diff --git a/cluster_experiments/power_analysis.py b/cluster_experiments/power_analysis.py index 8200de3..4a0c120 100644 --- a/cluster_experiments/power_analysis.py +++ b/cluster_experiments/power_analysis.py @@ -1,6 +1,15 @@ import logging import random -from typing import Dict, Generator, Iterable, List, Optional, Tuple +from typing import ( + Callable, + Dict, + Generator, + Iterable, + List, + Literal, + Optional, + Tuple, +) import numpy as np import pandas as pd @@ -655,6 +664,20 @@ class NormalPowerAnalysis: ``` """ + VALID_AGG_FUNCS = ( + "sum", + "mean", + "median", + "min", + "max", + "count", + "std", + "var", + "nunique", + "first", + "last", + ) + def __init__( self, splitter: RandomSplitter, @@ -775,6 +798,13 @@ def _normal_mde_calculation( return float(z_alpha + z_beta) * std_error + def _get_time_col(self) -> str: + if self.time_col is None: + raise ValueError( + "Time column not specified. You must provide `time_col` when initializing NormalPowerAnalysis." + ) + return self.time_col + def mde_power_line( self, df: pd.DataFrame, @@ -885,12 +915,13 @@ def run_average_standard_error( experiment_length: Length of the experiment in days. """ n_simulations = self.n_simulations if n_simulations is None else n_simulations + time_col = self._get_time_col() for n_days in experiment_length: df_time = df.copy() - experiment_start = df_time[self.time_col].min() + experiment_start = df_time[time_col].min() df_time = df_time.loc[ - df_time[self.time_col] < experiment_start + pd.Timedelta(days=n_days) + df_time[time_col] < experiment_start + pd.Timedelta(days=n_days) ] std_error_mean = self._get_average_standard_error( df=df_time, @@ -971,6 +1002,165 @@ def mde_time_line( ) return results + def mde_rolling_time_line( + self, + df: pd.DataFrame, + pre_experiment_df: Optional[pd.DataFrame] = None, + powers: Iterable[float] = (), + experiment_length: Iterable[int] = (), + n_simulations: Optional[int] = None, + alpha: Optional[float] = None, + *, + agg_func: Literal[ + "sum", + "mean", + "median", + "min", + "max", + "count", + "std", + "var", + "nunique", + "first", + "last", + ], + post_process_func: Optional[Callable[[float], float]] = None, + ) -> List[Dict]: + """ + Computes the Minimum Detectable Effect (MDE) for varying experiment lengths + using a sliding time window, with optional element-wise post-processing + on the aggregated metric. + + Args: + df: Input DataFrame. + pre_experiment_df: Optional pre-experiment DataFrame. + powers: Iterable of powers for MDE computation (e.g., [0.8, 0.9]). + experiment_length: Iterable of experiment durations in days. + n_simulations: Number of simulations to run (default = self.n_simulations). + alpha: Significance level (default = self.alpha). + agg_func: Aggregation function applied to the metric in each cluster window. + post_process_func: Optional callable applied element-wise to the aggregated metric + (like `Series.apply`). Must take a single scalar as input and return a scalar. + + Usage: + + ```python + import pandas as pd + import numpy as np + from cluster_experiments.random_splitter import ClusteredSplitter + from cluster_experiments.experiment_analysis import ClusteredOLSAnalysis + from cluster_experiments.power_analysis import NormalPowerAnalysis + + np.random.seed(42) + + # Create a synthetic dataset + n_customers = 10 + n_days = 60 + + df = pd.DataFrame({ + "customer_id": np.repeat(np.arange(1, n_customers + 1), n_days), + "date": np.tile(pd.date_range("2024-01-01", periods=n_days), n_customers), + }) + + p_values = np.concatenate([ + np.full(20, 0.1), + np.full(20, 0.2), + np.full(20, 0.3), + ]) + + p = np.tile(p_values, n_customers) + df["conversion"] = np.random.binomial(1, p) + + # Define a post-processing function + def flag_positive(x): + return 1 if x > 0 else 0 + + splitter = ClusteredSplitter( + cluster_cols=['customer_id'], + splitter_weights=[0.5, 0.5], + treatments=['A', 'B'], + ) + + analysis = ClusteredOLSAnalysis( + cluster_cols=['customer_id'], + target_col='conversion', + ) + + pw = NormalPowerAnalysis( + splitter=splitter, + analysis=analysis, + target_col="conversion", + treatment="B", + control="A", + n_simulations=100, + time_col="date", + ) + + results = pw.mde_rolling_time_line( + df=df, + pre_experiment_df=None, + powers=[0.8], + experiment_length=[7, 14, 21, 28, 56], + n_simulations=5, + alpha=0.05, + agg_func="sum", + post_process_func=flag_positive, + ) + ``` + """ + time_col = self._get_time_col() + + if agg_func not in self.VALID_AGG_FUNCS: + raise ValueError( + f"Invalid aggregation function `{agg_func}`. " + f"Choose one of: {', '.join(self.VALID_AGG_FUNCS)}." + ) + + alpha = self.alpha if alpha is None else alpha + n_simulations = self.n_simulations if n_simulations is None else n_simulations + cluster_cols = self.splitter.cluster_cols + results = [] + + experiment_start = df[time_col].min() + + for n_days in experiment_length: + df_time_filter = df[ + df[time_col] <= experiment_start + pd.Timedelta(days=n_days) + ] + + df_grouped = df_time_filter.groupby(cluster_cols, as_index=False)[ + self.target_col + ].agg(agg_func) + + if post_process_func is not None: + df_grouped[self.target_col] = df_grouped[self.target_col].apply( + post_process_func + ) + + std_error_mean = self._get_average_standard_error( + df=df_grouped, + pre_experiment_df=pre_experiment_df, + n_simulations=n_simulations, + ) + + for power in powers: + mde_value = self._normal_mde_calculation( + alpha=alpha, std_error=std_error_mean, power=power + ) + + relative_mde = mde_value / abs(df_grouped[self.target_col].mean()) + + results.append( + { + "power": power, + "mde": mde_value, + "experiment_length": n_days, + "relative_mde": relative_mde, + } + ) + + return results + def power_line( self, df: pd.DataFrame, diff --git a/docs/normal_power_lines.ipynb b/docs/normal_power_lines.ipynb index 67dd406..dd0945a 100644 --- a/docs/normal_power_lines.ipynb +++ b/docs/normal_power_lines.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -60,15 +60,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.06 s, sys: 51.3 ms, total: 2.11 s\n", - "Wall time: 2.13 s\n" + "CPU times: total: 1.3 s\n", + "Wall time: 1.32 s\n" ] } ], @@ -82,30 +82,20 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": 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IGWACNsnLTPgGcBuz26Wfb2W2m/AF00pSfJKawBtLpwEmwYr91WlWTBa7f/3ZAPbp+HpxfaAu3cvP9K9ffLbtgZuOWzDGAV5dOr11fvvYm+oDdZcN9feUSqVKAVZfdbWWfWfs89lgn39j4K+PnZA46bQnF69+1WqlS3xftY11Xl260kU3Bv5651BjksI14hJQ4Hy6js2cBdRja4OKSI65ZVS2xiab27n3G2GTujeABdg32szWmhRQ4ytvuiGfsWbylTe94JY7OgSbID/gK296w6t4OvjKmxYCYa/j6O7Ej3bdAfv6Oh1YnY9CjfWBOs9aqaoToTWB6LutU8y7rVM63tsmAX+vToTOYkjJ4/LbRHoe3LiYzmSvp9s84PN2fOWJb1fLfH4bcBlwB10TxyV9tRBm2XFftI//82OLx3eUYfob8LM8nbtXNwX+enV1InT760xfD/ikPlCnWZMj1IidhCSFqaNLEthuKF2SMjTNzc1TsInf1Gx2wadbKlYBtqEz0dwW2ACbUL4GvJBxe8VX3vRtuqWiBPgPMBP7RlwKPAQcNJwWzEI0Uq/36kQoCPyLzrGprdi/8a71gbp+/4Zui+I4OpO7jvvBfp25bRp2aEZPOloW+7v1lUx2v33bW+tit591S+xwhVLs7ysFtABb1AfqFvT3/GIyUq93yY2R2AIqIjmQbqkop2ur5rbAOtix0C9jE5DL3PvXeuu69pU3tadbKg4BDsOOuXwfW8Tc8+LqMmDn03Up5zHYsap/q06EFjKw5LGnFsUUtlXxm273mV9/AXzQw/aJwHXdjpcGngF2yWPLYhf1gbpXqhOhSmyN0o6aoKePtORTZLCUgIqMcOmWismrmLV2XuCcQwlzx8Bx/e1vsLPluyebawDfAi9ik8x/u/dvDragtptszh7szyL5UZ0IjQHWBdZ3b/6Mr9cHVu7lqevQmRzOZcUksa+vF9cH6lqHGff6wFkAPnwladKtwKleJZ8d6gN1zwJ7eBmDSKFRAioygqVbKrYC5pTwySormVMB83S65eI9fOVNn7iPG2xC0T3ZXAU7saej+/xW975JLZXFrzoR8mE/UPSWYK6FbaFcik0o38dWEHjG/XoWtgU7c9L7UuCw+kCdl8smnge8WGZKZ+40cceTP2r9eOeLtv7Vix7GIyK9UAIqMkK5Yy3vBlZyV9LBcZx1gTnplor/0plsTgW+wo7degGoc++TvvKmfse4SW5VJ0IVwN+xa8F/CUTqA3X/HMDzptM1qcxMMtfDrqyUxtaH7UgwH3C/7vj+857GOVYnQvcB5dhWPQebfB7ucfKJ29J5e3Nz873YagvveRmPiPROCajIyLUGtiVrObdw+MbY5OIJ4I/YZPMjX3mTZiQWmOpEaCXgcWAl7Ov1msCt1YnQAmzJqPXovRVzmnuYL+hMKl/CTh7qSDA/Hkq3d32gbnF1IrQ3ttrBVODV+kCd1uoWkQFTAioycvW24tECX3nTQXmNRIZqP2yZo8zXaoNNIjvW4vyWrq2Wj2d8/359oC4nK1+5LaOa6SwiQ6IEVGQESrdUrAlci12UHNyam45DuzFc6llg0ie3PNE6wC7u7WB6Xu7wTeCn2IRznteTbEREBksJqMgI4k4qOgm4EngVO27wSMcxR7WxXkUJX5xtWPR7T4OU5aoToTLsClG7ZNxmYGeQP4FdHvQsuiah7cC19YG6p/MbrYhI9igBFRkh0i0V6wI3YJOYc4E/uTPWL2hubo5iC9H/ZcYaM9Ra5hF3YtBOwM7Yv1MAu8Tj69iE8zz3/r2OVs3qROgxbMmqydgJP1Hs31lEpGgpARUpcumWCh/wY2wR+GeBLXzlTUlvo5LqRMgcPuOwtSaXTuauz+K/+Dr19UbYte6XYMsZPYEtTv5UfaDu696OUx+ou686EVoV2zX/RV/7iogUCyWgIkUs3VKxIfAXbDmlGuAGlU7yRnUiNBb7d+joSt/5juY7V5tWNpW0k56MbbV8EnipPlA3qML99YG6ZcA72Y5ZRMQrSkBFipBb4zMMXAI8BmzuK2/6yNuoil91IjQZ2BVbYP2p+kDd533suyq2K72jO3177FjNV7Gtm2ces9aRC/ZcZY+7jTHnaG1sEZFOSkBFiky6pWJj4K/AJtiZ0PWq4Tl81YmQH3gUWz/VAZZUJ0IH1AfqnnBXDtoIt2XTva/ALiX5NLaA+0XAM/WBuoUdx0ylUtvm96cQESkOSkBFikS6paIU281+IXAfcLivvKnZ06BGlpuxq/uUuN9PAu6vToQeAXbEFoP/ENuNHsO2cr5aH6jT0qQiIoOkBFSkCKRbKrYAbsSufHMicJtaPbNuO1Ys+D4B+Bz4CfBkfaDuEy8CExEZaZSAihSwdEvFGGxJpV8AdwEH+sqbPF1veyRxC7/vAJxAzwXfAc6sD9QtyFtQIiKjgBJQkQKVbqnYDjvWsxw42lfe1OBxSCNGdSK0JnA8NvGsAOZgqwmEAJ+7WxtwjZJPEZHsUwIqUmDSLRXjgF8BZwO3Anv5ypu+9Daq4ledCI0DvodNOvcF3gVuAv7e0bVenQg9BPwIOwu+AfiDB6GKiIx4SkBFCki6pWJHbKvnVOBQX3nT3R6HVNTcLvbvYsfNHoWdYHQbttTSU93XUK8P1N3mPi4iIjmkBFSkAKRbKiYAvwbOwE42qvGVN833MqZiVp0IrUFnF/vGwIPAqcC/6gN133oYmoiIoARUxHPplordgTrs/8f9feVNczwOqSi5KxEFsUnn/kCSzi52FekXESkgSkBFPJJuqZgE/A5b4ufPwLm+8qZF3kZVXNwu9u2wSecx2Jns/wR2B57o3sUuIiKFQQmoiAfSLRX7YGddt2EnGT3qcUhFpToRKgeOxSaemwMPAacDd9YH6hZ7GJqIiAyAElCRPEq3VEwFaoGTsDOsf+krb9KYxAGoToTGAIdgk84DgI+wXeyH1AfqPvAsMBERGTQloCJ5km6pOAi4DlgEVPrKm57yOKSC53axb0NnF/s44HZgL6CxPlCX9i46EREZKiWgIjmWbqlYCbgKOBq4ArjIV9601NuovFedCK0KrAt8VB+om9vtsdXo7GLfEngEiAAN9YG6b/IbqYiIZJsSUJEscRPNHwGrAy8D9cChwDXAXGBHX3nTc54FWECqE6EzgCh21SGnOhE6G4gBB2Jrdh4IfIL7O6wP1L3vUagiIpIDSkBFsiDdUrEa8DywGmDc28XYZTR/A/zWV97U6l2EhaM6EdoHuBL7O8K9vwI4HzuL/Q5gJvCYuthFREYmJaAi2fELbMtnWca2tYCf+MqbrvUmpIK1F5DCLnfZwQGeBI6sD9SpFJWIyAinBFQkOyromnwCjPpxnr1Ygu16z5QCEko+RUY3fyw6HTgP2BR4F7g0GY587m1Ukgvd3wREZGg+wrbiZRqDfQEVV3UiNBXYGfvht6N7vd293exVXCLiPX8sOhlIAGHsOPCfAC/4Y9FVPA1MckIJqMgwpVsqtgMOBlozbm3Abdg1yAWoToS2B14A1gGqgOeAr4AXgV3rA3VK1kVGtx9gXx86hueUAasAP/UsIskZdcFLn9ItFTthV5iZhk2mfu8rb2rzNKgCkm6pOBr4K3Ar8HPgOOzEo5eBW33lTaN+KUi3luep2FnvNwOnuasV3elpYCJSEPyxqAE2AoKsmJeUYF9TZYRRAiq9SrdU7AE8gJ2l7MNOHtk23VJxzGhPrNItFSXY2e1nYetTxtzfye89DazAVCdC04A6YH/g5PpA3d+8jUhECoE/Fp0K7A3s597WBZrprI7RIQ28kt/oJB+UgEpfLqMz+QTbHXIU8GvgDa+C8pq7nOYt2LGMB/jKm+Z4HFJBqk6Evgv8E/gW2L4+UPemxyGJiEf8sagP2Bb7YXQ/YCfsa8ODwO+A+4APsMvrHgcsw3bF3w/ckPeAJeeUgEpfVmfFccKOu31UJqDplorvAHHs7yHgK2/SuMVu3C73MLa259+AcH2gTuvdi4wy/li0HNgXm3TOxI7nfAG4F1u67qlkOJLq9pwTgL9jK4t8CNyTDEdUD3gEUgIqfXkOWIOu9RoNMMmbcLyVbqnYF9ui9zhwnK+8aaHHIRWc6kRoOnZM7EzgpPpAnWa2i4wSLd8sKv1gwXx+9ejDp324YP42wFbYVeDuB84A5iTDkbl9HSMZjjjYoV8P5Dpe8ZYSUOnLqcAO2ILqy7DXy2PAXemWihjwC19504hv2Uq3VBjsi+cV2GEJv/SVN+kTeTfViVAAm6B/g+1yf8vjkEQkx/yx6Aa43eo+zD4+n2F8aekW2NeCE4GX1YIpPVECOkSpVGoNbOvgyLXy6/i+PvB+0s37UrrVX5yynV51Jvz4A7PorIBpnfMrMIe3fX32hc6kS14cxFE37rhPpVJ97lgQ2j8t8/lWO4/0vH0p2/H89JS/3A9s3V4MsWeYPn36xEWLFjF58uStUqnU4mweu81p57dvX3Y0cMb0sun/OWODU2vXHL/mhFQqtW02z1Okiut6HyFyeb2Pdq/N/Xz8Nc8/u/2bX8zb+Ysl3+4MrDWmpOTTVcZPeHKmf4M/h7+7w88mjRl7JfAWtsds60K79svKyl7wOgYB4zijejLzkKVSqQuBC7yOI9d884M4Yw/BGf/Drg84izGLr8Qsux1n3FE4E84AM9GTGHMmPQ/fotMh/TnpyX+E0k29jqjgLG5bzE0f/Y03Fr3F8Wsfw44r7eB1SCIyQK3t7SS//gpjDBtMX4lS34qlwR3H4a0vv+Dxjz/k8Y8+5MWWzyj1+dhhzbXYde11qVx7XdadOhVjuk9eL1xlZWXFE+wIphbQobsOOxllxDLf/ml90/7eHQ5l3wM+6frgRJxJvwRn8fZm6R2/MkvvwBmz76+dyZc9289hN8bOID8W+wm5IJnFl25qlv4zihn7mTPx4hpKN/3K65iGo62tbeKiRYsemzx58m6lpaVZaRG65ePbNnv8y8bLfMb3zUGrH/DzHVfa4cNsHHeEKYrrfaTJxfU+0tS99Pxaf3jm6Wta0+1rAowrKX3vot33/OmhG23yxZz335t2y6uv7Pje11/t9NXSJTu1pdMrjy8tfWe1iROfOmCD7zx5emCnl9aaMqWnZk1d7zJgagGVXqVbKi4Avucrb+qzKzXdUjERuBQ7ZvQ64Oe+8qYe1/R2u2WfB7Yr1G6QdEvFMdjalbcAp/jKm5Z5HNKwNTc3TwEWAFNnzJgxrMlT7iz3M4DLsROOzqgP1C0ZdpAjUDFc7yNRNq/3kcgt/P468B06G6LagM+Az4HtsKuUzcGWR7o/GY4093dcXe8yGGoBlb7MwiZhffKVNy0GTk+3VNyBTUgOTLdUnOwrbyqqWYxucflLsYXlzwSuHu0F97urToRWAm7ELkpQXR+o+4fHIYnI4K0EbNJtWymwNvbD9ynA88lwpD3fgcnooQRUepRuqdgU2AyYPdDn+MqbHk+3VGyFLVR/X7qlog44y1fetCBHYWaNW1z+H8COwH6+8iat4d5NdSK0I3Zm63zsLPe3vY1IRAbLH4uOBQ7t5eGlwMVuKSSRnFICKr2ZBbw42ELrblmmSLqlogHbUvZauqXih77ypntzEWQ2pFsqKrDjeduwxeXf8zikguJ2uZ+JLUFVB5ypLneR4uKPRWcAPwZ+BIzFdsFXYFe4A0gBMSWfki9KQKU3A+p+742vvOnJdEvF1sBFwH/TLRX1wM9Y+fUshZcd6ZaK/bCteo9ii8v3OHZ1tHK73G8C9gR+UB+ou9XbiERkoNyxnjsDpwFVQBO2esvNQCtwCXZ55TR2+NRvvIlURiMloLKCdEvFJgyy+70nvvKmJcDZGa2hr/sWhS9PT45lIcrhcYvLn4mdSPNb4AIVl++qOhHaCbgN+BrYrj5Q1+RxSCIyAP5YdBxwNDbx3Arbw7Mf8HC3Fs6z3JtI3ikBlZ7MAl7K1jrnvvKmZ9ItFdsCv6L1wahZdC7O2IOmULZnNg4/aOmWinHY2fqzgGN85U23exJIgapOhHzAz7CJ+V+wXe5LvY1KRPrjj0XXBn4C/B/gw/7/PSwZjnzgZVwiPVECKj2ZBWS1q9VX3rQUOK9t/sWvm9QzN5tF/5udXtR2sq+86d/ZPE9/0i0VM4A7gRnALr7ypsGs4jTiVSdCK2O73HcHjqsP1P3T24hEpC9uN/tu2NbOQ7FjO88B/pEMR0b8UslSvJSAShfploqNgc0ZZvd7b5yJ577pOK34Fhz2L9rfvyPdUjEbCPvKm77IxfkypVsqvgvcBSSB7X3lTXNzfc5iUp0I7Yztcv8S2+X+jschiUgv/LHoBGzB99OATYF/YcujPa6JRFIMlIBKd7OAl33lTblLPswY0tPuvrbky83+jDs2NN1S8VNfeVNDrk6Zbqk4Dtsd9TfgVF95U2uuzlVs3C73CLYG6vVARF3uIoXJH4uuh63TGQLasf9nD0qGIx97GZfIYCkBle6OIMvd773xlTe9mG6pCGC7i25Lt1T8C5scZq1l0i0u/zvsyj1nANeouHyn6kRoFaAe2BU4tj5Qp/GwIgXG7WbfC9vaGQRexI7Tvi0ZjujDohQlJaCyXK6733vitkRenG6puIvO1tBTgduHmyimWyqmYZPpALa4/EPDDHdEqU6EdsF2uc8Dtq0P1GVl0pmIZIc/Fp0EHI9d5rgCuAOoBJ5SN7sUOyWgkin33e+98JU3vZJuqdgROBv4O3CE2y3/+VCOl26p2AhbeqQV+K6vvCmZvWiLzyMLH524y+SdKTNlHV3uZ2FrAF4L1KjLXaRw+GPRDbHd7CdiVye6DrhuIOuxixQLJaCSaRa2KLsnfOVNKeCSdEvFv7GtoW+kWypOA24dTGtouqXiAGzL58PAD0ZzcfnqRGh13FaT+xY+gA/fbUAJsBNwdH2gLm+t3SLSO38s6gP2xXazHwA8i235nJ0MR5Z5GZtILigBFWB5i+EWwOFex+Irb3ot3VKxE3ZizF+BI9MtFT/2lTd91tfz3OLyEeyYz0uAi0ZzcXl3Cc1/A9t2bEuTPgD4CnW5i+SVuxRmOZBMhiPzM7ZPAaqxyeb62EaAHZPhSMKLOEXyRQmodJgFvOIrbyqI1W585U1twGXploo4Ngl9I91ScTrw955aQ93i8jcAhwFH+cqb7shrwIVpNWCHHrZPALTevUgeuBOIrsB+OAZo9ceiJwLPY5POE4BFwJ+B65PhyJCGHYkUGyWg0mEWUHAzoH3lTW+mWyoqsTPYr8O2hv4MO1Z0T2ABcA1wMrZ1YRdfedNL3kRbcHobtqDJCyL5cwL29avDGOAW9+snsK9ddybDkVR+wxLxlhJQ6eh+3xKbhBYcX3lTOxBNt1T8B9sa+jo2ieq4fq8H3sRONlJx+U7zgKeBHTO2tQK31gfqlISK5Mf+2HHXmdqB2mQ4co4H8YgUBCWgAgXW/d4bX3lTU7qlIoJNqrr7VsnnCnzYhHMBMMVgTAm+hjbaT/U4LpERy+1y/w6wHzb53LeH3dqBt/MZl0ihUQIqYBPQYpkNPRHb+mm6bZ/iQSyF7nzsxLKtTlrlhEX+set9WWJKfjxjxowlXgcmMpK4E4n2ojPpXA94B7gP+Dl2DKhxb23YD4X/8SJWkUKhBHSUS7dUVGC734/wOpYBegVYgp1I06EVeMCbcApTdSK0D/BL4ND6QN2Hzc3NStBFssQtmbQ1nQnnzth6nQ8BlwP3JcORZMb+rwB/ANYAXgNCyXDki/xGLVJYlIDKLOBVX3lTUXQH+cqbvki3VHwfuBObhBrgSWxhdQGqE6EZ2EkO0fpA3d1exyMyEvhj0dWw3en7uferAS8B9wIXAE8mw5HWnp6bDEcewK4yJyIuJaBSTN3vAPjKm+5Pt1Ssi31BX4Advzpq631mqk6ESrFF+JuwXfAiMgT+WLQMu2BDRyvntsAXwP3YD7z3J8ORFu8iFCluSkBHMbf7fSvgKK9jGSxfedOXwKNex1GALgI2BbauD9SprIvIIPhj0fWxCed+wN7YXpansD0uPwJeSIYj+rArkgVKQEe3ju73t7wORIavOhE6ADgHOLA+UPep1/GIFDp/LDoB2IPOVs4K4CNst/oJwIPJcGSBV/GJjGRKQEe3out+l55VJ0JrA38HLq0P1N3ndTwiXvDHoiXAmSXGHLDbmmvx3vz5Ozxy0v/NyXjcAJthk839gF2xVTUewS5ocR/wdjIcUZ1ckRxTAjpKpVsqvkORdr9LV9WJUBlwG/AqcKG30Yh4w00ubwKObHecskc++RgH7vXHoocDZXR2ra8JvIFt5bwCeDwZjqg0mUieKQEdvWYBr6n7fUS4FNgA2KY+UNfudTAiHqkAjuv4xm3C9GHHb87Hlmq7EFsi6eN8ByciXSkBHb3U/T4CVCdChwBnAvvWB+o+8zoekXzyx6Kl2El3AeCQXnabB8xIhiNteQtMRPqlBHQUcrvftwaO8TgUGYbqRGg9oB64uD5Q95DH4YjklNvFvh422fyue78ddqb6B8DL2CUuM9ddT2Hrcyr5FCkwSkBHp47u9ze9DkSGpjoRGgP8E3gOuMTjcESyzh+LropNNDuSzQCwCvAlkAAeBi4Dnk2GI3Pd5xyNnYzXVmLM2LTjNDvwEy/iF5G+KQEdndT9XvwuB9YCDtG4Tyl2/lh0IrANnYlmAFgfu+zu88Cz2MQyAbzf2yz1ZDhyqz8WfWHa2LF7RrbZ/s+ffLNop5/vNVNDU6QoGGPWB/6Cvf4nAds4jvOSMeZy4HhgdSDmOM4ZWTrf1sChwOWO43ybjWMOhhLQUSbdUrEh6n4vatWJUBVwKrBXfaBurtfxiAyGO25zM7omm5thl9V9DZtk/ta9f32w3efJcOTt5ubmz4A/A4uzGLpIrv0a8AOHY1f5azLG7INdeetM4BmgOYvn2xq7jOzVgBJQyblZwOvqfi9O1YnQBsBfgfPrA3WPeR2PjF7+WPRA7HKv04GHgJ8nw5Fvuu1jsC2ZmcnmtsB44H1sklnv3r+YDEeUMMpotjHwuOM4y2s5G2M2dr+MOY4zolbhUgI6+qj7vUhVJ0LjgNuBRmwXvIgn3OTzP9hWS4NttdnSH4vOwk4M6kg2vwusjF1DPQHMwY5ZfjYZjnzhQeginjHG7IS9/ncA2oD/AmdgJ9K97+62nTHmeOBD7OS63d3t7cYYgD0dx3nEGLMW8DvsogoTscNUznQc5/lu5/wBtvV0E+Ab7P/DnwB7Aje6u81zj/2h4zjrZfNn7osS0FEk3VKxAXac1XH97SsF6UpgNWC/+kDdiPokLEXnfGyNzQ5jgErgM2xX3vPYN7ob3fsPtbqQjGZu8vkI8D/gSGzS+Bvg39jlYHcC/ga8g+2KX+befohNUndyD/WGMWY6tiHiG+A0bHf9acBDxpjvOI4z1z3nWdjGijrgF9gFGfYCVsUmv7/B/l/e3z3Gstz89D1TAjq6zALe8JU3veF1IDI41YnQUdgXot3rA3VqORKvlfewzQF+DPxVZY9EVvA7bNWSwxzHcQCMMa9ixz3v7TjO/4wx3wLzHMd5uuNJxpgPAbptuwiYBgQyks0HgSagBjjbGDMVu/DC9Y7j/Cgjjn9nHOc998vnHcfJ+/tKQSSgwWBwGnA9cACwCLg8Ho//oYf9jgWuy9hksE3XVfF4/M5gMLgHdixS5mDaS+Px+KW5ibzoHIHtwpUiUp0IbQTcAJxTH6h70ut4ZPTyx6I7A+dgx3U62NfgDsuAuJJPka6MMROAXbDJYYnb3Q02YfwYO1Tlf4M45L7YMmRfGWM68rh24FH3WGBbTCdgWz8LUkEkoNgZWGOxa/SuCzwYDAbfjsfj92TuFI/HbwFu6fg+GAwegF0D+96M3ebG4/GePp2Paup+L07VidB47IeGB7Fd8CJ55U4kOhD4Obab/Q5gV+xM9UrsG18KODIZjrR4FadIAZuOXSDh9+6tu7UHebxVgB2x/++662jVXNm9z+as+azyPAENBoMTsV3D28Xj8YXAq8Fg8AbgJOCePp9s9/lnPB7Pe/mAIqTu9+IUA6YAJ9YH6jSGTvLGLZd0JDbx3Ag7Wz2UDEfecR/fA9vaMhV4WcmnSK/mY3sMLgXu6uHxwXZ/f4VtePtlD491jOP80r2fAXwyyOPnhecJKFAB+OLx+GsZ214CDuvrScFgcGUgiB28m2nlYDDYgv0j3AucG4/Hv8patMVLs9+LTHUidDxQDexSH6j72ut4ZHTwx6LjgROxtQdXBq4F9k+GI11aUpLhSDvw9IpHEJFMjuMsNsY8BWziOM75WTjkA9jezDcdx+mtdNlT2OGIJ2InAvak1b0fl4WYBq0QEtBJ2NlXmeYDk/t53rHAe/F4/KmMbW9hC6u+ie3Ovxb7qf2QbASaqbm5eSx22EDBm25+tt5Yw7atzsY/+aq5eYqXsUybNm1iSUkJ7e3tE+fNm+dpLIXsmrnXbQRcO96M+8Wv1vzF283D/7t1/H+a3NxcsD0yI04xXe9XvfT8tP9+kDzZ2BItzoTSsmsOWX+DulO32mYBQBauwXzS9e6BYrneZ8yYsdCD056FnaX+T+zQwa+xq9nNBG50HOeRQRzrSmwO9Kgx5irgI+zM9h2AZsdxfu84zgJ3stJlxhgfdvKRD1t+6VbHcZ7D5koApxhj7gK+dRzn1WH+nANWCAnoN9guxkxTsZOR+nIinTWsAIjH4y1ARzfQx8Fg8FTg3WAwOCEH3fTnYlcQKHitzvaU8CVfOdc+43Us8+fP7/hSRdR70ZpuZVl6GZuP34xjVjrycrJb87Mgu2JGqmK43r9Y8i3/fOdt7v4gybSxY/nJFltz4HrrM7ak9AKK5DWuD7re86gYrneX6X+X7HIc50ljTCVwETZ3GYO9Ph8E3h3ksb40xuyILaN0GbanYi62R+JfGftdboyZh60DegI2r3rK3RfHcV40xlwInAycjZ0Qtd5Qf8bBKoQEtAlwgsHgZvF4/HV329bY0gQ9CgaD2wCbY9cG7kuazkLJ2fZbimRSyCTzl0ccxt6HjdlT06ZN26qkpOSx9vb23ebPn/+y1/EUmm/TS/ht8+XXttO+wybjN97dGJOtT+qTsS92a9H/hzvJkkK+3n/6yAMbvPXVV6e3ptuP9mHemTp27O9/Fdjpzi1WXrXd69iyQNe7Bwr5ei8EbqvjQX08vnUP2/4A/KGH7S3YxLG/c95It8a6bo9fhE2K887zBDQejy8OBoN3AJcEg8HjsbPgT8a2cPbmROAet8VzuWAwuCd2NYEPgdWxEzjuj8fjWV/ebcaMGR1FYgtauqXCD2xjWHL8jDU86XboIpVKLQbw+XyLPeoGKWjVidBJ2PHPO5+0yQlZa73J6IZcpN97/hTi9e6PRbfHTiyqAh4Hvp/Guef5H50yYia56Xr3RiFe71K4PE9AXadg6xx+hv20+ruOEkzBYPAb4IB4PP64+/0Y4Bh6zvy3wa4ksDJ2fMW92Jp1o9ks4E1fedPr/e4pnqpOhLYE/gScUR+oe8HreGTkcEsp7YV9PdwHiAOVyXBEdWVFxBMFkYDG4/H52ESpp8cmdfu+FVsDq6d9r6RIusXzSLPfi0B1IjQZ+3f6F10XWxAZMn8sWgIcik08t8HWUd48GY7oA6mIeKogElDJDbf7fTvs4GMpUNWJkMGuBAbwI9X7lOHyx6JjsWVazsYWub4BODwZjnzoaWAiIi4loCPb4djSVGrtKGw/wrZS7VAfqNOECRkyfyw6Gfg/4GfAeOCPwNXJcGSep4GJSEEyxqyCzRPedRxnx3yeWwnoyDYLmO0rb1KLWoGqToS2Ba4CflIfqHvF63ikOPlj0VWBMHAqsBioBW5IhiPfeBqYyCjW3vKd7R278tHXwJcG09rPU7LCwRkLrARMNXBASfk7fTVCXQG8gS0LlVdKQEeodEvF+sD29F1NQDxUnQhNxY77vI0+ymSI+GPRacCGwNxkOPJRxvb1gBrsssQfYVs+b0mGI3l5oxOR3rU5zn7YRXHWtFu6tgUZk5typI7T5Tz7lPTSC2qM2R34DlCH7YnLKyWgI9cs1P1esNxxn3XAUuCnGvcpvfHHolXAzbjL5flj0eux1RLOBo4CnseuivLvZDiS9ipOEemqHSfd5wu7myh2pKFDTUedLvcd35mOf3sMwRgzBrgaO1Z8myGeeliUgI5c6n4vbKcBBwDfrQ/UZb1OrYwM/lj0O9gW8szX6h9ix3nej13G75FkOKL/5yIFpp10z9lfH8wK/67IyThq78fvSG573eMc4AHHcV42xigBlezI6H4/yetYZEXViVAAO0YvVB+oe8PreKSgVQJtdH2tNsATyXBkP29CEpGBaHcc3vusodfH/WtU9fJIZ9LYPQntLZ1M9n6eq7Zbg1jmBmPMhtjqOFv3GlweKAEdmQ4H3qaP5UzFG9WJ0HTgdqC+PlDX31KyIqWsODnAAZp72FdECkhbP+2f7X22X3YbL5rdFcUrgXKgyR2HOh4Yb4xpASocx8nLKlZKQEcmdb8XIHfc503AAuyMZZEeuXU8Twd+CbQDaezrtePervEuOhEZiHan7yHZmY873e5XlJ3xoq5/YleK7HAk8APsOvV5KwWoBHSESbdUrAd8l56XKhVv/Qy7HOJ29YG6JV4HI4XHXTLzEOyKbpOxSeiD2IUKtgU+B85OhiOPeBSiiAxQOw5rlH+vx8cc7Nia4bYSdSSivZ0HnNPh065bHGcJsPw9yBizAEg5jtMyzHAGRQnoyNPR/f6q14FIp+pEaGfgd8Bx9YG6Jq/jkcLjj0U3BX4P7ImtDfvrZDjS0RWm8Z4iRSblpMs6Si11K42Ucx3nTTuOr799Hce5Cds7l1dKQEeeI1D3e0GpToRWwXZ53FAfqPun1/FIYfHHotOBC4FTgHuwa7XrQ4pIkWt1nOk+p2txJMywu88HxEk7GCDtMDUPpxsSJaAjiLrfC091IuQD/gbMw3bBiwDgj0VLsSWVfo29Pg5OhiP39v0sESkWbZTMXaElKGNDlsZzrnDozHMa43ydpcNnnRLQkeVwoAl1vxeSnwO7ANvWB+qWeh2MFAZ/LLon8AdgXWzr55+S4UjKy5hEJLvaHN8Ax3hmTDAaRAtpR69+70WbCpsS0JFFs98LSHUitDu2devI+kDde17HI97zx6LrY9de/j5wA7BPMhyZ521UIpIL7fSfgK7YQtqZjC5vITVdHlpeCmMgxZkKOSVVAjpCpFsq1gUC2BVSxANud/tO2PpqnwG3An+qD9T1XolYRoU3v5g37tDZt/4Gu277M8B2yXDkJW+jEpFcanOGkv5lPmeFJk4KO6UcHCWgI0dH9/srXgcyGlUnQmXAXdjlNVPY4uEfAmd5GJZ4LNXezj3vvcN5Dz/wL2ApcDxwh5bOFBn52uh3AnoXTi9fQ9e0c6SkoEpARw7NfvdWDbAP9rWhY+WadYDNgRe8Ckq8449Ft59YVlbX7jisO3Vaw7tffxVJhiOq/yoySrQ7Pvqr9LnixKH+0susFqT3lBLQEUDd7wWhkhWXTFwGbI8S0FHFH4uWA5cCJ4wvK7vvjqojt1xj0uS/lJWVKfkUGUXauozktAafcPan74S0kFuklICODIcD76Dudy/NxS6XmNnnUgJ85U04km8Zy2eej/3/uNsT1Sd/C+zvaWAi4omU4ys3dKsDmvU2y55Tzo6tjmOmZfmEWaMEdGTQ7HfvPQKcgP3fb4BW4F3gv96FJPngLp95MHb5zCnAmcBNyXCkPZVKbetpcCLimWVOaYuz/C0BekpDs52Odm1hdTCUzM/yKbJGCWiRS7dUrAPsAPzY61hGq+pE6LvAH4GbganAWsCzwDla831k62H5zN8kw5EF3kYlIoWgzSnpZ4+urZXQWXJpoDJX+HR6TGcLt11KCWjxOxzb0vay14GMRtWJ0JbAfcA/gJ/UB+oK93+7ZI27fOYFwKlo+UwR6UEb/SWg3TnggOkhMc3YI+Pr4p6KpAS0+M0Cblf3e/5VJ0IbAXOw3ew/VfI58vlj0RLs8pm/Qctnikgf2pzBlWFakbN8UoHj/uPAIJtJC/dtSQloEXO733cEfpKrc1QnQpXYMW3TgAeAK+oDdW25Ol+xqE6E1gceBBqBE+sDdWmPQ5Ic88eie2C72bV8poj0q50ShpIAdl1i01m+3tFgu+cLnRLQ4pbT7vfqRGgv4H7szG4D7ApsU50IHTmaW/uqE6E1scnnK8DRSshHDn8suiZ2QtEY4IFkOPKmPxZdD7t85mHAX9DymSIyAANtAV2xNBP0OLvd6fpIseejSkCLW65nv/+OzuQToMw950XA6zk6Z0GrToRWw7YEfwhU1QfqWj0OSbLEH4tuDTwKjMW+1Jf6Y9EG4HtAAi2fKSKDYCchrfj23POKR4NNJ3uYwNTjXoWbpioBLVLploq1sd3vP83haVaj5yJjq+bwnAWrOhFaCTvmcz4Q1Az3EedmYCJ0mTlwBHAscJuWzxSRwUg5vunGdJ2p3ilXBZjco7uHTztMyvKJskYJaPE6HHgPeCmH50gAa9B1hR/HPe+oUp0ITcHOdm4HDqgP1C3yOCTJvgpYYdqqAZ5R8ikig7XMKU35HKfHOe25bpd0HNv2mYaCHSI23Cla4p18FJ8/Ffjc/boVm3wtBG6pToRGTStodSI0AbgbmATsWx+om+9tRJJt/ljUByzu4aE0dpUrEZFBaXdKv2l1ykg5ZaSc0i63VqeEVqeElHtrG+at4zitaXtLOWW0OmW0O2VLvf499EYJaBFyu993Am7P5XnqA3VzsYnXy0AI2ATYDBgHPFudCG2Vy/MXgupEaCzwL2AGsE99oO4Lj0OSLPPHoutjx/WOw7bwpzPuf5EMR77xMDwRKVJtjo/2Xm8ltC9PIH2k3FubY2hzDO30fevYr/N59ljtuDf3PMMvBZU76oIvTvnofqc6ESoFqoBz6wN1N2ds3x24HniyOhGqrg/U3ZHLOLxSnQiVAf/EJt671gfqPvM4JMkit9XzR9gZ7k8DG2NLLP0AO+zkP8lwZLZ3EYpIMWvH18v4z/50FqQ32PGcnaWZzKAmLhVy6SYloMUpX2u/742t/3ln5sb6QN2S6kToB9iW0duqE6FLgItGUi3M6kSoBKjHLnO6W32g7kOPQ5Iscksr1QEBIAJc747z/BB4zMPQRGSEaHd8DK0QvMHJWBHJcczQE8kCHr2uBLTIZHS/n5qH0x0D3N3TmEe3DmhtdSL0OnArsEV1IvSD+kBd0XdXVidCPuA6YF9gj/pA3TsehyRZ0kOr5xbJcOQDT4MSkRFpsAloZiun1XHfbYnOAm7VHIzCHRwgvakCksCLuTxJdSI0Hlt4+x997VcfqLsH20q4GbZLfv1cxpVr1YmQAX6PbWXerz5Q95rHIUmW+GPRdbELK1wB1AAzlXyKSK60uWMwe7ulut3aKKGNEtrxubeOMZ/2+47HV3hen+cY7Hr0+aMW0OKTr+73g7GTMP7X3471gbq3qxOhHbAtoc9WJ0Kz6gN1D+c4vly5BDgZmFkfqHve62Bk+PyxqAH+D6jFlhbbXImniORam2OMyRin6Th0G7aZraZMp8uXmS2khVyIXi2gRSTdUrEWsDOQj4kRxwJ3DrTYuttNfzBwI3B/dSL0U7c1sWhUJ0LnAT/DFpl/0ut4ZPjcVs85QBQ4G7V6ikiepNIlq7elS0gtL41kv+68+bJ0yzimW4oplS7Bnts3zevfQ2/UAlpcOrrfX8jlSaoToenAge5twOoDde3AWdWJ0CvADcBW1YnQacWwXGV1InQGcCHw/fpA3YPeRiPD1a3V81nsWM/3vY1KREaTlFPWsuLWFTsvc9AO2vmNMfOzdPisUwI6RKlUag3sKkF54zMTT8Ss8lh6+v+2aU+lcnaeDSducOj7iz9Y+Icta+enUqltB/v8v2xz7eu3fHzbDx/78vErx5iy7z4975mztpu27dfuwxt33Kdy+DMMxm+brvg+cO7mkzc974wNw58N5WcudNOnT5+4aNEiJk+evFUqleqp4PqI8Y/XXimfMnbsr75Z1rrl5qutdtXfgofdMb6sbHoqlZruQTgFd72PBqPpei8wRXG9l5WV5bQRp0O701Nq2Xe6OZhktOeEs6+dCosS0KH7EXBB3s7W3oJxFtM+5catgBNyeapSU8qeq+7O+JLxzw71GMeufRQHle/Pn5LXrvLPT+54YNUxq7LOhLUzd7ll+JEO39NfPcP7i9/npHVOYOeVd7zM63hypbS0lOnTp8MILjHkOA63v/k6tU8/wWarrsale+7D2lOmngOc43VsFMj1PlqMhuu9wBX69Z6X4WHtwygCv3wefLdIO2fK92KFB3re0xhzPXAQMBn4CrjecZxLBx/p0CkBHbrrgHi+TuZbFD7aYczRlFQEc3meJ758ctW3vnn7nhnjZvwAeGM4x5pWNo2T1ztpzOVN0fN//fale282eZMLztgw/An2xelY4K1sxDxUsff+tOcrC1/9nX/C+lfsvPKOI7KYfoe2traJixYtemzy5Mm7lZaWjrgWodtef7U8+syTv1y0bNnWW6y2+lXXHxicPb6srBA++29MgVzvo8lIv94LmK73DMNJQJdzbDKagxezPwCnO46zxBizNnCfMeZdx3FyusJiJiWgQ1RWVvYZkLeVcdLtr8eAW8rGTMhp18GNH/0tArz30BcP31LtP27Y1/xaZWuyoG3BIcDPXlv0xmXnv3HhXy/e5Ff4jO+tfHWD9KQ6Edof+C1wzgWbnx/1Ko58mTdv3hSAr7/++uUZM2Ys9DqebHHHep6MnWT0ArDZXUcdl/Q2qk4Z3ZCeXu+jzUi93gudrveu+lsGs6dm2K61QDv71fuqATqUN2rHcbo3MKWBDYdwqCHTLPgikG6pWBPYhfzMfj8G+IdbaD4r6gN1Tn2gLgocPHfZ50f/+f3rSC5+f0K2jj9Y1YnQHtj13S9x45Ii5I9F1wHuxX6SPw/YKxmOFEzyKSKjW+/rwHeu0959Rnubu6575nrx7cvXeu95//7O0xtjzG+NMYuBj4CJwM297pwDagEtDlXA+0BO61JWJ0IbA9tik9Csqw/U3XvXx/EfPPnV03fWvvP7G1ud1v3qA3V5TRiqE6EdgbuBPwIX5/Pckh1uq2cIuBK7IMOWyXDkPW+jEhHpqqfkr+e14YexzmbG8QbbOuo4zrnGmPOA7YFDga/72D3rlIAWh3wVnz8GeL4+UPd2rk5wUPkBH+65yu6c+8b5c1vbW5+tToQOz1fR+upEaGvgHuwa7z/PZiuv5Ic/Fl0bW+JrV+zkoj8lw5G0t1GJiKyoLe0rrxnzo14fr01dn7Vz1ZT9X28PXQXEenvQcRwHeNYYsz9wEbYWdl4oAS1wbvd7JXBmLs/jFo0/Brgml+cBmFA6gd9tdsnpp71y5pHYovVnANfkMiGsToQ2wRYkvws4TclncXFbPU/Ctnq+hFo9RaTAtTq+eX09nkoX1FotpcAG+TyhxoAWvirgA3Lc/Q58F/AD/8zxeQAYXzI+XR+oOwubVESB66oToTG5OFd1IrQB8CDwEHByfaBOLWZFxG31/B922MQvgT2VfIpIoUs7Je19Pd6eLulySztDu7WnB7feuzFmujHmeGPMFGOMzxizC/AT4IFh/LiDphbQwpev7vdjgUfqA3Wf5vg8XdQH6v5enQi9jW2Z3KQ6EaqqD9TNzdbxqxOhtbHJ5/PA8e5qTVIEurV6voxt9XzX26hERAamPe3jom9v6mOPzDZAZ3nJpQ49jemEnmuB9nGe0+Nst8IhgBOxXfOlwKfYhqCr+wg269QCWsDSLRUzyMPs9+pEqBQ4Eo+KB9cH6hLYQdBjgGfdsZrDVp0IlWOTz3eBWcWwJKhY/lh0LTpbPX8F7KHkU0SKSdoxg7j5SHeZvW5oS/d069wn3eXW+7G7cxxnvuM4ezmOM91xnMmO42zsOM5l7njQvFELaGGrAj4EnsvxefYEpgN35vg8vaoP1DVXJ0K7A9cDT1YnQtX1gbohJ97VidDK2DGfc4Hv1QfqlmYpVMkht9XzBOD3wKuo1VNEilTPS3EOjNNtZvyQ58kX8GwHJaCFLZ+z3/9XH6jLawmG7uoDdUurE6FqbHfrrdWJ0JbABYMds1mdCE0F7gOWAQfVB+q0EkoB8seiO2AHvb8PPA2sif0Asge2rmdMM9xFpFgNZiWkwb7JF9T0pSFSAlqg3O73SiCSy/NUJ0LjsS2toVyeZ6Dc2enR6kTodeA2YIvqROj4+kDdooE8vzoRmgj8FxgL7FEfqFuQu2hlKNxWzmuBHwKt2KEXjcCWwGvAVslw5B3vIhQRGb6eur87rJhwDjal7HqEYkxIBz0G1BgzzhjzM2PM5rkISJbLV/f7Qe793Tk+z6DUB+ruBXbAri38VHUi5O/vOdWJ0DjsZKbVgJn1gbovcxqkDNUs7Aceg/2gYLB1PePA7ko+RWQkaEubse2O6RzP6XTe7PauYz4Hd+s2XjTzlu7cL5U2g5sin0eDTkAdx1kK/AZYOfvhSIZZwB156n6/sz5QtyTH5xk0tyD+jsDH2MlJe/W2b3UiVIadrPUdYO/6QF1LfqKUIdgO6F6NIAXMS4YjqlIgIiNCm+Ob3JY2pDqSz7Rv+a097aM9bbJ083W9Oe4504Z2xzfZ699Db4Y6C/4lYNMsxiEZ0i0Va2C733M9+30atgX0H7k8z3DUB+rmAwcDdcB91YnQqW7RfDLuS7Br2G6HTT4/9ihcGZgvWfG1Jw184UEsIiI5kU77vmjrUuuzM0nskowOYD33fteV73JMe762dAnptJnv9e+hN0MdA3o6cIsxZh7wP8dxvs1iTGK73z8Cns3DeeZjC7QXLLd259nVidArwF+AnasTofWAQHUi9C3wDrAOsHt9oE4FygvfUuxrTztQgm39XID9kCEiMiKkHTOwyUXuTh3jOHur/7nC03qoB7qiwh0dOtQE9CHsxIF/AhhjvqXr78BxHGfqMGMbzfLZ/X5bfaCuLcfnyYr6QN3N1YnQB8Aj2BY0A0wGtgV+Vx+oe8O76GQg/LHo2cCl2PWGt8SO8X0bOD8ZjmRtAQIREa+lHd+gZ7cDyzPL7gnpigln/8ll4aafQ09Aowy+aoD0Id1SMQW4CNgJO/nmj7k8X3UiNANb//O8XJ4nBxxsq1l3BwHn5jkWGSB35vvlwGnA4clw5C5vIxIRya30kNd6t89zlqdZw6knWriGlIA6jnNhluMY1dItFeOAx7GtQR3rod+Ubql42VfelKsZwUdh6y8mcnT8XCnF/p/q/j9SJcUKlD8WLcUOnTgM2D8ZjjziaUAiInnQVxmmnmQWje/aBjqwJTp7PuigQsirYb9pG2PWBtYGXnYcRwW/hyYIbAKUZWwbi+2m/EmOznkM8A+37mYxeQGYh63C0NESmgJu9ywi6ZU/Fh2Pree6I7bE0osehyQikhf9JaArJpzQf2tn1zXjB5WMFpghrwVvjPk/Y8yn2FqVjwMbudv/ZYw5PUvxjRarAt3HYZYCa+TiZNWJ0EbYGeMFO/u9N25B+plAc8bmG7GlwaSA+GPRqcC92LGelUo+RWQ06a98UuYa8M7ym+nnZvdbvnZ8P+doay/cDHVILaDGmDOAy4ArgQeB+zMefgQ7ieaqYcY2mrwAjOu2LUXuusePBl6sD9S9maPj51R9oO4VdxZ8ObBooKskSf74Y9FybPJZAuySDEea+3mKiMiI0p425blP//pebcmBaTkPYYiG2gV/GvBrx3F+Y8wKVfbfxm0NlYHxlTc9lW6puAA7CakV+3d5DKjN9rnc2pnHAtdl+9j55K4Pr6SmAPljUT/2Q+nnwMHJcORrj0MSEck7J+1rSee5SJLT7QtjmJ/lU2TNUBPQNYEne3ksBUwa4nFHLV9506/TLRX/BTYHWoAHfeVNuVgVZntgA+y4PJGs8seiWwL3YVv1ZyXDEdUIFpFRyXEM/aWYuZ6E4RTwLI+hJqAfAgF6LmC+A9A05IhGMV950wvYN+5cOgZ4tD5Q90mOzyOjjD8WrQTuBv4DnJQMR1IehyQi4hnHMcPLMHvKXQs4oRysoU5CugE43xgTAqa428qMMQcBZ1Hk3bsjlbtk5VEU4eQjKWz+WPRgYA52Qli1kk8RGe2ctG2BHPIt3cNtCMcpVEOtA1prjFkHuJ7OZPMJ9/4ax3GuyUZwknV7YssXNXgdiIwc/lj0B9hlNC8AfpsMRwr4JU9EJD+cQdYB7XxiL9sLd0L7kAy5DqjjOGFjzFXA3sAqwFfAg47j5KpwugzfMcA99YG6r7wOREYGfyz6M+wKRz9NhiPXex2PiEihGHACOtCP7N33K/KEdFiF6B3HeQ94L0uxSA5VJ0LjgCrgh17HIsXPXVrzEiACHJUMR+7wOCQRkYLSa/d3l+3DyCKdbgcrsoR0qHVAX8WWCXoMeMxxnM+yGpXkwoHYMb93ex2IFDd/LFoC/BlbT/bAZDjyoMchiYgUnHS7WdkYm4jmbsWijANnrqzkntNxmJyrMw/XUFtA7wZ2A04GSo0xSexqSB0JaTJL8Un2HAv8qz5Qp7I4MmT+WHQccAv2//+eyXDkOY9DEhEpTGmzpCMnXKExNJetlU6Xu9YcnmlYhjoJ6VwAY8w4YGdgV+wb0tXAeGNMs+M4a2ctShmW6kRoGnAQcKi3kUgx88eiU4C7gA2xS2u+7W1EIiIFzDG9N/hkezxnr+NInWXDPHLODHcM6FJjzFPYX10pMBFbH3RqFmKT7Pk+sBB4wOtApDj5Y9HVgHuA8cDOyXBEdWRFRPoymFnwQ60d0vG8Xk9VuANDhzoG9ABsi+fu2JV1vgEagdnYZTpzXUxdBudY4J/1gbo2rwOR4uOPRdfFLq35NbBvMhz50uOQREQKXzpLxzH0n6AWYfG7obaA/hdYAvwF+BHwmuMUcrnT0as6EVoD2Av4pdexSPHxx6KbYZPP14CqZDjyjcchiYgUhSHXAV3hQNk5TKEZ6kpIfwLeBU7FdsvdYoz5sTFmk6xFJtlyJPAB8LTHcUiR8ceiO9E5ufAQJZ8iIoPgDOKW7nozaTBp4966PT6I4xZy0+CQElDHcU5zHGcr7Ko6PwU+BU4EXjLGfG6MUU3AwnEM8I/6QF0BX4ZSaPyx6P7YMcP/AI5NhiMFO5NSRKQgpc3Ab07Xm+OYjOU0uz0+mOO2F+4Y0KG2gALgOM584H/AncC/gASwKnbSi3isOhH6DvBdtPa7DII/Fj0a+A92haPTkuFItkYyiYiMHo5jBtUKmoNbT+mnMWasMeYvxpj3jTGLjDGvG2OOyf4voG9DnYS0J3YS0m7ADtiZsZ9hu+tOAR7NVoAyLMcAL9cH6t7wOhApDv5Y9FTgD8DpyXDkTx6HIyJSvNp9qw9oAlGu2HNP6+GRUqAZu5T6+8AuwH+NMe87jvNUvsIb6iSkB7HjCh/DFqV+1F2Wc0iCweA04HrgAGARcHk8Hv9DL/s6wLd0/kkfj8fjB2Q8fjhwGbAG8BRwUjwe/3CosRWr6kTIYBPQv3gdixQ+d2nNC4FzgeOS4cht3kYkIlLcjEPLgGbCZ6uXvKdE1zB/hd0cZzHwq4xNjcaYJ7B13Qs+AV3HcZxs1gG8GhgLrAmsCzwYDAbfjsfj9/Sy/3bxePyt7huDweAmwE3AYdjW2EuB27GttKPNtkAFoERC+uQurflHoBo4OBmO3O9xSCIixc8xA2j9dLruM5hkNEtryhtjJmJLal415IMMwVAnIX0CYKyNjDE7ufeD/g0Eg8GJwCzgF/F4fGE8Hn8VuAE4aQihHQfcG4/H74/H40uwGf5WwWBwsyEcq9gdCzxWH6j72OtApHD5Y9Gx2DHCRwJ7K/kUEckOkwbj9HczXW79TU7q/ljnc3s5fj8tsMYYH7bh7llsyb28GfJKSMaYn2ITvFUzNs81xlzsOM6fB3GoCsAXj8dfy9j2ErYVszcPBYPBEuA54Ox4PP66u31z7C8RgHg8vigYDL7nbn99xcMMXXNz81hsq23B+SzV4gOOnuAb/7vm5uYpXseTadq0aRNLSkpob2+fOG/evIKKbYSb3HHf3NwMwN/fen1iiTE3px1n401WWnn/6/fa9+1Cu16Kna53z6xwvUvuFcv1PmPGjIV5OZEDsyv36PXhWY2PrLBthVa8AY4f7eM8VwGxnh5wGw2vBWYA++W7nvtQJyH9H7bb/Fbgn8DnwOrYVpSrjTEpx3EGOvZwErCg27b5dL6AdLcHdozCWODnwP3BYHCTeDy+0D3W/EEcazjOBS7IwXGH7dv2bymhhJ+tfsYfsBNKCsb8+fM7vnzMwzBGs08A5i9bxmOffsqMiZP4/a57Uj5xYsLrwEYiXe+e05KxeVRE13t+ahMNZfWi/p6Tpcjd5PNPwNbAPo7j5L3O81BbQM8EYo7jnNFte9wYMw+oYeCTX74Bun9SmoqdjLSCeDzeMcO+FTg/GAwejx04e697rO7r0Pd6rGH6LXBlDo47bDd98fergVUmlkw4yutYups2bdpWJSUlj7W3t+82f/78l72OZxSZjH0zXuvsJx6d8vRnzXdhzDf7r7Pe4eUTJ2ppzRzR9e6Z5dc7uXn9lx7oeu/K9JNMmo5ySYPRff+hJ6RXAzsCezuOk58W4W6GmoCuD9zdy2P/BX48iGM1AU4wGNwsoyt9a+zSfwORpvNP8Jr7XACCweAkYINBHGvAZsyYsQxYlu3jDld1IjQOCAI/zls3wyCkUqnFAD6fb3EhxjfS+GPRMuAiA0euM3kKc7/99owl7W1HAu/gOIde/b3D9OacQ7revZHR7b5Iv/f80fXeTdpwxCN9VaXMQnOmm5D2eh6H09/bbruuZzVmXewiQsuAjzOm71zqOM6lww9qYIaagH4G7IRdKaW7Hd3HByQejy8OBoN3AJe4rZnrAidjV1bqwp1MNBZ4BRgDnI2tQdpRNuBm4NlgMLgP0AhcBLySkdiOBgdg/67/8ToQKQjXA8c4MObDRQvB9k68BhyYDEcK7gOUiMhIYdKU56mzv3cO01fY5Dgfkq9hCH0Y6kpIdcCvjDG/McZsbYxZwxizlTHmN8D5DL725ClACpu4zgF+11GCKRgMfhMMBnd191sNO2N3AfARNtndLx6PzweIx+NvYhPX64GvgG2AI4b4MxarY4B/1QfqFnsdiHjLH4tOBU7AfljLtI6STxGRHEszl3bo9dZ9jfds3TLOYdIr1gEtFENtAb0EmAachZ2M06EN+KPjOJcM5mBuAjmrl8cmZXz9MLBxP8eaDcwezPlHiupEaCpwCFoKVazeJt+N98eiJhmOeLU+h4jIiGecfsrQZ/sVuON4JnNTfme2D8agElBjzKbY8Z3rY5dxOg5YDEzHtjgmHMfRhAbvfB874L6noREy+jRjexXWyNiWAp5U8ikiklv91eDs45ld7lbQX06Z8bDn/ex9GHACaoypxCY2ZcA8YGXsWM1THMe5NjfhySAdA9xeH6hLeR2IFIRy7EvRMtyatQbed+wiBSIikktD/pjvDPP5WQghDwbTAnoR8BZwiOM4HxtjpgA3Ar/BFjIVD1UnQuXA3tj1vGWUc8d/3gO8C2yxzuQp257/3R3nfLV0yc5HbB9QL4WISI4ZZ4jtjz2v6T60GAq4DXQwCegWwI8dx/kYwHGchcaYCJA0xqzdsV08cyR2YtZT/e0oI5s/Fh0H/Bv7kvW9ZDgyv7m5uaPQvFrHRUTyYYhd8D2mjE5ht2YOxWAS0FVYcVWJjzMeUwLqrWOAW+sDdSPtGpVB8MeiJdhyZOsDOyXDkfneRiQiMjr1V4h+0McbypMKOCMY7Cz4Av5RRq/qRGhDIACEvI5FvOOPRQ12zd89gMpkOKJFsEVEvJJm3PKssYfsKVud4z0mZp3nHWq1o5wbbGAPG9PjvK7Hu213HMfpviSm5M7RwCv1gbqsr/gkReUX2Dq4eyXDkbe8DkZEZDQzaSb1v1cWztP3wxPzEcNQDHYSkhSY6kTIYGc13+h1LOIdfyz6Q+AC4NBkOPK01/GIiIx2Js0XA9sxCyfrvX96QRaOnhMDTkAdx1ECWpi2ATYCbvM6EPGGPxb9HvBn4ORkOPJfr+MREZFBjAHtvt9AE9IiHxRZsGMDZMCOARrrA3Ufeh2I5J8/Ft0F++Hj/GQ4cpPH4YiISIehJoi9JaRFnnB2pwS0iFUnQiXY8Z+/9joWyT9/LLoZcDdwPXCZx+GIiEiGYc+CH2rLaJFQAlrcdgNWA+7wOhDJL38sujZwL3AfcKaW1hQRKTCDfVXub/8e1novZkpAi9sxwH31gbqBDXSWEcEfi66ETTzfBqqT4ciQVxwWEZHcGPpa8P0YTGJbwE0TSkCLVHUiNBY4HDjF61gkf/yx6ATgP8BS4LBkOLLM45BERKQnBZz8FQIloMXrAGAMdslFGQX8sWgpdsLRGsDOyXBkocchiYhIL0yacq9jcGC61zH0Rglo8ToGuKs+ULfY60Ak99xVjq4FdsQmny0ehyQiIn0waVqc/lpBsz2es9v5fIavs3yGrFECWoSqE6EpwCHYLngZHS4GjgL2SIYj73odjIiI9M2k+84vneX/ZD5pkCfpb4nPAh4GoAS0OB0KLAbu9zgOyQN/LPpT4OfAwclw5Dmv4xERkQFw6DMBHFCu2X2nwSaUBTxjXglocToWuL0+UJfyOhDJLX8sejgQw8521wcOEZEiMdxZ8N1bSIeUS6oFVLKlOhFaHdgHFZ8f8fyx6B7ALcDZyXDkFo/DERGRweh3AGhvz7N3KyScBdyaORRKQIvPEcAnwJNeByK5449Ft8JWOIglw5ErvY5HREQGZ2gtoH1kmT0OGi1eSkCLz7HAP+oDdSo+PkL5Y9H1sKscxbFjP0VEpMj0uhRnnznkMBLMImshVQJaRKoToQ2AHYAfeh2L5IY/Fl0Vu8rRy8BJWuVIRKRIpVkZQ/4aLXuaUe8wNU9nHzQloMXlaOC1+kDdq14HItnnj0UnAncDC4DDk+GIJpmJiBQp007vdbpz2VrZNRH9NodnGhYloEWiOhEy2O73v3kdi2SfPxYtA2ZjV63YJRmOfONxSCIiMgzGYemAWz+Hm5D2fp6CbchQAlo8tgY2Bm71OA7JMneVo78A22BXOZrncUgiIjJMg5qENNiC9CNgLpLP6wBkwI4BnqgP1H3gdSCSdb8Dvg8ckAxH3vc6GBERGT7jDO2GA6Qzbt2/Tw/yeN3jMuZUY8xzxphlxpjb8vYL6UYtoEWgOhHyYcd/Xup1LJJd/lj0DOAMYP9kOPKSp8GIiEj2pIfWTJmHyezNwG+wNcVXyf3peqYEtDjsCpRjxwjKCOGPRY8GaoGjk+HIw17HIyIi2dNrGaaerLBvT2nocJdFco/iOHcCGGO2Rgmo9ONY4L76QJ3GBo4Q/lh0JlAPnJEMR/TBQkRkpOkvAe32uOnrwe6PZD5cZPU/OygBLXDVidBY4HDgNK9jkezwx6LbAXcCVyTDkau9jkdERLLPpPFdfdYevT5+6uWPDO24PWy7+uxez3MVEBvSiXJMCWjh2w8Yh12WUYqcPxbdAPgfcDtwvsfhiIhIjph2Vu3z8VG+zIgS0MJ3DPDv+kCd6kIWOX8sujpwP/AM8KNkODICCmmIiEhPTNr5vJ/H3S/yEU3hUQJawKoToclAEDjC61hkePyx6BTgHuBz4KhkONLmcUgiIpJDxoHTL+l9funyvDMLTRGn/+bhbgddfujTn7hzu67nNaYUm/+VAj5jzDig3XGcvBatVwJa2A4FlmBbzaRI+WPRsdgxn+OAfZLhSMEujSYiItlhhliGqetBMjJKZwDH63Ni03LnAxdkfD8LOyn2hEHFNkxKQAvbMcDs+kBdq9eByND4Y1Ef9j/2xsBOyXDkK49DEhGRPMjGGE8HB8wgSzr1d0zHuRC4MHtHHBoloAWqOhFaDZgJ7OV1LDI07hKbV2InklUmw5GPPQ5JRETyZShJY7dWzhVaMM3IGTCqBHSIUqnUGsAauTr+ehPWO+LjJR/Pi235+8WpVGrbXJ3HAxt33KdSeR1ukhe3vf5q+TtffbXS3uut//FGK69yWNOXX/yoauNNf3rJnvuM9fLvOH369ImLFi1i8uTJW6VSqcVexTEKjejrvVDpevdMUVzvZWVlL+TjPFnpgu9uIN3wRUIJ6ND9iK5jKLKqxPiYuerejPWNeS5X5/DYLV4HkE1px+Gixx7htjdeBeDW118h7Thcvf9B7LP+BnUeh0dpaSnTp08HeMzrWEapEXW9Fzpd754r9Os9L82IPXab5zp/LKIGUiWgQ3cdEM/FgefMfXDN9xYn49+ZuOFRwDu5OIeHNsa+OB0LvOVxLFlz5J23H/HK3M9rgBKAdvspNd305Zez9ll/gw+8jA2gra1t4qJFix6bPHnybqWlpWoRyp8Reb0XOl3vntH1nqndWQOcFbrNc5UjrrBCEkCalXJ0umFTAjpEZWVlnwGf5eLY//x09gHAG/fOvf/2o9c7cuS0twMZ3TJv5asbJB9emfv5hbjJZ4bWq559eqXTd9rlTg9C6mLevHlTAL7++uuXZ8yYsdDreEaLkXq9Fzpd797I1vVeWVW7GrAe8HFjQ01O3mfzobMOaH7exldIbO38pa/zcvIh8HkdgHSqToTGVydCGwPHA7fUB+pGVPI5wqVY8VWmBFDJJRGRAaqsqj0V27jzDPBpZVVt0a4YZ9JO2qQdBnxzhnjr43g4hTtoVAlogahOhILAF8CbwEbAGtWJUBGN5hi9/LFoFbZagaEzCU0B84D/ehWXiEgxqayq3Q27bnlHbmKAiyqrag/1LKhhMA4DTiJxHEhn3tJ2W0+3zH3S6f6PXaDUBV8AqhOhCuAOoCxj80+A57A1JD3jj0XLgB2AKcCLyXCkaLtDss0fi64CXA1UAb/G/r0uA8qBF4EfJsORBd5FKCJSVPYH2uj6XpjGfsC/y4uAhiXtMNDu955bmwaaPBZuktkXJaCFYU+gna7/6UqAg/EwAfXHotOAOcB22BeBlD8WPTwZjoz6Vj1/LPp94FqgGdg+GY687D70P++iEhEpHpVVtROAnbHvgXtiGzu698w6FOlQJuM4Q0sNe2u1HEE1QEEJaKFYRs//6ZZ4EEumPwBbYj+clbi32f5YdJ1kOPKFl4F5xR+Lrgz8Ebt02SXApclwRCtViYj0o7KqdhywI10TToCnsUtOXwn8FZiAfb9Ju7eb8h1rVqSdgc94H1CmmrHTCMhFlYAWhv8Ci4CpdP5NHOx/RC/tDozptm0csBnwaP7D8ZY/Fv0etvzW58B3k+HIS95GJCJSuCqrascAAToTzp2w73EJ4GHgIuCpxoaabzOe8xb2dbYC+Aj4aWNDTVGWdDLpvvLKflY86seKjaTFl5EqAS0A9YG6edWJ0K7Y7vbNsJNXzqgP1D3iaWC2fMN63bYZ4DuMogTUH4uuhB0YfyRwKXCJWj1FRLr6av7i0pZ5C4ne8OCJyY++/B2wC7bR4jlswnkZ8ERjQ803vR2jsaHmNfd5xS+dHm86us0dh2wmiSseyen6ded5uzciFQwloAWiPlD3JvaTYiG5iK4Dvztmdl/nj0WPAX6ZDEee8CKwfPHHokHsp/F5wA7JcES1HEVEgMqq2hJgG9wWTmPM7uAwdkzZ3tjx8FcBjzc21IzKWqym3ZnQdTmkfE4WcjruxuXxpIOiBFT60oYdf/MK9lqZA/wCWBu7DOnj/lj0fuBXyXAk4VmUOeCPRadjXzyPAX4L/FqtniIymlVW1fqArejsUt8NWyHlFeDhnbZdb845P9n3ysmTxh2nhRfApJ0v+0s5Ox4f9vyi3uYtQcEm/0pApUf+WHQy8GfgimQ4ck63h5uAY/2x6KXAhcDT/lj0bmwi+lJeA80Bfyx6MHA98BWwYzIcec7jkEREsq6yqvZw4DBsFZZbGhtq7u32uA87LKwj4dwdmA68ge1SPwl4tLGh5guAVCq1bf6iLwIDmITU4+MDSUaLs/JSF0pApTeXAK3YbvgeJcOR14FZ/lh0a3e/F/yx6J3ABe5jRcUtO/UH4DjsWKWLk+HIMi9jEhHJhcqq2jOBWmwFFgc4trKq9gTgWToTzj2AVbCNDg9j61M/0thQ87kHIRefdDoLBzGdCemQisoXbqaqBFRW4I9FdwJOAfZJhiP9loJyWz2/549FvwtcDLzqj0VvAy5KhiNv5zTYLPHHogcCNwDzgZ2S4ciz3kYkIpIblVW1ZcDldF1xCGy5IwMksQnnGdiE89M8hzgiDLkOaBdOIeeQw6IEVLrwx6JjgL8ANybDkYcH81w3aTvAH4vujF0Z6A1/LPp3bEtiMvvRDp/b6nkl8APgCmzSvNTToEREcqSyqtYAu9Lz+78B/I0NNe/nN6oRKj3IzHGguxdfxaUeKQGV7s4BVgbOGuoBkuHIk8De/lh0D2wi+rY/Fr0R+M3bPwlnJchs8Mei+2OT7UXAziNtIpWICEBlVW0pNuk81L2tgx33WZKxWzvwgZLPLOpvDGi2WjaLNCFVAirL+WPRTYHzgWOS4cjXwz1eMhx5xB+L7gbMxCai7+x184133fr9Waw+cdJwDz9k/lh0KhAFTsSOgbpArZ4iMpJUVtVOBPbFJpwHY2erd9TijAMbAXe7uxvsmP+j8x7oSNa9BXRIYzgHqYiW61QCKgD4Y1EftjXwf0BDto6bDEcc4H5/LDoHOOirJUuumHlLPatNnPizjxcu/FkyHJmbrXMNhD8W3ReoAxYDuyTDkafzeX4RkVyprKpdFZtsHopNPtuAe4DTgP81NtTMz9j9k8qq2s2AfbDl9u7RWM/sMu3p8s7v8j2Qs6MQPdPzfOIBUwIqHX6CLbcxy00as8o95t0Lv/32s8c//vC5sx68f0fgfX8s+kdsqacvs33OTP5YdAq2tTOEHfP5q4FMsBIRKWSVVbV+bML5PaASu2jGv4Eq4KHGhppee3caG2qS2JJzkgvt7S397pPtFssVW1mH3ZuZK0pABX8sujbwO6AmGY7k9BPw+LIyZ1//huy05tpHbf/X676DrSP6U38s+nvg98lwZH62z+mPRWdiW3eXApXJcOSpbJ9DRCQf3ElE29A5nnML4B3gX9gx/M80NtRko/6PDNeAJiF122ewCWk+uvVzRAnoKOePRQ1wDfAitgxRXkweOzadDEdu9ceis4FjgV8BYX8sWgvEkuHIouGewy2mfwXwQ+D32KVD1eopIkXFLZuUOYlobSAB3AocCbzV2FBTvJnISOUM4XNA979i94S0iBPO7pSAyhHYsUJbJsORvH9qToYjbUC9Pxb9B3AC8EvgTH8sehnwp2Q48u1QjuuPRffGjvVsBXYb6WvWi8jI4k4i2o/OSUSTgYewSwPHNV6zCAy2DFOPRk7C2Z0S0FHMH4uuDPwRW6fT04LxyXAkBdzgj0X/BpyMXXM+4o9FfwtcN9BZ6v5YdBK2wPKPsGu5nz/UJFZEJJ8qq2pXAw7BjuecCaSwE0N/ip0ktMDD8GSwhroSUm85Z/FMcB8QJaCjWy3Qgu2mLgju0pd/8seifwV+DJwHnOWPRS8B6pLhSGvHvu7EoiVu8oo/Ft0T+Ct25uceyXDk8bz/ACIi3VRW1R4MxIDVseuoVzc21LzhPrYBnV3ruwCfYycRfR94uLGhRssBF6sBt4AOcL8VdhtARlrADahKQEcpd2LOD7DLTrb2t3++uWM1f++PRa8HTgV+A/zcH4v+GngGuANbx67dH4tegy2o/GNsi+55avUUkUJQWVW7Kzah7Fj2cmvgqcqq2jpsK+fmwNvAXdgFQBKaRDRC9DYGNGtJYfcJTDk9WdYpAR2F/LHoROA67GSfgl79JxmOLAYu88eifwZOxxaQn0Tnf7USbI27r4A9k+HIY54EKiLSsx/SNTUoxRaF/x62BNK/Gxtq3vIiMMmx9vQqGOPdxCF77mk9P2SmYa+/A7CrAV7uOM4f8hYbSkBHq4uwn8Z/6XUgA5UMRxYCv/bHos8D/+1hl7lKPkXEK+5M9QpsPeXNM27f6WH3ZUC0saHmmvxFKPnmtLf3Wc0lV0M6u6W73/Sy29XAWGBNYF3gQWPM247j3JOjsFagBHSU8cei2wNnAgcmw5HeLsxCtgj7/6v7/912D2IRkVGmsqrWB6xP1yRzc+yQoDJsIfjX3Nu92Df48+nsggfbc/Nw/qIWT6TTy/pq/ezyyHAK0vfVwmpM24qbzERgFrCd4zgLgVeNMTcAJ2FXzsoLJaCjiD8WLcMWZL8lGY7c53U8Q/Q88DEwg87rtw240bOIRGTEcQu+z2DFRHNTYAKwkM5E83r3/vXGhpq5PRwHbI+TAZYAxzY21LyZhx9DvDSYWfDdk8j+EtKBduv3vF8F4HMc57WMbS8Bhw3soNmhBHR0iWA/je/jdSBDlQxHvvXHonth16vfClvn8wpsoXkRGeUqq2p3HT+udN8jD9qSpve/XO3yX8xaOIDnrMKKiebmwFTsCmpvYBPM2+lMOj8ZSPF3d58LKqtq/4CdBf9RY0ONJkmOAk46zaWPnNbr4+ft8ceBHWgA40j7OM9V2AoMmSYB3Ut6zcfWms0bJaCjhD8W7Vj28qRkOPKFx+EMSzIceQ/Y2h+LjgNavSigLyKFp7Kq9nTg90uWti27+d8v0daWTlRW1e7Q2FDzjvv4FGwLZvdEc3VsT8rbdHad17pfv9/YUDPsIT6NDTVfU8DrcksO9NcC2tfjg20RHZxvsBPhMk3FDnHLGyWgo4A/FvVhl9l8CLt024gw0OL0IjLyVVbVrontCTHAuLa2NNg31TmVVbWvYRPNdbFD75LY5PJp7LCk14CmxoaagitJJ8XL6ScB7fL4YGfKDy8hbQIcY8xmjuO87m7bGvv/IG+UgI4OIWB7YLNkOFK4RcFERPrhTgJaHbse+joZt21YcXKiDygHZru314E3GxtqFuctYBm90mnO3Tna82PZLM1kTO/ngdPvX/aPbqd2Fhtj7gAuMcYcj/1gdjJwYvaC6p8S0BHOH4vOwI6RPC8ZjnzodTwiMnK465VPBuZmq3h6ZVXtJFZMLjNva2NnmwPMBT5yb+8Cu3U7XDvwfGNDzVnZiE1kMJz2dp/JaKl08lQPtNs5e2sqPQXbM/oZtuv9d/kswQRKQEeDPwJvAX/yOhARGRkqq2pLsJMbTnE3fVxZVXtIY0PNywN43hqsmFBmfr+Su/sSOpPLj4FHMr7/CDsJaEm343+BnWxJSYkpaW932oDwcH5WkSFLpx9y4AtsxYT52PqvOefAOOzwk0kY82iP+zjOfGwpJs8oAR3B/LHoYcAhwLbJcER1MkUkW84B/i/j+xnYsZbbANPpvfVyTTrfdz6jM5l8B3iQrgnmlwOZZd5DXC+OKSvZZ7/dKkJN78/bue6KE14Yws8nMmxz0rOfAlb1Oo5CpQR0hPLHotOwKx38NhmO5HVgsYiMeMfQ2Q0OtrD6qsAn7veLgQ/pTCbvo2tr5qeNDTVZbw1yE9bbmpub/4cd+/5uts8hItmhBHTkugxb5+tSrwMRkeLlFlJfD9jFvVViSxl152CTvruA+UNovRSRUUQJ6Ajkj0V3x85o2y0ZjuRlzImIjAyVVbWl2EUeKulMOmcAnwNPYFcdWx071rLEfVoK2/p5W/dxmSIiPSmIBDQYDE7DLmV2AHY21uXxePwPPey3I3ARtqQQ2BpuZ8Tj8Xfcx/fA1rrMXGXi0ng8PmpaAd3i7DcA1ybDkSe8jkdECptbnH1HOls3dwAmYlf/eQI4z71/r6NV020V/Qq7xvl44AXgKCWfIjJQBZGAYscqjsUOUF8XeDAYDL4dj8e7lwSYDvwVOAI7Q/LXQBzYJGOfufF4vDz3IResX2HXKT7X60BEpPBUVtWuQ2fL5i7AltgWzGeBRmwx96caG2q+7O0YbiJ6GXBZZVWtL1slmERk9PA8AQ0GgxOxpQC2i8fjC4FXg8HgDcBJQJcEtHtCGgwGo8DZwWBw5Xg83uuL5Wjhj0W3As4GDkuGI/2ufywiI5tb9mgLunanr40tDfME8A/gp8ALQ50UpORTRIbC8wQUqAB88Xg8c6b2S8BhA3ju7kBLt+Rz5WAw2IKtt3UvcG48Hv8qW8EWKn8sWopdUq4hGY7EvY5HRLKnsqo2gB2XORf4X2NDTaqX/SZhu9A7utN3xBaKb8K2bl6ITTybNElIRLxUCAnoJOxs7UzzsS+avQoGg35s131mkeG3sOuZvontzr8WqMfWwsyq5ubmsdhhAwVhUlnZKd+kUhvMXHvdo5qbm6d4HU9vpk2bNrGkpIT29vaJ8+bNK9g4R6CO/0+Tm5ubPQ1kNMnG9f6DmtvPxo7DXAaU+nzmpbpbHz74gN03WnLFDY+t8c4HX+z47ZLUjm3t6R2w3elpn8+8WFbqe3rihDF/3XKjNZ756XE7du8hGunXga53DxTL6/uMGTPUQ1gACiEB/QbofqFOxU5G6lEwGFwbeAC4LB6P/7NjezwebwFa3G8/DgaDpwLvBoPBCfF4/NseDjUc5wIXZPmYQ/LpN9+QSqc5d/sdOGg9f0HXvZs/f37Hl495GMZo9kn/u0i2DPd6f/fDL1m6rK3j23Hu/fZzGt9pufuht5j31WImThjD5hutzsbrr8pG/lXZYJ2VSsaMKQ0AAbQKkK73PCqi1/felqeUPCqEBLQJcILB4GbxePx1d9vWQI/F04PB4FrYme7Xx+PxK/s5dhp7oeXiYvst0N/5c25hayvH3Hf3vwDfrjPW+p7X8fRn2rRpW5WUlDzW3t6+2/z58/tctk+yajL2zXgt+vhwJ9k1nOv97eS8kkuuefg84AwyXqvTaYdPWha2TJ445tLvrLfy06efsEvTaitPUnd6V7rePaDXdxkMzxPQeDy+OBgM3gFcEgwGj8fOgj8ZOLH7vsFgcAbwMHBzPB7/XQ+P7wm8j12BY3UgBtwfj8cXZzvuGTNmLCNP67r2pTIW/QGwE7DFxuutV/DdCqlUajGAz+dbrG6Q/Mnohlyk33v+DOZ6r6yqLcOWmNvdve1Cz0OR2oB77/lb+I9ZDnfE0PXuDb2+y2B4noC6TsHWrvwM+2n1dx0z3oPB4DfAAfF4/HHgh8CGwFnBYPCsjOdvGo/HPwK2Af4GrAx8jZ2EdE7efoo888eiq2FLpvwqGY6853U8IjJwlVW1Y7Hd5B0J587YmpovAY8C1wFPAf8CtgPGYJPPZdgeGBGRomUcRz03xcofi96KrSKwQzIcaetv/0KQSqW2BZ4HtisrK3vB63hGC3di2gJgqlom8ifzet/zqKvexM5K70g4d8Sup/4CNuF8FGhsbKiZn3mMyqra8cAvgO8CnwK/a2yoacrXz1CMdL17Q6/vMhiF0gIqg+SPRQ/G1k/9brEknyKjSWVV7cS9dq7YYcbqU7nz3pf/AmyGHY/+LDbZvAx4orGhps8xiu7qQufnPGARkTxSAlqE/LHoZODPQG0yHHnR63hEZPmSlrvQ2cK5/cNPNjlbbLImq0yf+NxHS1rPwq4wlO2KHCIiRUcJaHG6FDsO7CKvAxEZSdw1zmdgx1t+1NhQ097HvtOxxd47Es5tsf8vn8Ku4nbO3/5QvWyt8mlPAdeqS1JEpJMS0CLjj0V3xi6dt08yHFnidTwiI0VlVe007ISfPdxNb1dW1R7Y2FCTdB9fBdgVm2zugS36/i12ZaF/YcslPdvYUNPacUx3TJyIiHSjBLSI+GPRsdjlNm9MhiMPex2PyAjzF+xM9A4bAI9XVtXeBewGbA4sxC5p+Q/gR9g11HtcFlNERHqnBLS4nANMB87qb0cRGbSDsF3vHUqx3fEbAjdiJw691Fe3vIiIDIwS0CLhj0U3xZZiOToZjnztdTwixa6yqnZdOsdv7k7nUpfdHd/YUDM3b4GJiIwCSkCLgD8WLcF2D/4XuNPjcESKjju5aANsV3pHwrku0IJt2YxiVyE6HlubE6AVeEjJp4hI9ikBLQ4/wdYQnJUMR7RygEg/3IRzIzqTzd2ANbHrgz8KXOLev9PYUOO4zykF5gH/h31t/A/w47wHLyIyCigBLXD+WHQd7LJ7Nclw5FOv4xEpRJVVtT5gU7omnKsD72MTzV+69+93JJzdNTbUtGHHWY/Y5XtFRAqFEtAC5o9FDbbg/IvADR6HI1IwKqtqS7BlkDoSzl2BlYF3sIlmDfBoY0PNx54FKSIivVICWtiOBPYBtkyGI2mvgxHxits9vi2dYzh3BaYCb2ATzlOAxxobaj7zLEgRERkwJaAFyh+LrgzEgIuT4cjbXscjkk2VVbUB4HpgfeAD4EeNDTVPZzw+BjspqKOFcxdgIvAqNuG8CZtwzstr4CIikhVKQAtXFDtD9wqvAxHJpsqq2g2BR4CxgA9b4P2RyqraEODHJpw7u4+/iE04/ww83thQ85UXMYuISHYpAS0Q/lh0AvBzYBt300HATslwpLX3Z4kUpWOwiafP/d6HTTb/DiSwCeeVwBONDTULPIlQRERySgloAfDHomXAQ9jks2MllmXA554FJZJllVW104H9gFnYhDNTG3B1Y0PNmXkPTERE8k4JaGEIAtvR9e9RApyNnVwhUnTcWpybYVvzD8J2qy8EXsB2u2cqwS60ICIio4AS0MJQDqTo+vcoBdbyJhyRoamsqp0A7Eln0rkOduLQf4HzgKcbG2raKqtqTwGuwiae7cDPGhtqHvAmahERyTcloIXhVVbskmzFTsAQKWjumuodCedegAM8iF1A4X+NDTUfdX9OY0PNnyqrav+B/ZD1SWNDzdd5DFlERDymBLQAJMORx/yx6JXAz7BjP8uw3ZSXeRqYSA8qq2rLsN3pBwEHYrvZP8C2ch4GPNLYULOkv+O4SacSTxGRUUgJaIFIhiNn+WPR/wBbYMsvxZPhSMrjsEQAqKyqXRU4AJt07gdMAhqBemzi+WZvS1yKiIh0pwS0gCTDkceAx7yOQ8SdQLQNnV3rAeAL4B7g/4D7Gxtq5nsWoIiIFDUloCICQGVV7WTs0q8dXetrAM9jWzjDwHONDTVaElZERIZNCajICObOSr8KOGzq5HEsXdb2i2Wtbec1NtS0u49X0NnKuRt2DPL9wPnAPVpbXUREckEJqMjIdjM2uRyzYNFSsBPd1q2sqm1xt28INGFbOX+LXe5Sq2+JiEhOKQEVGaEqq2pXAr7fbXMpcCQwB7ga+G9jQ827+Y5NRERGNyWgIiNQZVXtRsDxvTycAvbTrHUREfGKElCREaCyqrYE2AH4nnvbCHgD+AqYil1xCGzyOUfJp4iIeEkJqEiRqqyqHY+dtf494BBgFeAJ4Abg340NNe9WVtVuANwHbADg85mX0mnnBx6FLCIiAigBFSkqlVW1qwAHY5POfd3N9wM/x47nnJe5f2NDzXuVVbUbb+RfZctTjtvpeZ/PzNx6i4oF+Y1aRESkKyWgIgWusqp2Qzq71nfBFoT/D3AU8EB/y142NtS0NTc3d0w0Ute7iIh4TgmoSIGprKr1Ad+lM+ncFHgb+DdwDvBMRx1PERGRYqQEVKQAVFbVjgP2onM8ZznwFHat9X83NtS87WF4IiIiWaUEVMQjbp3Og7BJ5/7YmepzgF8Cdzc21HzuYXgiIiI5owRUJEvcrvOdgdWB13pqtaysql2fzq71XYGvgbuB47DlkRbnL2IRERFvKAEVyYLKqtoy4C7gAGytzbLKqtozgRiwHZ1J5xbAu9jxnL8CntR4ThERGW2UgEqfKqtqDwDOAqZhu4cvaGyoWeppUIWpBluT0wBj3G1/AM4DVgOeAW7Fzlx/U4XgRURkNFMCKr2qrKo9GNtSZ9zbZsAWlVW1BymBsiqralfG/l6OoTPx7JDG1ug8u7Gh5rN8xyYiIlKolIAOUSqVWgNYw+s4cmnc2LIrli5L+TI2jQEOOOZ72x+RSqXeGeJhN+64T6VSwwswj954p2XC/Y+96U9+9MUGX3z9zYaLFi/bYOnS1AbY1YfafcZ8m3YcB5uod0gHtlr3lcvOPXQN93rxzPTp0ycuWrSIyZMnb5VKpTTONH+K8novdrrePVMU13tZWdkLXscgYOx7pgxWKpW6ELjA6zhyZVlrG0eeUseCRSv2to8fV8baM6azxqpTKF9tKjNWs/drrDqF1VedzJiy4v1c09raxkfNX/P+x1/y/sdf8P7HX/LBJ1/RMm8hADNWm8p6a6/M+muvzHprrcT6a6/M2jOm82nLfH507m20t6dJOw6lpT7WXH0a1/32aMaOKd7fh4jISFNWVmb630tyTQnoEI3EFtC2tnauu6Vxk8effe9787765oB02hkH+Nxbh9SWG8/4zZKlqakLv1m61pKlqRnLWtvWbE21zXAcxgJOaalv7tiy0ubx48o+mThhbPP0qeM/nbH6tE+32GjGp3tXbrRKWWnJzcCxwFte/JwAX81fXPqfB19b6/Wmzzb8/IuFGyxctHTDb5e0+ltT7esAvtIS39zx48remzxp3LurrDTpvQ3WWeW9/Xbf5P2N/Kv3uurQtbc8XnHPI2/8pLW1bfXJk8a9/vMfz4xtt8U6i/L4Y/Wqra1t4qJFix6bPHnybqWlpWoRyp+NgVvw+HofbXS9e6Yorne1gBYGJaDSMY7xWOAkYCvgYaAOeAj4n7utDTum8YjGhpp4D8fwYcsPrQ/43fv1M75fC/AZQ+taa0wfM3/hkicXfbP0ZeB9IOnev9/YUPP1AOJdCbgW2B1YBPymsaHmpl729QHrAZtn3DbDvlCOAb4EXgVey7i9MZA4iklzc/MUYAEwdcaMGQu9jme0SKVS2wLPA9vpTS9/dL17Q9e7DIYS0FHKTcz2BkLA94G5wE3AjY0NNcmM/cZga1tOAZ5vbKj5dIjnGwOsvdfOFftuvela19z+3xdu/OSz+RPoTFZXcXedj5uMkpGYul9/iE2En8Emkh2TftLAD4BHWDHR3AyYACwEXqdrovk6MHc0TKjSG7I39IbsDV3v3tD1LoOhBHSUqayqXRc40b2tgZ3lXoctgp7zepS9vUBVVtVOZsVW08zvJ7i7zgNW7eHQ7diVhJYAb7BisvnJaEg0e6M3ZG/oDdkbut69oetdBkOzI0YBd53xQ7GtnXtjk7PfAzc3NtR84WFoyzU21CwCXnFvXVRW1RpsLc31gYOBX/RwiM+xXfLvq7C7iIhIYVMCOoJVVtVujU06j8W2Dt6KLYz+XDG1Brqxfg58XllV+zYQBibRWfKoFbi9saHmXY9CFBERkUFQAjrCVFbVTscWRQ8B2wCPAqcDDY0NNd96GVs2NDbUfF1ZVXsQEMeuzgS22Pu5ngUlIiIig6IEdARwJxTtiZ3FXoWd2X0Tdsb6iGsVbGyoebyyqnYtYCPsOK9kMbXoioiIjHZKQItYZVXt2sAJ2AlFa2NbBauA+xobato8DC3nGhtqFgMa5C4iIlKElIAWmcqq2rFAENvFvi+22O+fgL83NtTM9TI2ERERkYFQAlpAKqtqNwA2AVqwNTedjMe2wCadxwFjgduw9TmfUfeziIiIFBMloAWisqr2NOAqbD3LUuCOyqraHwFHYMd2fhdoBGqA2W4XtIiIiEjRUQJaACqrarfDJp+Gzr/JYdjanV8A9cBxjQ01TZ4EKCIiIpJFSkALww7AUmB8xjYfkAB2HekTikRERGR08XkdgAB2/fPuHwbagdeUfIqIiMhIowS0MPwb+Ai7og/Y5LMdiHkWkYiIiEiOKAEtAO6Eop2AfwJvAA8COzc21LzqaWAiIiIiOaAxoAWisaFmHvADr+MQERERyTW1gIqIiIhIXikBFREREZG8UgIqIiIiInmlBFRERERE8kqTkArETN+sCcDPgW2AT4DL5qRnf+htVDDTN2t74BRgGvAwcPWc9Oy0xzGVAKcBu2NrqP5xTnr2C17GBDDTN2t94GxgTeB54PI56dlLPI7JAMeUlpUcvv2BW/Hu8x/sdetH193lZUxuXCsD5wIbAU3Ab+ekZ3/hbVQw0zdrJnACMBZbHu3mOenZjscxjcNeV9sDzcAVc9Kz3/MyJoCZvllbA2FgJeBRIDYnPbvd45h8wE9Lykr23/F72/LBq59se9ObsUe8jMmNax3s6/vawEvY13fPl1Oe6Zt1BHA4tuzfzXPSs//rcUjM9M2aBpwHbAK8B1w6Jz17rqdBSU4Yx/H0tVWAmb5ZZcDj2ORzDNAGLAa28jIJnembVYlNOn3uLQX8AzhxqG/KqVRqW2xytl1ZWdmgk0Y3ofo7cARQBqSxL567z0nPfmooMWXDTN8sP/AiMAH7wa4VeM6Ny7PFBGb6Zv0CuBjwYQAHBzh2Tnr2rR7GNBX7JjwDe72ngM+w1/t8D+M6ArjN/dZgr6uL56RnXzzUY2bhei8FHsKultbx2rAE2HZOeva7Q41ruGb6ZgWARuzrQgn2b3gncLSXCftM36y/ANVAqfEZnLTTDuw9Jz37UQ9jWht4GZiEfc1qBV4Fdp6Tnt3a13NzHFcEuBz7N+z4m500Jz37pqEeMwvX+yTgBWBdOl8b5mFfGzz/gCrZpQS0AMz0zarCvvFltki3YZO9X3oSlPUvYGtWHKqxNzCkN79Trz5p8+332/q/z9330kFXn/rX14ZwiApgTrdtaWyyN2soMWXJb7FJcebfsB34ESvGmy/jsXVlu//9vgS2zX84y52MbQ0ak7GtFYgC13oSkfUssFq3bQ6wGfYD4aBl4XrfC/gLNsnr0IZN9s4aSkxZciuwIyteWwdgrzkvrIdtic2UBl4DDsl7NJ0uBI7DJp8d2oDTgbu9CMiN5S1W7AVdCGwx1INm4Xo/HvgVK742XDKcD4JSmJSAFoCZvlmnAFfQdS14ERGR0a4duH5OevZPvQ5EsktjQAvDq9gxZ5lSwNXAH/IeTacbgD3p+sm9HdvyMaQxOVn4hFwOPEXXlpcUcD/g5QtUDfBjuv6uHKAK2yXlhVJsV/ckbJcy2L/fe8BMj2ICOAz7gat7i//PgTs8ici6F9vCntnauBjYCnuNDVoWrvetgbvo/PvhxnIDcNlQYsqSP2JbOzOv9zRQCXzqSUSwCpCg698vBTwGnORJRNZp2NbO7q8NR2Nfy7xgsEOGptF5baWxS0LvPtSDZuF6Pwh7bWX+DdPAK0ONSQqXWkALxEzfrMuxScxS7AvVs9ixS55NYpnpmzUD+wK5BjZxGQP8cE569l+HeszhjhFy4/ohtqu2FftC9Smw05z07JahxjVc7iSyh7Fd2ylgHHZizS+8ismNa18gDlBaVjK2LdW+ANhtTnq2Zy/o7kSR27CJaCv2uvo3MMvLCW4zfbM2x3bhTsK+6fmAQ+ekZ98z1GNm6Xq/GDifzteGV7B/Q88mscz0zVoN+9qwNp2vDafMSc/2cggFM32zqoG/Aq0lZSXj0m3tnzoOO85Jz/7Ew5jGAQ9gx/GmsI0NV81Jz/6ZVzG5ce0J/A+bgBpgGbDnnPTsIX9gztIY/3rgWDeeMcB9QNDrCW6SfUpAC8hM36xdseNvWoD/zEnPHlKrSzbN9M2aAhwMTAaeGm7iko03ZDeurYCdgAXA3XPSsxcNJ65smOmbNQb7uyoHXp6Tnv2ExyEBdoLUpOkTDzzql9/74+uPv73hxQ3nFMIMagPsB/iB94F7vZ5tDssTq46WvUeGO9Eni9f7ztjW0M+xrw2eTV7p4E4YOQSYCjw9Jz37JW8jsmb6Zm0xafqEvY69qOoPn7zVvPYZV//Ys+QzI6ZS7O9qDeC1OenZj3kcEgAzfbPWw47pTwP3zUnPbh7O8bL0gcsA+wDfwbbI/s/ryiuSG0pAJa+y9YYsg9Pc3DwFm6xPnTFjxkKv4xktdL17Q9e7N3S9y2CoEL2IiIiI5JUSUBERERHJKyWgIiIiIpJXSkBFREREJK+UgIqIiIhIXikBFREREZG8UgIqIiIiInmlBFRERERE8koJqIiIiIjklRJQEREREckrJaAiIiIikldKQEVEREQkr4zjOF7HICIiIiKjiFpARURERCSvlICKiIiISF4pARURERGRvFICKiIiIiJ5pQRURERERPJKCaiIiIiI5JUSUBERERHJKyWgIiIiIpJXSkBFREREJK+UgIqIiIhIXikBFREREZG8UgIqIiIiInmlBFRERERE8koJqIiIiIjklRJQEREREckrJaAiIiIikldKQEVEREQkr5SAioiIiEheKQEVERERkbxSAioiIiIieaUEVERERETyqtTrAEQkd4LB4E3AMUBrxuZN4/H4R95EJJI9wWDwVOAEYAvgX/F4/KiMxzYH/gJsCXwAnBqPxx/yIEwR6YESUJGR78p4PH6O10GI5EAz8BtgH2CVjo3BYLAM+A9wA7A7cCjwr2Aw+J14PD7XgzhFpBt1wYuISFGKx+N3xuPxu4Avuj20BzAB+F08Hl8Wj8f/CbwGzMpvhCLSG7WAiox8/xcMBv8P+Bi4Kh6P/9XrgERybHPg1Xg8ns7Y9pK7XUQKgFpARUa2GFABrAacAVweDAarPI1IJPcmAfO7bZsPTM57JCLSI7WAioxg8Xj8hYxvHw4Gg3/CdkM2eBSSSD58A0zttm0qsMiDWESkB2oBFRld0oDxOgiRHHsN2CIYDGa+x23tbheRAqAWUJERLBgMHgHcAywGdgZOBU7zNCiRLAkGg6XY97FSwBcMBscB7cAjwBLg7GAw+HsgiC3VdJhHoYpIN2oBFRnZTsVOPloAXAecH4/Hb/M2JJGsOR+baP4CO7RkCXBDPB5PYZPO72PHfl4MHKYSTCKFwziO43UMIiIiIjKKqAVURERERPJKCaiIiIiI5JUSUBERERHJKyWgIiIiIpJXSkBFREREJK+UgIqIiIhIXikBFREREZG8UgIqIiIiInmlBFRkBDLGXGiMcXq5neN1fN0ZY05wY1vF61gyGWOmub/LTQew73ruz3B4PmIbiN7iL8RYRWR00VrwIiPXEmCvHrZ/lO9ABuC/wE7YZRMLyTTgAuA14A1vQxmSaRR3/CIyQikBFRm50o7jPO11EH0xxpQAPsdx5gHzvI5HRETyQ13wIqOUMeZQtxv24IxtKxljPjXG3JqxzTHGnGOMudwYM88Ys8gYc5MxZnK3400zxlxjjPnMGLPMGPO8MWbfbvs8Yoy52xhTbYx5G1gGbNW9Cz6ji/h4Y8y1xpj5xpi5xpifuY8fZYx52xiz0BhzpzFm2jBiOdw91jfGmIeMMRt0xAC87+4+O2MIw3rD+J0bY0yNMabJjStpjDmz2z4XurFsYYxpNMZ8a4x5zRizX7f9xhhjYsaYr9zfz3XGmGM6Yhxg/OOMMVcbY752f1e1xhg1TIhIzikBFRnBjDGl3W8djzmOcxfwN+AvGWMvr3Hvf9rtUKcBmwD/397dh1ZdxXEcf3+VZlH0tCkFjoxCIhAKKrSCSKLArFZZIQVpRRZFgWLNRhGSqaVgpBlF9DD7Ix+ykiDbhEFBRU9rRQ8GagRLh5rGQFu5b3+cc9nxdHe7d253uj4vOGzn/M49v++9G+PLefjtTqARuBl4OblPDdACTAeagOsJS77vm9mkbKyLgPnAE8A04NcSb2ERYSvBLcA6YLmZLQYeBh4BHiBsM3hmgLFcEGNpBGYB5wJr4rXfgJvi948RtghMie0D9RywEHgduBZ4DVhqZvdl/Y4D3ozXbwS6gA1mVpv0WQLMAZYCtxH+ni9JrpcT/yKgF7gVeBGYB9xzBO9PRKQ87q6iojLCCvAk4P2Uy5N+pxD2hL4NzIzXr8nGcmAbMDppu4uQuJwX67OBv4Dzs9d+CqxN6m1AD1Cf9ZsV71MX6xNi/a2kz2hgJ9AN1Cbty4Dfk3olsXQDY4vEMT6LY0YZn3nJvsA58TO7N2tfQkgKR2U/u2lFxr4j1k8nJOaPZ2O1xn4TSsWUtK/N2tuA1uH+/VVRURn5RTOgIiPXAeDiIqW90MHd9xOSrgbgVWC1u28uMtYmdz+U1NcDBlwS61cD3wJbs9nWlnjPVIe7l5r1TLUksR4iJMLt7r4n6bMVONXMThpALO0e9p8WFA7qjC8zvkpcFb9uyOJqBc4A6pO+vbEdAHffQfh5FuKaBBwPvJfd490KY/owq3/P0Lx3EZHDaK+PyMjV6+5flNHvY8Is6FnAyn76dKUVd//DzA4CZ8amOuBCwsxj7lBW31VGTAX7snoPYdYyb4OQkHVXGEux8QtjDbY6QtK+u5/r9cAv8fsD7t6TXe9J4ip87vnBrS4qs6/EPUREhowSUBFZCNQCPwOrzGyqu3vWZ1xaMbOTCYlKYT/hXqADuLuM++VjD7ZKYqmmvcQtEPQluqmfKhir8LmPBTqT9nFF+oqIHHWUgIr8j5nZpYRDOPcDXwGfEA74rMi6Xmdmc5Nl+BmEZOrzWG8lHCjqdPdOhtdgxjKYM6Jb4tdad990hGN9BxwEbgC+Sdobsn5DOaMrIjJgSkBFRq5RZja5SHuXu28zsxMJp+A3u/tLAGa2CFhsZh+4+4/Ja8YA75jZC8DZhJPX6939h3j9DcKJ7DYzW0bcl0lYCq9x9wVD8P76M5ix7CQsU880s+2Ex0Z1FFkeT002s7xtl7t/ZGargGYzexb4jHDafSJwpbs3lBuUu+8xs9VAU9wK0U54UsDE2KW3VPzl3kdEZKgoARUZuU4gzGjmXiE8amc5cBqHL1U/RXg8ULOZTXH3v2P784Tl3jVADbAReLDwInf/08ymEk5wNxH2KO4Gvqbv0U5VMZixuHuvmc0GnibMYI4hJOA7SrxsXpG2LYRDSA8RltrnEB5D1R3r6yqJK2okJLALCI9g2kg4Ub8S2P8f8YuIDCv791YvEZE+ZubAfHdfNtyxSGlm1kx4zJaSTBE5qmkGVETkGGRmVwCXAV8SZkCnA7cDc4czLhGRcigBFRE5NnUTks5HCdsttgNz3X3FcAYlIlIOLcGLiIiISFXpPyGJiIiISFUpARURERGRqlICKiIiIiJVpQRURERERKpKCaiIiIiIVJUSUBERERGpKiWgIiIiIlJVSkBFREREpKr+AU8cRwK2KIpbAAAAAElFTkSuQmCC", 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}, "metadata": { - "needs_background": "light" + "image/png": { + "height": 480, + "width": 640 + } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -120,15 +110,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.97 s, sys: 37.7 ms, total: 2 s\n", - "Wall time: 2.1 s\n" + "CPU times: total: 1.33 s\n", + "Wall time: 1.33 s\n" ] } ], @@ -142,30 +132,20 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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}, "metadata": { - "needs_background": "light" + "image/png": { + "height": 480, + "width": 640 + } }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -177,11 +157,72 @@ " x=\"Experiment Length\", y=\"Minimum Detectable Effect\"\n", ") + p9.ggtitle(\"MDE lines\")" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, suppose we want to analyze how the target metric evolves over time (for instance, how the average user profit changes on a daily basis).\n", + "To do this, we can compute the Minimum Detectable Effect over a rolling time window." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: total: 719 ms\n", + "Wall time: 696 ms\n" + ] + } + ], + "source": [ + "%%time\n", + "# compute mde line for different lengths and different powers on a rolling basis\n", + "rolling_mde_line = pw_normal.mde_rolling_time_line(\n", + " df=df,\n", + " powers=[0.7, 0.8, 0.9],\n", + " experiment_length=range(1, 15),\n", + " agg_func='mean',\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ }, + "metadata": { + "image/png": { + "height": 480, + "width": 640 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot line\n", + "p9.ggplot(\n", + " pd.DataFrame(rolling_mde_line),\n", + " p9.aes(x=\"experiment_length\", y=\"relative_mde\", color=\"power\", group=\"power\"),\n", + ") + p9.geom_line() + p9.geom_point() + p9.theme_minimal() + p9.labs(\n", + " x=\"Experiment Length\", y=\"Relative Minimum Detectable Effect\"\n", + ") + p9.ggtitle(\"Rolling relative MDE lines\")" + ] } ], "metadata": { "kernelspec": { - "display_name": "venv", + "display_name": "cluster-experiments-j--aVZHE-py3.10", "language": "python", "name": "python3" }, @@ -195,7 +236,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.10.5" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml index 74e85d4..90e12ca 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -10,7 +10,7 @@ dependencies = [ "numpy>=1.20.0", ] name = "cluster-experiments" -version = "0.27.0" +version = "0.28.0" description = "" readme = "README.md" classifiers=[ diff --git a/tests/power_analysis/test_normal_power_analysis.py b/tests/power_analysis/test_normal_power_analysis.py index 6cf2ee1..7fd8d71 100644 --- a/tests/power_analysis/test_normal_power_analysis.py +++ b/tests/power_analysis/test_normal_power_analysis.py @@ -413,3 +413,41 @@ def test_power_time_line(df): power_df.query("experiment_length == 2")["power"].squeeze() < power_df.query("experiment_length == 3")["power"].squeeze() ) + + +def test_mde_rolling_time_line(df): + # given + splitter = ClusteredSplitter(cluster_cols=["cluster"]) + + analysis = ClusteredOLSAnalysis(cluster_cols=["cluster"]) + + pw = NormalPowerAnalysis( + splitter=splitter, + analysis=analysis, + n_simulations=100, + seed=20240922, + time_col="date", + ) + + df_cp = df.copy() + df_cp["date"] = pd.to_datetime(df_cp["date"]) + + # when + mde_rolling_time_line = pw.mde_rolling_time_line( + df_cp, + powers=[0.8], + experiment_length=[1, 2, 3], + agg_func="sum", + ) + + mde_df = pd.DataFrame(mde_rolling_time_line) + + # then + assert ( + mde_df.query("experiment_length == 1")["relative_mde"].squeeze() + > mde_df.query("experiment_length == 2")["relative_mde"].squeeze() + ) + assert ( + mde_df.query("experiment_length == 2")["relative_mde"].squeeze() + > mde_df.query("experiment_length == 3")["relative_mde"].squeeze() + )