJH3Z+vJML65ouX2NTr9CMhH9q6ilxEPhAQkSFJICEiR4KDxMtpQE+ASgY92OeKzlY+hYtyOTFCdmjbEl5q4JZM8xM7bEFhUnFOCrMvqzJOZOLy6tW6ei5fbvXSGZiP7FlhLXVFpriTlF4czp1jGnyq13UJDZBeYcHRMVJ/TKkK5mH1vW9OKyunUqWm7/3hWSichYUUsJuYayumysNbbE3dYEYqLi4kprLTGn1kpFy+17KIxXSCYicjZFLSKlFUozp7XEmmNL3GlNICYqLqys1hJzunUqUm5fISnwxvCeXHyQiGSlLSiAzkRyYK74GTMMfy/MyzN5zIUtW0ptLbmwZQu8Q0JKTUK8Q0JQtVUrHF+50uS5FEolHmjVyhCDUqVCTI8eRvtdERMVF2VOa4k53Trmrvlz/3iYQD9v1K4egRZxUXb7momI7qctKEDa8eMozM216XVunjxZ6vfTmydPolqrVqW2qKgCA5F+7hxq9e6Nsxs2QNzzPVdSKFCrd2/8c+5ciTF4+voivH59KL28rPq1yY2Jiosyp7XE3For5g7KvXc8TH5BIXLzC6z4FRERlZ9Oq0Vhbi4UHh76Ymw24lOpUqnfT30rV4ZP5cqo078/Tq1bVywJqdO/P3wqVQIAhNWrh6CoKNw8fhz5GRnwDg5GWP368PIrucyDrrAQhbm50Gm1cLV2FSYqLsqc1pLuLeLMrrXCNX+IyJkpPD3hoSp9pmRJDi5YgILsbHj5+6NZYqLJY6o2a4bLu3aV2FpSpWlTeKhUCK9fH8FRUUj9809DEhLRqBG8/I1ne3moVKjZ0fyB1hqgxK4nZ8dExUWZ01pibrcOEdlGVl4WDl04hPScdIT4haBpTFME+ATIHRbdpyA7GwVZWaUe4+Xvj3pDhuDE6tXFWkvqDRlilIh4+fujert2tg7bZTBRcVHmVqY1t1uHiKzr5N8nsWLXCqPS+Jv/3IzhHYcjjus3OaVKtWuj9X/+U2ZrCZUPExUXVZ7WEnbrENlXVl4WVuxaYSihbxjsrtNg+a7leKP/G2xZcVJltZYUZGczkSknJioujK0lRI7p0IVD0OpMT5fV6rQ4nHKYheBc0K3Tp3Hyvq6hlG3bUG/IEFSqXVvu8BwWExUXx9YSIseTnpNe+mD37H9kiIpsqSA7W5+k3B1sW3TvhVaLE6tXo/V//sOWlRJwUUIiIjsL8QspfbC7f6idIyJbS/3zz1KLvaX++aedI3IeTpuozJkzBy1atEBAQADCw8Px2GOP4fTp03KHRURUpqYxTaFUmK52oVQo0TSmqZ0jImspyM7Gld9/x9kNG3Dl999RkJ0NQF9iX5Ikk5+RJAn5GRl2jNK5OG3Xz86dOzFmzBi0aNECGo0GkydPRo8ePXDy5En4lVIUh4hIbgE+ARjecTiW71puNOtHqVBieMfhXEHZSZU2BsU7OLjUVrTS1hFyd06bqGzatMnofVJSEsLDw3Hw4EF0LEeRHCIiOcRVi8Mb/d/A4ZTD+Cf7H4T6h6JpTFMmKU6qrDEoTZ9/HtK2bSUWhIto1Miu8ToTp01U7peZmQkACA1l3y4ROYcAnwDO7nERZY1BST93zuyCcGTMJRIVnU6HV155Be3atUP9+vVLPE6tVkOtVhveZ9/tOyQiIqqIojEoJc3kys/IQPV27VgQzgIukaiMGTMGx48fx2+//VbqcXPmzMGMe5brJiIisgZzx6CwfH75Oe2snyIvvfQSfvrpJ2zfvh3VqlUr9dhJkyYhMzPT8Nq5c6edoiQiIlcW0agRJIXpH6kcg1IxTpuoCCHw0ksvYd26ddi2bRuio6PL/IxKpUJgYKDh5c/mNiIisoKiRQklpRKQJH3SIkmQlEqOQakgp+36GTNmDFasWIH169cjICAAN27cAAAEBQXBx8dH5uiIiMjdcFFC23DaRGX+/PkAgE6dOhltX7JkCUaOHGn/gIiIyO1xDIr1OW2iUtKgJSIiInIdTjtGhYiIiFyf07aoEBERObOC7GyOZzEDExUiIiI7K21doEq1a8sdnkNh1w8REZEdGa0LJIS+9L4QhnWBClg13QgTFSIiIjsqa12g1D//tHNEjo1dP0RERDZQ0hgUc9YFon8xUSEiIrKy0sagmLsuEOmx64eIiMiKyhqDElKrFtcFKgcmKkRERKXw8veHV0CA2VOHyxqDkn7uHNcFKgd2/RAREZWiWWJiuY43ZwxK9XbtuC6QmZioEBERWZG5Y1C4LpB52PVDRERkRRGNGnEMihUxUSEiIrIiL39/jkGxInb9EBERWVml2rU5BsVKmKgQERFZCRcatD4mKkRERFbAhQZtg2NUiIiIKogLDdoOExUiIqIK4kKDtsNEhYiIqIKKiryZwoUGK4aJChERUQVxoUHbYaJCRERUQSzyZjtMVIiIiCqIRd5sh9OTiYiIrIBF3myDiQoREZGVcKFB62OiQkREZEesXls+TFSIiIjshNVry4+DaYmIiKykIDsbV37/HWc3bMCV3383qkjL6rWWYYsKERGRFZTVWmJO9VqObymOLSpEREQVZE5rCavXWsapE5Vdu3bhkUceQdWqVSFJEr7//nu5QyIiIjdkTmsJq9daxqkTlZycHDRq1Aj/+9//5A6FiIjcmDmtJaxeaxmnHqPSq1cv9OrVS+4wiIjIzZnTWlJUvfbEfeNYJIWC1WtL4dSJSnmp1Wqo1WrD+2yOsCYiIiuIaNQIKdu26ceo3Ofe1hJWry0/t0pU5syZgxkzZsgdBhERuZjytJawem35uFWiMmnSJLz66quG90eOHEF8fLyMERERkatga4ltuFWiolKpoFKpDO/9+Z+HiIisiK0l1ufUs36IiIjItTl1i0p2djbOnTtneJ+SkoIjR44gNDQUNWrUkDEyIiIisganTlQOHDiAzp07G94XjT8ZMWIEkpKSZIqKiIiIrMWpE5VOnTqVOG+djN1MS8Wtm2l2u566UIN8dSG81JnwUXna7br2pinIw53LZ6Dw8obSw8tu140Ir4zI8DC7XY9s62baTdxKu2W36xVoCpBfkA+PbA/4ePnY7bpy0OTn4+bp0/Dw9obS037fiyLCwhARxmfUGiThxj/pr1+/jgULFiAxMRFVqlSROxybUavV6NmzJ3bu3Cl3KGQl8fHxSE5ONhocTs6Jz6dr4jNqPW6dqLiLO3fuICgoCDt37uRMJxeQnZ2N+Ph4ZGZmIjAwUO5wqIL4fLoePqPW5dRdP1Q+jRs35kPjAu7cuSN3CGQDfD5dB59R6+L0ZCIiInJYTFSIiIjIYTFRcQMqlQrTpk3joC4XwfvpWng/XQ/vqXVxMC0RERE5LLaoEBERkcNiokJEREQOi4kKEREROSwmKlQuFy9ehCRJXEuJyEHxGSVXw0TFhs6fP4/ExETExMTA29sbgYGBaNeuHebOnYu8vDybXffkyZOYPn06Ll68aLNrmGPWrFl49NFHERERAUmSMH36dFnjsSdJksx67dixo8LXys3NxfTp08t1Lne+N/dy52f01KlTmDBhAho3boyAgABUqVIFffr0wYEDB2SLyV4c+fl05/tSElamtZENGzZg8ODBUKlUeOqpp1C/fn0UFBTgt99+w+uvv44TJ05g4cKFNrn2yZMnMWPGDHTq1AlRUVE2uYY53nrrLURGRqJJkyZITk6WLQ45LFu2zOj9V199hc2bNxfbHhcXV+Fr5ebmYsaMGQD0C3Waw53vTRF3f0a/+OILLF68GAMHDsSLL76IzMxMLFiwAK1bt8amTZvQrVs3WeKyB0d+Pt35vpSEiYoNpKSk4PHHH0fNmjWxbds2owUPx4wZg3PnzmHDhg0yRvgvIQTy8/Ph42P9FVRTUlIQFRWFW7duIczNVhF94oknjN7v3bsXmzdvLrZdLu58bwA+owCQkJCA6dOnG60v9MwzzyAuLg7Tp0936R+Ijvx8uvN9KQm7fmzg/fffR3Z2NhYvXmxyVeZatWrh5ZdfNrzXaDSYOXMmYmNjoVKpEBUVhcmTJ0OtVht9LioqCn379sVvv/2Gli1bwtvbGzExMfjqq68MxyQlJWHw4MEAgM6dOxdrwiw6R3JyMpo3bw4fHx8sWLAAAHDhwgUMHjwYoaGh8PX1RevWrSv0zVrO1hxnoNPp8PHHH6NevXrw9vZGREQEEhMTkZ6ebnTcgQMH0LNnT1SuXBk+Pj6Ijo7GM888A0A/HqEo0ZgxY4bhfpfVlePu94bPKNCsWbNiiyBWqlQJHTp0wF9//WXROV2JXM8n70txbFGxgR9//BExMTFo27atWcePGjUKS5cuxaBBgzB+/Hjs27cPc+bMwV9//YV169YZHXvu3DkMGjQIzz77LEaMGIEvv/wSI0eORLNmzVCvXj107NgR48aNwyeffILJkycbmi7vbcI8ffo0EhISkJiYiOeeew61a9dGamoq2rZti9zcXIwbNw6VKlXC0qVL8eijj2Lt2rXo37+/9f6BCACQmJiIpKQkPP300xg3bhxSUlLw2Wef4fDhw/j999/h6emJtLQ09OjRA2FhYZg4cSKCg4Nx8eJFfPfddwCAsLAwzJ8/H6NHj0b//v0xYMAAAEDDhg3l/NIcHp/Rkt24cQOVK1e2yrmcmaM9n259XwRZVWZmpgAg+vXrZ9bxR44cEQDEqFGjjLa/9tprAoDYtm2bYVvNmjUFALFr1y7DtrS0NKFSqcT48eMN29asWSMAiO3btxe7XtE5Nm3aZLT9lVdeEQDEr7/+atiWlZUloqOjRVRUlNBqtUIIIVJSUgQAsWTJErO+PiGEuHnzpgAgpk2bZvZnXM2YMWPEvY/br7/+KgCI5cuXGx23adMmo+3r1q0TAMQff/xR4rkr8u/rjveGz2jJdu3aJSRJElOmTCn3Z52Zoz6fRdz1vhRh14+VFS3vHRAQYNbxGzduBAC8+uqrRtvHjx8PAMWadevWrYsOHToY3oeFhaF27dq4cOGC2TFGR0ejZ8+exeJo2bIl2rdvb9jm7++P559/HhcvXsTJkyfNPj+Vbc2aNQgKCkL37t1x69Ytw6uo2Xf79u0AgODgYADATz/9hMLCQhkjdh18Rk1LS0vDsGHDEB0djQkTJlToXM7OkZ5P3heOUbG6wMBAAEBWVpZZx1+6dAkKhQK1atUy2h4ZGYng4GBcunTJaHuNGjWKnSMkJKRYv2lpoqOjTcZRu3btYtuLmqPvj4Mq5uzZs8jMzER4eDjCwsKMXtnZ2UhLSwMAxMfHY+DAgZgxYwYqV66Mfv36YcmSJcXGRpD5+IwWl5OTg759+yIrKwvr168vNkbC3TjK88n7oscxKlYWGBiIqlWr4vjx4+X6nCRJZh2nVCpNbhflWFvSFjN8qHx0Oh3Cw8OxfPlyk/uLBuBJkoS1a9di7969+PHHH5GcnIxnnnkGH330Efbu3eu237gqgs+osYKCAgwYMABHjx5FcnIy6tevb7drOypHeD55X/7FRMUG+vbti4ULF2LPnj1o06ZNqcfWrFkTOp0OZ8+eNRpMl5qaioyMDNSsWbPc1zf3G+r9cZw+fbrY9lOnThn2k/XExsZiy5YtaNeunVk/lFq3bo3WrVtj1qxZWLFiBYYPH45vvvkGo0aNsuh+uzs+o3o6nQ5PPfUUtm7ditWrVyM+Pr7c53BFcj+fvC/G2PVjAxMmTICfnx9GjRqF1NTUYvvPnz+PuXPnAgB69+4NAPj444+Njvnvf/8LAOjTp0+5r+/n5wcAyMjIMPszvXv3xv79+7Fnzx7DtpycHCxcuBBRUVGoW7duueOgkg0ZMgRarRYzZ84stk+j0RjuXXp6erHfxBs3bgwAhuZlX19fAOW73+6Oz6je2LFjsWrVKsybN88wI4Xkfz55X4yxRcUGYmNjsWLFCgwdOhRxcXFGVS93796NNWvWYOTIkQCARo0aYcSIEVi4cCEyMjIQHx+P/fv3Y+nSpXjsscfQuXPncl+/cePGUCqVeO+995CZmQmVSoUuXbogPDy8xM9MnDgRK1euRK9evTBu3DiEhoZi6dKlSElJwbfffguFovw57bJly3Dp0iXk5uYCAHbt2oV33nkHAPDkk0+6dStNfHw8EhMTMWfOHBw5cgQ9evSAp6cnzp49izVr1mDu3LkYNGgQli5dinnz5qF///6IjY1FVlYWFi1ahMDAQMMPUB8fH9StWxerVq3CQw89hNDQUNSvX7/UpmJ3vzd8RvWJ17x589CmTRv4+vri66+/Ntrfv39/Q0LlbuR8PnlfTJB30pFrO3PmjHjuuedEVFSU8PLyEgEBAaJdu3bi008/Ffn5+YbjCgsLxYwZM0R0dLTw9PQU1atXF5MmTTI6Rgj9tMU+ffoUu058fLyIj4832rZo0SIRExMjlEql0TTIks4hhBDnz58XgwYNEsHBwcLb21u0bNlS/PTTT0bHlGfqY3x8vABg8mVqWqYru3/6Y5GFCxeKZs2aCR8fHxEQECAaNGggJkyYIK5duyaEEOLQoUMiISFB1KhRQ6hUKhEeHi769u0rDhw4YHSe3bt3i2bNmgkvLy+zpkLy3ui58zM6YsSIEv8PABApKSmlft6VONLzyftSnCREOUZ4EREREdkRx6gQERGRw2KiQkRERA6LiQoRERE5LCYqRERE5LCYqBAREZHDYqIio/fffx916tSBTqeTO5QKmzhxIlq1aiV3GLLi/XQ9vKeuhffTSck9P9pdZWZmitDQUPHll18atuHuPPkPP/yw2PFLliwpczlxc3377bdiyJAhIjo6Wvj4+IiHHnpIvPrqqyI9Pd3k8evXrxdNmjQRKpVKVK9eXUydOlUUFhYaHXP9+nWhUqnE+vXrKxyfM+L9dD28p66F99N5MVGRyf/93/+JwMBAkZeXZ9hW9NBERESInJwco+Ot+dBUqlRJNGjQQEyZMkUsWrRIjBs3Tnh5eYk6deqI3Nxco2M3btwoJEkSnTt3FgsXLhRjx44VCoVCvPDCC8XOO2TIENGhQ4cKx+eMeD9dD++pa+H9dF5MVGTSsGFD8cQTTxhtAyAaN24sAIiPPvrIaJ81HxpTlUeXLl0qAIhFixYZba9bt65o1KiRUTb/5ptvCkmSxF9//WV07Nq1a4UkSeL8+fMVjtHZ8H66Ht5T18L76bw4RkUGKSkpOHr0KLp161ZsX7t27dClSxe8//77yMvLs8n1O3XqVGxb//79AQB//fWXYdvJkydx8uRJPP/88/Dw+HdZqBdffBFCCKxdu9boHEVfz/r1620QtePi/XQ9vKeuhffTuTFRkcHu3bsBAE2bNjW5f/r06UhNTcX8+fNLPY9arcatW7fMepXlxo0bAIDKlSsbth0+fBgA0Lx5c6Njq1atimrVqhn2FwkKCkJsbCx+//33Mq/nSng/XQ/vqWvh/XRuXD1ZBqdOnQIAREdHm9zfoUMHdO7cGR988AFGjx4NHx8fk8etXLkSTz/9tFnXFGUs6fTee+9BqVRi0KBBhm3Xr18HAFSpUqXY8VWqVMG1a9eKbY+JicHJkyfNislV8H66Ht5T18L76dyYqMjg9u3b8PDwgL+/f4nHTJ8+HfHx8fj888/xn//8x+QxPXv2xObNmyscz4oVK7B48WJMmDABDz74oGF7UTOoSqUq9hlvb2/cuXOn2PaQkJBiWb+r4/10PbynroX307kxUXFQHTt2ROfOnfH+++/jhRdeMHlMlSpVTGbe5fHrr7/i2WefRc+ePTFr1iyjfUW/VajV6mKfy8/PN/lbhxACkiRVKCZXxPvpenhPXQvvp+NioiKDSpUqQaPRICsrCwEBASUeN23aNHTq1AkLFixAcHBwsf15eXnIzMw065qRkZHFtv3555949NFHUb9+faxdu9Zo8Bbwb/Pj9evXUb16daN9169fR8uWLYudMz093ajP1R3wfroe3lPXwvvp3DiYVgZ16tQBoB+JXpr4+Hh06tQJ7733nsnR6KtWrTJk+GW97nf+/Hk8/PDDCA8Px8aNG002iTZu3BgAcODAAaPt165dw99//23Yf6+UlBTExcWV+nW5Gt5P18N76lp4P50bW1Rk0KZNGwD6/4wNGzYs9djp06ejU6dOWLhwYbF9lvaX3rhxAz169IBCoUBycjLCwsJMHlevXj3UqVMHCxcuRGJiIpRKJQBg/vz5kCTJaBAYAGRmZuL8+fMYPXp0uWNyZryfrof31LXwfjo5ecq3UP369UVCQoLRNgBizJgxxY6Nj483VFC0RvGhRo0aCQBiwoQJYtmyZUavX375xejYH3/8UUiSJLp06SIWLlwoxo0bJxQKhXjuueeKnXft2rUCgDh37lyFY3Q2vJ+uh/fUtfB+Oi8mKjL573//K/z9/Y3KJ5f00Gzfvt2qD03RuUy94uPjix2/bt060bhxY6FSqUS1atXEW2+9JQoKCoodN3ToUNG+ffsKx+eMeD9dD++pa+H9dF5MVGSSkZEhQkNDxRdffCF3KFZx/fp14e3tLb7//nu5Q5EF76fr4T11LbyfzouDaWUSFBSECRMm4IMPPnCJJcc//vhjNGjQAP369ZM7FFnwfroe3lPXwvvpvCQhyiifR0RERCQTtqgQERGRw2KiQkRERA6LiQoRERE5LCYqRERE5LCYqBAREZHDYqJCREREDouJChERETksJipERETksJioEBERkcNiokJEREQOi4kKEREROSwmKkREROSwmKgQERGRw3LrROX69euYPn06rl+/LncoRGQpLgBP5NLcPlGZMWMGExUiZ3LrFnDoELBtm/69JDFZIXJhTp2o7Nq1C4888giqVq0KSZLw/fffyx0SEdnSxYvApEnAV18Bn34KvPGGfrskyRoWEdmOUycqOTk5aNSoEf73v//JHQoR2VpqKjBjBtC1KzBlCvDZZ8DffwPHj8sdGRHZkIfcAVREr1690KtXL7nDICJ7OH4ciIwEHnsM8PbWb4uJAW7fBn74AWjRAggLAzyc+tsaEd2HTzQROYebN/WtKkWJyLp1+uRFCOD6dX2yMno00KyZvHESkVW5VaKiVquhVqsN77Ozs2WMhojKpXNnYONGYMwYoEYN4OBBYNo0oG5dwMtL3x20Zg0TFSIX49RjVMprzpw5CAoKMrzi4+PlDomISnL7tn7wbNGMnogI4MMPgf79gdhYoE0boGHDf/e3aQPk5wN5ebKFTETW51aJyqRJk5CZmWl47dy5U+6QiMiUW7f03TgLF+qTlSLh4cDDDwMaDZCVBSgUgEql35eSAlSuDCiVsoRMRLbhVomKSqVCYGCg4eXv7y93SESWybohdwS2lZUF+Pvrk4/PPtMnK1rtv/sbNwYuXACSkvRdQIsXA7t3A08+qe8GIiKX4dSJSnZ2No4cOYIjR44AAFJSUnDkyBFcvnxZ3sCIbC3zqtwR2FZoKNCoEfC//wE5OfqaKTfuJmfXrgFxccDAgfqib198AZw5A8yaBdSsKW/cRGR1Tj2Y9sCBA+jcubPh/auvvgoAGDFiBJKSkmSKisgOCrL1YzNctdBZUBBw+TKQmQm8+y7w2mvAJ5/oW1nUauCdd4BHH9XXVFGrAV9fwM9P7qiJyAacOlHp1KkTBEtnkzvSFeqTFVWA3JFYn06nH3tSqRJw8iTQp4++1WToUKCgALj7CwmUSiAwUN5YicjmnLrrh8it3bkmdwS2obj7bSkuDsjI0P/9k0/0g2aDgoCfftKPTyEit8BEhchZpZ6QOwLbCgzUJyRz5wIHDuinJn/+uX5g7ZIlQGGh3BESkR04ddcPkVtL2QXUHyB3FLZTpw6wbJl+Fs/06fqpyQDw5ZfAnTuAp6es4RGRfTBRIXJW1w7ru38Cq8odiW2EhQHDh+u7gKpV02/TavWDZjlwlshtMFEhcmbHvwPaviR3FOVz/bp+WrFGox8w27fvv/uKZjJptfqWlG7djGc2sZgbkdvhGBUiZ/bXD0D2TbmjMN/ly8Arr+jrnpw+DXz9NfD668DRo/rkRJL0s36KEpJ7i7wRkVtiokLkZJo3b45q7RPQfPYhQKMGfvu/f9e7cWSFhfoxJx06ADNmAG+/rR8cq9Hox50cOvTv1GRAX232q6/06/cQkdtiokLkZG7cuIGrqbdw406BfsOl34HDX8sblDk8PfULBoaG6t9LEhAcrC/o5u0NLF/+b/VZQL9uz5Yt+oJuROS2mKgQuYI/vgAOJjl2y4pOp4/vyhX9e6VS35qiUulbV7Kz9V1BRfr1AxYt0tdOISK3xUSFyFUcWAJsngrk35E7kuKE0HfpDB2qr4myfr1+u4eHvtqslxeQmKivRHv16r8JF2f3ELk9JipEriRlF7BmBHDmF30LhqMomrnz4IP6lpKfftK/gH9XO/b01P/d29t11zAionLj9GQiV5P7D7B9FnBsNdDsaaBmW/v+4L93scSiwbFC6P/u46OfcqxWA6tX60vkDxign91z/Lg+USlKXIiIwESFyHXdOgskTwbC6gAtRgHVW9jnukVJyo8/6ou2NW+u7+JRKoG0NODvv4H+/YHISP0soG3b9Ksf37kDTJsGBLjgQotEZDEmKkSu7uYpYONrQM12QPv/AP5htr+mTgecOKFvKVEqgRYtgPR0YOxYID5en7z06QO0aaNvSfHxAaKi9IkNEdE9mKgQuYtLvwM3jgLtXwFiu9quO6ho4OzrrwPz5gHbt+tbS5YtA7p2BZ59Vn+cTqefqtyxo23iICKXwMG0RO5EnQVsnQkkvwlkXrXNNe6tLjt2rH7b/PlATAzw9NP67UXJDBFRGfidgsiJXL58GTk5OQCAHLUWl/+xsGrrpd+B1U8CO98HMi5bMcL7ZGfrpxyHhekTk6NH9bVTOKuHiMzERIXICezfvx+PPPIIoqKikJGRAQDIyNMi6s39eHTecfxxMav8J9VpgVMbgNVPAT9PBK78Yb0pzQoFcPOmvjZKu3bAJ5/oC7f98gtw8CDX8CEiszFRIXJw3333Hdq1a4eff/4Z4r7Ks0IAG4//g7bvH8F3h29ZdgEhgMt79ANuVz8JHFsLFORULGidTl/UrUMHfXePpyfw4ov6bp9ff9Wv+0NEZAZJ3P+dz40cOnQIzZo1w8GDB9G0aVO5wyEqZv/+/WjXrh20Wm2xJOVeEgClQsLuCY3RIsoK03s9fYG6jwINhwK+oZadIzdXP+0Y+LeeilYLZGb+u94PEVEZ2KJC5MDeeecdCCFKTVIAQAAQEHhn4yXrXLgwF/jzG2BlAnBomb6bqLyKkhRAn6QUDbBlkkJE5cBEhchBXb58GT/99BO0Zo7n0OqAH4/9Y/kAW1M0+foFD3+eAGgKKnYuzvIhIgtUqI6KWq3GoUOHkJaWhnbt2qFy5crWiovIaeg0BdBpNVY/7y+bNpbZknI/IYCtp9Ixsk2EdYO5sh/i+LdQNE6w7nmJiMpgcaLyySefYPr06cjMzAQAbN68GV26dMGtW7dQp04dvP/++3jmmWesFiiRI9JpCpBx8U9o8nOtfu7UlJNQKCTodOYnKwoJyMjKg0Zt/Xg0p7dAVX8gFB5ci4eI7MeittglS5bglVdewcMPP4zFixcb/dZXuXJldOnSBd98843VgiRyVDqtBpr8XCiUHlCqfK36CgwKLleSAgA6AQT6eECSFFZ9AYBW6WuTliMiotJY1KLy0UcfoV+/flixYgVu375dbH+zZs3wySefVDg4ImcheXhB6amy6jk7dWgHSZLK1f0jSUDnhwKtXlBNeAUhP6orvK16ViKislnUonLu3Dn06tWrxP2hoaEmExgiMl/1B6qgZ5eOUCqVZh2vVAB96wWjRqh1EyadfxXktB4PnXeIVc9LRGQOixKV4OBg3LpVcnGpkydPIjIy0uKgiEjv9bHPQ5IAqYwWEgmABAmTelax6vU1VVsgt8Ob0PmFW/W8RETmsihR6d27NxYuXGgo5X2vEydOYNGiRXj00UcrGhuR22vaqD6+/PR9KJWKEltWlAp9sbeVT8eiRU1/61xYUkBd73HkN30e8GCHDxHJx6JE5Z133oFWq0X9+vXx1ltvQZIkLF26FE888QSaN2+O8PBwTJ061dqxErmlRx7uhuS1X6F7p/bFWlYkCehdNxi7/lMHjzWyTteMLqAqcttPQmFMNy4eSESys2gwbdWqVXHw4EFMnjwZq1atghACy5YtQ0BAABISEvDuu++ypgqRFTVtVB8rv/gEV65eR8feg5FxJwvBPkocfKOe1cakCE8/FDzYG4XRXQFFhUosERFZjcXfjcLDw/HFF1/giy++wM2bN6HT6RAWFgYFq08S2Uz1B6rA19cHGXey4OelsEqSIjx9URjTDQXR3fRr/BARORCr/NoUFhZmjdMQkR0J7xAUxHRDYc14jkMhIodlUfPHW2+9hcaNG5e4v0mTJpgxY4alMRGRDemCo5Hf9DnkdJ2DwtieTFKIyKFZlKisXbu21DoqvXv3xqpVqywOioisTOEJTbW2yO3wJnI7vAnNA604DoWInIJF36kuX76M2NjYEvdHR0fj0iUrLTdPRBYTXn4ojO6KwpqdIVQBcodDRFRuFiUq/v7+pSYiKSkp8PZmczKRbJSeKKjVCwUxPdi1Q0ROzaKun06dOmHBggW4evVqsX1XrlzBwoUL0blz5woHR0Tlpw2JRU782yh46FEmKUTk9CxqUZk5cyZatmyJevXq4dlnn0W9evUAAMePH8eXX34JIQRmzpxp1UCJqGyaB1oiv/EzHH9CRC7Dou9mtWvXxq+//oqxY8fi//7v/4z2dezYEZ988gni4uKsEiARmUcbXh/5jZ8FFOYtYkhE5Aws/rWrYcOG2LlzJ27duoULFy4AAGJiYliRlsjGwsMqA9oCRHgXGLbp/COR1/R5JilE5HIq3D5cuXJlJidEdrT9h5XwuLoP3ocWAQCElz/yWo5lVVkickkWJyparRbJycm4cOEC0tPTIYQw2i9JEqZMmVLhAImoFAoP5LUcC+EXIXckREQ2YVGicuDAAQwcOBB///13sQSlCBMVIttT1+4HXUjJNY2IiJydRYnKiy++iLy8PHz//ffo0KEDgoODrRwWWcvly5exdetWZGVlISAgAF27dkWNGjXkDousQKgCURjdTe4wqAL4fBKVzaJE5ejRo5g1axYeeeQRa8dDVrJ//37MnDkTGzZsgBACCoUCOp0OkiShb9++mDJlClq0aCF3mFQBmgdaAUpPucMgC/D5JDKfRQXfqlWrVmKXD8nvu+++Q7t27fDzzz8b7pNOpwMACCGwceNGtG3bFt99952cYVIFaSqzBIAz4vNJVD4WJSpvvPEGFi1ahDt37lg7nnL73//+h6ioKHh7e6NVq1bYv3+/3CHJav/+/Rg6dCi0Wi20Wq3JY4r2DR06FH/88YedIyRr0QVUlTsEKic+n0TlZ1HXT1ZWFvz9/VGrVi08/vjjqF69OpRK4/oNkiThP//5j1WCLMmqVavw6quv4vPPP0erVq3w8ccfo2fPnjh9+jTCw8Ntem1H9c4770AIUWaLV9Ex77zzDtavX2+n6MhqJAWEd7DcUVA58fkkKj9JWNCHo1CU3RAjSVKJvzFYS6tWrdCiRQt89tlnAPTNp9WrV8fYsWMxceLEMj9/6NAhNGvWDAcPHkTTpk1tGqs9XL58GVFRUeXqlpMkCRcvXuQAPgtp1Ln45+wfUKp8ofRU2e26ytunoa1U227X0xaqoVXnIvTBFvBQsV6LJfh8ElnGohaVlJQUa8dRbgUFBTh48CAmTZpk2KZQKNCtWzfs2bPH5GfUajXUarXhfXZ2NgBAo9GgsLDQtgHbQXJycrnHDgkh8Msvv2DEiBE2isq1aQoLUViogVaXC6lQY7frKrQe0OXm2O16QlMAnVb/nAiF8z8rcuDzKR9tQQF0Nv7F2REolEoovbzsek1PTzsM6BdO6urVqwKA2L17t9H2119/XbRs2dLkZ6ZNmyYA8MUXX3zxxRdfVnjZQ4VK6F+9ehW7du1CWloaBg4ciGrVqkGr1SIzMxNBQUHFxq3IbdKkSXj11VcN748cOYL4+Hjs27cPTZo0kTEy60hKSsLzzz9f7s8tWrSIv7FVgO5ua4NdqbMAVYBdL6lQekDhYd/f1lwJn095FObl4fqhQ1B4eEBhj9/+ZaIrLIROo0GVpk3h6eMjdzhWZVGiIoTA+PHj8dlnn0Gj0UCSJDRo0ADVqlVDdnY2oqKi8Pbbb+OVV16xcrj/qly5MpRKJVJTU422p6amIjIy0uRnVCoVVKp/xxH4+/sDADw8POzTfGVjPXv2hCRJ5e4D79Gjh0t8/bKR49/OywPw8rP/dclifD5lotHA08MDHj4+8FDZbxyZvWnUamjy8uDp6ely/18smp78wQcfYO7cuXjttdewefNmowcvKCgIAwYMwLfffmu1IE3x8vJCs2bNsHXrVsM2nU6HrVu3ok2bNja9tqOqUaMG+vbta3ZLllKpxCOPPMKBes5IcqzWSiobn08iy1iUqCxatAhPPfUUZs+ejcaNGxfb37BhQ5w5c6aisZXp1VdfxaJFi7B06VL89ddfGD16NHJycvD000/b/NqOasqUKZAkCZIklXpc0TFvvfWWnSIjq/L0ljsCsgCfT6LysyhRuXLlCtq2bVvifj8/P7sUgxs6dCg+/PBDTJ06FY0bN8aRI0ewadMmRES470qyLVq0wKpVq6BUKkv8za1o3+rVq1mmm8iO+HwSlZ9FiUp4eDiuXLlS4v6DBw/arbnypZdewqVLl6BWq7Fv3z60atXKLtd1ZAMGDMDu3bvRu3dvw29uRbVvJElCnz59sHv3bvTv31/OMIncEp9PovKxaDDtgAED8Pnnn2PkyJEICgoCAMMD98svvyApKQkTJkywXpRUbi1atMAPP/yAy5cvY9u2bbhz5w4CAwPRpUsX9nkTyYzPJ5H5LKpMm5mZiY4dOyIlJQUdOnTApk2b0L17d2RnZ2PPnj1o0qQJdu3aBV9fx65g6WqVaYmIyFhhXh6uHzzoNrN+qjRr5nLTky3q+gkKCsLevXsxYcIEXL16Fd7e3ti5cycyMjIwbdo0/Prrrw6fpBAREZHjK3fXT35+PhYuXIjGjRvjrbfe4qh0IiIisplyt6h4e3vjjTfewOnTp20RDxEREZGBRV0/9evXx8WLF60cChEREZExixKVWbNmYcGCBdiyZYu14yEiIiIysGh68meffYbQ0FD07NkT0dHRiI6Ohs99o4wlScL69eutEiQREZEzEYWFkFxszR25WJSoHD16FJIkoUaNGtBqtTh37lyxY8oqEU1ERERUFosSFY5PISIiKoXCopEVZAL/JYmIiKyNvQpWY3GiotVq8c033yAxMRH9+/fHsWPHAOir1n733XdITU21WpBERETknixKVDIyMtCuXTsMGzYMK1euxA8//ICbN28CAPz9/TFu3DjMnTvXqoESERGR+7EoUZk4cSJOnDiB5ORkXLhwAfcuF6RUKjFo0CBs3LjRakESERGRe7IoUfn+++8xduxYdO/e3eTsnoceeogDbomIyH2Vf71fKoFFiUpmZiaio6NL3F9YWAiNRmNxUERERE6NiYrVWJSoxMbG4tChQyXu/+WXX1C3bl2LgyIiInJqTFSsxqJEZdSoUfjyyy+xatUqw/gUSZKgVqvx5ptvYtOmTUhMTLRqoERERE5Dp5M7ApdhUcG3l19+GSdOnEBCQgKCg4MBAMOGDcPt27eh0WiQmJiIZ5991ppxEhERkRuyKFGRJAmLFi3CiBEjsHbtWpw9exY6nQ6xsbEYMmQIOnbsaO04iYiInIbQasGSb9ZhVqIyYMAA/Oc//0GHDh0AALt27UJcXBzat2+P9u3b2zRAIiIip8MxKlZj1hiV9evX4/Lly4b3nTt3xubNm20WFBERkVPTauWOwGWYlag88MADOHz4sOG9EIKrIxMREZWEg2mtxqyun8cffxwffvghVq9ebRg8O3HiRMyZM6fEz0iShD///NMqQRIRETkVJipWY1aiMmfOHNSqVQvbt29HWloaJEmCn58fKlWqZOv4iIiInI5g14/VmJWoKJVKPP/883j++ecBAAqFAm+99RaGDRtm0+CIiIicEltUrMasMSpNmzbFpk2bDO+XLFmCJk2a2CwoIiIip8ZlZKzGrETl6NGjuHXrluH9M888YzS4loiIiP4l1Gq5Q3AZZiUqNWvWxJYtW6C92+fGWT9EREQlE9k5cofgMsxKVF544QV89dVX8Pb2RmBgICRJwrPPPovAwMASX0FBQbaOnYiIyCHpMjPkDsFlmDWY9vXXX0ejRo2wfft2pKamYunSpWjRogViYmJsHR8REZHT0d3+R+4QXIbZa/306NEDPXr0AAAkJSUhMTGRs36IiIhM0N68KXcILsOiRQl1nHZFRERUIpGZAaFWQ1Kp5A7F6ZmVqBSt81OjRg2j92UpOp6IiMitCECblgaP6tXljsTpmZWoREVFQZIk5OXlwcvLy/C+LFpW5iMiIjelvXqNiYoVmJWofPnll5AkCZ6enkbviYiIyDTt5ctA61Zyh+H0zEpURo4cWep7IiIiMqY5f551x6zArDoqREREVD669HTo0tLkDsPpmdWi8vbbb5f7xJIkYcqUKeX+HBERkasoPHoMyu4Rcofh1MxKVKZPn15sW1FTlhCi2Paipi4mKkRE5M4KDh+CqmsXSAp2YFjKrH85nU5n9Lpy5QoaNGiAhIQE7N+/H5mZmcjMzMS+ffvw+OOPo1GjRrhy5YqtYyciInJoulu3oTl9Wu4wbO/2bWD3buD334GrV616aotSvDFjxuDBBx/E119/jebNmyMgIAABAQFo0aIFli9fjtjYWIwZM8aqgRIRETmj/F82Q7hyodSLF4HXXwfWrQP++19g2TJ94mIlFiUq27ZtQ5cuXUrc37VrV2zdutXioIiIiFyF9upVFOzdK3cYtpGWBsyYAXTuDMycqf/7H3/ot9/rvmEi5WFRouLt7Y09e/aUuH/37t3w9va2OCgiIiJXkv/TBmhv3JA7DOs7fBgIDweGDQO8vYH69YEmTYBr14DNm4GjR/XHVWCKtkWJyvDhw7F8+XKMGzcOZ8+eNYxdOXv2LMaOHYsVK1Zg+PDhFgdFRETkrHoMHYp2a9dgwO+/GbYJjQa5Xy2DyMuTMTIb0GqBnBzg0iX9+zVrgP37gd9+A77/Hli0CNi4sUKXsGhRwvfeew+3bt3CZ599hv/9739Q3B3NrNPpIIRAQkIC3nvvvQoFRkRE5IzSbt1Cam4uoDLuWdDeuoXcFSvh+/RI15kFVL06oNEAc+fqW1b27QPefBNo1QrIyACWL9d3BXXqBPj6WnQJixIVLy8vLFu2DK+//jo2btyIS3czqZo1a6JXr15o1KiRRcGUx6xZs7BhwwYcOXIEXl5eyMjIsPk1iYiIKqLw9Gnkb/wZPn37yB2KZdRq/cvLC1CpgAYNgDFjgMxMfauKTqdPUgAgOBioWhU4caJCXT8WJSpFGjZsiIYNG1bkFBYrKCjA4MGD0aZNGyxevFiWGIiIiMpLvWsXlBHh8GrRQu5QyufyZWDJEiA1FQgJAbp10w+ibdBAv//eLqAiN2/qk5UKtCBVKFGR04wZMwAASUlJ8gZCRERUTnnffgdFSCg8asXKHYp5Ll0CJk0COnbUJyfbt+sHy7ZvD9xdsBjBwcDevcB33+kTmcuX9cfNmaNvfbGQ0yYqllCr1VCr1Yb32dnZMkZDRETuSuh0yPlqKfxfeAHKqlXlDqd0//wDvP8+0L078PTT+m1VqgArVuj3+fnpx5+0agWMHKlPVAID9YnLnDlAVFSFLu9WicqcOXMMLTFERERyEvlqZC9cBP/E56GsUkXucEp27RrQujXQs+e/2/buBc6cASZOBMLC9N07Y8cCAwYAbdroExcPD30SU0EONex44sSJkCSp1NepU6csPv+kSZMM5f4zMzOxc+dOK0ZPRERUPiI3F9mfL4AmJUXuUEr20ENA1676WT2AfgrymjXAM8/oE5WOHYHz54Gin6mRkUBQkFWSFMDBWlTGjx+PkSNHlnpMTEyMxedXqVRQ3dNP5u/vb/G5iIiIrEHk5SFn0RfwGTIYXo0byx1OcV5e+haTIlFR+gq0TZr8+37dOuD6df37CszwMcWhEpWwsDCEhYXJHQYREZFdCY0GuStWQncjFaoe3R27zsq9s5V0On3Rtxo1gAcesMnlLE5UkpOTsXjxYly4cAHp6ekQ99XxlyQJ58+fr3CAJbl8+TL++ecfXL58GVqtFkeOHAEA1KpViy0lRETklPK3bYP2+nX4JjwOyVGXohHi31YThULfmnLtGlC3rk0uZ1Gi8sEHH2DixImIiIhAy5Yt0aBoDrUdTZ06FUuXLjW8b3K3CWr79u3o1KmT3eMhIiKyhsK//kL2/+bB7+mRUISGyh1OcUVJyl9/Abt3A1u2ALNm/TuGxcosSlTmzp2LLl26YOPGjfAsmj9tZ0lJSayhQkRELkmbmqpPVp59xj7Tl3Ny9LVOPEpJC+5tScnL06/p8/ffVpmCXBqLOsHS09MxaNAg2ZIUIiIiV6fLykL2woXQ/P23bS90+TLw/PPAt9/qx5yYcm+SkpMD+PgAgwYB48fbNEkBLExUWrZsidOnT1s7FiIiIrqHyM1DzhdfQHvjhm0ucPs28N//6ouzrVoFrF2rT0ruV5SkfPcdsHCh/nN+foAdxoRalKjMmzcP3333HVasWGHteIiIiOgeIlc/fVl765Z1T6zT6RcMjIwEJkwAEhP1qx2vWWM6WQGAO3f0A2ftOCvJojEqQ4cOhUajwZNPPonRo0ejWrVqUCqVRsdIkoQ///zTKkESERG5M11WFnIWLoRfYiKUlSpZ56QKBRAbq28ZqVlT/xICmD9fv3/QoH8TEp1O//eRI/XJSmCgdWIwg0WJSmhoKCpVqoQHH3zQ2vEQERGRCbqMTOR8vgB+o56FMiLCOid94IF/65/odMDDD+u7eebN028bPFhfJ+X334Hq1YGYGLsmKYCFicqOHTusHAYRERGVRZeZiez58+E38ml4RNW0zkmLBsoWtZ4UrelTlKykpekTlU8+sc71ysmhKtMSERFR6fRjVhbB94nh8IyLq9jJirp08vL073189H/27KlPYObN03cNzZypX3xQBhVKVAoLC3Hq1ClkZmZCZ2JKU8eOHStyeiIiIjJBFBYid+lX8Hn8cXg1bmTZSYqSlNRU4M03gXHjgIYN9fs0GiAlRZ+kvP++vttHJhYlKjqdDpMmTcK8efOQm5tb4nFardbiwIiIiJzN39evI/du60SeVoNreXmoWtRKYWVCp0PuNysheSghWTJmVKEAbt7U10Jp2RK4t8r80aP6qrNvvy1rkgJYOD159uzZ+OCDD/DEE0/gq6++ghAC7777Lj7//HM0bNgQjRo1QnJysrVjJSIickiHjh3DEy+9hOY9eyIzKwsAcEejQZcd2/HCwQM4mpFhmwvrBHK/+Qa6tLTyf1YI4NdfgY4dgbFjjVc9jooCPv0UcIBJMxYlKklJSRgyZAjmz5+Phx9+GADQrFkzPPfcc9i3bx8kScK2bdusGigREZEj2rBlCx556ils++23Ygv0CgC7bt5Ewt49+MVGRdtEQSHUG38u/wclCejTR1+V9t4kBQBCQ/VF4ByARYnK33//jS5dugAAVCoVACA/Px8A4OXlhSeeeALLli2zUohERESO6dCxY3j+9deh1WpLHO6gFQJaIfCfI4dt1rKiPXcOIjun/B+8+zPckVmUqFSqVAnZ2dkAAH9/fwQGBuLChQtGx6Snp1c8OiIiIgf2fwsXQghRrCXlfuLua/75czaLReRYkKg4AYsG0zZp0gR//PGH4X3nzp3x8ccfo0mTJtDpdPjkk0/QqJGFo5CJiIicwN/Xr2Pzzp1lJilFtEJge1qabQbYKhSQgoOse04HYVGi8vzzzyMpKQlqtRoqlQqzZs1Cx44d0bFjRwghEBISgpUrV1o7ViIiIovoCguhsfI5d5oYk1IWAWDvrVsYUK2aVWNRxMRAcoJuHEtYlKg8+uijePTRRw3v69ati/Pnz2PHjh1QKpVo27YtQkNDrRYkERGRJRRKJTx9fVGYmwudxrqpyp3MTCgkCbpyJCsKAFmFhRAmao9VhKJ+PXj6+kJx37p7rsBqlWmDgoLQr18/a52OiIiowpReXgivXx86G9T1euDEiXIlKQCgAxDk6wtPX1+rxSF5q1D18cfh4esLpZeX1c7rKCxOVLRaLdasWYPt27cjLS0Nb7/9Nho0aIDMzExs3boV7dq1Q4S1Fk0iIiKykNLLC7ZoZ+jRqxckSSpX948EoG1EBCSFRXNZTPJr1gwqB5lKbAsW/UtlZGSgXbt2GDZsGFauXIkffvgBN2/eBKCfBTRu3DjMnTvXqoESERE5kho1aqBv375QmtndopQkdK1SBQ9YsTUFAHzbtLHq+RyNRYnKxIkTceLECSQnJ+PChQtG2aRSqcSgQYOwceNGqwVJRETkiKZMmQJJkiDdXzDtPtLd15jadax6fUVAAHxbtLDqOR2NRYnK999/j7Fjx6J79+4mb85DDz2EixcvVjQ2IiIih9aiRQusWrUKSqWyxJYVpSRBKUn4tGUrNLLyRJOgR/pC4YLjUu5lUaKSmZmJ6OjoEvcXFhZCY+XR1URERI5owIAB2L17N3r37l3sl3cJQOfISKyJ74SeDzxg1et6hIcj8JFHrHpOR2TRYNrY2FgcOnSoxP2//PIL6tata3FQREREzqRFixb44YcfcPnyZTRq1AgZGRkI9PDEhm7drD4mBQAgSaj80hiXb00BLGxRGTVqFL788kusWrXKMD5FkiSo1Wq8+eab2LRpExITE60aKBERkaOrUaMG/Pz8AAC+Hh62SVIABA8cAJ969WxybkdjUYvKyy+/jBMnTiAhIQHBd6dEDRs2DLdv34ZGo0FiYiKeffZZa8ZJREREALwbNkDw0KFyh2E3FiUqkiRh0aJFGDFiBNauXYuzZ89Cp9MhNjYWQ4YMQceOHa0dJxERkdvzrFoF4ePHW7UOi6OrUGXa9u3bo3379taKhYiIiEqgDApCxJtvQunvL3coduU+KRkREZGTUgQEIHLaVHhGRsodit2Z3aJy7yKE5pAkCevXry93QERERPQvRWAAIqdOhVfNmnKHIguzE5WffvoJ3t7eiIyMNGtdg7Kq9BEREVHplCEhiJw2FV7Vq8sdimzMTlQeeOABXL16FZUrV8awYcPw+OOPI9INm6CIiIjswSM83G27e+5l9hiVK1euYPv27WjSpAlmzpyJ6tWro1u3bliyZAmysrJsGSMREZFb8axWDVXemen2SQpQzsG08fHxWLBgAW7cuIG1a9eiUqVKeOmllxAeHo4BAwZg7dq1UKvVtoqViIjI5alq1UKVd2bCo1IluUNxCBbN+vH09ES/fv2watUqpKamGpKXoUOH4v3337d2jERERG7Bp1EjRE6fBmVAgNyhOIwK1VFRq9VITk7G+vXrcfjwYXh7eyMqKspKoREREbkPv7ZtETZuLCRPT7lDcSjlTlR0Oh02b96MlStX4vvvv0dubi66deuGRYsWoX///oY1DoiIiMg8/p07o/KLo92q4qy5zE5Udu/ejRUrVmDNmjW4ffs2WrdujdmzZ2PIkCGoXLmyLWMkIiJyWf6dOjFJKYXZiUr79u3h4+OD3r17IyEhwdDFc/nyZVy+fNnkZ5o2bWqVIImIiFyRb/PmTFLKUK6un7y8PHz77bf47rvvSj1OCAFJkqDVaisUHBERkavyio1B2H9egaRUyh2KQzM7UVmyZIkt4yAiInIbypAQRLzxBhTe3nKH4vDMTlRGjBhhyziIiIjcguTpiYg3JrBOipnYKUZERGRHlUe/ANWDD8odhtNgokJERGQnQY8+Av/4eLnDcCpMVIiIiOzAu24cQp54Qu4wnA4TFSIiIhtT+Pgg7OWXOcPHAkxUiIiIbCzkqSfhweKoFnHKROXixYt49tlnER0dDR8fH8TGxmLatGkoKCiQOzQiIiIjXjVrIKBbN7nDcFoVWpRQLqdOnYJOp8OCBQtQq1YtHD9+HM899xxycnLw4Ycfyh0eERGRQfCgQaw8WwFOmag8/PDDePjhhw3vY2JicPr0acyfP5+JChERySoyMhLajAxU9vSEslIofFu1kjskp+aUiYopmZmZCA0NLfUYtVoNtVpteJ+dnW3rsIiIyM0cOHAAf48dh8Jr1+Dfrh0H0FaQS7RFnTt3Dp9++ikSExNLPW7OnDkICgoyvOI5l52IiGzIp2kzuUNweg6VqEycOBGSJJX6OnXqlNFnrl69iocffhiDBw/Gc889V+r5J02ahMzMTMNr586dtvxyiIjInSkUUD3ECrQV5VBdP+PHj8fIkSNLPSYmJsbw92vXrqFz585o27YtFi5cWOb5VSoVVCqV4b2/v7/FsRIREZXGs2pVKO75mUOWcahEJSwsDGFhYWYde/XqVXTu3BnNmjXDkiVLoOCIaiIiciCe1R6QOwSX4FCJirmuXr2KTp06oWbNmvjwww9x8+ZNw77IyEgZIyMiItLzfICJijU4ZaKyefNmnDt3DufOnUO1atWM9gkhZIqKiIjoX173/Xwiyzhlf8nIkSMhhDD5IiIicgSe1arLHYJLcMpEhYiIyKFJEjyrVpE7CpfARIWIiMjKlJVCofD2ljsMl8BEhYiIyMo8w8PlDsFlMFEhIiKyMmVoJblDcBlMVIiIiKxMGRIsdwgug4kKERGRlSkDA+UOwWUwUSEiIrIyRUCA3CG4DCYqREREVuYdFyd3CC6DiQoREZGVSVx/zmr4L0lEREQOi4kKEREROSwmKkREROSwmKgQERGRw2KiQkRERA6LiQoRERE5LA+5AyD7uH79Oq5fvy53GGQlVapUQZUqXELeVfD5dD18Rq3HrROVKlWqYNq0aS7/n0mtViMhIQE7d+6UOxSykvj4eCQnJ0OlUskdClUQn0/XxGfUeiQhhJA7CLKtO3fuICgoCDt37oS/v7/c4VAFZWdnIz4+HpmZmQjkeiJOj8+n6+Ezal1u3aLibho3bsyHxgXcuXNH7hDIBvh8ug4+o9bFwbRERETksJioEBERkcNiouIGVCoVpk2bxkFdLoL307Xwfroe3lPr4mBaIiIiclhsUSEiIiKHxUSFiIiIHBYTFSIiInJYTFSIiIjIYTFRIbIBSZLMeu3YsaPC18rNzcX06dPLda5Zs2bh0UcfRUREBCRJwvTp0yscB5GzcOTn89SpU5gwYQIaN26MgIAAVKlSBX369MGBAwcqHIuzYmVaIhtYtmyZ0fuvvvoKmzdvLrY9Li6uwtfKzc3FjBkzAACdOnUy6zNvvfUWIiMj0aRJEyQnJ1c4BiJn4sjP5xdffIHFixdj4MCBePHFF5GZmYkFCxagdevW2LRpE7p161bhmJwNExUiG3jiiSeM3u/duxebN28utl0uKSkpiIqKwq1btxAWFiZ3OER25cjPZ0JCAqZPn2607tMzzzyDuLg4TJ8+3S0TFXb9EMlEp9Ph448/Rr169eDt7Y2IiAgkJiYiPT3d6LgDBw6gZ8+eqFy5Mnx8fBAdHY1nnnkGAHDx4kVDojFjxgxDk3VZXTlRUVG2+JKIXIZcz2ezZs2KLU5ZqVIldOjQAX/99Zd1v0gnwRYVIpkkJiYiKSkJTz/9NMaNG4eUlBR89tlnOHz4MH7//Xd4enoiLS0NPXr0QFhYGCZOnIjg4GBcvHgR3333HQAgLCwM8+fPx+jRo9G/f38MGDAAANCwYUM5vzQip+doz+eNGzdQuXJlq36NTkMQkc2NGTNG3Pu4/frrrwKAWL58udFxmzZtMtq+bt06AUD88ccfJZ775s2bAoCYNm1aueOqyGeJXIWjPp9Fdu3aJSRJElOmTLH4HM6MXT9EMlizZg2CgoLQvXt33Lp1y/Aqavbdvn07ACA4OBgA8NNPP6GwsFDGiInchyM9n2lpaRg2bBiio6MxYcIEm1zD0TFRIZLB2bNnkZmZifDwcISFhRm9srOzkZaWBgCIj4/HwIEDMWPGDFSuXBn9+vXDkiVLoFarZf4KiFyXozyfOTk56Nu3L7KysrB+/fpiY1fcBceoEMlAp9MhPDwcy5cvN7m/aACeJElYu3Yt9u7dix9//BHJycl45pln8NFHH2Hv3r1u+42LyJYc4fksKCjAgAEDcPToUSQnJ6N+/foWn8vZMVEhkkFsbCy2bNmCdu3awcfHp8zjW7dujdatW2PWrFlYsWIFhg8fjm+++QajRo2CJEl2iJjIfcj9fOp0Ojz11FPYunUrVq9ejfj4eEu+DJfBrh8iGQwZMgRarRYzZ84stk+j0SAjIwMAkJ6eDiGE0f7GjRsDgKF52dfXFwAMnyGiipH7+Rw7dixWrVqFefPmGWYKuTO2qBDJID4+HomJiZgzZw6OHDmCHj16wNPTE2fPnsWaNWswd+5cDBo0CEuXLsW8efPQv39/xMbGIisrC4sWLUJgYCB69+4NAPDx8UHdunWxatUqPPTQQwgNDUX9+vVLbSpetmwZLl26hNzcXADArl278M477wAAnnzySdSsWdP2/whEDkrO5/Pjjz/GvHnz0KZNG/j6+uLrr7822t+/f3/4+fnZ/N/Aocg97YjIHdw//bHIwoULRbNmzYSPj48ICAgQDRo0EBMmTBDXrl0TQghx6NAhkZCQIGrUqCFUKpUIDw8Xffv2FQcOHDA6z+7du0WzZs2El5eXWVMh4+PjBQCTr+3bt1vryyZyCo70fI4YMaLEZxOASElJseaX7hQkIe5rtyIiIiJyEByjQkRERA6LiQoRERE5LCYqRERE5LCYqBAREZHDYqJCREREDouJChERETksJipEDubixYuQJAlJSUlyh0JEJvAZtS8mKkREROSwWPCNyMEIIaBWq+Hp6QmlUil3OER0Hz6j9sVEhYiIiBwWu36IbGD69OmQJAlnzpzBE088gaCgIISFhWHKlCkQQuDKlSvo168fAgMDERkZiY8++sjwWVP93yNHjoS/vz+uXr2Kxx57DP7+/ggLC8Nrr70GrVZrOG7Hjh2QJAk7duwwisfUOW/cuIGnn34a1apVg0qlQpUqVdCvXz9cvHjRRv8qRI6Dz6jzYKJCZENDhw6FTqfDu+++i1atWuGdd97Bxx9/jO7du+OBBx7Ae++9h1q1auG1117Drl27Sj2XVqtFz549UalSJXz44YeIj4/HRx99hIULF1oU28CBA7Fu3To8/fTTmDdvHsaNG4esrCxcvnzZovMROSM+o05ArtUQiVzZtGnTBADx/PPPG7ZpNBpRrVo1IUmSePfddw3b09PThY+PjxgxYoQQQoiUlBQBQCxZssRwTNGKqm+//bbRdZo0aSKaNWtmeL99+3aTKyDff8709HQBQHzwwQfW+YKJnAyfUefBFhUiGxo1apTh70qlEs2bN4cQAs8++6xhe3BwMGrXro0LFy6Ueb4XXnjB6H2HDh3M+tz9fHx84OXlhR07diA9Pb3cnydyFXxGHR8TFSIbqlGjhtH7oKAgeHt7o3LlysW2l/XNyNvbG2FhYUbbQkJCLPomplKp8N577+Hnn39GREQEOnbsiPfffx83btwo97mInBmfUcfHRIXIhkxNXSxpOqMoYwKeOdMgJUkyuf3ewXxFXnnlFZw5cwZz5syBt7c3pkyZgri4OBw+fLjM6xC5Cj6jjo+JCpELCQkJAQBkZGQYbb906ZLJ42NjYzF+/Hj88ssvOH78OAoKCoxmNxCRdfEZLT8mKkQupGbNmlAqlcVmJ8ybN8/ofW5uLvLz8422xcbGIiAgAGq12uZxErkrPqPl5yF3AERkPUFBQRg8eDA+/fRTSJKE2NhY/PTTT0hLSzM67syZM+jatSuGDBmCunXrwsPDA+vWrUNqaioef/xxmaIncn18RsuPiQqRi/n0009RWFiIzz//HCqVCkOGDMEHH3yA+vXrG46pXr06EhISsHXrVixbtgweHh6oU6cOVq9ejYEDB8oYPZHr4zNaPiyhT0RERA6LY1SIiIjIYTFRISIiIofFRIWIiIgcFhMVIiIiclhMVIiIiMhhMVEhcmMXL16EJElISkqSOxQiMoHPKBMVIrOdP38eiYmJiImJgbe3NwIDA9GuXTvMnTsXeXl5NrvuyZMnMX36dFy8eNFm1zDHrFmz8OijjyIiIgKSJGH69OmyxkN0P3d+Rk+dOoUJEyagcePGCAgIQJUqVdCnTx8cOHBAtpishQXfiMywYcMGDB48GCqVCk899RTq16+PgoIC/Pbbb3j99ddx4sQJLFy40CbXPnnyJGbMmIFOnTohKirKJtcwx1tvvYXIyEg0adIEycnJssVBZIq7P6NffPEFFi9ejIEDB+LFF19EZmYmFixYgNatW2PTpk3o1q2bLHFZAxMVojKkpKTg8ccfR82aNbFt2zZUqVLFsG/MmDE4d+4cNmzYIGOE/xJCID8/Hz4+PlY/d0pKCqKionDr1q1iS9kTyYnPKJCQkIDp06fD39/fsO2ZZ55BXFwcpk+f7tSJCrt+iMrw/vvvIzs7G4sXLzb6BlikVq1aePnllw3vNRoNZs6cidjYWKhUKkRFRWHy5MnFFhKLiopC37598dtvv6Fly5bw9vZGTEwMvvrqK8MxSUlJGDx4MACgc+fOkCQJkiRhx44dRudITk5G8+bN4ePjgwULFgAALly4gMGDByM0NBS+vr5o3bp1hb5Zy9maQ1QaPqNAs2bNjJIUAKhUqRI6dOiAv/76y6JzOgomKkRl+PHHHxETE4O2bduadfyoUaMwdepUNG3aFP/3f/+H+Ph4zJkzx+RCYufOncOgQYPQvXt3fPTRRwgJCcHIkSNx4sQJAEDHjh0xbtw4AMDkyZOxbNkyLFu2DHFxcYZznD59GgkJCejevTvmzp2Lxo0bIzU1FW3btkVycjJefPFFzJo1C/n5+Xj00Uexbt06K/yrEDkOPqMlu3HjBipXrmy188lCEFGJMjMzBQDRr18/s44/cuSIACBGjRpltP21114TAMS2bdsM22rWrCkAiF27dhm2paWlCZVKJcaPH2/YtmbNGgFAbN++vdj1is6xadMmo+2vvPKKACB+/fVXw7asrCwRHR0toqKihFarFUIIkZKSIgCIJUuWmPX1CSHEzZs3BQAxbdo0sz9DZCt8Rku2a9cuIUmSmDJlSrk/60jYokJUijt37gAAAgICzDp+48aNAIBXX33VaPv48eMBoFizbt26ddGhQwfD+7CwMNSuXRsXLlwwO8bo6Gj07NmzWBwtW7ZE+/btDdv8/f3x/PPP4+LFizh58qTZ5ydyZHxGTUtLS8OwYcMQHR2NCRMmVOhccmOiQlSKwMBAAEBWVpZZx1+6dAkKhQK1atUy2h4ZGYng4GBcunTJaHuNGjWKnSMkJATp6elmxxgdHW0yjtq1axfbXtQcfX8cRM6Kz2hxOTk56Nu3L7KysrB+/fpiY1ecDWf9EJUiMDAQVatWxfHjx8v1OUmSzDpOqVSa3C6EMPtatpjhQ+Qs+IwaKygowIABA3D06FEkJyejfv36dru2rbBFhagMffv2xfnz57Fnz54yj61ZsyZ0Oh3Onj1rtD01NRUZGRmoWbNmua9v7jfU++M4ffp0se2nTp0y7CdyFXxG9XQ6HZ566ils3boVK1asQHx8fLnP4YiYqBCVYcKECfDz88OoUaOQmppabP/58+cxd+5cAEDv3r0BAB9//LHRMf/9738BAH369Cn39f38/AAAGRkZZn+md+/e2L9/v9E37pycHCxcuBBRUVGoW7duueMgclR8RvXGjh2LVatWYd68eRgwYEC5P++o2PVDVIbY2FisWLECQ4cORVxcnFHVy927d2PNmjUYOXIkAKBRo0YYMWIEFi5ciIyMDMTHx2P//v1YunQpHnvsMXTu3Lnc12/cuDGUSiXee+89ZGZmQqVSoUuXLggPDy/xMxMnTsTKlSvRq1cvjBs3DqGhoVi6dClSUlLw7bffQqEo/+8oy5Ytw6VLl5CbmwsA2LVrF9555x0AwJNPPslWGpINn1F94jVv3jy0adMGvr6++Prrr4329+/f35BQOR25px0ROYszZ86I5557TkRFRQkvLy8REBAg2rVrJz799FORn59vOK6wsFDMmDFDREdHC09PT1G9enUxadIko2OE0E9b7NOnT7HrxMfHi/j4eKNtixYtEjExMUKpVBpNgyzpHEIIcf78eTFo0CARHBwsvL29RcuWLcVPP/1kdEx5pj7Gx8cLACZfpqZlEtmbOz+jI0aMKPH5BCBSUlJK/bwjk4Qox4ggIiIiIjviGBUiIiJyWExUiIiIyGExUSEiIiKHxUSFiIiIHBYTFSIiInJYTFSIiIjIYTFRISIiIofFRIWIiIgcFhMVIiIiclhMVIiIiMhhMVEhIiIih8VEhYiIiBwWExUiIiJyWP8PgoCH0wVUoMAAAAAASUVORK5CYII=", - "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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", 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" - ] - }, - "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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LUVZW1pBh6Y2VlRWsrXW/6m7dugV3d3eUlpZizJgx2Lx5s0LRKWfcuHFo2bIl71QrwM3NDXfu3JHfS5KEw4cPm9ys5oZibucbU2Y+v4meaTQavP766+jbt688KkZVMjIy5Ml6tDw9PXXG5n7QwoULMX/+fL3FSqbN39/fpCesMnVBQUHIy8uDn5+fxX1Ze3t7y6/v379f5WdKS0uRmJiIgoKCBopKvxwcHODv76/zxe3m5oYZM2Zg2bJl2LJlC9Rqtdl11K5OcHCwTrOWQ4cOITY2VsGILItKpZKb9llZWSE+Pt4ib05UxxzPN6bMPH4LA3jttdcQHx+P6OhovW97zpw5Ok8fzp49iwEDBuh9P2Tc2rRpgxs3buiUbdiwQaFoLNeZM2fkv4UQQp6Z19wf++/YsQOXL18GgIeOmFJWVoaCggLY2NjIcyiYiuLiYhQUFKCsrKzSl/bSpUuxevVqFBUVwd3dHebe8ra6mxEnT56Ev78/x9tvAJIkya8zMzMtJjGtDXM935gq8/gt9GzGjBnYsWMHDh8+jNatWz/0s82bN8etW7d0ym7duvXQmT3t7OxgZ2cnv3d2dq5fwGRS+KjZ+GhnK614ITVu3DiMGzfObNvpR0REAADatm2L4cOHP/Lztra2JvelDeChfQ4KCwvlC7egoCCzbOpX3c2IyMhIjBs3DlFRUUhKSoK3tzdSU1MVitL8MUGoHXM835gijm5UgRACM2bMwC+//IIDBw7Ay8vrkeuEhIRg//79OmV79+5FSEiIocIkE6RWq+Hs7AxJkuQEwcrKCklJSdBoNEwQjERiYiKEEDp/j6pmOzV1jRs3ll9fu3ZNuUCMwPLlywEAcXFxSE5OVjga/XFzc4MkSXKCIEkSjhw5AiGE/IRsw4YNmDFjBgDg8uXLaNWqlWLxmiu1Ws0EgUwWk4QKXnvtNWzYsAEbN26Ei4sLMjIykJGRodM2bsKECZgzZ478/q9//St27dqFTz/9FMnJyZg3bx5OnToln3jJsqnVatjb28Pd3V0eStfGxgaZmZkoLS1lW1Qjpb2YqniHffHixZAkyeRn7F28eLE8KAP7wgDTpk2Du7s7gP914jZVdbkZsXTpUsybNw8AcPPmTV7A6pFarZaPLaD8RiTrl0wJk4QKli9fjqysLISFhaFFixbyz6ZNm+TPpKWlIT09XX4fGhqKjRs3YtWqVejevTs2b96MrVu3PrSzM5m/5ORk2NjYwN3dXR7JysHBAZmZmSguLuYXhYnYvn07hBCYPHmyXBYVFQVJkjBkyBAFI6s77RORfv36MUn9f7dv35Zfm+Ld9PrejJg7d648ytGdO3fg6upq8JjNXVUJApGpYZJQgRCiyp9JkybJnzl06BDWrVuns94zzzyDlJQUFBUVIT4+HkOHDm3YwMloREdHw8rKCn5+figtLQVQPrSkEAL5+flMDkzU6tWrIYTQ6ZuwZ88eSJKE4OBgBSOrHW1fKG3TE/ofbX3cvHkTUVFRCkdTM/q8GTFr1ix54IScnBw4OjoaJGZLwASBzAWTBCI92LFjByRJQv/+/aHRaACUD4UrhKh2aEkyPYsWLYIQQm7HDpSPDiNJEnx8fBSM7NGmTJmC4uJiALp3zqlcv3795OZGxt6kzFA3IyIjI+WRrgoKCnQG2KCaSU5OlhOEisOdEpkiJglE9bBixQpIkiSPFAMAHTp0gBDioXNlkGmbNm0ahBA6Q9ZeuHABkiQZZXMVtVqNNWvWACi/EOQTrapVHAbUGJvcNMTNiOHDh8tPVYqLi2FjY6OX7VqC6OhoOdG0srIy2QnBiLSYJBDVwfz58yFJEqZPny6X9ejRA0IIDiNoQSIjIyGEwJEjR+QRTG7evAlJkh46U3tD0074aGNjw7k4HiEzMxNAeZMbY5n0sqFvRvTr10/u1F5aWgorKyu978Pc7NixQ55jxcbGRn7CQ2TKmCQQ1cLMmTMhSZI8GggAhIWFQQhhlmOsU83069cPGo0GSUlJ8gXVvXv3IEkSnJycoFarFYstPDxcvuusbW5E1XNzc8PgwYMBQOf/XAlK3ozw9fWVEwWNRgOVipcL1YmKipITODs7O/6fkdngfz1RDYwZMwaSJGHZsmVy2ejRoyGEwMGDBxWMjIyJr68vSktLkZmZKTfTyM/Ph7u7O+zs7Bo8WVCr1Th06BAA5S94Tcnu3bvli2IlJnQylpsRvr6+8pMVIYTOeP9UbsWKFXIfFicnJxQWFiocEZH+MEkgeojw8HBIkoQtW7bIZTNmzIAQAps3b1YwMjJmbm5uKC4uRmZmpjxKTHFxMdzd3WFtbd1gk3ZpO1C6uLhg7ty5DbJPc3Hr1i0A5TOojhkzpkH2aYw3I9zc3OREAQAThQrmz58vP+Vp0qQJcnNzFY6ISL+YJBBVISgoCJIkyXdhgfI7sUIILF26VLnAyKS4ubkhLy8PQgg0atQIAFBWVgY/Pz9YWVkhOjraYPuuONpSdna2wfZjrtzc3ORJMbds2WLQp0DGfjOiqkRBySZ0xmD27Nnykx5PT0/cvXtX2YCIDIBJAlEF3t7ekCQJcXFxctny5cshhOCdWKqX+/fvQwghdyLWaDTo378/JEnCjh079Lqv6OhoXLhwAQDkIS2p9pYuXSoPA+rh4aH37ZvSzQg3Nzed4Tzd3d0tNlGYMmUKFi9eDABo27YtR7Ijs8UkgQhA8+bNIUkSLl++LJdpZ9udNm2agpGRucnIyIAQAh06dJDLIiIiIEkSVqxYoZd9aEdZad26NYYPH66XbVoqbRtzIYTeJs4z5ZsRlp4ojBkzRh5OuHPnzrh27ZrCEREZDpMEsmiNGzeGJEly+2OVSoUjR45ACMGLKzKo1NRUCCHQo0cPuWz69OmQJKleQ29WnAPh+vXr9YqRymknzzt58mS9+pOYy80IS00UhgwZIjcJ69GjB1JSUhSOiMiwmCSQxVGr1XB0dIQkScjKygIAWFtbIykpCWVlZejXr5/CEZIlOXPmDIQQCAsLk8vmzZsHSZIwZcqUWm1rxYoVuHPnDgDIw1dS/U2bNg1NmjQBAHmyrJpSq9VwdXU1u5sRQgh5BCh3d/cG64yvlODgYOzZswdA+ZDHHPKaLAGTBLIYarUatra2cHd3R0FBAYDyMa0zMzNRUlICX19fhSMkS3bw4EEIITB69Gi5bM2aNZAkqcaj62hHWunduzePZz2r2DG1Xbt2j/y89maEu7s7cnJyAJjfzYiysjJ5XhA/Pz+DdsRXUteuXXHy5EkAujNSE5k7Jglk9pKTk2FtbQ13d3eUlJQAKB/POjMzE4WFhTrNM4iUtnnzZggh5JF1gPLRdSRJQnh4eLXr2dvby69jY2MNGqOl0l4cpqWlVdvZ3NJuRpSWlspzgvTv31/vnfCV5u3tjfj4eADlM6xzIACyJEwSyGxFR0dDpVLBz88PZWVlAIBmzZpBCIHc3FwmB2TUli5dCiEEFi1aJJcdOnQIkiSha9euOp+dOXMmioqKAEBnqErSr379+qFz584AIM+wq2XJNyOKi4vh4OAAoLxeoqKiFI5IP1q1aiX3H5kxYwY2bNigcEREDYtJApmdqKgoSJKE/v37yx3sWrduDSGExXSwI/Mxa9YsCCF0LlDi4+MhSRLatWsHtVotT741evRos74YNQYVO6u6urryZsT/y8/Ph4uLCwBg3Lhx8hChpsrNzQ03b94EUP4/aGxD0hI1BCYJZDYWL14MSZIwbtw4uczPzw9CCI7yQiYvMjISQghs375dnvU2LS1NnlXZxsbGKCbesgTaTuE5OTm8GVFBdna23MF79uzZ9RqlS0murq7yAACLFi3SeZpHZEmYJJDJmz17NiRJwuzZs+Wy3r17QwiBxMREBSMj0r/hw4dDo9FUGr2opKQErq6uFnuB2lAWL15caYQj3oz4n7t378oTBs6bNw8zZ85UOKLacXJykjuaL1++HLNmzVI4IiLlMEkgkzVlyhRIkqTzWHv48OEQQrDjJpm9qpqx5OTkwN3dHfb29kwW9KyqmxFaly5dUiAi45WRkYG2bdsCAJYtW6bzdNeY2dnZIT8/H0D5/BWmNHcFkSEwSSCTo52dVjvrJQBMnjxZbopBZAm0zYycnJwghEBmZibs7OwAAEVFRXB3d4etrS2ThXoaN25ctTcjtJ3ES0pKTOZCuKFcu3ZNfuISFRVVqaO3sbGxsUFxcTGA8lGsTHX+CiJ9MukkoaysDD/88AOmTp2Kp59+GufPnwcAZGVl4eeff5YnriHzEBwcDEmSdIbY03bqXL16tYKRETUsf39/+XVubi6A8icLhYWFyMzMlDuQlpSUwN3dHVZWVmY/2ZW+aW9GVByp58GbEW5ubpg8eTKA8gthJmS6EhMT5RnFd+zY8dAhfJVkZWWF0tJSAOX9TcxhDgsifTDZJOH+/fvo27cvxo4di++//x7/+c9/5Ls6zs7O+Mtf/oIvvvhC4ShJH/z9/SFJkjyZDVDemezB4SGJLEF0dLTcH6GqIRnd3NyQnZ0NIQSaNWsGANBoNPDz84NKpTK7cez1rbY3I1avXg1bW1sAgIeHR4PFaSrOnDkjzyZ+6NAhBAcHKxvQA1QqFTQaDYDyBMHc5rEgqg+TTRLeeecdJCQkYPfu3bh8+bI8ugRQfldgzJgx+PXXXxWMkOqrTZs2kCRJp4Pmhg0bIIRgZzKyWP379wcAtGzZEpGRkQ/9rFqthhBCbh8uhKjyDjkBPj4+db4ZoZ2jQggh/33ofw4ePCg33zl58qTOkzAlSZIkXztkZmYyQSB6gMkmCVu3bsXMmTPx5JNPysMBVtS5c2dcvXq14QOjenNzc4MkSbhx4waA8hP5kSNHIIR45EURkTmreKf6jz/+qPF6165dgxBCZ1SeqtraWyLtzYgLFy7IZXW5GaFNJKKjo9m0qwrbt2+Xz99JSUlo166dovFUvG7IzMy0mPksiGrDZJOErKwseHl5Vbu8pKREbmNIxk+tVsPZ2RmSJMnjU1tZWSEpKQkajYZtRMnirVixQm5S+eDwpzWVmJgIIYTO/5N21B5TG6qyvpo2barXmxGzZs1Co0aNAKDSEKlUbsOGDZgxYwaA8jk+WrVq1eAxqNVqJghENWSySYK3tzfOnDlT7fI9e/YYzSNNqp5arYa9vT3c3d2Rl5cHoHyUiczMTJSWlvLxL9H/mz59OgCgR48e9f6/0F4MVxzBZdmyZZUmIzQ3FW9G3Lt3D4B+b0bcv39ffu3t7V2vbZmrpUuXYt68eQCAmzdvNugFulqtlkcFA8qbhzFBIKqeySYJkydPxtdff41NmzbJbQolSUJRURHee+897Nq1C1OnTlU4SqpOcnIybGxs4O7uLrfndXBwQGZmJoqLi3niJqrA0dFRfv2wmyO1tX37dggh5BF6gPJReiRJwpAhQ/S2H6Wp1WrY2dk1yM0I7chHly9fZifxasydO1dunnXnzh24uroafJ9VJQhE9HAmmyT89a9/xYQJE/DCCy+gc+fOAICxY8fCxcUFCxcuxCuvvIKXX35Z4SjpQdHR0bCysoKfn5/cHKxRo0YQQiA/P5/JAdEDZs6ciYKCAgCQmxvp2+rVqyu1wd+zZw8kSUKfPn0Mss+GkJycjNDQULRu3VoeA9/QNyOGDx8udxQ39rkBlDRr1ix5dK6cnBydRFjfmCAQ1Y0kTPy/JTo6Gps3b8bFixeh0Wjg7e2NZ599Fo8//rjSodXYmTNn0LNnT5w+fRpBQUFKh2MQO3bsqPSF6enpiYyMDIUiIjJ+FS9uRo8ejc2bNzfIflesWCE3b9Jq27Yt9u7d2yD7r6/jx49j0qRJOheDjRo10mkOZGjadu8NvV9TU/G7oeKEZvqSnJws9xFRqVQoKyvT6/ZJv4qKinD27Fk4OTnJQwubiuLiYuTl5SEwMFCe2NLUmXySYA7MOUmo6mKjQ4cOSE1NVSgiItNhbW2NsrIyncmeGlJVyb27uzuio6MbPJaa2L9/P1599VWdssaNGyMjI6PBv7QrXpwuWrSIwzY/RHR0tDx0rLW1NUpKSvS+XaX+h6h2mCQYF5NtbkTGbf78+ZAkSSdB6NGjB4QQTBCIaiAiIkK+66nUxc3w4cNRWFiIr776Si7LzMyEj48PevXqpUhMVYmKioKPj49OgtCmTRucP38eu3btUiQmX19f9O7dG0D5CFJUvX79+skjdpWWlsLKyqre29yxY4ecINjY2DBBIKoDa6UDqCsvL68q50eoSJIkXpA2sJkzZ2LZsmU6ZWFhYTh48KBCERGZHrVaLXd6NYY70EFBQTh//jwuX76Mp59+GhqNBjk5OfDx8YG9vT3279+vSH+ipUuXVjrf+Pn5YevWrQCg96YrtRUbGwuVSgUhBOzs7ORBGqgyX19fJCUlwc/PDxqNRmcm5NqKioqSR+mys7NDYWGhPkMlshgmmyQMGDCgUpJQVlaGa9eu4ejRowgICECPHj0Uis7yjBkzBlu2bNEpa8g21ETmRNsPwdHR8ZGz/TYk7YWcWq3GgAEDUFpaisLCQvTt2xfW1tb47bffGiRZmD9/PjZu3KhTFhwcjPXr1xt837V1+/ZtuLu7o7i4GFOmTMHq1auVDslo+fr6IjMzE+7u7hBC6MyIXFMVm7g6OTkhNzfXEKESWQSTTRLWrVtX7bLff/8dQ4YM4ey8DSA8PByHDh3SKZsxYwaWLl2qTEBEJq5r167ya+1wncbGzc0NCQkJUKvVGDhwIAoLC1FaWoq+fftCpVLhl19+McgcJzNnzsSePXt0ygYPHmzU5xs3NzdERkYiKioKa9aswcKFCzmK20O4ubnJiQKAWiUK8+fPl+dgaNKkCe7evWuoMIksgln2SejevTumTp2Kt99+W+lQzFZQUBAkSdJJEObNmwchhFF/YRMZs+joaMTHxwOAPDykMXNzc8Pvv/+OlJQUuLi4AAA0Gg1GjBgBHx8fHD9+XC/7GT9+PHx8fHQShLFjxyIlJcUkzjcbNmyAjY0NgPJR3ejhtImCliRJUKvVD11n9uzZcoLg6enJBIFID8wySQDKTxKJiYlKh2F2vL29IUkS4uLi5LLly5dDCIG5c+cqGBmR6dN2tPT09DS5J6GnTp1CSkoKmjVrJpdNnDgRPj4+2L9/f522OWzYMPj4+CA2NlYumzFjBlJSUkzufKPtH6HRaBAeHq5wNMbPzc1N5wmCu7t7tYnClClTsHjxYgDlQ/VyaG0i/TDLJOHOnTtYu3YtWrduXet1Dx8+jIiICLRs2RKSJMkd4Kpz6NAhSJJU6cfcTlLNmzeHJEm4fPmyXKadrXXatGkKRkZkHpo3by6/NuXzR0xMDFJSUtCmTRu57NVXX4WPjw+ioqJqtI2wsDD4+Pjg0qVLctkHH3yAlJQUzJw5U+8xNxTtne5Dhw498s44lXtUojBmzBisWbMGANC5c2dcu3atQeMjMmcm2yfhiSeeqLL8/v37SE5ORnFxcZ06seXl5aF79+546aWXMGrUqBqvl5KSojO1vIeHR633bWzUajU6dOiAnJwcuUylUuG3335Dv379FIyMyLxERUXh1q1bAIAjR44oHI1+7Nu3DwAwcuRIeXjLBQsWYMGCBZgxY0aVF/uPPfZYpYnHvvrqKwwcONDg8TaEuXPn4tNPP0VOTo7cOZceTduJGShPFJKSkuDr64shQ4bITdB69OiBM2fOKBkmkdkx2SRBo9FUGt1IkiR4eXlh0KBBeOmll+rUce6pp57CU089Vev1PDw80Lhx41qvZ4zUajVat26tM1yftbU1zp8/b5DOiESWTjtcY0BAgNkl4NqnsePHj5ebDS1btgzLli3D6NGj8eabb2Lw4ME6nbQlScK6devQp08fJUI2qOzsbPm7y8fHBykpKQpHZBqEELCysoJGo4Gfnx8CAgLk/jv9+vUzm+SayJiYbJLw4Ig6SgsMDERRURECAgIwb9489O3bt9rPFhUV6VyAG9MQbc7Ozjpf1nZ2drhx4wZH4/h/paWl8gRXpsjKygrW1qb5b2/Kdf+wendycpJfnz9/vqFCanDaJ7sVRyjasmWLztDJVlZW+Pnnn83+ZsT27dsRERGBCxcuIDo6utrE0JSPeUD/55uysjJ5FnJtgjB8+HBs375db/vQMuW6N+XzvKGo1Wr5ZsTRo0d5TVNDPIrqqUWLFlixYgV69eqFoqIirFmzBmFhYThx4gSCgoKqXGfhwoWYP39+A0daMwUFBQAAFxcXXL58mf9IFZSWliIxMVGuI1Pk4OAAf39/k/sCMfW6r67eZ8+ejfz8fADQGc3FnGlHI6o414GNjQ0OHTpkMeeb4cOHo3Xr1rhx4wb69+9fZbMjUz/mAcOcb9q1a6fTN27q1Kl627aWqde9qZ7nDUGtViMsLAwlJSVy2fz5801iVDRjYDJH0HfffVen9SZMmKDnSHT5+PjAx8dHfh8aGorU1FR8/vnn1faJmDNnDt588035/dmzZzFgwACDxllTt27dspgv6toqKytDQUEBbGxsYGtrq3Q4tVZcXIyCggL5bpwpMeW6f1i9a0dkGT58uMX9382dO9fkRijSp+vXr8vNjtzc3Cp1yDXlYx4wzPmmVatWuHnzpk5ZREQENmzYoNfRwEy57k35PK9PFSd81LK0mxH6YDJH0KRJk2q9jiRJBk8SqhIcHIzo6Ohql9vZ2cHOzk5+7+zs3BBh1Qj/eR7N1tbW5L44tCreTTFFplr3VdW79gvcysrKIM0lyPglJSXBz88Pd+7cwYoVK6ocKc5Uj3lAv+cbNzc33LlzBwAwa9YsLFq0CK6ursjJycG4ceNw8+ZNzJo1S2/7A0y37k39PF8fycnJePrpp6HRaOQyBwcH7Nu3j9c3dWAyScKVK1eUDqHGzp49ixYtWigdBhEZqYiICLm9sykPd0r14+vri969e+PkyZOYPn06h5OuhjYZAIBFixbJyUB2djaaNm2Ke/fuyU33LPnplCXbv38/Xn31VZ2yRo0a6cyxQrVnMklCu3btGmQ/ubm5OmNzX7lyBWfPnkXTpk3Rtm1bzJkzB3/88Yfc/GnJkiXw8vJCly5dUFhYiDVr1uDAgQM6M4MSEWmp1Wrs2LEDQPkdUd7dsmyxsbFysyN7e3sUFhYqHJFxcXJykvvtLF++vFIidffuXTRv3hy3bt3CvHnzoFar2d7cgmzbtg2zZ8/WKfPw8OBoV3piMklCQzl16pTObJjavgMTJ07EunXrkJ6ejrS0NHl5cXEx3nrrLfzxxx9wdHREt27dsG/fPs6oSURVcnd3B1D+CHzRokUKR0PGIDMzE+7u7igqKsLMmTN5kfv/7Ozs5Jmqt2/fjuHDh1f5uYyMDLRr1w5paWlYtmwZ7t27hw0bNjRkqNTA1qxZI/fp0vLy8sKuXbsUisg8mXSSkJGRgbVr1+LMmTPIysrSaYMGlPdJ2L9/f622GRYW9tAJbtatW6fzfvbs2ZWyWCKiqlQc8Ux7d5TIzc0No0ePxpYtW7Bs2TLMnTsXLi4uSoelKBsbG7nT6ZEjRx45f8i1a9fg7++PpKQkREVFISsri319zNCiRYuwdu1anbKAgACdoZRJf0w2STh37hzCwsJQUFAAHx8fnD9/Hv7+/rh//z7++OMPeHt7o02bNkqHSUQEoLxDXVxcHIDyZhNEFW3evFm+MPb09LToJFI7aRoAeXblmkhMTERwcDBOnjyJHTt2IDw8HAcPHjRkqNRA/va3v1VK+sLCwrBy5UqFIrIMKqUDqKt33nkHzs7OSElJwb59+yCEwBdffIHr169j06ZNuHfvHv71r38pHSYREYDyCReB8uZG7KBKVdGOSqPRaBAREaFwNMpQqVR1ShC0YmNjERYWBqB80tXg4GB9h0gN6OWXX4aPj49OgjB69GikpKQwQWgAJpskHD16FFOnTkXbtm2hUpX/GtoTyzPPPIPIyEi9D4dGRFQXQ4cOlV/fvn1bwUjI2M2bNw8AsHfv3kpzJ5g7SZLk5r6ZmZl1nnn74MGDcv+FkydPwt/fX28xUsN44YUX4OPjozOc/Msvv4yUlBR89NFHCkZmWUw2SdBoNPD09AQANG7cGFZWVrh79668vGvXrjh9+rRS4RERAQB27Nghn5s44gY9yty5c+Hk5AQA1XbUNUfaEZ6A8gShvqN+bd++XZ5gLSkpqcFGSKT66dKlC/r06YP4+Hi5bNasWUhJSWH/TwWYbJLg5eUlz52gUqng5eWFffv2yctjYmLQuHFjhaIjIio3Z84cAOVj4j+q8yURUD4Ut9af//xnBSMxPLVarfcEQWvDhg2YMWMGACAtLQ2tWrXSy3ZJ/1q1agVJkpCamiqXLVq0CCkpKZg8ebKCkVk2k0oS7t27J78ePHgwfvrpJ/n99OnTsWbNGgwaNAgDBw7Et99+i7FjxyoRJhERgP/1QwDKJ1kkqqlvvvkGQPlcPcePH1c4GsNQq9XykMAAIITQ+7whS5culZtw3bx5E02bNtXr9ql+mjZtCkmScPPmTQDlT5S++uornD9/HiNGjFA4OjKpJKF58+Z4+umnsXnzZrz11lv4/vvv5Y5er7/+OhYsWIA7d+4gKysLf//73/Hhhx8qHDERWaqlS5eioKAAAOTJ04hq6oUXXpAvaCdOnKhwNPpXVYJgKHPnzpXnJLl37x5cXV0Nti96NLVaDScnJ0iSJN/8tbKyQlJSEgoKCnSGiiZlmVSSMGbMGOzbtw/PPfcc/Pz88OWXX+Lw4cMQQkCSJLz//vuIi4vDqVOnMG/ePNja2iodMhFZqGXLlgEAQkJCOKsy1cmvv/4qv37ssccUjES/GjJB0Jo1a5Y8wVpOTg4cHR0Nvk/SpVarYWdnB3d3d3mIXxsbG2RmZqK0tLTOHdXJcEwqSYiKisLt27exYcMG9O/fH1FRURg8eDBatWqFt956C2fOnFE6RCIidOnSBUD5o/NVq1YpHA2ZMm2z2vv37yMqKkrhaOovOTlZThBUKlWDJAhakZGR8lCaBQUFvJHYQJKTk2FtbQ13d3d5Bm0HBwdkZmaiuLiYN1GMmEklCUD5gfXCCy9g+/btyMjIwFdffYVOnTphyZIl6N27N3x9ffHhhx/i8uXLSodKRBZo5syZ8kyxFYfvI6oLX19f+Pn5AQAWLFigcDT1Ex0dLf8uVlZWKCsra/AYhg8fLo8yVlJSAhsbmwaPwVJER0fDysoKfn5+8t+6UaNGEEIgPz+fyYEJMLkkoaImTZpg6tSp+O2335CWloZ//etfcHR0xAcffIBOnTohNDRU6RCJyIKo1Wrs2bMHADB27Fh+CZJebN26VX7drVs35QKphx07dqB///4AIM8srZR+/fohKSkJAFBaWgorKyvFYjFHO3bsgCRJ6N+/vzx/laenJ4QQuH//vrLBUa2YdJJQUatWrTBr1ix8++23GDFiBIQQOHHihNJhEZEF6du3L4Dyi6C5c+cqHA2Zk6NHjwIAioqKMH/+fIWjqZ2oqCh5Bmk7Ozu5yYmSfH195URBo9HIk7JS3a1YsQKSJOnMFt6hQwcIIZCRkaFgZFRXZvFfoX2K0L17dwQGBmLbtm0IDQ2VOw4SERna6NGj5dcVJwIi0gc3NzeEhYUBADZu3GgyszGvXr0a48aNAwC4uLigsLBQ4Yj+x9fXF5mZmQAgD4BCtTd//nxIkoTp06fLZT169IAQQmfeAzI91koHUFdqtRo//vgjNm7ciGPHjkEIAV9fXyxYsACRkZFo37690iESkYVITk6WE4MPPvhA4WjIXK1cuRJ+fn7QaDTo37+/fCfcWK1atQpff/01gPLmwdqZx42Jm5sbMjMz5c7UkiQZVSJjzKZMmYI1a9bolIWFheHgwYMKRUT6ZlJPEvLy8rBhwwYMHToUrVq1wowZM3DlyhW8/vrrOHXqFBITE/Hee+8xQSCiBqWd9KdRo0aIjIxUOBoyZxWbyEydOlXhaKr36aefygmCp6enUSYIWtpEQcve3t5kntQoYcyYMZAkSSdBGD16NIQQTBDMjEk9SfDw8EBhYSGcnZ0xduxYREZG4oknnmBbQiJSjLYzJgDExsYqGAlZipdffhlr167FoUOHoFarja6D/LvvvostW7YAANq0aYO0tDSFI3o0Nzc3nSZHw4cPx8GDB9GyZUuFIzMe4eHhOHTokE7ZjBkzsHTpUmUCIoMzqavrQYMG4fvvv8etW7fwzTffYNCgQUwQiEgx+/fvx+3btwEA3377rcLRkKWYPXs27O3tAfyvs7yxmDlzppwgtG3bFhcvXlQ4otqpOG9DeHg4nygA6Nq1KyRJ0kkQ5s2bByEEEwQzZ1JX2Nu2bcOzzz4rnxyJiJT06quvAgDatWuHPn36KBwNWZLff/9dfj1s2DAFI/mf8ePHy0MA+/r64scff1Q4orqp2Cehb9++SE5OVjAa5bRr1w6SJOkMxLB8+XIIITh6m4UwqSSBiMhYBAUFya+1F0ZEDWnRokUAgEuXLuH48eOKxjJ69Gi5uV1wcLA8U7SpOn78uNz0aMSIERaVKHh4eECSJJ1mYtu3b4cQAtOmTVMwMmpoTBKIiGpp6dKlyMvLA/C/8euJGtqIESPQrFkzAMDEiRMVi2PYsGHy3eawsDCsX79esVj06dy5c/JEayNGjFA8ETMktVoNV1dXSJIkd+JWqVQ4cuQIhBAYPny4whGSEpgkEBHVknYOluDgYKPrNEqWJSYmRn4dGhra4PsfNGgQLl26BACIiIjAypUrGzwGQ0pMTIS1dfkYLxMnTsT+/fsVjki/1Go17O3t4e7ujpycHACAtbU1kpKSUFZWhn79+ikcISmJSQIRUS106dIFQPl46uZyx5RMm7bT/J07d7Bt27YG22+/fv1w/fp1AMDYsWPxySefNNi+G1JCQgLs7OwAlPdDasg6NhS1Wg1bW1u4u7ujqKgIQPls2JmZmSgpKYGvr6/CEZIxYJJARFRDf/vb31BaWgoAiI6OVjgaonJ9+vRBx44dAZSPfNQQgoOD5WYpM2bMMPuOrOfOnYOjoyOA8jp+cBIxU5GcnAwrKyu4u7ujpKQEQPlM2JmZmSgsLOSTUdLBJIGIqAbUajW2b98OoLyTJr9MyZjs3LlTft29e3eD7isoKAhZWVkAgFmzZmHmzJkG3Z+xiIuLg6urKwBg8eLFJjX8544dO6BSqeQZuwGgWbNmEEIgOzub5zOqEpMEIqIa0I5Hb2Njg48++kjhaIgq03aiLywslEc+0rfu3bvLnfYXLVqEyZMnG2Q/xurkyZNwd3cHUN43af78+QpH9HBRUVGQJAkRERHyHBCtW7eGEIJzQNAjMUkgInqE559/Xn5dccxwImPi5uYmdzRdu3at3rcfEBAgzyHw1VdfYcSIEXrfhymIjo5GixYtAAAbN27E3/72N4Ujquyzzz6DJEkYN26cXObn5wchhNyPhOhRmCQQET1EcnIy4uLiAJQ3rSAyZmvXroVKVf7V7ufnp7ft+vv7y23Yv/32WwwcOFBv2zZFhw4dgpeXF4DyOQSmTp2qcETlPv30U/Tp0wfvvvuuXNavXz8IIZCYmKhgZGSKmCQQET2E9m6pi4uLxTWtINN05MgRAIBGo9HLxaufnx/KysoAANu2bePs4v9v165dCAgIAFCeNIwfP16xWP72t7/Bx8cH69atk8uGDx8OIYR8PBDVFpMEIqJqhIWFya9PnTqlXCBEteDm5oaxY8cCKL94rU/bcx8fH7mj67Zt2zg05gO2bNmC4OBgAEBsbCxGjx7doPt/+eWX4ePjIw+qAJQnB4WFhTplRHXBJIGIqAr79+9Heno6gPL210SmZO7cubCxsQHwv073teXj4yO/Pnr0KBOEaqxfv16+oRAfH48//elPBt/n6NGj4ePjozMU88svv4zz58/j/fffN/j+yTIwSSAiqsKrr74KAGjTpo3Ft78m01Sxk/3IkSNrte6DCQKHyHy4lStXIiIiAgBw5coVnaeQ+jR48GD4+Pjo/G1nzZqFlJSUBpsjgywHkwQiogf06tVLfr1v3z4FIyGqnw8++AAAkJSUhOTk5Ed+Xq1WM0Goo08++URu5pWeno7Q0FC9bbtfv37w8fHBtWvX5LJFixYhJSWFfaXIYJgkEBFVsGbNGuTk5AAob4NNZMoiIyPRuHFjAHjkkKVqtVqnaVJKSgoThFqaO3cuZsyYAQC4c+cOevfuXa/t9e7dGz4+PvLs1kD56FIpKSkWOwQtNRwmCUREFSxevBgA0KNHD7bBJrNw4sQJ+bV2HoUHVZUgUN3MnDlTHi45OzsbPXr0qNX6arUa3bt3h4+PD7KzswEAKpUK27ZtQ0pKCkeXogbDJIGI6P916dJFfv3DDz8oGAmRfn377bcAgMzMzEpPyJgg6N/kyZPlWa/z8/PRrVu3R66jVqsREBCAvn37ypPWWVtb4+jRo0hKSuJNC2pwTBIecPjwYURERKBly5aQJAlbt2595DqHDh1CUFAQ7Ozs0LFjR51xionINLz77rsoLS0FUN4Om8ic9OnTR578q2IH1+TkZDlBkCSJCYIejRgxQh4ZraioSOcmREXJycnw8/ND37595Qnr7OzscPToUSQkJLDJFymGScID8vLy0L17d3z55Zc1+vyVK1cwbNgwhIeH4+zZs3j99dcxefJk7N6928CREpG+qNVqbNmyBQAQERHBL2UyS7t27ZJfBwYG4vjx43K7dpVKVaOOzVQ7AwcOlJ/ilJaW6syCffz4cfj6+mLEiBHyXBQuLi5ISUnBuXPneB4ixVkrHYCxeeqpp/DUU0/V+PMrVqyAl5cXPv30UwDlM1NGR0fj888/x5AhQwwVJpkhtVqNo0ePsjOaArR3Uq2trfHJJ58oHA2R4Rw9ehR9+/ZFQUEBJk6cCKD8uE9ISFA4MvPVp08fbNu2TU4GKo4epdWsWTPExMQoEB1R9Zgk1NOxY8cwaNAgnbIhQ4bg9ddfr3adoqIiFBUVye9zc3Nrvd/S0lKUlZXVej1jYGVlBWtrHnpaycnJGDVqlPz3ZJLQsMaPHy+/5oUSmTs3Nzf069dPnoTLxsZGZ8x9MgxfX185UaioTZs2HGaZjBav1OopIyMDnp6eOmWenp7Izs5GQUEBHBwcKq2zcOFCzJ8/v877LC0tRWJiIgoKCuq8DSU5ODjA39/f4hOF48ePY9KkSRBCyGUuLi4KRmSZJk2ahNjYWHk0EiJzt3btWoSGhsLKygpHjhxROhyL4evri6NHj6J///7w8fGpUZ9HIiVZ9lWaQubMmYM333xTfn/27FkMGDCgxuuXlZWhoKAANjY2sLW1NUSIBlNcXIyCggKUlZVZbJKwf/9+eTZfLT5qVs7AgQPZWZMsDs83ynBzc0NSUpLSYRDViGVepelR8+bNcevWLZ2yW7duwdXVtcqnCED5qAV2dnbye2dn5zrt29bW1uSSBADy6A2WJioqCgsWLNAp46NmIiIiMkZMEuopJCQEv/76q07Z3r17ERISolBEZGyWLl2KZcuW6ZR17NgRO3fuVCgiIiIioodjkvCA3NxcXLp0SX5/5coVnD17Fk2bNkXbtm0xZ84c/PHHH/juu+8AANOmTcOyZcswe/ZsvPTSSzhw4AB+/PFHXgAS5s+fj40bN+qUBQcHY/369QpFRERERFQzTBIecOrUKYSHh8vvtX0HJk6ciHXr1iE9PR1paWnyci8vL+zcuRNvvPEGvvjiC7Ru3Rpr1qzh8KcWbObMmdizZ49O2eDBg7F06VKFIiIiIiKqHSYJDwgLC9MZbeZBVc2mHBYWhri4OANGRaZg/PjxiI2N1SkbO3Ys5s6dq1BERERERHXDJIGonkaOHFlptIoZM2Zg5syZCkVEREREVD9MEojqaNCgQbh+/bpO2QcffIDIyEiFIiIiIiLSDyYJRLUUFhaGO3fu6JR99dVXGDhwoEIREREREekXkwSiGlCr1ejQoQNycnLkMkmSsG7dOvTp00fByIiIiIj0j0kC0UOo1Wq0bdsWBQUFcplKpcIvv/wCX19fBSMjIiIiMhwmCURVUKvVaNmypc7s0HZ2dtiyZQvatWtnkjNdExEREdWUSukAiIxJcnIyrK2t4e7uLicITk5OyMzMRFZWFtzc3BSOkIiIiMjwmCQQAYiOjoZKpYKfnx/KysoAAE2aNIEQArm5uUwOiIiIyKIwSSCLFhUVBUmS0L9/f3kSvdatW0MIgbt37yocHREREZEymCSQRVq8eDEkScK4cePkMj8/PwghKs19QERERGRpmCSQRZk9ezYkScLs2bPlst69e0MIgcTERAUjIyIiIjIeHN2ILMK4ceMQFRWlUzZ48GDs3r1boYiIiIiIjBefJJBZi4iIgCRJOglCZGQkhBBMEIiIiIiqwSSBzFJwcDAkScKOHTvkslmzZkEIgQ0bNigYGREREZHxY3MjMiv+/v5ISkrSKVu0aBFmzZqlUEREREREpodJApmFNm3a4MaNGzplGzZsQGRkpEIREREREZkuJglk0po2bYp79+7J7yVJwuHDh9GvXz8FoyIiIiIybUwSyOSo1Wq0b98eeXl5cpmVlRXi4+Ph6+urYGRERERE5oFJApkMtVqNVq1aobi4WC6zsbHBzZs34ebmpmBkREREROaFoxuR0UtOToaNjQ3c3d3lBMHBwQGZmZkoLi5mgkBERESkZ0wSyGhFR0fDysoKfn5+KC0tBQA0atQIQgjk5+czOSAiIiIyECYJZHR27NgBSZLQv39/aDQaAICnpyeEELh//76ywRERERFZACYJZDRWrFgBSZIQEREhl3Xo0AFCCGRkZCgYGREREZFlYZJAips/fz4kScL06dPlsh49ekAIgdTUVAUjIyIiIrJMHN2IFDNz5kwsW7ZMpywsLAwHDx5UKCIiIiIiApgkkALeeecdHDp0SKds9OjR2Lx5szIBEREREZEOJgnUYMaPH4/Y2FidshkzZmDp0qUKRUREREREVWGSQAY3cuRIJCUl6ZS99957+PDDDxWKiIiIiIgehkkCGcygQYNw/fp1nbL33nsPERERCAwMVCYoIiIiInokJgmkd6Ghobhz545O2VdffYWBAweiuLgYeXl5CkVGRERERDXBJIH0Qq1WY/DgwToJgCRJWLduHfr06aNgZERERERUW0wSqF7UajWeeOIJFBUVyWVWVlb4+eef4evrq2BkRERERFRXTBKoTtRqNQYMGIDS0lK5zMbGBocOHYKbm5uCkRERERFRfTFJoFpJTk7G008/DY1GI5c5ODhg3759TA6IiIiIzIRK6QCM0Zdffon27dvD3t4ejz32WKWx/Stat24dJEnS+bG3t2/AaBvG8ePH4ePjgxEjRsgJQqNGjZCSkoKzZ88yQSAiIiIyI3yS8IBNmzbhzTffxIoVK/DYY49hyZIlGDJkCFJSUuDh4VHlOq6urkhJSZHfS5LUUOEa3LZt2zB79mydMg8PDxw5ckShiIiIiIjI0Pgk4QGfffYZpkyZghdffBH+/v5YsWIFHB0d8fXXX1e7jiRJaN68ufzj6enZgBEbxpo1a+Dj46OTIHh5eSElJYUJAhEREZGZ45OECoqLi3H69GnMmTNHLlOpVBg0aBCOHTtW7Xq5ublo164dNBoNgoKC8NFHH6FLly7Vfr6oqEhnNKDc3Fz9/AJ6sGjRIqxdu1anLCAgAFu2bFEoIiIiIiJqaHySUIFarUZZWVmlJwGenp7IyMioch0fHx98/fXX2LZtGzZs2ACNRoPQ0FDcuHGj2v0sXLgQjRo1kn8GDBig19+jPiomCGFhYUhJSWGCQERERGRhmCTUU0hICCZMmIDAwEAMGDAAP//8M9zd3bFy5cpq15kzZw6ysrLkn99++60BI364l19+GaNHj0ZKSspDfwciIiIiMl9sblSBm5sbrKyscOvWLZ3yW7duoXnz5jXaho2NDXr06IFLly5V+xk7OzvY2dnJ752dnesWsAE82EmZiIiIiCwPnyRUYGtri549e2L//v1ymUajwf79+xESElKjbZSVleH8+fNo0aKFocIkIiIiIjIoPkl4wJtvvomJEyeiV69eCA4OxpIlS5CXl4cXX3wRADBhwgS0atUKCxcuBAAsWLAAffr0QceOHXH//n0sXrwY165dw+TJk5X8NYiIiIiI6oxJwgOee+45ZGZm4oMPPkBGRgYCAwOxa9cuuTNzWloaVKr/PYC5d+8epkyZgoyMDDRp0gQ9e/ZETEwM/P39lfoViIiIiIjqhUlCFWbMmIEZM2ZUuezQoUM67z///HN8/vnnDRAVEREREVHDYJ8EIiIiIiLSwSSBiIiIiIh0sLkRVXL79m1kZmYaZNslJSUoKCiAEAK2trYG2YehFBcXIyUlBQ4ODrCxsTHIPtzd3eHh4WGQbdPDGeq4N+VjHmiY495QTLnuTbneAda9Uky53gHD1z2/Y2tHEkIIpYOwdOnp6Vi5ciWmTp2q+NCpRUVFGDJkiFFN8GZJBgwYgN27d+vMo0GGx+OeiMj88Tu2dpgkkI7s7Gw0atQIv/32m1FN8mYJcnNzMWDAAGRlZcHV1VXpcCwKj3tlaI951nvDY90rh3WvDH7H1h6bG1GVAgMD+U/UwLKzs5UOweLxuG9Y2mOe9d7wWPfKYd0rg9+xtceOy0REREREpINJAhERERER6WCSQDrs7Owwd+5cdupRAOteOax7ZbDelcO6Vw7rXhms99pjx2UiIiIiItLBJwlERERERKSDSQIREREREelgkkBERERERDqYJJDBXL16FZIkYd26dUqHQtRgeNwTEZE5YJJgJFJTUzF16lR06NAB9vb2cHV1Rd++ffHFF1+goKDAYPtNTEzEvHnzcPXqVYPtoyb++c9/4s9//jM8PT0hSRLmzZunaDzVkSSpRj+HDh2q977y8/Mxb968Wm3LVOpRy5KP++TkZMyePRuBgYFwcXFBixYtMGzYMJw6dUqxmKpizMe8qdRhXRlz3d+8eRPjxo2Dj48PXFxc0LhxYwQHB+Pbb7+FqY+HYsz1/qCoqChIkmQ2Mzcbc91rbwBV9fPDDz/UOx5jxBmXjcDOnTvxzDPPwM7ODhMmTEBAQACKi4sRHR2NWbNmISEhAatWrTLIvhMTEzF//nyEhYWhffv2BtlHTbz//vto3rw5evTogd27dysWx6OsX79e5/13332HvXv3Vir38/Or977y8/Mxf/58AEBYWFiN1jGVegR43K9ZswZr167F6NGj8eqrryIrKwsrV65Enz59sGvXLgwaNEiRuB5kzMe8qdRhXRlz3avVaty4cQNjxoxB27ZtUVJSgr1792LSpElISUnBRx99VO+YlGLM9V5Rbm4uZs+eDScnp3rHYSxMoe5feOEFDB06VKcsJCSk3vEYJUGKunz5snB2dha+vr7i5s2blZZfvHhRLFmyxGD7/+mnnwQAcfDgwUd+VqPRiPz8/Bpv+8qVKwKA+Oabb2r0WSGEyMzMFADE3Llza7wfJb322mvCUP9GdakLU6lHHvdCnDp1SuTk5OiUqdVq4e7uLvr27Vvj/TU0YzrmTbUO68qY6r46w4cPF05OTqK0tFQ/gRkBY633t99+W/j4+IjIyEjh5OSk/+CMgDHVvfbcvnjxYoPEY4zY3EhhixYtQm5uLtauXYsWLVpUWt6xY0f89a9/ld+XlpbiH//4B7y9vWFnZ4f27dvj3XffRVFRkc567du3x/DhwxEdHY3g4GDY29ujQ4cO+O677+TPrFu3Ds888wwAIDw8vNJjPO02du/ejV69esHBwQErV64EAFy+fBnPPPMMmjZtCkdHR/Tp0wc7d+6scz0o+RRD3zQaDZYsWYIuXbrA3t4enp6emDp1Ku7du6fzuVOnTmHIkCFwc3ODg4MDvLy88NJLLwEof6zp7u4OAJg/f778t3lU8yFTqUce90DPnj0rNRFo1qwZ+vfvj6SkpDptUylKHfPmVId1peT5pirt27dHfn4+iouL6/27GTOl6/3ixYv4/PPP8dlnn8Ha2rIahShd9wCQl5dn9sc4AD5JUFqrVq1Ehw4davz5iRMnCgBizJgx4ssvvxQTJkwQAMTIkSN1PteuXTvh4+MjPD09xbvvviuWLVsmgoKChCRJIj4+XgghRGpqqvjLX/4iAIh3331XrF+/Xqxfv15kZGTI2+jYsaNo0qSJeOedd8SKFSvEwYMHRUZGhvD09BQuLi7ivffeE5999pno3r27UKlU4ueff5ZjqM2TBC1jvwP+oKruckyePFlYW1uLKVOmiBUrVoi3335bODk5id69e4vi4mIhhBC3bt0STZo0EZ07dxaLFy8Wq1evFu+9957w8/MTQgiRm5srli9fLgCIp59+Wv7b/P777zWKy9jrkcd99UJDQ0Xnzp3rtG5DMNZjviJjr8O6Msa6z8/PF5mZmeLKlSti3bp1wsnJSYSGhur/l1eQMdb70KFDxZAhQ4QQ5edHS3qSoFTda8/tzs7OAoCQJEn06tVL7N6923AVoDAmCQrKysoSAMSIESNq9PmzZ88KAGLy5Mk65X/7298EAHHgwAG5rF27dgKAOHz4sFx2+/ZtYWdnJ9566y257GHNLrTb2LVrl07566+/LgCII0eOyGU5OTnCy8tLtG/fXpSVlQkhLDNJOHLkiAAgoqKidD63a9cunfJffvlFABAnT56sdtv1qQtjrkce99U7fPiwkCRJ/P3vf6/1ug3FWI95LVOow7oyxrpfuHChACD/DBw4UKSlpdVqG8bO2Op9x44dwtraWiQkJAghLCtJULLur127JgYPHiyWL18u/vOf/4glS5aItm3bCpVKJXbs2FH7X84EsLmRgrKzswEALi4uNfr8r7/+CgB48803dcrfeustAKjU7MHf3x/9+/eX37u7u8PHxweXL1+ucYxeXl4YMmRIpTiCg4PRr18/uczZ2RmvvPIKrl69isTExBpv39z89NNPaNSoEZ588kmo1Wr5R9ss4uDBgwCAxo0bAwB27NiBkpISBSNueDzuq3b79m2MHTsWXl5emD17dr221ZCM6Zg31TqsK2Oo+xdeeAF79+7Fxo0bMXbsWAAw6MhkxkDJei8uLsYbb7yBadOmwd/fXy/bNCVK1n3btm2xe/duTJs2DREREfjrX/+KuLg4uLu7y99H5oZJgoJcXV0BADk5OTX6/LVr16BSqdCxY0ed8ubNm6Nx48a4du2aTnnbtm0rbaNJkyaV2u09jJeXV5Vx+Pj4VCrXjjbwYByW5OLFi8jKyoKHhwfc3d11fnJzc3H79m0AwIABAzB69GjMnz8fbm5uGDFiBL755ptKbezNEY/7yvLy8jB8+HDk5ORg27ZtJjWcobEc86Zch3VlDHXfrl07DBo0CC+88AKioqLQoUMHDBo0yKwTBSXr/fPPP4darZZH5bE0xnDMV9S0aVO8+OKLSElJwY0bN/S6bWNgWb1djIyrqytatmyJ+Pj4Wq0nSVKNPmdlZVVluajFGNYODg41/iyVd6jy8PBAVFRUlcu1HaUkScLmzZtx/PhxbN++Hbt378ZLL72ETz/9FMePHzfrCxwe97qKi4sxatQonDt3Drt370ZAQECD7VsfjOGYN/U6rCtjqPsHjRkzBqtXr8bhw4crPY0zF0rVe1ZWFj788EO8+uqryM7Olp/K5ubmQgiBq1evwtHRER4eHvX7BY2YMR7zbdq0AQDcvXsXrVu31tt2jQGTBIUNHz4cq1atwrFjxx45zm67du2g0Whw8eJFnTGCb926hfv376Ndu3a13n9NL7wejCMlJaVSeXJysrzcUnl7e2Pfvn3o27dvjS40+/Tpgz59+uCf//wnNm7ciMjISPzwww+YPHlynf42poLHfTmNRoMJEyZg//79+PHHHzFgwIBab0NpSh/z5lCHdaV03VdF+wQhKytLL9szRkrV+71795Cbm4tFixZh0aJFlZZ7eXlhxIgR2Lp1a21+HZNijMe8timrNkExJ2xupDDtRCiTJ0/GrVu3Ki1PTU3FF198AQDy5B1LlizR+cxnn30GABg2bFit96+dhOX+/fs1Xmfo0KGIjY3FsWPH5LK8vDysWrUK7du3t8h2klrPPvssysrK8I9//KPSstLSUrme7927V+nOdmBgIADIj0MdHR0B1O5vYyp43JebOXMmNm3ahK+++gqjRo2q9frGQOlj3hzqsK6UrPvMzMwqy9euXQtJkhAUFFSj7Zgiperdw8MDv/zyS6Wf8PBw2Nvb45dffsGcOXPq/ouZAGM75v/44w98/fXX6NatW5XDeZs6PklQmLe3NzZu3IjnnnsOfn5+OjPPxsTE4KeffsKkSZMAAN27d8fEiROxatUq3L9/HwMGDEBsbCy+/fZbjBw5EuHh4bXef2BgIKysrPDxxx8jKysLdnZ2eOKJJx76uPKdd97B999/j6eeegp/+ctf0LRpU3z77be4cuUKtmzZApWq9rnn+vXrce3aNeTn5wMADh8+jA8//BAAMH78eJN5OjFgwABMnToVCxcuxNmzZzF48GDY2Njg4sWL+Omnn/DFF19gzJgx+Pbbb/HVV1/h6aefhre3N3JycrB69Wq4urrKF8UODg7w9/fHpk2b0LlzZzRt2hQBAQEPbUphKvXI47486fnqq68QEhICR0dHbNiwQWf5008/bRIzqSp5zJtLHdaVknX/z3/+E0ePHsWf/vQntG3bFnfv3sWWLVtw8uRJzJw5s1IfInOiVL07Ojpi5MiRlcq3bt2K2NjYKpeZGyWP+dmzZyM1NRUDBw5Ey5YtcfXqVaxcuRJ5eXnyTS2zo9zASlTRhQsXxJQpU0T79u2Fra2tcHFxEX379hVLly4VhYWF8udKSkrE/PnzhZeXl7CxsRFt2rQRc+bM0fmMEOXDOA4bNqzSfgYMGCAGDBigU7Z69WrRoUMHYWVlpTMsZHXbEKJ8rPkxY8aIxo0bC3t7exEcHFxpCLDaDAU5YMAAnWH0Kv7UZFZcpVQ3G+SqVatEz549hYODg3BxcRFdu3YVs2fPlmcXPnPmjHjhhRdE27ZthZ2dnfDw8BDDhw8Xp06d0tlOTEyM6Nmzp7C1ta3RUG2mVo+WfNxr536o7kc7e7axMaZj3lTrsK6Mqe737Nkjhg8fLlq2bClsbGzk/91vvvlGaDQavf7eSjOmeq+KJQ2BqqVE3W/cuFE8/vjjwt3dXVhbWws3Nzfx9NNPi9OnT+v1dzYmkhC16M1HRERERERmj30SiIiIiIhIB5MEIiIiIiLSwSSBiIiIiIh0MEkgIiIiIiIdTBKIiIiIiEgHkwQTsWjRIvj6+kKj0SgdSr09//zzePbZZ5UOo8ZY98ph3SuHda8M1rtyWPfKYd0bKaXHYKVHy8rKEk2bNhVff/21XIb/Hwf8k08+qfT5b775RgAQJ0+e1HssgwYNEgDEa6+9VuXyNWvWCF9fX2FnZyc6duwo/v3vf1f6zJkzZ4RKpRJnz57Ve3z6xrpXDuteOax7ZbDelcO6Vw7r3ngxSTABn3/+uXB1dRUFBQVymfYfyNPTU+Tl5el83lD/QFu2bBFOTk7V/gOtWLFCABCjR48Wq1atEuPHjxcAxL/+9a9Knw0ODhbjx4/Xa3yGwLpXDuteOax7ZbDelcO6Vw7r3ngxSTAB3bp1E+PGjdMpAyACAwMFAPHpp5/qLDPEP1BBQYFo3769WLBgQZX/QPn5+aJZs2aVZqqNjIwUTk5O4u7duzrln3zyiXBychI5OTl6i9EQWPfKYd0rh3WvDNa7clj3ymHdGy/2STByV65cwblz5zBo0KBKy/r27YsnnngCixYtQkFBgUHjWLRoETQaDf72t79VufzgwYO4c+cOXn31VZ3y1157DXl5edi5c6dO+ZNPPom8vDzs3bvXYDHXF+teOax75bDulcF6Vw7rXjmse+PGJMHIxcTEAACCgoKqXD5v3jzcunULy5cvf+h2ioqKoFara/TzoLS0NPzrX//Cxx9/DAcHhyq3HxcXBwDo1auXTnnPnj2hUqnk5Vr+/v5wcHDA0aNHHxq3klj3ymHdK4d1rwzWu3JY98ph3Rs3a6UDoIdLTk4GAHh5eVW5vH///ggPD8fixYsxffr0ag/w77//Hi+++GKN9imE0Hn/1ltvoUePHnj++eerXSc9PR1WVlbw8PDQKbe1tUWzZs1w8+ZNnXJra2u0adMGiYmJNYpJCax75bDulcO6VwbrXTmse+Ww7o0bkwQjd+fOHVhbW8PZ2bnaz8ybNw8DBgzAihUr8MYbb1T5mSFDhtTpsdfBgwexZcsWnDhx4qGfKygogK2tbZXL7O3tq3xU2KRJkyqzemPBulcO6145rHtlsN6Vw7pXDuveuDFJMAOPP/44wsPDsWjRIkybNq3Kz7Ro0QItWrSo1XZLS0vxl7/8BePHj0fv3r0f+lkHBwcUFxdXuaywsLDK7F8IAUmSahWTsWHdK4d1rxzWvTJY78ph3SuHda8cJglGrlmzZigtLUVOTg5cXFyq/dzcuXMRFhaGlStXonHjxpWWFxQUICsrq0b7bN68OQDgu+++Q0pKClauXImrV6/qfCYnJwdXr16Fh4cHHB0d0aJFC5SVleH27ds6j+OKi4tx584dtGzZstJ+7t27h06dOtUoJiWw7pXDulcO614ZrHflsO6Vw7o3buy4bOR8fX0BlI8A8DADBgxAWFgYPv744yofe23atEnOtB/1o5WWloaSkhL07dsXXl5e8g9Q/s/l5eWFPXv2AAACAwMBAKdOndLZ76lTp6DRaOTlWqWlpbh+/Tr8/PxqVR8NiXWvHNa9clj3ymC9K4d1rxzWvXHjkwQjFxISAqD8QOzWrdtDPztv3jyEhYVh1apVlZbVpb3e888/X+nAB4Cnn34aQ4cOxZQpU/DYY48BAJ544gk0bdoUy5cvx9ChQ+XPLl++HI6Ojhg2bJjONhITE1FYWIjQ0NBaxdSQWPfKYd0rh3WvDNa7clj3ymHdGzklJmeg2gkICBAvvPCCThmqmRFwwIAB8kyFhpiy/GH7/vLLLwUAMWbMGLF69WoxYcIEAUD885//rPTZTz75RDg6Oors7GyDxKgvrHvlsO6Vw7pXButdOax75bDujReTBBPw2WefCWdnZ5Gfny+XVXcQHzx4ULF/ICGEWLVqlfDx8RG2trbC29tbfP7550Kj0VT63GOPPVZphkVjxLpXDuteOax7ZbDelcO6Vw7r3ngxSTAB9+/fF02bNhVr1qxROhS9iIuLE5Ikibi4OKVDeSTWvXJY98ph3SuD9a4c1r1yWPfGSxLigVklyCh9/PHH+Oabb5CYmAiVyrT7mz///PPQaDT48ccflQ6lRlj3ymHdK4d1rwzWu3JY98ph3RsnJglERERERKTDtNM1IiIiIiLSOyYJRERERESkg0kCERERERHpYJJAREREREQ6mCQQEREREZEOJglERERERKSDSQIREREREelgkkBERERERDqYJBARERERkQ4mCUREREREpINJAhERERER6WCSQEREREREOpgkEBERERGRDiYJRiA9PR3z5s1Denq60qEQERERETFJMAbp6emYP38+kwQiIiIiMgpMEoiIiIiISAeTBCIiIiIi0sEkgYiIiIiIdDBJeMDhw4cRERGBli1bQpIkbN269aGfP3ToECRJqvSTkZHRMAETEREREekZk4QH5OXloXv37vjyyy9rtV5KSgrS09PlHw8PDwNFSERkHoqLixETE4Pi4mKLWmYscRBZEmP6v6vPsoZk3aB7MwFPPfUUnnrqqVqv5+HhgcaNG+s/ICIiM3X8+HGsX78eZWVl6N+/v8UsM5Y4iCyJMf3f1WfZ448/Xqffvy74JEFPAgMD0aJFCzz55JM4evToQz9bVFSE7Oxs+Sc3N7eBoiQiMg5FRUXYvXs3rly5gl27dqGoqMgilhlLHESWxJj+7+q7rCExSainFi1aYMWKFdiyZQu2bNmCNm3aICwsDGfOnKl2nYULF6JRo0byz4ABAxowYiIi5Z04cQIXLlxAt27dcOHCBcTGxlrEMmOJg8iSGNP/XX2XNSQmCfXk4+ODqVOnomfPnggNDcXXX3+N0NBQfP7559WuM2fOHGRlZck/v/32WwNGTESkLO0dMVtbW7i6usLW1la+a2bOy7Kzs40iDj5NIEtiLP//+lrWkNgnwQCCg4MRHR1d7XI7OzvY2dnJ752dnRsiLCIioxAXF4fU1FQUFhYiISEBJSUlSE1NRVxcHACY7bIff/zRKOKIi4tDnz59DPtHJjIS5na+aUhMEgzg7NmzaNGihdJhEBEZpTZt2iAyMrLKcgBmu6xFixbw9PRUPA7tMiJLYM7nG0OThBCiwfdqxHJzc3Hp0iUAQI8ePfDZZ58hPDwcTZs2Rdu2bTFnzhz88ccf+O677wAAS5YsgZeXF7p06YLCwkKsWbMGS5cuxZ49ezBw4MAa7fPMmTPo2bMnTp8+jaCgIIP9bkRERERENcEnCQ84deoUwsPD5fdvvvkmAGDixIlYt24d0tPTkZaWJi8vLi7GW2+9hT/++AOOjo7o1q0b9u3bp7MNIiIiIiJTwicJRoBPEoiIiIjImHB0IyIiIiIi0sEkgYiIiIiIdDBJICIiIiIiHUwSiIiIiIhIB5MEIiIiIiLSwSSBiIiIiIh0MEkgIiIiIiIdTBKIiIiIiEgHkwQiIiIiItLBJIGIiIiIiHQwSSAiIiIiIh1MEoiIiIiISAeTBCIiIiIi0sEkgYiIiIiIdDBJICIiIiIiHUwSiIiIiIhIB5MEIiIiIiLSwSSBiIiIiIh0GGWSkJ6ejt9//x15eXlKh0JEREREZHGMKknYtm0bfH190bp1awQFBeHEiRMAALVajR49emDr1q3KBkhEREREZAGMJknYvn07Ro0aBTc3N8ydOxdCCHmZm5sbWrVqhW+++UbBCImIiIiILIPRJAkLFizA448/jujoaLz22muVloeEhCAuLk6ByIiIiIiILIvRJAnx8fF49tlnq13u6emJ27dvN2BERERERESWyWiSBEdHx4d2VL58+TKaNWvWgBEREREREVkmo0kSwsPD8e2336K0tLTSsoyMDKxevRqDBw9WIDIiIiIiIstiNEnCP//5T9y4cQO9e/fGypUrIUkSdu/ejffffx9du3aFEAJz5841eByHDx9GREQEWrZsCUmSajSi0qFDhxAUFAQ7Ozt07NgR69atM3icRERERESGYjRJgo+PD6Kjo9GsWTP8/e9/hxACixcvxkcffYSuXbviyJEjaN++vcHjyMvLQ/fu3fHll1/W6PNXrlzBsGHDEB4ejrNnz+L111/H5MmTsXv3bgNHSkRk+goLC5UOgahBFRcXIyYmBsXFxTVeVpd1uKzysqKiokqfo+pZKx1ARV26dMG+fftw7949XLp0CRqNBh06dIC7u3uDxfDUU0/hqaeeqvHnV6xYAS8vL3z66acAAD8/P0RHR+Pzzz/HkCFDDBUmEZFZKCoqgr29vdJhEDWY48ePY/369SgrK0P//v1rtKwu63BZ5WVFRUWwtbWFJEmgRzOaJwkVNWnSBL1798Zjjz3WoAlCXRw7dgyDBg3SKRsyZAiOHTtW7TpFRUXIzs6Wf3Jzcw0dJhGRUaqqHxqRuSoqKsLu3btx5coV7Nq1S+fOdnXL6rIOl1W9TAjBc04tGE2S8O9///uhd96feuopLF++vAEjqpmMjAx4enrqlHl6eiI7OxsFBQVVrrNw4UI0atRI/hkwYEBDhEpEZHTKyspQUlKidBhEDeLEiRO4cOECunXrhgsXLiA2NvaRy+qyDpdVv4xNjmrOaJKEtWvXwt/fv9rl/v7+WLVqVQNGZDhz5sxBVlaW/PPbb78pHRIRkWLYL4Esgfbutq2tLVxdXWFrayvf5a5uWXZ2dq3X4bLqlwGo9gYuVWY0fRJSU1OrnGlZy9fXF6tXr27AiGqmefPmuHXrlk7ZrVu34OrqCgcHhyrXsbOzg52dnfze2dnZoDESERmzvLw8uLi4KB0GkUHFxcUhNTUVhYWFSEhIQElJCVJTUxEXFwcAVS778ccfa70Ol1W/zM/PD3l5eUbflN1YGE2SYGtri4yMjGqXp6enQ6UymgcfspCQEPz66686ZXv37kVISIhCERERmZacnBw0b95c6TCIDKpNmzaIjIysshxAlctatGhRqUnzo9bhsocvy8nJqbSMqiYJIYTSQQDA0KFDkZycjN9//73SHaWsrCwEBgbCx8cHu3btMmgcubm5uHTpEgCgR48e+OyzzxAeHo6mTZuibdu2mDNnDv744w989913AMqHQA0ICMBrr72Gl156CQcOHMBf/vIX7Ny5s8ajG505cwY9e/bE6dOnERQUZLDfjYjI2Ny+fRs3btzguY+IDC4rKwuJiYm8kVtDRvMkYe7cuRgwYAACAwPx+uuvo0uXLgCA+Ph4LFmyBOnp6di4caPB4zh16hTCw8Pl92+++SYAYOLEiVi3bh3S09ORlpYmL/fy8sLOnTvxxhtv4IsvvkDr1q2xZs0aDn9KRFRDvLNHRA2F55uaM5ok4bHHHsP27dsxdepU/PWvf5XHsBVCwMvLC//5z38aJPMLCwvDwx6uVDWbclhYmNwOjoiIaic7O1vpEIjIQjBJqDmjSRIA4Mknn8SlS5fkzj0A4O3tjaCgIE58QURkpu7fv690CERkIe7fvw+NRmOU/VyNjVElCQCgUqnQs2dP9OzZU+lQiIioARQUFCAvLw9OTk5Kh0JEZq6srAz37t1Ds2bNlA7F6BldkpCYmIjLly/j3r17VTb7mTBhggJRERGRId28eROdOnVSOgwisgDp6elMEmrAaJKE1NRUjBs3DrGxsdX2CZAkiUkCEZEZunr1KpMEImoQV69eRUBAgNJhGD2jSRKmTp2K8+fPY8mSJejfvz+aNGmidEhERNRA0tLSUFRUpDPRJBGRIaSnp7OJYw0YTZJw9OhRvPvuu5g5c6bSoRARUQMrKyvDxYsXeXePiAxOCIGkpCT06tVL6VCMmtF07XZzc0OjRo2UDoOIiBRy7tw5lJWVKR0GEVmAhIQEFBcXKx2GUTOaJGHatGnYsGEDvyCIiCxUbm4uzp07p3QYRGQBioqKcPr0aaXDMGpG09yoc+fOKCsrQ/fu3fHSSy+hTZs2sLKyqvS5UaNGKRAdERE1hDNnzqB9+/bsl0ZEBhcfHw9vb294eHgoHYpRMpok4bnnnpNf/+1vf6vyM5Ik8UkDEZEZKysrw/79+zFixAjY2NgoHQ4RmTEhBPbv349Ro0Zx0IQqGE2ScPDgQaVDICIiI3D37l3s27cPQ4YM4ayoRGRQOTk52L17N4YOHQpra6O5LDYKRlMbAwYMUDoEIiJqQL169cLNmzdhY2OD9957T2fZ9evXcfDgQTzxxBOQJEmhCInIXPTq1Qvp6emwtraudL7JyMjA3r17MXjw4Cqbulsqo7tFU1RUhGPHjmHbtm1Qq9VKh0NERAaSkZGB9PR0ZGdnV7k8NTUV0dHR1U6wSURUUxkZGbh582a155vr16/j0KFDPN9UYFRJwr///W+0aNEC/fr1w6hRo+RRLtRqNdzc3PD1118rHCERETWkpKQknDhxgl/cRGRwqampOHz4MM83/89okoRvvvkGr7/+Ov70pz9h7dq1On8gNzc3PPHEE/jhhx8UjJCIiJRw7tw5xMTE8IubiAwuJSUFhw4dgkajUToUxRlNkvDpp59ixIgR2LhxIyIiIiot79mzJxISEhSIjIiIlJaQkIADBw5whDsiMriLFy9i9+7dKCkpUToURRlNknDp0iU89dRT1S5v2rQp7ty504ARERGRMUlNTcWuXbs4SyoRGdz169exc+dOFBQUKB2KYowmSWjcuPFDOyonJiaiefPmDRgREREZmz/++APbtm2rtvMhEZG+3L59G1u3bsXdu3eVDkURRpMkDB06FKtWrcL9+/crLUtISMDq1avx5z//ueEDIyIio3Lv3j388ssvuHbtmtKhEJGZy8nJwdatW3Hp0iWlQ2lwRpMkfPjhhygrK0NAQADef/99SJKEb7/9FuPGjUOvXr3g4eGBDz74QOkwiYjICBQVFWH37t2Ii4tjh2YiMqjS0lIcOHDA4kZaM5okoWXLljh9+jT+9Kc/YdOmTRBCYP369di+fTteeOEFHD9+HG5ubkqHSURERuTkyZM4fPgwOzQTkcH9/vvv2LdvH0pLS5UOpUEYxYzL2jtC7du3x5o1a7BmzRpkZmZCo9HA3d0dKpXR5DJERGRkUlJSkJ2djUGDBsHBwUHpcIjIjF25cgW5ubkYPHgwnJyclA7HoIzi6tvW1hbPPPMMYmJi5DJ3d3d4enoyQSAiokdKT0/HL7/88tABMIiI9CEzMxM///wz0tPTlQ7FoIziClySJHTq1Iknd7JYaWlp+Oabb/Dvf/8b33zzDdLS0pQOicig0tLSkJeXB6D8abI+Rg/Jzc3F9u3bcf369Xpvi4jMhyHONwUFBfj111+Rmppa720ZK6NIEgDg3XffxbJly5CSkqJ0KEQNJjY2FhEREWjfvj1eeuklvPHGG3jppZfQvn17/PnPf8bJkyeVDhF3795FZGQkXF1d0bhxY7z88svIzc196DphYWGQJEnnZ9q0aTqfSUtLw7Bhw+Do6AgPDw/MmjXLYtp5WrKKx7x2NLuCggK8++67+PLLL3H16tV6bb+kpAS7d+/G5cuX67wNHvNE5sHQ55uysjIcOHAAycnJdd6GMZ9vjKJPAgAcP34czZo1Q0BAAMLCwtC+fftKbUslScIXX3yhUIRE+vXzzz/jueeegxBCHi1BOw28EAK//vor/vvf/2LTpk0YNWqUQWMJCwvDpEmTMGnSpErLIiMjkZ6ejr1796KkpAQvvvgiXnnlFWzcuPGh25wyZQoWLFggv3d0dJRfl5WVYdiwYWjevDliYmKQnp6OCRMmwMbGBh999JHefi8yLlUd81pCCMTHxyM+Ph5TpkxBUFBQnfej0Wiwf/9+CCHg7e1d5Wd4zBOZt4Y63wghcPjwYWg0Gvj7+1f5GVM930jCSMZyqknfA0mSGmQEiy+//BKLFy9GRkYGunfvjqVLlyI4OLjKz65btw4vvviiTpmdnR0KCwtrvL8zZ86gZ8+eOH36dL0OVDIdsbGx6Nu3L8rKyh46nJokSbCyskJMTAx69+5tsHiqO4ElJSXB398fJ0+eRK9evQAAu3btwtChQ3Hjxg20bNmy2u0FBgZiyZIlVS7/73//i+HDh+PmzZvw9PQEAKxYsQJvv/02MjMzYWtrq7ffjYxDTY95oPz74O2330b79u3rtU+VSoVnnnkGjRo1qrSMxzwpSaPRsM+lASlxvpEkCSNHjoS7u3ulZaZ6vqnVEerl5YUOHTrU6qe6uzgP0mg0j/xpiARh06ZNePPNNzF37lycOXMG3bt3x5AhQ3D79u1q13F1dUV6err8wwl+6FE+/PDDKu9uPEj7mQULFiAmJgbFxcWVPlNcXKzXZRXLjx07hsaNG8snr+LiYjg6OkKlUuHEiRMP3V5UVBTc3NwQEBCA2bNn48CBA/KyY8eOoWvXrvD09JTXCw8PR3Z2NhISEgz2uz1qGRlOTY95rV9//bXe+9RoNLU+Hz94zAPAoEGDqjzmH1TxmJ8zZw7y8/N1tqs95rWGDBlS6Zgny1Dx2CD9U+J8I4SodfMlYz/f1Kq50YABAyBJkk7ZqVOnkJCQAH9/f/j4+AAoH44uMTERAQEB6NmzZ212objPPvsMU6ZMkZ8OrFixAjt37sTXX3+Nd955p8p1JElC8+bNGzJMMmFpaWnYsWNHjU9eZWVl2LlzJ5ydnfHqq6+if//+OsuPHz+O9evXo6ysrM7LqivPyMiAh4dHpWUuLi7IyMiodr2xY8eiXbt2aNmyJc6dO4c33ngDP/74I9avX4/+/fsjIyNDPnlp13v22WcBQGe7+vjdarOMDKO2x7xGo8G5c+dw9+5dNG3atF77trOzq9XnHzzmAcDa2hpNmzatdMxX9OAx//bbbyMlJQU///yzvN2KX9gA5PcP2y6Zp5KSEqVDMFs83+jvfFOrJGHdunU677du3YqtW7di7969GDhwoM6yvXv34tlnn8U//vGP2uwCx48fx8GDB3H79m28+uqr6NSpE/Lz85GcnIzOnTvD2dm5VturjeLiYpw+fRpz5syRy1QqFQYNGoRjx45Vu15ubi7atWsHjUaDoKAgfPTRR+jSpUu1ny8qKkJRUZHO+mQaSktL6/1Ea9euXbWesVEIgbNnz2LHjh3o3r27fCIqKirCzp07kZqaWqNljo6OsLa2xoIFC/Dhhx9Co9Hg22+/RVlZGY4fP44ZM2aguLgYGo0GdnZ2Oicv7XwmV65cQXFxsU4HqIrLdu3ahQ8++ECOo3Pnzvj111+xceNGfP/99zpN9yqut3fvXp3f+cFtBgcH6/xu+l5G1avvcV/XYz4pKQmhoaF13i/wv3a6H330kU5b3IKCAvmY10pMTKzzfl555RX5ddeuXdGiRQsMHDgQqampNX6iTpaDTzKrZ8rnG+28CeZyvqlXx+UPPvgAM2fOrJQgAMCTTz6JGTNm4P3338eIESMeua3i4mI8//zz2LZtG4QQkCQJERER6NSpE1QqFQYPHow33ngD7733Xn1Cfii1Wo2ysrIqs6/qeq77+Pjg66+/Rrdu3ZCVlYVPPvkEoaGhSEhIQOvWratcZ+HChZg/f77e4yfDKi0tRWJiIgoKCuq1nfj4eEiSVOuTmKOjI06ePInvv/8egYGBAIC4uDicPHkSnp6eNVoWEhICf39/BAUFYeDAgWjRooXcRG7SpElo3bo11q9fL5c7OzvLTe1OnDiBCxcuICAgAAcOHEB2drYcm3ZZt27dcOHCBcTGxsp36U+cOCE/Bj1//jxiY2PRvHlzxMbG6qwXHx8PAPJTuUdtU9/LqGr6OO6TkpJqfcxLkoTs7Ox6N8u4efMmWrRogWnTpslPq4DyzoKjR4/WGRSgZcuWaN68eaXmpaWlpbh7926tnhg/9thjAIBLly7B29tbPuYrunXrFgDwSbQFqnijkP5HH+eb5ORkxc43GRkZaNeundmcb+rVa+bixYto1qxZtcubNWtW4/Fj//73v2PHjh1Yvnw5UlJSdP649vb2eOaZZ7Bt27b6hGsQISEhmDBhAgIDAzFgwAD8/PPPcHd3x8qVK6tdZ86cOcjKypJ/fvvttwaMmOqqrKwMBQUFsLGxgZOTU61+HB0dcffuXRw9ehQJCQm1ThAAoFGjRnBwcMCpU6dgY2MDGxsbnD59Gg4ODmjSpMkjl8XGxiIrKwv5+fk4duwYmjZtirZt26Jp06bIy8uDi4sLEhIS5HJ7e3vcu3cP9+/fx7Fjx7B7927Y2trizp07EELg1q1b8lMx7TJXV1fY2tpi165dOsu041O7uLhg165d6NWrF86fP4+ff/5ZXu/OnTuws7ODt7d3jbapz2VUvfoc92VlZUhISEBycnKd7uwB5c0yVCpVnX+EECgrK0PTpk3RsWNH+cfBwQEeHh46ZdbW1ggJCcH9+/dx+vRpOZYDBw5Ao9HIX8Q1cfbsWQBAixYtAJR/V5w/f17ngmDv3r1wdXWtdkQUMl/sk1C1+pxvtE8D6nq+cXBwqNe5Rtsc35zON/V6kuDt7Y1vvvkGL7/8cqVmQDk5Ofj666/RoUOHGm3r+++/x/Tp0/HKK6/gzp07lZb7+fnhp59+qk+4j+Tm5gYrKys529K6detWjTMvGxsb9OjRA5cuXar2M3Z2djpNHAzZhIr0z9bWtsYjA2RnZyMxMREJCQnIyckBgGpHK3iUsrIyFBUV4ebNm/LxdfPmTRQVFeHy5csoLS195LILFy5ACIHU1FQUFhYiISEBJSUlKCgoQGxsLAoKCnTKy8rK0KdPH0yaNAlt27ZFYWEhzp49i1atWuH27duIi4vD7du3sXTpUvTo0QPFxcW4f/8+zp07h06dOqFRo0Y4fPgwzpw5Azc3N9ja2iI1NRVDhw5F+/btsWnTJvj6+iItLQ1nz56Ft7e3/Aj2wRhTU1MRFxdnkGV9+vSp09/EktT0uC8tLcWlS5eQkJAgT2rm5uZWp322bt0a2dnZkCQJDg4OsLe3h42NTY3Xr/jFXVN+fn7405/+hClTpmDFihUoKSnBjBkz8Pzzz8v/u3/88QcGDhyI7777DsHBwUhNTcXGjRsxdOhQNGvWTO6H8/jjj6Nbt24AgMGDB8Pf3x/jx4/HokWLkJGRgffffx+vvfYam7xZIDYzfrianm/Kyspw+fJlJCQk4Nq1axBCPPTmdXUkSYKPj0+9RpzSaDSwsrKq1TrGfr6pV5Lw4YcfYsyYMfD19cWkSZPQsWNHAOVPGL799lvcunWrxhf2t2/fRteuXatdbmVlZfDM29bWFj179sT+/fsxcuRIAP8bb7tiO7KHKSsrw/nz5zF06FADRkrGrLS0FKmpqUhISKhy5mQPDw+5eY12XoSHUalUCAgIwAsvvCCXae8WREREVPp8dctKS0vh4eGB1q1bIzIyUmdZamoq2rZtqzPCgpaXlxfef/997NmzB5IkISQkBK+88gocHBzQpk0bAOU3BYYMGYKuXbsiMzMTn332Gd544w0UFBSgadOmGDJkCJ577jm5fXj79u2xceNGvPbaa4iJiYG9vT2GDh2KiRMnytt8MEYABl1G9XP79m35qcGDT2dcXV3h5+eHlJSUGh3zkiTJSSZQfpcvPz8f+fn5sLa2lhOGR32h1/ULPyoqCjNmzMDAgQOhUqkwevRo/Pvf/5aXl5SUICUlRf5OsrW1xb59+7BkyRLk5eWhTZs2GD16NN5//315HSsrK+zYsQPTp09HSEgInJycMHHiRJ1xzslyaG8aUd3cuXMHCQkJSEpKqtQ0ycXFBb6+vrhw4UKNv2P9/f3r3WlZO6lZbRnz+abe8yTs2bMHb7/9Nn7//Xed8sDAQCxcuBBDhgyp0XY6deqEESNG4JNPPsGdO3fg7u6Offv24YknngBQ3pM7Pj4e586dq0+4j7Rp0yZMnDgRK1euRHBwMJYsWYIff/wRycnJ8PT0xIQJE9CqVSssXLgQALBgwQL06dMHHTt2xP3797F48WJs3boVp0+frvEjHc6TYBqKiopw9uxZODk5VXmHIzMzU75IenCeDEmS0K5dO3Tp0gUdOnRAQkICXnjhhRrPk/D999/Ldwjqqri4GHl5eQgMDOSdS6qxhx33hYWFSE5ORkJCAjIzMyut27hxY/j7+8Pf3x+XL1+u0TEPlH9pv/7662jZsqX8dKsq9vb2cHBwgI2NTZVfzs2aNYO3tzePeTI627dvr/Imj6V72PmmqKgIFy5cQEJCQpUj9Li4uMjnm2vXrtXqfPPGG2+gXbt29Yrd1dUVvr6+ZnW+qfeMy4MHD8bgwYORkZEhj0fdrl27WnfEGjt2LD777DOMHj0anTt3BgD5pL969Wr8+OOP+Ne//lXfcB/pueeeQ2ZmJj744ANkZGQgMDAQu3btkjszp6Wl6dydunfvHqZMmYKMjAw0adIEPXv2RExMDNuYWojCwkKkpKQgISGhyrk0GjVqhC5dusDPzw8uLi5yebdu3fD555/jjTfekNtMP8jKygqSJGHJkiX1ThCI9EUIgevXryM+Ph6pqamVjl1ra2t06tQJXbp0QatWreTzeE2Oee259cUXX5QnNrK1tYWLiwsKCwtRUFCgM6pWYWEhCgsLYWVlJScMFR/3e3l56fvXJ9KLwsJCFBcXcxK9RxBC4ObNm4iPj8fFixd1/v+B8u9Jb29vdOnSBW3atJHPIbU939Q3QQBglqOYGc2My8XFxYiIiMCBAwfg5+eHhIQEdO3aFXfv3sWNGzcwdOhQbNu2rdbtvUwBnySYBu0dDkdHR7lpxcWLFyudfKysrOSLpNatWz/08eO5c+fw1Vdf4dChQxBCQKVSQaPRQJIkhIeHY/r06XpLEPgkgepCe9xrNBpcvHgRiYmJOiNbaXl6eqJLly7w8fF56PH14DGvJUkSunTpgiFDhjz0C7ukpEROGKr6+rK1tYWDgwN8fX3h5eXFY56M0k8//YSwsLAqZ+e1ZNrzDVA+Uk9iYiLu3btX6XNubm7o0qULfH194eDgUO326nu+qanWrVujU6dOZne+qXeSkJaWho8++ggHDx5EZmYmtm7discffxxqtRoLFizAiy++iB49etRoW0IIREVFYfPmzbh48SI0Gg28vb3x7LPPYvz48XVq62UKmCSYhlu3bmHbtm24fPlylRdJHh4e8kWSvb19rbZ98+ZNHD9+HLm5uXB2dkafPn3q3MG5OkwSqLZKSkpw+vRp7Nu3Dzdv3qy03N7eHn5+fujSpUutOyffvHkTI0aMQHZ2NhwcHPD222/Xqk2wEAJFRUUoKCioNOZ8SUkJSktL0blzZ7Rr1w7h4eE85smo/PTTT+jWrZs8CS2V9+mMi4vDnj178Mcff1S6CWBrawtfX1906dIFHh4etbomrO/55mFcXFwQHBwMjUZjdt+x9WpulJiYiP79+8tDNV26dEl+FOTm5obo6Gjk5eVh7dq1ldZ98803MX78eDmBSEtLg7u7O8aNG4dx48bVJywivSktLcW5c+dw7NgxJCYmVjpp2dvbyyet+twRatmypc74yURKunHjBmJiYnDy5El5+NqKKvavsbau29dIy5Yt4eDggOzsbNja2tb6C1uSJNjb28Pe3l4eNrGgoABFRUXIzc2FEAK///47fv/9d5w9exb9+vVDz549H3rXkagh3bp1i0kCyucWiImJQWxsbJU34Fq3bo2AgAB52NC6qO/5pjqurq4ICgqCtbW1WU6QV68kYfbs2WjcuDGOHz8OSZIqTS09bNgwbNq0qcp1lyxZgl69eslJgpeXF9avX4+xY8fWJyQivbh586Z80qpqqLq2bduiS5cu8Pb2rvNJi8iY5Ofn49SpU4iJialyVC4XFxcEBATA399fp3+NMbCysoKzszN8fHzg5OSEpKQknf4SaWlp2LhxIzZv3oygoCCEhISgY8eOZvt0mkzDjRs35MljLU1hYSHOnDmDY8eOVTmflpOTE7p06QJ/f380bty44QOsgebNmyMgIMAsm8Fr1evq5vDhw/jggw/g7u5e5dwGbdu2xR9//FHlup6enrh8+bL83ki6RpAFKygowOnTpxETE4OrV69WWt6kSRO0bdsW3bp1q9M4zETGRgiBixcvIiYmBnFxcSgpKdFZbm1tjW7dusHNzQ3e3t5G/Qjd19dXblvs5eWFwsJCxMfHIyEhQW7TXFxcjOPHj+P48ePw8PBASEgI+vTpIw+1StSQcnNzkZmZWekGq7kSQuDKlSuIiYnB6dOnKw2VbGVlJT+V79SpU62b7TYkb29veHt7m32CV68kQaPRyOOeVyUzM7PaL5Vhw4ZhwYIF2LNnj5wlfvrpp/jhhx+q3Z4kSUY56zKZLiEELl26hGPHjuHMmTOVHhdaW1sjMDAQoaGhaNeuHc6dOwcnJyeFoiXSD+0s2sePH69y6NI2bdogNDQUvXv3hpWVFc6ePWu0X4ZWVlbo3r17peZ+9vb26NatGzp06AA3NzecOnUKJ0+elMdUv337NrZt24bt27fD398foaGh6Nq1q1nfFSTjk5KSYvZJQk5ODo4fP45jx45VOXRpixYtEBoaiuDgYNja2uLs2bP1mtTMkLTzFmnnIzJ39UoSgoKCsHPnTrz66quVlpWWluKHH36odibTL774Ah4eHjh48CASEhIgSRKuX7+Ou3fvVrs/Y/2SItOTlZUln7SqGrq0devWCAkJQXBwsJwUPHjXg8iUlJaW4vz584iJiamyf42joyN69+6N0NBQnQnmjPm4d3FxQffu3R+auEuShDZt2qBjx44YNWoUzp49i5iYGFy4cAFA+c2u+Ph4xMfHw9XVFcHBwQgNDa31MN5EdXHx4kX07t3bqO+a10VZWRkSExMRExOD8+fPV5rUzN7eHr169UJISAjat28vX98Z8/nG0dERgYGBRtfc0pDqlSTMmTMHw4cPx/Tp0/H8888DKO+Is2/fPnz00UdISkrCsmXLqlzXyckJH330kfxepVJhyZIl7JNABqOdDVt7kfTgScvBwUG+SGrbtq1CURLpV3p6OmJiYnDixIkq+9f4+voiNDQU3bt3h42NjQIR1k2LFi3QpUuXWt35t7W1RXBwMIKDg6FWq3Hs2DEcO3YM9+/fBwBkZ2dj37592LdvHzp06IDQ0FAEBQWZ3QUcGY/S0lLExcUhJCRE6VD04vbt2/JTyqysrErLO3bsiNDQUPTo0cOomy8+yN3dHd26dbO4Poj1+m2feuoprFu3Dn/961+xatUqAMC4ceMghICrqyu+++47PP7441WuO2rUKLzxxhvo378/AODgwYOcgIwM4lEjJ/j4+MgXSZzYhsxBTfrXhISEICQkxCT713Ts2BEdOnSo19NlNzc3REREYNiwYUhKSkJMTAzOnTsnd3a+fPkyLl++jJ9++glBQUEIDQ2t9z6JqpKQkIDOnTub5P8iUN7X58yZM4iJicGlS5cqLW/UqBEee+wxhISEyBPTmpJ27drBx8fHIv/3650SjR8/HqNGjcLevXt15jYYMmTIQx/JbNu2DaNHj5bfP/HEExzdiPRGO3JCTEyMTgd5rcaNG8sXSbUd353IGAkhkJqaipiYmGr713Tr1g2hoaHw9fU12ja/D6OdAKlVq1Z626ZKpUKXLl3QpUsX5OTkIDY2FjExMUhPTwdQ3vxB+8TB09MToaGheOyxx+Dq6qq3GMiyaTQaHDx4ECNHjjSZO9VCCFy7dg0xMTE4deoUCgsLdZarVCp07doVISEhtX7iZ0wqDohgiep8NObn56NNmzZ45513MGvWLIwcObJW67dq1QpxcXGIjIwEAIsdBoz0RwiBy5cvyxdJVY2coL1I8vPzM8mLJKIHZWVl4cSJE4iJiamyf02rVq3kTsjOzs4KRKgfVlZW6NGjh0Hvtrq4uGDgwIF44oknqrwAunXrFn755Rds27YNXbt2RWhoKPz9/U32AoiMx927d3H48GGEh4cb9bVQbm6unEhXNcGiuSTSKpUK3bp1M8knH/pU5yTB0dER1tbWdR7p5fnnn8cnn3yCH3/8UR7d6J133sHChQurXUeSJPz+++912h+Zr+zsbPki6datW5WWt2zZUh45wZQvkoi0ysrKEB8fj5iYGCQkJFTZv6ZXr15y/xpjvuioCVtbW/Ts2bPBLjokSUL79u3Rvn17jB49GnFxcTpNKTQajTxRm7YpRWhoqNmPUkP60atXL1y5cgXOzs5477335PJLly7B0dERjz32mFH9z2o0miqb5GnZ2dmZVZM8a2trBAUFoUmTJkqHorh6PdcaPXo0Nm/ejOnTp9f6oFi4cCE6duyIgwcP4vbt25AkCU5OTibbJo8aVk1HTtAOXWrqJy0i4NH9azp16iR3CjSX/jV2dnbo1auXYgm+nZ0d+vTpgz59+uD27dtyJ3Btp8ysrCzs2bMHe/bsMdlOmdSwMjIycPfu3UrfWwBw7tw52NraIigoSIHIdFXVub+iDh06ICQkBD179jSbzv02Njbo1auXST8F0ad6JQnPP/88Xn31VYSHh2PKlClo3759lVPeV3WwW1lZ4ZVXXsErr7wCoPzRzvvvv88+CfRQVX1JV6T9kg4KCjKbiySybIWFhfKd7KpmJm3cuDH69OmDkJCQSnMFmDpHR0f06tWryu8VJXh4eGDkyJGIiIio8ibFpUuXcOnSJfz4449VDu9IVBOnTp2CnZ0dunTp0uD7Li4uxtmzZ3Hs2DGkpKRUWu7i4iJ3Qja3uQLs7e3Rs2dPtjiooF5JQlhYmPz6yJEjlZZr+xk8+GiqKleuXDG7LzjSj6KiokqP+ytq1KiRfJHEx/1kDmoyM6m5969xdXVFz549jTLZt7KyQteuXdG1a9cqmzsWFhYiOjoa0dHROhNFWdL46lQ/R48eBYAGSxTS0tIQExOjM+GglnbAAHOecNDJyQm9evUymyci+lKvJOGbb77RVxwW3XucKhNC4OrVqzh27NhDR05gx0EyJ7WZmdScLzhdXV3Ru3dvkxjpxdXVFU8++SQGDRqEy5cv49ixYzqJXXp6OrZs2YKtW7eafWJH+nX06FEUFhYiKCjIIE+j8vLyEBsbi2PHjuHGjRuVlru7uyMkJAR9+vSR+46aIycnJ3m2Z9JVrzPwxIkT67yuSqWCSqVCfn4+bG1toVKpHvlPIEkSSktL67xPMn5VDUFYkbmMnECkVZP+NT179kRoaKhFNF3R/r6mkCBUJEkSvL294e3tjTFjxlQagrmsrAxxcXGIi4uTm4iFhoZyCGZ6qNOnT6OwsBChoaF6+d/XaDRISUnBsWPHcPbs2UrXVDY2NnIn5I4dO5r9+cbGxsZon1gaA8XOwh988AEkSZK/CLTvyfLUZOQE7UWSl5cXjxMyC+Y6M2l9mcOkhvb29ggNDUVoaCjS09Nx7NgxnDhxAjk5OQCA+/fvY9euXdi1axc6d+6M0NBQBAYGmvzvTYaRkJCAvLw8hIeH13lW9Dt37shPKe/evVtpefv27REaGoqePXsaTR+ghtC1a1eL+n1rq1ZJwksvvQRJkrBq1SpYWVnhpZdeeuQ6kiRh7dq1lcrnzZv30Pdk/tRqNWJiYnD8+PEqR07w9vaWL5LYTpDMwaNmJnV1dZX711ji+Nxt27Y1u2YNLVq0wKhRozBixAicP38ex44d0xm29sKFC7hw4YI8bG3fvn3Rpk0b3gwhHVevXsV//vMfPPnkkzV+il5SUoLff/8dMTExSElJgRBCZ7mTk5M8fG/Lli0NEbZRa9GiBfvCPkKtkoQDBw5ApVJBo9HAysoKBw4cqFETISIt7cgJMTExuHDhQqXl2pETQkND0bx5cwUiJNKvmsxMGhAQgNDQUJOembS+VCoVOnTooHQYBmNlZYXAwEAEBgbi/v37OHHiBI4dOyZPgFdQUIAjR47gyJEjaN26NUJCQkx+AjzSrzt37uCXX37BE088gTZt2lT7uRs3bsidkPPy8nSWSZIEPz8/hIaGolu3bibXrE+fvL29lQ7B6NXq6Lh69epD39fGd999V6f1JkyYUOd9kjKEELh+/TqOHj2KU6dOVRo5QaVSySMnBAQEWOxFEpmXms5MGhwcjEaNGikQoXHx8PCwmGZVjRs3xpAhQzB48GCkpqbKs8QXFxcDKL/I++mnn/DLL7+ge/fuCA0NhY+PDzs7E4qKirBr1y6EhIQgICBALs/Pz8epU6cQExODtLS0Sus1a9ZM7s/XtGnThgzZKDVr1qzOkwFbEsVSyEmTJlUq0z51ePCRWMWnEUwSTEdubi5OnjxZ7cgJHh4e8kmLF0lkDixtZtL6cnNzg0ajgb29vUU2r5IkCR07dkTHjh3xzDPP4PTp04iJiZFvwJWWluL06dM4ffo0mjZtKjdF46Sjlk0IgZiYGGRlZaFp06Y4fvw4zp49i5KSEp3P2djYIDAwEKGhoejUqZPFJ5lubm4QQsDOzs4izzd1oViScOXKFZ339+/fx8SJE9GoUSPMnDkTPj4+AIDk5GQsXboUOTk5+Pbbb5UIlWpBO3JCTEwMfv/990ojJ2hnkgwNDYW3t7fFXySReXjUzKReXl5yp0D2r/mfn3/+WW56Y+kXvg4ODujXrx/69euHmzdvyjNr5+bmAgDu3r2LX3/9Ff/973/h4+OD0NBQdO/evc4dWcl0lZWVITc3F3v37kVBQQFyc3N1bq62adMGoaGh6N27NxwdHRWM1Lj8/PPPyMvLQ3R0tMWfb2qq3knCf//7X3z22Wc4c+YMsrKyKj0FAFDlZGoPzoswb948uLu7Y8+ePToXjl27dsXo0aMxePBgfP7553qdm4H0586dO/JILRw5gSxBcXGxTqfAB5nzzKT65uTkxIvdClq2bIkxY8Zg5MiROH/+PGJiYpCYmAghBIQQSE5ORnJyMhwdHREcHIyQkJCHtlEn0yeEQEFBAfLy8nSa7NrY2KBRo0YoKSlB7969eSzUgK2tLa9DaqheScKWLVvw7LPPokuXLnj++eexfPlyjB07FkIIbNu2DZ06dcLIkSNrtK2tW7fin//8Z5V3llUqFUaNGoX333+/PuHSI6SlpWH//v3IycmBi4sLBg4ciLZt21b7+UeNnODs7CxfJFniyAlkGmp73Fv6zKSGYM4Tw9WHtbU1evTogR49euDevXvyEJZqtRpAeTv0Q4cO4dChQ7W6e1zbY570Jy0tTe5MXFRUhLt37z60j0BJSQlyc3ORl5dXaQ4VoHy4XWdnZzRu3BhhYWHw8PAwWOzmwsXFha0YaqheScLChQsRHByM6Oho3Lt3D8uXL8dLL72EJ554AlevXkWfPn3g5eVVo21p745UR3sXhfQvNjYW//jHP7Bz504IIeQRrCRJwvDhw/H3v/8dvXv3lj+vHTkhNjYW+fn5OtuSJAn+/v7yRZIlj5xAxq02xz1nJjUsjuDzaE2aNMFTTz2FIUOG4OLFi4iJidFph379+nVs2rQJP//8c7Xt0Gt7rlfC3bt3MXPmTGzfvh0qlQqjR4/GF1988dBjpLCwEG+99RZ++OEHFBUVYciQIfjqq6902p2npaVh+vTpOHjwIJydnTFx4kQsXLiwwb6jHqx7oHxEq3fffRddu3bFsGHD0L59ewDlzXbz8/ORm5srd2avyMrKCs7OznBycpLjLy4uxs6dO/GnP/2pTk8uzbXeq8LzTc3V66+UmJiIhQsXwsrKSv6Da09Y7du3x6uvvoqPP/64Rp2NR44cieXLl6N9+/aYNm2afCckPz8fy5cvx8qVKxEZGVmfcGvsyy+/xOLFi5GRkYHu3btj6dKlCA4OrvbzP/30E/7+97/j6tWr6NSpEz7++GMMHTq0QWKtr59//hnPPfec/BgbgHy3Qgght4H97rvv0LJlS8TExOD69euVtuPm5iZfJDVp0qRBfwei2qrpcf/pp5/C2dmZM5MaGNtN15xKpYKPjw98fHyqHNGmpKQEJ0+exMmTJ9GsWTP5vHzo0KEaHfObNm3CqFGjDPo7hIWFYdKkSVUOYBIZGYn09HTs3bsXJSUlePHFF/HKK69g48aN1W7vjTfewM6dO/HTTz+hUaNGmDFjBkaNGoWjR48CKG/yPGzYMDRv3hwxMTFIT0/HhAkTYGNjg48++shQv6asqvONlhAC8fHxiI+Px4svvghvb2/k5+dXOYCLg4MDnJ2dq+3XVFJSgl27diEiIqLKmbwtrd6rw/NNzUmiHrfn3dzc8I9//APTp08HUN7xavny5fIBuHLlSrzxxhuV7jZXJSsrC3/+859x5MgR2NjYyJlweno6SkpK0LdvX2zfvt3gd+k2bdqECRMmYMWKFXjsscewZMkS/PTTT0hJSanyMV5MTAwef/xxLFy4EMOHD8fGjRvx8ccf48yZMzrDkz3MmTNn0LNnT5w+fRpBQUH6/pWqFRsbi759+6KsrOyRT2lUKhWefvppnTqwsbFBjx49EBISYhEjJxQVFeHs2bNwcnIyyZlRi4uLkZeXh8DAQIsZarIqtTnuJUnCqFGjdI57S+tfY+jj/v79+xBCGOTmgiUd8w8bG//27dv45ZdfqrxIrUiSJFhZWSEmJsagTxSqu1hNSkqCv78/Tp48iV69egEAdu3ahaFDh+LGjRtVNlvNysqCu7s7Nm7ciDFjxgAoH/DEz88Px44dQ58+ffDf//4Xw4cPx82bN+W73CtWrMDbb7+NzMxMg57Pa/s9O3HiRJ3f08bGRn5qUNPv2NatW1d5o9IU6t3Q55u8vDzk5eUZpFmWOZ5v6nVV5+Pjg8TERPl9YGAg1q9fj9LSUhQWFmLjxo01bufYqFEj/Pbbb/jl/9q787iqyvwP4J/DvsgiiYALyJKoo7jgqKSGC4oDGO7lMiJWuDSVppFrbjimmWk6iJqDStqolToyCZlhmDuo47grghQGuAKCLMLz+8MX99cV0HuByzlwP+/X67xeeZ6zfM+3h8v9cs55nj17EBoairZt26Jt27YIDQ3F3r17kZiYWCe38VetWoW3334boaGhaNeuHaKiomBhYYF//vOflW6/Zs0aDBo0CB9++CHatm2LJUuWoEuXLli3bp3OY62piIiIF/7SKCeEQHJyMoCns6K+8cYbWLZsGSZMmMDxu6le0abfA0BycjIsLS3Rr18/zJs3D+Hh4ejVq5deFAh1paH8QpVTixYtMGrUKPz973/HxIkT0aZNG9XdraSkJI36fPk2ixcvxrFjxyp91KW4uFhnbUeOHIGtra3qi2pxcTEsLCxgYGCAkydPVrrPiRMnUFJSAj8/P1Wbm5sbHBwccOTIEQDA8ePH0aFDBzg4OKj269u3L3Jzc3Hx4kWdXtvixYtRVlam8e/ZX375BQYGBmjUqBEcHR3h5OQEKysrrX7HPvuu1IscP35cLe8A4OfnV2neyyUnJ1fIe5s2beDs7Izjx4+rjlue93L+/v4V8l7X+HmjuRo9bjRs2DB88cUXWLlyJUxNTTF37lwEBwfD1tYWkiQhPz+/yi/XVQkODkZwcHBNwqq24uJiJCcnY/bs2ap1BgYG8PPzU3X6Zx0/fhwffPCB2jp/f3/s3btXl6HWWHp6OmJjYzX+olQ+a2xISAi6d++u4+iIdKO6/X7KlCkNejZgudXHO3NKZWxsjK5du6Jr1664d+8e/v3vf2P9+vUa719aWorY2FikpKTA29u7wkg56enpuHDhAjp06FDtttTUVHzzzTe4du2aWpskSTAwMMCcOXPU1hsZGWHDhg04ffp0heM1atQIhoaGWLFihVpbbm4utmzZggcPHuDAgQPIzc3FnDlzVPu1bdsWAPDJJ5+oZt6tjWv7Y1tOTg7+85//aJx7IQRu3LgBc3PzGk14pu1AAJmZmRX+sm5kZAQ7OztkZmZWuY+JiUmFP946ODio9snMzKwwH0H5v6s6bl3gSGqaq1aRUFhYiH379qGkpATz5s3D/fv34eTkhKCgIBw+fBjfffcdDA0NERgYiL59+9Z2zDpz9+5dlJaWVtqpq3qpuqofguf9ABQVFaGoqEj17/JxsJ88eVJhMhRdiY+P1/pFcCEE/ve//9XpI1FKUlJSgidPniA/P7/O/j/VpuLiYlUf09c7P9Xt9z/99JPeDiuo635fWFgIIyMjnbzTUd/7/JMnTyodQlxTpqamKCwsrNa+t2/fhpmZGczMzFS5Kysrw6VLl3Dnzh1cvHhR47YzZ87gzJkzqt8hQghkZGQgPj5etW+TJk1gaGiI0tJS3Lt3T+14paWlyMvLw7179yqcq/xxtWfbnjx5grt37+LOnTsoLCxESUkJ7ty5o9qvXG5uboXzaXNtz2u7fPmy1nkXQuDSpUvw8fHRet9yJiYmKCkpwSeffILly5er1j9+/BgnTpzA3/72N9W6//73v6pHoSr7+S4tLa10ffk7Ws+2CSFU+5TfQfnjNuX/XdX3HV1/3jx+/BhGRkY6GQinLj5v6rzAEVrKysoS7u7uwsDAQEiSJAwMDISlpaU4ePCgtodSnIyMDAFAHDt2TG39hx9+KLp161bpPsbGxmLHjh1q6/7xj3+Ipk2bVnmeBQsWCABcuHDhwoULFy5cuGi01DWt7yQsWbIEaWlpmD59Ovr164cbN25gyZIlmDRpElJSUrQ9nKKU/yUjKytLbX1WVhYcHR0r3cfR0VGr7QFg9uzZao8onTt3Dr6+vjh58iQ6d+5cgyvQ3JYtWxAWFqb1fps2bUJISIgOIqofavqXPbn9cSQyfcR+Xz267PePHj3S6ZCE9bnP10beY2JiMHXqVK33CwgIgKWlJZydnVWP4C5btgzp6elwd3dHSkrKC9vmzZsHIyMjRERE4NatW/Dw8MCNGzdw9OhRzJkzB+PGjVNrS05OxoEDB/Djjz/i4MGDuHXrFiRJwtdff60aLRGA2j6XLl3C3r17sW3bNgQHByMiIgL/+9//8P3338PPzw/e3t7o1q0bRo4cialTp+Lu3bvw8PBAXFwczp8/j9u3b8PU1LRCjC1btsRHH31Uresubxs7dqzqbok2xo0bV6M7Cb6+vmjdunWF9X5+fhg/fnyFEScvX76Mjh074sSJE6onBQ4ePIigoCCkpqZW+eJys2bNEBMToxoN6+rVq+jQoQOOHDmC7t27Iy4uDkOGDEF6errqcaYvv/wSs2bNQkZGRpXvBujy8yY/Px+WlpY6OTZQvz9vKqP1lfzwww8YP348Vq5cqVrn4OCAMWPG4OrVq/D09KzVAOuSiYkJvL29cejQIdUkcGVlZTh06JDa7bk/8vHxwaFDhzBt2jTVuoMHDz73B9zU1FTth6P8F6SRkVGd3Ury9/eHJEla3XKTJAkDBw7U6+f59PnaGwL2++rR5bUbGhryJfAq1EbeAwMDte7z5YqLi/Hbb7/h+vXrAJ6OoFRcXIwbN26gpKTkhW3lj+mmpaWhsLAQV65cQUlJCQoLC5GRkYELFy6otZmYmMDR0RETJ05E69atUVhYiHPnzqF58+a4d+8eLly4gOzsbERGRqJz586qL5Ourq6YOXMmHj58iDNnziApKQl2dnawtLREWloaBg8ejFatWuGbb75BmzZt8Ntvv+H8+fNwd3dXxf9sjOnp6dW+7vK26vz/K5+QsSZfNKuawbx89Kpn27y8vDBo0CBMmTIFUVFRKCkpwbRp0/DGG2/AxcUFAJCRkYH+/ftj27Zt6NatG5o0aYI333wT4eHhaNq0KaytrfHuu+/Cx8cHvXr1AvC00GzXrh0mTpyIFStWIDMzEwsWLMA777zz3D8M8PNGObTuhenp6arqulyvXr0ghEBWVla9LhIA4IMPPkBISAi6du2Kbt26YfXq1cjPz0doaCgAYPz48WjevDmWLVsGAHj//ffh6+uLzz77DIGBgfjXv/6FpKQkbNy4Uc7LeCFnZ2cEBQXh+++/16hiL3/HhLNyUn3Gfq88nJVat7Tt8wYGBujatSsmT56sWlf+Pk5lcxVVpy0lJQV2dnZo2bJlhbZRo0Zh27ZtSExMhCRJ8PHxQVhYGMzNzVXHy8vLg7+/Pzp06ADgaTGzf/9+zJ07F4WFhejcuTOmTJmiGla3VatW2LFjB9555x0cO3YMZmZmCAgIQEhISK1f2x/bwsLCkJWVheTk5EpnS36WgYEBOnToUKOXloHqzQOwfft2/O1vf0P//v1Vk6l98cUXqvaSkhJcvXpVbUj7zz//XLXtHydTK2doaIjY2FhMmTIFPj4+sLS0REhICBYvXlyj66sJft5oR+t5EgwMDPDVV19hzJgxqnX37t2Dvb09fvzxR/Tr16/Wg6xr69atU02m1qlTJ3zxxReqEX369OmDVq1aYcuWLartd+/ejXnz5qkmU1uxYoVWk6nJNU/C6dOn8corr7xw/Oa6GjubqC6w3yvLkydPGtTteSVin5ePprkHnn6/+uijj1QzL1dH48aNMWLECE7uWAV+3minWkVCREQEBg0apFqXk5OD/v37Y/369ZV+sGj6xffy5cuIjo7GzZs38eDBg0pnHDx06JA24dYLchUJgPpMkJX9lcnQ0BCSJGHXrl0YOnRoncZGpCvs98pRWlrKv+7VAfZ5+bwo9+Uj4YSFhdX4vcTBgwerJqOlivh5o51qFQmVVahCiArry9dpcoszJiYGoaGhMDY2hqenZ5WzbyYkJGgTbr0gZ5EAPP1Lx5IlS1TjxxsYGKCsrAySJGHw4MGYN28e/6pEDQ77vTJU9ruDdIN9Xj7P5r6cJEnw8vJCQEBAje4gAMCf/vQn9OzZs4aRNmz8vNGO1kXC1q1btT6JJqOCuLu7w87ODgcOHECTJk20Pkd9JneRUC49PR0//fQTcnNzYW1tjX79+vFZbGrw2O/lxV/adY99Xj7p6eno2LEjHj58CHNzc3z88cc1fgcBePoexMCBA/lX8hfg5412tC4SdMXc3ByrVq3ClClT5A6lzimlSCAiqmv8pU36pkWLFsjIyICtra3aZGfV5enpiV69erFAoFqnmLc3vLy8cPv2bbnDICIiIlI8SZLQo0cPtG/fnoU26YRi5qlftWoVNm/ejGPHjskdChEREZFiGRsbq4aBZYGgOYU8PFNvKOZOwvLly2FjY4PevXujXbt2cHZ2rnDrTJIk7Nu3T6YIiYiIiORla2uLAQMGVDnAC1FtUUyRcP78eUiSBGdnZzx69AiXLl2qsA2rZSKihoXvJBBpzs3NDb6+vno9A3xN8PNGO4opEtLS0uQOgYiI6hhv/xNp5s9//jM6derEL7k1wM8b7SimSCAiIv3DLzxEz2dgYIA+ffrAw8ND7lDqPX7eaEeRRUJeXh5ycnJQVlZWoY1jORMRNRzls80SUUWmpqYYMGAAmjVrJncoDQI/b7SjqCJh/fr1WLVqFW7evFnlNprM3kxERERUn1laWiIgIIAvKJNsFFNSRUVF4Z133oGHhwciIiIghMC0adMwa9YsODo6omPHjti8ebPcYRIRERHplI2NDV577TUWCCQrxRQJa9euhb+/Pw4cOICwsDAAQGBgIJYuXYpLly4hLy8P9+7dkzlKIiIiIt2xs7PD4MGDYWVlJXcopOcUUySkpKRg8ODBAKAa2qu4uBjA04r6rbfeQmRkpGzxEREREemSk5MTBg8eDAsLC7lDIVLOOwk2NjZ48uQJAMDa2hoWFhb49ddfVe1WVlbIzMyUKzwiIiIinXF2doafnx+MjBTz1Yz0nGLuJLRv3x7//e9/Vf/u0aMH1q9fj4yMDPz666/YsGEDWrduLWOERERERLXPyckJAwYMYIFAiqKY3jhu3DhERUWhqKgIpqamWLRoEfz8/FRDnhobG+Pbb7+VOUoiIiKi2mNpaYkBAwbA0NBQ7lCI1CimSAgNDUVoaKjq3z179sTFixexf/9+GBoaYuDAgbyTQERERA1Knz59YGZmJncYRBUopkiojJubG95//325wyAiIiKqdS4uLmjevLncYRBVSnFFwokTJ5CQkIDs7GxMnToVL7/8MgoKCnDlyhW0bt0ajRo1kjtEIiIiohrr2LGj3CEQVUkxRUJxcTHeeOMN7Nu3D0IISJKEwYMH4+WXX4aBgQEGDhyI6dOnY+7cuXKHSkRERFQtjo6OePz4MWxsbODg4CB3OERVUszoRvPnz0dsbCzWr1+Pq1evQgihajMzM8PIkSOxb98+GSMkIiIiqpmkpCRERUUhJiYGkiTJHQ5RlRRTJHz99deYMmUKwsLCYGdnV6G9bdu2uHnzpgyREREREdUuJycnuUMgei7FFAnZ2dno0KFDle2GhoYoKCiow4iIiIiIdMPe3l7uEIieSzFFQsuWLXHlypUq248ePQoPD486jIiIiIio9pmYmHAgFlI8xRQJY8aMwYYNG3D8+HHVuvJn9TZt2oRdu3Zh/PjxcoVHREREVCtsbGz4PgIpnmKKhLlz5+KVV17Bq6++ir59+0KSJEyfPh3Ozs6YNGkSBg0ahOnTp+s0hvv372Ps2LGwtraGra0t3nzzTTx69Oi5+/Tp0weSJKktkydP1mmcREREVH9ZWVnJHQLRCymmSDAxMUFcXByio6Ph5uaGNm3aoKioCF5eXtiyZYtq5mVdGjt2LC5evIiDBw8iNjYWiYmJCAsLe+F+b7/9Nn7//XfVsmLFCp3GSUTUEBQXF+PYsWMoLi7WqzalxEHysbS0lDsEvaOkn7uatNUlxcyTADx9vGjcuHEYN25cnZ/78uXLiIuLw+nTp9G1a1cAwNq1axEQEICVK1eiWbNmVe5rYWEBR0fHugqViKhBOHHiBGJiYlBaWorevXvrTZtS4iD5mJubyx2C3lHSz11N2l599dVqXX91KOZOgtyOHz8OW1tbVYEAAH5+fjAwMMDJkyefu+/27dvRpEkTtG/fHrNnz37hKExFRUXIzc1VLS96pImIqKEpKipCfHw8UlNTERcXh6KiIr1oU0ocJC9TU1O5Q9ArSvq5q2lbXVJUkfDLL79g4sSJ6NOnDzp27AgvLy+1RZfTl2dmZqJp06Zq64yMjGBnZ4fMzMwq9xszZgy++uorJCQkYPbs2YiJiXnhnZBly5bBxsZGtfj6+tbKNRAR1RcnT57EtWvX4OXlhWvXruHUqVN60aaUOEhexsbGcoegV5T0c1fTtrqkmCJh1apV8PX1xc6dO5Gbmws7Ozu89NJLaktlk6y9yKxZsyq8WPzs8ryhV18kLCwM/v7+6NChA8aOHYtt27Zhz549SElJqXKf2bNnIycnR7X8/PPP1T4/EVF9U/4XMRMTE1hbW6veSSsqKmrQbbm5uYqIg3cT5Mcioe4o5ee/ttrqkmLeSfj000/Rs2dP7N+/HzY2NrV23BkzZmDChAnP3cbNzQ2Ojo7Izs5WW//kyRPcv39fq/cNunfvDgC4ceMG3N3dK93G1NRU7VYjx0omIn1y9uxZpKSkoLCwEBcvXkRJSQlSUlJw9uxZAGiwbbt27VJEHGfPnkWPHj10+z+ZnsvISDFfvxq8hvZ5U5cU00sLCgowduzYWi0QgKczGmoyq6GPjw8ePnyI5ORkeHt7AwB++uknlJWVqb74a+LcuXMAON06EVFVWrZsibFjx1a6HkCDbXNycoKDg4PscZS3kXx0PVoj/b+G/Hmja5IQQtT5WSsxZMgQtGjRAuvWrZMthr/85S/IyspCVFQUSkpKEBoaiq5du2LHjh0AgIyMDPTv3x/btm1Dt27dkJKSgh07diAgIAAvvfQSzp8/j+nTp6NFixZaPUJ05swZeHt7Izk5GV26dNHV5REREZEClJSU8JEjUjzFvJOwdu1aHDp0CCtXrsT9+/dliWH79u1o06YN+vfvj4CAAPTq1QsbN25UtZeUlODq1auq0YtMTEzw448/YuDAgWjTpg1mzJiB4cOHY//+/bLET0RERMpnYKCYr19EVVLMnQQAWL16NWbOnAkhBMzMzCrcjpMkCTk5OTJFpzu8k0BERKQ/ysrKWCiQ4inmnYSPP/4YS5cuRfPmzdG1a9dafzeBiIiISAkkSZI7BKIXUkyREBUVhcDAQOzdu5fVNRERETVYLBKoPlDMt/Hi4mIEBgayQCAiIiIikplivpEHBQXhyJEjcodBRERERKT3FFMkLFiwAJcuXcLUqVORnJyMO3fu4P79+xUWIiIiovpMQWPGEFVJMe8keHp6Ang6GdmGDRuq3K60tLSuQiIiIiIi0kuKKRI+/vhjvshDREREDZ4Qgt95SPEUUyQsXLhQ7hCIiIiIdI6PG1F9oJh3EoiIiIj0AUdypPqAvZSIiIioDvFRI6oPWCQQEREREZEaFglERERERKSGRQIREREREalhkUBERERERGpYJBARERERkRoWCUREREREpIZFAhERERERqWGRQEREREREalgkEBERERGRGhYJRERERESkhkUCERERERGpYZFARERERERqWCQQEREREZEaFglERERERKSGRQIREREREalhkfAHS5cuxSuvvAILCwvY2tpqtI8QAh9//DGcnJxgbm4OPz8/XL9+XbeBEhERERHpEIuEPyguLsbIkSMxZcoUjfdZsWIFvvjiC0RFReHkyZOwtLSEv78/CgsLdRgpEREREZHusEj4g0WLFmH69Ono0KGDRtsLIbB69WrMmzcPwcHB8PLywrZt23D79m3s3btXt8ESERFRvVNcXIxjx46huLhY47bq7MO2qttIMywSaiA1NRWZmZnw8/NTrbOxsUH37t1x/PhxGSMjIiIiJTpx4gSio6Nx8uRJjduqsw/bqm4jzbBIqIHMzEwAgIODg9p6BwcHVVtlioqKkJubq1oePXqk0ziJiIhIfkVFRYiPj0dqairi4uJQVFT0wrbq7MO2qttIcw2+SJg1axYkSXrucuXKlTqNadmyZbCxsVEtvr6+dXp+IiIiqnsnT57EtWvX4OXlhWvXruHUqVMvbKvOPmyruo001+CLhBkzZuDy5cvPXdzc3Kp1bEdHRwBAVlaW2vqsrCxVW2Vmz56NnJwc1fLzzz9X6/xERERUP5T/ddvExATW1tYwMTFR/ZW7qrbc3Fyt92Fb1W2kHSO5A9A1e3t72Nvb6+TYrq6ucHR0xKFDh9CpUycAQG5uLk6ePPncEZJMTU1hamqq+nejRo10Eh8REREpw9mzZ5GSkoLCwkJcvHgRJSUlSElJwdmzZwGg0rZdu3ZpvQ/bqm7r0aOHbv8nNzANvkjQRnp6Ou7fv4/09HSUlpbi3LlzAAAPDw/VF/k2bdpg2bJlGDp0KCRJwrRp0xAREYGXX34Zrq6umD9/Ppo1a4YhQ4bIdyFERESkKC1btsTYsWMrXQ+g0jYnJ6cK7z2+aB+2Pb+NNCcJIYTcQSjFhAkTsHXr1grrExIS0KdPHwCAJEmIjo7GhAkTADwdBnXBggXYuHEjHj58iF69eiEyMhKtW7fW+LxnzpyBt7c3kpOT0aVLl9q4FCIiIiKiamORoAAsEoiIiIhISRr8i8tERERERKQdFglERERERKSGLy5TBb///jt+//13ucPQS05OTnBycpI7DL3Efk9E1LDxd6x2WCQogJOTExYsWKCIjltUVITRo0dz7gaZ+Pr6Ij4+Xm2IXNI99nsiooaPv2O1wxeXSU1ubi5sbGzw888/c/6GOvbo0SP4+voiJycH1tbWcoejV9jv5VHe55n3usfcy4e5lwd/x2qPdxKoUp06deIPUR3Lzc2VOwS9x35ft8r7PPNe95h7+TD38uDvWO3xxWUiIiIiIlLDIoGIiIiIiNSwSCA1pqamWLBgAV/qkQFzLx/mXh7Mu3yYe/kw9/Jg3rXHF5eJiIiIiEgN7yQQEREREZEaFglERERERKSGRQIREREREalhkUBERERERGpYJBBpQZIkjZbDhw/X+FwFBQVYuHChVsdaunQpXnvtNTg4OECSJCxcuLDGcZB+U3Kfv3LlCsLDw9GpUydYWVnByckJgYGBSEpKqnEsSqDk3N++fRvjxo2Dp6cnrKysYGtri27dumHr1q2o7+OhKDnvz9q+fTskSWowMzcrOfdpaWlVxvOvf/2rxvEoEWdcJtJCTEyM2r+3bduGgwcPVljftm3bGp+roKAAixYtAgD06dNHo33mzZsHR0dHdO7cGfHx8TWOgUjJff7LL7/E5s2bMXz4cEydOhU5OTnYsGEDevTogbi4OPj5+dU4JjkpOfd3797Fb7/9hhEjRsDZ2RklJSU4ePAgJkyYgKtXr+Lvf/97jWOSi5Lz/kePHj1CeHg4LC0taxyHUtSH3I8ePRoBAQFq63x8fGocjyIJIqq2d955R+jqx+jOnTsCgFiwYIHG+6SmplZ7XyJNKKnPJyUliby8PLV1d+/eFfb29qJnz546iFBeSsp9VYKCgoSlpaV48uRJ7QSmAErN+0cffSQ8PT3F2LFjhaWlZe0HpwBKyn1qaqoAID799FOdxKNEfNyIqJaVlZVh9erV+NOf/gQzMzM4ODhg0qRJePDggdp2SUlJ8Pf3R5MmTWBubg5XV1dMnDgRwNPbmvb29gCARYsWqW5pvujxoVatWunikoieS64+7+3tXeExi5deegm9e/fG5cuXa/ciFUrOz5vKtGrVCgUFBSguLq7xtSmZ3Hm/fv06Pv/8c6xatQpGRvr1UIjcuQeA/Pz8Bt/HAT5uRFTrJk2ahC1btiA0NBTvvfceUlNTsW7dOpw9exZHjx6FsbExsrOzMXDgQNjb22PWrFmwtbVFWloavvvuOwCAvb091q9fjylTpmDo0KEYNmwYAMDLy0vOSyOqlNL6fGZmJpo0aVKr16hUcuf+8ePHyM/Px6NHj/Dzzz8jOjoaPj4+MDc31+l1y03uvE+bNg19+/ZFQEAAdu3apdNrVRq5c79o0SJ8+OGHkCQJ3t7eWLp0KQYOHKjTa5aN3LcyiOqzZ2+FHjlyRAAQ27dvV9suLi5Obf2ePXsEAHH69Okqj12T29B83Ih0Ral9vlxiYqKQJEnMnz+/2sdQKiXmftmyZQKAaunfv79IT0/X6hhKp7S8x8bGCiMjI3Hx4kUhhBAhISF687iRnLm/deuWGDhwoFi/fr3497//LVavXi2cnZ2FgYGBiI2N1f7i6gE+bkRUi3bv3g0bGxsMGDAAd+/eVS3lj0UkJCQAAGxtbQEAsbGxKCkpkTFioppRUp/Pzs7GmDFj4OrqivDwcJ2cQ0mUkPvRo0fj4MGD2LFjB8aMGQPg6d2FhkzOvBcXF2P69OmYPHky2rVrVyvHrE/kzL2zszPi4+MxefJkDB48GO+//z7Onj0Le3t7zJgxo1bOoTQsEohq0fXr15GTk4OmTZvC3t5ebXn06BGys7MBAL6+vhg+fDgWLVqEJk2aIDg4GNHR0SgqKpL5Coi0o5Q+n5+fj6CgIOTl5WHfvn0NZkjI51FC7l1cXODn54fRo0dj+/btcHNzg5+fX4MuFOTM++eff467d++qRuXRN0ro839kZ2eH0NBQXL16Fb/99lutHlsJ+E4CUS0qKytD06ZNsX379krby1+UkiQJ33zzDU6cOIH9+/cjPj4eEydOxGeffYYTJ07oxRccahiU0OeLi4sxbNgwnD9/HvHx8Wjfvn21j1WfKCH3zxoxYgQ2bdqExMRE+Pv719pxlUSuvOfk5CAiIgJTp05Fbm4ucnNzATwdClUIgbS0NFhYWKBp06Y1u0AFU2Kfb9myJQDg/v37aNGiRa0dVxHkft6JqD579nnJqVOnCkNDQ1FQUKD1sbZv3y4AiE2bNgkhng7lCL6TQAqjtD5fWloqXn/9dWFoaCi+/fZbrWOoT5SW+8rs3btXABA7d+6s0XGURCl5Lx+C83lLcHCw1jEpmVJy/zwzZswQAMTt27drdBwl4uNGRLVo1KhRKC0txZIlSyq0PXnyBA8fPgQAPHjwoMKspJ06dQIA1e1QCwsLAFDtQ6REcvf5d999Fzt37kRkZKRqhBJ9IWfu79y5U+n6zZs3Q5IkdOnSRaPj1Edy5b1p06bYs2dPhaVv374wMzPDnj17MHv27OpfWD2gtD6fkZGBf/7zn/Dy8oKTk5OGV1F/8HEjolrk6+uLSZMmYdmyZTh37hwGDhwIY2NjXL9+Hbt378aaNWswYsQIbN26FZGRkRg6dCjc3d2Rl5eHTZs2wdraWjWTo7m5Odq1a4edO3eidevWsLOzQ/v27Z/7KEVMTAxu3bqFgoICAEBiYiIiIiIAAH/961/h4uKi+ySQXpGzz69evRqRkZHw8fGBhYUFvvrqK7X2oUOHNqjZaJ8lZ+6XLl2Ko0ePYtCgQXB2dsb9+/fx7bff4vTp03j33Xfh4eFRl6moU3Ll3cLCAkOGDKmwfu/evTh16lSlbQ2NnH0+PDwcKSkp6N+/P5o1a4a0tDRs2LAB+fn5WLNmTV2moe7Ieh+DqJ6rajbIjRs3Cm9vb2Fubi6srKxEhw4dRHh4uOp25JkzZ8To0aOFs7OzMDU1FU2bNhVBQUEiKSlJ7TjHjh0T3t7ewsTERKPbor6+vlXehk5ISKityyY9pqQ+HxIS8txHL8pnIG8olJT7H374QQQFBYlmzZoJY2NjYWVlJXr27Cmio6NFWVlZrV633JSU98ro0xCo5eTI/Y4dO8Srr74q7O3thZGRkWjSpIkYOnSoSE5OrtVrVhJJiGfuxxARERERkV7jOwlERERERKSGRQIREREREalhkUBERERERGpYJBARERERkRoWCUREREREpIZFAhERERERqWGRQFRH0tLSIEkStmzZIncoRHWCfV4+zL18mHv5MPe1i0UCERERERGp4WRqRHVECIGioiIYGxvD0NBQ7nCIdI59Xj7MvXyYe/kw97WLRQIREREREanh40ZEWli4cCEkScK1a9cwbtw42NjYwN7eHvPnz4cQAr/++iuCg4NhbW0NR0dHfPbZZ6p9K3tWcsKECWjUqBEyMjIwZMgQNGrUCPb29pg5cyZKS0tV2x0+fBiSJOHw4cNq8VR2zMzMTISGhqJFixYwNTWFk5MTgoODkZaWpqOsUEPGPi8f5l4+zL18mHvlYJFAVA2vv/46ysrK8Mknn6B79+6IiIjA6tWrMWDAADRv3hzLly+Hh4cHZs6cicTExOceq7S0FP7+/njppZewcuVK+Pr64rPPPsPGjRurFdvw4cOxZ88ehIaGIjIyEu+99x7y8vKQnp5ereMRAezzcmLu5cPcy4e5VwBBRBpbsGCBACDCwsJU6548eSJatGghJEkSn3zyiWr9gwcPhLm5uQgJCRFCCJGamioAiOjoaNU2ISEhAoBYvHix2nk6d+4svL29Vf9OSEgQAERCQoLads8e88GDBwKA+PTTT2vngknvsc/Lh7mXD3MvH+ZeOXgngaga3nrrLdV/GxoaomvXrhBC4M0331Stt7W1haenJ27evPnC402ePFnt371799Zov2eZm5vDxMQEhw8fxoMHD7Ten6gq7PPyYe7lw9zLh7mXH4sEompwdnZW+7eNjQ3MzMzQpEmTCutf9CFiZmYGe3t7tXWNGzeu1oePqakpli9fjgMHDsDBwQGvvvoqVqxYgczMTK2PRfRH7PPyYe7lw9zLh7mXH4sEomqobGi1qoZbEy8YQEyTYdokSap0/R9fuio3bdo0XLt2DcuWLYOZmRnmz5+Ptm3b4uzZsy88D1FV2Oflw9zLh7mXD3MvPxYJRPVA48aNAQAPHz5UW3/r1q1Kt3d3d8eMGTPwww8/4MKFCyguLlYbAYJI6djn5cPcy4e5lw9zXxGLBKJ6wMXFBYaGhhVGcIiMjFT7d0FBAQoLC9XWubu7w8rKCkVFRTqPk6i2sM/Lh7mXD3MvH+a+IiO5AyCiF7OxscHIkSOxdu1aSJIEd3d3xMbGIjs7W227a9euoX///hg1ahTatWsHIyMj7NmzB1lZWXjjjTdkip5Ie+zz8mHu5cPcy4e5r4hFAlE9sXbtWpSUlCAqKgqmpqYYNWoUPv30U7Rv3161TcuWLTF69GgcOnQIMTExMDIyQps2bbBr1y4MHz5cxuiJtMc+Lx/mXj7MvXyYe3WSeNHbHkREREREpFf4TgIREREREalhkUBERERERGpYJBARERERkRoWCUREREREpIZFAhERERERqWGRQNQApaWlQZIkbNmyRe5QiOoE+7x8mHv5MPfy0Je8s0ggvZeSkoJJkybBzc0NZmZmsLa2Rs+ePbFmzRo8fvxYZ+e9dOkSFi5ciLS0NJ2dQxNLly7Fa6+9BgcHB0iShIULF8oaD+mePvf5K1euIDw8HJ06dYKVlRWcnJwQGBiIpKSkOjk/c8/cy0HO3DPv8vX5muJkaqTX/vOf/2DkyJEwNTXF+PHj0b59exQXF+OXX37Bhx9+iIsXL2Ljxo06OfelS5ewaNEi9OnTB61atdLJOTQxb948ODo6onPnzoiPj5ctDqob+t7nv/zyS2zevBnDhw/H1KlTkZOTgw0bNqBHjx6Ii4uDn5+fzs7N3DP3+pZ75l2+Pl8rBJGeunnzpmjUqJFo06aNuH37doX269evi9WrV+vs/Lt37xYAREJCwgu3LSsrEwUFBRofOzU1VQAQ0dHRGm0rhBB37twRAMSCBQs0Pg/VL+zzQiQlJYm8vDy1dXfv3hX29vaiZ8+eGp9PW8w9c69vuWfe5evztYVFAumtyZMnCwDi6NGjGm1fUlIiFi9eLNzc3ISJiYlwcXERs2fPFoWFhWrbubi4iMDAQHHkyBHx5z//WZiamgpXV1exdetW1TbR0dECQIWl/MOs/BhxcXHC29tbmJqais8//1wIIURKSooYMWKEaNy4sTA3Nxfdu3cXsbGxajFoUySUY5HQ8LHPV23YsGHCzs6uWvtqgrmvGnPfMHPPvFdN132+trBIIL3VvHlz4ebmpvH2ISEhAoAYMWKE+Mc//iHGjx8vAIghQ4aobefi4iI8PT2Fg4ODmDNnjli3bp3o0qWLkCRJXLhwQQjx9EPovffeEwDEnDlzRExMjIiJiRGZmZmqY3h4eIjGjRuLWbNmiaioKJGQkCAyMzOFg4ODsLKyEnPnzhWrVq0SHTt2FAYGBuK7775TxcAigSrDPl+1V155RbRu3bpa+2qCua8ac98wc8+8V03Xfb62sEggvZSTkyMAiODgYI22P3funAAg3nrrLbX1M2fOFADETz/9pFrn4uIiAIjExETVuuzsbGFqaipmzJihWve8W6Hlx4iLi1NbP23aNAFAHDlyRLUuLy9PuLq6ilatWonS0lIhBIsEqoh9vmqJiYlCkiQxf/58rffVBHNfNea+Yeaeea+arvt8beLoRqSXcnNzAQBWVlYabf/9998DAD744AO19TNmzADw9OWsP2rXrh169+6t+re9vT08PT1x8+ZNjWN0dXWFv79/hTi6deuGXr16qdY1atQIYWFhSEtLw6VLlzQ+PukX9vnKZWdnY8yYMXB1dUV4eHiNjlUV5r5yzP1TDTH3zHvl6qLP1yYWCaSXrK2tAQB5eXkabX/r1i0YGBjAw8NDbb2joyNsbW1x69YttfXOzs4VjtG4cWM8ePBA4xhdXV0rjcPT07PC+rZt26raiSrDPl9Rfn4+goKCkJeXh3379qFRo0bVPtbzMPcVMff/ryHmnnmvqK76fG3iEKikl6ytrdGsWTNcuHBBq/0kSdJoO0NDw0rXCyE0Ppe5ubnG2xK9CPu8uuLiYgwbNgznz59HfHw82rdvr7NzMffqmHt1DTH3zLu6uuzztYl3EkhvBQUFISUlBcePH3/hti4uLigrK8P169fV1mdlZeHhw4dwcXHR+vyafhg+G8fVq1crrL9y5Yqqnagq7PNPlZWVYfz48Th06BB27NgBX19frY+hLeb+KeZeMw0h98z7U3L0+drCIoH0Vnh4OCwtLfHWW28hKyurQntKSgrWrFkDAAgICAAArF69Wm2bVatWAQACAwO1Pr+lpSUA4OHDhxrvExAQgFOnTql96Obn52Pjxo1o1aoV2rVrp3UcpD/Y55969913sXPnTkRGRmLYsGFa718dzP1TzL1mGkLumfen5OjztYWPG5Hecnd3x44dO/D666+jbdu2arNBHjt2DLt378aECRMAAB07dkRISAg2btyIhw8fwtfXF6dOncLWrVsxZMgQ9O3bV+vzd+rUCYaGhli+fDlycnJgamqKfv36oWnTplXuM2vWLHz99df4y1/+gvfeew92dnbYunUrUlNT8e2338LAQPu6PyYmBrdu3UJBQQEAIDExEREREQCAv/71r7w70YCwzz/9EhIZGQkfHx9YWFjgq6++UmsfOnSo6stFbWLumXt9yz3zLl+frzWyjq1EpADXrl0Tb7/9tmjVqpUwMTERVlZWomfPnmLt2rVqk7iUlJSIRYsWCVdXV2FsbCxatmz53IlenuXr6yt8fX3V1m3atEm4ubkJQ0PDSid6qUz5RC+2trbCzMxMdOvWrUYTvfj6+lY66QyqGDqO6j997vPlY7FXtZTPQK4rzD1zr2+5Z97l6/M1JQmhxVseRERERETU4PGdBCIiIiIiUsMigYiIiIiI1LBIICIiIiIiNSwSiIiIiIhIDYsEIiIiIiJSwyKBiIiIiIjUsEggIiIiIiI1LBKIiIiIiEgNiwQiIiIiIlLDIoGIiIiIiNSwSCAiIiIiIjUsEoiIiIiISA2LBCIiIiIiUvN/HnSVuT1zMO8AAAAASUVORK5CYII=", - "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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", 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" - ] - }, - "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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", - "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": { - "kernelspec": { - "display_name": "python3", - "language": "python", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/nbs/tutorials/07-forest_plot.ipynb b/nbs/tutorials/07-forest_plot.ipynb index fd6b7e29..ce97923d 100644 --- a/nbs/tutorials/07-forest_plot.ipynb +++ b/nbs/tutorials/07-forest_plot.ipynb @@ -2,7 +2,6 @@ "cells": [ { "cell_type": "markdown", - "id": "cf1612f8", "metadata": {}, "source": [ "# Forest Plot\n", @@ -14,33 +13,87 @@ }, { "cell_type": "markdown", - "id": "cfdb7e31", "metadata": {}, "source": [ - "In DABEST version xx.xx.xx, we introduce a new function to plot separately calculated effect sizes in the same axes to allow direct visual comparisons. \n", + "In DABEST version 2025.02.28, we introduce a new function to plot separately calculated effect sizes in the same axes to allow direct visual comparisons. \n", "\n", "Currently you can make a forest plot for delta-delta and mini-meta effect sizes. In addition, for delta-delta experiments, you can also plot the effect sizes of the original comparisons alongside the delta-delta measurement." ] }, { "cell_type": "markdown", - "id": "bf89df2d-dccc-4d78-86f8-e034d42a0302", "metadata": {}, "source": [ - "# Forest plot of delta-delta effects" + "## Load libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:00<00:00, 75.56it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We're using DABEST v2024.03.30\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import dabest\n", + "from dabest.forest_plot import forest_plot\n", + "import matplotlib.pyplot as plt\n", + "import dabest \n", + "print(\"We're using DABEST v{}\".format(dabest.__version__))" ] }, { "cell_type": "markdown", - "id": "6ca093af", "metadata": {}, "source": [ - "First please revisit the notebook '[Delta-delta Tutorial](05-delta_delta.html)' for how to generate a delta-delta effect size. We will generate three of them plot them into the same axes. Here we test the efficacy of 3 drugs named ``Drug1``, ``Drug2`` , and ``Drug3`` on a disease-causing mutation ```M``` based on disease metric ```Tumor Size```. We want to know how the three drugs fare in ameliorating the phenotype metric ```Tumor Size```. " + "## Delta-delta effects" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First please revisit the notebook '[Delta-delta Tutorial](06-delta_delta.html)' for how to generate a delta-delta effect size. We will generate three of them plot them into the same axes. Here we test the efficacy of 3 drugs named ``Drug1``, ``Drug2`` , and ``Drug3`` on a disease-causing mutation ```M``` based on disease metric ```Tumor Size```. We want to know how the three drugs fare in ameliorating the phenotype metric ```Tumor Size```. " ] }, { "cell_type": "markdown", - "id": "7a202204", "metadata": {}, "source": [ "| | Wildtype | Mutant |\n", @@ -51,7 +104,6 @@ }, { "cell_type": "markdown", - "id": "ad0c389d", "metadata": {}, "source": [ "| | Wildtype | Mutant |\n", @@ -62,7 +114,6 @@ }, { "cell_type": "markdown", - "id": "e1b09711", "metadata": {}, "source": [ "| | Wildtype | Mutant |\n", @@ -73,7 +124,6 @@ }, { "cell_type": "markdown", - "id": "be4d9084", "metadata": {}, "source": [ "In each scenario, there are two ``Treatment`` conditions, ``Placebo`` (control group) and ``Drug`` (test group). There are two ``Genotype``\\'s: ``W`` (wild type population) and ``M`` (mutant population). Additionally, each experiment was conducted twice (``Rep1`` and ``Rep2``). We will perform several analyses to visualise these differences in a simulated dataset. We will simulate three separte datasets below. " @@ -81,73 +131,18 @@ }, { "cell_type": "markdown", - "id": "9ec30d58", - "metadata": {}, - "source": [ - "## Load libraries" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0fdd66d0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Pre-compiling numba functions for DABEST...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Compiling numba functions: 100%|██████████| 11/11 [00:03<00:00, 3.58it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Numba compilation complete!\n", - "We're using DABEST v2024.03.30\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import dabest\n", - "from dabest.forest_plot import forest_plot\n", - "import scipy as sp\n", - "import matplotlib as mpl\n", - "import matplotlib.pyplot as plt\n", - "# %matplotlib inline\n", - "import seaborn as sns\n", - "import dabest \n", - "print(\"We're using DABEST v{}\".format(dabest.__version__))" - ] - }, - { - "cell_type": "markdown", - "id": "96a35aa6", "metadata": {}, "source": [ - "## Simulate datasets for the delta-delta contrast objects" + "### Creating a demo dataset" ] }, { "cell_type": "code", "execution_count": null, - "id": "9c6e3f02", "metadata": {}, "outputs": [], "source": [ - "\n", "from scipy.stats import norm\n", - "\n", "def create_delta_dataset(N=20, \n", " seed=9999, \n", " second_quarter_adjustment=3, \n", @@ -188,16 +183,14 @@ }, { "cell_type": "markdown", - "id": "556f9b89", "metadata": {}, "source": [ - "## Creating contrast objects required for delta-delta forest_plot" + "### Loading data" ] }, { "cell_type": "code", "execution_count": null, - "id": "09c54fb9", "metadata": {}, "outputs": [], "source": [ @@ -219,15 +212,13 @@ }, { "cell_type": "markdown", - "id": "50d94de3", "metadata": {}, "source": [ - "## Visualize the delta-delta plots for each datasets " + "### Generate delta-delta plots for each datasets " ] }, { "cell_type": "markdown", - "id": "f4315e6f", "metadata": {}, "source": [ "To create a delta-delta plot, you simply need to set ``delta2=True`` in the \n", @@ -241,12 +232,11 @@ { "cell_type": "code", "execution_count": null, - "id": "36a5e3fd", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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MR0eHdejQgV25coX5+/uXOKTT2wCwjz/+mO3atYu5uLgor8HbcZcUE2OFQzK5ubkxkUjELC0t2YcfflhseKDSrn1pShsyKSMjg82YMYNZW1szkUjEXFxc2IoVK1SGvHrznCrK399f5V6USqXMxcWFjRw5kp06darEbco6RlJSEhs0aBDT1dVlxsbGbPLkyez+/fvFhmhijLH//e9/zM3NjYnFYubp6ckOHz7MBg0axNzc3MqMuWjIp9Jeo0ePrvD5E0JqB46xt55rEUJIPcZxHD7++ONij7kJf7y9vWFubo7Tp0/zHQohRIOoTSghhBCNKCgogEwmU1kWEhKCO3fuKKdlJYQ0HNQmlBBCiEbExsaie/fuGDlyJKytrfH48WNs2rQJVlZWmDJlCt/hEUI0jJJQQgghGmFsbAwfHx/8/PPPSEpKgp6eHoKCgrB8+fIKTzRACKk/qE0oIYQQQgjROGoTSgghhBBCNI6SUEIIIYQQonGUhBJCCCGEEI2jJJQQQgghhGgcJaGEEEIIIUTjKAklhBBCCCEaR0koIYQQQgjROEpCCSGEEEKIxlESSgghhBBCNI6SUEIIIYQQonGUhBJCCCGEEI2jJJQQQgghhGgcJaGEEEIIIUTjKAklhBBCCCEaR0koIYQQQgjROEpCCSGEEEKIxlESSgghhBBCNI6SUEIIIYQQonGUhBJCCCGEEI2jJJQQQgghhGgcJaGEEEIIIUTjGnwSGhcXhwULFiAuLo7vUAghhBBCGgxKQuPisHDhQkpCCSGEEEI0qMEnoYQQQgghRPMoCSWkgrKTniM54gbk+bl8h0IIIYTUeVp8B0BIXZB47xz+ObQSAKBjYoMW49dAS6zLc1SEEEJI3UVJKCGlyM9IRvztExBoS5B0P0S5PCc5FmlRd2Dq2p6/4AghhJA6jpJQQkqgkBXgzrZPkZf+CmAMIqkRwAkApgAAiA3M+A2QEEIIqeMoCSWkBLmp8chLS1S+L8jOgIlza+SkxMG69buQNnLhMTpCCCGk7qMklJASiA0tINIzRkF2GgDAsIkH3Id+zXNUhBBCSP1BSSghJRCKxGgxZiVe3vgLQpEENu0G8h0SIYQQUq9QEkpIKSTGVnB8ZyLfYRBCCCH1Eo0TSgghhBBCNI6SUEIIIYQQonH1Kgldvnw5OI7D9OnT+Q6FEEIIIYSUod4kodevX8fmzZvRvHlzvkMhhBBCCCHlqBdJaGZmJkaMGIGffvoJxsbGfIdDCCGEEELKUS+S0I8//hhBQUHo3r17uWXz8vKQnp6ufGVmZmogQkIIIYQQ8qY6P0TT//73P9y6dQvXr1+vUPlly5Zh4cKFNRwVIYQQQggpS52uCX3x4gX+7//+D7/99hskEkmFtpk9ezbS0tKUr9DQ0BqOktQHjDEkPTiP6JCdyIwL5zscQgghpM7jGGOM7yCq6uDBgxgwYACEQqFymVwuB8dxEAgEyMvLU1lXklu3bsHHxwc3b95Eq1atajrkasuXybD+z3O4/c8L+LrZ4eOBAdAq5xxJ1TDGkPPqBQQiMZLDr+HpyU0AJwDHCeA9cR30zO34DpEQQgips+r04/hu3brh3r17KsvGjh0LNzc3fPHFF+UmoHXRwfNhOPH3AzAARy7fg52lKfp39uY7rHqHMYbwv1Yj8e5ZAICOWZN/VyjAmALp0fcoCSV1jrwgF+nPH0BsaAFdM1u+wyGENHB1OgnV19eHp6enyjI9PT2YmpoWW15fJKdngRNwYAoGgYDD63TqWFUT8lITlAkoAOSmvCz8H04AMAZ9GzeeIiOkauT5OQj7ZTpyXscAAJr2nwULzwB+gyKENGh1uk1oQxTY1gNiUeHfDjraIvRo485zRPWTUFsH4LjCNxwHLV1DOPb8EFYtA+E5fDGkjZz5DZCQSkp9FqZMQAHg5dWD/AVDCCGo4zWhJQkJCeE7hBrl0MgM2+eOwdOXr+BkYw4jqS7fIdVLIj1DuLw7A1Fnt0KorYOmfWfAwJYSflJ3iQ3M/nvDCSA2NOcvGEIIAU9JaFxcHBITE+Hs7Aw9PT0+QqjTjPX10NJFFwIBx3co9Zpl826wbN6N7zAIUQtpIxc49foIL68dhsS4EZx6fsh3SISQBk6jj+MPHToENzc3NG7cGK1atcLVq1cBAK9evULLli1x8OBBTYZTJ2Xm5GL6uj/Q89O1+OzHfcjOzec7JEJIHdHIJwg+H26Gx/sLoC014TscQkgDp7Ek9K+//sLAgQNhZmaG+fPn482RoczMzGBjY4OtW7dqKpw668+Q23gUFQcG4G5kLA5dDOM7pDrL19cXjRs3hq+vL9+hEKIRCrkMGbFPkJf+iu9QCCFEc0nookWL0LlzZ1y8eBEff/xxsfXt27fH7du3NRVOnVUgkwNF/WUA5BfIeY2nLouPj0dsbCzi4+P5DoWQGicvyMPdbZ/hztaZuLF+HF4/ucJ3SISQBk5jSej9+/cxZMiQUtdbWloiMTFRU+HUWf06tYC5kT4AwMrEAO92aM5zRISQuiD1WZhyti+mkOPFpT94jogQ0tBprGOSrq4usrKySl3/9OlTmJqaaiqcOsvcSB/b5ozG67QsmBlKIRTSKFuEkPKJdA3+e8MJINI14i0WQggBNFgT2qVLF2zfvh0ymazYuvj4ePz000/o0aOHpsKp07SEQliaGFACSgipMIPGzWDXZTREekbQt2kKp55T+A6JENLAaawmdMmSJWjXrh1at26N9957DxzH4eTJkwgODsbmzZvBGMP8+fM1FQ4hhDQ4th2GwLZD6c2iCCFEkzRWlebq6oqLFy/C1NQU8+bNA2MMK1aswNKlS+Hl5YULFy7A3t5eU+EQQgghhBAeaXSweg8PD5w5cwYpKSmIiIiAQqGAo6MjzM1p5g5SeynkMjw78zNSI2/ByLElHN6ZCIGw3k02RgghhGiUxn5Jnz9/DqlUChMTExgbG6N169Yq63NycpCUlIQmTZpoKiRCKiT+5jHEXf8LAJCTHAuJiTVs2vTjOSpCCCGkbtPY43h7e3vY2dlh9+7dJa7fv38/HBwcNBUOIRWWl54EcP9+VDgB8tOT+A2IEEIIqQc02r3azMwMo0aNwowZM6BQKDR5aEIqjTGGnOQ4GDv5QiDSBgAIRNqwaN6d58gIqZrUqDt4cmAFokN2Ql6Qx3c4hJAGTqMN25YsWYLY2FjMmTMHd+7cwZ49e6g9KKm1Io6tR8LtEwAAuy6joWfpAKmlE7T1ac5tUvfkJMfiwe55YKywAqAgOw3OvafyHBUhpCHT+ECTs2bNwqlTp/DgwQO0bt0aN2/e1HQIhJQrNzVBmYACQMylvTBxbk0JKKmzshKjwBRygDGAMWTEPuE7JEJIA8fLaOddunTBzZs3YWVlhU6dOmHbtm18hEFIqQQiMcBx/77jINSW8BoPIdVl0LgZtCRSAIX3tVmzDvwGRAhp8HgbZ6Zx48a4cOECPvnkE4wbNw4eHh58hUJIMdp6RnDu/Qmizv4KgbYErv0+4zskQqpFW2oC7wnr8OrRRUiMrGDq5sd3SISQBo7XwQ5FIhE2bdqEtm3b4qOPPuIzFEKKsWoZCKuWgXyHQYjaSIws0bj9IL7DIIQQABpMQsvqDT927Fj07dsXmZmZmgqHEEIIIYTwqNZM+2JqagpTU1O+w+Cdr68v4uPjYWVlhRs3bpRZVqFg2HL4PM7ceAxHazPMHtULxvq6Goq04WAKOV5c2ovMl//A1LU9LL3f4TskQgghpM6rsSR03Lhx4DgOW7ZsgVAoxLhx48rdhuM4/PLLLzUVUp0QHx+P2NjYCpW98iASf4beBgDciYzBtmOXMWMojWGpbrF/78fz0F0AGJLDr0Jb3xjGTr58h0VIMZX5I5YQQvhWY0locHAwBAIBFAoFhEIhgoODwSl7G5esvPWk0D8vEvDwWRxSs7KVyxgD0rJyeIyq/spKiCrsUMwAgENWwjNKQkmtVJk/YgkhhG81loRGRUWV+Z5UzZ2IF5i1YT8YY+AAmBtJkZSaCZGWEIMDWvEdXr1k5t4RSQ9CAACcUAvSRi5Ij3kEqZUTBFra/AZHCCGE1FG1pk0oqZiLdyPBcYU1n5yAQ+fmLgho5QorUwMYSRtue1CZTAa5XF6pbSwtLZX/zcsrPoXh60cXEXN+JwQiCewCPwSTFYATaOHB71+DKeSQmNrCfeRyCLV1qhy3UCiElhZ9DAkhhDQ8Gvv1y8jIQGpqKmxtbZXLXr58iU2bNiEvLw+DBg1CmzZtNBVOneVobQaFggEo7Jjk0sQSbnZWPEfFL5lMhocPHyInp3LNETZs2KD8/7CwMJV1LD8bstDVKHwGzyE6dDdEnf4PshvbC2edAZD7+gXuBO+HwKrqY9zq6OjA3d2dElFCCCENjsZ++SZNmoRnz57h77//BgCkp6ejXbt2iImJgUAgwNq1a3HixAkEBARoKqQ6qWdbD2Tn5uNuZAxaujRB11aufIfEO7lcjpycHIhEImhrV/zx+NChQ/Hq1SuYmZlhz549qvtELjIKG4ECYEBBDvT09JCla4iC1H+rogFIDEwh0tOrUtz5+fnIycmBXC6nJJQQQkiDo7FfvosXL2Ly5MnK97t27cLLly9x+fJleHh4oFu3bvjmm28oCS0Hx3EYFNAKg6j9ZzHa2tqVSkJfv36NxMREcBxXbDsmskK+bUvkvSgcfUDq0RPa2toQthqI9PxsyDMSoePkB11rN0AhBwRCcBwHJpeByXLBaetVqKNdQUFB5U6SEEIIqSc0loS+evUKNjY2yveHDx9Gx44d0a5dOwDABx98gIULF2oqHELKxHEcDNqNgsytKzgtbQh1TZB55zAKUmIgadIKOk7twZgCGTf2IPfZVQgk+tBr0Q+Zt/eD5WdDu5E7DDuMAycQ8n0qhBBCSK2ksSTUyMgI8fHxAICcnBxcuHABc+fO/S8QLS1kZ2eXtjn5l0wux5ZDF3Ar/AVau9lhQp+OEAoFfIdVLyly0pAXcxeclhgsPxvZT0IAMBQkhkOoZwJwHHKfXS0sm5uJzFt/ghXkAgDy4x4iP+4hxDZe/J0AIYQQUotpLAn18/PDhg0b4ObmhhMnTiA3Nxf9+vVTrv/nn39UakorauPGjdi4caNyCCgPDw98/fXX6NWrl7pCr1UOXbiDgxfCwABEx7+GtZkh3u3QQqVMZGwSNh4MhUwux/igjvByqvx1beiYXIaUs2uhyE0DGMCJpSrrZenxEBpYFt9QOZ4oABr3lhBCCCmVxpLQb7/9Fj169MCgQYMAAJ9++ik8PAp7Fcvlcuzduxc9e/as9H4bN26M5cuXw8XFBYwxbN++Hf369cPt27eV+69PElMywAk4MAWDQMAhITkDABB6+x/8/fAZ3JpY4n9nbyA5PQsMDHN/Ooi9iyZDrE0dXypDnvUaipxU5XuWn4Wi7JLTEkPbsimgpQ1tm+bIj70LTiSGfsuByLx3BIqcNIibtIK2lTs/wRPCk4KsNGS/egE9SwdoSarWYY8Q0nBoLDNxdnbGkydP8PDhQxgaGsLe3l65Ljs7G+vXr0eLFi1K30Ep3n33XZX3S5YswcaNG/H333/XyyT0nTbNcPTKPeQpZNDW0kJ332a48Tga3+w4BgHH4cyNRyrlc/IKkJmTR0loJQn1TCCQGECRlwkwBm0LF+h59YYsNQ4CsQ5Szq4Dk+VCZOEC0z4LIBDrgRNqQWznAyjk4IR0vUn9lBZ9H9mvogtnDWMML68fhlAkgZFTKzz433wo8nMh0jVEi3FrIDGy4DtcQkgtptFfSpFIVGKiqa+vr/JovqqKalSzsrLQvn37Esvk5eWpDEyemZlZ7eNqkrONBbbOGY3wmEQ0tbWEmaEUF+9FgOMABWMQcByszQwRk5QKAGjv4QgTg4Y7iH1VcUIRjLv9H3IiLoLTkkDi0hGK9ARoGTVC5r2jYLLCe6ggMRwFydGQNG5euB3HAZSAkjpAXpCL2Cv7kZ+VgkatekPP0qHEcon3ziHm8l5o65vA2MkXz07/BAAQiCQQisQoyCl8GhN/5zQUBfkAgIKcDCTeO4smnYZp5mQIIXVSvfi1vHfvHtq3b4/c3FxIpVIcOHAA7u4lPwpdtmxZne+Fb26kDz2JGIu3H8W9yFi42FqAAwdwDArGMKaXHwylOiiQy9HKpUmFhgoixQn1TCBt0RcAkPb3LuQ9vwkAEOiZqrT9pFpPUlcoZPlIj3kMsYE5okN34tXD8wA4JN07B9+Pf4FIzxAAkJsSh+xXLyDSM8Y/h74HwJD96gUyXob/t6+CXCj+7YgHAAWZKYWfCwBgCmjrGWnsvAghdVO9+PV0dXVFWFgY0tLSsG/fPowePRqhoaElJqKzZ8/GzJkzle/DwsLg7++vyXDVYv/527j55DkYY3jw7CX6dmgBYwM9uDWxhI+rHd/h1SuK3AxlAgoAiqzXEOiZQpGVDIlDW2hbufEYHSEVI8/PxZ1tnyI7MQrgOGiJ9f6ddIFBnp+D7FcvYKhniNRnd/Dg93lgCjmEYl0o/9piisIX999kDdpSE+RnpQKMwcjRG1oSfaQ/vw+Tpm1h6d2DpzMlhNQV9SIJ1dbWhrOzMwDAx8cH169fx9q1a7F58+ZiZcViMcRisfK9VCotVqYuyMnN/28OeXCQ6ogx4h2a9lSd5DnpyH32NyDQAoQiQF4AgAMn1oNp77kAGDiOhscidUNqVFhhAgr8+8Xx773LCaClI4WepT0AIP72CTCmAADI87KhrW+G/IxXAIAmnUegICsNWYnPYO4ZACP75oi/fRJCkQRWPr0gFEk0fFaEkLqsXiShb1MoFCrtPvkkk8kgl8srXN7S0lL537LOIbC1G07feISUjGwY6+uiu49rueeclplTOAi7ngQPo+JwJzIWHvaN0PytIZyEQmGDn0aSyWVICV4LRVYKAAYtE3sweR44Tgh9n8H/NnGgZg6k5lT2uwMo5/tD+40/uDkB9KxdYOToi4LsNJh5BCC/QI6MpMcQ6hjizfYmjf0/gJZECpGeIXQtVNuNMgCWbQYWxqsAmEzW4L87CCEVp5Fvi9zcXGzZsgXe3t7o3LmzWvc9e/Zs9OrVC02aNEFGRgZ2796NkJAQnDx5Uq3HqQqZTIaHDx8iJyenwtts2LBB+f9hYWEllvknLgVRiRkI8raFsVQCE6kEsVERiC1jvyEPYnDm3gtwANq6WOFqeOHEAQzAqM5ucLU2VpbV0dGBu7t7g/4xkWe9hiIrWflelhoDi8EreIyINCRV+e4Ayv/+EDTtAcXza+B0jZFl3QnZMAB0LZH48AFk134F8rMAkR44c1ewrCQIrDzxPFcPXB6AtDTgZfF9vom+OwghlaGRbwqJRIIvvvgC69atU3sSmpiYiA8++ABxcXEwNDRE8+bNcfLkSbzzzjtqPU5VyOVy5OTkQCQSVXhO86FDh+LVq1cwMzPDnj17iq2//zwJO0IfKx/FTw5sCSMD/TL3mZMvw5l7LwAUJp1/h8crtxdwHJ4mZaKVS2MAQH5+PnJyciCXyxv0D4lQ1xicWF85PqjIrOSew6T6ElPSsXDrUbxITEbPNh74cIB/g+9MV5XvDqD87w+4dyt8AVBkpyL38TEwhQwCgRAo+DfhlWVD28gKOn5jKhUzfXcQQipLY98Unp6eylmN1OmXX35R+z7VTVtbu8I/JK9fv0ZiYiI4jitxm4j4VAg4TjkcU2RCGpo7NgIAFMjluPjgOTJzC9De1Qbn7kXh0sMXMNHXUW4DAEIBB7mCKYd1cmpkonKsgoICNZx13cZpacO42zTkhJ8HpyWGrmtXvkOqt346fBERMYlQMIYDF8Lg42qHth6U9AOV++4Ayv/+eFPyue2QpccV/mUq1FJ2NgIDtMR6lTpuEfruIIRUhsaS0CVLlmD48OHo0qULunfvrqnD1jtOViYIvRetTCodrf57jL475B6u/fMSHAeE3otCTr4MAJCYlgUbE30kpmWD44CRXZpDJlfgccwrOFmZoE1TmtazJFpSM+i3HMh3GPVeZm4emHKuUyArt3a0566Pcp7+jezw8xDomf6bgP573eUFEFk2hex1NEQWLtB16cRvoISQBkFjSej69ethYmKCwMBAODg4wMHBATo6OiplOI7DoUOHNBVSneTj3AiMMYS/TIZrY1M0t7fAi1fpEAkFePg8CUDh70pRAlq4ANARi7BqQuGQKUWPOin5JLXB8O5tcC8yFnkFMrg0tkB7Tye+Q6qXClJeIONG4SN6eXoCBBJD5dS0Wsa2MOo0GZyARnsghGiOxpLQu3fvguM4NGnSBHK5HBEREcXKNPR2YBXl62INXxdrAMCuc3dx5XEMAMDKSIqs3AJwHAexSAgrYymeJaRCS0uAoNYudH3VhDEGWWosOIEQWoaN+A6nzvNyssHvCybgdVoWbC2MIRRSIlQTFNmp/71hCnBiPRg07wMmL4DYtiUloIQQjdNYEloT7UEborwCGbadCUP4y2Q4WRnj/r+1nwCQmJaJ3q1dkJ1bgI4eTWBhpIdXadnQ19WGjraIx6jrl4wbfxSOHwpAt9k7kHr15jmiuk9fVwJ9XRpjsiaJLFwglJpBnlk45qduU39I7Hx4jooQ0pBRF8Y65tzdKNyLSgRDYU/5orahHABdiTZ6+Tir1HhaGOnxFmt9pMjNVCagAJD9+Cz0PALBCYQ8RkVI+QQiCYzf+RQFSZEQ6hpDy8haZX1+0lOw/CxoW7oiPykSuc+uQig1hZ57IDityndSIoSQ8mg8CQ0NDcXRo0cRHR0NALCzs0NQUFCdnDqTD9l5hY/bGWMQcEALB0s8T0qDllCA4QFe9Mi9hnFaosIZlBQyABw4kc5/M88QUssJRBKIrT3AGEPWo7PIe3ELWsa2EOgYIvvhKQCAUN8C8oz/nrAoCnJh4PMeXyETQuoxjSWh+fn5GDZsGA4ePAjGGIyMjAAAqamp+P777zFgwAD8/vvvEInosXFZOnk0wdUnscjMzYeeRBsD/JrBVF+n/A1JMWZmZir/LQtjDHmxdyFLiYGeVy/kRlwBBALo+w6hxJ/UOfkvHyDr3hEAgCw1rnCIpn/JMxJVysqSX2g0NkJIw6GxJHThwoU4cOAAPvvsM3z66afK6eUSExPx/fffY8WKFVi0aBEWL16sqZDqJHNDPSwcGYDE1CxYGulBLKIWFVW1f//+MtcrCnKR9/wWOC0xFLI8ZN7cC/ybcBp3nwGRsa0mwiRE7eRvzAYGAJxQBKaQ/TtkEwdOJAYryAUASJq05CFCQkhDoLEMZvfu3Rg9ejS+++47leUWFhb49ttvkZCQgJ07d1ISWgESkRaamBvyHUa9xhRypASvgzwtDgAg0DUGwCnHVSxIjKAklGdyuQJXHz4Dx3Fo424PIfXuLld+Qjhynv0NTlsPnLYuWH42wHGQevdHXsxdKPIyodesG7QMbZAXexdCqRm0G7nzHTYhpJ7SWBIaFxeHtm3blrq+bdu2+N///qepcOoFuUKBsKfxkMkZWjpZQVuLOseoizzztTIBBQBFThoAVtj+kykgMrXnLTZSaOG2I7hy/ykAIKBlU8z9gEYpKIssIwmp5zcp/5AS2/lA0rg5hAaW0NK3gI59a5Xyuk2pnT4hpGZpLAlt3LgxQkJCMGXKlBLXh4aGonHjxpoKp17YdiYMtyLjAQCXHj3HjH7tqH2imgh0DMGJJGCywtl7hIbW0HVqj4KUGIhtvGgueQ3JysnDoYt3IJcr8G7H5rj2MAqX7kXAzspUmYACQMjtf/Dp++9AQkORlUqWFgcwhfK9PC0O4rYjeIyIENLQaSwJHT16NObPnw8jIyPMmDEDzs6FQwmFh4djzZo12Lt3LxYuXKipcOo8hYIpE1AAiIxLQVp2Hoz0aKxFdRCIxDAK+BjZj4PBicTQ8+gJoY4hqAtYzWKM4diV+7j1z3N4Odng3K0neBQdDw7A8asPkJSaAQC4fP8pxCItFMjkAAAjqQ61jy6HtpkDOJHOv209GcSNW/AdEiGkgdPYt/acOXMQGRmJLVu24KeffoLg3/ZbCoUCjDGMHj0ac+bM0VQ4dZ5AwMHcUBev0rMBALpiEfQkVAukTiLjxjBs/wHfYTQoIbf/wZq9Z8FxwPk74crlDFAmoEBh/zBPR2twHAeO4zCxT0d6ClAOgUQfJj0+Q96LOxBITSC2ac53SISQBk5jSahQKMS2bdswc+ZMHDt2TGWc0N69e6N5c/pCrAjGGM7djUL4y2T4ulgjKTULMgVDLx9niITUJpTUPr6+voiPj4eVlRVu3LhRYpno+NeITUrFw6iXygkYBAIOBroSpGcV9tI2NdRDamYOCmRyMAYEtfdCpxYumjyVOk+oZwJdty7FlityM6DIz4ZQ34KSeUKIxmj8+VXz5s0p4ayGK49j8OflRwCAu1EJGN2tBdo0tQEARLxMxvXwl7Ay1kNnTzvqLUxqhfj4eMTGxpa6/sKdcCzefhSMAYZSHbB/lzPGMG1wV0TEJkEuV6B/Z29k5+bj1pPncG5sAU9H61L32VBVdOzb7H/OIzf6BrSMbaBt5oj06/8DmALajZrBsMMEmkeeEKIRvDSiUigUSEtLA2Os2DoTExMeIqo9yvsRiXmd/l9NEcch9nXhI8q45AysPXwVAKBgDFm5BejTpqlmgq7HFPk54AQCcFpivkOpt/66dLeowzbSMnMwKrAtdMTa8HCwhrt9I9XaTkOgiWXD/o4oS3lj3wJAfvwTZIYdAADIUmKQ9+KOssNSftwjyJKjqeMdIUQjNJaEFhQU4Ntvv8Wvv/6KFy9eQKFQlFhOLpdrKqRaqbwfEW8HK5y/H61838KhcND/6MQ0KN5I6sNfJhfbllRO5r2jyH50BuCEMGg7HJImrfgOqV6yMjWEICJGef96u9iiuRONlFFT5Jmv3njH/n1x//4X4ETUuZEQohkaS0InT56M7du3o127dujfvz8MDWmw9apoamOKzwd1QGRcCpytTWBjqo+ohFRIdbShJRRAoVBAwQAPO3O+Q63T5NkphQkoADA5Mm7+SUloDZnUtyNy8wsQHf8avdp6UgJaw7RtPMHdPw6WnwWAg55HL+REXoIiNx26zbpDy7AR3yESQhoIjSWhe/fuxahRo7Bt2zZNHbLeamJuiCbmhmCM4edTtxH2tHCops6edtDV1oKlsRStXai9XLVwb7WJozZyNUaqI8GcUb1Ulj2KjsOZG49hY2aIfh29IRTS9VcHJi+APCMJhp0mQpGdDC0DK2gZNoJu0858h0YIaYA0loTq6uqiXbt2mjpcvaVQMBy/GYF/Yl+jibmBMgEFgL8fx2D1xEAeo6s/hDqG0GveB1n3joETimDQeijfITUYL1+lYuYPe6FgDAoFw+v0LEx8txPfYdV5TJaH5LNrIE+LB8DBoP0oqvUkhPBKY0nosGHDcOTIkVJnTCIVc/Hhcxy7UTh+YkRcMrh/pzPnOEBfR5vn6OoXPbdu0G0aAHAcuLdrRkmN+edFAmTy/9qM34mI4TGa+iM/IfzfBBQAGLIfn4PEtiWvMRFCGjaNJaHfffcdxo0bhz59+mDcuHGwtbWFsIRxLVu1onZ3ZUlIzVLpHe9pZ4G4lAyItbQwoosX3+HVO5yAxl7VtGZ2jZSzISkYQ2s3e75DqhcEEv3/3nACCHSoXT4hhF8aS0Lz8vKgUChw/PhxHD9+vNh6xhg4jmvwvePL4+PcCOcfRAP/1n728nVGE3P6MSH1Q0RMIh5GxeGLET3wT0wSbMyM0KO1O99h1QsiUztIvfsjO/wChFJT6LcaxHdIhJAGTmNJ6Lhx43DgwAG8//77aNu2LfWOryJHK2PMHdIJUQmpcLAygqWRlO+QCFGLu5ExmPXjn1AwBqGAw6pP3oO7PXWwUyfdpv7QberPdxiEEAJAg0noyZMn8cknn2D16tWaOmS9ZWUshZUxJZ+kfrlwJ0I5XCUDcOluJCWhhBBSj2mst4WBgQGcnZ01dThCSB3jYG0GhaJwwHSFgsG+UdlTTxJCCKnbNFYTOnHiRPz++++YMmVKiR2SCCENW882HsjKycOdiBi0amqL7r5ufIdECCGkBmksCXV3d8ehQ4fQqlUrjB49utTe8QMHDtRUSISQWuSfFwkw1tfFp++/A2N9Xb7DIYQQUsM0loQOHfrfYN+fffZZiWWodzwhDdPp6w/x3e5TAAAjqQ62fD4Sxvp6PEdFCCGkJmksCT137lyN7HfZsmXYv38/Hj9+DB0dHfj5+eHbb7+Fq6trjRyPEKJ+J64+UP5/amYObjx+jndaNyuxbHJ6FiTaIuhKaHIGQgipyzSWhPr718ywIKGhofj444/RunVryGQyzJkzBz169MDDhw+hp0c1KYSom0wmq9QTC0tLS+V/8/LySixjY2aI+09fQsEKOyZZGukpyyoUDHkFMki0tbDuzxCcvvEYWkIBPh/2Dvw8HSsUg1AohJaWxr7uCCGEVECd/1Y+ceKEyvtt27bBwsICN2/eROfOnXmKipD6SSaT4eHDh8jJyanwNhs2bFD+f1hYWIllfBtL8eqVOZLSc+DjaInXcc9xPTEGqdn52HruIdJz8mFnro/opIzCOOQKbDgQAl1ZeoVi0NHRgbu7OyWihBBSi2jsG7lr167lluE4DmfPnq3WcdLS0gAAJiYm1doPIaQ4uVyOnJwciEQiaGtX7HH40KFD8erVK5iZmWHPnj0llinIykX7Zk1gYyLF4esR+PPqDWgJBbA100dGbj4AKBNQoHA4UZGWsEJPO/Lz85GTkwO5XE5JKCGE1CIa+0ZWKBTgOE5lmVwuR3R0NF68eAFnZ2fY2NhU+xjTp09Hhw4d4OnpWWKZvLw8lUeCmZmZ1TomIQ2RtrZ2hZPQ169fIzExERzHlbjNoxdJ2HjsBuQKBhN9HSRnFNayyuQKxL7OUCnb0tEKd6MSoCMWYWRA8wrHUFBQUKFyhBBCNEdjSWhISEip644cOYJJkyZh1apV1TrGxx9/jPv37+PixYulllm2bBkWLlxYreMQQtTnTNhTyP8dpL4oAQUKazv1JNpQKBjSsvPgbmuOMd29IRBw4IBif9QSQgipW2rFs6k+ffpg5MiRmD59OkJDQ6u0j6lTp+LIkSM4f/48GjduXGq52bNnY+bMmcr3YWFhNdZpihBSPn1dMQQcp+yU5OvcCDcj4yARaWFUl+ZwsTZFboEMumIRz5ESQghRp1qRhAKAk5MT1q9fX+ntGGP45JNPcODAAYSEhMDBwaHM8mKxGGKxWPleKqU52Anh04D2zZCenYf45Ez4NbNFUGsXjOraAgIBB8G/tZ2UgBJCSP1TK5JQmUyGP/74A2ZmlZ8r+uOPP8bu3btx6NAh6OvrIz4+HgBgaGgIHR0ddYdKCFEzQ10xpr3bVmWZlpAetRNCSH1Xo0no+fPn0axZM5ibm2PcuHEllklNTcXff/+N+Pj4KrUJ3bhxIwAgICBAZfnWrVsxZsyYSu+PEKJZCgXD+QfRSEjJhI+LNZwb0cgWhBDSENRoEtqlSxfs2rULw4YNQ3BwcLGOBBzHwdjYGB07dsSECRPQo0ePSh+D/duOjBBSNx2/GY5jNyIg4DhcfPgCc4Z0RCMTfb7DIoQQUsNqNAlljCmTxKioqJo8FCGkjgp/mQwAyo5JUYlplIQSQkgDIOA7AEJIw+bexBwAwHGAllAAJyvjUsvmF8gR9jQe/8S+pqcghBBSx9V4xyQay48QUpZ3vB1hqCtGfEoWWjlZwcJIdRakjOw8JKVno5GxFOv+uobnSYWzovX0cca7bZryETIhhBA1qPEkdOTIkRg5cmSFynIcB5lMVsMREUJqE47j0Mq5EbJyC2CoWzh8WmpmLkRaAsSnZOKHv66hQK6Aoa4Yadn/zXZ2/n40JaGEEFKH1XgS2r17dzRtSj8UhJCSPU9Kww9/XUV2ngwu1iawMNLDpYcvIOA42JobQKZQAADSsvOUg9oLOMDcUJfnyAkhhFRHjSeho0ePxvDhw2v6MISQOurotX+Qk1f4BCT8ZbJKR6W3545/p6UjIuOSoSfWxqCO7hqPlRBCiPrUisHqCSENl5ZQUDhRfAn9jPQkItiYGCDmdTp8nRuhT5umylmUCCGE1G2UhBJCeNW3nStiXqfjVXoOWrtYo4m5IQ5ffQKxthZGd20B18aVn0mNEEJI7UdJKCGkRhVNx1vatLyWRlIsHNEFCgWDQFBYy9m1hYPG4iOEEMKPGk1CFf92KCCENFz79++vULmiBJQQQkjDQIPVE0IIIYQQjaPH8YQQXuXmy7D/8iPEpWSivVtj+DWz5TskQgghGkBJKCGEVwf/fozLj1+AMeBpfAqsjKVwLGPqTkIIIfUDPY4nhPAqITULb04Dn5iaxV8whBBCNIaSUEIIr/zcGiv/X19HG+5NzHmMhhBCiKbQ43hCCK9aN7WBpbEUialZcLUxhf6/88cTQgip3ygJJYTwrom5IZqYG/IdBiGEEA2ix/GEEEIIIUTjKAklhBBCCCEaR0koIYQQQgjROEpCCSGEEEKIxlHHJEIIrxSM4cqjGMSnZsLHqRHsLY34DokQQogGUBJKCOHVqVuR+OvaPxBwHELvRWHukE6wNJbyHRYhhJAaRo/jCSG8ehzzCkBhjahcwfA0IZXfgAghhGgEJaGEEF65NjYDAAg4DkIBBwd6HE8IIQ0CPY4nhPAqsJUT9HW0kZCSiVbO1rCiR/GEENIgUBJKCOGVgOPQ0b0J32EQQgjRMHocTwghhBBCNI6SUEIIIYQQonH0OL6OSkxMRFJSktr3W1BQgJycHDDGoK2trfb914T8/Hw8efIEOjo6EIlEat+/ubk5LCws1L5fooru6f/QPU0IaQg4xhjjOwg+xcXFYfPmzZg8eTIaNWrEdzgVkpeXh8DAQISGhvIdSoPg7++PkydPQiwW8x1KvUX3tGbRPU0IqQ0afBJaF6Wnp8PQ0BChoaGQSqkncU3KzMyEv78/0tLSYGBgwHc49Rbd05pD9zQhpLagx/F1mLe3N/2I1LD09HS+Q2hQ6J6ueXRPE0JqC+qYRAghhBBCNI6SUEIIIYQQonGUhNZBYrEY8+fPp04FGkDXWjPoOmsOXWtCSG1BHZMIIYQQQojGUU0oIYQQQgjROEpCCSGEEEKIxlESSgghhBBCNI6S0FpmwYIF4DiO7zCUcbx69YrvUGrEmDFjYG9vz3cYGDNmDA3OTgghpEGiJPQNf/zxBziOw4EDB4qta9GiBTiOw7lz54qta9KkCfz8/Mrc95gxY8BxnPJlYGCAFi1a4Pvvv0deXp7azqGu2bZtm/KaXLx4sdh6xhhsbW3BcRz69OlT7v4CAgJUrrOJiQlat26NX3/9FQqFoiZOoV7R5GdAKpXC0dERgwcPxp9//tlg/31q8jMgEAhgYGAAV1dXjBo1CqdPn66JUyCEkCqhJPQNHTt2BIBiPwTp6em4f/8+tLS0cOnSJZV1L168wIsXL5TblkUsFmPnzp3YuXMnli5dChMTE3z22WcYPXq0+k6ijpJIJNi9e3ex5aGhoYiJianUcDKNGzdWXud58+ZBJpNh/PjxmDNnjjpDrpc0+RlYvXo1hg8fjvDwcAwePBjdunVr0LP51MRnYMeOHVixYgX69u2Ly5cvo0ePHhg6dCgKCgrUGTohhFQJTdv5Bmtrazg4OBT7Ab5y5QoYY3jvvfeKrSt6X5EfYC0tLYwcOVL5/qOPPkLbtm2xZ88erFq1CtbW1mo4i7qpd+/e2Lt3L9atWwctrf9uy927d8PHx6dSzQIMDQ1VrvPkyZPh6uqK9evXY/HixRCJRGqNvT7R9GcAAL755hssX74cs2fPxsSJE7Fnz55St2eMITc3Fzo6OhU9pTqjJj8DALB8+XJMmzYNGzZsgL29Pb799ttSt1coFMjPz4dEIqn8iRBCSAVRTehbOnbsiNu3byMnJ0e57NKlS/Dw8ECvXr3w999/qzw2vHTpEjiOQ4cOHSp9LIFAgICAAABAVFRUqeW2bt2Krl27wsLCAmKxGO7u7ti4cWOJZY8fPw5/f3/o6+vDwMAArVu3Lla7cvXqVfTs2ROGhobQ1dWFv79/sdqtIq9evcKQIUNgYGAAU1NT/N///R9yc3NVyshkMixevBhOTk4Qi8Wwt7fHnDlzKtXMYNiwYXj9+rXK48L8/Hzs27cPw4cPr/B+SqKrq4t27dohKysLSUlJpZZbuXIl/Pz8YGpqCh0dHfj4+GDfvn0llt21axfatGkDXV1dGBsbo3Pnzjh16pRKmePHj6NTp07Q09ODvr4+goKC8ODBgxL39/TpUwQGBkJPTw/W1tZYtGgR3h7CNysrC59++ilsbW0hFovh6uqKlStXFitXXZr8DBT58ssv0aNHD+zduxf//POPcrm9vT369OmDkydPwtfXFzo6Oti8eTOioqLAcRy2bdtWbF8cx2HBggUqy0JCQuDr6wuJRAInJyds3ry51rS/LlKTnwEAEAqFWLduHdzd3bF+/XqkpaUp13Ech6lTp+K3336Dh4cHxGIxTpw4gZCQEHAch5CQEJV9lXb99+7dC3d3d0gkEnh6euLAgQO1pv01IaT2oST0LR07dkRBQQGuXr2qXHbp0iX4+fnBz88PaWlpuH//vso6Nzc3mJqaVul4kZGRAFDm9hs3boSdnR3mzJmD77//Hra2tvjoo4/w448/qpTbtm0bgoKCkJycjNmzZ2P58uXw9vbGiRMnlGWCg4PRuXNnpKenY/78+Vi6dClSU1PRtWtXXLt2rdixhwwZgtzcXCxbtgy9e/fGunXrMGnSJJUyEyZMwNdff41WrVph9erV8Pf3x7Jly/D+++9X+DrY29ujffv2+P3335XLjh8/jrS0tErtpzRPnz6FUCiEkZFRqWXWrl2Lli1bYtGiRVi6dCm0tLTw3nvv4ejRoyrlFi5ciFGjRkEkEmHRokVYuHAhbG1tERwcrCyzc+dOBAUFQSqV4ttvv8W8efPw8OFDdOzYsdgfHHK5HD179oSlpSW+++47+Pj4YP78+Zg/f76yDGMMffv2xerVq9GzZ0+sWrUKrq6umDVrFmbOnFnt6/MmTX8GiowaNQqMsWLtFp88eYJhw4bhnXfewdq1a+Ht7V2p/d6+fRs9e/bE69evsXDhQowfPx6LFi3CwYMHqxWvutX0ZwAoTESHDRuG7OzsYjXawcHBmDFjBoYOHYq1a9dWOnE8evQohg4dCpFIhGXLlmHgwIEYP348bt68qZbYCSH1ECMqHjx4wACwxYsXM8YYKygoYHp6emz79u2MMcYsLS3Zjz/+yBhjLD09nQmFQjZx4sRy9zt69Gimp6fHkpKSWFJSEouIiGBLly5lHMex5s2bK8vNnz+fvf3Pkp2dXWx/gYGBzNHRUfk+NTWV6evrs7Zt27KcnByVsgqFQvlfFxcXFhgYqFxWtH8HBwf2zjvvFIujb9++Kvv66KOPGAB2584dxhhjYWFhDACbMGGCSrnPPvuMAWDBwcFlXpetW7cyAOz69ets/fr1TF9fX3m+7733HuvSpQtjjDE7OzsWFBRU5r4YY8zf35+5ubkpr/OjR4/YtGnTGAD27rvvKsuNHj2a2dnZqWz79nXOz89nnp6erGvXrspl4eHhTCAQsAEDBjC5XK5SvuiaZmRkMCMjo2L3RXx8PDM0NFRZPnr0aAaAffLJJyr7CQoKYtra2iwpKYkxxtjBgwcZAPbNN9+o7HPw4MGM4zgWERFR7rWpqJr+DJTm9u3bDACbMWOGcpmdnR0DwE6cOKFS9tmzZwwA27p1a7H9AGDz589Xvn/33XeZrq4ui42NVS4LDw9nWlpaxT5rfKiJz4CHh0ep6w8cOMAAsLVr1yqXAWACgYA9ePBApey5c+cYAHbu3DmV5SVdfy8vL9a4cWOWkZGhXBYSEsIAFPusEUIIY4xRTehbmjVrBlNTU2UtwZ07d5CVlaXs+evn56d8dH3lyhXI5fIKtYUDCh+nmpubw9zcHM7OzpgzZw7at29fYk/kN73Z/i0tLQ2vXr2Cv78/nj59qnykdvr0aWRkZODLL78s1o6r6JFjWFgYwsPDMXz4cLx+/RqvXr3Cq1evkJWVhW7duuH8+fPFeih//PHHKu8/+eQTAMCxY8dU/vt2bdynn34KAMVqEcsyZMgQ5OTk4MiRI8jIyMCRI0eq9Bjy8ePHyuvcrFkz/PDDDwgKCsKvv/5a5nZvXueUlBSkpaWhU6dOuHXrlnL5wYMHoVAo8PXXX0MgUP34FF3n06dPIzU1FcOGDVNe41evXkEoFKJt27Yl9i6fOnWqyn6mTp2K/Px8nDlzBkDhdRYKhZg2bZrKdp9++ikYYzh+/HgFr075avIzUJaioaoyMjJUljs4OCAwMLBK+5TL5Thz5gz69++v0uba2dkZvXr1qnqwNURdn4GylHad/f394e7uXqV9vnz5Evfu3cMHH3ygMuSYv78/vLy8qh4sIaReo45Jb+E4Dn5+fsqE7NKlS7CwsICzszOAwh/g9evXA4Dyh7iiP8ASiQR//fUXgMJewg4ODmjcuHG52126dAnz58/HlStXkJ2drbIuLS0NhoaGysf6np6epe4nPDwcAMrsjZ+WlgZjY2PlexcXF5X1Tk5OEAgEykfK0dHREAgEyutTxMrKCkZGRoiOji73/IqYm5uje/fu2L17N7KzsyGXyzF48OAKb1/E3t4eP/30EziOg0QigYuLCywsLMrd7siRI/jmm28QFham0p71zXaDkZGREAgEZf5YF13nrl27lrjewMBA5b1AIICjo6PKsqZNmwKAynW2traGvr6+SrlmzZop16tLTX4GypKZmQkAxc7RwcGhyvtMTExETk5OsfsTQInL+Kauz0BZauI6F91/pV3nN/+QI4SQIpSElqBjx47466+/cO/ePWVbuCJ+fn6YNWsWYmNjcfHiRVhbWxdLIEojFArRvXv3SsUSGRmJbt26wc3NDatWrYKtrS20tbVx7NgxrF69ulJjKxaVXbFiRant6sobOL20jhzq6uAxfPhwTJw4EfHx8ejVq1eZbThLo6enV+nrfOHCBfTt2xedO3fGhg0b0KhRI4hEImzdurXEYXPKUnSdd+7cCSsrq2Lr3+z5XFvV1GegLEXtTN9OZErqCV/a/SaXy6sdB9/U8RkoC11nQkhtUft/DXnw5liJly5dwvTp05XrfHx8IBaLERISgqtXr6J37941Gstff/2FvLw8HD58GE2aNFEuf/uRrpOTE4DCH5jSaniKyhgYGFQ4SQsPD1epIYmIiIBCoVB2WrCzs4NCoUB4eLiyVg4AEhISkJqaCjs7uwodp8iAAQMwefJk/P3332UO1aNuf/75JyQSCU6ePKkyHuPWrVtVyjk5OUGhUODhw4elJvJF19nCwqJC11mhUODp06fK2k8Ayh7ib17nM2fOICMjQ6UG6/Hjx8r16sTHZ2Dnzp3gOA7vvPNOuWWLautTU1NVlr9dI2xhYQGJRIKIiIhi+yhpWW1Qk58BuVyO3bt3Q1dXt0K11xW9zkX3X126zoQQ/lGb0BIUDeXy22+/ITY2VqUWSCwWo1WrVvjxxx+RlZWllseQZREKhQCgMgxPWlpaseSoR48e0NfXx7Jly4oNoVS0rY+PD5ycnLBy5UrlI7k3lTR80ds98H/44QcAULanK0pA1qxZo1Ju1apVAICgoKCyT/AtUqkUGzduxIIFC/Duu+9WatvqEAqF4DhOpYYnKiqqWA/q/v37QyAQYNGiRcVqoYuuc2BgIAwMDLB06dISBwUv6ToXPd4u2s/69eshEonQrVs3AIXXWS6Xq5QDgNWrV4PjOLW3b9T0Z2D58uU4deoUhg4dWqwJSEkMDAxgZmaG8+fPqyzfsGGDyvuipw8HDx7Ey5cvlcsjIiLU2o5WnWrqMyCXyzFt2jQ8evQI06ZNK9YspCR2dnYQCoXlXmdra2t4enpix44dKt8toaGhuHfvnnpOgBBS71BNaAm0tbXRunVrXLhwAWKxGD4+Pirr/fz88P333wNQT1u4svTo0QPa2tp49913MXnyZGRmZuKnn36ChYUF4uLilOUMDAywevVqTJgwAa1bt8bw4cNhbGyMO3fuIDs7G9u3b4dAIMDPP/+MXr16wcPDA2PHjoWNjQ1iY2Nx7tw5GBgYKNusFnn27Bn69u2Lnj174sqVK9i1axeGDx+OFi1aACicynH06NHYsmULUlNT4e/vj2vXrmH79u3o378/unTpUulz5mMGqaCgIKxatQo9e/bE8OHDkZiYiB9//BHOzs64e/euspyzszPmzp2LxYsXo1OnThg4cCDEYjGuX78Oa2trLFu2DAYGBti4cSNGjRqFVq1a4f3334e5uTmeP3+Oo0ePokOHDirJpEQiwYkTJzB69Gi0bdsWx48fx9GjRzFnzhyYm5sDAN5991106dIFc+fORVRUFFq0aIFTp07h0KFDmD59urL2VV1q6jMgk8mwa9cuAEBubi6io6Nx+PBh3L17F126dMGWLVsqvK8JEyZg+fLlmDBhAnx9fXH+/HmVMUaLLFiwAKdOnUKHDh3w4YcfKpN5T09PhIWFVfh4mlTdz0BaWpryOmdnZyMiIgL79+9HZGQk3n//fSxevLhC+zE0NMR7772HH374ARzHwcnJCUeOHEFiYmKxskuXLkW/fv3QoUMHjB07FikpKcrrXNIfvYQQwv/4JLXU7NmzGQDm5+dXbN3+/fsZAKavr89kMlmF9lfe8DRFShqi6fDhw6x58+ZMIpEwe3t79u2337Jff/2VAWDPnj0rVtbPz4/p6OgwAwMD1qZNG/b777+rlLl9+zYbOHAgMzU1ZWKxmNnZ2bEhQ4aws2fPFovj4cOHbPDgwUxfX58ZGxuzqVOnFhsCqqCggC1cuJA5ODgwkUjEbG1t2ezZs1lubm655/vm8DRlUdfwNEVKGqLpl19+YS4uLkwsFjM3Nze2devWEv89GGPs119/ZS1btmRisZgZGxszf39/dvr0aZUy586dY4GBgczQ0JBJJBLm5OTExowZw27cuKESh56eHouMjGQ9evRgurq6zNLSks2fP7/YEFAZGRlsxowZzNramolEIubi4sJWrFihMtyWOtXEZwCA8qWrq8vs7e3ZoEGD2L59+4qdL2Nl/7tnZ2ez8ePHM0NDQ6avr8+GDBnCEhMTiw3RxBhjZ8+eZS1btmTa2trMycmJ/fzzz+zTTz9lEomkQrHXpJr4DLx5naVSKXNxcWEjR45kp06dKnEbAOzjjz8ucV1SUhIbNGgQ09XVZcbGxmzy5Mns/v37JQ6R9b///Y+5ubkxsVjMPD092eHDh9mgQYOYm5tbuXETQhoejjE1T7dCCCF1QP/+/fHgwQPlaAakZnh7e8Pc3LzYJASEEEJtQgkh9d6bU5AChR3ujh07ppw2l1RfQUEBZDKZyrKQkBDcuXOHrjMhpERUE0oIqfcaNWqEMWPGwNHREdHR0di4cSPy8vJw+/btCnWEIuWLiopC9+7dMXLkSFhbW+Px48fYtGkTDA0Ncf/+/WpP60oIqX+oYxIhpN7r2bMnfv/9d8THx0MsFqN9+/ZYunQpJaBqZGxsDB8fH/z8889ISkqCnp4egoKCsHz5ckpACSEloppQQgghhBCicdQmlBBCCCGEaBwloWr23Xffwc3NrVLTadZWX375Jdq2bct3GCWi66w5dK01g64zIaTB4XN8qPomLS2NmZiYsF9//VW5DP+O1bdy5cpi5Ss6PmBF/Pnnn2zIkCHMwcGB6ejosKZNm7KZM2eylJSUEssfOnRIOc6lra0t+/rrr1lBQYFKmbi4OCYWi9mhQ4eqHZ860XXWHLrWmkHXmRDSEFESqkarV69mBgYGKoO5F/2QWFpasqysLJXy6vwhMTU1ZV5eXmzevHnsp59+YtOmTWPa2trMzc2NZWdnq5Q9duwY4ziOdenShW3ZsoV98sknTCAQsClTphTb75AhQ1inTp2qHZ860XXWHLrWmkHXmRDSEFESqkbNmzdnI0eOVFkGgHl7ezMA7Pvvv1dZp84fknPnzhVbtn37dgaA/fTTTyrL3d3dWYsWLVRqL+bOncs4jmOPHj1SKbtv3z7GcRyLjIysdozqQtdZc+haawZdZ0JIQ0RtQtXk2bNnuHv3Lrp3715sXYcOHdC1a1d89913xQbNVpeSBoMeMGAAAODRo0fKZQ8fPsTDhw8xadIkaGn9N0LXRx99BMYY9u3bp7KPovM5dOhQDURdeXSdNYeutWbQdSaENFSUhKrJ5cuXAQCtWrUqcf2CBQuQkJCAjRs3lrmfvLw8vHr1qkKv8sTHxwMAzMzMlMtu374NAPD19VUpa21tjcaNGyvXFzE0NISTkxMuXbpU7vE0ga6z5tC11gy6zoSQhooGq1eTx48fAwAcHBxKXN+pUyd06dIFK1aswIcffggdHZ0Sy/3+++8YO3ZshY7Jyhni9dtvv4VQKMTgwYOVy+Li4gAUziDztkaNGuHly5fFljs6OuLhw4cViqmm0XXWHLrWmkHXmRDSUFESqiavX7+GlpYWpFJpqWUWLFgAf39/bNq0CTNmzCixTGBgIE6fPl3teHbv3o1ffvkFn3/+ucqsMEWP9MRicbFtJBIJ0tPTiy03NjYuVsvBF7rOmkPXWjPoOhNCGipKQjWoc+fO6NKlC7777jtMmTKlxDKNGjUqsaahMi5cuIDx48cjMDAQS5YsUVlXVIuSl5dXbLvc3NwSa1kYY+A4rloxaRJdZ82ha60ZdJ0JIfURJaFqYmpqCplMhoyMDOjr65dabv78+QgICMDmzZthZGRUbH1OTg7S0tIqdEwrK6tiy+7cuYO+ffvC09MT+/btU+lAAPz3KC0uLg62trYq6+Li4tCmTZti+0xJSVFpG8Ynus6aQ9daM+g6E0IaqgbfMSkuLg4LFixQtneqKjc3NwCFPV3L4u/vj4CAAHz77bcl9nbds2ePskajvNfbIiMj0bNnT1hYWODYsWMlPt7z9vYGANy4cUNl+cuXLxETE6Nc/6Znz56hWbNmZZ6XptB11hy61ppB15mQhkdduUdd1+BrQuPi4rBw4UL07du3Wo+y2rdvD6DwC7p58+Zlll2wYAECAgKwZcuWYuuq2q4rPj4ePXr0gEAgwMmTJ2Fubl5iOQ8PD7i5uWHLli2YPHkyhEIhAGDjxo3gOE6lIwIApKWlITIyEh9++GGlY6oJdJ01h661ZtB1JqThUVfuUdc1+CRUXRwdHeHp6YkzZ85g3LhxZZb19/eHv78/QkNDi62raruunj174unTp/j8889x8eJFXLx4UbnO0tIS77zzjvL9ihUr0LdvX/To0QPvv/8+7t+/j/Xr12PChAnFai3OnDkDxhj69etX6ZhqAl1nzaFrrRl0nQkhDZbmx8evXW7evMkAsJs3b1Z7X6tWrWJSqVRlqjsA7OOPPy5W9ty5c8pp+dQx60nRvkp6+fv7Fyt/4MAB5u3tzcRiMWvcuDH76quvWH5+frFyQ4cOZR07dqx2fOpE11lz6FprBl1nQhoWdeYedRkloWq8EVJTU5mJiQn7+eef1RAZ/+Li4phEImEHDx7kOxQVdJ01h661ZtB1JqRhoSS0UIPvmKROhoaG+Pzzz7FixQooFAq+w6m2NWvWwMvLq9Y9TqPrrDl0rTWDrjMhpCHiGCtn6ox67tatW/Dx8cHNmzdLnTaPEELqk5ycnFJnXiKE1DzKPQpRTSghhDQwubm5fIdACCGUhBJCSEMjk8n4DoEQQigJJYSQhkYul/MdAiGEUBJKCCENTUnzvxNCiKZREkoIIQ1MVlYW3yEQQggloYQQ0tCkpKTwHQIhhFASSgghDU1qaioa+Oh8hJBagJJQQghpYORyOT2SJ4TwjpJQQghpgLKzs/kOgRDSwFESSgghDVBGRgbfIRBCGjhKQgkhpAGKj4/nOwRCSANHSSghhDRAz549g0Kh4DsMQtSCJmCom7T4DoAQQojm+Pr6IioqCnp6eujQoQMcHBz4DomQanv58iVsbW35DqPeuXv3Ln744QfcunULaWlpxf5w5TgOkZGRVd4/1YQSQkgDEh8fj9evXyM9PR1hYWE0VBOpF3Jzc/kOod4JCQlBmzZtcOTIEVhbW+Pp06dwdHSEtbU1oqOjIZVK0blz52odg5JQQghpoJKSkhAeHs53GIRUG01Fq35ff/01HB0d8eTJE2zduhUAMGfOHFy8eBGXL19GTEwMhgwZUq1j1Kok9Pz583j33XdhbW0NjuNw8ODBcrcJCQlBq1atIBaL4ezsjG3bttV4nIQQUl9cuXIFmZmZfIdBSLXU9ySUj/zo1q1bGD9+PAwMDCAUCgH81/a2bdu2mDx5MubNm1fZU1FRq5LQrKwstGjRAj/++GOFyj979gxBQUHo0qULwsLCMH36dEyYMAEnT56s4UgJIaR+yMvLw9mzZ6ljB6nT8vPz+Q6hRvGRH2lpaUFfXx8AYGRkBJFIhMTEROV6R0dHPHz4sHIn8vYxqrW1mvXq1Qu9evWqcPlNmzbBwcEB33//PQCgWbNmuHjxIlavXo3AwMCaCpMQQuqVhIQEXLp0CZ06dQLHcXyHQ0il1fcklI/8yNnZWdlch+M4uLm54cCBAxgxYgQA4OjRo7CysqrkmaiqVTWhlXXlyhV0795dZVlgYCCuXLlS6jZ5eXlIT09XvugxFCGEAI8fP8atW7f4DoOQKsnJyeE7hCrJzMxUyUnU1aygKvnR23r37o3ff/8dMpkMADBz5kzs378fLi4ucHFxweHDhzF58uRqxVmnk9D4+HhYWlqqLLO0tER6enqpN+SyZctgaGiofPn7+2siVEIIqfVu3ryJv//+m3rMkzonKyuL7xCqxN/fXyUnWbZsmVr2W5X86G3z5s3DnTt3lO1BR48ejR07dsDT0xMtWrTAr7/+ii+++KJacVbocXx6ejr09PSUgdRls2fPxsyZM5Xvw8LCKBElhJB/3b17FykpKQgICICOjg7f4RBSIVlZWZDJZNDSqlWtDMsVGhoKb29v5XuxWMxfMG8RiUQwNTVVWTZy5EiMHDlSbceoUE2osbEx9uzZo3w/btw4XL16VW1BVJWVlRUSEhJUliUkJMDAwKDUL0+xWAwDAwPlSyqVaiJUQgipM168eIF9+/bh2bNnfIdCSIUwxpCamsp3GJUmlUpVchJ1JaFVyY/e5ujoiMOHD5e6/siRI3B0dKxWnBVKQrW1tVXaKWzbtq1aI+SrS/v27XH27FmVZadPn0b79u15iogQQuqHnJwcnD59GqdPn66z7e1Iw/Lq1Su+Q6g11JEfRUVFldlvJjMzE9HR0VWOEajg43g3Nzf8/PPPsLe3h6GhoTK48hqxt2rVqlLBZGZmIiIiQvn+2bNnCAsLg4mJCZo0aYLZs2cjNjYWO3bsAABMmTIF69evx+eff45x48YhODgYf/zxB44ePVqp4xJCCCnZs2fP8PLlS3To0AHOzs58h0NIqZKSkuDm5sZ3GDWCr/yorNEyrl+/DiMjoyqdT5EKJaHLli3D0KFDlT2tOI7DvHnzSh2klDEGjuMqPe7cjRs30KVLF+X7orabo0ePxrZt2xAXF4fnz58r1zs4OODo0aOYMWMG1q5di8aNG+Pnn3+m4ZkIIUSN8vLyEBwcjOjoaHTq1Ana2tp8h0RIMW8/fq5PNJUfrV27FmvXrgVQmOtNnz4dc+fOLVYuLS0NqampGD58eLXOq0JJaM+ePfHs2TNcv34dCQkJGDNmDCZNmqT2x94BAQFl9sosabT/gIAA3L59W61xEEIIKS4yMhKJiYno1q0bLCws+A6HEBXJycnIzc2FRCLhOxS101R+ZGFhAQ8PDwCFT7xtbGxgY2OjUobjOOjp6cHHxwcfffRRpfb/tgoloXfv3oWdnZ0yg966dSvee+89dOvWrVoHJ4QQUrdkZGTg8OHDaNOmDby8vGhwe1KrxMbGwsnJie8w6qxhw4Zh2LBhAIAuXbrgq6++qtFcr0Idk1q2bEntLAkhhAAAFAoF/v77b5w9e1Y5kDUhtUFUVBTfIdQb586dq/HKxgrVhOro6CA7O1v5PjQ0FBMnTqyxoAghhNR+T58+RW5uLnr16lWlcaSTk5PxySef4K+//oJAIMCgQYOwdu3aMofOi4+Px6xZs3D69GlkZGTA1dUVc+fOxaBBg5Rl+vbti7CwMCQmJsLY2Bjdu3fHt99+C2tr6yqdJ6ndfH198fTpU+jr62PBggV1crzQ2uD8+fNV2q5z585VPmaF/pVatGiBVatWQSgUKnvHX79+vdx2FwMHDqxyYIQQQmq/ly9f4tq1a6X2EQgICMCYMWMwZsyYYutGjBiBuLg4nD59GgUFBRg7diwmTZqE3bt3l3q8Dz74AKmpqTh8+DDMzMywe/duDBkyBDdu3EDLli0BFD5GnDNnDho1aoTY2Fh89tlnGDx4MC5fvqyWcya1S3x8PFJSUsAYQ0FBAZ49ewYXFxe+w6pzAgICVJrXFHUyL01VO6G/qUJJ6Nq1azF48GCMHz8eQGGj1Dd7UJWkuoERQghRr/DwcKSlpQEoHAc0ISGh2NR+VXH//n24ubnB2Ni4wts8evQIJ06cwPXr1+Hr6wsA+OGHH9C7d2+sXLmy1FrLy5cvY+PGjWjTpg0A4KuvvsLq1atx8+ZNZRI6Y8YMZXk7Ozt8+eWX6N+/PwoKCiASiap6mqSOePjwISWhVXDu3DmNH7NCSaivry8iIiIQGRmJhIQEBAQEYO7cucohmwipz8r7a5CQumDr1q2YMGECFAoFgMJhl+bPn48PPvgAfn5+1do3Yww3b96s1G/ClStXYGRkpExAAaB79+4QCAS4evUqBgwYUOJ2fn5+2LNnD4KCgmBkZIQ//vgDubm5CAgIKLF8cnIyfvvtN/j5+VEC2kAkJCSo7Q+shoSPKcwr3GhCS0sLrq6ucHV1xejRo9GnTx+0bdu2JmMjpFZQKBRVau9GSG0RHh6ukoAWYYxhx44dcHZ2rvaQS0+fPsXr16+LzTVdmvj4+GLH1NLSgomJCeLj40vd7o8//sDQoUNhamoKLS0t6Orq4sCBA8UG0v/iiy+wfv16ZGdno127djhy5EjlT4rUWbdu3UKvXr34DqPeiIuLQ2JiIpydnaGnp6e2/Vaod/zbtm7dSgkoIYTUIJlMhry8PLW8tmzZUmptPsdxuHjxIhhj1X7dv38fS5cuhVQqVb4uXLiAKVOmqCx7c1Dtypo3bx5SU1Nx5swZ3LhxAzNnzsSQIUNw7949lXKzZs3C7du3cerUKQiFQnzwwQdljrNI6pcXL17U68HrNeXQoUNwc3ND48aN0apVK1y9ehVA4RSpLVu2xMGDB6u1/wrVhC5atAgcx2Hu3LkQCARYtGhRudsUzapESF1HP1xE02QyGR4+fKi2Odvv3LlT6n3MGENiYqLKCChVFRERgQkTJmDIkCHKZSNGjMCgQYNUOqpaW1vDysoKiYmJKtvLZDIkJyfDysqqxP1HRkZi/fr1uH//vnJA7RYtWuDChQv48ccfsWnTJmVZMzMzmJmZoWnTpmjWrBlsbW3x999/q32SFVJ7Xbt2DX369KHmVFX0119/YeDAgWjfvj2GDx+OBQsWKNeZmZnBxsYGW7duRf/+/at8jAoloQsWLADHcfjiiy+gra2tEkhpKAkl9QUloUTT5HI5cnJyIBKJ1DJFZpMmTcqsCTUxMYFAUKUHY0pFbacNDQ1VHrPr6OjAwsKi2OPy9u3bIzU1FTdv3oSPjw8AIDg4GAqFotQnbUWJ8tuxCoXCYk0N3vRmO1jScBRNZWlnZ8d3KHXSokWL0LlzZ5w7dw6vX78ulvu1b98emzdvrtYxKvSto1AoIJfLlV+GCoWi3Bf1jCf1BSWhhC/a2tpqeQ0ZMqTMmlA/Pz8IBIJqvTiOg5mZWYXPrVmzZujZsycmTpyIa9eu4dKlS5g6dSref/99Zc/42NhYuLm54dq1awAANzc3ODs7Y/Lkybh27RoiIyPx/fff4/Tp08ramKtXr2L9+vUICwtDdHQ0goODMWzYMDg5OVEtaAN07dq1Mv9AIaW7f/++ylONt1laWhZ7mlFZ1fvTl5AGgL7ASF1nb2+PJUuWFKtB5DgOw4cPh7m5ebWPoaenV+n9/Pbbb3Bzc0O3bt3Qu3dvdOzYEVu2bFGuLygowJMnT5Q1oCKRCMeOHYO5uTneffddNG/eHDt27MD27dvRu3dvAICuri7279+Pbt26wdXVFePHj0fz5s0RGhoKsVhc7fMkdUtKSgoePnzIdxh1kq6uLrKyskpd//Tp0wp3RCxNlacUePToESIjI5GRkQF9fX04OzvDzc2tWsEQUhtRrT6pDwYOHAgfHx/0798f2dnZEIvF+Pzzz9WSgAoEAnh4eJT4SD8kJKTU7UxMTMocmN7e3r5YDa6Liwv+/PPPUrfx8vJCcHBw+UGTBuPGjRtwcHBQa6/uhqBLly7Yvn07pk+fXmxdfHw8fvrpJ/Tp06dax6h0TejmzZvRpEkTeHp6ol+/fhg5ciT69esHDw8PODg44Oeff65WQITUNvn5+XyHQIha2NnZQV9fHwAgkUjUkoByHAdvb2/lfgmpbfLz83HhwgVqWlVJS5YsQUxMDFq3bo3NmzeD4zicPHkSX331Fby8vMAYw/z586t1jErVhH722WdYtWoVTExMMG7cOHh6ekIqlSIzMxP37t3DwYMHMXnyZISHh+Pbb7+tVmCE1BbZ2dmVmgmGkIaiKAE1NzenP9ZIrfb8+XPcv38fXl5efIdSZ7i6uuLixYv4v//7P8ybNw+MMaxYsQJA4RSfP/74I+zt7at1jAonodeuXcOqVaswYMAA7Nixo8Rq7bVr12LkyJFYuXIl3nvvPZWZMAipq9LS0mBjY8N3GITUKlpaWmjZsiVMTEz4DoWQCvn7779hbGyMxo0b8x1KneHh4YEzZ84gJSUFERERUCgUcHR0VMtTFKASj+N/+eUXNGrUCLt37y61XYWenh5+//13WFpa4pdfflFLgITwLSUlhTonEfIGPT09tG3blhJQUqcwxnD69GkkJSXxHUqdY2xsjNatW6Nt27ZqS0CBStSEXrlyBe+99165vQslEgnee+89nDt3rtrBEVIbKBQKpKam0g8uIShsV+ri4kJT2ZI6qaCgAMeOHUOfPn2q3bO7vtmxY0eVtvvggw+qfMwKJ6EvXrxAs2bNKlTW3d29yidDSG2UnJxMSShp0PT19eHh4QFDQ0O+QyGkWvLy8nD06FEEBQVRIvqGMWPGFFtWNMnF25263pz8QiNJaHp6eoV7P0qlUmRkZFQ5KEJqm9TUVL5DIIQXAoEAzs7OsLOzq/asSoTUFrm5uTh69Cj69OlDFQz/evbsmcr71NRUjB49GoaGhvjkk0/g6uoKAHj8+DF++OEHZGRkYPv27dU6ZoWT0KIp2SpTnpD64tWrV3yHQIjGGRgYoHnz5jS+IqmX3kxEaQQUFJvedMGCBTA3N8epU6dU8j8vLy8MGjQIPXr0wOrVq7F169YqH7NSQzStXLkSv//+e7nlYmNjqxwQIbVRfHw85HI5tYMjDYatrS3c3Nyo9pPUazk5OTh27Bj69u1LY92+5eDBg1iyZEmJFZACgQADBw7EV199Va1jVDgJbdKkCZKTk5GcnFzh8oTUF/n5+YiKioKTkxPfoRBS49zc3IrVihBSX2VlZeH48ePo168fTe36BsYYHj9+XOr6hw8fVvupd4WT0KioqGodiJC67s6dO3B0dKxUsxRC6prmzZujUaNGfIdBiEalpqbi1KlTCAoKotr/f/Xv3x8bN26Evb09pkyZAl1dXQCFE7hs3LgRmzdvxogRI6p1jCrPHU9IQ+Dr64vnz59DR0cHc+fORXR0dLVniCCktqIElDRkcXFxuHLlCjp06MB3KLXC2rVr8ezZM3z22WeYPXu28rshLi4OBQUF6NChA9asWVOtY1ASSkgZ4uPjkZSUBCMjIwDAzZs3YWdnR7WhpN5p1qwZJaCkwXvw4AEsLCzg4uLCdyi8MzQ0RGhoKA4dOoTjx48jOjoaANCzZ0/07t0b7777brV/CykJJaQSXr9+jaioKDg4OPAdCiFq06hRI9ja2vIdBiG1wsWLF2FpaQkDAwO+Q6kV+vXrh379+tXIvqnhAyGVdPPmTRqCjNQbYrEYzZo1o9p9Qv5VUFCACxcu0Pe8BlASSkglJScnl9ljkJDazMzMDMbGxspanqZNm0IkEvEcFSG1S2xsLF6+fMl3GPUeJaGEVMG1a9eQmZnJdxiEVNr+/fuxdu1azJo1C3p6etQOlJQrOTkZI0aMgIGBAYyMjDB+/Phyv/8CAgLAcZzKa8qUKSplnj9/jqCgIOjq6sLCwgKzZs2CTCaryVOpFKpsqHm1Mgn98ccfYW9vD4lEgrZt2+LatWullt22bVuxG10ikWgwWtIQ5eXl4cyZM7XqC5OQynJwcKDH8ARAYdK4bdu2EteNGDECDx48wOnTp3HkyBGcP38ekyZNKnefEydORFxcnPL13XffKdfJ5XIEBQUhPz8fly9fxvbt27Ft2zZ8/fXX6jqlaouLi+M7BBX1MTeqcsekkydP4pdffsHTp0+RkpJS4uT2kZGRld7vnj17MHPmTGzatAlt27bFmjVrEBgYiCdPnsDCwqLEbQwMDPDkyROVYxNS0xITE3H69Gn06NGDZlIidY6WlhasrKz4DoPUco8ePcKJEydw/fp1+Pr6AgB++OEH9O7dGytXroS1tXWp2+rq6pZ6j506dQoPHz7EmTNnYGlpCW9vbyxevBhffPEFFixYAG1t7QrFFx4ejrS0NACFsx8lJCTA0tKykmdZsuzsbOTn51c4lppUX3OjKtWErlixAr1798bFixfRuHFjdO7cGf7+/iqvzp07VymgVatWYeLEiRg7dizc3d2xadMm6Orq4tdffy11G47jYGVlpXyp6wYkpDwvXrzA8ePHkZ+fz3cohFSKpaUl/fFEynXlyhUYGRkpE1AA6N69OwQCAa5evVrmtr/99hvMzMzg6emJ2bNnIzs7W2W/Xl5eKr/XgYGBSE9Px4MHDyoU29atW+Hm5qZsGpCXl4f58+fj8uXLlTnFMtWWZle1ITfKzc3Fjh07kJCQUK39vKlKNaFr165F165dcezYMbU2aM/Pz8fNmzcxe/Zs5TKBQIDu3bvjypUrpW6XmZkJOzs7KBQKtGrVCkuXLoWHh4fa4iKkLC9fvsRff/2Fnj17Qk9Pj+9wCKkQMzMzvkMgdUB8fHyxmjYtLS2YmJggPj6+1O2GDx8OOzs7WFtb4+7du/jiiy/w5MkT7N+/X7nft5Oiovdl7bdIeHg4JkyYAIVCobKcMYYdO3bA2dm51BrCysjIyICJiUm191MdtSU3SktLw9ixY3H69Gm1VfZVqSY0JSUFgwcPVnuPylevXkEul5d4Y5Z2U7q6uuLXX3/FoUOHsGvXLigUCvj5+SEmJqbE8nl5eUhPT1e+astfOaRue/36NQ4dOoTU1FS+QyGkXBzH8f7DSvi1dOlSSKVS5evChQuYMmWKyrLnz59Xef+TJk1CYGAgvLy8MGLECOzYsQMHDhzAw4cPkZeXB7lcDoVCgby8PJUXUDhE0tvL335t2bKl1MfLHMfh4sWLYIxV+5WcnFzla1ARmZmZKjlJ0TV4kyZyo4pS97BVVaoJbdOmjUo7Az61b98e7du3V7738/NDs2bNsHnzZixevLhY+WXLlmHhwoWaDJE0EJmZmfjrr78QFBREP/CkVtPV1a0V7dwIf6ZMmYIhQ4Yo348YMQKDBg3CwIEDlcusra1hZWWFxMRElW1lMhmSk5Mr1abYx8cHAHD69GlkZGQAAKKjoxEWFqYsUzQkUmpqqsrykty5c6fUhIgxhsTERJXH/1UVEREBLy8vaGnVzNw+/v7+Ku/nz5+PBQsWVHu/lc2NKkrd7UqrdFU3bNiAXr16wdfXF8OHD1dbMGZmZhAKhcXaGyQkJFT4ZheJRGjZsiUiIiJKXD979mzMnDlT+T4sLKzYTUBIVeXk5ODIkSMICgqCqakp3+EQUiKaCYaYmJio/LGso6MDCwsLODs7q5Rr3749UlNTcfPmTWUiGRwcDIVCgbZt21b4eLdu3QIAWFlZQU9PD76+vti2bRtyc3OV35VhYWGQSqXw9PQs94+kJk2alFkTamJiAoGgegMAMcaQm5sLuVxeY0loaGgovL29le/FYnGxMprIjSpK3TWhVfoXGjp0KGQyGUaNGgVDQ0N4eHigefPmKq8WLVpUer/a2trw8fHB2bNnlcsUCgXOnj2rktGXRS6X4969e6WOfScWi2FgYKB8SaXSSsdJSFlyc3Nx5MgRtTbeJkSddHV1+Q6B1BHNmjVDz549MXHiRFy7dg2XLl3C1KlT8f777yt7xsfGxsLNzU05ZFBkZCQWL16MmzdvIioqCocPH8b48ePRsmVLeHh4QFtbGwEBAXB2dsZXX32Fp0+f4urVq1i/fj1GjBgBqVQKbW3tMl9DhgwpsybUz88PAoGgWi+O46qdyJZHKpWq5CQlJaGayI0qwtLSEgqFAl27dq3yPt5WpdTexMQEpqamcHFxUVsgRWbOnInRo0fD19cXbdq0wZo1a5CVlYWxY8cCAD744APY2Nhg2bJlAIBFixahXbt2cHZ2RmpqKlasWIHo6GhMmDBB7bERUlF5eXk4evQounfvjiZNmvAdDiEq6FE8qYzffvsNU6dORbdu3SAQCDBo0CCsW7dOub6goABPnjxRPv7W1tbGmTNnlL/ftra2GDBgAIKCgpTbCIVCbNq0CQsWLMDQoUOho6ODAQMGYNq0aRWKyd7eHkuWLMHcuXNVOidxHIfhw4fD3NxcLeeuo6Ojlv1UV33NjaqUhIaEhKg5jP8MHToUSUlJ+PrrrxEfHw9vb2+cOHFC2SD3+fPnKn+ZpKSkYOLEiYiPj4exsTF8fHxw+fJluLu711iMhFSETCbDyZMn4e/vj6ZNm/IdDiFKNfVokdRdZf2um5iYYPfu3aWut7e3V6mVtLW1RWhoqEqZvLy8Yu08bWxs8NNPP1UpXgAYOHAgfHx80L9/f2RnZ0MsFuPzzz9XWwIKAMbGxmrbV3XU19yoVn4TTZ06FVOnTi1x3dsflNWrV2P16tUaiIqQymOMISQkBHK5HM2aNeM7HEIAgMYHJfWGnZ0d9PX1kZ2dDYlEotYE1MjIqFY1XamPuVG1ktCCggI8fvwYaWlpxcbqAlDlAesJqW8uXrwIkUhUrNE/IXygJJSQ8tnb2/MdQr1XpSRUoVBg9uzZ2LBhQ5lDIMjl8ioHRkh9UlQjKhaLYWtry3c4pIGrjdP3EVKbFI0eoI5hnkjpqtTta+nSpVixYgVGjhyJHTt2gDGG5cuXY9OmTcqe8SdPnlR3rITUaQqFAqdOnUJsbGyV95GcnIwRI0bAwMAARkZGGD9+fLkTLkyePBlOTk7Q0dGBubk5+vXrh8ePHyvXv379Gj179oS1tbUySZ46dSrS09OrHCep3SgJJaR0HMehWbNm9DnRgCrVhG7btg1DhgzBxo0b8fr1awCFA9F27doVo0ePRvv27REcHIzu3burNVhC6jq5XI6TJ0+id+/epY7vFhAQgDFjxmDMmDHF1o0YMQJxcXE4ffo0CgoKMHbsWEyaNKnMTgM+Pj4YMWIEmjRpguTkZCxYsAA9evTAs2fPIBQKIRAI0K9fP3zzzTcwNzdHREQEPv74YyQnJ5e5X1J30Y8rIaVzcHCAVCpFfn4+36HUCpcuXcKtW7dKbHrJcRzmzZtX5X1XKQmNiYnB559/DuC/gVVzc3MBFA7NMHLkSKxatQpLly6tcmCE8C08PBxpaWkACgehT0hIUMt8uUW95gcMGFCpQcMfPXqEEydO4Pr16/D19QUA/PDDD+jduzdWrlypHLPvbZMmTVL+v729Pb755hu0aNECUVFRcHJygrGxMT788ENlGTs7O3z00UdYsWJFFc+QEELqJqlUCkdHR77DqBWSk5MRFBSEa9eugTEGjuOUoyAU/X91k9AqPY43NTVVPgIsGmj16dOnKmVSUlKqHBQhfNu6dSvc3NyU93leXh7mz5+Py5cvq2X/eXl5+Pvvvyu1zZUrV2BkZKRMQAGge/fuEAgEuHr1aoX2kZWVha1bt8LBwaHUtqkvX77E/v37aSaxekzds54QUh9wHAcvLy/quPevWbNm4e7du9i9ezeePn0KxhhOnjyJf/75B1OmTIG3t7dyqtWqqlIS2rJlS1y/fl35vkuXLlizZg0uXbqECxcuYN26dVWaMYmQ2iA8PBwTJkwo9tiBMYYdO3YUm0e5qp4/f16pZCA+Ph4WFhYqy7S0tGBiYoL4+Pgyt92wYQOkUimkUimOHz+O06dPFxuwfNiwYdDV1YWNjQ0MDAzw888/V/xkCCGkjmvatClNafuGY8eOYfLkyRg6dCj09fUBAAKBAM7Ozvjxxx9hb2+P6dOnV+sYVUpCJ02ahLy8POTl5QEAlixZgtTUVHTu3Bn+/v5IT0/H999/X63ACKkMmUymvCer+9qyZUuZcxJfvHgRjLFqvwQCAWQyGZYuXapMEKVSKS5cuIApU6aoLHv+/Hm1rs+IESNw+/ZthIaGomnTphgyZIiyCU2R1atX49atWzh06BAiIyMxc+bMah2T1F7UJpQQVRYWFrCzs+M7jFolNTUVHh4eAKCc4vzNjrA9evSodif0KrUJ7du3L/r27at87+7ujsjISISEhEAoFMLPzw8mJibVCoyQipLJZHj48CFycnLUsr87d+6UOSdxYmKiWobtMDMzw6NHjzBhwgQMGTJEuXzEiBEYNGgQBg4cqFxmbW0NKyurYrWwMpkMycnJpXZyKmJoaAhDQ0O4uLigXbt2MDY2xoEDBzBs2DBlGSsrK1hZWcHNzQ0mJibo1KkT5s2bV625hkntREkoIf/R19eHl5cXfS7eYm1trXzKJhaLYWFhgTt37qBfv34AgNjY2GpfM7XNmGRoaKgMjBBNksvlyMnJgUgkUsuc2E2aNCmzJtTExERlerTqHCcnJweGhoYqj9l1dHRgYWFRbGD79u3bIzU1FTdv3oSPjw8AIDg4GAqFAm3btq3wcYtqYoueZJSkqClCWWUIIaSu09HRgY+PD01lW4LOnTvj9OnTmDt3LoDCqUO/++47CIVCKBQKrFmzBoGBgdU6RpWvulwux969e3Hu3DkkJiZi0aJF8PLyQlpaGs6ePYsOHTqopScxIRWlra2tliR0yJAh2Lp1a4nrGGPw8/OrdhJqYWEBU1NTZGVlVXibZs2aoWfPnpg4cSI2bdqEgoICTJ06Fe+//76yZ3xsbCy6deuGHTt2oE2bNnj69Cn27NmDHj16wNzcHDExMVi+fDl0dHTQu3dvAIXtfhISEtC6dWtIpVI8ePAAs2bNQocOHWjGEEJIvSUWi+Hr66sc5YeomjlzJk6fPo28vDyIxWIsWLAADx48UPaG79y5M9atW1etY1QpCU1NTUXPnj1x7do1SKVSZGVl4ZNPPgFQ2G5g2rRp+OCDD2iIJlIn2dvbY8mSJZg7d65K5ySO4zB8+HC1zE3s4uJSpe1+++03TJ06Fd26dYNAIMCgQYNUvgQKCgrw5MkTZXMBiUSCCxcuYM2aNUhJSYGlpSU6d+6My5cvK2tfdXR08NNPP2HGjBnIy8uDra0tBg4ciC+//LLa50kIIbWRWCxG69ata9Xc8LWNl5cXvLy8lO+NjY1x5swZpKamQigUKjsrVUeVktAvv/wSDx48wMmTJ9GyZUuVR4lCoRCDBw/GsWPHKAklddbAgQPh4+OD/v37Izs7G2KxGJ9//rlaElAbG5syB0IOCQkpdVsTE5MyB5C3t7dXac9qbW2NY8eOlRlPly5d1Db0FCGE1Hba2tpo3bo19PT0+A6lVlu0aBEGDhwIT09PleVGRkYAgAcPHuDPP//E119/XeVjVOmZ4sGDB/HJJ5/gnXfeKbHtXNOmTREVFVXloAipDezs7JR/6UkkErUkoEKhsFhbT0IIIZohEokoAa2gBQsW4O7du6Wuv3//PhYuXFitY1QpCU1LS4ODg0Op6wsKCiCTyaocFCH1VdOmTSGRSPgOgxBCGhyBQIBWrVophxsi1ZOcnFztfhhVehzv5OSEW7dulbr+1KlTcHd3r3JQhNRH1tbWpc5SRAghpGZ5eXkpHyWTkp0/f16lSdj+/fsRERFRrFxqair27Nmj0ma0KqqUhE6YMAFffPEFAgIC0K1bNwCFnTby8vKwaNEinDhxAlu2bKlWYITUJ40aNYKHhweNQ0cIITxo0qRJueMpE+DcuXPKR+wcx2H//v3Yv39/iWXd3d3xww8/VOt4VUpC/+///g8PHjzAsGHDlH9VDB8+HK9fv4ZMJsPkyZMxfvz4agVGSH3h6OgIZ2dnSkAJIYQHUqkUTZs25TuMOuHzzz/H1KlTwRiDhYUFNm3ahEGDBqmU4TgOurq6amlaVqUklOM4/PTTTxg9ejT27duH8PBwKBQKODk5YciQIejcuXO1AyOkruM4Dh4eHrCxseE7FEIIaZA4jkPz5s0hFAr5DqVO0NHRgY6ODgDg2bNnMDc3r9FhrKo1RUDHjh3RsWNHdcVCSL2hpaUFb29vmJqa8h0KIYQ0WC4uLmoZz7IhsrOzq/Fj0DxVhKiZSCSCr68vDAwM+A6FEEIaLCMjI5r1rRIcHBwq3WyM4zhERkZW+ZgVTkL79u1bqR1zHIdDhw5VOiBC6jItLS20bt2a/vImhBAeCQQCeHp6Ulv8SvD399f49apwEnrkyBFIJBJYWVmpzMhSGvqHJw2NUCiEj48PJaCEEMIze3t7GpC+krZt26bxY1Y4CbWxsUFsbCzMzMwwfPhwvP/++zTcASH/4jgO3t7eNAYdIYTwTFtbu8wJdUjtUeEZk168eIFz586hZcuWWLx4MWxtbdG9e3ds3boVGRkZNRkjIbVaUQJqZmbGdyiEENLgNWnSBFpa1OVFHdLT07F8+XIEBgaiZcuWuHbtGoDC2ZJWrVpV4kD2lVGpaTv9/f2xefNmxMfHY9++fTA1NcXUqVNhYWGBgQMHYt++fcjLy6tWQITUJQKBAC1btoSFhQXfoRBCSINkZmYGIyMjGBgYgOM4NG7cmO+Q6oWYmBi0bNkSX3/9NWJiYnD37l1kZmYCAExMTLB582Z+BqsXiUTo168f+vXrh8zMTOzfvx+bNm3C0KFDsWDBAsybN69aQRFSFxQloFQDSggh/Nm/fz/Onj0LmUwGU1NTiMVivkOqF2bNmoWMjAyEhYXBwsKiWGVL//79ceTIkWodo1I1oW/Ly8vDyZMncejQIdy+fRsSiYSGQyANhpeXFyWghBBSi1haWvIdQr1x6tQpTJs2De7u7iV2Nnd0dMSLFy+qdYxKJ6EKhQInT57EmDFjYGlpiWHDhiEnJwc//fQTEhMTMWrUqGoFREhdYGtrSx3zCCGklqGKAfXJycmBubl5qevV0R+owkno5cuXMXXqVDRq1AhBQUGIiIjA0qVL8fLlSxw7dgwjR46k4RBIg6ClpQUXFxe+wyCEEPIGdc1nTgq5u7vj/Pnzpa4/ePAgWrZsWa1jVDgJ7dixI7Zu3YrOnTvjjz/+wLp169CuXTs8f/4ct27dKvFVVT/++CPs7e0hkUjQtm1bZW+s0uzduxdubm6QSCTw8vLCsWPHqnxsQsrj4OAAkUjEdxiEEELeYGxszHcINUrTudH06dPxv//9D99++y3S0tIAFD4Nj4iIwKhRo3DlyhXMmDGjyucDVLJjUk5ODv7880/s37+/zHKMMXAcB7lcXumA9uzZg5kzZ2LTpk1o27Yt1qxZg8DAQDx58qTEHsiXL1/GsGHDsGzZMvTp0we7d+9G//79cevWLXh6elb6+LVdeHg4fv31V0RFRcHe3h7jxo2jWjkN0tLSQpMmTfgOo16he5oQog71eapkPnKjkSNHIjo6Gl999RXmzp0LAOjZsycYYxAIBFi6dCn69+9frfPiWEWmPwKwffv2Su989OjRld6mbdu2aN26NdavXw+gMOu2tbXFJ598gi+//LJY+aFDhyIrK0ulh1a7du3g7e2NTZs2lXu8W7duwcfHBzdv3kSrVq0qHa8mbd26FRMmTADHccpEnzGGX375BWPGjOE7PN7k5eUhLCwMenp60NbWVuu+O3fujISEBBgaGmLx4sVwdnaGk5OTWvadn5+PrKwseHt7N9jenHRPl6wm7+maQvczKUtN39Nnz55Fy5YtYWJiorZ91uQ9XdncQ9O50ZueP3+OP//8ExEREVAoFHBycsLAgQPh6OhYqf2UpMI1oVVJKCsrPz8fN2/exOzZs5XLBAIBunfvjitXrpS4zZUrVzBz5kyVZYGBgTh48GBNhqpx4eHhmDBhAhQKRbF148ePR8eOHeHs7MxDZPWbmZkZCgoKoKenB4FAQLWgakT3NCFEneprvxS+c6MmTZpU+7F7aWrVlAKvXr2CXC4vNsSCpaUlHj9+XOI28fHxJZaPj48vsXxeXp7KgPpFA6/KZDIUFBRUJ/wa9dNPP5W5fsuWLViyZImGoqldCgoKIJPJkJWVpfZ/w507d+LJkyd4+fIlTExMkJ+fj/z8fLXsOz8/X3nfCQTVGi2tTqJ7unQ1eU/XlIZ+P5OyaeKeLjqGutTkPV0UZ2ZmJtLT05XLxWJxsVpXTeRGfKlVSagmLFu2DAsXLiy2vG3btjxEox4KhQIrVqzAihUr+A6FELWge5oQ0hD4+/urvJ8/fz4WLFjASywCgaDE8UDLU5X+P0VqVRJqZmYGoVCIhIQEleUJCQmljsloZWVVqfKzZ89WqaIOCwuDv78/rl69Wu2hBmrS3Llz8f3335f46FIgEODTTz9tsLVGQOFfldX5IJTlypUriIqKwvvvv1+lD2hZhEJhg53jmO7pstXkPV1TGvL9TMpXk/f0xYsX0bFjR7Xvt6bu6du3b6Nt27YIDQ2Ft7e3cnlJbU81kRsBwNdff13sN+7AgQN48OABAgMD4erqCgB4/PgxTp06BU9Pz2p3TKpV3xba2trw8fHB2bNnlSemUChw9uxZTJ06tcRt2rdvj7Nnz2L69OnKZadPn0b79u1LLP92VbdUKgVQ2Ou5Ng+7M3HiRHz//felrp80aVKtjr+m1eS5SyQSODg4QF9fv8aO0RDRPV22hnzupH6qyXva1NRU+XteFxQltlKptNxe/ZrIjQAUq4HdsmULEhMTcf/+fWUCWuTRo0fo2rUrrK2ty4y9XKyW+d///sfEYjHbtm0be/jwIZs0aRIzMjJi8fHxjDHGRo0axb788ktl+UuXLjEtLS22cuVK9ujRIzZ//nwmEonYvXv3KnS8mzdvMgDs5s2bNXI+6rR161YmEAiYUChU+e/WrVv5Dq1eO3/+PLtz5w7fYdRLdE8TQtShor/5tUVlcw9N50aMMebs7MyWLFlS6vpvvvmGOTs7V3h/JalVNaFA4bACSUlJ+PrrrxEfHw9vb2+cOHFC2cD2+fPnKg2E/fz8sHv3bnz11VeYM2cOXFxccPDgwXo5RuiYMWPQsWNH/PLLL8oxFcePH089iDWgvg+CzBe6pwkh6lDfhwXjIzeKiYkps/ZaJBIhJiam6ieFSowTWl/VpXFCCT8uXLgAT09PSkQJIaSWio6Ohp2dHd9hVFhdyD1at26NV69e4eLFi7CxsVFZFxMTg44dO8LCwqLcmZvKUutqQgmpjerr+HOEEFIfUIc49Vu9ejUCAwPRtGlTDBgwQPmEKjw8HAcPHgRjDLt27arWMehfjZByaGtr15lZawghpCGiJFT9OnbsiKtXr2LevHk4cOAAcnJyAAA6OjoIDAzEwoUL4eXlVa1j0L8aIeWoSz0uCSGkIRIKhXyHUC95enriwIEDUCgUSEpKAgCYm5urbfB+SkIJKQcloYQQUrtRElqzBAJBsRmY1LJfte+RkHpGIpHwHQIhhJAy0FSxdRP9qxFSDmoPSgghtRsloXUT/asRUg5q8E4IIbUbJaF1E/2rEVIOamtECCGEqB8loYSUg5JQQgip3WpyXnpScygJJaQc9JiHEEJqN2q7XzfRrysh5eA4ju8QCCGEkHqHklBCykFJKCGEEKJ+lIQSQgghhBCNoySUkHJQm1BCCCFE/ejXlZBy0ON4QgghRP0oCSWEEEIIIRpHSSghhBBCCNE4SkIJIYQQQojG0aTYdVRcXBzi4uL4DqNBaNSoERo1asR3GPUe3dOaQ/e0ZtA9rTl0T9dNDT4JbdSoEebPn1+nbt68vDwMGzYMoaGhfIfSIPj7++PkyZMQi8V8h1Jv0T2tWXRP1zy6pzWrrt3TdTH3qAkcY4zxHQSpnPT0dBgaGiI0NBRSqZTvcOq1zMxM+Pv7Iy0tDQYGBnyHU2/RPa05dE9rBt3TmkP3dN3V4GtC6zJvb2/6wNWw9PR0vkNoUOiernl0T2sW3dM1j+7puos6JhFCCCGEEI2jJJQQQgghhGgcJaF1kFgsxvz58+tMA+y6jK61ZtB11hy61ppB11lz6FrXXdQxiRBCCCGEaBzVhBJCCCGEEI2jJJQQQgghhGgcJaGEEEIIIUTjKAklDdKYMWNgb2/PdxgYM2YMDWRNCKlTFixYAI7jKr1dbfjerU4MAQEBCAgIUGs8DR0loYRX27ZtA8dx4DgOFy9eLLaeMQZbW1twHIc+ffqUu7+AgADl/jiOg4mJCVq3bo1ff/0VCoWiJk6BkGqpyc+AQCCAgYEBXF1dMWrUKJw+fbomToGQKsnOzsaCBQsQEhLCdyhV8vLlSyxYsABhYWF8h1JnURJKagWJRILdu3cXWx4aGoqYmJhKDb3RuHFj7Ny5Ezt37sS8efMgk8kwfvx4zJkzR50hE6JWNfEZ2LFjB1asWIG+ffvi8uXL6NGjB4YOHYqCggJ1hk5IlWRnZ2PhwoV1OglduHAhJaHVQEkoqRV69+6NvXv3QiaTqSzfvXs3fHx8YGVlVeF9GRoaYuTIkRg5ciRmzJiBS5cuoXHjxli/fj39+JJaq6Y+A5MnT8aKFSvwzz//4KOPPsIff/yBr776qsztFQoFcnNzq3QehBBSUZSEklph2LBheP36tcrjwvz8fOzbtw/Dhw+v1r51dXXRrl07ZGVlISkpqdRyK1euhJ+fH0xNTaGjowMfHx/s27evxLK7du1CmzZtoKurC2NjY3Tu3BmnTp1SKXP8+HF06tQJenp60NfXR1BQEB48eFDi/p4+fYrAwEDo6enB2toaixYtwttD+GZlZeHTTz+Fra0txGIxXF1dsXLlymLlSN1Uk58BABAKhVi3bh3c3d2xfv16pKWlKddxHIepU6fit99+g4eHB8RiMU6cOIGQkBBwHFespioqKgocx2Hbtm0qy/fu3Qt3d3dIJBJ4enriwIEDtaIdIKm6ixcvonXr1pBIJHBycsLmzZtLLLdr1y74+PhAR0cHJiYmeP/99/HixYtS9xsVFQVzc3MAwMKFC5VNSBYsWAAAuHv3LsaMGQNHR0dIJBJYWVlh3LhxeP36dYVjP3jwIDw9PVXux5IoFAqsWbMGHh4ekEgksLS0xOTJk5GSklLqvkNCQtC6dWsAwNixY5XxF30mLly4gPfeew9NmjSBWCyGra0tZsyYgZycnArH3xBQEkpqBXt7e7Rv3x6///67ctnx48eRlpaG999/v9r7f/r0KYRCIYyMjEots3btWrRs2RKLFi3C0qVLoaWlhffeew9Hjx5VKbdw4UKMGjUKIpEIixYtwsKFC2Fra4vg4GBlmZ07dyIoKAhSqRTffvst5s2bh4cPH6Jjx46IiopS2Z9cLkfPnj1haWmJ7777Dj4+Ppg/fz7mz5+vLMMYQ9++fbF69Wr07NkTq1atgqurK2bNmoWZM2dW+/oQ/tX0ZwAoTESHDRuG7OzsYu1Pg4ODMWPGDAwdOhRr166tdOJ49OhRDB06FCKRCMuWLcPAgQMxfvx43Pz/9u48LIoj/QP4dxhghmNmJDioeHAMJIAYUXTdIDrx4FBWRVGiPkZkRd2occ2qu9E8ETwiGOO1oBjjiq53XJV4oaiB1aAxZheMeAEK6GKMEAWJiMrw/v7wN/3YznCIOKC+n+fh0a6qrq6Zp7q7prqq+j//aZSyM9M7d+4cAgMDcevWLcTExCAyMhLR0dEGjbnPPvsMY8eOhbu7O5YtW4bp06fj2LFj6N27N0pLS43mrVarkZiYCAAYOnSoMIRq2LBhAIAjR47g6tWriIyMRHx8PEaOHInt27dj4MCB9frhnZqairCwMEgkEsTGxiI0NBSRkZH48ccfDdJOmjQJs2bNQs+ePbFy5UpERkZiy5YtCAoKqvHpmaenJ+bPnw8AmDhxolD+3r17A3j8g6yiogIffPAB4uPjERQUhPj4eIwdO7bOsr9WiLEmlJSURADozJkzlJCQQAqFgioqKoiIaMSIEdSnTx8iInJycqKQkJA689NqteTh4UHFxcVUXFxMFy9epGnTphEAGjRokJAuIiKCnJycRPvqj6v38OFD8vb2pr59+wphubm5ZGZmRkOHDiWdTidKX11dTURE5eXl1KJFC5owYYIo/ubNm6RSqUThERERBIA+/PBDUT4hISFkaWlJxcXFRESUnJxMAGjhwoWiPIcPH04SiYTy8vLq/G5Y8/QizoGOHTvWGL9nzx4CQCtXrhTCAJCZmRmdP39elDYtLY0AUFpamig8Pz+fAFBSUpIQ1qlTJ2rXrh2Vl5cLYenp6QTA4FxjL4fQ0FCSy+VUWFgohF24cIGkUinpmw8FBQUklUrps88+E+177tw5Mjc3F4U/fd0tLi4mABQdHW1w7Kevx0RE27ZtIwB0/PjxOsvu4+NDbdq0odLSUiEsNTXVoD6eOHGCANCWLVtE+x86dMggXKvVklarFbbPnDljcB7UVv7Y2FiSSCSi7/N1xz2hrNkIDw/H/fv3sX//fpSXl2P//v0Negx56dIlqNVqqNVqeHp6Ij4+HiEhIVi/fn2t+1lZWQn/v3PnDsrKytCrVy/897//FcKTk5NRXV2NuXPnwsxMfProlyw5cuQISktLMWrUKJSUlAh/UqkUPXr0QFpamsGxp06dKspn6tSpePjwIY4ePQoAOHjwIKRSKaZNmybab8aMGSAipKSk1PPbYc1ZY50DtdEvCVZeXi4K12q18PLyalCeN27cwLlz5zB27FjRkmNarRadOnVqeGFZk9HpdDh8+DBCQ0PRoUMHIdzT0xNBQUHC9u7du1FdXY3w8HDR9a5169Zwd3c3er2rjyevx5WVlSgpKcHvf/97ABBdk435+eefkZWVhYiICKhUKiE8ICDAoI7v3LkTKpUKAQEBovL7+vrC1ta2Ucp/7949lJSUwM/PD0SEzMzMBuX5KjJv6gIwpqdWq9G/f39s3boVFRUV0Ol0GD58+DPn4+zsjK+++goSiQRyuRzu7u5wcHCoc7/9+/dj4cKFyMrKwoMHD4TwJ9fDu3LlCszMzGq9Wefm5gIA+vbtazReqVSKts3MzODq6ioKe/PNNwFAeHRfWFgIR0dHKBQKUTpPT08hnr38GuscqM1vv/0GAAZ1ycXFpcF56uufm5ubQZybm1udjQbW/BQXF+P+/ftwd3c3iHvrrbdw8OBBAI+vd0RkNB0AWFhYNOj4t2/fxrx587B9+3bcunVLFKcfz/zw4UPcvn1bFKdWq4X6WFPZn6yPubm5KCsrq/Ee8fSx6+vatWuYO3cu9u7dazC29Mnx2K87boSyZmX06NGYMGECbt68iQEDBtQ6hrMmNjY26N+//zPtc+LECQwePBi9e/fG6tWr0aZNG1hYWCApKcnosjm10a9HumnTJqMzms3N+bRjNWuMc6A22dnZAAwbjE/23OjVtCC5Tqdr1DKxl1d1dTUkEglSUlIglUoN4hv6Mo7w8HCcPHkSs2bNgo+PD2xtbVFdXY3g4GDhGnvy5En06dNHtF9+fv4zl9/BwQFbtmwxGq+fPPUsdDodAgICcPv2bfztb3+Dh4cHbGxsUFRUhHHjxvGa1U/guyFrVoYOHYpJkybh+++/x44dO0x23F27dkEul+Pw4cOi9RiTkpJE6TQaDaqrq3HhwgX4+PgYzUuj0QAAHBwc6tUYrq6uxtWrV4XeTwDIyckBAGFyiJOTE44ePYry8nJRD9alS5eEePZqeJHngE6nw9atW2FtbQ1/f/8609vZ2QGAweSSp3ve9fUvLy/PIA9jYaz5U6vVsLKyEp7sPOny5cvC/zUaDYgILi4uomtYfdT0I+fOnTs4duwY5s2bh7lz5wrhT5elc+fOBi9gaN26tXANr6vs+vIfPXoUPXv2NPpDrCHlP3fuHHJycrBx40bRRCR+WYQhHhPKmhVbW1skJiYiJiYGgwYNMtlxpVIpJBKJqIenoKAAycnJonShoaEwMzPD/PnzDX7N0v/P2AwKCoJSqcSiRYuMzqw0tkxUQkKCKJ+EhARYWFigX79+AB6vIanT6UTpAGD58uWQSCQYMGDAs31g1my9qHNAp9Nh2rRpuHjxIqZNm2YwLMQYJycnSKVSHD9+XBS+evVq0bajoyO8vb3xz3/+U3jcDzxeaP/cuXON8wGYSUmlUgQFBSE5ORnXrl0Twi9evIjDhw8L28OGDYNUKsW8efMMZq0TUa1LKllbWwMw/JGj71F9Or8VK1aItu3s7NC/f3/Rn1wuR5s2beDj44ONGzeKHn0fOXIEFy5cEOURHh4OnU6HBQsWGJSvqqqqxtn9wOOnbvUtPxFh5cqVNeb1uuKeUNbsREREmPyYISEhWLZsGYKDgzF69GjcunULq1atgpubG3766SchnZubGz755BMsWLAAvXr1wrBhwyCTyXDmzBk4OjoiNjYWSqUSiYmJeP/999G1a1eMHDkSarUa165dw4EDB9CzZ09RY1Iul+PQoUOIiIhAjx49kJKSggMHDmDOnDnCo6BBgwahT58++OSTT1BQUIDOnTsjNTUV33zzDaZPny70vrJXw/OeA2VlZdi8eTOAx2+lycvLw+7du3HlyhWMHDnS6A3XGJVKhREjRiA+Ph4SiQQajQb79+83Ok5u0aJFGDJkCHr27InIyEjcuXMHCQkJ8Pb2FjVM2ctj3rx5OHToEHr16oXJkyejqqoK8fHx6Nixo3Bd1Gg0WLhwIWbPno2CggKEhoZCoVAgPz8fe/bswcSJEzFz5kyj+VtZWcHLyws7duzAm2++iTfeeAPe3t7w9vZG79698fnnn+PRo0do27YtUlNTn+lRe2xsLEJCQuDv748//vGPuH37tlD2J+ujVqvFpEmTEBsbi6ysLAQGBsLCwgK5ubnYuXMnVq5cWeO4bI1GgxYtWmDNmjVQKBSwsbFBjx494OHhAY1Gg5kzZ6KoqAhKpRK7du2qdd3R11YTzcpnjIjEy9PUprGWp9EztkTTP/7xD3J3dyeZTEYeHh6UlJRE0dHRZOw0Wb9+PXXp0oVkMhnZ2dmRVqulI0eOiNKkpaVRUFAQqVQqksvlpNFoaNy4cfTjjz+KymFjY0NXrlyhwMBAsra2platWlF0dLTBElDl5eX00UcfkaOjI1lYWJC7uzstWbJEWBqKvZxexDkAQPiztbUld3d3GjNmDKWmphrdBwBNmTLFaFxxcTGFhYWRtbU12dnZ0aRJkyg7O9vo0jTbt28nDw8Pkslk5O3tTXv37qWwsDDy8PCos9ysefr3v/9Nvr6+ZGlpSa6urrRmzRqj18Vdu3aRv78/2djYkI2NDXl4eNCUKVPo8uXLQhpj192TJ08K+eOJ5Zr+97//0dChQ6lFixakUqloxIgRdOPGjRqXdDJm165d5OnpSTKZjLy8vGj37t1Gy0BEtHbtWvL19SUrKytSKBTUqVMn+utf/0o3btwQ0jy9RBMR0TfffENeXl5kbm4uOicuXLhA/fv3J1tbW2rZsiVNmDCBzp49W+OSTq8rCRG/boUxxtiL4ePjA7VazePhGGMGeEwoY4yx5/bo0SOD996np6fj7NmzePfdd5umUIyxZo17QhljjD23goIC9O/fH2PGjIGjoyMuXbqENWvWQKVSITs7G/b29k1dRMZYM8MTkxhjjD03Ozs7+Pr6Yt26dSguLoaNjQ1CQkIQFxfHDVDGmFHcE8oYY4wxxkyOx4QyxhhjjDGT40YoY4wxxhgzOW6EstdaQUEBJBIJNmzY0NRFYaxRcJ1mjL0suBHKGGOMMcZMjicmsdcaEeHBgwewsLAQ3vfL2MuM6zRj7GXBjVDGGGOMMWZy/DievfRiYmIgkUiQk5ODMWPGQKVSQa1W49NPPwUR4fr16xgyZAiUSiVat26NpUuXCvsaGz83btw42NraoqioCKGhobC1tYVarcbMmTOh0+mEdOnp6ZBIJEhPTxeVx1ieN2/eRGRkJNq1aweZTIY2bdpgyJAhKCgoeEHfCnuZcZ1mjL0OuBHKXhnvvfceqqurERcXhx49emDhwoVYsWIFAgIC0LZtWyxevBhubm6YOXMmjh8/XmteOp0OQUFBsLe3xxdffAGtVoulS5di7dq1DSpbWFgY9uzZg8jISKxevRrTpk1DeXk5rl271qD82OuB6zRj7JVGjL3koqOjCQBNnDhRCKuqqqJ27dqRRCKhuLg4IfzOnTtkZWVFERERRESUn59PACgpKUlIExERQQBo/vz5ouN06dKFfH19he20tDQCQGlpaaJ0T+d5584dAkBLlixpnA/MXnlcpxljrwPuCWWvjKioKOH/UqkU3bp1AxFh/PjxQniLFi3w1ltv4erVq3Xm96c//Um03atXr3rt9zQrKytYWloiPT0dd+7ceeb92euL6zRj7FXGjVD2yujQoYNoW6VSQS6Xo2XLlgbhdd045XI51Gq1KMzOzq5BN1yZTIbFixcjJSUFrVq1Qu/evfH555/j5s2bz5wXe71wnWaMvcq4EcpeGcaWo6lpiRqqY1GI+ixtI5FIjIY/OdFDb/r06cjJyUFsbCzkcjk+/fRTeHp6IjMzs87jsNcX12nG2KuMG6GMNZCdnR0AoLS0VBReWFhoNL1Go8GMGTOQmpqK7OxsPHz4UDSrmbGmxnWaMWZK3AhlrIGcnJwglUoNZiWvXr1atF1RUYHKykpRmEajgUKhwIMHD154ORmrL67TjDFTMm/qAjD2slKpVBgxYgTi4+MhkUig0Wiwf/9+3Lp1S5QuJycH/fr1Q3h4OLy8vGBubo49e/bgl19+wciRI5uo9IwZ4jrNGDMlboQy9hzi4+Px6NEjrFmzBjKZDOHh4ViyZAm8vb2FNO3bt8eoUaNw7NgxbNq0Cebm5vDw8MDXX3+NsLCwJiw9Y4a4TjPGTIVf28kYY4wxxkyOx4QyxhhjjDGT40YoY4wxxhgzOW6EMsYYY4wxk+NGKGOMMcYYMzluhDLGGGOMMZPjRih7bcXExNT4msKmKEdJSUlTF4UxxhgzGW6Esibx9ddfQyKRYM+ePQZxnTt3hkQiQVpamkFchw4d4OfnV2ve48aNg0QiEf6USiU6d+6MpUuX8ttcWLNgyvpva2sLV1dXDB8+HLt27UJ1dXWjfQ7GGHse3AhlTcLf3x8A8N1334nC7969i+zsbJibmyMjI0MUd/36dVy/fl3YtzYymQybNm3Cpk2bsGjRIrzxxhuYOXMmIiIiGu9DMNZApqz/y5cvx+jRo5Gbm4vhw4ejX79+uHv3buN9GMYYayB+YxJrEo6OjnBxcTG4CZ86dQpEhBEjRhjE6bfrcxM2NzfHmDFjhO3JkyejR48e2LFjB5YtWwZHR8dG+BSMNYyp6z8ALFy4EHFxcZg9ezYmTJiAHTt21Lg/EaGyshJWVlb1/UiMMfbMuCeUNRl/f39kZmbi/v37QlhGRgY6duyIAQMG4Pvvvxc9OszIyIBEIkHPnj2f+VhmZmZ49913AQAFBQU1pktKSkLfvn3h4OAAmUwGLy8vJCYmGk2bkpICrVYLhUIBpVKJ7t27Y+vWraI0p0+fRnBwMFQqFaytraHVag16uPRKSkoQHh4OpVIJe3t7/PnPf0ZlZaUoTVVVFRYsWACNRgOZTAZnZ2fMmTOHhxm8hExZ//U+/vhjBAYGYufOncjJyRHCnZ2d8Yc//AGHDx9Gt27dYGVlhS+//BIFBQWQSCTYsGGDQV4SiQQxMTGisPT0dHTr1g1yuRwajQZffvllsxl7zRhrfrgRypqMv78/Hj16hNOnTwthGRkZ8PPzg5+fH8rKypCdnS2K8/DwgL29fYOOd+XKFQCodf/ExEQ4OTlhzpw5WLp0Kdq3b4/Jkydj1apVonQbNmxASEgIbt++jdmzZyMuLg4+Pj44dOiQkObbb79F7969cffuXURHR2PRokUoLS1F37598cMPPxgcOzw8HJWVlYiNjcXAgQPx97//HRMnThSliYqKwty5c9G1a1csX74cWq0WsbGxGDlyZIO+E9Z0TF3/9d5//30QEY4cOSIKv3z5MkaNGoWAgACsXLkSPj4+z5RvZmYmgoOD8euvv2LevHkYP3485s+fj+Tk5OcqL2PsFUaMNZHz588TAFqwYAERET169IhsbGxo48aNRETUqlUrWrVqFRER3b17l6RSKU2YMKHOfCMiIsjGxoaKi4upuLiY8vLyaNGiRSSRSOjtt98W0kVHR9PTp0BFRYVBfkFBQeTq6ipsl5aWkkKhoB49etD9+/dFaaurq4V/3d3dKSgoSAjT5+/i4kIBAQEG5Rg8eLAor8mTJxMAOnv2LBERZWVlEQCKiooSpZs5cyYBoG+//bbO74Y1Hy+6/tckMzOTANBHH30khDk5OREAOnTokChtfn4+AaCkpCSDfABQdHS0sD1o0CCytramoqIiISw3N5fMzc0NzjPGGCMi4p5Q1mQ8PT1hb28vjHU7e/Ys7t27J8z+9fPzEx5dnzp1Cjqdrl7j4QDg3r17UKvVUKvVcHNzw5w5c/DOO+8YnY38pCfHwJWVlaGkpARarRZXr15FWVkZAODIkSMoLy/Hxx9/DLlcLtpf/9gxKysLubm5GD16NH799VeUlJSgpKQE9+7dQ79+/XD8+HGDWcpTpkwRbX/44YcAgIMHD4r+/ctf/iJKN2PGDADAgQMH6v5iWLPxIut/bWxtbQEA5eXlonAXFxcEBQU1KE+dToejR48iNDRUNN7azc0NAwYMaHhhGWOvNJ6YxJqMRCKBn5+f0CDLyMiAg4MD3NzcADy+CSckJACAcDOu701YLpdj3759AB7PFHZxcUG7du3q3C8jIwPR0dE4deoUKioqRHFlZWVQqVTCY31vb+8a88nNzQWAWmfjl5WVwc7OTth2d3cXxWs0GpiZmQljWAsLC2FmZiZ8P3qtW7dGixYtUFhYWOfnY83Hi6z/tfntt98AAAqFQhTu4uLS4Dxv3bqF+/fvG9RNAEbDGGMM4EYoa2L+/v7Yt28fzp07J4yH0/Pz88OsWbNQVFSE7777Do6OjnB1da1XvlKpFP3793+msly5cgX9+vWDh4cHli1bhvbt28PS0hIHDx7E8uXLn2l9RX3aJUuW1Di2Tt8jVZOaJnPwJI9Xx4uq/7XRjzN9unFobCZ8TXVNp9M9dzkYY4wboaxJPbleYkZGBqZPny7E+fr6QiaTIT09HadPn8bAgQNfaFn27duHBw8eYO/evejQoYMQ/vSi4RqNBsDjm3lNvTz6NEqlst6N4dzcXFFvVF5eHqqrq+Hs7AwAcHJyQnV1NXJzc+Hp6Smk++WXX1BaWgonJ6d6HYc1H01R/zdt2gSJRIKAgIA60+p76ktLS0XhT/e6Ozg4QC6XIy8vzyAPY2GMMQbw7HjWxPTLuWzZsgVFRUWiniCZTIauXbti1apVuHfvXqM8iqyNVCoF8HiNRL2ysjIkJSWJ0gUGBkKhUCA2NtZgCSX9vr6+vtBoNPjiiy+Ex59PKi4uNgh7egZ+fHw8AAhj6vSNkBUrVojSLVu2DAAQEhJS+wdkzY6p639cXBxSU1Px3nvvGQz/MEapVKJly5Y4fvy4KHz16tWibf2Th+TkZNy4cUMIz8vLQ0pKynOXmzH2auKeUNakLC0t0b17d5w4cQIymQy+vr6ieD8/PyxduhRA44yHq01gYCAsLS0xaNAgTJo0Cb/99hu++uorODg44OeffxbSKZVKLF++HFFRUejevTtGjx4NOzs7nD17FhUVFdi4cSPMzMywbt06DBgwAB07dkRkZCTatm2LoqIipKWlQalUCmNW9fLz8zF48GAEBwfj1KlT2Lx5M0aPHo3OnTsDePw6x4iICKxduxalpaXQarX44YcfsHHjRoSGhqJPnz4v9Pthje9F1f+qqips3rwZAFBZWYnCwkLs3bsXP/30E/r06YO1a9fWO6+oqCjExcUhKioK3bp1w/Hjx0VrjOrFxMQgNTUVPXv2xAcffACdToeEhAR4e3sjKyur3sdjjL1Gmnp6PmOzZ88mAOTn52cQt3v3bgJACoWCqqqq6pVfXUvU6Blbomnv3r309ttvk1wuJ2dnZ1q8eDGtX7+eAFB+fr5BWj8/P7KysiKlUkm/+93vaNu2baI0mZmZNGzYMLK3tyeZTEZOTk4UHh5Ox44dMyjHhQsXaPjw4aRQKMjOzo6mTp1qsATUo0ePaN68eeTi4kIWFhbUvn17mj17NlVWVtbru2HNz4uo/wCEP2tra3J2dqawsDD617/+RTqdzmAfJycnCgkJMZpfRUUFjR8/nlQqFSkUCgoPD6dbt24ZLNFERHTs2DHq0qULWVpakkajoXXr1tGMGTNILpfXq+yMsdeLhOiJZ4+MMcZYIwoNDcX58+eFFSMYY0yPx4QyxhhrFE++ghR4PNnu4MGDwitzGWPsSdwTyhhjrFG0adMG48aNg6urKwoLC5GYmIgHDx4gMzOzXhOhGGOvF56YxBhjrFEEBwdj27ZtuHnzJmQyGd555x0sWrSIG6CMMaO4J5QxxhhjjJkcjwlljDHGGGMmx41QxhhjjDFmctwIZYwxxhhjJseNUMYYY4wxZnLcCGWMMcYYYybHjVDGGGOMMWZy3AhljDHGGGMmx41QxhhjjDFmctwIZYwxxhhjJvd/Km9FAhIYzyMAAAAASUVORK5CYII=", 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", 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", + "image/png": 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", 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" ] @@ -306,15 +296,13 @@ }, { "cell_type": "markdown", - "id": "bb289b05", "metadata": {}, "source": [ - "## Plot the delta-delta effect sizes together" + "### Generate a forest plot" ] }, { "cell_type": "markdown", - "id": "982afbdb", "metadata": {}, "source": [ "This will allow for comparisons of different ``Drug`` effects.\n", @@ -325,7 +313,9 @@ "\n", "- ``labels``: A list of labels for the dabest objects. E.g., ``['Drug1', 'Drug2', 'Drug3']``\n", "\n", - "- ``effect_size``: Select the effect size metric from ``\"mean_diff\", \"median_diff\", \"cliffs_delta\", \"cohens_d\", \"hedges_g\", or \"delta_g\"``. The default is ``\"mean_diff\"``. Not all effect sizes are available for all situations.\n", + "- ``effect_size``: For delta-delta experiments, you can select the effect size metric from ``\"mean_diff\", or \"hedges_g\" / \"delta_g\"``. The default is ``\"mean_diff\"``.\n", + " \n", + " **Note: \"hedges_g\" and \"delta_g\" can be used interchangeably for delta-delta experiments - both plot hedges_g regular effect sizes and our `Deltas' g` delta-delta effect size.**\n", "\n", "- ``horizontal``: A boolean input (``True``/ ``False``) to adjust the plot orientation. The default is vertical orientation (``False``) \n", "\n", @@ -337,12 +327,11 @@ { "cell_type": "code", "execution_count": null, - "id": "9a424896-05cd-4c72-a004-b40c9056b292", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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7AgCaNm2KPn36YMGCBbIHllNlLxccExODwYMHIz8/H8Cd9toFaD280Hbse6hxfweb369xTT+83qcZlzogclGS9uBfffVV5OTkID4+Hnv37i1TVAMHDsSvv/4qS0C1iImJQd++fVFQUABRFO8yJSPCVFSIQ5+/hmunD9j8nonpuZj8fTzOpNn2VwEROSdJBb9z50689NJLCAsLgyAIZR5v2LAhUlJSbA6nFtnZ2Rg8eDBEUSx1Baw7EkWIEPG/pW/ZPF0DAIaCYry1+S9c4cqURC5HUsEXFBQgKCjoro/n5HCP8VYrV65Efn5++eX+D1GE6WYhLh+KkeX9C26asPrAJVm2RUTOQ1LBh4WF4ffff7/r45s2bUJ4eLjkUGoiiiIWLVok6bXn966X7WzVwxezYDbzzFciVyKp4F955RWsXbsWc+fOhV6vBwCYzWYkJSVh1KhR2L9/PyZNmiRrUGeVmZmJ5ORkCUUtIv96Kory5TnkMc9o4gVEiFyMpBOdRo4ciYsXL+LNN9/E9OnTAQB9+vSBKIrQaDSYNWsWBg4cKGdOp5Wbm2vT64sL8+Hhq5Mly/HLegRX85FlW0Tk+CRf0Wn69OkYNWoUNmzYgKSkJJjNZoSGhuLxxx9Hw4YN5cx4Rx988AG2bduG+Ph4eHh4IDs72+7vKYWfn23XVXXzkq+QkzNs+2VDRM6lwgWfn5+PiIgIjB8/Hs8++6xiUzE3b97E0KFD0alTJyxdulSRDNYIDAxEaGgozp07V8FpGgE+1WvD3Ue+4/N9PLTlP4mIVKPCc/A+Pj44f/78HQ+PrEwzZ87EpEmTHP5ygYIgYOLEiZJe26D7ENn+PWsEoNf9NWXZFhE5B0lfsvbp0wcxMfIcwucKRo8eDR8fH2g0Vv7rFkrOaK37YJRsGZ7sUB8NeMk/IpciqeDfeustnD17FqNGjUJcXBxSU1ORlZVV5sfRGI1GGAyGUj+VISAgABs2bIAgCOWXvCBAgIB2Y9+Hu48867w/2uI+DG1XV5ZtEZHzkFTwzZs3x6lTp/Ddd9+he/fuqFevHoKCgsr8VNTUqVMhCMI9fxISEqREBgDMnj0bOp3O8hMcHCx5WxUVFRWFbdu2wdvb2/LPUpYArbsX2j87D0H3t5flfQeF18Gz3RsqPqVGRJVP0mJj77zzjlWFMWPGjAptNyMjA5mZmfd8TsOGDeHh4WG5vWLFCrzyyitWHUVjNBphNBottw0GA4KDgyttsTGgZNmCVatW4cMPP0Rqaqrlfk9ddTTq/STqtu8Dd2/bjrwBSubcn+kWir4t77N5W0TknCQVvCOpSMHfrrJXk7xVbGwsunXrZrnd6aVPEdiolSzb9vdyw2t9mqF1cIAs2yMi5yT5OPhb6fV6+Pn5lbkuqz1dunQJWVlZuHTpEkwmE+Lj4wEAjRo1svnY88pw+19Ack2hNKvlj1f7NOXl+4hI+gU/Dh8+jD59+sDHxweBgYHYu3cvAOD69esYMGCA3S/r9/bbbyM8PBwzZsxAbm4uwsPDER4ejsOHD9v1fR2Vu1bA051DMHdwS5Y7EQGQWPD79u1D165dkZiYiJEjR5ZaJbF69erQ6/X44osvZAt5JytWrLCsq37rT2RkpF3f1xF1aFANS55si8Ft60Kj4ZepRFRC0hTNG2+8gfvvvx9//vkncnJy8PXXX5d6vEePHli5cqUsAenu6gf6YFxEQ861E9EdSSr4Q4cOYfbs2fD09LzjYlp16tRBWlqazeHozvw83fBUp/qIal6Le+xEdFeSCt7d3f2eF69ITU11ii86nVGPZjUwtmsD6LzdlY5CRA5O0hx8x44dsX79+js+lpeXh+XLl6N79+42BaPS/Dzd8Maj92PyQ01Y7kRkFUkFP3PmTBw+fBh9+/bFzz//DAA4duwYvv76a7Rt2xYZGRl46623ZA3qykKq++KTJ1qjU2ig0lGIyIlImqLp0KEDtm/fjueeew5PPfUUAOC///0vACA0NBTbt29Hy5Yt5Uvpwjo3CsSk3k3g5c6lfomoYqwqeIPBAF9f31InMvXs2RNnzpxBfHw8EhMTLRf8aNu2Ldc9kUl0+3qIbh/Mf59EJIlVUzRVq1bFunXrLLf/85//4MCBAwCA1q1bY+jQoRg+fDjatWvHMpKBRgAmP9QEIzrU479PIpLMqoL38PAotUjXihUrkJycbLdQrkwQgP8+3BQ9mtVQOgoROTmrpmiaNWuGr7/+GiEhIdDpSi4AfeHCBRw5cuSer2vTpo3tCV3MsHbB6Nak4kstExHdzqrVJHfs2IHhw4ff8aSmOxFFEYIgwGQy2RzQnpRcTTIuLg4RERGW251fXozw9h3xyfDWcNNKXiKIiMjCqj34Pn364Pz58zh06BDS09Px9NNP45lnnkGnTp3snU+1WrRogdjYWBxLuYHVB1LgX7shnu4cwnInItlYVfDHjx9H/fr1ERVVco3Q5cuXY+jQoejVq5ddw6mZTqdD165dISZmYMf1qgip7ou29asqHYuIVMSq3cXw8HBs27bN3llcWlTzmjxihohkZVXBe3t7Iz8/33J77969SE9Pt1soV9S1UXWlIxCRylg1RdOqVSvMnz8fWq3WchTNoUOH4OV17wtLPP7447YndAENqvsiwMej/CcSEVWAVUfRHD58GEOGDMGlS5dKXiQIKO9lPIrGOrGJGTh5xYBnu4cq8v5EpF5W7cG3a9cOSUlJSE5ORnp6OiIjIzF9+nT07t3b3vlcQpOaXFqZiORn9WJjbm5uaNq0KZo2bYrRo0fjscceQ4cOHeyZzWXUq+ardAQiUiFJq0kuX75c7hwurWYVT6UjEJEKWVXw7777LgRBwPTp06HRaPDuu++W+xpBELgmvBW0GgF+npJ+zxIR3ZNVX7JqNBoIgoCCggJ4eHhAoyn/6Ep+yWqd45ez0bJugCLvTUTqZtWu4+3XX73X9VipYrx5IQ8ishMufKIwXqmJiOxF8uTv6dOnkZycjJycHPj7+6NRo0Zo1qyZnNlcgjsXFyMiO6lwwX/xxRf44IMPkJqaWuaxevXqYfr06Rg3bpws4VyBFV9nEBFJUqGCnzJlCubPn49q1arhP//5Dx544AH4+fkhNzcXJ06cwKZNmzBhwgQkJiZi7ty59sqsKtV9eYgkEdmHVUfRAMDBgwfRsWNHDBo0CKtWrYKvb9mTc/Ly8jBy5Ehs2bIFBw4cQLt27WQPLCdHOIqGiMherJ4gWLp0Ke677z6sXr36juUOAL6+vlizZg1q1qyJpUuXyhaSiIgqzuqC379/P4YOHQpPz3tPKXh5eWHo0KH4448/bA5HRETSWV3wKSkpuP/++616blhYGFJSUiSHIiIi21ld8AaDAf7+/lY918/PDzk5OZJDERGR7awueFEUK3RJOSu/uyUiIjux+igajUaD8PBw1KlTp9znpqamIj4+nmvREBEpyOrj4OvVq4esrCxkZWVZ/XwiIlKO1QV/4cIFO8YgIiK58UR5IiKVYsETEakUC56ISKVY8EREKsWCJyJSKRY8EZFKseCJiFRK8iX7YmJisHTpUpw7dw43btwoszSBIAhITk62OSAREUkjqeDnzZuHqVOnombNmmjfvj1atGghd657unDhAt577z3s2rULaWlpqF27NkaOHInp06fDw8OjUrMQETkqSQW/YMEC9OzZE9u3b4e7u7vcmcqVkJAAs9mML774Ao0aNcJff/2F8ePHIy8vDx999FGl5yEickRWLzZ2K19fX8yfPx8TJkywRyZJ5s2bh88++wznzp2z+jVcbIyI1EzSl6zt27fHmTNn5M5iE71ej2rVqikdg4jIYUgq+CVLlmDjxo1YvXq13HkkSUpKwqJFi8r9i8JoNMJgMJT6ISJSK0lTNC1btkRWVhauXr0KPz8/1K1bF1qttvSGBQHHjh2r0HanTp2KuXPn3vM5p0+fRrNmzSy3U1NT0b17d0RGRuLrr7++52vfeecdzJw5s8z9nKIhIjWSVPCRkZFWXd1p9+7dFdpuRkYGMjMz7/mchg0bWo6UuXLlCiIjI9GxY0esWLECGs29/yAxGo0wGo2W2waDAcHBwSx4IlIlSQXvCFJTU9GjRw+0bdsW3377bZm/IKzBL1mJSM0kn+ikpNTUVERGRqJ+/fr46KOPkJGRYXmsVq1aCiYjInIcNhV8UVEREhISoNfrYTabyzzerVs3WzZ/V7/88guSkpKQlJSEunXrlnrMSf8gISKSnaQpGrPZjGnTpmHJkiXIz8+/6/N40W0iIuVIOkxy1qxZmDdvHkaOHIlVq1ZBFEXMmTMHn3/+OVq2bIlWrVohJiZG7qxERFQBkgp+xYoVGDZsGD777DP06dMHANC2bVuMHz8eBw4cgCAI2LVrl6xBiYioYiQV/OXLl9GzZ08AgKenJwCgsLAQAODh4YGRI0fim2++kSkiERFJIangAwMDkZubCwDw8/NDlSpVyqwBc+PGDdvTERGRZJKOogkPD8ehQ4cst3v06IFPPvkE4eHhMJvNWLhwIVq1aiVbSCIiqjhJe/DPPPNMqbNCP/jgA2RnZ6Nbt27o3r07DAYDPv74Y1mDEhFRxch2Jqter8eePXug1WrRuXNnp1jZkYdJEpGaOe1SBXJgwRORmkm+6LbJZMLatWsxYcIEDBo0CCdOnABQsie/ceNGpKenyxaSiIgqTlLBZ2dno0uXLhgxYgTWrFmDLVu2WNaD8fPzw0svvYQFCxbIGpSIiCpGUsFPnToVJ0+eRExMDM6dO1dq/RetVoshQ4Zg+/btsoUkIqKKk1TwmzZtwsSJE/HQQw/dcV34Jk2a4MKFC7ZmIyIiG0gqeL1ejwYNGtz18aKiIhQXF0sORUREtpNU8KGhoThy5MhdH9+5cyfCwsIkhyIiIttJKvhx48Zh2bJlWLdunWX+XRAEGI1GTJ8+HTt27Cj3AthERGRfko6DF0URzzzzDJYuXYqAgABkZ2ejZs2ayMzMRHFxMSZMmIDPPvvMHnllxePgiUjNbDrRKS4uDuvXr0diYiLMZjNCQ0MxbNgwu13JSW4seCJSM57JyoInIpWSfCYrERE5NquXC+7fv3+FNiwIAjZv3lzhQEREJA+rC/6nn36Cl5cXatWqBWtmde50AhQREVUeqwu+Tp06SE1NRfXq1TFixAg88cQTqFWrlj2zERGRDayeg09JScHu3bsRHh6O9957D8HBwejduzeWL1+OnJwce2YkIiIJJB1FU1RUhO3bt2P16tX46aefYDab8cgjj2DEiBHo16+f5ULcjo5H0RCRmkk6isbd3R0DBgzAunXrkJ6eji+++AJpaWkYPnw4PvzwQ7kzEhGRBDYdJmk0GhETE4PNmzfj6NGj8PLyQkhIiEzRiIjIFhUueLPZjJiYGDz99NOoWbMmoqOjUVBQgK+++grXrl3DqFGj7JGTiIgqyOqjaPbt24fVq1fjhx9+QGZmJjp27IhZs2Zh2LBhqF69uj0zEhGRBFZ/yarRaODt7Y1HH30U0dHRVk3FtGnTxtZ8dsUvWYlIzSpU8JYXlXMSkyiKEAQBJpPJtnR2xoInIjWzeopm+fLl9sxBREQy42qS3IMnIpXiapJERCrFgici1TqSfvdrR7sCFjwRqVZaXhqKTEVKx1AMC56IVEuEiMzCTKVjKIYFT0SqllWYpXQExbDgiUjV0vPSlY6gGBY8Ealasj5Z6QiKYcETkaodu3bMqsuMqhELnohU7VrBNSRmJyodQxEseCJSvV2XdikdQREseCJSvbjUOOiNeqVjVDoWPBGpjl6vR1xcHE4ePomMkxnIy8nDxsSNSseqdFavJklE5CxOnDiBiIgIy+0ec3pgp+9O9AjugRBdiHLBKpnT7sH3798f9erVg5eXF+677z6MGjUKV65cUToWETkoM8xYdHQRCosLlY5SaZy24Hv06IHvv/8eZ86cwYYNG5CcnIwhQ4YoHYuIHNjl3MtYEr8EZtGsdJRK4bRTNJMmTbL8//r162Pq1KkYOHAgioqK4O7urmAyInJkB9IOYMXJFRjTfEy5V6dzdk5b8LfKysrCd999h86dO9+z3I1GI4xGo+W2wWCojHhE5GBiLsTAx80HTzR7QukoduW0UzQA8Prrr8PX1xeBgYG4dOkSNm/efM/nz549GzqdzvITHBxcSUmJyNH8mPQjfjj7g9Ix7MqhCn7q1KkQBOGePwkJCZbnv/rqqzh69Ch27twJrVaLp5566p6nJE+bNg16vd7yk5KSUhn/WETkoNafXY81CWtUu5SBQ12TNSMjA5mZ9167uWHDhvDw8Chz/+XLlxEcHIx9+/ahU6dOVr0fr8lKpE5xcXFlDpMMah501+d3r9sd41uMh7tWXd/fOdQcfFBQEIKC7j4I92I2l3wrfuscOxGRNfZe3otLOZcwMXwi6vjVUTqObBxqisZaBw4cwKeffor4+HhcvHgRu3btQnR0NEJDQ63eeyciutV5/Xm8/vvr+DHxR9Vc5s8pC97HxwcbN25Er1690LRpU4wdOxYtW7bE3r174enpqXQ8InJSReYirD2zFlP2TsGhtENOPzfvUFM01mrRogV27XLN1eGIyP7S8tPw0eGPEBYYhqfCnkIDXQOlI0nilHvwRESV4VTmKUyLnYYvjn3hlKtRsuCJiO5BhIhdKbswec9k7L6026mmbVjwRKQ6t5ewHKWcW5SLz49/jlkHZiGz4N6HczsKFjwRqUZ2djYWLFiA6OjoUvcfmHcAZ7ecxc3cmza/x/Hrx/Ha76/hwNUDNm/L3hzqRKfKxhOdiNQjJiYGgwcPRn5+PoA77LULgNZTiy7TuqBWm1qyvGffBn0xMmwkNIJj7is7ZioiogqIiYlB3759UVBQAFEU7zwlIwImowmxM2ORdiRNlvfddn4blsQvcdh5eRY8ETm17OxsDB48GKIoWs5ovyuxZM/+j9l/yDJdAwCxqbGIS42TZVtyY8ETkVNbuXIl8vPzyy/3f/y9J39h1wXZMuy9vFe2bcmJBU9ETksURSxatEjSaxO3Jso2tZJ4I9EhrxLFgicip5WZmYnk5OSKF7UI5KXl4WaOPNM0haZCnNefl2VbcmLBE5HTys3Nten1xQXFMiUBErISyn9SJWPBE5HT8vPzs+n1bt7yLceVV5Qn27bkwoInIqcVGBiI0NDQil88WwB8a/nCw7/sxYOkah7YXLZtyYUFT0ROSxAETJw4UdJrG/drXPFfDHfRvlZ7hAWGybItObHgicipjR49Gj4+PtBorKyzv89oDekZIsv7169SH8+1ek62XxZyYsETkVMLCAjAhg0bIAhC+SUvlOz1d5nWBR5+tk/PNNQ1xFsd34KPu4/N27IHFjwROb2oqChs27YN3t7eEAThznvTf++5R8yIkGUtmtZBrfF2p7fh7+Fv87bshYuNcbExItXIzs7GqlWr8OGHHyI1NdVyv3c1bzQd3BQhvULg4Wv7nvujDR7FyPtHQqvR2rwte2LBs+CJVCc2NhbdunWz3I6cHYkaD9SwebueWk+MazEO3ep2K//JDsApr8lKRHQvt0/RyPEFaKOARnih9Quo7Vfb5m1VFhY8EdE9eLt5Y3jT4YgKiXLYdd/vhgVPRHQHAgT0CO6BJ5o9AZ2nTuk4krDgiYhuExYYhtFhoxGiC1E6ik1Y8EREfwvwDMDosNHoVLuTQ564VFEseCIiAF3rdMWY5mPg52HbAmaOhAVPRC7NXeOOsQ+MRY96PZSOIjsWPBG5rKpeVfFqu1cRGhCqdBS7YMETkUtqFNAIU9pNQVWvqkpHsRsWPBG5nE73dcILrV+Au9Zd6Sh2xYInIpfSq14vjGsxzulOWpJC/f+ERER/a1OjjcuUO8CCJyIXofPQ4fnWz7tMuQOcoiEiFWrRogViY2Ox78o+7Di/A7oQHYY3He7Qa7fbAwueiFRHp9Oha9eu0J/T438+/0OQdxAigyOVjlXpXOdvFSJyWQ+HPOzwF+ewBxY8Ealel9pdlI6gCBY8Eala/Sr1EegdqHQMRbDgiUjVmgc2VzqCYljwRKRqjQMaKx1BMSx4IlI1Z79ohy1Y8ESkWgIE1PCpoXQMxbDgiUi1qnhWgZvGdU/3YcETkWr5uavn6kxSsOCJSLV83H2UjqAopy94o9GI1q1bQxAExMfHKx2HiByIl9ZL6QiKcvqCf+2111C7dm2lYxCRA3LXqPuCHuVx6oL/+eefsXPnTnz00UdKRyEiB+TKX7ACTryaZHp6OsaPH49NmzbBx8e6eTaj0Qij0Wi5bTAY7BWPiByAnwe/ZHU6oiji6aefxrPPPot27dpZ/brZs2dDp9NZfoKDg+2YkoiU5u3mrXQERTlUwU+dOhWCINzzJyEhAYsWLUJOTg6mTZtWoe1PmzYNer3e8pOSkmKnfxIiIuUJoiiKSof4R0ZGBjIzM+/5nIYNG2LYsGHYunUrBEGw3G8ymaDVavHkk09i5cqVVr2fwWCATqeDXq9HlSpVbMpORORoHKrgrXXp0qVS8+dXrlxBVFQU1q9fjw4dOqBu3bpWbYcFT0Rq5pRfstarV6/UbT+/ki9SQkNDrS53IiK1c6g5eCIiko9T7sHfLiQkBE4400REZFfcgyciUikWPBGRSrHgiYhUigVPRKRSLHgiIpViwRMRqRQLXkFGoxHvvPNOqRUuyXFxvJwLx8tJlyqQiyiKyMnJgb+/f6l1bSoLl0pwLhwv58LxUsmJTlIJguCyA09E6scpGiIilWLBExGpFAteQZ6enpgxYwY8PT2VjkJW4Hg5F46Xi3/JSkSkZtyDJyJSKRY8EZFKseCJiFSKBU9EpFIseCIilWLBExGpFAueiJyG2WwudZtHed+bS69FI7ezZ8+iatWqCAoKUjoKWWHv3r04deoULl26hCeffBJNmjSBh4eH0rHoLn766Sf89ttvuHjxIgYNGoQBAwZwLalycA9eJt9++y06d+6MZcuW4fr160rHoXIsW7YMw4YNw+bNm7Fy5UoMHDgQ+/fvB1B2L5GUt2zZMowcORImkwnXr1/HnDlzcPz4caVjOT6RbLZ7926xUaNGYtu2bcXGjRuLH3/8sZiRkaF0LLqLrVu3itWrVxc3btwomkwmURRFMTIyUuzTp4/CyehONm7cKFarVk3cuHGj5b7mzZuLa9euFUVRFM1msyiKomUs6V/cg7dRUVEREhIS0LFjR/zyyy94/PHHsXDhQqxatYp78g5Ir9dj8+bNePbZZ9GvXz8UFxcDAF588UVcvXoVJpNJ4YR0q+zsbMTGxuK1115D//79LffrdDps2LABkZGRmDJlCi5cuACNRsM5+dtwDt5G7u7u6NOnD9q1a4eqVatizpw5MJvNWLhwIQBg1KhRljl5s9ls+RAqcYERKimGoKAgtGnTBm5u/378AwICcPnyZWRnZ6Nq1arQaLjv4wgCAgIQHR2NoKAgaLVaAMDDDz+MlJQUjBgxAufPn8ehQ4cwbdo0LF26FD4+PgondiwseIn+KWsACAkJQUhIiKW4P/zwQwiCYCn5p59+Gu7u7pgzZw5efvll1KhRQ8noLunW8frggw8sv2D/GTM/Pz/4+/vDy8vL8rzNmzejd+/e8PX1VSy3q7p1vB588EHL/RcvXoTJZMKuXbvQqFEjAMCsWbPw5ZdfwmAwsOBvw4KX6J8P35kzZ9C0aVPL/SaTCVqtFnPnzgUALFq0CHl5ediyZQtu3ryJd999V5G8ru6f8Tp9+jTuv/9+AP+OFQB4eHjAw8PDUuY9e/aEu7t7qWkBqjx3+u+ruLgY9evXR0xMDNzc3FBcXAw3Nzc0aNAA9erVg7e3t5KRHRL/Dq2gW4+w2LNnDyIjI7Fjxw4AJZcA1Gg0lnncuXPnol+/fpgxYwZMJhMOHz4MrVbLozQq0e3j1bNnT8t4abVay5xtfn4+cnJycO3aNfTt2xepqan46aefIAgC53Ur0b3++3Jzc4MoipZfym5ubigsLMS3336L0NBQ6HQ6RTI7MhZ8Bdz6Z+O6devwww8/4MaNG3j55Zexfft2AP+WvNlsxo0bN3Ds2DE8+OCDOHjwINzd3VFcXMz53Upi7XgBJXvw7u7u6NevH86ePYu//vrLMl78vqRyWDtegiCgsLAQSUlJePzxx5GamoqvvvoKAE98uh2bpgL++fC99tprmDJlCho3boxJkybB398fU6ZMwZYtWwD8+yFcv349kpOTERcXV+pPSqoc1o4XUPLnf0pKCjw9PXHq1ClLuXO8Kk9FxmvLli145ZVXYDQacejQIbi5ucFkMvGX8e2UO0LTOZ06dUps1KiRuG3bNst9f/zxhxgdHS02bdpU3LFjh+X+4uJiy7G5RUVFlZ6VrB+v4uJiccqUKZZx4ngpw9rxMplM4o4dO8Ti4mJRFDled8M9+HKIt/3Jp9VqkZ6ebjl+GgA6d+6MZ599FgaDAS+88ILlz0mtVms5LJJ7gpVDynht2bIFWq0W8+bN419alUzKeG3duhUajQZRUVGW77Q4XnfGgi/H7X/y+fr6onXr1oiPj4fBYLDc361bN7Ru3Ro1atTAe++9h4MHD951G2Q/UsZr9uzZpcaLZVF5pIzXrFmzSo0Xv9O6O/6bscLHH3+Mfv36AQDq1KmDiIgIfPrpp/jxxx8tH0K9Xg9fX188+eSTMJlM2Lt3r5KRXRrHy7lwvOxHEG//G4lKMZvN+OGHHzB27Fj0798fq1evBgA8//zz2LRpEyIiIlC/fn3s27cPxcXF+PPPP/HYY49Bq9Vi8+bNCqd3PRwv58Lxsi/uwd/m9mPUNRoNBg0ahO+++w7bt2/HsGHDAABLlizBm2++CX9/f+zfvx9NmjTBnj17AJTMIz7wwAM8ZKsScLycC8erkin29a6D++WXX0rdNhqN4o8//ijqdDpx+PDhlvuLi4st3+RnZ2eLb775phgYGCiePn26UvO6Oo6Xc+F4VQ4W/N9uXWr06NGjopubmzhp0qRSzyksLBRXrFghCoIgPv/886UeS0tLE0eMGCGGhISIR48erYzILo3j5Vw4Xspgwd/mq6++EtesWSN++umnYo0aNcQpU6aUejwpKUkMDg4WBUEQ33zzzVKPnTx5Urxw4UJlxnV5HC/nwvGqXC5f8LfuWSxcuFAMCgoST58+LWZmZoqLFy8Wq1WrVupDmJaWJo4dO1bcs2eP5U9HqjwcL+fC8VKWyx/w+88xtEePHsXVq1fxySefoFmzZgCAESNGAADeeOMNXL58GQMGDMCyZcvg7u6Obt26QRAEnhRTyThezoXjpTClf8M4ggMHDoiCIIharVZcvnx5qcdycnLELVu2iKGhoWJ4eLjYs2dP8ebNm6Io/nupMKpcHC/nwvFSjksW/NWrV8Xjx4+L33zzjXjixAlRFEuu+ygIgjhmzBjx2rVrZV5TWFgoXr161fKh49oXlYfj5Vw4Xo7D5Qp+w4YN4qOPPirWqlVLrFKliujh4SH2799fTElJETds2CAKgiC+//77YnZ2tuU1t88F8uK+lYfj5Vw4Xo7FpQr+yy+/FKtWrSp+9NFH4q+//ireuHFDfPfdd8XGjRuLTZo0EVNSUsTvvvtOFARBnDVrlqjX65WO7NI4Xs6F4+V4XKbgv/zyS9HDw0PcsGFDmce+//578YEHHhAjIiJEs9ksLlmyRNRqteIbb7wh5ubmKpCWOF7OhePlmFyi4Hfv3i0KgiDOnDlTFMWSL2/MZnOpeb5PP/1U9PT0FNevXy+Koii+9957YufOnflFjwI4Xs6F4+W4XGKxscTERIwdOxbVqlXDf//7X0RERFgeu/UyYS1btkSXLl3w2WefAShZq/qfa3Jyyd/Kw/FyLhwvx+USi401btwYS5cuhdFoxAcffIC4uDjLY/98sAwGAwoKClC7du1Sj/HDV/k4Xs6F4+W4XKLggZIP4cKFCyEIAt5//3388ccfpR4/d+4c6tati44dOwL490oz/PApg+PlXDhejsklpmhulZiYiJdeegmiKGL69OmIiIhAcXExBgwYAI1Gg82bN/MKMQ6E4+VcOF6OxeUKHvj3Q6jRaPDGG29g/vz5SEhIQHx8PNzd3UvNG5LyOF7OhePlOFyy4IGSD+GkSZOwc+dONGzYECdOnIC7uzvXvnBQHC/nwvFyDC5b8ACQkJCAJUuWYP78+XBzc+OHz8FxvJwLx0t5Ll3wt+KHz7lwvJwLx0sZLHgiIpXiNx1ERCrFgiciUikWPBGRSrHgiYhUigVPRKRSLHgiIpViwRMRqRQLnohIpVjwREQqxYInIlKp/wdLy0YMOOiqMgAAAABJRU5ErkJggg==", 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" ] @@ -360,29 +349,25 @@ }, { "cell_type": "markdown", - "id": "b632c462", "metadata": {}, "source": [ - "## Plot delta effect sizes alongside the delta-delta effect sizes\n", + "### Generate a forest plot with delta effect sizes alongside the delta-delta effect sizes\n", "\n", "If you want to plot the original effect sizes alongside the delta-delta effect sizes, you can do so by utilising the `idx` parameter. \n", "\n", "This parameter takes a tuple/list of indices of the original effect sizes you want to plot. This `idx` parameter is only available for delta-delta dabest objetcs. \n", "\n", - "For example, if you want to plot only the first effect size and the delta-delta effect size for each of the three dabest object supplied, you can do so by setting `idx=[[0, 2],[0, 2],[0, 2]]`.\n", - "\n", - "See example below." + "For example, if you want to plot only the first effect size and the delta-delta effect size for each of the three dabest object supplied, you can do so by setting `idx=[[0, 2],[0, 2],[0, 2]]`." ] }, { "cell_type": "code", "execution_count": null, - "id": "cb420b0f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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JCQlBZmZmkc6h12ehYrmAQh9na69F3fb+qFK3HCfjp0JjYUpERFTKdO3aFV5eXkUelV8/uGWB93dwtkGVul6o1rg85zUlo5XYPqbz589HnTp14ObmBjc3NzRv3hw//fST2mERERGpztbWFqNHj4ZWqzXqeEXR4Kmmz/3rVFEOzjYIrO+FNv2qo9t/6qF2mB+LUiqSEjuP6ZYtW6DValGtWjWICJYvX45Zs2bh2LFjqFmzZoHOwXlMiYiotDLVyk92Dlr4hXiiUk1PePm7QtHwcT0VnxJbmObF09MTs2bNwvDhwwu0PwtTIiIqzXbv3o2IiAjo9foCFaeKooFGUTBp2FeoUaVBrtfKVnRGUENv+Id4QmtbYh+4koUrFX1Ms7KysHbtWty/fx/NmzfPdz+dTgedTmf4PjmZE/8SEVHpFRYWhp07d6JHjx5IS0tDVlZWvvvmtJS+M+hTQ1Fq56iFf6gnAut5oUwFZ3OFTVasRBemMTExaN68OR48eAAXFxds3LgRNWrUyHf/6dOnY8qUKWaMkIiISF1hYWE4c+YMFi5ciHnz5uU5IMrNuQyeavoc2jd+Bp5uXigf4IbABl6oWNUDWhu2jpL5lOhH+Q8fPsSVK1eQlJSEdevWYdGiRdizZ0++xWleLab+/v58lE9ERFYhIyMDs2fPxrvvvmvY1j/iZXRr/QJstDZwLeuAxl0DUM7PVcUoyZqV6BZTOzs7VK1aFQDQsGFDREdHY+7cuYiMjMxzf3t7e9jb25szRCIiIotha2uL1q1b59oWElAPNlobVKrhiYZdAmBrZ9xIfqLiUKIL03/S6/W5WkSJiIjo39Vp54fgphU4IT6prsQWphMmTEDnzp1RqVIlpKSk4Ntvv8Xu3bsRFRWldmhEREQWq3bt2ti3bx/OHUlA3Ok76Ny7DUKa+agdFhGAElyY3rx5E4MGDcL169fh7u6OOnXqICoqChEREWqHRkREZLHc3d3RqlUruDy4goByaWjUobraIREZlNjCdPHixWqHQEREVKIFNfDi43uyKJwDgoiIyAopGgUVAt3VDoMoFxamREREVqisrwvsHErsg1MqpViYEhERWSG3sg5qh0D0GBamREREVsjOka2lZHlYmBIREVkhG1uWAGR5+FdJRERkhTRajsYny8PClIiIyApptCwByPLwr5KIiIiILAILUyIiIiKyCCxMiYiIiMgisDAlIiIiIovAwpSIiIiILAILUyIiIiKyCCxMiYiIiMgisDAlIiIiIovAwpSIiIiILAILUyIiIiKyCCxMiYiIiMgisDAlIiIiIovAwpSIiIiILAILUyIiIiKyCCxMiYiIiMgisDAlIiIiIovAwpSIiIiILAILUyIiIiKyCCW2MJ0+fToaN24MV1dXeHt7o2fPnjh79qzaYRERERGRkUpsYbpnzx6MGTMGv/32G3bu3ImMjAw89dRTuH//vtqhEREREZERFBERtYMoDomJifD29saePXvQpk2bAh2TnJwMd3d3JCUlwc3NzcQREhEREdGT2KgdQHFJSkoCAHh6eua7j06ng06nM3yfnJxs8riIiIiIqGBK7KP8R+n1erz++uto2bIlatWqle9+06dPh7u7u+HL39/fjFESERER0ZOUikf5o0ePxk8//YT9+/fDz88v3/3yajH19/fno3wiIiIiC1DiH+W/8sor+PHHH7F3794nFqUAYG9vD3t7ezNFRkRERESFUWILUxHBf/7zH2zcuBG7d+9GlSpV1A6JiIiIiIqgxBamY8aMwbfffovNmzfD1dUVN27cAAC4u7vD0dFR5eiIiIiIqLBKbB9TRVHy3L506VIMGTKkQOfgdFFERERElqPEtpiW0HqaiIiIiPJRKqaLIiIiIqKSj4UpEREREVkEFqYq0uvZHYGIiIgoBwtTFWXo9WqHQERERGQxjC5Ms7KysGbNGowcORLPPPMMYmJiAGSvWb9hwwYkJCQUW5ClVWYWW0yJiIiIchhVmN67dw8tW7bEgAEDsHr1avzwww9ITEwEALi4uODVV1/F3LlzizXQ0ui+LlPtEIiIiIgshlGF6fjx43Hq1ClERUUhNjY219RNWq0WvXr1wrZt24otyNLq/M1U9jMlIiIi+n9GFaabNm3Cf/7zH0REROQ50X316tVx6dKlosZW6t1IfoDoS3fUDoOIiIjIIhhVmCYlJT1xbfqMjAxkZvIxdUFsOn5N7RCIiIiILIJRKz8FBQXh6NGj+b6+Y8cO1KhRw+igSrukpCTExMTgr7M3sTfmBrYHuKBTg0C1wyIiIiJSlVGF6Ysvvoh33nkHYWFhaN++PYDstet1Oh0+/PBDbN++HQsXLizWQEuTmJgYtG7d2vD9f5WvoNM8jR51K+bZNYKIiIjIGhhVmL722ms4deoU+vfvDw8PDwDAgAEDcPv2bWRmZmLkyJEYPnx4ccZZqokAi/ZdxOn4ZLzavhqc7Y26LEREREQlmlEVkKIo+PrrrzF48GCsW7cO586dg16vR1BQEPr06YM2bdoUd5ylRkZGBvbu3Ztr2+0Lf8IjoAYOXriNC4n38XqHaqjl665ShERERETqUOTRuZ6sTHJyMtzd3ZGUlAQ3NzeT/qz4+HhERkZi/vz5hjlfH2Xn4oHKrXqicsun4eBeDk2qeOKZ+r6oWdGNj/eJiIjIKhhVmF68eBEnT55E9+7d83x9y5YtqF27NgICAooan0mZqzDdvXs3unfvjvT0dGRlZeW/o6KB1s4ejV+agXLV6gMAKno4oHU1L7Sp5oVKZZ1MFiMRERGR2owqTJ977jkkJydj586deb7eqVMneHh4YM2aNUUO0JTMUZju3r0bERER0Ov10Ov1/36AooGiKGg65jNDcZqjkqcTwoK9EB7ijXIu9iaJl4iIiEgtRs1jeujQIUREROT7evv27bFv3z6jgyot4uPj0b1794IXpQAgeogIoheOx4OkW7leunInDd8cuoxhy6Lx3uaT2HXmJtIfPqEFloiIiKgEMWrw0927d+Hq6prv6y4uLrh9+7bRQZUWkZGRSE9PL3hRmkP0yHr4AJcP/IDgLsMef1mAY1fu4diVe7DVKmgc4ImwYG80DigDG61RnzWIiIiIVGdUFVOpUiUcOHAg39f37dsHPz8/o4MqDTIyMjB//vwn9yl9EtHj8v5N0Gc9eQWtjCzBwQu3MW3bXxi6LBorDl3CzZQHxv1MIiIiIhUZVZj2798fq1evxueff56rNTArKwtz587Fd999hwEDBhRbkCXR1q1b8xx9XxgPU+/i5qlDBd7/XloGvj9yFS8uP4IPfjiFgxduIUtvtZMuEBERUQlj1KP8CRMmYP/+/Xj99dcxdepUBAcHAwDOnj2LxMREhIWFYeLEicUaaElz5swZ2NjYIDPzyS2eT6JotEhNuFLo40SAPy7fxR+X76KCuwPeeioYwRXy73pBREREZAmMajG1t7fHjh07sHjxYjRp0gS3bt3CrVu30KRJEyxZsgQ///wz7O2te9R4ampq0ecfVRRk6tKKdIobSQ9wKj6paHEQERERmYHRa19qNBoMHToUQ4cOLc54Sg0XFxcUee0CEdjYGz93qUajYFCzynimvm/R4iAiIiIyAy7KbiIhISFFeowPAKLPgkv5SkYd6+PugHEdg1GtPB/hExERUclgdGEaFRWFxYsXIzY2Fnfv3n2sdVBRFFy4cKHIAZZUXbt2hZeXV5EGQNm5lIF3zeaFOsbRVotudX3Qp5E/HGy1Rv9sIiIiInMzqjCdNWsWxo8fj/Lly6NJkyaoXbt2ccdV4tna2mL06NGYOnWqcVNGKRpUbtUTGu2/XyKNAtT0dUebauXQproXnOzYEE5EREQlj1FLkvr5+SE0NBTbtm2Dra2tKeIqkL1792LWrFn4448/cP36dWzcuBE9e/Ys8PGmXpI0Pj4ewcHBSEtLK9wk+4oGWjsHhE9aBQf3cnnuolGAOn4eaFm1HJoHloW7k3rXgYgoL7qLF2FfpYraYRBRCWL0yk+9evVStSgFgPv376Nu3boYNmwYnn32WVVjyUvFihWxZcsWw/KtBSpOFQ0URUGTlz7Osyj19XBEp1oVEBbsBQ8nu+IOmYio2KQfPcbClIgKxajCtEmTJjh79mxxx1JonTt3RufOndUO44nCwsKwc+dO9OjRA2lpaU9+rP//LaVNXvoYZavVN2zWaBQ0q+KJzrV9UNfPvejTUBERmcHDq3Fqh0BEJYxRhem8efPQuXNnNGrUqESt8KTT6aDT6QzfJycnm+XnhoWF4cyZM1i4cCHmzZuX54AoO5cyqNyqJyq37GFoKQ30cka7EG+EVffmo3oiKnEybyQgKzkZWhN0lSKi0smoPqZ16tTBnTt3cP36dbi4uMDPzw9abe4R4Iqi4M8//yy2QP+Noij/2sf0gw8+wJQpUx7bbqo+pnnJyMjA7Nmz8e677xq2hXR7CYHt+xsGOtXz98ALzSpztSYiKtHix0+Ac8uWcO/eTe1QiKiEMKrF1NPTE2XLlkW1atWKOx6TmjBhAt58803D98nJyfD39zdrDLa2tmjdunWubZ5BdaHR2sBWq+ClNoHoWLMCH9cTUamQtGkTXDu0h8bRUe1QiKgEMKow3b17dzGHYR729vYWu1Sql6s93u0SiqreLmqHQkRUJElJSYiJicGtq3F4GHcVjRctQpX//EftsIioBOCElxagjLMdZvaqg3Iullk0ExEVRkxMTK4nQ98B8KpXHy6tW6kXFBGVCEYXpsnJyZg3bx527dqFmzdvIjIyEk2aNMGdO3ewbNky9OjRA1WrVi3OWB+TmpqK8+fPG76/ePEijh8/Dk9PT1SqZNxSnuZQu3Zt7Nu3D3vO3kTUqRv4+MWuLEqJqFRL/OILQFHg0qql2qEQkQUzqjC9evUq2rZti7i4OFSrVg1nzpxBamoqgOz+p5GRkbh8+TLmzp1brMH+05EjRxAeHm74Pqf/6ODBg7Fs2TKT/uyicHd3R6tWrXDT6So8Ah+gVhUftUMiKnH0oode9LDR8MFPiZCVhcTPPsPDy5dQpl8/KFoumUxEjzPqjj5u3DikpKTg+PHj8Pb2hre3d67Xe/bsiR9//LFYAnySsLAwGDGpgEVpFlhW7RCISiy9FGJFNbIISRs24sGp0/B67TXYlvf+9wOIyKpojDlox44dePXVV1GjRo08R48HBgYiLo4TK/8bJzstavu6qx0GUYmly9L9+05kcXRnz+La2DeRvGMHpDDLNRNRqWdUYZqeng4vL698X09JSTE6IGsS6OUCOxujLgERAbj34J7aIZCRJP0BbkcuxPXJk6E7d07tcIjIQhhVFdWoUQN79+7N9/VNmzahfv36+b5O2cpwrXuiIjmScETtEOgfMjIyHnt/iL51Cxn5tIzqzpxF/PgJuPHfqUg/caLEd88ioqIxqo/p66+/jsGDB6NOnTro3bs3AECv1+P8+fOYMmUKDh06hPXr1xdroKWRsz07/xMVxU8Xf0K3wG6w1XLJXrXFx8cjMjIS8+fPf2zZ5dmnT2HJ+XN4PjAIA6pUQfk8JttPP3YM6ceOwbaiD1zatYdLWFvYlCljrvCJyEIYtSQpAEydOhUffPABRAR6vR4ajQYiAo1Gg//+97945513ijvWYpecnAx3d3ezLkn6qIeZej7KJzKSXvTov7U/XqrzEtpXaq92OFZt9+7d6N69O9LT05GVlZXvfhpFgYNGi0UtWqDZE7qDZe+sgVODBnDt0B6ODRpwFD+RlTC6MAWAK1euYP369Th//jz0ej2CgoLw7LPPIjAwsDhjNBm1C1MR4dKjRIWUs6qQXvT44OAHqFC1At4Pfx/BnsFqh2aVdu/ejYiICOj1eugLMJBJg+wC9ZtWrf+9OP1/2rKecOvYCa4dn4LWhavjEZVmhS5M09LS0Lp1a4wYMQKjRo0yVVxmoXZhSkSFt3///lyrCoV/HA6f2j4YWGMgOlbuyA97ZhQfH4/g4GCkpaUVqCjNoQHgaGODnyOeyvOxfn4Ue3u4RkTA/ekesPH0NCJiIrJ0hX6O7OTkhIsXL/LmT0QWI1OfiaUnl2Lu0blIy0hTOxyrERkZifT09EIVpQCgB5CemYnVFy8W6jjR6ZD844+4+vIY3PlmBfQPHhTqeCKyfEZ1cOzUqROioqKKOxYioifKa8R34qlE6DOzC6ND1w9h3N5xOBR/iJPvm1hGRgbmz5//xD6lT6IHsOpibL6j9Z9EMjKQtHkz4t8Zj6zkZKN+PhFZJqP6mP7111/o3bs36tevj5EjR6JKlSpwzONxjKeFP2rho3yikuFJI74BwN7dHkGdgxDUKQiOZbPvRb4uvniq8lNoXrE53O25kEVx27RpE5555pkinyeyWXNEVKxo9PHuPXvCc+ALRY6DiCyDUYWpRvO/htYnPdI39pO0ubAwJbJ8BR3xrWgUaO20aPVeK3jX/t9SlxpoUKtcLbSo2AKNKzSGix0HzxSHjz/+GJMnT0ZmZqbR59AqCsbWqIlRwcYPXLPx9obfV19C0XCGE6LSwKh5TN977z32MSUikyvMiG/RCzJ1mdgzeQ/aftTWUJzqoceJWydw4tYJLDq5CA3LN0SYXxjqetWFVsMpiIyVmppa5PcBBcD9IhS2AJB58yYexsbCvmrVIp2HiCyDUYXpBx98UMxhEBHlFh8fj+7duxd4GiIAgGQXqPs/2o/O8zsbHuvnyNRn4vD1wzh8/TDc7dzRrGIztKzYEtXKVINGYYtbYbi4uBR5lSYB4Gxj1NuQgWJrCy0n4icqNYp2R/h/SUlJcHFxgZYTIBNRMTF2xDcEyNRl4kLUBdQaUCvf3ZIeJiHqUhSiLkXBy9ELrX1bo12ldvByKtjcmtYuJCSkSI/xASBLBEGurkYfrzg6wPvNN2FTtmyR4iAiy2F0E8GRI0fQqVMnODk5oWzZstizZw8A4NatW3j66aexe/fu4oqRiKxMUUd8Qw9c2HbBMFr/3ySmJ2LD+Q149ddXMTN6Jo7dPMZR/f+ia9eu8CrgBPn5KWtvj7AKFYw61qFGDfjOmgWnBg2KFAMRWRajCtODBw+iVatWOHfuHF544YVcLRrlypVDUlISIiMjiy1IIrIuW7duzXP0fWHoknS4fuR6oY7RQ48/Ev7Ax79/jDG/jMGGcxtwP+N+keIorWxtbTF69Gijn5RpADxfJRC2hRy0pC3rCa9X/4MKH06BrY+PUT+biCyXUYXpu+++i9DQUJw+fRrTpk177PXw8HAcPny4yMERkXU6c+YMbIra91CjIPmq8XNc3nlwB9+d/Q7j9oxDpr5oj6xLq5EjR8LR0THXTC0FkbPyU/8qVQp+jLMzygzoD7/PP4dL27YcgEtUShl154+Ojsb06dNhb2+P1NTUx1739fXFjRs3ihwcEVmn4hjxDQXITC96QVnPux60CvvP56VixYrYsmULIiIiAKBA/YE1ADSKgkXNWxRoOVIbLy+4duoIt6eegsbJqaghE5GFM6owtbW1feIN6Nq1a3Bx4VyBRGSc4hjxDQFsHI1vdXXQOmBwzcEI9w9n69wThIWFYefOnejRowfS0tKe2C84p6V0UfMWaPqk/qlaLZwaNoRrh/ZwrF+fc5QSWRGj7trNmjXDunXr8Prrrz/22v3797F06VK0bdu2qLERkZUqjhHfohe4+Rm3cEZVj6p4pd4r8HFhH8aCCAsLw5kzZ7Bw4ULMmzcvz/7BZe3t8XyVQPSvUiXfllKbChXgGtEBrmFh0Hp4mDhqIrJERq38dPjwYbRt2xbt27dH//79MWjQIHzyySdwdXXF7NmzERcXh0OHDqFOnTqmiLnYcOUnIsuUkZEBX1/fIg2Asne3R/dl3aGxKXhrW1WPquhcpTNaVGzBeU2NlJGRgdmzZ+Pdd981bHurRk2MqF4934FO9sHB8HimJxwbNmTrKJGVM6rFtGnTpti2bRtGjx6NQYMGAQDGjh0LAAgKCsK2bdssviglIsuVM+J76tSpxk0ZpQGCugQVqCit7FYZzXyaoZlPM1R0MX7Ndspma2uL1q1b59rWuFy5PItS20r+8Bw4MPtxPbtLEBEKWJgmJyfD2dk517Qg7dq1w9mzZ3H8+HGcO3cOer0eQUFBaNiwIW8wRFRkI0eOxKeffoq0tLTCTbKvADb2NgjqGJTvLr4uvmjt2xrNKzZHBWfj5tEk42nd3VFmQH+4tGvHFlIiyqVAhWmZMmWwYsUKDBgwAAAwbNgwjBw5Ek2bNkW9evVQr149U8ZIRFbImBHfULKniWo1udVjy5HaamzRomILdKjcAdU8qvEDtBoUBW5du6JM3z4cYU9EeSpQYWpnZwedTmf4ftmyZejQoQOaNm1qssCIiAoz4hua7JbSVpNbwbu2t2Gzv6s/2vq1RVv/tnCzY19ytSiODij/1ltwZEMGET1BgQrTkJAQLFq0CAEBAXB3dwcAXLp0CUePHn3icQ3MsFTcV199hVmzZuHGjRuoW7cuvvjiCzRp0sTkP5eIzKMgI77t3e0R1CUIQR2D4FjWEQ5aB7T1b4tw/3AEuAWwdVRlilaLCpMmwSEkRO1QiMjCFWhU/vbt29G3b988J9PPi4hAURTj17kuoO+++w6DBg3CggUL0LRpU8yZMwdr167F2bNn4e3t/a/Hc1Q+UcmS14jvWgNrIeTZEMNAp3D/cDwf+jxc7VzVCtPqJSUlISYmBrcWLMDDuKtoNnoUKvXrp3ZYRFQCFHi6qDt37iA6OhoJCQkYMmQIXnrpJTRv3vyJxwwePLhYgsxP06ZN0bhxY3z55ZcAsvug+fv74z//+Q/Gjx//r8ezMCUqefbv359r1Hf4x+HwqukFB60DRtYZiRa+LVSMjh4VP34C9Onp8P3sUw5yIqICKdCj/BMnTqBy5cro2LEjAGDp0qXo3bs32rdvb9LgnuThw4f4448/MGHCBMM2jUaDDh064NChQ3keo9PpcvWVTU7OXkf7+PHjXKmKqIQ4e/Zsru9TrqWgnHs59K3ZFw4JDjia8OQuRmQ+iTduwLFxI9w8flztUIhIZQXt3lmgwrR+/fq5RuVbglu3biErKwvly5fPtb18+fI4c+ZMnsdMnz4dU6ZMeWw7V6kiKrmOfHEER3AEa7FW7VAoL8uXqR0BEVmAgq7nVKDC1NHREWlpaYbv9+zZgxEjRhgXmYomTJiAN9980/B9cnIy/P39sWfPHraYEpUwetHj3X3v4vnQ51Hbq7ba4VAe7v3wAzx69FA7DCIqQQpUmNatWxeffvoptFqtYVR+dHQ0HBwcnnjcs88+W/QI81GuXDlotVokJCTk2p6QkIAKFfKeMNve3h729vaPba9Xrx77mBKVMHrRI/BOIAZ2GMjlQy1USnIyXM0wOwsRlR4FGvx05MgR9OrVC1euXMk+SFH+tUnWHKPymzZtiiZNmuCLL74AkD34qVKlSnjllVc4+ImolNOLHotiFuGlOi+pHQrlI/3ECThyeWoiKoQCtZg2atQI58+fx4ULF5CQkICwsDBMnDgRHTp0MHV8T/Tmm29i8ODBaNSoEZo0aYI5c+bg/v37GDp0qKpxEZF51PWqq3YI9AQaV07ZRUSFU6DCFABsbGwQHByM4OBgDB48GN26dVN95ae+ffsiMTER7733Hm7cuIF69eph+/btjw2IIqLSydfFV+0Q6Am47CgRFVaB5zEtjfgon6jk0oseKQ9T4G7vrnYolI+s1FRoObCUiAqhQC2mH374IRRFwcSJE6HRaPDhhx/+6zGKomDy5MlFDpCIKD8ONk8egEnqYlFKRIVVoBZTjUYDRVGQnp4OOzs7aAqwgoc5Bj8VFVtMiUouveghItBqtGqHQkRExaRALaZ6vf6J3xMRmZtG0QCK2lEQEVFx4uR/RERERGQRCjwq/5/++usvXLhwASkpKXB1dUXVqlUREhJSnLERqSvxLODoCbh4qR0JERGRVSh0YRoZGYmpU6fi2rVrj71WqVIlTJw4ES+++GKxBEekqqyHwO1zLEyJiIjMpFCF6VtvvYVPP/0Unp6eGDZsGGrVqgUXFxekpqYiJiYGmzZtwsiRI3Hu3DnMmDHDVDETmc/dS0DlFmpHQUREZBUKPI/p77//jmbNmuGZZ57BN998A2dn58f2uX//Pl544QX88MMPOHz4MBo1alTsARcnjsqnJ7oRAxxdAXSZqXYkREREVqHAg58WL14MHx8ffPvtt3kWpQDg7OyM1atXo3z58li8eHGxBUmkmqvRQNJVtaMgIiKyCgUuTA8dOoTevXvD3t7+ifs5ODigd+/eOHDgQJGDI1Kd6IHfF6odBRERkVUocGEaFxeH0NDQAu1bo0YNxMXFGR0UkZqSkpKwf/9+7D98FPvPJyHp1C/AhV1qh0VERFTqFXjwU3JyMlxdXQu0r4uLC1JSUowOikhNMTExaN26teH7fW/VRas9MwDXCoB3wT6cERERUeEVuMVURKAoBV9mpYBjqohKhox0YOtY4OofakdCRERUahVquqjZs2dj9erV/7pfXnOcEpV4D+8D294CGg0D6j0PaLhwGhERUXEqcGFaqVIl3LlzB3fu3Cnw/kSljuiB6EXZo/XD381+vE9ERETFosCF6aVLl0wYBlEJc/1PYO1QoNkoIKQ7W0+JiIiKAd9NiR6RkZGBvXv35tq291wSMrL0eeycBuz7FNg0CoiLBtivmoiIqEgKvPJTacSVnyhHfHw8IiMjMX/+fCQmJj72upeLLUa39cHI1j6o6JHPXL7lqgO1ngOCwgGbJ8/3S0RERI9jYcrC1Ort3r0b3bt3R3p6OrKysvLdT6sAjnZabHm5JsKCPfI/ob0rULU9ENwlu1gtxGwWRERE1oyFKQtTq7Z7925ERERAr9dDr8/jcf0/aBRAoyjY+VrtJxenOcoGASHdgGpPAfYuRQ+YiIioFGNhysLUasXHxyM4OBhpaWkFKkpzaBTA2U6LM1Ma5f9Y/59snYDgTkDtPoCbj5ERExERlW4c/ERWKzIyEunp6YUqSgFAL8D9h1lYuO96wQ/KSANObgDWDAB+nQrc45K9RERE/8QWU7aYWqWMjAz4+vrmOdCpoLxdbXH146aw1Rrx+U7RZA+UajKCA6WIiIj+X6FWfnpUVFQUFi9ejNjYWNy9e/exJUgVRcGFCxeKHCCRKWzdurVIRSkA3EzJwLaYO3i6XrnCHyx6IGYtcO8K0HkGB0gRERHByMJ01qxZGD9+PMqXL48mTZqgdu3axR0XkUmdOXMGNjY2yMzMNPocWg1wJiEdTxclkLjDwO0LQLmqRTkLERFRqWBUYTp37ly0a9cO27Ztg62tbXHHVCBTp07F1q1bcfz4cdjZ2eHevXuqxEElU2pqKpQitlJqFAUpD4wvbA3O/8zClIiICEYOfrp79y569eqlWlEKAA8fPkTv3r0xevRo1WKgksvFxeWx7ieFpReBq4PRvWH+5/rxop+DiIioFDDqXbVJkyY4e/ZsccdSKFOmTAEALFu2TNU4qGQKCQkp0mN8AMjSAyHlHYseTFC7op+DiIioFDCqxXTevHnYsGEDvv322+KOx6R0Oh2Sk5NzfZF16tq1K7y8vIp0Dm9XW3Sp7Wn8CTRaoNnLQO3eRYqDiIiotDCqMO3bty8yMzMxcOBAuLu7o2bNmqhTp06ur7p16xZ3rEU2ffp0uLu7G778/f3VDolUYmtri9GjR0Or1Rp1vEYBRrfxMW6qKADwCgGeiQTq9uWIfCIiov9n1Luqp6cnqlWrhjZt2qBBgwbw9vZG2bJlc315eha+JWn8+PFQFOWJX2fOnDEmZADAhAkTkJSUZPiKi+Mk59Zs5MiRcHR0hEZTuDTIWfnppdZGrODk5Am0fRvoOR8oV63wxxMREZViRvUx3b17dzGHkW3s2LEYMmTIE/cJDAw0+vz29vawt+dk5pStYsWK2LJlCyIiIgCgQCtAaZTs0fhbxtQs+HKkAODgDtTpkz2pvm0x9EslIiIqhYphSHHx8fLyKnK/P6LCCAsLw86dO9GjRw+kpaUhKysr331zWkq3jKmJttU9CvYDygYBNXoC1Z4CbB2KJWYiIqLSqkiFaUZGBs6cOYOkpKQ8W5vatGlTlNM/0ZUrV3Dnzh1cuXIFWVlZOH78OACgatWqcHFxMdnPpdInLCwMZ86cwcKFCzFv3rw8V4TydrXF6DY+eKm1z7+3lNo6AVXbAcFdAe9Q9iElIiIqIEWMmMxRr9djwoQJmDdvHtLS0vLd70mtT0U1ZMgQLF++/LHtu3btQlhYWIHOkZycDHd3dyQlJcHNza2YI6SSKCMjA7Nnz8a7775r2DatZwDeivD794FOZasCtZ7Nnv6Jj+uJiIgKzagW02nTpmHWrFkYOXIkWrVqhYEDB2LGjBnw8PDAvHnzoCgKZs6cWdyx5rJs2TLOYUrFztbWFq1bt861rXVV9ycXpT51gAZDAN8GbB0lIiIqAqNG5S9btgx9+vTB/Pnz0alTJwBAw4YNMWLECBw+fBiKouDXX38t1kCJLE6ZykCnj4HunwN+DVmUEhERFZFRhenVq1fRrl32ajU5o9wfPHgAALCzs8MLL7yAFStWFFOIRBbGwR1o/SbQaylQuTkLUiIiomJi1KP8smXLIjU1FUD2muNubm6IjY3Ntc/du3eLHh2Rpan2FNDiP4AD+yQTEREVN6MK0/r16yM6OtrwfXh4OObMmYP69etDr9fj888/t8iVn4iKpPkrQB0uH0pERGQqRj3Kf+mll6DT6aDT6QAAU6dOxb1799CmTRu0bdsWycnJ+OSTT4o1UCJV1X+BRSkREZGJGTVdVF6SkpKwe/duaLVatGjRwqglSc2N00VRXpKSkhATEwPcvgDs/wy169SH+/OLgUIuXUpERESFU2yFaUnEwpSe6EYMsPkVoNtn2VNBERERkUkZ3QSUlZWFNWvWYOTIkXjmmWeyW5iQ3dq0YcMGJCQkFFuQRKrxqARUrK92FERERFbBqML03r17aNmyJQYMGIDVq1fjhx9+MCzj6OLigldffRVz584t1kCJVBHYltNBERERmYlRhen48eNx6tQpREVFITY2Fo/2BtBqtejVqxe2bdtWbEESqYatpURERGZjVGG6adMm/Oc//0FERASUPFqTqlevjkuXLhU1NiL1eVRWOwIiIiKrYVRhmpSUhCpVquT7ekZGBjIzM40OisgyKICj5c8uQUREVFoYVZgGBQXh6NGj+b6+Y8cO1KhRw+igiCyCnTOniCIiIjIjo951X3zxRSxZsgTfffedoX+poijQ6XSYOHEitm/fjpEjRxZroERmZ+OgdgRERERWxah5TEUEL730EhYvXgwPDw/cu3cP5cuXx+3bt5GZmYmRI0di/vz5poi3WHEeU3qiTB1gY692FERERFajSBPs79+/H+vWrcO5c+eg1+sRFBSEPn36oE2bNsUZo8mwMCUiIiKyHFz5iYUpERERkUXgyA4iIiIisgg2Bd2xR48ehTqxoijYvHlzoQMiIiIiIutU4ML0xx9/hIODAypUqICCPP3Pa+J9IiIiIqL8FLgw9fX1xbVr11CuXDkMGDAA/fr1Q4UKFUwZGxERERFZkQL3MY2Li8OuXbtQv359fPTRR/D390eHDh2wdOlSpKSkmDJGIiIiIrICRo3Kz8jIwLZt2/Dtt9/ixx9/hF6vR+fOnTFgwAB0794d9vYlY+5HjsonIiIishxGjcq3tbXF008/je+++w4JCQmIjIzEjRs30LdvX8ycObO4YyQiIiIiK1Ck6aJ0Oh2ioqKwefNmHDt2DA4ODggICCim0IiIiIjImhS6MNXr9YiKisKQIUNQvnx59O/fH+np6fj6669x8+ZNDBw40BRx5nLp0iUMHz4cVapUgaOjI4KCgvD+++/j4cOHJv/ZRERERGQaBR6Vf/DgQXz77bdYu3Ytbt++jWbNmmHatGno06cPypUrZ8oYH3PmzBno9XpERkaiatWqOHnyJEaMGIH79+9j9uzZZo2FiIiIiIpHgQc/aTQaODo6okuXLujfv3+BHtk3aNCgqPEV2KxZszB//nzExsYW+BgOfiIiIiKyHAVuMQWA9PR0rF+/Hhs2bHjifiICRVGQlZVVpOAKIykpCZ6enk/cR6fTQafTGb5PTk42dVhEREREVEAFLkyXLl1qyjiK5Pz58/jiiy/+9TH+9OnTMWXKFDNFRURERESFYdQ8pqYyfvx4zJgx44n7/PXXXwgJCTF8f+3aNbRt2xZhYWFYtGjRE4/Nq8XU39+fj/KJiIiILIBFFaaJiYm4ffv2E/cJDAyEnZ0dACA+Ph5hYWFo1qwZli1bBo2mcJMMsI8pERERkeUoVB9TU/Py8oKXl1eB9r127RrCw8PRsGFDLF26tNBFKRERERFZFosqTAvq2rVrCAsLQ+XKlTF79mwkJiYaXqtQoYKKkRERERGRsUpkYbpz506cP38e58+fh5+fX67XLKhnAhEREREVgkX1MTU39jElIiIishzsmElEREREFoGFKRERERFZBBamRERERGQRWJgSERERkUVgYUpEREREFoGFKRERERFZBBamRERERGQRWJgSERERkUVgYUpEREREFoGFKRERERFZBBamRERERGQRWJgSERERkUVgYUpEREREFoGFKRERERFZBBamRERERGQRWJgSERERkUVgYUpEREREFoGFKRERERFZBBamRERERGQRWJgSERERWZirp08iMyND7TDMjoUpERERkYXJysxEUsJ1tcMwOxamRERERBboHgtTIiIiIrIENy6cUzsEs2NhSkRERGSBLsccR1pyktphmBULUyIiIiILpM/MxJ87t6kdhlmV2MK0R48eqFSpEhwcHODj44OBAwciPj5e7bCIiIiIjJaUlIT9+/cj+ugxnI27hpj9e3HtzGm1wzKbEluYhoeH4/vvv8fZs2exfv16XLhwAb169VI7LCIiIiKjxcTEoHXr1ug9dBj+u2od4hJvYf+ab3An/qraoZmFjdoBGOuNN94w/H/lypUxfvx49OzZExkZGbC1tVUxMiIiIqLik6F7gJ1ff4k2zw+FT9VgtcMxqRLbYvqoO3fuYNWqVWjRosUTi1KdTofk5ORcX0RERESWLuPBA/y6ZAFidu2A6PVqh2MyJbowfeedd+Ds7IyyZcviypUr2Lx58xP3nz59Otzd3Q1f/v7+ZoqUiIiIqGhEBH/u2Iadi75C6t07aodjEhZVmI4fPx6Kojzx68yZM4b9x40bh2PHjmHHjh3QarUYNGgQRCTf80+YMAFJSUmGr7i4OHP8s4iIiIiKzc2LF/DjnBk4e2h/qWs9VeRJlZyZJSYm4vbt20/cJzAwEHZ2do9tv3r1Kvz9/XHw4EE0b968QD8vOTkZ7u7uSEpKgpubm1ExExERERWHjIwMzJo1CxMnTjRs692mObo0bQgbrTbPY8r4+KJuRGf4htSEoijmCtVkLKowLYorV66gcuXK2LVrF8LCwgp0DAtTIiIiUlt8fDwiIyMxf/58JCYmPva6q5Mj2tevjXb1aqOMq0ue53D3roDgFq1RpW5D2Do4mDpkkymRhenhw4cRHR2NVq1aoUyZMrhw4QImT56MhIQEnDp1Cvb29gU6DwtTIiIiUtPu3bvRvXt3pKenIysrK9/9NIoCOxsbvNmrB0Ir++W7n42dHSrVqoegRk3hHRBY4lpRS2RhGhMTg9deew1//vkn7t+/Dx8fH3Tq1AmTJk2Cr69vgc/DwpSIiIjUsnv3bkRERECv10NfgL6iiqJAoyh4p+8zTyxOc7iW9UK1Js0R1Kgp7J2ciyNkkyuRhWlxYWFKREREaoiPj0dwcDDS0tIKVJTmUBQF9rY2mDliUL6P9f9JY2ODwPqNUaNNONzKeRsbsllY1Kh8IiIiImsQGRmJ9PT0QhWlQPaUUbqMTOw6frLAx+gzM3E++hB++GQ69n27DPcSbhQ2XLNhiylbTImIiMiMMjIy4Ovrm+dAp4Jyc3LE3DHD8x2t/ySKoqB6s1Zo0KUHtDaWtVomW0yJiIiIzGjr1q1FKkoBIDktHX9euGTUsSKCs4f24eD3q4oUgymwMCUiIiIyozNnzsDGxqZI59AoCq7fuVukc1yOOY7794p2juLGwpSIiIjIjFJTU4s8jZOiKEh/+LDIsVz682iRz1GcWJgSERERmZGLi8sTl1AvCBGBYx4rYRZW4pVLRT5HcWJhSkRERGRGISEhyMzMLNI59CLw8SxTxEgUVG3UtIjnKF4sTImIiIjMqGvXrvDy8irSOdycHFE3KMDo4+0cnRA2cDj8QmsVKY7ixsKUiIiIyIxsbW0xevRoaI2Y6gnI7l/avn4do6aKAoBKteuh2+vvwK+GZRWlAAtTIiIiIrMbOXIkHB0dodEUrhTLWfkpvF7hi8oyPr7o8OIYtBkwBE5u7oU+3hyKNlcBERERERVaxYoVsWXLFkRERABAgVaAUhQFGkXBm716FHg5UgBw966A2u2eQuXa9aAUshA2N678xJWfiIiISCW7d+9Gjx49kJaWhqysrHz3y2kpfbNXD4RW8vvX8yqKgorVQ1G9eWtUrBZs8QVpDhamLEyJiIhIRfHx8Vi4cCHmzZuX54pQbk6OaF+/DsLr1frXllLnMp4IatgUQQ2bwNmjqKP2zY+FKQtTIiIisgAZGRmYPXs23n33XcO23m1aoEvTBv8y0EmBX2hNBDdvjQpB1UpM62he2MeUiIiIyALY2tqidevWubYF+1fMtyhVFAUB9RqhdrsIuJXzNkeIJsfClIiIiKiEqVg9FA0694BHBR+1QylWLEyJiIiISgh37wpo2LUnKlYPUTsUk2BhSkRERGThFEVB7fadUCusAzRGTqxfErAwJSIiIrJgGhsbtH1hOHyDQ9UOxeRK7rAtIiIiIivQ4rn+VlGUAmwxJSIiIrIYtWvXxr59+3Dj/Dn8+fM2tAhvh4B6DdUOy2xYmBIRERFZCHd3d7Rq1QqX3Vyg+/sEWj/TR+2QzIqP8omIiIgskE+1ELh4llU7DLNiYUpERERkgSrVrqd2CGbHwpSIiIjIAnkHBKodgtmxMCUiIiKyMBqtBq5W9hgfKAWFqU6nQ7169aAoCo4fP652OERERERF5uDiCkVT4su0Qivx/+K3334bFStWVDsMIiIiomJj5+iodgiqKNGF6U8//YQdO3Zg9uzZaodCREREVGy0tnZqh6CKEjuPaUJCAkaMGIFNmzbBycmpQMfodDrodDrD98nJyaYKj4iIiMhojq6uaoegihLZYioiGDJkCEaNGoVGjRoV+Ljp06fD3d3d8OXv72/CKImIiIiMo7WxVTsEVVhUYTp+/HgoivLErzNnzuCLL75ASkoKJkyYUKjzT5gwAUlJSYavuLg4E/1LiIiIiKiwFBERtYPIkZiYiNu3bz9xn8DAQPTp0wdbtmyBoiiG7VlZWdBqtXj++eexfPnyAv285ORkuLu7IykpCW5ubkWKnYiIiIiKxqIK04K6cuVKrv6h8fHx6NixI9atW4emTZvCz8+vQOdhYUpERERkOUrk4KdKlSrl+t7FxQUAEBQUVOCilIiIiIgsi0X1MSUiIiIi61UiW0z/KSAgACWwRwIRERERPYItpkRERERkEViYEhEREZFFYGFKRERERBaBhSkRERERWQQWpkRERERkEViYEhEREZFFYGGqEp1Ohw8++AA6nU7tUCgPvD6WjdfH8vEaWTZeH8tmzdenRC5JWlxEBCkpKXB1dYWiKGb92VwO1bLx+lg2Xh/Lx2tk2Xh9LJs1X59SMcG+sRRFsboLTkRERGSp+CifiIiIiCwCC1MiIiIisggsTFVib2+P999/H/b29mqHQnng9bFsvD6Wj9fIsvH6WDZrvj5WPfiJiIiIiCwHW0yJiIiIyCKwMCUiIiIii8DClIiIiIgsAgtTIiIiIrIILEyJiIiIyCKwMC1mmZmZaodAVGJlZWWpHQLl49EJXDiZi+ViDlku5lDBsDAtJr/99hsAwMbGhjcGC8UbgeX6888/AQBarZb5Y4H0ej0URTH8v06nUzki+ifmkGVjDhUcC9NisGbNGrRo0QIdOnQAkH1jYMupZXn0pvDgwQMkJSWpHBHlWL16NerXr49hw4YB4BurpdHr9dBost8q5syZgz59+iAsLAxz587F/fv3VY6OAOaQpWMOFQ4L0yI6fPgwpk2bhv79++P69evo2LEjgOyWUxanluHRm8KMGTPQs2dP1K9fHxMnTsTff/+tcnTWbe/evfjggw/QsWNHnDhxAiNGjADAN1ZLkpM7EyZMwMyZM1G9enU8//zzeOONNzBlyhTExcWpHKF1Yw5ZPuZQ4bAwLaLTp0+jYcOGmDBhAmbPno3Lly+zOLUwOTeFSZMmYc6cOYiIiMDHH3+ML7/8Eh999BEOHz6scoTW67fffkODBg0wY8YMDB06FNHR0XxjtUDr1q3D2rVrsWnTJkybNg2NGjUCAHzyySd47733+MaqIuZQycAcKgShInn48KEcPnxYREQyMjLkhx9+kODgYHnqqacM+2RlZUlmZqZaIZKIbNmyRapXry4HDx4UEZHo6GjRarVSrlw56dKli0RHR6scoXXS6XSyZ88eERFJSUmRuXPnSt26deXFF1807JOVlaVWeFZJr9c/dr9av369fPXVVyIisnXrVvHw8JDVq1dLVFSUaLVaeeONNyQ2NlaNcK0ec8jyMIeKhoVpEej1+se26XQ6QxGUU5zev39fxo4dK3///be5Q7Ra/7wR7927V7788ksREdm2bZuUKVNGVq1aJcePHxcbGxvp37+/7N69W41QrVZeb5bJycny+eefS506dQxvrCkpKfLBBx9IamqquUO0SlevXjX8/9dffy0xMTFy+/ZtuXLlity8eVOaNGkiM2fOFBGRa9euia+vryiKIv/973/VCtlqMYcsE3OoaFiYFlJeN4KcT0Y5heqDBw9ky5YtEhISIu3atZPWrVtLhQoV2GpqJo9+AJg5c6bs3btXUlNTJT4+Xu7duydt2rSRadOmiUj2B4nQ0FBRFEUmTZqkVshWI68Pczk5lfNaUlKSfP7551KvXj0ZOHCgtG7dWry8vJg/ZvD777+Loihy4MABGTdunHh7e+dqxTlz5oyEhoYaPsTFx8fLuHHjZP/+/ZKRkaFW2FaFOWTZmENFZ6N2V4KS5NFBNLGxscjKykLlypVhZ2cHAFAUBSICe3t7dOrUCffu3cOgQYPQrFkzXLlyBVqtNtc5qPidPHkSderUwfLly3HkyBGsWLECv/32G5ydneHs7IwbN27gzp07CAwMBACkp6cjLCwMX375Jdq2baty9KXbo3/78fHxsLGxgaenJ2xsbCAiUBQFer0ebm5uGDZsGFJTUzFx4kQ0adIE165dY/6YUHp6OhwdHRESEoLXXnsNHTp0gJ2dHf78809UrlzZcH2A7Hvfzz//DJ1Oh7lz5yItLQ0zZ84EkD2Ps40N31ZMhTlkuZhDxUjVsrgEebSl9IMPPpCQkBAJCAiQypUry88//yxpaWm59k9OTpamTZtK7dq1DZ+C+GnIdOLi4gz/P2fOHHFwcBBXV1f5888/c+13+fJlqVSpkgwfPlyWLl0qnTt3lubNmxtaGtiiYBqP5s/UqVOlfv36EhoaKg0aNJCLFy8+tn9qaqo0adJE6tWrx/wxsUGDBkl4eLgkJyeLiMjnn38uiqKIra2t7Nq1S0SyW+JyruHy5cvF3t5eqlWrJs2bN5eHDx8a9iHTYQ5ZLuZQ8WJhWkjvv/+++Pj4yIYNG+Tu3bvStm1bqVKliqxatUrS09MN+61YsUIiIiIMf3C8IZjOiy++KMHBwXLy5EnR6/WyevVqURRFNBqNLF261JDsOf/96aefJDAwUGrXri3h4eG8KZjRpEmTpEKFCrJq1So5evSo1K5dW0JDQ+XAgQO59vvkk0+kYcOGzB8z2Ldvn5QrV0569eolqampcuvWLfnzzz/ljTfeEFtbW9m6dauIiOFaiIjcvHlTzp8/b3ij5fUxH+aQ5WEOFS8Wpv/i0WIlOjpaWrRoIVFRUSLyv5F1TZs2FScnJ/n2228NncszMjL4B2cm169fF39/f2nTpo2cO3dORLKT/tNPPxWNRiPz588XkdwtDvfv35eEhAReIzPas2ePNGrUSH799VcRyZ4pwd3dXUJDQ8Xb29swY4JI9g2c18Z8fv/9d/H09JTnnnvO0Opz584defnll8XW1tZwzxMRmTJlisTExBi+54hv82EOWS7mUPFhYVpADx8+lPj4eImMjBQRkV27dkn58uUNRU/Lli2lSpUqsmjRolyP9dkKZ1o5N9yEhATx8/OTZs2ayenTpw2/96lTp4pGo5Gvv/7acMwrr7wi+/fvN3zPm4LpZWVlycmTJ+WTTz4REZEdO3aIl5eXzJs3T5KSkiQ4OFhq1qxpeOz16HFkWjm5cvjwYSlTpkyuN9Z79+7JmDFjRFEUef/996Vt27ZSq1YtdnlRAXPIcjGHihcL03zs3LnTUPS89957hlHciYmJIiLSt29feeWVVyQrK0syMjKkX79+4uPjI+3atVMtZmuV83gkISFBfH19pVWrVnLy5EnD69OmTRNFUeTFF1+U5s2bS0hICFsQTGzfvn2G/58+fbqsWLFCRERu3LghWVlZ0q1bN3nrrbdERCQtLU2eeuopcXV1lc6dO6sSr7XJr1j57bffxMPDI9cba3p6ukydOlWaNWsm/fr1M+QbCx7TYg5ZNuaQ6bAwzcOtW7ekUqVK0rBhQ3nllVfE2dlZTpw4YXg9LS1NmjRpkmvOsX79+sn58+fZQmom/0zonN/79evXpWLFio8Vp4sXL5Zu3brJ8OHDDTcFfmI1jcuXL0vFihWle/fu8uabb4q9vX2ux1a3b9+W4OBgWb58uYhkT6/Wr18/OXXqFG/UZvDo7zgqKkoWLlwoa9eulVOnTomIyKFDhwyPJJOSkgz73rlzx5Bn/GBnWswhy8YcMi0Wpo94dIL1S5cuibOzszg5Ocnvv/8uIrn/kAYOHCheXl4yduxYadasmdSsWdNQ6PDGYFqP/n43bNggH3/8sXzyySeGx/PXr1/P1XKacyNISUkxHMebQvHLuSmnpaXJzp07xcXFRZydneX06dMikrvjf8eOHaVq1ary2WefSatWraRBgwbMHzMbN26cVKlSRZo3by6dOnUSHx8fwz3w8OHDUrZsWenTp4/cuXMn13H88G06zKGShTlkGixM/9+3334riqIYPoGePn1aKlSoIL6+vtKiRQu5f/++iGRPyJ5j2LBh0rFjR+nfvz+b5lUwbtw4qVy5snTu3Fn69esniqLIunXrRCT7sb6/v7+0bdtWjh49mus43hSK3xdffCGKohj6t+3atUvKlSsnPj4+8uyzzxr2e/DggYhkT+/VrVs3adasmTz99NPMHzNbvny5VKhQQQ4dOiQiInPnzhVFUWTNmjWGfQ4fPiyKosjEiRPVCtOqMIdKFuaQ6bAwfcSkSZPEzs5Oli1bJiLZc5GePXtWqlWrJs2aNXtsrtJ/Yiuc+Xz//ffi4+Mjhw8fFhGRVatWiaIohmsnkt0XS6vVyujRo9UK02rcvHlThg0bJs7OzoZ1u+Pi4uSnn36SKlWqSI8ePR47Rq/XS1paGh9tqWDcuHHy+uuvi4jIxo0bxcXFRRYuXCgi2U8Wrly5IiLZLXi8LubBHCpZmEOmw8L0HyZOnCg2Nja5CpyjR49K9erVpWXLlpKcnCx6vV4GDx4sc+bMMezDVjjz+vjjj2XYsGEiIrJ+/fpcN4WkpCQ5c+aMiGT36WFfUvO4deuWDBkyRBwdHQ2Ps1JTU2X9+vUSGBgoPXv2NOz78ssvy9q1aw3fM39MI7/f61tvvSUffvih/PDDD+Li4pJrSrUVK1bI7NmzDU+JRFjwmAtzyPIwh8yPhen/e/SPb8KECXkWpyEhIeLj4yNNmzaVoKAg/qGpKKcwXbt2ba6bgkh2t4xx48bl6tfD4tQ8EhMTZfDgweLg4GB4JHn//n3ZsGGDBAQESI0aNSQ8PFwqVarE/DGDu3fvSlxcnPz++++GD2siIp999pmUK1fusdy5e/euPPXUUzJ58mQ1wiVhDlka5pD5WXVh+mhfnH8WLm+//fZjxent27fl/fffl2nTphluCCx4TCshIUH++usv+emnn3JNHr1p0yYJDAwUJycn+fzzzw3bk5OTpXPnzvLmm2+qEa5Vya8vW2pqqrzwwgvi6OhoeGNNT0+XI0eOyMsvvyxvvvkm88cMNm/eLD179pQKFSqIoiji4eEhY8aMMfRF7Nevnzg5OcmuXbskNjZWzp07Jx07dpRGjRqx4DET5pBlYw6pw2oL00dvCPPnz5fhw4dL3759ZcaMGYZEz2k5zRkQ9U+8IZjWhg0bpFOnTuLr6yu2traiKIr06tVLzp49KyIir732mtjZ2cmiRYvkzz//lGPHjknHjh2lfv36hpsCH2+ZxqP5s2TJEhk3bpyMGjVK1q1bJ1lZWaLT6R5r9fkn3rhNZ9GiReLt7S0fffSRbNu2TQ4ePChvv/22ODo6SpcuXSQ5OVl0Op20b99e/P39xc3NTZo2bSotW7bkdGpmwhyybMwh9VhtYZrj7bffNvzxjR8/XipWrJirH8+kSZPEwcEhV1M9md7XX38tZcuWlZkzZ8q+ffvkzJkzMm/ePPHy8pKGDRvKX3/9JSIiL7zwgtSpU0e0Wq00a9ZM2rVrx5uCGY0bN068vb3lrbfekr59+0pgYKC8+uqrIpL9SHLo0KHi4uIiO3bsUDlS6xEZGSm2trby/fff59qempoq33//vbi6usrAgQMN2/fu3StbtmyRw4cPcwlLFTCHLA9zSF1WXZgePHhQqlevbnhEvGHDhlyDaHKMGTNG2rRpo0aIVunrr78WGxsb2bBhw2Ov/f7771K+fHnp0KGDYdvff/8te/bskb///ps3BTOKioqSKlWqGGZGWLdunTg4OMg333xj2Cc5OVl69Ogh4eHhaoVpVXbs2CGKosiWLVtE5PEPZw8ePJA5c+aIRqORjRs35nkOTjdkPswhy8McUp9VF6YbN26UWrVqiUh2Uerq6mpoGU1JSZFNmzYZ9s15JMxHw6b1yy+/iKIosnjx4nz32bx5syiK8tgHiBy8KZjHsmXLpFWrViIisnbt2sfyZ+/evSKS/cbKa2IeP//8s3h6esqAAQMM2/75u7948aJ4enrK119/be7w6B+YQ5aHOaQ+DayYp6cngoKC8M0332DQoEGYNWsWRo0aBQD4/fffsXXrVsTGxgIAFEWBiEBRFDVDLvUCAgJQqVIlrFmzBteuXctzn9atWyMwMBDXr1/P83WNxqr/rM1Gq9XCz88P27Ztw9ChQzFz5kxD/vzyyy/YvHkzEhMT4erqCo1GA71er3LEpV94eDjWr1+Pn3/+Gc888wyA7HyQ7EYIAEDlypVhY2MDnU6nZqgE5pAlYg5ZAFXLYjP566+/ZPv27TJ+/HhZsGCBoX/itWvXxM/PTxRFyTUnaXp6unTq1En69+/PFlIVXLx4UapWrSqtWrWSa9euGbY/ei0CAwPlv//9rxrhWZ0LFy7IgQMHZNasWbJ161a5fPmyiIicPXtWHBwcRFEUWbp0qWH/tLQ06dSpkwwdOpT5o5Jff/1VvL29c/WXz3kkuXfvXmnatKlhqWUyPeZQycMcUk+pL0xXr15tWMu+YsWK4u7uLk5OTrJkyRIRETl27Ji4uLhI3759ZdmyZbJu3Tpp37691KpViyO7VRQbG2soTuPj43O9duTIEWnevHm+I1Wp+Hz33XfStm1bqVKlinh4eIiTk5P4+fkZBmJs2LBBnJyc5PXXX5eff/5Zdu7cKREREVKnTh3mjwpyfteZmZny66+/Srly5XK9sT548EC6desmvXr14qNhM2EOlSzMIfWV6sI0MjJSXF1dZeHChXL69GkRyf6kM3DgQLG1tZV58+YZtjVp0kQCAwOlRYsW0q9fP47sVolerzfcGGJjY6VKlSrSqlUruXr1qohk9/Xp1q2b9OjRgzcFE1u4cKG4ubnJV199JUeOHBGR7A967dq1E3t7e9m+fbuIiKxZs0b8/f3Fz89PGjZsKD169GD+qCQnJ27fvi0i/2v1ee6550REpEePHlKzZk1DwcMcMi3mUMnDHFJfqS1MFy5cKA4ODoaR3Y9+4kxISJDhw4eLVqs1jMhPSUmRmzdvyt27d7nusIpyfvc5hWhOy2nbtm0lPj5eunbtKqGhoYabNm8KppGTP+vWrXvstT///FM6duwoHh4ehpVQEhMT5fz58xIXF8f8UUnO733Dhg3SvHlzuX79uuj1evn111/Fx8dHFEWR4OBgQ+7w+pgWc6jkYQ5ZhlJZmJ49e1YURZHRo0eLyP+Kl0eL01OnTklQUJAMHjw4z+KGj07ML+d3vn79evH395fY2FgRyS5Og4ODRVEUqVGjBm8KJnbs2DFRFEUmTJggIv9rsXk0T3bu3Cne3t7y/vvv53kOfmAwnbzuTTnXaP369eLs7CyRkZG59t++fbsMGTKEuWMmzCHLxhyybKWyML1z546MHz9e7O3tZeXKlSKS9x9i7969pXXr1uYOz+rldcPNuSls3LhRnJ2dZcGCBbleP3funIwcOZI3BTM4ffq0DBo0SMqXLy9RUVEikveHu7Zt2+bqe0Wm92juXLt2TRISEgy5cP36dQkMDMxzMZBHHwczd0yPOWS5mEOWz0btWQFMoUyZMpg0aRIURcGgQYOgKAoGDBjw2H46nQ7Vq1dXIULrpdfrDdM5xcbGIisrC5UrV4adnR3u3buHuXPn4rPPPsOIESNyHVe1alUsWLAAAJCZmQkbm1L5p2sRQkND8d5778HGxgZ9+/bF999/j4iICMNUKQCQlZUFvV6PgIAA9QK1Mo/mzrRp07Bu3To8ePAATk5OWLduHQICArB37174+vo+dqxWqzX8P3PH9JhDlok5VEKoXRmbUkpKikyYMEE0Go2sWrVKRP73aenixYsSHh7OCXLN6NFPqh988IGEhIRIQECAVK5cWX7++WcR+V+Hc1LfuXPnZNiwYVKmTBnDCOKcVoOzZ89KWFiYrFmzRkTY9cWcJk2aJBUqVJBVq1bJ0aNHpXbt2hIcHCz79+9XOzT6B+aQZWIOWbZSXZiK5C5Ocx7rZ2VlSdeuXSU8PJwjHlXw/vvvi4+Pj2zYsEHu3r0rbdu2lcqVK8uqVaskPT1d7fDoEY++seaMIM7IyJAuXbrIU089xfwxsz179kijRo3k119/FRGRLVu2iLu7u4SGhoq3t7dhMCdZDuaQZWEOWb5SX5iK/K841Wq18u2330qvXr1yjazjjcG0Hm0JiI6OlhYtWhj6XW3dulU8PDykadOm4uTkJN9++62kpqaqFSrlIeeN1dPTU3bs2CF9+/aVkJAQzoxgZllZWXLy5En55JNPRCR7TW8vLy+ZN2+eJCUlSXBwsNSsWZPz+6oov1ZP5pBlYA6VDCW6MM2rM3l+UlJSZOLEiaIoilStWpWDaFTw8OFDiY+PN4x23LVrl5QvX97Q0bxly5ZSpUoVWbRokeh0OjVDtQqpqakF7jpx7tw5GTFihCiKItWqVWP+mMG+ffsM/z99+nRZsWKFiIjcuHHDMJ/vW2+9JSLZKwU99dRT4urqKp07d1YlXmt09epVOX36tCQkJPxrcckcMj/mUMlUYgvT7du3y+LFiw2tawUpTu/cuSOrVq0y3Ah4QzCtnTt3Gn7H7733nkybNk1EsufrExHp27evvPLKK5KVlSUZGRnSr18/8fHxkXbt2qkWs7VYs2aNdOzYUapUqSI9evSQPXv2/Osxp06dkjlz5jB/zODy5ctSsWJF6d69u7z55ptib28vMTExhtdv374twcHBsnz5chHJXo2mX79+curUKba+mck333wjDRs2FC8vL2natKmhq9iTMIfMhzlUcpXIwnTdunWiKIoEBQXJihUr5P79+yJSuM7jvCGY1q1bt6RSpUrSsGFDeeWVV8TZ2VlOnDhheD0tLU2aNGmSa737fv36yfnz5zkIwMSWL18ubm5uMnXqVFm0aJHUrVtXwsLCCnUzZv6YxqlTp0QkOz927twpLi4u4uzsbFi5LqeVTUSkY8eOUrVqVfnss8+kVatW0qBBgzzny6Tit2zZMnFxcZGFCxfKgQMHpHPnzhIREZHr3vVv14A5ZBrMoZKvxBWmf//9tzRv3lzee+896d27t4SGhsry5cuNKk6p+O3evdvw/5cuXRJnZ2dxcnKS33//XURy34wHDhwoXl5eMnbsWGnWrJnUrFmTNwUTO3LkiISGhsrixYsN227cuCHOzs6ydetWFSOjL774QhRFMfRv27Vrl5QrV058fHzk2WefNez34MEDERGJi4uTbt26SbNmzeTpp59mf0UzOXTokAQEBBgeC4tk91UcMmSIREdHy4ULFwxdkXgtzIs5VDqUuML00qVLMnnyZEPrW9++faVGjRq5itNH8Q/MfL799ltRFMXwaOT06dNSoUIF8fX1lRYtWhiuz6P9R4cNGyYdO3aU/v3786ZgYnq9XlauXCnPPvusxMfHi0j2B4X09HSpU6eObNq0SeUIrdvNmzdl2LBh4uzsbOhaERcXJz/99JOhy8U/6fV6SUtL4xKWZqLX6+Xnn3+WOXPm5Oqf3bFjR6lYsaKUK1dOGjduLH369DEUP2Q+zKHSocQVpllZWXLz5s1c2x4tTtPS0kREJCkpKVeTPZnHpEmTxM7OTpYtWyYiIsnJyXL27FmpVq2aNGvWzHB98sObgmklJibK+vXrDd/nfAho06aNrF69Ote+/IBgfrdu3ZIhQ4aIo6Oj4elDamqqrF+/XgIDA3OtEvTyyy/L2rVrDd/zaZF56HQ6wwc7EZFevXqJr6+v/Pbbb3Lx4kVZtGiR1KpVix/0VMIcKvlKRGH6zz+WnO8fLTz79OkjNWrUkBUrVkhsbKx06dJFpkyZYtY4KdvEiRPFxsbGUJyKiBw9elSqV68uLVu2lOTkZNHr9TJ48GCZM2eOYR/eFEyjIL/XBg0ayNy5cw3fv/7667J582ZThkX5SExMlMGDB4uDg4PhkeT9+/dlw4YNEhAQIDVq1JDw8HCpVKkSP8iZSX7vQSLZI78vXbpk+P7mzZvi6en52LLKZD7MoZLN4gvTR28AixcvNvRVzNn+6Byk/fr1k9DQUPHz88s1RxyZx6PXasKECXkWpyEhIeLj4yNNmzaVoKAg3hRMLL/8+edUa61btzb0mevYsaNUrlyZ18YM8muVTk1NlRdeeEEcHR0Nb6zp6ely5MgRefnll+XNN980XB/Ow2xaT8qhvD70Xbx4Udq0aSM7d+40W4zWjDlU+igijyzea2EeXdf22LFjGDNmDHQ6HVasWIEaNWpARKAoCrKysqDVanHr1i34+vqiUaNG2L17N2xtbbmuuok9eo1yrkOOd955B59++ikWLVqEwYMHAwDu3LmDzz//HPb29hg3bhxsbGweO46Kx7/lj16vh16vh42NDbp27YoBAwZg/fr1OH36NGJiYmBra8trY0KPXp+lS5fir7/+QkpKCjp06IBnnnkGmZmZeOmll/Ddd9/hp59+QlhY2GPn4P3NtAqSQwAM+6SlpaFfv35ISUnBzz//zNwxMeZQKaVyYZyvRz+Jfvjhh/Lcc89JgwYNxNbWVho3bizHjh3Ltd/t27elfv36EhISwjnizOTRT6rz58+X4cOHS9++fWXGjBmGT6A5Lac5A6L+iZ9UTaOg+ZOjdevWoihKricNzB/zGDdunHh7e8tbb70lffv2lcDAQHn11VdFJPuR5NChQ8XFxcWw1jqZR2FyKDU1VdatWyedO3eWOnXqcFVBM2MOlS4WW5jm+Pzzz8XZ2Vl+/fVXuXLliixdulTatWsnjRo1kuPHj4tI9g3k/v378vbbbxtGfPNN1Xzefvtt8fb2lo8++kjGjx8vFStWzNXBfNKkSeLg4GBY4YnMpyD5k56eLp07d5YmTZrwQ52ZRUVFSZUqVeTw4cMikj1Hs4ODg3zzzTeGfZKTk6VHjx4SHh6uVphWrSA5dO/ePXn33Xdl5MiRzCEzYw6VPhZdmGZkZEj//v1l1KhRubZv3bpVGjRoIE2aNDFMpvvP48g8Dh48KNWrV5eDBw+KiMiGDRsME08/asyYMdKmTRs1QrRaBcmfnJVQbty4wTdUFSxbtkxatWolIiJr164VV1dXwwe4lJQU2bt3r4hkv7FylgTzK0wOpaamGq4RW0rNhzlU+mjU7krwqJz+OvL/3V5tbGzg4uKCc+fOQafTGfbr0qULunTpgujoaAwfPhwnTpzIdR72FzGfhIQE2NnZoXnz5ti4cSMGDx6MWbNmYcSIEUhNTcXmzZsBAF9++SV2794N4H/Xl4qXMfkzYsQIHDt2DOXLlzf092X+mI9Wq4Wfnx+2bduGoUOHYubMmRg1ahQA4JdffsHmzZuRmJgIV1dXaDQawzUm0zA2h44fPw5nZ2doNBqICPuWmhFzqPSxqMI0pxPzgQMHDNvq1q2LuLg4REVF4cGDB4btoaGh6NmzJ/z8/PDZZ5/h/v37Zo+XAE9PTwQFBeGbb77BoEGDMGvWLMNN4ffff8fWrVsRGxsLAFAUxTBgjYqfsfnz+eefG/KHb6imERsbi4MHD2L27NnYtm0brly5AgBo0qQJNm3ahG7duuGLL74w5E56ejoWLFiAO3fuoFy5cobz5FxjMg1jc2ju3LmGHOL9zTSYQ1ZEzebavBw5ckQURZFJkyYZtnXu3FmqVasmK1eulMuXL8u9e/ekR48e8vHHH8snn3wi3t7ecuXKFRWjLv3++usv2b59u4wfP14WLFggf/31l4iIXLt2Tfz8/ERRlFxzkqanp0unTp2kf//+nJ/UjJg/lue7776Ttm3bSpUqVcTDw0OcnJzEz8/PMBBjw4YN4uTkJK+//rr8/PPPsnPnTomIiJA6deoYulUwh8yHOWR5mEPWxeIK0+TkZJk7d67Y2dnlujE899xzUrt2bfH09JTQ0FCpXr26iIj88ccfEhQUJLGxsWqFXOqtXr3asJZ9xYoVxd3dXZycnGTJkiUiInLs2DFxcXGRvn37yrJly2TdunXSvn17qVWrFm8KZsb8sSwLFy4UNzc3+eqrr+TIkSMikp1P7dq1E3t7e9m+fbuIiKxZs0b8/f3Fz89PGjZsKD169ODIbpUwhywLc8j6WFxhKpLdifyLL74QrVYr7777rmH7vn37ZOXKlfL9998b/tDGjBkjjRs3lrt376oUbekWGRkprq6usnDhQjl9+rSIiOzdu1cGDhwotra2Mm/ePMO2Jk2aSGBgoLRo0UL69evHm4JKmD+WYeHCheLg4CDr1q177LU///xTOnbsKB4eHnLmzBkRyZ7W5vz58xIXF8d1u1XGHLIMzCHrpFph+mgL2ieffCKffvpprtdzbgyKosh///vfx47fv3+/vPTSS1K2bFnDlB1UvHJuChs2bBCR3NcsISFBhg8fLlqt1jAiPyUlRW7evCl3797lTcHEmD+W7dixY6IoikyYMEFE/vfh7NFRwTt37hRvb295//338zwHRxCbFnPIsjGHrJcqhemjfywnT56U8ePHi6Oj42NTDCUlJckzzzwjiqLI+PHjc722Y8cOiYiIkBMnTpglZmtz9uxZURRFRo8eLSKPL2EpInLq1CkJCgqSwYMH53kD4ON702D+WL7Tp0/LoEGDpHz58hIVFSUieedQ27Ztc835S+bBHLJ8zCHrpcq8MDmj4iZMmIB79+5h1KhRsLOzw9ixY6HX6zFy5EgAgJubG0JCQtCmTRscPnzYMIWHoiiIiIhAy5Yt4eTkpMY/odTz8vLCO++8g88++wwtW7bE888//9iI+ho1aqBBgwaIjY3Nc6QjR6eaBvPH8oWGhuK9996DjY0N+vbti++//x4RERG5pkrLysqCXq9HQECAeoFaKeaQ5WMOWS+zFqaPFjaHDh3C5s2bsXz5ctStWxfly5dHVlYW3n77bWg0GowYMQJpaWmIjY3FqFGj0K9fP8M5cvCGYDplypTBpEmToCgKBg0aBEVRMGDAgMf20+l0qF69ugoRWh/mT8kSFBSECRMmAAD69u2L7777DhEREcjKyoJWq8WFCxeg1WrRrFkzAOBUambAHCpZmEPWyayFac4fzGeffYYrV64gPDwcjRs3BgBUqFABY8aMga2tLUaOHInIyEikpaXBzs4OvXr1AsA/OnNzdnbGu+++CwAYOHAgAGDAgAHQ6/XQaDS4dOkSUlJS0L17dzXDtBrMn5KnatWqud5YV69ejY4dOyIzMxNvvPFGruvDa2N6zKGShzlkhUzdV+DRvjw5/UIGDhwoiqJI06ZNHxvJ+ODBA9m9e7eMHTtWpk2bZhg8w5Hd6klJSZEJEyaIRqORlStXikj2de3atauEh4fz2pgQ86d0OHfunAwbNkw8PT1lx44d0rdvXwkJCTHMXMFBGqbDHCpZ8hubwByyHiYvTB8+fChpaWly9epVwx+QiMi4ceNEURSJjIyUtLQ0w/a8/ig5slt9OcWpVquVb7/9Vnr16iXBwcGcEsrEmD+WLTU1VW7fvl2gfc+dOycjRowQRVGkWrVqhuvJ62NazCHLdvXqVTl9+rQkJCT8a3HJHLIOJi1Mo6KiZPTo0eLv7y8eHh7StWtXWbBggeH1kSNHioODg6xYsULS09NNGQrlI69RjvlJSUmRiRMniqIoUrVqVd4UTIz5Y9nWrFkjHTt2lCpVqkiPHj1kz549/3rMqVOnZM6cOYacYe6YFnPIsn3zzTfSsGFD8fLykqZNmxqeyD0Jc6j0M1lhunjxYvH19ZU333xTZsyYIZGRkVKrVi3x8fGRcePGGfYbOXKkODk5ycqVK3N9aiXT2759uyxevFhSU1NFpGDF6Z07d2TVqlW8KZgY88eyLV++XNzc3GTq1KmyaNEiqVu3roSFhRXqcSJzx7SYQ5Zt2bJl4uLiIgsXLpQDBw5I586dJSIiItf70L/lE3OodDJJYbpgwQKxs7OT1atX53p08vfff8vgwYOlfPnyMmPGDMP2V155RRRFMSwtRqa3bt06URRFgoKCZMWKFXL//n0RKdzco7wpmAbzx7IdOXJEQkNDZfHixYZtN27cEGdnZ9m6dauKkVEO5pBlO3TokAQEBMiKFSsM23bs2CFDhgyR6OhouXDhguh0OhFh31FrVOyF6caNG0VRFPnhhx9ERB7rOH7+/HkJCwuTxo0by6VLlwzHzZ49m4WOmfz999/SvHlzee+996R3794SGhoqy5cvN6o4peLF/LFser1eVq5cKc8++6zEx8eLSPY1Sk9Plzp16simTZtUjpCYQ5ZNr9fLzz//LHPmzMnVP7tjx45SsWJFKVeunDRu3Fj69OkjDx48UDFSUsvjs6IXgU6nQ1RUFAIDA3H58mUAgI2NjWHOMRExzEv2xx9/IC4uznDs2LFjYWNjg8zMzOIMifJgZ2eHDh06oFevXvj+++9Rp04dzJgxA+vWrUNaWtpjU27o9XqVIrUuzB/LpygKOnbsiOeffx4+Pj4Asidrd3BwgIeHB9LT03Ptz9wxL+aQ5VMUBa1bt0afPn3g6ekJAOjduzdOnjyJDRs2IDo6GiNHjsTp06exfft2laMlNRRrYWpvb4/33nsP3bp1w8qVKzFjxgwAgFarzXWDDggIgJ2dHe7fv//YOWxsVFmMyqr4+/vjP//5D2rXrg0AWLNmDWrXrm0oTnPeXJOTk5GRkZHnqk5U/Jg/lksemVS9XLlyePbZZw3f5+RHamoqbt68adj+xhtv4McffzRfkMQcsmCP5pCdnR0qVKhg+P61117DgQMH0LRpUwQEBKBHjx6Ij4/HjRs31AiVVFbsFYePjw/Gjx+Pxo0bY+PGjYYbg0ajQVZWFgAgJiYGDRs2RI0aNYr7x1M+Hr0paDQalCtXDgCQkZEBILs4rVWrFmbMmIH169fj4sWL6N+/P6ZPn65KvNaK+WN55JFJ1ZcsWYLo6GgA/2sNzcktZ2dnQwtQp06dsHHjRnTp0kWFiK0bc8jy5JVDiqJAr9dDRNCqVStUrlzZsP/9+/dRq1YtBAUFqRUyqcgkTWEVKlTAxIkTH7sx2NjYICUlBUuWLEFISAj8/PxM8ePpH/K7KYgIbG1tDTfr7777DnXq1MG0adPQpk0bxMbGGlbcIPNh/lgOvV5vyJ1jx45h0aJFGDVqFE6fPg2NRgO9Xm/IH1dXVyiKgmeffRaXLl3CuXPnDI+RybyYQ5bj33JIRHK1ZqelpeHVV1+FRqNBeHi4WmGTmkzZgfX69evyyiuvSNOmTWXWrFkiIvL0009L3bp1DZ3MOdDGtB4d0Xj06FFp3ry5NGjQQE6dOiUi//v95wwMSExMFDs7O2nRogXnKVUZ80ddj/5uP/zwQ3nuueekQYMGYmtrK40bN5Zjx47l2r9169aiKEqu1WiYO+piDqmrMDmUmpoq69atk86dO0udOnW4eIsVU0QeecZrAjdu3MC0adPwxx9/4Pz58/Dw8MDJkycNLXVardaUP96qySMtpR999BH+/PNPXLx4ETExMahXrx4WLlyIevXqGfa7c+cOOnTogPT0dMTExBgGArDPlXqYP+r74osvMGHCBGzZsgVVq1bFL7/8ghUrViA5ORmLFi1C3bp18eDBAzz77LO4ffs2Dhw4wNyxIMwh9RUkh5KSkjBz5kzcvn0bX375JXPIipm8MAWybwzvvPMOEhMTsXnzZtja2vIPzowKclMQEaSnp2PKlCn46KOPYGdnx2tkIZg/6snMzMSgQYPg7u6O+fPnG7Zv27YNkydPho2NDRYvXoxatWohISEBZcuW5RuqBWIOqacwOXT//n04Ojoa+gPzQ4N1MkthCgB3796Fu7s7NBoNbwhmVJCbwtKlSx8bBMBrZFmYP+ah1+sN/d5ynja89NJLiI2NxdatW2Fvb2/Yd/LkyZg6dSqaNm2KefPmoX79+gDAN1QLxRwyD2NzaP78+ahXrx6A3E/7yPqYbR6gMmXKGAYL8IZgOv8cKWxjYwMXFxecO3cOOp3OsF+XLl3QpUsXREdHY/jw4Thx4kSu8/AaWRbmj3nkTP104MABw7a6desiLi4OUVFRePDggWF7aGgoevbsCT8/P3z++eeGqYdYlFom5pB5GJtDc+fONeQQi1LrZvYJKjknpmkZe1P47LPP8pzTjywL88f0/vjjD7Rp0waTJ08GAIwZMwZBQUF46623sH79ely5cgVJSUn47rvv0LRpUzRv3hzbtm3DnTt3VI6cCoI5ZHrMISoSVYZckUkdOXJEFEWRSZMmGbZ17txZqlWrJitXrpTLly/LvXv3pEePHvLxxx/LJ598It7e3nLlyhUVoyayDMnJyTJ37lyxs7PLlUPPPfec1K5dWzw9PSU0NFSqV68uIiJ//PGHBAUFSWxsrFohE1kU5hAVBZ9nlELVq1fHnDlzMG7cOADZI/K3bduGXr16YcaMGXj11VdRvnx5ZGVlYfPmzTh69CjmzZvHpfiIkD0f6fDhw6HRaPD6669Dr9dj6tSpWLduHfbv34/Lly/Dzs7OsPrTkiVL4OnpiTJlyqgcOZFlYA5RUbAwLYV4UyD6d/LIAItPP/0UiqLgjTfeAJC9itPQoUMBAK+++iqcnJwwceJEtGrVCq1atQKQ3V3mm2++wfr16/HLL7/Aw8NDlX8HkVqYQ2QKLExLMN4UiIyTM3IYAE6dOoXExETMnTsXLi4uGDFiBIDsHBo0aBB+/fVXTJ48GampqbmW6E1LS8PFixexa9cu1K5dW5V/B5FamENkKixMSyjeFIiMl5M7EyZMwL179zBq1CjY2dlh7Nix0Ov1GDlyJADAzc0NISEhaNOmDQ4fPmyY7UJRFERERKBly5ZwcnJS7d9BpBbmEJkKC9MSijcFosJ79CnDoUOHsHnzZixfvhx169Y19Lt+++23odFoMGLECKSlpSE2NhajRo1Cv379DOfIwdwha8McIlNjYVrC8KZAZLyc3Pnss89w5coVhIeHo3HjxgCAChUqYMyYMbC1tcXIkSMRGRmJtLQ02NnZoVevXgA48TcRc4hMzWwrP1HxyrkpPHz4EF999ZVh+/Xr17Fw4UJMmTIFDRo0MNwUjhw5AhsbG94UyOo82u0l5+9/0KBBWLlyJZo0aYLt27fn6l+t0+nw22+/YcuWLShbtizGjRsHGxsbruhEVos5RObEwrQE4E2ByHgZGRnIzMzEnTt34O3tDVtbWwDA22+/jdmzZ2PBggUYOHAgHB0dAeTdosMlLMmaMYfInFiYlgC8KRAZZ8eOHdi0aRN+/PFHpKSkoGXLlujevbuhD/aoUaOwfPlyfP311+jVqxccHBxUjpjIsjCHyNxYmFo43hSIjLNkyRK899576Nu3L8qXLw8PDw988cUXuH37Nl544QXMnDkTQHYOrVixAgsXLsSzzz5r+IBHZO2YQ6QKs6wvRUZZvHix+Pr6yptvvikzZsyQyMhIqVWrlvj4+Mi4ceMM+40cOVKcnJxk5cqVkpaWpmLERJZhwYIFYmdnJ6tXr5aHDx8atv/9998yePBgKV++vMyYMcOw/ZVXXhFFUWT79u1qhEtkcZhDpBYWphaKNwUi42zcuFEURZEffvhBREQyMjJERCQzM1NERM6fPy9hYWHSuHFjuXTpkuG42bNnG/YlsmbMIVKTRu0WW3rcpk2bMHr0aKxbtw79+vUz9BfNyspCtWrVMHnyZISGhmLdunW4fPkyAOCLL77ArFmz0L59ezVDJ1KVTqdDVFQUAgMDDbnx6MA/EUFQUBAmTJiAP/74A3FxcYZjx44dCxsbG2RmZqoVPpHqmEOkNo6GsTCFuSl07twZcXFxqFy5MoDsmwLAgU5kvezt7fHee+/B3t4eK1euxP379/HOO+9Aq9VCr9cbPuQFBATAzs4O9+/ff+wczB2yZswhUhtbTC1Mzk2hW7duWLlyJWbMmAEAhptCDt4UiPLm4+OD8ePHo3Hjxti4caMhhzQaDbKysgAAMTExaNiwIWrUqKFmqEQWiTlEamJhaoF4UyAqmgoVKmDixImP5ZCNjQ1SUlKwZMkShISEwM/PT+VIiSwTc4jUwumiLNiNGzcwdepUREdH45lnnsE777wDAEhJSUG/fv3g4+ODr7/+mis5EeXj0Rzq1asX3nrrLfTs2ROXLl3iamhEBcAcInNjYWrheFMgKpobN25g2rRp+OOPP3D+/Hl4eHjg5MmTsLW15WpoRAXAHCJzYmFaAvCmQFQ0N27cwDvvvIPExERs3rwZtra2HCRIVAjMITIXFqYlBG8KREVz9+5duLu7Q6PRMHeIjMAcInNgYVqC8KZAVHR6vR4aDcd9EhmLOUSmxMK0BOJNgYiIiEojFqZEREREZBHY7EZEREREFoGFKRERERFZBBamRERERGQRWJgSERERkUVgYUpEREREFoGFKRERERFZBBamRERERGQRWJgSERERkUVgYUpEREREFuH/AOuQblQtJ+uWAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -401,25 +386,86 @@ }, { "cell_type": "markdown", - "id": "964471ab", "metadata": {}, "source": [ - "# Forest plot of mini-meta effects:\n", - "Next we will generate a similar forest plot for mini-meta effect sizes. Please revisit the notebook '[Mini-meta Tutorial](04-mini_meta_delta.html)' on how to generate a mini-meta effect size. We will generate three mini-meta effect sizes for three separate mini-meta analyses:" + "### Selecting normalised effect sizes via `hedges_g` or `delta_g`\n", + "\n", + "Remember, `hedges_g` and `delta_g` are interchangeable for delta-delta experiments. However, when plotting the original effect sizes alongside the delta-delta effect sizes, you should note that hedges_g effect sizes will be plotted alongside the Deltas' g effect sizes. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f_forest_delta2 = forest_plot(\n", + " data = contrasts, \n", + " labels = ['Drug1', 'Drug2', 'Drug3'],\n", + " effect_size='hedges_g');\n", + "f_forest_delta2 = forest_plot(\n", + " data = contrasts, \n", + " labels = ['Drug1', 'Drug2', 'Drug3'],\n", + " effect_size='delta_g');\n", + "\n", + "f_forest_delta2 = forest_plot(\n", + " data = contrasts, \n", + " labels = ['Drug1 Delta1', 'Drug1 Delta-Delta', 'Drug2 Delta1', 'Drug2 Delta-Delta', 'Drug3 Delta1', 'Drug3 Delta-Delta'],\n", + " effect_size='hedges_g',\n", + " idx=[[0, 2], [0, 2], [0, 2]]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Mini-meta effects:\n", + "Next we will generate a similar forest plot for mini-meta effect sizes. Please revisit the notebook '[Mini-meta Tutorial](05-mini_meta.html)' on how to generate a mini-meta effect size. We will generate three mini-meta effect sizes for three separate mini-meta analyses:\n", + "\n", + "**Note: the only effect size metric currerntly available for mini-meta is ``\"mean_diff\"``.**" ] }, { "cell_type": "markdown", - "id": "22bd3eab", "metadata": {}, "source": [ - "## Simulate the datasets for three unpaired mini-meta effects" + "### Creating a demo dataset" ] }, { "cell_type": "code", "execution_count": null, - "id": "f729136b", "metadata": {}, "outputs": [], "source": [ @@ -470,16 +516,14 @@ }, { "cell_type": "markdown", - "id": "93dd9b67-745f-45fc-8eee-fabb9c9eea6c", "metadata": {}, "source": [ - "## Creating contrast objects required for a mini-meta forest plot" + "### Loading data" ] }, { "cell_type": "code", "execution_count": null, - "id": "9f68e5fe", "metadata": {}, "outputs": [], "source": [ @@ -498,21 +542,19 @@ }, { "cell_type": "markdown", - "id": "e04e1ac4", "metadata": {}, "source": [ - "## Generate the mini-meta forest plot" + "### Generate a forest plot" ] }, { "cell_type": "code", "execution_count": null, - "id": "9deb1001", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -530,15 +572,13 @@ }, { "cell_type": "markdown", - "id": "5f9587c0-fbe8-474d-97ce-bd99d27ddf96", "metadata": {}, "source": [ - "# Controlling Aesthetics" + "## Controlling Aesthetics" ] }, { "cell_type": "markdown", - "id": "5cae78ef", "metadata": {}, "source": [ "The main aesthetic parameters for the forest_plot function are:\n", @@ -594,7 +634,6 @@ }, { "cell_type": "markdown", - "id": "06b93055", "metadata": {}, "source": [ "### Changing layout with `horizontal`\n", @@ -604,12 +643,11 @@ { "cell_type": "code", "execution_count": null, - "id": "d8313860", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -622,12 +660,11 @@ "f_forest_minimeta = forest_plot(\n", " data = contrasts_mini_meta, \n", " labels=['mini_meta1', 'mini_meta2', 'mini_meta3'],\n", - " horizontal=True,)\n" + " horizontal=True,)" ] }, { "cell_type": "markdown", - "id": "4100ba2c", "metadata": {}, "source": [ "### Using a custom palette \n", @@ -637,12 +674,11 @@ { "cell_type": "code", "execution_count": null, - "id": "23c9446e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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0Yu/n5+cjPT0dPj4+Bn9e+/btAQAJCQllhgIRkT0xKhQSExPx6KOP4urVq2jYsCHi4+Pl7qAeHh5YtmwZ/v77b0RHR1dov15eXvDy8nrgeh07dkRGRgZOnDiBNm3aAAB2794NvV4v/6E3RGxsLACgdu3aFaqTiMhWGXWj+e2330ZWVhZiY2Oxb9++++Y96tmzJ3799VeTFFiapk2bonv37hg6dCiOHj2KgwcPYuTIkejXr5/c8ygpKQlNmjTB0aNHAQAXLlzAhx9+iBMnTuDy5cvYunUrXnnlFXTp0gUtWrQwW61ERGpiVCjs3LkTo0ePRrNmzSBJ0n3LAwMDcfXq1UoXV55vvvkGTZo0wRNPPIFnnnkGoaGh+OKLL+TleXl5OHfunNy7yMnJCb/++iueeuopNGnSBOPHj0d4eDh+/PFHs9ZJRKQmRl0+ysnJKfcyT1ZWltEFGcrDw6PcwXP169cvdgbj5+eHffv2mb0uIiI1M+pMoVmzZvjtt9/KXL5lyxaEhIQYXRQRESnDqFAYM2YMvv32W3z88cfQ6XQACh/PmZCQgEGDBuHw4cMYO3asSQslIiLzM/pxnDNnzsR7770HIQT0ej00Gg2EENBoNJgxYwYmTZpk6lqtAqfOJiJbVqlnNF+5cgWbNm1CQkIC9Ho9goKC0KtXLwQGBpqyRqvCUCAiW1bhUMjOzkbnzp0xdOhQu5x2mqFARLaswvcUXF1dcenSpVK7ohIRkboZdaO5e/fuiImJMXUtRESkMKPuKZw9exZ9+vRBSEgIIiMjERAQABcXl/vWM+f02Urh5SMismVGhYJG878TjPIuIxUUFBhXlRVjKBCRLTNqRPO0adN4T4GIyAZVqkuqPeKZAhHZMqNuNJek0+ls8lIREZG9MToUjh8/ju7du8PV1RWenp7yZHP//PMPXnjhBcUf2UlERBVnVCgcOnQIoaGhOH/+PAYOHAi9Xi8vq1mzJnQ6HZYtW2ayIomIyDKMCoV33nkHTZs2xV9//YVZs2bdt/yxxx7DkSNHKl0cERFZllGhcOzYMbz66qtwdnYutRdS3bp1kZKSUuniiIjIsowKBUdHx2KXjEpKSkqCm5ub0UUREZEyjAqFDh06YOPGjaUuu337Nr766is8+uijlSqMiIgsz6hQeP/993H8+HH06NEDP//8MwDgzz//xJdffok2bdrg+vXrePfdd01aKBERmZ/Rg9d2796N4cOH4/z588XeDwoKwpdffmmzZwocvEZEtsygUMjMzES1atXg4OBw37LY2FicP39efshOmzZtbHoKDIYCEdkyg0LBwcEBa9euxYABAwAAr732GiIjI9G+fXuzF2htGApEZMsMuqfg5OSE3Nxc+edVq1bhwoULZiuKiIiUYdAsqU2aNMGXX36J+vXrQ6vVAgAuX76MkydPlrtd69atK18hERFZjEGXj3bs2IG+ffvi1q1bBu1UCAFJkmxykjxePiIiW2bQmUL37t1x6dIlHDt2DKmpqRgyZAiGDRuGjh07mrs+IiKyIINC4dSpU6hXrx7CwsIAAF999RX69OmDJ554wqzFERGRZRl0ozkkJATbtm0zdy1ERKQwg0LBxcUF2dnZ8s/79u1Damqq2YoiIiJlGHT5qGXLlvjss8/g4OAg9z46duwYqlatWu52vXr1qnyFRERkMQb1Pjp+/Dh69+6NK1euFG4kSXjQZux9RESkPgadKTz88MNISEjAhQsXkJqaiq5du2LKlCno1q2buesjIiILMigUAKBKlSpo3LgxGjdujMGDB+PZZ5+1y2kuiIhsmdGzpNorXj4iIltm0JnCBx98AEmSMGXKFGg0GnzwwQcP3EaSJD5TgYhIZQw6U9BoNJAkCTk5OXBycoJG8+CerLzRTESkPgadKZR8HnN5z2cmIiL1MupxnEREZJsM7n1U0tmzZ3HhwgVkZWWhevXqaNCgAZo0aWLK2oiIyMIqHArLli3DzJkzkZSUdN8yf39/TJkyBa+//rpJiiMiIsuqUChMmDABn332GTw8PPDaa6+hefPmcHNzw61btxAXF4ctW7YgMjIS58+fx8cff2yumomIyEwMHqdw9OhRdOjQAS+++CLWrFmDatWq3bfO7du3MXDgQGzduhVHjhzBww8/bPKClcbeR0Rkywy+0bxixQrUrl0b69atKzUQAKBatWpYv349vL29sWLFCpMVSURElmFwKBw+fBh9+vSBs7NzuetVrVoVffr0wcGDBytdHBERWZbBoXD16lU0bdrUoHWbNWuGq1evGl0UEREpw+BQyMzMRPXq1Q1a183NDVlZWUYXRUREyjA4FIQQkCTJ4B1znj0iIvUxuPeRRqNBSEgI6tat+8B1k5KSEBsba9a5j2bOnIlt27YhNjYWTk5OyMjIeOA2QghMnz4dy5cvR0ZGBh555BEsWbIEDRs2NPhz2fuIiGyZweMU/P39kZ6ejvT0dIPXN6c7d+6gT58+6Nixo8E9nebMmYP58+dj9erVCAgIwLvvvouwsDD89ddfD3y0KBGRPVD98xRWrVqFMWPGPPBMQQiBOnXqYPz48ZgwYQIAQKfTwdvbG6tWrUK/fv0M+jyeKRCRLbObCfEuXbqElJSUYo8Q1Wq1aN++PQ4fPlzmdrm5ucjMzCz2IiKyVXYTCikpKQAAb2/vYu97e3vLy0oze/ZsaLVa+eXn52fWOomIlGRVoRAVFQVJksp9xcfHW7SmyZMnQ6fTyS+OvyAiW2b01NnmMH78eAwZMqTcdQIDA43at4+PDwAgNTUVtWvXlt9PTU1Fq1atytzO2dn5gaO4iYhshVWFgpeXF7y8vMyy74CAAPj4+GDXrl1yCGRmZuLIkSMYPny4WT6TiEhtrOryUUVcuXIFsbGxuHLlCgoKChAbG4vY2FjcunVLXqdJkyb473//C6DwmdFjxozBjBkzsHXrVsTFxeGVV15BnTp10LNnT4V+CyIi62JVZwoVMW3aNKxevVr+OSQkBACwZ88edO3aFQBw7tw56HQ6eZ2JEyfi9u3bGDZsGDIyMhAaGoodO3ZwjAKZVQ5y4AIXpcsgMojR4xRiYmKwYsUKXLx4ETdv3rxvWgtJknDhwgWTFGlNOE6BKuoqrsIP7LVG6mDUmcLcuXMRFRUFb29vtGvXDsHBwaaui8hm/IN/UBd1oVHv1VqyI0adKfj6+qJp06bYvn07HB0dzVGX1eKZAlXUURxFfdRHLdRSuhSiBzLqq8vNmzfRu3dvuwsEImMlIlHpEogMYlQotGvXDufOnTN1LUQ2KxWpSpdAZBCjQmHx4sXYvHkz1q1bZ+p6iGzSTdxUugQigxh1o7lv377Iz8/HoEGDMHz4cPj6+sLBwaHYOpIk4c8//zRJkURqp4PuwSsRWQGjQsHDwwOenp4VejgNkT37B/8oXQKRQYwKhb1795q4DCLb9jf+VroEIoOw4zSRBcQjHndwR+kyiB6oUtNc5OXlIT4+HjqdDnq9/r7lXbp0qczuiWzGv/gXv+N3dAH/myDrZlQo6PV6TJ48GYsXL0Z2dnaZ6xUUFBhdGJGtWY/1DAWyekZdPpo1axbmzp2LgQMHYs2aNRBC4KOPPsLSpUvRokULtGzZEjExMaaulUjVjuEYDuGQ0mUQlcuoUFi1ahVeeuklLFmyBN27dwcAtGnTBkOHDsWRI0cgSRJ2795t0kKJ1Ean0+HAgQOIPRCLWwduoUBXgNmYjWyUfXZNpDSjQiExMRGPP/44AMhPJfv3338BAE5OThg4cCDWrl1rohKJ1CkuLg6dO3dGZOdInOt8DjlxOUhGMj7Fp0qXRlQmo0LB09NTfpiNm5sb3N3dcfHixWLr3LzJEZxEpfkBP+BX/Kp0GUSlMupGc0hICI4dOyb//Nhjj2HevHkICQmBXq/H/Pnz0bJlS5MVSWRrPsSHaIRG8Ie/0qUQFWPUmcKwYcOQm5uL3NxcAMDMmTORkZGBLl264NFHH0VmZiY+/ZSnyERluY3bGIMxnP6CrI7RT14rSafTYe/evXBwcECnTp3g4eFhit1aHT5PgQx14MABdO7cWf658f7GcAt1K7ZOMIKxCIvgCldLl0dUKpM9o1mr1eKFF14w1e6I7EIc4jACIxCNaLiDXzJIeUZPc1FQUIBvv/0WkZGRePHFFxEXFweg8Ixh8+bNSE3l/PFEhohDHF7Da7iCK0qXQmRcKGRkZOCRRx7BgAEDsH79emzduhXXr18HUNgbafTo0YiOjjZpoUS27DIuYxAGYSd2Kl0K2TmjQiEqKgpnzpxBTEwMLl68iKK3JRwcHNC7d29s377dZEUS2YPbuI137v6PD+UhpRgVClu2bMGoUaPw5JNPQpKk+5Y3atQIly9frmxtRHZpJ3aiN3rjJ/wEAZP0AyEymFGhoNPpEBAQUObyvLw85OfnG10Ukb3TQYf38B6GYzjvNViYvY+7NSoUgoKCcPLkyTKX79y5E82aNTO6KCIqdBzH0Q/9sBqrUQDOOmwJDAUjvP7661i5ciU2bNgg30+QJAm5ubmYMmUKduzYgcjISJMWSmSv7uAOFmABXsWruIiLD96AKuXuDD52y6hxCm+99RbOnDmD/v37o0aNGgCAAQMG4MaNG8jPz0dkZCQiIiJMWSeR3fsLf2EgBmIcxiEc4ZBw//08qjydDhACKOV2qV0wKhQkScLy5csxePBgbNy4EefPn4der0dQUBBeeuklPnGNCEDJyQJMMXnAHdzBR/gIf+EvvIN3UMV040/prry8wmC4+33X7phsmgt7wWku6EEyMjKwevVqzJ07F0lJSfL7jnUd4f22NzwHe6JKjcr/MX8aT+MDfMAzBhPbvRuoWxdo3FjpSpRh9IhmIrpfTEwMfH19MXbsWFy7dq3YsrxreUgcm4g43zjoYio/Ed7P+BnrsK7S+6H7Fclyu2Pw15Xnn3++QjuWJAk//PBDhQsiUquYmBj06NEDQojSLxXdfUufo0dCjwQ02NYA2jBtpT5zARagDdqgCZpUaj9UXGKi0hUox+BQ+Omnn1C1alX4+PgYdG20tEFtRLYqIyMD4eHhEEJAr9eXv7IegAa4GH4RwYnBlbqUlI98TMRErMVaaFG5gKH/KXGSZ1cMPhrr1q2LpKQk1KxZEwMGDEC/fv3g4+NjztqIVGP16tXIzs42/GayHtBn65G+Jh21Rteq1GdfwzVEIQoLsRAOcKjUvqiQPYeCwfcUrl69ij179iAkJAQffvgh/Pz80K1bN3z11VfIysoyZ41EVk0IgQULFhi1bdr8NJP0SjqGY/gCX1R6P1TIni8fVehG86OPPoply5YhJSUFGzduhKenJ0aOHIlatWqhV69e2Lhxo/w0NiJ7cePGDVy4cKHif9wFkHshFwXpphmpvBqrkQpOWW8KiYlATo7SVSjDqN5Hjo6OeOGFF7BhwwakpqbKQdG3b1/MmTPH1DUSWbVblRwCW5BlmlDIRz5iEGOSfdk7vR64+4gYu1OpLqm5ubmIiYnBDz/8gD/++ANVq1ZF/fr1TVQakTq4ubk9eKVyOFQ33X2A0zhtsn3Zu337lK5AGRUOBb1ej5iYGAwZMgTe3t7o378/cnJysHz5cqSlpWHQoEHmqJPIanl6eiIoKKjiPe4kwDnIGQ4epgsFTppnOjt3Fo5utjcGh8KhQ4cwcuRI1K5dGz169EBCQgJmzZqFa9euYfv27Rg4cCCqVatmzlqJrJIkSRg1apRR29YaXcuk3bc7oqPJ9mXvbt4E9u5VugrLM3iaC41GAxcXFzzzzDPo37+/QZeJWrduXdn6rA6nuaDSZGRkwNfXFzk5OQ8epwAAGkDjoqn0OIWi2qANFmER50Mykk6nQ1xcHE6cAJYsAVxcgtGqlRYrV9rX5HgVCgV5owf8GxJCQJIkFBTY3qksQ4HKUnREc7nBoAEgAQ23N4T7U6Y5hjqhEz7CR3CFq0n2Z48OHDiAzp07yz83brwfbm6hWLgQ6NBBwcIszOCvFF999ZU56yBSvbCwMGzbtg3h4eHIzs4GUGJm1LvfpTQuGgRtDjJJIEiQ8BpeQyQioeFUZmbx6afAN98ATk5KV2IZBofC4MGDzVkHkU0ICwtDYmIi1qxZgzlz5hSfJbWOI3wm+sBzsCcctJW/uewHP0zHdLRCq0rvi8p26RIQHQ28/bbSlVgGLz4SmViNGjUwevRohISEFHu2SMD6AFTvXL3S+9dAg0EYhGEYBmc4V3p/9GAbNgCBgUB4uNKVmB9DgchMSt57M0Uvo2ZohnfxLhqiYaX3RRXz8ceAVgt066Z0JebFUCBSAQ00iEQkhmAIJ71TiF4PTJkCuLoCnTopXY358M4UkZVzhzsWYzEiEMFAUFhBATBxIhAfr3Ql5sNQILJitVALK7ESD+NhpUuhu/79Fxg3DkhPV7oS81BtKMycOROdOnWCq6srahj4hO0hQ4ZAkqRir+7du5u3UCIj+cMfK7AC9VFf6VKohLS0wktJNjgUS72hcOfOHfTp0wfDhw+v0Hbdu3dHcnKy/Fq/fr2ZKiQyXnM0xwqsQG3UVroUKsOxY4VdVW2Nam80v//++wCAVatWVWg7Z2dnPjGOrNozeAZTMRVOsJPRUiq2bh3g5QXY0jygqj1TMNbevXtRq1YtNG7cGMOHD8eNGzfKXT83NxeZmZnFXkTmoIEGYzAG7+N9BoKKREcDK1cCJniAnlWwq1Do3r071qxZg127duHjjz/Gvn378PTTT5c7R9Ps2bOh1Wrll5+fnwUrJntRFVXxKT7FQAyEBDuafc1GLF4MzJ4N5OcrXUnlWVUoREVF3XcjuOQrvhJ9wfr164fnn38ewcHB6NmzJ3766SccO3YMe8uZH3fy5MnQ6XTy6+rVq0Z/PlFp3OGOpViKzuj84JXJam3eDIweDaj9kfVWdU9h/PjxGDJkSLnrBAYGmuzzAgMDUbNmTSQkJOCJJ54odR1nZ2c4O3MqATIPT3hiMRYjCEFKl0ImcPQo8NprwPz5QG2V9hGwqlDw8vKCl5eXxT4vMTERN27cQG21th6pWh3UwWIshi98lS6FTOjSpcJgWLSocL4ktbGqy0cVceXKFcTGxuLKlSsoKChAbGwsYmNjiz1EvUmTJvjvf/8LoPDh6m+//TZ+//13XL58Gbt27cILL7yABg0aICwsTKlfg+yUL3zxJb5kINio69eByEjg4kWlK6k41YbCtGnTEBISgunTp+PWrVsICQlBSEgIjh8/Lq9z7tw56HQ6AICDgwNOnTqF559/Ho0aNUJERATatGmD/fv38/IQWdS9S0a1UEvpUsiMbt4E3ngDUNttSKu6fFQRq1ateuAYhaIPOHFxcUFMTIyZqyIqnwYazMVc1EEdpUshC0hPB0aMAFasKBzPoAaqPVMgsnbBwcHYv38/lu1fhsb7G8Ml2AWDMRgt0ELp0siCrl1TV68k1Z4pEFk7rVaL0NBQOMEJbnCDFlq8ileVLovKUPJx9QY+vt4g588XTqK3cCFg7VereaZAZCEv4AW4wlXpMqiEjIwMREdHo3///sXev3SpP1JTo5Gfn2GSz/njj8Jpt619gBtDgchCusHGH9mlQjExMfD19cXYsWNx7dq1Ysvy8q4hMXEs4uJ8odOZ5n7kwYPAe+8VPrDHWjEUiCzAHe5ogiZKl0FFxMTEoEePHsjJyYEQopTLRQKAgF6fg4SEHiYLhh07Ci8jWSuGApEFtEIraPifm9XIyMhAeHg4hBDQP/Brux6AwMWL4Sa7lLRmDbBrl0l2ZXI8SoksoDmaK10CFbF69WpkZ2cbEAj36KHXZyM9fY3Javj448KnuFkbhgKRBTRAA6VLoLuEEFiwYIFR26alzTdZr6T0dODXX02yK5NiKBBZAKezsB43btzAhQsXjPjjLpCbewEFBaZ7OPOpUybblckwFIgsoCZqKl0C3VV0fjRjFBSYbhSaNQ5oYygQmZkGGrjBTeky6C43t8q1hYNDdRNVAtSoYbJdmQxDgcjM3ODGnkdWxNPTE0FBQZCkij7hToKzcxAcHDxMVktwsMl2ZTI8UonMjKOYrYskSRg1apRR29aqNdqIMCmduzvQtatJdmVSDAUiM6uGakqXQCUMHjwYrq6u0GgM/ROogUbjCg+PV0xWw+jRgKsVfl9gKBCZmSc8lS6BSqhRowY2bdoESZIMCAYNAAlBQZtRpUoNk3z+s88CL7xgkl2ZHEOBiOxSWFgYtm3bBhcXF0iSVMplIQmABI3GBQ0bboe7+1Mm+dxOnYCpUwETXYUyOYYCEdmtsLAwJCYmYt68eahTp/iDjxwd68DPbx5atEgyWSC0bg3MnQtUseKHFkjClJOG24HMzExotVrodDq4u7srXQ4Rmcj+/fvRpUsX+edGjX5D9eqdTbb/Zs2ApUut8z5CUTxTICIC7rt8ZKpeRgAQGAgsWGD9gQAwFIiIzKpu3cKpsrVapSsxDEOBiMhMatUCliwp/KdaMBSIiMzAywtYtgwocf/a6jEUiIhMzMOj8Kayn5/SlVQcQ4GIyITc3YFFi4B69ZSuxDgMBSIiE3F1Lexl1LCh0pUYj6FARGQC1asXniH85z9KV1I5DAUiokqqVQtYvtw6p8KuKIYCEVElBAcDa9YADWzkMdwMBSIiI734YmG305o29LRVK56WiYjIOmk0wPjxQN++SldiegwFIqIKcHAAZs0CnnhC6UrMg5ePiIgq4MMPbTcQAIYCEZHBhg4FnjLNoxWsFkOBiMgAbdsWhoKtYygQET2Auzvw/vuFN5htnR38ikRElTN1qrqmv64MhgIRUTmefx54/HGlq7AcdkklIgIQHByM/fv348SJwgfjuLgEw8urcDyCPWEoEBEB0Gq1CA0NxZ07gJtb4XtvvglUq6ZsXZbGy0dERKWoWRN4+mmlq7A8hgIRUSkefxyoYofXUhgKRESlePhhpStQBkOBiKgUjRsrXYEyGApERCU4OwO1aytdhTIYCkREJdSvbx+jl0tjp782EVHZAgOVrkA5DAUiohICApSuQDkMBSKiEvz9la5AOaoMhcuXLyMiIgIBAQFwcXFBUFAQpk+fjjt37pS73b///osRI0bA09MTbm5uCA8PR2pqqoWqJiK1sNebzIBKQyE+Ph56vR7Lli3DmTNn8Pnnn2Pp0qV45513yt1u7Nix+PHHH/H9999j3759uHbtGnr16mWhqolILWrWVLoC5UhCCKF0EaYwd+5cLFmyBBcvXix1uU6ng5eXF9atW4fevXsDKAyXpk2b4vDhw+jQoUOp2+Xm5iI3N1f+OTMzE35+ftDpdHB3dzf9L0JEitq9GwgNBZyclK5EGao8UyiNTqeDh4dHmctPnDiBvLw8dOvWTX6vSZMm8Pf3x+HDh8vcbvbs2dBqtfLLz8/PpHUTkXWpWtV+AwGwkVBISEjAggULEBkZWeY6KSkpcHJyQo0aNYq97+3tjZSUlDK3mzx5MnQ6nfy6evWqqcomIit0b4ZUe2VVoRAVFQVJksp9xcfHF9smKSkJ3bt3R58+fTDUDA9QdXZ2hru7e7EXEdkuew8Fq5oDcPz48RgyZEi56wQWGVVy7do1PPbYY+jUqRO++OKLcrfz8fHBnTt3kJGRUexsITU1FT4+PpUpm4hsiL1/77OqUPDy8oKXl5dB6yYlJeGxxx5DmzZt8NVXX0HzgDHpbdq0gaOjI3bt2oXw8HAAwLlz53DlyhV07Nix0rUTkW2w555HgJVdPjJUUlISunbtCn9/f3zyySe4fv06UlJSit0bSEpKQpMmTXD06FEAhU9VioiIwLhx47Bnzx6cOHECr776Kjp27FhmzyMiIntjVWcKhvrll1+QkJCAhIQE+Pr6Flt2r4dtXl4ezp07h+zsbHnZ559/Do1Gg/DwcOTm5iIsLAyLFy+2aO1ERNbMZsYpWEpmZia0Wi3HKRCRTVLl5SMiIjIPhgIREckYCkREJGMoEBGRjKFAREQyhgIREckYCkREJGMoEBGRjKFAREQyhoLK5Obm4r333iv2NDiyXmwvdWF7cZqLChNCICsrC9WrV4ckSRb/fE6zoS5sL3Vhe6l0QjwlSZJktwcLEdk+Xj4iIiIZQ4GIiGQMBZVxdnbG9OnT4ezsrHQpZAC2l7qwvXijmYiIiuCZAhERyRgKREQkYygQEZGMoUBERDKGAhERyRgKREQkYygQEZGMoUBUCRzmQ7aGE+JZgezsbLi6uipdBhkoOTkZ2dnZqFmzJidHVIGzZ88iKSkJDz30EAICAuDh4aF0SVaNZwoK27x5M95//31cunRJ6VLIAF9//TV69OiBxx57DM2bN8fKlSvteu59a7dq1So899xzeOONN/Dcc89h/vz5uHPnjtJlWTdBitmyZYuQJEm4ubmJqVOnir///lvpkqgc33zzjXB3dxdffPGFOHz4sBg5cqTw9vYWly5dUro0KsXatWtF9erVxdq1a0VaWpqYNm2aqFOnjsjIyFC6NKvGuY8UkpycjIiICLRt2xbVq1fH559/jsGDB+ONN96Av7+/0uVRCfHx8Rg8eDAGDx6MN998U37/P//5DwYNGoSoqCgFq6OSTp8+jZdffhkjR47E0KFDAQBJSUl48803MWjQIHh4eMDPzw8NGzaEEEKRB2ZZK95TUIirqyt69eqFRo0aoUuXLnBxccHs2bMBgMFghdLS0uDp6Ylu3boBAAoKCuDg4IB69eohKytL4eqoJI1Gg9GjR+PZZ5+V3xs+fDgOHjyIy5cvo0qVwj99K1euRMuWLZUq0yoxFBSi1WrRr18/uLm5AQBGjBgBAJg9ezaEEBg+fDj8/f2RkZGBf/75Bw0aNFCyXLvXpUsXSJKERo0aAfhfryN/f384OTkVW/fmzZt46KGHLF4j/U+zZs3g4+Mj31SeOHEijhw5gt27d6Np06Y4ceIE3nrrLcTExKBly5Y8WyiCoaCAewfgvUC4961zxIgREELgo48+gkajQa9evTBp0iTUqVMHa9asUbhq+3WvfTp37gygsP3ufdO8ffs2kpOT5fcHDRqE9u3bY9SoUYrVa+/u/fdVtJdRVFQUxo4di9q1awMAOnbsCCEErl+/DgAMhCIYChai1+uh0RR29ip5AGo0Gnn5yJEjodFoMGvWLCxevBi1a9fGzz//rETJdq1oezk4OJS77r0Hsjz77LOIi4vDqlWrzF0elVDef1/5+fn3dUNNS0uDu7s7mjdvbrEa1YI3mi2g6AH73Xff4dSpU/D09ESbNm3QpUsXeR1JkiBJEvR6PerVqwd/f3/s27cPVapUQX5+vvztlMzLkPa6c+cOnJycMGbMGFSrVg3x8fE4ffo0Tp8+DUdHR/nsgszPkPYq2h6ZmZkYOHAgbty4gd9++43tVAJDwcyKXqucOHEivv76a7Rt2xa3bt1CZmYmRo8ejUGDBgEoPLhzcnLw5JNPIjExERcvXmQgWFhF2gsAhg0bhi+//BLBwcE4fvw4HB0d2V4WVJH2un37NjZs2IBNmzYhOTkZR44cYYCXxsJdYO3WokWLRP369cXhw4eFEEIsWbJEODk5iYCAALF06dJi63777bfizp07Qggh8vLyLF4rGd5e7777rmjXrp3cTmwvZRjaXitWrBDvvPMO26scDAUzyc/Pl///v//+K0aMGCHmzJkjhBDihx9+EFqtVkyfPl28/PLLok6dOmLNmjX37YMHrOVUtL1WrVolr19QUCCEYHtZUmXaq7R90P8wFMwgPT1d/v8nTpwQQgiRlpYmLly4IM6fPy8aNGggPv/8cyFE4QFctWpVUa1aNfHdd98pUa7dM7a91q9fL293LxjI/Ixtrw0bNihRrupw7iMT27lzJ8aMGYNr165h9OjReOqpp5Ceng4vLy8EBgbi6NGjqFGjBoYMGQIAcHFxQY8ePRAdHY1evXopW7wdqkx79enTR97PvRudZF6Vaa/w8HBli1cJHskmlpycjNjYWDz99NNYt24dDh06BA8PD+j1egCAk5MTEhMTsXfvXty+fRvz58+Hv78/XnvtNTg4OKCgoEDh38C+sL3Uhe1lAUqfqtiil19+WUiSJHr27CkuXrxYbNm5c+dE3759xUMPPSQCAgJEcHCwfFNZr9crUa7dY3upC9vLvNgl1QTE3W5xeXl50Gg0WLhwIXJycrB582b85z//wdixY9GiRQt5vfPnz+Py5ctITU1F//794eDgwG6MFsT2Uhe2l4Upl0e2oegNxoyMjGI9UNasWSNCQkLEq6++KuLi4uT39+/fX2wf7AVhOWwvdWF7WR7PFCqh6EjKOXPmYPv27cjIyIC3tzfmz5+Pxo0b45tvvkF0dDQaNmyIvn37YsmSJbh8+TL++usvzrdiYWwvdWF7KUTpVLIFU6dOFd7e3uLLL78Uf/zxh6hVq5bo0KGDSEtLE0IIsX79evH444+Lhg0bii5dusjXOEkZbC91YXtZFkOhki5duiRCQkLEzz//LIQQYufOnaJ69er3jVK+fPmy+L//+z8OdFIY20td2F6Wx1CopD///FPUr19fCCHETz/9JNzc3OQDVqfT3XfwCsGBTkpie6kL28vyGAoVUFqXtpycHNGhQwcxYsQIUb16dfHFF1/Iy06fPi06duwo9u3bZ8ky6S62l7qwvawDB68Z6N7U1gCQk5ODvLw8+f127drh66+/Rr9+/eTnwf7777+YNGkSPDw8EBoaqljd9ortpS5sL+vB3kcVNGPGDPz+++/IyMjAjBkz0LVrV1y8eBEjRoxAWloaWrdujbp162Lv3r1IT0/HiRMn4OjoWKwnBVkO20td2F7K47/FCli4cCEWLFiA1q1bQ6vVIiwsDIsXL0ZgYCAWLFiAfv364c8//8Tp06cREhKCkydPyvPr84C1PLaXurC9rITS16+sWckbVtHR0eL777+Xf546darQaDRi4cKF8vXQktdFOXDGcthe6sL2sk4c910GIYT87WPr1q24fv069uzZI8++CAAffvghAGDMmDFwcHBA//79odVqi+2HT3SyDLaXurC9rJjCoWSVin4bmTRpkqhatapo0aKFkCRJREREiMTExGLrT5s2TUiSJDZv3mzpUkmwvdSG7WXdGArl+P3338Wzzz4rDh48KHJycsSsWbNEnTp1xMyZM8W1a9eKrbt8+XIOmFEY20td2F7WiZePyrB27Vps2rQJTk5OaN++PRwcHDB58mQUFBRgyZIlEEIgIiICPj4+AIDXX38dADgbo0LYXurC9rJe/LdbhqtXr+LYsWNwdHTE33//jcDAQADA1KlTIUkSli9fjqysLLz99tvw9PSUt+MBqwy2l7qwvayYwmcqVm358uWiUaNGYvjw4eLChQvFlk2cOFH07NmTD+6wImwvdWF7WScOXitF0YEw0dHRWL16NUJDQzF27FgEBATI64m7D/W4909SBttLXdhe1s2uz8XKOtg0Go184L711lsAgDVr1sDBwQFvvvkmGjZsCAA8YC2M7aUubC91ssthgN9//z0AlHuw3TtwAeCtt97C4MGD8f3332Pbtm3F1uMBa35sL3Vhe6mb3V0+mjNnDuLi4rB69Wr5FLa8eVOKLvvuu+8QHh7OATMWxPZSF7aX+tldKCQnJ8PLywtVqlTBsWPH0LZtWwCGH7gAUFBQwAPXQthe6sL2Uj+7u3xUu3ZtVKlSBdu3b8egQYPw+eefAyh+OltS0VPYtLQ0HrAWxPZSF7aX+tldKNzTuHFjhIaGYtOmTYiOjgZQ+oFb9EZXdHQ0OnfujJs3b1q8XnvH9lIXtpeKWbQDrEJKzsZ47+eEhAQxbNgw0aFDBzFv3rz7lhftI7106VLh4eEh1q1bZ4GK7RvbS13YXrbF5kOh5IE3btw4MW3aNHHlyhUhhBDnz5+XD9zo6Gh53aLzrCxdulS4u7uLjRs3Wq5wO8X2Uhe2l+2x6VAo+g1m0qRJwsvLS3Tr1k20aNFC+Pn5ifj4eCFE4TeayMhI0alTJzFjxoxi+1i2bJnQarU8YC2A7aUubC/bZLOhUPQbTGpqqhg1apQ4efKkEKLwgd/PPPOMqFGjRrED96WXXhJDhw6Vt/3222+FJEli06ZNlv8F7AzbS13YXrbL5kKh6JObhBBi7dq1ws3NTbRr104+pRWi8LT2mWeeEQ899JB84CYmJhb79vPXX3+JmJgYyxRup9he6sL2sn02FQrffPONaNmypSgoKJC/jezatUuEhYUJNzc38ffffwsh/vctJyEhQTz33HNCkiR5mRD33zgj82B7qQvbyz7YVCjk5ubKz2w9cuSIEKLwADx48KBo166daNiwoUhLSxNC/O/AjY+PFxMmTOADPBTA9lIXtpd9sKlQuOfQoUNCkiTx2WefCSEKD9ADBw6I0NBQ0axZM5Gamiq/XxQPXGWwvdSF7WXbbCIUSp6O6vV6MWPGDOHo6Cg+//xz+b0DBw6Izp07i+DgYJGcnKxApSQE20tt2F72RfWhUPSA/fnnn8WGDRvEuXPnhBBCfPrpp0KSpGIH7sGDB0WTJk3Eyy+/rES5do/tpS5sL/uj+lC4JyoqSlSrVk00aNBAVKlSRSxatEikpKSIzz77TEiSJI+oLCgoEKdOnZKvjZIy2F7qwvayH6p9yI4o8lSmv//+GwcOHMAvv/yCxo0bY+XKlRg5ciSysrIwePBgSJKEt99+G1lZWZg6dSqCg4MBcDZGS2J7qQvby36pMhSKTrV78+ZN5OXlITQ0FO3atYODgwMmTJgAR0dHjB07FpIk4ZVXXkFWVhZiYmIwZcoUeQIuHrCWwfZSF7aXnVPyNKWy3nnnHdG2bVuh1WpFixYt5EEy98ybN09UqVJFTJ06Vdy4cUPuDcGHgSuD7aUubC/7pKpQKHrTa/369aJ27dpi/vz5YsyYMcLV1VVMmDBBXL58udg2M2bMEI888ggPWAWwvdSF7UVCqCwU7tm7d6948803xerVq+X3Fi1aJHx9fcWkSZPuO3B5wCqL7aUubC/7prp7CikpKYiIiEBqaioaNWokv//mm29CCIGPPvoIDg4OiIiIQGBgIADIN8z4EHDLY3upC9uLVHmm8Oeff4pGjRqJJ598Upw6darYssWLFwsHBwexZMkShaqjkthe6sL2sm+qDAUhhIiNjRUhISFi6NCh4vTp08WWbdq0if2krQzbS13YXvZLEkIIpc9WjPXHH3/g9ddfR5s2bTBmzBg0a9as2HL2k7YubC91YXvZJ1WHAlB44EZGRqJevXqYM2cOAgIClC6JysH2Uhe2l/3RKF1AZYWEhGDhwoWoXr066tWrp3Q59ABsL3Vhe9kf1Z8p3CPu9n4oOhqTrBfbS13YXvbDZkIBALvFqQzbS13YXvbBpkKBiIgqh+eBREQkYygQEZGMoUBERDKGAhERyRgKREQkYygQEZGMoUBERDKGAhERyf4fiIc+VQhxQpAAAAAASUVORK5CYII=", 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" ] @@ -655,12 +691,11 @@ "f_forest_minimeta = forest_plot(\n", " data = contrasts_mini_meta, \n", " labels=['mini_meta1', 'mini_meta2', 'mini_meta3'],\n", - " custom_palette=['#FF0000', '#00FF00', '#0000FF'],)\n" + " custom_palette=['#FF0000', '#00FF00', '#0000FF'],)" ] }, { "cell_type": "markdown", - "id": "b781aad8-f5de-4a10-b29a-c39b5f7aac7f", "metadata": {}, "source": [ "### Plotting other effect sizes \n", @@ -670,12 +705,11 @@ { "cell_type": "code", "execution_count": null, - "id": "d5f2a4dd", "metadata": {}, "outputs": [ { "data": { - "image/png": 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EhNi1j1B/DXq3cMDVqD5BwL097N8PuTUGPNHfNBoNRo8eDbXatjswqSRgdMe60Kjt/LVSeQBd3gS8OX0G2YcBT3SL5557Dj4+PlCpKveroZIAX081no2zs1tFpQa6vAXc08a+/RCBAU9USlhYGNauXQuVSmV1yKukm6Nn1o5pZvusksDNmSV7zAQadrJ9H0S3YMAT3SY+Ph5btmyBr6/vXbtrSo7cf365BTrdG2j7m/qFAv0/Buq3s30fRLdhwBOVIT4+HmlpaZg8eXK5J15D/TV4s3d9pE1ra1+4120JDJoP1Iq2fR9EZeB88JwPnu6iuLgYc+bMwaRJkyzLZgyMxPhu9ew7oSqpgFZPAW2G3+x7J3IwB12RQaRcGo0GcXFxpZbFRWvtC/fgaKDjq0BoEzurIyofA56oOnn5A22fAZoO4FE7VTkGPFF1UKmBZo8ArZ/m+HaqNgx4oqp2Txugw0tAUITclZCbYcATVRUvf6D9i0CjboCds1QS2YIBT1QV6jQHukwF/Oyb24bIHgx4IkdrNgh4+AVAzV8vkhc/gUSOovIAYl8G7usndyVEABjwRI7h5Q90nw6ExchdCZEFA57IXr4hQN+5QGB9uSshKoUBT2QP7wCg7/8BgeFyV0J0B042RmSPzpMZ7uS0GPBEtoruwul9yam5fMB/+umniIyMhLe3N9q1a4fff/9d7pJIgVq0aIEdO3Zgx1fvYcf4lmhRzx944D9yl0VUIZcO+GXLlmHs2LGYMmUK9u7di5YtW6JHjx7IycmRuzRSGK1Wi9jYWMS2aYbYaC20zboAAWFyl0VUIZcO+Llz52LkyJFITExE06ZN8dlnn6FGjRpYvHix3KWR0jXuLXcFRHflsgF/48YN/Pnnn+jatatlmUqlQteuXbFr1y4ZKyPF09QAwlrLXQXRXbnsMMlLly7BZDKhdu3apZbXrl0baWlpZW5jMBhgMBgsz/V6PQBg//798PPzq7piSTlOZQAFdYADB+WuhNxY69bWHWC4bMDbYubMmZg2bdodyzt14l3sqbKWyl0AuTFr77TqsgFfq1YtqNVqXLx4sdTyixcvok6dOmVu8/rrr2Ps2LGW53q9HuHh4UhJSeERPFnn1HagRi2gdlO5KyG6K5cNeE9PT7Rp0wZbt27FwIEDAQBmsxlbt27FCy+8UOY2Xl5e8PLyumN5TEwMb7pN1vHJAsLbcRpgcgkuG/AAMHbsWAwbNgxt27bFgw8+iA8++ADXr19HYmKi3KWRUkkqoEaw3FUQWcWlA/6JJ55Abm4u3nrrLWRnZyMmJgYbN26848QrkcN4awGVyw4+IzcjCWt76xVIr9dDq9VCp9Oxi4ask7WfUwKTy+ChCFFlePrKXQGR1RjwRJWh9pS7AiKrMeCJKkOtkbsCIqsx4IkqQ33nMFsiZ8WAJ6oMXw6RJNfBgCciUigGPBGRQjHgiYgUigFPRKRQDHgiIoViwMvsWsENuUsgIoViwMvsUKYOhTdMcpdBRArEgHcCF/VFcpdARArEgHcCl/INd38REVElMeCdAAOeiKoCA94JnL1SIHcJRKRADHgncCRLL3cJRKRADHgncDL3OnJ4opWIHIwB7ySSj+fKXQIRKQwD3klsOpINk9ltb49LRFWAAS8TnU6H1NRUHPzjN1w5cRCZOZex/S8exROR43jIXYC7OnToEOLi4izP27/0Kb7+LRgPRwXDW6OWsTIiUgoewTuRnDwDvv7tjNxlEJFCMOCdzOr9Wdh98rLcZRCRAjDgndD7m/9CRk6+3GUQkYtjwDuhwmITpq09gsxrhXKXQkQujAHvpK4VFOONVYc40yQR2YwB78Qu59/A6z8cQraOIU9ElceAd3K5eQZMXHkQpy9dl7sUInIxDHgXcOX6DUxYcRA7My7JXQoRuRAGvIsoLDZh5k9p+HRbBgpuGOUuh4hcAAPexWw8nI3RX+9F8vEcCMG5a4iofAx4F3Tl+g28v/kvTFhxEMez8+Quh4icFAPehaVl52H88gOYvSkNOXkcaUNEpTHgZVBcXIzt27eXWnb5xAGYTbb1rW//6xJGf70X/9tzDjeMZkeUSEQKIAk37sjV6/XQarXQ6XQICAio8vfLysrC/PnzkZSUhNzcO6cG9vQLRETsQER0GABvbS2b3iO8pg9e7NIITepU/c9DRM6NAV9NAZ+cnIx+/fqhsLAQJpOp/BdKKqg9vfDAs7NQq1Erm95LJQGPtqmHwQ/Wh4eaX9KI3JVNv/0qlQpqtbrCh6+vLxo3boxRo0bhxIkTDi369OnTGDFiBBo0aAAfHx9ERUVhypQpuHHjhkPfx1GSk5PRrVs3FBQUVBzuACDMMN0wYPenr+BS+j6b3s8sgP/9cR4TVh7kVAdEbsymI/ipU6di9erVOHLkCHr16oXo6GgAQHp6OjZu3IgWLVogISEBGRkZ2LBhA7y9vbF9+3a0bNnSIUVv3LgRy5Ytw+DBgxEdHY3Dhw9j5MiRGDp0KObMmWP1fqrjCD4rKwuNGzdGQUEBzOZK9I9LKqg9vdF58jc2d9cAQICPB97q2wyN6/jbvA8ick023dEpLCwMly5dQlpaGho2bFhqXUZGBuLj49G0aVPMnj0b6enpePjhhzFp0iSsX7/eIUX37NkTPXv2tDxv2LAhjh8/jqSkpEoFfHWYP38+CgsLKxfuwN9H8kU48+saNO79jM3vry804s3Vh/HBEzEIC/SxeT9E5Hps6qKZPXs2xowZc0e4A0B0dDTGjBmDmTNnAgAaNWqEUaNGYefOnfZVehc6nQ41a9as8DUGgwF6vb7UoyoVFxcjKSnp7t0y5RFmnEn90ebRNSUKb5jw7e6zdu2DiFyPTQF//vx5eHiUf/Dv4eGBc+fOWZ5HRkbCYDDY8lZWycjIwMcff4znnnuuwtfNnDkTWq3W8ggPD6+ymgBg/fr1ZY6WqYwb+VeRc2SX3bX8ceYKzGa3PZ9O5JZsCvhmzZohKSkJFy9evGNddnY2kpKS0KxZM8uykydPok6dOnfd72uvvQZJkip8pKWlldomMzMTPXv2xGOPPYaRI0dWuP/XX38dOp3O8rj1j1BVSEtLq/APoTUklRr5F+0/+r5uMPEGIkRuxqb0mTNnjuXk6sCBAy0nWTMyMvDjjz+iuLgYixcvBgAUFRVh6dKl6NWr1133O27cOAwfPrzC19zaLZSVlYXOnTujffv2WLBgwV337+XlBS8vr7u+zlHy8/MhSZJ9O5EkGA0FDqnn4HkdwmvWcMi+iMj52RTw8fHx2LlzJ6ZMmYIffvgBhYU3jwy9vb3RtWtXTJ06Fa1bt7Ysy8rKsmq/ISEhCAkJseq1mZmZ6Ny5M9q0aYMlS5ZApXK+8d5+fn72TwgmBDy8HBPKJ3J5n1cid2Jz/0GrVq2wZs0amM1m5OTkAABCQ0OrJWgzMzMRHx+PiIgIzJkzp1Q/tzVdQdWlSZMmMBrtO0EqzCb41a7vkHpqeKodsh8icg32dRDj5kVP1R2qW7ZsQUZGBjIyMlCvXr1S65zpwtw+ffogJCTErhOtnn5BCG32sN21qCSgy3217d4PEbkO5+vXsMLw4cMhhCjz4Uw0Gg1Gjx4NtdrGI2dJhYjYgVCp7f47jCfbRaBBLV+790NErsMlA96VPPfcc/Dx8al819XfV7JGdOhvdw29W9TFY23r3f2FRKQoDPgqFhYWhrVr10KlUlkf8pIKkiThwWffs2uaAgAY1OoejOrU0P7RPETkchjw1SA+Ph5btmyBr6/v3btr/j5yf2jM/yHYxtkkgZt97qM6ReGZ2AYMdyI3xemCq3k++AULFmDevHnlzAcf9Pd88P3tOnL39/bAhJ5NEBMeaEe1ROTqbDqC379/P7777rtSyzZt2oSOHTuiXbt2+PDDDx1SnNKEhYVh6tSpyMzMxIwZM0qta9L3WXR95wc07v2MXeHepI4/Pvh3DMOdiGwbJjlhwgTUqFEDgwcPBgCcOnUKgwYNQnBwMMLCwjB27Fj4+Pjg2WefdWixSqHRaBAXF1dqWc2olnaNltGoJTzZLgKDWt0DlYpdMkRk4xH8gQMHEBsba3n+5ZdfQq1WY9++fdi9ezceffRRfPbZZw4rkirWrkFNzHuyDf7Vph7DnYgsbDpk1Ol0CA4OtjzfsGEDunXrhlq1bnYtdOvWDT/99JNjKqRyRQTXwH/iGrI7hojKZFPA161bF8eOHQMAXLhwAX/++ScSExMt6/Pz851ybhil8PPywNMPR6BHszo8YieictkU8AMGDMDHH3+MoqIi7N69G15eXhg0aJBl/YEDB8q8GQjZr3OTUIyIbQCtj0buUojIydkU8NOnT0dubi6++uorBAYGYunSpahd++Y8J3q9HitWrMCYMWMcWqi78/PywItdGuHhqOC7v5iICDYGvJ+fH7755pty150/fx41anDecUeJrOWLyX3uQ+0Ab7lLISIXYv8sVrh50tXPzw9qtRoqlQpardYRuyUA7aOD8UrXe+Gt4VS/RFQ5Np8J/eOPP9CzZ0/UqFEDwcHBSElJAQBcunQJAwYMQHJysqNqdFuDH6yP13o2YbgTkU1sCvidO3ciNjYW6enpeOqpp2A2my3ratWqBZ1Oh/nz5zusSHejkoCx3e7FkHb1OY8MEdnMpoCfNGkS7rvvPhw9evSOS+4BoHPnzti9e7fdxbkjSQLGdW+Mzk1C5S6FiFycTQG/Z88eJCYmwsvLq8wjzHvuuQfZ2dl2F+eOHm8bjo73WndfWiKiitgU8BqNplS3zO0yMzPh5+dnc1HuKiK4Bv79QLjcZRCRQtgU8A899BBWrFhR5rrr169jyZIl6NSpk12FKV2LFi2wY8cOfPLtGrR/6VP4hzXE8PaR8FDzCmAicgybhklOmzYNnTp1Qp8+fSwzSh44cAAnT57EnDlzkJubizfffNOhhSqNVqtFbGwsRHouNl4KQmQtX7SJCJK7LCJSEJsCvl27dtiwYQNGjx6Np59+GgAwbtw4AEBUVBQ2bNiA+++/33FVuoEezWpzxAwROZTNFzolJCTg+PHj2L9/P9LT02E2mxEVFYU2bdowqGwQG23fvVeJiG5n95WsMTExiImJcUAp7qtBLV8E1vCUuwwiUhibAn779u0VrpckCd7e3qhXrx7q1q1rU2HupGlY1d8Plojcj00BHx8fb3U3TKNGjTBt2jQ88cQTtryVW7i3NoeUEpHj2RTwGzduxMSJE2EwGDBy5EhER0cDANLT07Fo0SL4+Phg8uTJOHPmDObPn48hQ4ZArVbj0UcfdWjxSlG/pq/cJRCRAklCCFHZjcaOHYtdu3YhJSUFnp6l+46LiooQHx+PTp06YdasWSgqKkLbtm3h4+ODPXv2OKxwR9Dr9dBqtdDpdAgIkKebZEd6LmLCA+HvzRt4EJFj2XRVzTfffIMhQ4bcEe4A4O3tjSeffBJffPGF5flTTz2Fo0eP2lepQqlVEvy8HDJrMxFRKTYF/PXr13Hx4sVy11+4cAH5+fmW54GBgVCrOeVtWfy8PDislIiqhE0Bn5CQgA8++ADr1q27Y93atWvx4YcfIiEhwbJs//79iIyMtLlIJfPhXO9EVEVs6hv45JNP0LlzZwwYMAD33HMPoqKiAAAnTpxAZmYmIiIi8PHHHwO42Sd/9uxZ/Oc//3Fc1QrCm3kQUVWx6SQrABQUFOCzzz7Dpk2bcObMGQBAREQEevTogeeeew6+vs4/MsQZTrJm64pQR8t7rRKR49kc8ErgDAGfk1eEUH8GPBE5HuemlVktXy+5SyAihbKqD/7WE6bWkiQJW7durfR27kal4ggaIqoaVgW82Wy+YyjfuXPncPLkSWi1WjRs2BAAcOrUKVy7dg1RUVEID+ediYiI5GRVwCcnJ5d6npqaiv79+2PhwoUYNmwYPDxu7sZoNGLJkiWYOHEili5d6uhay2QwGNCuXTscOHAA+/bt48yWRER/s6kPfvz48UhMTMSIESMs4Q4AHh4eGDlyJBITEzF27FiHFVmRCRMmICwsrFrei4jIldgU8AcPHrR0y5SlQYMGOHTokM1FWeunn37C5s2bMWfOnCp/LyIiV2NTwIeFhWHZsmUwGo13rDMajVi2bFmVH1VfvHgRI0eOxFdffYUaNWpYtY3BYIBery/1ICJSKpsCfsKECUhNTcVDDz2ERYsWITk5GcnJyVi4cCHatWuHnTt34tVXX3V0rRZCCAwfPhyjRo1C27Ztrd5u5syZ0Gq1lgdPBBORogkbLVq0SNSuXVtIkiRUKpVQqVRCkiQRGhoqFixYYNM+J06cKABU+Dh27Jj48MMPRYcOHYTRaBRCCHHq1CkBQOzbt6/C/RcVFQmdTmd5nDt3TgAQOp3OpnqJiJyZXVeyGo1G7NmzB2fPngVwc6qCtm3bljrxWhm5ubm4fPlyha9p2LAhHn/8caxdu7bU0E2TyQS1Wl1qquK7cYYrWYmIqopLTlVw9uzZUv3nWVlZ6NGjB1asWIF27dqhXr16Vu2HAU9ESmbznSb0ej3mzZuHbdu2IScnB/Pnz8eDDz6IK1euYOnSpejfv7/lVn6OVr9+/VLP/fxu3tM0KirK6nAnIlI6mwL+/Pnz6NSpE86dO4dGjRohLS3NcoOPmjVrYv78+Thz5gw+/PBDhxZLRETWsyngX331VeTl5WH//v0IDQ1FaGhoqfUDBw4s82YgVSUyMhIu2NNERFSlbBomuXnzZrz44oto2rRpmbeba9iwIc6dO2d3cUREZDubAr6wsBAhISHlrs/Ly7O5ICIicgybAr5p06bYvn17uet//PFHtGrVyuaiiIjIfjYF/Msvv4zvv/8es2bNgk6nA3BzSuGMjAwMHToUu3btwiuvvOLQQomIqHJsHgf/7rvvYurUqRBCwGw2Q6VSQQgBlUqF6dOnY+LEiY6u1eE4Dp6IlMyuC53Onj2LlStXIiMjA2azGVFRUXjkkUcqnGnSmTDgiUjJXPJKVkdhwBORkvGm20RECmX1hU73339/pXYsSRIOHDhQ6YKIiMgxrA74mjVrlrqoqbi4GDt37sT999+PoKCgKimOiIhsZ3Mf/KVLlxAaGoqff/4ZCQkJjq6rWrAPnoiUzOY++LKmKCAiIufBk6xERArFgCciUigGPBGRQlk9imbv3r2lnpfMQZOeno7AwMAyt2ndurXtlRERkV2sHkWjUqnuOLEqhCjzZGvJcpPJ5JgqqwhH0RCRkll9BL9kyZKqrIOIiByMc9HwCJ6IFIonWYmIFIoBT0SkUAx4IiKFYsATESkUA56ISKEY8ERECsWAJyJSKAY8EZFCMeCJiBSKAU9EpFAMeCIihWLAExEpFAOeiEihGPBERArFgCciUigGPBGRQjHgiYgUyqUDfv369WjXrh18fHwQFBSEgQMHyl0SEZHTsPqerM5m5cqVGDlyJGbMmIGEhAQYjUYcPnxY7rKIiJyGS96T1Wg0IjIyEtOmTcOIESNs3g/vyUpESuaSXTR79+5FZmYmVCoVWrVqhbp166JXr148giciuoVLBvzJkycBAFOnTsXkyZOxbt06BAUFIT4+HleuXCl3O4PBAL1eX+pBRKRUThXwr732GiRJqvCRlpYGs9kMAHjjjTfwr3/9C23atMGSJUsgSRKWL19e7v5nzpwJrVZreYSHh1fXj0ZEVO2cqg8+NzcXly9frvA1DRs2xK+//oqEhATs2LEDsbGxlnXt2rVD165d8e6775a5rcFggMFgsDzX6/UIDw9nHzwRKZJTjaIJCQlBSEjIXV/Xpk0beHl54fjx45aALy4uxunTpxEREVHudl5eXvDy8nJYvUREzsypAt5aAQEBGDVqFKZMmYLw8HBERERg9uzZAIDHHntM5uqIiJyDSwY8AMyePRseHh4YOnQoCgsL0a5dO/zyyy8ICgqSuzQiIqfgVH3w1Y3j4IlIyZxqFA0RETkOA56IFGvvxb1ylyArBjwRKVb29WwUm4rlLkM2DHgiUiwBgctFFV9bo2QMeCJStCtF5U9fonQMeCJStIvXL8pdgmwY8ESkaCd0J+QuQTYMeCJStAM5B+Cul/sw4IlI0XIKc5B+LV3uMmTBgCcixfvl7C9ylyALBjwRKV5qZip0Bp3cZVQ7BjwRKY5Op0NqaiqO/HEEuUdycT3vOn5I/0Husqqdy84mSURUnkOHDiEuLs7yvPN7nbHZdzM6h3dGpDZSvsKqGY/gicgtmGHGx/s+RpGxSO5Sqg0Dnojcxvn885i3fx7Mwix3KdWCAU9EbmV39m4sPbLULcbGM+CJyO1sOr0Jy44vk7uMKseAJyK3tCpjFZb/tVzuMqoUA56I3NaKv1bgu7TvFNtdw4AnIrf2Y8aPSDqQpMgbgzDgicjtpZxPwZs730RmfqbcpTgUA56ICMAp3SlM3D4Rq9JXKeZongFPRPS3YnMxvj/+PcanjMee7D0u3zfPgCciuk12QTbm/DEHb//2Nk7pTsldjs0Y8ERE5Th6+She3/E65h+Y75KzUTLgiUhRiouLsX379lLLco/kwmy0bXoCAYFfzv2Cscljse3sNpfqtpGEK1XrYHq9HlqtFjqdDgEBAXKXQ0R2yMrKwvz585GUlITc3Nw71ntpvRDVKwpRPaPgE+xj8/vcX+t+jGo5CsE+wfaUWy0Y8Ax4IpeXnJyMfv36obCwECaTqdzXSSoJak81Yt+KRWiLUJvfz0/jh2fvfxbt6razeR/VgV00ROTSkpOT0a1bNxQUFFQY7gAgzAJGgxEpb6Yg51COze+ZX5yPuX/OxZdHvnTqmSkZ8ETksrKystCvXz+YzWaYzVYGrbgZ9KnvpKLwcqFd77/+1HrM2z/PafvlGfBE5LLmz5+PwsJC68O9hACMBiNObDphdw07MncgNTPV7v1UBQY8Ebmk4uJiJCUl3bVbplxm4MSGEzaPrrlVyvkUu/dRFRjwROSS1q9fX+Zomcow6Ay48McFu2tJv5rulH3xDHgicklpaWnw8PCwax+SSoL+vN7uWopMRU55xSsDnohcUn5+PiRJsm8nEmAsNDqknrQraQ7ZjyMx4InIJfn5+dk/ekUAHj72fQsocb34ukP240gMeCJySU2aNIHRaN/RtzALBNRzzEWOzYKbOWQ/juSyAf/XX39hwIABqFWrFgICAhAbG4tt27bJXRYRVZM+ffogJCTErn14ab1Qt21du2t5sM6DaBrc1O79OJrLBnzfvn1hNBrxyy+/4M8//0TLli3Rt29fZGdny10aEVUDjUaD0aNHQ61W27YDFRDVOwoqD/tiMCIgAqNbjrb/fEAVcMm5aC5duoSQkBBs374dcXFxAIC8vDwEBARgy5Yt6Nq1q1X74Vw0RK4tKysLjRs3RkFBQeUudpIAD28P9ErqZdfEYw21DTGp3ST4e/rbvI+q5JJH8MHBwWjcuDG+/PJLXL9+HUajEfPnz0doaCjatGlT7nYGgwF6vb7Ug4hcV1hYGNauXQuVSgWVyso4k24Oj4x9M9aucI8JicFbD7/ltOEOuGjAS5KEn3/+Gfv27YO/vz+8vb0xd+5cbNy4EUFBQeVuN3PmTGi1WssjPDy8GqsmoqoQHx+PLVu2wNfX9+7dNaqbR+6d3ulk12ySvRv0xoQHJsDHw/Y/ENXBqbpoXnvtNcyaNavC1xw7dgyNGzfGwIEDUVxcjDfeeAM+Pj5YtGgR1qxZgz179qBu3bJPmhgMBhgMBstzvV6P8PBwdtEQKUBWVhYWLFiAefPmlT8ffO8oRPWwfT54L7UX/tPiP+hYr6O95VYLpwr43NxcXL58ucLXNGzYEDt27ED37t1x9erVUsHcqFEjjBgxAq+99ppV78c+eCLlKS4uxpw5czBp0iTLsuZDm6PJI03sOqEaHRiNMTFjEOYX5ogyq4VjRvg7SEhIiFXDngoKCgDgjj43lUpV+VnliEhRNBqNZfBFiZBmITaHu4+HD55o/AR6RPaASnKtXm2nCnhrPfzwwwgKCsKwYcPw1ltvwcfHBwsXLsSpU6fQp08fucsjIgWQIKFzeGf8u8m/ofXSyl2OTVwy4GvVqoWNGzfijTfeQEJCAoqLi9GsWTOsXr0aLVu2lLs8InJxTYObYljTYYjURspdil1cMuABoG3btti0aZPcZRCRggR6BWJY02F4OOxhp7xwqbJcNuCJiBwp9p5YJDZLhJ+nn9ylOAwDnojcmkalwYjmI9C5fme5S3E4BjwRua0g7yC82vZVRAVGyV1KlWDAE5Fbig6Mxvi24xHkXf7V766OAU9Ebufhug9jTMwYaNQauUupUgx4InIrXep3wX9a/MflLlqyhfJ/QiKiv7UObe024Q4w4InITWg9tXg+5nm3CXeAXTREpEAtWrTAjh07sDNrJzae2ghtpBZPNH7CqedurwoMeCJSHK1Wi9jYWOhO6vBnjT8R4hOC+PB4ucuqdu7zXYWI3Fb3yO5Qq2y8d6sLY8ATkeJ1COsgdwmyYMATkaJFBEQg2CdY7jJkwYAnIkVrFtxM7hJkw4AnIkVrFNhI7hJkw4AnIkVz9Zt22IMBT0SKJUFCaI1QucuQDQOeiBQrwCsAHir3vdyHAU9EiuWnUc7dmWzBgCcixaqhqSF3CbJiwBORYnmrveUuQVYMeCJSLI1K2Tf0uBsGPBEpljufYAUY8ESkYH6ePMlKRKRIPh4+cpcgKwY8EZFCMeCJiBSKAU9EpFAMeCIihWLAExEpFAOeiEihGPBERArFgCciUigGPBGRQjHgiYgUigFPRKRQDHgiIoViwMvIYDBg6tSpMBgMcpdCVmB7uRa2FyAJIYTcRchFCIG8vDz4+/tDkqRqf3+9Xg+tVgudToeAgIBqf3+qHLaXa2F7AW49G74kSW7b8ESkfOyiISJSKAY8EZFCMeBl5OXlhSlTpsDLy0vuUsgKbC/XwvZy85OsRERKxiN4IiKFYsATESkUA56ISKEY8ERECsWAJyJSKAY8EZFCMeCJyGWYzeZSzznKu2JuPReNo/31118ICgpCSEiI3KWQFVJSUnD06FGcPXsWTz75JO699154enrKXRaVY926ddi6dSvOnDmDQYMGYcCAAZxL6i54BO8gX3/9Ndq3b4/Fixfj0qVLcpdDd7F48WI8/vjjWL16Nb744gsMHDgQu3btAnDnUSLJb/HixXjqqadgMplw6dIlvPfeezh48KDcZTk/QXbbtm2biI6OFm3atBGNGjUS77//vsjNzZW7LCrH2rVrRa1atcQPP/wgTCaTEEKI+Ph40bNnT5kro7L88MMPombNmuKHH36wLGvWrJn4/vvvhRBCmM1mIYSwtCX9g0fwdiouLkZaWhoeeughbNmyBY888gg++ugjfPnllzySd0I6nQ6rV6/GqFGj0K9fPxiNRgDACy+8gAsXLsBkMslcId3q2rVr2LFjByZMmID+/ftblmu1WqxcuRLx8fEYP348Tp8+DZVKxT7527AP3k4ajQY9e/ZE27ZtERQUhPfeew9msxkfffQRAGDo0KGWPnmz2Wz5EMpxgxG6GQwhISFo3bo1PDz++fgHBgbi/PnzuHbtGoKCgqBS8djHGQQGBmLw4MEICQmBWq0GAHTv3h3nzp3DkCFDcOrUKezZswevv/46Pv/8c9SoUUPmip0LA95GJWENAJGRkYiMjLQE93//+19IkmQJ+eHDh0Oj0eC9997DSy+9hNDQUDlLd0u3tte7775r+QNb0mZ+fn7w9/eHt7e35XWrV69G165d4evrK1vd7urW9nrggQcsy8+cOQOTyYRffvkF0dHRAIAZM2ZgwYIF0Ov1DPjbMOBtVPLhO378OBo3bmxZbjKZoFarMWvWLADAxx9/jOvXr2PNmjW4ceMG3n77bVnqdXcl7XXs2DHcd999AP5pKwDw9PSEp6enJcwTEhKg0WhKdQtQ9Snr98toNCIiIgKbNm2Ch4cHjEYjPDw80KBBA9SvXx8+Pj5yluyU+D20km4dYZGcnIz4+Hhs3LgRwM1bAKpUKks/7qxZs9CvXz9MmTIFJpMJf/zxB9RqNUdpVKPb2yshIcHSXmq12tJnW1BQgLy8POTk5KBPnz7IzMzEunXrIEkS+3WrUUW/Xx4eHhBCWP4oe3h4oKioCF9//TWioqKg1WplqdmZMeAr4davjcuWLcPy5ctx9epVvPTSS9iwYQOAf0LebDbj6tWrOHDgAB544AH8/vvv0Gg0MBqN7N+tJta2F3DzCF6j0aBfv37466+/cPjwYUt78XxJ9bC2vSRJQlFRETIyMvDII48gMzMTCxcuBMALn27HpKmEkg/fhAkTMH78eDRq1AivvPIK/P39MX78eKxZswbAPx/CFStW4MSJE0hNTS31lZKqh7XtBdz8+n/u3Dl4eXnh6NGjlnBne1WfyrTXmjVr8PLLL8NgMGDPnj3w8PCAyWTiH+PbyTdC0zUdPXpUREdHi/Xr11uW/frrr2Lw4MGicePGYuPGjZblRqPRMja3uLi42msl69vLaDSK8ePHW9qJ7SUPa9vLZDKJjRs3CqPRKIRge5WHR/B3IW77yqdWq3Hx4kXL+GkAaN++PUaNGgW9Xo8xY8ZYvk6q1WrLsEgeCVYPW9przZo1UKvVmD17Nr9pVTNb2mvt2rVQqVTo0aOH5ZwW26tsDPi7uP0rn6+vL2JiYrB//37o9XrL8o4dOyImJgahoaF455138Pvvv5e7D6o6trTXzJkzS7UXw6L62NJeM2bMKNVePKdVPv7PWOH9999Hv379AAD33HMP4uLi8Mknn2DVqlWWD6FOp4Ovry+efPJJmEwmpKSkyFmyW2N7uRa2V9WRxO3fkagUs9mM5cuXY8SIEejfvz++/fZbAMDzzz+PH3/8EXFxcYiIiMDOnTthNBrx22+/oW/fvlCr1Vi9erXM1bsftpdrYXtVLR7B3+b2MeoqlQqDBg3CN998gw0bNuDxxx8HAMybNw+TJ0+Gv78/du3ahXvvvRfJyckAbvYjNm/enEO2qgHby7WwvaqZbKd3ndyWLVtKPTcYDGLVqlVCq9WKJ554wrLcaDRazuRfu3ZNTJ48WQQHB4tjx45Va73uju3lWthe1YMB/7dbpxrdt2+f8PDwEK+88kqp1xQVFYmlS5cKSZLE888/X2pddna2GDJkiIiMjBT79u2rjpLdGtvLtbC95MGAv83ChQvFd999Jz755BMRGhoqxo8fX2p9RkaGCA8PF5IkicmTJ5dad+TIEXH69OnqLNftsb1cC9urerl9wN96ZPHRRx+JkJAQcezYMXH58mXx6aefipo1a5b6EGZnZ4sRI0aI5ORky1dHqj5sL9fC9pKX2w/4LRlDu2/fPly4cAEffPABmjRpAgAYMmQIAGDSpEk4f/48BgwYgMWLF0Oj0aBjx46QJIkXxVQztpdrYXvJTO6/MM5g9+7dQpIkoVarxZIlS0qty8vLE2vWrBFRUVGiVatWIiEhQdy4cUMI8c+twqh6sb1cC9tLPm4Z8BcuXBAHDx4UX331lTh06JAQ4uZ9HyVJEomJiSInJ+eObYqKisSFCxcsHzrOfVF92F6uhe3lPNwu4FeuXCl69+4t6tSpIwICAoSnp6fo37+/OHfunFi5cqWQJElMnz5dXLt2zbLN7X2BvLlv9WF7uRa2l3Nxq4BfsGCBCAoKEnPmzBE///yzuHr1qnj77bdFo0aNxL333ivOnTsnvvnmGyFJkpgxY4bQ6XRyl+zW2F6uhe3lfNwm4BcsWCA8PT3FypUr71j3v//9TzRv3lzExcUJs9ks5s2bJ9RqtZg0aZLIz8+XoVpie7kWtpdzcouA37Ztm5AkSUybNk0IcfPkjdlsLtXP98knnwgvLy+xYsUKIYQQ77zzjmjfvj1P9MiA7eVa2F7Oyy0mG0tPT8eIESNQs2ZNjBs3DnFxcZZ1t94m7P7770eHDh2QlJQE4OZc1SX35OSUv9WH7eVa2F7Oyy0mG2vUqBE+//xzGAwGvPvuu0hNTbWsK/lg6fV6FBYWIiwsrNQ6fviqH9vLtbC9nJdbBDxw80P40UcfQZIkTJ8+Hb/++mup9SdPnkS9evXw0EMPAfjnTjP88MmD7eVa2F7OyS26aG6Vnp6OF198EUIIvPHGG4iLi4PRaMSAAQOgUqmwevVq3iHGibC9XAvby7m4XcAD/3wIVSoVJk2ahLlz5yItLQ379++HRqMp1W9I8mN7uRa2l/Nwy4AHbn4IX3nlFWzevBkNGzbEoUOHoNFoOPeFk2J7uRa2l3Nw24AHgLS0NMybNw9z586Fh4cHP3xOju3lWthe8nPrgL8VP3yuhe3lWthe8mDAExEpFM90EBEpFAOeiEihGPBERArFgCciUigGPBGRQjHgiYgUigFPRKRQDHgiIoViwBMRKRQDnohIof4flQu3FoIo3jEAAAAASUVORK5CYII=", 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", 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" ] @@ -694,7 +728,6 @@ }, { "cell_type": "markdown", - "id": "6787aa97", "metadata": {}, "source": [ "### Embedding forest plots into an existing Axes \n", @@ -705,12 +738,11 @@ { "cell_type": "code", "execution_count": null, - "id": "0e0d544f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -751,5 +783,5 @@ } }, "nbformat": 4, - "nbformat_minor": 5 + "nbformat_minor": 2 } diff --git a/nbs/tutorials/08-horizontal_plot.ipynb b/nbs/tutorials/08-horizontal_plot.ipynb index 441f8f7b..349859ab 100644 --- a/nbs/tutorials/08-horizontal_plot.ipynb +++ b/nbs/tutorials/08-horizontal_plot.ipynb @@ -15,13 +15,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In DABEST **v2024.xx.xx**, we introduce a new plotting orientation: **horizontal plots**. \n", + "In DABEST **v2025.02.28**, 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": "markdown", + "metadata": {}, + "source": [ + "## Load libraries" + ] + }, { "cell_type": "code", "execution_count": null, @@ -31,7 +38,29 @@ "name": "stdout", "output_type": "stream", "text": [ - "We're using DABEST v2024.03.29\n" + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:00<00:00, 56.75it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n", + "We're using DABEST v2024.03.30\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" ] } ], @@ -54,6 +83,13 @@ "warnings.filterwarnings(\"ignore\") # to suppress warnings related to points not being able to be plotted due to dot size" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a demo dataset" + ] + }, { "cell_type": "code", "execution_count": null, @@ -100,7 +136,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Swarmplots\n" + "## Generating Two-Group plots" ] }, { @@ -110,7 +146,7 @@ "outputs": [ { "data": { - "image/png": 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", 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NpYednfpfpC2BXlPA9erVCxs2bMDZs2fRpk2bIo+tW7cu5HI5bt++rTS47smTJ3jx4gXq1q2rd7C6Jtyqcfz5559q2wtqg0sSR2kUTJkWFxeHZs2aFXmsn58f/P39sWjRIsyaNUtt//bt20tck3z37l10794dNWrUwIEDBzT26Pr4+AAALl26hNatWyu2P378GA8fPlSsUlVYXFwcmjdvrlNM+ihtvXBpn2/JcRryNY11HY2tNO0qr9ekvPrqq69w8ODBYnuUC2ZQmjlzphGjIyJzoleSPG3aNMU8useOHYObm5vS/rt372Lfvn2YOHEievTogRkzZmDlypVKPaHLly8HAPTs2VPvYCtVyp+cX9vKcJr06NEDK1euVErsMzIysGHDBnh6euL111/XO47SKIjh0qVLxSbJQH5tsr+/v8YFWkpak5yYmIiuXbtCIpHg0KFDWud6bty4MRo2bIgNGzYgODhY0fuydu1aCIKgNMgPAFJSUnD37l2MGzdO75h0UdpBYcYaVGaOcRryNS1xcJ4uStOu8npNyqNWrVph+/btGDRoUP60fRqmg5NK8/8y8Msvv3AhEaIKTK8k2dvbG+Hh4Rg0aBAaNWqktOJeVFQUIiIiMHLkSABA8+bNMWLECGzYsAEvXryAn58fLly4gB9//BF9+/ZVGrSnKx8fH0ilUixatAgpKSmwtbVFx44dUaNGDa3PmT59OrZu3Yp33nkHEyZMQJUqVfDjjz8iLi4OO3bsKNHMFps3b0Z8fDwyMzMBAL///jvmzZsHABg+fHiRvdNeXl5o0qQJjhw5gtGjRxd7Lj8/P/j5+eHkyZNq+0pak9y9e3fcu3cP06ZNw+nTp3H69GnFPjc3N3Tp0kXx9ZIlSxAYGIiuXbti8ODBuHHjBlavXo2xY8cq/YUAAI4cOQJRFHWeAYWIyBTeffddREVFYe7cudi3b59Sj7IgCOjZsydmzpzJBJmogtN7WerAwEBcv34dS5Yswe7du7F27VrY2tqiWbNmWLZsGT788EPFsd999x28vLwQFhaGXbt2wd3dHV9++SVCQkJKFKy7uzvWrVuHhQsXYsyYMZDJZDh+/HiRSbKbmxuioqLwxRdf4JtvvsHLly/RrFkz7N27t0S92QDw/fffKyWtx48fx/HjxwEA7du3L7aEY/To0Zg1axaysrJ0qqMODQ0t0S8V2ly7dg1A/uIwqvz8/JSS5F69emHnzp2YPXs2Pv30U1SvXh0zZszQWP4RERGB9u3bw9vb22CxEhGVhVatWmHPnj148OABfvvtN3z44YfYuHEjunbtyhpkIgIACKK+M6tTqaWkpMDLywuLFy/GmDFjTB2OQSQmJqJevXrYtm2bXj3JV65cga+vLy5fvlzkAitERGUlNzcXNjY2yMnJgbW1tanDISqhy6YOwMzpXxJnvFU0SMHFxQXTpk3DkiVL9J6z01ytXLkSTZs2ZakFERERlQvsSSaTYk8yEZkae5KpfGBPctHYk0xEREREVGpMkomIiIiIVDBJJiIiIiJSwSSZiIiIiEiF3vMkE5UHHy8LR3JapqnD0ImrkwPWTBmitt1S2qAtfiIiInPGJJkqpOS0TDxLSTd1GKVSHtpARERkrpgkU4Xk6uRg6hB0pi1WS2mDpcRJRERUGJNkqpDKw5//y0MbiIiIzBUH7hERERERqWCSTERERESkgkkyEREREZEKJslERERERCqYJBMRERERqWCSTERERESkgkkyEREREZEKJslERERERCqYJBMRERERqWCSTERERESkgkkyEREREZEKJslERERERCqYJBMRERERqWCSTERERESkgkkyEREREZEKJslERERERCqYJBMRERERqWCSTERERESkgkkyEREREZEKK1MHQEREZA7ysjMhyK1NHYZFkUitILGyMXUYRGWCSTIREVVo8rwcAMDz25dgbc0fi0URcjNg9fwvWKXchzTrOSTyHNg6VoZg6wTYuwKV6wBuTfIfUl5Lsmx8BxMRUYUml+UByO8Vldo6mDga8yRJfQjbe7/BOvEKBFEOABD//19kOACCSvWmrRPQsBfQ5D3AsbqRoyUyDCbJREREAAQrG0itbU0dhlkRspJhe3MHrB6dK7RRyP8Hkn8TZVXZacC1rUDs/4CWY/KTZQmHQZFlYZJMREREyuR5sL53GLZ/7QNk2SV/ndws4Oxq4O9zQKcQwM7ZcDESlTH+WkdEREQK0n9i4XAyFLY3d5QuQS7s4SVgVzCQ+tgwr0dkBOxJJiKzlZOejKcxx5D94glsK7uhRtOOsHF0NXVYROWSkJkE29hfYJVwuWxOkPoY2P0J0HMZUKVe2ZyDyICYJBORWUr66zxu7VgIUZ4HQcivfYw/sRmN+s9AlfqtTR0eUfkhz4PN3UOwub0fkOWU7bkyk4B9nwG9VwGudcv2XESlxHILIjI7OenJ+QmyLBcQRYhyWf6/slzcjFyAnPRkU4dIVC5IUh7A4dQ82NzaVfYJcoGsZGD/ZJZekNljkkxEZudpzDGI8jyN+0R5Hp7GHDNyRETljCiH9d1DcDg1H5LUh8Y/f8YzYP/nQOZz45+bSEdMkonI7GS/eAJBdd7V/ycIEmS/eGLkiIjKkbyXsLu8DraxEYAoM10cqY+AA1OB7HTTxUBUBCbJRGR2bCu7aZ1/VRTlsK3sZuSIiMoHIes5HE4vhFXCFVOHki/pDnBoBpBnpFIPIj0wSSYis1Ojaccie5JrNOtk5IiILJ8k9SEcTi+EJO2RqUNRlnANODYHkJuwV5tIAybJRGSWxKK2i9r2EpEmkuS7sI9aDOGlmQ56jTsF/L6U39tkVpgkE5HZeRpzDNC23K0o58A9Ij1Ik/6Ew9nlEHIzTR1K0f48AER9w0SZzAaTZCIyOxy4R2QY0mc3YX9+peFWzitrN3YA59YwUSazwCSZiMyOlb1T/tzIGnDgHpFupM9uwf7C14As19Sh6Of6L8Dp5YBcy1+TiIyESTIRmZWkv87j76hIrfsFiRUH7hEVQ5r0l2UmyAVi9wBHQ4HcLFNHQhUYk2QiMhsFK+1By0IigtQKjfrPgE2lysYNjMiCSF7E/X+CbOHTqt07Cez+BEhNMHUkVEExSSYis1HUSnsAUKvtAFSp39qIERFZFknaY9ifWwnkvTR1KIaRdAeIHA389RvrlMnomCQTkdkocsCeRIq8zFQjR0RkOYTMZ7A/txxCboapQzGs3Ezg+Hzg0H/yl7MmMhIrUwdARMaXk56MpzHHkP3iCWwru6FG046wcXQ1eSwvU55ypT2iEhCy02B/bgWEly9MHUrZiT8DJF4H2k4A6ncBBMHUEVE5xySZqIJJ+us8bu1YCFGeB0GQQBTliD+xGY36zzB6KYNaLEWsuMUBe0Ra5L2E/YVVkGRUgKkRs9Pye5XjzwB+0wCbSqaOiMoxllsQVSAFA+NEWS4givlJqShClOXiZuQC5KQbbzUujbEUJggQJNL8f6XWHLBHpIksF/aX1kLy4r6pIzGueyeAnUFAcrypI6FyjD3JRBVIUQPjRHkensYcQ60275k8FgBw9W4JO5ca+eUgzToxQSZSJcphd/U7SP/5w9SRmEbKQ2D3eKDrPKCmj6mjoXKISTJRBVIwME4U1csaDL2SXXF1z0XGIpHCzqUGvN/52GDxEJUrohx20T/AKuGyqSMxrew04MDnQMevAC8/U0dD5QyTZKIKxLaym1EGxulS92ysWIjKHXke7KI3werReVNHYh5kucCRUKDD50DDnqaOhsoR1iQTVSDWlSprnWvUUAPjdK17rtG0IwSJ5t/TOUiPSIu8l7C/8A0TZFWiHDi5GIgO53zKZDBMkolMJCc9GQ/P7sDdg2vw8OyOMh80l5OejDv7v9G6/9WeEwxS96tL3TMA2Di6olH/GRCk1hykR6QDIf0JHE4vrLg1yLo4vx44vQIoYqYcIl2x3ILIBEwxDVtxA+VyMwyTpOtT91ylfmu0+nSTcu0yB+kRKRNFWD06B7uYLeVnJb2yFLsbSH2UX6dsX9nU0ZAFY5JMZGRK5QiAIpksKEdo9emmMlnYo7iBcqUZtFeaBUFsHF2VZtQo6GE3h4VOiExNyPgHtn9shdWT66YOxbI8vATsGAt0+grwaG7qaMhCMUkmMjJTTcNmZe+kdbGO0gyUM+SCIOa00AmRKQnZqbC58yus7x8DivgLEBUh4x9g70SgyXtAq7GAtb2pIyILw5pkIiMr6NHVxNDTsBVI+us8/o6K1Lq/pAPlDLkgiDktdEJkKpKUB7C9/hMqHfkC1vd+M9sE+cHzbISde4bVJ59iU9QTPHhupmUgogjERALbhwN3jnBQn4G8eJGGoKD5qF69MypVao+AgGBcuXJL79fJzc3D668PgCC0xNKlm9X2JyQ8Q1DQfNSrFwh7+3bw9u6DyZOXIynphQFaUTz2JJvI4sWL8cMPPyA2NhYSieX/rjJ9+nQcP34c589zxHVxjD31WUHyqe2HrSC1KvFAOUMuCGJOC50QGVVOBqwfX4D132fMfuW8C/HpWPDrYxyITYEoAhIBkIuAIAC9mlbBVz3qopWnk6nDVJfxD3B0LnD9F6DlGKB26/ygSW9yuRw9e07EtWu3MXXqcFSrVhlr1kTC3z8Yly9vRv36dXR+rW++2YYHDxI17ktPz0SbNqOQkZGFjz8egNq13XDt2l9YvfoXHD9+CZcv/1zm+ZNZZmeCIOj0OHHiRKnPlZmZidDQUL1ea/78+QgMDISbmxsEQUBoaKhe50xNTcWiRYvwxRdfKN3ggnYtW7ZM7TlhYWEQBAGXLl3S61ya7Ny5E4MGDYKXlxccHBzQoEEDTJkyBS9evNB4/J49e9CiRQvY2dmhTp06CAkJQV6ecjIzadIkXLt2DXv27Cl1fOVd/tRnUo37ymLqs+IS2VptB5S4lKHIXvFCC4LUavNesUm4KXrYiUxGlEP6TyzsLq+D4+EpsI3ZYvYJ8q5rz+G34hZ+vZmi6JCV//+/oggcuPEcbRdHY+fVZ6YLsjj//AkcnAbsGAPcOgDkZpk6IrPj7x+EkSNDte6PjDyKqKjrCAsLQUhIEMaPH4gTJ9ZDKpUgJGS9zud5+vQ55sz5Dl98MULj/j17fkd8fALCwkIxe3Ywxo7ti2++mYYvvxyF6Oi/cO3aX/o2TW9m2ZO8ebNyl/tPP/2Ew4cPq21v1KhRqc+VmZmJ2bNnAwD8/f11es7MmTPh7u6ON954A4cOHdL7nD/88APy8vLw/vvva9y/ZMkSjBs3Dg4ODnq/ti6CgoJQs2ZNDBs2DHXq1EFMTAxWr16NAwcO4MqVK7C3/7du6+DBg+jbty/8/f3xzTffICYmBvPmzcPTp0+xdu1axXHu7u7o06cPli5disDAwDKJ29wUt6KcNmmP/4Ko4U9+gkRaoh7d0q5sl5eZWuJzWdk7lbpXvOA10xPvlknNtKUq6fvLHM9tyraYGyE7DVZ/n4FN/EkImf+YOhydXYhPx5BN9yCTi9BWsCCTAwJEDNp4E1HTfMyzR7lA0l3g5CLg7GqgXgfAKwCo+QZgZWPqyMxeZORRuLlVxbvvdlRsq17dFQMHdsbPPx9EdnYObG2Lv47Tp3+DBg3qYtiwdzBr1jq1/amp6QAAN7cqSts9PKoCAOzt7UrTDJ2YZZI8bNgwpa/PnTuHw4cPq203lbi4OHh6euLZs2eoXr263s/ftGkTAgMDYWenfoN9fHwQHR2NdevWYfLkyYYIV01kZKTaLwS+vr4YMWIEtmzZgrFjxyq2f/7552jWrBl+++03WFnlv12cnZ2xYMECTJw4EQ0bNlQcO3DgQAwYMAD37t2Dl5dXmcRuLko6wOzf0gf1ZFCEAEeP+gaPw1DlHZrOBUFaRAJefK944dcEtP/ps6ItLmLKAYyGPjcHYwKQ50H6TyysH56FVeJVs60zLsrCQ48hQnuCXEAEIELEvAPx2P1xE2OEVjo5GcCfB/Mf1vZAzRZALV/AwwdwrQeUg3JIQ7t69U+0aNFArdShdevG2LBhF/766wGaNn21yNe4cOEGfvxxP06f/g6ClrKXDh1aQCKRYOLEpVi27DPUqlUD16/fxvz5m9C3rz8aNvQ0VJO0sti7L5fLsXLlSjRu3Bh2dnZwc3NDcHAwkpOVB/dcunQJ3bp1Q7Vq1WBvb4969eph9OjRAID79+8rktzZs2cryh2KK5/w9PQscdxxcXG4fv06OnfurHF/u3bt0LFjRyxevBhZWWXzZyBNPeb9+vUDANy8eVOxLTY2FrGxsQgKClIkyADw8ccfQxRFREYqDwQraNPu3bvLIGrzUZoBZkWWPogyxUIbhozDECvbaTsX5HkQkV/XrO+CIKqvCZVEvqIuLmLKAYyGPneFHYwpihAyn8Hq7zOwu/IdKv02GfYXvobV44sWmSA/eJ6N/X+kQKb5d201MjmwN+a5+Q7m0yY3C4g/A5z5GogcDfzYG9g/BbiwEbh3Akh5CMh1vAjlWELCM3h4VFPbXrDt8eOi/0IiiiI+/XQJBg3qgjZtmmk97vXXvbBhwwzExsahTZtRqF27J3r2nIROnVohIuK/pWuEjsyyJ1kXwcHBCAsLw6hRozBhwgTExcVh9erVuHr1Ks6cOQNra2s8ffoUXbt2RfXq1TF9+nRUrlwZ9+/fx86dOwEA1atXx9q1azFu3Dj069cP7777LgCgWTPtN620oqKiAAAtWrTQekxoaCg6dOiAtWvXFtmbnJ2djbS0NJ3OW62a+hu6sMTERLXjrl69CgBo2bKl0rE1a9ZErVq1FPsLuLi4wNvbG2fOnMFnn32mNebs7GzF1+np6TrFb05KM8BMn4U2DBVHwcp2NyMXKPXmCRLdB+wVndzLUavtYEht7fVaEKS4WmlHj/qo2rBthVtcxJQDGA19bksbjCnm5UCWq+OPRVEOITcTQnYqJC+TIcl8BknmP5CmPYYk7W9IcjL0OvebS2PxJDW3BFGXvYwcud6TQogi0HzuZVSy1Tz+wpy4O9vg0gwNP5Nz0vPnW35YaCyQtT1QuS5QpR7gUhtwqQU4ugGVqucvXKJlvIm5ys3NQ0pKutq27OwcPHv2Qml7lSrOkEgkyMrK1lhOYWdnCwDIyspW21dYWNhexMTcQWTkomLje+WVGmjdujF69GiHunU9cOrUVXz99TZUq1YZS5dOKvb5pWWRSfLp06fx3XffYcuWLRgyZIhie0BAALp3746IiAgMGTIEUVFRSE5Oxm+//aaU6M2bNw8AUKlSJfTv3x/jxo1Ds2bNjFLOcetW/hQp9erV03rM22+/jYCAAEVtcuEa4cK2bt2KUaNG6XReTTWwhS1atAhSqRT9+/dXbEtISAAAeHh4qB3v4eGBx48fq2338vJCbGys1vMsXLhQUQNewM/PT+M5zFVpEl1DzmxhzJXtijtXXlYq6vrr9/1TXK20o7u3WSVQxmLIX6RMfW5TtkUhJxMQ//8vHyg0yqzg+1Aug6SgLj/1IZAuQpDlALIcCLIcCLKXEPJeQpBlQ8jL/vfrvCy1v34AgByAvJIHUEm/MBPT/8DjFPNMkkvqRZYML7IsYHloqQ1Qq5V+z8l4lv94XKizSBAAG0fAplL+v1a2gJVdfp2zxDr/PFLr/3/YAjUaAXbOhm2Lns6ciUZAwEdq26OirmPbtt+UtsXF7YGnZ03Y29siOztH7TkvX+Ynx/b2tlrPl5qaji+//BZTp36A2rXdi42tV6/PcO7cJrRs+ToAoG9ffzg7V8Ls2RsxenQgXn+9bEs7LTJJjoiIgIuLC7p06YJnz/4dRevr6wtHR0ccP34cQ4YMQeXKlQEA+/btQ/PmzWFtbW2iiP+VlJQEKysrODo6FnlcaGgo/Pz8sG7dOq29st26dcPhw4dLHVN4eDi+//57TJs2DfXr/1sTW1DuYWur/oa3s7NDaqr6gC9XV1e1HubCvvzyS7XecVtbW43nMFelSXRrNO2I+BObFavtFaZv3a2+caiubKePspi2zthT4VkKU14XQ5/bLO6xTfEDoCW2lQEAlX16meznhPvKPyE4mOcMLhkZmVpnPypK5cqVUamSnr8tmIC7uzvQc6mpwzCJ5s1fw+HD3yptmzJlJdzdq2Lq1OFK293d8wfMeXhUQ0KC+gwmBdtq1tQ+Vmvp0p+Rk5OLQYO64P79/I62hw+fAgCSk1Nx//5j1KxZHTY21li/fifc3KooEuQCgYEdEBq6AVFR15kka3L79m2kpKSgRo0aGvc/fZp/wf38/PDee+9h9uzZWLFiBfz9/dG3b18MGTLE7JOyDh06ICAgAIsXL8ZHH6n/lgfk9+aWtgf21KlTGDNmDLp164b58+cr7SvowS5cHlHg5cuXGnu4RVHUWoQPWF5CrElpEl1DlD4YIg59lcW5jBm/JTHldTH0uS3tHlvZOsDKREny5ctXTHJeXTx48ACenp7F/kWyMEEQcO3aNdSpo/ucuWR8rq7O6Nz5TZVtTvDwqKa2vYCPz2s4dSoacrlcafDe+fN/wMHBDq+9pv2eP3iQiOTkVDRuPFBt34IFm7BgwSZcvboFPj4N8OTJc8g0FMLn5uaXcKlORVsWLHLgnlwuR40aNXD48GGNjzlz5gDI/yaNjIzE2bNn8cknn+DRo0cYPXo0fH19TVYLW7VqVeTl5elUSxwSEoLExESsX6953sGsrCwkJibq9NDk2rVrCAwMRJMmTRAZGak0OA/4t8yioOyisISEBNSsWVNte3JycrH1z5auINEVpNZ6D1YD/i198Ow4Cu5vdIdnx1FoNSFM75H+pY3D1OcyZvyWxJTXxdDn5j0uH+rUqYNevXpBKtWt3lYqlaJ3795MkMup/v074cmTJOzc+e9A82fPXiAi4gh6935bqV757t2HuHv3oeLrCRMGY9eupUqP9etnAABGjuyNXbuWol69VwAAr71WB0+eJOHECeX1IbZuzZ969403GqKsWWRPsre3N44cOYJ27dpprdct7K233sJbb72F+fPnIzw8HEOHDsW2bdswduzYIns9y0LBlGlxcXHFDhD08/ODv78/Fi1ahFmzZqnt3759e4lrku/evYvu3bujRo0aOHDggMbyDx8fHwD5M4S0bv1vAvf48WM8fPgQQUFBas+Ji4tD8+bNdYrJkpW2xrc0pQ+GjMPU5zJm/JbElNfF0OfmPS4fvvrqKxw8eBCCIBTZo1wwS9TMmTONGB0ZU//+nfDWW00xatQcxMbG/f+KexGQyeSYPTtY6dhOncYBAO7f3wsAaNGiIVq0UE5uC8ouGjf2Qt++/ortn3wyEJs27UXv3pPx6aeDULeuO06evIKtWw+hS5c38eabZT/FoEUmyQMHDsSaNWswd+5cLFiwQGlfXl4e0tPTUblyZSQnJ6Ny5cpKiXBB4ldQQlCwYEdJ6q1Kok2bNgDyE09dZtEIDQ2Fv78/NmzYoLavpDXJiYmJ6Nq1KyQSCQ4dOqR1rufGjRujYcOG2LBhA4KDgxW9CGvXroUgCEqD/AAgJSUFd+/exbhx4/SOyRIZKtG1pDjK4lzmch3NjSmvi6HPzXts+Vq1aoXt27dj0KBBEEURMpn6gDypVApBEPDLL7+gVSs9B8KRxZBKpThwYBWmTl2Fr7/ehqysbLRq9TrCwkLRoIGnwc7ToIEnLl/ejJkz1+Lnnw8gMTEJNWtWx+efD1dLxsuKIOpTZGQin3zyCb799lul314/+ugjrF+/Hu+88w66du0Ka2tr3L59GxEREVi1ahX69++PlStXYs2aNejXrx+8vb2RlpaGjRs3IiEhAdHR0YoZJho3boznz5/jq6++QpUqVdCkSRM0aaL9N5TNmzcjPj4emZmZWLhwIQICAtCxY/7KM8OHD0fdunWLbE/Tpk3RtGlThIeHK20XBAHjx4/H6tWrlbb7+/vj5MmTAICLFy+qTcmmLx8fH1y7dg3Tpk1D06ZNlfa5ubmhS5cuiq/37duHwMBABAQEYPDgwbhx4wZWr16NMWPGqCXuO3bsQP/+/XHnzh14e3uXKkYiImPJzc2FjY0NcnJyzGKAtzm7ePEi5s6di3379kEURUgkEsjlcgiCgN69e2PmzJlMkE3msqkDMHO+ej/DYpNkANi4cSPWr1+P2NhYWFlZwdPTE++88w4mTZoEDw8PXL16FUuWLMGZM2fw5MkTuLi4oHXr1ggNDYWv778X6+zZs/j0008RExODnJwchISEFLmgSOGkVdXx48eLXd56xYoVmDVrFp4+fapULqItST5x4gQCAgIAGCZJLqrExM/PDydOnFDa9r///Q+zZ8/GzZs3Ub16dYwcORKzZs1S+2EyePBgPHr0CKdOnSpVfERExsQkWX8PHjzAsWPHkJqaCmdnZ3Ts2JE1yCbHJLlo5TRJLm9SUlLg5eWFxYsXY8yYMaYOxyASExNRr149bNu2DX369DF1OEREOmOSTOUDk+Si6Z8kW+TsFpbOxcUF06ZNw5IlSyAvJ0tcrly5Ek2bNmWCTEREROUCe5KJiKhCY08ylQ/sSS4ae5KJiIiIiEqNSTIRERERkQomyUREREREKpgkExERERGpsMgV94gqkujvJyInPdnUYZSajaMrfMasUtteXtoHaG8jERFZHibJRGYuJz0ZOWlJpg6jzJT39hERkWVikkxk5mwcXU0dgkFoa0d5aR9QvtpCRFTRcZ5kIiKq0DhPMpUPnCe5aJwnmYiIiIio1JgkExERERGpYJJMRERERKSCSTIRERERkQomyUREREREKpgkExERERGpYJJMRERERKSCSTIRERERkQomyUREREREKpgkExERERGpYJJMRERERKSCSTIRERERkQomyUREREREKpgkExERERGpYJJMRERERKSCSTIRERERkQomyUREREREKpgkExERERGpYJJMRERERKTCytQBECUkJCAhIcHUYRCRmfHw8ICHh4fW/Yb67MjLywMAXL16FVZW/LFI5qG49z8ZgUhkYiEhISIAPvjggw+lR0hICD87+Kiwj+Le/1T2BFEURRCZkKl7ktPT0+Hn54eTJ0/C0dHRZHEYSnlrD8A2WQpDt8lYPcnl8V4YG6+hYRS+jvXr12dPsokxSaYKLzU1FS4uLkhJSYGzs7Opwym18tYegG2yFJbaJkuN25zwGhoGr6N54cA9IiIiIiIVTJKJiIiIiFQwSaYKz9bWFiEhIbC1tTV1KAZR3toDsE2WwlLbZKlxmxNeQ8PgdTQvrEkmIiIiIlLBnmQiIiIiIhVMkomIiIiIVDBJJiIiIiJSwSSZiIiIiEgFk2Qq1xYuXIhWrVrByckJNWrUQN++ffHnn38W+ZywsDAIgqD0sLOzM1LExVu7di2aNWsGZ2dnODs7o02bNjh48GCRz4mIiEDDhg1hZ2eHpk2b4sCBA0aKtnj6tsfc748m//3vfyEIAiZNmlTkceZ8n1Tp0iZzuVfffvstPD09YWdnhzfffBMXLlwo8nhLug/GpM91NJd7b25+//139O7dGzVr1oQgCPjf//5X7HNOnDiBFi1awNbWFq+++irCwsLKPE7KxySZyrWTJ09i/PjxOHfuHA4fPozc3Fx07doVGRkZRT7P2dlZseRtQkIC4uPjjRRx8WrVqoX//ve/uHz5Mi5duoSOHTuiT58++OOPPzQeHxUVhffffx9jxozB1atX0bdvX/Tt2xc3btwwcuSa6dsewLzvj6qLFy9i/fr1aNasWZHHmft9KkzXNgGmv1fbt2/H5MmTERISgitXrqB58+bo1q0bnj59qvF4S7oPxqTvdQRMf+/NUUZGBpo3b45vv/1Wp+Pj4uLQs2dPBAQEIDo6GpMmTcLYsWNx6NChMo6UAAAiUQXy9OlTEYB48uRJrcds2rRJdHFxMV5QBuDq6ip+9913GvcNHDhQ7Nmzp9K2N998UwwODjZGaCVSVHss6f6kpaWJ9evXFw8fPiz6+fmJEydO1HqspdwnfdpkDveqdevW4vjx4xVfy2QysWbNmuLChQs1Hm8p98HY9L2O5nDvzR0AcdeuXUUeM23aNLFx48ZK2wYNGiR269atDCOjAuxJpgolJSUFAFClSpUij0tPT0fdunVRu3btYns1TUkmk2Hbtm3IyMhAmzZtNB5z9uxZdO7cWWlbt27dcPbsWWOEqBdd2gNYzv0ZP348evbsqXb9NbGU+6RPmwDT3qucnBxcvnxZKVaJRILOnTtrva6Wch+MqSTXEbCc71NzxvejaTFJpgpDLpdj0qRJaNeuHZo0aaL1uAYNGuCHH37A7t278fPPP0Mul6Nt27Z4+PChEaMtWkxMDBwdHWFra4uPPvoIu3btwuuvv67x2MTERLi5uSltc3NzQ2JiojFC1Yk+7bGE+wMA27Ztw5UrV7Bw4UKdjreE+6Rvm0x9r549ewaZTKbXdbWE+2BsJbmOpr735YW292NqaiqysrJMFFXFYWXqAIiMZfz48bhx4wZOnz5d5HFt2rRR6sVs27YtGjVqhPXr12Pu3LllHaZOGjRogOjoaKSkpCAyMhIjRozAyZMntSaW5k6f9ljC/fn7778xceJEHD58uNwMVipJmyzhXlHZ4L2v2NasWYPx48ejdevWOH/+vKnDKTEmyVQhfPLJJ9i3bx9+//131KpVS6/nWltb44033sCdO3fKKDr92djY4NVXXwUA+Pr64uLFi1i1ahXWr1+vdqy7uzuePHmitO3Jkydwd3c3Sqy60Kc9qszx/ly+fBlPnz5FixYtFNtkMhl+//13rF69GtnZ2ZBKpUrPMff7VJI2qTL2vapWrRqkUqle19Xc74MplOQ6qjLH71NLoO396OzsDHt7exNFVbwtW7bAxsYGFy5cwJ07dxSf75aG5RZUromiiE8++QS7du3CsWPHUK9ePb1fQyaTISYmBh4eHmUQoWHI5XJkZ2dr3NemTRscPXpUadvhw4eLrPk1taLao8oc70+nTp0QExOD6OhoxaNly5YYOnQooqOjNSaT5n6fStImVca+VzY2NvD19VW6rnK5HEePHtV6Xc39PphCSa6jKnP8PrUElvh+jIuLQ1RUFGbOnAlra2ts2bLF1CGVnKlHDhKVpXHjxokuLi7iiRMnxISEBMUjMzNTcczw4cPF6dOnK76ePXu2eOjQIfHu3bvi5cuXxcGDB4t2dnbiH3/8YYomqJk+fbp48uRJMS4uTrx+/bo4ffp0URAE8bfffhNFUb09Z86cEa2srMSlS5eKN2/eFENCQkRra2sxJibGVE1Qom97zP3+aKM6E4Sl3SdNimuTOdyrbdu2iba2tmJYWJgYGxsrBgUFiZUrVxYTExM1xmyJ98EY9L2O5nDvzVFaWpp49epV8erVqyIAcfny5eLVq1fF+Ph4URTzPw+HDx+uOP7evXuig4ODOHXqVPHmzZvit99+K0qlUvHXX381VROKNXfuXFEqlYqJiYlijx49xPr165s6pBJjkkzlGgCNj02bNimO8fPzE0eMGKH4etKkSWKdOnVEGxsb0c3NTezRo4d45coV4wevxejRo8W6deuKNjY2YvXq1cVOnTopEkpRVG+PKIriL7/8Ir722muijY2N2LhxY3H//v1Gjlo7fdtj7vdHG9WE0tLukybFtclc7tU333yjiKN169biuXPntMYsipZ3H4xFn+toLvfe3Bw/flzjz6SCazdixAjRz89P7Tk+Pj6ijY2N6OXlpfTzyxw1bNhQDAgIEEVRFMPCwkQA4oULF0wcVckIoiiKJunCJiIiIqJy4/Lly2jZsiXWrVuH4OBgpKSkoEaNGhg3bhxWrlxp6vD0xppkIiIiIiq1LVu2wMrKCu+99x4AwMXFBd27d8e2bdsgk8lMHJ3+mCQTERERUakULAbVsWNHVKtWTbF90KBBePLkidoAREvAJJmIiIiISuXYsWNISEjAoEGDlLYHBgbC3t7eIme5YJJMRERERKWyZcsWWFtbo1+/fkrbHR0d0aNHD+zatcviVglkkkxEREREJZaVlYWdO3eiS5cucHV1Vds/cOBApKWlYc+ePSaIruS44h4RERERldiePXuQlpYGAPjvf/+rtj8zMxNAfm+zajmGOeMUcERERERUYoGBgdi7d2+xx1lbWyMhIQFVq1Y1QlSlx3ILIjK5+/fvQxAEhIWFmToUIipEEASEhoYqbbt48SLatm2LSpUqQRAEREdHAwB+/fVX+Pj4wM7ODoIg4MWLF0aPl0xjz549EPMXqCvykZOTYzEJMsAkmYhKIDAwEA4ODoo/r2kydOhQ2NjYICkpyYiRERlWWFgYBEGAIAg4ffq02n5RFFG7dm0IgoBevXqZIELdeXp6KtoikUhQuXJlNG3aFEFBQTh//rxOr5Gbm4sBAwbg+fPnWLFiBTZv3oy6desiKSkJAwcOhL29Pb799lts3rwZlSpVKuMWEZUt1iQTkd6GDh2KvXv3YteuXfjggw/U9mdmZmL37t3o3r27RfUaEGljZ2eH8PBwtG/fXmn7yZMn8fDhQ9ja2pooMv34+PhgypQpAIC0tDTcvHkTERER2LhxIz777DMsX75c6fisrCxYWf2bKty9exfx8fHYuHEjxo4dq9j+66+/Ii0tDXPnzkXnzp2N0xiiMsaeZCLSW2BgIJycnBAeHq5x/+7du5GRkYGhQ4caOTKistGjRw9EREQgLy9PaXt4eDh8fX3h7u5uosj088orr2DYsGEYNmwYxo0bh6+//hr37t1D3759sWLFCqxdu1bpeDs7O6Uk+enTpwCAypUrKx2nbXtpZGRkGOy1iEqCSTIR6c3e3h7vvvsujh49qvjhWFh4eDicnJzQvn17fP7552jatCkcHR3h7OyMd955B9euXSv2HP7+/vD391fbPnLkSHh6eiptk8vlWLlyJRo3bgw7Ozu4ubkhODgYycnJJW0ikZL3338fSUlJOHz4sGJbTk4OIiMjMWTIEI3P0fV9uXv3bvTs2RM1a9aEra0tvL29MXfuXLVlfP39/dGkSRPExsYiICAADg4OeOWVV7B48eJStc3e3h6bN29GlSpVMH/+fBQez1+4JnnkyJHw8/MDAAwYMACCICi+T0eMGAEAaNWqFQRBwMiRIxWvcf78eXTv3h0uLi5wcHCAn58fzpw5oxRDaGgoBEFAbGwshgwZAldXV6Ve+59//hm+vr6wt7dHlSpVMHjwYPz9998lvj4vX75EaGgoXnvtNdjZ2cHDwwPvvvsu7t69qziGnyvEJJmISmTo0KHIy8vDL7/8orT9+fPnOHToEPr164eEhAT873//Q69evbB8+XJMnToVMTEx8PPzw+PHjw0WS3BwMKZOnYp27dph1apVGDVqFLZs2YJu3bohNzfXYOehisvT0xNt2rTB1q1bFdsOHjyIlJQUDB48WONzdH1fhoWFwdHREZMnT8aqVavg6+uLWbNmYfr06WqvmZycjO7du6N58+ZYtmwZGjZsiC+++AIHDx4sVfscHR3Rr18/PHr0CLGxsVrbM2PGDADAhAkTsHnzZvznP//Bf/7zHwQFBQEA5syZg82bNyM4OBhA/ipsHTp0QGpqKkJCQrBgwQK8ePECHTt2xIULF9TOMWDAAGRmZmLBggX48MMPAQDz58/HBx98gPr162P58uWYNGkSjh49ig4dOqgNDtTl+shkMvTq1QuzZ8+Gr68vli1bhokTJyIlJQU3btxQai8/Vyo4kYioBPLy8kQPDw+xTZs2StvXrVsnAhAPHTokvnz5UpTJZEr74+LiRFtbW3HOnDlK2wCImzZtUmzz8/MT/fz81M47YsQIsW7duoqvT506JQIQt2zZonTcr7/+qnE7kT42bdokAhAvXrworl69WnRychIzMzNFURTFAQMGiAEBAaIoimLdunXFnj17Kp6nz/uy4PUKCw4OFh0cHMSXL18qtvn5+YkAxJ9++kmxLTs7W3R3dxffe++9YtuiGqOqFStWiADE3bt3K7YBEENCQhRfHz9+XAQgRkREKD238HUqIJfLxfr164vdunUT5XK5Unvr1asndunSRbEtJCREBCC+//77Sq97//59USqVivPnz1faHhMTI1pZWSlt1/X6/PDDDyIAcfny5WrXoCBOfq6QKIoie5KJqESkUikGDx6Ms2fP4v79+4rt4eHhcHNzQ6dOnWBrawuJJP9jRiaTISkpCY6OjmjQoAGuXLlikDgiIiLg4uKCLl264NmzZ4qHr68vHB0dcfz4cYOch2jgwIHIysrCvn37kJaWhn379mkttdDnfWlvb6/4f1paGp49e4a3334bmZmZuHXrltLrOjo6YtiwYYqvbWxs0Lp1a9y7d6/U7XN0dFTEYAjR0dG4ffs2hgwZgqSkJMU1yMjIQKdOnfD7779DLpcrPeejjz5S+nrnzp2Qy+UYOHCg0nV0d3dH/fr11b6/dbk+O3bsQLVq1fDpp5+qxSwIAgB+rlA+zm5BRCU2dOhQrFixAuHh4ZgxYwYePnyIU6dOYcKECZBKpZDL5Vi1ahXWrFmDuLg4pRpLQ816cfv2baSkpKBGjRoa92uqmSYqierVq6Nz584IDw9HZmYmZDIZ+vfvr/FYfd6Xf/zxB2bOnIljx44hNTVV6biUlBSlr2vVqqVI5Aq4urri+vXrJWmSkvT0dACAk5NTqV8LyL8GABT1ypqkpKQoLWNcr149tdcQRRH169fX+Hxra2ulr3W5Pnfv3kWDBg2UBiRqip2fK8QkmYhKzNfXFw0bNsTWrVsxY8YMbN26FaIoKma1WLBgAb766iuMHj0ac+fORZUqVSCRSDBp0iS1HiRVgiAoDSAqoDqYSS6Xo0aNGtiyZYvG16levXoJW0ekbsiQIfjwww+RmJiId955R+tsDrq+L1+8eAE/Pz84Oztjzpw58Pb2hp2dHa5cuYIvvvhC7ftEKpVqfD1N3yv6KqjHffXVV0v9WgAUsS9ZsgQ+Pj4ajynovS5QuFe94DUEQcDBgwc1tl31+Ya6PvxcIYBJMhGV0tChQ/HVV1/h+vXrCA8PR/369dGqVSsAQGRkJAICAvD9998rPefFixeoVq1aka/r6uqq8U/I8fHxSl97e3vjyJEjaNeundoPWCJD69evH4KDg3Hu3Dls375d63G6vi9PnDiBpKQk7Ny5Ex06dFBsj4uLM2jcxUlPT8euXbtQu3ZtNGrUyCCv6e3tDQBwdnYu8dzJ3t7eEEUR9erVw2uvvWawuM6fP4/c3Fy1nujCx/BzhViTTESlUtBrPGvWLERHRyvNjSyVStV6cCIiIvDo0aNiX9fb2xu3bt3CP//8o9h27do1tamjBg4cCJlMhrlz56q9Rl5eHpfGJYNydHTE2rVrERoait69e2s9Ttf3ZUHPZ+Hvk5ycHKxZs8awgRchKysLw4cPx/Pnz/Gf//xHrVyhpHx9feHt7Y2lS5cqSjkKK/y9rc27774LqVSK2bNnq32WiKJYohU933vvPTx79gyrV69W21dwDn6uEMCeZCIqpXr16qFt27bYvXs3ACglyb169cKcOXMwatQotG3bFjExMdiyZQu8vLyKfd3Ro0dj+fLl6NatG8aMGYOnT59i3bp1aNy4sVLdpp+fH4KDg7Fw4UJER0eja9eusLa2xu3btxEREYFVq1ZprRslKomiamwL6Pq+bNu2LVxdXTFixAhMmDABgiBg8+bNBimf0OTRo0f4+eefAeT3HsfGxiIiIgKJiYmYMmWKYuo2Q5BIJPjuu+/wzjvvoHHjxhg1ahReeeUVPHr0CMePH4ezszP27t1b5Gt4e3tj3rx5+PLLL3H//n307dsXTk5OiIuLw65duxAUFITPP/9cr7g++OAD/PTTT5g8eTIuXLiAt99+GxkZGThy5Ag+/vhj9OnTh58rBIBJMhEZwNChQxEVFYXWrVsr1TPOmDEDGRkZCA8Px/bt29GiRQvs379f4/yvqho1aoSffvoJs2bNwuTJk/H6669j8+bNCA8Px4kTJ5SOXbduHXx9fbF+/XrMmDEDVlZW8PT0xLBhw9CuXTtDN5dIJ7q8L6tWrYp9+/ZhypQpmDlzJlxdXTFs2DB06tQJ3bp1M3hM0dHRGD58OARBgJOTE2rXro3evXtj7NixaN26tcHP5+/vj7Nnz2Lu3LlYvXo10tPT4e7ujjfffFPnhHz69Ol47bXXsGLFCsyePRsAULt2bXTt2hWBgYF6xySVSnHgwAHMnz8f4eHh2LFjB6pWrYr27dujadOmiuP4uUKCWFa/rhIRERERWSjWJBMRERERqWCSTERERESkgkkyEREREZEKJslERERERCqYJBMRERERqWCSTERERESkgkkyEREREZEKJslERERERCqYJBMRERERqWCSTERERESkgkkyEREREZEKJslERERERCqYJBMRERERqfg/va91oXynW2oAAAAASUVORK5CYII=", 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DKIpar4BCulG3g54+u+tpukabPnUZt7x2ADTEfREREem8LbW/vz+uX7+OxYsX45dffsGaNWtgZWUFT09PLF26FB9//LGs7caNG+Hu7o6tW7di3759cHJywsyZMxEYGKhXsE5OTli7di0WLlyIUaNGoaioCCdPnlSbJDdo0AARERGYPn06Vq5cidzcXHh6euLXX3/VazYbADZt2iSXtJ48eRInT54EAHTs2FFjCcfIkSMxZ84c5OTkaFVHHRQUpNebClWioqIAFG8OU5qPj49cktyrVy/s3bsXwcHBmDRpEhwdHTFr1izMmTNH4drdu3ejY8eO8PDwMFisRERERKYgiLo8GUcGkZ6eDnd3d4SEhGDUqFGmDscgEhMT4ebmhl27duk0k3z16lV4e3vjypUrajdYISIiKigogKWlJfLz82FhYWHqcCqYK6YOoILT/RNEnWeSqexq166NadOmYfHixRgxYkS5bmZiLMuXL0fLli1ZalEBTFi6A6mZ2Qbpy6GWLVZ/PsSoY6gbh4iIyFSYJJvI9OnTMX36dFOHYTDffPONqUOgf6RmZiM5PavSj0FERGRKTJKJqhhDrtSgqi9DrwbB1SWIiKiiYZJMVMWUR9kCSyOIiKiqq/zFsEREREREBsYkmYiIiIioFCbJRERERESlMEkmIiIiIiqFSTIRERERUSlMkomIiIiISmGSTERERERUCpNkIiIiIqJSmCQTEREREZXCJJmIiIiIqBQmyUREREREpZibOgAiIiIiXRTmZUOQWhilb4mZOSTmlkbpmyoXJslERERUKUgL8wEAz+5dhoWFYVMY85Q7sEi5jcJXuqP2a+8wUSYmyURERFQ5SIsKARTP9ppZ2RqsX7PUB6hxfTMgLYT49wWImTFA03eBuh4GG4MqHybJREREVKkI5pYws7AyTGeFuahx43sIEAFBAkgLILnxI3BzN/BKF8B3JmDGdKk64oN7REREVG1Z3foRQvZT5SfvHwMubSzfgKjCYJJMRERE1ZJZ0k1YPDqjvtH1H4Hk++UTEFUoTJKJiIio+pEWwurmTs3tRClwfhUgisaPiSoUFtkQkUx+ViqSbpxAXtoTWNk3QP2WnWFZ06HajE9E1Yf54wuQPH+iXeP4a8BffwAubxk3KKpQmCQTEQAg5c8/cGfPQojSQgiCBKIoxcNT29EsYBbqNG5rsHFUJcLlNT4REUQpLO8f1u2aC2uAl9oCEn4IX13wJ01EyM9KLU5QiwoAUYQoLSr+b1EBboctQH5WqkHGSfnzD1xaOQJxJ7Yg8dpviDuxBZdWjkDSjRPlMj4REQCYJ0ZqP4tcIjUO+FPHxJoqNSbJRISkGycgSguVnhOlhUi6caLMY6hLxP/cv8zo4xMRAQBEERYxv+l37eUtwD8bmlDVxySZiJCX9gSCoPyvA0GQIC9NxxkXJdQl4hClAASjjk9EBABmz+7BLPWBfhc/fwrcOWDYgKjCYk0yEcHKvgFEUar0nChKYWXfQO312jxwV5KIi2KRYgeC8E+irN/4RETasrx/qGwdRO4AmvYCuG11lcckmYhQv2VnPDy1vbgUohRBYo76nu+ovFbbB+7UJeIQ/9npSsl5TeMTEWlLkvYQZkk3y9bJ86fA3UNA8z4GiYkqLpZbEBEsazqgWcAsCGYWgCBAkJgV/9fMAs0CZsGyhr3S63R54K9+y84QJMrflwtmFmjsP0Xn8YmIdGEZY6AH765tBwpyDNMXVVicSSYiAECdxm3xxqQt8mUTnu+oTVC1eeDvpXYfAPg3Eb8dtkBu1lmQmMtmnR3cXtdpfCIibQnZyTBPuGqYzp4nA9d+ANp+bJj+qEJikkxEMpY1HWRJrTbU1Rkre+BOUyKu6/hERNqyfBCu8tkHvUTtAl55B6jjbrg+qUJhuQUR6U2fB/5KEmGPdyfgpXYfcKaYiIxOyMuExaMzhu1UWgicDgGkBky8K4m0tEyMGTMfjo5dUKNGR/j5jcXVq3d07qegoBCvvdYfgtAGS5ZsVzifkJCMMWPmw83NHzY2HeDh0RtTp/4PKSlpBrgLzZgkm0hISAiaNm0KaRX5wzVjxgy8+eabpg6DypnaOmM+cEdEFYTl/YNAkfr1jR89y8PWC8lYdToJWyKe4NGzXM0dJ90Gbu01UJSVg1QqRc+ek7Fjx2/45JMBCAn5FElJqfD1HYt79x7p1NfKlbvw6FGi0nNZWdlo124E9u07iY8+6omVK7/Ee+91wKpVP6FLlwnlkj9VyCRZEAStvk6dOlXmsbKzsxEUFKRTX/Pnz4e/vz8aNGgAQRAQFBSk05gZGRlYtGgRpk+fDskL21uW3NfSpUsVrtm6dSsEQcDly5d1GkuZvXv3YuDAgXB3d4etrS2aNGmCzz//HGlpaUrb79+/H61bt4a1tTVcXFwQGBiIwkL5OtTPPvsMUVFR2L9/f5njo8pD3wf+iIjKiyT9ESxiVW9IdPFhFvqs+xOvBF/Hxzvj8MXPjzFq+z24/vci/FffxKW4TPUDXNoIZCQYOGrT8fUdg+HDg1SeDws7joiI69i6NRCBgWMwceIAnDq1DmZmEgQGrtN6nKSkZ/j6642YPn2Y0vP79/+Ohw8TsHVrEIKDx2L06D5YuXIaZs4cgcjIPxEV9aeut6azClmTvH27/JT7999/j/DwcIXjzZo1K/NY2dnZCA4OBgD4+vpqdc3s2bPh5OSE119/HUeOHNF5zM2bN6OwsBCDBw9Wen7x4sUYP348bG1tde5bG2PGjEHDhg0xdOhQuLi44MaNG1i1ahUOHTqEq1evwsbGRtb28OHD6NOnD3x9fbFy5UrcuHED8+bNQ1JSEtasWSNr5+TkhN69e2PJkiXw9/c3StxUMenzwB8RUbnIfw7rK+tU1iLvi3qGIVseQIQIUSw+Jv3nv6IIHLr5DIdvpuLHj5uh3+v1lI9RkAOcmAf0WlYt1k4OCzuOBg3qol+/zrJjjo4OGDCgC3744TDy8vJhZaX5dZgxYyWaNGmEoUPfxZw5axXOZ2RkAQAaNKgjd9zZuS4AwMbGuiy3oZUKmSQPHTpU7vsLFy4gPDxc4bipxMbGwtXVFcnJyXB0dNT5+i1btsDf3x/W1oo/YC8vL0RGRmLt2rWYOnWqIcJVEBYWpvCGwNvbG8OGDUNoaChGjx4tO/7FF1/A09MTR48ehbl58a+LnZ0dFixYgMmTJ6Np06aytgMGDED//v3x4MEDuLvzQYaKSNOmH9psCqKqjboH7rTpV5d2xlbWOMryOhKRgRTmwubit5A8V75j58WHWRiy5QGKpCJEFV0USQEBIgZuuI2IaV54w7WW8oZPbgInvgY6z6nyifK1a3fRunUTuU/CAaBt2+ZYv34f/vzzEVq2fEVtHxcv3sS2bQdx9uxGCILy3Vbffrs1JBIJJk9egqVLp+Cll+rj+vV7mD9/C/r08UXTpq6GuiWVKmS5hTakUimWL1+O5s2bw9raGg0aNMDYsWORmpoq1+7y5cvo3r076tWrBxsbG7i5uWHkyJEAgLi4OFmSGxwcLCt30FQ+4erqqnfcsbGxuH79Orp06aL0fIcOHdC5c2eEhIQgJ8c4azAqmzHv27cvAOD27duyY9HR0YiOjsaYMWNkCTIATJgwAaIoIiwsTK6Pknv65ZdfjBA1lVXKn3/g0soRiDuxBYnXfkPciS24tHIEnt27qNV5bdvoOm5Z+jaGssZhrNeRiLQn5GXC5sL/YJYao7LNwiPxxTPIGvoSAYgQMe/QQ/UNY88Av35apUovlElISIazs+Ksesmx+Pinaq8XRRGTJi3GwIFd0a6dp8p2r73mjvXrZyE6Ohbt2o3Ayy/3RM+en+Gdd97A7t3flO0mtFRpk+SxY8fiyy+/RIcOHbBixQqMGDECoaGh6N69OwoKincNS0pKQrdu3RAXF4cZM2Zg5cqV+PDDD3HhwgUAgKOjo6xkoG/fvti+fTu2b9+Ofv36GS3uiIgIAEDr1q1VtgkKCsKTJ0/kyhmUycvLQ3JyslZfmiQmFhfO16v37y/+tWvXAABt2rSRa9uwYUO89NJLsvMlateuDQ8PD5w7d07jeFS+NG368fxJnMZNQXTZOETbcUuu0advU7xOmuLQ5vqKcq9EVZIohXn8Zdj+Hgyz1Acqmz16loeDt9JRpOWzX0VS4NcbzzQ/zJd0GwgbCUTuBAq0ePDPxAoKCpGcnCb3VVBQiLy8fIXjJQ/K5eTkKS2nsLa2kp1XZ+vWX3Hjxn0sWjRJY3z/+U99tG3bHMuXf459+5Zg6tQPERp6GDNmrNLjbnVXIcstNDl79iw2btyI0NBQDBkyRHbcz88PPXr0wO7duzFkyBBEREQgNTUVR48elUv05s2bBwCoUaMGAgICMH78eHh6epZLOcedO8VLpLi5uals06lTJ/j5+clqk1+sEX7Rzp07MWLECK3GFUX175UXLVoEMzMzBAQEyI4lJBS/G3Z2dlZo7+zsjPj4eIXj7u7uiI6OVjlOXl4e8vL+/QOUlZWlMXYqO02bfsSd3KpxU5CS/6+uTemSC203G9FlUxJjKmsc2lxf8v/1HYOIALEwH0UF/6QwRQUwT42B+dObsEi8Bklu8RvNN5dE40lGgdLrn+dLoeGfRcUxRcBr3lXYWqqfX3Sys8TlWdlAZCjwShfA7W2gQYsKWYZx7lwk/PzGKRyPiLiOXbuOyh2Ljd0PV9eGsLGxQl6e4kohubnF/7bb2FipHC8jIwszZ36HL7/8CC+/7KQxtl69puDChS1o0+Y1AECfPr6ws6uB4OANGDnSH6+9ZtzSzkqZJO/evRu1a9dG165d5WZJvb29UbNmTZw8eRJDhgyBvb09AODAgQNo1aoVLCwsTBTxv1JSUmBubo6aNWuqbRcUFAQfHx+sXbsWU6ZMUdqme/fuCA8PL3NMO3bswKZNmzBt2jQ0btxYdryk3MPKSvEX3traGhkZGQrHHRwcFGaYX7Rw4ULZg5IlfHx8lCbiZDgaN/1IT9JqUxBdNg7Ratx/rtF1UxJjKWsc2l5fEe6VqMIq+udNpCABBKE4OxWlgFgESVFxIibmpEDMfQpJfiYk2U8BaSEKLWuj0MVX1k1i9p+IT882aGip2YVI1dSlVS2g4wv/bqc9AjITAXsXoGYDwMK6+N7MrQGJmUHj01WrVq8iPPw7uWOff74cTk518eWX/yd33Mmp+IE5Z+d6SEhQ/IS65FjDhqqf1Vqy5Afk5xdg4MCuiIsrnmh7/DgJAJCamoG4uHg0bOgIS0sLrFu3Fw0a1JElyCX8/d9GUNB6RERcZ5KszL1795Ceno769esrPZ+UVPyC+/j44IMPPkBwcDCWLVsGX19f9OnTB0OGDFGa+FUkb7/9Nvz8/BASEoJx4xTf5QHFs7llTS7PnDmDUaNGoXv37pg/f77cuZIZ7Bdnfkvk5uYqneEWRVFlET4AzJw5U+GBRCsrqwr/86jsNG76Ubs+spOVr2/54qYgum4cou1mI/psSmIMZY1D2+srwr0SVVhmpVITQUBxdag5JLbFD7c6NH9H48SXU6MwCNbK33Q+f56tctlTdRwcHDSuPOXk5AQ076Nz36bg4GCHLl3eLHWsFpyd6ykcL+Hl9SrOnImEVCqVe3jvjz9uwdbWGq++6qJyvEePEpGamoHmzQconFuwYAsWLNiCa9dC4eXVBE+ePEORknqYgoLiN1Gll6I1hkqZJEulUtSvXx+hoaFKz5c8jCcIAsLCwnDhwgX8+uuvOHLkCEaOHImlS5fiwoULGmdzjaFu3booLCxEZmYmatVS8ZTsPwIDA+Hr64t169bJZsVflJOTg/T0dK3GdXJS/FgjKioK/v7+aNGiBcLCwuQezgP+LbNISEjAyy+/LHcuISEBbdu2VegzNTVVrq65NCbEplG/ZWc8PLW9uA62FEFiDtfOI5AWG6nyfH3PdwBRVNuHso1DNI1bco227YytrHFodb0eryMRyTO3soW5hiT5ypWrKs89evQIrq6uGksRXyQIAiIjI+HiojoJrA4CAt5BWNhx7N17AgEBxQ/sJyenYffuY3j//U5y9coxMY8BAB4eLwEAPv10EPr08ZXrLynpGcaOXYDhw99H794+cHP7DwDg1VddcPToBZw6dRm+vv+WzO7cWbz07uuvN4WxVcoH9zw8PJCSkoIOHTqgS5cuCl+tWrWSa//WW29h/vz5uHz5MkJDQ3Hr1i3s2rULANTOehpDyZJpsbGxGtv6+PjA19cXixYtUrrSxY8//iibTdb0VVpMTAx69OiB+vXr49ChQ0rfMHh5eQGAwgYm8fHxePz4sez8i2JjYw2yfjUZlqZNP2rUb6RxUxB9Ng7R9pqKsilJWePQ5vqKcq9E1ZmLiwt69eoFMzPtyh3MzMzw/vvvV/sEGShOkt96qyVGjPgaX3+9AatX74av7xgUFUkRHDxWru0774zHO++Ml33funVT9OnjK/fVrdtbAIDmzd3Rp48vatcuzkc++WQAatSwwfvvT8WsWd9h3bo9GDLkv1i+fCe6dn0Tb77Zwuj3WilnkgcMGIDVq1dj7ty5WLBggdy5wsJCZGVlwd7eHqmpqbC3t5dLhEsSu5ISgpKPTfT52EUf7dq1A1CceHp6ql76pERQUBB8fX2xfv16hXP61iQnJiaiW7dukEgkOHLkiMq1nps3b46mTZti/fr1GDt2rOwvkzVr1kAQBLmH/AAgPT0dMTExGD9+vLLuyMQ0bfqhzaYg+mwcou01FWVTkrLGYazXkYgM66uvvsLhw4chCILaGeWS5WFnz55djtFVXGZmZjh0aAW+/HIFvv12F3Jy8vDGG69h69YgNGniarBxmjRxxZUr2zF79hr88MMhJCamoGFDR3zxxf8pJOPGIoi6fNZgIp988gm+++47uV/icePGYd26dXj33XfRrVs3WFhY4N69e9i9ezdWrFiBgIAALF++HKtXr0bfvn3h4eGBzMxMbNiwAQkJCYiMjJStMNG8eXM8e/YMX331FerUqYMWLVqgRQvV71C2b9+Ohw8fIjs7GwsXLoSfnx86dy7eeeb//u//0KhRI7X307JlS7Rs2RI7duyQOy4IAiZOnIhVq+SXNvH19cXp06cBAJcuXVJYkk1XXl5eiIqKwrRp09CyZUu5cw0aNEDXrl1l3x84cAD+/v7w8/PDoEGDcPPmTaxatQqjRo1SSNz37NmDgIAA3L9/Hx4eHmWKkYiIqLSCggJYWloiPz/fIA/j7927FwMHDoQoiigqUnyY1szMDIIg4KeffpLtJ1BxXTF1ABWct85XVNokGQA2bNiAdevWITo6Gubm5nB1dcW7776Lzz77DM7Ozrh27RoWL16Mc+fO4cmTJ6hduzbatm2LoKAgeHv/+2KdP38ekyZNwo0bN5Cfn4/AwEC1G4q8mLSWdvLkSY3bWy9btgxz5sxBUlKS3MNvqpLkU6dOwc/PD4BhkmR1JSY+Pj44deqU3LGff/4ZwcHBuH37NhwdHTF8+HDMmTNH4S+oQYMG4e+//8aZM2fKFB8REZEyhk6SgeJ/V+fOnYsDBw5AFEVIJBJIpVIIgoD3338fs2fPxhtvvGGQsYyLSbJ6VTRJrmrS09Ph7u6OkJAQjBo1ytThGERiYiLc3Nywa9cu9O7d29ThEBFRFWSMJLnEo0ePcOLECWRkZMDOzg6dO3euZDXITJLVY5JcaSxatAhbtmxBdHS0wv7nldGMGTNw4sQJXLzIbXWJiMg4jJkkV35MktVjkkxERhC5abLRtku2rOkAr1ErynVMdeMSUcXFJFkdJsnq6Z4kV8rVLYiofOVnpSI/M6XKj0lERFSCSTIRaWRZ06Hc+zbmmOXRPxERVW4styAiIqJKgeUW6rDcQj3dyy0q/xNjREREREQGxiSZiIiIiKgUJslERERERKUwSSYiIiIiKoVJMhERERFRKUySiYiIiIhKYZJMRERERFQKk2QiIiIiolKYJBMRERERlcIkmYiIiIioFCbJRERERESlMEkmIiIiIiqFSTIRERERUSlMkomIiIiISmGSTERERERUCpNkIiIiIqJSmCQTEREREZVibuoAiIgMITUrFcdvHMeTtCdoYN8A77R8Bw41HUwdFhERVVKCKIqiqYMgIuOqrAmktnH/8ecfWLBnAQqlhZAIEkhFKcwl5pgVMAtvNn7TBJETkTEUFBTA0tIS+fn5sLCwMHU4FcwVUwdQwXnrfAWTZKIqrrImkNrGnZqViuErh6OgqEChDwszC2ydtLVSvCEwpMr6pohIEybJ6jBJVo9JMhG9oCInkOoSOV3iDjsfhi0ntkDZX2WCIGBk55H4oN0Hxr2ZCqQivili0k6GwiRZHSbJ6umeJLMmmagKO37jOAqlhUrPFUoLceLGCZMkkMoSue2ntssSOV3ifpL2BBJBgiKxSKGtRJAgMS3RqPdSkaRmpWLBngWyNxclr0lBUQEWhC0wyZsiTT9rIqKKiqtbEFVhJQmkMqZKIF9M5ERRRJG0CKIoyhK51KxUneJuYN8AUlGqtK1UlMLJ3sko91ERafPmojxp87MmIqqomCQTVWEVMYHUJpHTJe53Wr4Dc4nyD8XMJeZ4x/OdsgddSVS0N0UVLWknItIFk2SiKqwiJpDaJHK6xO1Q0wGzAmbBwswCgiDATGIGQRBgYWaBWQGzYF/D3hi3USFVtDdFFS1pJyLSBZNkoiqsIiaQ2iRyusb9ZuM3sXXSVozsPBI9Xu+BkZ1HYtun26pdzWtFe1NU0ZJ2IiJdcHULomogNSsVJ26cQGJaIpzsnfCO5zsmm2HVtHLFtk+3yWKrSHFXFn/c+wMLwirG6ha6/KyJtMHVLdTh6hbqcQk4IqoEKlIiVxVVpDcX/FmTITFJVodJsnpMkvUWFxcHNzc3bNmyBcOHDzf6eCEhIdi8eTOio6MhkVT+qpcZM2bg5MmT+OOPP0wdClUSFSmRI+Piz5oMhUmyOkyS1dM9SdYrO4uJicHYsWPh7u4Oa2tr2NnZoUOHDlixYgVycnL06VIr0dHRCAoKQlxcnNHG0OTOnTuYNm0avLy8UKtWLTg7O6Nnz564fPmy1n1kZGRg0aJFmD59ulyCLAgCBEHA0qVLFa7ZunUrBEHQaRxV9u7di4EDB8Ld3R22trZo0qQJPv/8c6SlpSltv3//frRu3RrW1tZwcXFBYGAgCgvln1j/7LPPEBUVhf3795c5PqoeHGo64IN2H2DiuxPxQbsPmDRVYfxZE1FlpHOSfPDgQbRs2RI//fQT3n//faxcuRILFy6Ei4sLvvzyS0yePNkYcQIoTpKDg4NNmiRv3LgRGzZsQJs2bbB06VJMnToVd+/exVtvvYVjx45p1cfmzZtRWFiIwYMHKz2/ePFiZGdnGzJsOWPGjMHt27cxdOhQfPvtt+jRowdWrVqFdu3aKbzJOXz4MPr06QN7e3usXLkSffr0wbx58zBp0iS5dk5OTujduzeWLFlitLipckvNSkXY+TB8d/g7hJ0P4xq5RERUoem0415sbCwGDRqERo0a4cSJE3B2dpadmzhxIu7fv4+DBw8aPEh9iKKI3Nxc2NjYGLTfwYMHIygoCDVr1pQdGzlyJJo1a4agoCB06dJFYx9btmyBv78/rK2tFc55eXkhMjISa9euxdSpUw0ae4mwsDD4+vrKHfP29sawYcMQGhqK0aNHy45/8cUX8PT0xNGjR2FuXvzrYmdnhwULFmDy5Mlo2rSprO2AAQPQv39/PHjwAO7u7kaJvaoz5Pa9uvZliLFV9aHLrmv6xKHNNWW5P2P3bwimHr+ixUFEVFY61SSPHz8ea9euxblz59C+fXuN7QsLC7Fw4UJs3boVjx8/hrOzM4YMGYLAwEBYWVnJ2rm6uqJFixaYMWMGpk6diuvXr6Nhw4YICgrCRx99BKC43GDEiBEKY5w8eRK+vr6yPiZNmoT//ve/uHnzJr755ht89tlnePDgAaZPn47jx48jNzcXnp6e+Oqrr9CzZ09ZP2WtSf7ggw9w6tQppKSkqG0XGxsLd3d3bN26FcOGDZM7JwgCJk6ciNu3b+PWrVuIjY2VJfkl93/p0iW0adNG5/g0yczMhJ2dHaZOnSor94iOjkbz5s3x3XffYcKECbK28fHx+M9//oO5c+di9uzZsuPp6elwcHDA0qVLMWXKFIPHWNUpSyT1fcBJ174MMbaqPj7t9Sm+PfCtyhUOXtwqWZ84tLmmLPdn7P4NwdTjV7Q4qOpiTbI6rElWz8g1yb/++ivc3d21SpABYPTo0ZgzZw5at26NZcuWwcfHBwsXLsSgQYMU2t6/fx8BAQHo2rUrli5dCgcHBwwfPhy3bt0CALz99tv49NNPAQCzZs3C9u3bsX37djRr1kzWx927dzF48GB07doVK1asgJeXF548eYL27dvjyJEjmDBhAubPn4/c3Fz4+/tj3759uty+WomJiahXr57GdhEREQCA1q1bq2wTFBSEJ0+eYM2aNWr7ysvLQ3JyslZf2sQPQO4erl27BgAKSXnDhg3x0ksvyc6XqF27Njw8PHDu3DmN45E8Q27fq2tfhhhbXR/L9i/Tatc1feLQ5pqy3J+x+zcEU49f0eIgIjIUrZPkjIwM/P3332jZsqVW7aOiorBt2zaMHj0au3fvxoQJE7Bt2zZ88cUX+Pnnn3Hy5Em59nfv3sXu3bsxf/58TJw4Eb/99hssLS2xZcsWAIC7uzs6deoEAOjatSuGDh2KoUOHokGDBrI+7t+/j507d2LhwoUYO3YsfH198c033+DJkyc4dOgQ5s2bhylTpuDs2bNo1KgRpk6dCqlU+UL3ujhz5gzOnz+PgQMHamx7584dAICbm5vKNp06dYKfnx8WL16s9kHInTt3wtHRUasvTRYtWgQzMzMEBATIjiUkJACAXFlNCWdnZ8THxyscd3d3R3R0tMpx8vLykJGRIfeVl5enMb6qzpDb9+ralyHGVteHVJRCgKD03Iu7rukThzbXlOX+jN2/IZh6/IoWBxGRoWhdk5yRkQEAqFWrllbtDx06BAAKdbWff/45lixZgoMHD8LPz092/LXXXpMlwQDg6OiIJk2a4MGDB9qGCDc3N3Tv3l0hjrZt26Jjx46yYzVr1sSYMWMwc+ZMREdHo0WLFlqPUVpSUhKGDBkCNzc3TJs2TWP7lJQUmJuby9U0KxMUFAQfHx+sXbtWZelC9+7dER4erlfcL9qxYwc2bdqEadOmoXHjxrLjJQn6i6UxJaytrWW/Ey9ycHBQmGF+0cKFCxEcHCx3zMfHBzt37lSajFcXJdv3FolFCud03b5X174MMba6PgRB0GrXNX3i0PYafe/P2P0bgiF/d6pCHERkWvn5BXj2LF3umKOjA8zMzEwUkf60TpLt7OwAFNeuauPhw4eQSCR45ZVX5I47OTnB3t4eDx8+lDvu4uKi0IeDgwNSU7X/iE7Z7OzDhw/x5puKtXAlZRoPHz7UO0l+/vw5evXqhczMTJw9e1Zj4quLt99+G35+fggJCcG4ceOUtnF2di5zYnnmzBmMGjUK3bt3x/z58+XOldRDK5vpVfVQpCiKEATls4YAMHPmTLk3TpGRkfDx8UFCQkK1TpINuX2vrn0ZYmx1fYiiKKtPLe3FrZL1iUOba0SIet+fsfs3hIqy9XNFiYOITCsiIgp+fvJ5S2zsfri6NjRRRPrTutzCzs4ODRs2xM2bN3UaQF3C9CJV7zB02evE0CtZqJOfn49+/frh+vXr+OWXX7ROtOvWrYvCwkKt3mwEBgYiMTER69atU3o+JycHiYmJWn0pExUVBX9/f7Ro0QJhYWGy1StKlCStJWUXL0pISEDDhoq/8KmpqWprs62srGBnZyf7MuQbi8rsnZbvwFyi/D3ri4mkMfoyxNjq+rAws8BU/6mwMLOAIAgwk5hBEARYmFlgVsAs2Zq5+sShzTVluT9j928Iph6/osVBRKbVqtWrCA//Tu7LyamuqcPSi04P7vXq1QsxMTE4f/68xraNGjWCVCrFvXv35I4/efIEaWlpaNSokW6RQvuEu3Qcd+/eVTheUhusTxxSqRQfffQRjh8/jh07dsDHx0fra0uWTIuNjdXY1sfHB76+vli0aJHS2uQff/xRNpus6au0mJgY9OjRA/Xr18ehQ4eUJqteXl4AoLCBSXx8PB4/fiw7/6LY2Fi5hylJOw41HTArYJbGRNIYfRlibE19dG7ZGVsnbcXIziPR4/UeGNl5JLZ9uk1uxQN94tDmmrLcn7H7NwRTj1/R4iAi03JwsEOXLm/KfVlbK5ZtVgY6LQEXExODVq1aydZJfvGhuZLzBw4cwOTJkxEVFQUvLy+MGTNGbiZ0+vTpCAkJwYkTJ2Q1ySXLtx04cECuv5K1fE+dOgUA+O233/Duu+9i37596NOnj1xbVX1MmTIFy5cvR0REBNq1aweguEzC09MTUqkUMTExkEgkOi0BN3HiRKxevRrr1q3DmDFjtHnpZB48eAAPDw9s2rQJI0eOlDtXsgTcqlWrZMdOnz4NX19f2frJLy4Bl5CQIFv9Q5MX129OTExEhw4dkJubi3PnzsHV1VXldc2aNYOVlRWuXLkim+3/6quvMH/+fNy6dUsuIS5ZAm7JkiVar/F89epVeHt748qVK2pX/KguDLl9r659GWJsU/WhzTVlic3Y/RuCqcevaHFQ1cQl4NThEnDq6b4EnE6biXh4eGDHjh0YOHAgmjVrho8++ggtWrRAfn4+IiIisHv3blmC2apVKwwbNgzr169HWloafHx8cPHiRWzbtg19+vSRe2hPW15eXjAzM8OiRYuQnp4OKysrdO7cGfXr11d5zYwZM7Bz5068++67+PTTT1GnTh1s27YNsbGx2LNnj9y20NpYvnw5Vq9ejXbt2sHW1hY//PCD3Pm+ffuiRo0aKq93d3dHixYtcOzYMYUkWRkfHx/4+Pjg9OnTCuf0rUnu0aMHHjx4gGnTpuHs2bM4e/as7FyDBg3QtWtX2feLFy+Gv78/unXrhkGDBuHmzZtYtWoVRo8erTBjfOzYMYiiiN69e+scExUr2b7XFH0ZYmxT9aHNNWWJzdj9G4Kpx69ocRARlZVOSTIA+Pv74/r161i8eDF++eUXrFmzBlZWVvD09MTSpUvx8ccfy9pu3LhRtnHGvn374OTkhJkzZyIwMFCvYJ2cnLB27VosXLgQo0aNQlFREU6ePKk2SW7QoAEiIiIwffp0rFy5UraZyK+//iq3mYi2IiMjAQDnz59XWnYSGxurNkkGinfomzNnDnJycrSqow4KCtLrTYUqUVFRAICQkBCFcz4+PnJJcq9evbB3714EBwdj0qRJcHR0xKxZszBnzhyFa3fv3o2OHTvCw8PDYLESERERmYJO5RZkGOnp6XB3d0dISAhGjRpl6nAMIjExEW5ubti1a5dOM8kstyAiIm2x3EIdlluoZ+Qd98gwateujWnTpmHx4sUG2cykIli+fDlatmzJUgsiIiKqEjiTTCbFmeSK49NNn1b6rYMdajrg21HfKhyv7Pem6r6IqhvOJKvDmWT1jPzgHhFVXalZqUjJTDF1GEZRle+NiIiMg0kyEQEonq2s7FTdQ2W/t8oePxFRZcQkmYgAoEp/nF+V742IiIyDD+4REREREZXCJJmIiIiIqBQmyUREREREpTBJJiIiIiIqhUkyEREREVEpTJKJiIiIiEphkkxEREREVAqTZCIiIiKiUpgkExERERGVwiSZiIiIiKgUbktNRERUARXl50NaVGTqMCqUgoICU4dA1QiTZCKSyU1Lw8PTp/E8KQk16tdHIx8fWNvbmzosompDFEXkx8YiNzYW6Q9iUWRlBYlTAwi2tqYOrUIoKCwEUPwGwsLCwsTRUFXHJJmIAADxly/j/NKlkBYWQpBIIEqluLlrF9p9/jkatmlj6vCIqjRRFPH87Dmk/fQjCuITIEqlKMjOBgQBgiBAqFsHZm7uMG/+Gsw8PCBIqme1ZFFODgBwhp3KBZNkIkJuWlpxgvzPR5niP/8ASQsKcH7pUvRcs4YzykRGUpSejuTVq5F9+YrCOUEQAEGA+CwVhc+uoPDKFZg5OcGmXz+YuzYyQbSmVTKTTFQequdbUSKS8/D0aUhV/OMjLSzEw9Onyzkiouoh59Yt/P3Fl0oTZFWKEhORtXYN8iLOGzEyIuJMMhHheVJScYmFko8wBYkEz5OSTBAVUdUl5ucjddePSN+/HxBF3TuQisj5+WegqBBWnToZPD4iYpJMRABq1K8PUSpVek6USlGjfv1yjoio6sr9808kr1yFgvj4MveV8+sBCLVrw9LT0wCREdGLWG5BRGjk4wOJufL3zBJzczTy9S3fgIiqqIzfjiBh9lcGSZBL5Pz4E4oM2B8RFeNMMlVKXKpM82ugy2tkbW+Pdp9/rrC6hcTcHO0+/xzWtWuXz00RVWFpYWFI3bnL4P2KBQV4/sMPqDVpEgQbG4P3T1RdCaKoTzEUkWFcvXoV3t7euHLlClq3bq3VNcqWKitJ5qrLUmWaXgN9XyOFxNrXlwkykQFkHDqElE2btW5fsgScIJEAgqDVNRaeLWH74YfFK2JUUTnPn8P1rbfwPD0dtnZ2pg6ngtH+4c/qyVvnK1huQZWK3FJlolj8oJkoypYqy01LM3WIRqfpNUh/+FDv18ja3h5NevdG648/RpPevZkgExlA9qVLSNm8xejjFFy/gfxz54w+DlF1wSSZKhUuVab5NbgeGlrtXyOiiiI/Lg5Jy1fot4KFHnIOHEDh/fvlMhZRVcckmSqVkqXKlCmPpcpy09Jw95dfcHXDBtz95ReTzFxreg2ynz416WtERMUKU1PxZOE3EHNzy29QqYjn239AUUJC+Y1JVEXxwT2qVEy5VJmxtm3W9SFETa+BraMjMh4/Vnmey7kRGZ80Lw9J3yxCYXJyuY8t5uTg+YYNqPHxxzBzdi738YmqCs4kU6ViqqXKjFULHX/5Mg6OH4/rP/yAB8eO4foPP+Dg+PGIv3xZ5TWaXgPPoUN1eo0qwuw4UVUiFhXh6f+WIc+EZQ/SrOfIWrOWpRdEZcAkmSqVkqXKJBYWgCBAMDMDBAESCwujLlVmjFpofRNvTa9BbRcXrV8jfZJ0IlJNlEqR/N1qZFeAP0Nibi6eb9yEvPPcvppIHyy3oEqnYZs26LlmTbkuVWaMbZu1Sbyb9O6t9Lym10Cb10guSQdk91aSpPdcs6barT1NVBZiYSGSV69G1unfTR2KjCiVImffz5AmJMK6t3/xm2Yi0gqTZKqUSpYqKy/GqIUua+Kt6TXQdL4sSfqLuLELEVCUmYmk//0PuddvmDoUpfIuXEBRSgpq/N9QCNbWpg6HKpGEhGSsWLETf/xxE5cv30ZWVjZOnlwLX1/tnsXZt+8k1q7dgxs37iMlJR2Ojg54660WCAoagxYtXpFrm5ubh2XLdmD79kOIi4uHg4Md2rf3RFDQGDRv7mGM21OL5RYmEhISgqZNm0KqIvGqbGbMmIE333zT1GEYjTFqoU35ECJgmJVCWK5BBORcv46/P//cYAny39nZCHv4EN8/fIg9jx8jPifHIP0W3ruHrLXrIM3MNEh/VD3cvRuHRYu24e+/n6Jly1c0X1DKjRv34eBQC5MnD8Lq1dMxfvwHuHbtLtq2HYaoqD/l2n744WzMmbMWvr7e+PbbLzF2bD/8/vs1tGs3Eg8flv+KLRUySRYEQauvU6dOlXms7OxsBAUFad3XnTt3MG3aNHh5eaFWrVpwdnZGz549cVmHpCAjIwOLFi3C9OnTIXkhSSm5r6VLlypcs3XrVgiCoNM4quzduxcDBw6Eu7s7bG1t0aRJE3z++edIU1EDu3//frRu3RrW1tZwcXFBYGAgCkvNQH722WeIiorC/v37yxxfRWSMWmhTPYRYoqxJOjd2oepOmpOD5PUbkBj8NYpSnpW5v6hnzzA64hze/u0wpl+7im/u3sGsmzfQ+dRJjLtyGdcN8GeqKD4eWd+tRtHTp2Xui6oHb+9mSEk5jj//3IupU4fofP2cOR9j166FmD59OEaN6oP//ncUIiI2o6CgEGvWhMna/f13EvbuPYnPPhuC1atnYPToPv9cuwCZmc+xd+8JQ96WVipkucX27dvlvv/+++8RHh6ucLxZs2ZlHis7OxvBwcEAAF8tkpKNGzdi06ZN+OCDDzBhwgSkp6dj3bp1eOutt/Dbb7+hS5cuGvvYvHkzCgsLMXjwYKXnFy9ejPHjx8PW1lane9HWmDFj0LBhQwwdOhQuLi64ceMGVq1ahUOHDuHq1auwsbGRtT18+DD69OkDX19frFy5Ejdu3MC8efOQlJSENWvWyNo5OTmhd+/eWLJkCfz9/Y0St6kZuha6JPFWtX20sXe7a+Tjg5u7dslqkl+kTZJuqHINosoo+9o1pKxbj0IDJZu//f03Pr34B0QAJduOlLyFFQH8/vQpzjx9imVer6Obk1OZxpI+e4asVd/BduAAWLz2Wpn6oqqvVq0aBu+zfv06sLW1Rlrav59qZGZmAwAaNKgj19bZuR4AwMbGyuBxaFIhk+ShQ4fKfX/hwgWEh4crHDeFwYMHIygoCDVr1pQdGzlyJJo1a4agoCCtkuQtW7bA398f1krqwry8vBAZGYm1a9di6tSpBo29RFhYmMIbAm9vbwwbNgyhoaEYPXq07PgXX3wBT09PHD16FOb/zHra2dlhwYIFmDx5Mpo2bSprO2DAAPTv3x8PHjyAu7u7weM2RO2rLn2oaluWxE9Zn7om3pruQd350ufajBuHy2vXapWkl7424/FjvWuqy/qzZB00mUrBkydI/SEUzyMiDNZn1LNn+PTiHygSRajal69IFCEAmBJ5DTvfagfPMv6+izk5eL51GyzbtIH1uz0gqVWrTP0RaZKWlomCgkIkJqZg+fIdyMh4jnfeaSs77+HxEl56qQGWLv0BTZo0wuuvN0F8/FNMm/Yt3Nz+g0GDupd7zBUySdaGVCrFt99+iw0bNiAmJga1a9dGnz598M0338DBwUHW7vLly/jvf/+LK1eu4Pnz53BycoKfnx82b96MuLg4uLm5AQCCg4NlM8qBgYEICgpSOq63t7fCsbp166JTp05alWzExsbi+vXrKhPgDh06oE6dOggJCcH48ePlZnUNRdmMed++fTFs2DDcvn1bdiw6OhrR0dH47rvvZAkyAEyYMAHz589HWFgYZs+eLTte8gbhl19+wZQpUwwasyE28tClD2NsHKKuT20Tb01xqTsPQOmstfe4cchLS1ObpCvrVxAEiCq22lVXrlHW19ZYm7oQqSJKpci7cwcZ4eF4fi4CUPLGsCxW3bkjN4OsMo5/vtbE3Mcab8P8rudfvoyC69dh2a4drN7uxGSZjOatt4bj7t2HAICaNW0xe/YojBr17799Fhbm2LNnEYYMmQ1//39zJG/vZoiI2AR7+/L/3ayQNcnaGDt2LL788kt06NABK1aswIgRIxAaGoru3buj4J+Pj5OSktCtWzfExcVhxowZWLlyJT788ENcuHABAODo6CgrGejbty+2b9+O7du3o1+/fjrHk5iYiHr16mlsF/HP7EPr1q1VtgkKCsKTJ0/kyhmUycvLQ3JyslZf2sQPQO4erl27BgBoUyrxaNiwIV566SXZ+RK1a9eGh4cHzp07p3E8XRii9lWXPoxRa1se95D+8KHK8xFLluD8kiVKz11ZuxaNfHzQ+uOP0aR3b6UzyMr6FaVSQEWSrKpco6yvA+ugqbyIRUXIuXkLKVu24q/x45Hw1Rw8//2MwRPkv7OzcSIxAUUq/iyVViSKOJmUZLCH+QBAzM9H3unTyFz4DbL37OWW1mQUW7YE4rffVmL16hlo1swVOTl5KCqSfy7GwcEOXl6vYsaM4fj55yVYsuQzxMXFo3//GcjNzSv3mCvlTPLZs2exceNGhIaGYsiQf4vI/fz80KNHD+zevRtDhgxBREQEUlNTcfToUblEb968eQCAGjVqICAgAOPHj4enp6fe5RxnzpzB+fPn5WZVVblz5w4AyGawlenUqRP8/PxktcmqZpN37tyJESNGaBWjqhm/EosWLYKZmRkCAgJkxxL++YvSWcm2ps7OzoiPj1c47u7ujujoaJXj5OXlIS/v31/0rKwsjbEbovZVlz6MUWtbHvdwPTRU5XmxsFDlLJWm8dWNCxSXVoiiqFVNdVlfB9ZBk7GIRUUo+Osv5N65g5wbN5B7/Qak2dmy8/4njiPZCP9IZxep/rOpigig99kzsDHAmsf1rKywt32H4n4LCpB/4QLyL1yApH59mL3iAUnD/0DiWA+SunUrxNJxyp6hIMPIzy/As2fpcsccHR1gZqC1tdu185T9/0GDuqFZs/4AgCVLPgMApKdnoVOnj/Hll/+Hzz//Nx9r06YZfH3HYsuWXzF+fADKU6VMknfv3o3atWuja9eucrOk3t7eqFmzJk6ePIkhQ4bA/p+arQMHDqBVq1awsLAweCxJSUkYMmQI3NzcMG3aNI3tU1JSYG5uLlfTrExQUBB8fHywdu1alaUL3bt3R3h4uF5xv2jHjh3YtGkTpk2bhsaNG8uO5/wzU2FlpVgsb21tjYyMDIXjDg4OCjPML1q4cKGsrKWEj4+P0kS8hCE28tClD2NsHFIe95D99KnK8xCE4v8qebOkaXy145qZwaVTJ9R++WWtaqrL+joY42dDVVtRWhqkefmAtOQTEBGQFkEsKIA0OxtF6RkoTEpCwd9/Q8zPBwAIEjPYeHnJ9ZNy/BgScw03e1tWGYWFyFDz5lVrFhaQvPBsyYuKnqWi6FnqvwdsbCA42ENiVxuoVROCjQ1gaQnBzBwwNwOsrCCU/F1jJCVvkiXcFMXgIiKi4Oc3Tu5YbOx+uLo2NPhYDg526Ny5DUJDD8uS5D17juPJkxT4+78t19bHxxt2djVw7lwUk2Rt3Lt3D+np6aivouYx6Z9/KH18fPDBBx8gODgYy5Ytg6+vL/r06YMhQ4YoTfx09fz5c/Tq1QuZmZk4e/asxsRXF2+//Tb8/PwQEhKCcePGKW3j7OysNrnUxpkzZzBq1Ch0794d8+fPlztXMoP94sxvidzcXKUz3KIoqv1LcubMmQr12FZWVmp/HoZYT1iXPoyxfnF53IOtoyMyHj9WfrGaTxI0ja9p3Novv6z17G1ZXwdTry1NlY+ZvT0MkU413LkDkn/K0gwpOzsbqampmhuW4mBvb5AVkBo0aIBGC+ZrblhBlJRTmllamjiSqqdVq1cRHv6d3DEnp7pGGy8nJw/p6f9+mvzkSfEyiqVLMERRRFGRVGHp2fJQKZNkqVSK+vXrIzQ0VOl5R0dHAMXrDoeFheHChQv49ddfceTIEYwcORJLly7FhQsXypTU5ufno1+/frh+/TqOHDmCFi1aaHVd3bp1UVhYiMzMTNTS8IBEYGAgfH19sW7dOtms+ItycnKQnp6ueKESTkqWDIqKioK/vz9atGiBsLAwuYfzgH/LLBISEvDyyy/LnUtISEDbtm1RWmpqqtrabE0JsTJlXapM1z4MMV5Zxte3D8+hQ5F044bS84K5OQRAaamCpvEN+XqUtS9j/GyItGGINeqVefToEVxdXTWWxL1IEARERkXBxcXFKDFVaCrWlqeyc3CwQ5cuZdsU7NGjRGRn56JpU1fZsaSkZ6hfX35Zt7i4eBw/fglt2vy7BOGrrxb/Pu/adQRBQWNlx/fvP43nz3Pw+utNyhSbPirlg3seHh5ISUlBhw4d0KVLF4WvVq1aybV/6623MH/+fFy+fBmhoaG4desWdu3aBQB6fTQklUrx0Ucf4fjx49ixYwd8fHy0vrZkybTY2FiNbX18fODr64tFixbJSh9e9OOPP8pmkzV9lRYTE4MePXqgfv36OHTokNI3DF7/fNxY+h+H+Ph4PH78WHb+RbGxsQZZv/pFhtjIQ5c+jLFxSHncQ20XF5Xn23/xBdp98YVe4xvy9ShrX8b42RCZkouLC3r16qV13aeZmRnef//96pkgk8nMm7cR8+ZtxJ49xRt6bN9+SHbsRR99NAfNmsmXRLRsOQhDhvwXISHbsGHDPkybtgLe3v+HgoJCfPPNJ7J277//Npo3d8fXX2/EiBHBWLduD778cgUGDfovnJ3rYdSoPka/z9IEUZe3rybyySef4LvvvpO90z59+jR8fX0xc+ZMLFiwQK5tYWEhsrKyYG9vj9TUVNjb28slwtHR0WjevDlWrVqFiRMnIicnB7a2tpg8eTKWL1+uVTwTJ07E6tWrsW7dOowZM0ane3nw4AE8PDywadMmjBw5Uu6cIAiYOHEiVq1aJTtWcq8l6ydfunRJ9hBiQkICbt26pdW4L67fnJiYiA4dOiA3Nxfnzp2Dq6uryuuaNWsGKysrXLlyRfaX+FdffYX58+fj1q1bcglxeno6HBwcsGTJEqOs8aywNq4eG3no0ochxjPFPag7X5bxDfl6lLUvY/xsiEzl0qVLaN++PYqKitTOKAuCADMzM0REROCNN94oxwgrjoKCAlhaWiI/P98ozxlVbleM1rMgqF5yUBT/nUjz9R2D06evyh0LClqHgwfPISbmMTIzn6N+/Tp4++3XMWvWSIVtrlNTMzB37kYcPHgWDx8molYtW3Tp0hYLFkyEm9t/yngXikv4alIpk2QAGDduHNatW4d3330X3bp1g4WFBe7du4fdu3djxYoVCAgIwPLly7F69Wr07dsXHh4eyMzMxIYNG5CQkIDIyEjZChPNmzfHs2fP8NVXX6FOnTpo0aKFyvKJ5cuXY8qUKWjXrh0mTJigcL5v376oUUP97jQtW7ZEy5YtsWPHDrnjypJkoHhd49OnTwOAXJKsLy8vL0RFRWHatGlo2bKl3LkGDRqga9eusu8PHDgAf39/+Pn5YdCgQbh58yZWrVqFUaNGYf369XLX7tmzBwEBAbh//z48PDzKFCMRUXWyd+9eDBw48J/6S8UHU83MzCAIAn766Sf07dvXBBFWDEyS1TFeklw16J4kV9rinrVr18Lb2xvr1q3DrFmzYG5uDldXVwwdOhQdOhQvZ+Pj44OLFy9i165dePLkCWrXro22bdsiNDRUbgm2jRs3YtKkSZgyZQry8/MRGBioMkmOjIwEAJw/fx7nz59XOB8bG6sxSR45ciTmzJmDnJwcrTYLCQoKgp+fn8Z22oqKigIAhISEKJzz8fGRS5J79eqFvXv3Ijg4GJMmTYKjoyNmzZqFOXPmKFy7e/dudOzYkQkyEZGO+vXrh4iICMydOxcHDhyAKIqQSCSQ/rNxT8+ePTF79uxqO4NMZAqVYia5qklPT4e7uztCQkIwatQoU4djEImJiXBzc8OuXbvQm+vUEhHp7dGjRzhx4gQyMjJgZ2eHzp07swb5H5xJVoczyepV0XKLqmjRokXYsmULoqOjIZFUyucn5cyYMQMnTpzAxYsXTR0KERFVUUyS1WGSrB6TZCKjOTZtmsm3Pba2t0cXJWUyFSE2QHV8RESGwCRZHSbJ6lWjmmSi8pabloacZ89MHYZSFTk2IiKiyohJMpGWrJVs6FJRYqgIsQEVJw4iIqKyYrkFERERVQost1CH5Rbq6V5uUfmfGCMiIiIiMjAmyUREREREpTBJJiIiIiIqhUkyEREREVEpTJKJiIiIiEphkkxEREREVAqTZCIiIiKiUpgkExERERGVwiSZiIiIiKgUJslERERERKUwSSYiIiIiKoVJMhERERFRKUySiYiIiIhKYZJMRERERFQKk2QiIiIiolKYJBMRERERlcIkmYiIiIioFHNTB0BElUd2Vi7uRMYhM/U5ajnUQFMvV9jWtDb6tUREROVNEEVRNHUQRFTxxd75G7/tioBUKoUgCBBFERKJBD0Gd4Bbk4ZGu/ZFTLSJqreCggJYWloiPz8fFhYWpg6ngrli6gAqOG+dr2CSTEQaZWflYtuSX1FUJFU4Z2YmwbAv3leZrJbl2hdpm2gzkSaqupgkq8MkWT3dk2TWJBORRnci4yCVKia5ACCVSnEnMs4o15bIzsrFb7siUFQkhSgCUqkIUQSKiqT4bec5ZGflAihOpLct+RXnj0bh1uUYnD8ahW1LfkXs3XiNYxAREb2ISTIRaZSZ+hyCICg9JwgCMlOfG+XaEtok2tom0kRERNpgkkxEGtVyqAFVlVmiKKKWQw2jXFtCm0TbEDPWREREJZgkE5FGTb1cIZEo/+tCIpGgqZerUa4toU2ibYgZayIiohJMkolII9ua1ugxuAPMzCQQBEAiESAIxQ/e9RjcQe2DcWW5toQ2ibYhZqyJiIhKcHULItKaKddJjr0bj992nlO5uoWhVtEgooqLq1uow9Ut1OMScERUhWlKtDUl0kRUuTFJVodJsnpMkomoitB35pnrJBNVXUyS1WGSrB6TZCKqAgy1Qx8RVS1MktVhkqweNxPRW1xcHARBwNatW8tlvJCQEDRt2lTlklWVzYwZM/Dmm2+aOgyqArjeMRERVQR6JckxMTEYO3Ys3N3dYW1tDTs7O3To0AErVqxATk6OoWOUiY6ORlBQEOLi4ow2hibx8fEYOnQomjRpglq1asHe3h5t27bFtm3bVD5ZX1pGRgYWLVqE6dOnyz2xLwgCBEHA0qVLFa7ZunUrBEHA5cuXy3wPe/fuxcCBA+Hu7g5bW1s0adIEn3/+OdLS0pS2379/P1q3bg1ra2u4uLggMDAQhYWFcm0+++wzREVFYf/+/WWOj6qX7KxcXD17B6d/vYKrZ+/gxh/3uN4xERGZnLmuFxw8eBD9+/eHlZUVPvroI7Ro0QL5+fk4e/YsvvzyS9y6dQvr1683RqyIjo5GcHAwfH194erqapQxNElOTsbjx48REBAAFxcXFBQUIDw8HMOHD8fdu3exYMECjX1s3rwZhYWFGDx4sNLzixcvxvjx42Fra2vo8AEAY8aMQcOGDTF06FC4uLjgxo0bWLVqFQ4dOoSrV6/CxsZG1vbw4cPo06cPfH19sXLlSty4cQPz5s1DUlIS1qxZI2vn5OSE3r17Y8mSJfD39zdK3KQdfWpytb1GXTt9zikrqygmAFB806lqvWND1yGzrpmIiHRKkmNjYzFo0CA0atQIJ06cgLOzs+zcxIkTcf/+fRw8eNDgQepDFEXk5ubKJXyG4OnpiVOnTskd++STT/D+++/j22+/xdy5c2FmZqa2jy1btsDf3x/W1or/6Hp5eSEyMhJr167F1KlTDRm6TFhYGHx9feWOeXt7Y9iwYQgNDcXo0aNlx7/44gt4enri6NGjMDcv/nWxs7PDggULMHnyZDRt2lTWdsCAAejfvz8ePHgAd3d3o8RO6ilLOv84dkNtLa+216hrB1HU+Zxfnzdw8udLsiXb5D+J0X69Y33u2dCvIRERVT06lVuEhIQgKysLmzZtkkuQS7zyyiuYPHmy7PvCwkLMnTsXHh4esLKygqurK2bNmoW8vDy561xdXdGrVy+cPXsWbdu2hbW1Ndzd3fH999/L2mzduhX9+/cHAPj5+clKE0oS1pI+jhw5gjZt2sDGxgbr1q0DADx48AD9+/dHnTp1YGtri7feesvgybyrqyuys7ORn5+vtl1sbCyuX7+OLl26KD3foUMHdO7cGSEhIUYrXSmdIANA3759AQC3b9+WHYuOjkZ0dDTGjBkjS5ABYMKECRBFEWFhYXJ9lNzTL7/8YoSoSRN9anm1vUZdu8M7zuKwHueO772IIh1r8kvv0Gfo+mXWQxMRUQmdkuRff/0V7u7uaN++vVbtR48ejTlz5qB169ZYtmwZfHx8sHDhQgwaNEih7f379xEQEICuXbti6dKlcHBwwPDhw3Hr1i0AwNtvv41PP/0UADBr1ixs374d27dvR7NmzWR93L17F4MHD0bXrl2xYsUKeHl54cmTJ2jfvj2OHDmCCRMmYP78+cjNzYW/vz/27duny+3LycnJQXJyMuLi4rBt2zZs2bIF7dq10zhzHRERAQBo3bq1yjZBQUF48uSJXDmDMnl5eUhOTtbqS5PExEQAQL169WTHrl27BgBo06aNXNuGDRvipZdekp0vUbt2bXh4eODcuXNqY87IyJD7Kv2mifRzJzJO51peba9R306EVMkGHprOiaII5ZtIA4JQUqOvfoc+fe5ZHUP3R0RElZfW5RYZGRn4+++/0bt3b63aR0VFYdu2bRg9ejQ2bNgAoHgGsn79+liyZAlOnjwJPz8/Wfu7d+/i999/R6dOnQAUf3T/8ssvY8uWLViyZAnc3d3RqVMnfPvtt+jatavS2dD79+/jt99+Q/fu3WXHpkyZgidPnuDMmTPo2LEjAODjjz+Gp6cnpk6dit69e6vc7ladFStWYObMmbLv33nnHWzZskXjdXfu3AEAuLm5qWzTqVMn+Pn5yWqTVSXeO3fuxIgRI7SKV9NDhYsWLYKZmRkCAgJkxxISEgBA6acGzs7OiI+PVzju7u6O6OholeMsXLgQwcHBcsd8fHywc+dOpeOQ9jJTn5eq6/2Xqlpeba9R1664MVRVSKg8JwiAul9Lb59msLSyUFsXrM89q2Po/oiIqpv8/AI8e5Yud8zR0UFjKWpFpFOSDAC1atXSqv2hQ4cAQKGu9vPPP8eSJUtw8OBBuST5tddekyXIAODo6IgmTZrgwYMH2oYINzc3uQS5JI62bdvKEmQAqFmzJsaMGYOZM2ciOjoaLVq00HqMEoMHD0abNm3w9OlTHDhwAE+ePNGqPCIlJQXm5uaoWbOm2nZBQUHw8fHB2rVrMWXKFKVtunfvjvDwcJ1jL23Hjh3YtGkTpk2bhsaNG8uOl9yPlZWVwjXW1tay34kXOTg4KMwwv2jmzJlyvxORkZHw8fFBQkICk+QyquVQQ2USq6yWV5dr1LUrbqwmMBXnRBEQJAJEqWIDiUQCzzcba3xYTp97Ls/+iIiqm4iIKPj5jZM7Fhu7H66ule+ZDq2TZDs7OwBAZmamVu0fPnwIiUSCV155Re64k5MT7O3t8fDhQ7njLi4uCn04ODggNTVV2xCVzs4+fPhQ6fq9JWUaDx8+1CtJbtSoERo1agSgOGEeM2YMunTpgrt37xrkYcG3334bfn5+CAkJwbhx45S2cXZ2LnNieebMGYwaNQrdu3fH/Pnz5c6V3IeycghVD0WKoghBUPUhenHC/WLSrenNAmmvqZcr/jh2Q/Yg3ItK1/Lqeo36dgIgCErLKtSdMzOTyB7eU7ZpiDarSehzz+XZHxFRddOq1asID/9O7piTU10TRVM2OiXJDRs2xM2bN3UaQF3C9CJV0/C6bAho6JUsdBEQEIANGzbg999/V5jNflHdunVRWFiIzMxMjbPygYGB8PX1xbp162Bvb69wPicnB+np6YoXKuHk5KRwLCoqCv7+/mjRogXCwsLkHs4D/i2zSEhIwMsvvyx3LiEhAW3btlXoMzU1Va6umcqPbU1r9BjcAb/tPKd10qntNZraAdDrnFuThnB5xUnv5db0uefy7I+IqLpxcLBDly5VY3MxnZaA69WrF9avX4/z58+jXbt2ats2atQIUqkU9+7dk3u47smTJ0hLS5PNwupC24S7dBx3795VOF5SG6xPHMqUlCZoSlpLlkyLjY2Fp6en2rY+Pj7w9fXFokWLMGfOHIXzP/74o941yTExMejRowfq16+PQ4cOKZ3R9fLyAgBcvnxZLiGOj4/H48ePMWbMGIVrYmNj0apVK61iIsNza9IQw754X6ekU9trNLXT95xtTWu07tgU+tLnnsuzPyIiqpx0SpKnTZsmW0f3xIkTaNCggdz5mJgYHDhwAJMnT8Z7772HWbNmYfny5bKl2ADgf//7HwCgZ8+eOgdbo0ZxPaCqneGUee+997B8+XK5xP758+dYv349XF1d8dprr+kUw9OnT+Ho6KhwfNOmTRAEQe2qFQBkMVy+fFljkgwU1yb7+voq3aBF35rkxMREdOvWDRKJBEeOHFF6PwDQvHlzNG3aFOvXr8fYsWNls/1r1qyBIAhyD/kBxW8QYmJiMH78eJ1jIsPRJ+nU9hp17fQ9ZwiG7t/Y8RIRUcWnU5Ls4eGBHTt2YODAgWjWrJncjnsRERHYvXs3hg8fDgBo1aoVhg0bhvXr1yMtLQ0+Pj64ePEitm3bhj59+sg9tKctLy8vmJmZYdGiRUhPT4eVlRU6d+6M+vXrq7xmxowZ2LlzJ9599118+umnqFOnDrZt24bY2Fjs2bNH55Ut5s+fj3PnzqFHjx5wcXHBs2fPsGfPHly6dAmTJk1SqMEuzd3dHS1atMCxY8cwcuRIjeP5+PjAx8cHp0+fVjinb01yjx498ODBA0ybNg1nz57F2bNnZecaNGiArl27yr5fvHgx/P390a1bNwwaNAg3b97EqlWrMHr0aLlPCADg2LFjEEVR6xVQiIiIiCoqnbel9vf3x/Xr17F48WL88ssvWLNmDaysrODp6YmlS5fi448/lrXduHEj3N3dsXXrVuzbtw9OTk6YOXMmAgMD9QrWyckJa9euxcKFCzFq1CgUFRXh5MmTapPkBg0aICIiAtOnT8fKlSuRm5sLT09P/Prrr3rNZvfs2RMxMTHYvHkznj59Cmtra3h6emLLli0YNmyYVn2MHDkSc+bMQU5OjlZ11EFBQXq9qVAlKioKQPHmMKX5+PjIJcm9evXC3r17ERwcjEmTJsHR0RGzZs1SWv6xe/dudOzYER4eHgaLlYiIiMgUBFGXJ+PIINLT0+Hu7o6QkBCMGjXK1OEYRGJiItzc3LBr1y6dZpKvXr0Kb29vXLlyRWOpChERVW8FBQWwtLREfn4+LCwsTB1OBXPF1AFUcN46X6HzTDKVXe3atTFt2jQsXrwYI0aM0Gszk4pm+fLlaNmyJUstqrAf1xw12LbMtjWtMXB8N6OOoW4cIiIiTZgkm8j06dMxffp0U4dhMN98842pQyAjy87KxfMMzRvmVPQxiIiItMEkmYi0Ysgl0FT1Zehl1rhsGxER6YtJMhFppTzKFlgaQUREFUXlL4YlIiIiIjIwJslERERERKUwSSYiIiIiKoVJMhERERFRKUySiYiIiIhKYZJMRERERFQKk2QiIiIiolKYJBMRERERlcIkmYiIiIioFCbJRERERESlcFtqIiIiMomCgnxIC4t0aF9gxGiI5DFJJiIionKXn5+Hu9euIiczA5a2NSAxM9N4TUFhYfF/C/JhYWFh7BCpmmOSTEREREZXWFCAuxG/I/7P28hOT8Pz9DRkpadBgABzS0v857WWcPHyhsRMdWoi5uYAgE6zz0T6YpJMRERERpWdnobjm9ciPSlRdkwqlQIABEGAtKgQf924hrSEeLTs3gvWNWsq7YflFlSe+OAeERERGU1Bbq5CgqxKZvITXPn5R2SlPC2HyIjU40wyEZVZVno6IiPOIDU5GQ716sGrfSfUrF3b1GERkYmJooiIsB1aJcgl8p5n4eovYWjRvRfq/OdlI0ZHpB6TZCIqkzuRV7Fr9beQFhVBkEggSqU4ti8MgydMRhOv100dHhGZ0P1L5/HXres6X1dYkI/rh35B8y7vwtHNwwiREWnGcgsi0ltWejp2rf4WRYWFEEUR0qIiiKKIosJC7Fy9Alnp6aYOkYhMJCP5Ka4c/Fnv66XSItwMP4SkB/cMFxSRDpgkE5HeIiPOQFqk/ClzaVERIs+fLeeIiKgikBYV4dyP21GYn1+mfkRRilvHfkPKozjDBEakA5ZbEJHeUpOTi0sslCTKgkSC1KfqH75hLTNR1XTttwNIefzIIH2JohQ3jh7E6+9/AIsayle9IDIGJslEpLXSSa1tzZoQ/1nGqTRRKoWDo6PKvljLTFQ1Pbh2CbfPnjRon9KiQtz47Ve81r2XQfslUodJMhFpRVlSK0gkKmeSJWZm8GrfUWlfL9YyA5BdX1LL/MXiFZxRJqqEEu7dxYWwXUbpOz83G9HHfzNK30TKMEkmIo1UJbViUREkEgnMzM3lkmeJmRkGT5iMmnbKE11tapk79uhpnJupRFiOQpXJ00dxOP3DJkilxtsN73lqKoDipeWIjI1JMhFppC6pFUURb7/XC1bWNkh9+hQOjo7wat9RZYIMlL2WuTpgOQpVJhlPk3By6/oyP6inrXsXI9C667vlMhZVX0ySiUgjTUltdmYW3ukToHV/DvXq6V3LXB2wHIUqk7zs5zi5bT3yc7LLbczr4YfRqFlz1H3JpdzGpOqHS8ARkUaGTmq92neCxMxM6Tl1tczVBZfWo8pCWlSEMzu2IjMluXzHlRbh9x1byzUxp+qHSTIRKchKT8fZwwfw6/atOHv4ABq3bGXQpLZm7doYPGEyzMzNIQgCJGZmEAQBZubmamuZq4uSmXtlWI5CFYUoirj4SxgSY0yz2cfz1GeI2B2q8g08UVmx3IKojKraw1WqamE7vdsLZw4f0OkBPXWaeL2OLxavQOT5s1rXMlcXLEehyuDG8SO4f+m8SWN4fPsWrh7+Fa3f84cgCCaNhaoeJslEZVDVHq5SVwt75vABjJ8zF/duXjdYUluzdm2uYqGEV/tOOLYvTPZzeBHLUcjURFHEjRNHcL0My7Elp2fgZtwjZD1/DhtLSzRzeQl17fTbKOT22ZMQpUVo3bM3JBLln3hR2aSlZWLatG+xb99JZGfnom3b5li6dApat26q9jqpVIrvvz+IvXtP4Nq1P/HsWTrc3Bpi0KBu+OKL/4O1tZVce0Foo7SfhQs/wYwZww11O1pjkmwiISEh2Lx5M6KjoyFR8bFqZTJjxgycPHkSf/zxh6lDKTdV8eEqTbWw925eZ1JbDkrKUXauXmGwmXsiQygqLMTlX/fi3sUIva6PiU/EzxEXEXU/FiIAQRAgiiIEAJ5uLuj1Zmu4OdXXud87Eb8j5e+/0C5gCOzq8ZMWQ5JKpejZczKiou7hyy//D/Xq2WP16jD4+o7FlSvb0bix6ocns7NzMWJEMN56qyXGjeuH+vXr4Pz56wgMXI/jxy/hxIm1Cp8AdO36Jj76SP7fmddfb2KUe9OkQmZngiBo9XXq1Kkyj5WdnY2goCCt+4qPj8fQoUPRpEkT1KpVC/b29mjbti22bdum9bqNGRkZWLRoEaZPny6XIJfc19KlSxWu2bp1KwRBwOXLl7UaQ529e/di4MCBcHd3h62tLZo0aYLPP/8caWlpStvv378frVu3hrW1NVxcXBAYGIjCUjNcn332GaKiorB///4yx1dZVMWHq1gLW3GUlKN06z8Ibd72Q7f+g/DFkhWV8hMKqhrSkxJxdO0KvRPkS3fvY+4Pu3E9Jg4l/1qW/LspArgR9xcW/vQLrtyP1av/pw9jcXBFCG6fO806ZQMKCzuOiIjr2Lo1EIGBYzBx4gCcOrUOZmYSBAauU3utpaUFzp3bhPPnt+C//x2Fjz/ui82bAxEY+DFOnbqC48cvKlzz6qsuGDr0Pbmv5s09jHV7alXImeTt27fLff/9998jPDxc4XizZs3KPFZ2djaCg4MBAL6+vhrbJycn4/HjxwgICICLiwsKCgoQHh6O4cOH4+7du1iwYIHGPjZv3ozCwkIMHjxY6fnFixdj/PjxsLW11eletDVmzBg0bNgQQ4cOhYuLC27cuIFVq1bh0KFDuHr1KmxsbGRtDx8+jD59+sDX1xcrV67EjRs3MG/ePCQlJWHNmjWydk5OTujduzeWLFkCf39/o8RdFmWtG1Z2vTZr/RqqXrks/ai71hDbTOsamy7tjVnvrU3fhh5fU3/KznPmnkytID8Pt04dR/Tvx1VODGgSE5+I7345jCI1yatUFAERWHfoGGYO6K3XjHJRYQGuHNiHv2/fQruAwahh76BXvPSvsLDjaNCgLvr16yw75ujogAEDuuCHHw4jLy8fVlaWSq+1tLRA+/atFI737euHwMB1uH07Fl26vKlwPicnF4IgKJRjlDdBrATb1nzyySf47rvvjLLDTnJyMhwdHREYGIigoCC9+3n//fdx8uRJpKenw0zFKgAlWrVqBU9PT4WkXxAEeHl5ITIyEkuXLsXUqVNl57Zu3YoRI0bg0qVLaNNGec2Otk6dOqXwhuD777/HsGHDsGHDBowePVp2vHnz5rCwsMDly5dhbl78nmr27NlYsGABoqOj0bTpv/VIe/bsQf/+/XH//n24u7trFcvVq1fh7e2NK1euoHXr1mW6L1WU1Q2XfGytzaycqus932yPyIgzSn8vBUGAV4dOuH4hQu9xDRG/umtFiEq3mQag9B9CM3NzfLFkhdxH/brGpkv7sv7c9H1dSvo29Pia+jPm/RLpo6iwADFXLuLG8SPIycwoU1//C9uPqJi44kRYA4kgoKWbCyb5d1c4V1BQhPHfbcKmzyfA0sJCbT/mllbwfKc7mrTvBDNz9W2rhitG6bVx475o3PhlHDr0rdzxTZt+xujR83D9+i60bPmKTn2Gh19At26fYMeOeRg8uIfsuCC0QY0aNsjOzoUoimjWzA2zZ4/CkCE91PSmLW+dr6iQ5RbakEqlWL58OZo3bw5ra2s0aNAAY8eOReo/W1aWuHz5Mrp374569erBxsYGbm5uGDlyJAAgLi4Ojv/MjAUHB8vKHfRJll1dXZGdnY18DbsNxcbG4vr16+jSpYvS8x06dEDnzp0REhKCnJwcnePQhrIZ8759+wIAbt++LTsWHR2N6OhojBkzRpYgA8CECRMgiiLCwsLk+ii5p19++cUIUevnxbphURQhLSqCKIqyuuGs9HS9r4+6cE7lsmiCRILrFyL0HtcQ8au7dsd3y5WekxYVAaKo1dJsusamS/uy/tzK+poaenxN/T15/JfR7pdIV5kpybh+7Df8vHgeLv68u8wJcnJ6BiLvx2qVIAPFM8rXHzxESkZWmcYtzM/D1cP7sW/R14g8egiZz8p3LeeqIiEhGc7O9RSOlxyLj9e9DC8k5HvY2dXAu+92kDvevr0n5s+fgJ9/XoI1a2bAzEyCDz+cjTVrwlT0ZFwVstxCG2PHjpXNrn766aeIjY3FqlWrcO3aNZw7dw4WFhZISkpCt27d4OjoiBkzZsDe3h5xcXHYu3cvAMDR0RFr1qzB+PHj0bdvX/Tr1w8A4OnpqXH8nJwcPH/+HFlZWTh9+jS2bNmCdu3ayZUqKBMRUVzLpW7WNCgoCG+//TbWrFkjN5tcWl5eHjIzMzXGCgD16in+gr8oMTFRod21a9cAQGHmumHDhnjppZdk50vUrl0bHh4eOHfuHKZMmaIy5ry8PNn3WVll+0tQE23qhtV9nK12O2apFK1UzBaXzDLrO64h4td0rSrabjOta2y6tC/rz00drWrJS94wGGh8TWMeDfvRaPdLpI3s9DQ8uhmFuKirSP7rIQBgztadSHte9s068gsKoOvnwCKA4NAwWJaaARbF4nKNz9duVfn8xIvsa9ji6+GDcfPkUdw8eRSOjdzh2up1/KfJa6hZp66OUVVPOTl5SsspSkohcnLyFM6ps2DBZhw7dhGrV8+AvX0tuXPnzm2W+37kyN7w9h6KWbO+w/DhvWBjY61j9GVTKZPks2fPYuPGjQgNDcWQIUNkx/38/NCjRw/s3r0bQ4YMQUREBFJTU3H06FG5RG/evHkAgBo1aiAgIADjx4+Hp6cnhg4dqnUMK1aswMyZM2Xfv/POO9iyZYvG6+7cuQMAcHNzU9mmU6dO8PPzk9Umq0q8d+7ciREjRmgVr6ZSlUWLFsHMzAwBAf9uLZyQkAAAcHZ2Vmjv7OyM+Ph4hePu7u6Ijo5WOc7ChQtlNeAlfHx8lI5hCNrUDZflegsLS6Vr/Z78ZV+ZxjVE/OquhSBAgPLfC223mdY1Nl3al/XnZoi4DTm+pjHTUox3v1Q9iVIpcrOfoyg/H/m5OcjPKf4qLMhDUWEhpIVFKMzPQ05mBlIT/kZ60hPZtdY1ixOX9OwcpGYadyJDney8fGTnKf90VtvkXRAE2f0AQGbKU9w4cRQ3ThyFbW17ODg1RA17B1jXqgUrmxqwtLWBpbUNLKytYW5hCeGfT9OKV2AQIEgEWFhaaZWgVzb5+QV49kz+UytHRwfY2FghT8nPITe3ODm2sdG+bvjHH49i9uw1GDWqN8aPV/9vDFBc0/zJJwMwbtxCXLlyBx07emk9liFUyiR59+7dqF27Nrp27Yrk5H8/PvH29kbNmjVx8uRJDBkyBPb29gCAAwcOoFWrVrDQUL+ki8GDB6NNmzZ4+vQpDhw4gCdPnmhVHpGSkgJzc3PUrKl+PcigoCD4+Phg7dq1Kmdlu3fvjvDwcL3if9GOHTuwadMmTJs2DY0bN5YdL7kfKyvFPwDW1tbIyFD8CM7BwUFhhvlFM2fOVJgdt7KyUjqGIZR1UwZtrle21q+hNoMoSz/qroUoqpzZ0TY+XWPTpb0xN9PQqm9RNOj4msa0r1sPT+P/Nth4RIJEApuatTQ3VOObfYdh88+njGWRnZ2tUAqpDXt7e9Qo9QC7KIqIT0hAw4YNtdo8xMnJCQH/navz2NVRREQU/PzGyR2Ljd0PZ+d6SEhQLFUpOdawoXZ/P4WHX8BHHwWiZ8+OWLt2puYL/vHyyw0AQCGBLw+VMkm+d+8e0tPTUb++8idfk5KSABTPUH7wwQcIDg7GsmXL4Ovriz59+mDIkCFlTsoaNWqERo0aAShOmMeMGYMuXbrg7t27GksutPH222/Dz88PISEhGDdunNI2zs7OZZ6BPXPmDEaNGoXu3btj/vz5cudK7uPF8ogSubm5Su9TFEW1f3EZMyFWpqybMuh7vaE2gyhLP5quFQShTPHpGpsu7Y25mYZWfYsw6PiaxuzWfyBiom9y8xCqUAyx5CgAPHr0CK6urjo9fC8IAqKiouDiIr8Gb0FBASwtLREXF2fQiS8CWrV6FeHh38kdc3KqCy+vV3HmTCSkUqncsrV//HELtrbWePVV1esk/9v2Jvr2/RJt2jTDTz8tlHvOSZMHD4onEBwdy3+lkkr5eYFUKkX9+vURHh6u9Ovrr78GUPyHLCwsDOfPn8cnn3yCv//+GyNHjoS3t7fBa2EDAgLw119/4ffff1fbrm7duigsLNSqljgwMBCJiYlYt075OoQ5OTlITEzU6kuZqKgo+Pv7o0WLFggLC1P4pS1JwEvKLl6U8M87+dJSU1M11j+Xp5JNGbR5EM2Q15d1XEP0o+7aIRM/K3N8usamS3tDvX76xm3o8TX11+A/LxvtfolMzcXFBb169dK48lMJMzMzvP/++woJMhmXg4MdunR5U+7L2toKAQHv4MmTFOzde0LWNjk5Dbt3H8P773eSq1eOiXmMmJjHcv3evh2Lnj0nw9XVGQcOLFdZV/z0qeKnDZmZz7F8+U7Uq2cPb++yL/urq0q5BNzEiROxbt06ZGZm6jxru2PHDnz44Yeypc5SUlJQr169Mi8B98svv6BPnz748ccfMWDAAJXtQkNDMXToUERFRSk8ICgIAiZOnIhVq1bJjvn5+eHOnTuYM2cOJkyYILcEXMmDi9oo/WOOiYlBx44dYWdnh7Nnz8pW+XjRrVu30KJFC3z33XeYMGGC7Hh8fDz+85//4Ouvv8ZXX30ld03jxo3RqlUrhZUvTC0rPV2hbliXxEPf68s6riH6UXetIeLTtQ9d2hvq9dO3b0OPr6k/Y94vkSldunQJ7du3R9E/K7eoIggCzMzMEBERgTfeeEPhfMlMcn5+PmeSFRhnCbiioiJ07DgaN2/GvLDj3m48evQEly5tQ5MmrrK2rq7vAwDi4n4FUJzkNm8+AH///RQLFkzAf/4jXwHg4fES2rUrzoWCgtbh559P4/33O8HFxQkJCcnYvHk/Hj1KxPbtX+PDD98t453ovgRcpSy3GDBgAFavXo25c+cqbN5RWFiIrKws2NvbIzU1Ffb29nIf/3t5eQH4t4SgZMMOVbvNlfb06VOlCeWmTZsgCILGtX7btWsHoPhjLG1W0QgKCoKvry/Wr1+vcE7fmuTExER069YNEokER44cUXo/QPEayU2bNsX69esxduxY2SzAmjVrIAiC3EN+AJCeno6YmBiMHz9e55iMTVndcHlcX9ZxDdGPumsNEZ+ufejS3lCvn759G3p8Tf0Z836JTOmNN97Ajz/+iIEDBxYvb6hsLfZ/PkH56aeflCbIZBpmZmY4dGgFvvxyBb79dhdycvLwxhuvYevWILkEWZmUlHT89VfxQ6EzZqxSOD9sWC9ZktyhQytERFzHxo0/IyUlHTVq2KBt2+bYvHkOOnc2ze9DpZxJBoBx48Zh3bp1ePfdd9GtWzdYWFjg3r172L17N1asWIGAgAAsX74cq1evRt++feHh4YHMzExs2LABCQkJiIyMlK0w0bx5czx79gxfffUV6tSpgxYtWqBFixZKY/nss89w7tw59OjRAy4uLnj27Bn27NmDS5cuYdKkSfj222+VXveili1bomXLltixY4fccWUzyUDxusanT58GAINsJuLl5YWoqChMmzYNLVu2lDvXoEEDdO3aVfb9gQMH4O/vDz8/PwwaNAg3b97EqlWrMGrUKIXEfc+ePQgICMD9+/fh4WGaLSSJiKjiunTpEubOnYsDBw5AFEVIJBJIpVIIgoD3338fs2fPVpsgcyZZHePMJFcd1WQmGQDWrl0Lb29vrFu3DrNmzYK5uTlcXV0xdOhQdOhQvDi1j48PLl68iF27duHJkyeoXbs22rZti9DQULkl2DZu3IhJkyZhypQpyM/PR2BgoMokuWfPnoiJicHmzZvx9OlTWFtbw9PTE1u2bMGwYcO0in3kyJGYM2cOcnJytCoXCQoKgp+fn1Z9ayMqKgoAEBISonDOx8dHLknu1asX9u7di+DgYEyaNAmOjo6YNWsW5syZo3Dt7t270bFjRybIRESk1BtvvIH9+/fj0aNHOHHiBDIyMmBnZ4fOnTuzBpkqnEoxk1zVpKenw93dHSEhIRg1apSpwzGIxMREuLm5YdeuXejdu7epwyEioiqIM8nqcCZZPd1nkpkkm8iiRYuwZcsWREdHyy2pUlnNmDEDJ06cwMWLF00dSqWzJvgrZGWkmToMvdW0s8f4QMV1SCv7fQGq742ITINJsjpMktWrRuUWld306dMxffp0U4dhMN98842pQ6i0sjLSkKHHQvsVXVW9LyIiqh6YJBOZWE07e1OHUCaq4q/s9wVUjXsgIiL9sNyCiIiIKgWWW6jDcgv1dC+3qPzFsEREREREBsYkmYiIiIioFCbJRERERESlMEkmIiIiIiqFSTIRERERUSlMkomIiIiISmGSTERERERUCpNkIiIiIqJSmCQTEREREZXCJJmIiIiIqBQmyUREREREpTBJJiIiIiIqhUkyEREREVEpTJKJiIiIiEphkkxEREREVAqTZCIiIiKiUpgkExERERGVYm7qAIiICCjIzsPTO/HIy8iBlZ0NHJs2hIWtlanD0llVuQ8iIkEURdHUQRCRfnRJSKpD8lJZ7zE1Ngn3DkdClEohCAJEUYQgkaDxu15wcKtv6vC0VlXugyqugoICWFpaIj8/HxYWFqYOp4K5YuoAKjhvna9gkkxUSemSkFSH5EXbe6xoiXRBdh6ubT0NsUiqcE4wk+D14T6VItGvKvdBFRuTZHWYJKune5LMmmSiSqggO684ISySAiIgSsXi/xZJce9wJAqy8/RqW1lpe4+psUm4tvU0/oq4i6e3/sJfEXdxbetppMYmGTW2+KuxiD0VjfirsQqv99M78RClioklAIhSKZLvxBstNkOqKvdBRFSCSTJRJaRLQlIdkhdt7tEUbxa0ScrzMnIgCILS6wVBQG5GjsHjMoaqch9ERCWYJBNVQrokJNUhedHmHsv7zYK2SbmVnQ1UVb2JoghrOxuDxmUsVeU+iIhKMEkmqoR0SUiqQ/KizT2W95sFbZNyx6YNIUiU/1UsSCSo17ShQeMylqpyH0REJZgkE1VCuiQk1SF50eYey/vNgrZJuYWtFRq/6wXBTAIIgCARiv9rVvzQYWV52K2q3AcRUQmuk0xUCZUkJKpWc3gxIdGlbWWlzT06Nm2IxxfuKV99wQhvFnRJyh3c6uP14T5IvhOP3IwcWNvZoF4lWb7uRVXlPoiIAC4BR1RpKFu6DIDWCUlBdl6VT1403WN5LoXHJdGIDI9LwKnDJeDU4zrJRFVSdVjnuLyU55sF/tyIDItJsjpMktVjkkxU5XBGsnKrDjP4ROWFSbI6TJLV0z1JZk2yiUyYMAH37t1DeHi4qUMxiEGDBkEqleKnn34ydShVjjarJDi3divnqEhbFrZW/PkQEVVCFXJ1C0EQtPo6depUmcfKzs5GUFCQ3n2FhoZCEATUrFlT62tiY2OxceNGzJo1S3YsLi5Odl979uxRuCYoKAiCICA5OVmvOEtIpVJs3boV/v7+ePnll1GjRg20aNEC8+bNQ25urtJrNm3ahGbNmsHa2hqNGzfGypUrFdpMnz4de/bsQVRUVJniI0XVYZ1jIiKiiqZCziRv375d7vvvv/8e4eHhCsebNWtW5rGys7MRHBwMAPD19dXp2qysLEybNg01atTQ6boVK1bAzc0Nfn5+Ss9//fXX6Nevn8rEqCyys7MxYsQIvPXWWxg3bhzq16+P8+fPIzAwEMePH8eJEyfkxl23bh3GjRuHDz74AFOnTsWZM2fw6aefIjs7G9OnT5e1e/3119GmTRssXboU33//vcHjrs6qwzrHREREFU2FTJKHDh0q9/2FCxcQHh6ucNzU5s2bh1q1asHPzw8///yzVtcUFBQgNDQU48aNU3rey8sLkZGR2LdvH/r162fAaItZWlri3LlzaN++vezYxx9/DFdXV1mi3KVLFwBATk4O/vvf/6Jnz54ICwuTtZVKpZg7dy7GjBkDBwcHWT8DBgxAYGAgVq9erdPMOskrvYqFfaN6ZVq6TNmqGOVdE2vsGNT1X973r+94hoizOvysiYjKS4Ust9CGVCrF8uXL0bx5c1hbW6NBgwYYO3YsUlNT5dpdvnwZ3bt3R7169WBjYwM3NzeMHDkSQHGJg6OjIwAgODhYVu4QFBSkcfx79+5h2bJl+N///gdzc+3fa5w9exbJycmyRLS0QYMG4dVXX8XXX3+tcvawLCwtLeUS5BJ9+/YFANy+fVt27OTJk0hJScGECRPk2k6cOBHPnz/HwYMH5Y537doVz58/rzJ11qaQGpuEa1tP46+Iu3h66y/8FXEXN388D+fWbnpt0qCsv2tbTyM1Nsmk92TIGNT1X973r+94hoizOvysiYjKU6VNkseOHYsvv/wSHTp0wIoVKzBixAiEhoaie/fuKCgoAAAkJSWhW7duiIuLw4wZM7By5Up8+OGHuHDhAgDA0dERa9asAVCcJG7fvh3bt2/Xagb3s88+g5+fH9577z2d4o6IiIAgCHj99deVnjczM8Ps2bMRFRWFffv2qe0rOzsbycnJGr9Kv3FQJjExEQBQr1492bFr164BANq0aSPX1tvbGxKJRHa+xGuvvQYbGxucO3dO43ikqCA7r3i5sCIpIAKiVCz+b5EUCVdj0WJgO7i0bwLH5i/DpX0TvD7cR+0yYur6u3c4EgXZeSa9J0PEoK7/Pw9dw71D18rt/vW9V0O8RtXhZ01EVN4qZLmFJmfPnsXGjRsRGhqKIUOGyI77+fmhR48e2L17N4YMGYKIiAikpqbi6NGjconevHnzAAA1atRAQEAAxo8fD09PT63LOQ4ePIijR4/q9ZDanTt3UKdOHdjZ2alsM2TIEMydOxdff/01+vbtq7I2OSQkRFZPrU6jRo0QFxentk1ISAjs7Ozw7rvvyo4lJCTAzMwM9evLJ2KWlpaoW7cu4uPj5Y6bm5vj5ZdfRnR0tMpx8vLykJcn/4+llZUVrKz4caymVSzSHybrtEpCRVgVw9gxqOsfUhGqPosxxv3re6+GeI2qw8+aiCqH/PwCPHuWLnfM0dEBZmZmJopIf5UySd69ezdq166Nrl27yq324O3tjZo1a+LkyZMYMmQI7O3tAQAHDhxAq1atDLKmYn5+PqZMmYJx48bhtdde0/n6lJQUuTpeZUpmk4cNG4aff/5ZVgpR2kcffYSOHTtqHNPGRv2DXQsWLMCxY8ewevVq2WsGFNckW1paKr3G2toaOTmKqyo4ODioXYFj4cKFCom9j48Pdu7cCWdnZ7VxVnUlq1goK7PRZxULQ/enD2PHoK5/dYxx//reqyFeo+rwsyaiyiEiIgp+fvLPXcXG7oerq/rnZyqiSpkk37t3D+np6QoznCWSkorr33x8fPDBBx8gODgYy5Ytg6+vL/r06YMhQ4boPXO5bNkyJCcnazWDq4o2/6B/+OGHstnkPn36KG3j7u4Od3d3veMAgB9//BGzZ8/GqFGjMH78eLlzNjY2yM/PV3pdbm6u0uRbFEW1q3LMnDkTU6dOlX0fGRkJHx8fJCQkVPsk2dCrWFSEVTGMHYO6/tUxxv3re6+GeI2qw8+aiCqHVq1eRXj4d3LHnJzqmiiasqmUSbJUKkX9+vURGhqq9HzJw3iCICAsLAwXLlzAr7/+iiNHjmDkyJFYunQpLly4oPMKDOnp6Zg3bx4mTJiAjIwMZGRkACheCk4URcTFxcHW1lZl8g4AdevW1apGuGQ2efjw4fjll1+UtsnKykJWVpZWfZW8Ji8KDw/HRx99hJ49e2Lt2rUK552dnVFUVISkpCS5e8rPz0dKSgoaNlR8V5iamorGjRurjKV0aQVXwfiXY9OGZVrFwtj96cPYMajrHxIBAv6pjTXC2LrEom48Q7xG1eFnTUSVg4ODHbp0edPUYRhEpXxwz8PDAykpKejQoQO6dOmi8NWqVSu59m+99Rbmz5+Py5cvIzQ0FLdu3cKuXbsAQKe1iFNTU5GVlYWQkBC4ubnJvvbs2YPs7Gy4ublhzJgxavto2rQpUlNTkZ6errYdULwU3iuvvILg4GClMzRLliyBs7Ozxq833nhD4do//vgDffv2RZs2bfDTTz8pXaHDy8sLQPEKIS+6fPkypFKp7HyJwsJC/PXXXwZZv7o6srC1QuN3vfRaxaI8+tOHsWNQ1/+r772Oxu+9Xm73r++9GuI1qg4/ayKi8lYpZ5IHDBiA1atXY+7cuViwYIHcucLCQmRlZcHe3h6pqamwt7eXS4RLEruSh8dsbW0BAGlpaRrHrV+/vtIVJ7799lucP39eq7radu3aQRRFXLlyBZ07d1bb9sXZZGX0rUm+ffs2evbsCVdXVxw4cEBlzXLnzp1Rp04drFmzRm4VjzVr1sDW1hY9e/aUax8dHY3c3FylS8yRdhzc6uP14T5IvhOP3IwcWNvZoF4Z1pk1dH8VMQZN/Zfn/et7r4Z4jarDz5qIqDxVyiTZx8cHY8eOxcKFCxEZGYlu3brBwsIC9+7dw+7du7FixQoEBARg27ZtWL16Nfr27QsPDw9kZmZiw4YNsLOzkyV9NjY2eO211/Djjz/i1VdfRZ06ddCiRQu0aNFCYVxbW1ul9cE///wzLl68qLJ2+EUdO3ZE3bp1cezYMY1JMvBvbXJkZKTCOX1qkjMzM9G9e3ekpqbiyy+/VFjr2MPDA+3atQNQ/NrMnTsXEydORP/+/dG9e3ecOXMGP/zwA+bPn486derIXRseHg5bW1t07dpVp5hInoWtlUFXATB0fxUxBnX9l/f96zueIeKsDj9rIqLyUimTZABYu3YtvL29sW7dOsyaNQvm5uZwdXXF0KFD0aFDBwDFyfTFixexa9cuPHnyBLVr10bbtm0RGhoKN7d//xLfuHEjJk2ahClTpiA/Px+BgYFKk2RDsLS0xIcffojdu3crzIIrY25ujtmzZ2PEiBEGGT8lJQV//fUXAGDGjBkK54cNGyZLkgFgwoQJsLCwwNKlS7F//368/PLLWLZsGSZPnqxw7e7du9GvXz/UqlXLILESERERmYogGmNbN1LrwYMHaNq0KQ4fPox33nnH1OEYRGRkJFq3bo2rV68q1Cqrc/XqVXh7e+PKlSto3bq18QIkIqJKr6CgAJaWlsjPzzfIsq5VyxVTB1DBeet8RaWdSa7M3N3dMWrUKHzzzTdVJkn+5ptvEBAQoFOCTOXr5o8RyH9e9XY9s6xhhRYDFevgq9v9EhGRYTFJNpGS7bCripLVQqjiyn+eh4IqmDSqUt3ul4iIDItJMlE1YVmjaq4woOq+qtv9EhGRYTFJJqomqttH9NXtfomIyLAq5WYiRERERETGxCSZiIiIiKgUJslERERERKUwSSYiIiIiKoVJMhERERFRKUySiYiIiIhKYZJMRERERFQKk2QiIiIiolKYJBMRERERlcIkmYiIiIioFCbJRERERESlmJs6ACIiIqrcCgoKIJVKy2UcovLCJJmIiIj0kpaWhuvXr+PevXvIz8+HtbU17O3t4eTkhJo1axp8vJIkuaCgABYWFgbvn+hFTJKJiIhIJ3l5ebh8+TJu3boFqVSK3NxcCIKAgoICZGZm4q+//sJ//vMfNGvWDObmhks1Smary2PWmohJMhEREWmlqKgId+7cwZUrV5CTkyN3ThAECIIg+z4+Ph5ZWVl48803YWVlZZDxWW5B5YlJMhEREakliiJiYmJw6dIlZGRkaH1dRkYGLl68iHbt2hl0RpmoPPA3loiIiFTKyMjA6dOnER8fr9f16enpiIyMhLe3t9xMM1FFxyXgiIiISKn4+Hjs3btX7wS5RGJiIu7du2egqIjKB2eSiUhnWVlZiIqKQlpaGuzt7dGqVSuDPslelv6NHRtRdREfH49Dhw6hqKjIIP39+eefsLW1xUsvvWSQ/oiMjUkyEenk7t27+OmnnyCVSiEIAkRRxIkTJzBgwAA0adLEpP0bOzai6iItLQ1HjhwxWIJcIioqCubm5nBycjJov0TGwHILItJaVlYWfvrpJxQVFUEURUilUoiiiKKiIvz000/IysoyWf/Gjo2ouigoKMDRo0eRn59v8L5FUcSVK1fw+PFjg/dNZGhMkolIa1FRUSrXJ5VKpYiKijJZ/8aOjai6OH/+PFJTU43WvyiKiIyMxIMHD4w2BpEhMEkmIq2lpaWpfDpdEASkpaWZrH9jx0ZUHcTGxuL27dvlMlZ0dDQf5qMKjTXJRKRA1cNv9vb2EEVR6TWiKMLe3r5M45alf2PHRlTVPX/+HL///nu5jnn37l1YWFjA1dW1XMcl0gZnkolIzt27d7Fs2TIcO3YMV65cwbFjx7Bs2TLcvXsXrVq1gkSi/K8NiUSCVq1alWnssvRv7NiIqjKpVIqTJ08iNze33Me+efMmkpKSyn1cIk2YJBORjKaH3wBgwIABMDMzgyAIkEgkEAQBZmZmGDBgQJmXWqtZs6be/ZflWqLqLjIyEn///bfJxr969SoyMzNNNj6RMiy3ICIZbR5+69ChA6ZMmWK0tYibNGmid/9luZaounr06BEuX75s0hgKCwtx8eJFdOjQAdbW1iaNhagEk2Qikil5+E1Zbe+LD7/VrFkTHTp0MFocZenf2LERVSXJyck4fvy4ynr+8pSTk4M//vgDb731FqysrEwdDhHLLYjoX3z4jaj6ePbsGQ4dOmSU9ZD1lZmZifPnzyM7O9vUodAL0tIyMWbMfDg6dkGNGh3h5zcWV6/e0era4cODIAhtFL6aNv1Arl18/FMMHfoVmjTph1q13oa9vS/atv0I27YdMNmbOM4km8iECRNw7949hIeHmzoUgxg0aBCkUqmsbpUqp1atWuHEiRNKd9niw29EVcfjx49x7Ngx5OXllamfZ8+e4fbt28jKyoK1tTWaNGmCOnXqlKnPrKwsnD17Ft7e3qhbt26Z+qKyk0ql6NlzMqKi7uHLL/8P9erZY/XqMPj6jsWVK9vRuLGLxj6srCyxceNsuWO1a8uXwSUnp+Hx4ycICHgHLi5OKCgoRHj4Hxg+PAh37z7EggUTDXpf2hDEivAZSymq1jot7eTJk/D19S3TWNnZ2QgJCYGvr69WfcXFxcHNzU3puZ07d2LQoEEa+4iNjUWTJk1w5MgR+Pn5KfQbFhaGDz6Qf4cVFBSE4OBgPH36FPXq1dM4hipSqRTff/899u7di2vXruHZs2dwc3PDoEGD8MUXXyitBdu0aROWLFmC2NhYvPzyy/j0008xadIkuTbXrl1DmzZtcPXqVZ0SqatXr8Lb2xtXrlxB69at9b4vMhxlWztLJBJu7UxUBRQUFODKlSu4fv16mWbnYmNjcejQIdy8eROiKMr+rhAEAc2bN0f37t3RqFGjMsUqCAKaNWsGNzc3WV6QnZ2NFi1aIDMzk88aKLhilF5/+ikcAwfOxO7d3yAgoAsA4OnTVLz6aj+8+2577NgxX+31w4cHISzsOLKyzug1/vvvT8HJk5eRnn4KZmZmevVRzFvnKyrkTPL27dvlvv/+++8RHh6ucLxZs2ZlHis7OxvBwcEAoFPCPXjwYLz33ntyx9q1a6fVtStWrICbm5ssQS7t66+/Rr9+/bR+s6CL7OxsjBgxAm+99RbGjRuH+vXr4/z58wgMDMTx48dx4sQJuXHXrVuHcePG4YMPPsDUqVNx5swZfPrpp8jOzsb06dNl7V5//XW0adMGS5cuxffff2/wuKn88OE3oqpHKpXi/v37uHTpUpm3aL927Ro2bNgAALJE+8X/RkdHIzo6GiNGjCjTp08lfaWkpKBly5Z8oM9EwsKOo0GDuujXr7PsmKOjAwYM6IIffjiMvLx8WFlZauynqKgIz5/nwM5Ot39LXF2dkZ2di/z8AtjYlCVJ1l2FTJKHDh0q9/2FCxcQHh6ucNyUWrdurVc8BQUFCA0Nxbhx45Se9/LyQmRkJPbt24d+/fqVNUwFlpaWOHfuHNq3by879vHHH8PV1VWWKHfpUvxOMScnB//973/Rs2dPhIWFydpKpVLMnTsXY8aMgYODg6yfAQMGIDAwEKtXr2ZCVY5UbfxR1utVPfymbjxjxVJe1xNVNfn5+bh37x5u3LiB9PT0MvcXGxuLDRs2qFwFB4Ds3JYtWzBlypQyzyg/efIEKSkpeOWVV1C/fv0y9UW6u3btLlq3bqKwDn3bts2xfv0+/PnnI7Rs+YraPrKzc2Fn54Ps7Fw4ONhh8ODuWLRoEmrWtFVom5OTi+fPc5GVlY3Tp69iy5Zf0a5dS9jYlP+bpAqZJGtDKpXi22+/xYYNGxATE4PatWujT58++Oabb+QSt8uXL+O///0vrly5gufPn8PJyQl+fn7YvHmzXIlDcHCwbEY5MDAQQUFBGmN4/vw5LCwsYGmp+R1UibNnzyI5OVmWiJY2aNAgZGdn4+uvv0bfvn0NPptsaWkplyCX6Nu3LwIDA3H79m1ZbCdPnkRKSgomTJgg13bixIkIDQ3FwYMH5d4odO3aFV988QXCw8PRt29fg8ZNyikrjThx4oTWpRG6Xq+uPYByjcXQ1xNVFTk5Ofjrr78QFxeHR48eKX3GQF+HDx/Wqf2RI0cwZsyYMo9bWFiIO3fuyLbMjo+PxyuvvKJyAyEynISEZLz99usKx52di0s/4+Ofqk2SnZ3rYdq0j9C6dVNIpVL89tt5rF69G1FRf+LUqXUwN5dPRVes2IWZM1fJvn/nnbbYsmWOge5GN5X2t2vs2LH48ssv0aFDB6xYsQIjRoxAaGgounfvjoKCAgBAUlISunXrhri4OMyYMQMrV67Ehx9+iAsXLgAAHB0dsWbNGgDFSeL27duxfft2rWZwg4ODUbNmTVhbW+ONN97A0aNHtYo7IiICgiDg9dcVf+EAwMzMDLNnz0ZUVBT27duntq/s7GwkJydr/EpNTdUYV2JiIgDI1Ttfu3YNANCmTRu5tt7e3pBIJLLzJV577TXY2Njg3LlzGsejstO08Yemj1R1vV5d+x9//LFcYzH09USVWV5eHv7++29cvnwZP//8M7Zv346TJ08iNjbWoAnys2fPcOPGDbWzyC+SSqW4desWnj17ZrAYSu4nPDwcoaGhiIiIQGJiotYxke5ycvKUllNYW1vJzquzcOEn+OabSRgwoCsGDeqOrVv/v707j4uq3v8H/hqGVdkJEZRFMOWGV72iuKWkoEKo1wVB0EI0JVNLbfdqiOSSy1UrUbgmVhcCMU0lDXEvjdwit/SiQiShiCj7Isz5/sGP+TUzbAOjB6bX8/GYx0M+5/M55/0Z58y853M+8znLsXLlazh9+hfs3n1UpX5Q0Bikpm5BfPyHCA72adYxnpR2OZL8ww8/YPv27YiLi0NwcLC8fMSIEfDx8UFSUhKCg4Nx5swZPHz4EIcPH1ZI9D788EMAQMeOHeHv74+5c+eid+/ezZo+oaOjg9GjR2PixIno0qULbt++jX//+9/w9fXF/v374efn12j769evw9LSEqampg3WCQ4ORmRkZJOjyWvXrpWPfjfG0dERWVlZjdZZu3YtTE1N4evrKy/Lzc2FVCpVubylr68PKysr/PHHHwrlurq6sLe3x7Vr1xo8TmVlpcKvqZm8tFxzb/yhqfZN1W/Ik4hF0+2J2ipBEFBdXY3y8nKUlJSgqKgIRUVFKCkpQXFxMYqKiupdLm3VqlUoKirSaCxVVVVq/9hPEAR89NFHal1xbYipqSkWLlwo/7usrAyXL1/G5cuXYWRkBFtbW1hbW8Pc3Fw+iKWvrw9dXV2OODdDVdVjFBQoTsmxtraAkZEBKitVlwmsqKj9LDcyUn9N60WLgrFs2TYcOXIWU6eOUdjm6GgLR0dbAEBQkA/mzFkJb+/XcOPG1099ykW7TJKTkpJgZmaGUaNGIT8/X17u7u4OY2NjHD9+HMHBwfI1XZOTk9GnTx/o6em1+tgODg5ISUlRKHvppZfw3HPP4c0332wySX7w4IHCdJD61I0mh4SE4Jtvvmlw6sLLL7+M559/vsmYjYyMGt2+atUqHDlyBFFRUQrr4JaXlzf4xmZoaIjy8nKVcgsLC4X/E2WrV69WSew9PT1ha2vbaIykqrk3/tBU+8bqN+ZJxKLp9kRtzePHj1FZWYnq6mr569rIyAhGRkawsbFpsn1ERESbed2Xl5fX+3mhLn19fXh4eACovfrb1Gfb48eP5VeWdXR0IJVKoaOjI/+3JnICbXLmzC8YMULx91KZmftha/sMcnNVP9fryuzsrNU+lpGRIayszFBQ0PQXOX9/L/znP3tx6tTPGDOmeQskaEq7TJIzMjJQWFjY4AT+vLw8ALXJ1+TJkxEREYGNGzfihRdewIQJExAcHKzRu/lYWloiNDQUa9aswZ07d9C1a9dG6zcnyZg2bZp8NHnChAn11nF2doazs3NLQpZLTEzE0qVLMWvWLMydO1dhm5GRUYOLzFdUVNT7BlW3BFBD3n//fSxevFihzMDAgHdXaoHW3vhD3faN1W/Mk4hF0+2J2ho9Pb1WJXF2dnYaHz0tKytr1vQ9Zebm5ujYsWOrj29jY4O+ffsCqJ0uySRXs/r06YHU1C0KZZ07W6Fv3x74/vt0yGQyhdfUTz9dRYcOhujRo+l1kpUVF5ciP/8RrK3Nm6xbXl4BACgsfPpXnttlkiyTydCpUyfExcXVu93auvZbjUQiwe7du5GWloYDBw4gJSUFM2fOxIYNG5CWlqbRX73b29sDqJ2z1ViSbGVl1aw3mbrR5BkzZmDfvn311ikpKWnWdAWpVCp/Tv4sNTUVL7/8Mvz8/LBt2zaV7ba2tqipqUFeXp7CF5Kqqio8ePAAdnZ2Km0ePnyIZ599tsFYmBBrTmtv/KFu+6bqSySSpxaLptsTaZvz589rfJ/Z2dlwcnJS68uyRCLBL7/8AgcH9ROp+tSNDJPmWViYwtt7oEq5v78Xdu8+ij17jsnXSc7Pf4SkpCMYN26YwnzlW7fuAABcXGrzoIqKSjx+XA0TE8UvSZGR2yEIAnx8/v9CAvfvP4S1teqV9s8+2weJRIJ+/Vxb30k1tcsk2cXFBUeOHMHQoUObvNwCAIMGDcKgQYOwcuVKxMfHY9q0aUhISMArr7yisdUjbt++DQD1JqN/5urqiri4OBQWFsLMzKzRutOnT8eHH36IiIgIjB8/XmX7+vXrWzwn+aeffsLEiRPRv39/7Nq1S+XXpQDk39jPnz+vsCb0+fPnIZPJ5NvrVFdX4/fff683VtI8Y2NjBAQENHjjj6a+BKrbvqn6gOrqFk8qFk23J6KmOTg4YOzYsTh48GCzfhAolUrh5+ensQSZxOHv74VBg/6O0NAVuHYt8//dcS8JNTUyRESEKdT18qq9Ip2VdQAAcPfuA/zjH9MQFDQGrq5OAICUlB9x8OBp+PgMwT//6Slvu3LlDpw+/Qt8fAbDwaEzCgoK8fXXx3Du3DUsWBCI7t3tn06H/6RdJskBAQGIiopCZGQkVq1apbCturoaJSUlMDc3x8OHD2Fubq6QCNcldnU/HuvQoXaNvubO3bp//75KIpyTk4MdO3agd+/eTc6tHTx4MARBwIULFzBy5MhG6/55NLk+LZ2T/Ouvv8LPzw9OTk5ITk5u8IvGyJEjYWlpia1btyokyVu3bkWHDh1U5l9fu3YNFRUV9S4xR09Ga2/8oW77puo/zVg03Z6ImrZs2TIcOnSoyd8nSCQSSCQSLF26tME61D5IpVIcPLgZb7+9GR9/nIDy8koMGPAcdu5cjp49nRpta25ugrFjn0dq6k/4/PNk1NTI0L17V6xaNQ9vvfWSwvQNP7+huHXrDnbs2I/79x/C0NAAvXt3R2xsOEJCxj7hXtavTd6WWtn8+fOxZcsWhRPy1VdfRXR0NHx9fTF69Gjo6ekhIyMDSUlJ2Lx5M/z9/bFp0yZERUVh4sSJcHFxQXFxMf7zn/8gNzcX6enp8jWS3dzcUFBQgGXLlsHS0hK9evVCr1696o0lNDQUt27dgpeXF+zs7JCVlYXo6GgUFxcjJSWlybv2VVVVwc7ODnPmzFFI8OvWbF63bh3eeusteXl1dTVcXV1x69YtAGj1bamLi4vh5uaGnJwcrFq1Cl26dFHY7uLionDnwKioKMybNw/+/v4YM2YMvv/+e3zxxRdYuXIllixZotB2w4YN+OCDD3D37l2YmJi0OEYiImq79uzZg8DAQPkyi8qkUikkEgl27dql8TXzHz9+DH19fVRVVXFOsoonc1tq7aElt6Vujm3btsHd3R3R0dFYsmQJdHV14eTkhOnTp8uXevL09MTZs2eRkJCAe/fuwczMDB4eHoiLi5MnyACwfft2LFiwAIsWLUJVVRXCw8MbTJJHjx6Nbdu2YcuWLfKR6uHDh2Pp0qXo169fk3Hr6+tj2rRpSEpKUhkFr4+uri6WLl2K0NDQZj4zjXvw4AF+//13AMB7772nsj0kJEQhSX7ttdegp6eHDRs2YP/+/bC3t8fGjRvxxhtvqLRNSkrCpEmTmCATEWmxSZMm4cyZM4iMjERycrJ8alPdVCc/Pz8sXboUAwYMEDtUolZpFyPJ2ub27dtwdXXFoUOH4OXlJXY4GpGeno5+/frh4sWLKnOViYhIO2VnZ+PYsWMoKiqCqakpRo4c+UTnIHMkuTEcSW6c+iPJTJJFMnfuXNy8eROpqalih6IRU6dOhUwmw65du8QOhVohOjpaIzd4MTY2RlhYmEr5k94/EWk3JsmNYZLcuL/QdIv2ru522NoiISFB7BBIA+ru4tVe909ERKQpTJKJSE5TK0E0tJ8nvX8iIiJN4XQLIiIiahc43aIxnG7ROPWnW2j2npVERERERFqASTIRERERkRImyURERERESpgkExEREREpYZJMRERERKSESTIRERERkRImyURERERESpgkExEREREpYZJMRERERKSESTIRERERkRImyURERERESnTFDoAoNzcXubm5YodBRG2Mra0tbG1tG9zO946/nurqagDAzz//DF1d7U5hmnr901MgEIksPDxcAMAHH3zwofAIDw/newcff9lHU69/evIkgiAIIBJRU6NBJSUl8PT0xMmTJ2FsbPwUI9M8beoLoF390aa+ANrRHzFHkrXh+avDvrRNTfWFI8niY5JMbV5RURHMzMxQWFgIU1NTscNpFW3qC6Bd/dGmvgDa15+nTZueP/albdKmvmgr/nCPiIiIiEgJk2QiIiIiIiVMkqnNMzAwQHh4OAwMDMQOpdW0qS+AdvVHm/oCaF9/njZtev7Yl7ZJm/qirTgnmYiIiIhICUeSiYiIiIiUMEkmIiIiIlLCJJmIiIiISAmTZCIiIiIiJUySqc06deoUxo0bBzs7O0gkEnzzzTdih9Riq1evxoABA2BiYoJOnTphwoQJuHHjhthhtcjWrVvRu3dvmJqawtTUFIMHD8ahQ4fEDksj1qxZA4lEgoULF4odSossX74cEolE4eHq6ip2WO1eVlYWZs2ahW7dusHIyAguLi4IDw9HVVWV2KGpbeXKlRgyZAg6dOgAc3NzscNRy5YtW+Dk5ARDQ0MMHDgQZ8+eFTukFtGmzzZtxySZ2qzS0lL06dMHW7ZsETuUVjt58iTmzZuHtLQ0pKam4vHjxxg9ejRKS0vFDk1tXbt2xZo1a3DhwgWcP38eI0eOxD//+U9cvXpV7NBa5dy5c4iOjkbv3r3FDqVV3Nzc5Ldrzs3NxQ8//CB2SO3e9evXIZPJEB0djatXr2Ljxo3Ytm0blixZInZoaquqqsKUKVMwd+5csUNRS2JiIhYvXozw8HBcvHgRffr0wZgxY5CXlyd2aGrTps82rScQtQMAhL1794odhsbk5eUJAISTJ0+KHYpGWFhYCNu3bxc7jBYrLi4Wnn32WSE1NVXw9PQU3njjDbFDapHw8HChT58+Yofxl7B27VqhW7duYofRYrGxsYKZmZnYYTSbh4eHMG/ePPnfNTU1gp2dnbB69WoRo2o9bfts0zYcSSYSQWFhIQDA0tJS5Ehap6amBgkJCSgtLcXgwYPFDqfF5s2bBz8/P3h7e4sdSqtlZGTAzs4Ozs7OmDZtGrKzs8UOSSsVFha2+/O3vaiqqsKFCxcUzk8dHR14e3vjxx9/FDEy0na6YgdA9Fcjk8mwcOFCDB06FL169RI7nBa5fPkyBg8ejIqKChgbG2Pv3r147rnnxA6rRRISEnDx4kWcO3dO7FBabeDAgdi5cyd69uyJ3NxcREREYNiwYbhy5QpMTEzEDk9r3Lx5E5988gnWr18vdih/Cfn5+aipqYGNjY1CuY2NDa5fvy5SVPRXwJFkoqds3rx5uHLlChISEsQOpcV69uyJ9PR0/PTTT5g7dy5CQkJw7do1scNS2++//4433ngDcXFxMDQ0FDucVvP19cWUKVPQu3dvjBkzBgcPHsSjR4+wa9cusUNrk9577z2VHzoqP5STsJycHPj4+GDKlCmYPXu2SJErakk/iJ6kqKgoSCQSDBw4UOxQWoUjyURP0fz585GcnIxTp06ha9euYofTYvr6+ujevTsAwN3dHefOncPmzZsRHR0tcmTquXDhAvLy8tCvXz95WU1NDU6dOoVPP/0UlZWVkEqlIkbYOubm5ujRowdu3rwpdiht0ptvvokZM2Y0WsfZ2Vn+7z/++AMjRozAkCFDEBMT84Sjaz51+9HePPPMM5BKpbh3755C+b1799C5c2eRoqLGxMXFQV9fH2fPnsXNmzflnxftDZNkoqdAEAQsWLAAe/fuxYkTJ9CtWzexQ9IomUyGyspKscNQm5eXFy5fvqxQFhoaCldXV7z77rvtOkEGgJKSEty6dQsvvfSS2KG0SdbW1rC2tm5W3ZycHIwYMQLu7u6IjY2Fjk7buRCrTj/aI319fbi7u+Po0aOYMGECgNr3nKNHj2L+/PniBkcqMjMzcebMGaxYsQKRkZGIi4tDeHi42GG1CJNkarNKSkoURsAyMzORnp4OS0tLODg4iBiZ+ubNm4f4+Hjs27cPJiYmuHv3LgDAzMwMRkZGIkennvfffx++vr5wcHBAcXEx4uPjceLECaSkpIgdmtpMTExU5oV37NgRVlZW7XK++FtvvYVx48bB0dERf/zxB8LDwyGVShEUFCR2aO1aTk4OXnjhBTg6OmL9+vW4f/++fFt7G8nMzs5GQUEBsrOzUVNTg/T0dABA9+7dYWxsLG5wjVi8eDFCQkLQv39/eHh4YNOmTSgtLUVoaKjYoalNmz7b6hMXFwepVIo5c+YgLS2tXSfJXAKO2qzjx48LAFQeISEhYoemtvr6AUCIjY0VOzS1zZw5U3B0dBT09fUFa2trwcvLSzh8+LDYYWlMe14CLjAwULC1tRX09fWFLl26CIGBgcLNmzfFDqvdi42NbfAcbm9CQkLq7cfx48fFDq1Jn3zyieDg4CDo6+sLHh4eQlpamtghtYg2fbbVx9XVVRgxYoQgCIKwc+dOAYBw9uxZkaNqGYkgCMLTSceJiIiISFtduHAB/fv3x7Zt2xAWFobCwkJ06tQJc+fOxaZNm8QOT21tZ1IVEREREbVbcXFx0NXVxeTJkwHUTin08fFBQkICampqRI5OfUySiYiIiKhV6m4uNXLkSDzzzDPy8sDAQNy7dw9Hjx4VMbqWYZJMRERERK1y7Ngx5ObmIjAwUKF8/PjxMDIyQlxcnEiRtRyTZCIiIiJqlbi4OOjp6WHixIkK5cbGxnjxxRexd+9elJeXixRdyzBJJiIiIqIWKy8vx549ezBq1ChYWFiobA8ICEBxcTH2798vQnQtx3WSiYiIiKjF9u/fj+LiYgDAmjVrVLaXlZUBqB1tVp6O0ZZxCTgiIiIiarHx48fjwIEDTdbT09NDbm4urKysnkJUrcfpFkQkup07d0IikSArK0vsUIj+kiQSCZYvXy7/u6Fzct26dXB2doZUKkXfvn0BANXV1XjnnXdgb28PHR0d+a2j6a9j//79EAShyUdVVVW7SZABJslERESNqksYJRIJfvjhB5XtgiDA3t4eEokEY8eOFSHCp+Pw4cN45513MHToUMTGxmLVqlUAgB07dmDdunXw9/fH559/jkWLFokcKZFmcE4yERFRMxgaGiI+Ph7PP/+8QvnJkydx584dGBgYiBSZ5r300kuYOnWqQp+OHTsGHR0dfPbZZ9DX11co79KlCzZu3ChGqERPDEeSiYiImuHFF19EUlISqqurFcrj4+Ph7u6Ozp07ixSZ5kmlUhgaGkIikcjL8vLyYGRkpJAg15Wbm5tr7NiCILS7pcJIOzFJJiK17d69GxKJBCdPnlTZFh0dDYlEgitXruDSpUuYMWMGnJ2dYWhoiM6dO2PmzJl48OBBk8dQniNZx8nJCTNmzFAoe/ToERYuXAh7e3sYGBige/fu+OijjyCTyVraRSIVQUFBePDgAVJTU+VlVVVV2L17N4KDg+ttI5PJsGnTJri5ucHQ0BA2NjYICwvDw4cPFert27cPfn5+sLOzg4GBAVxcXBAZGalyK98XXngBvXr1wrVr1zBixAh06NABXbp0wdq1a5vVh8rKSixatAjW1tYwMTHB+PHjcefOHZV6ynOSJRIJYmNjUVpaKp96Ulfn+PHjuHr1qrz8xIkTavXdyckJY8eORUpKCvr37w8jIyNER0cDaN65nZWVBYlEgvXr1yMmJgYuLi4wMDDAgAEDcO7cOZW+Xb9+HQEBAbC2toaRkRF69uyJf/3rXwp1cnJyMHPmTNjY2MDAwABubm7YsWNHs55j0h6cbkFEavPz84OxsTF27doFT09PhW2JiYlwc3NDr169sGHDBty+fRuhoaHo3Lkzrl69ipiYGFy9ehVpaWkKo1QtVVZWBk9PT+Tk5CAsLAwODg44c+YM3n//feTm5mLTpk2tPgYRUJvMDR48GF999RV8fX0BAIcOHUJhYSGmTp2Kjz/+WKVNWFgYdu7cidDQULz++uvIzMzEp59+ip9//hmnT5+Gnp4egNqk1NjYGIsXL4axsTGOHTuGDz74AEVFRVi3bp3CPh8+fAgfHx9MmjQJAQEB2L17N9599138/e9/l8fVkFdeeQX//e9/ERwcjCFDhuDYsWPw8/Nrsu9ffvklYmJicPbsWWzfvh0A8I9//ANffvklVq5ciZKSEqxevRoA8Le//U2tvgPAjRs3EBQUhLCwMMyePRs9e/ZU+9yOj49HcXExwsLCIJFIsHbtWkyaNAm3b9+WH+vSpUsYNmwY9PT0MGfOHDg5OeHWrVs4cOAAVq5cCQC4d+8eBg0aBIlEgvnz58Pa2hqHDh3CrFmzUFRUhIULFzb5fJGWEIiIWiAoKEjo1KmTUF1dLS/Lzc0VdHR0hBUrVgiCIAhlZWUq7b766isBgHDq1Cl5WWxsrABAyMzMlJcBEMLDw1XaOzo6CiEhIfK/IyMjhY4dOwr/+9//FOq99957glQqFbKzs1vYQ6Jada/Pc+fOCZ9++qlgYmIif21PmTJFGDFihCAIta9NPz8/ebvvv/9eACDExcUp7O+7775TKa/vXAkLCxM6dOggVFRUyMs8PT0FAMIXX3whL6usrBQ6d+4sTJ48udF+pKenCwCE1157TaE8ODhY5Xyr75wMCQkROnbsqLJfT09Pwc3NTaFMnb47OjoKAITvvvtOoW5zz+3MzEwBgGBlZSUUFBTI6+3bt08AIBw4cEBeNnz4cMHExET47bffFPYpk8nk/541a5Zga2sr5OfnK9SZOnWqYGZmVu//FWknTrcgohYJDAxEXl6e/NIqUDsNQyaTyReLNzIykm+rqKhAfn4+Bg0aBAC4ePGiRuJISkrCsGHDYGFhgfz8fPnD29sbNTU1OHXqlEaOQwTU3jmsvLwcycnJKC4uRnJycoNTLZKSkmBmZoZRo0YpvDbd3d1hbGyM48ePy+v++VwpLi5Gfn4+hg0bhrKyMly/fl1hv8bGxpg+fbr8b319fXh4eOD27duNxn7w4EEAwOuvv65Q/iRGRtXpOwB069YNY8aMUdmHOud2YGCgwt3ehg0bBgDy5+X+/fs4deoUZs6cCQcHB4W2dVe1BEHA119/jXHjxkEQBIXjjhkzBoWFhRp776K2j9MtiKhFfHx8YGZmhsTERHh5eQGonWrRt29f9OjRAwBQUFCAiIgIJCQkIC8vT6F9YWGhRuLIyMjApUuXYG1tXe925eMStYa1tTW8vb0RHx+PsrIy1NTUwN/fv966GRkZKCwsRKdOnerd/ufX5tWrV7F06VIcO3YMRUVFCvWUz5WuXbuqTFWysLDApUuXGo39t99+g46ODlxcXBTKe/bs2Wi7llCn70BtklzfPtQ5t5UT37qEuW4OdF2y3KtXrwbjvn//Ph49eoSYmBjExMQ067ikvZgkE1GLGBgYYMKECdi7dy+ioqJw7949nD59Wr52KlA76nbmzBm8/fbb6Nu3L4yNjSGTyeDj49PiH9Up/5BJJpNh1KhReOedd+qtX5ewE2lKcHAwZs+ejbt378LX17fBlR1kMhk6deqEuLi4erfXJX+PHj2Cp6cnTE1NsWLFCri4uMDQ0BAXL17Eu+++q3KuSKXSevcntKEb6Da373X+PJL+532oc25r4nmpe66nT5+OkJCQeuv07t272fuj9o1JMhG1WGBgID7//HMcPXoUv/76KwRBkE+1ePjwIY4ePYqIiAh88MEH8jYZGRnN2reFhQUePXqkUFZVVYXc3FyFMhcXF5SUlMDb27t1nSFqpokTJyIsLAxpaWlITExssJ6LiwuOHDmCoUOH1psE1jlx4gQePHiAPXv2YPjw4fLyzMxMjcbt6OgImUyGW7duKYwe37hxQ6PHAZrf96b2oclz29nZGQBw5cqVBuvUrfpRU1PD9xTiEnBE1HLe3t6wtLREYmIiEhMT4eHhIb9sWjeqozyK09zVJlxcXFTmHMbExKiMJAcEBODHH39ESkqKyj4ePXqksqYtUWsZGxtj69atWL58OcaNG9dgvYCAANTU1CAyMlJlW3V1tfxLYH3nSlVVFaKiojQad93KF8qrcDyJFWCa2/em9qHJc9va2hrDhw/Hjh07kJ2drbCt7rmXSqWYPHkyvv7663qT6fv376t1TGrfOJJMRC2mp6eHSZMmISEhAaWlpVi/fr18m6mpKYYPH461a9fi8ePH6NKlCw4fPtzs0bFXXnkFr776KiZPnoxRo0bhl19+QUpKCp555hmFem+//Tb279+PsWPHYsaMGXB3d0dpaSkuX76M3bt3IysrS6UNUWs1dCn+zzw9PREWFobVq1cjPT0do0ePhp6eHjIyMpCUlITNmzfD398fQ4YMgYWFBUJCQvD6669DIpHgyy+/1Pj0ib59+yIoKAhRUVEoLCzEkCFDcPToUdy8eVOjxwGa3/fGPIlz++OPP8bzzz+Pfv36Yc6cOejWrRuysrLw7bffIj09HQCwZs0aHD9+HAMHDsTs2bPx3HPPoaCgABcvXsSRI0dQUFDQ0qeF2hkmyUTUKoGBgdi+fTskEgkCAgIUtsXHx2PBggXYsmULBEHA6NGjcejQIdjZ2TW539mzZyMzMxOfffYZvvvuOwwbNgypqanyHwnW6dChA06ePIlVq1YhKSkJX3zxBUxNTdGjRw9ERETAzMxMo/0lUse2bdvg7u6O6OhoLFmyBLq6unBycsL06dMxdOhQAICVlRWSk5Px5ptvYunSpbCwsMD06dPh5eWlsuJDa+3YsQPW1taIi4vDN998g5EjR+Lbb7+Fvb29Ro8DNK/vjXkS53afPn2QlpaGZcuWYevWraioqICjo6PCe5eNjQ3Onj2LFStWYM+ePYiKioKVlRXc3Nzw0UcfqX1Mar8kQlua6U9ERERE1AZwTjIRERERkRImyURERERESpgkExEREREpYZJMRERERKSESTIRERERkRImyURERERESpgkExEREREpYZJMRERERKSESTIRERERkRImyURERERESpgkExEREREpYZJMRERERKSESTIRERERkZL/A7WC/KnHWsp0AAAAAElFTkSuQmCC", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -130,18 +166,18 @@ } ], "source": [ - "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), resamples=5000)\n", + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"))\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);" + "two_groups_paired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), paired='baseline', id_col='ID')\n", + "two_groups_paired.mean_diff.plot(horizontal=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Repeated Measures\n" + "## Generating Shared-Control and Repeated-Measures plots" ] }, { @@ -151,9 +187,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -171,18 +217,49 @@ } ], "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", + "shared_control = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\", \"Test 4\", \"Test 5\"))\n", + "shared_control.mean_diff.plot(horizontal=True);\n", + "\n", + "repeated_measures_baseline = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\", \"Test 4\", \"Test 5\"), paired='baseline', id_col='ID') \n", + "repeated_measures_baseline.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,);" + "repeated_measures_sequential = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\", \"Test 4\", \"Test 5\"), paired='sequential', id_col='ID') \n", + "repeated_measures_sequential.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generating Multi-Group plots" + ] + }, + { + "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);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Proportion plots - Barplots and Sankey diagrams\n" + "## Generating Proportion plots\n" ] }, { @@ -233,13 +310,6 @@ "df_prop = create_demo_prop_dataset()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Barplots\n" - ] - }, { "cell_type": "code", "execution_count": null, @@ -247,35 +317,17 @@ "outputs": [ { "data": { - "image/png": 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", + "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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", + "image/png": 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", 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" ] @@ -285,15 +337,25 @@ } ], "source": [ + "multi_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", + "multi_two_groups_unpaired.mean_diff.plot(horizontal=True);\n", + "\n", "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": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Delta-delta" + "## Generating Delta-Delta plots" ] }, { @@ -352,7 +414,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -370,7 +432,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Mini-Meta" + "## Generating Mini-Meta plots" ] }, { @@ -380,7 +442,7 @@ "outputs": [ { "data": { - "image/png": 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", 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2OHz4MEaMGFFaFlJMOTgut/TK05EjR+hBIkSEVEkyAHh4eODhw4dYs2YNTpw4ga1bt0JTUxMODg5Yt24dpkyZImi7a9cu2NraIigoCMePH4eFhQUWLFgAX19fmYK1sLDAtm3bsHLlSkyaNAk8Hg+XL1+uNEk2NzdHREQEfv75Z2zatAkFBQVwcHDAqVOnZJrNBoDdu3cLJa2XL1/G5cuXAQDdunWrcgnHxIkTsWTJEuTn50u0jtrPz0+mDxUViY6OBlD6cJjynJ2dhZLkAQMG4NixY/D398fMmTNhamqKhQsXYsmSJSJ9Q0JC0K1bN9jZ2cktViK96esOID1bPo81N9bXQeCPoxV6jMqOQwgh1TFkyBBERERg6dKlCAsLE5pRZhgG7u7uWLRoESXIRCyGlbaQIKm2zMxM2NraIiAgAJMmTVJ2OHKRlJQEGxsbHDp0SKqZ5Pv378PJyQn37t2r9AErRHKj/HYhJTNHLmPVN9TDQb/JItvleYzKjkMIIfKSkJCA8+fPY8qUKdi5cyf69OlTx9Yg31N2ACpO+iuMUs8kk+ozNDTEvHnzsGbNGkyYMKFGH2aiKOvXr0fr1q1pqYUKkOf624rGkvcaX1ozTAhRNCsrK4wbNw5TpkzBuHHjoK6uruyQiIqjmWSiVDSTTAghpKYUFxdDQ0MDRUVFdTBJppnkykk/k1z7pzAJIYQQQgiRM0qSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYfqJBNCCCFELvglReDzSpQdRoVKiouVHQKpRShJJoQQQojsivOBN5Hgv45AccJdsCWF4OlaoMjCCcUm9gCjOheti4tLE3h+SRFQ5+okE3mjJJkQKRTlpOPDo0sozEiGppE5zFq7QUPPWNlhEUJIzUuLAx6FALGXgOJ8MCwfnMI8AIBabjI0P0SDZ9AQ+fZDwDNppuRgS/H4pfGp8mw3UR2UJBMiodR/buPZ0ZVg+SVgGA5Ylo/XV/ajuddC1GvSQdnhEUJIzcj5CNzZCbw4D4h5aC/DcACGAQBws99C785GlFg6obDFcLA6JjUdrXBsxZQcE8lRkkxqpZqe0S3KSS9NkHml69lYllf6X14xnoauQPuZe2t8RplmtQkhNaooD4g+CDw8DJQUStVVLfEe1D48QlGTASiy6wNwKP0gqo9+Skmto4wZ3Q+PLoHli5+BYPkl+PDoEr7sPFSmsWVJduX5HlQ32aZknZA6js8Hnp8G7uwG8tNlH4dXBI1nx6D27hYKHL4Fv15j+cVIiAJQkkxqFWXN6BZmJP+bjPJE9jEMB4UZyTKNK0uyK8/3oLrJNi1BIaSOy0oELi8Hkh7JbUhO9nvo3FiNIru+KLIfTLPKRGWpzi2nhEhAkhldRdA0MgfL8sUfl+VD08hc6jGFkl2WBcvnlf7332S3KEf8jI283gNZjy+v/oQQFRf3N3B0slwT5P+w0Ij9CzrXV4LJlW2SgRBFoySZ1CplM7riVGdGtypmrd3AVDDbwXDUYObQU+oxZU125fUeVDfZVtYHFkKIgpUUARGbgPOLgaIchR6Kk/kaun8vhVrCdbE3ARKiTJQkk1pFETO6ktDQM0Zzr4VguOoAw4DhcEv/y1VHc6+F0NA1knpMWZNdeb0H1U22lfWBhRCiQEmPgWNTgEehNXfMkgJoRQdBO3IjmLyUmjsukVhGRja8vZfD1LQXdHW7wdV1Ku7ffyZR3/Hj/cAw7URe9vaV38cTHHwWDNMOenrd5XEKMqGFQEoSEBCAPXv2ICYmBhxO7f+sMn/+fFy+fBm3b99W6HHMWrvh9ZX9gvW4n5J1RldS9Zp0QPuZe4VvUnPoKVOCDMie7MrrPahusq2sDyyEEAXITQUidwD//CVT94S0Alx4mo7MnHzoa6nBrZkBrOppSjUG98Mj6F5ejCLbXihq3B9Q15EpFiJffD4f7u6zEB39Aj/99A3q1zdCYGAoXFym4t69/WjSxKrKMTQ1NbBr1yKhbYaGehW2z8nJw7x5G6Grq13t+KtDJbMzhmEkel25cqXax8rLy4Ofn5/EYz179gzz5s2Do6Mj9PX1YWlpCXd3d9y9e1fiY2ZlZWH16tX4+eefhRLksvNat26dSJ+goCAwDCPVcSpy7NgxjBgxAra2ttDR0UGzZs3w448/IiMjQ2z7kydPom3bttDS0oKVlRV8fX1RUiJ8mX327NmIjo7GyZMnqx1fZRQxo1uRopx0vL15FLFnA/H25lEU5aRDQ88YX3YeCrv+0/Fl56HVOp6sSzjk9R5UdwmJIpagEEJqWHE+cP934PAYmRLkyLgsDNzyGNa/RGLS/heY++dbTDkYj8b+D+G54x/ceS3lcg1+MTRenoXupQVQf3UBqGBJF6k5oaEXERHxEEFBvvD19caMGcNx5cp2cLkc+Ppul2gMNTUuxo79Wug1cGCPCtsvW7Yb+vo6GDzYRU5nIRuVnEnev3+/0Ne///47wsPDRbY3b9682sfKy8uDv78/AMDFxaXK9rt27cLu3bsxdOhQTJ8+HZmZmdi+fTs6deqEv/76C7169apyjD179qCkpASjRo0Su3/NmjXw8fGBjo5iPkV7e3ujQYMGGDt2LKysrPDo0SNs3rwZZ86cwf3796Gt/d8nt7Nnz2Lw4MFwcXHBpk2b8OjRIyxbtgwfPnzA1q1bBe0sLCwwaNAgrF27Fh4eHgqJu4y8Z3TFqYmqDWXJ7tPQFULHYThqVSa78ngPqnN8efQnhChRYQ7w9FRpzWMZy7ode5CCETufggUrWE7M//e/LAucjcnEXzFZODDBFp5t6kk1NlOUC80nh6AefxmFLYaBZ95G8IASUrNCQy/C3NwEQ4a4CbaZmhpj+PBe+OOPsygsLIKmpkaV4/B4POTm5sPAoOIZZAB48SIBv/12AMePr8GRIxeqHX91qGSSPHbsWKGvb926hfDwcJHtyjBq1Cj4+flBT++/b/LEiRPRvHlz+Pn5SZQk7927Fx4eHtDS0hLZ5+joiKioKGzbtg0//PCDXGMvExoaKvKBwMnJCePGjUNwcDAmT54s2D537lw4ODjg/PnzUFMr/XExMDDAihUrMGvWLNjb2wvaDh8+HMOGDcOrV69ga2sr97jlUY9XkjEUWWZO3PGlTXbLj9Gw+yiJ46nO8cX1lTVZp9rMhChJViLw+Cjw7DRQnCfzMJFxWRix8yl4fBYV3W7H4wMMWIze+wp/z9FA+0aVJ0ficHKToX1nM3gmTVFoP4RqKyvBgwfP0bZtM5GloR06tMSOHcfxzz8JaN268u9LXl4BDAyckZdXAGNjA4wa1RerV8+Enp7oZODs2evg6toOX3/djZJkWfH5fGzcuBE7d+5EbGwsDA0NMXjwYKxatQrGxv/9sbx79y5++eUX3Lt3D7m5ubCwsICrqyv27NmD+Ph42NjYAAD8/f0FM8q+vr7w8/MTe1wnJyeRbSYmJujevbtESzbi4uLw8OHDChPgrl27ol69eggICICPj4/QrK68iJsx9/T0xLhx4/D06VPBtpiYGMTExGDLli2CBBkApk+fjuXLlyM0NBSLFv23xqjsA8KJEycwZ84cucYsj5ldScdQ1INDKju+pONV532ozvGrOq407wfVZiakhrEs8P4B8OQ4EH8dqOBeAmksO5tQOoNc1aEBsGCx8lwijnk3kfl43NR/oHNjFXgm9iiy7QWeWWuAw5V5PCK5xMQU9Ojxlch2S8v6AID37z9WmiRbWtbHvHnfom1be/D5fPz1100EBoYgOvofXLmyXSi/OH36Os6fv4Xo6IPyPxEZqOSaZElMnToVP/30E7p27YoNGzZgwoQJCA4ORt++fVFcXDoD+OHDB/Tp0wfx8fGYP38+Nm3ahDFjxuDWrVsAAFNTU8GSAU9PT+zfvx/79+/HkCFDpI4nKSkJ9evXr7JdREQEAKBt27YVtvHz80NycrLQcgZxCgsLkZKSItFLkvgBCJ3DgwcPAADt2rUTatugQQN8+eWXgv1lDA0NYWdnhxs3blR5PGnIox6vNGMoompDTZ+DqvSV91hUm5kQCRXlAm/uALe2AgdHAWFzSuseyyFBTkgrQNijNPAkHIrHB8KeZCAhTbpHWYvDTX0G7TuboXthHjQfHwQ35Skg5iZmIj/5+YVil1NoaWkK9ldm5crvsGrVTAwf3hsjR/ZFUJAfli+fjhs3ohEaelHQrqioGHPm/A/Tpg1Fixbyvxoti1o5k3z9+nXs2rULwcHBGD16tGC7q6sr+vXrh5CQEIwePRoRERFIT0/H+fPnhRK9ZcuWAQB0dXXh5eUFHx8fODg4yLyc49q1a7h586bQrGpFnj0rLZlSNoMtTvfu3eHq6ipYm1zRbPLBgwcxYcIEiWJkq6g/uXr1anC5XHh5eQm2JSYmAgAsLS1F2ltaWuL9+/ci221tbRETE1PhcQoLC1FY+N8/qJycqm/qkMfMrjRjKKJqQ02fg6r0lfdYinw8OCG1Dp8P5KUCOclAdiKQ+QZIjwdSY4HMt2i34j6SsorkftjcQp7UJY1ZFnBa/QS6GvKZmzM3UMftuRlQf3UBLEcdPKNG4BlYgadnCVa7HviaBmA19MFq6AGfTHqwJfJ/P+qKoqJipKVlCm0zNTWGtrYmCgtF37eCgtK/5dra0lUxAYA5c0Zj8eJtuHAhEiNH9gUA/PZbMFJSMuDvP1WG6BWjVibJISEhMDQ0RO/evYVmSZ2cnKCnp4fLly9j9OjRMDIyAgCEhYWhTZs2UFdXl3ssHz58wOjRo2FjY4N58+ZV2T41NRVqampCa5rF8fPzg7OzM7Zt21bh0oW+ffsiPDxcprg/deDAAezevRvz5s1Dkyb/XQ7Lz88HAGhqiv4D0NLSQlZWlsh2Y2NjkRnmT61cuVKwrKWMs7Oz2ES8jDweCS3NGIooM1fT56AqfeU9lqIeD05IjeJ98kGv7GY0ll/64pcAfF7pf1l+aXbJ8kpnS0sKSx/uUZhVerNdXlrpvk8ZWZW+ACQVPMS7DMU+DEQaGfk8ZOSL/tuVBaumifxGbuU2Akx2IpjsRMFlcpbhgFXXA1+QMJf+PeMU5wFF6v++/0zpfxkOwJV/nlBbREREw9V1mtC2uLiTsLSsj8RE0SvSZdsaNDCV+lja2lowMTFEWlppHpGZmYNly/Zg+nQvZGXlIisrF0BpKTiWZREf/x46OlowM5PuBtDqqpVJ8osXL5CZmQkzMzOx+z98+ACgNPkaOnQo/P398dtvv8HFxQWDBw/G6NGjxSZ+0srNzcWAAQOQnZ2N69evV5n4SqNHjx5wdXVFQEAApk2bJraNpaVlpcmlJK5du4ZJkyahb9++WL58udC+shnsT2d+yxQUFIid4WZZFkwldyAvWLBAZD22pqZmpd8PeczsSjOGIqo21PQ5qEpfeY9FtZlJncAV96e3bH1t9f82lbFouA1QT5LbeGVyc3MrLBlaGSMjI+jqyqdqk7m5ObT7+Urdr2w5JkevPqCAibParE2bpggP3yK0zcLCBI6OTXHtWhT4fL7QzXu3bz+Bjo4Wmjatuk5yednZuUhJyYCpqREAID09Czk5eQgI+B0BAb+LtLex8cCgQc7480/RErmKVCuTZD6fDzMzMwQHB4vdb2pa+qmGYRiEhobi1q1bOHXqFM6dO4eJEydi3bp1uHXrVrWS2qKiIgwZMgQPHz7EuXPn0KpVK4n6mZiYoKSkBNnZ2dDX16+0ra+vL1xcXLB9+3bBrPin8vPzkZmZKdpRDAsLC5Ft0dHR8PDwQKtWrRAaGiq0eB74b5lFYmIiGjZsKLQvMTERHTqI3iSVnp5e6drsqhJiceQxsyvtGPIuM6eMc1CFvvIeS5kPkyGktpFHXX1xEhISYG1tXeUyvk8xDIPo6GhYWUmfUMkTy6H1yxUxNjZAr14dRbZ7efVEaOhFHDt2CV5epTfop6RkICTkAgYO7C60Xjk29i0AwM7uSwClSzKKi0ugr68rNObSpbvAsiz69esCADAzq4fjx9eKHHvjxkO4efMRDh5cLrhRsCbVyiTZzs4OFy5cQNeuXSWq/tCpUyd06tQJy5cvx4EDBzBmzBgcOnQIkydPrnTWsyJ8Ph/ffvstLl68iCNHjsDZ2VnivmUl0+Li4uDg4FBpW2dnZ7i4uGD16tVYsmSJyP7Dhw/LvCY5NjYW/fr1g5mZGc6cOSP2A4OjoyOA0l+0nybE79+/x9u3b+Ht7S3SJy4uDm3atJEoJknJY2ZXljHKHhxSm89B2X3lPRbVZiZE+aysrDBgwACcOXMGPF7Vyye4XC7c3d2VniAT2Xh59USnTq0xYcKviImJ+/eJeyHg8fgi64d79vQBAMTHnwIAJCWl4quvxmDUqL6wt7cGAJw7dxNnztxAv35dMGhQaf6ko6Ml9sEhf/55BZGRT5T2UJFamSQPHz4cgYGBWLp0KVasWCG0r6SkBDk5OTAyMkJ6ejqMjIyEEuGyxK9sCUHZAzukuXQ0c+ZMHD58GNu3b5e6Ekbnzp0BlCaeVSXJQOnaZBcXF+zYsUNkn6xrkpOSktCnTx9wOBycO3dOMPNeXsuWLWFvb48dO3Zg6tSp4HJLLwdu3boVDMMI3eQHAJmZmYiNjYWPj4/UMVVFHjO7NfEQEkUfvzpjKKuvvMdS9veREAIsXrwYZ8+eBcMwlc4olz1JVpIb24lq4nK5OHNmA376aQM2bjyE/PxCtG/fAkFBfmjWzLrSvkZG+hgwoBvCw29j374w8Hh8NG78JVasmIG5c78Rqb2sahhWmuslSvLdd99hy5YtQv8Qp02bhu3bt6N///7o06cP1NXV8eLFC4SEhGDDhg3w8vLC+vXrERgYCE9PT9jZ2SE7Oxs7d+5EYmIioqKiBBUmWrZsibS0NCxevBj16tVDq1atKlw+sX79esyZMwedO3fG9OnTRfZ7enpCV1dXTM//tG7dGq1bt8aBAweEtjMMgxkzZmDz5s1C211cXHD16lUAwJ07d0RKsknL0dER0dHRmDdvHlq3bi20z9zcHL179xZ8HRYWBg8PD7i6umLkyJF4/PgxNm/ejEmTJokk7kePHoWXlxdevnwJOzu7asVICCFEtR07dgwjRowAy7JiZ5S5XC4YhsGRI0fg6emphAhFFRcXQ0NDA0VFRQq5mV+57ik7ABUn+pyLqtTKmWQA2LZtG5ycnLB9+3YsXLgQampqsLa2xtixY9G1a1cApcsVIiMjcejQISQnJ8PQ0BAdOnRAcHCwUAm2Xbt2YebMmZgzZw6Kiorg6+tbYZIcFRUFALh58yZu3rwpsj8uLq7KJHnixIlYsmQJ8vPzJVou4ufnB1dX1yrbSSo6OhoAEBAQILLP2dlZKEkeMGAAjh07Bn9/f8ycOROmpqZYuHCh2OUfISEh6NatW51NkKN2z1J6HV4NPWM4Ttogsl0VYgMqjo8QUvcMGTIEERERWLp0KcLCwsCyLDgcDvh8PhiGgbu7OxYtWoT27dsrO1RCZFIrZpLrmszMTNja2iIgIACTJk1SdjhykZSUBBsbGxw6dAiDBg1SdjgKEbnhWxRlpyo1Bg19E3SYJXrnryrEBlQcHyGkbktISMClS5eQlZUFAwMDuLm5qeQaZJpJ/px9RjPJtZmhoSHmzZuHNWvWYMKECSq/JkcS69evR+vWretsggyUzpIqW0UxqEJsgOrEQQipWVZWVhg/fryywyBErmgmmRBCCCGfBZpJ/pxJP5Nc+6cwCSGEEEIIkTNKkgkhhBBCCCmHkmRCCCGEEELKoSSZEEIIIYSQcihJJoQQQgghpBxKkgkhhBBCCCmH6iQTQuqE9Jx0XHx0EckZyTA3MkfP1j1hTHWbCSGEyIjqJBNCar3b/9zGiqMrUMIvAYfhgM/yocZRw0KvhejYpKOywyOEqAiqk/w5ozrJhJDPTHpOOlYcXYFiXjFYlgWPzwPLsijmFWNF6Aqk56QrO0RCCCG1ECXJhJBa7eKjiyjhl4jdV8IvwaVHl2o4IkIIIXUBrUkm5DNQW9frShJ3ckYyOAwHPJYn0p/DcJCUkVRT4aoMVft+q1o8hBAiCUqSCanjxK3X3X9lf42v15U2UZI0bnMjc/BZvtgx+CwfFkYWcj8XVaYq329VjYcQQiRFN+4RUoel56Rj/KbxKOYVi+xT56ojaGZQjczoSXtjnTRxV9V23/f7YKRrJPdzUkWq8v1W1XgIoRv3Pmd04x4h5BOqsF5XlhvrpInbWM8YC70WQp2rDoZhwOVwwTAM1LnqWOi1UJAgp+ekI/RmKLac3YLQm6Fyv6FP0eNLQhW+36ocDyGESIOWWxBSh6nCel1JEqWhnYcKbZc27o5NOiJoZhAuPbqEpIwkWBhZoKdDT0GCrOhL/qqypEAVvt+qHA8hhEiDZpIJqcNUYb1uWaIkTkWJkixxG+sZY2jnoZjRfwaGdh4qNIOsyBJxqlSCThW+36ocDyGESIOS5H/Fx8eDYRgEBQXVyPECAgJgb28PPl/8H5DaZv78+ejYkW7CUTU9W/eEGkf8BSM1jhp6OvQUfK2o5QKyJErSxF0VRV/yV6UlBfJ83+piPOTzlpCQIPgbHxQUhISEBOUGRFSeTElybGwspk6dCltbW2hpacHAwABdu3bFhg0bkJ+fL+8YBWJiYuDn54f4+HiFHaMqz549w7x58+Do6Ah9fX1YWlrC3d0dd+/elXiMrKwsrF69Gj///DM4nP++BQzDgGEYrFu3TqRPUFAQGIaR6jgVOXbsGEaMGAFbW1vo6OigWbNm+PHHH5GRkSG2/cmTJ9G2bVtoaWnBysoKvr6+KCkRTgpmz56N6OhonDx5strxEfmRdL3u7X9uY/ym8dh7aS/+evAX9l7ai/GbxuP2i9vVjkGWREnSuCUhy0y2NBQ9vjTk+b7VxXjI5ykyMhIDBw6EtbU1vL29AQDe3t6wtraGh4cH7ty5o+QIiaqSurrF6dOnMWzYMGhqauLbb79Fq1atUFRUhOvXr+Po0aMYP348duzYoZBgQ0NDMWzYMFy+fBkuLi5yHTs+Ph42NjbYu3cvxo8fX2G7uXPnYvfu3Rg6dCg6dOiAzMxMbN++HfHx8fjrr7/Qq1evKo+1fv16+Pr6Ijk5GVpaWoLtDMMAAMzNzfHq1Svo6OgI9gUFBWHChAm4c+cO2rVrJ/uJAqhfvz4aNGiAwYMHw8rKCo8ePcK2bdtga2uL+/fvQ1tbW9D27NmzcHd3h4uLC0aNGoVHjx5hy5Yt8Pb2xtatW4XGHTFiBBITE/H3339XKz4if+k56RWu162JCgS3X9zGilDpHxtdWdySCr0Zir2X9kLcrzqGYTDRbaLImmhVGl8W8njf6nI85PNRNinEsix4PNG18Vxu6Qe3w4cPY8iQIUqIUJ6oukXlpK9uIdWNe3FxcRg5ciQaNWqES5cuwdLSUrBvxowZePnyJU6fPi11EIrAsiwKCgqEEj55GDVqFPz8/KCnpyfYNnHiRDRv3hx+fn4SJcl79+6Fh4eHUIJcxtHREVFRUdi2bRt++OEHucZeJjQ0VORDhpOTE8aNG4fg4GBMnjxZsH3u3LlwcHDA+fPnoaZW+uNiYGCAFStWYNasWbC3txe0HT58OIYNG4ZXr17B1tZWIbHXdfJ86IKkY8lyY520x6zqxjpZ4pa0T8/WPbH/yn6xHwIkveSv6PHlQVUe2FFRHDX9QYGQyMhIjBgxAjweT+yHWADg8XhgGAYjRoxAREQE2rdvX8NRElUm1XKLgIAA5OTkYPfu3UIJcpnGjRtj1qxZgq9LSkqwdOlS2NnZQVNTE9bW1li4cCEKCwuF+llbW2PAgAG4fv06OnToAC0tLdja2uL3338XtAkKCsKwYcMAAK6uroKlCVeuXBEa49y5c2jXrh20tbWxfft2AMCrV68wbNgw1KtXDzo6OujUqZPMybyTk5NQggwAJiYm6N69O54+fVpl/7i4ODx8+LDCZLpr165wc3NDQECAwpauiJuF9/T0BAChc4iJiUFMTAy8vb0FCTIATJ8+HSzLIjQ0VGiMsnM6ceKEAqKu++S55EGaseS1XKCqY1Z0Y52scUtz3Opc8lf0+PKgyOUytTEOQgBg2bJlYFm2wgS5TFmbZcuW1VBkpLaQKkk+deoUbG1t0aVLF4naT548GUuWLEHbtm3x22+/wdnZGStXrsTIkSNF2r58+RJeXl7o3bs31q1bB2NjY4wfPx5PnjwBAPTo0QPff/89AGDhwoXYv38/9u/fj+bNmwvGeP78OUaNGoXevXtjw4YNcHR0RHJyMrp06YJz585h+vTpWL58OQoKCuDh4YHjx49Lc/qVSkpKQv369atsFxERAQBo27ZthW38/PyQnJwsspyhvMLCQqSkpEj0kiR+AELn8ODBAwAQWd7RoEEDfPnll4L9ZQwNDWFnZ4cbN25UeTwiTJ4VEqQdSx4VCOQRvyxjSNqnbCZ7ottE9PuqHya6TcS+7/dVWZ5N0ePLg6pU11CVOAgBSm/SCwsLE7vEQhwej4dTp07RzXxEiMTLLbKysvDu3TsMGjRIovbR0dHYt28fJk+ejJ07dwIonYE0MzPD2rVrcfnyZbi6ugraP3/+HH///Te6d+8OoPTSfcOGDbF3716sXbsWtra26N69OzZu3IjevXuLnQ19+fIl/vrrL/Tt21ewbc6cOUhOTsa1a9fQrVs3AMCUKVPg4OCAH374AYMGDRK6eU4W165dw82bN7Fo0aIq2z579gwAYGNjU2Gb7t27w9XVFWvWrIGPj0+FS0YOHjyICRMmSBRjVZ+kV69eDS6XCy8vL8G2xMREABB71cDS0hLv378X2W5ra4uYmJgKj1NYWChyJUFTUxOampqVxlfXyXPJg7RjyWO5gDzil2UMafrIcslf0ePLgzx/dupCHIQAwMWLF6v8u1cey7K4dOlSpfclkaoVFRUjLS1TaJupqTG4XK6SIpKdxNlhVlYWAEBfX1+i9mfOnAEAkXW1P/74IwCILHdo0aKFIEEGAFNTUzRr1gyvXr2SNETY2NgIJchlcXTo0EGQIAOAnp4evL29ER8fX2lCJ4kPHz5g9OjRsLGxwbx586psn5qaCjU1NZElG+X5+fkhKSkJ27Ztq7BN3759ER4eLtGrMgcOHMDu3bvx448/okmTJoLtZcs9xCWwWlpaYpeDGBsbVzpzvXLlShgaGgq9+vbtK0jIP1fyrJAg7VjyWC4gj/hlGeNzqlxREVWJUVXiIAQAsrOzpZ4A43A4glyHyC4iIhqWlv2EXm/eJCs7LJlIPJNsYGAAoPQHTxKvX78Gh8NB48aNhbZbWFjAyMgIr1+/FtpuZWUlMoaxsTHS0yW/RCdudvb169di6/eWLdN4/fo1WrVqJfExPpWbm4sBAwYgOzsb169frzLxlUaPHj3g6uqKgIAATJs2TWwbS0tLsbO80rh27RomTZqEvn37Yvny5UL7ymawy8/8AqjwpkiWZQVVOsRZsGCB0AenqKgoODs7IzExsdrnUpvJ86ELsowlzY11iopfljEU/bCK2vAwDFWJUVXiIAQondCT9jkEfD5fkOsQ2bVp0xTh4VuEtllYmCgpmuqR+GOWgYEBGjRogMePH0t1gMoSpk9VNA0vzeUSeVeyqExRURGGDBmChw8f4sSJExIn2iYmJigpKZHow4avry+SkpIENyCWl5+fj6SkJIle4kRHR8PDwwOtWrVCaGio0M15wH/LLMTN8iYmJqJBgwYi29PT0ytdm62pqQkDAwPBS54fLGozeT50QdaxJLmxTt7HrO4Yin5YRW14GIaqxKgqcRACAD179pQ4/yjDMAzc3NwUFNHnw9jYAL16dRR6aWnVziWVUl2LGDBgAGJjY3Hz5s0q2zZq1Ah8Ph8vXrwQ2p6cnIyMjAw0atRIukghecJdPo7nz5+LbC9bGyxLHHw+H99++y0uXryIAwcOwNnZWeK+ZSXT4uLiqmzr7OwMFxcXrF69WuzShsOHDwtmk6t6lRcbG4t+/frBzMwMZ86cEZusOjo6AoDIA0zev3+Pt2/fCvZ/Ki4uTuhmSiIZeVZIUEa1BXkcU5YxFH2uqlC5orbEqCpxEAKUXp0eMGCAxOtguVwuBg4cKPaqNvl8SVUned68eYI6upcuXYK5ubnQ/tjYWISFhWHWrFn4+uuvsXDhQqxfv15oJvR///sfAMDd3V3qYHV1dQGgwifDifP1119j/fr1uHnzJjp37gygdJnEjh07YG1tjRYtWkgdx8yZM3H48GFs375d6uLjZTHcvXsXDg4OVbb38/ODi4uL2Ae0lK1JllZSUhL69OkDDoeDc+fOwdTUVGy7li1bwt7eHjt27MDUqVMFv2y2bt0KhmGEbvIDgMzMTMTGxsLHx0fqmEj1lzwoaqyaPKYsYyj6XJXxXkpLVWJUlTgIAYDFixfj7NmzYBim0qvSZSVlJbn5nnxepEqS7ezscODAAYwYMQLNmzcXeuJeREQEQkJCBHeFtmnTBuPGjcOOHTuQkZEBZ2dnREZGYt++fRg8eLBQZQtJOTo6gsvlYvXq1cjMzISmpibc3NxgZmZWYZ/58+fj4MGD6N+/P77//nvUq1cP+/btQ1xcHI4ePSr1wv7169cjMDAQnTt3ho6ODv744w+h/Z6enoJkXhxbW1u0atUKFy5cwMSJE6s8nrOzM5ydnXH16lWRfbKuSe7Xrx9evXqFefPm4fr167h+/bpgn7m5OXr37i34es2aNfDw8ECfPn0wcuRIPH78GJs3b8bkyZNFZowvXLgAlmUlroBCRMmzQoK0Y32/+3u5l+n6M/LPGh3DWM8YM/rPENku73OTx3lJw1jPGBsnbayyjSpUj1CVOAhp3749Dh8+LNET944cOUIPEiEipEqSAcDDwwMPHz7EmjVrcOLECWzduhWamppwcHDAunXrMGXKFEHbXbt2wdbWFkFBQTh+/DgsLCywYMEC+Pr6yhSshYUFtm3bhpUrV2LSpEng8Xi4fPlypUmyubk5IiIi8PPPP2PTpk0oKCiAg4MDTp06JdNsdlRUFADg5s2bYpedxMXFVZokA6VP6FuyZAny8/MlWkft5+cn04eKikRHRwMofThMec7OzkJJ8oABA3Ds2DH4+/tj5syZMDU1xcKFC7FkyRKRviEhIejWrRvs7OzkFiupOek56UjNTlV2GApRl8+NEFKxIUOGICIiAkuXLkVYWJjQjDLDMHB3d8eiRYsoQSZiMay0hQRJtWVmZsLW1hYBAQGYNGmSssORi6SkJNjY2ODQoUNSzSTfv38fTk5OuHfvXqUPWCGKp4iZ5JpW0YxrbT83SWaSCSGVS0hIwPnz5zFlyhTs3LkTffr0qWNrkO8pOwAV5yR1D0qSlWT16tXYu3cvYmJiqv0wE1Uwf/58XLp0CZGRkVL1oySZEEJITSkuLoaGhgaKioqgrq6u7HDkjJLkylGSTGoZSpIJIYTUFEqSP2fSJ8m1fwqTEEIIIYQQOaMkmRBCCCGEkHIoSSaEEEIIIaQcSpIJIYQQQggph5JkQgghhBBCypH6YSKEEEII+fzwiorAF/PUutqkuLhY2SGQWoSSZEIIIYRUqig1FR+uXUNRcjJQVJpoMtpaYAwMwZjUA6OpqeQIJVNcUgKgNOGveyXgiLxRkkwIIYQQAZbHQ9HrBBT+8xwFz56h8Pk/KE5KQnFeHsAwYBhGpA9Tvz64VlbgNm4MtSaNwWhrKyHyqvHy8wGg1s+Ik5pBSTIhhBDyGeIXFKD4zRsUv3+P4sQkFCcmovjtWxS/ewe2gmUJDMMAYpJkNjUVJampKHnwAEVqXKg1bQqNDh2g1qwZGC5X0acisbKZZEIkQUkyIYQQ8hlg+XwUPH2KvNuRKHj8GEUJCYACHrrLlvBQHPMUxTFPwTEyhGa3btBo315lZ5cJqQglyYSQainIyMDrq1eR++EDdM3M0MjZGVpGRgrvSwiRDC8jA1nh4ci+cAG8lNQaPTY/IxP5YadRcOECNDp1hmbXLuAYGtZoDITIipJkQqqpNid61Y39/d27uLluHfglJWA4HLB8Ph4fOoTOP/6IBu3aKaxvXVWbf5aI6il6+w5Zp04i5+rfFS6fqClsQSEKr1xB0bVrUG/jAI3OncG1shK7vpkQVcGwrAKutRAiofv378PJyQn37t1D27ZtlR2O1MQlehw1tVqR6FU39oKMDJz28QFfzB9fjro63LdurTDBq07fmlSTSWtt/lkiqoNlWRQ8foyssNPIu3tXfuPy+SjOywPD4YhdkywLroUFNJzaQt3RscZml/Nzc2HdqRNyMzOhY2BQI8esOfeUHYCKc5K6Bz1MhBAZFWRklCY1xcUAy4Ll8QCWBb+4GDfXrUNBRoayQ6yQPGJ/ffUq+BXcBMMvKcHrq1cV0remvL97F6d9fPDwjz/w6sIFPPzjD5z28cF7OSYeZWrzzxJRDbysLGSGnca72XOQ5Ocv1wRZUXhJScg/fQZZK1YiZ+s2FEbcBD8nR9lhESJASTIhMqoNiV5F5BF77ocPpbNKYjAcDnI/fFBI35pQ00lrbf5ZIsrDLyhAzvUbSF61GglTpiBt714Uv32r7LCkx7IoiYtD/p9/InvZcuQGBaE45ilYPl/ZkZHPHCXJhMhI1RO9ysgjdl0zswr/iLF8PnTNzBTStybUdNJam3+WSM3i5eQi5++/kbxmDRImTMTH335D3p07QIni6v6+y8tD6OvX+P31axx9+xbv/601rAgsn4/imKfIDQpCdkAACv++BlaBxyOSycjIhrf3cpia9oKubje4uk7F/fvPJO7P5/OxdWsoHB1HQ1u7K0xMesLNbRqio/8RtPHz2w6GaVfh68aNKAWcWeXoxj0lCQgIwJ49exATEwNOBX8ca5P58+fj8uXLuH37trJDqTGqnuhVRh6xN3J2xuNDh8SvK1ZTQyMXF4X0rQllSSsr5oEDikhaa/PPElE8XnY28m7fRu6t28h/9FChCfGnotPSsOnZU1xOSgKL0lk1PgAGgIuZGabbNYaDAu8d4KelIz8sDAXh4dDo0KG0Mka9ego7HhGPz+fD3X0WoqNf4KefvkH9+kYIDAyFi8tU3Lu3H02aWFU5xsSJvyI4+Cy+/dYd3303HLm5+Xjw4Dk+fEgTtBkyxA2NGzcU6btw4Rbk5OSjffuWcj0vSahkdsb8+0Sfql5Xrlyp9rHy8vLg5+cn8Vjv37/H2LFj0axZM+jr68PIyAgdOnTAvn37IOk9kFlZWVi9ejV+/vlnoQS57LzWrVsn0icoKAgMw+CuHNaZHTt2DCNGjICtrS10dHTQrFkz/Pjjj8io4BLyyZMn0bZtW2hpacHKygq+vr4oKTfLNnv2bERHR+PkyZPVjq+2aOTsDI6a+M+ZqpDoVUYesWsZGaHzjz+Co65e+hQuLhdgGHDU1dH5xx+hVcmNONXpWxNqOmmtzT9LRDH4ubnIvnIFScuWI2HiJKRs3Yb8Bw9qLEH+6907DLt6BVeTk1H2l63sXwQL4O+PHzHq1k2cT0pSeCxsYSEKr11D1uoA5O4NQvGjR0qv1vE5CQ29iIiIhwgK8oWvrzdmzBiOK1e2g8vlwNd3e5X9jxwJx759YThyZBV2716CyZMHY9asUQgK8kPv3p0E7RwcmmDs2K+FXs7ObfH27Qd4efWEhkbNP0ZcJWeS9+/fL/T177//jvDwcJHtzZs3r/ax8vLy4O/vDwBwkeAPUUpKCt6+fQsvLy9YWVmhuLgY4eHhGD9+PJ4/f44VK1ZUOcaePXtQUlKCUaNGid2/Zs0a+Pj4QEdHR6pzkZS3tzcaNGiAsWPHwsrKCo8ePcLmzZtx5swZ3L9/H9qfFHw/e/YsBg8eDBcXF2zatAmPHj3CsmXL8OHDB2zdulXQzsLCAoMGDcLatWvh4eGhkLiro7pVCirq3/nHHyusSKBlaCi36giKqEVcVeySjuW+davwNheXSpPcT8doNmgQGIZBYVaWRH3lqbL3VFEz3RUdU9bvB6lb+Pn5yLt3H7k3biD/wQOlJYLRaWn4PvI2eCyLiqZ+eCwLBsCcqAc42KmzQmeUBVgWxU+fovjpUzBaWlC3bwa1Zs2gZmsLxsiIyskpSGjoRZibm2DIEDfBNlNTYwwf3gt//HEWhYVF0NTUqLD///4XjA4dWsLT0xV8Ph/5+YXQ1ZXswTIHD54Dy7IYM6Zftc9DFrWiBNx3332HLVu2SDxTK42UlBSYmprC19cXfn5+Mo8zcOBAXL58GZmZmeBW8QjONm3awMHBQSTpZxgGjo6OiIqKwrp16/DDDz8I9gUFBWHChAm4c+cO2lWzHNSVK1dEPhD8/vvvGDduHHbu3InJkycLtrds2RLq6uq4e/cu1P6d6Vq0aBFWrFiBmJgY2NvbC9oePXoUw4YNw8uXL2FraytRLDVRAq66pbWq6i+S+Pyb6MmrpFd1xpE1dkW8j/IaQx4kiUPesUoynjTfD1I3lKSnI//+feRF3kF+dLRKzJBOiYjAleQk8CT4m8tlGDibmmKrk3LLFHL09MD94gtwLCzAtTAHx8wMXHNzMBrCyRuVgJNekyaeaNKkIc6c2Si0fffuPzF58jI8fHgIrVs3Fts3KysHRkaumD7dCwYGeti06TBycvJgY/MFVq36DsOH96702G3ajEJ6ehZevw6Tw4egz6gEHJ/Px/r169GyZUtoaWnB3NwcU6dORXp6ulC7u3fvom/fvqhfvz60tbVhY2ODiRMnAgDi4+NhamoKAPD39xcsd5AlWba2tkZeXh6KiooqbRcXF4eHDx+iV69eYvd37doVbm5uCAgIQL6CblYQN2Pu6ekJAHj69KlgW0xMDGJiYuDt7S1IkAFg+vTpYFkWoaGhQmOUndOJEycUELVsqlulQJL+WkZGaDZoENpOmYJmgwYJZpDlUR2hOuPIGrsi3kd5jSEPksbRoF07uG/dCoexY2Hbqxccxo6F+7ZtMiXIkh5T0u8Hqb14OTnIu38fab/vx7u5P+HN5ClICdyKvLt3VSJBfpeXh0tJiRIlyEDpjPLlDx8UejOfJPg5OSh+/hyFV68i7/AR5GzajMzFS5AdsAZ5wQdQePUqSl69AltYqNQ4a6PExBRYWtYX2V627f37jxX2jY19C5ZlcejQeezZcxIBAd8jOHgZTE2NMHLkQvz1V0SFfZ88icXDhy8walRfpV0lUMnlFpKYOnWqYHb1+++/R1xcHDZv3owHDx7gxo0bUFdXx4cPH9CnTx+Ymppi/vz5MDIyQnx8PI4dOwYAMDU1xdatW+Hj4wNPT08MGTIEAODg4FDl8fPz85Gbm4ucnBxcvXoVe/fuRefOnYWWKogTEVH6A1HZrKmfnx969OiBrVu3Cs0ml1dYWIjs7OwqYwWA+vVFf8A/lfTvurJP2z148AAARGauGzRogC+//FKwv4yhoSHs7Oxw48YNzJkzp8KYCz/5JZWj4JqYklQpaDZokNz7V/e48hhHXjHIayx5xlMd0sRRlrTW5DFJ7cayLNj8fPAyMlCSno6Sjx9RkpSE4rdv0SsgAB+zVbsOcF5JSYVLLCrCAhh0/Rq0q7iKqgz1NTVxrEtXICoKAFD0770Gqdu2o7hZU6g3tIL6Fw2gVr9+6b0RRER+fqHY5RRaWpqC/RXJySn98JSamolbt4LQsWMrAICHRw/Y2Hhg2bLd6Nevi9i+wcF/AQDGjOlfrfiro1YmydevX8euXbsQHByM0aNHC7a7urqiX79+CAkJwejRoxEREYH09HScP39eKNFbtmwZAEBXVxdeXl7w8fGBg4MDxo4dK3EMGzZswIIFCwRf9+zZE3v37q2y37NnpSVTbGxsKmzTvXt3uLq6CtYmV5R4Hzx4EBMmTJAo3qqWqqxevRpcLhdeXl6CbYmJiQAAS0tLkfaWlpZ4//69yHZbW1vExMRUeJyVK1cK1oCXcXZ2FnsMeahulQJZ+8urOkJ1xpFnhQZ5jFXTFSNUKQ5VOffPET8vTzBzj7Lfg//+l+XzAT4fLI8P8ErA8nhgi0vAFheBLfr3VVgIfmEh2MIisIUF4BcUlv43vwD8gnywefng5+X998rJAVvBB6KPOTlIKqib5cyySkqQVcF5KxXDgBVTQSr/7l3wPpnoYbhccOvVA9ekHrgGhuAa6IOjqwtGSwscLW0wGhqlLzU1MOpqYNTUADU1MOrqpa9P/5/LLd3HMACHU/piGDD/xiPA5VZY+lEZioqKkZaWKbTN1NQY2tqaKCwUvUpeUFCaHGtra1Y4Ztk+G5svBAkyAOjp6WDgwO7444+zKCkpEbpaDZTmLAcO/IVWrezg4NBE5nOqrlqZJIeEhMDQ0BC9e/dGSkqKYLuTkxP09PRw+fJljB49Gkb/3kgQFhaGNm3aQF1dfndGjho1Cu3atcPHjx8RFhaG5ORkiZZHpKamQk1NDXp6epW28/Pzg7OzM7Zt21bhrGzfvn0RHh4uU/yfOnDgAHbv3o158+ahSZP/fhjLzkdTU/QfgJaWFrKyskS2Gxsbi8wwf2rBggUis+OamppijyEP1a1SIGt/eVVHUJVaxPIYS1XKnCkjDlU5988RR0E3QMvii3btwK2BahDVkZubW2Glo8oYGRlBV4Xe6zLm5uawDQ0RfF1cXAwYGsIm+A+55gR1QURENFxdpwlti4s7CUvL+khMTBFpX7atQQPTCscs22duLlq6z8ysHoqLS5CbWwBDQ+Gc6MaNaLx+nYiVK7+T+jzkqVYmyS9evEBmZibMKvjD8uHfWRlnZ2cMHToU/v7++O233+Di4oLBgwdj9OjR1U7KGjVqhEaNGgEoTZi9vb3Rq1cvPH/+vMolF5Lo0aMHXF1dERAQgGnTpoltY2lpWe0Z2GvXrmHSpEno27cvli9fLrSv7DwKxazhKigoEHueLMtWunZIkQmxONWtUiBrf3lVR1CVWsTyGEtVaiMrIw5VOXeiXPIo4aloCQkJsLa2lupGeYZhEB0dDSurquvlKl0FpRYJ0KZNU4SHbxHaZmFhAkfHprh2LQp8Pl+obO3t20+go6OFpk0r/r43aGAKCwsTvHsnerXs/fuP0NLShL6+6Ier4OCzYBgGo0crp6pFGdWZ55cCn8+HmZkZwsPDxb5+/fVXAKX/cENDQ3Hz5k189913ePfuHSZOnAgnJye5r4X18vLCmzdv8Pfff1fazsTEBCUlJRKtJfb19UVSUhK2bxdfhzA/Px9JSUkSvcSJjo6Gh4cHWrVqhdDQUJHLHWUJeNmyi08lJiaiQYMGItvT09OrXP9ck6pbj1fW/vKqA6wqtYjlMZaq1EZWRhyqcu6EVMXKygoDBgyoskpTGS6Xi4EDB9aOBJlUytjYAL16dRR6aWlpwsurJ5KTU3Hs2CVB25SUDISEXMDAgd2F1ivHxr5FbKzwo9FHjOiDN2+SER5+S6j/iRNX4ebWTuSBasXFJQgJuYBu3RxhZWWhoLOVTK38SGVnZ4cLFy6ga9euEs3adurUCZ06dcLy5ctx4MABjBkzBocOHcLkyZPldsdk2dKEzMzMStuVlUyLi4ur8gZBZ2dnuLi4YPXq1ViyZInI/sOHD8u8Jjk2Nhb9+vWDmZkZzpw5I3b5h6OjI4DS2Y8OHToItr9//x5v376Ft7e3SJ+4uDi0adNGophqSlmVAllLa8nav7rHlcc48opBXmPJM57qUEYcqnLuhFRl8eLFOHu2dCavshnlsopQixYtqsHoSE3z8uqJTp1aY8KEXxETE/fvE/dCwOPx4e8/Vahtz54+AID4+FOCbQsWjMeRI+EYOvRn/PDDaBga6mHbtqMoLi7BihUzRI537txNpKZmKq028qdqZZI8fPhwBAYGYunSpSIP7ygpKUFOTg6MjIyQnp4Oo3IFxssSv7IlBGUP7JB0DdbHjx8FZeM+tXv3bjAMU2Wt386dOwMoTTwlqaLh5+cHFxcX7NixQ2SfrGuSk5KS0KdPH3A4HJw7d07s+QClNZLt7e2xY8cOTJ06VTCzsHXrVjAMI3STH1D6ASE2NhY+Pj5Sx6Ro1a1SIGt/eVVHqM448opBXmPJM57aFoeqnDshlWnfvj0OHz6MESNGgGVZ8MTccMrlcsEwDI4cOYL27dsrIUpSU7hcLs6c2YCfftqAjRsPIT+/EO3bt0BQkB+aNbOusr+5uQmuX9+FuXM34LffDqC4uASdOzvgjz+Wok2bpiLtg4PPQl1dDcOGiS+VW5Nq7cNEpk2bhu3bt6N///7o06cP1NXV8eLFC4SEhGDDhg3w8vLC+vXrERgYCE9PT9jZ2SE7Oxs7d+5EYmIioqKiBBUmWrZsibS0NCxevBj16tVDq1at0KpVK7GxzJ49Gzdu3EC/fv1gZWWFtLQ0HD16FHfu3MHMmTOxceNGsf0+1bp1a7Ru3RoHDhwQ2s4wDGbMmIHNmzcLbXdxccHVq1cBQC4PE3F0dER0dDTmzZuH1q1bC+0zNzdH797/FfcOCwuDh4cHXF1dMXLkSDx+/BibN2/GpEmTRBL3o0ePwsvLCy9fvoSdnV21YvycXJg3r8ZqBCuClpERegUEiGyv7ecFVHxuhHwO7ty5g6VLlyIsLAwsy4LD4YDP54NhGAwcOBCLFi2qdQlycXExNDQ0UFRUVAdv3FPMw0TqDukfJlIrZ5IBYNu2bXBycsL27duxcOFCqKmpwdraGmPHjkXXrl0BlC5XiIyMxKFDh5CcnAxDQ0N06NABwcHBQiXYdu3ahZkzZ2LOnDkoKiqCr69vhUmyu7s7YmNjsWfPHnz8+BFaWlpwcHDA3r17MW7cOIlinzhxIpYsWYL8/HyJlov4+fnB1dVVorElER0dDQAIEPPH39nZWShJHjBgAI4dOwZ/f3/MnDkTpqamWLhwodjlHyEhIejWrRslyFIqyMhAflqassOQu7p6XoR8Ltq3b4+TJ08iISEBly5dQlZWFgwMDODm5kZrkMlnoVbMJNc1mZmZsLW1RUBAACZNmqTscOQiKSkJNjY2OHToEAbR5WSp1PYZV5pJJoTUFjST/DmTfiaZkmQlWb16Nfbu3YuYmBiROztro/nz5+PSpUuIjIxUdiiEEEKIWJQkf84oSSaEEEIIEYuS5M+Z9Ely7Z/CJIQQQgghRM4oSSaEEEIIIaQcSpIJIYQQQggph5JkQgghhBBCyqEkmRBCCCGEkHJq7cNECCGkLsnLKcCzqHhkp+dC31gX9o7W0NHTUnZYhBDy2aIkmRBClCzu2Tv8dShC8MhflmVx+8Ij9BvVFTbNGig7PEII+SzRcgtCCFGivJwC/HUoAjweHywL8PksWBbg8fj46+AN5OUUKDtEQgj5LFGSTAghSvQsKh58Pl/sPj6fj2dR8TUbECGEEAC03IKQz8bnsOa1Np5jdnquYIlFeQzDIDs9VwlRya42fg8IIUQcSpIJqSWqk3x8DmteVfUcq/q+6Rvrik2QAYBlWegb69ZUqNWmqt8DQgiRBcNW9NuZEKIyxCUfHA5HouQjL6cA+9aeAo8nekmfy+Vg3NyBtX6mT1XPUZLvm6rGLq26ch6kbisuLoaGhgaKioqgrq6u7HDk7J6yA1BxTlL3oDXJhKi46t7Y9TmseVXFc5T0+6ajp4V+o7qCy+WAYQAOhwHDlCaW/UZ1rTWJpSp+DwghpDpouQUhKk6S5KNtN/sK+9e1Na/iqOI5SvN9s2nWAOPmDqzVa3lV8XtACCHVQUkyISquuslHXVrzWhFVPEdpv286elqVfthRdar4PSCEkOqg5RZKMn36dPTu3VvZYcjNyJEjMXz4cGWHUSdVN/mwd7QGhyP+nzqHw4G9o3V1Q1Q6VTzHzy1pVMXvASGfSkhIQFBQEAAgKCgICQkJyg2IqDyVTJIZhpHodeXKlWofKy8vD35+fjKPFRwcDIZhoKenJ3GfuLg47Nq1CwsXLhRsi4+PF5zX0aNHRfr4+fmBYRikpKTIFGcZPp+PoKAgeHh4oGHDhtDV1UWrVq2wbNkyFBSIX9u6e/duNG/eHFpaWmjSpAk2bdok0ubnn3/G0aNHER0dXa34iKjqJh91Zc1rZVTxHD+3pFEVvweEAEBkZCQGDhwIa2treHt7AwC8vb1hbW0NDw8P3LlzR8kRElWlktUt/vjjD6Gvf//9d4SHh2P//v1C23v37g1zc/NqHSslJQWmpqbw9fWFn5+fVH1zcnLQrFkzZGZmCr6WxOzZs3H27Fk8f/5csC0+Ph42NjYAAAcHB0RFRYFhGMF+Pz8/+Pv74+PHj6hfv75UcZaPWV9fH506dcKAAQNgZmaGmzdvYt++fejRowcuXbokdNzt27dj2rRpGDp0KPr27Ytr165h//79WLVqFX7++WehsTt27IhmzZrh999/lzk+Il7c8/f46+ANmapblPkc6teq2jnK4/tW26ja94B83o4dO4YRI0aAZVnweDyR/VwuFwzD4PDhwxgyZIgSIpQnqm5ROemrW6jkmuSxY8cKfX3r1i2Eh4eLbFe2ZcuWQV9fH66urvjzzz8l6lNcXIzg4GBMmzZN7H5HR0dERUXh+PHjCvkHq6GhgRs3bqBLly6CbVOmTIG1tTV8fX1x8eJF9OrVCwCQn5+PX375Be7u7ggNDRW05fP5WLp0Kby9vWFsbCwYZ/jw4fD19UVgYKBUM+tEmLgkozo3dpUfr71ryxpPWhSdOKnCOVYUy3Cf3nj9IqnKc5fHe0QJKiH/iYyMxIgRI8Dj8Spc+sTj8cAwDEaMGIGIiAi0b9++hqMkqkwlZ5LL++6777BlyxahH3I+n4+NGzdi586diI2NhaGhIQYPHoxVq1YJJW53797FL7/8gnv37iE3NxcWFhZwdXXFnj17hGZvPyXJrPKLFy/QqlUrHD9+HEeOHEFoaKhEM8mXL1+Gm5sbrly5AmdnZ8H2slhWrVqFPXv2QFtbGw8ePBDM6sprJrkijx49goODAzZu3IiZM2cCAM6cOQN3d3ecPn0aX3/9taDtzZs30aVLF+zfv1/og8vDhw/Rpk0bHDt2DJ6ennKP8XNQnXrINTGeLBQdgyqcY3Vjkcc5qML7oAoxEFLGw8MDZ86cETuDXB6Xy4W7uztOnDhRA5EpCs0kV+4zqpM8depU/PTTT+jatSs2bNiACRMmIDg4GH379kVxcTEA4MOHD+jTpw/i4+Mxf/58bNq0CWPGjMGtW7cAAKampti6dSsAwNPTE/v378f+/fslmsGdPXs2XF1dhZJHSURERIBhGHz11Vdi93O5XCxatAjR0dE4fvx4pWPl5eUhJSWlyld6enqVcSUlJQGAUAL+4MEDAEC7du2E2jo5OYHD4Qj2l2nRogW0tbVx48aNKo9HRFW3HrKix5OFomNQhXOsbizyOAdVeB9UIQZCyiQkJCAsLEyiBBkonVE+deoU3cxHhNTKJPn69evYtWsX9u3bhx07dmDq1KlYtWoVjh49ijt37iAkJARAaUKanp6O4OBgzJ07F5MnT8ayZcsQExMDANDV1YWXlxeA0nXAY8eOxdixY+Hg4FDp8U+fPo3z58/jf//7n9SxP3v2DPXq1YOBgUGFbUaPHo0mTZrg119/rfASEQAEBATA1NS0yldFCXn5sQwMDNC/f3/BtsTERHC5XJiZmQm11dDQgImJCd6/fy+0XU1NDQ0bNhS8v+IUFhYiKytL6FVYWFhlfJ8DeT+MQRUe7qDoGFThHKsbizzOQRXeB1WIgZAyFy9erPTvpzgsy+LSpUsKiojURiq5JrkqISEhMDQ0RO/evYWqPTg5OUFPTw+XL1/G6NGjYWRkBAAICwtDmzZt5PIIyqKiIsyZMwfTpk1DixYtpO6fmpoqtBxEnLLZ5HHjxuHPP/+scOnCt99+i27dulV5TG1t7Ur3r1ixAhcuXEBgYKDgPQNK1yRraGiI7aOlpYX8/HyR7cbGxpVW4Fi5ciX8/f2Ftjk7O+PgwYOwtLSsNM66Tt4PY1CFhzsoOgZVOMfqxiKPc1CF90EVYiCkTHZ2NjgcToUf3MThcDjIyspSYFSfh6KiYqSlZQptMzU1BpfLVVJEsquVSfKLFy+QmZkpMsNZ5sOHDwBKk6+hQ4fC398fv/32G1xcXDB48GCMHj0ampqaMh37t99+Q0pKikiiJw1JPt2OGTMGS5cuxa+//orBgweLbWNrawtbW1uZ4wCAw4cPY9GiRZg0aRJ8fHyE9mlra6OoqEhsv4KCArHJN8uyQtUxyluwYAF++OEHwddRUVFwdnZGYmLiZ58ky7uurirU6VV0DKpwjtWNRR7noArvgyrEQEgZfX19qRJkoPSKR2VXeYlkIiKi4eoqXJwgLu4krK1r330JtTJJ5vP5MDMzQ3BwsNj9pqamAEpnL0JDQ3Hr1i2cOnUK586dw8SJE7Fu3TrcunVL6goMmZmZWLZsGaZPny5YKgCUllVjWRbx8fHQ0dGpMHkHABMTE4nWCJfNJo8fP77CGwlycnIkulmQy+UK3pNPhYeH49tvv4W7uzu2bdsmst/S0hI8Hg8fPnwQOqeioiKkpqaiQQPRH/j09HQ0adKkwlg0NTWFPqBQFYz/2Dta4/aFR+DxRH+xy1JXV97jyULRMajCOVY3Fnmcgyq8D6oQAyFlevbsWeGVjYowDAM3NzcFRvV5aNOmKcLDtwhts7AwUVI01VMr1yTb2dkhNTUVXbt2Ra9evURebdq0EWrfqVMnLF++HHfv3kVwcDCePHmCQ4cOAUCls57lpaenIycnBwEBAbCxsRG8jh49iry8PNjY2AgKlVfE3t4e6enpgtrKlRk7diwaN24Mf39/sf/Q165dC0tLyypf4kra3L59G56enmjXrh2OHDkCNTXRz0uOjo4ASiuEfOru3bvg8/mC/WVKSkrw5s0bNG/evMpzI6Lk/TAGVXi4g6JjUIVzrG4s8jgHVXgfVCEGQspYWVlhwIABEl/i53K5GDhwIKysrBQcWd1nbGyAXr06Cr20tGS7eq9stXImefjw4QgMDMTSpUuxYsUKoX0lJSXIycmBkZER0tPTYWRkJJQIlyV2ZTeL6ejoAAAyMjKqPK6ZmZnYihMbN27EzZs3JVpX27lzZ7Asi3v37lX5ifXT2WRxZF2T/PTpU7i7u8Pa2hphYWEVrll2c3NDvXr1sHXrVqEqHlu3boWOjg7c3d2F2sfExKCgoECoBjORTnXqIdfEeKoYgyqcY3Vjkcc5qML7oAoxEFJm8eLFOHv2bJUzymVPu120aFENRkdqg1qZJDs7O2Pq1KlYuXIloqKi0KdPH6irq+PFixcICQnBhg0b4OXlhX379iEwMBCenp6ws7NDdnY2du7cCQMDA0HSp62tjRYtWuDw4cNo2rQp6tWrh1atWqFVq1Yix9XR0RG7PvjPP/9EZGRkhWuHP9WtWzeYmJjgwoULEl3WKVubHBUVJbJPljXJ2dnZ6Nu3L9LT0/HTTz/h9OnTQvvt7OzQuXNnAKXvzdKlSzFjxgwMGzZM8MS9P/74A8uXL0e9evWE+oaHh0NHRwe9e/eWKiYiTEdPC2272avseKoYgyqcYxlZY5HHOajC+6AKMRACAO3bt8fhw4cleuLekSNH6EEiREStTJIBYNu2bXBycsL27duxcOFCqKmpwdraGmPHjkXXrl0BlCbTkZGROHToEJKTk2FoaIgOHTogODhY6CEiu3btwsyZMzFnzhwUFRXB19dXbJIsDxoaGhgzZgxCQkJEZsHFUVNTw6JFizBhwgS5HD81NRVv3rwBAMyfP19k/7hx4wRJMgBMnz4d6urqWLduHU6ePImGDRvit99+w6xZs0T6hoSEYMiQIdDX15dLrES+Dm89Xydr1eroaWGETx+R7Z/b+RJCRA0ZMgQRERFYunQpwsLChGaUGYaBu7s7Fi1aRAkyEatWPHGvrnn16hXs7e1x9uxZ9OzZU9nhyEVUVBTatm2L+/fvi6xVrsz9+/fh5OSEe/fuoW3btooLkGDvmpPIzRIt21fb6RpoY8JPHiLbP7fzJYRULiEhAefPn8eUKVOwc+dO9OnTp46tQaYn7lVO+ifu1dqZ5NrM1tYWkyZNwqpVq+pMkrxq1Sp4eXlJlSCTmlVX14VWdkNcXVRXz4sQRbOyssK4ceMwZcoUjBs3Ti7PTiB1G80kE6WimWRCCCE1pbi4GBoaGigqKqqDSTLNJFdO+pnkWlkCjhBCCCGEEEWiJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByqE4yIYQQQuSmuLgI/BLRR0CrguLiYmWHQGoRSpIJIYQQIpPiokJ8iHuF5FcvkfbuDTI/JiMrLRUMw4Gmnh706pvB6IuGMDCzAMNR/sXr4pKS0v8W18U6yUTeKEkmhBBCiMTyMjPwJuYR3sQ8xoe4l+Dz/ps15vP5KC4sAAMGJYUFyE1NQfLzGKhracGkkQ1MGlrD0KIB1DQ0lBI7W1D6qHpVnekmqoWSZEIIIYRUqjAvD68fPUDcg7v4+DquyvYMw4DhMIKvS4oKkfziGZJfPAPDcKBrXA96JqbQr28KQwtL6Nc3q5GZZlpuQaRBSTIhROXkZGYiKuIa0lNSYFy/Phy7dIeeoaHC+xJC/sOyLD7ExeJF5E0kPIkG/9+lCtUfl4+ctBTkpKUg6cVTAIC6ljbMbJugYWtH6BgZy+U4hFQXJcmEEBHKTDSfRd3HocCN4PN4YDgcsHw+LhwPxajps9DM8SuF9SWElCouLMCr+3fw/OY1ZH38UDPHLMjHu5iHeBfzCJbNWsCuQxdo6OjUyLEJqQglyYQQIdVJNKubXOdkZuJQ4Ebw/p2xYv9d68grKcHBwA2Yu2ZDheNVpy8hBMjPzsLT61fwIjICxQUFSoqCReLzJ0iJj4Vdp26wbNYCDMNU3Y0QBaAkmRAiUJ1EUx6zuFER14RuAvoUn8dD1M3r6NbPXe59Cfmc5Wdn4fGVC3gRGSG3JRXVVVxYgGdXL+Djq5do1qMntPT0lB0S+Qwpvx4LIURlSJJoivNpcs2yLPg8HliWFSTXOZmZEh0/PSWlwpt3GA4H6R8/KqQvIZ+j4oICRJ07jT/XLMPziL9VJkH+VOqbeEQe2Y93MY/A8vnKDod8ZihJJoQIyJpoyppcl2dcv36FfwhZPh/GpqYK6UvI54TP5+GfW9fx59pleHwlHLziImWHVKmS4iI8v3YJ906EIjM5SdnhfJYyMrLh7b0cpqa9oKvbDa6uU3H//jOJ+o4f7weGaSfysrcfKtTu/fuPGDt2MZo1GwJ9/R4wMnJBhw7fYt++MLAsq4jTqhItt1CS6dOn48WLFwgPD1d2KHIxcuRI8Pl8HDlyRNmhkGqQNdEsS65ZMYmyNLO4jl2648LxUMFyj09xuFw4dummkL6EfA5YlsXbmEeIOncamR+T5T5+SmYWHscnICc3F9oaGmhu9SVMDOS3TCLrQyLu/XkYpjaNYd22A/Tr0wffmsDn8+HuPgvR0S/w00/foH59IwQGhsLFZSru3duPJk2sqhxDU1MDu3YtEtpmaCj8s5GSkoG3b5Ph5dUTVlYWKC4uQXj4bYwf74fnz19jxYoZcj0vSahkkizpIv3Lly/DxcWlWsfKy8tDQEAAXFxcJBorPj4eNjY2YvcdPHgQI0eOrHKMuLg47Nq1C+fOnRM7bmhoKIYOFf6E5efnB39/f3z8+BH169ev8hgV4fP5+P3333Hs2DE8ePAAaWlpsLGxwciRIzF37lxoaWmJ9Nm9ezfWrl2LuLg4NGzYEN9//z1mzpwp1Obnn39Gu3btEB0djTZt2sgcH1EuWRNNec3i6hkaYtT0WTgYuEFobTOHy8Wo6bOgZ1DxjXfV6UtIXcYrKcGbJw/x5OpFpCe+k/v4se+T8GdEJKJfxoFF6d9wlmXBAHCwscKAjm1hY2Emt+N9jHuJj3EvYdLQGg0dvoLxFw3p5j4FCg29iIiIhwgJWQUvr14AgOHDe6Np0yHw9d2OAweWVzmGmhoXY8d+XWkbB4cmuHJlh9C2774bgYED52DjxkNYunQauFyu7CciA5VMkvfv3y/09e+//47w8HCR7c2bN6/2sfLy8uDv7w8AUiXco0aNwtdfC3/DO3fuLFHfDRs2wMbGBq6urmL3//rrrxgyZIhC/tHn5eVhwoQJ6NSpE6ZNmwYzMzPcvHkTvr6+uHjxIi5duiR03O3bt2PatGkYOnQofvjhB1y7dg3ff/898vLy8PPPPwvaffXVV2jXrh3WrVuH33//Xe5xk5oha6Ipz1ncZo5fYe6aDYi6eR3pHz/C2NQUjl26SZTkVqcvIXUJy+cj5W0CXj98gPjo+yjIyVbIce48f4ktJ86CZVmUXRAvuzTOAngU/waPXr/B1K97wamx+AkmWaW+iUfqm3joGpvgy9aOsGjcDFx61LTchYZehLm5CYYMcRNsMzU1xvDhvfDHH2dRWFgETc2qn6DI4/GQm5sPAymvLlhbWyIvrwBFRcXQ1qYkGWPHjhX6+tatWwgPDxfZrkxt27aVKZ7i4mIEBwdj2rRpYvc7OjoiKioKx48fx5AhQ6obpggNDQ3cuHEDXbp0EWybMmUKrK2tBYlyr16lnxTz8/Pxyy+/wN3dHaGhoYK2fD4fS5cuhbe3N4yN/yv6Pnz4cPj6+iIwMBB6dCdyjZFH2bXy/StLNCs6njxmccuP7erhWb1z6UwJMvl8FBcWIOnlP3j3LAbvnscgPztLoceLfZ+ELSfOglfJDXV8lgVYYPuZC1gwfJBcZ5TL5Kan4vnfF/Hq9g2YN7FHA/sW0DOhpRjy8uDBc7Rt2wyccverdOjQEjt2HMc//ySgdevGlY6Rl1cAAwNn5OUVwNjYAKNG9cXq1TOhpydaCzs/vwC5uQXIycnD1av3sXfvKXTu3Bra2qJXuhVNJZNkSfD5fGzcuBE7d+5EbGwsDA0NMXjwYKxatUoocbt79y5++eUX3Lt3D7m5ubCwsICrqyv27NkjtMTB399fMKPs6+sLPz+/KmPIzc2Furo6NKR4Bv3169eRkpIiSETLGzlyJPLy8vDrr7/C09NT7rPJGhoaQglyGU9PT/j6+uLp06eC2C5fvozU1FRMnz5dqO2MGTMQHByM06dPC31Q6N27N+bOnYvw8HB4enrKNW4iXnXLrlXWX1y5tKqOV51ZXEWeCz1IhNRFvJJipL59g+S4l0h68Q8+vo4Dny/+BlpFOBERKfkNVSwQFvkAMz36Kiye4sICvH0chbePo6BrbAJTazvUs2oEA1NzcGr4Mn1dkpiYgh49RH+HWlqWLv18//5jpUmypWV9zJv3Ldq2tQefz8dff91EYGAIoqP/wZUr26GmJpyKbthwCAsWbBZ83bNnB+zdu0ROZyOdWpskT506FUFBQZgwYQK+//57xMXFYfPmzXjw4AFu3LgBdXV1fPjwAX369IGpqSnmz58PIyMjxMfH49ixYwAAU1NTbN26FT4+PvD09BTM3Do4OFR5fH9/f/z0009gGAZOTk5Yvnw5+vTpU2W/iIgIMAyDr74S/0eby+Vi0aJF+Pbbb6ucTc7Ly0NeXl6Vx+RyuUIfHMRJSiq9Y/jT9c4PHjwAALRr106orZOTEzgcDh48eCCUJLdo0QLa2tq4ceMGJck1oLoPz5C2v6TtZalFXNPnQkhtUlxQgOy0FGSnpCAr9QOyPn5ARlIiMpITlVYWLSUzC1H/rkGWBJ9l8fDVa6Rm5cj1Zr6K5KanIjc9FfEPIsHhqkG/vin06tUHV7t05jInLRU6urqUPEsgP79Q7HIKLS1Nwf7KrFz5ndDXI0f2RdOmVvjll0CEhl7EyJHCH5xGjeqLdu2a4+PHdISFXUdyclqVx1CUWpkkX79+Hbt27UJwcDBGjx4t2O7q6op+/fohJCQEo0ePRkREBNLT03H+/HmhRG/ZsmUAAF1dXXh5ecHHxwcODg4SLZ/gcDjo06cPPD098cUXX+DVq1f43//+h/79++PkyZNwd688QXj27Bnq1asHAwODCtuMHj0aS5curXI2OSAgQDD7XZlGjRohPj6+0jYBAQEwMDBA//79BdsSExPB5XJhZiZ8eUxDQwMmJiZ4//690HY1NTU0bNgQMTExFR6nsLAQhYX//bDn5ORUGT8Rr7oPz5C2vyIf1lHT50KIqmBZFsWFBSjIzkZeZgZyMzOQm55WmhSnpiAnLVVkPfGSoIPIyK16gkSRCouLJU6Qy7AA/P4IhaYS1g0b6mpj0UhPFJeU/p44s3ktNDU0oGtcD3rGJtA1MoaOoRG0DQygpasHTR1dqGtpQ1NHBxpa2lDT0KiwPGZdUVRUjLQ04Zr2pqbG0NbWRGGhaJnAgoLSv+Xa2ppSH2vOnNFYvHgbLlyIFEmSGzWyRKNGlgCAUaP6wdt7OXr1mo7nz4/W+JKLWpkkh4SEwNDQEL1790ZKSopgu5OTE/T09HD58mWMHj0aRkZGAICwsDC0adMG6nL4h2llZSVUlQIAvvnmG7Ro0QI//vhjlUlyampqlbO6ZbPJ48aNw59//lnhrOy3336Lbt2qviFKW1u70v0rVqzAhQsXEBgYKHjPgNI1yRUtJdHS0kJ+fr7IdmNjY6HvSXkrV64USeydnZ1haWlZaYxEVHXLrknbX15l3uQRi7z7EyKr4qJClBQVASxbuvSg3PID9t/tLMsHy+ODV1KMkuJilBQVorigAEX5+eDzhG941dLTg5aeHkytrMUeM2/3AaRn184JhvyiIuQX1XxdZjUNDTRq1wklJSUA9sBpoCe0NcUkXCyLgpxskQ8mDMOBupYW1DW1oKapCXVNTaipa4Crrg4OlwsOlwuGwymd1GIYMGDAVVOrVYl1REQ0XF2F75eKizsJS8v6SEwU/btetq1BA+nXf2tra8HExBBpaVWvm/fy6omdO4/j778foG9fyQokyEutTJJfvHiBzMxMkRnOMh8+fABQmnwNHToU/v7++O233+Di4oLBgwdj9OjR0NSU/pNPRerVq4cJEyZg1apVePv2Lb788stK20uyhmvMmDGC2eTBgweLbWNrawtbW1tZQhY4fPgwFi1ahEmTJsHHx0don7a2Nooq+GVWUFAgNvlmWbbSddQLFizADz/8ILRNU1NTrt+Pz0V1y65J21+RD+uo6XMhRF7UNTShrlGzv7++tLKCmhT3wihCbm4uMjIypO5nZGQEXR3Rm7UUzdzcHD28RqG4uBiYOBUtujjLZeKsLmnTpinCw7cIbbOwMIGjY1NcuxYFPp8vdPPe7dtPoKOjhaZNq66TXF52di5SUjJgampUZdv8/AIAQGZmzX8wrJVJMp/Ph5mZGYKDg8XuN/33DyLDMAgNDcWtW7dw6tQpnDt3DhMnTsS6detw69YtuVZgaNiwIQAgLS2t0iTZxMQE6enpVY5XNps8fvx4nDhxQmybnJwciZYrcLlcwXvyqfDwcHz77bdwd3fHtm3bRPZbWlqCx+Phw4cPQh9IioqKkJqaigYNGoj0SU9PR5MmTSqMhRJi+alu2TVp+yvyYR01fS6E1GZ3795VdghISEiAtbW1VE9CYxgG0dHRsLKSPqmSF45arUx7aoSxsQF69eoost3LqydCQy/i2LFLgjrJKSkZCAm5gIEDuwutV46NfQsAsLMrzYMKCgpRXFwCfX1doTGXLt0FlmXRr99/hQQ+fkyHqanolfbdu0+AYRi0bWtf/ZOUUu25DvAJOzs7pKamomvXrujVq5fIq/zDLDp16oTly5fj7t27CA4OxpMnT3Do0CEAkj+4pCqvXr0CALHJ6Kfs7e2Rnp6OzMzMStsBpaXwGjduDH9/f7G/iNauXQtLS8sqX+3btxfpe/v2bXh6eqJdu3Y4cuSIyN2lQGk5OkD0F/Ldu3fB5/MF+8uUlJTgzZs3cqlfTapWVnaNq6YGhmFKL/cxpZf4JCm7Jm3/6h5Plc6FEFI9VlZWGDBggMQPd+ByuRg4cKBSE2QiGy+vnujUqTUmTPgVv/66E4GBIXBx8QaPx4e//1Shtj17+qBnz/+uSiclpcLKagCmT1+FjRsPYePGQ3B3n4U1a/ajX78uGDTIWdB2+fI9aN/+WyxevBU7dx7H6tVB6NDhW5w6dQ3ffTccjRs3rLFzLlMrP1INHz4cgYGBWLp0KVasWCG0r6SkBDk5OTAyMkJ6ejqMjIyEEuGyxK7s5jGdfy/7SHrZ6OPHjyKJ8Lt377Bnzx44ODhUuba2c+fOYFkW9+7dg5ubW6VtP51NFkfWNclPnz6Fu7s7rK2tERYWVuGaZTc3N9SrVw9bt24VenDK1q1boaOjI7L+OiYmBgUFBWJLzBHFqG7ZNWn7K/JhHTV9LoSQ6lm8eDHOnj0reMJeRRiGAcMwWLRoUYVtiOricrk4c2YDfvppAzZuPIT8/EK0b98CQUF+aNbMutK+Rkb6GDCgG8LDb2PfvjDweHw0bvwlVqyYgblzvxFavuHu3hWxsW+xZ89JfPyYDi0tTTg4NMbevb4YN26Ags9SPIaV5lqJknz33XfYsmWL0D/CadOmYfv27ejfvz/69OkDdXV1vHjxAiEhIdiwYQO8vLywfv16BAYGwtPTE3Z2dsjOzsbOnTuRmJiIqKgoQY3kli1bIi0tDYsXL0a9evXQqlUrtGrVSmwsEyZMQGxsLHr27IkGDRogPj4e27dvR3Z2Ns6dO1flU/uKiorQoEEDeHt7CyX4ZTWb16xZg7lz5wq2l5SUwN7eHrGxsQBQ7cdSZ2dno2XLlnj37h1WrFiBL774Qmi/nZ2d0JMDAwMDMWPGDHh5eaFv3764du0afv/9dyxfvhwLFy4U6rtu3TosWbIESUlJ0NfXlzlGojxb/RcjJyuj2uPoGRjBx3dpjY9PCKlZx44dw4gRI8CyLHhibpzl/ntV58iRIypRGrS4uBgaGhooKiqqg2uS7yk7ABXnJHWPWjmTDADbtm2Dk5MTtm/fjoULF0JNTQ3W1tYYO3YsunbtCqD0xr3IyEgcOnQIycnJMDQ0RIcOHRAcHCxIkAFg165dmDlzJubMmYOioiL4+vpWmCT36dMH27Ztw5YtWwQz1T169MCiRYvQtm3bKuPW0NDAmDFjEBISIjILLo6amhoWLVqECRMmSPjOVC41NRVv3rwBAMyfP19k/7hx44SS5OnTp0NdXR3r1q3DyZMn0bBhQ/z222+YNWuWSN+QkBAMGTKEEuRaLCcrA1kSrJlX1fEJITVryJAhiIiIwNKlSxEWFgaWZcHhcMDn88EwDNzd3bFo0SKxy/4IUXW1Yia5rnn16hXs7e1x9uxZ9OzZU9nhyEVUVBTatm2L+/fvi6xVJrUHzSQTQmSVkJCAS5cuISsrCwYGBnBzc1O5Ncg0k/w5k34mmZJkJfHx8cHLly8RHh6u7FDkYuTIkeDz+Thy5IiyQyGEEELEoiT5c0ZJMiGEEEKIWJQkf86kT5JrZQk4QgghhBBCFImSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQsqhJJkQQgghhJByKEkmhBBCCCGkHEqSCSGEEEIIKYeSZEIIIYQQQspRU3YAhBBCCKndCgoKUFxcrOwwqlQbYiSqg5JkQgghhMjs48eP+Ouvv1BQUAAdHR1wuVxlh1ShkpISAKVJvbq6upKjIaqOkmRCCCGESK2wsBD379/Hw4cPkZ6eDg6Hg8zMTBgZGaFevXrQ0tJSdogicnJyANCMMpEMJcmEEEIIkVheXh4ePnyIZ8+eoaioCCzLAgAYhgHDMMjMzERmZiYMDQ3RsGFDaGpqKjni/5TNJBMiCUqSCSGEECKRFy9e4Pr16xLNxGZmZiInJwe2trYwMDCogegIkS+qbkEIIYSQSrEsi3v37uHy5ctSLVXg8XiIjY1FVlaWAqMjRDEoSSaEEEJIpe7fv4979+7J1JfP5yM2NhZ5eXlyjooQxaIkmRBCCCEVio6OljlBLsPn8/Hy5UsUFRXJKSpCFI+SZEIIIYSI9eTJE9y+fVsuYxUXF+PFixdUWYLUGpQkE0IIIUTEo0ePcOPGDbmOWVBQQIlyLZSRkQ1v7+UwNe0FXd1ucHWdivv3n0nUd/x4PzBMO5GXvf1Qse1jY99i9OhfYGbWG9raXdGkiSd++WWLPE9HYnWmusX48eNx5coVxMfHy9Q3NDRUUD9RGYKCgjBhwgTExcXB2tr6s42BEEKIcpXdpHf//v0q26alpSEmJgbp6enQ1tZG06ZNYWxsXGmf/Px8PH/+HHZ2dtDW1pZX2ERB+Hw+3N1nITr6BX766RvUr2+EwMBQuLhMxb17+9GkiVWVY2hqamDXrkVC2wwN9UTaRUU9h4vLVHzxhRl+/HEMTEyMkJCQhDdvkuV2PtJQaJJ85MgRjBgxAseOHYOnp6fQvjZt2uDhw4e4dOkSXF1dhfZZWVnhyy+/REREhCLDk1peXh4CAgLg4uICFxcXpcTg5+cHf39/wdfa2tqoX78+2rRpgyFDhmD06NFyrUkZGBgIHR0djB8/Xm5jEkIIUU18Ph/Xrl3D8+fPK20XFxeH06dP4/Hjx2BZFgzDCP7bvHlz9OrVC1ZWFSdPhYWFePbsGaysrGBiYiLv0yByFBp6ERERDxESsgpeXr0AAMOH90bTpkPg67sdBw4sr3IMNTUuxo79utI2fD4f33yzBPb21rh8eRu0tZX/MBqFLrfo1q0bAOD69etC27OysvD48WOoqamJXMp58+YN3rx5I+grqZ07d1b5j7q68vLy4O/vjytXrij0OJLYunUr9u/fj02bNmHy5MlIS0vDxIkT0aFDB7x580ZuxwkMDERQUJDcxiOEEKKaCgsLcfbs2Sr/lt6/fx8BAQF48uSJ4EEin/732bNn2Lx5Mx49elTpOHw+H/Hx8UhISACfz5fPSRC5Cw29CHNzEwwZ4ibYZmpqjOHDe+HEiasoLJTsZkwej4esrIqv2J8/fwuPH8fC13cKtLW1kJdXAB6PV+34q0OhSXKDBg1gY2MjkiTfvHkTLMti2LBhIvvKvpY2SVZXV1epp/oompeXF8aOHYtJkyZhyZIluHHjBv744w88fvwYw4YNU3Z4hBBCapHk5GQcO3YM7969q7RdXFwcdu7cCT6fX2FiW7Zv//79SEhIqPLYHz9+xIsXL6jyhYp68OA52rZtBg5HOGXs0KEl8vIK8M8/VX+P8/IKYGDgDENDF9Sr54YZM1YjJ0e4JOCFC5EASpdmtGv3DXR1u0FHpxtGjlyAtLRM+Z2QFBR+4163bt3w4MED5OfnC7bduHEDLVu2RP/+/XHr1i2hf2g3btwAwzDo2rWrYNsff/wBJycnaGtro169ehg5cqTIbOn48eNF1tGmpqbim2++gYGBAYyMjDBu3DhER0eDYRixs6Pv3r3D4MGDoaenB1NTU8ydO1fwKSY+Ph6mpqYAAH9/f8HjN/38/AT9nz17Bi8vL8Ez69u1a4eTJ0+KHOfJkydwc3ODtrY2vvzySyxbtkwun6LHjBmDyZMn4/bt2wgPDxfad/v2bfTr1w+GhobQ0dGBs7NzlTdkWFtb48mTJ7h69argfMuWmaSlpWHu3Llo3bo19PT0YGBggP79+yM6Orra50EIIaRmFBYWIiIiAidPnkR2dnaV7c+cOSPV+BcuXJCoXU5ODp4+fYq0tDTBrDRRDYmJKbC0rC+yvWzb+/cfK+1vaVkf8+Z9i717fXHw4HJ4ePRAYGAI+vWbKfSY8BcvSpPt4cPnw97eGqGhq/Hzz+Nw9OglDBw4Ryk/Fwq/ca9bt27Yv38/bt++LUiwbty4gS5duqBLly7IzMzE48eP4eDgINhnb28vWKO0fPlyLF68GMOHD8fkyZPx8eNHbNq0CT169MCDBw9gZGQk9rh8Ph8DBw5EZGQkfHx8YG9vjxMnTmDcuHFi2/N4PPTt2xcdO3bE2rVrceHCBaxbtw52dnbw8fGBqakptm7dCh8fH3h6emLIkCEAIIj7yZMn6Nq1K7744gvMnz8furq6OHLkCAYPHoyjR48K1mQnJSXB1dUVJSUlgnY7duyQ280L33zzDXbs2IHz58+jd+/eAIBLly6hf//+cHJygq+vLzgcDvbu3Qs3Nzdcu3YNHTp0EDvW+vXrMXPmTOjp6eGXX34BAJibmwMAXr16hT///BPDhg2DjY0NkpOTsX37djg7OyMmJgYNGjSQy/kQQgiRL5Zl8eHDB7x8+RL//POPxJUm0tLS8OjRI4mTFT6fj6dPnyI9Pb3Km/kAoKSkBHFxcUhOToapqSmMjY3B5XIlOhZRnPz8Qmhqaohs19LSFOyvzMqV3wl9PXJkXzRtaoVffglEaOhFjBzZFwCQk1M6mdq+fUv88cdSAMDQoT2ho6OFBQs24+LFSPTq1bHa5yONGkmSgdJlFC4uLigpKcHt27cxbtw42NnZwdzcHNevX4eDgwOys7Px6NEjTJw4EQDw+vVr+Pr6YtmyZVi4cKFgzCFDhuCrr75CYGCg0PZP/fnnn7h58ybWr1+PWbNmAQB8fHwEiWN5BQUFGDFiBBYvXgwAmDZtGtq2bYvdu3fDx8cHurq68PLygo+PDxwcHDB27Fih/rNmzYKVlRXu3LkjWPYxffp0dOvWDT///LMgSV69ejU+fvyI27dvC5LTcePGoUmTJjK9v+W1atUKABAbGwug9JfhtGnT4OrqirNnz4JhGADA1KlT0bJlSyxatAjnz58XO9bgwYOxaNEi1K9fX+R8W7dujX/++Ufo8ss333wDe3t77N69W/A+lldYWIjCQuF/UJqamp/VUhlCCFGGzMxMvHz5Ei9evMDPP/8s9aOiCwsLpZ7NY1kW//vf/6ChIZpkVUZPTw+zZ8+GgYEBDAwMoKenJ3K5XxYFBQXVHqOuKioqFlnWYGpqDG1tTbHrjgsKSv+Wa2tL//d7zpzRWLx4Gy5ciBQkyWXjjBrVR6jt6NH9sGDBZkREPKx7SXLz5s1hYmIiWGscHR2N3NxcdOnSBQDQpUsX3LhxA9OnT8fNmzfB4/EEifWxY8fA5/MxfPhwpKSkCMa0sLBAkyZNcPny5QqT5L/++gvq6uqYMmWKYBuHw8GMGTNw6dIlsX2mTZsm9HX37t2xf//+Ks8xLS0Nly5dwq+//ors7GyhS1Z9+/aFr68v3r17hy+++AJnzpxBp06dhGZvTU1NMWbMGAQGBlZ5rKro6ZWWVCmLISoqCi9evMCiRYuQmpoq1LZnz57Yv38/+Hy+1L98Pk1qeTweMjIyoKenh2bNmlVaNmjlypVC1TkAwNfXV2jZCiGEkP/w+XyhG+PEJapl64D5fD5KSkpQUlKCwsJC5OXlITMzEx8+fEBm5n8JUE5ODjIyMmok/vz8fKEll5JiGEbwN5VhGGhoaEBDQwNqamrgcrngcDiCV9kEUFXKLu+rq6tLHU9dFxERDVdX4TwoLu4kLC3rIzExRaR92bYGDUylPpa2thZMTAyRlvbfB7WycczNhaudmJmVXoVIT5fuQ508KDxJZhgGXbp0wd9//w0+n48bN27AzMwMjRs3BlCaJG/evBkABGtky5LkFy9egGXZCmdZK/shf/36NSwtLaGjoyO0vey45WlpaQnWHJcxNjZGenp6lef48uVLsCyLxYsXVziD+uHDB3zxxRd4/fo1OnYU/STUrFmzKo8jibJaz/r6+gBK30MAFS4zAUpnFyS5FPYpPp+PDRs2IDAwEHFxcUJ3oFZWzmfBggX44YcfhLbRLDIhhFRMHjOo5a1du1bqZX65ubkyJdZGRkYif4urYm5uDm9vb6mPVZWypSVaWsovL6Zq2rRpivBw4Yd2WFiYwNGxKa5dixKZULt9+wl0dLTQtGnVdZLLy87ORUpKBkxNjQTbnJzssXMn8O7dB6G2ZWueTU2ly1PkoUYeJtKtWzecOnVK8PSesllkoDRJ/umnn/Du3Ttcv34dDRo0gK2tLYDSRIxhGJw9e1bsuqSyWVN5qM66p7Kb7ubOnYu+ffuKbVNRci5vjx8/FjpeWWxr1qyBo6Oj2D6yvI8rVqzA4sWLMXHiRCxduhT16tUDh8PB7NmzK70JkZZWEEKI8t29e1fqPgkJCbC2tpZqyQXDMIiOjq60ZnJNoif9VczY2EDscgYvr54IDb2IY8cuCeokp6RkICTkAgYO7C60Xjk29i0AwM7uSwClSzKKi0ugr68rNObSpbvAsiz69fsvHxw0yBmzZq3D3r2nMH78QEFCvmvXCQBA7941u9QCqMEkGShdl3zjxg3Mnj1bsM/JyQmampq4cuUKbt++ja+//q/YtJ2dHViWhY2NDZo2bSrVMRs1aoTLly8jLy9P6BPsy5cvZT6Pii7nlCX16urq6NWrV5Vxlc3ufkpeNZ7LloeUJet2dnYAAAMDgypjE6eicw4NDYWrqyt2794ttD0jIwP164veBUsIIaR2s7KywoABA3DmzBmJ6tdyuVy4u7urTIJMZOPl1ROdOrXGhAm/IiYm7t8n7oWAx+PD33+qUNuePX0AAPHxpwAASUmp+OqrMRg1qi/s7a0BAOfO3cSZMzfQr18XDBrkLOhrYVEfv/wyEUuWbEO/fjMxeLALoqP/wc6df2LUqL5o375lzZzwJxReAg4A2rVrBy0tLQQHB+Pdu3dCM8mamppo27YttmzZgtzcXKH6yEOGDAGXy4W/v7/IJ1eWZUXW2H6qb9++KC4uxs6dOwXb+Hw+tmyR/fnfZcl2+ctNZmZmcHFxwfbt25GYmCjS7+PH/8qjfP3117h16xYiIyOF9gcHB8scV5kDBw5g165d6Ny5M3r27Amg9EOInZ0d1q5dK/ax25/GJo6urq7Yy2tcLlfkexISElJljU1CCCG11+LFiwUlQStT1mbRokWVtiOqj8vl4syZDRgxojc2bjyEn37agPr1jXDp0lY0a2ZdaV8jI30MGNAN4eG3sWDBZsybtxGvXydixYoZOHnyfyJLiRYtmoRNm37C69eJmD17Hc6ejcAvv0zEvn3+FRxBsWpkJllDQwPt27fHtWvXoKmpCScnJ6H9Xbp0wbp16wAIP0TEzs4Oy5Ytw4IFCxAfH4/BgwdDX18fcXFxOH78OLy9vTF37lyxxxw8eDA6dOiAH3/8ES9fvoS9vT1OnjyJtLQ0ABXPkFZGW1sbLVq0wOHDh9G0aVPUq1cPrVq1QqtWrbBlyxZ069YNrVu3xpQpU2Bra4vk5GTcvHkTb9++FdQPnjdvHvbv349+/fph1qxZghJwjRo1wsOHDyWOJTQ0FHp6eigqKsK7d+9w7tw53LhxA23atEFISIigHYfDwa5du9C/f3+0bNkSEyZMwBdffIF3797h8uXLMDAwwKlTpyo8jpOTE7Zu3Yply5ahcePGMDMzg5ubGwYMGIBff/0VEyZMQJcuXfDo0SMEBwcLZtUJIYTUPe3bt8fhw4cxYsQIsCwrdkaZy+WCYRgcOXIE7du3V0KURN6MjQ2wa9di7Nol/r6rMmUzyGWMjPSxf/9SiY/DMAy++24EvvtuhExxyluNJMlAafJ77do1wfKKT3Xt2hXr1q2Dvr4+2rRpI7Rv/vz5aNq0KX777TdBVYSGDRuiT58+8PDwqPB4XC4Xp0+fxqxZs7Bv3z5wOBx4enrC19cXXbt2lXnR/q5duzBz5kzMmTMHRUVF8PX1RatWrdCiRQvcvXsX/v7+CAoKQmpqKszMzPDVV19hyZIlgv6Wlpa4fPkyZs6ciVWrVsHExATTpk1DgwYNMGnSJInj8PEpvaShpaWF+vXrw9HREXv27MHo0aNF3l8XFxfcvHkTS5cuxebNm5GTkwMLCwt07NgRU6dOFTe8wJIlS/D69WsEBAQgOzsbzs7OcHNzw8KFC5Gbm4sDBw7g8OHDaNu2LU6fPo358+dL8W4SQgipbYYMGYKIiAgsXboUYWFhYFkWHA5HcB+Ru7s7Fi1aRAkyqfUY9jN7tM2ff/4JT09PXL9+XeipfoQQQgiRTkJCAi5duoSsrCwYGBjAzc1NpdcgFxcXQ0NDA0VFRXWwDNw9ZQeg4pyqblJOnU6S8/PzhUrc8Hg89OnTB3fv3kVSUpLcnnJHCCGEENVHSfLnTPokucaWWyjDzJkzkZ+fj86dO6OwsBDHjh1DREQEVqxYQQkyIYQQQgipUJ1Okt3c3LBu3TqEhYWhoKAAjRs3xqZNm/Ddd99V3ZkQQgghhHy26vRyC0IIIYSQMrTc4nMm/XKLGqmTTAghhBBCSG1CSTIhhBBCCCHlUJJMCCGEEEJIOZQkE0IIIYQQUk6drm5BaofExEQkJiYqOwxCiIqxtLSEpaVlhfvpdweRVklJCQDgwYMHUFNT7RSoqp9/UgNYQpTM19eXBUAvetGLXkIvX19f+t1Br8/2VdXPP1E8KgFHlK6q2aCcnBw4Ozvj6tWr0NPTq8HI5K8unQtQt86nLp0LUDfOh2aSq1YXvs81qTa9XzSTrHyUJBOVl5WVBUNDQ2RmZsLAwEDZ4VRLXToXoG6dT106F6DunQ8Rj77P0qH3i0iDbtwjhBBCCCGkHEqSCSGEEEIIKYeSZKLyNDU14evrC01NTWWHUm116VyAunU+delcgLp3PkQ8+j5Lh94vIg1ak0wIIYQQQkg5NJNMCCGEEEJIOZQkE0IIIYQQUg4lyYQQQgghhJRDSTIhhBBCCCHlUJJMVNbff/+NgQMHokGDBmAYBn/++aeyQ5LZypUr0b59e+jr68PMzAyDBw/G8+fPlR2WTLZu3QoHBwcYGBjAwMAAnTt3xtmzZ5UdllysWrUKDMNg9uzZyg5FJn5+fmAYRuhlb2+v7LBIDVq+fDm6dOkCHR0dGBkZKTsclbJlyxZYW1tDS0sLHTt2RGRkpLJDIiqOkmSisnJzc9GmTRts2bJF2aFU29WrVzFjxgzcunUL4eHhKC4uRp8+fZCbm6vs0KT25ZdfYtWqVbh37x7u3r0LNzc3DBo0CE+ePFF2aNVy584dbN++HQ4ODsoOpVpatmwpeFxzYmIirl+/ruyQSA0qKirCsGHD4OPjo+xQVMrhw4fxww8/wNfXF/fv30ebNm3Qt29ffPjwQdmhERVGJeBIrcAwDI4fP47BgwcrOxS5+PjxI8zMzHD16lX06NFD2eFUW7169bBmzRpMmjRJ2aHIJCcnB23btkVgYCCWLVsGR0dHrF+/XtlhSc3Pzw9//vknoqKilB0KUbKgoCDMnj0bGRkZyg5FJXTs2BHt27fH5s2bAQB8Ph8NGzbEzJkzMX/+fCVHR1QVzSQTogSZmZkASpPL2ozH4+HQoUPIzc1F586dlR2OzGbMmAF3d3f06tVL2aFU24sXL9CgQQPY2tpizJgxSEhIUHZIhChVUVER7t27J/Tvm8PhoFevXrh586YSIyOqTk3ZARDyueHz+Zg9eza6du2KVq1aKTscmTx69AidO3dGQUEB9PT0cPz4cbRo0ULZYcnk0KFDuH//Pu7cuaPsUKqtY8eOCAoKQrNmzZCYmAh/f390794djx8/hr6+vrLDI0QpUlJSwOPxYG5uLrTd3Nwcz549U1JUpDagmWRCatiMGTPw+PFjHDp0SNmhyKxZs2aIiorC7du34ePjg3HjxiEmJkbZYUntzZs3mDVrFoKDg6GlpaXscKqtf//+GDZsGBwcHNC3b1+cOXMGGRkZOHLkiLJDI9Uwf/58kRsyy78o2SOqJDAwEAzDoGPHjsoOpVpoJpmQGvTdd98hLCwMf//9N7788ktlhyMzDQ0NNG7cGADg5OSEO3fuYMOGDdi+fbuSI5POvXv38OHDB7Rt21awjcfj4e+//8bmzZtRWFgILperxAirx8jICE2bNsXLly+VHQqphh9//BHjx4+vtI2trW3NBFML1a9fH1wuF8nJyULbk5OTYWFhoaSo6rbg4GBoaGggMjISL1++FPy9qG1oJpmQGsCyLL777jscP34cly5dgo2NjbJDkis+n4/CwkJlhyG1nj174tGjR4iKihK82rVrhzFjxiAqKqpWJ8hA6Q2JsbGxsLS0VHYopBpMTU1hb29f6UtDQ0PZYaosDQ0NODk54eLFi4JtfD4fFy9erNX3UqiquLg4REREYNGiRVBXV0dwcLCyQ5IZzSQTlZWTkyM0AxYXF4eoqCjUq1cPVlZWSoxMejNmzMCBAwdw4sQJ6OvrIykpCQBgaGgIbW1tJUcnnQULFqB///6wsrJCdnY2Dhw4gCtXruDcuXPKDk1q+vr6IuvCdXV1YWJiUivXi8+dOxcDBw5Eo0aN8P79e/j6+oLL5WLUqFHKDo3UkISEBKSlpSEhIQE8Hk9Q6aRx48bQ09NTbnBK9MMPP2DcuHFo164dOnTogPXr1yM3NxcTJkxQdmh1TnBwMLhcLry9vXHr1i0EBwfD19dX2WHJhiVERV2+fJkFIPIaN26cskOTmrjzAMDu3btX2aFJbeLEiWyjRo1YDQ0N1tTUlO3Zsyd7/vx5ZYclN87OzuysWbOUHYZMRowYwVpaWrIaGhrsF198wY4YMYJ9+fKlssMiNWjcuHFif9dcvnxZ2aEp3aZNm1grKytWQ0OD7dChA3vr1i1lh1Qn2dvbs66urizLsmxQUBALgI2MjFRyVLKhOsmEEEIIIaTa7t27h3bt2mHbtm2YOnUqMjMzYWZmBh8fn1pZe57WJBNCCCGEkGoLDg6Gmpoahg4dCqB0SWG/fv1w6NAh8Hg8JUcnPUqSCSGEEEJItZQ9XMrNzQ3169cXbB8xYgSSk5OFbpysLShJJoQQQggh1XLp0iUkJiZixIgRQts9PDygra1dK6tcUJJMCCGEEEKqJTg4GOrq6vD09BTarqenh6+//hrHjx9Hfn6+kqKTDSXJhBBCCCFEZvn5+Th27Bh69+4NY2Njkf3Dhw9HdnY2Tp48qYToZEd1kgkhhBBCiMxOnjyJ7OxsAMCqVatE9ufl5QEonW0uvxxDlVEJOEIIIYQQIjMPDw+cOnWqynbq6upITEyEiYlJDURVfbTcghCidPHx8WAYBkFBQcoOhRDyCYZh4OfnJ7Ttzp076NKlC3R1dcEwjOCpfn/99RccHR2hpaUFhmGQkZFR4/ES5Th58iRYlq3yVVRUVGsSZICSZEKIDDw8PKCjoyO4vCbOmDFjoKGhgdTU1BqMjBD5CgoKAsMwYBgG169fF9nPsiwaNvx/e/cfE3X9xwH8eRzGj+7Qw18YMaAL1IjlukkTkINQgUQTDIYc8sOUq7bIQKcdys+gzRKikdKsbJx8mJ1KNyl0aViuDNscSpEbQ3BJOQME4Q4S7t7fPxyfL5+7Q/lx1lqvx8bG53Xvz/vzfn/2+bx5+fb9+ZwXRCIRYmNj/4EWTp6Pjw/fFwcHB8yZMweBgYHIzMxEU1PTpOoYGRlBQkICent7UV5eDq1WC29vb/T09CAxMREuLi748MMPodVq8eijjz7kHhHycNGaZELIlKlUKpw8eRJ1dXVITU21+txoNEKv1yM6OvpfNWtAyEScnZ3BcRxCQ0MF8W+//RY3btyAk5PTP9SyqVm2bBlycnIAAAMDA/j111+h0+lw6NAhvPnmmygrKxOUHxoagqPj/1OF9vZ2XL9+HYcOHcLWrVv5+KlTpzAwMIDi4mKsWrXq7+kMIQ8ZzSQTQqZs/fr1kEql4DjO5ud6vR4GgwEqlepvbhkhD8cLL7wAnU6H0dFRQZzjOCgUCnh4ePxDLZsaT09PpKSkICUlBa+++io++OADXLt2DRs2bEB5eTkOHjwoKO/s7CxIkm/dugUAmDNnjqDcRPGZMBgMdquLkOmgJJkQMmUuLi6Ij4/H2bNn+T+O43EcB6lUitDQUOzYsQOBgYGQSCRwc3NDTEwMLl++/MBjhIeHIzw83Cqenp4OHx8fQcxsNuP9999HQEAAnJ2dsXDhQqjVaty+fXu6XSREYNOmTejp6cHXX3/Nx+7evYtjx44hOTnZ5j6TvS71ej3Wrl2Lxx57DE5OTpDL5SguLrb6Gt/w8HA8/fTTaG1tRUREBFxdXeHp6Yl9+/bNqG8uLi7QarVwd3dHSUkJxj/PP35Ncnp6OpRKJQAgISEBIpGIv0/T0tIAAMuXL4dIJEJ6ejpfR1NTE6KjozF79my4urpCqVTi+++/F7ShoKAAIpEIra2tSE5OhkwmE8zaHzlyBAqFAi4uLnB3d0dSUhJ+++23aZ+f4eFhFBQUwN/fH87Ozli0aBHi4+PR3t7Ol6FxhVCSTAiZFpVKhdHRUXz++eeCeG9vL06fPo24uDj88ccf+OKLLxAbG4uysjLs3LkTLS0tUCqV+P333+3WFrVajZ07dyIkJAQVFRXIyMhATU0NoqKiMDIyYrfjkP8uHx8frFixArW1tXysoaEB/f39SEpKsrnPZK/Lzz77DBKJBNnZ2aioqIBCoUBeXh52795tVeft27cRHR2NZ555Bvv378eSJUuwa9cuNDQ0zKh/EokEcXFx6OrqQmtr64T90Wg0AICsrCxotVrk5uYiNzcXmZmZAICioiJotVqo1WoA976FLSwsDHfu3EF+fj5KS0vR19eH559/HhcvXrQ6RkJCAoxGI0pLS7Ft2zYAQElJCVJTU+Hn54eysjJs374dZ8+eRVhYmNXDgZM5PyaTCbGxsSgsLIRCocD+/fvxxhtvoL+/Hz///LOgvzSu/McxQgiZhtHRUbZo0SK2YsUKQbyqqooBYKdPn2bDw8PMZDIJPu/o6GBOTk6sqKhIEAPADh8+zMeUSiVTKpVWx01LS2Pe3t789vnz5xkAVlNTIyh36tQpm3FCpuLw4cMMAPvpp59YZWUlk0qlzGg0MsYYS0hIYBEREYwxxry9vdnatWv5/aZyXY7VN55arWaurq5seHiYjymVSgaAVVdX87G//vqLeXh4sI0bNz6wL5ZttFReXs4AML1ez8cAsPz8fH67sbGRAWA6nU6w7/jzNMZsNjM/Pz8WFRXFzGazoL++vr5s9erVfCw/P58BYJs2bRLU29nZycRiMSspKRHEW1pamKOjoyA+2fPz6aefMgCsrKzM6hyMtZPGFcIYYzSTTAiZFrFYjKSkJFy4cAGdnZ18nOM4LFy4EJGRkXBycoKDw71hxmQyoaenBxKJBIsXL8alS5fs0g6dTofZs2dj9erV6O7u5n8UCgUkEgkaGxvtchxCEhMTMTQ0hPr6egwMDKC+vn7CpRZTuS5dXFz43wcGBtDd3Y2VK1fCaDTi6tWrgnolEglSUlL47UceeQRBQUG4du3ajPsnkUj4NthDc3Mz2trakJycjJ6eHv4cGAwGREZG4rvvvoPZbBbs88orrwi2T5w4AbPZjMTERMF59PDwgJ+fn9X9PZnzc/z4ccybNw+vv/66VZtFIhEAGlfIPfR2C0LItKlUKpSXl4PjOGg0Gty4cQPnz59HVlYWxGIxzGYzKioqcODAAXR0dAjWWNrrrRdtbW3o7+/HggULbH5ua800IdMxf/58rFq1ChzHwWg0wmQy4aWXXrJZdirX5S+//II9e/bgm2++wZ07dwTl+vv7BduPP/44n8iNkclkuHLlynS6JDA4OAgAkEqlM64LuHcOAPDrlW3p7+8XfI2xr6+vVR2MMfj5+dncf9asWYLtyZyf9vZ2LF68WPBAoq2207hCKEkmhEybQqHAkiVLUFtbC41Gg9raWjDG+LdalJaWYu/evdiyZQuKi4vh7u4OBwcHbN++3WoGyZJIJBI8QDTG8mEms9mMBQsWoKamxmY98+fPn2bvCLGWnJyMbdu24ebNm4iJiZnwbQ6TvS77+vqgVCrh5uaGoqIiyOVyODs749KlS9i1a5fVfSIWi23WZ+temaqx9bhPPvnkjOsCwLf93XffxbJly2yWGZu9HjN+Vn2sDpFIhIaGBpt9t9zfXueHxhUCUJJMCJkhlUqFvXv34sqVK+A4Dn5+fli+fDkA4NixY4iIiMAnn3wi2Kevrw/z5s27b70ymczmfyFfv35dsC2Xy3HmzBmEhIRY/YElxN7i4uKgVqvx448/4ujRoxOWm+x1ee7cOfT09ODEiRMICwvj4x0dHXZt94MMDg6irq4OXl5eWLp0qV3qlMvlAAA3N7dpvztZLpeDMQZfX1/4+/vbrV1NTU0YGRmxmokeX4bGFUJrkgkhMzI2a5yXl4fm5mbBu5HFYrHVDI5Op0NXV9cD65XL5bh69Sr+/PNPPnb58mWrV0clJibCZDKhuLjYqo7R0VH6alxiVxKJBAcPHkRBQQHWrVs3YbnJXpdjM5/j75O7d+/iwIED9m34fQwNDWHz5s3o7e1Fbm6u1XKF6VIoFJDL5Xjvvff4pRzjjb+3JxIfHw+xWIzCwkKrsYQxNq1v9Ny4cSO6u7tRWVlp9dnYMWhcIQDNJBNCZsjX1xfBwcHQ6/UAIEiSY2NjUVRUhIyMDAQHB6OlpQU1NTV44oknHljvli1bUFZWhqioKLz88su4desWqqqqEBAQIFi3qVQqoVar8c4776C5uRlr1qzBrFmz0NbWBp1Oh4qKignXjRIyHfdbYztmstdlcHAwZDIZ0tLSkJWVBZFIBK1Wa5flE7Z0dXXhyJEjAO7NHre2tkKn0+HmzZvIycnhX91mDw4ODvj4448RExODgIAAZGRkwNPTE11dXWhsbISbmxtOnjx53zrkcjnefvttvPXWW+js7MSGDRsglUrR0dGBuro6ZGZmYseOHVNqV2pqKqqrq5GdnY2LFy9i5cqVMBgMOHPmDF577TW8+OKLNK4QAJQkE0LsQKVS4YcffkBQUJBgPaNGo4HBYADHcTh69CieffZZfPnllzbf/2pp6dKlqK6uRl5eHrKzs/HUU09Bq9WC4zicO3dOULaqqgoKhQIfffQRNBoNHB0d4ePjg5SUFISEhNi7u4RMymSuy7lz56K+vh45OTnYs2cPZDIZUlJSEBkZiaioKLu3qbm5GZs3b4ZIJIJUKoWXlxfWrVuHrVu3IigoyO7HCw8Px4ULF1BcXIzKykoMDg7Cw8MDzz333KQT8t27d8Pf3x/l5eUoLCwEAHh5eWHNmjVYv379lNskFovx1VdfoaSkBBzH4fjx45g7dy5CQ0MRGBjIl6NxhYjYw/rnKiGEEEIIIf9StCaZEEIIIYQQC5QkE0IIIYQQYoGSZEIIIYQQQixQkkwIIYQQQogFSpIJIYQQQgixQEkyIYQQQgghFihJJoQQQgghxAIlyYQQQgghhFigJJkQQgghhBALlCQTQgghhBBigZJkQgghhBBCLFCSTAghhBBCiAVKkgkhhBBCCLHwP14IoTkv72k6AAAAAElFTkSuQmCC", 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" ] @@ -398,11 +460,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Aesthetic options\n", - "\n", - "As with the vertical plots, horizontal plots can be customized using the same options. \n", + "## Controlling Aesthetics\n", "\n", - "Shown below are a few cases where the aesthetics are modified, added functionality, or just less intuitive." + "As with the vertical plots, horizontal plots can be customized using the same options. Shown below are a few cases where the aesthetics are modified, added functionality, or just less intuitive." ] }, { @@ -430,7 +490,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -458,7 +518,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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" ] @@ -508,15 +568,15 @@ "\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'" + "- `'show'` - Whether to show the table. Default is True.\n", + "- `'color'` - The color of the table. Default is 'yellow'.\n", + "- `'alpha'` - The transparency of the table. Default is 0.2.\n", + "- `'fontsize'` - The fontsize of the table. Default is 12.\n", + "- `'text_color'` - The color of the text in the table. Default is 'black'.\n", + "- `'text_units'` - The units of the text in the table. Default is None. \n", + "- `'control_marker'` - The marker for the control group. Default is '-'.\n", + "- `'fontsize_label'` - The fontsize of the table x-label. Default is 12.\n", + "- `'label'` - The table x-label." ] }, { @@ -526,7 +586,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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" ] @@ -572,7 +632,7 @@ ], "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, });" + "multi_2group.mean_diff.plot(horizontal=True, horizontal_table_kwargs={'show': False});" ] }, { @@ -595,7 +655,7 @@ "outputs": [ { "data": { - "image/png": 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", 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113fSFAE/vweUlVreF9ktXsEmIos1atUJ4a8tNSz1aN+rxuTWmJsjm0UMBfB3En9m/UcGV7sllZP+ardvi4dMGp+IyGi6Mrhc2CFff9kXgWMrgPBx8vVJdoUJNhHJwsXDV58QG6Omuuqqbk6sLYk3dXwiImM5/5kIqUjmJT9PrAba9Ac8A+Xtl+wCS0SISBHm3BxZkUS3fOJVNIsYyivURGR9ZSVwObdV/n61pcDh7+Tv187l5ORh/PgP0bhxbzRs+Cgee+wlpKScNbkfjaYMDzzwLCTpYXz66YpKj1+9egPjx3+IFi0Gwd29C1q2fAqTJ3+OmzdzZJhF7XgFm4gUYcnNkUREtuKauhlSce1Xr9OzSrAn9Rbyisvg7eGO3iG+CGrkVvNJ538G2g4GAh+UJ1g7p9Pp0L//Gzhx4ne89dbz8PPzwYIF69Gjx0tITl6BVq2CjO7rq69WIz296t008/MLERExFgUFRXj11Wdxzz0BOHHiHL7+ei327j2K5OSVUKmse42ZV7DJLLNnz0Z4eDg8PT3h7++PwYMHIzU11aBNcXExoqOjcdddd8HDwwNDhw5FZibXJKZy5t4cSURkK+qM43C+sLPGNocv5WPwt+dw3/u/4sUfLuLNH//CuBW/I/idwxi04BSOXMyreZD4/wAaC5b+syM9eozHmDHvVfv4+vW7kZj4K5Ytm4EZM8YjOnoY9u37Fmq1CjNmfGv0ONeuZeGDDxbhX/8aXeXjW7bsx6VLV7Fs2Xt4//2X8H//NxhfffVP/PvfY3H8+DmcOHHO1KmZjAk2mSU+Ph7R0dE4ePAgdu3aBY1Ggz59+qCg4O87rCdNmoStW7di3bp1iI+Px5UrVzBkyBAFoyZ7U1FXHdxzLAIf6ofgnmMR/voygyX6iIiUoL52Eu4pNSd9m05kofvcs9h+Jle/f4zuf/8KAcSdykLkf45j47Eb1XeSkw7sn1MvNqBZv343AgLuwpAhPfXHGjf2xbBhvbF5czxKSoxbWeXtt79C69bNMXLkE1U+futWPgAgIKCRwfEmTe4CALi71/LOggxYIqKguLg4zJs3D8nJydBqtWjfvj2io6MRFRWldGi12r59u8Hny5Ytg7+/P5KTk9GtWzfk5uZi8eLFiImJQc+e5T9IS5cuRUhICA4ePIjOnTsrETZZqKZNYYzZMKa6NjXdnGhMv6a0swVLYrHkeSQiGQgdXH6Phcu52Go3sQLKr1yPWHoBWp1AdamxVgdIEIj67gwS/9kR4cGeVTc8/zPg6glEvg5YuXRBSceOpSI0tHWl8oxOndriv//dhHPn0vHgg/fV2Mfhw6fw/fc/4ZdfFkGSqt7Ft1u3UKhUKrzxxqf47LNJaNbMH7/++js+/HApBg/ugTZtguWaUrWYYCtk8uTJmDt3rsGxhIQEJCQkYOvWrVi+fLnV64PklJubCwBo1Kj81WJycjI0Gg169+6tb9OmTRsEBQUhKSmJCXYdVNOmMEKIWjeMMXZTGWPHvP0cc/q2FktiMeZce5orkcMpzYd78rdQ3zhTa9PZO65AoPrkuoIAICAwK+4SNr/arvqGv20C8q8B3d4EGjSqvl0ddvXqDXTr9lCl402a+AEArly5XmOCLYTAa6/NQVTU44iIaI+LF69U2e6BB+7Ff/87FW+++QUiIsbqj48ePQCLFk2zcBbGqTsZnANZsmRJpeT6dqtWrcInn3xiw4gso9PpMHHiRHTp0gXt2pX/8sjIyICLiwt8fHwM2gYEBCAjo+qbEsh+1bQpzOl1H+Lsho9q3DDGlE1ljBnz9nPM6VuJ56m2WIw5157mSuRo1NdPo+H+D4xKrtOzSvDTb7nQVn+B24BWB2w9mYX0rFpqrS8dANaMBI4uAQqzjOtcIRpNGW7cyDH40GjKUFJSWum4Tlf+RBUVlcDV1aVSX25urvrHa7Js2VacPHken3zyWq3x3X23Pzp1aot586Zg06ZPMXnyc1i1ahvefvtrM2ZrOl7BtjGdTodZs2bV2m7OnDmYOHEi3N3dbRCVZaKjo3Hq1Cn88ssvSodCVlLTpjDQlVV7Badiw5iK/6+pzZ1lIsZuRGPKhjXWZkksxpxb8f/m9E9E5URZKbQaJ6CsGKrC63DK/gPOV5PhlP0HAOCRT08j81bl1Y1uV1CqM7lkWgigw8xkNHRV19gu0MsFR6cWACkrgGbhQPCj5auMeDUFnFxNG9SKDhw4jscee7nS8cTEX7F6teGNoWlpWxAc3BTu7q5V1lkXF5cn1u7u1c/v1q18/Pvf8/HWW6Nwzz01rx1+4MBxDBgwCQcPLsXDDz8AABg8uAe8vBri/fe/wwsvDMIDD9xb6xwtwQTbxi5cuIC0tLRa22VnZyMlJQVdunSxQVTmmzBhAmJjY7F//340a9ZMfzwwMBClpaXIyckxuIqdmZmJwEAuql/X1LQpDFBRA1f5r83tG8aYsqlMbWPefo6pG9ZYkyWxGHuuvcyVqM7QFAFCQFVWBACQbqVDyi6CpC2/mlymckXZ3ZHA3ZEAgKtF7+JqbqFVQskp0iKnqKrfo7dx8wIe/+COE9PLP5wbAC4NAK+7AXcfq8RorA4d7seuXfMNjk2ZMg+BgXfhrbeeNzgeGFh+c2GTJn64erXyDZ8Vx5o2bVzteJ9+uhKlpRpERT2uLw35669rAIDs7Fu4ePEKmjZtDBcXZ3z77UYEBDTSJ9cVBg3qhvfe+y8SE39lgu1obt68aZW2tlZeB/UaNm3ahH379qFFixYGj4eFhcHZ2Rm7d+/G0KHlV9RSU1ORnp6OiIgIJUImC9S0KUxVibX+kds2jDF1UxljN6IxZ8Maa7EkFmPPtZe5EtUZzuXvBKskZwCAd8dBcHZ2rrZ5k6BlULnW/GK1oKAQOTk5Jofi4+ODhg0b1tgmMDAQuLe7yX3bmq+vF3r3fuSOY55o0sSv0vEKHTvej4SE49DpdAb3mR069BsaNHDD/fdXvw52enoGsrNvoW3bYZUe++ijpfjoo6U4dmwVOnZsjczMLGirqN/RaMrfASwrq+YdWRkxwbax4OBgq7S1tejoaMTExGDz5s3w9PTU11V7e3vD3d0d3t7eGDduHCZPnoxGjRrBy8sLr732GiIiIniDYx1U06YwUDlBkgChrfwLS79hjBAmbypj7EY09rRhjSWxGHWuGc8jERlycm0ApxoS7OTklFr7SE9PR3BwMIQJdSKSJOHEiRMICjJ+MxVH88wzvbB+/W5s3LgHzzxTvgjCjRs5WLfuZwwc2NWgPvuPP/4CALRsWf7u+OuvD8fgwT0M+rt2LQsvvfQRxowZiKee6o4WLe4GANx/fxB27jyIffuOokePh/Xtf/hhBwDgoYfaWG2OFXiTo40FBASge/faX5mGhISgffv2NojIPAsXLkRubi569OiBJk2a6D/WrFmjbzN37lwMGDAAQ4cORbdu3RAYGIiNGzcqGDWZq6ZNYR549h2EPPNOjRvGmLOpjLHn2NOGNZbEYsy59jRXovosKCgIAwYMgFpdcz11BbVajYEDB9br5BooT7A7d34QY8d+gA8++A4LFqxDjx7jodXq8P77Lxm07dXrFfTq9Yr+89DQNhg8uIfBR58+5Rfs2ra9F4MH94C3twcAYMKEYWjY0B0DB07G1Knz8e23GzBixDuYN+8HPP74I3jkkRpWc5EJr2Ar4PPPP0dkZCRKSqq+W1alUuHLL7+0cVSmMeZVu5ubG+bPn4/58+fX2pbsX8WmMAbrL7fvpU/qanrMmPPNGdOSvq3FkliMOdee5kpUn02fPh3btm2DJEk1/k2UJAmSJGHaNNssD2fP1Go14uK+wFtvfYEvv1yNoqIShIc/gGXL3kPr1sGyjdO6dTCSk1dg2rSFWLkyDhkZN9G0aWO8+ebzlRJ5a5GEKe9v1CAlJQVhYWFITk5GaGioHF0qatWqVRg5cqTV5rNz506MGDGiUp21h4cHFi1aZJXNZqw9J1tztO85IiKyHo1GAxcXF5SWltZYg22KjRs3IioqCkIIaLWVb15Uq9WQJAlr167F008/LcuY1pOsdAB2LMzkM3gFWyF9+vTBhQsXsGLFCv1Ojh06dMCoUaPg5+endHhERERUiyFDhiAxMREzZ85EbGwshBBQqVTQ6XSQJAn9+/fHtGnTEB4ernSoZGNMsBXk5eWF6OhopcMgIiIiM4WHh2PLli1IT0/Hnj17cOvWLXh5eaFnz571vua6PmOCTURWdXzxG1bbYdDFwxcdx31h0zFrGpeI6q+goCCMGTNG6TDITjDBJiKrKs3PRmmebdd0V2JMIiKiCkywiciqXDx8bd63Nce0Rf9ERFS3McEmIqtSopSC5RtERKQkbjRDRERERCQjJthERERERDJigk1EREREJCMm2EREREREMmKCTUREREQkIybYREREREQyYoJNRERERCQjJthERERERDJigk1EREREJCMm2EREREREMmKCTUREREQkIye5O4yLi8OZM2fk7tbmDhw4AMBx5gM43pzS0tKUDoGIiIioEkkIIeToKCkpCV27doVWq5WjO7ugUqmg0+mUDkNWjjYntVqNhIQEREREKB0KERHZMY1GAxcXF5SWlsLZ2VnpcOxQstIB2LEwk8+Q7Qq2q6srtFotVq5ciZCQELm6VUxcXBymT5/uMPMBHG9OZ86cwciRI+Hq6qp0KERERER6speIhISEIDQ0VO5uba6ihMJR5gM45pyIiIiI7A1vciQiIiIikhETbCIiIiIiGTHBJiIiIiKSkew12EREdU12fjZ2n9yNzJxMBPgEoNeDveDr4at0WEREVEcxwSaiGtXV5NPYuA+dO4SPNnyEMl0ZVJIKOqHDin0rMPWZqXik1SMKRE5ERHUdE2wiqlZdTT6NjTs7PxsfbfgIGq0GAKAV5ev4a7QafLT+Iyx7bVmdeDEht7r6ooqIyF4wwSaiKtl78lldEmhK3LtP7kaZrqzK/st0Zdhzcg+GRgy1zYTshL29qGKyT0R1ERNsIqqSPSefNSWBf9740+i4M3MyoZJU+iT8dipJhYycDKvOw97Y24sqe0v2iYiMxVVEiKhKFclnVZRMPm9PAoUQ0Oq0EELok8D06+lGxx3gEwCd0FXZVid0CPQJtMoc7JUxL6pspbavc3Z+ts1iISIyFRNsIqqSvSaftSWBuYW5Rsfd68FecFJV/Uaek8oJvdr3sjzgOsSeXlTZU7JPRGQqJthEVCV7TT5rSwK9G3gbHbevhy+mPjMVzmpnSJIEtUoNSZLgrHbG1GemwqehjzWmYLfs6UWVPSX7RESmYoJNRFWy1+SztiSweePmJsX9SKtHsOy1ZXih5wvo91A/vNDzBXz/+vf1ssbXnl5U2VOyT0RkKt7kSETVqkg+95zcg4ycDAT6BKJX+16KXtnt9WAvrNi3Qn8j3u0qkkCfhj4mxe3r4VvvVgupSsWLqo/WG95Y6KRysvmLKmO+zkRE9ooJNhHVyN6ST2OTQHuLu66wlxdV9pTsExGZigk2EdU59pIEOip7eXHCrzPJJT09HTt27AAALFu2DH379kVQUJDCUZEjYw02mWX27NkIDw+Hp6cn/P39MXjwYKSmphq0KS4uRnR0NO666y54eHhg6NChyMzMVChicjQVSWD0E9EYGjGUSZeD4teZLHH48GEMHDgQwcHBGD9+PABg/PjxCA4OxqBBg3DkyBGFIyRHxQSbzBIfH4/o6GgcPHgQu3btgkajQZ8+fVBQUKBvM2nSJGzduhXr1q1DfHw8rly5giFDhigYNdVV2fnZWJ+0HvO3zcf6pPVcA5mIarVx40Z06dIF27ZtgxDC4DEhBOLi4hAZGYmNGzcqFCE5sjpVIhIXF4d58+YhOTkZWq0W7du3R3R0NKKiopQOrd7Zvn27wefLli2Dv78/kpOT0a1bN+Tm5mLx4sWIiYlBz549AQBLly5FSEgIDh48iM6dOysRtkOTe0tpU/qTa+yq+jl35ZzRu/mZE4cx51g6v9rOV3o7cKXHt9dYqO46fPgwoqKioNVqKyXXFbRaLSRJQlRUFBITExEeHm7jKMmR1ZkEe/LkyZg7d67BsYSEBCQkJGDr1q1Yvnw5VCpekFdKbm4uAKBRo0YAgOTkZGg0GvTu3Vvfpk2bNggKCkJSUhITbJnJvaW0Kf3JNXZV/SzfuxwC5bv4ATVv3W1OHMacY+n8ajtf6e3AlR7fXmOhum3WrFkQQlSbXFeoaDNr1ixs3rzZRtFRfVAnMtIlS5ZUSq5vt2rVKnzyySc2jIhup9PpMHHiRHTp0gXt2rUDAGRkZMDFxQU+Pj4GbQMCApCRwQ0i5CT3ltKm9CfX2NX1U6Yr0yfXd7p9Nz9z4jDmHEvnV9v5FzMvKroduD1tR25PsVDdlp6ejtjYWGi1Vf/uuJNWq8XWrVuRnp5u5cioPrH7BFun02HWrFm1tpszZw6KiopsEBHdKTo6GqdOncLq1auVDqVekntLaVP6k2vsmvqpzu27+ZkThzHnWDq/2s5funepotuB29N25PYUC9Vtu3fvrvXK9Z2EENizh99jJB+7T7AvXLiAtLS0WttlZ2cjJSXFBhHR7SZMmIDY2Fjs3bsXzZo10x8PDAxEaWkpcnJyDNpnZmYiMJA7sMlJ7i2lTelPrrFr6qc6t+/mZ04cxpxj6fxqO/9a7jVFtwO3p+3I7SkWqtvy8vJMLhlVqVS4deuWlSIiY5WWapCRccPgw9h3IuyN3SfYN2/etEpbsowQAhMmTMCmTZuwZ88etGjRwuDxsLAwODs7Y/fu3fpjqampSE9PR0REhK3DdWhybyltSn9yjV1TP9W5fTc/c+Iw5hxL51fb+f7e/opuB25P25HbUyxUt3l6ekKnM+33iU6ng5eXl5UiImMlJp5Akyb9DD7+/LNuLu9r9wl2cHCwVdqSZaKjo7Fy5UrExMTA09MTGRkZyMjI0JfpeHt7Y9y4cZg8eTL27t2L5ORkjB07FhEREbzBUWa9HuwFJ1XV9yubs6W0Kf3JNXZN/ahVajipnSBJEtQqNSRJgrPa2WA3P3PiMOYcS+dX2/kv9HxB1q+dqeT+3nGUWKhu69WrFyRJMukcSZL0K16Rcjp0uB+7ds03+AgMvEvpsMxi9wl2QEAAunfvXmu7kJAQtG/f3gYREQAsXLgQubm56NGjB5o0aaL/WLNmjb7N3LlzMWDAAAwdOhTdunVDYGAg1xu1gootpZ3VzjUmodboT66xa+pn2rPT8P1r3+OFni+g30P98ELPF/D9698brCphThzGnGPp/Go7v7l/c1m/dqaS+3vHUWKhui0oKAgDBgyAWq02qr1arcbAgQO5s6Md8PX1Qu/ejxh8uLm5Kh2WWSRh6p0A1UhJSUFYWBiSk5MRGhoqR5cGfUdGRqKkpKTKx1UqFXbs2GGwJJylVq1ahZEjR1plPkpxtDlZ83uuLsrOz5Z1S2lT+pNrbEv7Med8Y86xdlxyf+1MpfT49hoL1V1HjhxBZGRkjetgA+VXrtVqNdfBBgAkKx2AHQsz+Yw6kWADwM6dOzFixIhKddYeHh5YtGiR7JvNOFoyCjjenJhgExFRdTZu3IioqKjyZR+ruFFOrS5/l2Tt2rV4+umnFYjQ3jDBrp7pCXad2WimT58+uHDhAlasWKHfybFDhw4YNWoU/Pz8lA6PiIiI7MiQIUOQmJiImTNnIjY21uBKtiRJ6N+/P6ZNm8Yr12QVdSbBBgAvLy9ER0crHQYRERHVAeHh4diyZQvS09Oxc+dOvPjii/juu+/Qp08f1lyTVdn9TY5ERERElggKCsLo0aMBAKNHj2ZyTVZXp65gE5F9en3x63V+K2tfD198Oe7LSsfr+tyqmxcREVkPE2wislh2fjZu5jnmRk+OPDciIrIOJthEZDFfD1+lQ7BYdXOo63Or6/ETEdVFTLCJyGKOXILgyHMjIiLr4E2OREREREQyYoJNRERERCQjJthERERERDJigk1EREREJCMm2EREREREMmKCTUREREQkIybYREREREQyYoJNRERERCQjJthERERERDJigk1EREREJCPZt0qPi4vDmTNn5O7W5g4cOADAceYDON6c0tLSlA6BiMhuaEtLodNqlQ7Dbmk0GqVDoHpEEkIIOTpKSkpC165doXWgH26VSgWdTqd0GLJytDmp1WokJCQgIiJC6VDqveKcHFyKj0fBtWto6O+P5t27w83HR+mwiOoFbWkprp06hdLsbOjSLkKXdRNSg4ZQt74fkru70uHZBU1ZGe577DEU5efDrWFDpcOxQ8lKB2DHwkw+Q7Yr2K6urtBqtVi5ciVCQkLk6lYxcXFxmD59usPMB3C8OZ05cwYjR46Eq6ur0qHUe1eOHkXSZ59BV1YGSaWC0OlwavVqREyZgqYPP6x0eEQOrSw7G/mHDiH/pzjo0i5A0v59EaVs50649Hkczp07Q5IkBaNUnraoCAB4lZ9sQvYSkZCQEISGhsrdrc1VlFA4ynwAx5wTKa84J6c8uf7f26/if3+8dBoNkj77DP0XLuSVbCKZibIy5P/yC/J27UJJ6jkIrRa6wkJIKhVweyJdVobSuG1ARgbcn3kGkpPsf/brDE1ZmdIhUD1Sf3/SiEgWl+LjoavmD5eurAyX4uPR+qmnbBwVkeMqTDmGrKVLoLly1ehzSlOOQRQVo8HI5yA5O1sxOiICmGATkYUKrl0rLwup4m1XSaVCwbVrCkRF5Hh0BQW4uXgJ8uPjzTpfc+YMCleuRIORI5lkE1kZl+kjIos09PeHqObGWaHToaG/v40jInI8JefP4/Kbb5mdXFfQnDmLwhUrILiiBpFVMcEmokqKc3KQunkzUr77DqmbN6M4J6fats27d4eqmrpOlZMTmvfoYZ0gieqJvD17cfWdaSiT6d0gzdlUFCxZAlFcLEt/RFQZS0So3uFycuWqex5MXRHEzccHEVOmVDpH5eSEiClT4ObtrcDsiOo+IQRy1q5Dztq1svdd9scF5C9YgIZjx0Ll6yt7/0T1HRNsqle4nFy56p6HsJdfRvI335i8IkjThx9G/4ULDRP2Hj2YXBOZSeh0uLl4MfK277DaGNqMTOR/9TUavDAWTs2aWW0covqIJSJUbxgsJydEefIohD55rKkMwpHU9DwcnT+/1hVBquPm44PWTz2F0BdfROunnmJyTWQmodXixtdfWzW5rqDLz0fBt/9F2YULVh+LqD5hgk31hjHLydUHNT0P1d2sCHBFECJbEGVluD5vHvLj99tuzJISFCxZirKLF202JpGjY4JN9UbFcnJVsUXyaMqNg9ZU0/MASQKEqPIhrghCZF1Co8G1Tz9DQWKS7ccuLUXBkqXQXjV+bW0iqh5rsKneUHI5OWvVfptzw2ZNzwOE0Md3p6pWBOENo0TyEKWluPbZZyg8mqxcDMXFKFi8BB7Rr/LGRyIL8Qo21RtKLSdnrdrvK0eP4qdXXsGvK1fiws8/49eVK/HTK6/gytGjNZ5X4/Pg7IzwCROgcnYGJAmSWg1IElTOzpVWBDF3fCIypCstReZ/5iiaXOtjuXULBYsWQ5efr3QoRHUaE2yqNyqWkzMmeZSTNWq/LUnaa3semnfrhv4LF6L9yJG4t3dvtB85Ev2/+cbgSjtvGCWSh66gAJmzPkTRsWNKh6KnvX69PMkuLFQ6FKI6iyUiVK8osZycNbYSNyZpb/3UU9WeX9vzULEiiLXGJyJAk3kNmR/Phib9T6VDqUR75QoK/vtfNBw3DipPT6XDIapzmGBTvVNb8ig3a9R+y5G0W/I8yPWigTXcVF8VHT+Oa3Pn2XUphvbKVeTPn4+Go0dD3aSJ0uFQHXT16g188cUPOHToFI4ePYP8/ELs3fsNevQw7t6jTZv24ptvNuDkyfO4eTMXjRv7onPndnjvvfFo1+4+g7bFxSWYOzcGK1bE4eLFK/D19UJkZHu89954tG3b0hrTqxETbCIra969O06tXq3fvOV25tZ+K3nDplzjc9Mfqo+EVovsNWuQu3FTtSv2mOpyYSESMzORW1gID2dnRPj5oam7uyx967KykT9/PtyHDIFLaKgsfVL9kZp6EZ988j1atQrCgw/eh6SkX006/+TJ8/D19cQbbwyHn58PMjJuYsmSLejUaTSSkpaiQ4f79W2fe24atmzZjxdffBqhoc/hypXrmD9/HSIiXsDJk6vRvLltXySyBpvMMnv2bISHh8PT0xP+/v4YPHgwUlNTDdoUFxcjOjoad911Fzw8PDB06FBkZmYqFLFyrFH7rdQNm3KNzxpuqo/Kbt7E1RkzkLthoyzJ9YmsLPxf4gF0274N/zqWgo9Tz2LqqZPouW8vXk4+il9l+jkSpRoUrl6DwvUbIKq4UEBUnbCwENy8uRvnzm3E5MkjTD7/3XdfxOrVs/Gvf43BuHGD8c4745CYuAQaTRkWLlyvb3f58jVs3LgXEyeOwIIFb+P//m/w/879CHl5Bdi4cY+c0zIKE2wyS3x8PKKjo3Hw4EHs2rULGo0Gffr0QUFBgb7NpEmTsHXrVqxbtw7x8fG4cuUKhgwZomDUyqmoea7pxkFTKHXDplzjc9Mfqm8KDh3G5clTUHLmrCz9bb98Gc/G70N8ZiYqUvWK95QEgP3Xr+MfB5OwMyNDlvEAoPTwYeR/9TW09fBCCZnH07MhGjWS9++Rv38jNGjghpycPP2xvLzyG3IDAhoZtG3SxA8A4O7uKmsMxmCJiILi4uIwb948JCcnQ6vVon379oiOjkZUVJTSodVq+/btBp8vW7YM/v7+SE5ORrdu3ZCbm4vFixcjJiYGPXv2BAAsXboUISEhOHjwIDp37mzTeOWo9TWlj+raWlL7XVWfpt6wWdscanrckvHvPPfWX3+ZXcNt6deSdd9kS2XZ2cha9j0KfvlFtj5PZGXh9cOHoBUC1V0H1woBCcCk48fwQ+cItJfpe1ybkYH8L7+C2xNPwCUyovpNq4hklJOTB42mDBkZNzFvXgxu3SpAr16d9I+3bNkMzZoF4LPPVqJ16+Z46KHWuHLlOv75zy/RosXdGD68r81jZoKtkMmTJ2Pu3LkGxxISEpCQkICtW7di+fLlUNWhX1y5ubkAgEaNyl89JicnQ6PRoHfv3vo2bdq0QVBQEJKSkmyaYMtR62tKH9aoLa6pT2OT9triqulxAGaPX1W/kiRBmLFjpKXPLeu+yVa0OTnIjYvDrbg4iKJiWfv++uxZCKDa5LpCRZuFf5zHwjD5vr+FRoOiLVtQmpwMt7594dT6fkiSJFv/RHfq3HkMUlMvAQA8PBpg2rRxGDfu7789zs5O2LDhE4wYMQ2DBk3WHw8LC0Fi4mL4+Nh+JZy6k8E5kCVLllRKrm+3atUqfPLJJzaMyDI6nQ4TJ05Ely5d0K5dOwBARkYGXFxc4HPHVZOAgABkyPiWZW3kqPU1pQ9r1BbbYg65ly5V+3jip58i6dNPzRq/unGFTldtDWp1NdyWPg+s+yZrEkKg7Pp15MfHI/M/c5D+0kvI3bBR9uT6cmEh9mRchdbIGm6tENh77RquFBXJGgcAaC9fRsGSJcif8ymKd+2C9sqVal84E1li6dIZ2L79KyxY8DZCQoJRVFQCrdbwRntfXy907Hg/3n57DH788VN8+ulEXLx4Bc8++zaKi0tsHjOvYNuYTqfDrFmzam03Z84cTJw4Ee4y3QluTdHR0Th16hR+kfEtULnIsV6zKX1YY31oW8zh11Wrqn1clJVVe6WstvFrGhcoLwcRt23PrnJyqraG29LngWt3kxx0hYXQZGai7OpVaK5ehSYjo/zfy5ehu1VeEzpoz27csNIf9MIafh6rIwA89UsC3NVqWWLwc3XFxsgu+s+1169Du3MXinfugtSwIVTNg6BuejdUAQFQ+flB8vWBVM1N0bZU1UpOJI/SUg2ysnINjjVu7Au1TN9zERHt9f8/fHgfhIQ8CwD49NOJAIDc3Hx07foi3nrreUyZMlLf9uGHQ9Cjx0tYunQrXnnlGVliMZby3/H1zIULF5CWllZru+zsbKSkpKBLly61tlXShAkTEBsbi/3796NZs2b644GBgSgtLUVOTo7BVezMzEwEBgbaLD451ms2pQ9rbCpjizkUXr9e7eOoeOu3iitTtY1f47hqNYK6doX3PfcYVUNu6fNgja8NOTZN5jWUXbsGXUE+tLm3oM3Ogu62G7kBQOXmBtcWLeDaooX+2M29e5BRLP8VY0vcKivDrRpe7JrExQWqsLBqHxYorz1HdjYAQFJJkLy8IHl5AQ0bQnJ1BZydgf/dHC2pVICkAtSq8t83kgSoVH//7qk4BpT/Hrrtd5EpiXvFC2yVTEkf/S0x8QQee+xlg2NpaVsQHNxU9rF8fb3Qs+fDWLVqmz7B3rBhNzIzb2LQoG4Gbbt3D4OXV0McOHCCCbaju3nzplXa2poQAq+99ho2bdqEffv2ocVtf1wAICwsDM7Ozti9ezeGDh0KAEhNTUV6ejoiIiJsFqcc6zWb0oc11qe2xRwaNG6MW3/9VfXJNbzlW9v4tY3rfc89Rl81tvR5UHrtcKp7nAP84Rxg+vdF04ULobJSKVxBQQFyzChn8vHxQcMGDWSJISAgAM3fmSpLX7ak+d8VbLWLi8KROJ4OHe7Hrl3zDY4FBt5ltfGKikqQm/v3Jk2ZmVkAUKlsRAgBrVaHMrleXJqACbaNBQcHW6WtrUVHRyMmJgabN2+Gp6envq7a29sb7u7u8Pb2xrhx4zB58mQ0atQIXl5eeO211xAREWHTGxzl2OTFlD6ssamMLebQfuRIXDt5ssrHJScnSECV5RW1jS/n82FpX9b42hBV5ejRo1brOz09HcHBwSbVOkuShBMnTiAoKMhqcdUJdlCm4qh8fb3Qu/cjFvWRnp6BwsJitGkTrD927VoW/P0Nl967ePEKdu8+gocffkB/7P77y7+3V6/egffee0l/fMuWeBQUFOGhh1pbFJs5eJOjjQUEBKB79+61tgsJCUH79u1rbaeUhQsXIjc3Fz169ECTJk30H2vWrNG3mTt3LgYMGIChQ4eiW7duCAwMxMaNG20apxzrRZvShzXWp7bFHLyDgqp9PPLNNxHx5ptmjS/n82FpX0qvHU4kh6CgIAwYMMDo2la1Wo2BAwcyuSbFzJq1CLNmLcKGDeWbvaxYEac/drtRo95FSIhhGceDDw7HiBHv4D//+R7ffbcJ//znFwgLex4aTRk+/niCvt3Agd3Qtu29+OCDRRg79n18++0GvPXWFxg+/B00aeKHceMGW32ed5KETLf8pqSkICwsDMnJyQh1gO1UV61ahZEjR1plPikpKYiMjERJSdU3wahUKuzYscNgiTs5WHNOSjDle67S2se1rBdtaR9yjKfEHGp63JLx5Xw+LO3LGl8bIls6cuQIIiMjodVqa7ySLUkS1Go1EhMTER4ebsMI7ZNGo4GLiwtKS0vh7OysdDh2KNkqvUpS9UtECvH3uz09eoxHfHyKwbH33vsWP/10AH/88Rfy8grg798I3bo9hKlTX8CDD95n0Fd29i3MnLkIP/30Cy5dyoCnZwP07t0JH30UjRYt7rZwFtXfc1AdJtjVsHYyunPnTowYMaJSnbWHhwcWLVpklc1m6nOCTUTkSDZu3IioqKj/1ZhWvnFXrVZDkiSsXbsWTz/9tAIR2h8m2LWxToLtGExPsFmQpJA+ffrgwoULWLFihX4nxw4dOmDUqFHw8/NTOjwiIrJjQ4YMQWJiImbOnInY2FgIIaBSqaD730ZO/fv3x7Rp03jlmkghTLAV5OXlhejoaKXDICKiOig8PBxbtmxBeno69uzZg1u3bsHLyws9e/ZkzTWRwphgExER1WFBQUEYM2aM0mEQ0W2YYBPZwM///KddbMXt5uOD3v/5T6Xj9h4fERFRXcIEm8gGinNyUJSVpXQY1bL3+IiIiOoSJthENuB223bxSqouDnuPj4iIqC5hgk1kA/Ze9mDv8REREdUl3MmRiIiIiEhGTLCJiIiIiGTEBJuIiIiISEZMsImIiIiIZMQEm4iIiIhIRkywiYiIiIhkxASbiIiIiEhGTLCJiIiIiGTEBJuIiIiISEZMsImIiIiIZCT7VulxcXE4c+aM3N3a3IEDBwA4znwAx5tTWlqa0iEQERERVSIJIYQcHSUlJaFr167QarVydGcXVCoVdDqd0mHIytHmpFarkZCQgIiICKVDISIiO6bRaODi4oLS0lI4OzsrHY4dSlY6ADsWZvIZsl3BdnV1hVarxcqVKxESEiJXt4qJi4vD9OnTHWY+gOPN6cyZMxg5ciRcXV2VDoWIiIhIT/YSkZCQEISGhsrdrc1VlFA4ynwAx5wTERERkb3hTY5ERERERDJigk1EREREJCMm2EREREREMpK9BpuIqCqF+cU4e/wi8rIL4OnbEG06BqOBh5vVzyUiIrI1JthEZHVpZy9j++pE6HQ6SJIEIQQO/XwS/f7RBS1aN7Xaubdjkk5ERLbCBJuIrKowvxjbVydCqy1ff71i6X2tVoftPxzA6DcHVpvoWnLu7YxN0pmEExGRHFiDTURWdfb4xWo3N9LpdDh7/KJVzq1we5IuBKDTCQjxd5JemF8MoDwJ//7TrUjaeQK/Hf0DSTtP4PtPtyIt9UqtYxAREd2OCTYRWVVedgEkSaryMUmSkJddYJVzKxiTpBubhBMRERmDCTYRWZWnb0N9acedhBDw9G1olXMrGJOky3GlnIiIqAITbCKyqjYdg6FSVf2rRqVSoU3HYKucW8GYJF2OK+VEREQVmGATkVU18HBDv390gVqtgiQBKpUESQLUahX6/aNLjTcRWnJuBWOSdDmulBMREVXgKiJEZHUtWjfF6DcHmrVChyXnAn8n6dt/OGCwiohK9XeS3qZjMA79fFK/WsntjL1STkREVIEJNhHZRAMPN4Q+2sbm5wK1J+nGJOFERETGYoJNRA6nuvWsa0rSLb1STkREVIEJNhE5FEt2frT0SjkR2af09HTs2LEDALBs2TL07dsXQUFBCkdFjow3ORKRw+B61kR0u8OHD2PgwIEIDg7G+PHjAQDjx49HcHAwBg0ahCNHjigcITkqJthkltmzZyM8PByenp7w9/fH4MGDkZqaatCmuLgY0dHRuOuuu+Dh4YGhQ4ciMzNToYjJERXmFyPll7OI35qMlF/O4uSh37meNREBADZu3IguXbpg27ZtlVYJEkIgLi4OkZGR2Lhxo0IRkiOrUyUicXFxmDdvHpKTk6HVatG+fXtER0cjKipK6dDqnfj4eERHRyM8PBxlZWWYOnUq+vTpg9OnT6Nhw/IlzSZNmoSffvoJ69atg7e3NyZMmIAhQ4bgwIEDCkdPNamuftnSc2pqY85jVZWClJMAVF5yr7r1rM2Zr6XPBRFZ1+HDhxEVFQWtVlvtEpxarRaSJCEqKgqJiYkIDw+3cZTkyOpMgj158mTMnTvX4FhCQgISEhKwdetWLF++vNq1bkl+27dvN/h82bJl8Pf3R3JyMrp164bc3FwsXrwYMTEx6NmzJwBg6dKlCAkJwcGDB9G5c2clwqZamFO/bMw5NbWBECY/9tjgcOz98Yh+WT3DP6DGr2dtSb22XM8fEclv1qxZEEJUm1xXqGgza9YsbN682UbRUX1QJzLSJUuWVEqub7dq1Sp88sknNoyI7pSbmwsAaNSoEQAgOTkZGo0GvXv31rdp06YNgoKCkJSUpEiMVDNz6peNOaemNttifsE2Mx7bvfEwtNWUglTnzvWs5a7XZv03kX1IT09HbGwstFqtUe21Wi22bt2K9PR0K0dG9YndJ9g6nQ6zZs2qtd2cOXNQVFRkg4joTjqdDhMnTkSXLl3Qrl07AEBGRgZcXFzg4+Nj0DYgIAAZGRkKREm1OXv8osn1y8acU3MbAV0Vm7vU9pgQAlVvbA5IUnk5SG07P5oz35rI3R8RmWf37t21Xrm+kxACe/bssVJEVB/ZfYnIhQsXkJaWVmu77OxspKSkoEuXLjaIim4XHR2NU6dO4ZdfflE6FLJAXnbBHbXMf6uuftnYc6prU/4gqqvqqPYxSQJq+vsZ1j0ELq7ONdZBmzPfmsjdHxGZJy8vDyqVqtoXvFVRqVS4deuWFaMiY5SWapCVlWtwrHFjX6jVaoUiMp/dJ9g3b960SluSx4QJExAbG4v9+/ejWbNm+uOBgYEoLS1FTk6OwVXszMxMBAYGKhAp1cbTt2G1SXBV9cumnFPj1aSaLjRV85gQgKSSIHSVG6hUKrR/pFWtNxaaM19b9kdE5vH09DQpuQbK32Xy8vKyUkRkrMTEE3jssZcNjqWlbUFwcN27h8XuS0SCg4Ot0pYsI4TAhAkTsGnTJuzZswctWrQweDwsLAzOzs7YvXu3/lhqairS09MRERFh63DJCG06Bld7o/Cd9cumnFNzGwkqtemPqdUq9Hq6E9RqVa2lINUxZ7627I+IzNOrVy9IUnVFZFWTJEl/Qz4pp0OH+7Fr13yDj8DAu5QOyyx2fwU7ICAA3bt3R3x8fI3tQkJC0L59extFRdHR0YiJicHmzZvh6empr6v29vaGu7s7vL29MW7cOEyePBmNGjWCl5cXXnvtNURERHAFETvVwMMN/f7RBdt/OGCwCoZKVX3Sauw5NbUBYNZjLVo3RdB9gWYviWfOfG3ZHxGZJygoCAMGDEBcXJxRNzqq1Wr079+fOzvaAV9fL/Tu/YjSYchCEqbeCVCNlJQUhIWFITk5GaGhoXJ0adB3ZGQkSkpKqnxcpVJhx44dBitWWGrVqlUYOXKkVeajFDnnVN3VgaVLl2LMmDEAyjeamTJlCn744QeUlJSgb9++WLBggWwlItb8nqvP6so62ErO15b9EZHpjhw5gsjIyBrXwQbK/5ap1Wqugw0ASFY6ADsWZvIZdn8FGwBCQ0OxZcsWjBgxolKdtYeHBxYtWiRrck21M+Z1mZubG+bPn4/58+fbICKSSwMPN4Q+2kb2c2pqY+5jcpC7f2vHS0S1Cw8Px5o1axAVFQUhRJVXstVqNSRJwtq1a5lck+zqRIINAH369MGFCxewYsUK/U6OHTp0wKhRo+Dn56d0eERERGRHhgwZgsTERMycOROxsbEGF4YkSUL//v0xbdo0JtdkFXUmwQYALy8vREdHKx0GERER1QHh4eHYsmUL0tPTsXPnTrz44ov47rvv0KdPH9Zck1XZ/SoiRERERJYICgrC6NGjAQCjR49mck1WV6euYBNR3bRm4U5Ztwpv4OGGqFf6WHWc6sYgIiKqDRNsIrK6wvxiFNwqcphxiIiIasIEm4isTu5l6qrrT85xuLQeERGZiwk2EVmdrUotWNJBRET2gDc5EhERERHJiAk2EREREZGMmGATEREREcmICTYRERERkYyYYBMRERERyYgJNhERERGRjJhgExERERHJiAk2EREREZGMmGATEREREcmICTYRERERkYxk3yo9Li4OZ86ckbtbmztw4AAAx5kP4HhzSktLUzoEIiJSgEZTCl2Z1sRzNFaKhqgySQgh5OgoKSkJXbt2hVZr2je8PVOpVNDpdEqHIStHm5NarUZCQgIiIiKUDoWIiGyguKgAvyUloqS4CO5ePlA7Oxt1nqasDA8/2g0FBflo0KChlaOsi5KVDsCOhZl8hmxXsF1dXaHVarFy5UqEhITI1a1i4uLiMH36dIeZD+B4czpz5gxGjhwJV1dXpUMhIiIrK87Px6+7t+P80YPIz82BBAkqtRp+wfciqEMYGvo2qvF8UVwEACZf+SYyh+wlIiEhIQgNDZW7W5urKKFwlPkAjjknIiJyfFfOncGBtatQUpCvfxdWkiQAAjcu/oGbl9IQ1D4ULcI7Q6VWV9kHS0TIlmRPsImIiIjkIHQ6nNy7E7/+vANA9RWtQuhw6cRR5GRcxoN9BsClQQPbBUlUBSbYRKSo/NxcHE9MQPaNG/D180PHyK7w8PZWOiwiUljezRtI2vADrqX9YfQ5uZlXkbJ1Ax4aMASuDVlnTcphgk1Eijl7PAWrF3wJnVYLSaWC0Onw86b1+Merb6B1x4eUDo+IFCB0Opw5EI/jO3+CrqzM5PMLc7Jw/KdNCB30DJzd3KwQIVHtuA42ESkiPzcXqxd8CW1ZGYQQ0Gm1EEJAW1aGHxZ8gfzcXKVDJCIbKystRfzKxUiJ22xWcl2hIPsmTu6ItagPIkswwSYiRRxPTICummU9dVotjif9YuOIiEhJ2jIN9i77L/4685ss/eVkXEbqL3sh02rERCZhiQgRKSL7xo3yspAqkmxJpUL29es1ns/abSLHIYRA4roYZKadl7Xfq6mn4ennj2btOsjaL1FtmGATkU3cmRA38PCAqGbTI6HTwbdx42r7Yu02kWM5k7AXl349ZpW+f0/cD08/fzh7eFqlf6KqMMEmIqurKiGWVKpqr2Cr1Gp0jHy0yr5ur90GoD+/onb7zTlf8Eo2UR1y/VIajm3farX+hdDh1K44tH1ikNXGILoTE2wisqrqEmKh1UKlUkHt5GSQeKvUavzj1Tfg4VV1kmxM7faj/fpbZzJ1DMtoyN6VFhXil9XLrV4nXVKYj7P7frbqGES3Y4JNRFZVU0IshEC3JwfA1c0d2devw7dxY3SMfLTa5BqwvHa7vmAZDdk7IQSSNqxGQU62TcbLzbiqH5fI2riKCBFZVUVCXBVJpUJhXj4e7dcfA58fg0f79a8xuQYAXz8/s2u36wsugUh1wen9e/Dnb7/afNzUpASbj0n1DxNsIrIquRPijpFdoVKrq3ysptrt+oRLIJK9+/O3X3F8R6wiY//68zacP3JQkbGp/mCCTUSyys/NxS/bYrF1xTL8si0WrR7sIGtC7OHtjX+8+gbUTk6QJAkqtRqSJEHt5FRj7XZ9Utu7BiyjISVdOXcGCTaou67JwY1r8PuRJMXGJ8fHGmwiBTnaTWjV1f12fWIAErbFmnQzY01ad3wIb875AseTfjG6drs+YRkN2as/f/sVCT98X+07LLYjcGjjGhTdysWDPftCkiSF4yFHwwSbSCGOdhNaTcvnJWyLxSvvzsTvp36VLSH28PbmaiHV6BjZFT9vWq//WtyOZTSklAvHjiBpXYxFV65v5N7CqYvpyC8ogLuLC0KCmuEuLw+z+/v15+3IunIZEUP/AdcGDczuh6qXk5OHf/7zS2zatBeFhcXo1KktPvtsEkJD29R4nk6nw/LlP2Hjxj04duwcsrJy0aJFUwwf3gdvvvk83NxcDdpL0sNV9jN79gS8/fYYuaZjNCbYRApwxLWca6v7/f3Ur0yIbaSijOaHBV/I9q4BkSXOHfwFhzevN/v8P65k4MfEwzhxPg0CgCRJEEJAAtC+RRAGPBKKFoH+ZvX91+mT+Onyn4h89jkEtmxldoxUmU6nQ//+b+DEid/x1lvPw8/PBwsWrEePHi8hOXkFWrUKqvbcwsJijB37Pjp3fhAvvzwE/v6NkJT0K2bM+C927z6CPXu+qfTOw+OPP4JRowz/zjz0UGurzK02TLDJLLNnz8bGjRtx9uxZuLu7IzIyEp988glat/77G7m4uBhTpkzB6tWrUVJSgr59+2LBggUICAhQMHL74IhrOXP5PPvCMhqyB0IInNq3Cyd2xpndx5HU85i/eRuEEKi49l1xFVwAOHnxT5y89CdeerI3wu5rYdYYhbk5+HnRfLSO7IaOffvD2cW19pOoVuvX70Zi4q9Yt+5jPPNMbwDAsGGP4/77h2DGjG8RE/Nhtee6uDjjwIHFiIz8e5v7F198GsHBTTFjxrfYvfswevd+xOCc++8PwsiRT1pnMiZigq2guLg4zJs3D8nJydBqtWjfvj2io6MRFRWldGi1io+PR3R0NMLDw1FWVoapU6eiT58+OH36NBo2bAgAmDRpEn766SesW7cO3t7emDBhAoYMGYIDBw4oHL1p5KiTvrOPa1eu1JqMylWfbUk/NZ0rx9bnpsZm7fbGMqZfuceurb/qHq9rL9TIcWhKS3D4x/VIO3bE7D7+uJKB+Zu3QVvN7xYA0AkBCODbuJ/x72FPmX0lGwBSE/fj8tnf8MjTw9DkPmWufDqS9et3IyDgLgwZ0lN/rHFjXwwb1hsrV25DSUkpXF1dqjzXxcXZILmu8PTTj2HGjG9x5kxapQQbAIqKiiFJUqUSEltjgq2QyZMnY+7cuQbHEhISkJCQgK1bt2L58uVQVbMKgD3Yvn27wefLli2Dv78/kpOT0a1bN+Tm5mLx4sWIiYlBz57lP1hLly5FSEgIDh48iM6dOysRtsnkqJOuqg/87+3NqgidDhpNKT596w2L67Mtib+mcwWExVufmxqbtdsby5h+5R67tv4crZ6f6jah0+HP0yeRHLcZBdlZFvW1OfGw8TXbAog9fAyvDepr0Zj5WTexe/FCtHjoYTzUbyAa8F0fsx07lorQ0NaV8plOndriv//dhHPn0vHgg/eZ1GdGxg0AgJ+fT6XHli2LxYIF6yGEQEhIC0ybNg4jRvQzO35L2G8G58CWLFlSKbm+3apVq/DJJ5/YMCLL5f5v44pGjRoBAJKTk6HRaNC7d299mzZt2iAoKAhJSXVjaSQ5Nuuorg+h0wHV/NGQVCr8ejDR4k1CLIm/pnNj5s+r8jGdVgsIYdTyeabGZu32xjKmX7nHrq2/zL/+5KYyZBdKiwpx7uAviP3iP9i/aqnFyfWN3Fs4fj6t/Aq1EXRC4NcLl3DzVr5F41ZIO3YUWz77ECnbtiAv64YsfdY3V6/eQJMmfpWOVxy7csX00sH//Gc5vLwa4oknuhgcj4xsjw8/fBU//vgpFi58G2q1Cs89Nw0LF5pf+28JXsG2MZ1Oh1mzZtXabs6cOZg4cSLc3d1tEJVldDodJk6ciC5duqBdu3YAgIyMDLi4uMDHx8egbUBAADIyMhSI0nRy1EnX1AcAqFSq8ht1brsJrf0jkTieWPVOY6bUZ1sSf23nVsfYrc9Njc3a7Y1l1AYuFS82ZBq7tjF3rl/jcPX8VDcInQ55N28gM+08Lp89jSu/n4Xufzduv7vsB+QUFFrUf4lGA1PXGxEA3lu5Hq7OzpUfE+VlJlO+WVbtOvF38mnYAB+UluL0/j3wbhyARs2C4O0fAO/G/vAJbAoP30ZG91UfFRWVVFkCUlG+UVRUYlJ/H320BD//fBgLFrwNHx9Pg8cOHFhi8PkLLzyFsLCRmDp1PsaMGQB3dzcTo7cME2wbu3DhAtLS0mptl52djZSUFHTp0qXWtkqLjo7GqVOn8MsvjrU7nBw37dXUh0qtRofOkfC/u5lBMrp38yZZbha0JP6azoUkQcLfNxnd2W9hXj56DX5G1tis3d5YxvYr59i1jZlzkzeXkuW0ZRqUlWqg05ZBq9FAW1YGbZnm7//XaFBWWorS4kIU5+ejIDsLudevQVNSrO/Dy+/v2udbRcXIzpPnSrKpikpLUVRaWu3jpiT+KpUKPoFN9Z9nX72M7KuX9Z87u7rCJ6AJvBr7w8O3ERp4+8C1QUM4u7mXv5unKl/lQpJU1W645QhKSzXIyjJ8t6xxY1+4u7uipKTy16K4uDyxdnc3vk56zZqdmDZtIcaNewqvvFLz3xigvIZ7woRhePnl2UhOPotHH+1o9FhyYIJtYzdv3rRKW6VMmDABsbGx2L9/P5o1a6Y/HhgYiNLSUuTk5Bhcxc7MzERgYKACkZpOjs06auvD/+5mla4uyrVJiCX91HQubruT39z4TI3N2u2NZVS/FSVAMo1d25g+d/nh+pXL1T7OTWXIGGonZ6idKl/1NVfwirVws/DdyoKCAuTk5Jh8no+PDxpWsaa1EAJXrl5F06ZNjd5YJjAwEAPe+KfJMdQ3iYkn8NhjLxscS0vbgiZN/HD1auXymopjTZsa9/tp166DGDVqBvr3fxTffPNvo+O6557yVcvuTP5tgQm2jQUHB1ulra0JIfDaa69h06ZN2LdvH1q0MFwaKSwsDM7Ozti9ezeGDh0KAEhNTUV6ejoiIiKUCNlkcmzWYU4fcm0SYkk/tZ0rSZJNnxdrtzeWUf0KyDp2bWP2eTYKf5w+xU1lyK4cPXrU4j7S09MRHBxs0sY0kiThxIkTCAqqvL6yRqOBi4sLLl68COcqSkjIfB063I9du+YbHAsMvAsdO96PhITj0Ol0Bjc6Hjr0Gxo0cMP991e/DvbfbU/h6affwsMPh2Dt2tlwcjI+db1wofziQ+PGvkafIxcWDtlYQEAAunfvXmu7kJAQtG/f3gYRmSc6OhorV65ETEwMPD09kZGRgYyMDBQVFQEAvL29MW7cOEyePBl79+5FcnIyxo4di4iIiDqzgkjFZh3G3LQnZx9yjGtpPzWdOyJ6os2fF2u3N5Yx/co9dm39Bdx9j1XmSqS0oKAgDBgwAGojSyvUajUGDhxYZXJN1uXr64XevR8x+HBzc8Uzz/RCZuZNbNy4R9/2xo0crFv3MwYO7GpQn/3HH3/hjz/+Muj3zJk09O//BoKDmyA2dl61ddTXr2dXOpaXV4B5836An58PwsJCZJqp8SRhyZ6lt0lJSUFYWBiSk5MRGhoqR5eKWrVqFUaOHGmV+aSkpCAyMhIlJVUX96tUKuzYscNgBQ45yDmn6t5eW7p0KcaMGQPg741mfvjhB4ONZuQqEbHV91x+bq7Fm3WY04cc41raT03nKvG8WLu9nHHLPXZt/VlrrkRKOnLkCCIjI6H93+o41ZEkCWq1GomJiQgPD6+yTcUV7NLSUl7BrlKy7D1qtVo8+uj/4dSpP27byXEd0tMzceTI92jdOljfNjh4IADg4sWtAMoT5LZth+Hy5ev46KNXcffdhuubt2zZDBER5Rci33vvW/z4YzwGDuyKoKBAXL16A0uWbEF6egZWrPgAzz33hIUzCTP5DCbY1bBmgg0AO3fuxIgRIyrVWXt4eGDRokVW2WzG2nOyNUf7niMioso2btyIqKio8uUnq7iZV/2/d23Wrl2Lp59+utp+mGDXRv4EGwCys2/hrbe+wI8/7kNRUQnCwx/Ap59OxMMPP2DQ7s4E++LFK2jRYlC1/Y4ePQDLlr0HoLxGe86cFTh58jxu3sxFw4bu6NSpLf71r9Ho2bPqF1ymMT3BZg22Qvr06YMLFy5gxYoV+p0cO3TogFGjRsHPr/KakURERPXRkCFDkJiYiJkzZyI2NhZCCKhUKuh0OkiShP79+2PatGnVXrkmZfn6emHRoulYtGh6je0qEusKwcFNIYRxtfyPP94Zjz9uX+WnTLAV5OXlhejoaKXDICIismvh4eHYsmUL0tPTsWfPHty6dQteXl7o2bMna67JLjHBJiIiojohKChIf58PkT1jgk1Uhy18fzryb+UoHYZFPLx88MqMmQbHHHVeRERUPzDBJqrD8m/l4FZ25eWJ6jpHnRcREdUPTLCJ6jAPLx+lQ7BYVXNw1HkREVH9wASbqA5z1BIER50XERHVD9zJkYiIiIhIRkywiYiIiIhkxASbiIiIiEhGTLCJiIiIiGTEBJuIiIiISEZMsImIiIiIZMQEm4iIiIhIRkywiYiIiIhkxASbiIiIiEhGTLCJiIiIiGQk+1bpcXFxOHPmjNzd2tyBAwcAOM58AMebU1pamtIhEBEREVUiCSGEHB0lJSWha9eu0Gq1cnRnF1QqFXQ6ndJhyMrR5qRWq5GQkICIiAilQyEiIjum0Wjg4uKC0tJSODs7Kx2OHUpWOgA7FmbyGbJdwXZ1dYVWq8XKlSsREhIiV7eKiYuLw/Tp0x1mPoDjzenMmTMYOXIkXF1dlQ6FiIiISE/2EpGQkBCEhobK3a3NVZRQOMp8AMecExEREZG94U2OREREREQyYoJNRERERCQjJthERERERDKSvQabiKgu0hSW4PrZKyi5VQRXL3c0btMUzg3qxg20dTn22znKPIiImGAT1WPGJjSOnvhkp13D79uOQ+h0kCQJQgj8dfB3tHqiI3xb+CsdXo3qcuy3c5R5EBEBTLCJ6i1jExpHT3w0hSXl89OWrw9fsTWA0Orw+7bjeGhMd/2LCVu/0KhtPFNit2eOMg8iogqswSaqhwwSGgEInSj/938JjaawxKR2ddn1s1cgqtl8Seh0uHH2CoDyFxrHlsXjz8RUXP/tT/yZmIpjy+KRnXbNKnEZM56xsds7R5kHEVEFJthE9ZCxCU19SHxKbhVBkqQqH5MkCcW3imz+QsPY8YyJvS5wlHkQEVVggk1UDxmb0NSHxMfVy11fknAnIQTcvNxt/kLD2PGMib0ucJR5EBFVYIJNVA8Zm9DUh8SncZumkFRV/yqUVCr4tWlq8xcaxo5nTOx1gaPMg4ioAhNsonrI2ISmPiQ+zg1c0eqJjpDUKkACJJVU/q9ahVZPdIRzA1ebv9AwdjxjYq8LHGUeREQVuIoIUT1UkdDcuTqIpDJMaIxtV9f5tvDHQ2O648bZKyi+VQQ3L3f43bZiR+M2TfHXwd/1q1zczhovNEwZr7bY6wpHmQcREcAEm6heqGq5N2MTmvqS+Dg3cEWT0BbVPmbLFxqmjldT7HWJo8yDiIgJNpGDq20da2MSGiY+tn+hUV9e2BAROSIm2EQOjBt4yMvWLzT4woZIHunp6dixYwcAYNmyZejbty+CgoIUjoocGW9yJHJg9WEdayKi6hw+fBgDBw5EcHAwxo8fDwAYP348goODMWjQIBw5ckThCMlRMcEms8yePRvh4eHw9PSEv78/Bg8ejNTUVIM2xcXFiI6Oxl133QUPDw8MHToUmZmZCkVcP9WHdayJiKqyceNGdOnSBdu2bau0Ko8QAnFxcYiMjMTGjRsVipAcGUtEFBQXF4d58+YhOTkZWq0W7du3R3R0NKKiopQOrVbx8fGIjo5GeHg4ysrKMHXqVPTp0wenT59Gw4YNAQCTJk3CTz/9hHXr1sHb2xsTJkzAkCFDcODAAYWjd1x33szo7OZs0fJyVd0caeuSElvEUNMYtnwOzB1Ljhjry9ea6ofDhw8jKioKWq222t+BWq0WkiQhKioKiYmJCA8Pt3GU5MiYYCtk8uTJmDt3rsGxhIQEJCQkYOvWrVi+fDlU1aw/bA+2b99u8PmyZcvg7++P5ORkdOvWDbm5uVi8eDFiYmLQs2dPAMDSpUsREhKCgwcPonPnzkqE7dCqupkRkvT3/9+htuXlars50hZsEUNNYwCw2XNg7lzleI7qy9ea6o9Zs2ZBCFFtcl2hos2sWbOwefNmG0VH9YH9ZnAObMmSJZWS69utWrUKn3zyiQ0jslxubi4AoFGjRgCA5ORkaDQa9O7dW9+mTZs2CAoKQlJSkiIxOjKDmxkFIHQCEAB0AgK3bdxh5AYe1fVXcXOkprBEsTnJGUNNY5yLO4bf447Z5Dkwd65yPEf15WtN9Ud6ejpiY2Oh1WqNaq/VarF161akp6dbOTKqT5hg25hOp8OsWbNqbTdnzhwUFdWN+lidToeJEyeiS5cuaNeuHQAgIyMDLi4u8PHxMWgbEBCAjIwMBaJ0bDXdzAgh0DTsXgRFtkbjtvcgKLI1HhrTvcargvZwc6QtYqjxedOJ8kTPiuMbE0dNY8nxHNWXrzXVH7t37671yvWdhBDYs2ePlSKi+oglIjZ24cIFpKWl1douOzsbKSkp6NKliw2iskx0dDROnTqFX375RelQ6q2KmxmrLAWRJGiKNWjWuZVs/dni5khbxFDTGDWR+zkwd65yPEf15WtN9UdeXh5UKhV01b14roJKpcKtW7esGBUZo7RUg6ysXINjjRv7Qq1WKxSR+Zhg29jNmzet0lYpEyZMQGxsLPbv349mzZrpjwcGBqK0tBQ5OTkGV7EzMzMRGBioQKSOzdXL3aKbGa3dnzlsEUNNY9RE7ufA3LnK8RzVl6811R+enp4mJddA+TuxXl5eVoqIjJWYeAKPPfaywbG0tC0IDq7+fiF7xRIRGwsODrZKW1sTQmDChAnYtGkT9uzZgxYtDDfDCAsLg7OzM3bv3q0/lpqaivT0dERERNg6XIfXuE1TSNXcFFvbzYy26M8ctoihpjGgkspr1q04vjFx1DSWHM9RfflaU/3Rq1evapcnrY4kSfob8kk5HTrcj1275ht8BAbepXRYZmGCbWMBAQHo3r17re1CQkLQvn17G0RknujoaKxcuRIxMTHw9PRERkYGMjIy9HXj3t7eGDduHCZPnoy9e/ciOTkZY8eORUREBFcQsQLnBq5o9URHSGqVSTcz2qo/c9gihprGuP/Jh9DqyYds8hyYO1c5nqP68rWm+iMoKAgDBgwwuqxArVZj4MCB3NnRDvj6eqF370cMPtzc6ubPvyTMeX+0CikpKQgLC0NycjJCQ0Pl6FJRq1atwsiRI60yn5SUFERGRqKkpOo741UqFXbs2GGwAocc5JxTdVcHli5dijFjxgAo32hmypQp+OGHH1BSUoK+fftiwYIFspWIONr3nBw0hSW4cfYKim8Vwc3LHX4WriMsd3/2GkNNY9jyOTB3LDlirC9fa6ofjhw5gsjIyBrXwQbK/5ap1Wqugw0ASFY6ADsWZvIZrMFWQGhoKLZs2YIRI0ZUqrP28PDAokWLZE+u5WbM6zI3NzfMnz8f8+fPt0FEBJRfCWwS2qL2hgr1Z68x1DSGLZ8Dc8eSI8b68rWm+iE8PBxr1qxBVFQUhBBVLtmnVqshSRLWrl3L5JpkxwRbIX369MGFCxewYsUK/U6OHTp0wKhRo+Dn56d0eERERHXakCFDkJiYiJkzZyI2NtbgwpAkSejfvz+mTZvG5Jqsggm2gry8vBAdHa10GERERA4pPDwcW7ZsQXp6Onbu3IkXX3wR3333Hfr06cOaa7Iq3uRIREREDi0oKAijR48GAIwePZrJNVkdr2ATUa1OrUlEaYHjbVft0tAV7aIiKx2vb/MlIiJ5McEmolqVFpRA44AJZ3Xq23yJiEheTLCJqFYuDR1zqbTq5lXf5ktERPJigk1EtapvZQX1bb5ERCQv3uRIRERERCQjJthERERERDJigk1EREREJCMm2EREREREMmKCTUREREQkIybYREREREQyYoJNRERERCQjJthERERERDJigk1EREREJCMm2EREREREMmKCTUREREQkIye5O4yLi8OZM2fk7tbmDhw4AMBx5gM43pzS0tKUDoGIiCyg0Wig0+lsNhaRrUhCCCFHR0lJSejatSu0Wq0c3dkFlUplsx98W3G0OanVaiQkJCAiIkLpUIiIyAg6nQ7nz5/HqVOncOXKFTg5OaFp06YICgqCWq222rgajQZhYWEoKChAgwYNrDZO3ZWsdAB2LMzkM2S7gu3q6gqtVouVK1ciJCRErm4VExcXh+nTpzvMfADHm9OZM2cwcuRIuLq6Kh0KEREZ4cqVKzhw4ACysrIghEBZWRm0Wi0uXryIa9euoX379vDx8bHK2BUXlxzpIhPZL9lLREJCQhAaGip3tzZXUULhKPMBHHNORERk/0pLS3Hw4MEqyxMlSYIkSSgqKsKhQ4fQokULtGrVCi4uLrLGwBIRsiXZE2wiIiKiCjdu3MDPP/+M3Nxco9qnpaUhPT0dd999N5o3bw5vb28rR0gkPybYREREZBXnz59HfHw8ysrKTDpPq9UiPT0d6enpaNq0Kdq1ayf7FW0ia2KCTUQ2lZ+fjxMnTiAnJwc+Pj7o0KEDPDw8lA4LgH3HRlSXCCFw9OhRpKSkWNzXlStXcOvWLXTu3Blubm4yREdkfUywichmUlNTsXbtWuh0OkiSBCEE9uzZg2HDhqF169ayjGFukmyL2IjqA61Wi/j4ePz++++y9Zmfn48jR44gMjLSqiuNEMmFG80QkU3k5+dj7dq10Gq1EEJAp9NBCAGtVou1a9ciPz/f4jFSU1Mxd+5c/Pzzz0hOTsbPP/+MuXPnIjU1VfHYiOqDsrIy7NixQ9bkukJubi5OnTole79E1sAEm4hs4sSJE9Uuj6XT6XDixAmL+rckSbZ2bET1QVlZGbZv344///zTamP8+eefuHz5stX6J5ILE2wisomcnBxIklTlY5IkIScnx6L+LUmSrR0bkaPTarXYtWuXTZLfkydPoqioyOrjEFmCCTYR2YSPjw+q2zhWCGHx5hKWJMnWjo3IkQkhEB8fj/T0dJuMV1ZWhmPHjlX7M0tkD5hgE5Gs8vPzceDAAfz00084cOCAvjSjQ4cOUKmq/pWjUqnQoUMHi8a1JEm2dmxEjiw5OdkqNdc1ycrKqvXeCiIlMcEmItnUdJOhh4cHhg0bBrVaDUmSoFKpIEkS1Go1hg0bZvFyeJYkydaOjchRnTt3DsnJyYqMff78eWRkZCgyNlFtuEwfEcni9psMAeivJlfcZDhp0iS0bt0akyZNsspa0xVJ8p1L7alUKqOSZGvGRuSIrl69iv379ysaw7Fjx9C5c2f4+voqGgfRnZhgE5EsjLnJsEuXLvDw8ECXLl2sEoOlSbI1YyNyJFlZWdixY4f+BbVStFotDh8+jEceeYT3SpBdYYJNRLKouMmwqjpoW67EwSSZyLpu3LiBuLg4lJSUKB0KAECj0eDgwYPo1KkTGjVqpHQ4RABYg01EMuFKHESO7+LFi9iyZYvdLZNXVlaGQ4cO4dq1a0qHQnfIycnD+PEfonHj3mjY8FE89thLSEk5a9S5Y8a8B0l6uNJHmzZDDdpduXIdI0dOR+vWQ+Dp2Q0+Pj3QqdMofP99rGKrzfAKNhHJokOHDtizZ0+VbxlzJQ6iuq2kpASHDh3CmTNnZOkvKysLZ86cQX5+Ptzc3NC6dWuLrz5rtVocOXIEHTp0QLNmzWSJkyyj0+nQv/8bOHHid7z11vPw8/PBggXr0aPHS0hOXoFWrYJq7cPV1QWLFk0zOObtbVj2d+NGDv76KxPPPNMLQUGB0GjKsGvXIYwZ8x5SUy/ho4+iZZ2XMZhgk1lmz56NjRs34uzZs3B3d0dkZCQ++eQTtG7dWt+muLgYU6ZMwerVq1FSUoK+fftiwYIFCAgIUDByshZLbzIkIvsjhMCFCxeQlJSEgoICi/tLS0tDXFwcTp06BSGE/veEJElo27Yt+vbti+bNm1sU7/Hjx5Gfn4/WrVtXuzY+2cb69buRmPgr1q37GM880xsAMGzY47j//iGYMeNbxMR8WGsfTk5qjBz5ZI1t2rdvhX37/mtwbMKEKAwcOAlffrkaM2e+DLVabf5EzMAEm8wSHx+P6OhohIeHo6ysDFOnTkWfPn1w+vRpNGzYEAAwadIk/PTTT1i3bh28vb0xYcIEDBkyBAcOHFA4erIWrsRB5Dhu3ryJpKQk2XZnPHbsGL777jsAf68ydPu/p0+fxunTpzF27FiL3/E6f/48srOz0aFDBzRo0MCywMls69fvRkDAXRgypKf+WOPGvhg2rDdWrtyGkpJSuLq61NqPVqtFQUERvLxM+1sSHNwEhYXFKC3VwN2dCXa9ERcXh3nz5iE5ORlarRbt27dHdHQ0oqKilA6tVtu3bzf4fNmyZfD390dycjK6deuG3NxcLF68GDExMejZs/wHa+nSpQgJCcHBgwfRuXNnJcKmO+Tn51uUDFd3fk03GdY0piXxWDoXufogqsuEEMjMzMTJkyeRlpYmW/1qWloavvvuu2pXGgKgf2zp0qWYNGmSRVeygfIXCPv27UOLFi3QokULi/oi8xw7lorQ0NaV9ijo1Kkt/vvfTTh3Lh0PPnhfjX0UFhbDy6s7CguL4evrhX/8oy8++eQ1eHhUfuFUVFSMgoJi5OcXIj4+BUuXbkVExINwd3eTdV7GYIKtkMmTJ2Pu3LkGxxISEpCQkICtW7di+fLl1W6aYY9yc3MBQF9Dl5ycDI1Gg969e+vbtGnTBkFBQUhKSmKCbQdSU1MrlXPs2bMHw4YNMyj1kfP8ms4BYHY8ls5Frj6I6iKdTofMzExcunQJaWlpuHXrluxjbNu2zaT2O3bswPjx4y0eV6fT4Y8//sAff/wBb29vAEBBQQFfONvI1as30K3bQ5WON2niB6D85sSaEuwmTfzwz3+OQmhoG+h0OmzfnoQFC9bhxIlz2LfvWzg5GaaxX3yxGv/+99f6z3v16oSlS9+VaTamYYKtgCVLllRKrm+3atUqtG3bFv/+979tGJX5dDodJk6ciC5duqBdu3YAgIyMDLi4uFRaOSIgIIA7b9kBYzaFqekPkDnn13TOmjVrIEmSWfFYOhe5+iCqSwoLC/HXX3/hzz//xJ9//mnVJfeysrJw8uRJo6+G63Q6/Pbbb8jKypJ12b2bN28CANavX4+AgADcfffdaNKkCfz8/NCwYUPWa1tBUVFJlSUgbm6u+sdrMnv2BIPPhw/vi/vvD8I77yzA+vW7MXx4X4PH//GPvnj44RBcv56N2NhfkJmZVesY1sIE28Z0Oh1mzZpVa7s5c+Zg4sSJcHd3t0FUlomOjsapU6fwyy+/KB0KGcnYTWHkPL+2c6pTWzyWzkWuPoiUoNVqUVZWBp1OZ5DACiH0jxUXF6OwsBB5eXnIzs7GtWvX9O863umjjz6S/Qp2SUmJyaUmQgh88skncHGpvT7XGF5eXpg4caL+85s3b+LmzZv49ddfAQCurq7w8vKCl5cXPD094enpCQ8PD7i7u8PNzQ0uLi5Qq9VQq9VMxKtQWqpBVpbh91Tjxr5wd3dFSUlppfbFxeVJr7u7q8ljTZo0AtOnf4Offz5cKcFu3rwJmjdvAgD4xz/6Yfz4D9G796tITd1g8zIRJtg2duHCBaSlpdXaLjs7GykpKXb/R33ChAmIjY3F/v37DZZFCgwMRGlpqb6WtUJmZiYCAwMViJRuZ+mmMOacX9M5NaktHjk2uLGXTXKITCWE0K/CcWfip1ar4eLiggYNGhh9JfiDDz6wm+/3oqIi2dbbdnV11f89HTFihMkXr4QQKCsrQ1lZGSRJgpOTk81XpbBniYkn8NhjLxscS0vbgiZN/HD16o1K7SuONW3a2OSx3N3dcNdd3sjKqv2F4DPP9MJ3323C/v3H0LdvhMljWYIJto1VvEUld1tbE0Lgtddew6ZNm/Q3kdwuLCwMzs7O2L17N4YOLV8QPjU1Fenp6YiIsO03OVVm6aYw5pxf0zk1qS0eOTa44SY5VFc5OTlVqkO1RJMmTWS/QltQUGBW0u7j46NflcpSAQEBaNu2LYDyJUWdnZ1l6ZfKdehwP3btmm9wLDDwLnTseD8SEo5Dp9MZ3Fd26NBvaNDADfffX/s62HfKyyvAjRs5aNzYp9a2RUXFAIDc3HyTx7EUE2wbCw4OtkpbW4uOjkZMTAw2b94MT09PfV21t7c33N3d4e3tjXHjxmHy5Mlo1KgRvLy88NprryEiIoI3ONoBSzeFMef82s65vQbblHjk2OCGm+QQlTt69KjsfaanpyM4ONikF9iSJOHEiRMICjI9AauORqORrS8y5Ovrhd69H6l0/JlnemH9+t3YuHGPfh3sGzdysG7dzxg4sKtBffYff/wFAGjZsvzd8OLiEmg0ZfD0NHyRNXPmIggh0K9fpP7Y9evZaNzYt9L4ixdvhiRJCA1tY/kkTcQE28YCAgLQvXt3xMfH19guJCQE7du3t1FUplu4cCEAoEePHgbHly5dijFjxgAA5s6dC5VKhaFDhxpsNEPKs3RTGHPOr+0coPIqIsbEI8cGN9wkh8h6goKCMGDAAMTFxVX5IvZOarUa/fv3lzW5JmU880wvdO78IMaO/QCnT6f9byfHddBqdXj//ZcM2vbq9QoA4OLFrQCAjIybeOih5/CPf/RFmzbBAIAdO5IQF3cA/fpF4qmnuuvP/fDDJThw4AT69YtAUFAgsrJysWHDHhw5chqvvRaF++67xzYTvo0kZFrkMiUlBWFhYUhOTkZoaKgcXSpq1apVGDlypFXmk5KSgsjIyGrv2lapVNixY4fBEndysOaclOBo33NKsNY62Oaew3WwiRzTkSNHEBkZCa1WW+OVbEmSoFarkZiYiPDwcFlj0Gg0cHFxQWlpKUtEqpRslV6zs2/hrbe+wI8/7kNRUQnCwx/Ap59OxMMPP2DQLjh4IIC/E+ycnDy89tp/cPDgKVy5ch1arQ733dcMzz33BN5883k4O/99jXjXroP48ss1SEk5i+vXs+Hm5or27e/D//3fYIwePUCGsqcwk8/gFWwFhIaGYsuWLRgxYkSlOmsPDw8sWrRI9uSaqCq1bQpjjfNrOseSeCydi1x9EFFl4eHhWLNmDaKiovQrnNypYoWOtWvXyp5ck3J8fb2waNF0LFo0vcZ2FYl1BR8fT6xYMdOoMR5/vDMef9y+yk+ZYCukT58+uHDhAlasWKHfybFDhw4YNWoU/Pz8lA6PiIhIVkOGDEFiYiJmzpyJ2NhYfRlWRVlW//79MW3aNCbX5BCYYCvIy8sL0dHRSodBRERkE+Hh4diyZQvS09OxZ88e3Lp1C15eXujZsydrrsmhMMEmIll8++23yM+3fCkkDw8PvPTSS5WOW7t/IrKdoKAg/Q3xRI6ICTYRySI/Px95eXl1tn8iIiK5MMEmIlnItdpGdf1Yu38iIiK5MMEmIllYu+yCZR1ERFRXqGpvQkRERERExmKCTUREREQkIybYREREREQyYoJNRERERCQjJthERERERDJigk1EREREJCMm2EREREREMmKCTUREREQkIybYREREREQyYoJNRERERCQjJthERERERDJykrvDM2fOyN2lItLS0gA4znwAx5tTxTwcZT5EJJ8mTZqgSZMmNba5evUqrl69aqOISGllZWUAgGPHjsHJSfb0x64Y8/1PViZkcunSJdGgQQMBwGE+1Gq14jFwTjV/ODk5KR4DP/jBD/v7mDFjRq1/t2bMmKF4nPzghzU+jPn+J+uShBACMklPT8eNGzfk6k5xJSUlcHV1VToMWTnanLRaLdRqdbWP5+fno3v37oiPj4eHh4cNI5OfI80FcKz5ONJcAMeYj62vYDvCc3Y7R5sP4Hhzqmk+vIKtPFkTbCJ7c+vWLXh7eyM3NxdeXl5Kh2MRR5oL4FjzcaS5AI43H1twtOfM0eYDON6cHG0+joY3ORIRERERyYgJNhERERGRjOpcgv3LL78oHYJV6HQ6pUNwSK6urpgxY4ZD1J070lwAx5qPI80FcLz52IKjPWeONh/A8ebkaPNxNHWqBvv48eMIDQ3F9OnT8f777ysdjixKSkrg7OwMlUqF48ePo2PHjkqHREREREQWqFNXsB944AEsWLAAn3zyiUMk2H/88QeGDx+OW7duYe3atQgNDcWRI0eUDouIiIiILFCnVlp3cXHBuHHjoFKp8OqrrwIAZsyYoXBU5nNxcUFcXBx69uyJX3/9FUuXLkV4eDiEEJAkSenwzFIR+/nz5yFJElq2bKl0SEREREQ2VaeuYAOAs7MzRo8ejQULFmDmzJl19kq2VqvFPffcg6+//hrHjx9HmzZt8Pjjj+sT1DpUuaNXEfuPP/6IJ598Ert378a1a9eUDouIiIjIpupEgn1nsunq6ooXXngBX3/9dZ1MsoUQUKvVEEIgICAA8+bNw40bN/D8888jNTUVAOpckl1WVgZJkvDTTz9h5MiRiI6OxtNPPw1/f3+DdryZk4iIiByd3SfYFVdFExMTsXDhQkydOhUnTpxAfn4+Xn75ZXz11Vd1KsmumM++ffvwn//8BxEREXj99ddx+PBhnDp1CtHR0Th37hyA8iR7x44dCkdcs0uXLkEIAScnJ9y4cQNz5szBm2++iTfeeAMeHh64cuUKli5dig0bNgAAVCqVTV447N+/HwMHDkTTpk31V9XrqtmzZyM8PByenp7w9/fH4MGD9S/E6pqFCxeiffv28PLygpeXFyIiIrBt2zalw5LNxx9/DEmSMHHiRKVDMct7770HSZIMPtq0aaN0WHXKxYsXMW7cOLRo0QLu7u5o2bIlZsyYgdLSUqVDs8iHH36IyMhINGjQAD4+PkqHY7L58+cjODgYbm5ueOSRR3D48GGlQzKbI/19c2R2n2BLkoQNGzagb9++2LBhA1atWoXBgwfj3XffxV9//YVXXnkFX3/9NT7++GP861//UjrcGlUk1xs2bMBTTz2F4uJiXLlyBUIIBAUF4ejRozh16hReffVVbNu2De+++y4GDRqEv/76S+nQq1RSUoLhw4fj3nvvhRACfn5+kCQJLi4uOH/+PN599108//zzeOutt/DOO+9g6tSpAGCT+vKCggJ06NAB8+fPt/pY1hYfH4/o6GgcPHgQu3btgkajQZ8+fVBQUKB0aCZr1qwZPv74YyQnJ+Po0aPo2bMnnnrqKfz2229Kh2axI0eO4Ntvv0X79u2VDsUibdu21W8hfvXqVYddGtVazp49C51Oh2+//Ra//fYb5s6di2+++Ub/+6+uKi0txbPPPotXXnlF6VBMtmbNGkyePBkzZsxASkoKOnTogL59+9bZEkZH+vvm0ISdS01NFc2bNxeLFi0SGo1GCCHEnDlzRPfu3cUbb7whbt26JUpLS8UXX3wh/Pz8xPXr1xWOuGaJiYmiUaNG4rvvvjM4fvPmTSGEEOnp6aJ169aiY8eOIigoSCQnJysRplF0Op1ISEgQ7dq1Ew899JAQQogpU6aIBx54QLi4uIhnnnlGLF26VGRkZIgxY8aIF154QZE4AYhNmzYpMrY1XLt2TQAQ8fHxSociC19fX7Fo0SKlw7BIXl6eaNWqldi1a5f+d1NdNGPGDNGhQwelw3A4//nPf0SLFi2UDkMWS5cuFd7e3kqHYZJOnTqJ6Oho/edarVY0bdpUzJ49W8Go5OFof98cid1dwRZCGJQQ5OXloaysDJ06dYKTU/miJ2+++SaefPJJbN68GdeuXYOzszNefvll/P777/Dz81MqdKMkJSWhY8eO+L//+z/k5+dj69atGDZsGPr06YMVK1bgnnvuwcGDB/H999/j8OHDCA0NVTrkakmShMjISHz33XfIz89Hjx498Omnn+L777/HDz/8gHXr1mHUqFEICAiAEAIqlQparbZO1Zbbo9zcXABAo0aNFI7EMlqtFqtXr0ZBQQEiIiKUDsci0dHR6N+/P3r37q10KBb7/fff0bRpU9x777147rnnkJ6ernRIdV5ubm6d/3mtq0pLS5GcnGzws6lSqdC7d28kJSUpGBk5Ortbpq+ifGD79u1wcXGBs7MzJElCUVERgPIfFhcXF/zzn//Ep59+ih9//BFTpkyBi4sLXFxclAzdKI0bN0ZaWho++eQT7Nu3D05OTnByckLXrl0xevRohIeHo02bNnZb45aRkYGLFy+ic+fOAMp/UYWFhWHlypUYPnw4HnnkERw8eBAPP/wwhBC4ceMGPv/8c2zevBkHDhyAWq1WeAZ1m06nw8SJE9GlSxe0a9dO6XDMcvLkSURERKC4uBgeHh7YtGkTHnjgAaXDMtvq1auRkpLiEGvYP/LII1i2bBlat26Nq1ev4v3330fXrl1x6tQpeHp6Kh1enXT+/Hl89dVX+PTTT5UOpV66ceMGtFotAgICDI4HBATg7NmzCkVF9YHdXcEGgMOHD+PJJ59EdnY2unTpgoCAAEyePBnFxcX6JDovLw/33nsvmjVrpnC0VRNC6FfMKCoqglarBQD07t0bAwYMwNKlS3HPPffgX//6FzZt2oSXXnoJDz/8MJydnZUMu0Z//vkn2rVrh8jISDz22GOYOnUq9uzZg6KiInTq1Alr1qyBRqNBhw4dIITAgQMHMGLECPz444/Yu3dvnU6i7EV0dDROnTqF1atXKx2K2Vq3bo3jx4/j0KFDeOWVVzB69GicPn1a6bDM8ueff+KNN97AqlWr4ObmpnQ4FnviiSfw7LPPon379ujbty/i4uKQk5ODtWvXKh2a4t5+++1KN4De+XFnwnb58mX069cPzz77LF588UWFIq+eOXMisrYFCxZAkiQ88sgjSodiEbu7gn3q1ClkZWXhgw8+wNChQwGUXyHq168fHnvsMcyaNQsNGzbETz/9hD/++APh4eEKR1yZRqPRX3nftm0bVqxYgd9//x3h4eEYMWIEvvzyS2RlZRm8ZbhixQoUFRXBy8tLwchrptPpcM8998DPzw/5+fm4cuUK+vfvjzZt2uDBBx/EgAED8O9//xvTp0/Hk08+iW3btmHSpElo27YtgoODlQ6/zpswYQJiY2Oxf/9+u31haQwXFxfcd999AICwsDAcOXIEX3zxBb799luFIzNdcnIyrl27ZlDKpdVqsX//fnz99dcoKSmp0+/a+Pj44P7778f58+eVDkVxU6ZMwZgxY2psc++99+r//8qVK3jssccQGRmJ//73v1aOzjymzqku8vPzg1qtRmZmpsHxzMxMBAYGKhQV1WTVqlVwcXHB4cOHcf78ef3fizpHwfpvPa1WK4QQ4saNG6JRo0ZCkiTx+uuvG7S5cOGCiIyMFM2bNxdBQUHigQcesMsbAE+dOiXef/99IYQQP/74o3BzcxOzZs0SCxcuFMOGDRMqlUqcOXNG3z4+Pl688sorwtfXVxw7dkyhqI33+++/i6efflo89dRT4uDBg+LSpUvihx9+EF26dBGdOnUSDRo0EA8++KCQJEkMHz5c6XCFEHX/JhCdTieio6NF06ZNxblz55QOR3aPPfaYGD16tNJhmOXWrVvi5MmTBh8PP/ywGDlypDh58qTS4VksLy9P+Pr6ii+++ELpUOqUv/76S7Rq1UoMHz5clJWVKR2OrOrqTY4TJkzQf67VasXdd9/Nmxzt0IULFwQA8cEHHwhnZ2fx3nvvKR2S2RRJsCsS6oKCAv2xs2fPCp1OJ7Zt2yZCQkJE165dRWlpqUF7IcoT2N9++01cu3bNtkEb4fjx40KSJPHRRx+JgoIC0bt3bzF37lwhRPnKD02bNjW4kzkrK0v8+9//FoMGDapTf4zPnj0r+vbtKx5//HFx+PBh/fHs7GyxfPlyMXXqVPHQQw+JlJQUxWLMy8sTx44dE8eOHRMAxOeffy6OHTsmLl26pFhM5nrllVeEt7e32Ldvn7h69ar+o7CwUOnQTPb222+L+Ph4kZaWJn799Vfx9ttvC0mSxM6dO5UOTTZ1eRWRKVOmiH379om0tDRx4MAB0bt3b+Hn52eXv2/t1V9//SXuu+8+0atXL/HXX38Z/MzWZZcuXRLHjh0T77//vvDw8ND/fs3Ly1M6tFqtXr1auLq6imXLlonTp0+L8ePHCx8fH5GRkaF0aGZxpL9vd5o5c6ZQq9UiIyNDPPnkk6JVq1ZKh2Q2xa5gX7p0SYwePVr8+uuvYsOGDUKSJHH69GlRVlYmdu7cKfz8/MSzzz6rb1+RbNur3377Tbi7u4sZM2YIIcqvxrds2VIkJyeLy5cvi7vvvlu8+OKL+vbr1q0TGRkZIjs7W+Tk5CgUtfnOnTsn+vbtK/r27Sv27dtX6fGKJRWVsnfvXgGg0kddvFJa1TwAiKVLlyodmsleeOEF0bx5c+Hi4iIaN24sevXq5VDJtRB1O8GOiooSTZo0ES4uLuLuu+8WUVFR4vz580qHVacsXbq02p/Zumz06NFVzmnv3r1Kh2aUr776SgQFBQkXFxfRqVMncfDgQaVDMpsj/X27U5s2bcRjjz0mhBBi2bJlAoDBhby6RLGf+L1794oOHTqIyMhI4ebmJlasWKF/TKfTiZ07d4q77rpLDBs2zOC4PTp58qTw8/MTISEh+mM3btwQAwYMEN99950IDg4WL774ov6twj///FOMHTtW/Pjjj0qFLItz586Jfv36ib59+4oDBw4oHQ4RERHVUUePHhUAxDfffCOEECInJ0e4uLjU2QsWiq0i0qNHDzz//PNISkpC27ZtERISon9MkiT07t0bP/zwA/bv348nnnhCf9zenDhxAo888gjatWuH3NxcvPHGGwCAu+66C82aNcP48ePx0EMP4dtvv9Xf7DR//nwcOnTIrte4NkarVq3w5ZdfwtnZGVOmTMHBgweVDomIiIjqoFWrVsHJyUm/wIW3tzf69euH1atX61diq0sUSbDLysoAAF5eXvjggw/g7u6Ojz76CPHx8fo2FUn2okWLcO7cOVy+fFmJUGt09OhRhIeH45///Cd+/vlnzJgxAzExMZgwYQIAYOHChRgyZAgSEhLw8ccfY86cOXjppZcwf/58xMTE4J577lF4BpZr1aoV5syZg2bNmqFp06ZKh0NERER1TMXGYz179jTYMDAqKgqZmZnYvXu3gtGZRxLCdtvqCSEgSRLy8vIMNi3Ytm0bZs6ciSZNmmDixIno2rUrAODQoUN45JFHUFhYiAYNGtgqTKPt378fGzZswBdffAGgfLeuNWvW4J133kFUVBS+/vprAOXLq50+fRo5OTlo164d/vnPf9bZTUKqU7EBEBEREZEpdu3ahT59+mDx4sV44YUX9Mfz8/Ph7++PZ599Ft9//72CEZrOpgk2APz000/47LPP0LBhQ4SGhmLatGlwdnbGtm3bMGvWLDRp0gTPPvssUlNT8d577yEjIwP+/v62DNEsFS8ebt26hdWrV+Odd97B8OHD8dVXXwEAcnJy4ObmBpVKxUSUiIiI6H/GjBmDmJgYZGZmwtfX1+CxZ555Bjt37kRmZibc3d0VitB0Ni0ROXjwIJ5++mmEhYXB1dUVcXFxGDx4MEpLS/HEE09gxowZyM/Px/vvv4/ly5fj8OHDdSK5Bv6uD/fy8sLw4cPx4YcfYvXq1fqabB8fH7i5uTG5JiIiIvqfoqIibNy4EY8//nil5BoAhg0bhry8PGzZskWB6Mxns50cf/vtN5w7dw6zZ8/GlClTUFJSgi1btuDjjz/GoEGDsHnzZvTp0wetWrWCRqOBl5dXnd1lqSLJVqlUGD9+PBo0aIDZs2crHRYRERGRXdmyZQvy8vIAAB9//HGlxwsLCwGU3wQZFRVl09gsYZMSkfT0dAwZMgQXLlzAe++9h9dffx0AUFJSgq1bt+Kjjz5CkyZNsHHjRri6ulo7HJvJzc3Fjz/+iIiICNx///1Kh0NERERkVwYNGoStW7fW2s7Z2RlXr17FXXfdZYOoLGeTEhEfHx8MHz4cjRo1wrZt2/THXV1dMWjQIEybNg1nzpzByJEjbRGOzXh7e2PUqFFMroms6OLFi5AkCcuWLVM6FCK6jSRJeO+99wyOHTlyBJGRkWjYsCEkScLx48cBANu3b0fHjh3h5uYGSZKQk5Nj83hJGVu2bIEo35elxo/S0tI6k1wDVkqw77wo7uXlhZdeegmTJ0/GhQsX8H//93/6x1xcXDBgwADMmzcP//nPf6wRjqLsce1uIiUNGjQIDRo00L8lWJXnnnsOLi4uuHnzpg0jI5LXsmXLIEkSJEnCL7/8UulxIQTuueceSJKEAQMGKBCh8YKDg/VzUalU8PHxwYMPPojx48fj0KFDRvWh0Wjw7LPPIisrC3PnzsWKFSvQvHlz3Lx5E8OGDYO7uzvmz5+PFStWoGHDhlaeEZF1yV6DXbGaxoEDB3DgwAFkZWWhd+/e6N27N8aNGwchBL799lv83//9HxYtWgSgPMkeNGiQ3KEQkR167rnnsHXrVmzatAmjRo2q9HhhYSE2b96Mfv361amrFUTVcXNzQ0xMDB599FGD4/Hx8fjrr7/qTGlkx44dMWXKFABAXl4ezpw5g3Xr1uG7777DpEmT8Pnnnxu0LyoqgpPT32nGH3/8gUuXLuG7774zuNC2fft25OXlYebMmejdu7dtJkNkZbJfwZYkCRs2bEC/fv0QFxeHffv2oU+fPpg8eTJycnIwbtw4jB8/HsePH69TxepEJI9BgwbB09MTMTExVT6+efNmFBQU4LnnnrNxZETW8eSTT2LdunX6TdYqxMTEICwsrM7c0H/33Xdj5MiRGDlyJF555RV8+eWXuHDhAgYPHoy5c+di4cKFBu3d3NwMEuxr164BKC8bvV11xy1RUFAgW19E5rAowa7q/sjz589j8uTJmDt3Lvbu3YuDBw8iJiYGy5cvx6effgo3Nzc8//zzGDZsGK5evYqrV69aEgIR1THu7u4YMmQIdu/erf/DeruYmBh4enri0UcfxZtvvokHH3wQHh4e8PLywhNPPIETJ07UOkaPHj3Qo0ePSsfHjBmD4OBgg2M6nQ7z5s1D27Zt4ebmhoCAALz00kvIzs42d4pEBv7xj3/g5s2b2LVrl/5YaWkp1q9fjxEjRlR5jrHfl5s3b0b//v3RtGlTuLq6omXLlpg5c2alraV79OiBdu3a4fTp03jsscfQoEED3H333RaXZrq7u2PFihVo1KgRPvzwQ4O84PYa7DFjxqB79+4AgGeffRaSJOl/TkePHg0ACA8PhyRJGDNmjL6PQ4cOoV+/fvD29kaDBg3QvXt3HDhwwCCG9957D5Ik4fTp0xgxYgR8fX0N3i1YuXIlwsLC4O7ujkaNGmH48OH4888/zX5+iouL8d577+H++++Hm5sbmjRpgiFDhuCPP/7Qt+HvFTI7wdbpdJAkCdevX8fRo0eRkpICoPwbz8nJCeHh4fq2w4cPx5dffonPP/8cv/zyC7y9vfHqq69i8+bNaNKkieWzIKI65bnnnkNZWRnWrl1rcDwrKws7duzA008/jatXr+LHH3/EgAED8Pnnn+Ott97CyZMn0b17d1y5ckW2WF566SW89dZb6NKlC7744guMHTsWq1atQt++faHRaGQbh+qv4OBgRERE4IcfftAf27ZtG3JzczF8+PAqzzH2+3LZsmXw8PDA5MmT8cUXXyAsLAzvvvsu3n777Up9Zmdno1+/fujQoQM+++wztGnTBv/6178MFh8wh4eHB55++mlcvnwZp0+frnY+U6dOBQC8/vrrWLFiBd555x288847GD9+PADggw8+wIoVK/DSSy8BAPbs2YNu3brh1q1bmDFjBj766CPk5OSgZ8+eOHz4cKUxnn32WRQWFuKjjz7Ciy++CAD48MMPMWrUKLRq1Qqff/45Jk6ciN27d6Nbt26VbqQ05vnRarUYMGAA3n//fYSFheGzzz7DG2+8gdzcXJw6dcpgvvy9Us8JM2i1WiGEEL/99pvo0qWL6NevnxgyZIgoKysTR44cEc7OzuLgwYNCCCGKi4v157Vr1058+umn5gxJRA6krKxMNGnSRERERBgc/+abbwQAsWPHDlFcXKz/XVMhLS1NuLq6ig8++MDgGACxdOlS/bHu3buL7t27Vxp39OjRonnz5vrPExISBACxatUqg3bbt2+v8jiRKZYuXSoAiCNHjoivv/5aeHp6isLCQiGEEM8++6x47LHHhBBCNG/eXPTv319/ninflxX93e6ll14SDRo0MPj72717dwFALF++XH+spKREBAYGiqFDh9Y6lztjvNPcuXMFALF582b9MQBixowZ+s/37t0rAIh169YZnHv781RBp9OJVq1aib59+wqdTmcw3xYtWojHH39cf2zGjBkCgPjHP/5h0O/FixeFWq0WH374ocHxkydPCicnJ4Pjxj4/S5YsEQDE559/Xuk5qIiTv1dICCFMvoIthIBKpcJvv/2GLl26oHv37vj222+xbt06qNVqPPzwwxg8eDBeeOEFXLhwQX/zRmlpKVxdXeHl5WXpawIiquPUajWGDx+OpKQkXLx4UX88JiYGAQEB6NWrF1xdXaFSlf+K0mq1uHnzJjw8PNC6dWv9O2aWWrduHby9vfH444/jxo0b+o+wsDB4eHhg7969soxDNGzYMBQVFSE2NhZ5eXmIjY2ttjzElO/L27eOzsvLw40bN9C1a1cUFhbi7NmzBv16eHgYLIfr4uKCTp064cKFCxbPz8PDQx+DHI4fP47ff/8dI0aMwM2bN/XPQUFBAXr16oX9+/dDp9MZnPPyyy8bfL5x40bodDoMGzbM4HkMDAxEq1atKv18G/P8bNiwAX5+fnjttdcqxVyxahh/rxBgxioikiQhKysLL7/8MkaNGoUPP/xQ/5hOp4NKpcIbb7yBWbNm4cknn8SCBQvg5OSEnTt34tKlS+jVq5esEyCiuum5557D3LlzERMTg6lTp+Kvv/5CQkICXn/9dajVauh0OnzxxRdYsGAB0tLSDGpK5Vpd5Pfff0dubi78/f2rfLyqGnEiczRu3Bi9e/dGTEwMCgsLodVq8cwzz1TZ1pTvy99++w3Tpk3Dnj17cOvWLYN2ubm5Bp83a9as0tKxvr6++PXXX82ZkoH8/HwAgKenp8V9AeXPAQB9fXZVcnNzDbbWbtGiRaU+hBBo1apVlec7OzsbfG7M8/PHH3+gdevWBjdvVhU7f6+QWcv0ZWRk4OrVqxg6dKg+qQag/7dLly744IMP8MUXX+DJJ5/EPffcA1dXV+zcuRP33nuvfNETUZ0VFhaGNm3a4IcffsDUqVPxww8/QAihXz3ko48+wvTp0/HCCy9g5syZaNSoEVQqFSZOnFjpytWdJEmq8ibsO2/80ul08Pf3x6pVq6rsp3HjxmbOjqiyESNG4MUXX0RGRgaeeOKJalfNMPb7MicnB927d4eXlxc++OADtGzZEm5ubkhJScG//vWvSj8narW6yv6q+lkxVUX98X333WdxXwD0sc+ZMwcdO3assk3FVfMKt1/Nr+hDkiRs27atyrnfeb5czw9/rxBgZoJ9/PhxXLp0CV27doUkSQZJtlarhVqtRtu2bTFt2jTMmzcPhYWFaNCgAfz8/GQNnojqtueeew7Tp0/Hr7/+ipiYGLRq1Up/g/T69evx2GOPYfHixQbn5OTk1Pq7xNfXt8q3vS9dumTwecuWLfHzzz+jS5culf44E8nt6aefxksvvYSDBw9izZo11bYz9vty3759uHnzJjZu3Ihu3brpj6elpckad23y8/OxadMm3HPPPQgJCZGlz5YtWwIo36jO3LWxW7ZsCSEEWrRoIduOyi1btsShQ4eg0WgqXQG/vQ1/r5BZq4gEBwfDyckJGzduLO9E9Xc3Fa8AFy9ejNdffx2enp4ICgpick1ElVRcrX733Xdx/Phxg7Wv1Wp1pStH69atw+XLl2vtt2XLljh79iyuX7+uP3bixIlKy3sNGzYMWq0WM2fOrNRHWVkZt2smWXl4eGDhwoV47733MHDgwGrbGft9WfH39vafk9LSUixYsEDewGtQVFSE559/HllZWXjnnXdk2704LCwMLVu2xKeffqovP7nd7T/b1RkyZAjUajXef//9Sr9LhBBm7RQ7dOhQ3LhxA19//XWlxyrG4O8VAsy8gt28eXN4eXlh+fLlePjhh9G8eXMAf+/iCJRfKQoLC4OLi4t80RKRQ2nRogUiIyOxefNmADBIsAcMGIAPPvgAY8eORWRkJE6ePIlVq1YZVWb2wgsv4PPPP0ffvn0xbtw4XLt2Dd988w3atm1rUKfavXt3vPTSS5g9ezaOHz+OPn36wNnZGb///jvWrVuHL774oto6WSJz1FRTXMHY78vIyEj4+vpi9OjReP311yFJElasWCFLyUdVLl++jJUrVwIov2p9+vRprFu3DhkZGZgyZYp+eT05qFQqLFq0CE888QTatm2LsWPH4u6778bly5exd+9eeHl5YevWrTX20bJlS8yaNQv//ve/cfHiRQwePBienp5IS0vDpk2bMH78eLz55psmxTVq1CgsX74ckydPxuHDh9G1a1cUFBTg559/xquvvoqnnnqKv1eonLnLj2zYsEG4urqK559/Xvz222/64wUFBeLf//63aN68uUhNTTW3eyKqJ+bPny8AiE6dOhkcLy4uFlOmTBFNmjQR7u7uokuXLiIpKanSEnxVLdMnhBArV64U9977/+3cv64hYRzG8Z/Cn4mMRiMasVFIREI0iMQ9iLgBUVFrziW4A65BbwpRSdC4AUoavdKzxYmze4Jk13m3OOv7qd+ZeWcyM3net3h+KBKJqFQqKQiCm5q+q/F4rEqlIs/z5Pu+isWihsOhjsfjP7hjvIp79XP3PKrA+5P3crlcqlqtyvM8pdNpDYdDBUEgM9NisfgY12w2VSgUbq7x6Ju4N0czk5kpFAopkUioUCio1+tpvV7fPca+UNN3td1u1Wq1lEwmFY1Glclk1Ol0NJ/PP8Zca/pOp9PdeUynUzUaDcXjccXjceXzefX7/U8Z5W+ez/l81tvbm7LZrMLhsFKplNrttvb7/adx/FdeW0h6bql7uVxsMpnYYDCwXC5ntVrNYrGYHQ4HW61WNpvNrFwuu1kFAAAAAN/E0wH7arPZ2Gg0st1uZ77vW71et263+7AWBwAAAPiffTlgm/1qDgEAAABe3VMtIjcn+a1FxEFeBwAAAL4tJzvYAAAAAN452cEGAAAA8I6ADQAAADhEwAYAAAAcImADAAAADhGwAQAAAIcI2AAAAIBDBGwAAADAIQI2AAAA4BABGwAAAHCIgA0AAAA4RMAGAAAAHPoJw2hkRNwDaRkAAAAASUVORK5CYII=", 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" ] diff --git a/nbs/tutorials/09-plot_aesthetics.ipynb b/nbs/tutorials/09-plot_aesthetics.ipynb new file mode 100644 index 00000000..05c7c1f6 --- /dev/null +++ b/nbs/tutorials/09-plot_aesthetics.ipynb @@ -0,0 +1,1810 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Controlling Plot Aesthetics\n", + "\n", + "> A guide to various plot aesthetic changes that can be done.\n", + "\n", + "- order: 9" + ] + }, + { + "cell_type": "markdown", + "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", + "\n", + " Since **v2025.02.28**, 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)\n", + " - [Baseline error curve](#Baseline-error-curve)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pre-compiling numba functions for DABEST...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Compiling numba functions: 100%|██████████| 11/11 [00:00<00:00, 55.44it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numba compilation complete!\n", + "We're using DABEST v2024.03.30\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import dabest\n", + "import seaborn as sns\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": "markdown", + "metadata": {}, + "source": [ + "## Creating a demo dataset" + ] + }, + { + "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", + " })\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", + "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", + "# 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", + " })\n", + "\n", + "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()\n", + "\n", + "\n", + "two_groups_prop_paired = dabest.load(df_prop, idx=(\"Control 1\", \"Test 1\"), proportional=True, paired=\"baseline\", id_col=\"ID\")\n", + "two_groups_prop = dabest.load(df_prop, idx=(\"Control 1\", \"Test 1\"), proportional=True)\n", + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"))\n", + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\")))\n", + "repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),paired=\"baseline\", id_col=\"ID\")\n", + "two_groups_paired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), paired=\"baseline\", id_col=\"ID\")\n", + "mini_meta_paired = dabest.load(df, idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Control 3\", \"Test 3\")), mini_meta=True, id_col=\"ID\", paired=\"baseline\")\n", + "paired_delta2 = dabest.load(data = df_delta2, \n", + " paired = \"baseline\", id_col=\"ID\",\n", + " x = [\"Treatment\", \"Rep\"], y = \"Y\", \n", + " delta2 = True, experiment = \"Genotype\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changing the graph colours\n", + "\n", + "### Color categories from another variable\n", + "Use the parameter `color_col` to specify which column in the dataframe will be used to create the different colours for your graph." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(color_col=\"Gender\");\n", + "\n", + "two_groups_paired.mean_diff.plot(color_col=\"Gender\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Custom palette\n", + "The colour palette for the graph can be changed using the parameter `custom_palette`. Multiple types of color palettes can be used.\n", + "- A list of colors (named colors, hex, rgb, etc) e.g. `['red', 'blue', 'green']`\n", + "- A seaborn color palette e.g. `'Set1'`\n", + "- A matplotlib color map e.g. `'viridis'`\n", + " - `'paired'` is an interesting option for two-group (or multi two-group) comparisons\n", + "- A dictionary with the keys as the column names and the values as the colors e.g. `{'Control 1': 'red', 'Test 1': 'blue', 'Test 2': 'green'}`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### A list of colors" + ] + }, + { + "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.mean_diff.plot(custom_palette=['red', 'blue', 'green', 'purple', 'orange', 'brown']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Seaborn color palette" + ] + }, + { + "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.mean_diff.plot(custom_palette=sns.color_palette(\"husl\", 6));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Matplotlib color map/palette" + ] + }, + { + "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": [ + "multi_2group.mean_diff.plot(custom_palette=\"viridis\");\n", + "multi_2group.mean_diff.plot(custom_palette=\"Paired\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### A user-defined dictionary\n", + "\n", + "There are [many ways](https://matplotlib.org/users/colors.html) to specify matplotlib colours. Find one example below using accepted colour names, hex strings (commonly used on the web), and RGB tuples." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "my_color_palette = {\"Control 1\" : \"blue\",\n", + " \"Test 1\" : \"purple\",\n", + " \"Control 2\" : \"#cb4b16\", # This is a hex string.\n", + " \"Test 2\" : (0., 0.7, 0.2) # This is a RGB tuple.\n", + " }\n", + "\n", + "multi_2group.mean_diff.plot(custom_palette=my_color_palette);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For sankey plots, a color palette dict can be supplied via `{1: first_color, 0, second_color}` where first_color and second_color are valid matplotlib colours." + ] + }, + { + "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_prop_paired.mean_diff.plot(custom_palette={1: \"red\", 0: \"blue\"});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Color saturation\n", + "\n", + "By default, ``dabest.plot()`` [desaturates](https://en.wikipedia.org/wiki/Colorfulness#Saturation)\n", + "the colour of the dots in the swarmplot by 50%. This draws attention to the effect size bootstrap curves.\n", + "\n", + "You can alter the default values with the parameters ``swarm_desat`` and ``halfviolin_desat``.\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_2group.mean_diff.plot(custom_palette=my_color_palette,\n", + " swarm_desat=0.75,\n", + " halfviolin_desat=0.25);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Marker size\n", + "It is possible change the size of the dots used in the rawdata swarmplot, as well as those to indicate the effect sizes, by using the parameters `raw_marker_size` and `es_marker_size` respectively.\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_2group.mean_diff.plot(raw_marker_size=3,\n", + " es_marker_size=12);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Axes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Lims\n", + "\n", + "To change the y-limits for the rawdata axes, and the contrast axes, use the parameters `swarm_ylim` and `contrast_ylim`." + ] + }, + { + "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.mean_diff.plot(swarm_ylim=(0, 5),\n", + " contrast_ylim=(-2, 2));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If the effect size is qualitatively inverted (ie. a smaller value is a\n", + "better outcome), you can simply invert the tuple passed to\n", + "``contrast_ylim``." + ] + }, + { + "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.mean_diff.plot(contrast_ylim=(2, -2));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The contrast axes share the same y-limits as those of the delta-delta plot. Thus, the y axis of the delta-delta plot changes as well." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paired_delta2.mean_diff.plot(contrast_ylim=(3, -3));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also change the y-limit of the delta-delta axes and the regular delta axes via the `delta2_ylim` parameter." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paired_delta2.mean_diff.plot(delta2_ylim=(3, -3));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Labels" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For swarmplots and slopegraphs (non binary data):\n", + "- `swarm_label` - label the raw data y-axis\n", + "- `contrast_label` - label the contrast y-axis" + ] + }, + { + "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.mean_diff.plot(swarm_label=\"This is my\\nrawdata\", \n", + " contrast_label=\"The bootstrap\\ndistribtions!\"\n", + " );\n", + "two_groups_paired.mean_diff.plot(swarm_label=\"This is my\\nrawdata\", \n", + " contrast_label=\"The bootstrap\\ndistribtions!\"\n", + " );" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For binary data (barplot and sankey):\n", + "- `bar_label` - label the raw data y-axis\n", + "- `contrast_label` - label the contrast y-axis" + ] + }, + { + "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_prop.mean_diff.plot(bar_label=\"This is my\\nrawdata\", \n", + " contrast_label=\"The bootstrap\\ndistribtions!\"\n", + " );\n", + "two_groups_prop_paired.mean_diff.plot(bar_label=\"This is my\\nrawdata\", \n", + " contrast_label=\"The bootstrap\\ndistribtions!\"\n", + " );\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Unique for delta-delta:\n", + "- `delta2_ylim` - to label the delta-delta y-axis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paired_delta2.mean_diff.plot(delta2_label='delta-delta label');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Axes ticks\n", + "You can add minor ticks and also change the tick frequency by accessing\n", + "the axes directly.\n", + "\n", + "Each estimation plot produced by ``dabest`` has two axes. The first one\n", + "contains the rawdata swarmplot while the second one contains the bootstrap\n", + "effect size differences.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.ticker as Ticker\n", + "\n", + "f = two_groups_unpaired.mean_diff.plot()\n", + "\n", + "rawswarm_axes = f.axes[0]\n", + "contrast_axes = f.axes[1]\n", + "\n", + "rawswarm_axes.yaxis.set_major_locator(Ticker.MultipleLocator(1))\n", + "rawswarm_axes.yaxis.set_minor_locator(Ticker.MultipleLocator(0.5))\n", + "\n", + "contrast_axes.yaxis.set_major_locator(Ticker.MultipleLocator(0.5))\n", + "contrast_axes.yaxis.set_minor_locator(Ticker.MultipleLocator(0.25))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changing swarm side\n", + "In `dabest`, swarmplots are, by default, plotted asymmetrically to the right side. You may change this by using the parameter `swarm_side`. \n", + "\n", + "There are only three valid values: \"right\" (default), \"left\", \"center\"." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(swarm_side=\"right\");\n", + "multi_2group.mean_diff.plot(swarm_side=\"left\");\n", + "multi_2group.mean_diff.plot(swarm_side=\"center\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating estimation plots in existing axes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Implemented in v0.2.6 by Adam Nekimken*.\n", + "\n", + "``dabest.plot`` has an ``ax`` parameter that accepts Matplotlib\n", + "``Axes``. The entire estimation plot will be created in the specified\n", + "``Axes``.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "two_groups_paired_baseline = dabest.load(df, idx=(\"Control 1\", \"Test 1\"),\n", + " paired=\"baseline\", id_col=\"ID\")\n", + "multi_2group_paired = dabest.load(df,\n", + " idx=((\"Control 1\", \"Test 1\"),\n", + " (\"Control 2\", \"Test 2\")),\n", + " paired=\"baseline\", id_col=\"ID\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import pyplot as plt\n", + "f, axx = plt.subplots(nrows=2, ncols=2,\n", + " figsize=(15, 15),\n", + " gridspec_kw={'wspace': 0.25} # ensure proper width-wise spacing.\n", + " )\n", + "\n", + "two_groups_unpaired.mean_diff.plot(ax=axx.flat[0]);\n", + "\n", + "two_groups_paired_baseline.mean_diff.plot(ax=axx.flat[1]);\n", + "\n", + "multi_2group.mean_diff.plot(ax=axx.flat[2]);\n", + "\n", + "multi_2group_paired.mean_diff.plot(ax=axx.flat[3]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this case, to access the individual rawdata axes, use\n", + "``name_of_axes`` to manipulate the rawdata swarmplot axes, and\n", + "``name_of_axes.contrast_axes`` to gain access to the effect size axes." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topleft_axes = axx.flat[0]\n", + "topleft_axes.set_ylabel(\"New y-axis label for rawdata\")\n", + "topleft_axes.contrast_axes.set_ylabel(\"New y-axis label for effect size\")\n", + "f" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Hiding options \n", + "For mini-meta plots, it is possible to hide the weighted average plot by setting the parameter ``show_mini_meta=False`` in the ``plot()`` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mini_meta_paired.mean_diff.plot(show_mini_meta=False);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similarly, you can hide the delta-delta effect size by setting \n", + "``show_delta2=False`` in the ``plot()`` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paired_delta2.mean_diff.plot(show_delta2=False);" + ] + }, + { + "cell_type": "markdown", + "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, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(es_marker_kwargs={\"marker\": \"x\", 'markersize': 15, 'color': 'green', 'alpha':0.8, 'zorder': 5});" + ] + }, + { + "cell_type": "markdown", + "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 relevant inputs to `es_errorbar_kwargs` 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, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(es_errorbar_kwargs={'lw': 4, 'color': 'green', 'alpha':0.5, 'zorder': 2, 'linestyle': ':'});" + ] + }, + { + "cell_type": "markdown", + "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", + "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, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(group_summaries=\"median_quartiles\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Group Summaries** have an associated kwargs `group_summaries_kwargs`\n", + "\n", + "The relevant inputs to `group_summaries_kwargs` are:\n", + "\n", + "- `'zorder'` - zorder of the gapped lines (the layering relative to other plot elements)\n", + "- `'lw'` - linewidth of the gapped lines\n", + "- `'alpha'` - alpha of the gapped lines (transparency)\n", + "- `'gap_width_percent'` - gap size\n", + "- `'offset'` - location adjustment of the gapped lines (x-axis)\n", + "- `'color'` - the shared color of the gapped lines" + ] + }, + { + "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(group_summaries_kwargs={'gap_width_percent': 3, 'alpha': 0.5, 'lw': 4, 'offset': 0.6, 'color':'red'});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Swarm bars" + ] + }, + { + "cell_type": "markdown", + "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, + "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, contrast_bars=False);" + ] + }, + { + "cell_type": "markdown", + "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." + ] + }, + { + "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.mean_diff.plot(swarm_bars=True, contrast_bars=False,\n", + " swarm_bars_kwargs={'color': \"red\", 'alpha': 0.2}, \n", + " );" + ] + }, + { + "cell_type": "markdown", + "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, + "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", + "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." + ] + }, + { + "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.mean_diff.plot(contrast_bars=True, swarm_bars=False, \n", + " contrast_bars_kwargs={'color': \"red\", 'alpha': 0.1}\n", + " );" + ] + }, + { + "cell_type": "markdown", + "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, + "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", + "metadata": {}, + "source": [ + "Summary bar kwargs can be utilised via `summary_bars_kwargs` in the `plot()` function.\n", + "\n", + "The relevant inputs to `summary_bars_kwargs` are:\n", + "- `'span_ax'` - Whether the summary bars should span the entire x-axis or start from the relevant effect size curve\n", + "- `'color'` - Color of the summary bars. If color is not specified, the color of the effect size curve will be used.\n", + "- `'alpha'` - Alpha of the summary bars (transparency)\n", + "- `'zorder'` - Zorder of the summary bars (the layering relative to other plot elements)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Wk1Qq5GVkKBCVc7BJoqLVasslKjqdDpcvX8ZPP/2EVq1aoV27drYIhYjsQFFuJjKO70ZhVjo0/iEIbt0bHi72C7KyKcj3uz+hWDppKX65+EuFx8mZwsxpzpZVKzgYQm+6W07o9agVHGzjiJyHTRKVxMTECj/77bff0L9/f4wZM8YWoRA5NFv9grfmdW79cQhntiyG0JdAklQQQo/Le9ejeewcBDbtaJFrOIqyKciVqSyhMHXsvVOYARgG3pZNYU6clggAVe7DlpXqaaTV4sRnnxnGqNxL5eaGRj172j4oJ6H4GJW2bdsiPj4e//u//6t0KER27dYfh3Dkg4m4tHst0n7diUu71+LIBxPx97nDDnOdotzM0iRFVwwIAaHXlf5XV4zTSYtcblHGzNxMJB1MwofffIikg0nl6qCYUzdFzhRmOftQ9Xj6+6PLjBlQubsDkgRJrQYkCSp3d3SZMQOefiwJYS6bzvqpSEhICE6dOqV0GER2y+gXPABx9y/gsl/wD09bK7vFo7LWEktcp7LzZxzfDVHBL0ihL0HG8d2o7yJ1QOR0vZhTN0XuFGZOc7a8eh06YNDy5cZ1VHr2ZJJSQ4onKrdu3cLq1atRv359pUMhsluW+gVfVbdLTa9T1fkLs9Lvbjcx4FBSoTArvcqvwRnI6Z4J8Akwq26KnCnMAoLTnK3E098fzYYMUToMp2KTRKV3794mt2dlZeHMmTMoKirC+vXrbREKkUOyxC94Oa0lNbmOnPNr/EMgKvgFKYQeGv+QKr8OZyC3pcScuikxrWOwfu96QxJ0r7IpzEKIKvchshc2GaOi1+shhDB6AaXTlv/5z3/ixIkTiIuLs0UoRHbJwycAHr51KuxWqc4v+KLcTPx1cAsufLMMfx3cYhj3Iae1pCaJhJzzB7fuDamCOiCSyg3BLvILsqylxJR7W0rk1E25f5wLAMyJnQN3tTskSYJapYYkSXBXuxumMJdNc65sHyJ7YZMWlb1799riMmSmzJw8fHfkNNL+vo3QwNro+3BzBPjWUjoslxL11NJKPw9u3RuX9643tFbc695f8JV1vchpLWnQPU7WdUyRc34PnwA0j52D00mLjGKUVG5oHjsHHi7yC1JuS0lVdVPOXj1b4TiXqqY+V2d6NMnHtX4sT/ExKqSsgycu4vV1xmX2E785iHkTBrGCrR2R8wu+qq6X+l2GV9laIvc6pgbLym2NCWzaEQ9PW2t8jjYxLpOkAPK6Z8pUlFAIITDhgwmVjnOpauqznOnRJB/X+rEOqyQqH3/8sVnHjRs3zsKRUGUyc/Lw+rrthoULdXe75IpLdHgtcTs2zJvElhU7UtUv+Kq6XgAJksqtytaSyq5TWYuN3FYfoDTxcpXZPaZUtzKtqYQi6WASV1K2I1zrx3qskqhMmDCh2sdIksRERaZn392IzJw7CPD1xrIZoyvdt7June+OnEaJzvRfwCU6Pb5POcPy+zZybPXzKMrNhIdPQKXdQJX9gq+q66Uk/7bsbhdT15EzWJbdOvLJ6XqprMQ9V1K2L3LW+uFsIPNYJVFJTU21xmnprsycO7iZnVvlflV166T9fRsqSTK0pNxLJUm4fivbGuGTCUW5mSiqZLXde/erqEaJnK6XmnS7yJ267OrdOtVRWddLVXVWuJKyfeFaP9ZjlUSlUaNG1jgtVYOcbp3QwNrQm0hSAEAvBMLqsEiRPamqRoncrhdzu13kTl129W4dS5BTZ6U641zI+rjWj/UoXkKfrENOt07fh5vDTW36fwE3tQp9OjS3ZohUDXJKz5cNhJXUd0t4q9R3S3m7W6TrhTVQbEdOnRVOMbYvjbRaqNxM/+3PtX5qxmazftLS0rB69WocPXoU2dnZ0N+XeUqShF27dtkqHKcnp1snwLcW5k0YhNcSjbuH3NQqzJswCAG+3gpETqbI7Xax5oya6gyWpZqRO/6EU4ztR9laP/fP+lG5uXGtnxqySaLy+++/o2fPnsjPz0ezZs1w/PhxtGjRAllZWbh69SoiIyPRoEEDW4TiMuR263Ru2Rgb5k3C9ylncP1WNsLq+KFPh+ZMUuxMdSrGWqvrhTVQLK+iwbLVGX/CKcb2g2v9WIdNEpVZs2bBx8cHx44dg7e3N4KDg7F06VL07t0bmzdvxtSpU7FhwwZbhOIy+j7cHInfHDSMUbnX/d06Ab61bDa7h8XlzGPpbpfKBuVWtg9roFhOZYNlOf7EcXGtH8uzSaLy008/YebMmWjYsCH+/vtvADB0/YwYMQI//vgjXn75Zezbt88W4bgEJbp1qkpCWFzOfNXpdqkqCalqUK6cfThYtmbkDJatTp0VchysXFt9NklU9Ho9QkJK/+Lz9/eHWq02JCwA0Lp1a6xevdoWobgUS3br1DQJYXG5mpHb7VJVgiGnFgqAKvepaE0ikkfuooQcf+JcWLnWPDZJVCIiIgy1VVQqFSIiIvD9999j5MiRAIADBw7Av5oZ5fLly7F8+XJcunQJANCyZUvMmzcPAwcOtGToDs8S3TqWSEJYXK7mqup2kZOEyBmUW/bvyvZhi0rNyB0sy/EnzoOVa81ntenJmZmZhn/369cPmzdvNryfOnUqPvroI/Tp0wcxMTFYt24dRo+uvMLq/erXr49//etf+OWXX5CSkoLevXtjyJAhOHnypMW+BjKuxyKEgO7uSthlSUhZS0tVSUjZLCRTWFyuBu4ZMC0nCSkblGtK2aBcOftQzbBYm2P5fuZMfP300/h+5kyzzyGnci2ZZrUWldDQUDz66KMYM2YMZsyYgbi4OBQXF8Pd3R0vvPAC8vLysGXLFqjVasydOxdz5syp1vkfe+wxo/cLFy7E8uXL8fPPP6Nly5aW/FKcXk3L7MuZCs3icjVXVbeOnJlBcgflsl6KdXGwrGMpyMpC/j3DFczByrXms1qLSmxsLL7//nuMGjUKzZs3x4cffoj9+/dDCAFJkvDqq6/i119/RUpKChISEuDh4WH2tXQ6HT777DPk5eWhS5cuFe5XWFiI27dvG165uVWXoXd2B09cxJjX1uCjr3/CjoMn8NHXP2HMa2vw88mLACCrJUROEsLicjUjp+CbnCQkuHVvSCrTf5+UDcqVsw/VDIu1Oa+CrCyc3bYNR1etwtlt21CQlQWAlWtrwmqJyoYNG5CRkYFPPvkE3bt3x4YNG9CvXz888MADmDFjBo4ePVrjaxw/fhw+Pj7QaDR45plnsHXrVrRo0aLC/RcvXgw/Pz/DS6vV1jgGRyanW8dSSUjZLCR3N/XdH8yq0h/MbmoWl5NBTreOnARDTvVaa1e4pVJlxdom9Z6EAe0GYFLvSVg3fR06Ne2kdGhkpmspKdg+dSp+/+QTXPz+e/z+ySfYPnUqrqWksHJtDVh1MK2Xlxfi4uIQFxeHzMxMfP7559i4cSOWLFmCJUuWoGnTpnjyyScxevRoNG5c/empzZo1w7Fjx5CdnY2kpCSMHz8e+/btqzBZmT17Nl588UXD+2PHjjl9slLTbh059VgCfL1lTYVmcTnzyenWkTszSE4tFNZLsQ0OlnUecgbLsnKteWxWQj8gIADx8fGIj4/H1atXsXHjRnz66aeYN28e5s+fj06dOuHAgQPVOqeHhweaNGkCAIiOjsaRI0ewdOlSrFixwuT+Go0GGo3G8N7Hx8f8L0hBZb/Yq/oFb4nVk+XWY5GbhFQ1C4kF4UyTO7ZEboIhp3otFxckkk/OYNlmQ4awcq0ZbJao3OuBBx7Ayy+/jAEDBmDevHnYtm0bDh06VOPz6vV6FBYWWiBC+7ZsRtUzpCy5erKlkpCqsCBcxapT8I0JBpHtyR0sa6nKta5UOM7micqVK1cMrSknTpyAEAKPPPIIxowZU63zzJ49GwMHDkTDhg2Rk5ODjRs3Yu/evUhOTrZS5I7FUt06ZSpLQuS0glS1DwvCVc6S6+zIKZ9PRNVjycGyVSUhrlY4ziaJys2bNw3jUw4ePAghBB566CG89tprGDNmDMLDw6t9zoyMDIwbNw7Xr1+Hn58f2rRpg+TkZPTt29fyX4ADstXqyXJaQeTsw4JwVZPTrWOJ8vnkOCpa1JBsr5FWixOffWYYo3Kv6gyWrSoJccXCcVZLVPLy8rB161Zs3LgRu3btQnFxMcLCwvDCCy9gzJgxaN++fY3O78ol9599dyMyc+4gwNe7wm4gW6yeLKcVBICslhI5iZUzK0smqmrZqKxbxxLl89my4jgqW9SQM4dsz9PfX9Zg2cpaS+QkIXLHwjgTqyUqwcHBKCgogI+PD0aPHo0xY8agd+/eUKmsNiPaZWTm3MHN7MprwNiiW0dOK4gQQlZLiasXhIt6ammNjrdU+XyObXEMchY1ZMuK7dXr0KHSwbJVtZbISUJcsXCc1RKVPn36YMyYMXj88cfh6elprctQBeR069R0oUG5rSBy9qlOYkXlVad8fmVTnMkxyF3UkGyvosGyclpL5CQhrlg4zmqJyrZt26x1apKpsm4dSyw0KKcVRAghq6XEEuNlXJkly+eT/ZO7qCHZDzmtJXKSEEuNhXEk7IdxcmXdOtNje2NEr2hDS4olFhqUU5G2OqXzyxKrKY91w6NdWmHKY92wYd5TLj81+V5FuZn46+AWXPhmGf46uAVFuaWLf1qqfD45Bi5q6HjKWktMKWstkVO9tmwsjMr9buVodWnlaJW7u9MWjlOkjgopy1ILDcptBalOS0lNa7E4s8oGy8qps+JRy99iU5ypcmXjQ6w1ToSLGtqvigbLymktkTsgt6qxMM6GiYoLsuRqx3JmDbF0fs3JGSxrqfL5VHPvP/W+Rc9nahrynNg5WJRkPOvHTeXGRQ0VVNlgWbldNnKTEEsVjnMETFRckJwkpE+Hhywya6g6+1DF5M7YsVT5fLIflU1DTpyWiN3HdyMtKw2h/qGIaRPDJEUhllzrx5WSEDmYqDg5UzN7LLnQINmG3Bk7TEIcS1UF2+RMQ+bsHvvAtX6sh4mKE6tsZg9XO3YsnLHjfOQUbOM0ZMdh67V+5HKGNYGYqDgpOdOLbbHQIFlGdRYlJPsnt2AbpyE7DiXqm7jKmkCcnuyk5MzsMTV1mexT2aKEkvrulESV+u7URHfO2HFAclpKAE5DdiRyphZb0rWUFGyfOhW/f/IJLn7/PX7/5BNsnzoV11JSANw3ZkaI0pYeIQxjZgqysiwajzUxUXFSZTN7TLHW2jmZOXn4fHcK3k/ajc93pyAzJ8/i13BlZTN2wntPRGi7AQjvPREPT0/kYoIOqKylxJR7W0piWsfArYLaN5yGbF9sWd9EThIiZ8yMo2DXj5Oy9No5NS23T5bBwbLOQW5LSYBPAKchOxBL1jeprFvH1dYEYqLipCy5do4lyu3fm9QQubrqFGzr1LQTpyE7EDmDZWs6tsTV1gRi14+TKqsa6+6mhiRJUKtUkCQJ7m7qak0vtlS5fSL6r7KWEne1+93ns/Q5dVe7m2wpCfAJwPAuw/HcwOcwvMtwJikOzBJjS+SuCWTLMTPWxBYVB1SWZFSVbMidXlxZt46lyu0TkTG2lDinylpL5BSFk9OtI6fKraefn+wCc/aOiYoDWjZjtOx9q5peXFW3jiXL7RORsbKWEnIOVXXZWGpsiautCcRExclV1loiZ2yJpcvtExE5mrIWkcoKpclpLbHk2BJXWhOIiYoTq6q1RE63DsvtE5Gr6/PWW1XuI6e1RO7YEjmLFwLOkYTIwcG0TkrOIFg5tVbkDsotGw8z5bFueLRLK0x5rBs2zHuKU5OJyCWUtZaYUtZaImeAqy3rsTgKtqg4KTmtJXLHlsgdlMty+0TkquS0lrja2BJLYaLipOQMgh3bv5PssSVMQojIVX0/cyYKsrLg6e9fYTeQ3C4bVxpbYilMVJyUnNaSsm4dji0hUkZmbiZ2Hd+F9Kx0hPiHIKZ1DAJ8ApQOi+5TkJWF/L//rnQfua0lZfsyCZGPiYqTkluZVm63DhFZ1qE/DmHRFuPS+Ov3rsec2Dno1LST0uGRGdhlYx1MVJxUdVpL2K1DZFuZuZlYtGWRoYS+TpT+QVGsK8aipEVInJbIlhUHVVVrSVXl86k8JipOjK0lRPZp1/FdKNGbnspaoi/B7uO7WQjOCVVVEI5MY6Li5NhaQmR/0rPSoZJUhpaUe6kkFdKy0hSIiqxJTkE4tqyYxjoqREQ2FuIfAr0wPZVVL/QI9Q+1cURkbXIKwpFpDpuoLF68GA8//DB8fX0RHByMJ554AmfPnlU6LCKiKsW0joGbynSDtpvKDTFtYmwcEVlKQVYWzm7bhqOrVuHstm0oyMoCIK8gHJnmsInKvn378Nxzz+Hnn3/Gd999h+LiYvTr1w95eXlKh0ZEVKkAnwDMiZ0Dd7X73YrPpZWf3dXumBM7hysoO6hrKSnYPnUqfv/kE1z8/nv8/skn2D51Kq6lpMhew4fKc9gxKjt37jR6n5iYiODgYPzyyy/o0aOHQlEREcnTqWknJE5LxO7ju5GWlYZQ/1DEtIlhkuKgqhqD0udf/5K9hg8Zc9hE5X7Z2dkAgMDAQIUjISKSJ8AngLN7nERVY1DSjh2TXRCOjDlFoqLX6/HCCy+ga9euaNWqVYX7FRYWorCw0PA+NzfXFuEREZGTKxuDUtaScq+yMSjNhgxhQTgzOEWi8txzz+HEiRP48ccfK91v8eLFWLBggY2iIiIiVyF3DArL51efww6mLfPPf/4TX3/9Nfbs2YP69etXuu/s2bORnZ1teO3jdDAiIrKARlotVG6m//bnGJSacdhERQiBf/7zn9i6dSt2796NiIiIKo/RaDSoXbu24eXj42ODSImIyNmVLUqocncHJAmSWg1IElTu7hyDUkMO2/Xz3HPPYePGjdi2bRt8fX2RllZaydHPzw9eXl4KR0dERK6GixJah8MmKsuXLwcA9LyvOW3t2rWYMGGC7QMiIiKXxzEoluewiYoQQukQiIiIyMocdowKEREROT+HbVEhIiJyZAVZWcbjWbRarqBsAhMVIiIiG7uWklKuSu2Jzz5DlxkzUK9DB6XDsyvs+iEiIrIho3WBhCitZiuEYV2gshWXqRQTFSIiIhuqal2gyyxGaoRdP0RERFZQ0RgUOesC0X8xUSEiIrKwysagyF0XiEqx64eIiMiCqhqDEhoVxXWBqoGJChERUSU8/f3hFRgoe+pwVWNQ0o4d47pA1cCuHyIiokr0eeutau0vZwxKsyFDuC6QTExUiIiILEjuGBSuCyQPu36IiIgsqJFWyzEoFsREhYiIyII8/f05BsWC2PVDRERkYfU6dOAYFAthokJERGQhXGjQ8pioEBERWQAXGrQOjlEhIiKqIS40aD1MVIiIiGqICw1aDxMVIiKiGior8mYKFxqsGSYqRERENcSFBq2HiQoREVENscib9TBRISIiqiEWebMeTk8mIiKyABZ5sw4mKkRERBbChQYtj4kKERGRDbF6bfUwUSEiIrIRVq+tPg6mJSIispCCrCyc3bYNR1etwtlt24wq0rJ6rXnYokJERGQBVbWWyKley/Et5bFFhYiIqIbktJaweq15HDpR2b9/Px577DHUq1cPkiThyy+/VDokIiJyQXJaS1i91jwOnajk5eWhbdu2+PDDD5UOhYiIXJic1hJWrzWPQ49RGThwIAYOHKh0GERE5OLktJaUVa+9fxyLys2N1Wsr4dCJSnUVFhaisLDQ8D43N1fBaIiIyFk00mpx4rPPSseo3Ofe1hJWr60+l0pUFi9ejAULFigdBhEROZnqtJawem31SEIIoXQQliBJErZu3Yonnniiwn3ub1E5duwYtFotfvnlF7Rv394GURIRkTMrV3WWrSU15lItKhqNBhqNxvDex8dHwWiIiMjZsLXE8hx61g8RERE5N4duUcnNzcX58+cN71NTU3Hs2DEEBgaiYcOGCkZGREREluDQiUpKSgp69epleP/iiy8CAMaPH4/ExESFoiIiIiJLcehEpWfPnnCSscBWd/36dVy/fl3pMMhCwsLCEBYWpnQYZCF8Pp0Pn1HLcehEpabCwsIwf/58p/+fqbCwEHFxcdi3b5/SoZCFaLVaJCcnGw0OJ8fE59M58Rm1HKeZnkwVu337Nvz8/LBv3z7OdHICubm50Gq1yM7ORu3atZUOh2qIz6fz4TNqWS7douJqoqKi+NA4gdu3bysdAlkBn0/nwWfUsjg9mYiIiOwWExUiIiKyW0xUXIBGo8H8+fM5qMtJ8H46F95P58N7alkcTEtERER2iy0qREREZLeYqBAREZHdYqJCREREdouJClXLpUuXIEkS11IislN8RsnZMFGxogsXLiA+Ph6NGzeGp6cnateuja5du2Lp0qXIz8+32nVPnTqFhIQEXLp0yWrXkGPhwoV4/PHHERISAkmSkJCQoGg8tiRJkqzX3r17a3ytO3fuICEhoVrncuV7cy9XfkbPnDmDmTNnIioqCr6+vggLC8OgQYOQkpKiWEy2Ys/Ppyvfl4qwMq2VbN++HSNGjIBGo8G4cePQqlUrFBUV4ccff8TLL7+MkydPYuXKlVa59qlTp7BgwQL07NkT4eHhVrmGHK+++ipCQ0PRrl07JCcnKxaHEtavX2/0/uOPP8Z3331Xbnvz5s1rfK07d+5gwYIFAEoX6pTDle9NGVd/Rj/66COsXr0aw4cPx7PPPovs7GysWLECnTt3xs6dO9GnTx9F4rIFe34+Xfm+VISJihWkpqbiH//4Bxo1aoTdu3cbLXr43HPP4fz589i+fbuCEf6XEAIFBQXw8vKy+LlTU1MRHh6OmzdvIigoyOLnt2dPPvmk0fuff/4Z3333XbntSnHlewPwGQWAuLg4JCQkGK0vNGnSJDRv3hwJCQlO/QvRnp9PV74vFWHXjxW89dZbyM3NxerVq02uzNykSRM8//zzhvclJSV4/fXXERkZCY1Gg/DwcMyZMweFhYVGx4WHh2Pw4MH48ccf0bFjR3h6eqJx48b4+OOPDfskJiZixIgRAIBevXqVa8IsO0dycjI6dOgALy8vrFixAgBw8eJFjBgxAoGBgfD29kbnzp1r9MNaydYcR6DX67FkyRK0bNkSnp6eCAkJQXx8PDIzM432S0lJQf/+/VG3bl14eXkhIiICkyZNAlA6HqEs0ViwYIHhflfVlePq94bPKBAdHV1uEcQ6deqge/fuOH36tFnndCZKPZ+8L+WxRcUKvvrqKzRu3BiPPPKIrP0nT56MdevWITY2FjNmzMChQ4ewePFinD59Glu3bjXa9/z584iNjcVTTz2F8ePHY82aNZgwYQKio6PRsmVL9OjRA9OnT8f777+POXPmGJou723CPHv2LOLi4hAfH48pU6agWbNmSE9PxyOPPII7d+5g+vTpqFOnDtatW4fHH38cSUlJGDp0qOW+QQQAiI+PR2JiIiZOnIjp06cjNTUV//73v/Hrr7/ip59+gru7OzIyMtCvXz8EBQVh1qxZ8Pf3x6VLl/DFF18AAIKCgrB8+XJMnToVQ4cOxbBhwwAAbdq0UfJLs3t8RiuWlpaGunXrWuRcjszenk+Xvi+CLCo7O1sAEEOGDJG1/7FjxwQAMXnyZKPtL730kgAgdu/ebdjWqFEjAUDs37/fsC0jI0NoNBoxY8YMw7bNmzcLAGLPnj3lrld2jp07dxptf+GFFwQA8cMPPxi25eTkiIiICBEeHi50Op0QQojU1FQBQKxdu1bW1yeEEDdu3BAAxPz582Uf42yee+45ce/j9sMPPwgAYsOGDUb77dy502j71q1bBQBx5MiRCs9dk++vK94bPqMV279/v5AkScydO7faxzoye30+y7jqfSnDrh8LK1ve29fXV9b+O3bsAAC8+OKLRttnzJgBAOWadVu0aIHu3bsb3gcFBaFZs2a4ePGi7BgjIiLQv3//cnF07NgR3bp1M2zz8fHB008/jUuXLuHUqVOyz09V27x5M/z8/NC3b1/cvHnT8Cpr9t2zZw8AwN/fHwDw9ddfo7i4WMGInQefUdMyMjIwevRoREREYObMmTU6l6Ozp+eT94VjVCyudu3aAICcnBxZ+1++fBkqlQpNmjQx2h4aGgp/f39cvnzZaHvDhg3LnSMgIKBcv2llIiIiTMbRrFmzctvLmqPvj4Nq5ty5c8jOzkZwcDCCgoKMXrm5ucjIyAAAaLVaDB8+HAsWLEDdunUxZMgQrF27ttzYCJKPz2h5eXl5GDx4MHJycrBt27ZyYyRcjb08n7wvpThGxcJq166NevXq4cSJE9U6TpIkWfup1WqT20U11pa0xgwfqh69Xo/g4GBs2LDB5OdlA/AkSUJSUhJ+/vlnfPXVV0hOTsakSZPw7rvv4ueff3bZH1w1wWfUWFFREYYNG4bff/8dycnJaNWqlc2uba/s4fnkffkvJipWMHjwYKxcuRIHDx5Ely5dKt23UaNG0Ov1OHfunNFguvT0dGRlZaFRo0bVvr7cH6j3x3H27Nly28+cOWP4nCwnMjIS33//Pbp27Srrl1Lnzp3RuXNnLFy4EBs3bsSYMWPw2WefYfLkyWbdb1fHZ7SUXq/HuHHjsGvXLnz++efQarXVPoczUvr55H0xxq4fK5g5cyZq1aqFyZMnIz09vdznFy5cwNKlSwEAjz76KABgyZIlRvu89957AIBBgwZV+/q1atUCAGRlZck+5tFHH8Xhw4dx8OBBw7a8vDysXLkS4eHhaNGiRbXjoIqNHDkSOp0Or7/+ernPSkpKDPcuMzOz3F/iUVFRAGBoXvb29gZQvfvt6viMlpo2bRo2bdqEZcuWGWakkPLPJ++LMbaoWEFkZCQ2btyIUaNGoXnz5kZVLw8cOIDNmzdjwoQJAIC2bdti/PjxWLlyJbKysqDVanH48GGsW7cOTzzxBHr16lXt60dFRUGtVuPNN99EdnY2NBoNevfujeDg4AqPmTVrFj799FMMHDgQ06dPR2BgINatW4fU1FRs2bIFKlX1c9r169fj8uXLuHPnDgBg//79eOONNwAAY8eOdelWGq1Wi/j4eCxevBjHjh1Dv3794O7ujnPnzmHz5s1YunQpYmNjsW7dOixbtgxDhw5FZGQkcnJysGrVKtSuXdvwC9TLywstWrTApk2b8OCDDyIwMBCtWrWqtKnY1e8Nn9HSxGvZsmXo0qULvL298cknnxh9PnToUENC5WqUfD55X0xQdtKRc/vjjz/ElClTRHh4uPDw8BC+vr6ia9eu4oMPPhAFBQWG/YqLi8WCBQtERESEcHd3Fw0aNBCzZ8822keI0mmLgwYNKncdrVYrtFqt0bZVq1aJxo0bC7VabTQNsqJzCCHEhQsXRGxsrPD39xeenp6iY8eO4uuvvzbapzpTH7VarQBg8mVqWqYzu3/6Y5mVK1eK6Oho4eXlJXx9fUXr1q3FzJkzxbVr14QQQhw9elTExcWJhg0bCo1GI4KDg8XgwYNFSkqK0XkOHDggoqOjhYeHh6ypkLw3pVz5GR0/fnyF/w8AEKmpqZUe70zs6fnkfSlPEqIaI7yIiIiIbIhjVIiIiMhuMVEhIiIiu8VEhYiIiOwWExUiIiKyW0xUiIiIyG4xUVHQW2+9hYceegh6vV7pUGps1qxZ6NSpk9JhKIr30/nwnjoX3k8HpfT8aFeVnZ0tAgMDxZo1awzbcHee/DvvvFNu/7Vr11a5nLhcW7ZsESNHjhQRERHCy8tLPPjgg+LFF18UmZmZJvfftm2baNeundBoNKJBgwZi3rx5ori42Gif69evC41GI7Zt21bj+BwR76fz4T11LryfjouJikL+3//7f6J27doiPz/fsK3soQkJCRF5eXlG+1vyoalTp45o3bq1mDt3rli1apWYPn268PDwEA899JC4c+eO0b47duwQkiSJXr16iZUrV4pp06YJlUolnnnmmXLnHTlypOjevXuN43NEvJ/Oh/fUufB+Oi4mKgpp06aNePLJJ422ARBRUVECgHj33XeNPrPkQ2Oq8ui6desEALFq1Sqj7S1atBBt27Y1yuZfeeUVIUmSOH36tNG+SUlJQpIkceHChRrH6Gh4P50P76lz4f10XByjooDU1FT8/vvv6NOnT7nPunbtit69e+Ott95Cfn6+Va7fs2fPctuGDh0KADh9+rRh26lTp3Dq1Ck8/fTTcHP777JQzz77LIQQSEpKMjpH2dezbds2K0Rtv3g/nQ/vqXPh/XRsTFQUcODAAQBA+/btTX6ekJCA9PR0LF++vNLzFBYW4ubNm7JeVUlLSwMA1K1b17Dt119/BQB06NDBaN969eqhfv36hs/L+Pn5ITIyEj/99FOV13MmvJ/Oh/fUufB+OjaunqyAM2fOAAAiIiJMft69e3f06tULb7/9NqZOnQovLy+T+3366aeYOHGirGuKKpZ0evPNN6FWqxEbG2vYdv36dQBAWFhYuf3DwsJw7dq1ctsbN26MU6dOyYrJWfB+Oh/eU+fC++nYmKgo4NatW3Bzc4OPj0+F+yQkJECr1eL//u//8D//8z8m9+nfvz++++67GsezceNGrF69GjNnzkTTpk0N28uaQTUaTbljPD09cfv27XLbAwICymX9zo730/nwnjoX3k/HxkTFTvXo0QO9evXCW2+9hWeeecbkPmFhYSYz7+r44Ycf8NRTT6F///5YuHCh0Wdlf1UUFhaWO66goMDkXx1CCEiSVKOYnBHvp/PhPXUuvJ/2i4mKAurUqYOSkhLk5OTA19e3wv3mz5+Pnj17YsWKFfD39y/3eX5+PrKzs2VdMzQ0tNy23377DY8//jhatWqFpKQko8FbwH+bH69fv44GDRoYfXb9+nV07Nix3DkzMzON+lxdAe+n8+E9dS68n46Ng2kV8NBDDwEoHYleGa1Wi549e+LNN980ORp906ZNhgy/qtf9Lly4gAEDBiA4OBg7duww2SQaFRUFAEhJSTHafu3aNfz111+Gz++VmpqK5s2bV/p1ORveT+fDe+pceD8dG1tUFNClSxcApf8ztmnTptJ9ExIS0LNnT6xcubLcZ+b2l6alpaFfv35QqVRITk5GUFCQyf1atmyJhx56CCtXrkR8fDzUajUAYPny5ZAkyWgQGABkZ2fjwoULmDp1arVjcmS8n86H99S58H46OGXKt1CrVq1EXFyc0TYA4rnnniu3r1arNVRQtETxobZt2woAYubMmWL9+vVGr2+//dZo36+++kpIkiR69+4tVq5cKaZPny5UKpWYMmVKufMmJSUJAOL8+fM1jtHR8H46H95T58L76biYqCjkvffeEz4+Pkblkyt6aPbs2WPRh6bsXKZeWq223P5bt24VUVFRQqPRiPr164tXX31VFBUVldtv1KhRolu3bjWOzxHxfjof3lPnwvvpuJioKCQrK0sEBgaKjz76SOlQLOL69evC09NTfPnll0qHogjeT+fDe+pceD8dFwfTKsTPzw8zZ87E22+/7RRLji9ZsgStW7fGkCFDlA5FEbyfzof31LnwfjouSYgqyucRERERKYQtKkRERGS3mKgQERGR3WKiQkRERHaLiQoRERHZLSYqREREZLeYqBAREZHdYqJCREREdouJChEREdktJipERERkt5ioEBERkd1iokJERER2i4kKERER2S0mKkRERGS3XDpRuX79OhISEnD9+nWlQyEiIiITXD5RWbBgARMVIiIiO+XQicr+/fvx2GOPoV69epAkCV9++aXSIREREZEFOXSikpeXh7Zt2+LDDz9UOhQiIiKyAjelA6iJgQMHYuDAgUqHQURERFbi0C0qRERE5NwcukWlugoLC1FYWGh4n5ubq2A0REREVBWXalFZvHgx/Pz8DC+tVqt0SERERFQJl0pUZs+ejezsbMNr3759SodERERElXCprh+NRgONRmN47+Pjo2A0RDWQkwb4hiodBRGR1Tl0opKbm4vz588b3qempuLYsWMIDAxEw4YNFYyMyMqyrzJRISKX4NCJSkpKCnr16mV4/+KLLwIAxo8fj8TERIWiIrKBolxACECSlI6EiMiqHDpR6dmzJ4QQSodBZHv64tJkReOrdCRERFblUoNpiZzK7WtKR0BEZHVMVIgcVfpJpSMgIrI6JipEjip1v9IREBFZHRMVIkd17Vd2/xCR02OiQuTITnyhdARERFbFRIXIkZ3+D5B7Q+koiIisxqGnJ1tKfn4+7ty5o3QYRLJ069YN6deuIExTiEOzoqDf+xaKeyWwpgoR2Zy3t7fVr8FEBcCvv/6KnJwcpcMgkuXKlSu4desW4OdeugL46e9x5W8Vrgb3qvpgIiILGjBggNWvwUQFgJubG3x9WTiLHINK9d8eW/Xdf0fc+B5eGg+kP9CfLStE5FSYqADw8PCAp6en0mEQySLdk4hI9yQtYdd2wqcoHdebPgm9ey0lQiMisjgmKkROxPfmr/C6fQEZEcNwO7gjIHG8PBE5Nv4UI3IybkW3Ue9sIsJ/XQyfW7+VLl5IROSg2KJC5KQ8c/9E/ZPLUeDbCDfChyAvoIXSIRERVRtbVIicnGfOZTQ4/j7qn1wGt8JMpcMhIqoWJipELsLn1u9o/MvrqJ1xhN1BROQwmKgQuRBVyR3UO7Ma9U8th3s+K9oSkf3jGBUiB5KWlob8/HwAwJ0iPf7MLESDAE21z+Nz63f4/H0CWSFd8Hf9vijyDrV0qEREFsFEhcgBnDhxAqtXr8aPP/4IcbfbJitfhxZvHMfAFn743771EN2wmrVThB7+aT/BP+0AcgNbIvOB3sjzf4hTmonIrjBRIbJzu3fvxuzZswHAkKSUEQJIPp2Nb09nY924SAxpE2DGFQR8/j4Bn79PoMgrGJn1eiI7pAv0bl4WiN7E1YruoPjUDugyzgKSBHVoC7g3HwjJreqWISEEilLWQ3/zPDzax0Ed0tzwmT7rKor/+Bb67OsAAJX/A3Bv1h+q2mwtInJk/NOJyI6dOHECs2fPhl6vh06nM7mPTl/6Gv/xBfxyJa9G1/PIz0DIhc/R5NAsBF/cAnVRtlnnKTy0BiV//Wrys6LfkqDPzYCm4zh4RI+B/u9LKD7xH1nn1V06aHKJAFFSiMKUjyF5+kPT5WloOk8G1BoUHvkYQm/6+0ZEjoGJCpEdW7NmDYDyLSn3E3dfb313zSLXVekKEfjXd2hyeC7qXPkGEJb5Za/PvVHaGtJ6CFT+DaAObAT3FoOgu34CouB25cfevo7i1APwaP1Euc9E3k2gOB9uTXtD5VMXKt9guDftBRTlQuRnWSR2IlKG2YmKTqfDZ599hvj4eAwdOhTHjx8HAGRnZ+OLL75Aenq6xYIkckVpaWn44YcfKmxJuZ9OD+w4lY0/MwstFoOkL0LQpW1ocOLfkPTFNT6fPvNPwM0TKr8HDNtUdRoDkgR91l8VHid0RSg6lgSPloMgacovICrVqgu4e0P31y8Q+hIIXTFK/vwFUq0gSF7+NY6biJRjVqKSlZWFrl27YvTo0fj000/xn//8BzdulE519PHxwfTp07F06VKLBkrkag4fPlxlS8r9hAD2ncuxeCy1Mk/D/9r+Gp9HFOVA0hgP+pVUasDdC6Iwt8Ljik/vhCqggdGYFKNzuGmg6TQRumu/oyD5dRR8+0Zpy83DY0vPT0QOy6zBtLNmzcLJkyeRnJyMdu3aITg42PCZWq1GbGwsduzYgUWLFlksUCJXc+fOHahUKuj1etnHqCTgdoF1xmTUyv4DmfVjTH5WfGEfSi788N8NumLos/5C8anthk2a7v8067q69DPQ37oITdepFe4jdMUoOv4lVAEN4dZ2BCD0KE79CUUpn0DzSDwktbtZ1yYi5ZmVqHz55ZeYNm0a+vbti1u3bpX7/MEHH0RiYmJNYyNyad7e3tVKUgBAL4DantZpQSj28KvwM7cGD0Md2srwvui3JKhDW0Ad8t/1hSSNLyQPX4hC4wG/Qq8DivMhaXxMnlt36yLEnUwUfL/YaHvR0c+gCmwETadJ0F37HSI/C+5dpkC6O73awy8WBd8vhi79DNzqta7210tE9sGsRCU7OxsREREVfl5cXIySkhKzgyIioGPHjpAkqVrdP5IEaJuWH8NRUzp3X9xqMKDi63p4Q/Lw/u97tTskDx+oatUx2k8V0AAoKYA++xpUfvUAAPpbqYAQUPnXN3lu98jucGsQbbSt8McP4d58IFTBze4GWHx3NtC9M4LK3nO5ACJHZtYYlcjISBw9erTCz7/99lu0aMGVWolqIjQ0FN27d4daLa+FRK0CHm3hZ1al2soUeYfiUtTLKPEMrPG5VD5BUNVtgqIT26DP+gu6zMsoPrUd6rBWkDxrAwBEwW0U7H/fMLhW0vhC5Rti9AIAycsPKu/SujGqupFAcQGKT31dOrMoJwPFx78EJBXUgRX/UUVE9s+sRGXy5MlYs2YNNm3aZPhrT5IkFBYW4pVXXsHOnTsRHx9v0UCJXNFTTz0FoPT5qkxZ28HMvvUsev3bQR2QGjULxV7BVe8sk0fbWKhq1UXh4UQUpXwCVUBDuLd63PC50Osg8m5C6OTPMlL5BMEjejRETjoKD65C4aHVEIW3oekwFpKn5VuYiMh2JFHdaQUorenw9NNPY/Xq1fD390dWVhZCQkJw69YtlJSUID4+HsuXL7dGvBZ19OhRREdHY/Xq1Wjbtq3S4RCZdG9lWlNTldWq0iTl43GReNysyrQmSCqkN45FZr1eJgusEREBQHR0dNU71ZBZY1QkScKqVaswfvx4JCUl4dy5c9Dr9YiMjMTIkSPRo0cPS8dJ5LJ69+6NNWvWYPXq1fjhhx+MxqxIEjCguR9mmrPWTwUKvcNwvdl4FPiGW+R8REQ1UaO1frp164Zu3bpZKhYiqkDLli3x3nvvIS0tDXFxccjJyYG/lxoHX2phsTEpOjdv3Go4EH/X6wWouAwYEdkHs8aopKam4quvvqrw86+++gqXLl0yNyYiqkBoaCi8vEoXC/T2UFkkSdG7eeNmo8G40PEN/F2/L5MUIrIrZv1Eeumll3D79m089thjJj//8MMP4e/vj88++6xGwRGR9ZRo/PH3AzHIDO0O4eapdDhERCaZlagcPHgQL7zwQoWfx8TEYMmSJWaGRETWlO8bgcwHeuN23fYAy8sTkZ0zK1HJzMyEr2/FU/58fHxMVqwlImUIlRtuB3VAZr2eHCRLRA7FrESlYcOG+OmnnzB1qum1N3744QfUr2+6yiQR2Y7OvRYy6/VCZpgWOg/WEyEix2PWYNq4uDh8+umneP/9943WItHpdFi6dCk2bdqE0aNHWyxIIqoeoXLHzUaDcf7hhbjZaDCTFCJyWGa1qMyePRs//vgjXnjhBSxcuBDNmpWut3H27FncuHEDPXv2xCuvvGLRQIlInvzajXGt2UQUewUpHQoRUY2ZlahoNBp8++23WLduHb744gtcuHABQOkiasOHD8e4ceOgUpnVWKOIoqIiFBQUKB0GkSz3FnwT962unFk3Gn82HgMhuQH8f5qInIDZBRNUKhUmTpyIiRMnWjIeRZSUlCAnJ0fpMIhkMepuveffWb4P4nTwE0BevgJRERFZBys7AWjXrh3atWundBhEsjRs2BAaNyBMUwgfHx8AgPCrD/eBSxGk8VE4OiIiyzI7UUlOTsbq1atx8eJFZGZm4v61DSVJMnQJ2TsvLy94e3srHQaRLEePHgXOfw/ser10g6cfMOhtuPlZboVjIiJ7YVai8vbbb2PWrFkICQlBx44d0bp1a0vHRURyqN2BAYsBP5YDICLnZFaisnTpUvTu3Rs7duyAu7u7pWMiIrk6TAJCWiodBRGR1ZhdmTY2NpZJigO4cuUKdu3ahZycHPj6+iImJgYNGzZUOiyyBO9AoFWs0lFQDfD5JKqaWYlKx44dcfbsWUvHQhZ0+PBhvP7669i+fTuEEFCpVNDr9ZAkCYMHD8bcuXPx8MMPKx0m1USTPoCbh9JRkBn4fBLJZ1axk2XLluGLL77Axo0bLR0PWcAXX3yBrl274ptvvjEMci6b0iqEwI4dO/DII4/giy++UDJMqql67ZWOgMzA55OoesxKVEaNGoWSkhKMHTsWfn5+aNmyJdq0aWP0atu2raVjNenDDz9EeHg4PD090alTJxw+fNgm17VXhw8fxqhRo6DT6aDT6UzuU/bZqFGjcOTIERtHSBYTEK50BFRNfD6Jqs+sRCUwMBBNmzZFjx490L59ewQHB6NOnTpGr8DAQEvHWs6mTZvw4osvYv78+Th69Cjatm2L/v37IyMjw+rXtldvvPEGhBDlpovfr2yfN954w0aRkUVJKqAWS+Q7Gj6fRNUniaqeGDvWqVMnPPzww/j3v/8NoLT5tEGDBpg2bRpmzZpV5fFHjx5FdHQ0fvnlF7Rv7/jN6FeuXEF4eHiVPwTvJUkSLl26xAF8jubaMaBelNJRUDXw+SQyj8NWpi0qKsIvv/yC2bNnG7apVCr06dMHBw8eNHlMYWEhCgsLDe9zc3MBlJbQLy4utm7ANpCcnFytH4JA6V9u3377LcaPH2+lqMgq3HwAJ/h/1pXw+SRnZJPZv8JM2dnZYvHixaJfv34iKipKHDp0SAghxK1bt8S7774rzp07Z+6pZbl69aoAIA4cOGC0/eWXXxYdO3Y0ecz8+fMFAL744osvvvjiywIvWzCrReWvv/6CVqvFn3/+iaZNm+LMmTOG1onAwECsWLECly9fxtKlS805vdXMnj0bL774ouH9sWPHoNVqcejQIadY6ycxMRFPP/10tY9btWoV/2JzNAW3Ac/aSkdB1cDnk8g8ZiUqL7/8MnJycnDs2DEEBwcjONh4jZEnnngCX3/9tUUCrEjdunWhVquRnp5utD09PR2hoaEmj9FoNNBoNIb3ZQu6ubm5OUXxuv79+0OSpGr3gffr188pvn6XIjwB3jOHwueTyDxmzfr59ttvMX36dLRo0QKSJJX7vHHjxvjzzz9rHFxlPDw8EB0djV27dhm26fV67Nq1C126dLHqte1Vw4YNMXjwYKjValn7q9VqPPbYYxyo54gkefeY7AefTyLzmJWo5OfnIyio4qmROTk5ZgdUHS+++CJWrVqFdevW4fTp05g6dSry8vIwceJEm1zfHs2dOxeSJJlMIO9Vts+rr75qo8jIotw9lY6AzMDnk6j6zEpUWrRogf3791f4+ZdffmmTMR+jRo3CO++8g3nz5iEqKgrHjh3Dzp07ERISYvVr26uHH34YmzZtglqtrvAvt7LPPv/8c5bpJrIhPp9E1WdWovLCCy/gs88+w5tvvons7GwApd0u58+fx9ixY3Hw4EH8z//8j0UDrcg///lPXL58GYWFhTh06BA6depkk+vas2HDhuHAgQN49NFHDX+5qVSlt1qSJAwaNAgHDhzA0KFDlQyTyCXx+SSqHrMLvi1cuBAJCQkQQkCv10OlUhkW13rjjTfwv//7v5aO1eKcreCbKVeuXMHu3btx+/Zt1K5dG71792afN5Gd4PNJVLUaVaa9cuUKtmzZgvPnz0Ov1yMyMhLDhg1D48aNLRmj1bhCokJEROTIqj09+c6dO+jevTumTJmCZ555xmZdPEREROR6qj1GxdvbG6mpqVWOWiciIiKqKbMG0w4YMADJycmWjoWIiIjIiFmJyty5c/HHH39g7Nix+PHHH3H16lX8/fff5V5ERERENWFWCf2WLVsCAE6dOoWNGzdWuJ9OpzMvKiIiIiKYmajMmzePY1SIiIgqIIqKIHl4KB2GUzArUUlISLBwGERERETlmTVG5X7Z2dns5iEiIiqjssivV0INEpWUlBQMGDAA3t7eqFOnDvbt2wcAuHnzJoYMGYK9e/daKkYiIiLHwkTFYsz6Th44cADdunXDuXPn8OSTT0Kv1xs+q1u3LrKzs7FixQqLBUlERESuyaxEZc6cOWjevDlOnTqFRYsWlfu8V69eOHToUI2DIyIiItdmVqJy5MgRTJw4ERqNxuTsnwceeABpaWk1Do6IiIhcm1mJiru7u1F3z/2uXr0KHx8fs4MiIiJyaOav90v3MStR6dy5M5KSkkx+lpeXh7Vr10Kr1dYoMCIiIodVyR/zVD1mJSoLFixASkoKBg0ahG+++QYA8Ntvv+Gjjz5CdHQ0bty4gblz51o0UCIiIkch2KJiMWYVfOvUqRN27NiBqVOnYty4cQCAGTNmAAAiIyOxY8cOtGnTxnJREhERORK2qFiMrETl9u3bqFWrFtRqtWFb7969cfbsWRw7dgznzp2DXq9HZGQkoqOjWV6fiIhcG1tULEZW109AQAA2bdpkeD9p0iTD9OOoqCiMGDECo0aNQocOHZikEBGRyxOs1m4xshIVDw8PFBYWGt4nJibiwoULVguKiIjIobHrx2Jkdf089NBD+OijjxAeHg4/Pz8AwKVLl3D06NFKj2vfvn3NIyQiInIwbFGxHEnIGJq8c+dOjBo1Crm5ubJOKoSAJEl2v1Dh0aNHER0djV9++YVJFRERWUzJzZtwq1tX6TCcgqwWlQEDBiA1NRVHjhxBeno6JkyYgKeffhpdunSxdnxEREQOR+jY9WMpshKV33//HY0aNUL//v0BAGvXrsWIESMQExNj1eCIiIgckq5E6QichqzBtO3atcP27dutHQsREZFTEBxMazGyEhUvLy/cuXPH8H7fvn1IT0+3WlBERESOTBQVKx2C05DV9dO2bVu89957UKvVhlk/R44cgaenZ6XHDRs2rOYREhERORh9/p2qdyJZZM36SUlJQWxsLK5cuVJ6kCRVuY4BZ/0QEZGryjt4ELU44cQiZLWodOjQAefPn8eFCxeQnp6Onj174pVXXkGfPn2sHR8REZHDKbl5S+kQnIbsRQnd3NzQrFkzNGvWDOPHj8fgwYPRqVMna8ZGRETkkErS05QOwWmYtXry2rVrLR0HERGR0yi+dk3pEJyGrETltddegyRJeOWVV6BSqfDaa69VeYwkSZg7d26NAyQiInI0JTdvQZ+fD5WXl9KhODxZg2lVKhUkSUJ+fj48PDygUlU9q5mDaYmIyFX9NW06gqZPg6ZpU6VDcXiyWlT09xWuuf89ERERGStMTWWiYgGyCr4RERFR9RT+cU7pEJyCWYNpAeD06dO4cOECcnJy4OvriyZNmuChhx6yZGxEREQOq+DECQghIEmS0qE4tGonKitWrMDChQtx9erVcp81bNgQr7zyCiZPnmyR4IiIiBxVyY0bKL56FR716ysdikOrVqLy0ksv4b333kNgYCAmTZqEVq1awcfHB7m5uTh+/Di+/PJLxMfH49y5c3jzzTetFTMREZFDyDtwAB4jRyodhkOTnagcPnwY7733HoYOHYqPP/4YtWrVKrfP0qVL8eSTT+Kdd97BiBEj0KFDB4sGS0RE5Ehy9++Hf2wsJBmzZck02d+51atXIywsDBs3bjSZpABArVq18OmnnyIkJASrV6+2WJBERESOqOR6GvJ//VXpMBya7ETl4MGDGDFiBDQaTaX7eXp6YsSIEfjpp59qHBwREZGjy/xsEwTLephNdqLy559/onnz5rL2bdGiBf7880+zgyIiInIWRRcvIic5WekwHJbsROX27dvw9fWVta+Pjw9ycnLMDoqIiMiZ/L3uYxRduaJ0GA5J9mDa6s4Fl1GZ327k5+fjzp07SodBREROoFu3brj+xx+o6+6OL3v2Kt1YWIhri/+Fuq8tgKqCcZ6OyNvb2+rXqNb05HfeeQeffvpplfuZqrFiz3799Ve2ABERkUVcuXIFt/LyoNdokJN7z++W8zlIn/MKMoc+ATjJLKABAwZY/RqyE5WGDRvi77//xt9//y17f2tauHAhtm/fjmPHjsHDwwNZWVlmn8vNzU12txYREVFl7l24V61SG33mfeUK1IcPo7BvX1uH5bBkJyqXLl2yYhjVV1RUhBEjRqBLly41ngrt4eEBT09PC0VGRESu7N5hEqbqp3geOgy3evWgi462ZVgOy+y1fpS2YMECAEBiYqKygRAREVWT27b/QAQEQN+4sdKh2D3n6CSTqbCwELdv3za8cnNzlQ6JiIhckV4P9w0bIV2/rnQkds+lEpXFixfDz8/P8NJqtUqHRERErqqwEB5r10JKS1M6ErtmV4nKrFmzIElSpa8zZ86Yff7Zs2cjOzvb8Nq3b58FoyciIqqmO/nw+Gg1pEuXlY7EbtnVGJUZM2ZgwoQJle7TuAb9eRqNxmgJAB8fH7PPRUREZBEFBfBITETxsKHQt2mjdDR2x64SlaCgIAQFBSkdBhERkW2VlMD9883QpaejJCbGaeqsWIJdJSrVceXKFfz999+4cuUKdDodjh07BgBo0qQJW0qIiMghqffth5SWjuIRsQDLZgCoQaKSnJyM1atX4+LFi8jMzCxXMl+SJFy4cKHGAVZk3rx5WLduneF9u3btAAB79uxBz549rXZdIiIia1KdPQuPlStRPHYsRECA0uEozqxE5e2338asWbMQEhKCjh07onXr1paOq0qJiYmsoUJERE5JyrgBjxUrUTR+HERYmNLhKMqsRGXp0qXo3bs3duzYAXd3d0vHRERERLm58FizFkUTxkM88IDS0SjGrNE6mZmZiI2NZZJCRERkTfn58EhcByk9XelIFGNWotKxY0ecPXvW0rEQERHR/fLz4bE2EdKtW0pHogizEpVly5bhiy++wMaNGy0dDxEREd0vNxcea9a4ZLJi1hiVUaNGoaSkBGPHjsXUqVNRv359qNXGS1lLkoTffvvNIkESERG5vOzb8Fi9pnTMSnCw0tHYjFmJSmBgIOrUqYOmTZtaOh4iIiKqyO3b8Fj1EYrGPgnRsKHS0diEWYnK3r17LRwGERERyZKfD481a1Ec9w/omzVTOhqrY41eIiIiR1NSAvcNG6H6/bjSkVhdjUroFxcX48yZM8jOzoZery/3eY8ePWpyeiIiIoeSlpaG/Px8AEC+Tofr+fkI8/KyzsX0erhv3oxitRr6li2scw07YFaiotfrMXv2bCxbtgx37typcD+dTmd2YERERI7ixIkTWL16NX788UfDkjI5JSXov28vtEHBiG8SiVZ+/pa/sBBwT0pCUdAzZg+wzTt7FrePHkVhWhr0BQV4YNIkaEJCqjwm88AB/Ll0KfQ6HXzCwtDsscfQSKs17FOSn4/fN2zAtcOHUZibi1rBwWg6cCAi+/evVnxmJSqLFi3C22+/jfj4eHTr1g1jx47Fm2++CX9/fyxbtgySJOGtt94y59REREQOZffu3Zg9ezYAlFv3TgD44eYN/HjzBt5uG4U+oaGWD6C4GG47vkHxhPFmHa4vKoJngwao1bw5bn7zjaxjVJ6eCHjkEUT16AGVmxuu//ILjnz4ITR+fgiNigIAHFu3DhknTqDj9OmoFRyM9N9+w9FVq+AVGIh6Dz8sOz6zxqgkJiZi5MiRWL58OQYMGAAAiI6OxpQpU3Do0CFIkoTdu3ebc2oiIiKHceLECcyePRt6vb7CXgSdENAJgZd/O4YT2VlWiUN1/jyQm2vWsb6tWyOgWzd4hYfLPsarUSPUatYMtevXh09oKJoOGgS/Ro1w8/Rpwz63zp5FuFaL4FatUCs4GI379oVfeDj+Pn++WvGZlaj89ddf6N27NwBAo9EAAAoKCgAAHh4eePLJJ7F+/XpzTk1EROQw1qxZA6B8S8r9xN3XygsXrBaLZGaiUlNCCKT//jtyrl1DUIv/jpWp06wZrqWkIP/WLQghkHHiBHKvXUNI27bVOr9ZXT916tRB7t1viI+PD2rXro2LFy8a7ZOZmWnOqYmIiBxCWloafvjhhyqTlDI6IbA3I8M6A2xVKoiAAMueswr6ggJ88eST0BcXQ1Kp0H7yZKMkpN1TT+GX//s/fB0fD0mthiRJiH7mGaNkRg6zEpV27drhyJEjhve9evXCkiVL0K5dO+j1erz//vtoW82MiYiIyJEcPnxYdpJSRgA4dOsWnqhf36Kx6CMjgbs9HJXJOXECN3fuNLwPHTUKXg0amHVNSaNBv7ffRklBAdKPH8dv69ahVkgIglu1AgCc37EDt86dQ9dZs+Bdty5unj6NXz/6CF6BgQhp00b2dcxKVJ5++mkkJiaisLAQGo0GCxcuRI8ePdCjRw8IIRAQEIBPP/3UnFMTERE5hDt37kClUpksz1ERCUBeSYnFY9G1i5K1X62mTeFZr57hvdrX1+xrSpIEn7AwAIB/RARyrl7Fma1bEdyqFXSFhTj+6afo+vLLCIuOLt0nPBxZly7h7H/+Y/1E5fHHH8fjjz9ueN+iRQtcuHABe/fuhVqtxiOPPILAwEBzTk1EROQQvL29q5WkAKUtKrXcalTCrDwPd+gfekjWriqNBioZLS/mEHo99MXFAAC9TgdRUgJIktE+kkoFVPN7ZrHvlp+fH4YMGWKp0xEREdm1jh07QpKkanX/SAA61alj0Tj0TR8EPDzMPl6Xn4+S27ehy8kBABTfXaFZXasW3Hx8AAAZX30FN19fBPbsCQDIPHAAmrAw5NavD31xMa4fPYrL+/ej/ZQpAAB3b28EtWiB39evh9rDA7WCgnDj1Clc2rcPUeOrN43a7ERFp9Nh8+bN2LNnDzIyMvDaa6+hdevWyM7Oxq5du9C1a1eEVFEwhoiIyFGFhoaie/fu+Omnn2QVOFVLEnoEBVl8IK2uVcsaHX/n3Dnc2L7d8D5j2zYAgH+3bgjs3h0AUHL7tlHriCguxs3kZCR/8QXUHh6oXa8eOk2fjgZduxr26fw//4PjGzfi0Pvvoyg3F7Xq1kXruDg07tevWvFJorojgQBkZWVhwIABOHz4MHx8fJCXl4fvvvsOvXv3hk6nQ6NGjTBu3DgsWrSouqe2qaNHjyI6OhqrV6/m4F8iIqq2kydPYtKkSdDr9ZW2rEgoTVTWd+5s2Qq13l4ofPllwN3dcueshui740+syaw6KrNmzcLJkyeRnJyMixcvGt0ctVqN2NhY7Nixw2JBEhER2aOWLVti8eLFUKlUUKvVJvdRSxLUkoR3oqIsXka/5JGuiiUptmJWovLll19i2rRp6Nu3L6T7BsoAwIMPPohLly7VNDYiIiK717t3b6xZswZdu3Yt9ztRAtAjKAjrO3dGTIhly+eLAH/ouj5i0XPaI7PGqGRnZyMiIqLCz4uLi1FihelXRERE9qhly5Z47733kJaWhri4OOTk5MDXzQ1bunazzurJElA8bJjTt6YAZraoREZG4ujRoxV+/u2336JFNSvPERERObrQ0FB43U1MvNRq6yQpAHRaLUQlDQbOxKxEZfLkyVizZg02bdpkGJ8iSRIKCwvxyiuvYOfOnYiPj7dooERERAToIxuj5O56e67ArK6f559/HidPnkRcXBz8/f0BAKNHj8atW7dQUlKC+Ph4PPXUU5aMk4iIyOWJOnVQPGoUoDKrncEhmZWoSJKEVatWYfz48UhKSsK5c+eg1+sRGRmJkSNHokePHpaOk4iIyLXVqoXicWMBb2+lI7GpGlWm7datG7p162apWIiIiMgUby8UTZwAYeGqto7AwgsOEBERkUV5e5cmKaGWnd7sKGQnKvcuQiiHJEnYdrcMLxEREZnB1wdFEydCBAcrHYliZCcqX3/9NTw9PREaGiprASZTheCIiIhIHhHgj+IJrtndcy/ZicoDDzyAq1evom7duhg9ejT+8Y9/INRFm6GIiIisSQQFoWjCeMDPT+lQFCd7ftOff/6JPXv2oF27dnj99dfRoEED9OnTB2vXrkXO3aWhiYiIqGZE/QdQNGUyk5S7qjURW6vVYsWKFUhLS0NSUhLq1KmDf/7znwgODsawYcOQlJSEwsJCa8VKRETk1PRNmqBo4kSXm4JcGbMqxri7u2PIkCHYtGkT0tPTDcnLqFGj8NZbb1k6RiIiIqenb9UKxU+OATQapUOxKzWanlxYWIjk5GRs27YNv/76Kzw9PREeHm6h0IiIiFyDrl07lAx9wqUqzspV7e+IXq9HcnIyJkyYgJCQEMTFxSE/Px+rVq1CRkYGxo4da404iYiInJK+XRSTlErIblE5cOAANm7ciM2bN+PWrVvo3LkzFi1ahJEjR6Ju3brWjJGIiMgp6R9qhuKhQ5mkVEJ2otKtWzd4eXnh0UcfRVxcnKGL58qVK7hy5YrJY9q3b2+RIImIiJyNqFcPxSNHMkmpQrXGqOTn52PLli344osvKt1PCAFJkqDT6WoUHBERkVPy9UHRmNGAh4fSkdg92YnK2rVrrRkHERGRa3BzQ9GYMayTIpPsRGX8+PHWjIOIiMglFD8xBKJ+faXDcBjsGCMiIrIRXdeu0EdFKR2GQ2GiQkREZAOiUSOU9O+ndBgOh4kKERGRtWk0KBo5gjN8zMDvGBERkZWVDOjPwbNmqlEJfaVcunQJr7/+Onbv3o20tDTUq1cPTz75JF555RV4mDHVq6ioCAUFBVaIlIiIXI0Q4r//1uuhCw5GXsuWAH/PmMUhE5UzZ85Ar9djxYoVaNKkCU6cOIEpU6YgLy8P77zzTrXPV1JSgpycHCtESkRErkav1xv+rdPrkNUhGgV5eQpG5NgcMlEZMGAABgwYYHjfuHFjnD17FsuXLzcrUWnXrh3atWtnyRCJiMhFNWzYEO4FBajr7g6/ho3QdNIkSGq10mE5LIdMVEzJzs5GYGBgpfsUFhaisLDQ8D43NxcA4OXlBW9vb6vGR0REruHo0aP4a9p0FF+7Br8e3VHL11fpkByaUwymPX/+PD744APEx8dXut/ixYvh5+dneGm1WhtFSERErsirfbTSITg8u0pUZs2aBUmSKn2dOXPG6JirV69iwIABGDFiBKZMmVLp+WfPno3s7GzDa9++fdb8coiIyJWpVNA82FTpKByeXXX9zJgxAxMmTKh0n8aNGxv+fe3aNfTq1QuPPPIIVq5cWeX5NRoNNBqN4b2Pj4/ZsRIREVXGvV49qO75nUPmsatEJSgoCEFBQbL2vXr1Knr16oXo6GisXbsWKhbRISIiO+Je/wGlQ3AKdpWoyHX16lX07NkTjRo1wjvvvIMbN24YPgsNDVUwMiIiolLuDzBRsQSHTFS+++47nD9/HufPn0f9+1agvLfQDhERkVI8uEKyRThkf8mECRMghDD5IiIisgfu9RsoHYJTcMhEhYiIyK5JEtzrhSkdhVNgokJERGRh6jqBUHl6Kh2GU2CiQkREZGHuwcFKh+A0mKgQERFZmDqwjtIhOA0mKkRERBamDvBXOgSnwUSFiIjIwtS1aysdgtNgokJERGRhKq6YbDFMVIiIiCzMs3lzpUNwGkxUiIiILEzi+nMWw+8kERER2S0mKkRERGS3mKgQERGR3WKiQkRERHaLiQoRERHZLSYqREREZLfclA6AbOP69eu4fv260mGQhYSFhSEsjEvIOws+n86Hz6jluHSiEhYWhvnz5zv9/0yFhYWIi4vDvn37lA6FLESr1SI5ORkajUbpUKiG+Hw6Jz6jliMJIYTSQZB13b59G35+fti3bx98fHyUDodqKDc3F1qtFtnZ2ajN9UQcHp9P58Nn1LJcukXF1URFRfGhcQK3b99WOgSyAj6fzoPPqGVxMC0RERHZLSYqREREZLeYqLgAjUaD+fPnc1CXk+D9dC68n86H99SyOJiWiIiI7BZbVIiIiMhuMVEhIiIiu8VEhYiIiOwWExUiIiKyW0xUiKxAkiRZr71799b4Wnfu3EFCQkK1zrVw4UI8/vjjCAkJgSRJSEhIqHEcRI7Cnp/PM2fOYObMmYiKioKvry/CwsIwaNAgpKSk1DgWR8XKtERWsH79eqP3H3/8Mb777rty25s3b17ja925cwcLFiwAAPTs2VPWMa+++ipCQ0PRrl07JCcn1zgGIkdiz8/nRx99hNWrV2P48OF49tlnkZ2djRUrVqBz587YuXMn+vTpU+OYHA0TFSIrePLJJ43e//zzz/juu+/KbVdKamoqwsPDcfPmTQQFBSkdDpFN2fPzGRcXh4SEBKN1nyZNmoTmzZsjISHBJRMVdv0QKUSv12PJkiVo2bIlPD09ERISgvj4eGRmZhrtl5KSgv79+6Nu3brw8vJCREQEJk2aBAC4dOmSIdFYsGCBocm6qq6c8PBwa3xJRE5DqeczOjq63OKUderUQffu3XH69GnLfpEOgi0qRAqJj49HYmIiJk6ciOnTpyM1NRX//ve/8euvv+Knn36Cu7s7MjIy0K9fPwQFBWHWrFnw9/fHpUuX8MUXXwAAgoKCsHz5ckydOhVDhw7FsGHDAABt2rRR8ksjcnj29nympaWhbt26Fv0aHYYgIqt77rnnxL2P2w8//CAAiA0bNhjtt3PnTqPtW7duFQDEkSNHKjz3jRs3BAAxf/78asdVk2OJnIW9Pp9l9u/fLyRJEnPnzjX7HI6MXT9ECti8eTP8/PzQt29f3Lx50/Aqa/bds2cPAMDf3x8A8PXXX6O4uFjBiIlchz09nxkZGRg9ejQiIiIwc+ZMq1zD3jFRIVLAuXPnkJ2djeDgYAQFBRm9cnNzkZGRAQDQarUYPnw4FixYgLp162LIkCFYu3YtCgsLFf4KiJyXvTyfeXl5GDx4MHJycrBt27ZyY1dcBceoEClAr9cjODgYGzZsMPl52QA8SZKQlJSEn3/+GV999RWSk5MxadIkvPvuu/j5559d9gcXkTXZw/NZVFSEYcOG4ffff0dycjJatWpl9rkcHRMVIgVERkbi+++/R9euXeHl5VXl/p07d0bnzp2xcOFCbNy4EWPGjMFnn32GyZMnQ5IkG0RM5DqUfj71ej3GjRuHXbt24fPPP4dWqzXny3Aa7PohUsDIkSOh0+nw+uuvl/uspKQEWVlZAIDMzEwIIYw+j4qKAgBD87K3tzcAGI4hoppR+vmcNm0aNm3ahGXLlhlmCrkytqgQKUCr1SI+Ph6LFy/GsWPH0K9fP7i7u+PcuXPYvHkzli5ditjYWKxbtw7Lli3D0KFDERkZiZycHKxatQq1a9fGo48+CgDw8vJCixYtsGnTJjz44IMIDAxEq1atKm0qXr9+PS5fvow7d+4AAPbv34833ngDADB27Fg0atTI+t8EIjul5PO5ZMkSLFu2DF26dIG3tzc++eQTo8+HDh2KWrVqWf17YFeUnnZE5Arun/5YZuXKlSI6Olp4eXkJX19f0bp1azFz5kxx7do1IYQQR48eFXFxcaJhw4ZCo9GI4OBgMXjwYJGSkmJ0ngMHDojo6Gjh4eEhayqkVqsVAEy+9uzZY6kvm8gh2NPzOX78+AqfTQAiNTXVkl+6Q5CEuK/dioiIiMhOcIwKERER2S0mKkRERGS3mKgQERGR3WKiQkRERHaLiQoRERHZLSYqREREZLeYqBDZmUuXLkGSJCQmJiodChGZwGfUtpioEBERkd1iwTciOyOEQGFhIdzd3aFWq5UOh4juw2fUtpioEBERkd1i1w+RFSQkJECSJPzxxx948skn4efnh6CgIMydOxdCCPz5558YMmQIateujdDQULz77ruGY031f0+YMAE+Pj64evUqnnjiCfj4+CAoKAgvvfQSdDqdYb+9e/dCkiTs3bvXKB5T50xLS8PEiRNRv359aDQahIWFYciQIbh06ZKVvitE9oPPqONgokJkRaNGjYJer8e//vUvdOrUCW+88QaWLFmCvn374oEHHsCbb76JJk2a4KWXXsL+/fsrPZdOp0P//v1Rp04dvPPOO9BqtXj33XexcuVKs2IbPnw4tm7diokTJ2LZsmWYPn06cnJycOXKFbPOR+SI+Iw6AKVWQyRyZvPnzxcAxNNPP23YVlJSIurXry8kSRL/+te/DNszMzOFl5eXGD9+vBBCiNTUVAFArF271rBP2Yqqr732mtF12rVrJ6Kjow3v9+zZY3IF5PvPmZmZKQCIt99+2zJfMJGD4TPqONiiQmRFkydPNvxbrVajQ4cOEELgqaeeMmz39/dHs2bNcPHixSrP98wzzxi97969u6zj7ufl5QUPDw/s3bsXmZmZ1T6eyFnwGbV/TFSIrKhhw4ZG7/38/ODp6Ym6deuW217VDyNPT08EBQUZbQsICDDrh5hGo8Gbb76Jb775BiEhIejRowfeeustpKWlVftcRI6Mz6j9Y6JCZEWmpi5WNJ1RVDEBT840SEmSTG6/dzBfmRdeeAF//PEHFi9eDE9PT8ydOxfNmzfHr7/+WuV1iJwFn1H7x0SFyIkEBAQAALKysoy2X7582eT+kZGRmDFjBr799lucOHECRUVFRrMbiMiy+IxWHxMVIifSqFEjqNXqcrMTli1bZvT+zp07KCgoMNoWGRkJX19fFBYWWj1OIlfFZ7T63JQOgIgsx8/PDyNGjMAHH3wASZIQGRmJr7/+GhkZGUb7/fHHH4iJicHIkSPRokULuLm5YevWrUhPT8c//vEPhaIncn58RquPiQqRk/nggw9QXFyM//u//4NGo8HIkSPx9ttvo1WrVoZ9GjRogLi4OOzatQvr16+Hm5sbHnroIXz++ecYPny4gtETOT8+o9XDEvpERERktzhGhYiIiOwWExUiIiKyW0xUiIiIyG4xUSEiIiK7xUSFiIiI7BYTFSIXdunSJUiShMTERKVDISIT+IwyUSGS7cKFC4iPj0fjxo3h6emJ2rVro2vXrli6dCny8/Otdt1Tp04hISEBly5dsto15Fi4cCEef/xxhISEQJIkJCQkKBoP0f1c+Rk9c+YMZs6ciaioKPj6+iIsLAyDBg1CSkqKYjFZCgu+Ecmwfft2jBgxAhqNBuPGjUOrVq1QVFSEH3/8ES+//DJOnjyJlStXWuXap06dwoIFC9CzZ0+Eh4db5RpyvPrqqwgNDUW7du2QnJysWBxEprj6M/rRRx9h9erVGD58OJ599llkZ2djxYoV6Ny5M3bu3Ik+ffooEpclMFEhqkJqair+8Y9/oFGjRti9ezfCwsIMnz333HM4f/48tm/frmCE/yWEQEFBAby8vCx+7tTUVISHh+PmzZvllrInUhKfUSAuLg4JCQnw8fExbJs0aRKaN2+OhIQEh05U2PVDVIW33noLubm5WL16tdEPwDJNmjTB888/b3hfUlKC119/HZGRkdBoNAgPD8ecOXPKLSQWHh6OwYMH48cff0THjh3h6emJxo0b4+OPPzbsk5iYiBEjRgAAevXqBUmSIEkS9u7da3SO5ORkdOjQAV5eXlixYgUA4OLFixgxYgQCAwPh7e2Nzp071+iHtZKtOUSV4TMKREdHGyUpAFCnTh10794dp0+fNuuc9oKJClEVvvrqKzRu3BiPPPKIrP0nT56MefPmoX379vh//+//QavVYvHixSYXEjt//jxiY2PRt29fvPvuuwgICMCECRNw8uRJAECPHj0wffp0AMCcOXOwfv16rF+/Hs2bNzec4+zZs4iLi0Pfvn2xdOlSREVFIT09HY888giSk5Px7LPPYuHChSgoKMDjjz+OrVu3WuC7QmQ/+IxWLC0tDXXr1rXY+RQhiKhC2dnZAoAYMmSIrP2PHTsmAIjJkycbbX/ppZcEALF7927DtkaNGgkAYv/+/YZtGRkZQqPRiBkzZhi2bd68WQAQe/bsKXe9snPs3LnTaPsLL7wgAIgffvjBsC0nJ0dERESI8PBwodPphBBCpKamCgBi7dq1sr4+IYS4ceOGACDmz58v+xgia+EzWrH9+/cLSZLE3Llzq32sPWGLClElbt++DQDw9fWVtf+OHTsAAC+++KLR9hkzZgBAuWbdFi1aoHv37ob3QUFBaNasGS5evCg7xoiICPTv379cHB07dkS3bt0M23x8fPD000/j0qVLOHXqlOzzE9kzPqOmZWRkYPTo0YiIiMDMmTNrdC6lMVEhqkTt2rUBADk5ObL2v3z5MlQqFZo0aWK0PTQ0FP7+/rh8+bLR9oYNG5Y7R0BAADIzM2XHGBERYTKOZs2aldte1hx9fxxEjorPaHl5eXkYPHgwcnJysG3btnJjVxwNZ/0QVaJ27dqoV68eTpw4Ua3jJEmStZ9arTa5XQgh+1rWmOFD5Cj4jBorKirCsGHD8PvvvyM5ORmtWrWy2bWthS0qRFUYPHgwLly4gIMHD1a5b6NGjaDX63Hu3Dmj7enp6cjKykKjRo2qfX25P1Dvj+Ps2bPltp85c8bwOZGz4DNaSq/XY9y4cdi1axc2btwIrVZb7XPYIyYqRFWYOXMmatWqhcmTJyM9Pb3c5xcuXMDSpUsBAI8++igAYMmSJUb7vPfeewCAQYMGVfv6tWrVAgBkZWXJPubRRx/F4cOHjX5w5+XlYeXKlQgPD0eLFi2qHQeRveIzWmratGnYtGkTli1bhmHDhlX7eHvFrh+iKkRGRmLjxo0YNWoUmjdvblT18sCBA9i8eTMmTJgAAGjbti3Gjx+PlStXIisrC1qtFocPH8a6devwxBNPoFevXtW+flRUFNRqNd58801kZ2dDo9Ggd+/eCA4OrvCYWbNm4dNPP8XAgQMxffp0BAYGYt26dUhNTcWWLVugUlX/b5T169fj8uXLuHPnDgBg//79eOONNwAAY8eOZSsNKYbPaGnitWzZMnTp0gXe3t745JNPjD4fOnSoIaFyOEpPOyJyFH/88YeYMmWKCA8PFx4eHsLX11d07dpVfPDBB6KgoMCwX3FxsViwYIGIiIgQ7u7uokGDBmL27NlG+whROm1x0KBB5a6j1WqFVqs12rZq1SrRuHFjoVarjaZBVnQOIYS4cOGCiI2NFf7+/sLT01N07NhRfP3110b7VGfqo1arFQBMvkxNyySyNVd+RsePH1/h8wlApKamVnq8PZOEqMaIICIiIiIb4hgVIiIisltMVIiIiMhuMVEhIiIiu8VEhYiIiOwWExUiIiKyW0xUiIiIyG4xUSEiIiK7xUSFiIiI7BYTFSIiIrJbTFSIiIjIbjFRISIiIrvFRIWIiIjsFhMVIiIislv/HzVc4VoqV1C9AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(summary_bars=[0,1], contrast_bars=False, swarm_bars=False,\n", + " summary_bars_kwargs={\"alpha\": 0.2, \"color\": 'black', 'span_ax': True}\n", + " );" + ] + }, + { + "cell_type": "markdown", + "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, + "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);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Delta text kwargs can be utilised via `delta_text_kwargs` in the `plot()` function.\n", + "\n", + "The relevant inputs to `summary_bars_kwargs` are:\n", + "\n", + "- `'color'` - Color. If color is not specified, the color of the effect size curve will be used. \n", + "- `'alpha'`- Alpha (transparency)\n", + "- `'fontsize'` - Font size\n", + "- `'ha'` - Horizontal alignment\n", + "- `'va'` - Vertical alignment \n", + "- `'rotation'` - Text rotation\n", + "- `'x_location'` - A string ('left' or 'right') to specify which side of the effect size curve to plot the text\n", + "- `'x_coordinates'` - Specify the x-coordinates of the text\n", + "- `'y_coordinates'` - Specify the y-coordinates of the text\n", + "- `'offset'` - Am x-axis coordinate adjuster for minor movement of all text\n", + "\n", + "Otherwise, pass any keyword arguments accepted by matplotlib.text.Text, as a string. " + ] + }, + { + "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.mean_diff.plot(delta_text=True, delta_text_kwargs={\"color\":\"red\", \"rotation\":45, \"va\":\"bottom\", \"alpha\":0.7});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`'x_location'` can be used to specify the side of the effect size curve where the text should be plotted. The options are `'left'` and `'right'`." + ] + }, + { + "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.mean_diff.plot(delta_text=True, delta_text_kwargs={\"x_location\":'left'});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`'x_coordinates'` and/or `'y_coordinates'` if you would like to specify the text locations manually. " + ] + }, + { + "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.mean_diff.plot(delta_text=True, delta_text_kwargs={\"x_coordinates\":(0.5, 2.75), \"y_coordinates\":(0.5, -1.7)});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`'offset'` to adjust the x location of all the texts (positive moves right, negative left)." + ] + }, + { + "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.mean_diff.plot(delta_text=True, delta_text_kwargs={\"offset\":0.1});" + ] + }, + { + "cell_type": "markdown", + "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, + "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", + "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, + "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", + "metadata": {}, + "source": [ + "Adding jitter can help to visualize the data better." + ] + }, + { + "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.mean_diff.plot(horizontal=False, slopegraph_kwargs={'jitter': 1});" + ] + }, + { + "cell_type": "markdown", + "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, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paired_delta2.mean_diff.plot(gridkey_rows='auto');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Gridkey kwargs can be utilised via `gridkey_kwargs` in the `plot()` function.\n", + "\n", + "The relevant inputs to `gridkey_kwargs` are:\n", + "- `'show_es'` - Whether to show the effect size in the gridkey\n", + "- `'show_Ns'` - Whether to show the sample sizes in the gridkey\n", + "- `'merge_pairs'` - Whether to merge the pairs in the gridkey (paired data only)\n", + "- `'delimiters'` - Delimiters to use for the autoparser. E.g., [';', '>', '_']\n", + "- `'marker'` - Marker to use for filling the gridkey" + ] + }, + { + "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\", \"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", + "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, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group_paired.mean_diff.plot(delta_dot=False);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Delta dot kwargs can be utilised via `delta_dot_kwargs` in the `plot()` function.\n", + "\n", + "The relevant inputs to `delta_dot_kwargs` are:\n", + "- `'color'` - Specify the color of the delta dots. If color is not specified, the color of the effect size curve will be used.\n", + "- `'marker'` - Marker of the dots. The default are triangles ('^')\n", + "- `'alpha'` - Alpha (Transparency)\n", + "- `'zorder'` - Zorder (the layering relative to other plot elements)\n", + "- `'size'` - Marker size\n", + "- `'side'` - Which side to plot the delta dots. The options are `'left'`, `'right'`, or `'center'`. This functions like the `swarm_side` parameter." + ] + }, + { + "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_paired.mean_diff.plot(delta_dot_kwargs={\"color\":'red', \"alpha\":0.1, 'zorder': 2, 'size': 5, 'side': 'center'});" + ] + }, + { + "cell_type": "markdown", + "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, + "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);" + ] + }, + { + "cell_type": "markdown", + "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'` - Linestyle\n", + "- `'linewidth'` - Linewidth\n", + "- `'zorder'` - Zorder (the layering relative to other plot elements)\n", + "- `'color'` - Color. Default is 'dimgray'\n", + "- `'alpha'` - Alpha (transparency)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "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\": \"-\"}); " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Baseline error curve\n", + "\n", + "In DABEST **v2025.02.28**, we introduce a new aspect to the contrast axes: the baseline dot and error curve. \n", + "While the baseline dot is always present, the error curve can be turned on by setting `show_baseline_ec=True` in the `plot()` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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