{ "cells": [ { "cell_type": "markdown", "id": "ba840de2", "metadata": {}, "source": [ "# Backtest: validation on historical data\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/etna-team/etna/master?filepath=examples/102-backtest.ipynb)" ] }, { "cell_type": "markdown", "id": "7c897a36", "metadata": {}, "source": [ "This notebook contains the simple examples of time series validation using backtest module of ETNA library.\n", "\n", "**Table of contents**\n", "\n", "* [What is backtest and how it works](#chapter1) \n", "* [How to run a validation](#chapter2)\n", "* [Backtest with fold masks](#chapter3)\n", "* [Validation visualisation](#chapter4)\n", "* [Metrics visualisation](#chapter5)" ] }, { "cell_type": "code", "execution_count": 1, "id": "2817ff72", "metadata": {}, "outputs": [], "source": [ "!pip install \"etna[prophet]\" -q" ] }, { "cell_type": "code", "execution_count": 2, "id": "157a2861-2fbf-480e-b30a-f5c515d9c7a3", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "59a375fd", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "from etna.analysis import plot_backtest\n", "from etna.datasets.tsdataset import TSDataset\n", "from etna.metrics import MAE\n", "from etna.metrics import MSE\n", "from etna.metrics import SMAPE\n", "from etna.models import ProphetModel\n", "from etna.pipeline import Pipeline" ] }, { "cell_type": "markdown", "id": "98954e89", "metadata": {}, "source": [ "## 1. What is backtest and how it works " ] }, { "cell_type": "markdown", "id": "76d55452", "metadata": {}, "source": [ "Backtest is a predictions and validation pipeline build on historical data to make a legitimate retrotest of your model.\n", "\n", "How does it work?\n", "\n", "When constructing a forecast using Models and further evaluating the prediction metrics, we measure the quality at one time interval, designated as test.\n", "\n", "Backtest allows you to simulate how the model would work in the past:\n", "\n", "* selects a period of time in the past\n", "\n", "* builds a model using the selected interval as a training sample\n", "\n", "* predicts the value on the test interval and calculates metrics.\n", "\n", "The image shows a plot of the backtest pipeline with `n_folds = 3`." ] }, { "cell_type": "markdown", "id": "f91766ec", "metadata": {}, "source": [ "![backtest-scheme](./assets/backtest/backtest.jpg)" ] }, { "cell_type": "markdown", "id": "9cfea637", "metadata": {}, "source": [ "Below we will call a fold the train + test pair, for which training and forecasting is performed." ] }, { "cell_type": "code", "execution_count": 5, "id": "db1cf7b8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " timestamp segment target\n", "0 2019-01-01 segment_a 170\n", "1 2019-01-02 segment_a 243\n", "2 2019-01-03 segment_a 267\n", "3 2019-01-04 segment_a 287\n", "4 2019-01-05 segment_a 279" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"./data/example_dataset.csv\")\n", "df[\"timestamp\"] = pd.to_datetime(df[\"timestamp\"])\n", "df = df.loc[df.segment == \"segment_a\"]\n", "df.head()" ] }, { "cell_type": "markdown", "id": "f792fcd5", "metadata": {}, "source": [ "Our library works with the special data structure TSDataset. So, before starting the EDA, we need to convert the DataFrame into TSDataset." ] }, { "cell_type": "code", "execution_count": 6, "id": "163fbe68", "metadata": {}, "outputs": [], "source": [ "ts = TSDataset(df, freq=\"D\")" ] }, { "cell_type": "markdown", "id": "f72a10ab", "metadata": {}, "source": [ "Let's get a look on series" ] }, { "cell_type": "code", "execution_count": 7, "id": "737372fc", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts.plot(segments=[\"segment_a\"])" ] }, { "cell_type": "markdown", "id": "a4edf323", "metadata": {}, "source": [ "## 2. How to run a validation " ] }, { "cell_type": "markdown", "id": "7f83f9c6", "metadata": {}, "source": [ "For an easy start let's create a Prophet model" ] }, { "cell_type": "code", "execution_count": 8, "id": "cf6e7d60", "metadata": {}, "outputs": [], "source": [ "horizon = 31 # Set the horizon for predictions\n", "model = ProphetModel() # Create a model\n", "transforms = [] # A list of transforms - we will not use any of them" ] }, { "cell_type": "markdown", "id": "0c548b69", "metadata": {}, "source": [ "### 2.1 Pipeline " ] }, { "cell_type": "markdown", "id": "e52d04ab", "metadata": {}, "source": [ "Now let's create an instance of `Pipeline`." ] }, { "cell_type": "code", "execution_count": 9, "id": "a8f3318e", "metadata": {}, "outputs": [], "source": [ "pipeline = Pipeline(model=model, transforms=transforms, horizon=horizon)" ] }, { "cell_type": "markdown", "id": "3ef2ab8a", "metadata": {}, "source": [ "We are going to run `backtest` method for it. As a result, three dataframes will be returned: \n", "\n", "* dataframe with metrics for each fold and each segment, \n", "* dataframe with predictions, \n", "* dataframe with information about folds." ] }, { "cell_type": "code", "execution_count": 10, "id": "89ddaca6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "16:56:08 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:08 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "16:56:08 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:08 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.2s remaining: 0.0s\n", "16:56:08 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:08 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.2s remaining: 0.0s\n", "16:56:08 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:08 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.3s remaining: 0.0s\n", "16:56:08 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:08 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.4s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.2s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.3s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.3s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.3s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.1s finished\n" ] } ], "source": [ "metrics_df, forecast_df, fold_info_df = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()])" ] }, { "cell_type": "code", "execution_count": 11, "id": "3d5d1914", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.756309Z", "start_time": "2021-06-25T14:24:22.745090Z" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " segment MAE MSE SMAPE fold_number\n", "0 segment_a 18.784294 591.542237 4.356715 0\n", "0 segment_a 21.025083 673.133356 4.842450 1\n", "0 segment_a 29.946378 1301.956779 6.267483 2\n", "0 segment_a 36.310379 2032.190048 7.493394 3\n", "0 segment_a 31.438120 1839.589752 6.364278 4" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.head()" ] }, { "cell_type": "code", "execution_count": 12, "id": "e964dfc0", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.813834Z", "start_time": "2021-06-25T14:24:22.805147Z" } }, "outputs": [ { "data": { "text/html": [ "
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segmentsegment_a
featurefold_numbertarget
timestamp
2019-06-290395.126752
2019-06-300386.050787
2019-07-010492.965980
2019-07-020509.348749
2019-07-030497.527370
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" ], "text/plain": [ "segment segment_a \n", "feature fold_number target\n", "timestamp \n", "2019-06-29 0 395.126752\n", "2019-06-30 0 386.050787\n", "2019-07-01 0 492.965980\n", "2019-07-02 0 509.348749\n", "2019-07-03 0 497.527370" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecast_df.head()" ] }, { "cell_type": "code", "execution_count": 13, "id": "0fd31a93", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.878475Z", "start_time": "2021-06-25T14:24:22.868922Z" } }, "outputs": [ { "data": { "text/html": [ "
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train_start_timetrain_end_timetest_start_timetest_end_timefold_number
02019-01-012019-06-282019-06-292019-07-290
12019-01-012019-07-292019-07-302019-08-291
22019-01-012019-08-292019-08-302019-09-292
32019-01-012019-09-292019-09-302019-10-303
42019-01-012019-10-302019-10-312019-11-304
\n", "
" ], "text/plain": [ " train_start_time train_end_time test_start_time test_end_time fold_number\n", "0 2019-01-01 2019-06-28 2019-06-29 2019-07-29 0\n", "1 2019-01-01 2019-07-29 2019-07-30 2019-08-29 1\n", "2 2019-01-01 2019-08-29 2019-08-30 2019-09-29 2\n", "3 2019-01-01 2019-09-29 2019-09-30 2019-10-30 3\n", "4 2019-01-01 2019-10-30 2019-10-31 2019-11-30 4" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fold_info_df.head()" ] }, { "cell_type": "markdown", "id": "6833ae10", "metadata": {}, "source": [ "You can additionally get the metrics averaged over folds:" ] }, { "cell_type": "code", "execution_count": 14, "id": "80f0a163", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "16:56:09 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:09 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "16:56:09 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:09 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.1s remaining: 0.0s\n", "16:56:09 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:09 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.2s remaining: 0.0s\n", "16:56:09 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:09 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.3s remaining: 0.0s\n", "16:56:09 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:09 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.4s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.2s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.2s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.3s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.4s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.1s finished\n" ] } ], "source": [ "metrics_df, forecast_df, fold_info_df = pipeline.backtest(\n", " ts=ts, metrics=[MAE(), MSE(), SMAPE()], aggregate_metrics=True\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "id": "be1c757f", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.756309Z", "start_time": "2021-06-25T14:24:22.745090Z" } }, "outputs": [ { "data": { "text/html": [ "
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segmentMAEMSESMAPE
0segment_a27.5008511287.6824345.864864
\n", "
" ], "text/plain": [ " segment MAE MSE SMAPE\n", "0 segment_a 27.500851 1287.682434 5.864864" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.head()" ] }, { "cell_type": "code", "execution_count": 16, "id": "087746fc", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.813834Z", "start_time": "2021-06-25T14:24:22.805147Z" } }, "outputs": [ { "data": { "text/html": [ "
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segmentsegment_a
featurefold_numbertarget
timestamp
2019-06-290395.126752
2019-06-300386.050787
2019-07-010492.965980
2019-07-020509.348749
2019-07-030497.527370
\n", "
" ], "text/plain": [ "segment segment_a \n", "feature fold_number target\n", "timestamp \n", "2019-06-29 0 395.126752\n", "2019-06-30 0 386.050787\n", "2019-07-01 0 492.965980\n", "2019-07-02 0 509.348749\n", "2019-07-03 0 497.527370" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecast_df.head()" ] }, { "cell_type": "code", "execution_count": 17, "id": "25006752", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.878475Z", "start_time": "2021-06-25T14:24:22.868922Z" } }, "outputs": [ { "data": { "text/html": [ "
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train_start_timetrain_end_timetest_start_timetest_end_timefold_number
02019-01-012019-06-282019-06-292019-07-290
12019-01-012019-07-292019-07-302019-08-291
22019-01-012019-08-292019-08-302019-09-292
32019-01-012019-09-292019-09-302019-10-303
42019-01-012019-10-302019-10-312019-11-304
\n", "
" ], "text/plain": [ " train_start_time train_end_time test_start_time test_end_time fold_number\n", "0 2019-01-01 2019-06-28 2019-06-29 2019-07-29 0\n", "1 2019-01-01 2019-07-29 2019-07-30 2019-08-29 1\n", "2 2019-01-01 2019-08-29 2019-08-30 2019-09-29 2\n", "3 2019-01-01 2019-09-29 2019-09-30 2019-10-30 3\n", "4 2019-01-01 2019-10-30 2019-10-31 2019-11-30 4" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fold_info_df.head()" ] }, { "cell_type": "markdown", "id": "b586379d", "metadata": {}, "source": [ "## 3. Backtest with fold masks" ] }, { "cell_type": "markdown", "id": "0e306b7b", "metadata": {}, "source": [ "You can use your backtest strategies using `FoldMask`. In order to make a `FoldMask`, you need to specify `first_train_timestamp`, `last_train_timestamp`, `target_timestamps`. Then you need to pass a list of masks as the `n_folds` parameter to the `pipeline.backtest`.\n", "\n", "Consider 3 strategies similar to `SlidingWindowSplitter`, `ExpandingWindowSplitter` and `SingleWindowSplitter` from `sktime`." ] }, { "cell_type": "markdown", "id": "c8c2f8fc", "metadata": {}, "source": [ "### 3.1 `ExpandingWindowSplitter` \n", "\n", "For this backtest strategy you can use our backtest with `mode=\"expand\"`." ] }, { "cell_type": "code", "execution_count": 18, "id": "07c43ab2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "16:56:10 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:10 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "16:56:10 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:10 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.2s remaining: 0.0s\n", "16:56:10 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:10 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.3s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.3s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.2s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.2s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.1s finished\n" ] } ], "source": [ "metrics_df, _, _ = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()], n_folds=3, mode=\"expand\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "139dbf56", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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segmentMAEMSESMAPEfold_number
0segment_a29.9463781301.9567796.2674830
0segment_a36.3103792032.1900487.4933941
0segment_a31.4381201839.5897526.3642782
\n", "
" ], "text/plain": [ " segment MAE MSE SMAPE fold_number\n", "0 segment_a 29.946378 1301.956779 6.267483 0\n", "0 segment_a 36.310379 2032.190048 7.493394 1\n", "0 segment_a 31.438120 1839.589752 6.364278 2" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df" ] }, { "cell_type": "markdown", "id": "00607622", "metadata": {}, "source": [ "### 3.2 `SingleWindowSplitter`" ] }, { "cell_type": "markdown", "id": "681bedf7", "metadata": {}, "source": [ "For this backtest strategy you can use our backtest with parameter `n_folds=1` or if you need specific window from your dataset you can create a mask with `FoldMask`." ] }, { "cell_type": "code", "execution_count": 20, "id": "cfe8e2dd", "metadata": {}, "outputs": [], "source": [ "from etna.pipeline import FoldMask" ] }, { "cell_type": "code", "execution_count": 21, "id": "f01449c3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "16:56:10 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:10 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s finished\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
segmentMAEMSESMAPEfold_number
0segment_a31.438121839.5897526.3642780
\n", "
" ], "text/plain": [ " segment MAE MSE SMAPE fold_number\n", "0 segment_a 31.43812 1839.589752 6.364278 0" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 1 Without mask\n", "\n", "metrics_df, _, _ = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()], n_folds=1)\n", "metrics_df" ] }, { "cell_type": "code", "execution_count": 22, "id": "44aee1b6", "metadata": {}, "outputs": [], "source": [ "# 2 With specific mask\n", "window_size = 85\n", "first_train_timestamp = ts.index.min() + np.timedelta64(100, \"D\")\n", "last_train_timestamp = first_train_timestamp + np.timedelta64(window_size, \"D\")\n", "target_timestamps = pd.date_range(start=last_train_timestamp + np.timedelta64(1, \"D\"), periods=horizon)\n", "mask = FoldMask(\n", " first_train_timestamp=first_train_timestamp,\n", " last_train_timestamp=last_train_timestamp,\n", " target_timestamps=target_timestamps,\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "id": "8e37abc5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "16:56:10 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:11 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.3s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.3s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s finished\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
segmentMAEMSESMAPEfold_number
0segment_a39.7822942191.9144819.0563430
\n", "
" ], "text/plain": [ " segment MAE MSE SMAPE fold_number\n", "0 segment_a 39.782294 2191.914481 9.056343 0" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 1 Without mask\n", "\n", "metrics_df, _, _ = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()], n_folds=[mask])\n", "metrics_df" ] }, { "cell_type": "markdown", "id": "6d2e1168", "metadata": {}, "source": [ "### 3.3 `SlidingWindowSplitter`" ] }, { "cell_type": "markdown", "id": "a86e73b8", "metadata": {}, "source": [ "To implement this backtest strategy you need to create a list of fold masks with `FoldMask`." ] }, { "cell_type": "code", "execution_count": 24, "id": "712dc3c5", "metadata": {}, "outputs": [], "source": [ "n_folds = 3" ] }, { "cell_type": "code", "execution_count": 25, "id": "dda0a3ef", "metadata": {}, "outputs": [], "source": [ "def sliding_window_masks(window_size, n_folds):\n", " masks = []\n", " for n in range(n_folds):\n", " first_train_timestamp = ts.index.min() + np.timedelta64(100, \"D\") + np.timedelta64(n, \"D\")\n", " last_train_timestamp = first_train_timestamp + np.timedelta64(window_size, \"D\")\n", " target_timestamps = pd.date_range(start=last_train_timestamp + np.timedelta64(1, \"D\"), periods=horizon)\n", " mask = FoldMask(\n", " first_train_timestamp=first_train_timestamp,\n", " last_train_timestamp=last_train_timestamp,\n", " target_timestamps=target_timestamps,\n", " )\n", " masks.append(mask)\n", " return masks" ] }, { "cell_type": "code", "execution_count": 26, "id": "bba18bc5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "16:56:11 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:11 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.3s remaining: 0.0s\n", "16:56:11 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:11 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.6s remaining: 0.0s\n", "16:56:11 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:12 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 1.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 1.1s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.2s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.2s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.1s finished\n" ] } ], "source": [ "masks = sliding_window_masks(window_size=window_size, n_folds=n_folds)\n", "metrics_df, _, _ = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()], n_folds=masks)" ] }, { "cell_type": "code", "execution_count": 27, "id": "2dcfd868", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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segmentMAEMSESMAPEfold_number
0segment_a39.7822942191.9144819.0563430
0segment_a40.2932732287.3272099.1082081
0segment_a39.8614722192.5407319.0101152
\n", "
" ], "text/plain": [ " segment MAE MSE SMAPE fold_number\n", "0 segment_a 39.782294 2191.914481 9.056343 0\n", "0 segment_a 40.293273 2287.327209 9.108208 1\n", "0 segment_a 39.861472 2192.540731 9.010115 2" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df" ] }, { "cell_type": "markdown", "id": "63a327e1", "metadata": {}, "source": [ "## 4. Validation visualisation " ] }, { "cell_type": "code", "execution_count": 28, "id": "bfc22cac", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:28:18.264815Z", "start_time": "2021-06-25T14:28:17.999552Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_backtest(forecast_df, ts)" ] }, { "cell_type": "markdown", "id": "b916568e", "metadata": {}, "source": [ "To visualize the train part, you can specify the `history_len` parameter. " ] }, { "cell_type": "code", "execution_count": 29, "id": "b0fd55d9", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:32:07.875780Z", "start_time": "2021-06-25T14:32:07.592652Z" } }, "outputs": [ { "data": { "image/png": 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mlAVlGZ03W1atWpX0d01NDa2trcO2u/LKKzn//PM59thjufDCC3n729/OBRdcMOqxt2/fzqc+9amkZWeccQa33HJL0rI1a9Yk/V1bW8sll1zCb3/7W0455RQefPBBwuEw//Zv/5bNUxMEQRAEQRAEQcgaZ+PrAOSZgRFLoo9WjoqaeU3TyPO40v47c0klNcU+tFTHQbnan7mkMqPjaVqqI6XG7XYPG7thGMO2O/HEE9m/fz/f/e53CQaDvO997+Oyyy7L+nwjkZ+fP2zZJz/5Se655x6CwSC3334773//+8nLyxuX8wmCIAiCIAiCIKSiqncLAIXmAOYI2uho5agQ85nidGh8+x3LAYYJevvvb79jOU5H9iJ9IigqKuL9738/t912G3/605/429/+RmdnJ6AmBfQhJhHLli3jhReSU1NeeOEFli9fnvZcF198Mfn5+dx66608/PDDfPzjHx+/JyIIgiAIgiAIgjACoUA/82IHAHBpBqGB3skd0BQiazHf0NDAhz/8YcrLy/H7/Rx33HG8+uqr8fWmafKtb32Lmpoa/H4/69atY/fu3UnH6Ozs5PLLL6eoqIiSkhI+8YlP0N/fP/ZnMw5cuLKGWz98ItXFvqTl1cU+bv3wiZPaZ34wN910E3/84x/ZsWMHu3bt4i9/+QvV1dWUlJQAytH+iSeeoLm5ma6uLgC++tWvcscdd3Drrbeye/dubrrpJu69994kY7tUOJ1OrrzySr7xjW+wZMkS1q5dO5FPTxAEQRAEQRAEgaYd63FriSBloLdzEkcztchKzHd1dXHGGWfgdrv517/+xbZt2/jRj35EaWlpfJsbbriBn/zkJ/zyl79k/fr15Ofn87a3vY1QKNG3/fLLL2fr1q089thj/OMf/+DZZ58dVss9mVy4sobnv34uf7zqNG75wGr+eNVpPP/1c6eMkAcoLCzkhhtu4KSTTuLkk0/mwIEDPPTQQzgc6i390Y9+xGOPPUZdXR0nnHACAJdeeim33HILN954IytWrOBXv/oVt99+O+ecc05G5/zEJz5BJBJJMscTBEEQBEEQBEGYKAb2rU/6O9QnYt4mKwO8H/zgB9TV1XH77bfHly1YsCD+2DRNbr75Zv7nf/6Hd73rXQD87ne/Y9asWdx///184AMfYPv27Tz88MNs2LCBk046CYCf/vSnXHzxxdx4443U1tYOO284HCYcDsf/7u1VqRXRaJRoNJq0bTQaxTRNDMMYsdY8UzTg1AWlg5aYGMbE2i08+eSTAEnjvvfee+PL7LR5wzD4xCc+wSc+8Ylhx7D3veSSS7jkkkuGLf/0pz/Npz/96RH3MU2Trq4uCgsLR3ztDh06hNvt5sMf/vCYXlv7nKZpEo1G463zhInFvlaGXjPC1CRmmOixGJqmYY5Q2hOLxZL+L0wfYrqBHjOIxUwcxvA5dXlvpzcxw0CP6cQ0A82U93emMfT6lfdzZpF8/ap7XXlvJx9v88akv4O97cRi2d3P6vFrNUp0ipRMj0am9+uaaZoZK9Tly5fztre9jcOHD/PMM88we/Zsrr76aq666ioA9u3bx6JFi9i4cSOrV6+O73f22WezevVqbrnlFn7729/yn//5n/HUb1AXic/n4y9/+Qvvfve7h533mmuu4Tvf+c6w5XffffcwEzaXy0V1dTV1dXV4PJ5Mn5owCuFwmPb2dq6++mqqqqq47bbbxnzMSCTCoUOHaG5uli9JQRAEQRAEQRBGZPXGrzGP5vjff6r6T3yzj5/EEU08gUCAD33oQ/T09FBUVJRyu6wi8/v27ePWW2/ly1/+Mt/85jfZsGEDn//85/F4PFxxxRU0N6sXedasWUn7zZo1K76uubmZqqqq5EG4XJSVlcW3Gco3vvENvvzlL8f/7u3tpa6ujgsuuGDYkwuFQhw6dIiCggJ8Pt/QQwmjYJomfX19FBYWJjnx33HHHVx11VWsXr2au+66a9QPVKaEQiH8fj9nnXWWvE9HiGg0ymOPPcb5558/rGuCMPWIGSbtoRguTRvRdDMWi7HhmSc4+ezzcLmOii6jM4aobtAXNaj0O/E4Ro7cPvvk45x17jp5b6chUcOgNahT6Hbgdo78/sq1O30Zev3K9TqzGHz9aqYh1+oUoK+rlXkblUbc7VzIEn0ftbPKOfa89G3HBxOJRHntuSc5d906fNMg4Gtnoqcjq0+mYRicdNJJXHfddQCccMIJbNmyhV/+8pdcccUV2Y8yQ7xeL16vd9hyt9s9TJTouo6maTgcjnj9uJAZduq8/frZfPzjHx9393qHw4GmaSO+h8LEIq/59EAzTJwxLaWYt3G5XLhc8n5OJ0zNwGnq6r0bQezZuFwuXHKtTjtM3cDp0nC5nOnfX7l2px2prl+5XmcGg69fzVTlrXKtTi7tOzewCDik1dDjnQ2BfZjh3qzfE90ql3a5psd9cKZjzErt1tTUDGtjtmzZMurr6wGorq4GoKWlJWmblpaW+Lrq6mpaW1uT1sdiMTo7O+PbCIIgCIIgCIIgCEc34foNADTlLyPqtrKDQ9KaziYrMX/GGWewc+fOpGW7du1i3rx5gDLDq66u5oknnoiv7+3tZf369fFWZmvXrqW7u5vXXnstvs2TTz6JYRiceuqpOT8RQRAEQRAEQRAEYeZQ0LYJgNCsE9A9hQA4Qj2TOKKpRVZi/ktf+hIvv/wy1113HXv27OHuu+/m17/+NZ/97GcBlZ79xS9+ke9973s88MADvPnmm3z0ox+ltraWSy+9FFCR/AsvvJCrrrqKV155hRdeeIHPfe5zfOADHxjRyV4QBEEQBEEQBEE4ujANg7nB7QDkLzwV01cMgDMikXmbrMT8ySefzH333ccf//hHVq5cyXe/+11uvvlmLr/88vg2X/va1/iP//gPPvWpT3HyySfT39/Pww8/nGRy9oc//IGlS5dy3nnncfHFF/OWt7yFX//61+P3rARBEARBEARBEIRpS0fTPiroJmY6qFl6Klhi3h0VMW+TtTXj29/+dt7+9renXK9pGtdeey3XXnttym3Kysq4++67sz21IAiCIAiCIAiCcBTQvv0ljgEOuOZTll+I5i8BwBPrm9RxTSXE7l0QBEEQBEEQBEGYUhiHXgWgrWgFAM68EgC8ev9kDWnKIU0TU2HocPBF6G+Bglkw73RwOCd7VIIgCIIgCIIgCDOe4q43AIhVnwiAyxLzfhHzcUTMj8S2B+Dhr0NvY2JZUS1c+ANY/s4JO+0555zD6tWrufnmm8fleFdeeSXd3d3cf//943I8QRAEQRAEQRCEicbQdRaEd4EGxUtUVzRvQRkA+ebAZA5tSiFp9kPZ9gD8+aPJQh6gt0kt3/bA5IxLEARBEARBEARhEtm34REad74+4efpaNhDgRYkYrqoXrIaAF+hEvOFIubjHB1i3jQhMpD+X6gX/vU1wBzpIOp/D39dbZfJ8cyRjjMyV155Jc888wy33HILmqahaRoHDhxgy5YtXHTRRRQUFDBr1iw+8pGP0N7eHt/vr3/9K8cddxx+v5/y8nLWrVvHwMAA11xzDXfeeSd///vf48d7+umnx/QyCoIgCIIgCIJwdNLRsI/Vj19OxX0fmPBzBbtbAejSinC5PQD4i8oB8GgxwkER9HC0pNlHA3DdePSwN1XE/vt1mW3+zUbw5Ge06S233MKuXbtYuXJlvBOA2+3mlFNO4ZOf/CQ//vGPCQaDfP3rX+d973sfTz75JE1NTXzwgx/khhtu4N3vfjd9fX0899xzmKbJV77yFbZv305vby+33347oLoICIIgCIIgCIIgZEv7rldYohlU005DXzf+wpIJO1e4tw2AfkcRpdYyf0ERuqnh1EwCPZ14/ZnprJnM0SHmpwHFxcV4PB7y8vKorq4G4Hvf+x4nnHAC1113XXy73/72t9TV1bFr1y76+/uJxWK85z3vYd68eQAcd9xx8W39fj/hcDh+PEEQBEEQBEEQhFyINW+LP+5q3o+/8ISJO1d/JwBBV0LMO5xOBrQ8ihgg2NdBaXWGAdYZzNEh5t15KkqejoMvwh8uS7/d5X9V7vaZnHcMbN68maeeeoqCgoJh6/bu3csFF1zAeeedx3HHHcfb3vY2LrjgAi677DJKS0tHOJogCIIgCIIgCEJueDp3xR8PtByEJRMn5vWBDgBCruKk5f1aPkXmAJH+rgk793Ti6BDzmpZZuvuic5VrfW8TI9fNa2r9onOPSJu6/v5+3vGOd/CDH/xg2LqamhqcTiePPfYYL774Io8++ig//elP+e///m/Wr1/PggULJnx8giAIgiAIgiAcHZQF9sYfR7oOTei5tKCKzEe9JUnLA44C0FuJWJH7o52jwwAvUxxO1X4OAG3ISuvvC78/YULe4/Gg63r87xNPPJGtW7cyf/58Fi9enPQvP19NTmiaxhlnnMF3vvMdNm7ciMfj4b777hvxeIIgCIIgCIIgCNli6DpzYoMEfM/hCT2fI9QNQMyb7PkVcqqMZT3YM6Hnny6ImB/K8nfC+34HRTXJy4tq1fIJ7DM/f/581q9fz4EDB2hvb+ezn/0snZ2dfPCDH2TDhg3s3buXRx55hI997GPous769eu57rrrePXVV6mvr+fee++lra2NZcuWxY/3xhtvsHPnTtrb24lGoxM2dkEQBEEQBEEQZibth3bh1yLxv119GZQwjwFXWKXRm/6SpOVhVyEARqB7Qs8/XTg60uyzZfk7Yeklqoa+vwUKZqka+QlOrf/KV77CFVdcwfLlywkGg+zfv58XXniBr3/961xwwQWEw2HmzZvHhRdeiMPhoKioiGeffZabb76Z3t5e5s2bx49+9CMuuugiAK666iqefvppTjrpJPr7+3nqqac455xzJvQ5CIIgCIIgCIIws+g68EbS33mh5gk9nzfSDYCWX560POayvMSsyP3Rjoj5VDicsODMI3rKY445hpdeemnY8nvvvXfE7ZctW8bDDz+c8niVlZU8+uij4zY+QRAEQRAEQRCOPqKWk30nRZTRS3G0dULP54/1AuDKr0haHvMUAaCFJM0eJM1eEARBEARBEAQLPRbj9T/8L3tef3KyhyJMIbyWk/3uwlMAqNDbJ/R8+YYS856i5Mi84VXu9o5I34Sef7ogYl4QBEEQBEEQBAB2r3+IM/b/jLxHvjrZQxGmEKUD+wCILjgXgAItSH9Px4Sdr8hUYt1blByZN31KzLsivUnLw8EB9rz4d8LBgQkb01RExLwgCIIgCIIgCACE2g4AUBs7jGkYkzsYYUpg6DqzY/UAlCw5jR5UV62epv0Tcr5YNEIRSpTnF1clrXNYhnieWHJkfvcDN3LKsx9jz9+Ht/SeyYiYFwRBEARBEAQBAKNPGZv5tQidzfWTPBphKtDRsId8LUzEdFI1fzntjkoABtoOTsj5BnoSKfz5pZVJ6xx+FZn3xvqTlnvbtwLg7G2YkDFNVUTMC4IgCIIgCIIAgKO/Jf644/DOSRyJMFXoOvAmAA3OObjcHvo8Kloe7Tw02m45E+huA6DXzMPl9iStc+eXAuDXkyPzhaEmAJyxwISMaaoiYl4QBEEQBEEQBAA8wbb440Dz7kkciTBViDSpqHe7fwEAAX+NWtFzeELOF+pRn8E+R+GwdZ4CJebzzGTRXhZVk1BOPTQhY5qqiJgXBEEQBEEQBAGA/EhCzBsd+yZxJMJUwdOpMjRCpccAECusBcA90DQh54v0qTT7AUfRsHXewjIACsyE0V00EqbSVGZ8IuYFQRAEQRAEQTgqKY4lHMo9vRNTEy0cWVoP7iA0kHsrN9vJ3jlrGQCO4jkA5AWbxz64EdD71Wcw6Coeti7PalWXp4WJhpVw724+gFMzAXAZIuaFScI0TT71qU9RVlaGpmls2rRpsockCIIgCIIgHCWYhkG52RX/uyg4MWnUwpFj51N3s/SPp1Pyk2PY95N3se2hX9HfnXmPeNMwmBNVRohF81cB4C2fC0BJtHX8BwyYgU4Awu7hkXl/YWn8caBPbdfXnMggcYuYFwB0Q2dD8wYe2vcQG5o3oBv6hJ/z4Ycf5o477uAf//gHTU1NrFy5csLPORHMnz+fm2++ebKHIQiCIAiCIGRBb1cbHi0W/7sqNjFp1MKRw9z9OKAi2ScFnuMtb3yDWbeuYM9LD2a0f0fDPvK1EFHTSeW85QDkV80DoMJon5j2hUEl0qPe0mGrnC4X/aZfbdartrPbKQJ4jzIx75rsAUxFHj/4ON9/5fu0BBJunrPyZvFfp/wX6+atm7Dz7t27l5qaGk4//fSc9jdNE13XcbnkbRUEQRAEQRCyo6f1ENVAwPSSp4UppY+2ng4Kissne2hCjhT37QHgudqPAybHND7ALK2D8O6nYe070u7feWAzAA3OWoo8XgBKqucDaoKgvaeDgiHt48aKM9QNgOEbLuYB+rV8CggS6VdZJGZ3ooWixzy6xLxE5ofw+MHH+fLTX04S8gCtgVa+/PSXefzg4xNy3iuvvJL/+I//oL6+Hk3TmD9/PuFwmM9//vNUVVXh8/l4y1vewoYNG+L7PP3002iaxr/+9S/WrFmD1+vl+eefxzAMrr/+ehYsWIDf7+f444/nr3/9a9L5tm7dytvf/naKioooLCzkzDPPZO/evQBs2LCB888/n4qKCoqLizn77LN5/fXX4/uapsk111zD3Llz8Xq91NbW8vnPfx6Ac845h4MHD/KlL30JTdPQNG1CXi9BEARBEARhfBnoUGn1Lc5ZdKJSnNsO7pjMIQljwDQM6qL7ASg+6TJWfPRH7K66AAAtFsnoGAkn+4XxZb68AjpRTvPdTfvHc8gAeCLd6kFe2YjrA458NbZ+FZl39SbKQbxmeNzHM5U5KsS8aZoEooG0//rCfVz/yvWYmMOPYf33/Ve+T1+4L6Pjmebw46Tilltu4dprr2XOnDk0NTWxYcMGvva1r/G3v/2NO++8k9dff53Fixfztre9jc7OzqR9/+u//ovvf//7bN++nVWrVnH99dfzu9/9jl/+8pds3bqVL33pS3z4wx/mmWeeAaChoYGzzjoLr9fLk08+yWuvvcbHP/5xYjGVVtXX18cVV1zB888/z8svv8ySJUu4+OKL6etTxhl/+9vf+PGPf8yvfvUrdu/ezf33389xxx0HwL333sucOXO49tpraWpqoqlJ0rMEQRAEQRCmA+GuRgD63BW0upRjeV/TrskckjAGOpsOUMQAMdNB1cLjATCdqm+7ZmQm5j0d6v0PlixJPrZT9ZoPDEpxHy+80R4AtBRiPuhUEwmxgW4A8oONiX2PMjF/VORjB2NBTr371HE5VkughdPvySwNfv2H1pPnzsto2+LiYgoLC3E6nVRXVzMwMMCtt97KHXfcwUUXXQTAbbfdxmOPPcZvfvMbvvrVr8b3vfbaazn//PMBCIfDXHfddTz++OOsXbsWgIULF/L888/zq1/9irPPPpuf//znFBcXc8899+B2uwE45phjMAyD3t5ezj33XByOxDzPr3/9a0pKSnjmmWd4+9vfTn19PdXV1axbtw63283cuXM55ZRTACgrK8PpdFJYWEh1dXVGz10QBEEQBEGYfIxeFYQJeSsJmzr07SDWJu3ppiud+1Rm7WFHLUU+VWeOU6XKa3pmYr7EcrJ3VC9PWt7rqYTgXqKdh8ZptAnyYkrMuwpGLu+IOAsgCnqgG4DSaCKj2keE6LiPaOpyVETmpyN79+4lGo1yxhlnxJe53W5OOeUUtm/fnrTtSSedFH+8Z88eAoEA559/PgUFBfF/v/vd7+Jp9Js2beLMM8+MC/mhtLS0cNVVV7FkyRKKi4spKiqiv7+f+npVj/Jv//ZvBINBFi5cyFVXXcV9990Xj+oLgiAIgiAI0xOtX4miaF4VkeL5ADi7D0zegIQxEW5UKfJteYsTC10qMu8w0kewTcNgdlS1Jyyae1zSupC/Rj3obRiHkSZTYPQC4C0auRY/4laReTPcg6HrVBlt8XVuTY+3rDsaOCoi836Xn/UfWp92u9daXuPqJ65Ou90vzvsFa2atyei8R4L8/Pz44/7+fgD++c9/Mnv27KTtvF41E+f3jz6uK6+8ks7OTm655RbmzZuH1+tl7dq1RCJqBq+uro6dO3fy+OOP89hjj3H11Vfzwx/+kGeeeSblBIEgCIIgCIIwtfEELVFUWI0zrxQOQ0Fg/COvwpHB264CgKGypfFlphWZd2QQmdf1GIVaEIDiqrnJ6wpnQyd4Bsa/pLbQ7AcN/MUji/mYR/k5aKEeetoaqdCiGKaGw+o1Hw724/b6xn1cU5GjQsxrmpZRuvvptaczK28WrYHWEevmNTRm5c3i9NrTcTqcEzHUOIsWLcLj8fDCCy8wb55q/xCNRtmwYQNf/OIXU+63fPlyvF4v9fX1nH322SNus2rVKu68806i0eiI4vvFF1/kF7/4BRdffDEAhw4dor09uR+l3+/nHe94B+94xzv47Gc/y9KlS3nzzTc58cQT8Xg86PrEt/ITBEEQBEEQxo+8sLrfcxVXk1cxFzZDeWT8I6/CkaE8oJzsXbWJdteayxLzRvpk9FgkGH/s8iSLY61kDhyEvFDzeAw1Tjg4QJmmsgbySkYW84ZXiXlHuJeeZpV53KaVUW524dIMIsF+KKkY13FNVSTNfhBOh5P/OuW/ACXcB2P//fVTvj7hQh5UtP0zn/kMX/3qV3n44YfZtm0bV111FYFAgE984hMp9yssLOQrX/kKX/rSl7jzzjvZu3cvr7/+Oj/96U+58847Afjc5z5Hb28vH/jAB3j11VfZvXs3v//979m5cycAS5Ys4fe//z3bt29n/fr1XH755UnR/DvuuIPf/OY3bNmyhX379nHXXXfh9/vjkw7z58/n2WefpaGhYdgkgCAIgiAIgjA1KYqp+zZf2WzK6lQ0d5bZQSQUmMxhCTkQi0aoi6msipIFqxMrLDHvzMAALxZJbOOy2tLZ+Mrr1LGjrWMcaTIDXep4MdNBftHIBnimJeZdkV6CrcpNv8M1ixBqjJFg/7iOaSojYn4I6+at46ZzbqIqrypp+ay8Wdx0zk0T2md+KN///vd573vfy0c+8hFOPPFE9uzZwyOPPEJp6cg9F22++93v8r//+79cf/31LFu2jAsvvJB//vOfLFiwAIDy8nKefPJJ+vv7Ofvss1mzZg233XZbPEp/22230dXVxYknnshHPvKReHs8m5KSEm677TbOOOMMVq1axeOPP86DDz5Iebkyqbj22ms5cOAAixYtorJyfPtOCsJ0wTRN2vuPLkdVQRAEYfpiGgZlhurbXVAxm9LKWgKmF4dm0nZo9ySPTsiW1gPb8GpRBkwvlXXHxpdrWYh5u/ZcNzVcbk/SuoKq+QBUGu2YhjFOo4ZAtyr16NUK0BwjS1XNVwKAJ9qH3qU8vfr9NYQ09dxiR9Hk01GRZp8t6+at4611b+X11tdpC7RRmVfJiVUnTnhE/otf/GJSCr3P5+MnP/kJP/nJT0bc/pxzzhmx/Z2maXzhC1/gC1/4QspzrVq1ikceeSRpme1mf8IJJyT1swe47LLL4o8vvfRSLr300pTHPu2009i8eXPK9YJwNPD9h3fwq2f28adPncapC0d2YxUEQRCEqUKgr5sKK725pKoOzeGgyVnDQuMA3Q27mL3k+EkeoZANPQc2AXDYPY9KZ0LDOGwxb6ZPs9ej6vMQHUEyllTPB8CnRWnqbKG4omaMI1aE+1R2SJ9WZHWyH44zrwQAj96Ps0dlH4Tz5xDu3wImREN94zKW6YCI+RQ4HU5Orj55sochCMI0ZWuDcmLd0tgrYl4QBEGY8nS3HqIC6DP95BUUq2W+ORA4QKR1z+QOTsgao2kLAJ35SxicJ6u5lZh3mRmk2UdVZH4kMe/x+WmnhAq66W3eP25iPmqJ+YCzMKWYd+WXAODX+4gErB7zJXVEWn1ggh4+eiLzkmYvCIIwAfSHVbvGnkBmfVwFQRAEYTLpbz8MQJcjUaccKrQczLv2T8aQhDGQ1628sKIVS5OWO1zKyM6VgQFePDKvjdytqtOpTOYCbfU5j3PYOfs7AAi6i1Nu4ylQn9E8Y4DiiHLTd5fPI+JQExV6eGDcxjPVETEvCIIwAQxYYr47mP7HUhAEQRAmm1Cncq3vdQ/KJitTfkt5/dKebrpRFdwHgG/OqqTlTo8dmc9AzEdSR+YB+ryzAIh1jd/nwwwqMR/xlKTcxlOg/MMKzAEqdWWYV1C9kKhDTVQYEYnMC4IgCGMgLuYDIuYFQRCEqY/eq1qMBb2Jll6+WYsBKA0fnpQxCbkRGuhhtqHez8pFJyatc7ityDzp70+MmMoujKWIzIf8KrVe6x2/z4cj2K3O6U1t+O23XO4LtCCFmmqfV1a7kJiIeUEQBGE86JfIvCAIgjCN0PqV+Iv6Ex2MSmcrF/RqvQVD1ydlXEL2tOzZjEMz6aCY4qrZSeucVs28OwsDvBgji3m9SB3bPdA0luEm4QqrjgqGL7WYzytMblnXSSG+/GJiTiXmTRHz0x9jHFskCOPPSC78gjBTME2TgYi66ZGaeUEQBGE64A6odGWzMGFkVjFnEVHTiVeL0t4odfPThf561VWq0bNg2DqnFZl3ZxCZN2OWmE8RmXcWKzFfEGrOaZwj4Yl0A6DljdxjHsDt9REwE33v250q3V93+tWCyNFTMz/j3Ow9Hg8Oh4PGxkYqKyvxeDxomjbZw5oWGIZBJBIhFArhSNHXcTwwTZO2tjY0TYv3theEmUQ4ZqAbasJKIvOCIAjJNO58ndi/voF2/jXUrVg72cMRLPxh5SLuLKqOL3O5PbQ4KpljNtN1eCdVdYsna3hCFmit2wDoLVrC7CHrnF4l5j1mlHCa4xjR0cV84bzjYRMsjOyiOziA158/hlErfDHVDciZP3onoH4tnzzrGfR6a6gAdJcS81o0OOZxTBdmnJh3OBwsWLCApqYmGhsbJ3s40wrTNAkGg/j9/gmfANE0jTlz5uAc1PdSEGYKdoo9SM28IAjCUIKP/T9ODm3g5Wd/BiLmpwyFMWU85iurTVre6ZnNnHAzwRZpTzddKOrZBYBRtWLYOtegyHymYl53jCzmZx+7hhbKmKV18sZrj7HkLZfmPGabvFiPGmfB6GI+oOWB2QlAKF99Zg0R8zMDj8fD3LlzicVi6FLfkzHRaJRnn32Ws846a8Ij5m63W4S8MGMZGCTme0NRDMPE4ZAMIUEQhEgoyLK+l0GDwoA4pE8lyvQO0CC/fE7S8oGCOgi/htEhafbThdqIeq8K5h4/bJ3LjsxrOoau4xjlftzUVamgniIyrzkc7Ctey6yefxLd+TCMg5gvNPsA8BVXjLpd0FkI1u2WUVynxmuL+ZiI+WmPncItadyZ43Q6icVi+Hw+ed0EYQwMjsybJvSFYhTnyTUlCIJwcMM/OdVyn66ITv8MymCgD9OY/j5AwYE+yqz3pWRWXdI6o2QBdICvV8T8VCXQ101fh7qewn1drKYbgKpFI4h5tz/+OBoJjZoab9fM61pqyWguuQBe/Sdz21/IZejJxzIMisx+0MBfXDXqtmFXQVzMu8vmWQ/yAHDqR4+Yn7EGeIIgCJPFQDg5I6g7KCZ4giAIAMbWB+OPZ9FJKNA/iaMZG3s3Pk3BT5bj3/HHyR7KmOluqQcgaHrIL0x2EffPOQ6AWYHdR3xcwujEohG2/Ok7lP9sKcvueQvL7nkLq//5DgAatFn4C0uG7eO2IvOgxPxomFZrOsPhSblN3clvJ2o6mWs20Hpgew7PIkGgrwe3pu6h8ktHF/MRV2H8cV6VZfRnTVQ4j6LIvIh5QRCEcWZwmj1I3bwgCAKAHotxTPezScs6D+2apNGMndiTPyBPC7MgPDYBMxXob28AoNNRijbEBLl22WkAzDGb6O/pOOJjE0am/o3n6L35dM7afwt+LcKA6aXf9NNv+ukln73zPzDifm5PwgVeD6cT8yoyb6SomQfILy5lp2c5AK2vP5hyu0wY6G4BIGS68eUVjLptzFMUf1xSu0g98KgsA5c++vOaSczYNHtBEITJon+omBdHe0EQBOo3P8Uaeug18+hwVrDAqKevaRcce+JkDy1rGndvYnXwZQAKzembXWAT7FJivsdVwdCGYMUVNTRRQQ3tNGxfz7GnXXzkBygksfX3X+X0w7/FqZn0kM+bK/+LZRd/JmkiZmWKfTWHg4jpwqPFiKYxitPsmvlRIvMAXbPPhgNvUlj/FPC1bJ5KEqGeNgB6tELcwD/33UeRp5gz55w7bFvDoyLzA6aPgpJKABwelWbvMo4eMS+ReUEQhHFmeGRe0uwFQRCCm/8OwI6itXT4VI1rtG3vZA4pZ7qfuDn+uJjpL+Zj3U0ABL0jm4415R0LwMCB147YmISRiYSCnNnwG5yaySsFb6Xz4y+z/O2fHZZRMeoxUJH2WLrIvK4i8+YokXmA4lVvB2BpcCPhYO493sO9Ssz3O4o41HeQGzZ8h2+/+DV6wt3Dx+YrBqDVWRV/7g6vEvNuEfOCIAhCrgyNzPdIZF4QhKMc0zCY3/YkALFj3k6ocD4Azu4DkzeoHOnvaOKEzofjf+dpYcKh3AXMlKCvGYCIf+Q65WCFqpv3tLxxxIYkjEwkHIg/nvvJuyiuGtpJPoNjWIZ2enT05nSaru5fDOfokfnZS0+ihTL8WoT61x7Jejw2sX7Vai7gKmZL+yY1RjPGCw1PD9+4QH1Wu7yJVopOr0qzFzEvCIIg5MwwAzypmRcE4SincdfrzDGbCZtu5p32LswyZViVP1A/ySPLnq4nfoZPi7LbuZiYqW6l+zrbJnlUY8MdaAXAyJ814nrvXFUKUTWw44iNSRiZwQLc5R5dZKciakXm9TQGeFhp9uki85rDwb6S0wGI7chdzOsDypMh7CpiW8eW+PJnDj8+bNv5Z17Oc9VX4Dr/mvgypxWZ95oi5gVBEIQcGYiIAZ4gCMJgul/7GwDb/GvwF5bgrVoMQFm4YTKHlTXh0ADHN/4FgI7Vn6ZXUyZdge7WyRzWmPGF1WSEs6h6xPXVS5UJXp3eQKC/54iNSxiOHlFiPmo6R+0RPxoxq2+8Hh1d9No186YzYZq3ue119vfsGbatufh8AOo6cm9RpwVVZD7qLWF7x5vx5a+2vExfpDdp2/ziUlZc+WPmLD8lvszlU9ej1xw942AmkZWYv+aaa9A0Lenf0qVL4+vPOeecYev//d//PekY9fX1XHLJJeTl5VFVVcVXv/pVYrHY0FMJgiBMW+w0e59bfcVKmr0gCEc71Y0qsta/6CIAiueoGuxqowV9Gt0H7n/8N5TTQxMVrFj3UXo15agd6m2f5JGNjcKoioh6SmtHXF9eXUcrZTg0k4btrxzJoQlDiFmR+egYfMztyLyRYZq96VTbNw008KWnruILT11FRE/2A0q0qGuk5cC2nMblCHUDEPAWs69HtUIs81UQM2K82PjsKHsq3CLm07NixQqampri/55//vmk9VdddVXS+htuuCG+Ttd1LrnkEiKRCC+++CJ33nknd9xxB9/61rfG/kwEQRCmCLYB3uwS1e+0R/rMC4JwFNN2aDdL9L3opsacte8FoKxmARHTiUfT6WzaP8kjzAyzp4HV228CYM/Cj+Byewi4lAlXpG96i/lSQ4n5/Iq6lNs0+o8BoH//q0dkTMLI2Gn2MS13MR+z3OmNNJF5h2GJYqtm/o22jeimTk+4i9daXk7adnCLurbXcmtR5wp3AXDQD7qpU+Gv5B2L3gPAM4eGp9oPxe1TNfM+RMynxOVyUV1dHf9XUZHsepmXl5e0vqgo0QPw0UcfZdu2bdx1112sXr2aiy66iO9+97v8/Oc/JxKRm11BEGYGtpivtcS8pNkLgnA007pJmcXt9CynuEJFfp0uF80OVZ/dc3jnpI0tG/o33ksx/RgmLLrwswCELDFvDHQe0bEYus7u154gFBi7k34kFKDEcuQvqpqTcruBctXszCkmeJOKHlWaaSyReTvN3oiOrr80w47MKzE/OPX96RHEdWftmQD4G9fnNC5vpBuAAx41ybCs7DjOmXMBABuaX2QgOvrn3eNXYt6j6UQjR4egz/pTsHv3bmpra/H5fKxdu5brr7+euXPnxtf/4Q9/4K677qK6upp3vOMd/O///i95ecqM4KWXXuK4445j1qyEucbb3vY2PvOZz7B161ZOOOGEEc8ZDocJhxNvSG+vqpmIRqNEo3KTPF7Yr6W8pjMTeX+PHH0h9RrXFqsas65AJOvXPWaY6LEYmqZhOrTh6620VClTmn7EdAM9ZhCLmTiM4XPq8t5Ob2KGgR7TiWkGminvLwDtKl22q/AYKmKJ78JOz2zmhhsJNe8iFpv6v01d/rnMA/q1PLz5BcSiUSKeYgiCMdBB7Aj+vm55+Des3fwN9jy6EN/H7qe4fORa90zoaKqnGIiYTvILSlM+D9fs4+EwVPTtOKLP9UiSfP0aatkUu1ajlpt9DBeadd20BVvxOX0UeopG2zWObon5WCQw6rUXr5l3uIjFomzrSEzkPN/wFMFIAPcgczytbCEchLxwW07XtD+m/BgO0A3AsaXLqcufS13BPA71H+SFw09zbt3bUu7v8CRq+wN93eQXl8X/1uPfvVGiI9xXTTUyvW/MSsyfeuqp3HHHHRx77LE0NTXxne98hzPPPJMtW7ZQWFjIhz70IebNm0dtbS1vvPEGX//619m5cyf33nsvAM3NzUlCHoj/3dzcnPK8119/Pd/5zneGLX/00UfjEwXC+PHYY49N9hCECUTe34mnsdUJaPS31ANOWrv7eeihhybkXBueeWJCjitMPOlikc8+mT6lUJi+HE3XbkX7LgBaI37an0g4XfvNEgD6D27ipSdyd8A+UoRa97Ia6DYL2fj4owB4wmrCZqDtIE8++nDqnccZ3/anAVis72Pf/13Ew8d8HU9+SU7HCnU3sRAI4uVp63mNRKRf51Rgnl7P3//5QM5O6tONqXathlp3swZlgPfaE4/Qa/Ryc+/NlDnK+GzhZ9G09EJ1jjU/0XxgD52jXHuVwT4AOto7efbxf7C7R/1yefDQH+3j7kd/yTHuY+LbB1tUhkpBrCOna/rEWC9osCd8GDQw9gd4+fCjLIzO5xAHuW/j3fh3pd7fNExqTQ2nZvLqM4+NeE08+fj0+G0NBALpNyJLMX/RRRfFH69atYpTTz2VefPm8ec//5lPfOITfOpTn4qvP+6446ipqeG8885j7969LFq0KJtTJfGNb3yDL3/5y/G/e3t7qaur44ILLkhK4xfGRjQa5bHHHuP888/H7R69BYUw/ZD398hx867nYSDAW085nn8e2kLIcHDRRRdk9ANrEzNM2kMxXJqGM0VkfsMzT3Dy2efhcuWeaicceaK6QV/UoNLvxOMYOXL77JOPc9a56+S9nYZEDYPWoE6h24HbOfL7e7Rduz1vqIBM1fK1LDkrEVXb3rMR9j1GpaOXeeeljrZNFQ5sMKEBDIebt6y7AI/DwaaOl6EeSj06yy+48IiNZe/2nwNgmBoLtQY8u68j/MG/UVW3JOtj1e94Ffar1OtzR3kOpmHQ+cNvUab1smROCQuOPyvn8U9VBl+/mmlMyWt1/6tAA+gOD2vPextP1D9MZEOEZqOZshPrWFq2Iu0xDm//OYRgVnUVS0e59g5v/znoUDF7HvoJdRhPG5R6y3hL7Vt5cP/faKvs4Yo1if2b982Ge6+j3OxhbQ7XtG/jZ2hxOunTAjhw8J51V+B35VHVvYBnnniGPfpeVp99Jn5X6mBuaJOXfEIsW7WKqvnL4ssjkSivPfck565bh88z9Sei7Ez0dIzpk1lSUsIxxxzDnj3D2xOAiuQD7Nmzh0WLFlFdXc0rryQ7YLa0tABQXZ06Pcjr9eL1eoctd7vdIkomAHldZzby/k48AxHVZ35uRSEAUd0kajrI92T+lasZJs6YllLM27hcLlwueT+nE6Zm4DR19d6NIPZsXC4XLrlWpx2mbuB0abhczvTv71Fw7ZqGwaxYE2hQNHtp0nP2VC2BfVAabpger4WVdq1r6r1zOR04CpR3lDfac0Sv17LwIQDWH/dt5m29lTlmM813v4uWD9zL7MXHZXUsO51cx5n2Oez3HUNZ6FX6D27EddJ5uQ1+CjP4+tVM9Vs+1a5VzVDjilmfw53dCef455ueZmXV6rTHMCwDPE2PjvrcnKYK4TvcfrZ1bwdgefkqzp33Nh7c/zdeaHyar5z8P7isVPvSWfMBKNCC9IZD+PILs3pu+WaAV7w+ABYUL6bQpzwpjilfzuyCOhr6D7Gh9WXOnZt6oiCkKTFvRMNJz003TABcrulxH5zpGMfUZ76/v5+9e/dSU1Mz4vpNmzYBxNevXbuWN998k9bWRC/Oxx57jKKiIpYvXz6WoQiCIEwZbAO8ykIvHutmvlva0wmCcBTS19VKkabSRcvrjk1aV1ij0nNnxRoxDeOIjy1bDKsGWB/kIu4qKAcStb5Hglg0QrWhgmG1ay5Bv/Ih6h2zqaadknveSf327Nzm9Vjm7uj9ZcoEz9G0OctRH52Ypjnux7Tbydl179s7tsTXPXPo8YzOaViGdqY+ukmc01Sfec3lYZtlfresfCWrKk+k2FtKb6SHTa2vxbfPKywmZKpx9bY3ZPqUAFXT7tRM3rACuMssw0UATdM4p071sX/60OjlomFN7R8LD2R1/ulKVmL+K1/5Cs888wwHDhzgxRdf5N3vfjdOp5MPfvCD7N27l+9+97u89tprHDhwgAceeICPfvSjnHXWWaxatQqACy64gOXLl/ORj3yEzZs388gjj/A///M/fPaznx0x8i4IgjDdMAwzHpnP9zopzlM/at0B6dghCMLRR9chVWPbShm+vIKkdWV1SswXakF6O1uO+NiyxbTMwHSc8WUeKzKfr2eWEjsetB/ei0fTCZluKmoXUDF7Ia5PPsw+x3wq6GbW397N/s3Ppz+QhT1JEcsgYdc9R5lVl/dtz23wRwk94W7e+8D5fPvFr477sY2Y9TnUXET0CLu7dwDg1Jw0Dhxmd3f67hDxyHxs9HsTp+Vm73B54k72K8pX4XK4OGv2uQA8czhRg645HHQ6SgEY6MhOzEcjysH+Ta8a2/LyVUnr31qnXO1faHyazlBHyuNEbDEfHHunh+lAVmL+8OHDfPCDH+TYY4/lfe97H+Xl5bz88stUVlbi8Xh4/PHHueCCC1i6dCn/+Z//yXvf+14efDDRZ9DpdPKPf/wDp9PJ2rVr+fCHP8xHP/pRrr322nF/YoIgCJNBIKrHHxd4XZT4lZjvkci8IAhHIYFm5WTf5q4dts6XV0ALym26axq0pzNHiMz7ipWYLzSPnJjvOqSEdJOzBodTTSyUVs0h/98fYafrGErop+6B97F7Q2aGt4lIb3oxX3WsKqGdFztAJDx6j/Kjmdda1tMebOOZw4/TNJCdqE1HfFLJ4WZP906iRpRibylnzD4HgKcPpTYxtLEj82QYme9zRGkONKGhcWyZyqY+u24dAM8efoKYkXD873Wqazrc1ZT5kwJi0TAxYGtczK9MWr+kdCnLy1cRM2I8uPdvKY8T1lRbYF0i88O55557aGxsJBwOc/jwYe655564sV1dXR3PPPMMHR0dhEIhdu/ezQ033DDMoG7evHk89NBDBAIB2trauPHGG6eUqYQgCMJYsFPsHRr43U6KbTEvveYFQZhCtBzYRv8PjuPwTeey5d4b6GzcPyHnMTr2AdCXN3L/8nZL5Aebdk/I+ccTU1ff44Yjcd+aV1IJQKEZiLe+mmiCLVarP19d0vKisioqPvsIW93HUagFWfzwR2g+sCPt8RLlA+lrdKvqltBDPh5Np2Hna2m3P1rZNqgf+7OHxtcN34xH5t3x8ywvW5mUhp4u1d60IvOkicy7LTG/X1cl0vOLFpLvVhk2J1SdRJGnmO5wF2+0bYzvE3ArMa/3pu5UNhJ6NMxej5ugw0GeK5+5hQuGbfOeJR8A4IG9fyFmjHxfFXWoyLwRycwNfrozppp5QRAEIZl+S8zne1xomkaJnWYvkXlBEKYQbRvuZa7ZwKrIJs7a9X0W/24NrTeePu4Czd17AIBo0fwR1/flKUFqdO6LL9v51D3s+NXHiE6xyG88Ijoogl1oiXmHZtLf3XZExqF17gUgVDhv2Lq8whJqPvdP9jnmk6eFad6cPjqfeF7ONFuqNOp6j3LM7967IZthH1UM7sf+9OHxbYVmi3lDc8fPs6z8ONbWnInH4aGh/xD7ekafHDOdSvBqGUbm98eUMB+c+u5yuHnL7LcCydkAIZ+6JuhPeKRlgh4J84YVlV9WvhKnY/jn8Zw551Pmq6A92Mazh58c8TgxpzLQM0XMC4IgCNkSCNv18upmr9ivfpi6JTIvCMIUwjGghOdO5zFsd6n2TUtjOyj4+yfGVUQXBg6r85UvHHF9pHg+AJ6eA4DKGDjh5S9wetffObDhoXEbx7igD49guz1eek3VJqvvCNX95/UdVA/KR2777M8vpNunMiHMNJFXyC4yD9BXqtKstZYtabY8OonqUXZ3JTIitnW8QWsguyj1qAxKs7fN75aXH0eeO59Tak4H4OlDo08gmE7bzT7DyHxEdU9YNiT13c4GePLQI4RiQTWuPCXmnYHsJrdi0XDC/K5s5YjbuJ1u3rnovQDcu/uPIx/HIWJeEARByJF4ZN6rZpQTkXkxwBMEYergCioDqZbZ65j1lRfYefl6OilkgVHPzr99b9zOUxltBCCveuT+505L5BcGD2MaBtF7/wOfZonL8NS6GY+n2Q+pLe9FpR0He45MZL4srCZI/LOOSbmNYbUKS+dWDmDodqQ3s7JXrWopAAV9+9JseXSyt2cXESNCoaeIVZUnAsplfrywMyl6nBqNA+qzYPeWP2dOZqn2pkuJZocx+r2Jixg6sC9UD6hJg8GcNOs0qvNr6Yv08vjBf6mFBVUA+EJZivlIaJD5Xer2iu9Y9F6cmos32zexq2t4GYnuVDXzZnRqfX9MFCLmBUGYVhiGOSGtXkC1kDGMsR3brpkvsCLzJVIzLwjCFMQb7gRAy1dRtMq6JWxb9U0ATj14G837xh51DQX6qUKdp3RIWzobW+RXRhvZ/vBtrIokam/NWHohekRJIeb7NCXmw73tEz6EWDRCjdWWrmzu0pTbGRnWRMOgtG1HZpH5/DkqMl8Vrs9o+6MN2/V9WdnKuLh+ZjxT7a3P4T6Put+YW7iAQo/yKFtbexZuh5v6vv0c6N2b+hhWZN6RLjJPlH1uNyEjjN/lZ35RcjaI0+Hk3YvfD8C9u+/BNE2cRdUA5EU7s3paRjTCQau3+qKS1BNVFf6quPnefbvvGbZedysxr4mYFwRBmFoEIzpv/dHTfO6PG9NvnCWmafL+X7/MRbc8R1TPvd/xQMSOzFtiPt6aTsS8IAhTh7yYutF2FVXGly278Cre8J6IV4sSu//zY+793mG1pes18ygsrRpxmzJL5FfSxYo3rgNANzUgsxTxI4lpGW6ZjmQx3+9QYj7WP/Fivv3wXtyD2tKlIi7M04g1tc3IkxSpmLVQ1U3PooNAX3dG+xxNbLVN6cqP46w5qn3bm+2baAuMUxmG9Z7udUfi57Ep8BRyUvVaYPRsAC3DyLzbjMWj5ceWrRixjv3iBZfidfrY27OLN9pex1taA0CRnp2Yj0YDxDR17ftdeaNu+17LCO/x+n/RE+5OWmc4bTEfzOr80xUR84IgTBv2tPZzsCPAc7vGP5XxcFeQV/Z3srOlj/rO3GdzE2n2Vs18nlUzL2n2giBMIQr0HgA8xbPiyzSHA/e7f0LIdLMqsontD/96TOfob1QmXC2uGjTHyLechWWz6CUfgFL62O+Yx5u+NcDUE/Oarr7fjSFiPmCJeWMgde/r8WKktnQjYddEk0F2Q8JQLTMxX1RaSTslADTve3P0jY9C4pH58uOozJvFyvLjAXiu4alxOb5d577PpcTq0JT0c+aoqPWjB/+JYaaYkLMM8JzpxDwx3vCpbZeXjZz6XuQt5vx5FwNw7557yC9THSrKjK6sJgTDkUQrObedWZKCFeXHc0zpMiJ6mH/uuy9pnWlH5mMi5oUZznO727j9hf0TlrIsCOON3as9qo//Z3bz4e7448bu3H8AUqXZS2ReEISpRInRDUBeWU3S8lnzl/PK/KsAWP7G9fR25G7cFW3fA0CPb+S2dDbNTjUGw9ToXHcjMSuyllFU+UgSj8wnp6OHLDFPsGvChxBK0ZZuKJkanEEi4yDTNHuAFrc6f9+hrRnvY7P5H79i65Mjm5dNd3rDPRzuV+UHtombnRL+zKH0nQUyQdMjGMABlwo8LBsi5s+as44CdwEN/Yd4pfnFkY/hTh+ZNw0DjxYb5DCfuo79PUs+CMBzh58kXKDuf3xalEBfT2ZPCggPiqR7nKN/FjVN412L/g1Qfe6Txm2JeaeIeWEmY5omX7hnE995cBv72wfS7yAIU4DekC3mx5b6ORKbD3XHH49FzPfH3eyTDfB6pTWdMMOJhENsf/5+QoH+yR6KkIbQQA/5morYFpbXDlt/7Hv/l/2OuZTRR/1Tv835PM6uA+p8hXNH3a6zYDEAL5e/iwUnnpeVedsRJUU6esRVCIAzmF1acU6M0pZuMPHIfIpe3EnEa+Yzi8wD9BUq40K9dVfG+wD0tDdxysZvsPqFz9Gwe3NW+04Htncqr4nZBXUUe0sAONuKlG9ue52O4DiUYuhRDrhdBDUdr9PHwuLFSavz3HlctOBdQGrHdzvN3m49NxKxqJo02GvVsR9buizltotKlrC6cg26qfNI0yP0m0pQ97UfzvhpRSwxr5ngzCBL5GSrnGBX13YC0UFaxq1S9J26iHlhBnOoM0jngPryttOCBWGqYwvimDF2o7qhbD6cmD1u6M69LdPAkDT7Ers1nYh5YYaz5e83ceLTH2PbX7472UMR0tBnRdvDpht/ftGw9W6Pl0N1bwfA3/RqzufJH1ARSrN05LZ0NhXvvp7nVl7Lwo/+HAAji6jykURLEcGOulRk3hPpnvAxpGtLFyf+GmYwIWKo362hGQejoZcrAenr3pPxPgDBvm4cmolLM+j+5zVZ7TsdsPu+D+7HPiu/huVlx2Fi8lzDyL3Rs0EzovEWbseWLcc1wiTMpYvfj4bG+qYXOGx/ZgYfwxLzrlEi89FIiKgGhlXHXuApHHVcdnT+wb1/o8VZAsBAR0P6J2QRialMA7epIu/pmJVfQ03+bHRT5832TfHlmluV7YiYF2Y0WxoTwmUiUpYFYSLoGSSII+MYnY/pBm8OEvNN45Fm77H7zKubo0BEJxzTxzBKQZjaODrUTb2nK7ube+HIE+hSRlxdWnHKWnb/QtWveu5A7jXR5RHVls43a/Go25VVz2PF2z+Hx2e1lIqbt02tSVBNH9kAL+ZWYt4b7Z7wMWTSlg4A2+AsCwO8bMS8v0Y52peHDmS8D6he4jYn9T/N/jdfyGr/qc62QX3fB2On2sfbt40BhxFJtHBL0Y99TuFcTq05A4D7dv9p+DHcqhf7qJH5SIgICVGdro79jNnnUJVXTXe4i0cLlfCP9GRephONqUBK5vkhsLrqJAA2tSYmHR0eFZl36bkHZqYTIuaPUrY0JIRLbAJSlgVhIrDT7GF8U+33tPUTjCaEdmPPWNLskyPzhT4X9gRzj0TnhRmMO6zqhf2RiTcBE8ZGuFvdYPda0bORmL3yDGKmg1l00N6Q/QSNHosxy2qhVjx75LZ0qUi0VZtiafYpItimJebz9N4JPX2mbemARGQ+kzT7HMR82TwlVmv1RmLRzDMo9Gjyexp55NqM953qmKbJ9s5EW7rBrJt3kdUbfSN7unaO6TyaEeVNKzKfSR37vw48QGBImzaHVTPvTifmtcFifvTPh8vh4p2LLgPgWRUcx+jNQsxb4ttlpo/K26yuVGaZm9peiy9zeJWYdxtT7PtjghAxf5SypTHxgxMb53RlQZgoBovh8cwoeeOQmtzyu1Wde+M4pNnbBngOhxaPzs/EXvN7X3mYbXd8gUjo6EhnE1LjiygxXxA7AnXDwpiI9rUCEHCXptzGl1/Mfpdqfda29bmsz9HZuBePphMxXZTWzM9q34R529T6ztRs4TPUnMujlEuhMbFivu3Q7oza0sGgmug0buWQEPxDMw5Go3LOQoKmB4+m03Iwc3GqW/X5AdNL1HSyOvQKu195NOP9s+X1u69h499+NGHHH8zh/nr6Ir14HB4WlyRPYFX4qzh7znmAcnwfSvO+LWy/7VP0tDemPY9pRNjlUZ/BoZMGgzm5ei1zCuYyEO3nkQMPJq2zI/OuUcS8Hg3Hxbzb4c4o9X1tzZkA7PZEiAH0Z96Oz47Mu7MQ88dXKTG/s3NrfMLCYV2PHkMi88IMxTTNpMj8RJiJCcJE0BtM+DuM5+d2k+Vkf+5S1Qe5oTuYc5eHgbgBXuKmKO5oPwMj84XPXstbmn/P7od/OdlDESaZvJj6XSm2XNKFKUy/EvNhT9mom7WWrFYP6l/O+hQ9DcoYrdkxC6crm8RZMB12VHmK1czrI0fmNa+KzBeZfVm14sqW7sNKNKdrSwfEI/MZpdmncOkfDYfTSaNLdSnoOrgl4/0MKzLf6SjltXLly+B66rsT8rp1thzmjH23cMq264iEJ17YbbNa0i0pXYp7BDf2d9u90Q/+i95wsst79O9f4oyOv3LoidvSnidmRtAtYV3iS30NOzRH/Jz37flT0n2N04rMu8zUn4/BkXmP1couHQtLllDoKSKsGWz3eHAFMjf8i0fmyVzM1+TPpjqvBt3U2dqxCQCnzxLzpkTmhRlKU08obn4HoEtkXpgmDE6zj8TG74ffdrK/YMUsNE0du2Mgt5vIRJp94kYr3mt+BkbmS2NtABTuH3sdoDC9KbJEfCl9RCNHx03UdEULqFKIqK989A3nnAJARXf2ruPhFpWa3+mdnfW+duQ7oxTxI4jDtCaUh0SwXV5VH+zRdIIDExedz7QtHYDDZYn5USKvNvEMiDTtwIbSmTcfgEjzjoz3sdPsdc3F7Eu/Tdh0szy6he3P3Zdmz+zpaVXGby7NoLv10Lgffyh2f/mh9fI2x1WsZnHJsYT1EP/cn3i+3a2HWRl6HQAt3Jf2PPqgSa50qe8XLXgnflceB3v38VrL+vhypxWZd5PaBFuPRpIi85ng0BwcX3kiABv8XnzhbMS8+my4spSndt38Rqtu3m2Jea8pkXlhhjI4Kg9igCdMHybCAC8U1dnZrH48T5pfRlWhmn3OtT3dQCQ5zR4G95qfWlGmsWIaBqWm+j5ZHtrIQM/E91gWpiamYVBsJm5Ce9ubJnE0QjrcQSXmjfzKUberWHEWAAuje7NuOah17QdgIH/0tnQjYWYTVT6CxCcXnMli3un2EjKtNqQdmdcIZ02GbekAcNtp9hmIeSM3MR8pUcaGrq7dGe9jWGn2MVSpwGvVqsba//LNWZ07E4Kdifeiry3zFmm5si0u5leNuF7TtHgd+/17/oxuqEy+w8/9Aaem7sUz6eBgWBM0Thw4tNGlXL67gAvnvwOAhw88EF/u9KjPh4fUnw8jGiJiBcnTmd8NZnWlEtev+nzkRzP3UIkZuYn54626+c2tqm7eZYl5H0fHpLKI+aOQoWI+NoEpYYIwnvQm1cyPz+d2a2MvMcOkosBLbbGPmmLlppxr3fzQ1nSQ6DU/0wzwBno68Gjq+Xo0nfqX753kEQmTRX9PJ24tYSLZm0U7IuHI44soXwNHQRoxP2cJ7ZTg1nQat72U3Tmsdlh66fzsB+jKwrztCGJHuUdKR+/RVHQ+0NM2YefPuC0d4Ij3Ec+8Zj5bMe+aperCi/v3Z7yPYZnl6Zo6V9VbPwPAosjOrIz0MiE6yEk90DGxYj6qR9nTrUpLlpWnrmNfN/dCij0lNA808lLTswBU7k+I7ExaCRpWNN1FmlILi7OsPvebWl+Np9q7PFZkPk3NfDSeZp+5mD/eipS/7vNSoGc+yW9nHLjM7OTpCVUnA7C9cyvBWBC33xLzkmYvzFQGm98BxCQyL0wTegbXzMfG53Nrp9ivritG0zRml9hiPrfIfH94tMj81LoxHSu97cmCzbP7oUkaiTDZ9HYkR+IHR8SEqUd+TN1gu4uqRt1Oczg4kKdShgN7ns/qHCVh9f3grkgvPIed147MTzUxb7nZM4Kw6XcUARCeQDFfbrWly6tJ05aOhFu500idRh3f1t4mi+grQMlcy9E+dijjmnfD6lCgW6UKNQuWM2D68GpRGve8kdX506FbRo8AsZ6JzRYaiPWjW2UYVf7qlNt5XT4uWfhuAO7dfQ+tB3ewLLY9vt6RQTs1w4qmu7TMxPyK8uNwO9y0BVtp6FflBk5LzI8amY9ln2YPsKh4CXnOPAYcDlrdAxh6Zm15Y5aYd2YpT6vza6nKq0Y3Y2xt34zHpzwsPFps3CeIpiIi5o9C7Mh8kU99kYoBnjBdSKqZH6fP7RuW+d2qOSUA1JaoH7hcxHxMNwhF1bgGR+btmvnBkfkX9rTzrzendypyqEuNP2KqG4plfS+Lq/1RSrA72bE4mkVvYeHIU6h3A+AtnpV228AsVf+a3/p6xsc3DYPqmPp+KJydXngOwxLLmTixH0nsmnlzhAh20FUMQKQv8xrhbIhFI1RbbelK56RpS0ciMj+aW3l8W2sbzZWdmJ+1YDmGqVHEAF1t6V3YAQw9OTLvcDqp9yhn/q59mX/GMkEbSIh5s29iv5Oi1vNyak6cjtFF9rsW/xsOzcFrLevZ/OKtSesyKS3Rrci8W8vMWNLr8sVb2G22Wri5LTHv1MyUglel2dtiPvPPhtPhZJVVN7/J76a/O7MJrpiR3SSFjaZp8dT+zW2v4fEXxNdFQoFUu80YRMwfZbT2hmjtC+PQYOVs9cMjremE6UAoqieZ3o3XJNTmw2py6/i6EgBq7ch8Dr3mByKJ2eckA7whbvYtvSGuvP0Vrr77deo7pu8Pjd2reo9nKa2UUaAFObjhn5M8KmEyCA2JRg6OiAlTi8FeF3mlNWm3z198BgDzA1syjr72djZToAUxTI3yOdmLebutWibmbUcSO4KtjdDCLeRW91TGQOY1wtmQTVs6SEReR3Mrt9GMkY390uH159PkUNkdbfsyM0k0rZp5Y1Ckt7tITU4YTW9mdf50uIOJiRXXwMR+J0UtIZpJBLs6v5Yzas8BYHP/MwDsdcwHwJHBBJaButdwZSjmIdGPPW4S5/XF18UiI9/vJEXms0izBzhxljLPfNXvo689s7KruJjPsHxgMKurEs/P68vDsNrbhQfSGwpOd0TMH2VsaVQ/4IsqCyjyqS8cEfPCdKB3SL35eLjZdwci7G8fAOD4OepGzBbzDTnUzNv18m6nhteV+DEaaoB3x4sHiOompgkbDkzfntxGn4oSBTzl7Ck7Wy3b+uBouwgzlNgQ8a5N8I2zkDsDfV1xr4uC8tTpwDa1y9cSMV2U00NbfWb9xLsPK0O0Nq0Ur1W/mg1TNs3eisyPFMGOekoAMAMT852eVVs6wGmN0TWKW7mN/TpnG5kHaPMqM75A4/Y0WypsMW9H5gHMWarGvKArs2Nkii+SmFjxhiau/AEgYonwTEXvunkXAbDdFyFiumicq9r0ObOomXdrmae+247vdt28y+OPr4umaNtnDuoz78kizX7w+V7zeRnI0EMlZpcPkN2k0uDz7ejcQtgIE0S9D9FQdsad0xER80cZWxpUvfzK2cW4nOoCjUmavTANGJxiD+MTmX/DisrPK8+jxEqFt2vmm3JIsx/J/A6SDfAGwjH+8PLB+LrX66exA7zdq9pbgWvlOwE4pvtZ9Fj6m0dhZmH0J6cWD46ICVOLfsvfoN/048srSLO1ir7ucyvX8vZtz2Z0jmhQRcMCjsKcxmiLykxSxI8kznhruuHCRveVqlXBiRHzoY56AHo86SdgIBGZH83gzCY+SZGlAR5AoNjyRGjfldkOuh2ZT/xOFs0/AYDa8N6szz8a+dHE72thdGK/k+w0+0zT0e1I+R6Ph5fy16AVqiyZTEpL4pH5LDIpVpSvwuVw0RZsoWmgAZfbg25Fr6ORFGI+FiFqu9lnGZlfXHIsfgP6HQ72d27JaB89nmafvZivzZ9Dpb+KqBFlW8ebhDWV3RMNDWR9rOmGiPmjjDetevkVtUW4nertFwM8YTow1Al+fMR8NwDHW/XyADXF6gaotS9MOJaZaYtNvMe8Z2Qx3x2I8pdXD9EbiuF0qF/I1w5OXzHvsgSbkV/JvDVvo9fMo5we6jc/NckjE440mtXqrJ0SIDkiJkwtgpbXRbejOON92ktXA+A4vH70DS3MmBIHsRxuygE027xtiol5h6l+EzTXCKLXXwaAK9w9Iec2e1R0MzSKudpgXPE+4ulfQ+cYIvNUqDKKgr7MHO1NfXiafe2xJ6GbGhV009E8fv3gi43E72uxnn6SpTvUxZa2N+gIZp9ZZKfZZxrBLvaUMC+i7mPeXHhC4jNvpI/M61bnkGzq2H0uP0tLVwCJVPsIaqx6CjFv6GEiZF8zD6pufkk0D4CdA5llXMRsl/4cvjc0TYtH599o30gY9XrGRMwLM42tlpg/bnYxLktMRGd4a7oHNzdyzyv1kz0MYYz0BpOjvZFxmITadCi5Xh6gLN+D16W+Glt6smtrMhBWP7AFQyLzxX71I9g1EOG3LxwA4OpzVDRjV0sffaGpdcOaKd6wFenIr8Lt9bG96HQAgpv/PomjEiYDlxWNbPLMB5IjYsLUItKjhEq/syTjfRxzTwWgqiczt3FjhFTqbHBYojIeCZ8iOEkdwXbkKzHvjXZPzLn7lUeJXpje5wDA6VavoTuD19AxyvNKR8Hs5QBUhg5ktkPMbu+XEIf+/EIaHLUAtO7akPUYRkKPxSgxE92bysyetM7mX332i3z6iSv47kufz/p88ch8hhHsg5uf4TRLaLZU5uFw2x4H6e8H7Mh8Ng7zkEhF39ymxHzUuj5jKcQ8ObrZ2yyiAoDdsczMEe1uANlkHAymJn82AN2hznhkPhYWMS/MIDr6wzT2qAt2eW0RrqMgMr+/fYDP37OR/7r3TVr7cusbLkwNhkXmx6Fm/s2GbiBRLw8ktadryDLVPh6Z9ybXM9qR+b5wjPrOACV5bq4+ZzFzSv0YJmy2JhWmG/lRJeBcliO2fswlAMxvezJjoyxhZuC1+pb3FS8BkiNiwtQi1qvEfMBdmvE+VSuVJ8aC2H4Cfd1pt0+I+dxuyrNxYk9HLBph59P3EBoY+/dsfDwjCDZ3gRIu/tjEfJ/7Q0rMO4pnZ7S9y5tNZF79djmyTKUGqFqoXNJraCfQn8FztyLYxhBx2JqvvjuChzIz0ktHT0czTs3EMDVipgOHZtKTxnFfs2RRIJa9AIzXzGcYwR7Y+ggnB9V96ZtdbwwS8xm42Wvq9zXb1HfbJG5Tq3K0T0TmUwQuYoNq5nP4bCzxKD+FPY4udCN9pqMeN/bLbRLQ61SvYVgPE3Go+zhdauaFmYTdX35BRT6FPnc8Mj+Ta+Z/+/x+TGuuoikHQzNh6jC0Zn6srek6+sO09IbRNFhaU5S0rjbHXvOpauZtN3ubD586D7/HyYlz1c30dK2bL7J6VXtLVKRo3mnvImK6mGM201q/YzKHJhxh/FHrJr5yGQAlZq94J0xVBpQRWNhbnvEuZTXzaaYCp2bSvDN95HQkk7NscLjHr2Z+x/0/ZO3LV7Pvz98a87GcVpq9Y4Q0e0+Rej0L9N5h68aDooh637zldRltb7ce82h62j7fdgaE/bpnQ3FFDV0ob4SW/RnURut2ZD75NQxXqBRwT3tm9dXpsB3Ue7QCOrUSAHrbDo+6j+2m3hVqI5KBEd1gsnGzB/D0HmRNSJ1jX89ugk51s+rOpGbeEvMepzerMa4oX41Tc9ESaKJpoIGoZTSnR1PUzOsRojm0prOZm38MeYZBwGGwr2d32u1j5ljFvHo9wnqIqEM91iPTt2NQpoiYP4qw+8vbLelsA7zoDHWz7xqI8JfXErVXrX3ZfTELU4uewPjWzG9vUgZN88ryhqXF59prfiBiOUQPOZ7b6Ygv8zgdfPR0NVu9Zp4S89Oxbl61t+oGIK9MiXl/YQmtDhWdCmToXivMDAqMbvX/OSswTA2nZtLTIb3mpyKOgCqPifkzF/MAfU5176AH00dfR6qLzgZnPEo59gmhwoYXACjveHXMx0qk2Q8XNnnFqkVbkTkxrbDKDfW+FVRmJuZdnkGtx6Kj3//Yz2ukSYpMaHLPBaDv0Lb0G1ufDXNISr93zvEAVA6kF32ZEIh7Q5TR41QlEOl+l1oDKmtFN3W2dWTXJs9Os880gl0YPEyFYVDtKMXEZHdMjc1N5pH5bMV8njuPY8tUWcSm1leJaWqseqrPhx4dU5q9t6SWE6wJC7u//WjEI/M5TBzA4Mh8iKhDPTZFzAtHmu88uJUP/996QtHsjLcyYavVlm5lrYpC2gZ4+gwV839Yf5BQNCH4JM1+ejMsMj/GNPvtTSp6smxIVB6gptjuNZ/dZ6Y/RWQeEtH5S0+opapQ/cjYkfmN9V0Y0+w6DPT14NPUe1JUkUj7HHCo1zPSJwZoRxMlhvp9ya+opVtTUbpMewsLRxZ3WF2bZl5FVvvZN/5GGmGoNrYi8zmK+XiafQZt1UbDNAzqQipLaG50f9oIdTriEewRRG9eSSUA+VqISGh8BUSgv4ciVOp3WXX6HvOQiMxD6tZjNq7488pOHNoEPUos64H0E9OaLeaHCLZZx6h67jl6A6HA2FOjI91qMrHfVcqAp8Jalvo7KRQL0Rpsif/9Rnt68Zl0vizT7MujarJhWaHKZtoVPqD2T5ONYhoGhqbuFzw5vF8nxFvUvUbMioAbKSLzmh4mYrnZ55Jm7y+rZXFUPZ+2QEuarRPGfp5cxbwrkWYfc6r7OBHzwhElHNO588UDPL+nnY313eN+/GZLmMwrVz1f4wZ4MzDNPhTVueNF1f6rslB92bX0SmR+OjPUAC86Rq8HW8wvH0HMzx5jmv3QyDzA2kXlFPvdfPrsRfFlS2sK8bud9IZi7G2bXnVdfVaEY8D04ctPtJ8KudTrqfeLmD9aCAX6ydPU92tReQ09DjVJZUfGhKmFP6IEl7OgKqv9bGFuxDL4LbUj82NMs/dkUO89Gh0N+6igG1Aiu/Xg2PqYu7DT7IeLjYLisnirr77O7N3QR6OrWZn49pt+8ovLMtrHnU1kfpRJikwwrJRmM4OJHs2wfQeSz1VePY8uCnFpBo27N+Y0jsHofeo9CHnLCfnURIvZlzpbqKFfZXJ6reeSSSR5MAkDvPSvYTg4wCyUz8hJdWcCsD2wBwBPmsh8LJaIltuR6Gw43mqJt6nt1bgBXqoJOk0fbICXvcDOL6/FZwUqgtH091MxlB5x5TBxAIk0+1AshG69NmZUxLxwBNnXNoAdnNvWNP41VzHDnslTF+ZMNsB7YFMj7f1hqot8fOBklZLWJpH5ac14t6bbNkpkPveaeXWjN9QAD+CHl61i/TfPY1Floq+z2+lglWW+N93q5gOdSqh1OUqSloc96vmYgYnptSxMPXqtdPqI6SS/sJR+lxLzdmRMmFoUWF4X7uIsxbwVmc9EsI01zd5OER9rmn37jheS/u7e9/qYjmdnCozUms7hcNKrqe/3ge62MZ1nKH0tKjjR4cy8NMLhdBI11W9Rqj7iNvbzcrpzi8wbdrp3LP19lqaPbCKoORwc9qjJ7t79ifdpoKeTjX+9gd6u7F5TrV+J+ai/Aj1fmbQ6B1JPstT3qQmT2sI5AGzveJOInj7l3SZRM59eiHY2KOE+YHo5bcF56vzBQ/Q4NDxpIvN6NBTv/e7J4f06rmI1Ts1J80AjzS71+UgVmWewmM+h00FReQ1ey7iqP4OsDVvMZ1s+YOOzBHxED6O7VFs8TSLzwpFkd2siMrd9AsS8nZbscqi33W0b4M0w12nTNPm/5/cB8LEz5seFWatE5qc1dpp9qeUMP5Y0+3BMZ491vS2vHUnMJ2rmTTPzya7R0uw1TcPnHi7yp2vdfKRbifk+Z7IjdtRToh4Ep9fzEXJnoEulT/ZoRWgOByHLWM2OjAlTiyLL38BXklmLMxs7Mm9mE5nPMV3WZYkU9xjT7I3DydFVvXFsTuku2wAvhbDp09TvSbBnfD/7oU4lNHvdlVntZxucxdKl2ds18zkINshSzNsGbyNEX/tKVco5zcoEzzQMDv3fhzl9x/Xsv/srWY3JFVQeA2Z+JVphNQDeUfrHH+pVr/Gi4iWUeMuIGGF2dG3N+HxR63llkiLe36R8AVqc1VTkVTG3cD4mJq/7fHiJjtoNJhZJCGyvy5/x+Gzy3PkcY73Ob/rUcVJd05oeHZMBnsvtwTDVZyMQ7E67fSzu0p+bmPcMqpk3rJR7LYOMgOmOiPkpxJ6WhGnKRIh5OzJv18rbkfmxpitPNZ7Z1cauln7yPU4+cMpcqqw0ezHAm97YkfmKAvV+jiUyv6e1n5hhUux3U1M8PE3NngAaiOjD0vtHY7Q0+1QkHO27M95nKqD3KgEX8CRHigxfCQDOcPcRHpEwWYQs4dLnUFkZUb+qT7UjY8LUwdD1eO/t/LLsxLwtzDMR83b0dajJWaY4PZaYz8CJfTRKut4AYI9zIQD5XROXZg8w4JoYzxCjR7VUC/hmZbVf1GoNmC7N3s6AyDUyb1q121oGnw2HnWY/UnZDtWpzV9yjfA62PH4XJwRfAmBZ1xNZeRH4Iuo9cBTOwl2ietjnR1K/L4esyPzcwnksLz8RyC7VPpJFmn2kbT8A3V41Ljv1/VWfF4dmEouljs7HouFBYj77NHuAJZaYb7KGmuqadhiJiYNc69gN1P1UMJzeGDKGpVNyfF7xNHs9hGlNdGgxEfPCEWRXSyIyv7ulf9xr2e0WdG7LxX6mtqa748UDALz/5LkU+91xszExwJve2JF5W8yPpTXdtkY7xb4QzfqhGozP7aQsX/1wNfZk/kMQj8x7shDzVmR+T2s/3YHMU/omHStdMexLFvOmXz0ft4j5o4aIJeYDrhJARcIgERkTpg59Xa04LfOsgrJsa+atm/lMWnbFbJOzXN3sE6IyXYp4oK+bgR+sYNetH05arsdiLAjvAqBp0fsBqAnuyWk8NnamQKoWbiHrGoj1j+9n39GnxHysILsJmGi8j3i6yLzlIp5DazoA04qIahl8NmwxP1JHgJKFSkTXRfbS39PB/Fe+E19XzAC7Xvh7xmPKj6pSL09xNXnlSjSX6KnfF1vMzymcy4oKNY432jIvy8gmzV7rPgBAoECVga62TOle9VnBinDq+45YNDQo9T23yZc8S+iGrUzdVKUzDiMar+DPtqe9jelQpSfh6EDabWO2sV8OXgAAPlcizd50qzR7h4h54UiyuzUxaxXRjXE3xLIj8K54ZH5mtqbbdKgbgPecqBy2q4rUl117f2TGOvcfDdit6SoKxx6Zt9vSLa8pTrlNLu3pUvWZH42yfA8LKpQp5UbrszsdcFrtrXR/ctqnI0+Je6/dd3yasP+1xzj843U07MzO9EgAfUBFu0IeNZHjKFTRQ98oUTBhchjosNp1UYDbk50QiKfMx9JPOtqp1EMdyzMlybwtMvr5Wna9Sp3ZxGk9D9F+KCHWW/a+Qb4WYsD0MvecjwJQQzt9neldtUdCj8VwWGIjVWQ+4i0Bxt8zxBdQ/hNa0ew0WyZji/lYqppoC3e8Zj639ws7Mp+FmB8pzb5m8fFETBeFWpCG//swVXRyWKvhpbJ3qQ3e/GvGQyrSVamXv7SGwkpVB19q9qTM9KjvU74EdYVzWVmuIuVbO98glqFvg92XPpN6b1+/6ndvFqs2taur1Pl2eDz0aRrRcOoMBD2a6P3uyTHzJe76rlkyMMX7Njgyn0trOgCcVrZKLH1WhS3m3e7sywdgcJ/5MFjHcOoi5oUjRDimc6BDfdDrytQH0I4ejhfRoZF5uzXdDEqz7w1F6bZEny2QyvM9aJpqwdcxIKn20xHDMOmzhHK5FTGPxnL/3Cba0hWm3KbWbk+XlZhXNwnZpNnDoFT7aVQ37w1bEY4hjtiuAiXm/fr4lwpNKC/8lFXh1+l++a7JHsn0Y0B9FqJe9Tn2FKv6VDsyNhEE+rp5/ff/TUfjgQk7x0wkaJkS9mglWe9rWuIrE8E21jR716DIfDohOtiJu/nFP8Qfd+9W6dkHPEsoLJtFo6a+q1p35zZhNzhV3ZlCzOvWNaAFxnciqyCisl885Zn1mLdJtB5LPSFiGgYuq1Y518i8LeYdmYh5y+BNG+E19Hh9HHKpnvWrgy8D0HbO9yk6/WMArOx7noG+7rTnMHSdUlNNKBdW1FJSOQfD1HBrOj0dw7tsBKIB2oPKYG9O4VzmFC6gxFtKWA/ToGfWYtOOzHsyEL0lYXVMV4Uq/6jwVzG7oA5D09jo86YR82Ei5F7HDgkX/Ihj9Jp5hzG2mnkAh9sS80b6SUA7zT7X8gE7oh+KhdCsyLxLxLxwpDjQHkA3TAq9Lt56rPrBGe+6+aE18zPRAO9Qp/oCLM/3xKOjLqcjnpotJnjTk/5IDNuHrqJA/aDkmmZvmuaoTvY2dt18Q3fm5RkJA7zhRnejceK8EmB6OdrnRZRQcxYm13B6CpWYL5hGYt40DOYFlOGSM9Q9uYOZhjiDSrgYVlaGv1SlAtuRsYlgx73Xc8bBX3D4vm9N2DlmIpFeJQr7rXTwbDBsMZ9RZD519DUTnC4XMdMKOKRJEdcHif3a+gfjjx2NKkW6q1TVYTf5lwAQrM+t7Zk+qI7Z6R5ZsJl5qm2cKzS+E1llVnp4fkVuYl4fZUIkOkjoO3PsM6/ZUVAj/T2W07A7Aoz82egoOCb++JWit7H0jHeyYNWZHNZq8GsR9jz757Tn6OtqjU9QFFfU4vZ46dbU5H1v6+Fh2x+2UuyLvSUUeYrQNI1VFSpavj+2P+35YHDN/OifedMwmBVTEwoFNYvjy1eUHw/ATo9nVMNCI5ro/Z67mLci2LYKTOHa7zASbfBy6TMP4Lb6vUczMLOMu/TnYOwHCTd73YxheNQxXPrML7EVMT9FsFPsF88qiPe9tlOBx4to3M0+OTI/kwzwbDE/pywvabltgtcmJnjTEjvF3utyxKPeuYr5pp4QPcEoLofGklkFKbfLpdf8QCR7AzxIRObfODR9UtOLdHWz6i2tTlruK1Zp94Xm+JQJBTOIwoyVtkO74r2oPZHpM6EyVXCH1Wum5Svju8IKVZ86WkrrWMlrf1Odo2/nhBx/pmJ3GAi6S9NsOQL2zXwGgs0ximN5pkTiKeKjn88cJLIX6/viPcoretQEnTZH1SMHLNMvT3vmDuWD0QdH5lNEsJ0lSmznhcavLWMkHKIc9dtQWj0/q30TYj71azjYk8CVZelFYkc7Mp9+oseOzDtSfDaiVWrypYtC5n7ox4BqW3ew9iIAfDvuTXuOnjYV+R5cTtLlUJONAx3DI+12W7q6wrnxZasqVd18pmLedrNPJ7D7u9so1NR9RfmcxMRFgUdNNgQd2qgTWHp0bO3iYFBk3jpOKuNC5zik2buc6n48Svrfgpgl5r2evNE3TIF3UImDbl2jbkPEvHCEsM3vjqkqjEcLtzX1ZtUWKx1Rw06ztyLzzpkYmVdfkHNTiHkxwZue2OZ3RX43bpc1CZVjazq7fGVxVQFeV+oIei695nOpmYeEqZ/KQJgek2slVnsrOwprk1esBF2BFiQaGdvk2dbff5XZP1/Izqf/NKbjpKNj23Pxx9Ot1n8q4I8qMe8sUO99sSXmXZpBX9fEONrXBFVrpznR+lHbOAnJaAMqlTjiy7xfuY3pzFywJSLzOdbZAjHLiX00IQpgDGmH1vXSH4iEgsyPqRa1FUtPB8A1W0U+K/p35TSewZF5h2Pk7/i8yvkAlEZzq8sfia5mVcsdNt0UlWXnZq9rdjvB1O/Z4OeVa5q9w63EYUaReVvMp8gCWHLBp1hfcjH1635NcUXi96XqdGVwuCLwKt0do0+WBDqtchJHSXxZv9V5JdI1XMwfGkHMH1+pJoHqY/XEjAyiynExP/pnvrNBfXe1U4IvP1HqF4+Waxp6JPV9hxELj9lhPiHm1f2GluKadpqDI/M5touzouxRLf33tB2Z97pzE/ODxxizjIjd5swP4omYnyLssSLzS2YVcGx1IQ4NOgci49pOLaYnp9k7rQj9TIrM11uR+brS5BSduKO9pNlPS+y2dMV+N554RkluN/B2+cryUVLsAWosA7ymnswmgMIxPX4tZSvm7edkmolymKlMaKCHfE1dS0WWsZBNfnEFhqm+Wwa623I+R/2bL3D64d8C4Nh2f87HyYhD6+MP82LTpzxgqpCvdwPgLVYlYm6Pl25U1osdIRtPejpaqMZKO9ZCtDXsHfdzzFScQdu4siLrfU0rLToTMe807Jr53CPzdo90fZR6b0gIVd363lnQ9BCNO9bj0XQ6KaRijkqvL12k0qbnxupzmmi0xxExnWiOkW+fi2YtAKDSaB+3rJTeFiXm2xzlKc+bipglLI1RWsbFBr0WrhHaxWWCLeZdGdRF223wBncE2Ny6kdaAmgApLK1g1ef+wDGnXZi035xjT2CvcyFuTWf/039gNCI9Ko29z1UWXxbyVdLpcPD1/j/w7Rf/O2n7Q5b53dxBYn5e0UKKPMVEibKza1va5xW1fCLSpaMHmpVJY5sreSI83lZN04iNEpk3Bhng5eowb7u+2+I5lQ+GEvPqca4p/R63+i2IkIWYzzEyr2lafKLCsEphPBKZF44Uu63I/OKqAnxuJwsr1Yd/2zjVzZumGRcJrnhrOvX2z6TWdIe6lJgfFpm3HO1bJDI/LbF7vRf5XHhcYysP2d6cvl4eoNKKlmdqmmib3wHke7KrmbefE4zNpf9I0dum2iQFTQ/+/OTX0ely0aep6y/Qk5uYj0Uj5D38pXgLrdq+N8Yw2vRU9Wzm4fw8Tps3h52e8e0icjRQZKhsBn9JouTCjojZEbLxpHnXhqS/2/dtHvdzzFQ8di13fuXoG46AZokNLQPBFm8/lmMNNiSc2I00Bni2edd2z0oCppc5ZjPRF38FQL1vWVwAV9YdQ5/px6PFaNmb/XeKbp0nRurJ2rKaueimhkfT6bK+J8dKoENFjXtc2U/A2B0IRnsN7ec1eJIiZkS56dUbeO7wMxmdx2HVzGci5hORefX+7ujczlWPXcmXnv6PtJlpzfPeAUDJntFb1MX61MRAyJPIQInlzeIlv48uLcTD+/9JWyCRNTRSZN6hOVhZvhogIzEfyTDNXu9Qafu9/uTOBLYIDWnaqO/X4Mh8zgLbupYjDisyn+J9c5mxQZH5XJ3zlZ6JaqO/t3oscS6fJz+nc0FiUsSOzHvNmX/fL2J+ChCJGexvV/0Xj5mlUm7sqOF4OdoPFj5D0+xnUrs2OzKfMs1eIvPTkt5BkXn78xsZY5p9OjGf7aSBnWLvczvifhSZYl+LkPvzOpIMdKqb1C5HyYiRoj7LaCjcm1uv5R33/5Bj9D085y3ik9VVGM42etrH58Z4KKGBHhbE9vNAQT4DDgePFGrpdxLi6LEYxZY/Qn5pIgXYjojZEbLxZKB+U9Lfocb0N9qCIl4SUZhdj3kA0xLmzkzE/CiO5ZmSaZo9lhgNu4vZUqhS6k/tfQSAvorj45tpDgf1nkUA9O7P3tHeiKrnFB0i5t9o30TAUPcebo+Xdk199rubxidjRO9W332H8sq45N51/HTjjzPfN5M0e6v13+BJimcOP809O//A917+dkYp5g6rLt1lZhGZtz5Pr7WoybndXTvZ270n5X4Ac868HIClkS20HR5l2341kRwdlIGiFVazxas+jyYmTx56PL4uIebnJR2mxGo1GMygrVqmafauHnWuSGGymWGSmB81zT4Sj5Zn4pw/ErbgtaPlqbJtXGZkzBMHXssLQNfUJFEqopFQ/Fx53tR+RmnPNyQy72Pm3/eLmJ8CHOwYIGaYFHhd1BSrD+GyuAne+Ij5wXXxQ1vTzZQ0e8MwOWzVzNcNi8xbafZjLFuI6QbNGaZdC+NHUs28LeZziGAPhGMctCZ8RmtLB4lJL90wM5rwsp3sszW/A3UtWlUvU17MH+47yJ8a/sKAptHrHNlEa8BhtaLpy749U/uhPazZ8zMAfjnnONb7ffy+uJDmN5/NfdCj0LDlBVyawTbrZvQ1v5uBAambz5S+rpZ47+2isoRAtCNidoRsPHG1KgOzgGkJiI4d436OmUphTIl5T3H2Yt6OzDuyicyPIc3eFpdGGvd80xIiusONvuLfkta5556c9Hd30bHqQfObWY9Ht9P5tUTm1Ybm9fz7k5/kz4GEw3qnW722gdYDWZ9jJLQ+JeZfLXDSFmzjzzvvyUhcAhgOW8ynvvexn5c9eQKwtV2ZB3aFu9jYmn7iw2k5h7szEPN2ZN42EdzekTAkfKL+0VH3rapbwjb3ShyayeFnU6fau6w2c0ZeIgPFVVzDVm/i8/jEwccA6I/202llrNQVzWUw3kGtztJhp9kPTn3v7WgeZuJaEDikHpQtGHIu22HeMWpk3owNNsDLMc3eaafZW2I+xTXtNGNjbk3n8ybutcKjtC6MRILE7Mi8byxiXr2OpuWJ5MvgMzndETE/Bdg1KMVesz7IttAYrzT7wT257fT6mdaarrUvTEQ3cDq0+KSIzXi52f/osV2s/f4TPLlj/G9QhdQkR+Ztr4fsP7c7mvswTZhV5KW8YPT0z2xT33M1vxt6vlwmKXrDPTzf8BSGOfHX8q/f+Cn/CrzMncVFBNxlI24TdCkxr/dnJ+ZNw6D/3s+Tr4XZ5lpOk1f9CL/k96EffGlsA09BcO+LtDscdFivf4/TybbDG9LsJdj0d6pU1R7y467RMCgi1p+7b0IqbAOzrUVvAaCkf9+4n2OmUmx2A+Ab0oUiEzS3HZlPHV2zcY1DZF7XMkuztyPzpsPDwtMvpYdEiu6s5acnbWrMUk7pRd3bsx6PPakwOIK9ofkVAPbG9tJu+RH0e1UtdLTzUNbnGAnvgMpuOehVpVxhPcTzDc+NtktizLYAGy0yH7WfV2KSYnvnlvjjJ+ofS3sel8eqmc9AOLmtFmV2G7ztnYnMmifqH0ubat+96J0AVB58MOU23pD67XEMykBxl1WzwzOoTr9tI+3BNg71qkh5ma+MAneyiIwL7FFEqI0dmbdN6Xram6j89Qn0/uqSJJPO0oh6P32VC5PP5coszd6MRcYssO1+7BHLYT5VZN6dZICXYxaAtwjNek9HmxQJhwfij/3esaTZW+3pXGrcXi2KHkufXTKdETE/BbDb0i2pSnyJLK9VN8MH2gcIRsZuohIdJTIfmyGReTvFvrbENyzN2Y7Mt/WFx+QWvrWxF9OEu16uz32gM4yBcIx1Nz3DN+/LPtKRKbYBXpHPPSj9PXvhui1D8ztITn0PZxAtj/eY9+Qm5sdSPvCLzTfx389/iYf23Z/TubPBrh18ye8j7B25hjPiKQbADGTXa3n3C/dxYvBlIqaT7ov+H21BNWlW73YT7c4+LTYTCltfZ4c3+Ybo1eYXJ+RcM5FAl3qPerXipOV2RMyOkI0X0UiYupj6/tWOfx8AsyfY0T4UC/K7rbfHDbqmK9FImGLUDXNBWU2arYejZZFm7xyPNPu4edvo59OsiKjh8OD2+thW8lYAGrRZ8c4KNoXzTwBgTmRv1p8Zw3J91weL3g4lek1Mnj78BADRAnVOrXd8xHx+WE2YHXQkgjuZCGwAwxZgo5gW6kMmKQzTYEdHYrLj6UNPoBuj34e6LMMyDxlM9Nhi3u2lN9wbT3F3OVwc6N3Pvp7RU+0XnvNhoqaTJfpeGnaP7JeRH1W/Pe6iQT4eeRpBh4N8w2BF+UqVal//eNz8bnC9vE3c9T0DMT+0z3z34V3ka2GWxbZzeNvLgCpLmmWo97O49pik/Qen2Y+WSWHqY28XFzfAs8R8qgk6FzEijG3iwOUvwGfdd4/2OobCCb8aj8uXcrt02JMixqCATCQ4s71wRMxPAXa3qg/Z4J7XVYU+Kgo8GCbsbBl7v3lbsLscWjz6bxvhRWdIZP5Qinp5SJiZRXSD7kD6H5tUBCzB9uyuNroGZn7qTiZsa+plT2s/j24df6Mrm96Qet2T3eyzn5Sxy1bS1ctDwmFenSuTyLz6UcwlzR7AOwZjvzfaXgfgpaaJSUW36Q330DygUj7f9HroyysZcbuox1oezK5ne7ReCfaNRW+lrzz5xqHF1TDmVndDMQ2D+aGt8WiNy7rheKNbDNUyJdyrbkz7XcUYpsHW9jfRDT0eEbMjZONF05438GgxXnUX8p3eP/CUL48CLUhbw8RF5/+084/8bNPN3PTaDyfsHEeCPsuMMGY6KCjJ3gDP4bbrotP/hjrjddFjj8yPVu+tNlTfC3ZKef5ZV9Nv+tlXc8mwTasWn4BuapTRR1dLdpPyhp6cjm6aZlJU+UlLzFOsOnx4B8bnN7Ek1k6/ptGsJ75PX2h4LqNU+3hkfhQRZQxJs6/vPchAbACv00eRp5jOUGfaVHunFZn3ZBKZN20x72F7p0qxn1NQx9qaM4D0ExXFFTVs86se8C0v3DXiNkXWa+UvS4j5Bk0J/OXhCG+pUBkbjx98dETzOxvbKC6kZ5BmbwliW2Drgz63fa/8EYCupgN4NJ2I6aS0Zn7S/nbqe1jTIF2aPXa0PNfWdOp5RdExAWeK981NlIhjbCn9Lk8eXuu3NTzK6zhYzOc6SQGJ52YM8iGOBAdSbD0zEDE/BdjdYrelS67hXTaOJni2GHENija67DT7GRaZH0nMe1wOSvPUl8NYHO0DVpZEzDB5aMv4GztNRzr61U1CKDpxk0LxyLzfNaYI9usH1Q/8itriNFuqFid2dD6TcyXS7LNzsrfJ9XkNRPtp6FcRoI2tr2ZkVpQre7p3xh/rmsYu/8hjNXyqlt4Zzk7M29Ej3V3I7q7kOujX/S6adryS3fHS0LJ/K6X0scVKDz9zQH1H7AodIJxBjWSu9IS72d21hd7wxNfmtwRauOGV62gemJjvq1ifiryH3KXcu/uvfOyRD3P71tviETE7QjZedO19FYA/llRxoO8Avy5Vtfkd+yeu48E2K/q6vumlUQ2cpjqBTvUZ6NaKcDiz/56yI/OZiHlXml7imRAX82kM8DRLNNlt8OYsP43w1w+x4qM3DtvWl1fAIacS2+27X81qPEMj8439h+mN9OK0aujttG13mRKFheGxi3k9FqPC7GS714OJyay8auYU1GWcah9vDThqn/nkyLz9eT+2dCln16ksh3QC2+1VNfPeDCLz7kGR+e0dajJkefkKzpt7PqAEdroMyuDS9wAwt+GhYRkWpmFQaqrv1oLyRGbG7j4V8V8RjrDavRhQ79nGVjUZPtT8DhICO5PI/NA0e2PQ53ZJ68MYuk5PoyoRanFU4XQlT/wPbk3HKL8/yZH5sfWZNzCJMUq2jZm4n8hVYLt8CTE/2qRIKKIEt8s0cWi5y9N4aYQRifuqhINjD4pOZUTMTzJRPeFkPzjNHhKpwONhgmeLefegaKNdOz9TDPDstnRzSkfuTzkeveYDkcQX2wObJsZde7rR1q9+BMKx8empOxK9g9LsczXAa+8Ps6NZfaGftnDkWu+hZNPTvn+Saub3du+KPx6I9rOjc+soW4+NoQJ7lzvFD6RfiXl3lmJVs4SS4XSz25o4ONWK1qz3++jZ9XxWx0tH53aVybDFp74zTo4UUxWLEUNnS8fERee/+fzn+PqzH+Obz395ws5h87utv+Gvu//ELzf/fEKObw6oOuGIp5RXmpWvwWMHH4lHxIr0LCd00mBYxmV7/JZ5llejT9MINkzc536n9bkfiPbzZvvElRNNNCGrVWSfI31m0kg47V7iGZmcDe8lni26bd6Wpq+93VbLdCYmDkbrx96ap4RcpCm7z4xppfPrVgTbjiofW7qUOc45mJg8Vf8EBbPmA1Cut454nGzobj2MSzN405pwXF6+gnPnrgMyTLW3xN5o7QRtl/7E80oI7HVzLwDgqTSp9h6fEvMeLYahp97ONAw8mvpsuDw+tlm1+cvKl3PWnHNwO9wZpdovOfsDhEw3dWYjB95MLovq6+mIn2NwmcU2y2hvRSRCXl+IleXHYWLySrNKgZ9bNFzMZxWZH5JmbwxKlZ9FBwdef5xQm8og6vTUDts/fi7H6Gn26JF4P3Z3rnXszkQae0jT4mUxQzG1xHvpybU+35eP3zIRDkdTu/SHLQd/9xglSaI0IkRIU2OOhiQyL0wgBzsCRHWTfI+T2SX+pHXj6Whv95gfLOYTrelmfpo9JHrNj8XRPjDIv+CVA5009aT+YjpasCPzUT0z1/dc6BlkgOdx5WaA99Jele67tLowrfmdTVxgZxGZzzXNPtfI/O5B0XKA11rW53T+zM6lRM2isHqfdxgjT2hpeWqyxBvNMvJsZxVobvZYAupdi96H13TS6XTS3vZCDqNOjbPhFfo0jRaXej41WjmnBdVN20S+jp1W6nnPEYjMb+9Uta8vN704IQaJjqB6LjF/OTs71Xu2v2cfgXx1k1lq9oxrPXth9w504LBTfe/oGrzi9+Hq2Dn6jjnSG+6lsb8h/vdLjeM7oXQksSOFUS23aHk2afbjEZk3MkyzjwvVDIVNuEBFzp29h7MbT9R2s1fnscX80tLlrHSvBJTALq1Rxmbl9BAKjK1Wt7vlAACvW626VARbCexMUu1Nq8xBG2VCxBadhmZH5tXzWla+nJOrT6HIU0RnqINNVjnXSHh8CcOySDj1fVEslvjsuDzexLnKVlLgKeTUmrVA+omKvMISthSqid6e9XcnrettU9drL3l4/WpcET0S/61cGQ4T6WrkvHkXJO03Upq9XVseyUDMR4ak2Zux5OsksvEe6FQ95gfy5qQ8V1jT0EbLBNDDKhWf3AW22+FGs1L1ww5txGva0HVMx2C/rRzFvL8gHpkPRFKL6oj1WR4vMR/SQ4Sxes6LmBcmEjvFfrCTvY1tgre9qZdQdGxRT1sg2Kn1MPMM8A6laEtnE4/Mj0Oa/awiL6YJ/9gsqfYd/YmbhLF+TlMxuDWdx0oPjWYpel/cqyKIb1k8smnbSGSTBdAfGWNkPossgMHs6VE3KFV5KhI6oWLeEtiX9/ShmSZN0VbaRjAFcxWo1Oc8PbuJSNvIKugkbkq0rHwlx/hVb+hGc3/OYx+J6p432GmZ31XlVePzVMbF/KtWtGa8aQ00x439GgYOZ+SSnCu6obOnS2VudIY62NU1/oLXZbV0GvAX0jSQmNzZHj0AqEhdX8/41M2bhsGc8B4Oul1ESGRJPef3UzxBjva7hmSjvNQ4vhNKRxI72qdruX1HOay6aHcGYj6RSp17ZN7IMDLvsL43zEzr84tUVNQfyO73O94Cz0qr32lFsJeVLWeFZwUAG1tfI+rT4um9HY1j+84KtKl67u0+9VosK1/J0rJl1BbMJqyHeKEhzeSSFe0dTcybg7wAYkY0/plfXr4Sl8PN2XOsVPuDqQW2nWYPo4v5aCRx/9Wj99EaaEFDY2nZMoD4RMVo54qPe+VlACxqfQRjkFv5QKf6HurWSuLL9nTvJmbEKDCczI7p6L2N8bR+m7ohfd8BPI7s3ext0WtfbyHTeu86n8TXoz4PseLUZnshTUMbJTJv6BHMMabZa5oWT0cPahquETI3Bvd9d2rOnFPfPYMM8PqD3Sm3C0fGR8zHJ0X0MBHNcrYPi5gXJhDb/G5x1fCe14sqC6gt9jEQ0fnD+rG5p48UmbeF/UwwwAtFdZp71Y9E2sh8jmn2pmnG0+zff5L60v/75obRdjkqaO9PvJ6ZuL7nQm8wYYDnjkfms/vGf2GPEhRnZCHms4nMhy3PAL87x5r5LM41mD1Wmv2/HXM5AFs7NhOIZtaDOBtCsSD1fQcAODvUx4qI+vF/rWV4HbunSL3G+dmKeUskNDhDmJhU+Csp85WzdoG66drqj9HZdCDHZ5BMf08H8/T6uPndkpKlGL5STgup75FdXdvpCXePy7kG86xlkuXS3ET0cEY9nHOlvu9gUnroRAhRb0Sl0Tf4k6/HV9tfpRf1Xdzb1sBATycbf/Up9t5wNt0dudUSdzbXU0ofW60IsR2VeiHPR230wIQ42tsp9sdXro7/bbcgm27YRmd6rrWvVpq9OwvHcoc7d1fq+DjTCKlEZD4zYeMqU7/fhZHsuhMYg9LsdVNnZ5fKellWtpxSRynLy1YoV/uGp2hzKoPBvpaxiflYdwPdDgetVvbQsrJlaJoWF6JpU+2t18QxiteD7QVgaC729ewjrIfJdxfEI9W2wH7y0OMpU+1dLje6af02h1P//sSiCdG415qAm1+8gDy3+q44a87ZuB1u9vfuY2/36Kn2x7zl3fSSRxWd7H71kfjycLf6ful3Jcrp7AyAuWYRGqD1t1CdX8PKctWqsNJfid81/N4x0Zou8zT7eM28Jcj3eJfRQTGl9LGqX30HO8sXDNs/qWZ+lPNFB63LNVoO4HWpCZiw5hjxmlZi3jpPjpMGAG6PNxGZD6W+J4hYPgGuMUfmbcPrMBFrMkbEvDCh7LIi88fMKhi2zunQ+MK6JQD8/Kk98ZrcXIjFa+YTkXn3DIrMN3SrmeB8jzNudDcUu9d8rpH5cMzAziK/bE0dTofGloZe9rbN7JYX6ZjoyHwkZhC0jju0Zj7TNoOHOgPUdwZwOTROWZBZvTyQlXO+PZHhdub2terNITIfM2Mc7FU3RGfPWUdN/mxiRow32lOnQ+bKvp49GKZBsbuYSl3n5IAt5odnAvgsMV9oZndtaLr6jqt3qpvBJSVLATht7jnqXD4vDVuezGn8Q2l68zkcmslrXpUBtaT0WLS8Mip1g9lRFyYmG1vHv9/8M5aYX1Cs2hJNZKTXTnu3mYhz5ce6AWh0qxvX2oLZALzSvJ52KzLW+uxvMX56Mqe3/YWVkTeo3/BQTudqsQzLNvjUNXzB/AvxODw0u1y0eaJ0NB8cwzMZmV3Wa3hazenx6OH6ppfG/TxHgkTNd25i3plNZN6qmXe5c0+zN+NO7KNH5uPmXc7MzpVXqWqjy/QsJ2UGid6GvgMEY0H8Lj/zCucDcO4cu5b9UXrcswAIdYyxjW1vI1ut7KG6wrkUetT3VSLV/llCsVHK/VzpI/OGnigfsEXv0rJl8UjsydWnUugppDPUwea2jSMeQ3M4CGPXJ4+SZj+oI8lOK6tsefnK+LJCT1HGqfYeXx7brTaEodf+HF+u96pJmqAn8VtvtxCc51IZbB6rZaadaj+/OLnnu413UJQ3HUPd7OMZDw4fO8rV5ItXU9vkVS8efi4rMm9qGvoo59MHvZfj4foe0kZOs9ej4Xg/+1xd80F9NtyGOk4glNqILmJ9jt1oKbfJhLj3QCxIxKEmLHRJs09wzTXXoGla0r+lS5fG14dCIT772c9SXl5OQUEB733ve2lpSZ75rK+v55JLLiEvL4+qqiq++tWvEovlLlKnO4e61Id3fkX+iOvfe+IcFlTk0zkQ4bfP5z7DG4m72Q+KzFvCPmaYY+q9PhWwnezryvKGlSvYjNUAb3C9/OxSP2cuUYLlaDfCGxyZnwgxb6fYaxoU+lxJYjnT6LydYr+6riSrNPhsIvO2CPe4chPzdsZBNgZ4LXoLuqlT5CmmKq+aNbNOBeC15vFPtd9lRaHmeWrRgGUhdRPxWsv6Yd8fecXq2ijQgkTDmU+eOSwBcNhhtessVb8vC4sXU2i4CDkc7G14YkzPwybcpG7udvjU98Ixpctw5qvygOND6r0Y75KFjmA7b1o3w2+d+3YAXm6cuJ72drrsGbVnAvBm+2b6I+Pr6lugq7r/w6gI/dsXvpMSbykD0X5ez1PC44zm31NFwtU+1pPbd2bo0CYAdvhVBG1V5WpOnHUSAM/7/bTt3ZTTcUfDjswfU7qUtTVvAaZvqr0tLowcxbwdmfeQ/p5tsGN5rtg90u3ym1TYUWctw/r84moVFS2nh8gownMoppEQ83u71ffhsaXLcDpUNtZb684DYGPr6zTnqe9Ao2tsvebdA01sscT8YNG7rGw5Nfm1hPQQL4zi46BZpQcp3cohaZLCFr3Ly1ckxuBMpNo/fvDRlIeJWJ+r2Gg181aafcR0scPy81hetiJpG9t075EDD6W9N/Wc8D4AlnY9ScT6rTH7lVCP+BJZeLap38ICVbKVF1b3BJcd834+edyn+fwJXxrx+IOjvKOhGzq6qe5/3EM6COgON74170/avnzOsSOcK5HFohujvIamGotmgsuRW8kMJJz6Qw5txMh8LBwas2u+jdvK2ghGUk/wR+OR+bGJeZ/TyjjQw8Qclmt/ZPyzFacSWd91rlixgqampvi/559PfIl86Utf4sEHH+Qvf/kLzzzzDI2NjbznPe+Jr9d1nUsuuYRIJMKLL77InXfeyR133MG3vvWt8Xk205CwJX7yPSNfkC6ngy+fryI4tz27L+fe5nb0faQ0e0ik4U9XDqcxv4OxG+DZBmdelwOnQ+Odx6u6uwc3N077yZCxMNFp9rb5XYHXhcOhZd3/HeB5K8X+9CxS7CFxvWRyHlvw5yrm7eeVzWvYqCtRtKR0KZqmJcT8BNTN2/Xys80SAOqiRXicXjpCbRzo3Zu0bX5xBYb1gzzQk3n0y06XPYwSiLaY1zSNpZ75AByM7Bpx36yJhQhr0OiMxs/lLlSfj5MC6jM93q/j8w1PYWKytHQlZ855G07Nyf7efTT1T8yEoC1Ez6k7l3lF89FNnQ3jONFjGgYlpkqbPBhVqa1Ly5ZzmhVZe9UymoyaTl6ouYKXy94FgNabW5q9t30bJlDvUd/Fx5YuY22tMsF6Ic9HsHF8He1DsRAHew+oc5UtZW2t6k29vvmlUZ29pyyWuDByFAAur7ox9mrRUUsakhzLxyMyn8YAzxkX85kJjsLSqngdc1dz5kESc5Do3dOdcHy3qcmvZXn5CgzT4NUi9f3n6htbKV5eqIWtVinQsrLl8eUq1V6J3scOPJxyf81Osx8lmyI+yeNIROYHTxwAnD/vQgAePfgwkRRR/ogdmR9FOOmWCWMEV7wF3rLy5UnbnFN3Hn6Xn0N99bzRtinlsQCWnHox7ZRQQj/bb7sKPRbDGVBi3shXpQ7BWIB9Peo3alnlCQDMju6nt6sNr9PLp1ZdzbFW1g3hPmJP/QBXl8p482boZh8dNFniGZJRYjg8zF/9Vhq1KgB6zTwKSiuHHcPlcOGwotK2YB8JO5PCNcbkajuCHdY0PObwCTo9Gk6I+Rxd821cphpraDQxr4+PmE+URoSJ2dkOIuaTcblcVFdXx/9VVKibn56eHn7zm99w0003ce6557JmzRpuv/12XnzxRV5+WRkJPfroo2zbto277rqL1atXc9FFF/Hd736Xn//850QiuYnU6U50hPT3oVxyXA3LaoroC8f45bN7U243GjFj+HkGR+mne6r94Mh8KmYNMsDLRXzbqd52ZPeCFdV4XQ72tQ+wvWlm97BMRSRm0BtK/AhMSGR+kJM9JH+GMxHZpmnykhWZP2NReVbntoV5JgJ7zGLelX2afZOuDJxs0XvirFMA2NuzK+6YPl7ExXzUEmjuclZVqBujoaLX6XLRp6lrMWC1w8oEhxEjCjSiBKL9vABOqjsXgF3eAcLBsafMaXqUPW4PhgbFnhIq/bPwFqnPx2nBPpyai4b+QzT1j+1mfDDPHH4cgDPnnEu+u5DlVr3my03jH503TZOdVuTr2LJlrLVa/L00jucKDPTi1aIENY2GgJqQOLZ0aVxgbysv4KWyd7H33f/gxE/cjF4yHwBXMLeWXVUDu2h2OhkgilNzsahkcfx5verzEWvbPvYnNYi93bvRTZ1SbymV/ipWVqyiwF1IT7ibHVakb7wxTZM9XTtTCqYxMUi02efa1PoqgWhm15PLk4gcDq59HsrgdU6rpZppmjzf8BTdoc5Uuw3DzKCtGiSEqh2ZN0yDh/c/SMvAyAZ3msNBm0OJqX7LLT4j7Mi8w8WeLsv8rnxoVPltAGxwq+fpD47NJLc41h5Ps18+5FwXLrgYgOcanqE7hb+H/ZqMFpm3yy9CmpM9Vp364IkDgFOqT6PSX0lvpIfnG54d8ThROzIfSS18deuzcdjtoSvchVNzsaQ0OUqd586LewL8Y98DKY8F6rdm74nfRDc1Tuv+B9t//gH8IZURrBUo8byzcweGaVDhr2T1iW/noGMOxQyw/+6vDDte960XUfbyDRT/6f1gmoPanI0eBIoO8iSwo9iDM2E0h4O9sy4CoNVK9R+Kpmm4UVkeupH6fDHTFvO5+fPYDE6z94wUmY8mIvO5uubb2GMNjfJdE7Ve43GbpNBDDMxaw6v5Z+GpGN52cCaR9fTs7t27qa2txefzsXbtWq6//nrmzp3La6+9RjQaZd26dfFt/z97/x1ux3VfB8NrTzvl9oqLDgIkQYIACYAVJEVSrBIlVyWOHVtO/CZ27FfvZztKHMeOk89y+eQoxX6dOI5LXGLLkZu6KJEAey8gQYIgCaL32/s9Zdr+/tiz9+xzzvQZiCKF3/PoEXjPObPPlDOz117rt9ZVV12FDRs24Pnnn8ctt9yC559/Hjt27MCqVavEex544AH8zM/8DA4dOoRdu3YFjtlsNtFs+hf24iKb6FmWBcuK7936Ti4OAAjcyH35l/dswU/95Wv48+dO4pM3rcOq3nSmMvUm27ZK4I8jZYHWmybKKgO478djenKa3SDW9pVCv/9AxVsZtFzMLdfRU0630riwwh5QFV2BZVkoKcCu9X144cQc3jw7hytGKjFbeG+LH5ciz+/4QutDe6VhFn79zC2zMXpKmti2QgCXArWGiS49ehX38PgSppdNVHQF21d3p/p+HJfXm/H71bA8WWnMbzl0LO+hWW+y+5rtUji2DUIIqNK5j7ZtCzC/pfcK2LaFbrUbl/dvxdH5w3j5/HO4Z8NHUn+PoLJdW+T+rq2ze1ajNIhdIzfilYkX8PKF5/H9m3+o5TM10oM+uoLa3ERLHFFUKdTGMUOHAxc9ei+GjRHx2Q9d+XH8/ok/xFslHYcPPIJtN3481z5R28TbJXYP2NJ/JRzHht7NeizH3GVcPXgH3px5Hc+eewLfv+WHojaVqBaa83htkvV87xm7E45t48ZVN+Pg9AE8d+4ZfM+m7xPv5a1neVrQLqxcwKK5CJWo2FDdgJtGb8YXDn8ez59/BpZphrYjpan5ibMYBnBIr8CFi4HSIPq1flw/fCMA4ET9DFb/2B9hqDIM27JAutmzv9KYhJ3yN1KvLWGtex5PVtiz77Ley6C4BGsrazFEejCDJZy1j2B3gfeft6cZS3lF/1Y43rm4YdWNeOLsY3jm7FPY2ndV4Ods14VjO7CJC0I7J6ZR5/epc4/hMy/8In7w8h/Gp677V0XtCgA/ms4hGmzbwpNn9+HXXvwl3LfhY/i3N/5q7OeJ6oOHem2p5b/latR99o0oCmzbwhNn9+LXX/xl3Lr6Tvz6rf852fflCgLHjLyHcCduqmhirM++9O+xc+QG/Jc7fj/wM/P6CNab59GYPpX4/sQNBE2i4uTiEQDA1t6tLefznnX34b8f+B0cdcZxStPQb06kvtZ5UdcFyBwmtVVQQLCl5/KWbW3u3owr+7fi3fnD+Naxr+MfXPGPOrfhHUPFNUO/B78uThoOHGqjv9SPEWOk4/0f2fgx/MU7f4avHv0S7lh9Z8d2LGIAFLDry6FjmQ1GvHC1weX9l0N1FdhtBn0f3fAxfP34V7H31MP42ev+JSpa+Pxq233/FC+B4Ib9/xY3LvltWGo324dDUwcBAFcNXA1FUTFz129h42M/hlvmvorXXvgmLr+e4Za3n/xb3LTMfvMLjgHDsaFSdvwaTgOWFX7frMuRay6FTS3hZu961+XovZ/Cob/ej5kr/gF6Q645HRqasGHT8GvecX1mPum1G1QlRQLzxIZlNkEUSfnYqMH0lAKaoucaS6cKAIqGVQvdDu+Z1yjJN5a3qNSw6rjqE78l/m7blriP27YFK2Be9Z1WSeeSqcD8zTffjD/7sz/D1q1bceHCBXzmM5/Bhz70Ibz55psYHx+HYRjo7+9v+cyqVaswPs4kdePj4y1Anr/OXwurz372s/jMZz7T8fdHHnkE1Wo4E/t+qKUVFQDBS88/hwsHw99HKXBZj4oTSy5+8X8/gR/anE7O/No0AaBiaWEeDz3EzIeYsp5dAt96+BF4scDYuzc+EuQ7rd46xY7j+LFDeGj2zdD3VVQVdYfg776xF6tSYu93F9gxdJp1cQzVmgJAwb4X30DpwoGsX//bWkWe3zPLgHwbeea5FzHzdrEqj1e9a9euLfjHHSpcEDy871EMxqg4n7jAPr+xamPfI+FyxKBamGXn95XXDkA5G2z8w+vCBHvvW28exEMTb6QaBwAmvc8fPPQWHpqLlwu71MW447n2vj2F599lbr5j9REcxWF86/UvoXqkmIfVuDMOyzVRQgndng/KrKlBP8kWBF8dfwnP7HsIKvEn91dQ5gNy4uDLuDCXDJSuaa7g7Sqb5A3TIbzwWGt/5ipLxYTu4PnX/xwLi/lkf8b8NN7uYmNVFww8/+jDsC0TVwPQiYO1iyN4E8BXD/4NVp3syzUWAOxv7odLHYwpYzj/8tsA3kbJZhOnF849h70Pf6Pl+AHAU4/tyzzeWyZjDkfICJ559DFY1IIGDRO1CXzhW/8bq9RVMVuIr8bUMVwO4DWDpbEMO0N4fC+7Dteoa3DeOY8/ffQPsdvY7b2fKZi6zSk8lvK32Jg6hn9EKPZ7Y/XUusU2NrrrMEPexhFjHo9+65sgBU3SHq+x41+eN8RY/U3mA/DIO9/EZec646XS1MtPdvo/fL32Jbb9Y1/HzqltmeOggopMMfVErWHi+UcfxkO1LwMAnjq9D7cv3NRx/bWX67rg4V2vPLkPeqUzhQcArPoyOA/2yrNPQ1FUPFxjDOtLF57Fk/u+BoPEM33KIrteGktzeP7Rh0Pft9XrtT135ixmHn0Ye2tfBwC8MfUqHtv7ZVSUzod9n8vO49zxA5HblotOsFz6424dlmuiTMo4/NybeJew+zX/vV6uXo537XfxlZ4u/OTsFB7OeE1a9SUMldn5H1ZG8PxjT3a854rm5XgXh/GFNz6PwROd96nG2XPYAwBWI/Q3R8eZ+uhdMKA96oyK37Fcgw7b/gsXnsNXvvW36FFaz/9VLrt+jrz1Js4sBF+39enjuAbA257CsWelO/B7udTFgDKAOXsOv/+t/xc7jZ2B2/NrFb646ufw/RP/TZjMnTw/jfFHvoXHV9h5Kc3qYqx5/U7cbT2Jvn2/gL0Tvw57ZQYfOfb/hfBes2p45Ym9aFCfsHj60W8IoNhecy7zDNGgieeWMu09n+tN/xrb/m8AIPSaU10CKCxzPew9jeay997w7SSplWVGjPLM+uf2PgRF8/evPn0cq73j0VwO/z5JSnEVAA7m5iZCtzM3Owl0A0rO/TptMmPFyenzodt5bF/2Z+u3s2q1ZO0BqcD8Rz/6UfHva6+9FjfffDM2btyIv/mbv0GlcvFYyV/6pV/Cpz/9afHfi4uLWL9+Pe6//3709vZetHG/HfWZNx4HTAsfvvNDuHJV8IOR19DVs/jkn76CV2c1/M9/8WGUU0RgWa9fAI4cxOjIEB588Abx90+/+AgoBe66+x70lxXs3bsX9913H3Q930T521mUUvy7Vx8HYOMH7vsQLh/tTAbg9f8eeRbHp1dw1a6bsWdzOsl16e1J4K0DGB3qw4MP3gIAmHjuFJ795mEo/avx4IPX5dmNi16WZSU+v8enVvDiyVl833WrUQ3xcwCAp45MAwd95/Qdu3bj/m35QYJc8y+dAY68jU1rx/DggzsBAP/u1cdgNW3cfsed2DQUbB7J68t/+SqAaXzvLVvx4O2dcTBR9ZXZ1/DOwhSuvmYHHrxhXeR7//LCy8DCHG66fhc+uj1YRhdVz375EF6eOofNl2/Fg3dthu1STDdsaIRADZgIHp87CusxCyW1jI/d9yNiIq5P9OGZZ57BWfUcbrn7/kIY2EdOfQN4Bbhy6Gpceep1AEDPhmvxA/f/E/zl1z+PRXMBvTtXC9k9AJx/63eBJrB6tB9X3fNAonHGD/1XvO0xNtdftgd7rm393BNf/RtMWG/glHES/yzhNsPq3TNfwzteBvad130Ue9az/tP6QQMVYuL7tn0fHnn9UZxyTuHyPTsxUs13XX/t2W8BdeAjV30fbrjyPixZLm4tE/yfr38B8805DO9ejV0jDPTato2nHtuHO+6+F5qWrb/5+JungLeA3RtuxN03MYXGw0/txQvjz4FuVnH31vyqjbef/nvgLPB2uQLAxS2X34a7r2XbPXLwOP787T/B4tAy7t7D/nb+6Brg7z+LYTqHu+9PN/6bD/8JcBY4VO4GYOOOa+7G3Vd62zih4NWXfxkvVzX8053bMDRWjKTy8/v+CpgF7tv9Udy9nsl+t9d24ctf/zLOuedw/Z23oK/U3/E5y3UxWXfQoyuB6Ra2bePlJx/FjXfe03F+/3TfnwMmsEyXMXL9ZbhyIJj9z1LvTD4FrACl7n5sv+cB/NmjfwGYQBNN9F43hmu96y+qrAMqdOJg+/U3YHD1psD3zE2eAd4BXEpw6z0fAVEU/MVjfwWYgA0b5WsGcbPXHhFVb8+8CJwGussGro34vS+//u8BF9h45TZsvuUBfP7xvwZmARcu1Ku7sWfdvR2feefCo8D40xgyTFyR8F7y9szzwDJwtpvdU68ZuRb33PXRzt/rGQ2/8vy/xVe7u/CpuQXceONu9A6lv3+cffc17Btn96gbN9wsfsdy7W7egoe/9jDOO+ex8abLsaW/1SX98DNNYAooqW7ob+51b7/OVdlC/G1X3oG7twe/99FHH8ebM29gZVMD33fVP2z9vgc/C9jApo3rsO3u4M8f2/8ocAZ4xwPz9177Edy9Ofi9pw+dwx8f+gOc7D6NT9/1bwPf01ofwZvP78BVT/40dNi49YFPoH94Nf7goT8ELOBjN34fblnNfC8Wb9yNmT+8DZtxDhemnsDqySfRS2o4TLZgKz2GtXQCyu13ghAAX/sNAMCuO+4QaQLtdWbpFPAIUNJK2ONdT+9c2AfUgErvIK5LeI1VvvxfseDUAc0V22mvfcd/FwBzmA97T5La+8ITOHzuMOre/GLnrbehq2dAvH5y/z4szLDXBvpHsOeu7GO9/ie/CaAOvRr+nd/40pcAlzn059kver6Cv37+r1Hu7cKeu1u3Y5oW9j/9GO6+916UjXytA9+O4kr0uMpugwigv78fV155JY4ePYr77rsPpmlifn6+hZ2fmJjA2Bib2I6NjeGll1ozibnbPX9PUJVKJZRKnfSbruvvK9AZVNyNu1IyYvfl9itHsaavjPMLDbx4cgH3pgBNrrfcaGhqyzi6ojD3bEWFrrPL4f12XOdrpojtu2y0F3rEIseq3jKOT69gtuak3semJ4boLvnH53JvAebkTK3wY9a0HZybq2PzSPjiRJZKcn5/9evv4PnjM/jDp0/iN39gB+68stOsBQDm6q098jYlhR+HZZMd+P6q/xsxNAVoApSokePZjouXT84DAO64clXq71Y22LXkIn6/0vyWg8divz/HG4u4FKpNwsH8EpN5Xt5/JUpSlvPOVTdAV3RM1idwoX4eG3o3pf4uHWN5ktLRRgmb3VNYoWVs+vA/gaGXcPPq27D31EN45vzj2D12k/iMafQBTYDU56FpyY6HSm2840nftw5e0/G577n+p7Hvhf8b+ysuzpw4gMuuuDH7TrkW3jXY9q8a8sdaJN2oYBY9JnDtyG68PrUfT114HP9o6yczD7ViLePVSeYr8OEN90PTdKjUgaFr2LP6Vnzz5Dfw0sQLuHHNzS2f0zQNWsbf05EFZhR49dDVYhu3rr0dL4w/h5cmXsCPb/+JzPvDy11hbNSxkgLAxdXD14ixbl93B/787T/BSxMvgqgKVEXF8DrmJN1D6phurKCrpz/FYIxtO2Gw+4E81m2X3QX1JYrTuo63jz6Fu9b/X7n3jbWWHOsYa03fOmzpuxzHFo5i//QruH/TRzs+Sx0XqkagaWqLN017aZrWco037DpOelGTAPDK5AvYNrIj977wIlzKrBpwiIsTC74HzytTL2L36ptDPumXCQ06HMCxQ3/XxPP9sKBBN0qwHAvHF46I11+efAG3rb8r/vt65nkKtSLvITxWSzUqgMI8Q+Sx7gk4R6R/PTAOVOsTie9Pimd6eMqLYdw2tL3l98l/r3duvBu9+3sxgUW8WC6jf+oUBseiF4MDizqiX/6akWsD7wXD+gg+tPZOPH7mUXzz9Dfw8yOtfeBa2Y8TDLuXEM+F/YTG9mv7yI7Q937Plu/DmzNv4KFTX8cnt/9Ey2Kx48m24Zjh9y3qwAVwpERix/r45d+HPz70B9g/+TKmmlNY3b0meJtSbbvj+zGx8RrUFidx2eoNqFk1nFlm8YDbR/1jODi6Fq/v+mUMvfaLuG38fwMAptGP6j/9G9T/ZA8qxMTi+Cms2rgVChS4cGEj/Jp3CfelMsR7FNdTpClG4mvMUAzAQeRY3DVfI1ri7QZVRec58945bP9Nu47omS9ppVxjaUQHUIfpmhH7xX7HGtRcY1UNRvAEjeV4Zt+a9v7AOUm/Yy791vLyMo4dO4bVq1fj+uuvh67rePRRXzZ2+PBhnD59Gnv2MGfbPXv24ODBg5ic9M1v9u7di97eXmzbtq1j+98N5RvgxZ8KQgjuv4Ytejx8KJ0bcJCbPQABEt7PBnjc/G60pxSrVvAd7dNnzfNouqrhj7F5mAHtkzMrcAMSASjNHvv33x49irv/y5P4yoHiDLiS1qkZ1v91dq6Of/InL+HnvvAaZiTXel7tf2ta2dzsg44dLx5Nxw3wAN8ELy4y7vWzC1hu2uiv6ti2Or2KhzvMJ4mmM0XOfDYmXE8xFgAcnWdSssv7Ws2DylpFMGxPnysmk52b3205y6TbB0a+B939zPz0bq8v//Eze1scvi3DW+GvJze8ItTCYW+1PIiRvG7DHqyyFTQUBU+8+gfpd0SqCSyjoSgwqIp1Pb5cellh10lzcQof9tj6x06nk4S314sXnoXlWtjQcxk29W1peY2bxT1/odi4MxGpxl2apbFem9yPup3f3de1GrAAnNE9d/lB/5xdM7wD3XoPFs0FvD3LZMjVnn6sUAYu5ifSRXZR28ScomBWZb+PKwf9675L78IVFtvuK+PB5lxp69TiCTSdJrq0LqzrWd/y2q1rWUTdE2eK+X3xOjp/WEzUAeDFC+GRY1mKOOw8UcXAsfl34UgO1i9ExJvJJUzOrPBnKH/N8vii4wtHWgzCXrzwTLLnIndid6P7RjUeg2eUcWLhWItZ2UsXngscSx9kv/keK4UZo/c9Tmqst/eqweB5a0kt4QFvAeErPV1YmTyVfAypbLMhmd+Fz5E/vvl7AQDfOvmNjt5z1VvoVQPcykU5FmqEYFxh563d1E+u+zY+gJJawvGFY+J3Lb6vZ5LmRlwbrm1iSlVRUwhUomJz/5bQ967pXosbVt0ECoqHTnwt/Pu31aqNV+CyHexet2SxVg2VaOgvD7S879qP/nO8UboeAEvcOHf//8Tw2s04r7JFg8Uz7Hmng13zUVnz3LCSm68B/uIZTeEEb3gLIk5E/KPrmdXpJBcfC8Mz91vxVH12W4wsteVounzAV/XaaqwoYz/veGkx7T5xVZIM8L5bKhWY/9f/+l/jySefxMmTJ/Hcc8/hB37gB6CqKn7kR34EfX19+Gf/7J/h05/+NB5//HHs378fP/ETP4E9e/bglluYJPn+++/Htm3b8MlPfhKvv/46Hn74YfzKr/wKPvWpTwUy798Nxdm8pA7YXMK87+0J2Clcr4Pc7AE/a96KiJn5Tq8zs+zBGhVLx2u0xwPzGbLmfTDv30DXDVSgKQQNy8WFxdYbR9N28MDvPIVP/q9WNUrSOjLJHkL/65nk0TlFlOtSEd/3g7vXQiHAVw6cx/f+92dFPB+v6TYw37DTu9n/zr53sfs39uL4VHBkCXez75XAfFLnd+5if+uWISgZehYFwE4STZczZz6tm70A8/2debV3r2fSssdOZ+874+VSF0e8se5feRcOJRi6z8/kvXHVHnTrPZhtTOP1Kb/lwi33AwDUEJfloJpUbdQUBQY0rO/Z1PE6IQS7DAZOD9ajPQziimfZryN9LX3JNY31hdrLs7hr/X1QiIJ3Zg/h3HL2vOgpz709aIHi5tV7QEDw7txhTNeTO/9H1XxjDpM1pnq7YuBK8fcNPRuxumsNLNfCK+Mv5x6HOiZO6DosAnRpXVjb7bOPmqLhptXs2f/U2SfE32cUZjK4PJ3yeDqWaMFY37MB3XqrYmm7wsDZq83DaXcjsA7PssWQyweu7Ohb55Fgz5x7qpBFEV7cIf/yfnbO3po9iMXmQmHb567wVNVx2ANiVw1eAwKCYwvvYsq7ZqLK8oCNE+FY7lrcKI49K9/xxrpm6FpoiobzK2dx1mNLI7+vAPPRbvY6Z+Y1Q4y1Y3gXKloFM40pca+UqzrCWjGGnOS/OeLYOKWpOKtwMB8Oej+2mRlaPlqtYGH6SOj7omqqMYV5VYVGqbgmgmrPmtswWB7EbGMWz51vXRTkYF6PiKYjroVJVQX1fsfDlWAlHgB0Gz24a/09AICvH2t1mufMPI0C85YpmOCyWoYWAxL5QsXXj381EzFiCZDdOQ5RFPT98O/j9fIN2L/rN3DlTey5OVdh9xJ7kp03zbuOo8A8X6ySQS/hiRRqcjk3B6I2CZ9L8UU4LSeY5znzNQ7m286ba5uwisqZJ2y/TBqRguH6zHyeKmk8Z/4SmA+ss2fP4kd+5EewdetW/NAP/RCGhobwwgsvYGSE/fB/+7d/Gx//+MfxiU98AnfccQfGxsbwxS9+UXxeVVV8/etfh6qq2LNnD37sx34MP/7jP45f+7VfK3av3ifluFRIPpIw8wBw02WD6KvomKtZeOXUXOKxONunKa3j8HE/CMx8VCwdL54CkCVrvuYBWZmZ11QFG4bYuCemWiM33jy3iHcnlvHM0elMkW38nL1xdgGHzhc3oYurmRUTtktBCPAfP3EtvvR/34bBLgPn5ut4/ex863uXW2/MWfbzG29cwHzNwhtng/dxsc6Oeyszz4Fv9HV7bt6bdI1l89bgADsJW85BeCkjmE/DzFNKcXSeSUmDwPwd6+6BSjQcnT+MU4v5FoMurJzDirUMjRJstiy81n0HRjf6oFRXddzp9aQ+fkZaPKgwFkRPAUZOeQzvOmMMqhL8QP/IdT8JAHi9bOPMmexRZPOE3QNG0OpV0tTYteKszGCgPIjdo6x1IM/CiBXA2vAaKA8Khu+5hOxoXHFWvh30EkJw+9oPAQAeP1OAAZBj4h2PObxiYGsH6L3bm/TvPfWwmIgv6kzR0ZxNpziidlO0YAQtitw0zPbrqF7DRAJQGlf8GMpqA15XD27D2u51aDgNPHO2GCUA4IPeD627B5f1bmF55RMvFLZ9X2avi7FuXn2bAKUvjcfHFnJmnueFB5XjuXjbHvDnY+0avRHXDjPVUBLVgR+rFm2gKZh5vSzGunZkF3Z5v90XAsbqH9sEABjAEhorCaNlXQsHyiWAAAQEoxE+GlcPbsMat4KmouCVlfSGqACwZLJ7Z7dLYEQAQk3R8dHLWLrH149/peU11WtV0CKYXriWH0GWAHhygP3IqW+2AFzX+yy1o5h5Obs8fqwPb7gHVa2Kc8tncWAq/QKu6S0EhYHR0fVX4Mp/vRfXffynxd8afZsBANocS3Dxmfnw/eI583KEm1iESgHm+TPCiQLz3mt52fKS9/uqe2DeaWPmXSvduYoq1VvosSIWlWy+KJevA7wlZ/67pVLNOr/whS/g/PnzaDabOHv2LL7whS9gyxZfIlMul/F7v/d7mJ2dxcrKCr74xS929MJv3LgRDz30EGq1GqampvCf//N/zmzw834vmYFLKs3VVAX3XM2yMx85lHzCYocsGmhcZv9+ZubnkoP5EY+Zn1hMv2JXszqZecCX2p+YbmWWZQA+u5I+M1gGqn/9ckpJKqX4qxdP45WTySXOvPixGeoqQVcVXLe+HzvWMrby9EwrCzXt7ZfIY08ps3ddilPeYkwzhNXnMvvein/ck8rf656aopLCLFIuf9EgRc58SFxTXJVSLBxM1C5gyVqEAgWbejd3vN5b6sONY4wVfTwnO88l9leYTegAlA/9XMd77vaylZ88s0+srpMqY2BL1nzisSY0dr7WGOGT5F1X3oUNJoFNCB5+6b8l3nZ72QieEFmeoRnx2gN4G0EeMG960sKwifKd6z8MANh36pHA19PWOzxfPgD03uOdqyfOPJ4/y9wx8bbBPQ46x7p97Z0oqWWcWz4rvlO9xBb/7YWU+duOiXc8Zj5ov7Zcfjt2N9i9a9/JfG0RAPAuB/MBYxFCcN9Gdhz3FqB+4SWz5dwgrkipPXF82S8HvVsHrsEtq2/3xopv9bBTMPO2xxwe9hQHrfsVPxbRPGY+AgAAgMFBQKksxto6sC1yrK6+IaxQNh+YHz8Z+10AgLg2er1nQZfeE2kuSgjBLSozo3tByabqMS22GK0n4Fo4wH767FOYa/jPfdXwmPmAHHHxXR3LZ2ATgLYbVt2E0eoqLJqLLaobly9W2uEgynVMmN5hMxKA0YpWxT0bmRJm36n0v2t/ITU5GCXD7Lz1rrD2CO5gHwnmvXHk4ycvniWtsscqR4J5b2EmTtUQVxz01ryFc6eNmae2iaY4VzmZeYUz8+GLSnZBigMB5iMWlT5oVVzmyaVKXa1gPvmpeEDqm08qO7KdYJn9B4GZ51nna/vLMe8ERnvYe6YKYuYBYPMIM9s41sbMH5SY5nYGO0nJoO5Lr50TwDRJPX54Er/8pYP45S9F5B2GFD+eY30+i7jRUx9w4M1r2juOa/vZAyitzP7CYkPsZxiIXagH9cwnA9kNb3GhbFx8gC3AfFaZfYqFAw40VqmrQicpHIQ+evrhzL4NAASzv9U08Za2DZt23tXxnp2jN2CgNIgFcx77J1hbid7D0iKqTkLWC4BN2PcsqdG/5es0Jjk9sPxK4m23F58Q6W0RWXaJLUIodaZ8umPd3dAUDccXjuCkZBiWpiyHSzCDz9W9nmz75fEXMd9IrrgKq3cjWOWdo7swUhnBsrWEFy/EM7GR5ViRALuqV3H72jsAMHYeACyPzSRL6cE8l9kH7dfYZdtx7zK7d33zyFc7Xk9TlFK8O8ek2UH7BQD3emD+uXPPYNkKbhFKUyvWMk4vnQQAXDWwDTd7APul8efg0mIW23nveUNRxO9aBtivTLzQ0XPdXpyZpxGAjYMCG5pn6sd+N1ulsQ5MvoKGlysdVlxmr8XJ7D2g6qjA8YWjHfv11swbWDJbXaGJomBaYQtLywl72gm10OPdS3uN/tj33z54G1RKcUxv4uRCeoUUz93WaTzZs6X/Clw9eA0caovfGgBonszeiJTZ2wJglwLUQ+2lKqrwBHj23NPi70nAPLXN1GzvbWuY6ua1yVdj3tlZZoD8Pa66VrPf/KjJWkEEmI8Ah0HjqLxnXkveRswl4hbCf/NuyEJ02uLP2YanqGpX21BJRZFmMSSodJXvVziYtzwwrxbUPmC6ZmH3zu/0ugTm38OSmdc0YP6OK0ZQ1hWcm6/jrQvJYgtMbywtpGf+/czMc0Y3SVSfb4CXo2e+1Abmh7087ek2mf15/9xMr6QfrymBuqWGjW++mXzy++XXWJ4wB8Jpatxj5sd6fUDF/QjamfmZlTYwn5KZPyUds2YIYBY98+UAA7wY4Fu3imLm48FwfgM89rlmAjDPnaHH1PAUkNvX3gVDMXB66QSOzb8b+r64Wq7PAwB6XBfzu3468D2aouEuL7qLm8XpPUxO3eUku0cB/gQmSI4u192eE/tbpSbOTR6PfG9Y2d5Y7RMiWmXtAZo5DwDoMXpx0xgDBY+dycbCckOusAnRht6N2DpwFRzq4PEzndnjaYv3ewfJ0RWiiJ5vedKfpVynKWT2VwYAbACCwX709CPMELSHXbN6LYXxGICGU8cpL3ElaL90o4Sr64NQKMW7y0dxfjm7cej5lXNYMpegKRouazMs5HVF/5XY2LsJpmviaYmdzFqHPeXCWHU1+suDXs93FbONGRydK8YHgDPcZ9VlUFCMVFZhqDKMrYPXoK80gBVrGYemoyXhtrf4FcnM2wx8O0QXpn6D5WGMVEaxqXcLRqtjMF0TByajF+MUTyIeZd5GXReGx2KebVyAQ20MlAYxWh3D6q612Ni7GQ51AtsVFgymcjRn4/v3AUBxLJhIDkTXjG3D7XVPLZJBwcHvG1oCMA8Ad29g7U6vTPg+PZr3+9QjQBRx/T72pADxxjGWfPDa5H7xN+rdt0kE6KVSH3ZSgLhzlEWeHp0/goWUHhJZmPmRTaztaRVmUV9egIYkPfOdzDxfPCMpxi7rbK5lKy5oyLzcFc+ufAC7Hcx3GBc6cs98voUDXWP7ZSGB4oDkG8uQyADzu0RqfwnMv4fFGThVCY6eCquKoeKOK9iK8sMJpfZ2iGs+l9knASvfqWWFOPUHFTfAW27aqJnRfXjtJcB8GzC8zAPzxyWZfcNycGTCZySzMPOWBw5v2sSYwi+8lEyqVzNt7H2LXRdZFBdcZr9KAvMbvSz3U7M++KaUiv3iYD5MKh9WJ2biwXwQM5/ULC4vmBftA0mY+dwGeOw7WgnGWjbZtdVNwmMLu/Ru3OIxGllBKABMnTwAAGjSLlxx5w+Hvo8rAZ4+9ziaThPlXgbme2lyZt7xmPm4idfuHR/B5U0KhxB87YXfTbx9uXyZfetYoj3AA/OA30bwWEaVA2dtoqSKnOnNC7BrVg1nlhg4CWKw5bGeOvsEGjmkiLPuEpYVhfkp9HW2ewDArWtuR1Wr4sLKebw5cxBa/1oAQLWZDsyfo/OghKDfNTBUGQp8j1u9Ajc02OQtT8vC8XnG7l7WtwV6iES2RWqf85wBwOE5T/bu9a/rqo7rV4X3fGcpDi5OYcEbi4EWhSi4aYylDr04Hi1/d5R4Zp6/ZhNNyPmvGrwGhBAQQnCztzj2QozU3gfz4YvSlul/j2M1T0U0uE1I4PlYQVL7WpmpROj82cjvwYu4NixvqpZE4ty/egs+VGPs+v4MhpMCzCPZ/HD3qhsAMAab36c4M68SCtsKnocorp2agd0xfB1UouLCynlMrLB0JaqxsUgUgHL8hYOk0u3B8hA2ehGrb6Tsm+c983ELxHL1DK7CrOelMnv6HUlmHwHmnYCeee+65e0iSaqis7mWRQhsO/i6t6UYvDzFVRgNDwc4Zjgzn3csQ2Vg3oxQHNg8cq+g9gEAaHyXmOBdAvPvYeVh8nhE3SMJI+rCe+bf/zL7NPF+3SUNZZ29L63UnoP/aqlVAnSZJ7M/O1cXYPbw+JI45gAwm4GZ5+DwH9+8AQoBXjo5i2Mhju9y7Xt7UoDYpM7ock0EMPNCZj9TE5OEhbol9nFNRmb+ZAwzTynFYoMd994MMvumxVUbF9eUjlKaG8wnVRsAPgugxRjFcBD66OlvZZba254bfa28AWqEv8n24eswUlmFFWsZL114Fl39bMGxizRgNZM9UG0B5uNbZq4ljDHdv5DNIIxPiLS2CaXWxRYhKravKLhtzZ0w1BLOLJ0KdMaOK5+ZD59Q3uv1hb46+QpmGzOpx+B1ZO6wx7qOYLAcDHp3DF+Lsepq1Owans9hunfGA4VraFfoBKyslfGhdXcBYKC3PMjAfJ+dbh9nKbv3rUJX6Husoa14YIWph7Iwobxqnry514g2zuSLIi9ceA6LzeQKlKCSQS+vm8d4L3uxYP405gLG8gB2zPVgc5l9hAGezMyL3nwpxk32A4i6LykeCNKi+myl73F02ZfYd471bMdYlpdbriVUcRDq95YnAvPDq7Gjzp5BB6ffEO02ScsSYD7ZM+WqgatRVstYaM7jxCJTLOkliaVsBrc1KNJ+JWV7u/QuoZAR8neNM/MRCz1Oepk9AOwavb51rIQlIuNSAsRxjSVzrJx/RxjgNZzwtpAgo70szHzFy0ivKwRWyPnyDfDypYCVvMUXvrjiti/sOqZQouTtmTc0RjxYJHx+46AYMK8qqlASXGLmL9VFrzQgtL3uuWoUqkLwzvhSh/Q5qHw3+w9eNJ0d0kIQVISQzH3zKwE58wAw0l1CT0kDpb4M/c029/k8PfPrByv48FYmB0xihPdVKZc+i+Ji3IvtW9XXKbNfatiYr7EH1LS3Tz1lTZjTpXWzPyldu0GsftN2ReJDVymDAV5BzHzcooHtUvB5YimjAV6aaDo+QVE9F9ozbz6Ht//4X2BhsnVSumf1h1DRKhhfOY93Zt/M9L24w2w76G0vhSgtDHa1dwiuJw9dWZhONhbvmff6BqPq9qs+CQA4otdxfi59jrMdIuk3ehkA7nJ9cFbVu3DjKsZcPn/+aaQtIcGMmKSs7V6Ha4a2w6VuLqn9Sa8Xekv/FaHvIYSIxYM8rHKNsntFP6LPF2ewHzv1CLqGGIAadGdDZaRBxfspjYgFrNLaa3HvSg0KZSaAXKGQtjjLFtc/vLlvC7b0XQ7btfHk2XyZ84Fgnvd8FxRRxxnuU+60N5YPsG9cfWuiiDqXZ4lHTJJ9MK+1mN/xun7VzYki6jijqUWYt8mA58gCayfaKo117chuVLQKZhvTImJTVC8DbJV6MoWjzGAnAb2KqqLb6Ue/48B0Tbwzly59wxYy+2RzRF3VsX34WgDAaxNM/q4b/nM8jJknLcx8ciC1a5QlEwipvQcOlSgAZUvO+SkAYsdYCYs/K9NK0ueqLLrQnT4qmPkoYCh8UaTjx9tD0jDzVYOB3iYJB/Mu+KJ3TjDPZfYeLmhfoCOOlep6jyrD4IqD8DmpUMuRfGMBkurgu8QE7xKYfw9LZMxnAPMDXYaQXz/yVjw77+fMtzHz3n87HwBmPulx5I72acE8N6DranOzJ4QIdp6b4L15jgEBbqA2nQPMG6qKH76J5Z7+/f6zkQB2vmbiyXf93NwsXggTC50y+7KuYpXnN8BN8Ga8jPmR7hJKnkQ8iRxdrhZmPoDVl/9WlhhvP/89+rrlYD6rAZ7B2fKY/ZJf17VsPfNJFygACRx6jIH1+H/CbdN/i7n/85MtAKmsVXDbmrsAMCO8LCUcZhM8zDmYf+78kzBhYYmwRaDaQrIsZ/6gNxIYBu3a/b3Y1nBACcE3X/7jRNuXK0yqWOplioL29oBb1jCW9PkL6cG8GRFNJxdneved2Zt6DF7cVKw9hz1srDxZ6Q5f6IkxLLpl9a3o1nswWZ/EGY2B0ippYmUpudmfg/ixRrbswqDr4iavTznrQgWX0ybpEy2iPWK+OYfxFeZzcuXA1eLvq7pWFxpRp1AbCwrBFGXPp60DPujtLw3g6sHtAKIj6hx+H4hg5qkH5pcUtcXUj1dV7xIRdS9ELI7xjHQtQmbPe/cXoOL0km/qx8tQDRFR92Lbb9cYWg8A6DUTgnlqS8x8MpOuRX0Uu7zWDw6wk5YlcreTzxE5g81j3DRNF4uqYQopxc0G2sRYHlvOowQVN1pmz1sVwlpYgmrnCLte3pl9BzUr+f1KRMallInzeLrSwvFkMvsAZl7NILMv657KkRDYIWCeP7uSPCcjx+JGcYKZb9s/p5npXAWOZbC2BYsAjhtM+vAF9iRzjbgqqd9dWfOXwPx7WHmYeQC4bxvr93rmaDzrZYu+8jY3+w9ANB0/ju2qg7DiffNpTfBWPJl9JQAYXtZmgvfmOTZh3bOFsXwzGWT2liTb/vDWEYz2lDCzYuKJw+G9pt98cxyWQwXwthyaWl4dZIAHABsHvb55r8+dL1AMdRtCxp6GmZdj6YDghQDO1qsKEQtPAKBzFjs2ms5zs9cuLlsuv55lcU4eK26Bgr2nlZmvNhlY3l1/AYcf+8uW93KA/fiZhzM5u9oiBid+4rB1YBtWd61Fw2lg/8QLWCRMptxIzMyz/0/CzCuqiisddg88MJ3eld1GsKS/q88D81hpYbL2rGb+A2/PHMS8FP2UpJIw84Dvav/G9AEsSsqANCVclWMmr0VkpfOFHj0GzBuqIeL3np58CoueVH5+PDlz7rjxsUUjazdjEVV8dIXdo7L2zXMQJQOAqXPHAplNrjrIk0TA2ev1PRvR7U16eXHfiyfP7su0bblU18Ihg/2O13avR2+pL3CsJ86Ej+X3zEeYnHn3p+PeLYOb+sm1J8F+8Yz0KPM2LrM/WKqAgmK0OtbRXnLrGpao8Pjp1kWy6ghjX4fdZPcnhfqu70lBb62yGtd7YP7AVDqJuN9OlQbMewz2xCuglIIoCkxPzWKHgXlpv9KA3us8Y7oTi8dZHJ7HzKsxPfNZpNuru9dgrLoaDrXxZoxJo1w+M58SjA6zxJT+2ilfZh9xzQflzPNFKCUFmPdN6QisZvCihfCW0eLb0aKKLy7zc9/ug1EkM18u+S1LZkg6hcPBfM7+fOC7L2v+Eph/D4v3xmZl8nif8mICx3I+ltbBzH+ADPAS9ioXzcwDrVnzpu3i8Dhj9e68kgGDLDnzctSZpir42LWrAQCPvBXOInz1AGN3fmDXOvE3uXc/rhqWIwzn2sH8hqFWR3u+QDHcXRJJAmly5uVYOiCYkeYAv9R2bpPGuPGe+aAFmCTlA+xkzLxCOn9jSStpfz7gPwx5z3yPMy9eu+KVz2B5we9HvnHsVnTr3ZiuT+GtmfRRhcKUJsEDlhCCPd7E+fnzT6OmeqvxS/H90dR1BQtQ0uPBPABsG2ZjHSYzqR/aXNKvt7HlXQMj4t9ye8BIdRUu798KCooXI5jLoErKzK/qGsN1IztBQfGmma0twkwoES8iK10s9CSIErpP+Dfsw5TCgN3ydPL8bT5W1KScKArO6ZtwT60OFQqOzr+bLRKs7Xy9ue/z2PCnN+CNv/71jvdu6N2IKwe2wqEOXrjwfOqxgGCJPS9uLPnc+aewkjMCT6U2DpV4lOC2jtfv8c7R/okXWrLK5aLepD7S5Mxj5o8Z7De2NWC/Prz+fhAQHJw+gAsrwT3rAsxHMPO2x8wfKrH3Bu3XnevuhaZoOLbwrjA3BID+Mca+9mIF9aX58P3xKq3MHgCswcuFKeOByddCWcmgssV9Pvnza/vwDmiKhsn6JM57x9XiYL7drdwrBubTA+z+Uj82e2kPB6Zeg8LN9qKiBGWAmBK0ZZHaBy3MJanKmq0AgNX2OfGcNSNYXjNAZu+D+TTRdH4fe1hihF0QmBeAl0OQDjDfzHRdBI4lgflmSCSlUMvl9AIAZDB/iZm/VBe5LCGjznYafDY0fvJvhzi+i5z59zEzL5z6lYRgvpsz8+l+5CvNCGbek9kfn1rBkcklmI6L3rKG69b3A8jWM98Uyg12M71/GzM9fPTtCbHPco0vNPDCCQaaPrF7rfh7GhM8njFf1hXRB89r42Br1jzPmB/qNgTYTuNmf7Ityi/osw1hYNd6zA2NL0J9e6Lp4gB2M2fGvPxZM8ExFC7HHojqc+cBAAvowgjmcPav/42/XdXAjWO3AgBeyCAR913fk00cOIP9wgUfzDsr8WDetnxjpLJRTTTW9bt/FKO2jaYCvHAiXc+y35/ful+abmCReu0B863tAZxNjJIGB1UaqSeXbb9hJWef5ErDRLVnpbuOg7d++3tx6rduDe2vlcuhwYkAQXXT6pvRa/RhtjGD/V2MEW7OJo+PsxPGFs33XIE+18VWh43xfIxjelCZnkyYm2bRt74CAOgJAevXDDF5+snFbDGJnJkPAqJX9G/Fhp7LYDpNPHU2X2yhSi0B5oMWDtb1bMRVg9fAoQ4eC1ngcfk1bEcBNo+ZN6zQsUaqq7BzlLmv7zv1zeDv6/V7RzHzrnedRu1Xb6lPmAnuO/2Q+HtX3wCWKFs4nBs/Gb4//PtQCzbSyexLa6/FVtNExQWWrSUcWzga/yGvbA+IcgVWkiprFVztHQNuFmd5v5n2HHFeKs0DsH1jOmJwMB++0ENc/z5fSgkQdwown1zhkLVnvn/9VriUoJfUoHjP9/Qye3bdKnoaZt53mA9afHFsW1Kw5QPzZU8BZ3rPwg5mXm6/yCmzL1V6YHjEUthxFDL7nO0DgLQocomZv1QXu9JEqgUVByiNBJN/v2e+zQDvAxBNZwpmPqHMvjcjM+8Bw65S54NVzprnEvvta/vEwsH0cjOV3J1S2iKzB4AbNw1goKpjrmbhpZOdrMnX3zgPSoEbNg6IKDkg3bmVnex5tA+vdmZ+2lMbDHX5zHwaN/uTM+1gPjkznwRkW44rVAlZ3exFH3scM5+zZUb+bKJMe8dn5s1GHb2EnZNDN/wmAOCWmS/jxKv+xP8WD2BnMW8Tq+UJ2fLrRq9HWS1juj6FoxX2GbcWD+YduylcdZMy88PrtmBXnR23J97620Sf4WWB3zc6x1pS2CJEo63Xnx/Hl8afExPtJGUGxBaF1T0b7gMBwVnnLC6sXEg8Bi8+qYxj5gGWlb6hZyNM18SLF57HoX1/getXnsZV9tuYOBXv2u8bFsVP9DRFx541zNDtQNXLKl88H/u59rHiXKnpKAPE166wifT+iSyRYK2tCmuX2MLKoBn8fTf2XgYAOLWY3ogRiGbmmYLiQQDA3lMP4cgzX8Tx//b9WJhOfux4adTGmxGgF4AYa9+phwJfdzlrFjFJ5jL7k5qZeKyg56Oqx2ekOx7gecd7LoeNde/GjwIAHj31zZZ2o2mVKXFqU/HnTqVOamZ+ZMsuaACua7DveSAFEBXmoymYecBnsPlYlicTD2N6VdfJzMDKY/keB+ELPSQXM88WDg7NHBT31Ljy74fpxtLLXbigMONhzWRMclTMWVCefRZmvizJ7F2zk8G2LZ8tL+nJFr3DqiRk9uz30K62UVpy5vMx82qpihKNAfNCcZDs+R9VvF3hEjN/qS56tYO1tCUAlJmAybM9x/c29lr9AETT8YWK9n0LKyGzX04O5k3bFSCrqneuyPOe+ZkVE88eZcBl+9o+DHWzG2DTdoUbfpIKckfXVAX3Xs16hB851Cm1/+rrbHL3vTvXtCzapGLmAzLmebVnzXMDvOGekgDbSRaWeHFmnufHR/XMh4L5iOtW7t9vZ/aTlp6wZ94MWXRIUyUtmQoAkHopiYblOXYtWFTFlR/+UbzQ9xEohGJw378Whke3rL4NBARH5w9HOlUHFV8tDwK9gfuhlnD9qlsAAAcq7ByQenwvsW36E4eyHh4/1l6bFeba/sbKoVQLZlzSXw5YOFhRmCTQXGrtpb16cDv6SgNYtpbw5vTriccSsUUJJpTDlRHs8BypX554MfEYvHzztmRtETevZi79+y+8hFX7/4t4LWziLxePEko6Kb9+1Y0AgLfL3iR3Ofm16McWRY/VtY4du9uW2ELMa5P7U0mbASlKUClhduIs1lL2PUfdSTh2J7DkGdinFtNL+qdqE5hpTEEhCq7wor7aiwPR1yZfRvOV38UNK0/h7LPpFq8AYFG1MKFpICChY314/QNQiIK3Zg/ibEAaAFW5zD4CTNkmZhUF0yo7z7Kpn1x3rLsHuqLj5OLxwMhHjefMExp43AHGNi8oCi54C7ZyBJ5ct625E1WtC+O1Cy2/3UWdAbbmTLx/Q6sBXjKmkvs43OiB+TSsMk9wSNLGItfONjm67X3eDomMU6nl97GnZGD5WO/OvYOmR6joETJ7me1Nu3CwsXcTBkoDaDpNvD1zKNFnmk7ye297TRmsXdHwjOiiWF7hVSJdF3wRii9yJCnu4RIms7dNSdmQcNE7fCz2+3II2N21TW3DzhV/bz4wr5e7UPEW0cIWRayCXPoBSWZ/yc3+Ul3sysvmcbl3I8HkP4yZ5//9fpbZp21X4NF0k4vJwXxdAuJBMvuukiZM5/a9zSZ+29f2oWr4ufYzKRcPeMmKg/uvYVL7vW9NtACXV0/P4Y2zC1AVggd3rAYhRKgu0izUTESBeU9mP7HYRMNyhAHecJeRqWeex9JtHWMsaJC8nG+v1GZglyRnnispCMkOsksJZfZpExWCKks0nQYNtTmWZjFPeqGoKsZ+6L9iFj24zD2F489/GQDQXx7E1UM7AAAvpMys9p1zk08cuPP7QYP1+KpeVn1UOZYpmPmkMnsAuGr9g9ApxbTSFM7ZSYqD+aC+w7rGJNrOcquiQFVU3OS1LKRxtffBYULQO8pA76spY5gAuUc02aScA+znju/FRves+HtYf23LWCS5zJ6NxWTVJ5Ul1AmBkWJhKSxKsL3GtjL27nZzElWtiiVzCUfn3008DiC3Reg4f/BJ8XeDOJi50AnYN3nM/OnFU6kXDk4sHAMAbOjZJGSv7bWmex2uGboWLnVxoMSuSboSboQaVuc0dgxXGSOohiyYDVWGcf2qmwEA+053yt+TgHnimDihs+tvddfaDlM/Xj1Gr/DYCBpLjlULjemymjjlLbCPVFahx+gNfF9JK+OOdXcDYAoHXrUKe6Zi4WzQx1pKlYzikoJ57uOwu+k52k/uT7zoKNIiIuIYg+q6kZ0gIDizdBrT9SnYnnLGDWPmYWdmYEerq7C2ex1c6uKYw67JKGZekQBiWuk2ISS11N5KoYpqr+Vu9rvu8rwqooBhkMxeQw6ZPVFCmPmG1I6WD8yXJfPXJiEdahtVaolIbSDYVkal22fmrbCeefb/SYmDqPKZ+Usy+0t1kctyggF20uIO3fUEjG9Yzzw363o/M/OWmzxnHvCZ+ZkVU2SYxxV3stdVEqqk4CZ4Ne98bF/DJhVDXf54SUsGjzJA/NAVw6joKs7N13HovO92/Z8fZqzGD+5ai2FP2u+bG6bpmWc3vrG+ToDTX9XRU2aTitOzNbE4MdRd8v0bMjDzW1exiV6kzL5NJm8k2LeG52Rf0dWOloGk5TPz0deJWUDPfBoDPJmZb8wzQLSoMADaOzSGw/13AgCcE36Pr9zLnqaE63saMO+NdVJZwKyiwEgC5m1TTPLS9AJuuf7juMGLInvs8FcSf06Y7RmdoKZpsGNJa53tLFn65q2EDvO8do14fahTySf+vJKa7fHa7UlXz7tzmJXUTU4IeJKLuw+3mwiG1bru9RitjMKGizdKBqpmsshCQFKIxBzD3oERTGIQGoArS8ytfP/EK4nHAXyZvaGWYJ1sjYSbO9u5MDDWtRqGYsB0TYzX0rVGNBx2nMNAKC8uSX+m6iV81JI5sMtleQtzVTV6sezeDWysR099s/P64/FjUcy8Y6HpLSZXtWiVDd+vR099qyNtQ2vJSA+elFO7IRYBwxYoeN3rjfXEmUdELrjdvYaNtRx/3rKC3vmeK7Cj2YRGCWYbMzgToHgIKpEWkbA/n1eP0YsrBpgb+2uTr8L2crvdkGOoyQZ4GRhYLrV/12T7pUfJ7CWAmAVg+9F7ycC8r4pKD0adQWbuN2CzuVaUZNsKUADoXFmhp5DZa5LMPuB8ObLMviA3ewCoE9KxQJc1sjCo9FKXAPPL9YXA9xQrs/cWRS7J7C/Vxa680XQygIqb8Plu9h/caLqkx3GoywAhgOPSxC7zHKBXA5zseXETPADoLmnY5MnShz2pfRoTPL5P7e7oZV0VDvkPH2KM7LNHp/HcsRkYqoKfu/cK8d4k7HV7RTHzhBBs9PrmT83UxP4MdxuCOU8aTSfH0l3pMfOBOfMhMvskLDZfWMgqsQeSZ7/z1/P0zCd1zmfv8Zl5e5GxISvagHjdXsvY1oHZ18TfeOzU/okXE/cbAlL2uxGdWy7XaHUVLu+/EhTAs9UyDCv44S2X3AuYRhLZM7gKVzfYd3suRRSZv3DQOXGwjH72j3onmL9p7FaoRMXJxeOhLtwdY0my7SS1fWgHVKiYqk/i7HJyx/fWsZJNXvvLA1gLtnjxaHkIZwljKp0EzHxaME8IwW6PnX+5XEafHe+lIMbiCpEEY42XmUv55iY7t69OpgXzvpKif4b9hnhWd32y0+ROVVSs79kAADi1cDLlWMkMuj68/n4oRMHbZQMnNQ16M108IgC44hhGj3XHurtRUss4vXQS78693fIaZ+aVSCm1Hz8WB6JuXn07uvVuTNUn8PpUqxJFkxhNxwwGoq6dnD3cPXoTBsvDWDQX8BJPpOhnUupqfTzys0Brz3xSAzyA+TiUKLDFYt8vqRu7xVtLkB6I7pR62bnMviNH3Cs1Q+SeXBxgH66fBAAYCPcTUVzLXxDJsXDwesJkAL5ok2XhwFjFHO1HvLSYaAM8Pk6QzD6Fmz2XhysENMgAz5Kz3/MBbIUo4n7aVALAPLVgIfu5ksuoVFHxyLOVRvB8wF9gz+cFAPgLHVEJBB+kugTm38My87rZe3JvSuMBgB0CeN/v0XSO1FueVOGgqQqGutiNKakJXs1j5qsREWfcBA8Atq3pheItlAx5THkamX2UO/oD2/2+eUopPuex8v/45g1YN+DfBP2kguTnNixjnhfPmn93YglLnrv/UHdJMOdN203EJPJYOl0l4rgFudn7BnjBMvsgNp8XV6xkdbJPOg7gJw/kY+bZ9WI68cdQZubpMmM3GyU/x3ngKgbcN5vvwvImwVf0b8VwZQR1u47Xp5KDG/6ArQQw2FHF2fmnKhVUnaXY97u2lZkd2lRhE7xj9nksm/FjUdcVY1VKnYsUbpktjKiN+Y7XeoxebB/eCSA5O28GmCPJdfCR/41jn7sTM+MMuJe1MtapDGSkZpVdn1VOUrXlBdy8wBaEnlqzE3WFHY8kYN5KAbB57fZk/S9XShh2Z0ETLiT7Mvt4Nmq5j7GSV80z1jtt3zw/hgol2GwyJv6tEuvFd2eD++I39jFJ7smUffNi4SDmmu8vD2JHF+s9/0Z3F8pm+kx7sfgSA2yqehduW8PUPXvbjfA4Mx8F5h1LxF3FXRsltYQ7190XOBZRFJiU3b+tEGmuayWPz1IVVcTvcYO/0uB6AECfFd/ykZWZ79pwHQBgd42p0ZJKxHlaRFJJv1yyy7wTx8zDFuqGbMw8G+to7QQahMCIlNlni8HjdXn/lejSu7Fir+BIgvaZNH4l7dW3gfkvrHbZby2KmTfbZPbUdWGQ9My8IRvgBcj6HcssjC0HZFk/6VDbqC3+Bvlk9rpRgpdUiVp9MfA9fAkoaIE9bV2S2V+qb1uZOd3syxLA4ZLisOKArsPN/n0us5eZ2TTHkUvRk5rg+cx8BJiXmPnta/rEv/nCQSqZfYTa4O6tq6ApBIcnlvBHTx/H62fmUdFVfOrDl7e8T4DDBLJtXsLNvi/44cMd7V87zR5uhqqgt6wJ9jvJwhLgS+zXD1SFB0HQ5zjTH2aAF7UIVRexdhe/j90qQGbPjQ4pRWz7BwcAKlQodcZumuUh8frY5h1YQBcqxMSFd14CwM3OWC97Gld7f7U8OTMPQPTCPlupoOzEM/OO7ffMp53krbn8Y9hkWnAI8PKF+Ax427b8RYoAMI8qWxgxzPnAz9/Cj2PClgUO5ufOdMZS2ZaJTS99BtvNN3Dqyb8Qf9+sMXY5rRs7vzaSTl7f+fJ/wocabHJ1qsuC7R37sP7alu/utWCUEgBsXrxv/mCpBEdxsDCXrPc7TbYyGWOO5tfMn0OX3p26b54vli1PnEWZWJhHNxbWssUpYzFYKbFJmOCdTDwOG4sbZ8WfrxsUdk18o7uKqpWHmY8HF9x077HTD7cshBA1AZhvkecmiUhkYz15Zl+Hakg4sYdEJVK7Cf5Kkmv+ng1srGfPP4matYLqCGvFGHbi2xZUagvAkQZgj13BFhvvbLDnZlKJuI3sYH7niLfAOX8EC177TBSYt3KA+bXd6zBcGYFNbRwsGShFMPMqtXItHKiKiu3DzP8liQlenp75gdWXoUF19HjnIZKZb5PZy9GeqpHezd4mBI5Z63jdsZqZzQqDqgXMt/2mWyILC1g4EGA+YMGdUur72KQkDoJK7NclA7xLdbGLAwA9IwDQVQKP/I3tVeaArt3xXXufy+xlkJW0Zx4ARnu5CV6yH7rPzEfI7Id9ULB9rd//OJhDZh9k3NZX1XHLZgbcPvvNdwAA/9ftm4QXAC9+rpMy85RSYQoYJLMHfBO8V0/PA2AZ84SQlu+ZJJ6Ox9JtGu7yM+oDZfbsb+1SedHLHsXMh2TUp6nEMvsCDPBko8PYKDwPAGhEg1Znk1C3OixeV1QVJ8oM0Cy96xve7ZEi6pL2YgvX93KwiVVYXT24HT1aD5ZUBSdL8YtmLQxbykne+l334LYaG+PxI1+Lfb9tNiWzvU4WQKmy31cppD2A982/NvFy7Mq/S10RMdX9zX/TwUQffvrvMQoGzMiC30t7mcaY3lcnXk7n0s/N2xIAgMW5Kew4+We4vsH24cTiccyqniQ3ATMvAHYKt2beN28RgjdKBhYnkrUR8LGSODj3bWJM6AbrJHaO7AKQTuHAz6k9wVj2k5VroA+z/tmeenBrxcbMYD45c7itVkbFdXFG13FOX041DnVduApfEIkHFzeN3YZeow8zjSm8NiktKHGH+Qgwr7h+MkUSEHXdyPUYroxg2VrCi20GnZYnEQ/LSKcpZPYAi65b170BTaeBZ849gcE17HfWTepYWYhWO+iwMxmCcR+HnY0mCAjOL5/DxEq8rF9EP2YAUkOVIWzo2QgKine8nycNaa9SkT5yTy5CCK72UgRO6DoMYsN1guekssw+q0P6oLdwvWKtxLxTViqlH0tRVJxX10iRalEGeK1u9ra0GJqGmZcjRZtOCJgvlJn33fM7wHyLWWH+sTTqtQY3O8G8Q21Q7gVQAJgvX2LmL9W3q/Ia4BFC/Kz5mF5ln5lvB/PJs62/E0v+3nrCaDoAIv+9SGZ+3UBFANNr1/nM/LAwwEvvZh8GDh+4hkntKQV6yxp+6o4tHe9J444OALMrpgCR3PG/vTgzz70GePSeoSrgHnNBcvn24sz8pqEuIaEPNMCzghc1khjgNa38Mvukx7AIAzz5XFt2+O+RUirYVw0ayqYHBKsjLe9b8piZ0rgPYq5fdQt0Rcf5lbOJnN9d6oqJVyXEkTqsVEXF9cNMUv1SVRVy/7CyrAacjJOUclcPNlnsN7F/5uUOI632apo1MXGolDqNx9RuxsxX7WAwv6l3C1SiwXRNLJnRqgNLyqPfap/A8ZdaXbvV13w2vrzsO2qv19ZDV3RM1acSG2YBreZtcXX0i7+JXqxgHuuxpY8pew7xiX8aMJ/CiIkQIhz0Xy6XsTKdDMxbKcZaveU6OJSgH8u4qsLujWkUDrzPtjJ/EgCwMno9usfY8Rm2g43SeNZ8epl98sWX6tIk7qgxufkbFTtxiwLAmELBiCY4hrqq4/a1HwYAv78cgKJyMB/OvrYw8wlAgKqouGPdvQCAl8efb3nNBl9cCrl/2PIiYPw1TwjBnevZWK9MPI9yVx8WwMDD/HinH4JcGpzMru8XypvRRSnWEdbC89bMm7Gf4a0lGsnGwG7oZaqDOe+5REN65vUWA7xsY3HzwYa3HTPEQLOV7c02Vpn3eSfoh07axhJWs+UNKHnz50g3+7ZWKtmwUUvBzMvXsBUA5l27uOx3wAfzdaJ0gHmNWqkW5eJKgHmrc7/4cwsAygWAeX4cL/XMX6qLXkXEWXHWsR4H5kMWDkQ0XQqTtO+k4t9bVYjoUU9So16MXNJ4ulozHszrqoL/8kPX4Ve/ZxsuH/WBz1AGZt6MUW3ct21M/Pun79oistrl4qqLpGCe98sPdRmhoJRnzfPi7QqEENH2kSSe7sQ0u5lvGq76zHxgz7wns293s09gFsd/E0FRgkmLj2O7FG6EwiGv/wXArmGxIBLCarDv4ucta9BQtRibpPWuanlfaTOLUFu/fFD8rapXcZ3nlJ6k39uUAF21qy/incHFpfZPV8sw650P8JaxbH/ylyVndnTgNgDAMpqxffP1hv96pdRptlPqZQsj3W5wbx+73r3exhgZnykxAyVKob3w38V/z5w/gWtrvlt6X9MHijrRcY0XJ5jGwC1pDN7M+BnsOv8F9u+b/w2uH2MA+60Su77CJv5ycYBd1tMZFgkTvEoJzblkJoI8tijJWOVqN84pzKV87SL7Tb42+Wrivnl+DMfqbKGh6/I9GNrAzLCGMY/6Suf1xZn52cYMlhL4NvBKI7PXVy7gZi+vfH/ZwMpS8r5522z4mdEJF192exGJB6TrjyRg5tWUMnt5rNfarnUhsw9ZDKRO+visXdJYlFJMK+z3vjJ5MvJzqgR600rfV/rY9dNrsd9XElbZTmkw2V6cnTQJB/PB50yTmPmsoE0Yt8WBedc328sKsDkATSKhbu9lT1uW3oOKYOajcuZbx7FN9t8uJVDV5GaJhBDontmmbXceQ8bMs38XwZbLhnvtv2lNXngpQNKvU57A1akqsqSxSwHP5LQlrpFLYP5SXezK2zMP+GA+TtrMGWwtxAAvjUnad1KZGdUN6Zl5T2Zfir4pf/zaNfint13W8jdugDedIWc+DByO9ZXxz2+/DB/eOoJ/euumwPdoCfrK5Ypyshfj9pZbvhOP3QN8wJ3E0f7UjMzM+1L2djlxnAFelPy9bgZ/Nk3J11XUwoFVgAEeISSRrN90pRV/oqHH60cv9beC+bXbb4dDCVZjGrPnfbaQS8ST9HvLETKVcnR0VlDdtJb1lh81DKwEmMnJJWfPZmFs+q5+AJp3/dQDVv5bx/JfDwI2lT42ue+h4VLmUkJ2SGbmNQC7Gi/iwpEDAIBzj/8xVEIxCaYEGHFaTbh2ewsvaSTiSaOYznz511AlTRzWtmLbh38Y148ygP2OwT5PE0yUhZ9CAum7XJyZf6NUQmMxPt8bACzen5/Q6fh8P1OmrHn3ZXTp3Vi2lhIZZgH+MRylC7CpgnXbb0fvwAgWPQZ36vThjs906V0YqbDrJonqRYyVgjnsbozjpjp7/xvlEmanTiUeR06LKCcE87u883Rk/h0smWxhi3gSfY1GO5anYcsBYOfoDSAgOL10AjN1P7KQZ6Q7IUCUOOnbc3YM74SmaJisjeP8ylnUNXZvc0Iis3jpcDKDeTLGZOhdXh90I4H81yb5wDx39G5y1WKAzJ66LnTi5HZI5/fDund8rGbwPVillp90kBFg8+s3iYTad7PPBkZdtZRIZt+eSsHbQixoIClUowBgwDN9dDrBPJWVKDlN6QDpGiGkQ21DYGVWywWVBq7C7Nyvhsn+plKKcqkAmX2Ka+SDUJfA/HtYeaPpACmeLgZAhUn6/b7q9ysz7y2IpLxZ8v7ypG72K1xmn0GyzQ3wksbgAVIPdgQ4/JWPb8Of/sRNoX38RkrVxcRieMY8L1UhWDfoT9x57B7gGzLGOb/LsXSyzN6lnYtKPpgPM8CLiKYrkJkHosF8VPpAqvESLMBY0oRMhYp+yiag1YGxlvdVevpxwuu7njz0lPj7TWOMwT44/VqsHL1e9xnGaiU9mO8t94t/hznY8jI9gK3QdLFPvNZuuxVlb9I1NxedGV1vMpCuUQqFdJ6z6sAo+3/SRLMezKAldcvlYK3kuuB339oTvwPXdbD5zJcAAEev+mkAQC9WsDTnG3Fxl+g0ffN88lqKAAATpw7j+ik2du1DvwKiKNjlseXnNBMzigKEgKeWsbz/L6eMElrbvQ4DtASbEJyoH0v0GeHdkHCs8u4fAgDsmH8C1w0xJ/qkUntxDCnFSe0ydPX0AwAmVfYbW7oQ/J251P5UCqm9YOYTgKh+ewobbBujNjMsO3jhxcTj2KbUx56gZx4AhiujWN+zES518YZn2qZ62e9apGN5esftHqMXl/cz9lpm50WsWqjMPr3suKxVcPUgU728NvEybIXtkxtgOCYXk9nDGysdkOI+Dn0uu58kkYgLZj7h+WovseDI530BahvLM2rLz8yzY7jinS+7Gbx/GvL3zCddSAXyudkDgKuWxXPFoQ7skPYS4VUiZPbsu5lI/yzjDLbldp4vOfWlSGa+TjqZeSoZGRYC5r39MgPAfN3rozcoTeUxEFa+zP4SmL9UF7l8A7xsPfNACpl9SM+8L7N/fzLzYpEiJYgaTQnmecxZVwwzH1RcZj+7YkZKteUqogc7LTM/vhDPzAO+CR7gy+yB5AtLcizdmv5yi4S+fSGgGeJmnwT0Cpl9Djd7eZEoymyvCAM8QGofiGTm/Vg617ZQJewa7h5a3fHeyT4vTuu0P+kf9thD27VjH3Qr9XkADIjqevqHuaZogi2vNWPAvMcE6xlvRbpRQtnlY0XLnLkKwAgByF09A7C9/r6VELf1ckKpp8gfpsBhjUWmXT/3ME49/pdYSyewiCqu+uhPYxZssWTm3BHx2e2D21P3zQs3+4jJ18RXfxUGcXDQ2Imrbvs4AKC/1I/L+9n3e6VcApIw897lnlZmTwjBlSqTwR+j8ZFgruNI3g3Jxrr8xo9gEoPoxQrWrbD71KsJFQ5NbxKtU4qp/uvE3xfK7Ds3p4PB/CYPzJ9eTM6Ymwndtl3HwYg7AwLg2ga7PxyafyPxOI6Vrrecly9JZwshSZh5Obc8DXu401OHyLJ+x2PmQ5UiGWT2QOt+2SpboKYRYN6xbSiEitzttMz8mst3wqYKer3jlkQiLjwplOSeFHL5MnvvZATc7y3PqC2PwzzgM6E1xQOioT3z+WLwAFlCnYSZz+5mDwBUK6EsLXqHLd76xqM8BpD9NzdwTFMGYcfQDgDz1G4W2jNf9q79JiGdv2niz+WKcM7XvJaZoD72epMtcumUQjOyXe9y+c/n4Ovwg1aXwPx7WEX0zHNzr2YcMy/c7IOj6d6vBngcRLXvV1ylZ+aZzD4LyzvoMfO2S7HYCJ8AyRUVTZe09AQmcXJNxGTM85L75ockZp4z7HEtHyKWbrAKTVVarv/265hvq9TuZp+Gmc9hgKcopCX/PaziPA6SVhLDPT+zvATHY7sbVEelq5M5d9fdDAAYnjvgj9Hilht9/TcajMHWKVJLBXkJgN2IBvOWkw/ME0URcsi4sZoWnziEb2uRsHSK2kJwZJWQJwZIIeUSMmpKMTV0Mw5rV6JELFz2xu8CAN4aegCVrh5Me6zvsmTCVdLK2DHMwGTSvvk49+azh1/DDfMPAwDIff+h5bXrRS97OVCSK5dj+/3D5XK62EIAuLqbsbDv6vH95bblpw8ERgkGlKppODrK8suvPs0WSJL2zXMAUKIUZP1N4u/NbpZJTuZOBn5uo2c4diqFzN5K2NO7OHOBuYRTgk02c/N+J6GqAQAcxzfASwMC2sE8Z+b1SDCfjT1sHwvwZfZuqMzeTJxpHzzWK7D550Ky7AHf0MzKyIqWKl04p64R98NEEnHv/7Mz8x6Y927dxOk8Z45teWPlA4g+w+sBUTP4WGo0X868PFaUIR2vpG1HYUU1lo/urauELsJwNQ8fx/FUEDbSj6t7bL5NO8eyrSbsnIshchmS10G72sYFm/cSEKgZFiXaixs5mgGLFE1PLWdQQMtAHLTXpZz5S/VtqyJ75uOYecsNBofv92g6O+Mx5NF0y01b9MNHlWDmM4D5kqaip8xuhNMJTfCioumSFj8mSc/tuOiZj544bJCY+aEAZj7Ozf6k1C8PRANmYYDXzswnMMBrFBBNByTrzy/CAE8eK6pVwZRcc12P7Z4jfYFge2gb64/fbB0VcnFN0QSDFSdT9KVvafaitUreZ+sxpmCCmUd2pRIfq2bGgHmPgYvaryXCFkeai1OBr5cTGuyI8wUKquqYvvanAACXg/WK933oJ9l4FaasMGdaJdrcLO6V8WQS8bge7Jm9/xUqoXi1ehu27Ppw8FjlEkjMJMi2mgIAdJXSJR0AwE6vH/uo4cayJ7bls6+VFP2UfTf/KADgI3OvoKJWsGwtJQLaTWkBZtX2O/0XBjax77Ac3Oe/sY8z82lk9snAxuI42+Y0GcBmMH+Mk+4U6gmZJ8dqSvLm5ACDG2Yemz+CxeYCVE8Cq8dkiWeJz7puZDcUouDs8mlM1Zhiw+Ey+zAw39Kfn3ysa4Z2QFd0zDSmcMFg905ihpvScdAreuYzOMxPV7eg5LG8iWT2IsEhnScFr5K3CBDFzPPe7rxu9txhvs5bN8PAvBzvl1MFkKZnPqrtKLK0Cgj851KYmq3dAI8z83YmZt6LtwtYMLNko9hC3Oz5eetk5inh0YgaCMn+XOalEfZ9g9oHGt4zWac0M3EgV5pWjA9CXQLz72EV2zMfDdjCQK8A8+9TZj5rvF+XoQrGNgk7z3vmKxE581GVtm++CHAo2OuImDO5hMw+omceADYOyTJ7iZlPaMYox9KJz4Y44Yue+Q5m3nuwXuSceSAZW17E4kviscSkQQfxAPKSOhD43tENV2EGfTCIjfNv+ZFPSd2AG57rbJ41ecNz5g1ysJWLS+80mn3SYLjss41m9FjNBGPVVAZQm7PBwE0w83Fu9t75KrkUUHVc8eEfwyK6QAgwoYxg0/Y9bDtd6wAAZL5VTs/Z8lc95+24Mt1oWenw0tsAAOfaH+l4jffoHzMMLLvRbtu26bPl5Qzuw1es3Y1ex4FNCM4uRsfTWc266FWuplg4uGzHbThLVqObmOhy2QQ5iYt40+t3XaY9WLXhSvH30shmAEB/83zg57jM/uzyGThu/CIxIMvso8FGzTO7m9VG0K+PYbVtwyEUb06/lmgc12pmMh4bqgxjY+9mUFAcmNrvM/ORYN7OBLC7jR5c0X8VAL9vXsjsQ3rmiSP3zCcHoiWtjGs8L4V3DLZtEsHMO54c3XcSTw96GwNbRf91Gpl9KSuY533DCtsOCVDbcMVBMy9b7n3HhudB4oTI7HVY4rec1cCN71cSp/IkbUeR5S2I8OdYGDhs75nnho12lp5575q30Hm+ZFO8YmT2vgFeu9rGB/P5xwF8MG8GJGE0BZgvZChJOXeJmb9UF7ny5swDspt9OBtKKRU981q7AV5K9vY7rayMzDwhJJXUvu6x91mYecBnsGcSOtoL2XYOMC+i6RKe2+Qy++CeeQ5k43rm52rsgcGPv/zZjp75HAZ43M0+jwGePFYkW16QAV4iFYCIHitB9Rjomh4M5omi4FTlGgDAyjE/K1rEqsVMhpoml6PnZ8uDsmXlsvkiRR4wn3ThQPTMh79nZoBN9Ne/8d9hNjonprzXMO4Ycsm2DgbmNd1Ao59llpOhy/03DjCJdjvru334WihEwXR9CjONYMk/L5e6IrowCES5joM1Ntv+wKZrO17vL/WjSj3Q60afL8tswFTSSd/lGhhdh6oHbKamox3trWbDXzgwkgMboig4tfZjAIASdxFPwGTblB3DJXV1C0vUt5YB+1XOeGDG+2h1FUpqGbZrY6IWDPjbKykz78yzY7RcWgXaNYIb6+y6a49yC/28ZfpANOXkfJfXy/7a5MvQdC6zD1+skCOt0oJD7qDPpfaO93ka0vahuM1MKgDAl9of1tj9gkRcG7blydFzMPP6mu2SM3qS6Efvc3q+nnm+HSXAvM1p26/MbLmQa3tg3gy+L8qZ9tmd85MtpAJy21G2hQPiJXXwZ0XQ/V6+7/rMPHufk+E64YscQWZ7trTPWYxi24uD3gYhLQt0tmWKONCiwLzuLVhaAYoDPj/I35nPymfmL4H5S3WRqwg2L4nMXu6H/6Aa4LVH7iUpboI3mYSZb+ZzRufM/HRCZr4Id3SfmY8H803bESA7DsyvH6xiqMvAcHdJ7BfgX4txbvZBwDfM+C1OZh/l9SBk9t8Gh/kiPA6AhD3z0uRftxiYbxrBYB4AllcxtrU6vl/8zZ8MRQMbDuZzseXeZxtWNMDmPfNajseSP1Zcpn08M7/hB38N0+jHRnoWR/7uMx2vJ51QCmaeUoAzUf/kyzj7ib9H6ce/4G9vhLG6ctY8G6eEisYW0Gpx+yUBnqCJ8vT546iSJkyqYlRinOUyPFmoEyCFlKvR9BnuSspoOoD1RXIlxcJ8dPpA06yBZgRso7cyqX2fw45d3OTOcR04nos4aWMOR9ZtgUsJqqSJ+elOsK4QRfTNn1s+mej7mSI6K3q/yMI5AECjOgalewQ3Nth+JAXzrp0+wo2X3MvOzamMhMx8WsDW3jfv8nMQIrOXY/CyjnVEmQcFoEb4XzhOqxw9CxAd2rJL9MwnWVTiR7iS0mCSFwdqlsfwKwELIh0y+5x97A1vgY+D2faSZfZZx/IXo5Mb4GUFpMQbq+Q9koPuH3L8KFeHUN4zn0Vm74Feh3QumNmSqqwI6Tvvme8A86bUllMYmPc8HNC5X3yBPc9cQ66kc5wPSl0C8+9hmXYRPfPxMnuZdQ+LprPepznzfN+MDOqGNMx8zeI98xll9imZeQ4c84F57ocQf24nvVg6Q1PQX41eGy1pKr758x/CQz93e8siShKVCCC3EPjnzGfmWz/LZfdhOfNRCxVFRNPJ3y2KLS8umi6+fcCSZLklm4F5qzwc+v7qllsBAJtqBwWbmJRV5nFxedhynfJzG/1QtQpg5nXwsaKl1Py7aBH9+d0DIzi8698BAG4+8ye4cPT1lteTSj3F+aIU1AMA1OhBff3tgOEz2r1jWwCwrPl21jdpf74lyRdLAbLtmZNvAgAuqKuhG8Gybg7mrYjoMcCP9wOyM2yc7YpTUtSlXuZSyrHWXbkTR9UtqHi9yvHpA3L0Y+u90ChXMUUGAQCzZ48gqLjU/txSMkd7K2F0luEx/bRnLbSeUdzUYPtxePYQaglaB1wrfVwcr51e3/yJhaNYhgcmiAvHDmbnNWr55m0ppdTXDu+CSlRcWDmH8ZXzPpgPY+YlN/u0oOPqoR0w1BIWSRPHdQ1qxO/L5Qy2aFVIzyGObbwaihfPtbg0E/leSqlQvpSMbLnbQmbPwXwAIyoM8ISJYFaA7buiA4AT0LJAXRcGcQpg5tNH02XdL+KpIvi9KsiJ3QpYROUeD9mYea+3PAD0WiJpoxjQ68vslRa1jW02Co3AAwDNm3dY6Jwj8rg6rSiZvWSAlzTW9f1cl8D8e1hF9MwncbOXe6a1NmMJLWUW+Xda5VkQ8Zn5+AdCrcluctWMwJD3ls8kNMD7dkfTjUsS+ySrvaM9ZYz2tDL4QmYfY4AnYtykfSuFZNT7PfPpDfCK6plPIukXiy9FRdMlZOYrDuuZd7vCwfyaa26DRVUMYx7THgDx+8liwLwAvTkWlVKC+Xxj8QWlmLE8diWOBbjqvp/AgdINMIgN+tWfawHZ5aTHUDJTIxFSz6F1THLfQ+pYWmid6HMjqzhWuSlNKoMkmPXzrF9+unxZ6DaE+VIE8woAdSnGKytzw6+NeoTxGAA0pNezMGwTGz/u9yrHtZZIx1AhnWPN6MyocGX8aODnN/RuAgCcW04I5hMyh90NZginDKxHqW8Ua2wHY5YLhzp4I0HffB5mvr88iMv62PX59vJh/7uH9kXbmWLwAKCqd2HrwDYALKLOjZPZ02wGePz9O4Z3AgBeKpehRdyjeA+0MMDLAOYVVcWKtxi0UosG87bkuVBOGMfYXkJm7ylNwph5G4BTEMDmzvk0gJm3LBMuINzYSzkz7eNUUZRSwZpnZebVEgOgpQivgyBm3gfzGZh5b//sANBr82dXDqNYuWRFhdEis2/68ZJZzQPbSvcWfCzauV9igb0wZp59Zwracn4+qHUJzL+HlTUjXa5EMvsIZl44nr9PZfacmW/3AkhSqZh5zwCvmiFnHvDj6RIb4DlsvEIM8BIs1PgZ89lv2sLNPsYAzwoC8yFO+I2QnHnZ/T5s1bVoA7xoN3un5b1ZK1nPvG9w1u0wZl7pHg19f7najeMaY32n3noagPQAj2MphaQvh/QdfIEieizu3Ksh+/nSE47Fwbwes19EUVD+wd9FnRrYbr6Btx76H+K15DJ7z02ZAtDCJ5SVrh5Mox8AMHuulfVNmpkrZyoHLcopM++y7fRvCd2G76Qcfa9qCD8FmlnumdTjoOlJ+lVKoSrpr491H/oxAeZnZ6Ml/XxRiVAKEgAAlqvMqNBuSx3gtUmA+ZOJvltS5nDAngQAVIY3ojrA3OxvEn3z8UkHrp0tj50Xl6S/OX9Q/M0O64uGJcXgZRhL6puPY+ZV18rsBQAAO0f8OEbNjWDmbQsUPoOtZZVtK0yNE+aKzks2CSvnlNmbhD1P1ABmXr4ugALi4rxNBYF5BhD9sfK62cfJ7GUQl1bRw0vxxiq7PIUgSGbvLUQrGhTPM4ByMJ/heHIzwSAw7xSw6N0yFn+2ENKitrGbjcyLZGFlaExhYpIgZr7oRQqfbPpucLS/BObfw/Jz5i+uAR4H6prS2WOjpjRJ+06rPOqGdGA+HzPPZfbT74XMPgGYnxCxdNmMdgCgzHPmY5h5IUlX/WNphIBY3wCv9bjz91MKOCFtBLz1JE/OPNC6cBBWRUXTieMQmTPvu/P2UAbm9d6RyO1OD7CscnLmRQCStC5uQukx3GoettwD57FgvhBmni22NSMm5YAE5hNMHEY3XoWXN/8MAGDHm5/DsseaJzURbGHmY4DNjMZAWm2iFSiKsRL254cxKT3LbLvqSHC/POD3a9oBEk+5eC5wHvdhvy0i2gugbvGFg2zjjK6/HKBsQrqwMB75XlPKmKcBE3GrdwMAQFs43fEaIMnsE4J5eQEmrBzbxjCdAwD0jG5Ez9AYAOCWJjtuBxL0zVM7e2854IP516df9b97M6QvmtpSDF6Wsbjh3itwPYVJkBM7AKiu6bv0ZzA542O9Ui5BdcMXy1zbhANI3g3ZFvZVkbUdzRbK0u1SOSsz7xmOeb/lQAM8208DALIbxYlMew7mA+5VtmTCCBSwcJBiQSTrwoHiGW6WIyIFzQB1DVeSZJHZczBvKZ1zqSIUbK1j+W72gK+2sa1GppSIqDJ0BuYt0jm/KYI4kEtTNKjEU3xeAvOX6mJWkTnzUT3zvklc58T1/W+Al0dmz25iSQzwBDOfVWbvMfMz70E0nZlEZr+QzMk+qkoJmXnfqV/qmRfMfLABXllvZ+b9/w5rIyiqZz4RMx+gNsgzVpQXgCXceQ30e2De6B+L3vCGmwEAI/Os7zupzN7m/Xk52HIjKcB2i2Dm2VixzLw3IVITThyu+sFfwgUMox/LGD/0DAC5Jy8hwKYUJIKZB4Cl8hr2/WZbJdqlpIsvHBiGTMjHTAZAe9ZvC90Gl77GgXmuEsgF5ilvzYkx9hPeDfnHqic0EdQpQAMmsergJgBAVy3YgX+9B/aXzAUcmz8c+J6W8aSoybBamDoLnTiwqYL+VRtQ7upDjZZwY51dD+/OvY1lL6YyrKjjA6m4GLyg2jlyPQgITi2dwHm+4BNicibL7LOw5duHd0FTNEzULmBS88wIQwzwVHnhIMNYVw1uh0F0zKkqLqhRzHwrg52VmRfxXAEsuVxNj6lUKUUpo8xeSN89hlcNUNu4lq9sICBQM8jCAX/BkffnIyBK0Db9eEQguxu7fO+N6oeW1Q9ZAalWagfz4cx8y/XnXa9uhnHLgpnv3DduTJrnOSlXSTLAA3y1jSOpKIrqmS9pTJViBewXX2BXC2LmCSG+uV+C1IP3e10C8+9hWQXEj3GQE+1mHz4O76FPYpL2nVh54v2SMvOOSwXIrH6bDPCaRUTTpWDmufx/uCeHzF70vUcz84Ey+7ic+RADPCCcxa57CzD5mfkEPfN2fiUFkJaZ19EPBua7BqPB/Mg1dwAANtvH0VhZSC7b9gC4miNpXuOGagHZsnIJmX3GySQA6N5ng3Js5fLZjWTXhqYbmChtAgA0ZxggFiaCsa0KEpiPYb2a3UzCrSy05q6nNcALAmuLc1MYxjwAYGzLdaHb4BMgO0AK2fJdCwDYBl98iVMceK8XY8QYA+alxRc34HxVx1jv+KDly/UnTh3Bq3/9G3j1r34Vb//N59DlPU+Pn3o49nuJnl5vwmxbJt7+1h9jccZXECxOnAQATJNBqBo7ZgukF2OOgyFtAC51cXwhuIefF5XAaBb2tbfUh/U9mwAA73jmiUHxYx0mZxlAb0Wr4LJedpzHVW9RKeQ3rVHTz0jPADp0VceG0loAwKQWDrAd289HB7L3YOuEA+zoxTLuSWFQKuIA01a5rUdZC2DmqWwgqAa35ySpklABuAyqBTHzZqNl4SXzWJp/f4ta4LS8pAhZ/p62OJivuo43XpABHv8NS78rJzuYL3ltFabSOQ9wxKJ38TJ7wFfbuFb2yMewKpd6AQBNBR2LML6PTXGwNKkC8YNQ+UMKL1XmKtIAL1Jm74az1+93AzzRQpDDAG96uQnHpaLloL24xB7Izszznvn5ugXbcWO/bxDgTVtGip55DprzxLglUYkAweZ+8W72wT3zQPj+NUJY/bSVyM1etMwUFU0XjpD45F9xAMMDXD2DqyO3O7z2ckxgEKvILM69+WxiVtl2TEDNB7AFYEsI5vOoAHRw1iv64c37wdNMiOqV1UATwDwD2olNBN1kBngAQAY2AuNApXau5e9JZfbcvC1Ibjx54iBWAZjEIHp6+kO34ZtmRYMN3oKRL30gmQyyyWOLcrA2DMy7sR4HliyzD2hXGFx7BQBglTuFFbOJs++8gtVf/RFsgs+Mj6xdjRVDB6aj+/Pl8fiE+fCX/iM+dPy38cq7X0Pvz34FANCYYkqNOW0Eq7zPLan9WO1MoeI57sctcE27SgABAABJREFUzFE7u5s9r26dMWsrHqMa1DNvW9wojv131n7bLk+S2/Tu9cQJBtoazacCANjiAQC4JBzM0zY5Opfwpi1VZG3HgXnWWmJQClXPKn1vHUsNGFM2RswD2vgzxSVgdw678x5cFNtbVlvBPL8/tpcZxJinLK3EgHXVWxAJun/46ppOmb2bQWZfEXL0znkANyYtjplnx67OiT1PbePYkpInY+tFe5VLfnqL6Zri+gT8+6Ba0H4BkjLlksz+Ul3M8gHbxe2Z5yBECwCrwgDvfc7MZwFRg10GCAFcGm1MxyX2CukElUlroKqDENbjzfPco6oQN/sUsYN+tFr2G2lJxCQmdLOXzpkhwLwPmCmlfs58GyBnEqpokM2Z+aLc7BP1zBdkgNfebtAylrfKTE12HS3RCkqV+OiiM107AAD1488JxiaO6eWgN6v0EgB03iMaY6jmeBNNLeMkmX3Wi/SJkbBmkfTbPYy905cZ0E7MlvMccUqhaNHKl7KXNd8fkDUPxIPeqP7r5bNvAQAmjA2R2+CLFLHMvJR3nLU0JGvB8BcOMg/lj5XQzd6gFAhg1QZWrUeD6lAJxVuP/CnWf+UfYgBLOKFswEu9D+Cl3geY2SEAm8YzqhwIcIOuNSe/DAC4duV5LM9Nse3MM0n/cmmV+FxN7wcA6CL/OmbC6phSD2zGKEHv+l3x7gdBWeIc4OfNEueO3pY3bwnq9wZYDF5eMFrWGGBzAgzHeLm2JcXSZWeV/Xiu6EXveoN5UhiUQjeyMfMlqWfeAVMxtJdrW0L6nsfoTAbUDUJAAq5Hx5JUFDn6sDVFF8+kqOtetMzk2C/N65nv4mA+QmavFySzr3igNwjMOwUo2ORql9lztY0jR9MVxcyX+8S/2xdFhFquQGbeSPiM/iDUJTD/HpZZoMw+Omc+gpnnBnjvU2beksz90pamKhjqio+n42C+y9ByPMAVDFR533y85Ccoiz39mN65jQCGvIpQApRD4uU6xopk5v3P2i4FX4dol9kDPjsfdO26UmtEXpl9Gjf7PL9leayo3yOf/Csm+/8FpS/0vXLVxlhWdM/Eq4md2G0uAc7ALvDSkwJsbyKt5RlL4cx8NOtlZZgQkf71AIBqnQFtAbDjJOLe5K9EKRQtet96VzOX+VFnAlRahBOLLzkM8Ogk699e7g13smdjMWBjB0wk5bKKYMu9cx3XgmEWYI6kCRVAnAO2D+ZpACOlqComVAaqbznwS+ghdbylb0fPpx7Hjp/9Anb87BdAPLO9pQTiR5mZP3/4VWxxmUmhQWycevr/sDEX2QJSs8tX4DQNFnFmOOG9vHK1y6mzFF/AqnnMvBPiWA5AYmDzscqcmVciZPZc/p7ZHd2TNbsk/L4hH788hmC64vWWw4ns924IZh7QYu4bYSUD7CYh0IPc7OXrIgdo0xUdxLsXNBUSGoPnGyPmizsrJ+iHFv4yeRYOyrxnnp2rKJm9zGBzw8age0hcVQxPlUKIULrwsgtY9Jar3QCPL8ZRu9myeFVElcu90EKOIzfAzap4CRxPqOc++DL7S2D+PaxiDfCi3OzD+8pFz/xFNsD7+/1n8X9/fj8+/+KpRLnuSStvvF+SvvkVL2M+r5HaEDfBS5A1X4ShmpFCdRFkSpe2UjPzMTnz8r+DFBF6BPCVHfW/Lcx8QQZ4aaLpFO8hv6T2J9p29xW3AwA2NQ75q/FJ4+LyTF55j2gMmPeZ+TwqgGQSVjsDM18a3ggA6LdYRFgpqZu9KzHzevSkaNjLmu8iDdhNP64tKTMfZYBXWTgGAHCHrojcRoX3awY4Dssl2KhcMntv8SXO46CAbGUd3EU8zkTQa4sABULA4ZyxRvz7jdL1GPt/HkJX36D4G49jbHou/GFFKfUluqqBuRc/z74DZddl39EvAwDKNbaA5PauFZ+1ykNsLCe8l7elnHy95YAkyfUm3I4ZZHLWmseenS33mHluzhZyjeiwc7O9HMxbCmAF7BMAUMcqBMwb3sIcJYjMv254nhQapSBKtudKSzwXIdCCWmdaUg6y7xchRNyn6oRACQBQjt3M3X7Bq5QAqPn3w+wLByVPZi9y5oPAfBAz7wH8IBPNuKry3nJCYDVaPT5csRBdjPS9nZnnapuWnvmCZPZqqSqOY/t5swqIpm0vX2Z/CcxfqotYRfTMJ8mZ50AjqE9b9Mxf5Gi6//TwYTx0cBz/7ktv4ub/36P4B7//HL782rn4D8aUWKjIwMwDycA8P7ZdGTPmeQ2mcLQvginXIpjr9uLXSNY2AvbZ+IUlINjcL6hnXt5OIJgXwLdzsUJWqhSVM28FjMOLv5bn+MljRYF54cTuTTpr+kCiba+9+hY0qY4BLMGaZzFXcawyB9gqycPYeMx8hIQV8DN186gAjIT93rbYr+S/6Z5VTAI/6k6Buq5krpM8mk6JmcCWKl2YAjufzsq0+Lsv6U/qZt85eR1qsL7r6pqrI7fBgU0cM89N6XJFCfJrI6YFw48SzMPMJ2v3kBdfEAICVoavBQC8Vr0VG/8/X0Wlq6d1LA+MWzFme7a06KRBw+YLDwEAXtj0LwAA25uvY3b8FLqbE+w9njoEANwqA/Mlh20jln0qQGbv99ey/QuKH3PamPmsoI1fw5Z3yhU3+Detw5LGygbaqiV2/hqEwKwHnzPXsaSM+RyLm5rvTB9172ia+VtLFKKIhYcGIdARZoDH/p2HmQd8BVGTKMFg3ipG3QAkW+AMdJlPWaqmw6EEZY8UCQKG8oIcL774FBRvGVddZQbmGwqB2Wz1wrCFgq0YmT03cjUVAhe+2kZOb8h7XfAyyt3iOHYy88WD+Utu9pfq21J5+r15VRKYjtkRCgBfqnzxmHnXpSJf/erVvaAUeOXUHD79NwcE65218qobuAleVDydYOZzgsLhFI72QVnsaSuJCzuvInq+yyHxcqFjBfTMmwHMfElTAtsbogz++AKMoSmhxoZJy3eYj18wy+9mH78AI/oAvYduszSUaNt6qYxjOmNlrUkG7GKZebQ6bWcp7qweC7B5fFKeiTLPOo5dOGDfRU/hAds/tgkuJSgTC4uz4yh5k6BYQzUh20YsMw8AMxpLJiB1CcxzFirG5EyY7bVNvsxmA2tc5o4+fNmOyG1UvX5NU6GgEYu8PlueB8xz1UZMWwSPY8ohs9dT5nsblAIh8ubtP/wZvPngF3HFz34FRkAGuDD2i0uLkKTIE2+9hLV0AjVawuXf+wt4R7sKCqE4/8znMWAzNUhl2Pc7IN0jAICyxwDGGeDZErOdFUgJFs8D825Q/JjVgAvAzgkEyiK3nD3j1VCZvZ07D7viRb81FIJmfTH4TS0Mdg5wqFahcJY34t7BTR/1nFFdwjxTITAC1FHUsfzjl5ct5wCbEKgBChjZbC8vM+8nsiTpmc+hOFAUNGAImX3QeMLNXpFl9h4zn0lm712PhMBuA/MOf3YVzMwD7LxxtQ0tyBhRLr3SJY4jT2vg5WRYYI8rvlBxKWf+Ul3U8iXi+Q3wmpFu9vEye+ciGuAtNiwh9f7Kp27D8790NwBmPMf70bOWHaE6SFKJmHneM1/KKbPvTiGzL0D2roukgvhz6y8sZd/HJC0f8lilOJm9t50wtlssAASBeW5+lxNcy+NELXgV4X8hj5WEmdc95sYuD4a+t71mB3cCAMpejnmsm71n+qNnyKXm5QPsGNm297qeQwVgcJYhRiLuM/PJJ0RGuYIZ0g8AmL9w3J8kJ5S+s575+H1bqrC+aKMxJf5WSjBxZWMFRCQBmDh5CBpxsUwrGBrbGLkN3q/ZIARWgFs5LwGwc0wj/IWeOICdP1tZE34KMfneQkkBkBDAYZSr2LL7wyImrr10keCQzOMAAJqv/R0A4M2e21Du6sPUZd8LAFh94ksYpkxJ0zO2yR+jZxQAUPWurzgpqSNdp5l7yzUus2fn3I1xLM8zFr/mbW9Tash502CLhYPs+8UZZQKrEdwaQSVlQ54ebEUvS/3X4eesWYDpIyBlsofI7GlBPfNsLE9mr5DAxRfXyp+oIMZKI7PPOZYJPVQeDgQrAAhfNIwxPQ2qknQ92m2+FA6PGcypbOBltIF5rrZh6Q3s70XJ7EuVKsqUPZtX6vMtr4lnMooZC0jenvZBqEtg/j0qSqkABxc7Z57LkINM4tJIsbPWtAdee8oaDE3B6r6K+C555f0+CM0GekeT9MzzvPKMGfO8uNleEgO8ImT2SXq9eRXSM68lMGN0XGFq19Izz1l9K4CZD1FE6BEGf3xBIa/PAYBY13z5tcJ65hMw8xWPiaNdw4m3r2y8BQAwssKy0mNl9p6juSb1XqatkgDY0Ys83Ek6Vz+q6vV7xywcCKmiku43PasxNrQ+ebIl3i/KyMrvLadQ9fiJndnNpNRd5oz4W1Ijn7Cc+flThwAA57X1sf23XWUmOW6SToln61j5ZZF8oYfnYIeVHyVYQNJBjEKE71eJhvfMx4/lGfslTB/QiIZtU3sBAM72fwAAWPuhH4NDCa5wjkElFCZV0T+yTny21MdM+Hq8RZVYlY2kAsjuMO9Njr1riAYw86zX1v/v7JJ+T7XhLcwFudm7jgMqZXFn3S85a9uqh4F5n8HOA6RawXwEM+/d3/OkRQCtPdEGceC2K8wcuzC2XDZTUwPuVa4tG+AVJbOPAPMB8vcsZUIX5ywo5izINV8YNmbYT/mcdTDzJP9zUi5N0cRzsEGIUNvIzHyRMnu+KLJcX2h5zRKeOQWC+UsGeJfqYpfM8hWRM2+7NDQr3mfmw/uOL2Y0HZeVc5k5IOfb5xuXx65dXGae3WS68hrgZWDm8/XMJzc3bBYis493s5dBalzPvCyzD6oo4CvAfM7WiLhxAM/EquCc+ciFA2+SUPGYG6VrNPH2V11zJwBgg8NY39hYNQ/0GjnAfFK2nDPzWg4VQMnL5zXjnNg5u5FSBbBUYhJ4e+60ANgudSONrGRmXk3gSk0GGHPeZ/vMfNIYPM7ONt/ahze+9Sfi79YEc7Kf79oUO3631K9pRYB5LtvOA7DFQk9MW4RYOMjhdGxwF/EYST+f+OkJogTDSngBxJjt8f1SoWAY81hAFzbv+X4AQP/oOhwq7RTvnVaGoEjKqcoAA/N9HvsfN2G1KW9VIJlTWQTo9RbjaRAzb5si6gzIIekXEYmezD7gvFlmA81CFg58MG83Q0wLHT/CLQ+rTIyKb6YWJbMXCQ6ZhwLQaXDWobZxrOKl74SExuA1C2Lmy0l65gUznw8gNokher2jDfAkmb3LZfbp99M/Zwpss71nnj8niwHYbDz/vHG1TUt6Q87rgpeiqjBcts1ao7WdxRFtdsXJ7C8x85fqopfMhOcBALK5VyMEAET1zHOG3HFpJLuUp3iGO3dzBwCdZ6DnVARYOeXNg15c3FwtHGD7zHxBbvYJDPCKAIdJ+q95FRJNl6DlQzaRk8cK7JmPkdn7ngCd1y1XquQ1vwv7bnLJ4+fvmU8QTedN2ntcz+24LzmYHxhbj3NkFaqUx1nFMPPg10Ul8RjtVdI4Wx59f+GT9jwsgAzmo+5nPjOfbpLXqDIXc2XxXGuvYRITpoTMfHmUGe0Nu7LMPpmRD5fZjzqz2PHyL2PiFAPx+txR9l0Go53sASkGj0SD+SKYeaGkiGuLKEIFwPvz4xYOHN8AjyQ4X4FjcRVAXOQeXxDx2NK3+u+GXvIXzhau/AHx73lPFcKrZ5AtLPn519HXhluAukH0sUeAeVeKH9MVPffCAb82gsChZTbEWAQktdLGH8vv9XbCZPZuMQZ4il6WTMAiWGUrv08EIKl6RPRY25gFRe4BrcdRC7j2aYubfb5oulKCuE7uj5EXjFrQhTw8WGbPe+b9cVS+wJthbPl31r645PJ2tIIANiCdN4XAmTvD/ljgdSGX4T2W28G8H7lX/CJFnALxg1CXwPx7VFYLQ5lf2gz4fcLt5bvZh/fMs+90ccD8NAfz3f6P1HfRzzcm/3zWY8gBelSbgpwzn6cGPDA/lwTMF8HM8wWTJNF0hbjZezJ7O/xYNr1JKyGtbR9R0XRBGfNANPDlUv8iwHxUnj3QytgXxsxHgHk+cehz2EO+nALMA8C57u1iYhIHDjnA1rXszLwA8zFsuWAcckxSyjqTiFMSHXfGx0rLDrl9TOZcXjkPTdGFWU+U+VhTcrNXExjg9Y6xHPgxOi0M6HyZfTKzvRKlqJIm5v/2Z0FdF/0rLLtcX7U1dnzhBUAUWM3w8URsYQoTwfYq8UiwuLaIImILPRWAFbNwYErHkGSUAvM2BzvOOZ+3zPDFil3/qOX1jbf/MEzK9nm5tKrltXJXLxrUl//GTVj9VoU8C8Rc+u7duwOl1HIEXg6VjUim8BbeAph5uT9fV4wcCwe811uBE8XMF9Azrybsmedy7jxxjEAr6woAVhvTC7c4Zl5WAegB1z5tcUjPBxDLCWT2VgHRdABgSgZ4Qd4U/jiyzJ79psN8N6JKVsI12q5Hm/BnV759kku+Rrom9gMAiJ0//SKo+OJU3Vxu+bvv0l9kz/wlmf2lusjFJ+sKyS4RB1i2Zzkm3zuSmZdA8MWKp+My+6EWmX0xzDw/jlmZ+aoH0MMWQgCg5rnZV3My85WEBnFAwdF0Me7yQDEGbhw4Ww4NNVSUx5EnXlHRdLyfvr2iGPN6gTL7UgwzL/+9MGY+IgaPTyYGKGPmqx5Dl7Qaq29EJUHPJuCDXs54Z6mSzt3RmSQ9rCzBzOdYODC6xb+jwI2VcUKkDTA38e4mc4ZPArJNWwbz8eONrNsClxJUSRMLsyySLAkLxb4Hl4iz/97ZeAkHH/kzrLUZ2zKwYXvs+LJU1okwwCsCYJcTtkXYBfRTcnVJnJ+CKcvsMzLzWsKIRL74UqYOpjCATdff3/J6d/8wDnYxn4tmz/qW14iiYI70JQKGAOAW0Krgs7zeH+ww9jU/oyd65rn8NsAAz242hPQ9Tw+2bDgWCubdYlzfFaMcmVnOi5s+qjmZeX4cV7zfabvMnjiWYMtzS98lVU8QmHdtExbyH0MgmYTadIuR2VtEj2yNMAMM8HjPPElgetpesuqrYbWCXl8tVySY9xdhNtbeZIvIsjFigSoAnXJ/pLZFCm+/1ELbB+IXfD4odQnMv0dVhPkdrzgX8Ug3e+lvF8vRnveIt8rsi+mZtyNUB0mKg71IZt57rZqTmRfnKQG4bgbEt6UtQ/ghfLtk9v5nmyHsPAe+pbb98sF8cDRdUPHrObBnvqDWCDZOnMyeP4RI7hg8PlYzgQEen1z0DK4KfW9Q9V15e2TMjlwCYBvZwXy55APsKMdtXwWQwzm/1AUtwUTZZ+bTjVUZ3QQAGPKiwpKs/PN9LlEKLcHEzihXMUVY1vzcuSMAfBYq1uPA8c3bGpRNYK9+5T+gizRgUwWjm6Iz5oHWvuh2J+WWsTgznwvMs2ujGQvm84/FvRtsQuG4EYaxkgFe1p557gWQ1GzPoMCUtjrQHb/7B/4Lnh3+h1j9wM93vLak9ksu2zEtM94x1HN5HHD5L/tvEsLMF8Ho8YUDzszrQWDeahTiji7Lw2lbZBYvIhnF5ZHZa0bFl2xHLTi6+ZUUgH8ca94ijmO2geyLwMw3lahM+6Kc89NE0xUhsw//nQWNwz0esjDzqqIKr4Rmc6nlNc7M51UbyMWP5TJUDGMeU2feBZxmYYs8cvHruREC5vMo89qrlPC5+UGoS2D+PSqrALDGKy5rnoMQLcDFWP82yOyDeua1FEAzqvIuisgy+7Ae26KY+TgFhVxFMOVJDfBc109WyHM9ynL4sGtRjNMG0KNy5sOk8nqEusPvmS8umi5M+m4W+FsWMXgJoulKlGKOdicCiHINrN8qejZNtxnJlnOAXTY6s7STlszqR0oiwa+N7My8ZlRQ4fsWBeYJN85MNyHqX70ZADCCOZiNeqKsY7lnXjOSjTfrZc2vTBwH4LPlcQxD0/VVAK8P3IvTZC16wSZN55XVMErxx9aX2RM4ET3zIiIpB1te9pzzTQWJPA7yZCuXtGTXoSnaIgA1I5jnKoBYMC9l2tshE+aR9Vfg6n/+BxgMiBSsaf0ou+G9vHLxfOo8CyK+wzw7VySAmXdtU+qLzg+w+TEMilVrkdnnac9ReeReOJiH1DOfR3GgGRXJTC1eIp63Z54DtRXFM0sOZOaL7ZlvEAIDAS0mLWxvTpl9AqfyoMi4LGVJBnhBYN43wJPBvCezz8DMA4DhpRh0MNgFtL61FzebPK0zT5jpt55i14VQURQnfdco91Zq/Z1lbX2LKr5fUXOBD0pdAvPvUfkZ8wUy8yFsqN9X3jmWohBwMvFiOdpPB8rseR9yTjd7IbPP1zNPabgLO++Zr+bMmZcVFHFmg0FZ7GkrirmWq8VhPsd4qkLEmHHMfDuYD+6ZjzHAiwC+jQIN8OKY+aad7xoMHCsBM29QinnSm3qMcrVHsAxsexGTIW+XZPl62jJKXdATsIdcBaDncM5XJdYrEmAj21i9g2OC8Z4fPylF38SzQwYFVDUZkFqqrAUAOLOnAPiTklglhXRtuHo3Zu/5nHhtphKdL89LBvPtTsotY3GQlQMAVEo94t9Rk3Ihs88xli4tKjWciP2SjqFiZJyIa9wLIM6l3x/LydAD2zQGE8WcATKYz8/M8/sCAtz65b7ofDGTPH2AezMEgHmzUQjTa0iMMrXCmHnLl4jnAfOlSiI1Bb8O1RxKCkDyA/DOe7vahri22K9SblM6/95RClBStJqqfRtk9gUx87Yks7dcq0PZI0wzJdCbF8zrHMy33avsAha924sfyxkvFpWceQmkQBWFXLrnsdIOsLniIE+aTXtd6pm/VBe9zJwgVC4OdsL6vu2YsXwG9yL1zAcY4BkJWeO4snL2zMs91bWQ4yfAfF5m3gOsLo1exAjLYk9besJjXKSBG9/HUJWIZ4DXfr5EzrwcTWclNcALd7MvomdesOVxzHzI98wyVlQ0nQwAFjOAeU03QF0fVEb2bXq3DBl0pR7P8N2bIwE2XzjQs6sAtFLFbyFItHCQbuJAFAVTCnMVX548mSgyjkupFVeJzXjnZXr90eoCA/P+OOEgFPAl4galoIqOrbc8iBf6Pw4AqI3uTjQ2n9i5hMAMATaAz8znATbVcp/4d5K2iDxxTJpeRsmNX+iRj2FWZr7sLX4lNdvTKYWTYd+s8mAKA7wimXnP88fpZF+pU4wBHr/m/VaEgJx5y1cB5AFssgEYsUJ+Y65VCBDVjGqiaDqLGxbmWHwB/HNW85h5x2oFNsQtDmALBRFRUCKWMPAU1RKDl3PhIInMnl87ORUHNtFbF8DbzFXNQGae/d6UzMw8Jyta78EOV70UCua939ogW/BdtfA6SIHtF3JpYOeifRGGL1JoF2GRIm4R/INQl8D8e1RF9sxzdjlMvm06XFIaDOZ5/3oS1/MsJQzwugKY+YJk9kEtBElKVYgAUGF98zWTy+zz9cyXEvSUA+FZ7GkrSoYul8xs5wXzpZhWAtMOltkHmczF9cwbESz2RYmmCzmORagoxFgpoukMUCwr6cE8AJikDMONBgHUdcXDvFrODuYVvYwKZ8sTLBzkldknYSoFu6Gmj9yb01l6QGP6lMSYh4NsPtEjKeSyyuAmAEBX7RwAKXPbtWG74dJtU3LO5/nG1/yL/4XXPvwXuOYT/zbR2GXpmDTa+jXl8uP9coCosu9xEMnMe2MZOVgbkthFPJ1hYVBxLwArxgtA9jhwMoAb2jUssbwxBniFtCq0mggGgXm0RdNlHoszrx6o1QNl9sUw87IahYQx864tGeDlUIiUK74BaWR7DtvfvMy8v2/BYF5xbWnxpSCZvTenNNvbdBy5BePbILMvyM3eVowWMN9su98Hyew1b/FJ0bM9z3Rw/5zW65HfU8o5Fr3bi5+30ioG5jfZJ2CY84Ut8sjFFxPbFYF2Acq89hIRf5eY+Ut1sUoYjhVhgMfZ0NCc+Wj2Wi3IjC5s7Lkau6m1RNMpxTDztjBuy65w4Ix73QyeJBfFzMtgL4y5BopzR9cS5szLKhElp4FbkFw+aKz26z7YAC/azV73znkQi81Z/UKY+RiHebMA80AxVgJmXjboqqnZQHYDZV+OHgJ6zWZdPMwrEoOatjRDAlFRoJcz8zky7fWS3zPfCJmUU0r93tcMzGutshoA4M6fkXrZg4+hS13BiCopJuXlUdabP2SdZ/8tTXASTV4pBbzJsqYbuOq2j6NUSWZiqCkaFO9SbzcpahmLg8McEz3dqPrnK+LaED3zORgiVVroSWKaVcoB5rmSJc6l35RUNm6WhYquEQEM40yeuMy+CIDNFQckKP5RllLnYct5vytnV4ndwfS6VqPYhQNCADsczPN7VK5UhbIvs6+Z4b8vbvqYX2bv+QF4c672hApCbckLIK+bvd8zDwBmo/U33dqfX1AMXtTCXEE9844HrTUhfW8dky/K6S0y+5zMPHg6kH++qOvC5oshevbnZHvxa0Tt7sI4hqERFxtX3rhIYN67h7SlHYjWtxzP//YyEijnPiiVa/b5W7/1WyCE4Od//ufF3+666y4QQlr+99M//dMtnzt9+jQ+9rGPoVqtYnR0FL/wC78A2442ivmglVWAwRkvYawWJrOP6JmX/34xZPYcyBMCDFQlN3ueM587mi4fMw9IjvZmTM98TmaeEOJnsUeY4HFw2J7FnraiZOgt412MazGUmQ/2ihCLANIiRyNGZh9pgFegm/17YYAXNhaltIU5NNVsvewNpRIrz202VsREuauaTQEAtMnsQx6qtmvD9cYq5XDO10pVsV/LjcXA9zjUBs0h6be6WT+7vnQ2VurJJcIAoNDk1+LA2isAAKPuNGzLbOlljVIcNFvAfLYJGCHEN18KATaAH5GUJ+9Yr1QTOXsX0U+paOVELRiy9F3LyKpVSuz3EgfmBaMHwM3AHmo9IyglMHwE5POVw7CQM108Li4AzBflWC6c890m+FG07VapvWtbhWbau4SAhlzzSkHRdEZJBvPLoe/jzHyetghAXqhgzxa3zbRQKdTN3o+mAwKY+YvhnJ/AdyCvgRtvgfHZ8jYwH7BowJn5rAuCPHXCknwpHMdXh1RymNK2V0lisM907wDATF7FIk+RMnvCtmW13TvEIkWBMvsk0bEflMo8+3z55ZfxB3/wB7j22ms7XvvJn/xJXLhwQfzvc5/zTXgcx8HHPvYxmKaJ5557Dn/+53+OP/uzP8N/+A//IetXeV+WYENzMMq8hMw+xnQsDBhyBvdiGODNrLAb0WDVaInt4uA7zpwtruJUB0kqLp7Ol9nnB4Zc9h0ps5fAoZzFnrb88xojsy+QWS5p0S0fQpIeysxLPfMxBnhRkvQiZfZxBnj+AkURBnjhagMALRJrg1JYSrZVbFMpxzJ69bovsa6UsgNsXepjrzWDJ68y6M3TM9/CeoVIxE1JGsyNylJVP+tnr9QuSAY7IeoGadKn0OST8sGxDWhSDTpxMHP+BFsITOOcD2QG84DvpGxGMfOE33vzRAn6/cMrkZJ+3p6TfSytVI50pOYlG0xqpWzHkCtZmjH3b2GcRSlohn0r9a1KtEABAA4poC3CO9c2XLjws7RbB7IKdbMH/ONot4FDV46my5MzLylfHDeKmc+vAtClxc16mHM+fI8DFTkjcbnM3pt/uW0GeAotZr8AP0JTmO01W/ePOMXEFgJSpn0ClU1uZl5h54D3sbf/1sQCoHS987aQrPGWAsxLzxDb9OPiyjkWvdurxBUVdgP1sevF3/1FuQLd7BXOzPvPfJe6khdAkYoDz+Pju0Bmn+kusby8jB/90R/FH/3RH+E3fuM3Ol6vVqsYGxsL/OwjjzyCt956C/v27cOqVauwc+dO/Pqv/zp+8Rd/Eb/6q78KI8A9ttlsotn0T8biImNcLMuCZQU4Zr4PqtH0HFoVknsfDO8mvdIIPh6mp3pQCQ18nYP8hsleK/KYTsyzm/lAVW/ZLsdyTdPONR4HPYQ6mbfD2eSlejNwG5yZN5Tg45dqLE3BAoDluhm6rVqDPxiUfON5jquWQ2GaplC/tG9zpcH7ynKOB6DkAdpayLVY49e92vo9FI81cilQbzShqYpoe9CV4GtSIVxO3Xnu/c/mP2eKxxyadvA1Vmvyfrn8v2U+luW4sCwLjm2DEALq/UZrlg+GS5TC0SqZVE2mUkHZZffRmrncwXgBwPLKjPi3SrTA9yQpovrmQUu1+cDt1CW5qa6WMo8FQsREeam+EDKWP8FUFT31WPrAOgBAvzUhJok1ayV2LEjH0HZcOLYL26ZQ3M7FKtelGCcj2IgLmD3zDobWbEZJLaHpNLDSWIZdCv7OskTcJSrsjNejAQWAi4ZdC92GMCxS9MzjqJp/bSwszcIeDt4OXzjQiJF5LEjX4UpzJXQ7XCFQohRE0TKNVy0zxYxJAMsyOxZl+W+WtxYYlMJVjdTXotEzJPbJdm00rQbUEMM01jOvQiPpr3lesuS7QQhU1+zclu3HxWk57huqpGRpEoIypWg0VqBL7SIymM+zX6AUBAQUFI7bCNwOkZh5FSoc2xa/X34+k96LVcpNi8OvQ5vaAAE0ZLsGeenccMz77o5Zb9mezMyryH7PANh3BYCapwJo1JZbtkccE6Y3R9CoknMsTow0In7LDDek3S/bdeHYDmziglAXrscmGx7fVW97Zpp8HKqIv5fgva6oma5Lft4s2hSfbzaW/YUXLcdzsq0Mb/8adg1dW24HjrK/87EUab/ylk78lAqxX9LiiJrn+d9W/B7SsP3ftCN+qxasnG2l345KOqfMBOY/9alP4WMf+xjuvffeQDD/+c9/Hn/5l3+JsbExfM/3fA/+/b//96hWGQPy/PPPY8eOHVi1apV4/wMPPICf+ZmfwaFDh7Br166O7X32s5/FZz7zmY6/P/LII2K777c6MEMAqFian8dDDz2Ua1uTFxQACt449DYeWnyr4/UTJ9nrx48ewUONdztebzZUAATPv/AiNvcCe/fuzfV95No/zfYTzaWW/ZydZt/p1QOvo3ThQObtL62w7/7Si89j4lC2bdSX2TaefeFlLB9pVSe4FKiZ7Gfy3FNP4M2caiPHZGM9/tQzOBWiXD5fAwANcKxc10bN9rYD4Ovf+KZYQGk/vyeX2Ptss5H7WlxeYOf1hVf2wzrZqfTYP8muh/mZ6Zax2HoJ+65fe+hbKKnAce+6PXH0XTxUP9yxrVNn2baOnTiJhx463vLamfPss+++9SYemjqYa5/GvfOx0mgGHp9XvWt8aWEu9/FbsdhYLgW++c1vot2zcsWVQC8FHK2Kl598NPU4q2xVgIDXX30elrHQ8Z7puSPwEovw8mOPZlaJuK4jxnrnrf3oO9258r7oLSyolOKd1w/gxLEzmcYC/EifU8ffxvMzD3e8vuCyfdUoxamjRzGxkE6R1Jifxi0ARpwpzJ4bBwCcOPYOnj/fOdacOwcAKLkubKpg/6Ot7+m8qv1ao4xgo3sBx197GmcWFMBi3/OZZx/HCa3zPg4Ac4uzAJhE/PTkNB575Fup9o2X6hJABaZnx0O3YXkLcHNTc5nHoS4VPfOvvvYCzCMBTC/8hYOZidnMYzXmzorr8NXXXoRzKJjRm1tgi1g6BV589jmoRnrZ52JtGgDgEIKn9n4tVAJ+6jg7jwalmF9cxvOPdl5DUWWbdWyRjLmefvQbKJHgsWwPzNeXVlKPw8ulkqcJIYBZ79iWNjcJ02C/wfmJ6cxjAYACBS5c1KCgDy5effpxGF394nXz1DEhBV6cmsk1lk4VmMSBaS4FbmeksQyrwgabOHEShy882vH7feqxfYnG0rwFvInpC6HXc8NqACXAatqZr3kAOGq+w7bn/YbOnjyOSWl7G826WKQ4cuhtPHYk+yTnXcsbywPzr7/8PA4fPy9e71teQLPMxnr3rbfx2NHsSpvjFnvmzy7MhB6f8WU29pG33sZjR7PLt12PmdYdCqjAay8/i0V9XLw+v8TuGUcPHoT6DruH3estxrxz8HWcOHUh/aCWC2hMYcavR7O+KAD2uwfeQE2fzbxPco03WGrKmTPHcaq0A9dQHWXiL/K88fxzOKVk982Rq1kzgRLQdE2xX3XXV9xcOHEKi7Xsv2O5+LyiYXfepx7bl+y3+l5XrRau3pErNZj/whe+gFdffRUvv/xy4Ov/+B//Y2zcuBFr1qzBG2+8gV/8xV/E4cOH8cUvfhEAMD4+3gLkAYj/Hh8f79geAPzSL/0SPv3pT4v/XlxcxPr163H//fejtzd7L+d7WdbrF4B3D2LV6BAefPCGXNt67aF38NzkaWy47HI8eP8VHa8/8fcHgckL2Hb1VXjwQ5d1vP67R5/FdGMFu66/AQtHXsF9990HXS9GVjP1/CngyGFcuWE1HnzwOvH3r88fwFvzk7j6mu148Kb1mbf/m28+CTSbuPNDt2Pb6mzXwt9O7ceJpRlcveM6PLhzTctrNdMGXngMAPC9D96fu2/+9449h+nJZey+8WbcumUo8D1vnlsEXn8B3dUyHnzwzsxjrTRt/NLL7Lvfe/8D0IiLvXv3dpzfl07OAm++gr7uLjz44O2ZxwOAL868iiOL07jqmmvx4PVrO16fe+kMcOxtrF09hgcf3Cn+7rgUv/ASW2S48+57Mdhl4JG/fgOYGsd1O67Bg7ds6NjWmadO4KEzRzC2Zh0efHB7y2t/cf4lYGEeN9+wGx+5ZlXHZ9PU6dkaPvv6M4Ci4cEHH+h4vfnaeeDIm1g9OoIHH7w+YAvJq2ba+OVX2Dm76577seJSaISIFpXJ2jjwTUCjrEeKqhXceOc90LR01+WJI3+GMj0LALhs+zbsWd+5Xwded4CjgOFS3HrvR3Lt19N//gsAgNENa7FnV+dY55fOAo8wULNzzx3oH12XeaxX/vRfAwD6Roew5/bOsc4tnwEeZszrFdfuxrptt6TafrO2BPyPX0QXaWDdmg3AyecwtG419uzsHOvM0ilvvwBXMbDnHvYey3GxZLkYqagwAvw+bNvGK4f+HDCB1RUL197/EfzhN/8Qi0uL2HHjbuwc6Vz0BoDf+8b/AFbYvq1evxE77s923v7or34TgIVKdxl3h2zjv33+VwAA69dtxt05ro8v/fm/YdvZvAF37wzezu95Y23atAV335ltrPGTb+PpJ34bAHD5tq24e3Pwdv7n138fqLG0iLvu/wj0DGB+ZnEan/vW7wAAtt1wPUYGW++Ftm3j5Scfxcj6dew3Rin6Rtfi6ns6r6Gooq4LvPn/iP++7vbbMVAeDHzv4RPsOI8MjWHP3enGkUv/0q/DclmveklxxTUtxjn7EM56CHvN2o3Yc332sSpf+SxW7BUsEw2AjWt27cbwen+O887X3sWxcTbW2OoN2HNj9rGML/4mTFqHojkd+wQAZ9/+H0LivOmKbdi64R7x+7VtG089tg933H1vonvxV48wxrAc8fv6X//nPwIAuqs9oe9JUurZEv7uub+DqbIx14yN4lppe2cPflbs166dN+KudXdnHqtnYgB/+eRfCkn/VVdvxeadd4nX3znyp2LxZdfOG/HhdfdkHmt05iD+5NE/gVrRQo/P3z3+RWAK2HndDbh7/X2Jt225LibrDnp0BYS6eP744wCAkre6vfna7diz5g7x/j/e+yfAInDt7luwe/QmAID+KmOAd9x8O4bWdM674+obf/uHAGZBdEVcjzPnT8B6hn2HG/bcicv6Lk+93aC6cHQOj7z+CPpWDeH2mz+GY+9ciautQ7A9MH/LHfehvzRQyFhTf/8IgHfhKBD7NduYAb7BXr9i225s3Jl93ivXorkAfO1zcOHixg/fA03RYJoW9j/9GO6+916UA5Tg32nFlehxlWoGeObMGfzcz/0c9u7di3I5+AH3Uz/1U+LfO3bswOrVq3HPPffg2LFj2LJlS5rhRJVKJZRKnSt4uq4XBjq/3eV6N4WSpubeh2qJ5zbSwG05HlNVNoKPF+8Jpp48r8jjOl9nUu+RnnLLNnkmNwXJNRbv86+WjMzb4QDddNGxDbPhMxE9lXJut/ey13dv0/D95kZgRs5royrJLamiQteCzy/15GolvYBr0TuWDu08lgDgimtRa3ldB+sXtxwKlyjQdR2mOLfB12M5Yiye7NBdzn5diH0qsxu+abvBvy/+Wy7i+Cmt50xVSAuYd73WAoOzcXoFmqZB09KN62pdgqW0qBX4ecvLW9aB1NtvL99QrR64LdnUr1Su5hpPp9ykKHgs15NsG5RCL6UfS+sdxCx6MIgloM7YXZOasWO5xD9PlLhQqcPOXYjfx4oxApiAsXIWmq4Ll38LFrSQ60zu91b0cuj74kr3TLcsaoZugxsWlUtdmccB/GujYddCt8PimAjKRvaxyl09KHv+IWbEMeT+DSWXolzpAslgrtrfMwxCKSghaDSXQq8x7jBvUAqiVzJd94ukFyXXRVNR4BAndBvcRNDQyrl+XyW1DMu1UFcINNfu2Jbi2jDF/CbnWFoZK/YKlhQNcABQt3V71I9VK+cdSzGw7NThhvyWFeqbj5X1MlRN6/j9apqW6PpUPf+MptsM/33BN33M8/uqen4nHEQTt/XaV6njH0Ojkm8sr4+bb4/arfcPRfIdKOv5xuoqsVaWphNxDL3fcsWophqLOi5UjUDTVBDqgHrtVCXvsWuj9brn94yyzp4n1HVheB4V5XJXpuvSUA2Atj6fiev4CTNGvuekXFWdnTfTZWPNDe6CNelLXYscq6R1ATZgSvcqyuc1LoWR8/kvVxd8g2CHOChrFTguz7N/f+DHpN8x1VNq//79mJycxO7du70JpIYnn3wSv/u7vwtN0+A4naZXN998MwDg6FHWhDE2NoaJiYmW9/D/Duuz/yCWVYBxG69KjKkaN0DTQ3LmkxqlZSlhgNfVuhhTlOkeTwUImxAnKT+arvP41aVYurxAHpBiBCOj6YKz2NOWfL6jUgNM73dbhAEeN5wL27+waDrAN8/jPgixOfNauAEeH7+QnHme9uBSuAHXqzAsLOD4aQoBV7MHmeDJYA0AkDGextGrAtiEGQg1vT52vQBfTC59r4dEMTW93vI82d68NA7mQ6LO5GOoZowNmlFZ1jxWlryxwgzwuCEdhZ3SldosszF66yxr3o/Bi4imk6LOSMZ9AwADHMxHjMUnYDndh8W1EWGAx4FIKUcck26UhdlelPEYTwQgVMkE5AFAUVUx8V+uz4W+zz9fAMl4HFeUbrFfUSZ4jgDz+X5fwvSREGi0sy1C7i3Pm+/Nx1rxDMjaM9KJ1J+f13Hb8Iy5KIJbPWSjOC2nIRj3Hogy5uJxjHnH8t3s2TVC29zsVdiFpA8Afpyg35/fej2q1BILPcW52cdH0+U19nM9c0X+O2s30ORgno9jW/4xVo1svwF+PdrwfRhsqymObZFxce3JAOqmW8R5Knosw1s44G1agGzcSqHkfP63jNWSAvPBNsFL9aS65557cPDgQRw4cED874YbbsCP/uiP4sCBA1DVzonzgQMHAACrV7Ns3j179uDgwYOYnJwU79m7dy96e3uxbdu2HLvy/iorJKIrS8UCKDs6vq2ozPegml5mP1I5Y14eMy42La6smIWKJFWJAPMrBTrZA35mepJourxRZ4QQYW4YdZyLjKaLi97zgW/n+TLasub5NuKi6cyA/Pcio+nk32hQ+oJV0PkC2DmLitzjD72S17uqZHR+p7of4Rbm7M3BPM/WzVMy+xpUdc813aCAlvNhzpn5sNxy/xhSqHq2ScpiiS08a57jfxiI4pPJksuY+TRFq8MAgGGbtZ8JV+ok7s2UZnZRBgDdy9E23Sgwz/7fyJE+APgO0XUrHGALMJ8jjkkrVUSCQ1iqAuBfH2miBINKpCrU5kPfI58vkjEGr6n4v2VuxBVUjgfmSjndosV1SIiI35JLcU0JcBQDRGve9ei2gXk4FiwODgsayyHBhlOqxMznBTcq5WrKKDDPmfliQC+X0qNtTJUWE7kHSAuO3lgdzvlugTnzCWLHRFpE3mg17/orefPNzpx5biLMxrGlRYyszzMO5i34cynHbBZ2ruTi9wS+KD12zZ3iPAH5f8dylY0eAP5iMNAaqZp3MV8uOQUmKvr0g1CpZhc9PT3Yvr21N7WrqwtDQ0PYvn07jh07hr/6q7/Cgw8+iKGhIbzxxhv4l//yX+KOO+4QEXb3338/tm3bhk9+8pP43Oc+h/HxcfzKr/wKPvWpTwVK6T+oxcFVEQCAu7EHgVEgnpnXL2I03ewK+5EOt4H5onLmiziOFd1zYA0AoEVlzPMSCy9JoumKYHpVAtulHjAMnpyahV6LXCUSfF6jgK+Ip7MSMvMRoLchoukKyH6XvqvluB1sf7PA8wWw2D7TdmHaLtrxGGdyOFBQjIwTc6ML5SZn80IYbIsz8/nBvO5GA+yGxMxrGQE2L+ao7KIZtl8FTBwa1TWsr7q2yMx8QiaUIucYFA5JNyFSu0cAAENYwPTSvJiUJ8lIZ0xvDmbe+652AFjjxQF2Rc8XkSQWXyJj8Nj/l/Xu0PfEVansg97ofG+2zyTkfpm0hPN1M7znsUVJkfFatJQyynQeQPS1YRcE5jnb1SAEegiY9zxjcwOOOGYeTnHMPB+LkmBHeoU6fu52XjAPHYADM+L3xcG8ruSbF/PFFwGenDZmnjqFRZCJhQPvUehYrfdghcqqjbwxeGy/bNeG7drQlM45WtNbjMx7vqh3bVXCwLxQAHhgXrpO9VK235uhlgELsIg/V5SjQosE2O3Plr7RtTiiMt8ajWi5IpI7xjK89ghpk+L4UQot46JmWJXVMppO4wOfNV/M7NMrwzCwb98+3H///bjqqqvwr/7Vv8InPvEJfO1rXxPvUVUVX//616GqKvbs2YMf+7Efw4//+I/j137t14r8Kt/xJXLmczDKvOIAImfcw5hXn5m/CDL7ZXZTG+oOltlbORYQXJf6/S95wLwRvhhSZMY8EK+iAFpz5vOWroQD3o7xisiZj1EeRI3VnjXf5Mx8CCDnjHmQHJ2PXylQZh82VpHKBkDar0Bm3s+ldiiBmlGaS41u4SIeKhH3gLdWwGPCjxEKBtiyzF4JUHilGov3o4awXpy9NHIw804vMzSrNOcBhLPlpqQCSMvM66UuLIAB5ZmzRyWZffBYtmsLt/ESpVDygHmFxyIFgw2XusIcKQ9bDgAajb42KKV+r3IpBzOvGzBEvnfwwgGlFJaX752XmedqlFojHMyb0u9ZyTiJtbSqiGMMuzYc25dSl3JOlsXEnyjQEQTmrcJl29wdvQPM26ZgnHMzvV4LhxsC5tWWPPZ8i/uqUL5EgHnC5zbFtCqYXpsF2mT2miR9z70g4q0+WwRsKcLqVAHw85X72kggoW5nzLMW9c53mXKioT1n3pPZewsUtsnGZc/obNeK75Hiz6Waknop7/FrGSsgj7328d9h4+S8/tqrXGKu+C7xPQ2si8TMA/73/6DL7HPTjU888YT49/r16/Hkk0/Gfmbjxo25I5ze71Vkz7wPEEMAlMP7yuN65imK9nac8WT2g13BMvs8CwiW1OOfZ1GEs+7BYN7vmS+iyjEydEBirwsA17qmAM1o1UWxMvvohaUoFru9Z57/f1jfu8EXhNquIUop6gWCeUVh7QpM4RDQM1/g+QL8xYPgnnkfiK6QKkhGHwfF8A3wwtg8y2O2OXOapxhgo6EPVD9vO/dQHjNvhkrEOZAzKDJPHNR+lsDRZ7KYuzhm3qAUTgYAMKmOoc85hsXzR1CuRsvsObsBMIZDzSGzN5QS4ISDeVNi98pGPmaeLfS4sa0KhYwlJP3BCwcOtUG9CC9C802PRGuJGeEFIE9iM6psbFWS2YeBGrMhFkRKOdsi+KJSQ2HMfPsVokg984XJ7D1jUNrWRkBc0184yAnYKho7LrbiwrbMDoWQSm0h6c/PzHumqomY+YJk9nBBAZB2mT18Zr6UE7iVVf8abhLSIbNXXd+wML+SQgbzDXQFKITMtl72rEU8kF5xHQBKy/2eUur/jr1zxRedrBwQy/COJTeuBFrBfKEy+wA/lt6xdYWPAwCVsh9x17Ab6DZ0FsMItgitFewwn0TR9kGoQpn5S5W8igRsHOzUQ9heO2bhwO/RLVZm37AcLDXZKvdwmwFeEdJ+ucc/DxD1j18UM1+MzJ6zzGEydKB4QzUgjpnnvenFtXw0Ywzwgs5Xe898nMw+rLfcdFzwy6pc0CKMEaECsAqW2UcZ+/lMHrCC7JNypdQtWIZQcOj9XS2Cmefsaxhg8yYpWhFgXrBewUZWDQ/MlyiFlpG9roxsAgAMW8zcLFQFIC2+uCll9gCwUGYKAHP6hDThCvE4kAA2k23ncJjnclESvChnFQiwdW/Ca4YZFkqAoFLOF0WrCT+F4P58+RgS5AMAfvtAhBcABxs5mHlH8r8Im7Dali9Hz6ukMCQDPAOdLHYLM18Qq9zwFsLae+aJYxbWg12WnNjNRuc5k43i8prSaYT3QwerAABfFq+r+ZQUXGZPCWCDGRTKpcOS2geKWXwB2HFsX3yRfQfyLr7I/dChz7CCmHl4n69STzUo3e/lBUBfZs++Tx4wX/YW3UzJKM70FiFVCiikOPgmjqN0/xB+AwXK+QGgXO4FEX497Dg2PA8TvQDPnI7xvOvfvATmL9XFqCJ75oWbfQjbywFzGHvNY6+KdrPn/fKaQtBbab2paRH9zklL/mweMC/c7CN75oti5qPPFQA0C2zBSLJQI67FIsC8YOZDeubTyOzFIkOMAV7bvsktDOWQz6Ytf6wgttxbdChKZu+d9yhmvkQpakp2EKWUu+PZPIfL7AswEeTu6CEAu8lj8Aph5qNZr4YYi0LL6DTcO8Zyg8dcj5kPA6I85owCbgZmvtnF2BFl/qRkgBctKVUohQZAy8XMexMgGgw2fMd3ilIO6TvAlRRAM+TaqEmS+Eopb38+vz+FmCO2gPl8C7h8LDPCC8B08zPzrtblu2yHgBrHagp5czlHIgDQaoBXIhbLupdKleLiigKHXGbvtknEFZmZzwnmeaxanSgw652eCrLMPm+/tyqcyl04budcgFIqoh/1nGkRJWkxoEEISFvPvAI/mi4v6FUVVfSuNwgB2n5nGoprwQDiHe3F7yvnohJn5quu7Y3n/85Mx3/OcBZbMPMpW6vk4goa2SjOLPA52TKWxmX20n61+QAUVXqlq2Pu0eKZYxTbM28kSIH5INQlMP8eVZHS5nLCPuUwN3vfjK7YOwQH80PdRoeBhq7kH5ODUEL8BYksxRdDAmX2zYLBfExLBCAD3gJAVAKjwaLc84EEPfNRBnhtqgXO7qdl5vnYqkIKWRABopn5IpUUbDvsvAcy894DSacUDTU7sNHK3aLPNpTN4+ZBBYB5AdgCoqwAfxJRhHO+RqLBPF84MCiFqmabbPWPMpl9F1c3hCkOJGaeZmDmMbAJAFBePiv1zMcZ+7H/ztN7WOb9miHMvGn7skg944IIrzjn/FqDszYURkYzKV5xChG+oKBRKhysM48lfCIimHmHeyogM5inUstMaM+85YPeUm5w6BvgAa0xXECx7ug+M8/urbQdiMrMfE6ALceqBYF5jdqFGeBpin8Ogq57S2LP9ZyGhbqig3jtAQ2FQGk/htQGLTDuTJwzQoD2hUdqwynQjb0cAeZd6sL2wHdedpl437VLMPMSgy23NymtqQt2DnVPxTOKk8E8V8sVoWCTS449pd69RJjSFSyzN8pyix97ljULNMBtL3G/+oC72V8C8+9RXYye+SBmGZCZ+RgDvILd7KeXgzPmAZ+Zz6MGKOoYRsvsPTBfKsrNnoPdbw+4jmKUeXHwrAfExaUtoTwIYeajgC/fXxFNx5n5EAO8MIAtYul0tTAX1ijn/KIN8LgXQJQBXolSNNXszt56pScWANjepE/NwS7wEmx5CPvKTekKcc7nEtYwVlliN/LkiDeo7hsihfXMS8yrm2FCWRpmCoD+5rlYSakpOQIDyGzuB/hshpwFLFetyZMOkJtJ0RHdFsHBfBELB6oA2NHqBp1S2DnBvFCjhCy+AK35ylrGhQqqywZ4wfvlWMW7vjd4C1dQlnhhJmdtYL6NmZd75vP3lvsg1Api5uGIRYrcOfMyWx7we5Z/C0bOxRcmR/cXYNpl9q7Uk51XcQBIwFDpBPNUaisohJkXaqXO35js65H3mife+eYye/mciShLoghVguNdp3aOZ2c5yPWdL3qjmHkNL65ccKkr5hhcZl+kaz4AGJVuoSRa8e7tDanNLuszOazKl5j5S3UxSwDRIgBUjEO6HSPb9g3wipXZc/O79lg6ecw8ffrCpT8HKw/4rHstys2+ACM14L2IpuNGg1Eye754kH8f45QH0dF0/kKAI5nNhcnswwB2vcBYOjFWhMN8s2gDPN4zbweZ7flMr6X1ZB5Dr/b6q+MhkmObg8MCwLxgX8MM1eziJimawg2fgsG8cOnPuXBgEsNXN9gNwWi0vEcyOKMZVAC9ay4HAKxyJmIlpT7Ly8F8DmZeSDxDwLwEsPP2OKre4kvYtcENC/UcSgpeIukgbFFJSh9wcl73XI1iRoJ5v2deK2UDbcToRkksKoWBedN3LC9I+s6l2Vazdf9aXN8Lckdves942tYzr7j2RejPJ7Abna0RGorLmSdqWSQrBJ0zud3DyMnMA77SpkkUqNK1T10XVJHaFQsB2Ow81AnpMNuTY/+KWDgIMm7jJTPmeRcOFI1916DWNB/0+mP4zHz2ewhn5k1pWsHBfBGL3nK1GBd6Y4iFxqJl9mV/8XGlxtrU/GdyoUMB8O8LH/Se+WLoxkuVui5KznwogIqOb9OVeMCXpWZWvFi6rs6bgV6Am70wU8sJoipGOABd9gz8ustFGeDFy+z9aLr8N+wwx/fA8YqIphNZ8Rnc7HX/szLbHiqz14L3zc+YL2YBBojuYy/aAC9KTSFH09k58r2NSjcq1AeiQeXQApl5DubDALY3OSpCZq/zfm8EX4MNIVXMCeaho0wZo0BBYbpmhxu0zMzTDJOioTWb4VKCKmnCqbEJT5ikvymNBSCzHwAgmS+FgPm6l9NuUAo9JzNv8MWXMCWFGCs/a8PyvZuhkn558SWLkkIuvoBlhYzVPp6e0XuAlLoTyOybxcXFeQCq5nFBThszr9Hi+qLLktmeN1jL66prSiqA4hYp7GYQmHekBZF890SqllGiFCZIIBDlXhtaQbnbMjOvSCDXktovZGa5iLGahIC0PVt47B8BKeS5EiWzb+llL8jN3v+d+eP5veX+GNzbwcmh7ql6Zp/BzHyxPKymaFCIApe6aDoN9KDX36+iZfalis/M1+cBAE2ruDa79vqhrZ/EvRsfxBX9Wwvf9ndSXQLz71FFuXqnLd7zbdouXJdCaWOqraTMfOFgnvfMB8ns8+fMcyVBmBdA0uLHj7PwcgkwX5TMvs2xPaiKTDrQEhjgFbl4wAF0Fpl9STo2TUm5ENcz3yGzLzCWjlcUM19kW0TLWDEGeK6RnZkvVfskVjmEmfeYUp3kf5jrxJNthwA2Dni0ImLwFB+IUko7Wi2sghYOTGKgT2Ljm3ajA8znZeaNcgWTZAhjmIa1MAsg3rmZT5Ty9B5WAsyX5Go0JbY8Y44yL12Jdvbm5kh6gPIhbXEw34yJ3DMozTURB3zvhjDTRzaer7TJCuZVycwyygCvsD52T9rM4+LsDpl9gcy8LNlGZ8+8Ki0c5B1LNvZzmp0+Bwq1YSoF9XtrJVSoiyUogfdfObJQKaCHWIB5haAkXfu2ZIxYFAPLWd4mISi1M/PeAquu6IW0wAnlRsB1b0kgO+9YiqLApJq4tzZaDPC837B07+cu/laOe0iXAPNERCXaBS56y8VbMep2XSxUXCyZPVEU4etSay4CKFaZ117bh68rfJvfiXVJZv8elVWoAZ4PWoJAVFzPvDASu0gy+/aMeUCWf+fombe5uiHfDYAz80EGeEsNNsHs+TYy81HsddpKFk1XZExitAFelM+BDGKbwrSRhCpKjJCFiovDzH/7DPDCjP2AVvdrt5Q9pqvc1SNF0wUbdHEwn7c/FABUb6IYxpbzyWsRjIMsSw1y6ucTPzXnwoEFAzr8PuwgxlxefMnCzAPAjD7G/uGB+fBoOh8YAvl62Xm/phlya22Y3EQw8xCiePRWqJLC4mC+OHNEKxTM82OI/My8wscKB/PyAoyesWdeBvNhqg3XNgvsY+cyau8Z3pYlrrcw8/mOoZDIetvryEh3zcKk74bEXrsBzDyRrs/ccnSt7CcQBN2jpN+yUoRRnGTup7oymC/Oc4BXiwqgbfGF9+cXBRD5wkHwvbdYmXgDhiSzl3vmOyPcimDmuyr9bFxCYNbZ9chNaYtm5gFp4YwvRFwkZh4ADO9eXm8usbGcYp7J38116ci9RxXHlqcpGbQESe0tCRgFlVqAs3xQzXgGeEE984W42XNmPueCSFQ03XKDM/MFPXy05AZ4RSz0cIAZ5YdQpBKA97eH7Z8ZMZbcMx/nZC9vo50t52MXyswnMMD79jDzkpQ6R+a2qmlQXH68w2T27NrnzGme4tJ3i7hwaVD7gCfpL+BhLkc5BU3yODOv52QBLG+SaBDeGx1kZOW3RSBjv/dylcXTqUvTACKYeXksAKqWfRJW9RaKzJDTwfvYi+hxNFRPBRAC5ouMLdRF0kGYQsQ/hm5OEMCveTsKzHvjqS6gadmeMVqlN5EBXrMoBtub9Nc9Zr5DZg9bkqMXM5a4Dp3WRRiVWoXF4AlgqBC4ZiuYp64LovjXZ+4FTr0ksbzhbvbFMfO+6kCVrseW9ouCQBtnyxuKAlVqMaGuC+qB+aKyy6N8RESLU0H7JXukNFt65jtBrw/ms5NAXdV+AAAlBLUGA73cx+aignnP46PoxRC5Ki675qZq42wsbwFBvQgy+++WugTm36MqMttbVYgAEkGMKAe9oW72wgDvIsnsI9zs88jsfXVDTmZe51FgtAOsLRXcM58umq5IZj78ODcLlImXRbxcdExiUCa7nDMvMuYjADm/nh2XwpGuI66wKBcUJwhEA+wiF0MA/9gE98z78WNKuS/XOJSyh3QzpKfX8cCVVsBkSFei2XJTTFLynzNFqwpJdnAvJZ845GTmPeM2DuYDXanlaLqMx9Hu2wgAqNRmAERkKssLPUAu5/dKgJNyy1icLc88gl88essMcc7nsUVFSEuF2R7sWMPCvMy8JhIBghcOAF8hQKme2Q9AK3dLLG/wQs//n703D5Orus693zNWVVdPmltDa56QkJAQg8SMAGHAmNjcOI7nfLZzbWMnNomvTTwEQxz74ut4CjGOw40dO44d5xrHZjBiBhsBYsaSEAjQhOah566qM+zvj7P3ObuqT1VXde3TpW6t3/Pw0F3Vqn3m2u9ea72LuVGafb2TczsUhvz5W2JKZ0Fd6nsqjMzzF0oivSZTaYAX1XqzQnG2kudF5neAglZnZkYqjSjvxG6x+owsBXK03JQWstwExHxaXjiQvlscR10WhSAS83HPXp4mrmi/HFiSaWzlfuyi60I9z5AmO/LEGRgMjOKEmDcUfE+WUrowEucFoIpTc8Gz49meF4OxvOQyDk4W6Mg1CJXRV6Byf+/Q9X04AzzVYr4v6jM/ZMwq+p8Px3DlA9WSsctnNvTlgy8EZTXzw9SUA8m0pqsmzb5eI0Fg+M4KlcYSkfmC64f/vlJkXl7EkfcvqplX6GZf4TiqLIsAKhvgFaS0XCNTn5gHojr2uGi5y0WIbYw8XVsg90qOjZaLCKWCryTNTEsRlPK1lPXW57siMs+tZ+L3S+r9PkJzKWPiXABA2+DhYJxyrenEwgEYfKbV5fzenAki8zktiKiVkldkIggAKbOy2V4+dHCue6iwvzdDcS9vQdHiS90p4jwyX0bM+8yHx8T3zcjPld00fJtJ5jnq+rGHafbB5w01wHOjlP666/P5Qg/3btDcUjFfgAM1YlQWvMwpFvNBOnrwswYNulafmNKt6BkVH5mPFpXqaTEpkNPszaLIvHRdKIuWyyn9ktleIad+4SBsTVdhIVXRwkFBS4WlaUVu9v7Q2nJRM19Pmr2pmzCEURyvLXeFMWIiYr64M0Do21DnIlkca3LBOdmR34ljuaPhWJRmP3LoyDUIlX3mgSi6XCpGGWOh6DWHNcBTVzPPGJPc7GMi8woc9FUtiNiGDlGBkCupm+9TXDM/XE05IEWvFYhDyxj+OFdqF1crYptzrhcb+arUxcGOMcCrLOaj92SRnUTNfOXUd8V95sPWdOUj8xZjMJvUiHkgPtobRebrF/NFrZhiJl6h2Z6CSYpmpZEJ/QBizKXChYP6xvJCMc8X6CrUbaYYA0Y4gc12BO3pphR4mn0ZwSZS+lM+gwOzLuf3bCYyXyrtIw5E0UQlYp53ZfC0aLIq4winYwXTFVMbrr83P4aMwa9T9FqGyDiIf9YXiXw28rFS2dZhDfBcJwdPUVQ0FIZh7/fiZ4cJV6FzvojMczFfYiZoSAsHdbfcM6OMA80pfm54jiNFles3VNPsyjXz8nNDRc28nGZvSn4RnpMPSyKUp9lrGkzpfLkFyWzPVCMQK7Wmi9zY1SxSOJoVa4AXiV7p+CmIzGuaFhnF5XhkXvjY1LmYFEdploOTYGS+zU9heT4PBuD3bz4cGuCqWMw/WaEj1yBU1swD5SOicnr1cAZ4KiPzAwUv3Ja4yHzkZl9HZN6rvEhRLZqmockOxLrca54xFrrZqxPz1bemUyEOrdFuTcf3j7H41P6KremKxLxY0Cj/pWUXiflorFwCbvZRtDwmNbdBkXm7eUJd4zBJ2MSlerqaOAf1i3mYdmS4Vykyz9SI+UqRSkdRqqLHvQQsJhawKjgqMwaMcFI5YdYiAMBMv7IBXiH0AgCcOhvVNPOsj7yuI58bapAoahwtBZGUlNSVIS5KmffU1VMaZjqMduVi+r/L54vVm7ZtBaUKbpnygSgqD2h1FCykmqKa+cHC0HMFRH2cAbXp6EBxZJ75PnTNA1O1cCBKFfizSCtZ7JHb4NU7lhxR1koi854biV4VaduG/IyKfW5ENfNKW9PpxWn2nuvAUZRFIUhLGQ6WlAUgm+0pWzgQY8VlN3jCmE5Rmr2eKvpeEcGKuDR7UQ5Sb6lOuHiQD9pzhmI+gch8mmfBdOWPA5CuwQQM8Bw9jUv6g2fSY28+mGj5wMkCifkGodo0Ky316JaRjc/KtqbT1UfmRYp92tJDgzkZS0E7PJXZDemYzIa864ciUV1ruhrS7Ee9NZ26mnkgiM4PHSt4bbg+81HNfPlt0nUtvHbliPngKEfmVWY2yGPFnTPZzT7V3F7XOK7ehJRfXmB7ECURI3PZLsKsPHl1+QRTRe/hohTWChNls86FgzAyz0XmcJF5bYSToolTO+EwA1mIbINcfNaLdG04dR7H1qZooaiP9wKWEa2EDAWthFJWM7Tw2oiblKtbOGBGKrZXtKCoI0C9afY848ApUz4gIvMaY/DraP+YSkceEeU6U8hivu4Idth6LPhdjsy7Ul00UL/wDd3swSPzJQZ4Gpxw4aD+NHth7KfFRuZVpqPrdqZiB4KoZp7BTKlrTZfXNFiQIvNuPgE3e3596KUp/VGafWkLz5ESZonE+Q4odmN3tVT4vSJ/fmSAJ6XZCzFfZ3tL8d2SKwRi3vODZ4ap4HuylOWTVwIAntz/ewDSNZiAAV7BasElA8Gz6tmDT6HXCwwnScyPHBLzDUJM1FXUKQPl0+xF+zagfD92owqTtFqRU+zjUtKqqeUeDpXZDRk72B75+ImoPABkbVWt6aI0+7gJOaA20ltVzbzCxQPb0CFOd6wZY4U0+7Bm3ovc7NMVIvNA/P4NFvi/TSAyX8nNXkVZBBC1WoxbOBA9t23GkK4zMu8aTRUnlC5PbU1Z9Yt5zUghU2Es0X9exSRFHy4yz6Mbep0TB98QkXk+4YpN6Y8EtjbCyLym68jBRopPJBlYOJGUEYZPKcbg1hmZT0vnvG+wJ2Ys0e9YgYFrkbCJMwMTCwcqxLxdeaEnPIYAq7e23BLt/eKf86EnBWNw6xDzmq5D84NtjbsGAcDh+6qxoBa3Hkoj80wywHOlumhAxcKBiMwH3yV6yXXPtOg7WlVKf17ToJccR8/LhxFsFeJGvubjFpVyfDHBBlNigBfWlmsaLCnN3k8gWp42y0Xmk1g44PsVG5nnC6mK9svT7TBSDkSL0lHNvByZD16rNzIftnATYh7JifnzZq4HAGw+sAk5d1BqTac+zX6wfTHmOS6meTYc38E2dw8ANZl5Jysk5huEylRqQO5fXpJmX0VkPok0+0rmd4BUM1+Pm/0wxn610GQFD0e513zUls6EXqatX60IceqXSUMH1NZgV2M0qHLxQNO0KF0+xgSv0sKBLf27MM1+GBM7sX9ySrrICFCZZp+qVDOv+F6ulAUg2nTZjCHTUl/NvFvkqBwn5sU5yA55r1Y0KxWK0XyMYBPCRsXKvDFM1MtVtHAgxHw1kXm7jsg8wNsiFU0ky7v0WwrEvK7pocdBP3dSlnEU9js2UplYl+hwLE9dpwM5QyTu2shLJoIj9TgQpHjrSKecmGdCzKMuMR/AW+6V6XTgChNBFZkUpmgXF+yX78mR+agFnq4ZdS8cCBHq8KwUfYinQiTmVTnn5zQNRskzyi9yYq9f3Jh2OnoextzL0aItYNXRYlKQkjoQWNIx811Hmb9BNFZ0HO2k2+BVaE1XiBPZdeAaKVgAdBQ/78MFW2kcjT+z6l0QFAvFeV72oTKDrZRF7UvQ0TQdeS+HzQc2hQubSUTmzZmnQQNwTl8whmhLmsR+nSyQmG8QSdXMl0bmw7pyXStr2pKEAV4UmY9/EKhwsxfHsFzGQS2INmaymO+VxLwqUsOkoQNqW52JY1OpBaBK93xAduwv3j+5hVx8ZD6mNd0wxyBKSZfEPD+HIttCBXGLBgKVmQ3BWBWc87mY95kNXa8zTdxsQsavEC3nj4uUrUDMm6nKgo3XD5t1piUCJSmssWOJhYN6xXwwQbb5aapkwpRiDBhhH3EAKMCGhSg6HRvBlsaqp7+xQEShRFSoaCxF7f0AwLQzFc3AHJW9lc106N0QX6vMJ+Y+A+pMBc5wL4By7f2EwaQFBlevN/rK09FjMjaASMwrMSwsbRdXFJmPXN9V9BIPx4ILBkBnxWKeaUIEGNC1+q4PUTPsaRpQcn/J5QMq0rZNu0nyEBl6L4tr02YMZh0tJgWh6NU12HDDDhWeFJlXFYFNS94DtpzSL4+lyjmfZwFUvJeVReb54m1oeMpbuMWk2YeR+XrLTPj9OlDgbvZhZF59tFzTNJw/K4jOP/bmg1FJXwJifsKCNQCAa/oOFb2eRMbByQKJ+Qahus42U8YlvZq68iRa0x0JI/PxX0TV1HIPhxuKqPonKE1cgA5Ix69XtKVTZH4HBOK0Uho6ULkXe61Y/NjEOaOXjqeq5CN0tB9ixihliQxjgBe1pqsyzV4qJxnNmnnfZ1HpgKo0+4rO+cGkxWf1f8F6ZrayCROPKGZSzXWPpVuZimn2brgyrybqlfZFC6G4yLyahQPGJ5KpCgsicqszvY7JssMjt5Ym0qnLp4gHadv1P7NCJ+V8b9mxVETLzVTTMB4HwhxJwXPYtGMdqQWiVMFGfYsvAJDJtAMA8mUeCyLKlmIs9F8YKRrvTJEvI+ZD3wEVkXku1goaAwPAiiLzOaWiV4zFADhAUaszz3Xh8ewAFeJQNgb0WUlk3pVr5uu/Dg07XTHNflAqpzIVp9nrGoPrBtc58wrqI/PSWKWRefVmeyLNvnyWjarIshDmwrsjiswPjWCHXRfqHHs6C7Lvth99AoDkY5OAwzwAnDfzYgDA4/seDUt2VHkOyEzpXIxelsHqwiDazSjDUK/DCPRkh8R8g1AtAMq5pIfR6woZAGFkflTT7MWYI4/MF8Ksg/qPoeg1nyuTZq+K4dLQAcU181Us1KheWCoXmZdN/yrWzFfZmg6QhK8XjZVEa7pyDvNyGctoROaFOPS1+uvYmdVUtrac+T5c/shI2yrEfJQmHpcKrDIyP1yavcOjG3q9gtcUkfnqXKm1OtoxOSIqxLd5OPO2evobC1Il9ZoyLp+kq2iRZKaawoWeSh4HKhYOZD+F+NZ00TGspywCAJq4iWBe0+A6Q1vuFdXM1xuZ10RPew8+i2tpKSLzCrLYpFaVeU0DpDRxT3FddEoaa1DXitLsnfyg0rFs3Q6XOphfKuYLSseyUpWzUYRhoekDhqkgy0aKlgMI2036btQuTpVok53z05oTZgH4jtpjGIxVvjVd5GavRiCKTCwLQszzfuwxbvbCqLHeNPvT57wdALDFPIzenqNRu9gEouUAsGLyarSlJqC30IPnDz8NIJmFA03XsdteAB3ASm1m+DpF5kcOifkGobo3tajFLhXzQsRVGkdEyVWm2R8bNs1ejFl/ZF7FMRRifqAQ1ZOpbksnKCd2BWpb05Vvc1Y6nioDt+haLB5TjjTHlZcU9ZkXkflha+ZFFHtoZF5lzXy53u+FYRYo6hkr7pyJiYPcVm6kMDtbtl2c6xTCiV+G9xyvh8BhPnJjL0W071Ih5ovEYaxzvqrIfHAO0hU6AkSReUCvI9IrIvNCzMe394vq89VE5oudlIvHUtdK0EqlK0bLRe95FRM9zUyHpSXxAiA6hvXWzDfx9n6upmFwYKjvgGhNZzFWdzqupjeFP8ftlyeOoYIpnxzBzmtaWB8MqK+LNnUzTJ/PazoMqa2aWzRW/dFrTdPCzBcfxRkOvueECeMqRK+dzkTZKE5Mmn1BLL7UPRSAqF3coBDzeSHmk6iZj1848KTvFNU97Sv3mVcVmY/3SInrM6/zRcF6nyFXnPc/kfUZjpkGHnrg/4QZbEnUsQOAoRs4d8aFAIBentqf1FhdrUsAAKt6ormgXrd3yMkLifkGwBhT2lYNkCLLZQRUpdp8S08gMt8fPOAmZsul2Q/f/3w4lLrZh54D0fYkJebLpaELCgqzNqrxQ1Bvxhhf8iHX5sf5NxTXzNeYZi+72fPjqlTMl1kUSULMp2J8AAQiNZdJk/eRotnN4YSyVPTmc/1humxTumXIv60V3UpVdJgXZnumgi9zq8hQLcZhXqT015nSp5Wk2VeKzKcYg16HkZWI3NpcPMftV2S2ByWR+dClP0ZsOAoFtp2W6odjxnIVeRwAwXWYqnBt5CUxr9eRSQEAWbm9X//xIe/LkXm/zsi8XiTm4xZE1PkOmLoZGtsNlkTmfckAT4U41DStSBwaUs287JyvShzaoZgvFofFafYKUvrTUYnTYElPeyAqDzIVlEUAQzsQuA4X817kBaA89Z0vwhTy3OfFVW+AF44V95z31NZ8i8Xb0GGejxkZ7UXXhSYySOqMzNtmCqfonQCAV49sDBe9LUWt/eIQqfbhNiSQZg8A/tRTAQBrju1DhgXPEzsBL4CTBRLzDcDzGYQxsTIBUEZACYFeKRU9idZ0YjuyMT3mATV1+krd7EMDvGjlPwkDPKB8SYSgUi/2WrGr8CZQbeAmIvP5kii2M0z5gOhRn68lzT5mUSifYM18qcAuhCaMmrKOB1G2QUxkXkSmDAWmdKls2XR0Nz8YTvya0vWn2ZvDtB8LI/MKJl5mKop6DRT6y45l1LtwEEbmg+stvq2anLY98omKEPOlKZ5FY0kGePX2NwYAm4nvlKHHUJWJIMCFjXDOzw1tg6e2beEwJRh+tCCi1VmrnDKl9n4Dx4a8L7vZ+3VOzn0zG/aaj81G8dWVKgDF0deiyLwru76rTdse1DSYspiX+pYrG4vfZwwlRnuuWjd7Oc0+TsyLc6jCYBKIauYHucB28/ycFS1SqI2W5/jnFnJCzBfgIKEsgArPQ1ViVHikTPGC87/16IsA5D7zcmRepNnXP/Yly98HAHguk4PJgmdxUtFyADhj2tnISM+upOrzW+adDgCYW3gd78ovwNt7+zAH9bXbPZkhMd8AZGFlKTBvA8r3mXeriF5HrenUpdkP11osihjXI+aH9wOolrjjJyLzzSm1D7NyaegCle7yw2VABFkiav0bho3MlxmnuGZeXD8jicyrd7O3ywhsYbyn6tgVjRVzb4gUcc1QkPqeai4bLZfrUYWhUT0YlpTeHBfBVijm7VTkBTBQkiLOGIvEfL2pzVZwXFJczA/xHWCsqGa+nn7Rwkk56mlf3gDPYgyeApMuG+KaLx8tt5RF5rmYz8fV53Mxr2BSqdtpqT4/rr2f3EqwzswNTQuzNgZi0uxFZD7FWN1i3jMjE8HYNHuFHgeA1OpMLxbzvpNHAcm5oxeJ+XxOiiqrGUuk6zOtWMz7rhOOpeI6NE0r6oIRm2WjrlsEEJ2vQRFE4ZF55jlS6rsih3mjWMw7XMwzN4E+8xXS7MOaeVWRZX4MV+eDLJjH9j4YjBPj+h56OygY+6IlV8NkwB7Lwo5UcP6SjMynzDTO6jg3/D0JAzwAmLpwNTymYSJ6cUFPATcdOQZTr3+ucbJCYr4ByKm6ymrmy/SZr6Y2X4WwLkXUPNtG/OQhFJm+D8ZGNq5boc1ZrUQ18zEGeMpr5uPFrkCluK5kpgYUX4vKxPwwNfPlzldszXyVBnhyFoBoL5iMAV7xtSqM91SKeauMmz1jDA5PRzes+lPfjXRzWTOwQq4vmigrmHgZFeqiXd+Fz9fjTKP+L3PLltrglUS9XN+F6M5lafVNiISYz/jBc2LIMZSct4O07ZFPlqN6TdGarkKPdEWRebPEtVkm6nesYBzLRqqCc37kcaDgOpT6e8ca4Mlp9gpcxEVHgP585Zp5VmdKf2BmyVvuxZ4v1ZH5SLCF9cEQRnHBz6oEmy0tHMg1856U0q9qLBHB9kvEPPPySmvLNV0P/SYGY6/D4JiqaCUIDE2z9wpCzKvPpEgbQVQ3JxYOuDO/fG2oWjiI0uzjzCyHGtPVBX/er86ZMDQTO3tex57eXbFp9kLM12uiCQBNVhOWZxYDAA5wM0RLwfdkJc6XUu2TaE0HAOmmZuwxZgEAZvZvDV5UdF2cjJCYbwCysDIVpeamRR22WxqZ52n2lcR8Aq3phEgsF5kXafaMIew9XvMYbrKR+d5c8EBuUZxmL6LNcX3mh+vFXivWMAs1SdR8R+ny8ZH5ctkoQrh7PkMfL3cYTsxbMWUEybami3foV7UoB5TPAnD9aCKrp9pQL0a6RTIDK54M5XKRqFLSV7mCi7gjOVSriMxrug6Drw6UprA6ksCuNzKvW8GkNVMmMi+79qfqFIeRmA9+r9RXOcUYfCWReeGcH+c7IMS8mmejJc5XPq4sQl1k3rTTFUWvXKpQb8188DnB/wdjygfkmnnUmf3i2+WzbAC1JoJAsTjUpcg8S6IuWmp1ZkmR+SALAHwsNZFKURrh6z48N3reBpH54GdVGQc6X1iJa58posqGoim6fAyBYCGE/xBmUqg2pRNjubxmXm6Dp97NPjckKBSWOCk6Xxo/hi2ui9OnnQkgiM5XSrPX6vBJkdmw/F1Fv9sKnk2VWDvj/PDZnlSaPQAcaloEAJiOwwDUlCWcrJCYbwDOMEZgIyGutRoQpc5XTrNPIjLPI5ZlRI4swEe6iBDtm7rI/GAhJs0+ITf7uDT7Isd3FQZ4fNHEKXOMZRGsujVdrZF52eyuZ5Abh40gzT6fgAFe3KIBMPw+jQTbjC+NKEgRMCvVXvc4Vqa5rFFcTkp3tuttm4Wgjj0jTM5KxpJFr6VgLAAwmfBtKD+WWedYhh1M7pq84DlRmupZtEgB1NVn3ucTSYtfEvGR+Siq7Kuo6+Viw2GFIe+JaLmlyH1YZAEMxNXnh50OFCwq2U2VW9NJx9BQMGEWZRH5QkzGgSTmWb2lLHa2YqszTyyIqE6z17SopzaKW7ipq4uOFg5MFEfmVZrSAUDaClKoc5qGwmD0DGReVFuuYlEJAHRfLJYNvb/EopKKbhFAjMM837dgv4K/USbmw/MV/O4WRJp9QflCT0q6R+VMKAAoiLIjRdehxhdvDT8fmsQ99uZDsa3pRAaJisg8AJw36yJo0tTDUlD6VokWuxXvWvp+nDLxVCxoX5LYOPnJy4pfoMj8iCEx3wBEna0KF3ZBuky0txCOVUVrOoU188NG5qXtGamjvVPFvlVLfGQ+odZ0ZnzkGihJe1cRmS/TUi0cT2Q3KDRwi9z6S69FUTMfP0GRU9XFsR8+zb5Y+LqeHx5DlWI+VSb1XYh7VW39gKg0ZUhPe2nSZ6XrN4qxMi1SlLJYAMjiw1QQ5bVScium+Gi5wRgMRZOUUMyXRsv9qK5crzOap9vBxD/LP3NImj0/pimfQUOQnTBSGN9WEemNr5nnk0rGwFT0wuaRmUKMOBQtkgxFE2UrNNsbagYWOTirSbOvxgDPYgy6reAYiv2Kae8n0uxtxsLOCCNFs5vDLJu4a0OIeUuRW3RKivQa0qJVUT92VQ7zkgGeJRnTeU4+ShFXNFaGi/m8pqEwGC0sMc9Rbt4mzCPzfly9N38mKi6LyPPv+IFDO4I3PPWt6USava9pcAC4ItvGU9sRIBhLapPoli6mqjXAE2VVpl/AeTMvAhCY4B3o3xeMI+2T6LpQ730taE9PxLK25eHvtlV/N5vh+POVf4HbLvsJmhIcy561quh3VYsfJyMk5htAlG6s7vCLqOZgmch8pXR+8V4SNfPlWovJ2zPScZ0qsg6qpWJkPqk0++Ei8wr2K2o7WFnMq6z5FgtLpW72URQ7fr8MXQuvix5e4lBtmr347Jw0ZiI18+X2SWnNPF+gKB1LEhpWU3vd49hNLVJruuIIdp5H5m0fSrKHLElElaa+F4p6e6uZ5BlMRL2KJ3iyuzwz6ruvTR6Zz/oiMh9fPiBcxnVr5PsWtkXyKpi3hSniUBSZDz6jEBeZV9wiSdRyx5mBiYUDFSUYVipd0ShOXIspRZF5YSKYj8k4UJlmr6ebpch8zCJF6DuguFZZ12FIEVGWRLSci8O8rsGSauaLUvqVGapFixSFnLQAk0RkHsE2F3xnyHvhAqfiNHtHA3wA/mEh5tUvvsjR8rymYfDg6wCKI/MpVc8N3QrTwUu7iYh7WdV1qPPnvcXymJyZimWTVgIAdvYE+ycfv0jMqxOnF8+/Ivx5xrzTlH1uI5m88MziFxIuHxjPkJhvAKp7zAPl+8y7VbRvk83oVJEfRuQYkpgf6bgiKlqp7V61hK3pYtzsk4rMxxngyY7vSkRUBWf04HWv6O9UUM7gz6miBZ4Q7z2DIjJfXZq9OG7ymEqj5WVb06k/fmV72kui18rWXzOfzraFzt6l6c0OF9yqrnzTssum9IcthBQ4iAtCMe/HR2tSjNUdBTDsQGQ084lbaaQ3jMzz/TbrMVTjKZ62KFWIq/eWrg+mQszr5cVG2EpQkQAQ5yuuX7SrCQ8RBeaIqUzZ6xAoSbNXYIAnIvN5N0bMS63ptDqyNgBAl9Ls4zIp/HBBRK3re2CAJ4n5ROqixVg6LDnNvpCTDPBUL1JocEoj84rT0XUmFsucIfXeUetHtWn2QCCw092BAIXvSEaniq4N3YbGsxhyugZ2+OXgDdlsT2EEVkTny5U5qVo4MPgz2OKLm+eX9GOPS7NX4bshOG9WNF66zufFicKEjk4chTSXUbj4cbJBYr4BOApbjwnKGeAVqmhNFxrgKYrMM8aiNPsygkrTtLpr9V2FGQ4iijsY52avujWdiFzHiXnFNdhRp4JykXn1rdVSYZ/52lrTAVHWgojMp8uUaQhCkc33I3Ky15WVDcjjlM02UBmZL9OBQI4aWtn2usdJZaJo3mBJP3YRSbQUuSkHpnTiGMZHUIJ0Y0U12CKq7JdG5qPshnrbBoma+VYuZsruF4JjXFekl//bNL8m4iLYjrQowhQsilg8cuggJnLIuyqo8jiwwrKIuJR+8R2mVszH9feWF5aUiHm+HBbX3s+DlGZf5+TczLSEC3NxCz0iu0FVmn1aqpmX28XBLUiiV5UpnWSAp3nw+QKq3Ptd1Vi2VFvulETmVfaZByIPCAZWZG4KRELUULScKgvanKZhYm538IvnRgsiqtLRNa1osSfb/SofS3KzV2iqFranc8s861UtvtglYn7W+qL3ZaM9kz9HdEudOJ2enYmzp5+LVrsNs1rmKPvcRrM3tTD8mdLsRw6J+QbgVCGwa6WsAV4VbvZiO0bqKl+KLHgqiZx6FxGiRZH6j2OTHXxpyq3pehMzwBMLL0MFdjXR61qwywhDgcqe9oLQzb4kSyRfxUJFaW36cJH50v0TkXmV9fJAdI+UHsdq9qlWytbnS2n2qeb6a+YN04Tui4yektR3Lj5UtUYCAMOPF2xOKOahLDKvczGfL4kqy5H5elP6rVRQS9jMJ3e5EkflMO2dP1fNOmqwhflSyheR+aGiN18Uma9/UiQikAUWF5kX3ytqIkRGmcUXAHA0kV2mIO1djsw7MQsi0rVYj8eBwAx9B2IyDnj0zgKDXudYVqZlGAM8daUKQLGhmlwzD68Q9S1XJNhK+5a7TnCOivuWq12kGNR0eFJnBeYnl2YPDE0RF9eGrsiw0NCN0Pskr2mY4e2D73nQfPWGhUCU1p/XNEzN7QxelGvmFYq20Iyx5BhG/d8VLb6kRHZU8LmdLXMwt3V++L4cmRdGjbriSPP/Pv8f8V9v24gWu1Xp5zaS3ral4c8qyxJONkjMN4BqTOlqJTLAK21nVUVkXggiRWJeTg+ulOpcb3q/yjT7TFjHzttMuV4oplTXzKdLxpJRH5mvvGCSZM18aZZINeUlpdtRzkBRUCqyRZmJynp5QBLYQ0zp1Gc2iM/yS9o2DvB2cSnGkGmpX8wDgMZTPUtTjl3+u6XwK0KkjOb8UlO6qI5d1cq8qA0uFaJFWQB1jmWlAzHfKtXxyinOoSGdEL51RHpF5DYt6vMrGODZUOM9ILoYOBj6nAoFtqruA5pYfIkR8/z4qTB9suw00vz7ZnCYNHszpaBGny9SuH5ctJyXEjEWlmyMFDMj+1/EGeCJ7jJqTemCyHyZNHtl7uglTuz5qEe6cid2EeXVtCIxL0fmlYleIwW9zAKMEPMiw0gFwnugVzOR0hwc3rsDmu9KLfdUCuyoNGI6jmCgtwual9DCQdiersTEVXFkPhTziK738+R+7NJioynKJBRk98homqasbOCEYfqK8EfVix8nEyTmG0ASNfNpM14gFqrogx2apI3QVb4UOSJbSZRawwjN4XAUptmLmnkRmRcp9kByYr40cg1IfcvL9GKvFSF2S0WoIImSj8jNvvaU9NLFn6oN8Ph+DCYWmY/vClDN/TXSsYDiTIDevmMAAqGhTMzz6NAQ8zYe5TBVinkmopTFhmqip3LQ21vNvaZDCFE3NloepPTXN1G20zxaLn2+nOIs9yz3mAajjn0TzvkZT/S0L564MsaiffPrLyEAorR2B+6Q90KBbdYnQgVRWURcSr/YnvonsZquh9kocaJXPmcqIvMird2JWaSIaubrj8ynmlor95lXXBYR9i3Xi3u/FzuWqxXzOTFPcbiYd/JSzbzitmq6Bi8vZSt5TijhVEXmfT0VZVOUOrFzw0JVafZAtG97jSkAgGO7t0KTzldKocAWYx3UWgAAB157AfDVL/QA5dPso8i8Il8Pfo+mpMUrOdVezg6JIvPjTHgnQNv8NeHPJOZHDon5BhAKAJXRUDv4rEHHK5q8ih7ulaLXInrrs+C/ehG10sOZuAnn8pG2pgvN/RTURqel1nSMsdD8rsk2isz6VJAq428AqBfXwy2YJOtmX641XSUxb1T8vZRSl3kh5lVH5u0ykfkC38ckzPaA4nujfyAQ8ybTYCqqxdMZF/OlRnFcEJiKDJgAwOBZAPkSd/SiyLyiyY/cQ16OlheKUvrrO4Ymj6aakCLLMZF5mzG4dU7KhdjL8Mj80JTSSFAFkfn6RUBKD8YsoDTby4WovrBVtRLk56s0k8LzPfh8rJSVVTKWyBApXRDxmV/UgcC0FdTM87pop6QHNlBcM19vZD6VbQ3bTA6U+F8Aatv7AaW936NzpnlyHbvaNPtBLXgueg4/b57cmk7VWCLNXoNfiMS8JhnFqRrL11OSz0FJZpRo/agpFPP82Xo43RGMeeAVaCyZ1Pc0X+Q7YAdj9ex+CZpUqpBKJM2+1IBUbWTeSgfPn7TmgPHsniUTlmF2yzwYmokpmanR3/J7QmXN/Hhl2vwVyPO5garv/5MREvMNQGWtt0CIF8aKBYdbRX2+LFZViPmo3rm6qKo7wkELCjMcRGQeCCLKSfWYB+TWdBXS7IcRsdUSGuCVKWUYruvASBDX4kAhPs2+mpr5cr+XUuoyLxvgqSQypWPFkV7FHgdAcdtGORNgsL8reJ+pG0vTuGArERtuAmLe5ILWZS58Fu1Xceq7Ijd7TTJ8kiZ5cs18vVEA07LhcOM2MTmVo6JyGzynTjEvxF4o5kt72kvnL6XA3A+Iou5OiZiXMyssRT2ILX6+Cig1AovGsi01WQDCRXxop4NIlKYYg2UriMxzIerGtvfjNfMsivqNlFRTVDM/mO8d8r4XdgRQZEonid5ykXlbcRbAAK8fdwtymr3aseSUflaSZq86Rdw3UmV9DkRpi5FAOnpfdhoAQDv6KvQE9guIFmC6+Fjs4MvQPBcFqM2kAGQ3+/jWoKoyDsx09PxxCsH50jQN311/O3585R1oT0+M/laUSShOsx+PmJaNbZlVcJmOtpmLG705YxYS8w1ApQgVpM1iMRqNNXx9viz0VRja56sU88M5rQ+HEKimgkUROZI76HiJ9ZgH5NZ05fvMqxKH5fqjh+MlYMYojll/vnhiXs2+1Vozb0siG4iyATJ2MpF5oHixLKyZV3gva5oWmwkwmOsGAOgKxbwuxDwrPlceF2ymIgMmIDKlA4onr7KY1+tMfQ8x0kG6OeIFtqWoPr/A98nmEVjZe0CkjKcY4NZ5HA1uttcU9rSPNxEEAnGoQsynjGDMglYi5uWFA0WReSOMzBdfh3lpv5RF5kWa/ZBsFGnhgDFYCqJqtl6+VEFOsxf1uCPFslOweArDYKFvyPuivZ+lKPIli15Ljsz7BeXu6GIBQoj5fN/x4A03ufr8nKYBjhyZd8PIvLI0eyMVmmPm3NKaeZFmr9D1XZTNtAYCO9u7Expz4UBtxkEwFr+fW4Kxmnp2QJci86o8DoDoGVT6TFQdmbele7SQixZ62tMTMbO5s+hvRQtFU8GC4MnAtP/5S+z84NOYMntJozdlzEJivgEkYZplGVoYYZcjvkIoVxK8cgq+CjFfrRN5lGY/wpp5V52QMnQtXHwYKLhRW7q02rZ0wDAGeIqzNiy9cvaDozgTAACyoZgv3r/8iCLzw6XZF3sCiMi86pp5eZvlhZEkMhvk8eTyiAKPuKnqPQwAuh4INhcePF96bvBIoqmwZlOemMqt1eSWarqiSIZvpMK0YzmKLbf3U5ECmdeEmBdp9vGR+XrT7MWksJkvEAyJzPP9Mljwpa5ioSJtB+K5oBU/O8R+mYzBVBQttwyRBVCSzSNaPCmKlAPRopLLiq95eeGAMROaAmPVaL9ixLxkgGfWmWYPADr3pChtMxmMpdbjQE6zlyPzmhc1MlTlMC9EaK+ILO/dyseSI/OKxjIl53y524Gvvs88M6M0+9KosiiLUBmZF+dMnxCkvk8u7IHuO1L3AfVZAPqE6QCAqbk3eKlC8L6qa0Meq9QDQ3XNvGna8Hh9kZMbap4pYL4PW+OLMQpKdU4GUpksJk6f2+jNGNOQmG8ASRjgaZomRXylSblfW2ReTc18rWn2I3SzDyPzao5j2N5Pisy3JBGZL9N5AFDfmk4Y6Y1ma7rmVLB/fSOIzJeK9+HS5YXvhOP6YIzhud1d/N8lY4AHFC8+JWGAB0g1+vLCQUGIeXUTISHmgeLIhsfFvKq+1ADg62mptVq8wDYUTZQDMT+073bRwoGCLACHGwgKMS+LbHmsusV8KhDWWS6chtSHhm0Lg/tdhZFQyhSR+eIvBWFYaClaEAEAS8/wsfyiMpa8tCCiwpAOKFlUkj0OJAPBes+XIMXFsztMZN6qMzIPABoX87Et9zTFYp5HQwd1Hba0b7qfV26AJ8RaPxfa/kEh5pMbK68Xi3nNd5W3pmNGOkyzl+9nn/lhWYShqHwAiMoV7ElBbXeHfxim24eCnoQpHTeLmxyMNYMdgu12JxOZF875Q2rm+XNKUcaBpuvI8+e9kx+6YCYQrRMB9W72BFEOEvMNIAkHcSASo4OSmI/ERvlIr6ZFUX01afaRAV4lojT7Ot3sFUWxRTR3sOBHPeYTEfOiD/vQyLzqvuUi66K01lsQCWx1afZZKc1eHrOaRazStPrhjoP4rLzr48Zfb8HPn94DALji1Om1b3gFDD26R2SBnYSBIBDf197h6bMqTZF0szn8WY4OuVzYqJq4AoCnW7ECOzLAA3RLVZq9FPWSU9+LUvrrn2gVeK23FZqqDV2ksBmDW+c5M1PB5LiVn5fSSF5UPhD8rqJfb9oOro18yaOhUOQ7oGayapvxi0rRwoG6iXG5/t7hwgEYHEX3mNivuPZ+YZ95xmCm6vceMERnipiWeyLNPqVoQaQozV7z4PMuC1oCqdRhyja/pjNdO4I3pNZ0SaTZ625Jmn1Y763oGWXGu9nL3g0qa8vFcTSaMuhBE3SNYVJhT/h+EjXzWjqFo2gDAEzNvQ5f8eJLMNbQNHvP9+CJxTKFY+V5OZVbKB+ZdwrRs5lq5onRgsR8A6hGYI+EVNieTjLAE9HrYVIGTYVivloDvEho1ulmrzgyX5xmn1xkPh8TmVcd6ZXFcFyqfRILS0LMuz4r2seqaual7UgN0w1B/A0APPbqYfxo0y5oGvD3b1+Bq1aqFfPythUJ7AQM8OTPk8dy+eTS0NRNTpiVDftuy8LG48mypsLIvKfb0uRVimBzwWYzpkywMTMd1aOWaRdnKIgqOyLNnov5clkAXp2RXps7KZdPsxfHMPhdhStwJhW0lfI1wJUEhlw+oOIYAoBVRswXny9FJRh6KswQKRJR0nWoKjKf5nX+jjb0We+yaDw7rSAyz8V8IaanvUhvTimKzKfl2nIAhXzw7EiiLlpEeV2eSTNl8A0AQUq/MFRTNZZtRGn2urQoovsJ9Eg3U8iI61B+bkjlHioj87Lo3W/OAgC0a8fD91VGy2VTuv32HABAm9YljaWwPl+URrhDs2wAtRkHwiPFy5cX864k5lWVBhHEcJCYbwCOYhEqEBHf4pp5MVZlUSS2RUWr+WrriK3Qab3eyLwiMS+1p+vNBROtJCLzqZhyCIFqcSh7JcRlQCRR8521o2Mmm+BVs8gjR+arafcmzr3Pguj5P7zzNLz77Nk1b3M1iGMUt0ChsjUdUG7hIJhAqJzgMasp6k8tCUQR1VAZQfF1W2rFFBeZV5dmDzMV23dbFqK6grGcksh8XH2+zRi8Og3whEFaC09pdnynqN7bCdPsg99VlBA0paKsjaL98qXFF1WtBK0mmHHXRgJp9q60qBS30BN0H1BUg82zG+LEvLjHTB9KWk0awsxSEoMCV4h5W033gZQkeoFIwMhiXnWfeZffQjP9fSjkBqH7Uhs8xWn2OU2H4RWn2as2wNOsTMXrEADMJPqxe3l0NwUCuyAtlqs1pQueV3k3j96WBUPGUutmLxYp5AwsqVWnwrEcEZnPD5T9G5e3TvSYBsNUP38kiDhIzDeAUIQqFgCxafZVCl6VafbVG+DVF5kXiyIq3OyBqD3dYCGqmW9NMDJfuTVdAmI+xpsgiTRxQ9fChSXZBK+aRSz5mklVUffeyg0KLUPDre9ejbevnjWiba4GK0ZgJ9ENoHis6Ib0Rbs4Re2lAIDZzbGp755om6VwLF+3kfbjIvOyKZ2ielQzHS0clMkCUFHv7fKJos1E94H4NnhunRkOKdHjOKaeXP7Z4u+rMMBL2c3Q43wHwkUKhTWhZhqZ0Nl76KQ8cHxX5Keg29E178YvHNR7vgQiu6HUdwCI6ug1Zigx29O50CiUtMFjvh9G5oWpYb2IaHlOH0UxDw+9LANT83F455ZkxhLO6JoGQ7rmdeZG5m0KFxzj0uxDF3bGoCl8/kaiNwenfX4wFj9+BnTomsLuSlIdO5uytGgsHRpMXd28KuozPzSjR1M8lli89aToeyker5mvtx0pQdQCifkGkFTNvGhPl4+JzA9nEifEiMqa+WEN8Myhjt21oPo4pqXIfKJp9jHlEALVkV5LmiQWYo5zEmaMQJTRIJvgVZMFIL9XzTFYO38iPnfFUvzsz9fiLYrr5EtJxZjSFRR7HJSOJS8ceIwLNkNNqiwAaHY2VmC7vMZXqZg37NhouRBUFhgMBbXeAKCZaWkseZIX1eerEKIeFxHCeE4WvXkpMu/XWYOdSgcR1ZQk5uWyCKckzV5FLbuVzsaKjXwCafa6lY7tuZ3nJmQqSzA8KUOkKGtDyjio1+NAkEm1Bp8ds9bn8XtMUzTp14WJoNz3HYEhl3AsT1nJROYLA4E5ZyCwg79RlUotG5ztteYCAHp2vwi9qA2eWuf8QV2DKV0bsgGepUgc6lZaug7jW3WqaDEpCEWvm4M5NejnLc6VyhakwVhRFkDTzOUlY6mdU4UZB0UlM/wYGvawpXq1ICLzfqF8ZN7jkXkS88RoQmK+ASQVzYsivkNr5ocbS0TJVbjZVxvttcSq/gjd7N2EIvMDBU8ywEuiNR1Ps3e9IaZ01WZSVIsuGbe5MRkQSRm4hSZ4BSnNvsbWdNWIedPQ8dELF2DNnIkj3dSqiTOlC/dJYWu/YKzIpV/gi3ZxppoJORCI+bgJpReKeXU1f74e7zAvFhFSClOpNSsdegEU16OK3u9qhKiIzIse3/kykV6vzgmsbhgoMBM6orRROaqcl0oVACjZNyslZTfICwe+HC1X1C7OzsS2EhzIB6aPNtS1pvPk/t5lUvo9RZH5pkxg/hUn5kUvcTA1k35T5/X5rNg53y3kwhTxjKrIfJiOHjz3jr36FADAYK5UW66qpz03wPPy6MoGEWX/4LaiOnZ1WQDBWK6mwfClmnnmhMdQ1VjyAlbx/RWJec1QJwjTUpp966xTAETRctUCWzjn590cpi1cVTSWpXqsMDI/tFRBZTo/ADj8mvadSpF5LuYV7ydBVILEfAMQ/dHV18zHudlXN5apNDJfpQFeKI5qH5Qxplz4ZqT09yQj8yJ9nLFIDAqSaBVnVTjOYryU4mtR1M33FdXMD9/lQE6zV91erl7i2sUltRgSjlUUmedCVNGEHAD0VHMkouQ0e03slzoxzww7MnyShWhR9FVVPWpaSqWWHct5FgBjSpyGfT65s/lpijfAQ91iHgByPCokxHyx67sYK9gQFSUEpp0JszYGpTZd4tzZio4hAOhWJj5rg0fAbIV95lmZNHu5fEBVmn2Wi/m8psFzS0R22NJNzViGaCVY4pzvuVE6ejqtVsznNYABYDt/H2wDk1LfFUXL07z+2mMe8hMXAgAyXa/CKOr9rnbhAAB8JqXZS5F5VbXlulQzXxyZjxbLkojM570cps5dFowVCmy1QYuUJLDbp8zEcbREngOqI/OS2Z4gzFRSaLQHRJlYlcS8z8W8q7CFLEEMB4n5BpBUanOsAV7oZl+lAZ5CMT98azqRZl97ZF42zbMU1BsCQIYL0IFC0n3mo+0tdbRPQhyK41OpZj6pNHvZAK+6mvnaIvOjidhuWWAn1ZnCirk3GJ/823Zz7L8ZCUa6RTLAk93sRamMupR+ZsZH5otNztRFveLEoZwFoMK8zRNiPrYGO6qZ9xWYZhXCnvbm0LH8KOMAUFNCYKcjsdGf6wlfF33MVWZS6HY6VmAP8naMNmOwFF0bvty2sKgEIzqGKhZfACDbNAFAUFteGOwLX2eMhQtmmqJJv2UG9fmO5hdlfLlOPnR9T1uK+sxzAcU0wAHQcfwZACViXlFUVBbqbPoiAMDkgddLHObVHMOiRQEWXRuaFJlXZYBnpDJSidNQJ3abMSUtJgVhHbubQ1NzGw5ikvLSAYGcZg8A+6y5UUmE8jR7kQUwtJxKdWReZGKxCq3pPJfXzCteICGISpxYs+WThKTaWcWm2VfpnC/Evs/qFyX5Kg3wojT72lcQ5Dp7S1GPdNnNXoj5JCLztqFDlHGVmuAlIa6FN4HICCkaL6FrMZsKjmWtbvbFNfNjIDLvVZeFMuKxpOvc04JrJc3rcFVgZqKaeVlgi77UtkIxD6OMwzyfhFk+YChKK9UtyVAtRszbjMG065/o+XxBwPKG7lfkMF9/zTwAFERknk8S4xdEgutRSZq9JLD7c73h64M8Wm4xBtNW5Gafaoq9DsXCgeVDiUkcECwqpWKyNgqSiaCKxRcAaOZi3tE0DA5ECyKulAov972vB1Na5CvIWRuFQRT4d62y1nRSxs6grmGetxN9xw8Xp9mrahen29D4YkRTZyDmZ/r7YfuDUhaAokVATQ+j1EyTjASl86Wqz7xhZ8osbspp9iod5ov7sR+2OyUxrzoyXxwt72ldkNhY6Zg+8wWpZl4lnh6MxdzhI/P1tiMliFogMd8AkqqZz8Sl2TfAzb5aAzwzxrG7WuToqKlokie72feKNPsEIvOapoXHJl9igpfEQo9YqHFGyc0eiGrm+/JyycfwYxVF5q0T6/FUKTKvPM0+JjLv82h5JqNOzFuZlliBLcR8OqUupb9YRA0VoibTlAk2w87E9rQXCweqUsR9PpG0Y2uw1UbmhfmSzSeJcb2pU6GYVxCZT2WQ4Z/XJ0fmi1LfFYl5OxNvWMhdo00Fi8wCZqQkP4WhAiClsGY+LRnO9Q10hT/LvcShqREclhU9F4pMBCWzLlVCytQtGLxe/nV9OnSN4c0XHoTuF+AqjsxrmhaKw6ZJ09DHMrA0D7Oc3cqzAAAgJVKpJTHvQ72YL77m5UXAyMxSU5SNAgyNlvc2z1He2k+QllrTAQCbvDTMDlE9VmSQKC3M8WOoeuHAF5kbFcV88J4qE02CqIYTa7Z8kpB0n/liN3ueZl9tn/nRNMATfeZHkmYv/RtViyKZIjEffBm0JBCZB8q3p0uib3lcm7PS8VSL0fg0++EXluR2dCdamn2cw3zUUUFtFkFpFoDrFODpwc9NTe3KxrGaWmPTm12eAqzK/RoI2qWJaHlc73ddoWDTy0a9xMIBlPQAZnxyl4rxApDTZVVE5qOe9sJAc6hzvvA/ULFQoek6LH6pD+ajFPHI40BdJoWZzsRehyJybkLhwrdc7uHGiSgGX7GhGgAMDB4fMhYAdWI+3Qoz5prPFfqjv0mgBnt3a+BW7r3+O0CLnvdK+5bzsQqsgL3WbABAkzYYLhyoSrMH5FT76BwVi3k1+2XY6YrdIizGoCs8hnJrOgDwJy0MBbbqdHS5AwEANM1arr61nxjLHBqZj9zs1XVjAQCPH0Otkph3g+tGle8GQVTDiTVbPklwEqpTjovMixT2Yd3sEzHAq7LP/AjS7MMe87qmrPWIENg9OSfch5YE3OyB8u3pkkh7r7RokpR/QzZGzFfjpZA6gdPsw8h8jAGe+pr54nM22Hs8jEKJ1F0V2OmWKL2ZCyfm+3BFX2qFkXmY8aZ0QvSaCr+OTDsdRpWLe9oHEz6DqUvZBgDbEyaCctp2JOaZish82AaPPztiFg5SCtPsAcDmCywDhUjM55wg0qsyk8Kym6QopXQMXfWR+aLrsKiVoPo0e13TYfH7q3+wO3w9WlRiYIpc3wMzS8Y/X1rAksW8QtEbCrbpKwEAk489nYjoBaS+9m4udLQvSN/7KkWbWDiA7sL3grmU2C8dOgxdzfeSlcrEZog4XjI183JrOgBITVuCfCiwk0qzD/ZryvxVyssvBOEiRVHNPD+GihcpmNj2CmKe8e1Qld1DENVQ1zfx1772NWiahk996lPha7lcDtdddx0mTZqE5uZmXHvttTh48GDRv9u9ezeuuuoqNDU1YerUqfjMZz4Dt8TpdTyTVJ95Ud/dMxitKFdbg20pbE0nUseHN8AbeWQ+CREq0uwP90ZfCqL2WzVyezqZJGrmQ6PBmJObVM13NqbPfDVO/bX2mR9N7DDNPjqO1Zo91jxWiZu9LOYzaXUGeOlslGbfnw/qol036hWdUWi2p1mpMHKcj0lH15m6e82QnNiLTc6CsVSL+TSf9BdixlKVZu9pwmyPZ2AVHcPgmS/Opaqe7ELMCwEPAHlHvcCWhU1OjlLyRR9DqZi3y6Q3qz1fAps/LnK5SMyLyLzFWGiiWC9GullamJMWKSSPA11T95wSgi27YDUAYIGzAxbUp/TLYxW8PAqTlgQ/S5eEyoUDkSI+qOko5IJFLFHipLIfu5VukhaVhqaI24xBVynmzWKBPWH2KckJ7DDNPrgOJ0yZgb36VABAJqXuOwUYmgUARAsiqhcpWFWR+WBsVSaaBFENI36yb968Gd///vexcuXKotc//elP4ze/+Q1+8Ytf4JFHHsG+ffvwjne8I3zf8zxcddVVKBQKePzxx/GjH/0IP/zhD/GlL31p5Hsxxgjr2BUZtwmmtgQPmkOSGBUCbri6cpWR+WoFolVBZA6HU2X5QC2IzIbDffnwd1PxgotAZAGU1swLoai2Nd3QWu9wPDehhaUYA7xq/ABO5Jr5SgZ46mvmg+MnjB7zfccTqTlMNbWEEWyRSu3kB6WFA3X1+ZqZiq2LFsJGlcAGuKFa3ERZ9cIBjxim/GCyH+cFoCoy7/JJqyUEdlFf5eI+87aiNm4WPyeDThTdFftlKEx9tzLZ8HwNSpHk0BxR4bWhmeky3g1RazoV50uQEucrH/kOyAs9nqL72cy0xLc6c0UmhZJhQoSZXmbyFOzHZFiaB1vjGQeaqSxjDpDbquWRms7bqknXn6nQjV04/ud1DfnB4FqMxLy6ccxUJvY6lMtzVHTcEJQaxU3tXIxuLXgtrbDdKTBUYGu6DvstNwRjKeqoEI4VptkP7e6hPDLPu3fo0v015G+4mFe5IEgQwzGib8i+vj685z3vwQ9+8ANMmBClfHZ3d+P222/HP/zDP2D9+vVYs2YN/vVf/xWPP/44nnjiCQDAxo0bsXXrVvzkJz/BqlWrcMUVV+Dmm2/GrbfeikKhUG7IcUVSqc1TW4IHaJGYr9Jsz1RYMy9q9ocTY6ExWx2t6VSKUFEzf6gnOH5JONkLUmVr5ofvxV4rUcp2+Zr5pNLsYw3wKramk/rMn6Bp9nE186qzCMRCn1gscPq7lDs3A4BuGND94DgP8Mi8M9gfjtWkMAtAM1OxDvMO49FyhWn2Vkoyl4qZKKuK9Gp8IpnxgkWreCMrBqZAbHhhmn3we7wQ5Yu3itLsw4WDmD7zKiPztnS++qWU/mjhQKGYL9PpQD6GvsKInjiGg060X0X1+YpSxK1MtDBXZIDHMyks1WJeSqXe3RJE55PrWx6Jw/a5pwVj6VGrM5ULByKqnNM0FIaIeXXfSXaZZ1SRm72lMrtBpNlzHwrLxtHT/ycAoCkhMS9fh744Xwml9Lu+C88vzpBSXZ8PvrhSUcx7IjJPYp4YPUY0w7juuutw1VVX4dJLL8Xf/d3fha8/88wzcBwHl156afja0qVLMXv2bGzatAlr167Fpk2bsGLFCkybNi38m8svvxwf+9jHsGXLFqxevXrIePl8Hvl8dPP09AQr3I7jwHGcIX9/oiPErs6Y0u2fkBFiNBd+rhBQGvMrjmVw92rPR93bJPbPQOX908Hr+xyv5jEHcrzOVteUHUNL55Ehvv3NtpHY9WVzgd2fKxSNEV4bqHy+akEsmuQKwecVjcevD11TNx4ApPn+9Un7F16LKH++DUjGhnr916JKhF4fzDs13181j8XnpoWCC9d1kO87Fk6UDabDdZ2wNKneEiWDBV8Dg4U+uK6D3GBv2BPY1Ey4rqL9ktKbc85A+LmFMDJvKBtLM6ywl/hgzFi6orGiNPvgHOTcwWisMDIfRGnk8VzPh+f6cF0G3R8qVOPObdjTXpjSFQbg8mtO1Iva/JkKTQ/fq4ewPt+RxnJE6ruaMQDAMKzw2hjI9YafKyLzBtSNBd2SrsNB6RhGbQt9zaprPNf34bkeXM2HDR2Ah3y+L7wGcrxPtcWCRRoV16IudXAYKMhj9fOxNHX3MgCbX48DhX40zzgb2H5fUfsxlWOl+FiDhX60z5qNfpZGgdexm5rasUQ0N6dp6D20GxOmz4XPDUHFWKX370iexbphRtko0nWY44svNgBNM5Vd9ya/l/NePvzMpolTgT38Oa/y+4uJjht5FAp56JoePjesOu+tUiw/WmDpz/WhyWpCjnfBsEa4X/L9q/EFMtd14fPFAd3Nlb3mhJu9p/K7k1CGF96rDhxdbXZ0ElQ7r6xZzP/sZz/Ds88+i82bNw9578CBA7BtG+3t7UWvT5s2DQcOHAj/Rhby4n3xXhxf/epX8eUvf3nI6xs3bkRTkzq35dHiyDEDgIYXnnsGzk51y+UDLgCY6Mm5+NVv7oZtAH0DwVhPbPo99lZYfD1ySAegw2PAfffdV9d27DsYfNa2P7yIuw+8UPbvXt+rATDw+s5duPvuN2oaY1cvAJhwCjncfffd9WxutD09wWcK3Fy/ss8upfd4cIyeeuY5YE90DUTXxrNwFV0bPV3BZz773AtYPbn4/B7vDt57bvNT6H1FyXAAgJePBef2zUPHcPfdd8NngOsHx/bRhx5Ec5lF6wMDgDgHu97YgbvvflXdRtXJvr38ut7+Ku4e3A4AyDnB8fvdIw+jXaFx7hv83ti/dw+eemgXnDdeQr4l+OLZ9vTTOG7sDf928yMP1DWWzs/Lsa5D2PTAvch37w9bFm3dvBlHjd11fb4gd2AnpvDJ65FjB7HpgXsBcMGmAZqvh6/Vi+cWMJdHX7t6jw4ZS2eGkrEKBwI/GJuLs55cNx6//7fQNA2D+SC9OcUYenr7YsfbPsznP/rg/eHPLbxdptc/AGSBV17bhgf3/RYAsLs/eH7ajMFhBh6+v75nuMDwNQAMh48dxIMbg7GOHDsEGEH3AfGaCky+qLF3/67wc491HwEsQPfUjZXfuy8UvXv37Q4/d+fA6wCCY9jTN6hsPNMP7qVDh3aH18DrTjRW70BezbXY3xXu14vPPQG2NRDxb+5/DcgEafaq7i8AGOwLMnm2vLgZXiGYw4WmdC5TOlZ/XxDA2fqHZ9D0qobF2gwY2h4AgO5rSsfq6+8CAOQ1DfkHv45NRwbRzhcOmOMVjVV6/8r3azUs49f8QKE/vN5ezv0BQHBtbN2yBa/v7yn772uhxw8+J+fm8MC990DTNGzjYx05cEjpvZxnUfBt48Y7YWt2YmMxFs2T7n/gbjTrzdiWewkAcPTAYWVjbX7kAbhHgo4U3mBP2WvO3x9cl4MFT+l1Sajlwftru1cbxcDAwPB/hBrF/J49e/CXf/mXuO+++5BOq6nJq4YbbrgB119/ffh7T08POjs7sWHDBrS2qqvpHC3+6fXHgf4+nLP2LJyzYJKyz2WM4cbnHkDe9XH6uRdh9sQm3PjCQ4Dj4OILLsCiaeVTZn/b8wJeOn4QPgMuu+wyWHWkd/1w75NATzfOOuN0bFg2rezf7Xn0Ddy951VMnzkLV155ak1jPL3rOPCHzWhtzuLKK88b8bbKbNnXg29veSL8vXPaJFx55RlKPruUO7uex8vdh7B42am48qzO8PVbXwuujXMVXhv/eegZ7Og5iqXLTwUOvlR0fr/+8mPA4CDOP+8crO5sVzIeAEx64xh+sP1pWJng/OQdD3giEJ1XXL6hbMu/3ccG8NUXfgcAOHXZUlx53jxl21QvL/52Ox47sAuz583HlZcvhu8z/OWmQDRdvuFSTMqqS+l783fBvdE2dQbOungZ9m+7FYXWYKJ8xrqL0NkyB67rYvMjD+DMCy+BWUebtXte/QIAwEibWHfJ5Xjz5c3IvxSMdeY5F2Nmc2elf141O5814W7i3TWa01h3yeUAAO+XXwZYEB0Sr9UL830c2f6x4GdLk8a6EWCAATVjvfLwceAoMJMFJlw5P4epZ8zDwvYl8O/4MuAHk/KWiVOxVBrP8Xz0Oj6mZAzYMX4mruvi0QfvxwXrLw3P7Uu7/xs4CrTxeviOzhlYf/pbAAAPbXoE2MPFPEys3/CWuvcNALb9800ACkg1p8LP/M2dPwcGAFPhOADwy1uD49DUlg0/99e/+jegEPQ1VzXW9t/lsf+FINrWPKkV6y8MPvexJ38P7AoWX1omTMZpdYzn+D4ODXposXT8+D//DoCLTGsmvOa0fb8DNgXnK9s+BacruBYH+7rxwB03AwBmLZqHdYuCzzy68XmgN2hpqOr+AoC7H78Pr+1/DbOXLsZFc67B0X/4exS0YFGrKdOsdKz7nngY29/cjlmLF2Ldwsvx+ms/RUsuWNDMpJqUjvXI5sexZfcWDGo6zvWewjPTWtCzNXhuif0qvX/j7tdqOPRCEFX2ND+8vl/7w05ga2BYuOqMszFj4coKn1A9PYUe3PKrW+DDxwWXXgrLsPDGlt3AFmBO5zysX6PuXnZ9Fzf/V3AtrrvoArSl2rFzy55grFnzsP4MdWMBwM3/7+9Q8PI48/xzMT07Hbu27gX+AMzuHNlY8v2rMT/8nt3h7AK6gYyFstfctuNPB/dbU6vS65JQQ6Hg4JnHHsT6Sy9F2lZchpEAIhN9OGqaAT7zzDM4dOgQTj/99PA1z/Pw6KOP4h//8R9x7733olAooKurqyg6f/DgQXR0dAAAOjo68NRTTxV9rnC7F39TSiqVQio1NOxlWVZdorNRiFZsmZStfPuntaax+9gAjg96WGBZYZ10Jl15LJvXcHus/uMq9q9pmDHTdnD5+XzMWmDcldc2dWXHsLWp+BprySR3fWX4vjt+8b5Xe+xqQdTfi2Mmn19xfTQpvhbbmgLB0V/wYFkWBiVrgGzGhlWmHr45E52DJvvEur9TVnDOxD0i+x1kFZ4vAEiL88OAIzu34PTckyhoswAAGbsJphmNZZpm0e+1oiMFII+Cnw8+x3UiA7ySserBTmdhSn3mxee6LIh6GbCUjQUA7W5wvR8vHEO304WJ6clwmSgBqu+YCcxUkBnW7DtYN+MCPLr3ATz85v1YMml5UV00DLtoPKb5MJgXnLsKHhKmacIU1xWvz7dEnS0rhO85LBrL1Uxl16IFE0ABBT8ay+VjmdCjbVOAgeCZUPDy0lg8lRqGsrHMdNTpQN4vh49lMQbNStU1HvN8GKYG0zT4MQRc6ZoXNdgpxgAro+RazLZMCCPzg7m+6P4SrR+ZpvT+EkZmDnNg2Sm8nj0NnvckgKBVnMqxMtJYpmmhMGkJCvseBBAsoindL14z/1p6AdDzHIyHvhKm2dt8rHL3b9H9WgU6vzYc5kAzgrZ3Ls8CsBmDnW5Sdt1n9SiY4+keMlZTeH+lzLTSe9mEBUMz4TEXru7DtCy44pq31I4FBOZ+BS8PT/NgWhY8MZY5svtYvn81/p1hmiYM3qrV9AtlrznN51kchtrrklCDJ0zBzRNrflmOarexJleZSy65BC+99BKef/758L8zzjgD73nPe8KfLcvCAw9EaZ/bt2/H7t27sW7dOgDAunXr8NJLL+HQoUPh39x3331obW3FsmXLatmcMYtTpSndSCg1wXN4ux9zmNoQM4HWdMOZgkUGePX0mVdvgCdoTqjHPBC1psu7xeZ/SRjSxRm3heMl5MaeDd3suSGNtJ+VDfBkN/sTywCv1M1e7g6QVGs6x/XR++C3wADk+bWusqcyABi85ZlwRHfyfWGavUo3YMPOoI0bFB0ZPIxBdxCu78Lndd76yCxcytLiGTgtlwcDw0N7NsL1XTDFYxl2MPG3WAGXzA4iQA/uvreoRV0g5ut/ljAuaFKiN3WMaVaKAS4Utvjjx0lcG8HPwkRQ7f0pPk/uPiAWREyF14YhuYjnY9pZpRgDFN5jFndAL8Tsl8VY6LtQL7phhCn9/XIbPNHTXmH3AWCoydngjLVRqzOFLuwAYIdO7LyevOOU0NdD9VhpvmimLTwXDjOwKv80NJ0vKik2b9NY9Hnh89eLFuYMhZFDW7ehQXTCyPMxk2nhBkTHUTynhPmoyjaC4Vgl7vmiVafqlns6d7M3WXmzbo0fW5UdMQhiOGqagba0tODUU08t+i+bzWLSpEk49dRT0dbWhg996EO4/vrr8dBDD+GZZ57Bn/3Zn2HdunVYu3YtAGDDhg1YtmwZ3ve+9+GFF17Avffeiy984Qu47rrrYqPvYx3fZzjUk8ORPqkVk8tTTRNoeza1lYv5nuChJiKvw/aZb0BrOrOCyByO0KVfoYhqsoonjOVSwVUQtaYrcbOvohd7rYQtACu42atvTRccu/6CC8ZY1JbO0Cs6D5/IfebDFn9CzLuyWZ9iN3tdg57eg2P9m3D68d/CLXpP7STB5O2JevwB+MxHQWoNptIN2LDTmO+4mOF4yHs5bNr3aChqAMBQ3Je3oNm4oj/Ylwd2/TacTALJiPl1089Hk5nFwYH9eO7w0+HfpBSJ+bANHu9pnytq7xc5YLsKha9wJc+z6Dw5vsikUHu+hGAvalvII4e6ypZgdiY0RyzqCCCOIRigMKJmacE95MYsiNhgYUcEFZh8IWeQd6YAZDGv9hmVDt3Rg2PYdspFoZhPKV5wLG2rNmHeaVKPdNULB8Hnmc3N2DzpagCAuPqF6Z8qdETPV2FiKRYCU4zBtNSNp2matADDBbYQvQkI7NL2dKEhaAILB6lRWjgIn/fSvVyKxhcFVXbEIIjhUD5b/uY3v4m3vvWtuPbaa3HBBRego6MDv/zlL8P3DcPAnXfeCcMwsG7dOrz3ve/F+9//ftx0002qN+WE4KY7t+Ksv38At/8uMnirpt/2SJF7zTPGwhZuw7emE2K+/tX7KDJfOXITtkyro8+8pdCNMm0Xnw8hSJNAiPlcmci8ymvDrHCcw0wA5ZH54NgxFnQHiDIOKp8veVEhfYJF5sXigrj25H3SFbuibul9ANl5t6LP+nekNQdbzIXhe6onrzNYG5p9H73I4aUjzyMvtQZTOXk1rTQ0AJf3BRHKB3b/tiiCrUPt5MeBhcv7B6BBw9ZjL2FXz+vhe5oicWjw+nWbFZAy0zhv5sUAgHve+O/wb0wAmopFET6xF2I+70rt4vgE0mIMrsKWSCb/LHnRxRXdBxRmAACAwaOUBWnRJUqzVyjmrXSYZl/Ujz08horOF0csiDhSNE/uaQ+VYp5nN8ht8MQigsHUPuOFWCtwsTZz6Vl4sS3wr1HdEizFo+9i4WDK7CV4ccLFRduhirTB+8x7eUy9+kvIMUtqC6r2GeVpNuySa1GIeosF16pKhOgVxzFcVFJ8DIGhmRsiWp5EZF603RtwB/hYySwc6HZQVmVViMyD7ycS2E+CKEfdT/eHH34Y3/rWt8Lf0+k0br31Vhw7dgz9/f345S9/OaQWfs6cObj77rsxMDCAw4cP4//8n/9Tl4HTicyM9uAhs/d4NPEqJNRnHgCm8DT7gz35ovT1SnWZQJSurqTPfJW90sWYI4nMO1VmHNSCbegwJFGWaJ95fmyG9plPLjJfKFk4YIwlkgkAAE22ARGA78u7VS9SmIYell+csJH5EjGv+tgBwKkTzgZjOo6kB7DLNHFg+fuj7VAcmdetZqzvDyZBD+y6J4zMawwwFfRHF5ip4Fn41v4gavjk/t/heO4oAMBgDJrivryOZmOy52NpegEA4Lc7fwOA15wrmmiJSI2NYHJ3yezA8Oj3bz7Mx0KQ2KrgnGm8ljfti8h8fIq42sg8F2yQIvM8Sq8rPl8GX8zJS2JeROYNlQsUUpp9TloQKU6zVyjm+YKYw+IzKTSFgk2UKuSl7JowSql48SWMhnLhpOk6pl3wHgDqI73RwkF0DKdd9D4ACSwcSBHlidPn4ulp74SbUBaAo9nRtcjvZ7lFoqG4prdUYItrPoloedYK6suPDB4GEC0cqF58AYD5bcEz/umDT/Gxklk4MKXF23JofGxGkXliFDmxZsvjkFkTgpW8vcej9gKjUzOfg+tLacDDReZ1hWn2brVp9jxiPKKaefURZU3TkJGiwaMSmS8R80lkbZTLgJAXe1RniWiahiw3+evPe6E3QDXjiOtmuMyO0SaqmQ+OW5IZNhPSkzBlYAIA4D+bJ2PWOdcACIS8rqkdzzezuJKL+Yf33g/2RtDKx4RWsSSiVsxUIEYXOQ7mtMyD4zt4YHfQusdmDL7ChQMgmCgDwFnpwIvl/l33hGN5isShlc7yzwwmcGd0rEWb3S7VRAfHTzPrn1SKes0MT3OPiyrbyiPzwXYXWFTo4SQQLQ8+j48VE5lXKeattJRmLy2I5CWBrSusw7ZDMS8tiEh10UrFvFgQcaX5hmRYqBIRDZWPYSGh9OZoLDkokk9kLLtk4WDWNZ/HUS24z1Pct0IVrm4jw/uY9zvBAows5i1bbWR+cmYyAOD1rh0AkhO9ALB66hoAwO/2PgIgWjhIoj7/ws4gS+PhPQ/ysr5kFg4MbngqFm/j0MXzS/EiE0FUgsR8wnSGYl6OAAQTiSQietNag4f/4d58WJsPDB/BFpF7NZH5atPseS23X3tkPvQCUJzeLKd2J1kzH0Xmo333/agsQq2Yj8+AkA3ckoiCRyZ4rrSANfw4Yt9T1on1eLJLIvP5BMwKo7GAP+0PTEI3TpgEXxdlJeonCMxqwtmDObT4Jrrzx3EcQY9ey1Q7cRUTUw3ABR3B5Gsjj5bbjIEprpl3+LFaZc6HqZvoc4KMgJTChQOLL1Ck4ID5PkzdwoWdl0bv8+eppmACq/EsgDQXgrH13ozBU3gcLS6iHESLjkkIbADQYxYOhAO2qXKBwkojzcQ9nA/7VDueHC1XKOb5MfTkBRF54UChQBSLL3IJRlQWofb+Ko3yAtIihfJoeXEWQPFYip3RzeKFg9ZJHRg499MAAEux2Z6n25jnBNfFc4cCnw1ZzKt2Qz93xgUAgIf3Bp0AwuswAeF5Ued6AMCjbz4C13fDhYMk6vPPmXEebN3Gnt7deL17h7SopNhfhj/vbWlhrhQRmVfik0IQVXJizZbHIbMmBDf/4d48co4Hz2dha4REDfB686GTPTC8m72I3o5AVxfh1SBI63GzT6pUockeHTEfF5lPyh1dlDOUZkA4soFbAteiqJuvJc0eiMobRGT/RMGSHOaB5DoBAMCMw4/hTwf2wfYZDqAX245tCcZKYNLF7CxMAGcUWgAA/90ctDBKK45CyVGmcyefAwA4MLAfABehiideLhc2GY/hrI5zo+1gDL4icSgmd7rG4Doi1T7qa6xSzAvR18Qj87KYl4WoqqwDQE6zj55TQtirFvNmOJYkesVYCgWAnW4KU5t9+KEZmLwgouJ8hePxRTFHk8V8FJnXlUbmRXZDJHo90RFAU5xmLwS2fB0mHJmX0+yTzgKQFw70VDCGrfoZpafDEqeH9wQCW+yjznRoio1VhcB+cv8mDLoD4T4mFZlvtdvQne/CC4efkyLz6sfKWlmc2XE2gOA4JrWoZNli8bZSZF6k2VNknhg9SMwnTHuThSwXiHuPDxZFR1WbjgGRAd6x/gIGCzyqoQ+fLhvWzNc5vlyXPVy0t77IPG+5p7hUoTjNPsnWdLy2UTpesphXWYJhmWLRJD4yb+hakVeAKkJH+7xbU23+F65ahk9cvBCnTG9Rvk31UBqZT8KsULBg0XLsmbQBq4xpAIDfvvFrvg3q6w01OxDvVx8LhPW2cOKquK2PYaDAa3qnGO1YMiFqRWozgClOs/d4ejNzckUCW2Vk3uZplwBQyAWRvBWTV2NyZgoAScwriOgZfOEgyyeq+dgUcSiNzNvcDKxQFJlXHy0HAFvnEWz46Mp3BWOBL9pqCiPlqQyafYZJ3NvlqQNBb3S5VEFXGJlPmcE1Imc3hCnijEFXmEpt8mMoi3mXJWNYmCppFwdIJoKKo5KhAZ43dOEgsSyAokUKviCiWMz7ho31A8Fz48XDL+DI4JHwGBoKzIhLWdi+CDObZyHv5bFp3+OSm736uY6pmzh/1oUAgEf2PBQtliXUsu3i2ZcACMR8Ugs9Vpob4GleuHhbih5G5knME6MHifmE0TStqG7eSUiwCSY0WeHn7usa5OMMf5pDN/s6I/PC/A6oxuysnpr5ZEoV5F7zydbMDzXAq7YXe62ItmlOSc18kgZuQBRZ75PS7KsRvpcv78BfX75Eab22Cmy+KNKbc4a021ONPu0ULP74z3HpWUF65zMHA8GhOm0QALRUUA96Sf4QprlR9DCJCEqBRw7dfA6XzLkifD1Is1fsFM0ncszJ4dyZF4XtrWzGlPUAtuxI9Ln5IMJm6AYu7rw8HAsAdAUGryZ3Us7yyeKAOwCPm+HJ5m0qvQeyZjMMxuBoDDu7g44sDhfYuuJrMa03YWk+2I/7dwVeCkLMGypbJJomPGbgrbxt4V2vBwtlBekYqqyZT1vBYpkrZzdIkXnTVphmz8W8E+M7YCm+v8I+4nECO6loeVE2SjL13nHlA25CteWenkKH52EOJoCB4dG9D4X3sq64+wAQzEdFdP7hPQ9IfeaTEZ4XzRJjPRhlASQ01vkzL4Su6dh+/GXs7tkFIIHIvLR46+QGYv9GiHktgYV3gigHiflRoHNi8GUdROalOnbFKVRA8LCe0hw8RPZ1B2K+muh1mGZfZ828EIi6Nnxqf11u9n7ykflka+aHtqaTxbVKIRv1mS8+zvkq28WNlGwqMsBLeuFgNFgwpRmGruGVg3348RO7qjZ6rIezp1+AjNkEBrF4pX6CoKcCsaEDuKwvmiyr7qkMAAUeNfacPNZ3boAG3rmAMfiKxaEnjpWbQ8bM4JyZFwEQZntqJnmariPHW6o5+ahO+a0L3oEmM4tTuB5QGZmf4eTRarci7+VD92a5NZ3KNPu0mcX5PHIoRG8YLVd8ffhmGm/rCwT2na8Hrf3EwoGpWEQVYOFtvcFYj735CLryXVGKOGMwFIr5FHf1drTo+SvGSrGoI4IKQjEv1fSG7f0Up9nbMaI3qYhoOi4LwE8mRTxukaKQUBaAz4/han8qAJ4izsWgrjiTQiAE9u/efAwD3HQvCYd5ADh7+jqkjTQODOzHjuOvAEimZh4AJqQnYtWU0wEABwcOAFC/+G2npUws6XkvYwgxr8D0lCCqZezOrMcQsyQTPCFcTV19b2rBFG6C9+bx6iPzhqLWdLL53XCCtK4+824yvgNNoxyZz8dE5lWLa7HgUepNEEXLk5k0NEsGeLW42Z+ozJmUxefeshQAcNNvtmLTa0FbtST8BgRpM4NzZ1wU/p7ERMjMROUMs1LnhT8n4TrscLdtr5DDlKZpOI1PvmzGwAy195sQ7IwL3SvnBR0BOh1XaUp/gdfmO/moHdjc1vn41TUP4BNHAyGlogZbRHCzKOCyOUHZwF2v/xo+80NzNdWLIpqZCgX23W/8Bq7vwuWi1NDUXovMSOHKvn7oTMPWo1vwevdrcCGe82pdvQuahcWOg/mZOXB9Fxt33lPU+1231e1bmme+FLTo+VuQI/MpdWLeEin9ktmeByHmFUfmY03pkhG9cQsHyY0Vk3HAx1LZqhMIrnkAWOUGnUuePvgUup0eAIDOkvleXjHlNExMT0Kf04vXu18DkEzGFxAsjJwzI/hOESUSSfi+CETWgUD1WEGpWHANuGXEvM5IzBOjz9idWY8hhAne3uMDkmBL7tCL9nRvduX4WNVH5lWJ+WpEmxlGjGsfVNTZqz6OaUnMZ0e5NV1Src7CRZPSmvmEI8uyAV5YFjGGxTwAfPj8ebhq5XS4PsO//C5IO056n9ZL9d5JTITS7UFdfh/L4Jy3fhWzmmfzsdRHa0TbNK8QTIREqn277wOq0+z5pFzjqblndqzD5wZPxxePHleWZg8AeV46IPZJkDLTMIWBm4Ia7NA5nxXw1vlvAwA8tOdBHM8dD//GVi7m07hwYBDNvobDg4exad/vwvdMxQKbmSlM8n2scNsAAP+945cQZcOqxxKLShe0nwkA+PVrd8DjXgApxZH5TKo1GFOPvuccqWZeZZq9ZfIsAMR0BFAs2MJ0dMk5P2zJqPg5FbdwELVVS7YXOwA43HRS9WKqEPPTXRPzWufD9V0cd7sBAEZC03Nd03HhrIuKXhtVgZ1QZB4ALpx1cfFYCXyH5SEyseLT7MPIPNXME6PI2J5ZjxGEmN8jReaTSm0GgGnc0V7UzJtVpPObyiLzfEJUjZgP3exrT7MvJHQcm7jITpl6oiItLdLspdZ0SUWvo9Z0JTXzCbqxAyUGeKOwiDUaaJqGW65diUVTm8PXkhbza6atRYsdCIIkXIdnLj0Ljy35G2zf8EO0TZ6OS3jUN22odbMHot7vvhNMlK+a93b86eAc/NWx42CKMwFCN2GpznaOl0Kb7wMKBYCIzLuF3JD3zDBKU/94Nu9pn0IBp0xYhrmt85D3crjnjTujv0kgMm8DOGcg+E755av/Fb5nqp4oc9f3c/KBmL/r9d+Eb6mPzAfnbG3TCpi6iVeObw/fsxlTsvgiyKbb+JjS+JLZnqUwMm9bLXys6HslNCxUnXIcJ7D5z8pr5uPq88PIvNrrMF3BpV/1MWR80Ujz8riwRPTqLLlgwkWdlxT9nsT3iuDcmefDkEw5k6qZB4DpzTOwdOIp4e9JmO3luRlnuci8wbNiKDJPjCZje2Y9RhBp9m8eHxiVCKVwtH8zNMAbXvCaimrmaxGkkZv9CCLz/DiaCRngtaST7REaGuC5Q1vTqRa84hg5JV0DnNGqmS+4KPD9HOuReSDYr9vetwYtfP+S9gGwdAsXzgp6lyeR+q7pOpa//a8xb81lAIA/XvxevGXu1XjX0vcrH0u0i/OcYKJs6AYuKkzEfMdV3peXhZH5SGxoPMKmcuFARHn9wtDJXRiZVxDpFenYhsbgeS6u4tH5O3YEAltjgAkozTrQedT4ov7gGn+8KDKvWswH52t1zkZbqh09he7wLUvxwpJYVGryTJw74/yi95SL+Uw7ACCvAb4XXA9FvcQlU616SdmBmBdeAwDgici8wo4AgNyPXa4tTypaXt5sL6nIfMEvwGfBcXQTyjgQ17zm5odEsJOqmQeAM6adhawlLUgn2BO9xW7FGR1nRmMluHAAABfOio5jEgsHUalYvJgXC7gqTTQJYjjG/sx6DNDJxfyRvgJ6cuJLYRTS7GuomVeVZl9L6rZljDwy7yQkfCMxn2yP87A1nRSZdxKKzNtljnM+4ch8lGbvhQsVqTEemRcsmNKMb71rFSZmbVyweEri4/3xkvdidss8XNy5IfGxWuxW3HD2zVgz7Wzlny3S7JkksHXuSq1ShAJR1EuX+0ULl2+FkzyXG8HFTe4snu6sK4jMpzLZ8OfCYD+umHcVdE3Hnt7dAAATOjRAaWReTEgX5z3Mb1sQGTH6TLlbs8b7rdt+AZfPjTodmIzBVCiuAancwxnEW+dfE76uMwYTgKmw93tzUzsAIKdpKOT6AAAFScxbKXVjpdPBWHJ9vhMaFibj+l6IqWNXLaLEWK7vwuULcoWEauZTZrRwJPYtHEt1pJeLed3P45SJyzCtqSN8S2fJCWzLsIoWsZKMzAOR6Z4YO9GxpEWRJBYOxEKgWy7NXoh5iyLzxOgxPmbWJzitGTOM4r1xJDATSjQyz9PsB3k9djXRa3Vp9tWbqll11MyHYl6xiaBws0/S/A4AUlJknvH2VbX0Yq8FcW5Lj3PSDvOyAZ7ISBnrafYyl5wyDc984VK8d+2cxMea2zofP77yDlwx75rh//gERogo34kibCJarjoyH06UvaGReSg024tKB4am2YuUSxViNFXkpDyAqU3TcFbH2vA1U3ydKxQ3oge6xZwwEwAAbDAlpn4yQswbfqFIYNuMKU9ZdfXonJ0z4zy0pyaEYwGAmVI3nhDzeU1DX9dhAECBL2bZjBW1N6yXdDooxyloCL9XhGGheoEdnC+PeWHkOrnWdNExCgV2Qs758lgi60AsIKhOs9f4c8HwctA0DRd2RjXfhuLuA6WIvuxAcm72ggs7Lw47l6RN9eVbMvPbFmDNtDMxrakDHdnpyj+/wBdv/ZiyKgAwwwVcEvPE6DF+ZtYnMJqmYSavm3/9cCDmk43MF6/012aAV584riUyH/aZ90cSmefiUPGiyKiJeb7YwVgk4pMypBPHqDQyX0jYYV42wBsPbvZxqGwheDLg8YkQcySBLdpoqU6zF5F5XxbzPAtAaWS+vJi3eIqzbtW/b5quI8+jdYXBIAvgrZLAtvhkWWWGg8HFvMkKYSYAwEWvaqdoLuZNL48lE5ZiYfuicCwVrf1kPE1chzlYhoW3zL0yHAtQG5nP2EFGRV7X0X0gMM0Mo9nMgKawRW1TZmLwsVpkRidaCaoui0hJPgY5nmlQSCgyb8cI7KTS7HVNDz9TnCcnoYUDzYwWsIDiCLaOZOcg66afiyazCaZuotluGf4f1MHkzBT8xemfxp8ufS+mZqYmOpamafinS36AO665KywFUYnDnx1evi/2fZMv4Kos1SGI4RhfM+sTGFE3//rh4AEwGmn2glpa09VfM1+LAV5kzCaiCNUit/hTiaiVb8uMTs08EJngJWUSJ7IXSr0JkipVEGRjDPDGm5gnasPTY9LsedRLUx31CiPzhfA14TSs0gDPEy3wStLsme/D1kRkXs2kMh+a7QUpnhfMuhjN3PTMZOrFvBlG5guYnJmCtdPPAZBMtFy3g+9Ig+WhaRqumn91OJbq+lNxHYoFmKsX/BEMzcBM/v1lKoyWy1HPviNCzAfXpGrB1pSdEP4s6stFZN7W1R5DS7fCxZ18iehVHZnXNV1qT8fFPC/PScKxXCxUhIsUQswnlY3Cj9+qqadjhj4RcwsOMkg2sttkNeG2y/4vbr3kB8ha2eH/QZ2855QP4NNrPjMqC+CapilvIygYtAJDS6/vSOz7YWRe4YIgQQwHzaxHic6JQWQ+TLNP0M1+UnMKssatRvCaqlrTObUY4EXb5dW4iuAmZCR4+fJpeOcZs/CRC+Yr/dxSbEOH+E4TveaTcpc3y7nZJ9yaTnazT6rtHjG2CHu/y2I+oci8mCibcmReOA0rjBxG2QbFkXnPi9qDGQpq5gGgUNIWKW2mcdmcwEfBEllVCo+jwY+hqP0XqfYtvq+89ZKY/FpcOF01/xrMKwBv6R9QXn8anjN+HS6asBi3nnMrvnMwSIO3bHUT8ZSRhsEfvYe6XgEQiV5NcS/xpuxEZHmm257eXQAAFyKLTa240DQtLE/Y2RP0K08qMg8Ak9KTAQA7eOeBcOEggbGmNAXtOrcf2wIAcD1h7JdQNgqL+th/KfN2/PLN/UDCdewAsHTiKVg99fTExxlPFGye/dJ/OPZ9C8G1YlDNPDGK0Mx6lBCR+V1Hg0lYkpF5Q9cwuTlara7KAE/UzNee8V5EaHRWRc28XMtfq6N9IYzMqz2Ok5pTuOV/nIY1cyYM/8d1oGnakPZ0SUWvyxkNJt2aLmtLBnjjpDUdUR8iii23iwsj84ojvXINtiDsAaxwLM8QwrBYzLuFaBFBlYFbgad4yj2O377oj2HpFmZ4fAyF4kY4rdsIjuElsy/De7vSuOHocWiKJ6sGd+u3WHDc2lPt+O5+H5851qW8/tQzxKJSdM7mNXWig7vNWwr3zdANLPMCAfBsYRuAKAVeU9x+LNXUggsGggyRB3beAwBwNeFXoj6Cfc6MCwEAD+6+F4DUZz6BlmDnzQzqyR/csxGAtHCQwFgX8HT3B/YU75dqAzzRLcKUnlGa78IC4GvJptkTI8NNTwIAGAPxkXmL0uyJBkAz61FC9JpPqv1YKcIELxirhtZ0dY4rosy19JkHane0dxPqMz+aiFR7UZqQ1LVRzmgwaYEd12c+qSwAYmzgC0Ehpb7rLJk0ez0mMi/GUhm99nmUV26BBwCuKy0iKJrYOcJAUErpXzrxFPy/t/0GH+ntEIMpGQtA6LRuC4dmTcc1vQbOzOWhK470mrYQ8074mpHQxFhkiEDybnD5zwVmKq1jB4DT7cUAgGf1g2CMweX7qEHtNZ/OtuEt/cFCz0N7NsJnPhz+FWknYDx2yey3AAAe3fsAXN+RouXqhcwlsy8HADz+5sMYdAcTM8ADgPWdwVibDzyO3kJPKOZVG+AZFhfzLHpWgGcBqOxKQaiDZYMMESt/LPZ9kcWkugMHQVSCZtajhBDzAtXGbaXIJnjVuNmHBnjKIvPV95kHane0Hw/u6KI9nYjMJ9WazgrT7MtE5hOrmQ/2b9DxkBN95sfw+SLqR4goWfgKwQZFqegCrSSFFQD0BCLz4QJFSWTec+TIvJrxRGTezRfX53dkpyPje3wwdfuWbm4P/q856O8OJq8GP56qo+VCzNtMOm5M1J8qFvPholI0llcI9stJwHhsdfuZSPk+DpgudnRthyOyURSPZdkprO730eL5OJo/gpeOPB+m2duWejF/2pQ1mJiehJ5CN54++GRyLdwALJ14KqZnZyLn5bBp36OJtcEDgLltCzC/bRFc38Wjex+MDPAUj2WmIk8KAeOLgCTmT0y05qAVbbpwfMh7vufB0oLnsKHQd4MghoNm1qOESLMXJFkzDxSb4FUVmVfVmo4L05Q1/KVl6FpYN+7U6GiftHnbaBCK+ZLIvOpe7CLrwvHLtKZL2M0eAI4P8PTLMZxJQdSPcJHXZFM6IdgU18wbYaQ32bGEMCyNzHtOMK7LdOiGmtpoN2yLNLSnvWi7p7KWvXXCFOxHMHndu3UTAElgKzalM9OBCZeNKDJvQq2BoICJrALpnLm81ZSTQHrzpGmLccFg8PkP7r4XrshGURyZ13Qdr2fPxMUDA3ys34aR+ZTZVOFfjgxDN3DhrMuisRKMlmuahvU8Ov/g7nul1PdkapOjsX4bLRyojsyHC1hyZD74WaWRJaEOsyV4Hja5XUPecx312VgEUQ1jVwmNMdoyFlrT0SQh8TT7IjFffZu4esV8rdFeq0wP9OEI3ezHsDgU2Qs5YYCXkLi2y0XmExbzKVMPSym6BnjEpgovBWL8ItrFad7Q1HfV7ccqiXmVY0X7FB+ZVxnpdUVP+xgxb4jUbcXRw33NywAA/a8/VTSOaoMnkdKfks5XUmZSTGSIyJF5fr7cBCLzrR3zcHlfYH774O7fwuEtCzVN/YR/cMEVuIKn2j+y537kRZq9nUx/b5H+/rs3H8agKzyBEhLYPP39yf2/Q2+hB0AyBnhAJOafO7QZ3YUuAOrFfBiZlxawINpnkpg/IUm1B+aIrV7XkPecfPQdQGn2xGhCYn4UkaPzydfMS2n2VdT/KYvMi9poqzrRFvaar3FgYZg3ltO2U1a8AZ7qa6PcMXYSTrPXNC2Mzh/rF2J+7J4vQgEiii1F5k1Rj604zV70SLeLxHwCY/Eor7xPAOC5os+3ugUsj7fMKjXbA5IpIQCA3NRVAID0oecAyK2XVIv5QGymNAeeG4yRmJlUzKKS54rFF/UiqnXSdKwdcJHxfRwY2A+fu9Pomnoh2rnuHVgzUEC75+F4/hgKfEE1ZamPzAPA8smnYUpmGvqdPgy6wSJTUtHyBe2LMbtlHgp+AQNusDiSRBYAAMxs7sTSicvhMS/cL9WLFFYqyEZJUWR+zJBtD7xJ2lk3WElGaf/xAwCAHLOQSidzvxFEHDSzHkXkuvnRjczXYIBXd5p9bbXRInJba5q9EL5jOTKfLonMb94Z1GCV+ivUS2iA549uZB6ITPCOk5gngLCeW/flmnkepVScZp+dEEy6JrBuFHKDfCyRIq5uUi5Sto1ykXmFadthT3snRsyzZMR8dv5ZAICZ/YETu5mQwG6ZMBU9CMTNK4//GoBkJqW6/pSfM70oMs/LIjT1Iko3DPRpE3HxQHFGRRKR+ZaJ07AjtRKX9g8UvZ6ykxEXuqaHUWxBUtHyINV+Q9Frqnu/y4hMgHAsxQLbSvM0eykyr3EDPJbgfhEjp3lS8L1iax76e4vr5vuP7gUAHNUnKjfRJIhK0NU2isiRedtMuGZeiszX1JpOUZp9ta7l5ZzWh0NE5sdFzbzj4WBPDk+8cRQAcOWK6UrHEed2SJ/5hCPzQGSC118Qizxjd/GFqB/GI/O6XDMP9QIbACZ0zEEPsjA1H4defwFAFFVWKnhjhCEA+NzIylOYth1G5p1KafZqRcCs5efAYxo6cARHD+xJLPXdtGxsmXwFAIA986MiMylVBoLRYHxRqcgAj6fZJ9QSrMucEjrNC/QExDwAHJ9zeZhqL0jZ2UTGAoCLO0sEdoI90i8uXThIdKxk98virR9NzY/qrcM0e+pTfiKSbmpGPwuew31H9xe9lz+2DwDQY0wc9e0iTm7GrhIag3RObExkvprotaqa+VoM8ORxa21N54yr1nQ+fvPCPjAGnDFnAjonqo2glDvGBZcviCQYLZdN8ACKzJ/saCKK7ceY0qnuM6/r2GPNAwD07ORiXkSVFY4V7VOJmBeRXoVp9uWc84Pxk3F+z7a0Y7fRCQA4sPV3iUXmAWDC+R8GAKzo+z2O7HsjfN1SXO+thQswUUTU52n2XgKReQDoS3fg3IFBZKQ0fi2BFm4A0LH2WqzJ5TGZm6sCQCbVnMhYALB04nLMyM4Kf0+qZh4A5rbOx8L2xeHvSbTBE0xt6sCKyavD31VH5u1UdF3nc8HiS1iuQ5H5E5YuvQ0AMNh1sOh1rycQ9/325FHfJuLkhmbWo8ho1sxPbh6ZAV7dafY1RntFrb5b48DuuGpN5+HXLwQrum9bNUP5OFFrOgYmHebRiMw3l4p5Ra7exBiFC0BZzFthZF795LW7ZVHww8GtAKR6b4UGeKIFnrxPAOB76tO2Qxf2mDT7yHtAvZA61LocAJDftTnRPspzlp+N7eZi2JqHvfd/L3xddZp9dM6iBRiRSZFEmj0AONnpsAGsLgRCwPZZtDijmMkzF+I1YxE28Oi8zlhiafZAsdM8oF70lrKe97cfnbGS2y9ZzIt2k6IrBYn5E5c+I7iHC93FYh69we/5zNTR3iTiJGfsKqExyGjWzNumjolZm481fPRapGIzaPDqUPRRZL460WaF5mw11swLN/sxXJckShFePtCLF/d2w9A15Sn2QPH5l49yQfR+TzIybxeL+bGcSUHUjy7S7OXIPHf2NhS72QOAN+UUAEBz93YAyZi36aKffZnIvKc0Mi/M9mIi8wmVKwCAN/10AEDLkRdDMW8obhcnOLr4XQCAJW/+MnxN9cKB6GZgStchCyPzyaTZ+60zAQDr+oNnYBPzw7KTJDgw81Jc0R+YxDX7Pkw7mfMlEAK7yczC1JM5huFYnZdD13Q0mdlEU/oB4KLOy2DrNpqtZqRNtcdQNwwUWHCsCnm+8MLT7JFgdgNRHwPmBACA23O46HV7IDDA87LTRn2biJObZJ+4RBGymB+N2uGpLSkc6y9UJXgNaXtqFdYyebdGAzwjvp57OMQ2Ju09kCQiMn/3S0Fq1rkLJxdlVKhCXjiST+1oGOBRmj0ho3FRJqLIwc8uoKl3RweATOdpwHagI/c6H8sDNLX13iLKa7KSyDx3s1eati1c2OPS7FkyafYA0L5wLbANmJvfBkMLntXK69g5Sy77Mwxs+d+YrHUBAFymwzDVTlXEAowhnTOfGxb6CUV6rQmzAQBre7txZdNMnNfzAlg2OTE/cc21WH7H93DDkWOY4nmJt8pa0L4IX1z7VTTbLYmOAwDTm2filgv+EaZuwdCTzfaamJ6E76y/HYAGM4FrIw8LNlw4YWRepNmTmD9RyacmAjmADRSL+XT+CABAb1UflCGIStDMehRpSVtobwq+DEYjPVyY4FUTDc1IkfS+vDviMQtujTXz3M2+1Gl9OIT4H8uReSHmB7g53DWnqU+xB4o9E+Q1E3EMk02zL55okZg/uYmi2EPT7I0E0uynLgzqXTtwBH1dR6SosrqJsmiBZ5am2ScR6bXizfaAyA/ATCDDYebSM5BnFloRmaopd5jnNLW048UJl4W/OwnEHHReg18UmedlEUnVzDdNCcT8ZO8I3jY4BVf3DURlEwkwfdEq7NVm4N29fbhsYDCxxReZS+dcgbXTz0t8HAA4s+McrJ565qiMdcqkFThl0qmJfHaBtyd0eY/ysMWkQbG2ExU3PQkAoA8cLXq9xQnEvNVOYp4YXWhmPcqI6HySpmOC+ZMD99pJVUR7LUPHJJ6Wf7B36ESxWsI+82a1afYjc7MPDfDGsDhMS9ueMnVsWJ5MapYlLXjIh7kRkflquxwQ4xM9jMxLfebDNHv1YqO5fTIOIDAjOrTjuUjMK0xv1nktslUSmWeeiMwrnJSbwfeHESfmkZwxnZ1K4w1rQdFrVoJp283n/H/hz04C4tqIuQ4Zr5n3E0rbbu0IzBgnowumE6S/J5lmr+k6dk1dDwBwmAGd/EpOSAa14PnRf2QPAEAPa+YpMn+i4jcFYt7KHSt6vd0Pfs9MnDXk3xBEktDMepSZMzEQ2Fk7+S/Wv7xkEb7zp6vx9tUzq/r7aa3BxOJgz8jFfK0CsW43e33sptnLvgKXnDIVLelkIkK6rsHQh3YrqNWscCSUivmxbFhI1E8Ymedp9r7nwdSC69BIKNJ7IB2IqIHdz0EXKeK2wsg8N7Gyh4h5EelVJ+ZD47aYmnnRMi4JI0EAON5eHJm0Eoz0zl91IV7X5wJIJjJv8Mi8JZV7wBNiPpnj1zpxGnIs+Oy2XNCPGgmnvmdOuwYAMIhkxyFGzr6WFQCAwVceBgDoosVkAoubhBr05ikAgHQhEvNOPoeJ6AUAtEwlMU+MLjSzHmU+fvECfPCcuYkYnZUyIWvjbafNCNO5h0OFmBc181X3mS/TA70Sns9C1/2xLA7l8/K2hFLsBVZM60HHTT67YYibPUXmT2qEiEox3tPbkYzwEpq89rUtAQDYB18MX1NZP2zyfbJRIuZ5zbxKcVjOOR8ALJacyzwAaLPWhD8XmAEtwRInTddxYOE7AQBuAmLeDMX8UAO8pMS8pus4rAdZIh3um8GLRrKmdHNXXYxHZ38cL664IdFxiJHjz70AADDl0BMAohaTJOZPXMyWwK0+63aFr3UfCRboHGagZQIZ4BGjC82sR5nlM9pw49uWV5X6PtpMbQkmFgd7hkZ9qiU/wsh8LTXzchR/TKfZc1+BlpSJi5Yk28rEClsARq+NRmu6IQZ4Y3jxhaifCbMWw2capuEojh/YA8+JFg5NK6FWTNOCtmpTereFL6lMRTfDyLxT9LqIzPsKI/NRrXeFNHuFWQcyk5eeG/6chMAuZfHl/xPPp8/Cjnl/qvyzhc9B0QIML4tgCbY667KC53w7+gBEizNJoek6Tn3332HZW69LdBxi5MxYE3QBWOC+it7jR8LIvE5p9ics6fZArLd4XeFrfYcDMX9Ma6eSFmLUoZk1ERJG5uuomQ8N8KoW87VH5uWe9OYYTrNf3TkBhq7hg+fOrTp7YqSIRRN/lGvmSw3wxvLiC1E/rZM68Lo5HwBw4LnfwnMjAZxUq7PWuacBAGZ7u8PXVJqBWWUi80IcegrFoWEF9bWlZnvM92FrQVZUUpH56fOWoQfB+IWETOJksm0TseSv78Xp77lZ+WebKW4OyySzV7H4kqCIGkh3FP2uJyzmiROfKTMXYLc2A4bGsOuZe6OuFAmVyxD1k5kQ3MftrAeMB6Lyx4Jsmy5zUsO2izh5oZk1EdLBxfyhutLsazTA02vvM+9I4eWxnGa/bEYrtt30Flx/2eLExwqNBmPEfJKmdBSZJ0o5MOlsAICx8xF4Upq9mdDkder80+AyHRYXuy7TlUZOwsi85sFzh4pDpjQyL0Ro8TPakY9jQgJRNwzsSgUlC6MRmU8SKxWzACMi8wmK+UK2WMwnHZknxgZvTjwLAODueEgS8yde9iYR0DIxuI9TmoPB/h4AgNsdtBjutyY3bLuIkxeaWRMh01rrT7OvPTLPDfD86iPzDl8J1TWExm5jFdvUoWnJ74MQ88Wt6fyi95KAxDxRirnoYgDAnO6n4PI0eyfBGmw7ncFePfKkUG2oZqcz0WfzXtEAEonMm6l453xXLldIyEgQAHomBVkOSZjSjSbCid/WPPhesMijiQ4BCabZo7XYGIvEPAEAxoLgmTjj2JMwRJr9KLQSJEZGOtuCARY8Z3uP7gte7D0AAMhlpjRqs4iTGJpZEyHTWupLs2eM1WyAZ4at6WqpmQ8U6ViOyo82oQGeXDM/Kmn20aTfMjToY3zxhaif2adfigIzMB1HcHzXSwCSF4eHmxaGP7tQW9IizNQAwMlHfdijGmx1+xaa7ZVE5mUjQStBMW/PPiMYTxvbQsNOZ8OfBwcCB2rNF5H55MS8NbGz6HcjwfZ+xNhh9prL4TMNc/y9mOQHvcqpZv7EpltrBQAMHj8IADAHDgEAvCYyvyNGH1JDRIiIzB8fcJBzvJr/vSu5zFcrEKM0+xpq5kchojzeMMPIfCSmw9Z0o5RmT+eLAIB0tg2v2qcAAArb7gWgXmCXkpu4JPzZUdn3HUH9vcOC7Xdykpj31Ruqmen4+ny3wJ3YmQbDSG5hZNG5f4Rnsudjz9I/S2yM0SCTbUUvC47l0b07AAAaX3xBgr3fm6bMLfrdsDLxf0icVLRNmobXzAUAgFYEzxCKzJ/Y9BgTAAD57kDMp3OHgzdaOsr9E4JIDJpdEyFtGRMW78M8krr5glTLXm3NfGiANwI3exFtJoanNM2eMTYqxzFrR9cBtaUjBMemnQMAmHX09wAAV0vYAHJ61CPdhfrIax7BxNspDE2z9xWaxVl2kGZf6pzvFoLSKBfJtoxLZbJY9ulfY/W1f53YGKOBpuvYZ80GAHTv/kPwmjAVTDAi2tYxp+h3iswTgsNT1hb9rrLjBqGeQasdAOD2BiK+2QkyKsy25NtOE0QpNLsmQjRNQyufxxwYQd18XhLzVUfmwzT7Gmrm+d+aFOmtmtI+867PwPjPqQTbqMiReaqXJwRNp1wCAJjr7wEAeAmn2bfPXx3+7CWQBSDc3V2pZl7z1KdtW5lAzKdRCF2UAYQt/sZ6Lfto0p2dBwBwDr4MANB5JgUSdBFvbp8S1toCkXkiQaSXrC/63aDI/AlN3g4i8+gPxPwE7ygAIDNpVrl/QhCJQbNrooj2OsS8iMybula1MZ0QmbXVzCffH328URqZL4xg4WWk44rPpzR7QjBrxQXoZ1FUMml39CmdS0IR5SbQVq3AI/OuHJkX4lBhmr3FDfB0jRU52IuuAKpLCMYzzoTAR8E+HqTZ6zwyryUYmdd0HUf0yO06qXaMxNhj7umXosCi+5dq5k9snHTQgk7rPwLPdTGBdQMAmqeQmCdGH5pdE0W02SLNfiSR+drM7wDA1EWafS2Reb5oQGn2VWPqxQZ4jjc6Yh6ITPCSbIFHjC0sO4VXMyvD392ERahuGNhjBinOXgIp/Q43hPMlMZ+EoVoq3RT+XMj1hz+LyPxYbxk3mtgdSwEA7QM7AQC6z9sKJiyiuqyp4c8UmScEmWxL6CUCJNdiklCD3xSIeSt3DN1H3oShMXhMQ9vkmQ3eMuJkhGbXRBFtIjLfPfI0+1rE4cgi8+RmXyvlIvOj0d4vmwrEE9XMEzK9M84Nf04i9b2U481BJDaJyLzDP9MrRM9NTYhDhZF5WxJ/hVy0cOC5lGZfKxPmBD4KM9298D0vagmWcH/vgUzkdi0yLQgCALqmR89EM0WR+RMZrTloQZcqHEPf4b0AgONaGwyTnsHE6EOza6IIEZmvJ82+WvM7QOozX1PNfJTOT1RHuGjCD/NIFl5GStY2R20sYuzQdupl4c9eAgK7lMLkU/hY6idbjhYIQDkyrydgqKbpOnIsOFaOFJn3Xd7TfhSO43hh6pylcJiBJi2PI/teD2vmtYSNx5zsjPBniyLzhETL8kvDn8kA78TGagkybJrcLuSOvQkA6DImNXKTiJMYml0TRYia+YP1pNlbtafZuzW42QuzPBKH1SPMAkU1Q2EUfQdEmj1lUhAyM5aciWNoAZCMwC5lworL4TENx7KLlH+2q/M0e2doZJ4pbhWX5yn9chu8MM2eauarxrJT2GcEztNHd/4BBhM18wkviLRFNbWWTYKNiJi38ny8qU3DQUxCc+vERm8OUYFUW5Bh0+J1wenaDwDos0jME42BvvmJIuqJzIfR3hpEW5RmX31kvkCR+ZoR58QtqZkflcg8F/NkWEjI6IaB17JrMLH/4VER8zOXnoE9f74Fi9qnKP9sV4+LzPNIr+Ia7MBsrx9OIRLzvhsIUYrM18bR9FzMGdiLwf3b0MwXX/SEI6LWxE4AQI5ZibYRJMYepmWj6dNPw/dcmORmf0KTmRCI+QmsG+gNxPxgSv13C0FUA32TEEW0hZH5PBirXmADkZivKTIv+syXiPlDPbkw0l+KSzXzNWOWtKYrjGDhZaSIyDxlUhCl5GZfCABwjNFJN26d1AE9gVaMHo/MMykyrzP1NfMAUOCReU9qg+dzN/ukW/yNNwbbFgAA9COvwBylmvmW6YF3Qz8oxZ4YSrqpGU0t7Y3eDGIYWiZ2AADSmgO7eycAwM1Oq/AvCCI56JufKEKI+YLro2vAwYRs9avDead2gSii63Ka/WuH+3DZPzyC9Uun4l8+cOaQfyOiyiTmq8cqTbMfzZp5boBH54soZeGGD+Ox4zuRXXVNozelLjwemWeuJOZFazrFaduOZgMMcPPRWD43wPN0+kqvBX3qYmA/0NL3BgwEiy9GwmJ++sLT8Mi8T+FgH8NFiY5EEERSpLOtyDELac3B5P5XgxdbOhq7UcRJC82uiSJMHZjQFEw+a021F+nvtRjgCYEnp9lv298DnwH3bzuEl/Z2D/k3kZinNPtqKTXAKzQgzZ5a0xGlpDJZLP/gNzF31UWN3pS68A0uAN2hkXnNVJsuK8z2PEdKs/cozX4ktHYuBwB0FHbDEpF5O/n05lOuvQGpWWsSH4cgiGTQdB3HtTYAQKe3GwBgtk1v5CYRJzE0uyaGMK016G9aq5jPOyMwwAvd7KPIfG/ODX/+wWOvD/k3IiXfpEhv1QijQY8Fx1tE5kcjWk5p9sR4x+d18RqPkAMIW52pNlRzwvr86PnMeM28rzilf7wzbd4KAMBkdKHNDxaOk47MEwQxPug12gEAtsbnvhOpxzzRGGh2TQxhWmswmTlYY6/5kTikW6GbfRSZ7xl0wp/vemk/3uwaLPo3IiWfDNWqJ+wzz9dMRjPNft7kLABg1gSqESXGJ74RLIAWRea5oZpqAzxRn+9LBniMDPBGRLZtIg4hcA3PasG5o5ZgBEFUw4DZXvR786RZ8X9IEAlT00z+e9/7HlauXInW1la0trZi3bp1uOeee8L3L7roImiaVvTfRz/60aLP2L17N6666io0NTVh6tSp+MxnPgPXdUuHIhpIBxfztUfmhQHeSPrMx0fmPZ/hh79/o+jfCCFqUpp91VilBnij2Jruj1bNxK+uOxefWL8w8bEIohEwnmaveXJkXqTZqxXYrh4sHMjO+fBEZJ5q5mvlkD276HcS8wRBVEPeLm4f2DaVxDzRGGqayc+aNQtf+9rX8Mwzz+Dpp5/G+vXrcc0112DLli3h33zkIx/B/v37w/9uueWW8D3P83DVVVehUCjg8ccfx49+9CP88Ic/xJe+9CV1e0TUzbSWYLJYa6/5kQhEM6ZmvjcXROZPndkKAPjZU3vC14Aoik+GatUTRub5YR7N1nS6rmFVZ3tNXgoEMZZgPDW7KM2eG6rpimvmRUq/nAXAvGAsSrOvnd6W+UW/m1a6QVtCEMRYwklHYv4YWmCl6NlBNIaaZvJXX301rrzySixatAiLFy/GV77yFTQ3N+OJJ54I/6apqQkdHR3hf62treF7GzduxNatW/GTn/wEq1atwhVXXIGbb74Zt956KwqFgrq9IupiqojM15hmH0Xma0mzH+pmLyLzb105AwunNqM37+Lnm/eE7zsuGeDVSiNb0xHEuMcMSkgML3pmmiyZPvMej8zLbfBEZJ7p1Ju6VtjkxUW/myk6hgRBDA/LTg5/7tInVvhLgkiWEefkeZ6HX/ziF+jv78e6devC1//93/8dP/nJT9DR0YGrr74aX/ziF9HU1AQA2LRpE1asWIFp06JejJdffjk+9rGPYcuWLVi9enXsWPl8Hvl8FPHo6ekBADiOA8dxYv8NUTviWE5qCi6LA925mo7vYCH4W0tH1f9OY4GoLLh++G+6BoKJadbS8WfrZuPz/70Vt//uDbz7zJmwDB15h7cQ0qof52THQKDiXT84ZoP54LiZNZwrYnRxfQbPdaFpGpg+dOFKlCdRmVLj8bnJnebl4brB/WSEfeaN8DWB6/nwXB+uy6D7QxfUKp3bqKf9IFx+7zKHt6bTzPA1ojrsaYuA7dHvml7/MXR9H57rwdV8aKy280uc+JTev3Q+xxfF928wR407tywzKfy515qEZpeevSc6XnivOnBi5lUnGtXOz2sW8y+99BLWrVuHXC6H5uZm3HHHHVi2bBkA4N3vfjfmzJmDGTNm4MUXX8RnP/tZbN++Hb/85S8BAAcOHCgS8gDC3w8cOFB2zK9+9av48pe/POT1jRs3hgsFhDre2PIsABN7jvTg7rvvrvrfvbxTB6Bj766duPvuoS70cWw9rgEwcPR4VzjWrn0GAA2vbXsJp05kaLYM7O/O4S9/sBHnd/h4eX8wzp7du3D33W9U+niCs2NfcJx9Btx33314YX/w+5FDB2o6x8SJx+ZHHmj0Jpz0uEeOAwC8wR5seuBeAMCZvgNowOuvvoL9XV7sv9se+2rEow/eP+S1NF/s7DlyAA9u/C0AwDhyEADQN5ALXyOqo9DXizOk35/8/eMw7NFJl6V7d2xTev/G3a/E+CDuXs0f6Ql/Pu5lsZM/+4kTnwfvHxv36sDAwPB/hBGI+SVLluD5559Hd3c3/uu//gsf+MAH8Mgjj2DZsmX48z//8/DvVqxYgenTp+OSSy7Ba6+9hgULFtQ6VMgNN9yA66+/Pvy9p6cHnZ2d2LBhQ1EaP1EfjuPgvvvuwzUbLsQtL/4efa6GSza8per+4E/9Zhuwfw9OWbwQV15SndlZ22tH8f2Xn0G2uQVXXnkOAOB7b2wCentxwbozcf6iyXiz+XV884EduO9NHffv09GSMgG4WLxgPq68fHHlAQgAwOFNu/Dfu7bDY8Bll12GPZv2AjtfxZzOWbjyylMbvXlEDK7PcCTnwtQ0GGUi85sfeQBnXngJTJOMzxrJy4U3gC1AxtKw7pLLgxefCyI6i1eejlnL1hb9veP56HV8TMkYsPX4yO2jD96PC9ZfOuTcvrj/PuAA0NacxsoNb4leGwSaWidgLX+NqA7m++i/5XOhm/1FG94Cq04x7/g+Dg16aLH0WG8XunfHNqX3b6X7lRh7yPevxvyy9+qu59PA/d8EABiT5kTPfuKEpVBw8MxjD2L9pZcibZ/4JVUiE304an7q2LaNhQsDobZmzRps3rwZ3/72t/H9739/yN+effbZAIAdO3ZgwYIF6OjowFNPPVX0NwcPBhGFjo6OsmOmUimkUkMdZi3LgmWR4Y9qprQ2wTZ1FFwfxwc9dE6szt2Xl2Ejk6r+vKRti/9bFv6bvnyQBtPenIZlWfjEJYvRnLHxmxf24fk9XejhNfWtGZvOf5WkxHFmwKOvHce/PxV4EGRrOFfE6KL5DIarlRXzAtM0YSp2TCdqw7CDDDHTL0jngpcd2Zkh54dpPgzmBeeugm+FaZowS+9PbtBm+IXwPc3n9flmaujfE8Oyx+zEYu9VAEA6k4UWs8BSC8zzYZgaTNMY/vzSvTvmKHf/xt6vxJhDvn81FmRVxd2rzZNnRL+0TKd7eQzgcQNt0xwbc99qt7HuJUTf94vq2WWef/55AMD06dMBAOvWrcNXvvIVHDp0CFOnTgUQpPy2traGqfpE49E0DdNaU9hzbBAHe3LonFhdKUPeDR561UbygcjETu4zLwzwWtPB5WnoGj503jx86Lx5ONCdw8atB/D64X6888zOqsc52RFGg9uOa/jovz8PAJg9sQnvPnt2hX9FEEQ16Fxgm370XWgyD9ASaHXGzfZ0yc1eiHlmnPiTkxORruxcoOdVFJhZt5AnCOLkoGVSJOaNthkV/pIgkqUmMX/DDTfgiiuuwOzZs9Hb24uf/vSnePjhh3Hvvffitddew09/+lNceeWVmDRpEl588UV8+tOfxgUXXICVK1cCADZs2IBly5bhfe97H2655RYcOHAAX/jCF3DdddfFRt6JxtHRmsaeY4M19ZrP89B8LWLe1Itb0zHGwjZ0LemhE9OOtjTev25u1Z9PBIhUT4cFUd4Pnz8Pn7pkMTI2tYsjiHrRhJhnUVcWK2xNp1hg88UBXVo40DxukqPYOf9kwZmwCOi5Dw7M2lr8EARx0pLJtiLPLKQ0B6mJJOaJxlGTmD906BDe//73Y//+/Whra8PKlStx7733BjW4e/bg/vvvx7e+9S309/ejs7MT1157Lb7whS+E/94wDNx555342Mc+hnXr1iGbzeIDH/gAbrrpJuU7RtTH1NZgclpLe7qw3VktYp5H5kXf8/6CBxGkb40R88TIWNLRAsvQ0JH28d33r8WqOZOG/0cEQVSFmQqylyw5Mg+enqk4Mq+FbfAkMc+EmKdn5kiwpi0BdgGOZoLCCgRBVIOm69ieXoHO/KuYsiC+GxdBjAY1ifnbb7+97HudnZ145JFHhv2MOXPmkHv2GKCDi/lDvfElFHFEkfnqo70iYizS7EVU3tQ1pGvoV09U5tSZbdh8w8V4+P6NWD6DTCMJQiW6HQhsi9fJM9+HpQVi3jDVRsv1sGY+ejbrFJmvi6lL1sF9UscxYzKmN3pjCIIYM0z/5G8xWMihuam50ZtCnMSQ7SYRS8doReb14si8qJdvSZvQtBO/B+RYIpsyQYeUINRjcvdzm6fZu06Ubm/YamO9YuFArs/XGYn5epg2ZxG2v+1XaJ5IUp4giOoxTBOGSUKeaCwk5olYprVxMV9TzfxIDPCKa+Yr1csTBEGciBhcYDexAQy4LjxXSrdX7JirpyLn/PA14WZPafYjZv5p5zd6EwiCIAiiZiiPmYhFRObfPD4Ixtgwfx0wkjR7M3SzD/5tz2AUmScIghgLTO5cgm5kkdXy2Pn0vXALUmTeqq9neSni8ywmRebD1nQUmScIgiCIkwkS80Qsi6c1wzZ1vNk1iGd2Ha/q34wszZ67rHsMjDH08Mg8md8RBDFWsFJpbG2/GADgPv9zeFKaverew8Jsz44T85RmTxAEQRAnFSTmiVjam2y8Y/VMAMAPHnu9qn8zktZ0os88EJjgyTXzBEEQYwVz1Z8AAJZ1PYT8QA8AoMAM5X3LRUq/JerkARhMtMEjMU8QBEEQJxMk5omyfOi8eQCAjVsPYueR/mH/Pj+CyLyomQeCuvlIzFNkniCIscPcMy7HYUxAG/px6Ok7AABuArY0Fo/MpxBF5g0m0uypsRpBEARBnEyQmCfKsmhaCy5aMgWMAf/3928M+/cjMcAzpci84/thmj1F5gmCGEsYpontUzYAAGa8wcW8loCYTwdiPsPy8L3gmatTZJ4gCIIgTkpIzBMV+cj58wEAv3h6L7oGChX/dkSReb00Mi9q5knMEwQxtmg+890AgIXeawAAF9WbgVbLpBnzkGMWbM3F/je2AgDMUMxTZJ4gCIIgTiZIzBMVOWfBJJwyvRWDjod/f3J32b9jjIUGeLW42eu6Bt5qHq7nh2n2rRlKsycIYmzReeq52KNFvcqTSLM3LRu7rGCR9cirTwKI0uwNiyLzBEEQBHEyQWKeqIimafjI+UHt/A8f3xmm0pdS8Pzw55RV22Vl8rp5hwzwCIIYw2i6jp0zrgx/TyLNHgCOtZ0CAPD3PgcAMCEi87QIShAEQRAnEyTmiWF568oZmNaawuHePH79/L7YvxFReQCwjdouK4uH5oPIvKiZp0kpQRBjjwlr3xP+7CUQmQcATF8FAGg9XpJmT5F5giAIgjipIDFPDItt6vjgOUF0/hdP7439m7wk5msxwAOkyLzH0DNIkXmCIMYuMxatwg5jAYDkIvNtC84AAMwuvArm+7DA0+ypZp4gCIIgTipIzBNVcekpUwEAL73ZDc9nQ94Pze8MHZqmDXm/EqLXvOtTZJ4giLHPvtlvBQC4WjLPsZmL16DATLSiHwd3bQ8j84ZFYp4gCIIgTiZIzBNVMX9KMzKWgUHHwxtH+oa8H5nf1X5JmdzRvrjPPEXmCYIYm8zd8HE8mzkHB5f9WSKfb6fS2GXOBQAcfuVJWLxm3rTSiYxHEARBEMSJCYl5oioMXcOyGa0AgD+82TPk/bDHfI3md0DUaz7v+ugrcDd7iswTBDFGaZ4wBXP/8k4su+rjiY1xtDUwwXP2Pg8TwfPXTFHNPEEQBEGcTJCYJ6rmVC7mX3qze8h7BSnNvlYs/m+6BwtgPIOfIvMEQRDl8TtOAwC0HnsRphY8fynNniAIgiBOLkjME1Vz6sw2AMAfYsS8qJlPWdX3mBeY3M3+WH9QL28bOtIj+ByCIIiTBWGCNzf3cviabVOaPUEQBEGcTJCYJ6pGiPmt+3rgl5jg5Z2RR+aFm/3x/gIAisoTBEEMx8wlZ8BhBlq0wfA1g/rMEwRBEMRJBYl5omoWTm2GberozbvYdWyg6L2CN/KaeeFmf2yAxDxBEEQ1pDJZ7DZmF71mUpo9QRAEQZxUkJgnqsYydJwyXZjgFafai8j8yNzsuZjvC8R8a4aiSwRBEMNxpHVp+LPLdBgmLYQSBEEQxMkEiXmiJoQJ3h/2FYv5gsfT7Eci5nmaPUXmCYIgqsebdlr4swN6bhIEQRDEyQaJeaImypngRZH52o3rRJp9WDOfosg8QRDEcDTPPyP82dFIzBMEQRDEyQaJeaImVoRivgeMRSZ4os/8iAzwdIrMEwRB1MrMJWfAY8FiqEuReYIgCII46SAxT9TEomnNsAwN3YMO9h6PXJSj1nQjN8CL3OwpMk8QBDEcTc1t2GPMAkBiniAIgiBORkjMEzWRMg0s6WgBUJxqH4r5ERngBf+mazDoM9+aoUkpQRBENRxqPgUA4Gq0CEoQBEEQJxsk5omaOXUGT7WXTPAKbj0GeEFkXmTtU2SeIAiiOpxpKwBQZJ4gCIIgTkZIzBM1s1yqmxdEkfmRGOAVX4ZUM08QBFEdE5ZdDADosSY3eEsIgiAIghhtSDURNbNCcrRnjEHTtPoi87zPvKCVxDxBEERVzFtxLl7K/wITO5cO/8cEQRAEQYwrSDURNbO0owWGruFofwEHenLYc2wQ9207AABIjyAybw6JzFOaPUEQRLUsPOPSRm8CQRAEQRANgMQ8UTNpy8Ciqc14+UAv/uI/nsPmnccBAJObU9iwfFrNnyfc7AWtJOYJgiAIgiAIgiAqQjXzxIg4lafaCyH/rjM78cD1F+KU6a01f5ZwsxdQzTxBEARBEARBEERlSDURI+KcBZPwX8/sxfzJWfz9O1Zg7fxJI/6s0sg8iXmCIAiCIAiCIIjKkGoiRsTbV8/EKdNbMX9KdkQO9jLmEDFPafYEQRAEQRAEQRCVIDFPjAhN00aUUh+HnGafMvUROeITBEEQBEEQBEGcTJBqIhqOLN5bMxSVJwiCIAiCIAiCGA4S80TDkfvMU708QRAEQRAEQRDE8JCYJxqO3Gee6uUJgiAIgiAIgiCGh8Q80XBkN/tWiswTBEEQBEEQBEEMC4l5ouHIBniUZk8QBEEQBEEQBDE8JOaJhmMWReYpzZ4gCIIgCIIgCGI4SMwTDUdOs6fIPEEQBEEQBEEQxPCQmCcaTnGaPUXmCYIgCIIgCIIghoPEPNFwKDJPEARBEARBEARRGyTmiYZDkXmCIAiCIAiCIIjaIDFPNByTWtMRBEEQBEEQBEHUBIl5ouFYBkXmCYIgCIIgCIIgaoHEPNFwTJ1q5gmCIAiCIAiCIGqBxDzRcEwpMk995gmCIAiCIAiCIIaHxDzRcMjNniAIgiAIgiAIojZIzBMNR3azbyYxTxAEQRAEQRAEMSwk5omGY5tBZD5jGUVmeARBEARBEARBEEQ8NSmn733ve1i5ciVaW1vR2tqKdevW4Z577gnfz+VyuO666zBp0iQ0Nzfj2muvxcGDB4s+Y/fu3bjqqqvQ1NSEqVOn4jOf+Qxc11WzN8SYZO6kLC5YPAXvP2dOozeFIAiCIAiCIAhiTFBTTvOsWbPwta99DYsWLQJjDD/60Y9wzTXX4LnnnsPy5cvx6U9/GnfddRd+8YtfoK2tDZ/4xCfwjne8A7///e8BAJ7n4aqrrkJHRwcef/xx7N+/H+9///thWRb+/u//PpEdJE58TEPHv/1/ZzV6MwiCIAiCIAiCIMYMNYn5q6++uuj3r3zlK/je976HJ554ArNmzcLtt9+On/70p1i/fj0A4F//9V9xyimn4IknnsDatWuxceNGbN26Fffffz+mTZuGVatW4eabb8ZnP/tZ3HjjjbBtW92eEQRBEARBEARBEMQ4ZcRuY57n4Re/+AX6+/uxbt06PPPMM3AcB5deemn4N0uXLsXs2bOxadMmrF27Fps2bcKKFSswbdq08G8uv/xyfOxjH8OWLVuwevXq2LHy+Tzy+Xz4e09PDwDAcRw4jjPSXSBKEMeSjun4hM7v2ML1GTzXhaZpYLo29H1enkRlSmMP1/PhuT5cl0H3h1a70bkd27i+D8/14Go+NEbnd7xRev/S+RxfFN+/fvAandtxgRfeqw6cmHnViUa18/WaxfxLL72EdevWIZfLobm5GXfccQeWLVuG559/HrZto729vejvp02bhgMHDgAADhw4UCTkxfvivXJ89atfxZe//OUhr2/cuBFNTU217gIxDPfdd1+jN4FIEDq/44vNjzzQ6E0gRsj2Yd5/9MH7R2U7iMZA9+7YpvT+pft1/EL36vjiwfvHxr06MDBQ1d/VLOaXLFmC559/Ht3d3fiv//ovfOADH8AjjzxS8wbWwg033IDrr78+/L2npwednZ3YsGEDWltbEx37ZMJxHNx333247LLLYFlWozeHUAyd37GF6zMcybkwNQ1Gmcj85kcewJkXXgLTpJaOYwnH89Hr+JiSMWDr8ZHbRx+8Hxesv5TO7RjE8X0cGvTQYumxHVro3h3blN6/dL+OL+T7V2M+3avjiELBwTOPPYj1l16K9Bgo7RaZ6MNR85Vp2zYWLlwIAFizZg02b96Mb3/72/iTP/kTFAoFdHV1FUXnDx48iI6ODgBAR0cHnnrqqaLPE2734m/iSKVSSKVSQ163LItESQLQcR3f0PkdG2g+g+FqZcW8wDRNmCadz7EE03wYzAvOXYV2nKZpwqR7dczBPB+GqcE0jeHPL927Y45y9y/dr+MD+f7VmAeA7tXxguczAIBpjo15cLXbWHdTb9/3kc/nsWbNGliWhQceiFJRtm/fjt27d2PdunUAgHXr1uGll17CoUOHwr+577770NraimXLltW7KQRBEARBEARBEARxUlBTZP6GG27AFVdcgdmzZ6O3txc//elP8fDDD+Pee+9FW1sbPvShD+H666/HxIkT0draik9+8pNYt24d1q5dCwDYsGEDli1bhve973245ZZbcODAAXzhC1/AddddFxt5JwiCIAiCIAiCIAhiKDWJ+UOHDuH9738/9u/fj7a2NqxcuRL33nsvLrvsMgDAN7/5Tei6jmuvvRb5fB6XX345/umf/in894Zh4M4778THPvYxrFu3DtlsFh/4wAdw0003qd0rgiAIgiAIgiAIghjH1CTmb7/99orvp9Np3Hrrrbj11lvL/s2cOXNw99131zIsQRAEQRAEQRAEQRASddfMEwRBEARBEARBEAQxupCYJwiCIAiCIAiCIIgxBol5giAIgiAIgiAIghhjkJgnCIIgCIIgCIIgiDEGiXmCIAiCIAiCIAiCGGOQmCcIgiAIgiAIgiCIMUZNrelOFBhjAICenp4Gb8n4wnEcDAwMoKenB5ZlNXpzCMXQ+R1buD5D76ALHRoMLeZ9NzifXV3dME06n2MJx2cYcD2kCiasmJPr8nu1q7sbJt2rYw7HY+jLufBNA5Yec37p3h3TlN6/dL+OL+T7V/NdulfHEXlpHuyk7EZvzrAInSt0bznGpJjv7e0FAHR2djZ4SwiCIAiCIAiCIAhCPb29vWhrayv7vsaGk/snIL7vY9++fWhpaYGmxYSsiBHR09ODzs5O7NmzB62trY3eHEIxdH7HF3Q+xy90bsc3dH7HF3Q+xy90bscXY+18MsbQ29uLGTNmQNfLV8aPyci8ruuYNWtWozdj3NLa2jomLnJiZND5HV/Q+Ry/0Lkd39D5HV/Q+Ry/0LkdX4yl81kpIi8gAzyCIAiCIAiCIAiCGGOQmCcIgiAIgiAIgiCIMQaJeSIklUrhb//2b5FKpRq9KUQC0PkdX9D5HL/QuR3f0PkdX9D5HL/QuR1fjNfzOSYN8AiCIAiCIAiCIAjiZIYi8wRBEARBEARBEAQxxiAxTxAEQRAEQRAEQRBjDBLzBEEQBEEQBEEQBDHGIDFPEARBEARBEARBEGMMEvMEQRAEQRAEQRAEMcYgMU8QBHGS0d/f3+hNIAiCIAiCIOqExDxRN6+99hqeffbZRm8GkRA7duzAr3/9aziO0+hNIRSwfft2XHfdddi3b1+jN4VIgIGBAXR1dSGfzzd6UwiCqABjDNQdmiCIeiExT9TF888/j9NPP53E/DjlxRdfxDnnnIO77roLhw8fbvTmEHXywgsvYPXq1fi3f/s3PPDAA43eHEIxW7Zswbve9S6ce+65ePe734177rmn0ZtEKGL79u34/Oc/jw984AP41re+hRdeeKHRm0TUwbZt2/Dxj38cb3vb2/C3f/u3eOSRRxq9SQRBlOG1117Dl7/8ZXzgAx/Arbfeip6enkZvUhEk5okR88ILL+Dcc8/Fhz/8YXz4wx9u9OYQitm9ezeuvvpqfPCDH8T3v/99zJgxo9GbRNTBCy+8gHXr1uETn/gEPvWpT+H222/HwYMHG71ZhCK2bt2K888/H7Nnz8Z1112H/fv34z/+4z8avVmEArZs2YK1a9filVdeQTqdxje+8Q186EMfwj//8z83etOIEfDyyy9j3bp1OHToEGbMmIGf/OQn+NznPoebbrqp0ZtGKGL//v3YunVrozeDUMBLL72ECy64AE899RSOHTuGT33qU7jxxhsbvVlFaIxyfIgR8Morr2DlypX4zGc+g5tvvhmO4+Dee+/FwYMH0dHRgYsuugjZbLbRm0nUwa9//Wt8//vfx1133QXHcXDzzTdjy5YtmDJlCs477zy8973vbfQmElXy7LPP4uKLL8YnPvEJfOUrX8FPf/pTXHfddbjnnnuwdu1a+L4PXae13bHKwMAA3v3ud2PevHn45je/CQC444478JOf/AS33XYbmpqa6Hk8Runr68O1116L1atX42tf+xqAYKF11apVSKVS+Mu//Et87nOfa/BWEtXieR7+6q/+CkePHsWPf/xjAMCbb76J7373u7jrrrtw1VVXheeZGJts27YNZ5xxBs4880zcdtttWLp0aaM3iRghe/fuxYYNG3DVVVfh61//OgBg48aNePvb347HH38cp512WoO3MIBmb0TNuK6Lf/zHf0RzczNOP/10AMAf/dEf4fOf/zxuvvlmvO1tb8OHPvQhPP/8843dUKIunn32WXR1dQEArrjiCjz22GOYMWMGduzYgW984xv44he/2NgNJKqiv78f5513Hj784Q/jK1/5CgDg3e9+N1atWoUvfvGL8DyPhPwYJ5VK4ejRo5g0aVL42uOPP47nnnsOp59+Oq655hp84QtfaOAWEiNF0zQcP34cq1evBgAMDg5i9uzZWL9+PZYvX47f/OY3uPfeexu8lUS1GIaB3bt3F6Xpzpw5E9dffz2uvfZa3HfffbjtttsauIVEPRw+fBgf/ehHsWHDBrz66qv42Mc+hm3btjV6s4gRwBjDb37zG8yZMwd//dd/DSDQPytXrsSMGTMwODjY4C2MoBkcUTOmaeK6667DO97xDtxyyy2YPXs2AOBnP/sZtm3bhk2bNuHRRx/Fd77znQZvKVEP55xzDtLpNG6//Xbouo5///d/x3e/+1384he/wDXXXIMHHniAvqTGANlsFn/4wx/wjW98A0AQGQKAP/3TP8Xu3bvx4osvAgAZMY1RfN9HX18fmpqa8Pzzz+O2227D3/zN3+DWW2/FF7/4Rdx2220477zzcM899+DOO+9s9OYSNcAYQ29vL/bs2YP9+/cDADKZDPbs2YOXX34Z73vf+9Db24s77rijwVtKVIN4xq5ZswYDAwPYvXt3+N7UqVPxkY98BIsXL8avfvUrMrAco7zxxhuYN28ebrzxRjz99NPYvn07Pv7xj9NcaQyiaRrOPvtsrF69GtOmTQMQ6J+Ojg6Yphk+k08IGEGMkG3btrH3vOc97KqrrmIvv/xy0Xt33HEH03Wdvfrqqw3aOqJeXnzxRTZ9+nR26qmnsg0bNhS9t3PnTtbU1MR+9rOfNWjriFrxPK/o9+7ubjZz5kz2F3/xFw3aIkIljz76KNuwYQN717vexRYvXsz+7//9v+F7+/fvZ52dneyWW25p4BYSI+Ub3/gG0zSNfeQjH2Ff+tKXWHNzM/vzP/9zxhhjP/vZz9j8+fPZsWPHhtzjxInJU089xZqbm9nnPvc5lsvlGGOM+b7PGGPs2WefZZqmsU2bNjVyE4kR0t3dzZ5++unwXty7dy/r6OhgF110Edu6dWv4d67rNmoTiSrwfT+8J+XXBMuWLWP/8R//Ef7+q1/9ir300kujtn2lmI1eTCDGBjt37sSmTZtw8OBBXHTRRViwYAGWLl2KG2+8ETt27MD8+fMBBCvPmqbBcRwsWbIEU6ZMafCWE9Ugn9+LL74Y8+fPx4oVK/Dd734X73znO3HkyBE8+eSTOPvsswEAHR0dOPvsszFhwoQGbzkRR+n5XLhwIbLZLDzPg2EY8DwPra2t+OxnP4tvf/vb+OAHPxim8RInPnHP4/PPPx8///nPkc1mccEFF6ClpSX8+0mTJmHJkiXha+I5TZx4lJ7bRYsW4frrr0c2m8UPfvADTJo0CV/4whfw2c9+FgBw8OBBtLe307P4BKW7uxu6rqOlpSWMzJ955pn453/+Z7z3ve9FJpPBpz71KbS2tgIAJkyYgOXLlyOTyTRys4kR0traijVr1gAACoUCZs6ciWeeeQZr1qzBxz/+cfzTP/0TFixYgG9961uYOXMm3vOe9zR4iwmZuPtVoGkaXNeFruvIZDJob28HAPzN3/wNvv71r2PHjh0N2GJOw5YRiDHDiy++yCZPnszOP/981t7ezk499VT2jne8gx04cIAxxlg+nx/yb/76r/+aveUtb2E9PT2jvblEjQx3fn/4wx8yTdPYFVdcwf7zP/+Tvfbaa+xzn/scmzFjBtu9e3eDt54oJe58XnvttezQoUOMseKIwFNPPcVmzpzJbrvttkZtLlEj5e7XgwcPMsYYO3bsGDvrrLPYjTfeyLq6ulhfXx/74he/yKZPn85ef/31Bm89UYnSc7t8+XL2P/7H/wjPbU9PTxjJFXziE59gf/zHf8wGBweHRJKIxrJlyxZ25plnsm9961usu7ubMRZkSInz9IMf/CDMuLj77rvZ7t272ec+9znW2dnJ9u3b18hNJ6qkq6srnOfG3X+O4zDGGNu3bx/r6Ohg69evZ3/8x3/MUqkU27Zt26huK1GZuPu1FBGxP+2009i9997LbrrpJpbNZtnmzZtHeWuLITFPVKSvr4+dd9557BOf+AQbHBxkjuOwf/7nf2bnn38+W7lyZSj4BFu3bmWf//znWWtra0NTTojqGO787t+/nzHG2J133snWrl3Lpk6dypYuXcoWLVrEnn322QZvPVFKtfermGAwxth73/tedsoppzDHcUgMnOBUe7/+6Ec/YpqmsaVLl7Kzzz6bzZ49m+7XE5xy5/a8885jK1asCM+tSN/dtm0b+9SnPsVaW1vZiy++2MhNJ2LYtWsXW7lyJZs4cSJbvnw5+/73vx8KBPk5e/fdd7MzzzyTdXR0sCVLlrC5c+fSvTpGqEb8MRYtoO/cuZNpmsYmTpxI5/gEo9L9Gse6devYkiVLWCqVariQZ4zEPDEMhw8fZkuXLmX/7//9v/A1x3HYgw8+yM4991x2zjnnsGPHjjHGGNuxYwe7/PLL2cKFC9lzzz3XoC0mamG487tu3Tp2+PBhxhhjBw8eZC+//DJ7/vnnwygvcWJRy/0qJhhPPvkkRWzHCLXcrw899BC76aab2G233UbndwxQy717/Phx9u1vf5tddNFF9F17AuJ5HvuXf/kXduWVV7Lt27ezD33oQ2zhwoVFAsHzvHBh5sCBA+wPf/gDe+KJJ4YESIgTk1rF38DAAPvkJz/Jmpub2ZYtW0ZxS4nhqOZ+FQtwnuexnp4eNnfuXGYYxgkTtCQxT1SkUCiwtWvXsr/6q78qet33fXbXXXexs846i335y18OL/TnnnuO7dq1qxGbSoyAas7vjTfeSMZKY4Rq71fxGjG2qPZ+JXOlsUet37VHjhwJxT1x4vHKK6+wX//61+HvskDo6upijBWn3BNjh1rEn+DVV19lZ511FnvyyScbscnEMFRzvzIWndcHHnjghMqIotZ0REUMw8B5552Hxx57DI899lj4uqZpuPLKK7Fq1Sps3LgxfH3VqlVhqzrixKea83vfffdRH/IxQi33KxmgjT3ofh2/1PpdO2nSJDK9O4FZtGgRrr766vD3f/mXf8GFF16Ir3/96/j5z3+Onp4e6LqOn/zkJ0U954kTH13XccEFF+CjH/0oFi9eXHRuf/azn6G7u3vI92tnZycefPBBnHXWWQ3aaqIS1dyvAPBv//ZvOH78ONavX48VK1Y0anOHQN/4REV0XcfnP/95DAwM4H/9r/+FZ555JuxTDQCXXHIJjh8/jq6ursZtJDFiqj2/x48fb+BWEtVC53N8Q8/j8Qud2/GLOI+yQPjpT3+KD3/4w/j0pz9Nz+MxSLXi78c//jG6u7uRSqWQzWYbtblEDVS6X//qr/7qhFx8IzFPVKRQKKC9vR0PPfQQjhw5gk9+8pP45S9/CcdxwBjDY489hkmTJiGVSjV6U4kRQOd3fEHnc3xD53f8Qud2fOH7fvizYRhwHAdAIBAuuugifPzjH8fPf/5zbNy4EXPmzGnUZhIKGG6xhhbgTnzG+v2qMVbSSI84aWElvYdFT+p9+/Yhl8th4sSJeOc734nDhw/j4MGDOPXUU7F582Y89NBDWLVqVeM2nKgKOr/jCzqf4xs6v+MXOrfji3Ln8/Dhw3j11VdxzjnnFL3+qU99Cj/+8Y/x2GOPYdmyZY3abKIOfN8vKmdyHAeWZQEAPvKRj+D2229HNpvFI488gtNPP71Rm0nEMB7vV4rME3BdF0BwgQPBQ8p1XRiGgV27duHMM8/EXXfdhfb2dtxxxx34zne+g09+8pP4kz/5E2zevJkmFyc4dH7HF3Q+xzd0fscvdG7HF8Odz1WrVuHFF18M/94wDPzHf/wHvvOd7/z/7d1dTFP3H8fxzzk9bedQJlk2BGMcZg9FJgTnTDYnG5nMC4ELlLgBQnYzUaNAFrfERLosLGzELAOTmUWWuWRruVIXY7K4zJg9sDEZC4nFZA8XxBVGmYiYVmsffv8L/pyI8p/g33k4335eN+oJJD9891f99rTn4NSpU/N2MKDpbj7nmUgkoOs6RkdH0d3dDQBwOp3mGfq0tDRkZGSgp6eHg/w8Inm/8sx8ijt//jwOHjyI0dFRZGdn4+WXX8YzzzwDAAgGg3jiiSdQU1ODQ4cOQSnFCyvZDPvKwp6ysa9cbCvLXHreeBYwGo0iFAph2bJlVi2dZikej8MwDPMsfDKZRDKZhGEYGBwcxLPPPov9+/ejvr7e/B6/34/q6mqcPXsWTz31lIWrpxtJ36/81yKFBQIBrFu3DkopPPTQQxgZGUFRURE6OzsRiUTw119/YdeuXfjwww+haRr/c2Ez7CsLe8rGvnKxrSxz7Xkjt9s97wcDmhz+9uzZg8rKSjQ1NeGHH36AruswDAPBYBB5eXkoKyvD9u3bp31fRUUFBgcHOcjPIymxX//dO9/RfHXt2jW1efNmtXv3bvPY0NCQ8ng8yuVyqQMHDiileC9qu2JfWdhTNvaVi21lYU/5zp07pzIyMlR9fb3asWOH2rp1qzIMQx0+fFiFw2HV29ur3njjDZVIJKxeKt1GquxXw+oXE8gasVgMv/32G0pKSgBMvp0oKysL69atw4oVK7B37154PB5s2rTJ4pXSnWBfWdhTNvaVi21lYU/ZotEovF4vampq0NHRAQAYHh5Gf38/du3ahcuXL+P111/H6tWrbzmLS/NPquxXvpcrRbndbixfvhxnz57FxMSE+RmgL774Ao2Njairq0NraysikYjVS6U7wL6ysKds7CsX28rCnrJNDX95eXkApg9/GzZswN69e3Hy5EkO8jaRKvuVw3yKmbqXotPpxIsvvohAIIDS0lLs27cPeXl52LJlC0pKSrBx40YEg0HzXotkD+wrC3vKxr5ysa0s7JkaUmX4ky7V9ivfZp8ixsfHsXjxYui6bl6hs6GhARkZGTh9+jR+/fVXvPPOO2hoaAAw+YSWnp5u8apptthXFvaUjX3lYltZ2DM1TF2xfmr46+rqQmlpKZ577jl0dHRg27ZtKCkpwcWLF3HmzBnbD39Spex+tfpD+/TvGxgYUDk5OWr//v3msWg0Ou1rrl+/Pu3P9fX16qWXXlKRSOSerJHuHPvKwp6ysa9cbCsLe8p36dIl8/exWMz8/aeffqrq6urU5s2b1QcffGAeP3r0qMrPz1fj4+P3cpk0C6m8X3lmXrgLFy6gqqoKhmHg2LFjMAwDzc3NcLlc5qtWAMxfu7u74fP54PP58O2332LBggVWLp9ug31lYU/Z2FcutpWFPeU7f/48Nm3ahJqaGrz99tswDAPXr1+Hy+VCbW0tamtrEYvF4HQ6ze85deoUlixZApfLZeHK6Wapvl85zAumlILf70d2djYaGxvx/fffw+/3AwCam5thGAYSiQQcDgc0TUMymcTff/+Nvr4+fPPNN8jPz7f4J6B/wr6ysKds7CsX28rCnvKl+vAnCfcrh3nRNE1DbW0tMjMzUVJSgoKCAgCA3++HUgperxcOh8P8rJCu6ygvL0dxcTEWLVpk8erpdthXFvaUjX3lYltZ2FM2Dn+ycL+Cn5lPNUNDQ8rr9SqPx6Peeust8/ixY8dUPB63cGV0N7CvLOwpG/vKxbaysKcsw8PD6siRI0oppUZGRmZsm0gkpn3PxMTEPV0j3blU2688My/M8PAwLly4gEuXLmHDhg1wOBwAJq/UqWkasrKy8NprrwEAurq6oJTC5cuX0d7ejj///BPZ2dlWLp9ug31lYU/Z2FcutpWFPVPLkiVLUFdXBwB4+OGHsX37dgCTbQHA6/VC13UcP34cZWVlcBT4TDEAAAY2SURBVDgccs7iCsD9ehMLX0igu6y/v18tX75cPf744+qBBx5QHo9H+Xw+dfHiRaXU5KuMyWRSKTX5qlVzc7PSNE1lZGSo3t5eK5dOs8C+srCnbOwrF9vKwp7yDQ0NqZ6eHvXll19OOzN7Y9tgMGiezfV6vaqxsVFpmqaCwaBVy6YZcL/eisO8EKFQSHk8HrVv3z71xx9/qGAwqLZu3apyc3OV1+tVoVBIKaXMB7hSSm3btk2lp6erQCBg1bJplthXFvaUjX3lYltZ2FM+Dn9ycL/OjMO8EIFAQD3yyCO3PPG8+eabatWqVaqtrU2Fw2HzeGdnp1q8eLHq6+u710ulO8C+srCnbOwrF9vKwp6ycfiThft1ZrrVb/OnuyMWiyEejyMSiQAArl69CgB49913UVxcjEOHDuH33383v760tBR9fX0oLCy0ZL00N+wrC3vKxr5ysa0s7Cnb6Ogorl27hoqKCqxYsQLZ2dno6upCeXk5jh49iiNHjiASiUDTNADAxx9/jBMnTuDMmTNYuXKlxaunm3G/zkxTSimrF0F3x9q1a7Fw4UKcPn0aABCNRuF2uwEATz/9NB599FH4/X7zlhtkL+wrC3vKxr5ysa0s7ClXf38/SktL4fP5sH79ely9etW8R3xDQwNOnDiB48ePm7ebGxkZQSQSQU5OjpXLpn/A/Xornpm3qXA4jCtXrmBiYsI89tFHHyEQCKCqqgoA4Ha7EY/HAQBFRUUIh8MAkDIPbjtjX1nYUzb2lYttZWHP1FJQUICsrCx4vV4AwIIFCxCNRgEA7e3tePDBB9Ha2goASCQSyMzM5CA/j3C/zg6HeRsaGBhARUUFnn/+eeTm5uLzzz8HAOTm5qK9vR1fffUVKisrEYvFoOuTiUOhENLS0hCPx8E3Y8xv7CsLe8rGvnKxrSzsKR+HPzm4X2eP95m3mYGBARQVFaG2thZr1qzBzz//jFdffRUrV65EYWEhysvLkZaWhp07dyI/Px8ejwculwsnT57Ejz/+CMNg8vmMfWVhT9nYVy62lYU95RsYGEBTUxNGR0cxMjKCtrY2VFdXm8Pf7t27UVlZCZ/PZw7uNw5/DofD/Ow8WYv7dW74mXkbGRsbwyuvvAKPx4P29nbzeHFxMVatWoWOjg7z2JUrV9DS0oKxsTHcd9992LFjBy/mMc+xryzsKRv7ysW2srCnfDMNfwcPHkRPTw8KCwsRiUTw9ddfY+fOnVi4cOEtw9+TTz5p9Y9A/8X9Onep9dKFzcViMYyPj2PLli0AgGQyCV3XkZOTg7GxMQCAmrzdIBYtWoT33ntv2tfR/Ma+srCnbOwrF9vKwp6yjY2NoampCdXV1Xj//fcBAFVVVejr68Mnn3yCwsJC3H///SgrK8MLL7wwbfj76aefUnL4m8+4X+eOw7yNZGZm4rPPPsNjjz0GYPJiHbquY+nSpRgcHAQAaJoGTdMwMTGB9PR08xjNf+wrC3vKxr5ysa0s7Ckbhz9ZuF/njo9im5l6cCeTSTidTgCTT1KhUMj8mtbWVnR2dpoX+EjlB7jdsK8s7Ckb+8rFtrKwp1xTw9/69esBTA5/ALB06VJzWNc0DbquT7swHvvOX9yvc8Mz8zal6zqUUuaDd+oJq7m5GS0tLfjll19S7gIQkrCvLOwpG/vKxbaysKdMsx3+3G439uzZA8MwUnr4swvu19nh34CNTT3ADcPAsmXLcODAAbS1taG3txcFBQVWL4/+T+wrC3vKxr5ysa0s7CkXhz95uF9vj49oG5t6knI6nTh8+DDS09Px3XffYfXq1RavjO4G9pWFPWVjX7nYVhb2lI3Dnyzcr7fHz8wLsHHjRgBAd3c31qxZY/Fq6G5jX1nYUzb2lYttZWFPmW4e/lpaWjj8CcD9+r/xPvNChMNhpKWlWb0M+pewryzsKRv7ysW2srCnXL29vVi7di3OnTvH288Jwf06Mw7zREREREQkCoc/SgUc5omIiIiIiIhshp+ZJyIiIiIiIrIZDvNERERERERENsNhnoiIiIiIiMhmOMwTERERERER2QyHeSIiIiIiIiKb4TBPREREREREZDMc5omIiIiIiIhshsM8ERERERERkc1wmCciIiIiIiKymf8AA7zKNB9+hnUAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_backtest(forecast_df, ts, history_len=70)" ] }, { "cell_type": "markdown", "id": "d2474eeb", "metadata": {}, "source": [ "## 5. Metrics visualization " ] }, { "cell_type": "markdown", "id": "7f3ef5e1", "metadata": {}, "source": [ "In this section we will analyze the backtest results from the different point of views. " ] }, { "cell_type": "code", "execution_count": 30, "id": "d429830c", "metadata": {}, "outputs": [], "source": [ "from etna.analysis import metric_per_segment_distribution_plot\n", "from etna.analysis import plot_metric_per_segment\n", "from etna.analysis import plot_residuals\n", "from etna.analysis import prediction_actual_scatter_plot" ] }, { "cell_type": "code", "execution_count": 31, "id": "09ed6f7a", "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(\"./data/example_dataset.csv\")\n", "df[\"timestamp\"] = pd.to_datetime(df[\"timestamp\"])\n", "ts_all = TSDataset(df, freq=\"D\")" ] }, { "cell_type": "code", "execution_count": 32, "id": "e88128e9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "16:56:13 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:14 - cmdstanpy - INFO - Chain [1] done processing\n", "16:56:14 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:14 - 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cmdstanpy - INFO - Chain [1] start processing\n", "16:56:15 - cmdstanpy - INFO - Chain [1] done processing\n", "16:56:15 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:15 - cmdstanpy - INFO - Chain [1] done processing\n", "16:56:15 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:15 - cmdstanpy - INFO - Chain [1] done processing\n", "16:56:15 - cmdstanpy - INFO - Chain [1] start processing\n", "16:56:15 - cmdstanpy - INFO - Chain [1] done processing\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 1.6s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 1.6s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.2s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.6s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.8s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 1.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 1.0s finished\n", "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.2s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.2s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.2s finished\n" ] } ], "source": [ "metrics_df, forecast_df, fold_info_df = pipeline.backtest(ts=ts_all, metrics=[MAE(), MSE(), SMAPE()])" ] }, { "cell_type": "markdown", "id": "9a262ca0", "metadata": {}, "source": [ "Let's look at the distribution of the SMAPE metric by folds. You can set `type_plot` as `box`, `violin` or `hist`." ] }, { "cell_type": "code", "execution_count": 33, "id": "aae8537c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "metric_per_segment_distribution_plot(metrics_df=metrics_df, metric_name=\"SMAPE\", plot_type=\"box\")" ] }, { "cell_type": "markdown", "id": "05c8447b", "metadata": {}, "source": [ "Let's look at the SMAPE metric by segments" ] }, { "cell_type": "code", "execution_count": 34, "id": "604e8982", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metric_per_segment(metrics_df=metrics_df, metric_name=\"SMAPE\", ascending=True)" ] }, { "cell_type": "markdown", "id": "de2f2dc2", "metadata": {}, "source": [ "Now let's look at the residuals of the model predictions from the backtest. Analysis of the residuals can help establish a dependency in the data that our model was not able to find. This way we can add features or improve the model or make sure that there is no dependency in the residuals. Also, you can visualize the residuals not only by timestamp but by any feature." ] }, { "cell_type": "code", "execution_count": 35, "id": "13f6ba42", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_residuals(forecast_df=forecast_df, ts=ts_all)" ] }, { "cell_type": "code", "execution_count": 36, "id": "22e2dcf7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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