{ "cells": [ { "cell_type": "markdown", "id": "eb837376", "metadata": {}, "source": [ "# Backtest: validation on historical data\n", "\n", "\n", " \n", "" ] }, { "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", "* [Validation visualisation](#chapter3)" ] }, { "cell_type": "code", "execution_count": 1, "id": "59a375fd", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\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.pipeline import Pipeline\n", "from etna.models.prophet import ProphetModel\n", "from etna.analysis.plotters import plot_backtest" ] }, { "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": "code", "execution_count": 2, "id": "d156218d", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:21.160357Z", "start_time": "2021-06-25T14:24:20.715890Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img = plt.imread(\"./assets/backtest/backtest.jpg\")\n", "plt.figure(figsize=(15, 10))\n", "plt.axis(\"off\")\n", "_ = plt.imshow(img)" ] }, { "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": 3, "id": "db1cf7b8", "metadata": {}, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
timestampsegmenttarget
02019-01-01segment_a170
12019-01-02segment_a243
22019-01-03segment_a267
32019-01-04segment_a287
42019-01-05segment_a279
\n", "
" ], "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": 3, "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 spacial data structure TSDataset. So, before starting the EDA, we need to convert the classical DataFrame to TSDataset." ] }, { "cell_type": "code", "execution_count": 4, "id": "163fbe68", "metadata": {}, "outputs": [], "source": [ "df = TSDataset.to_dataset(df)\n", "ts = TSDataset(df, freq=\"D\")" ] }, { "cell_type": "markdown", "id": "f72a10ab", "metadata": {}, "source": [ "#### Let's get a look on series" ] }, { "cell_type": "code", "execution_count": 5, "id": "737372fc", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 6, "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": [ "### `Pipeline` " ] }, { "cell_type": "markdown", "id": "e52d04ab", "metadata": {}, "source": [ "Now let's create an instance of `Pipeline`." ] }, { "cell_type": "code", "execution_count": 7, "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", "* dataframe with metrics for each fold and each segment, \n", "* dataframe with predictions, \n", "* dataframe with information about folds." ] }, { "cell_type": "code", "execution_count": 8, "id": "89ddaca6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -7.33119\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 78 351.428 0.00108261 69.8507 1.193e-05 0.001 142 LS failed, Hessian reset \n", " 99 351.488 4.09565e-05 62.1772 2.498 0.2498 174 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 128 351.504 0.000101895 66.8605 1.806e-06 0.001 245 LS failed, Hessian reset \n", " 159 351.509 1.25351e-05 49.4763 2.036e-07 0.001 319 LS failed, Hessian reset \n", " 197 351.51 1.5645e-06 81.3469 2.69e-08 0.001 405 LS failed, Hessian reset \n", " 199 351.51 4.78958e-07 63.0403 0.6819 0.6819 407 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 232 351.51 6.67546e-09 74.9334 0.181 0.181 452 \n", "Optimization terminated normally: \n", " Convergence detected: absolute parameter change was below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 1.3s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -9.23333\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 96 424.324 0.00270714 109.441 2.893e-05 0.001 183 LS failed, Hessian reset \n", " 99 424.474 0.00386822 92.942 1 1 186 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 173 424.59 1.904e-08 67.4841 0.3508 1 296 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 2.5s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -10.9227\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 498.209 2.25814e-05 60.9309 0.5061 0.5061 152 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 115 498.224 0.000136267 87.6912 1.629e-06 0.001 205 LS failed, Hessian reset \n", " 199 498.438 1.30227e-05 67.3973 0.1022 0.1022 322 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 291 498.46 0.000133428 84.1031 1.628e-06 0.001 496 LS failed, Hessian reset \n", " 299 498.465 4.1561e-06 67.4004 0.3478 0.3478 507 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 353 498.469 1.3736e-08 62.3368 0.2579 0.2579 580 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 3.7s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -15.657\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 568.354 0.000399332 67.8296 0.2033 0.2033 128 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 123 568.573 0.0017271 89.2648 2.448e-05 0.001 220 LS failed, Hessian reset \n", " 199 569.158 0.000178468 81.409 0.8683 0.8683 313 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 299 569.418 2.01598e-06 79.9285 0.9891 0.9891 445 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 315 569.418 9.60358e-09 66.104 0.03751 0.3812 468 \n", "Optimization terminated normally: \n", " Convergence detected: absolute parameter change was below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 4.9s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -12.3458\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 639.632 0.000312261 66.7522 1 1 131 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 103 639.65 0.000134 72.6138 1.915e-06 0.001 170 LS failed, Hessian reset \n", " 124 639.66 2.55787e-05 76.57 3.285e-07 0.001 230 LS failed, Hessian reset \n", " 151 639.661 2.66896e-08 61.0135 0.2453 1 267 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 5.9s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 5.9s finished\n" ] } ], "source": [ "metrics_df, forecast_df, fold_info_df = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()])" ] }, { "cell_type": "code", "execution_count": 9, "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": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \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_a18.687232584.6745294.3322550
0segment_a21.027199673.2677704.8429421
0segment_a29.8901911297.3676356.2546102
0segment_a35.7222081972.4227377.3680133
0segment_a32.0220841873.4374236.4743914
\n", "
" ], "text/plain": [ " segment MAE MSE SMAPE fold_number\n", "0 segment_a 18.687232 584.674529 4.332255 0\n", "0 segment_a 21.027199 673.267770 4.842942 1\n", "0 segment_a 29.890191 1297.367635 6.254610 2\n", "0 segment_a 35.722208 1972.422737 7.368013 3\n", "0 segment_a 32.022084 1873.437423 6.474391 4" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.head()" ] }, { "cell_type": "code", "execution_count": 10, "id": "e964dfc0", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.813834Z", "start_time": "2021-06-25T14:24:22.805147Z" } }, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
segmentsegment_a
featuretargetfold_number
timestamp
2019-06-29394.6607790
2019-06-30385.4921850
2019-07-01493.0059770
2019-07-02509.7387160
2019-07-03497.7494670
\n", "
" ], "text/plain": [ "segment segment_a \n", "feature target fold_number\n", "timestamp \n", "2019-06-29 394.660779 0\n", "2019-06-30 385.492185 0\n", "2019-07-01 493.005977 0\n", "2019-07-02 509.738716 0\n", "2019-07-03 497.749467 0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecast_df.head()" ] }, { "cell_type": "code", "execution_count": 11, "id": "0fd31a93", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.878475Z", "start_time": "2021-06-25T14:24:22.868922Z" } }, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
train_start_timetrain_end_timetest_start_timetest_end_timefold_number
02019-01-012019-06-282019-06-292019-07-290
02019-01-012019-07-292019-07-302019-08-291
02019-01-012019-08-292019-08-302019-09-292
02019-01-012019-09-292019-09-302019-10-303
02019-01-012019-10-302019-10-312019-11-304
\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", "0 2019-01-01 2019-07-29 2019-07-30 2019-08-29 1\n", "0 2019-01-01 2019-08-29 2019-08-30 2019-09-29 2\n", "0 2019-01-01 2019-09-29 2019-09-30 2019-10-30 3\n", "0 2019-01-01 2019-10-30 2019-10-31 2019-11-30 4" ] }, "execution_count": 11, "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": 12, "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", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -7.33119\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 78 351.428 0.00108261 69.8507 1.193e-05 0.001 142 LS failed, Hessian reset \n", " 99 351.488 4.09565e-05 62.1772 2.498 0.2498 174 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 128 351.504 0.000101895 66.8605 1.806e-06 0.001 245 LS failed, Hessian reset \n", " 159 351.509 1.25351e-05 49.4763 2.036e-07 0.001 319 LS failed, Hessian reset \n", " 197 351.51 1.5645e-06 81.3469 2.69e-08 0.001 405 LS failed, Hessian reset \n", " 199 351.51 4.78958e-07 63.0403 0.6819 0.6819 407 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 232 351.51 6.67546e-09 74.9334 0.181 0.181 452 \n", "Optimization terminated normally: \n", " Convergence detected: absolute parameter change was below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 1.1s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -9.23333\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 96 424.324 0.00270714 109.441 2.893e-05 0.001 183 LS failed, Hessian reset \n", " 99 424.474 0.00386822 92.942 1 1 186 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 173 424.59 1.904e-08 67.4841 0.3508 1 296 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 2.3s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -10.9227\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 498.209 2.25814e-05 60.9309 0.5061 0.5061 152 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 115 498.224 0.000136267 87.6912 1.629e-06 0.001 205 LS failed, Hessian reset \n", " 199 498.438 1.30227e-05 67.3973 0.1022 0.1022 322 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 291 498.46 0.000133428 84.1031 1.628e-06 0.001 496 LS failed, Hessian reset \n", " 299 498.465 4.1561e-06 67.4004 0.3478 0.3478 507 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 353 498.469 1.3736e-08 62.3368 0.2579 0.2579 580 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 3.5s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -15.657\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 568.354 0.000399332 67.8296 0.2033 0.2033 128 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 123 568.573 0.0017271 89.2648 2.448e-05 0.001 220 LS failed, Hessian reset \n", " 199 569.158 0.000178468 81.409 0.8683 0.8683 313 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 299 569.418 2.01598e-06 79.9285 0.9891 0.9891 445 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 315 569.418 9.60358e-09 66.104 0.03751 0.3812 468 \n", "Optimization terminated normally: \n", " Convergence detected: absolute parameter change was below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 4.7s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -12.3458\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 639.632 0.000312261 66.7522 1 1 131 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 103 639.65 0.000134 72.6138 1.915e-06 0.001 170 LS failed, Hessian reset \n", " 124 639.66 2.55787e-05 76.57 3.285e-07 0.001 230 LS failed, Hessian reset \n", " 151 639.661 2.66896e-08 61.0135 0.2453 1 267 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 5.8s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 5.8s 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": 13, "id": "be1c757f", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.756309Z", "start_time": "2021-06-25T14:24:22.745090Z" }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
segmentMAEMSESMAPE
0segment_a27.4697831280.2340195.854442
\n", "
" ], "text/plain": [ " segment MAE MSE SMAPE\n", "0 segment_a 27.469783 1280.234019 5.854442" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.head()" ] }, { "cell_type": "code", "execution_count": 14, "id": "087746fc", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.813834Z", "start_time": "2021-06-25T14:24:22.805147Z" } }, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
segmentsegment_a
featuretargetfold_number
timestamp
2019-06-29394.6607790
2019-06-30385.4921850
2019-07-01493.0059770
2019-07-02509.7387160
2019-07-03497.7494670
\n", "
" ], "text/plain": [ "segment segment_a \n", "feature target fold_number\n", "timestamp \n", "2019-06-29 394.660779 0\n", "2019-06-30 385.492185 0\n", "2019-07-01 493.005977 0\n", "2019-07-02 509.738716 0\n", "2019-07-03 497.749467 0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecast_df.head()" ] }, { "cell_type": "code", "execution_count": 15, "id": "25006752", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.878475Z", "start_time": "2021-06-25T14:24:22.868922Z" } }, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
train_start_timetrain_end_timetest_start_timetest_end_timefold_number
02019-01-012019-06-282019-06-292019-07-290
02019-01-012019-07-292019-07-302019-08-291
02019-01-012019-08-292019-08-302019-09-292
02019-01-012019-09-292019-09-302019-10-303
02019-01-012019-10-302019-10-312019-11-304
\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", "0 2019-01-01 2019-07-29 2019-07-30 2019-08-29 1\n", "0 2019-01-01 2019-08-29 2019-08-30 2019-09-29 2\n", "0 2019-01-01 2019-09-29 2019-09-30 2019-10-30 3\n", "0 2019-01-01 2019-10-30 2019-10-31 2019-11-30 4" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fold_info_df.head()" ] }, { "cell_type": "markdown", "id": "63a327e1", "metadata": {}, "source": [ "### 3. Validation visualisation " ] }, { "cell_type": "code", "execution_count": 16, "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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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_backtest(forecast_df, ts)" ] }, { "cell_type": "markdown", "id": "b916568e", "metadata": {}, "source": [ "Let's see how the data looked before the backtest - we specify `history_len`." ] }, { "cell_type": "code", "execution_count": 17, "id": "b0fd55d9", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:32:07.875780Z", "start_time": "2021-06-25T14:32:07.592652Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtgAAAFwCAYAAACCdAwbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9eZhcZ33mjX+ec05tve+tbu37ai2WbMuWvGMbg8MWQghkIZOEzGTCZJgXfiHvJIQkwwx5GSABQgiZgZiwYzAYbMCrbMuWLFv7vrVaUi/qvaq7qqvqbM/vj1NVvdTa3bK7JT+f6/Jl9alTTz1VdarqPt9zP/dXSClRKBQKhUKhUCgUVwdttiegUCgUCoVCoVBcTyiBrVAoFAqFQqFQXEWUwFYoFAqFQqFQKK4iSmArFAqFQqFQKBRXESWwFQqFQqFQKBSKq4gS2AqFQqFQKBQKxVVECWyFQqFQKBQKheIqogS2QqFQKPIihNglhPjD2Z6HQqFQXEsoga1QKBQKhUKhUFxFlMBWKBSK1xkhxJ8LITqFECNCiNNCiHuFEJoQ4hNCiPNCiAEhxA+EEHXj7vO7QoiLqdv+SgjRLoR4S+q2TwkhfiiE+FZqzKNCiFVCiL8QQvQKIS4LIe4fN1a1EOL/CiG6U/P4H0IIPXXbh4QQu4UQ/1sIMSSEuCCEeDB126eB24EvCyGiQogvF3me/5h67GEhxH4hxO2vx+upUCgUcx0lsBUKheJ1RAixGvhT4CYpZSXwANAOfAR4F3An0AoMAf+Uus864CvAB4EWoBqYP2noXwP+HagFDgK/wvtOnw/8LfAv4/b9N8AGVgBbgPuB8baPW4DTQAPw/wH/VwghpJT/HXgR+FMpZYWU8k+LPN1Xgc1AHfAd4IdCiGCR+ygUCsV1hxLYCoVC8friAAFgnRDCJ6Vsl1KeB/4j8N+llB1SyiTwKeC9QggDeC/wMynlbimlCXwSkJPGfVFK+SsppQ38EGgEPiOltIDvAUuEEDVCiGbgbcB/lVLGpJS9wBeA948b66KU8l+llA7wMJ6ob57qE5VSfktKOSCltKWUn0s979VTHUehUCiudYzZnoBCoVBcz0gpzwkh/iuegF4vhPgV8N+AxcCjQgh33O4OnrBtBS6PG2NUCDEwaeiecf+OA/0pgZz+G6AiNZYP6BZCpPfXxo8PXJn0WOn7TgkhxMeAP0g9pgSq8KriCoVC8aZCVbAVCoXidUZK+R0p5U48US2Bv8cTuA9KKWvG/ReUUnYC3cCC9P2FECGgfpoPfxlIAg3jHqdKSrm+1OmXslPKb/3/A94H1Eopa4AIIArdT6FQKK5HlMBWKBSK1xEhxGohxD1CiACQwKsuu8BXgU8LIRan9msUQrwzdbdHgF8TQtwmhPDjVb+nJVSllN3Ak8DnhBBVqcWVy4UQd5Y4RA+wrIT9KvF83n2AIYT4JF4FW6FQKN50KIGtUCgUry8B4DNAP54Vown4C+AfgceAJ4UQI8BevMWGSCmP4y2C/B5eNTsK9OJVoqfD7wJ+4ATeYspH8HzWpfCPeN7wISHEFwvs9yvgl8AZ4CLeycTlAvsrFArFdYuQsqSrfwqFQqGYJYQQFUAYWCmlvDDL01EoFApFEVQFW6FQKOYgQohfE0KUCSHKgf8NHMWL91MoFArFHEcJbIVCoZibvBPoSv23Eni/nOVLjkKI21MNZ7L+m815KRQKxVxDWUQUCoVCoVAoFIqriKpgKxQKhUKhUCgUVxElsBUKhUKhUCgUiqvInOjk2NDQIJcsWTLb03jDicVilJeXz/Y0rjvU6zo9bFfm7CiSGI0RLFOv53SRgC6yI6zjsSih8ik3S1SkcKTMGQyujteZkz5m1TF6dRl/zKrj9OqRGI1RWTE7x+n+/fv7pZSNuW6bEwJ7yZIlvPbaa7M9jTecXbt2cdddd832NK471Os6PbpiFkE9+6LWwT0vsuXW22dhRtcHAwmLBRX+rO17d7/A9p13zMKMrg86oib1QV/WdnW8zpz0MauO0avL+GNWHadXj/0vv8B999w9K48thLiY7zZlEVEoFAqFQqFQKK4iSmArFAqFQqFQKBRXESWwFQqFQqFQKBSKq8ic8GDnwrIsOjo6SCQSsz2V143q6mpOnjx5VcYKBoMsWLAAny/bk6hQKBQKhUKheOOYswK7o6ODyspKlixZgsixAv96YGRkhMrKyhmPI6VkYGCAjo4Oli5dehVmplAoFAqFQqGYLnPWIpJIJKivr79uxfXVRAhBfX39dV3tVygUCoVCobhWmLMCG1Diegqo10qhUCgUCoVibjCnBfZs097ezoYNG7K2f/KTn+Tpp5/Oe7+f/OQnnDhx4vWcmkKhUCgUCoVijjJnPdhT5ScHO/nsr07TFY7TWhPi4w+s5l1b5r8uj/W3f/u3hefyk5/w0EMPsW7dupLHtG0bw7hu3g6FQqFQKBSKNy3XRQX7Jwc7+YsfH6UzHEcCneE4f/Hjo/zkYOeMx3Ychz/6oz9i/fr13H///cTjcT70oQ/xyCOPAPCJT3yCdevWsXHjRj72sY/x8ssv89hjj/Hxj3+czZs3c/78eQ4dOsT27dvZuHEj7373uxkaGgLgbW97G//1v/5Xtm3bxqc//WmWLl2KZVkADA8PT/hboVAoFAqFQnFtcE2UTP/mZ8c50TWc9/aDl8KYjjthW9xy+P89coTv7ruU8z7rWqv4619bX/Sxz549y3e/+13+9V//lfe973386Ec/ytw2MDDAo48+yqlTpxBCEA6Hqamp4R3veAcPPfQQ733vewHYuHEjX/rSl7jzzjv55Cc/yd/8zd/wD//wDwCYpplpE9/e3s7jjz/Ou971Lr73ve/xnve8R8XuKRQKhUKheNNw8pf/h+rl22hduXm2pzIjrosK9mRxXWz7VFi6dCmbN28GYOvWrbS3t2duq66uJhgM8gd/8Af8+Mc/pqysLOv+kUiEcDjMnXfeCcDv/d7v8cILL2Ru/83f/M3Mv//wD/+Qb3zjGwB84xvf4Pd///dnPH+FQqFQKBSKa4FELML2g39OZNc/zfZUZsw1UcEuVmne8Zln6QzHs7bPrwnx/T++dUaPHQgEMv/WdZ14fOxxDMNg3759PPPMMzzyyCN8+ctf5tlnn53S+OXl5Zl/79ixg/b2dnbt2oXjODkXWCoUCoVCoVBcj3Sd2EurkBhmftfCtUJJFWwhRI0Q4hEhxCkhxEkhxK1CiDohxFNCiLOp/9em9hVCiC8KIc4JIY4IIW58fZ8CfPyB1YR8+oRtIZ/Oxx9Y/bo+bjQaJRKJ8La3vY0vfOELHD58GIDKykpGRkYAr8pdW1vLiy++CMC///u/Z6rZufjd3/1dPvCBD6jqtUKhUCgUijcVoxdeAcBvjczyTGZOqRaRfwR+KaVcA2wCTgKfAJ6RUq4Enkn9DfAgsDL134eBf76qM87Bu7bM53+95wbm14QQeJXr//WeG163FJE0IyMjPPTQQ2zcuJGdO3fy+c9/HoD3v//9fPazn2XLli2cP3+ehx9+mI9//ONs3LiRQ4cO8clPfjLvmB/84AcZGhrit37rt17XuSsUCoVCoVDMJUK9XqEy4Fz7AruoRUQIUQ3cAXwIQEppAqYQ4p3AXandHgZ2AX8OvBP4ppRSAntT1e8WKWX3VZ/9ON61Zf5VF9RLlizh2LFjmb8/9rGPZe2zb9++rG07duzIysHeu3dv1n5PPPFEVqv03bt38973vpeampppzlqhUCgUCoXi2qM15mmnkBOd5ZnMHOHp4AI7CLEZ+BpwAq96vR/4M6BTSlmT2kcAQ1LKGiHEz4HPSCl3p257BvhzKeVrk8b9MF6Fm+bm5q3f+973JjxudXU1K1asmOnzm9M4joOuj1lbPvaxj/HUU0/xyCOPsHLlyimPd+7cOSKRyNWc4jVJNBqloqJitqdxzWG5Ei1HR9DRaJQy9XpOG9uV+PXs11UdpzPDdCSGpo7X14P0MauO0avL+GNWHafZJGNh3vba7wHQTT0n7vx6SfcbjY5kFSvfKO6+++79UsptuW4rZZGjAdwIfERK+YoQ4h8Zs4MAIKWUQojCSn0SUsqv4Ql3tm3bJu+6664Jt588eXLWXrA3ipGRiQfFv/zLv8xovGAwyJYtW2Y6rWueXbt2Mfl4UhSnK2YR1LNdYwf3vMiWW2+fhRldHwwkLBZU+LO27939Att33jELM7o+6Iia1AezY0zV8Tpz0sesOkavLuOPWXWcZnP2Ra+/yDl9OfPsrpJfn/0vvzAnf/NL8WB3AB1SyldSfz+CJ7h7hBAtAKn/96Zu7wQWjrv/gtQ2hUKhUCgUCoUiC/Piq7hScKX+FipEHNsyZ3tKM6KowJZSXgEuCyHSkRz34tlFHgN+L7Xt94Cfpv79GPC7qTSR7UDk9fZfKxQKhUKhUCiuXSr7D3NRX4hb1QpAfGRolmc0M0rNwf4I8G0hhB9oA34fT5z/QAjxB8BF4H2pfZ8A3gacA0ZT+yoUCoVCoVAoFFlI12VR4iRnqneihWoAT2BX1jXP7sRmQEkCW0p5CMhl4r43x74S+M8zm5ZCoVAoFAqF4s1Af8dZVjOCNW8LRlkNAMmRwdmd1Ay5Llqlvx6Ew2G+8pWvTOu+//AP/8Do6OhVnpFCoVAoFArF9Uf/qZcBqFixHV95LQBm9Nq2iFw/AvvID+ALG+BTNd7/j/xgRsMpga1QKBQKhULx+iM7XiMpfbSu2oa/whPYVuzaFtilerDnNkd+AD/7L2DFvb8jl72/ATa+L//9CvCJT3yC8+fPs3nzZu677z6ampr4wQ9+QDKZ5N3vfjd/8zd/QywW433vex8dHR04jsNf/dVf0dPTQ1dXF3fffTcNDQ0899xzV+lJKhQKhUKhUMw+0nU5s+u7LNv5Xnz+wIzHq4yc4aKxmIZAkEBKYDvx8IzHnU2uDYH9i0/AlaP5b+94FZzkxG1WHH76p7D/4dz3mXcDPPiZvEN+5jOf4dixYxw6dIgnn3ySRx55hH379iGl5B3veAcvvPACfX19tLa28vjjjwMQiUSorq7m85//PM899xwNDQ1TfaYKhUKhUCgUc5qLR17g1n0f4SXHYu19H5rxeOV2mBFfAw1AqKoeABm/thvnXR8Wkcniutj2KfLkk0/y5JNPsmXLFm688UZOnTrF2bNnueGGG3jqqaf48z//c1588UWqq6uvyuMpFAqFQqFQzFViFw8D4AxevCrjlTsRTH8NAGWVtbhSIBLXtsC+NirYBSrNgOe5jlzO3l69EH7/8Rk/vJSSv/iLv+CP//iPs247cOAATzzxBH/5l3/Jvffeyyc/+ckZP55CoVAoFArFXEX0nwJAH746fQSrZBQrUAOAputECaElr22BfX1UsO/9JPhCE7f5Qt72aVJZWcnIyAgADzzwAF//+teJRqMAdHZ20tvbS1dXF2VlZfz2b/82H//4xzlw4EDWfRUKhUKhUCiuJyqHzwEQjM+8j6CVTFAuEshgbWZbTJRjmMMzHns2uTYq2MVIL2R85m8h0gHVCzxxPc0FjgD19fXs2LGDDRs28OCDD/KBD3yAW2+9FYCKigq+9a1vce7cOT7+8Y+jaRo+n49//ud/BuDDH/4wb33rW2ltbVWLHBUKhUKhUFxXzEu2A1CZ7JnxWCNDPTQDlNVlto1q5fisa7tQeX0IbPDE9AwEdS6+853vTPj7z/7szyb8vXz5ch544IGs+33kIx/hIx/5yFWdi0KhUCgUCsVsE40MsIgBAOqc/hmPFw/3AaCV12e2JfQK/E50xmPPJteHRUShUCgUCsWbgtGRMG2HX5ztabxp6W87AsAZfQUNhDET8RmNlxj2RLqvcix5LWlUElQCW6FQKBQKheKN4dRjn2PVY+9mdCQ821N5UxLrOAZAT9MOAMJX2mc0njXiCexA5VgF2/JVUeaOCez4SJiTT359Ro/zRqMEtkKhUCgUimsGLXIZn3DovXhytqfypkT0niQhffiX3w5AtLd9RuM5Uc9uEqpuymyz/VVUyFjm77an/w87DnyM/s5zM3qsNxIlsBUKhUKhUFwzBBOeZ3ek6+wsz+TNScXwOTqMRZQ3LwMgMZAjJnkqxD2BXVHXmNnk+iupkKO4jgOAGGoHwIxeO8kiSmArFAqFQqG4ZigzPUuB1Xd+lmfy5qQ52c5A2VJq5y0BQIY7ZjSeiIdJSh+BUOXYxmA1mpDEU4I6GPPytq3EtePLVgJboVAoFArFNUON7VU89XD77E7kOiFdJS6F0ZEwLfSTrF1FqLKGYcrRR2bWbEZPDDEsKhDaOEkaqgEgPuy915VJL2/bScYm333OogR2Ab74xS+ydu1aPvjBD872VPjJT37CiRMnZnsaCoVCoVDMGq7jUCfDAJTHLs3uZK4DYpEhjM8uJfr3N3D83z7K5WMvF9y/77zXIt3Xsg6Afq2BYPzKjObgt8JEtaoJ2/SUwE6MDAJQb/cCSmDPCo+3Pc79j9zPxoc3cv8j9/N428xbpH/lK1/hqaee4tvf/nbRfW3bnvHjFUIJbIVCoVC82RkevIJPeBXXeqtrlmdz7dNzZh81RHGEwa3d/86mnz/ElfNH8+6fThCpXrwRgGF/M1Vm74zmELQixPSJAtso97o6JqODJOMxGggD4CRHZ/RYbyTXhcB+vO1xPvXyp+iOdSORdMe6+dTLn5qRyP6P//E/0tbWxoMPPsjnPvc53vWud7Fx40a2b9/OkSNeBuSnPvUpfud3focdO3bwO7/zO/T19fHrv/7r3HTTTdx000289NJLAESjUX7/93+fG264gY0bN/KjH/0IgI9+9KNs27aN9evX89d//deZx/7EJz7BunXr2LhxIx/72Md4+eWXeeyxx/j4xz/O5s2bOX9e+c4UCoVC8eYj0uv5fS9qC2h2+zCTiVme0bVN/LKnZ6wP/pBXb/0nb1u4QHfG3pMkpY/GRWsAGA21UOfMTGCXOcMkfDUTtvkqvL/tWJihrrbMdte8dgT2NdHJ8e/3/T2nBk/lvf1I3xFM15ywLeEk+ORLn+SRM4/kvM+aujX8+c1/nnfMr371q/zyl7/kueee42/+5m/YsmULP/nJT3j22Wf53d/9XQ4dOgTAiRMn2L17N6FQiA984AN89KMfZefOnVy6dIkHHniAkydP8nd/93dUV1dz9Kh3Vjg0NATAX/3VX7F48WIcx+Hee+/lyJEjzJ8/n0cffZRTp04hhCAcDlNTU8M73vEOHnroId773vdO5aVTKBQKheK6YXTA8/t2V29h8VAHfZfPMn/FDbM8q2sXvf8Ew7KM+pZlRDrOAOBaybz7Vwyfo0NfQK3hyUe7spW6oRG6RqMEyyqmNYdKd5gr/poJ24KVXtt0Jx4m2jMmsOU1ZBG5JgR2MSaL62Lbp8ru3bszVed77rmHgYEBhoe9la3veMc7CIVCADz99NMTbBzDw8NEo1Gefvppvve972W219Z6lz4effRRvvnNb2LbNt3d3Zw4cYJ169YRDAb5gz/4Ax566CEeeuihq/IcFAqFQqG41kkOeQJbLtoOQz8j0nlGCewZUDNyjg7fEuZpGpovAIBj5b8q0JRsp6N8A7Wpv7Xq+YDXbGbesg1TfnzpulTJEZxAzYTtoZTAlvEwyfGC31IV7KtKoUozwP2P3E93rDtre0t5C9946zder2kBUF5envm367rs3buXYDBY9H4XLlzgi1/8Ivv376e2tpYPfehDJBIJDMNg3759PPPMMzzyyCN8+ctf5tlnn309n4JCoVAoFNcE7rC3oK55/Z1wGBK9107jkbmGdF0WmBc4Vn8f8wDd52kXaeevYDe4g7SVt2b+9tctAiDWexGmIbATsWHqhYNbVjdhe1lV6u9EBJw+XCnQhARrZm3Z30iuCw/2n934ZwT1iaI2qAf5sxv/7KqMf/vtt2cWOu7atYuGhgaqqqqy9rv//vv50pe+lPk7bSO57777+Kd/+qfM9qGhIYaHhykvL6e6upqenh5+8YtfAJ5fOxKJ8La3vY0vfOELHD7srditrKxkZGTkqjwfhUKhUCiuRbRYD8OUMW/JWuLSjxi6MNtTumYZ6G6jSoziNHiJILrf01H5LCLSdfELG2kEMtsqmpcAkByYXqJLNOw1DRKTBLbh8xOTQUQign+kk15RjyV1JbDfaN6+7O186rZP0VLegkDQUt7Cp277FG9f9varMv6nPvUp9u/fz8aNG/nEJz7Bww8/nHO/L37xi7z22mts3LiRdevW8dWvfhWAv/zLv2RoaIgNGzawadMmnnvuOTZt2sTGjRtZs2YNH/jAB9ixYwcAIyMjPPTQQ2zcuJGdO3fy+c9/HoD3v//9fPazn2XLli1qkaOiJBxX4rhytqehUCgUVw1/vJchrQ6haVzRWwiNqKi+6TLUdgiA0EIvEURPWUTyVbBty7PdSt2f2VaTajbjRqbXbCYe9hZIGhX1WbdFRRmGOUxFootBXzMJ/Gi2soi84bx92duvmqBO097envn3T37yk6zbP/WpT034u6Ghge9///tZ+1VUVOQU5V/96leprKzM2r5v376sbTt27FAxfYop8YcPv8r82hD/413Kn6hQKK4Pysx+RowGmoBwcD41iZl1EXwzk+z0gheaVtwIgBFIWUTyVLAtM+XNHiewg2UVDFKJEZ1eZKI54nXl9OUQ2KNaBYY1Qp3Vw6XKTSSsLjRbVbAVCsUs09Yf42zPtdNWVqFQKIpRbQ8QDzQAEK9YxDznCtJ1Z3lW1yaBgVP0UEdFbSMAPp8X2CCdPBXslMAW4wQ2wKDeSGh0es1mrKjXqTFY1Zh1W1yrIGiFaZQDmBXzSYoAuqMEtkKhmGViSZtI3JrtaSgUCsVVQbou9e4QVlmTt6FuKSFhMnhF2USmQ0PsHN2BZZm/9VQFW+SziKQr2OM82ADD/iaqzALZ2QVwUwK7rLYp67akUUmrdRFDuFC9CFME0J1rJ/dcCWyF4jolmrQJjyqBrVAorg9GIgMEhIWsmAdAsGkFAAMdp2dzWtcktmWy0LlMtHp1ZpsvtcgxXwXbSVtHjIkV7ESohQa3b3oTiXut0MtrsivYpq+SOrxIZH/DYkwtiKEE9tVBSrVAq1TUa6UYj+24JCyXcPzqZMErFArFbBPp9SrVRrUnsKsXrAJg9MrZWZvTtUpv+3H8woZ56zPb0gJb2Ll/N9IVbE2fWMF2KudTTYxELDLleWjxQaIyhM8fyLrN8Y2tUStvXoalBfG5SmDPmGAwyMDAgBKOJSClZGBgoKT8bcWbg5jpAJCwXBKWM8uzUSgUxTjzwiOc+effnu1pzGli/V6TmUCd19ykccFKbKnhDrQVupsiB5ELhwCoXLQxs03TdUypI/JWsD3hLSZVsI0WL+av48iLU56HkYwwrGWHPQA4gbE45LrW5dhaCP81JLDnbIrIggUL6OjooK9vmpcdrgESicRVE8XBYJAFCxZclbEU1z6xpJ35dyRuEfTpszgbhUJRjIrXvswG8wiXIgNUVGcnKiggOegJ7IqGhQD4/AF6tUb8wxdnc1rXJO6V49hSo2n5pgnbLXzg5K5gOylvtpjkwV609a2YewzMk7+EW6fWfTpghYlqVeRSQjJYA8AgVQTLK7H1IP6kEtgzxufzsXTp0tmexuvKrl272LJly2xPQ3EdMllgN1epqxsKxVxleOAKa5NHQcDgpVNU3LBjtqeEdF2SseHZnsYEnFQXx9rmhZltA/5Wqkcvz9aUrimS8Rj9l04BUDVwmE6tlcpQ+YR9TOFDyyOw3bRFxDexgh2qrOFUYAPz+3dPeU5BO0LcqM55mwh62/v1ZhoAxwjil/m7TM415qxFRKFQTJ/oOIGtFjoqFHObjj0/QheeHTI2R/zEhx79Anfv+w9EBqaXDvF6IGI9jMoAZZU1mW0j1atZZLdnmqAocnPmhUfgH7dww6P3ccOj97EpuZ+e8lVZ+1n4EPkEdsqbrRnZfunIgrtZ6l6i//LUWteXO8MkfdmdsQG0shoAhgOe597VQwRQAluhUMwiseSY7zo8qn54FIq5TNn5J+inBgC3f/b9xI5ts+TUvxIQFuEr7bM9nQz+0V4GtYkttbXWzQSFRdfZw7M0q7lNfCTMuS//Ottf/jBJEWT3DZ/mpa2f56Wtn6fhff+Qtb8lfGhuHoFtpSvY2QK7dotnDenZ/9iU5lcpR7D8tTlvM0I1ACTKPc+9a4QIXkMV7DlrEVEoFNNnQgVbZWErFHOWRCzCutHX2N/wTrSBJzEi7bM9JTp3f5c10qtcJ4bnzjqoULKPYaOe8Q71+pU3wyEYOrePRetumq2pzVnanv03bo8+x4ut/4GV7/s71gVDBfe38aHnE9ipCraeQ2C3LN9EN42UX3wW+G8lzc2xbWpkDDeUW2D7K7ztstqzBElfGSFhEnMcNH3urytSFWyF4jpkggdbWUQUijlL+57HCAoL/w3vpNdopWKW/cTSdWk9+q+MSk9EmcP9szqf8VTbA4wGJuYltyy/gVEZQHarCnYuZNLz0S9991/iLyKuAewCFex0C3XNl72mR2gaF+puY/XofsxEad0WY5F+NCEhVMerV/bwUueuCbfXLVrDZdFK1Zo7vcdPdZo0E9dGh+KSBLYQol0IcVQIcUgI8Vpq26eEEJ2pbYeEEG8bt/9fCCHOCSFOCyEeeL0mr1AochMzx1ewlUVEoZir6KcfJ0wFi7feRyS0gAazc1bn037wGdY6pzk4/7cAsFOd9uYCde4gZtnEjn+6YXDRv5ya8PFZmtUcJ+WnNnJUnXNhaz50N3dRRmYq2P6ct4uVD1Auklw6+HRJjzUa8U7eRFkd/3zoC/z9q3+D7Y79dlXWNVP+58dYuOE2b4OvDPAWa14LTKWCfbeUcrOUctu4bV9IbdsspXwCQAixDng/sB54K/AVIcTcr+UrFNcRaYtImV9XixwVijmKZSZZO/ISp6t2YPj8mFWLaZYDJVcAXxde+hIRyln+zk8AIEcHZ28u4xgdCVMmksjy5qzbwtXrWGyex7HtHPd8cyMc7/vfyCOKJ2MLP7rMU8FOi3V/7lSqRdveiilTcX0lkIh49iOnvIILw+eIJIc40ncg7/7C7wls8zoU2KXyTuB7UsqklPICcA64+XV4HIVCkYdY0kYTMK8qqDzYCsUc5dLBZ6gihrvGWyAm6pahCclAx5lZmU/s6BPcGNvN5eqtVNc3E5MBRPzqV7DNxOiU7zPU41ln9Kp5WbeJ1s2UiSTdbcdmPLfrDsfEknrJnmVHFKpgexYR3Rcgao7wl7v/G53RMUtTOq6vtf/lkh7LTPn7O4xRXOkC8Nzlp/Lur6UEtnU9WUQACTwphNgvhPjwuO1/KoQ4IoT4uhAi7VKfD4w3kXWktikUijeIWNKhPGBQU+ZTHmyFYo4S7/QEYeO6nQCE5q0AYKRrdqL6hpMSIWBo4b3e36ISIxG+qo8x0NVO8LNLOPB//yvSdUu+X7qLo7+2Jeu22hVeDW/gzCtXZ5LXEcKxsKaQZ+Fofow8FWzGVbAP9O7jxc5n+dn5H03YZbh6Fc1OadGOaftRO57Q3ta8nRc7nsFxc3cf1gJeZrcdvzYEdqmv+k4pZacQogl4SghxCvhn4O/wxPffAZ8D/kOpD5wS6h8GaG5uZteuXVOZ93VBNBp9Uz7v1xv1usK5i0l8ODjxETrCsqTXw3IlmhBZ20ejUQ7umXoLXIWH7Uo69OzXNRqNsnf3C7Mwo+sD05Fc0q7t49XtOMqoDNB+vp2LFy6RGPEuffed2kvMl22FeL0Z6epiPdAbTrJ39wu0UoGI9V3V4zTSto93CYsd3Q/zzBd64KYPo2nFq6uRC8fZBFzu6CYyaT6uY7NY+hg5s5u9u9detblebcYfs2/UcSpHhrDQS36sMltS7SRz7h/v6wbg5JHDPBt/EoAnz/2cm2M3IlK/HQnToFwk2L3rSYxA4UWVox3eieTh3iM0Gc1scNbxWnIvP37+YVYEV2btP3ylF4ALp44wMM4lkojNzd/8kgS2lLIz9f9eIcSjwM1SyswRLoT4V+DnqT87gYXj7r4gtW3ymF8Dvgawbds2edddd01n/tc0u3bt4s34vF9v1OsK3+/YT50VZfn8al69OFjS69EVswjq2Re1Du55kS233v46zPLNwUDCYkFFtv9x7+4X2L7zjlmY0fVBR9SkPujL2n4tHa/t+z5Djz6PG3ekUhJcl9j+AHXaCGtn4Tlc2J+As1C7YCnbd97ByRcqqRSjbLiKx+nBrpcAeKXmQe4N/4JXjmis/48PoxuF5chxsxsuwoo161i2OXs+F/cso8W+xPI5/Jkaf8y+UcfpqaNfx4772HLr7Tx8/GucGDjC39/x5bz7n9tfgS/m5JzbsQu/gjBsufUO/v2l76FFNQbsfirWNLKqzjuxOTFwBCKweMlCmpYUPtk5fu5nyCHo4gq3LriD37zxD/nuT79DZ1UPv7E1u157IWBCO7S0zGPVuPntf/mFOfmbX9QiIoQoF0JUpv8N3A8cE0KMv07zbiBtfnoMeL8QIiCEWAqsBPZd3WkrFIpCRJM25QGD6jKfWuSoUMxRapOdDAXGHJRC0+jR51EWnZ2oPtf2viuE7onAuF5JuXN126WLwTaiMsQNf/ItXlrwh9wSfoJTX34fllm4gYib9v/m6CIIMFi9lsXJs7hObnvBmxXNsbBTtdRdl59ib/duLo9czLu/q/vxydy/GcLx3gNhaJweOsFbFr0NXejs6hjzTRvVnkc+NlA8DUc4Sdr0IBEzzPqGjZT5yrilZQfPdzyT8WSPxxf0LCJucuoe/tmgFA92M7BbCHEYTyg/LqX8JfD/paL7jgB3Ax8FkFIeB34AnAB+CfxnKaU64hWKN5BY0qYioFMd8jGSsLGd0r2OCoXi9cd1HOY5VxitWDRh+1BwAbXJjlmZk0wlTuiGJ7ATRiVVMnJVH6Ms2k630YrQNG780Gd5admfsS36HOe/9O6C8WsyFd+m+bKvWgDIeZuoFHGuXDx5Vec72wwmBpBSTvv+wrWwhUHMinIh4rUxf/5y/hg9VwvgI5/ANjGlTtvweUwnya2tt7Ol6SZ2XX4qM8dQyiOfDF8pPjnH5FDQSyRZX78RgLsW3sdgop9j/dm55kawwpujeZ0IbCllm5RyU+q/9VLKT6e2/46U8gYp5UYp5TuklN3j7vNpKeVyKeVqKeUvXs8noFAosoklHcr9BjUh78doOKHiqxSKq8GxH/4P2r70Lk488S9Ew9NvwhLuuURImMjapRO2xysW0eL2zEolNl3BxvAsTaZRSaUcvarxd/XJTiKhMRfpjR/4FC+v+X/ZEt/D+a9+IO/90hnMmp47bq5mhdfFsf/M9XPBfCDex2/+7EEeb3t02mNoroWNj1ODx5FIgnqQXQWSOmSBCjaOiYXPs4HgieI7F76Fzuhlzoe95JvyBu+KjDNcXGALx+Jw0E/ICLGkajkAt7bcjl8P8NTFJ7L294c8gS3NN29Mn0KhmGWiSZuKgEFNmfdjFB5VzWYUiqvBggs/YlvsBXYe+Qta/nktx3/6j9MaZ6jjNAD+puUTtsvapQSExdCViyRiI3R+/m5OPvVvM512SbgZEeudmNu+SjQhiYavTrt0y0wyz+0hWTXxpGLLez/OK9VvZVnsYN77pgW2kaOLIMD8VVsxpYHTkX+Ma42j/YcwXZOnLj4+7TE06VWw06L4fat/h7PhUxPi9cYjNT/+vBVsC0sYHB84Sn2wkaayedwx/x40ofF8h1cVr6pvwZUCosWTRDTX4njAx5q6Deipha5lvnLuWXg/T138OVFzZML+GYFtXScVbIVCce0RM8c82IDKwlYorhJVboQ91W/nwFt/zGn/Om488Rn6Lk89Vi/R612ur2xdNWG7v9GL6ot0nqbth3/JDeZh5OVXZz7xEkg3EtFSFWzXXwVAdKj3qozfe+kMhnDRGpZl3eYEqvHJ/JVymWmYktsi4g8E6dAXUJayQVwPnBg4CsDhvgMMJqaXR667Fo7wcbz/CEuqlvG2Ze8C8ttEpOHHj50zQlFzrUwFe139DQghqAnWsblxW8YmYvj8hEUlxmjxY8ZyE5z3axl7SJp3r3w/cTvOL9t/NmF7ICWwsWaxEdMUUAJboXgdcVzJxYGZXc4Kj5r0RwsvAJpMLLXIMW0RUVnYCsXMcR2HGjmMXdbAks134fuNryGA0R/9lyllOgMw0IYtNeoXTIwjq1rgCe7kkZ+wvfvbwFg3vted9CLHlMCWgUoA4pGrU8GOdHpV+/KW1Vm3FaqcAuMymPO3/B4qW0xDIv8CvmuNEwNHqAs2IJG82PHstMbQXAtb6JwYOMq6+o20lM9nde26TMU5Cz2AJiS2nf1eaK5Jv2bQGb3MuvobMtvvWngfl0baOTXotasPa7UESjghuKxFcYRg3SSBvaZuPevqN/Lo2e9NWOxo+PzYUkOoCrZCoXjiaDf3fu55hmLTt2j8tx8c5k++lb997GSStoPlSCoC+phFJK4sIgrFTImG+zCEiyxvBKBx0Wr2L/8TtiRe4dQz35zSWIGRi/RojfgmCca61uXYUmNH/w8ZFuWMyBCaO7UT7OkiUx38tNQiRxH0KtiJqySwEz2eT7dhcY74NiOAX+SunAJIx6tu6wVafidqVtLiXplWp8i5huVYnB46yb2L3sqiyiX5BXERdGnR5dOJmOGMKL5r4X2cGjxOdyw76UOmUlrsZHaVWLgmx4Pe67++YVNm+1sWP0jIKOPHZ78HQNRXT5lVXGC3G977NF6sp3nPyvfTEb3Eq1f2jD2+ppEggLBVBVsxib6RJL881l18R8V1Q1c4ju1KRqa5yNB1Ja9eGOR8X+mdq2JJb3GUqmArFFeX6KD3/a1XNGW2rX73n3NWX87q/X9LNFL6ZfzqeCcDvtas7T5/gB7NE/AnNv6/REU5Ik/r6quNTFUt0wsJjZTAtqPTX8w5Hm3wAlEZoqYh+3mT8n1bVpEugr78FWyjaRW6kFy5cKLoXM7ue5K2Q88Xn/QscT5yBtNJsr5hI3ctvI+Dva8STgxOeRxd2pxOvWTpSvGdC98C5LaJiNR7b5mJ7LFci5NBHV3orK4dO0kq91Xw1iW/xnOXf8VQYpC4v4Fqu/hco8JCl1AbrMu67a4F91EXrOfRlGhPkxABdCWwFZP51xfb+E/fPoBpq8i0NwuRlPfZnGZM3oWBGCNJm4GYScIqLVUglvTEfHnAoCqkPNiK3LQdfpHDP/vn2Z7GNUViyEtG8FWPdVk0fH6G7/mfNBDm0u4flDxWs9NFtHxRztsu1m7ntbLbWfvWP8IWPrQ3SGCTrmCnfM6+kCew3dj0/L+TGR/Rl0VK2Nk5hN34uRkFKtiVC9cBELl0LO8+aYLP/BVNP/994rGRovvOBsf7xyV1LHgLrnR5sfO5KY+jS4uzfocyo5wlVZ73fX7FQtbUrecXF36aHQGYrmDneB801+JkQLC8ZhVBY2KXxnevfD+Wa/Hzth9hhRqoleGitikHByNPAqFP9/Fry3+dvd27JyzITIoAmhLYiskc7YggJdhT9eoprlmGE96PgjVNgX34cjjz7+5Inh+eSURTArsiYKBrgqqgoZrNKLKIPf9l1h3+9GxP45oiGfGSEYLVE9uYL958j2fl6CwtIi4a7qeGKHbNkpy3r/nwN1j2X36K0DQcYbxxAjudg52qEhv+EJbUIT50VYavT3ZMiOgbj0gJOyuHNcGbm4krBbqev+Nj89IN3hg9p4vOxSeTNDLEyZ9+rui+s8GJgSM0hBppDDWzvGYV8ysWTssmYkibc36btfVjSR0A71rxPtqH2zjYO3EBrSggsHXXpM0vWVO3Puu2xVVL2dp8Cz8990Os8gaCwiI2Uvi4sXHxSZH39oeWvQeJZHfH2ImFKYIYTmm/hbONEthvEFJKjnV5gf2WM/3QeMW1RSTuid3pXrUYL7C7wqWdtY+vYAPUlPkzlXSFIk3AHKSK2HXhV32jcEc8L3J5XcuE7Zqu0xZcR3M4uzlGLgYunwLAqM9O05iMLfxo7huzhiLLg61pREQlemLmAtuL6OvNiujLkKlg5/GbOzY2eu7qd4qyimq6acQ/VDzVRU9lPa9v+79Tsva8UaQXJQohEEJw18L7ONCzj3Byau+FhcVlw8zyOd+z8AGq/TX86Ox3J2wvKLClxaiA6kBNzsf69ZW/RV+8lyMh7ztlpK9wwyQHh/ynS9BUNo8FFYs41Lc/s83UAkpgKyZyaXA048NVXfXePAzHZ1jB7ojQWu3lvnaWKLDHKthetaKmzDdnc7DjI2GG/79NnN87/ZxXxfQos8IAhPu6Znci1xIxT2BX1jdn3TTceCNLnIvEIsUF0Gi3JwArWlcW2RNsYaC7b1CjqEmdHAFGtCr8UxR1uSgU0QcgUlXzXN5fSHUkRM9523j6goupGW0vup+BTZu2hBqinPnx/yy6fyEuHttL7/+8gfBACd0LS2AoMUhXrGNCfN1bFr0NRzr84sJPJ+x76mu/z4mvfyTvWBf8Dq4gK6kjYAR5aPl7eLnrea7Exr4D0gLbtXK8D9JECvBpuW0621tuZ155Ky+63mLW0cHCa84c4WLIwjJ0c9M2jvTtx3E9i6SlBTFcJbAV4zjWOZz5t+2qCvabhbRFZDoebNN2OdE1zP3r5yHEVCrYY4scAapDvjnrwR64fIol7mXka9+Y7am86ahwwsDYwj1FcfR4P0NU5vQB+5fcii4k3cdfKDqOM3AegLqFa4rvK3xo+TrrXWXEJIsIwKheRSB1MjYTCkX0AWgFKqfgCWxLFKp3ekQrlzLf7ijaCdOQNr1VG9hfcSdbOr7NUO/029MPnt7NYreD3vOlXcEoRjr/erwoXlazgs2NW/nJuR9kxGakv5ubBn5O3dChvGNd8nl6Y1Vt9rH2zuW/AcBPz/0ws01LvfdOjisJEu9Ez6flziLXNZ37Fr+Ns8lLRIXADBf+brFxMchvEQHY3LiVqBXlfMQ7KbW0ED4lsBXjOdoZyfx7utVMxbVHJFPBnvpJ1akrw5iOy01L6misCEzdIuIfE9hzNUUkPuhVfNaO7MFKXhtfmtcL1dJb3BUfUgK7VPyJAYZFdc7bWm64HVcKkm17ct4+Hl/4IgNUU1ZZU3RfRxgYb5BFBNfClQJtnM856auhzBkucKfSKBjRx1jl1LFyW0SEa2MXNBSkaFhNmUjS33Wh4G4+LKTuo+ptnyKIyYUnv1p87DzIqNdUJTGYHXs3HY4PHEYXRpYofs/K3+JKrIu93S8C0PHid/AJp+DxYQlPb5QZ5Vm3NZe3sHP+3Tze9ihJ2/v+zQjsHBVsJyWw/Xna1QNsaboJF5eDwQBukXbpjpD4ilSwNzVtA+BQyivu6EECSmArxnO8a0xgO6qC/aZhOOXBtqbhwU77rzctrKa1JkRXeOqLHCFlEZmjFWwr9QVcKeK0v/rELM/mzUM8NkKZ8ISMFb46l7XfDISsIaJGTc7bKqrruagvorKveGZ9ZfwyvUaOqLocuJofvUCHw6uJSPucxVhV0fTXUOnOXGBrg235I/oYq2DnEnbgZTCXIrDL5nsCfqD9aMH9DGkjdT8LVm2mS5tHsO9I0bHzoY161iE7cnU+SycGjrIiR1LHjvl30Rhqzvim69o8u4hP5hfYjvD0Rj5bx7tXvJ+IGeb5jmcA0FKt6HNZRGSqEVC+scBLPTGEwSvBEMQKd3O0kRhFZGhTWTPzKxZyOOXDdvQgfqkEtiKFlJJjnZGM4FGLHN8cSCkzHuzpWEQOd0SoL/czvyZEa02Qrsg0FzmG/IRHTVxXEjcd/vWFtpIj/15v3BEvlSEpfTjHf1Zkb8XVYrh/TAi40avTBvvNQIUdJu7PzuxNc6V6I8sSJ4raExrMLobzpGlMxtF8mQV5rzuuhTXJ5+wEa6mSI1PvVDmJsujF/BF9gObPb00Ar4LtlGARaVzq2Sri3ScL7ufDhpTVoadsJc2jU293n8YfTy2SHLk6Artj5BJLq5dnbTc0g3eu+A3297zCobO7WG95cYRGQYHtZu6biy1N26gO1PJaj3flRc8I7Oz3wS1iEQEIGiHW1m9gX7AM32jhBkW2KC6wATY3buNw3wFc6eIYIQK8MY2XZooS2G8AneE4Q6MWmxZ6lxZVTN+bg6TtZoT1dGxBhy+H2bSwBiEErdUhusLx7MzSHERNG7+u4Te8j3dNmQ9Xetsf3tPOp584ydMne6Y8n9cDLdZHQvo4WnErq4aeLypMFFeH0fDY+y+KVJkUY1TLMGagPu/tzvybqRKjXDmX34trJuI0yQHM6sUlPaYrfBhvVAU7lw2jrA6/cBgdCc9o7EIRfQBaqj27k6fRjOZaJVWwaxtbGaYcbaCwYPZhI1PNbRL161ggr0z7Oaa7FvpGr873quma+PVgztt+bdl78Gt+fnTgiwAc923AV+AEzBESQ2oTrkqMRwjB5satHOr1KsS6P73IMYeIFd73s6+ARQRgU+NWTgd0pFmkgi0kRgkLVzc1bWXEHKYtfBbXCBEscEIxl1AC+w0gvcBx88IaAGxVwX5TMD4ab6oxfdGkzbm+KJsW1ADQWhMiYbkMleCljiVtygNjX1rVqWYz/SNJ/u2ldgAOXAxPaT6vF754P0OihuSKt9NAmIuHd832lN4UxMcJbF987kWUzUUsM0kNUZyyhrz71K29A4ChUy/m3Sca7kUTEiqyk0hy4Wp+DN6gRY7SwhETBY9W7p1QjAxN/0TMdRya3T6SFfkFtu5PVU7t3Jf/tRIr2ELT6DIWUTmS34Pt2Da6kJlowMCCzQB0nno1730KUWl7KSuh5NVpKW85Jv48VeKaYB13L7qfV902jhsriVQux09uwenYNragaJV4c9M2eka76Y51Ziwi0s5RwRYpD3YBi0h6PFfAZa3wd4slwBDFBfbmxq0AHOp7Dekro0wkZ3xF5Y1ACew3gGOdEXRNcMN8r4KtFjm+ORgeJ7CnagtKNyXamLrq0VrjefFKWegYSzoZewh4OdgA39p7iSvDCSqDBvsvXZ3GETMlaA4wbNSy8NZ3Y0md+OGfFr+TYsZYw55Y6qeGkKkEdimMpBbkUkBgNy9dzxCV+LryC7V0hTa9qK8YrubDeMNSRLIr2EaF93xHI9MXj0N9XfiEA9Xz8+6TTi7JWTkFNGlhlyCwASIVS5hnXsx7eyYKMFXBblzpCbjoxYMljT+ZGjcMQIV1dT5Llmvi1/MfH2vFYuIavLpoB64ewJ/n+LDMBKYQxQV2Y3oh4WsY/vwCW1JaBXtDw2Z0CWf9hX+vLAF6CRXs5vIWWsrne1V2n/dbmIzHit5vtlEC+w3gWFeElU0VGdEz12P6PvzN1/jUY8dnexrXPBMr2FOzPhzuCANkKtjzUwK7lCzsaNLO+P3Bs4gAfOuVi6xsquADtyziRFdkTviwK6xBYr46KmoaOBHczOLeZ6+JysS1jhPrB6Dbv4QKe3CWZ3NtMDroVf31yqa8+whNoz24npbh/Avm0ikZoohISSN1n+cXniKJWGTKnyUhbZxJgidQ5Qns5AwE9nCPJ3b9dQUq2On85RzCDrwKtluiwLZrV9JAmJGh/ty3p0V86j1onL+MCOVoPVP/3UuMRqkQ3vdyrZv7s5R0kvztnk/ywuVfFh1PSonlWvj0/D7neee8yMOeJfNBD+StYNtW0hPYRarES6qXUe2v4VDv/oIC2035uQt5sAFCRohFbhUngrKg7c+rYJf2nm5u2sbhvv24RlpgR0u632yiBPbrTHqB44b51eia54GayxXsIx1hnjzRw/6Lc6PCeS2TzsCGqVewT3QNM78mRF259wPQWuN96ZVWwbYnVrBTFhHTdvnD25eybXEdliMnREfOFtXuEMmA9wM+vPh+Fsou+i4Vb3OsmCGxASypE61cQnWq+qYoTCKV6eurLmztiDZuZrHsyOvndVLVU2GUJrBd3V/QY5tzDuF+Kr+4jpO//Ncp3U9zTWwxUTyFqhsBMEdyi9VSiPVfAqC8YVHefYxAStjlrWCXZhEB8M/z4u16L+ROEslkbacEttA0LvtXUDtyqqTxxxPp86L5ukQzNURzdkZN2HF+3vZTnrjw/aLjWW7xpI7GwXYWmS5n4ueRegC/cHIKWSctsItUiTWhsalpK4f6xirYTBLYruNkBHYxiwjASmM+JwJ++lLv/WRcx5mSwF5XdwPDZoSw4f2WWqqCfe1zvCvCUGz6hvqe4ST9UZMNrVX4dO/lnssxff/6oudb6x25NmJw5jITKthTPKk62T3M2pbKzN915X4ChjYtgV2dqmA3VPh55+b53LioBmDWT6Jcx6FGDmOHPIHtb/K62sUGpt/wQVEaenyAiKjELWuilhGsfO2pFRmsiGerCdXOK7xjmedZTsRyn8BmKtglWkTQ/FOuYHcf202liKNfemlK9/N8zhPFWEWtJ7DTVz2mgzl4GYCq5vwLO410ekWeCrYuLVxRuHKapmahF9UX7TqT83Y7bdMZdxVhuGYNi6x2HHtqr3V0wOuCeCXkfX8N9WRnYXfHvJOzcLK4hcRKZVoXErFViS5WmSGO9h/CSZ2omcns3wbHTGIJga8EEbupcStXYl0MphpQSWei7rHMBFZqoWQxiwjA6vLV2EJw8HLu9QgZ+0qJArvcX+Hdz+ftbyZUBfuaxnElv/kve/n8U7k/pKXQ1ucdBKuaKzFSFey5usixMxzniaPdBH0a/VEv1k0xfdIZ2DC1qxYJy+F8X5S1LVWZbUIILws7UvzEx7OIjP1I1pb5qSnz8eE7lhH06dRXBFhSX8aBWRbYI0M9GMKFCu+Se6DKEybmiPIEv974zSFGtGpE6rWP9Kt26cVwUnGGlfUthXfMdMLL/Vl17bQHuzSxOB2LiHlxHwD1I1O7GqRJG2eSB7uixhPYjM7g+2K4C0vq1Dbmz/7OVE6dPCki0sbNEzU3mWCFt3bFNXNXOe3UCaU27iqCmLeBkDC5cmFqNpH4kOfNj9evA2A4R8W2PdIGQN/oFYaTha8cWqnnX0jENtrdLKOZuD3KJd0T1nYOgV2qRQS8uD6A48NevKGYdKJjmyZmWmAXsYgArK3fjC4lR/pey3m7bZpYlC6wAylPup3qomonVAX7mqZjaJRo0p7RpfRkSliF/Hqmgj1XLSLf2H0BAfzebUtwXMng6LURhTNXSS9yFGJq7/mZnhFcCevGCWzwbCIlL3L0j31p+XSNPZ+4lz+6fVlm242Lazlwaaik2L/Xi2hK1GmV3iX3YOpStBNVAvv1JmQNETNq8FV71dgRJbCLIkb7saVGeXX+RY4AWloI5BHY6Qq2VmoFW/ejC5mpupZCef8hABbZ7VO6Xy4bhuHze/7k+PS9+r5YN/2iDk3PL/R8Bby/4DWGcUqsYBuBUGqswu/BeJtOzTJvoePAeS+urvPsYQ58+6+K+titVHMZfyqJJDGQXcG+ELmAhoZEcqS/cCMiM2MRyf1c4yNh6omwtMxrOX9W8058zGS2NcWziJRmw1havYIqfzXHBg7hSgHOJIFtxccEdgkV7LqGpSyybLpGc1+RtK1Eam6lvaeBVGyh4/N0lK0q2Nc2Z3q8N/DUleFp2zrS1WqfrmHoqQr2HKwMDycsvvfqZd6+sSWzsK53WF02ngmRuEXIpxPy6VOK6TvZ7cU6rp0ssFNZ2MWYbBEB7wRvfA7qjYtq6Y+aXB4srXnN60G6RXegxhN5ZalKmRxVi+5eb8rtMAl/LYGU3UG1Sy+OER8gLKoKikQAkalg5/7+TAvIdEvqYsiUmLFLtPFI12VR/BQxGSQoLHrbjpV0P8gfhTciqjCS4ZLHmUxZopewr7HgPr5A2vtboIJdqgc7JbDJ4+fOleTSumITltSxO494JyWP/AE7LnyZtkPPF3ysdJv0plVeBdiKZH+W2ofbWFC5AJ/mz+RN58NMCdt8HuzBznMA1NatYVHlUs7iLT7NdcXEsUxMBL4SRKwmNDY23sihvv2YGIhJ74NjJjMCuxQPdmXjAkLSxbSzhT94J6CmEAW95uNJC2zb8I4BJ6kq2Nc0Z3tHAEhYLu0D03sz05VLQxcY2tytYP/wtQ6iSZs/un0ZTZXel47yYc+M4YRFdciHT9emtMjxRNcw5X6dRXVlE7a31oToHUkWFOtSSmLmxBSRXGxdXAvA/kuzJ2bTLbqDtd4l9/LKWmypQVwtsH29qZLDWIFaKuu8S/bmVWrxfD0TSA4Q0WqK7ieKtPx2ba9CqZe4yDG9EM/OIxZP/OJrnPw/f5z5e6C7jQbCHKm9D4DIheKt29N4Ijb7BCKmVxGwwiWPM5lqq49YoPDiUF8Ri4ghbdwSrAkwTmAXqWBr42w6/mAZl/WFVAyd4Mgjn2GFcx5XCoZf/W7Bx9JG+ximnPqWpThSwEh2s5kLkTaWVi9ndd0NHOrNbZlIk/Fg56kSR7s9gV3WvILNTds471zBBqxcHmw75cEu8XXb3LiVrlgHHXoA4U58H9KCGEqziJRX1uJ3BZaTu4hjmqNIITBKnFvaIuKkGqg5OSr2cw0lsAtwridKyjadqSpOlbSY9ukaPn3uerAPXw6zoDbEhvnVNKYEdt+IqmDPhEjcoipk4NO1KS1yPNk9wpqWKjRNTNg+vyaElNAznP/EJ245uJKsCvZkVjVXUhEwZrXhjBP1foiqGrxsXKFpDIty9BlUymaK6zh0ff4uTj759Vmbw+uNbZnUEMUN1VOV8sS6OUSBYiJl1hAxo7bofumGKU4eQZyuYKc75hUjvRAvX0Xcf/5JdvT/MJO+03/yZW/7Tb+NKXVkd+4kjZxzz5PUETeqKbOnZ5WUrkuD249ZVlhg64bhnWDnEdg6NrJED7bh82NJPSsJI41t57bp9FesYkniBFvOfYVDoe0cKt/Bqr6nCi589Cf6CYsadMNgUNRgTOrmaLsWl0cus7R6Gevrt3IufJoRM7+esJzCFhFrwPNz1yxYxeamrSSwOO3345jZQtZNebBLFdgLq5YA0OXzIya9D7aVxEr9JJViERGahi51bDf3e5A0PYFccgXbSH2uUgLbNZXAvqY50zvCTUvqMDTBia7pCeyMRUTTMjF9czFF5PLQKIvrvYppU6V3IPcqgT0jhuM21SEffl1glWgRkVJmJYikaUlF9RXKwo4mvR+C8Yscc6Frgs0La2Y1SUSL9mFKg/LqsdbTUVGFbxYF9pW2o2wwj0D7y7M2h9eb4cFUR77yBsoqqhmVAURsZh3oBns6sP+uldN7fn4VZjg3qXSGSPiLC+x0BdvNW8H2hEupFhFS41lW7s+9lvLs9r70bW/8y69hSp3563dyWV9EZfhkaY9DfhuG6a+lwpmewB4e6iMkTGRV/gWOmcfBh3Dye7BliUJxbKw870G6gu2bKO6sxvVU412trn3fF7HXv4cGwpx95Ym8jxNMDjCSOvEK63UEExM/S5dHLuNImyVVS1nfcKPnw+7L39DGdAsvctTDF4nJIFV1zZkOh68GAzlP6KTtLUw0ShSxwZQNIyYMtEnC2LUS4ywipR27OjoWuXOwE6kFqL4CDXXGk65gu6m1bFIJ7GsX15Wc642yYX41K5oqZlzBNnQxtshxDjbSuDw4ysJaT2CH/DqVAUNVsGdIJG5RFfThN7SSbUEdQ3FGkjbrWqqzbiulm2Ms6X2ZFatgA2xaWM2pK8OzZlnyxXsZEtUIbexryLsUPbUfcjMRp+PE3qsyp6HTu725mdevTSWa6khoVHqe2CGtBl98+hFsAF3HXqBSxImdLuxXvZapdoexgvVF98u0/M5bwfYElF6iwE4vxHPyLFbUUwK79bJ3clM9dJQLxnL8wRD9FauYnzxX0uNAfhuGVT6Pejk05Qg7gEiPl6ph1C4ouq8tDISTO/PboPQUEQBT5BfraZvO5Ap2xdKbATi48j/TtHAlK2//DWIyiHkwf351pT1EIuAdFzF/IzGnjz1dY/GI6QSRJdXLWFW7Ab/m53Bffh92sZi+suhlrujzEJpGfaiRZqOBA8EAbq4Ktm1iitIqzjAmYkc1A21SBduxxlJE/AWa4IzHJ3Uskfv3JZkS2EaJAjuoe79/Tqp2JPMkxMwllMDOQ8dQnITlsrKpgrUtVZyYrsB2xy1ynKMxfaOmTX/UZOE4z29jVUB5sGfIeA92qRaRE5kFjtkV7NZq7wumu0BUXyxVwS5FYNeE/LgSklNYgHk1CSQHiOgTK4IJo4qQM7XP2oVvfJh1P32IoSuXZzwno2MfCSHwz8BvOteJh71L2P5UR8IRvY5gCfm8hTA7DgEQHJp+pOlcJt2tzykrvFAPxrf8zv05TecL677SRM+YwM6XD+2Nt9xtp+PkqyxNnqG/egMAycb1NBAm3FtatrxO7gq2qFmATzgM9U79Mxbt87o4hgo0mUnjVZ3zeLBxICX+o+YIR/oOFRnLj5ZXYI+9B47r8OEnf5/nLj3Nypvv59jbH2XL+/47AMGyCo5X38Ha8K6cDWQAamQYM+glyySCjTxaneC/7foI4YR3kt6WFthVS/HrAdbWF/ZhF7OI1JhdRAJjVwPqfbUM6XpBi0gpixIB/KkKdlwzMldGMmPZSUwEAoFe4mJTHzomuX9fTDueesypVbDTAps8V3TmEkpg5yG9wHFlcwVrWyrpGU4yOI2GM3bGgy0w5mhMXzpJYrzAbqoMqBSRGeJ5sFMC2y7tpOpE1zBCwOp52QI75NepDBr0FvBgj1lEin8BptcETCXh5GpSYQ8R802sCJr+GiqmILDP7/sl2yKP0+XT6Dm2a8Zzahw+wtsWtPCrUHjGY81VzGHvEnZZreeJHfXXUWHPrGIfGvBsCA3xtplNbo4SHfCq/qK8BIFdJG4u7QtON1YpxpgHO/fnXnMtLooFOFJgPfV3VIg4cr5nHQgt3AJA35nCC+syc5dOpkpsuzbdppeI4a/3GsQMdU/9/U0OeKL8m+EnePrikwX3tTDQ3PyLHGWqcvrtk9/kj578EFdi+dNvLOHPqsKmyVxFMAJciLRxqO8A3z/9XYSmsXzLXROuqumb3kcVo5zZ/WjWOGZilCpiuKkTL6e8mbMBgSMddnU8C0D78AXmlbVQ5vN+Xzc3beVs+BRxN7dAtApYRKTr0uz0MFox1nI+oAdJCpHzhM61TW+RY6lV4pTPeVTT0Se9D+mmNYaYmEhVCAMDU+T+7TPTFhGjtM9BWojbODhSICxlEblmOdvrRfStaKrMXK6fjk1kzCIybpHjHPNgXxr0DtTxqRWNlUH6okpgTxfXlUSTNlVBA98ULCInu4dZ2lBOmT+3QA769ILV8KlUsP2GVwqYjRO+04MnSBImGZgosK1ANZWytHxTMxGn+bmP83+qWnjnghaG8nQMK5VouB9N76LPMHitbGqtqa8l7BFPYJfXeRVsM9hAtTszgd0cPwtAq9ONmbz+rnyNpmIMjarCC/VgTDjnE9jpCrZRokVES3c4zGMRMaRFxN/EseCNbB31LE41q7YDY9Fxyc7DJT2Wjo1MRbr9vO0xPtP9v2iPXKCyaQkA8VQ1eirI4S4Ghc6vrjzNw8f/b8F9HeHLSq9IYzDmwT7WfwSJ5JlLT+Udq5DATneL1H0BTg56jWUO9u6nP4dVauWtDzFEFdqxH2bdFu7z8uPTDZuSFXVcSHUafCZ1MtEeaWNJ9dLMfW5o2IIrXS6buVuIZzzYOarOkf4uykQSWTPWETNgBIkLkdOSJB2TpBD4S8xcT1eJEyJbYLt2asFkidVrKCKwUwkv/hIFtqEZGJpB0k2SIICwVQX7muVMzwjNVQGqQ77M5frpLHS0MjnYYzF99pyrYGcL7HQFeyqNSP7x6bP84qjK0wUYSdpICVXpRY6lCuwrw1n51+PxF6mGl7rIEaZWwY6aIzx69vu4cubHrpSSjz3/n/i/dQIrNLEiKIO1VIh4Sa27zz7yKRbJTvYvuBFbCDrjpYmIfHQfe4FTfu9H7YxfEDVHZjTeXEWmWl5X1XkZ2E5ZIzVyZEoNScYTiwwyX/ZwUfNsBD3tU+uEdy2QjKRsNdXFK9jpjoQyj6WDlAXA8Jd22T4dJefkyYfWpYUj/IysfBcAURli3rKNAFTWNdNDPcH+0rKwdTmW1HGk7yASydOXfkXdfK9JlT2YWxQWwoh2sTfoWcFOD52iYyS/zcQSPrQcHmzpuviFA7rfWwg+eAKgqMDW8yRYyHEWkRMDx9GFgUTy3KWns/b1+QOcrr+H9SMvMzoSnnBbdND7vUs3bOoq13CFYHFwPq/1vMpQYpD24XaWVI81+aoJeK9Fws19Ipq2iPh1P7ZlcvYrv0XnKe8KxFCHlxTjaxgbL2CESGoCmaOCnV7kmLZ+FCOdNZ3QNHQ58X2QdnJKjWEAfMKHqYmcOsJMWTz8Rqjk8QJ6kKSdIC6CaHkiGOcSSmDn4VxvlJVNnrCurwjQXBWYVgV7fIpI2oM9lUzkN4JLg6OU+3Vqy8Y+OE2VAeKWkxFspfDve9v57JOnZ7U74NXgb392gu+8MvUfkvGkuzhWhUpf5DicsLg8GM/q4Dgev1HYzz2VRY7+VNxRKf7wJy8+zj8c+F8FF+eUypXRLobNCPtCAZzyiV3xZMj78YmFC6daDHa3c8vlb7Cv4h56fd4J4kX/EGZi+lUN88IeTqZEjysE+7uvzsLJuYYWH2SYcnypmDhR0YgmJJGB6UX1dZ32fvzPL3grAEPtR2Y8x4O9B3j+8nMzHudqYQ17yStldUXapDNmEZncCS9DxoNdokUkk0qSL13DwtF8LLr9/SSljwuB1ROa4XQFV9IYO1vSYxk4mUWOJwa8E6WnLz5JRXU9IzKENpzdpbAYoUQvh4Jj32nPXMpvE7GFL+Mpn7A9tSgRzaAz2sGwOczCykUc6z9CTyx3hrut+THyVMPHLzQ9MXCczU1bWFq9LK9gL9v6WwSFxdnnvzdhe7pBUyjVsKkz9V3066EdONLhe6e+Q9JJsLRqrIKdFrGWzH2VLGMR0XyEey9xy/CvGH32c97j9ZwHoKJ1ZWb/kK+MhMgtsB0riT2lCnZaYOsYcnIF25xS5B+AIbzvUzPHZ8FMJbwESvwcePMLkHSSJEUAPU8Dm7mEEtg5SCeIrGyuyGyb7kJHy3HRBGia8P4Tcy+mr2NolIV1ZRN8VU1V6WYzpdtEYkmHtr4Yx6cZaThXeOxwFy+cmVlsWSQlsDOLHEuoEqevkORa4JjGVyTyb0oWkdSagFLmdm7Iq5wc6NlXdN9Sx4roOt1lE7+C9HLPMjIaKfz6R7rO4hc2yU2/waWRdgD2hfx0ntgz7XlV9x3gUKCaeVQTdF32dbww7bFeL3pGe3Dc3LFXpWIkBomIavb3vMr3Tn0bo8oTB9H+qYsngOjFg/ToOh8znuPZUAj7SumxcPn4yqF/5O/2fnLGz/Vq4Ua947GyvnjUnC/Tpjv3d2d6EZ9hlCZUxjzduSt2hrRwNR8V1fW8uvnvSN7+5xNuj9auYaHTQTJePHXBSGVNx+1R2ocvUK3X0BY5z4VIG/16E8HRrpLmPJ5Ks5fTQR+Lq5awvn5DwaqzI3xZi+sArLT/XPdzYsCrxv+nTR8B8lexHc2PLgvbdFxD52z4NOvq13Pvovvz2kSWb72XKzQQOvXjifNKNcuqSB0Xl2Q/82ybVaMBFlQs5AenvwPA0nEV7LTP2cxxIgFgOmMWkXRyzPrICyRGo8jBdgDq5o8J7GBKYOdqquNkRGxpVWKf5kMgSGoaxqT3QU4xUxvASMX5JXLEJVqpbX5fWdZt+QjoQRJOAlME0PNEMM4llMDOQWc4zqjpZCrYAOtaqjjXGyVpT+0L33LdTDwfeF7suRbTd2lwdMICRxiXhV3iQkfXlcQt77X52eGpfwnPFRxXMhhLTvl9nkymgh1Mp4gUP6na2zaAEF4b83wUq2CnrziU5/FwTx4LSvNgnwt7onh/zytF9y1lLIF3MnfWCE+4zUgJ7ORw4di4tB+1W0ZwpMOmmk1cMQzaz/5yWnNybJulyVOcD+gs87dyYyLJwf6ZV+s/vfe/8ztP3MPIVbCbRJIR3vvYr/HDM98rvnMBguYgMb2ab5/8Jv9w4H/jVHrVxdFptkvXeo7xcqAaS1o8VlE34yQRV7qcHTrDsDnMicG5YTfRYv2Y0iBUnv/qUppiHQmFY2JKY8JCukKkOz66eSwihrQy3uR1D36YZTc9MHHurRsxhEvv+eIWKkM6SM3gQuQ0rnR5sPqtCATPXHqSiL+ZyuTUr3LUu/20+W3W1q3jLYvv59Tgybw2EUf4sry/AI6VEnu6wcnBE/g1P3ctvJtVtasLCOxA/gp26r25nOjEdm3W1q3n3kX35bWJaLpO27y3sj6+n3Df2Imom2qTXt3oNcs6H2tnfdKEaA/3LrqPmO2d1Iy3iKQX6xWrYPt1fyY5pkLEaX/5x/iGL9JHLcGyseJfyF/uLXLMUSVOd1EMlGjDEEIQNIIkNYEx2SLipBZMlphIAuBLCexkzrl520oV/+BVsE0niSmCGHk6RM4llMDOwbnUAsfJFWw7VdmeCrYjJwhsnybmVEyflJLLg/GsttyZbo4lLnRMi2vwKsDuHKvSl0p41MSVkLBmdhI0nBirYPv10iwiL58bYENrNTVl+b/AfEXGiiVtQj4909SoEBmLSJEKtiMdLkTO4df8nBo8Tsya2mdgMufCp2nWalhumpx2JsaHBao8gW0OF46NS+fYXra9H7jf3ui1im4bLi0tYTLdZw6QMJKMaDaLQou5JZGgM9HFQHxmVzK812uE/tGZjQNwevAkSSfJ86l0gulSZkeI+2o4M3jKE7Oa91qb4em1S68bOc2BMs/q82rIR83ohRnN7/LIJUZTl3/3dO2e0VhXC+EkSYhASaLYSMXviXwpIo6FSelVwHRDmnwC24eNWyDnuGzeCgBGe4u/Lz5spObn3JDncd5QdgObGrfw9MUniZe1UO/0ljxvgNGRMAk9SVizWFe/gXsWeu3b89lEHM2fJewAbGt8Bfs4q2pXY2g+7l10P0f7D+e0iTiaH1+eKjGp1/Jc1LNcrKtfz/KaFQVtInXbP4ghXC48/53MNi3WS1SGCJZVMJwcpjPWwfKkQI/18pbF9wNQG6ilJlCTuU+wqEVkLKZvvC3If+JHVMQ76TfmTdg/5K/AFQInh2XCTon1gL90EevXgySFhsGk+aUtIiVmagP40o1rEtlXtccE9lQr2HEsLYAvj4d9LqEEdg4yEX1NYwJ704IaAJ46MbUzeMtxMfQxsWPo2pxa5NgfNYlbDgtrJ34Am1ICu1Ak3HhGTU9g37Sklu5IglfbB6/uRN8g+qPeF1JihhXsSMaDbXi2jiLv+ahpc/DyELetKNzIwq9rBXOrRy2H8hIWOAKZE79iHuxeqwfTNblvydtxpMOh3plVds8NnWaBrOSWeJJTsXOZS6IAwdQiMidWWGBnKlDWFcp9FWybt506x6Bd70VO4wpR5MzuzALHZTVruCXuHfczscREkmE6Rjwv/94rM+8MeXroFACHeg8Rs6bfZKHSjdAfrKI37oml46lGJM5ID2YywZFffr1kP7ZtmSyy2zkX8n5Ih3WXqN5b0iLVfJwe9Cwm1YGaCQ07ZhPhWliUlp4gNI2kzJ/nLFwLawpJDOlc7XyLJn1YuAU669U0e/5fe6h4hrWXNW1wLnyC5rJ5VOlV3Lv4Ptoi5+msrKKWEeKx0q/GDHa3czzgfa7W1a+npaK1oE3E1XzoMnvdj5M6oZaazqnBE6ytXw/AvYvSgj17PEcP5BfYqYWEZ4bPUhOopaW8NTVefpvIonU3c1FbQM35xzLbfPF+wloNQCaNZL5VRiDRx6raNSysXMSK2lUTxklXsM081XUrh0XksmjhhtheWs12hkMTG/aE/J5AtXIJ7IxFZCoiNoCpCXxZFWxvkWOpudUAfs3TFSOx7JQiOyWwQ/6KrNvyzs0IknSS2HoIX54FrHOJkgS2EKJdCHFUCHFICPFaaludEOIpIcTZ1P9rU9uFEOKLQohzQogjQogbX88n8HpwpidKY2VgQiVxUX0ZD6xv5v+8eIGhKeRhW5Mr2LrINJ+ZC2Qi+uonfgCrU4vzSu3mOGp6X4rv2NRKyKfz2DVqExlIVeyTM61gx73XI7PIsUiVeN+FQSxHsmN5Q8H9ii2YTFpuxltdjFIr2B2WV2V+1/L34dcDHJiBTWQ4GeHKaDcLTINtcRPTTXJiYGxRXFmNJ7DlaOETtHQ175LZxfKaVWhCY5WxkCNBQV9H6Z3r0vi7XuWg37v8v7ppE2tMizL87O+dvsB+qXMXLi5NZa1XRSieHjyFQOBIm9euTG9e0nWpkREuhDyB1xhq5NX+14hLH+Vdexj83HZuee3/4fwvvlTSeFfajhMUFpd8SW5r3QnAK2V+ei6cmNb8wDuRMDSD96z4DU4MHM807JhNNNfELlFgA5gYebsITnWsTOxfHsHuG5cPnYvK+nmeJSVS2GPv2DaakEjdx/nwSdbWrwPgnoVvQSA4GPJ+Kwa7Ss/CjvZd4pjfj4bGqtrVABmbSOdIdvMbR/NlLa6DsS6WPVqcuB3PCOxFVYtZWbuapy/+Kus+rhbIEoljA3rjnR46xdq6dZn1R/ctfgCJ5Mn2X2TdRWgaHQseYp11jN7L3qLRoDnWJv3kgHfMt8h6ys1+hBD8w93/xH+/5a8njKMJDb/mz1vBNl0TXejomp6JE2xf8E4CwqKOYczKhRP2T3c4tHN4ktMiNjiFhYRBPUhSeCduE3AsL5HEKL2C7Tc8XRGLh7NuS1thgsEpCGw9gGknsfUg/jw54nOJqVSw75ZSbpZSbkv9/QngGSnlSuCZ1N8ADwIrU/99GPjnqzXZN4orkQTza7Ivqfw/968mZtp89fnzJY9lOy6+cZfrDW1uVbA7hrIj+sDzYjVWBEpe5JiuYDdUBHjLumaeONo95xrqlEJ/7OpVsDUBFX6jpE6OL58fwK9r3LSkruB+/iILJi3HzQjnYpS6yLHT7MCvB1hWs5IbGjbPSHSeC3v+3CVxh+WJAJrQ2D+uSlxeWYstNYgXFtjSsXCBS4lOVtR4P9ybW+4grOscPPrjgvfNReXoZY4GK2kpn09j/RJ0YBUN7O95ZdqpOC90PMO88lZunncnB3v3k5hhrNSZoVNsb7mNMqOMPd3TE+yjI2H8wuFy0HtOH1j7O/TFeznor2VzYh9lbpRRGUAbKe0EefD8a/TpGsMyzvaW21gWXMRLZUGGLh6d1vwAzgyeYnn1Cu5YcCcSyStXZj/NRbgW9hSqzlaBPGfNmZrAzrRUz2MR8WMhC1y213SdPq0e/2hhj72dqpCP6i7dscusq/O6QTaWNbGpcQv73YtIYLindAtQcuAyxwN+FpUtIJjyAd+7yLNO/LL98az9Xc2XxyLiPfeL0vteWJcS2AAPLnk7xwaO0h6ZOC+p+/GTv4IdwUfb8PkJYy2tXsb6+g38vO2nOT/383Z+EICOp78KQKU9yGiqWdaJwWMsrFyE5m+izulDui4LKxfRWjE/85hpAkYQK0913XKszELC9FqT4IqddAovg13ULZ2wf8bTncMy4aSqvKU2mkmPZ2rgn/Q+iFQOdqDEyD8Av1EOQDyebRGxU3ML+stLHi+9yNHRQwTyLGCdS8zEIvJO4OHUvx8G3jVu+zelx16gRghRPNtoDmE6LoEcImVVcyXv3jyff3u5nSsF2lWPx7OIjF/kOLc82JcGPIG9oDb7ElJjZent0tMV7LKAwTs3tTI0arH7XOGFanOR/pGrVMFOWFQGfWiaKClF5KVz/dy4uIaQv7C9w28UHsu0pyCwM4scCx+PnWYny6pXYGgGW5tv4ULkHIOJ6bXWPhf2bA4r4nFcrZY1tevZ3zMmoISmMSwq0JPhguNIx+KS4TUdSAvsuze9D4BT/VMXn7q0afe7rKxdQ1llNZbUWWOW0zt6hc7o1CMbY1aU13r2csf8e7mx+TaSTpIDPdPzhwPE7VEuDrezvuEGts27hT1dL01L+A8PeCKrQx+lpbyV+xZ70Xq/WrCVl5s/gP6RfVzRWwjES/Pa2l1HOZqqjq2qXcOORXdxOBAg0n1oynMDb03I6aHTrKpbw5q6dVfNJtIdm15CShrNtbFTvumBeD9DicIngBa+vE1OPLGeElDS5WjfwYJjZfKyc4zn2DaGcCElsM8NnaYnR3fDIaOJiiILFNM2jIuaZz8aLzwfWPIgnVYvJ/w+kv2lN5uxIx0cD/hZ37gxs21eeQtbm2/i522PZR3DrubHyGURSYn/drefMqOMxZVLMre9denb0YXO422PTbiPNAJZIjGNcE2O+wO40p3wPAHevuydnAufzViyxtO6bAMHynayo/PrHPzh31PthjFDKYE9cJy1detxF91GA2GOPP4vmfuNDl1B+8xCfD/8D4BXiS20yDHtc3ZS3nPNF6Bt3oPefZuWT9g/kIrgs3NYJuxxCyZLJagHMYXMUcE2MSk98g/AnxLPo8lcAtsbPzTFCnbSSWBWL6UnsLj4HWaZUgW2BJ4UQuwXQnw4ta1ZSpn+JF8B0i2u5gPjzV4dqW3XDIWqgB+9bxWulHzp2dJyRS1XZhp6ABiamFOdHC8PjdJUGSDoyxZ2TZWBKVhEvIpvmV9nxwrP5nC0I3L1JvoGMRBLCeyrkCJSHfJ+RD1bR/73fDBmcqJ7uKg9BIovcjSnUMEe82Dnf65SSjqtjoyIvbHpZmD63uRz4dM0hBppSUaIGrXc2Hxz1sLJqKjElyxy7DgWp1LezpW1awCYVzWf+ZZGm8y+9FwMC5Me3WFFzWqEphERlWyIe5+Jl7umHtf3ctcLWK7FnQvvZV39FgJ6cNpVZ4CzQ2eRSNbUreXWltvojnVxaWTqXfViYU9kXZZhVtetoamsmRU1K7nUXM6WP/onyqvriPobKDdLW5RZGT7JvqBn61lVt5rbF9+NIwTnYqU1NplMb7yXcHKI1bVr0DWdW+bdyt7ul2bU4OjkwDHe//O38+oMfPCaHKtg//XLH+OvX/54wf0t4cvb8lsbVw1/oeMZ/vTZ3+dw34G8Y/kC+S0iY/F1nuj5xIv/hf/92t9l7RcLzqPWKnzSlBaxl4QnhtbUrcvcdv+St+LX/DxaUYEbLv3zNRRtJ6zr3NC8ecL2X1v2TjqjHRzsnfi8pR7IFnaAk7ZKOH2srluLro39XjWEGri1dQdPXPjZhFhHqQcJYOZckyEci2NB7zVbO0lg37/Ye64/O/+TnM9p+Z98nwNlO7jt9GeoIYpb1kh/vJ/e0R7W1a9n40N/wiljLasP/y8i/d1I16Xt4f+M300yEvYKEwE9WNAikk7qkKmTHs0XoPWBj/JSw2+w4IbbJ+yfXjRp56joOjK9YLJ0gR0wglgC/MLBHffbIByTpNCmtMgx6PPEczyZ7du3U3MLTnGRo+kkWf/B/8mij+bPU58rlHqdaqeUslMI0QQ8JYSYcGonpZRC5OmHmYeUUP8wQHNzM7t27ZrK3V9XBsNx3IDIO6fb5+t8b98lbgr1URMsLGau9CRIxt3MWGYiTteVJLt27SIajc768z7SFqdKJ+c87JEknYN2SXPc3+NVHU4cOUisXac+KNhz/Dwb9ZlVjqZDsdc1ZknKDCbkfqc5etb7korGzRm9N22dCYQt2bVrF10dJqbt5B1v3xWv62No+BK7dhV+vQb7kwzH8o/V0xcnYed+PyczEPd+eI4eP0lt5ByWK9EmvSZD9hCj7ijBIZ2De17ElS4hEeKpo49R31V65SHN0e4DNGoN1Ntn6dbnUzUQwpEOP37hm2wouwGAeZRhxAc4uCd/6/PolQ7a/T40NCInuzgoPEG41JnHK8FOnv3ld6itXpj3/pNJGBZS6GhXbA4Ov8hSymkaDrOgYQE/P/EjVg4umdLzfKzve1Tr1STPROiQB1juX8Zz559mR+LWsecQjbJ3d2ni/cURb7/YuQhB6X1tf2f3w9xddfeU5hU5/xrLhKDHGWTrcIi9u19gsbuIXT27eP6FpwhoATRZwWq7raS5rYu3caKmiUajnGOvHMCRDiFXcEa7UvJzG8/RUc9aYl9OsrfvBZqi9QwmBvnRs99lYWDi+2k6kks50nJGo9EJx85zw17qyqP7v4NRN70T56rkKJbUePXlZznRfxQXl927f0m5nvvy9lKp48SjOY/hyuQolqtxcM+LPDv0BAA/efU7uLW5F646tkUrMDLQkzWeGR+hFQgPj7DrxZ/TF+9hKD7A3peeJjBu4aPlVnCjHGTXS8+habl/9hMjQywGzpk9NIQaOfHqoQnH6IbgBp6o2M+tPWdLfm8vmZ4Yty8l2dszdp9yN0hABPnGnq9hNnwws92NJ/FJK2v84c5TrAQuWz0sTazNun1VciW74y/w8DNfY13IE8zxaBxdSF5+4Tn0yZnj0TAnKnxU6zWc23+Sc0zMbt8Q3MDj5x5je+JmfDk6Fzo3fpTd+2Cn+RIDCY2Du7026rLTYt/AS0RX/THLj/8/HP36f2K4fCkPRZ+lk3qc+LD3PZp0iDOa8/jo6e9AWi4H97zIyGXP736prY2KqIT1v82JQxNPSi4lPNtdwsw+3uKJESiHi6dO4W8v7SQ1EYmRSFWXD7z0XMai5I4MYtYJogPhgt/N44n0R0BAV1dbjrnFoAJOvPYquihtYf7I4CCxZPbzTMRmX0vloiSBLaXsTP2/VwjxKHAz0COEaJFSdqcsIOnT405g/DfhgtS2yWN+DfgawLZt2+Rdd9017SdxtQkefIF5DWXcdde2nLfPXzvCs194gZGa5bxre+HLFN9sf5WkkeCuu7yzzqpDL1Bb5429a9cuZvt5//e9z3Lz0jruumtz1m1HnLM8e/kMt+68nYBR+AMwdLADDh7mjtu2s7ShnLXnXmEkYXHXXTunNS/Tdrk8NMryxqmLuEKv66WBUe753C52rGjgf7xrQ1b+97cuvgr0Yksxo/fmSydfZkG1xl13beeQfQan7Sx33HEnWg5B8OSjR6kIdPGhd9w9wU6Ui18NHuVUpCfv3L5yeg8VwF133Zrz9vH0jiTg+WdYumIVd21fTFfMIjjp8V/qfB664O4b386Ghs0AbN29nbNDp9i8fWfOk5R8mI5Jz4962RiYT70YxrfpPbz7jvfx8E//jc7KHn7n5j8B4OIrdVRa/Sy+9fa8Yx3r3sMvI34WlS/mptvuyWwfDlxh99lPcyG6m3ve+pWS5/b91FX6B259D01l87jycg2VxHnb2t/ja0e+yLyNy2gpL+1CXNyOc/onH+dtS9/J1q13MpCweLCzk8+99vcs3LSM+ZVeCsDe3S+wfecdJY359N5nqY7V8NY734EQgn/72cN0B6+UfP80hwePcrrXq0C9Zctb2T7/DvQrAZ555hm0ZT62L7iDA2d+QkPnC9x8644JHQFz4TwX53LAYVPrlsxc1l6o50ioh7+5+ZZMt8hSOXb0BKJP8K4730eZr4yV8fV868ffYqR5lO0bJj7XjqhJfTBb/Bzc8yJbxh07j+15HMJwXrZN+ZjNPNYekCJA5ZpmnMueSE8ugp2Lch+jg7uDBA3B6hzH8OW9AlcE2HLr7Xz92W/ACLRrFyfMeTzSdeElqKosZ/2kfSK9nbAPqhtbCC8rhy6wsXGX+tnSOrbv8e69+M48ytLly6ibl/s3q7/zHByAbl+MDc072b7zjgnHqOzS+bPnDtAW6OO3SzzunjxmYkh4912/iW/SQswH9r7EUxd/yd/f8gXKUlXMgye/j2/Uzjquz+5LcO6iD1u43HPD/WxfMvH2rc6t/OjRH3Eu2MZ/2PmfADhw6VkYhi1bt1JWWTNh/yOHvsolv866pvU5P0Pec/0TzMUuty/K/VydnXfyytPf5LZb34U9+DL0wh23vIWFlYuAO9g3dJA7uh/GTr7IgfKd2EY5S4ZfZdGtt1Pz1L/gjjo53/OfvvwzKsNVbLn1dk6GT0EXrFi/iZYVm3LOw9dfBc+AMMga78LxzwKw7oatme/vYjS9/DP6E+0ArNm0hYpqzwJz6ug3MIWguXkBW27O/908AWMA2n5IeXVZ1tx+eU5Dk5Jtt91V2ljA3sOv8crZV7LG2v/yC7OupXJR9FqyEKJcCFGZ/jdwP3AMeAz4vdRuvwf8NPXvx4DfTaWJbAci46wk1wSWM7E5zGRWNFWwtKGcJ48Xz42dPJZvDsX0mbZLdySeJTLTpKP6SrGJZFp0pzzESxvKaeuPTfDYDUSTHLxUWiLATw51ct/nn6etb2aZy5M51zeC7Up2n+vn/i+8wDf3tE+4PR3TZ7uypPepvT/G+RxzjMQtqoJjFhHIH4f38rl+ti+rKyquAQKGhlnAvjIVD3YgJZ4KJZykm8Isqx6Lmrqt9U56Rrs5PTS1pIj2yHkcabOu4zAdYh4r73w/ft3Pzvl38WLHs1ipRUCmv4Zyp0g3UMfitN/H8qoVEzbfvuk9NNqSI7FXpzS3Cz5JuavTGPKcbgmjmnJnmLsXeguydl3O331uMsf6D5J0EuyYf1dm260tOwDY0z09m8KZoVOsrl2TEYe3tu6c1sJJ10pwMuAdl6tT1ppNjVsIGSFeSmVOi6p5GMIl3F/8azuhOfRrycxYABvK19Nr6Ow5np3EUIzTg6dYVLU4I7jqQ/Wsr9/ArsvPTHmssTGP49N8XIl1Zbp+ThVdWjjC4FQqis2vB9hbIKM7X8tv8OwmjvDhuA5nh04SMkK0Rc7SO5r79yQT+5djkaNleUkKQg9wavA4utAJ6kFe6Z44N6POq3mNXGnPO2fXsjji9zFEjDJfdmHj5nnbqXV09oRK79TbadgssLQscQ2eTSRux3n28lhjF6kH8OewiLiOyWDq+6q5bF7W7T7dxwNLHuT5jueIpOxlItXAxExkXxnQUokYoTwNWG6et52mUBM/P//TnLcD6IbBxrf+B8qr6zJRo/5xVox1v/U/uCRa6dRbWfQHD2PVraCJQUZHwqlFjgU82GmLSLrrpz//wsIxi0j28eFOxyKiBzDxfhOc5Nj3i0i9Zrney3yUBb1mfQkrO/HDkTa+KbplgymLyEwsY28kpfwSNwO7hRCHgX3A41LKXwKfAe4TQpwF3pL6G+AJoA04B/wr8CdXfdavM6ZTOOpMCMH965vZc34gk3ecD9uR+MY1JzD0uePB7grHcSVZGdhp0s1mSkkSiac82OlFessayxlJ2AyMizT8h6fP8tv/p7RUhqGY1/Dl+68Wz26dClci3nP5/oe3s3VxLZ/86XG6I2Mf/v5xjXUK5U2n+YsfH+X//XF2YsIED7aev2NiNGnTPjDKjYvzd28cj5epnf/1M+3cC3RzUUz4Q8ozbTRmBA/AHQvuwdAMnruUHY1ViLOpbpD3xNtpW/khdMO7gHb3wvuJWiO81uO1ObcC1VTKwidWw84wfYbBilT0VxpN19kkF3IsYNLdV3raQacPWpxARsCa/hrK3RFaKxawpm49z+VpjJGLdEZ1XXDMU7+wchHzKxbwcldpl1bHY7sW58PnWDVOxN7WuoOkk2TfVBM2HJOTfj81/hoaQp532q/7ubVlB89ffg7HdfDVeJX6SG9hj7d0Xc77vWNodd3Y3G5f+nZ0KXnmws+mNjc8gT1erMNYrNvlkakvNh0xh+mMXubBpe8CYG93flFcCF3auJqPU4PHqQ7Ucvv8u9l3Jb833M7TkRBAdz2xfnH4AnE7zrtXvB+AVwp49C0MyNnh0NsmDK8J1NLq5dzYfAuvdE9cBFvW6FWt4wUWKDq2SX/qSmVjKDuXQNd0bnFb2B8S9EZLa0pkCpeAzP19tLFxMwsrF00UsboPXchMakga1/KanAB5PcC/tuydWK41FrGXWoxnJrLFnSatgk1TdE3nwaUPsaf7JYZzLNCbTKa9+TjxGSyroOxPX6Tyz16mvLoOX5NXpOhvP+6J2Lyt0q3MODJ1UpVJkslBINV63SbH4lB36gLbrwexUgLbGieMNdfCElMbqyzkpWIlc2R0O9KZssBOJ5iYeSIw5xpFf4mllG1Syk2p/9ZLKT+d2j4gpbxXSrlSSvkWKb38nFR6yH+WUi6XUt4gpZz+0vlZolgFG+D+dfOwXcmu04UXjkxuNOPTSuvq90ZwOU9EX5p0u/SSKtjpFJFUi+6lDZ43sa1vrHpwpCNMzHQy7bwLkU7KeGR/R9EEjqGYyWd/daqk17VnOIEQsGlhDX9yl7ca+8K4OQ5EzYzwTFjF/Zrn+qKMJLKfTyRuUZUS2L6MwM7+Nkmnr1TluNSdi2Kt0qe2yNE7LgtVsM8OnWK+f6I1otJfxbbm7Tx3+akpJVmcC58m6Aqq7AArHvjjzPZtzbdS4avk2ZSIlcFaKkQcK5m/OtvveotmFlUty7pt5/LfwBaCx1/+YslzMzUIjnPM2YFaquUI0nW5e+H9nB46QWe0tJO99I9tYNyPtxCC2xfcxSvde4hOsW16W6QNy7UmiNhtzTdR5a/Omf9bCOlYnPL7WVm9aoJV4t7F9zOQ6Odg735C9d77PTpQJDfZsTmdqoaPF/+r1+zglniCV0ePT+n4CCfDXBntnjAWwFsWea2/n5ricwUyFec7F9zLkqplWZXdUtFTVedTg8dZU7eO7S23E04OcWboZM79Hc2PnqdC6Yl1P6eHvLk9sPTXaCqbV1hgCwPhZI+XqTAafk4PnmB13XpuadlBd6yTy+MWwVbPK95sxrUtGlLfLYurV+Tc57bQRlwh+PHx7+YdZzy2kBh5ZIYQgoeWvZMDva/RM9qTeR5AVqMi17YygXv+PAJvdd1aFlUu5uXUlQUtlW5jJXMIbDeV6azl/969tXUHrnQ5XCTlBcaaxkyeW3l1HaFyr4pbvXAtALGuUwUXOeaqYBcU2CnR6eQQ2GnR7Z9C1TmoB7FS97PHfQdrruktfpzCIseyUDVCSqxcGd1MvYKdjiTM1Xp9LqI6OebAcmRRkbJlYQ1NlQF+VcQm4qWIzM2YvoGUHaKhMveHt6lqahXsgKFlWnQva/AuMV7o9yqRluNy8srIhMctRFosD8RMnjlZOF7qW3sv8k/Pnedkd/FKQ89wgvryAD5dyzTXuZhqthNL2sQtJ5OBXqyCHU3a9I0kswRvwnJI2i5VQU+w+QpUsBOmty2UI8UlFz5dw3ElTp6rIKZd/OQwjaFraCJ/BTtqjtAd62S+b0HWbXcvfICe0W5ODJSed3yp7wwLrSTHWn6DYHl1ZrtP93H7gnt4qWuX98WZqnrEIvljHtPxU+WpS5DjueOmD9JiuRyM7Cl5bqYAnbH3QIZqCQiLZHyEu1LtnUutYqcbKEyu9Ny3+AEs1+L5jl0lzwu8XGhgQmXX0HzcvfBeXujYNSWbiGWPct7vmyDWAXbOv52gHuSpi7+iqsmzE5iDhQW2ZSY55fdTTZD60FgH0mBZBTeP+ukX8Ux3u1I4M+Rd4Zg8t+byeWxs2DzlkwkYE9ir69ZxS8tOjvQdYNTKrqYVw5A2cU3n4nAba+rWc/O8WxGIvKLYyZPn7I1l4aSq4WVGOYsql3DLvB3s73klY5OajI2RM5UkHeM2qCUYNiOsSQlsYMLJRGVtEwnpQxvO/566tolFqkqcR3guaLiB9ckku0tM1rHJL7ABdqSaEx1MR1imqs6ZdJT03JzxFez8YnFr8zYO9R3EcZ2MwHbM7M9HphpbQCyuq9+AT/NlJZ3kIv2+FRqvafFaXClw+s56ArtAJ8e0iE13AzUKNIoJpHOwRbbAdvGKRFNLEQlg4iAZS5YBQJo4QuQ9wcmFP1ROUErMHBndNs4U0uA90naYZA7BPhdRAjsHVgkiRdME961rZtfpvoKVTttxJ8T06XMopi8t+PLZYerL/QgBfSW0S4+ZNuWBsY/L/NoQfl3LVLDP9UYzleh0FF4hkimbTkt1kO8WsIlIKfnJoc7U8yn+ul4ZTjCv2vtCaqkO4dMFF1NZ4GnhnxbYxSrYFwe85zY50m844X3ZVmcq2CnbQQ7BHrcmWmuKMZZdnVsUW0XsTZMp1AQnnXVda2TbV3bOvwuf5uO5y6VbJ0b7z+GX0PrAR7Nuu2fhA8SsKK9eeRmt3BPYo5H8UXFpv2Gutr26YbDJaeGkP07PUGmRYjbgG99IpMybQzTcx7zyVtbVb+S5y6UJvPTly8lz21B/Ay3lrVMWiqeHThHUg6nFU2Pct/gBRu1R9hTwAk+m2xnCFoJ1DRsmbA8ZZdy+4E6eu/wMFfXzcKVAjhT2YFum5+deJLKPj5VyMYaUU6o6nw970acrJ7WWBrhv8f2cC5/lQqT0LoIApwdPsKBiEZX+Km5p2YHlWhzsnZo/H7yq8wW/iytdVteupyZYx+q6dXktJ67mx8hnEZEWbqoavqpuLZrQuKVlB6N2jKP9h3Lex4v9yxVfl2rA4nono2vqNtBSPp9FlUsnzE1oGn1aI4E8Pm9IVYlTP1VGHoFd3rSYm+NJzo+2l3RiZwuJj/zfbctrVlLhq+Rg735vnilhOfnqlXQsrJTADhRomrKlaSsxK8q58Bm0lAfbNrNPqNICu5BYDBpB1tVv4FBqboUwMyfV+cV/sKyCHtFAMHK+SA72WKOZdHOaTBZ6DtKvh0P271W6qj2VaL2AHkQisZh4ciLTz3EKY/lDFSmBnSNCEAefnNqC44CqYF/7mI6Lzyj+xt+/fh6jpsNLBRqqWI6LMc6D7dM17By5nLNBWpDmO5kwdI368tK6OY6azoQqrK4JFteX0dbvidCjnWO5xqVUsNNe4t/YtpAXz/ZxeTB31elE9zDnUyK+FIvIlUiCeVXBzBwX1pZxadC7f39K+I8J7MLjtfd7c5rclCbdJr2yhEWOaRFfagU7030xz3OdyiLH9NzyWXAyldhUTNV4L2OFv5Kb5+1g1+UnS15w4jpxJH5q52XH593YfBPV/hqevfQrjHKvGpooWMH2fnjyXa68eeE7cYTgZ3v+qaS5mRoY46Ki9NQc4mFP5N+98D7Ohc+UZBMxM77HiT+2QgjuXXQ/e7v3ZBZilcLpwVOsrF09IfsX4MbmbdQGaqckYruk97gr61Zn3faWxQ8QTg5xeOgwQ6IKPVr4ypFtJunRDRq1qqzb9Nr13Daa4Kn2X5Z8fKSz0Kv9NVm33bPoPgRiyjaRU4PHWZ3Kc76hwVvMOR2biI5Nm8/7XK+p82LgbmnZwcmBo0RyNEVyNH/OPGfwWlCbmsH58BnW1Hpz29p8C4Zm8MqV3HOzMXJ2hkwLoHanF7/mZ1m1Z3vb3rKTw337idtjn9mwr3CzGdcxMyI2X8WztnU5WxMJHFyOl3D1yhISvYDM0DWdTY2bM1VikapgpyvzaaQ9roJdQBRvadoKwKHeA2iphYF2jgq2Lm3sEuwOW5pu5OTgSeI5PMTjsRwTQzPQROHv3h7/QmpGL6U82MVzsMlUsPOfVKRP5G2R/TlzZLqCXbpFJC1iE5qY8D44svhJRNbcAiECUuas1tu4GFP1YKf85skZdsV9o1ACOwelVgFvXVZPZcAoaBOxHYlvnOAxtLljEUkL0vEV9sl43RxLENhJh/LARAGwrLE8kwJyvDNC2vI5fuFjPtJC8X3bPHvCD/fnrkQ+dnispXMpr2vPcILmqrHLbYvqyzIV7HQXx/m1aYtI4Qp2e6aCnW0RAa/pDhRe5JiuYAd8U1yYmEcUT1lgF+gyma7EGsLg3Ms/pfoLS7l0ZGyR3t2L7qcv3svx/sMlPZYj3LyXiw3Ns4m83PU8VHi2D2skf7fIdJOCfNWU22/7fRZYNgcGi4spx7YxhcAYd8HSX+UtUEwOeyL/ttY7gcIL0dLkq2CDV3V2pM1zU0jF6I/30VLemrXd0AzuWXQfuztfKCoAMnPDm1uFL9tac1vrTsqNcp66+CvCej3BROH1JbaZwBRg5MgJ9rVs4K2xGL3xXo71Hyltbo6JLvSsEwnw2nVvadrK0xd/VbKveyDeT1+8JyOI/bqfG5tu4ZXu3VPugmlIi3ZfksZQM/Uh79i4Zd5OJJJXr2RbkaTmL2ARsenwOSlfvTe3Ml85GxtuzG85ET40N9sCIFMNWC5a3ayoWZ2pPKer9eMbQo0Gm6mz87+nrj1WJTbyZGVX1zaxJiER0hOxxbAEGAUq2ACbm26kffgCg4mBjMDOqmCPE9iF/MTN5fNoKW/lYO8BDL/3Pe6YuRY5luYn3tK0FUfaHO0vfDJhuuaE3PF8DJcvodXuSHmw8y1yTI59rzlJbKllFoTnQhMaPimwcglskb5KXXpcZtrTnRQCd5xFRDL1BZNC0wi45HyuNvl/D4rNLaEsItcmjitxZf6q7nj8hsYdqxp56Vx+IWC5Lr5x2cfFOvG9kaTnUSgertRujqOWQ8g/8UtgaUMFlwZHsR2XY13DbJzv+W4HosXHSy80XVBbxh0rG/nR/o7strqu5GeHumioCEx4PvlIWA5Do9YEgb24roxLA6NIKTPCv/QKtiewJwvUtDAPpKrSGQ+2nf2jHp9uBTuPKE5O0SLidZnMI7BTlVhDGCS7ThASJhW/+mhmhf+O1jvx6wGeLdEmYuGiy/zP866FbyFuxzmHV2VzYvk/V06qnXK+HzV/MMQ6s4az+jAJO/sHdjy2lfQE9jhR4a/0RJQ14gnsBZWLWFCxiL3dxVNArAKXi9fUrWVBxcIp2URM15ywYHI89y1+gISTYHdHiZ5YN/+ip4Ae4I6Fd7Pr8jMM+eqLdnO0zQRJTcOf4z2oW7aFu0fjGOglV53Ncd7TgSsXuXJh4gLCtyx+gPbhC5wLl9ZFNx0juaZuzA5za+vtXBnt5myONtiF8GHTbiQy1XBv3PXUBup4oSP7ZMnV81ewDWza/N4xsnbc3G5rvYMLkXNcGm7Puo+VJ5XEtZI4wMVkZ0asA2xsvJEKXwXPd4zFS5oVrTTIwayEjrGxileJhaaREI0stEv0JgsmnLjmIl11Ptx7EGGkW4RP/I2QqYi4QnNLs7npRg727s9UsN0cAlumvj+KjXVD4yY0oRW1iViOVZJ1wqxdRoWII+NJHJwJnSczY7lWZvGlcCwvQaYIPrTcFWymU8FOiVih4Y6rYLuZBZOlC2wAnwRL5kg4wcWYpkXkukkRebMxVtUt7aVprAxkPLc5x7PlhBSRuRTTl7aIFBJkTZUBryFJEUaTdiYDO82yhnIsR3JpcJQTXcPcuLiWyoCRyZouxPhK7Ns3ttAZjnO8a+Iixv2XhuiKJHj3ltbU8yksiNMnCvMmVLDLGUnaDI1amQp2a1pgl1zBdiaI/7RlJB2X5ytgEUlO0YNdaMGklNK7+jKFCravlAo2Box6QnOF08apR71EzjJfOTfPu5WXO3eVVBEstuBpU+M2gnqQI6Oe+HFHC5y4ZirY+X84VlVuw9QEu449WnBejm1hIiZ0bCur8SLs3NhgZtv2lp0c7H2tqGA3HRO/5s/Z0EQIwVsWP8BrPfsYcUpLE7EcM++P96bGLTSEGnkqFZl48fgrXDiSv8puF6lC3bf4AUbMEfZXhqh18r/+AMmUcMk1t3lL1qK7PjbY1Tx36emSjo/x6Qn93/5jnO/9zoTb71jgXUXY31Oah/rU4DE0obFy3OLQOxe8BUMzeOriEyWNkSYuHHr1ZKYaDp694e5FD7Cn64WsZBhX9+PPISogJdb1BNX+GuaNuzJx96L7UzaY7Lk5wpczlcS1krT7DBJy4tz8up87FryFFzqeHTteq+ajC0mkN/fVQDnOIpLPgw3QH1zKpniSI32HMlatfFjCO0EvxNq6dQT0IAd7D4wtTJwksHHGV7CLV52HkkP0puxQk+0mMF4sFhaeFb4KVtWuyXjE85F0kwUTSdLozZ41yxkJe/fLIRQtZ+xzINzSBLYfPXcFGxddUtS6Mp5A6ipCQgjccSdjchqZ2gB+KTKpJOOxhYvBVAW2qmBf05gl2CbGE/TphRc5uhMXTBqaNmcsInamgp3/uTZVBeiPmnlTK9KMmk7GEpFmWaMX1ff0yR7ilsMN86upr/CXZhEZJxTfsrYZTZBlxfnpoU6CPo0Hb/AyW4stcrySWqzZXD2xgg3egsWBmEll0KAq5H2hTfZWT6Y9ZS1xJRNOmtKWkWCmgp2KwytgEQkW6ZSZppBFxHYlUhY+Yco1Xr7XzUp7iYUPI97PANUcCG1n2/l/pu+Sl/hwS8tOrox2c3G4+OIzW0j0Aj8Wft3P1ubt7B94FUtqiHj+pkTpxTu5qqdpbt74QUKuy8tn8zeLAC/Gy9TEBKtDeUpgy/g4gd26E9NJcqi3cPJoIUEMnoh1pcuh0UMFx0mTFuy50DWdexfdx8udu4mMDFD36AcQv/h43rFsWbgKdcu8WwkZIY6GHOpkJG+1EyCeEpW5nqtuGHQYi9gWTdIb7+XSuMi4fCRTFWzXcVg+eoT59mWvi2GKxlATlf5KLuao8Obi1OBxFlctm9BMpCpQzS3zdvLMpV9y4eBznHnhkZLGOhfwPsPjRSzAfYvfhumaPD+5iq0F8JP7tTOkzUUjxuq6dRNOwhpCTdzYfDNPX3wi64TEEUbORY7SMTkWCKTmtm7Cbfctfhtxe5SXU4kfvjpvkexwT+58eK9KnJpjAbGYqFvN7fFBEk6C04OFrwRYiKJtsH26jxsaNnpV55S4syd7sB3bS/oRelGxuKXpRgBOJ7znKXN4sCWlVbDBq4gf6z+aid/MRbHPfJryVu9kTwx7J6+50jAsd2ws4ZrYRU5QAHwYmBq4zkQt4ojpVInHWUTs7Ar2VBrNAPiklrOCbSMx8mSkF52bEtjXJulM4FKrgCGfjuXkj02znIkxfV6jkDlmEcnRvjtNU2UQx5UMFhHFo6adycBOk87C/tlhL41gw/xq6isCDJaQImLaMiMU68r93LSkjieP94y73eWJo1e4b928TFpHscWjVyLeh3J8BXtxKqrv0uAo/dEkDRWBjDAu5MFOR/TVlvlS+449dsYikjqGAgVEcTwd0zfFCnauarg5xWM3PV6+OMLxHmx/cpBhrYaK93wRCcQe9ZJAtrd4MVulNPCwhMRX5Md2e8tOeka7OeqvQs+xeCyNXcLq+EUrt7Il7nLcOl+wgpowvSsR439sA6FyRmUAbZzA3ti4laAeLPpcTTe/IAZYUbOS1or5nI6XZlMwXbNg1W57y22YrsnjP/trmhgk4OSvsNvSxpAyr0jx6T42NW7hrDGCJiThvvyxbslUOoNfzx0hNlixgjtHvM9sKVXndDxZx5mDVIo4IWEy2Dv2+EIIFlctpX24eAMhKSWnB09kCWKAtyx+kIFEHyf3/B0L9nyy6FgAp1Ofz9W1E0Xs2roNzK9YyNOTqs7S8OMXTpbgAXCETZcYzT23RQ/SFevg5OCxiffJ4+mWdpITfj9BLcjCyiUTbtvUuNW7upGaW7rZTKI/d8Me17EyMX2FBLavZT03pTzShWwiUsrUiWtxgbilaStnhk6T0LzPqTtZFKcq2KXYExZVLqYuWMfJ2DlvrJwV7MKLpCfO7UaSTpKTA/kjJ03XKim+rnr+cpLShz+WX2Cb4ywimmNhUVzQ+jFICpEVb2gLF98UZV46Ci+uCeS4Kwmu8I7lqcT0gWdfyVVd9woupf3upUlX15O2sohckxRL1phM0Fe4KYmXIjIxpq9YNfiNwsvoFjkvZacZ6+ZY+IwxVwW7rtxPVdDgaGeEoE9jeWMFdeX+0lJEHHfC4tAH1s/jdM9Ixvf8/VcvMRgzed+2BZlOmcUq2D3D2QJ7YaaCnRbY/owgLnRlIj2PVc3eYrHx4jkx2SJSwiLHYIke7EJifToCu5AH20qvYBc+ysxBokYtDQtXcKDl/WwefYVYZIimsnksq15ZosCmYAUbyGT4Pl9Wga9A0kYpq+OFprFczqdft2kPn8+7XyLpvZeTF+sNi0p840R+QA9wY/Mt7Ol+saBgN4tUs4QQbG2+iXPJc0UTNlzpep7MAuNtatqChsbQoOeFz7e4DtLRWAUfkq3N2+iSYQY0jeHe/N0T0wLbl2cBld2wjk32IPWBeg70FK76AyRTJyYDJ8f85EMdpyfss6RqSUkVbEfahJNDtJZnZ7jvaL2TMqOc1wKD1LjF01wc22bQ0AhKg6pA9YTbPMvPgxzsfZW+0bECgExnE2flOTuM6iAFNOVo+X3Hgnvxa/4sm4ibxyIibZMhXaM2UJu1ONS7uvEgr3S/RCQZpqbFazbjhPMk4dil+Zzrlm2hwXFpFtUFrROWPTGFqBCbm7YgkZy3vUXr7uS28JnGMMXFnRCCzU1bOR5JefhzJE6kxWJJFezGLUDhkwmvgl38eWqaTpfeSkXcE9iTrQ6ezW98BdsqrYItDBJCZDXVcQo0+slHppmLEJlFtDC1qv94DKlh5YgQLNSEKB8qB/saJy1SShXY6cpjPI8Ym5wiMqcWOZaQ992UEtjFFjp6AnviF4EQgmWNXsOZdS1V6JqgocJfogfbITBubvetawbgyRNXiJsOX3z2HDcvrWPnioZMpGKx1/VKJEHQp2UsIOAJ23lVQS4OjDIQNakvH1/Bzj9eOnlkzbzK1L5j73/eRY4FYvqCJaaIFOoKOdX1AwCBQh5sNy2wDSqcMHG/l3fsX3EnmpB0H/eE0PaWnRzpO5iJWcuHlSdxYjzN5S0srV7BK2UGASucdz8bB03mTztIs6bpXgCePJK/81zC9OY9WShG9Sr85kQBtr1lJ1diXVwaac87XrEKNsDWpm2MuqOcGzpTcL+0TaeQFabCV8FCt4KjIUGbtgRfnnQC8F63YtmzNzbfBMBrwUDBbo7JVBvlwDgLxnhCCzYggFW+Bezvea2oDztdwdY7X8VOXTqOXZl4YrS4ain98T6iRY619OX8XCcmASPIHQvuYW+Zi0+Lk4zHsvYZj7cIlryVwPsWvx2J5NlL4xZzZjoSTqooFllIWOGv5NbWO3ju0q8yC1Ih3bgmd4pIIeH5lsVvw5E2uy4/RXlVHTEZQBvpyrmvdK1xMX35P6fzlq4nKX2stIIc7juY9yRxNOm9R8U+8wA3NGxEFwZnTO+ELqvq7HjrJEpdYLel6UZ6E710GfoEkZhGpquxJYxXG6xjafWygicT3lWm0pI6BoKLqE96a1rMSXNzpI1EZo4NzbWwS6hg+4SPhCawJrWFL7buJRfBzCJHAXZ2BXvqFhEDU+T4vaJ4wsxkxjo5KoF9TTJlD3bKO5ur2imlzEoRMeZQoxnblQXtITDWLr1QVJ+UkphpZ1WwwVvoCJ49BKC+PMDQqIlb5DWYHDe3sK6M9a1V/Op4Dw/vaadvJMnHH1iNECKTM24XE9jDXgb25Ir9onovC7s/mqS+wp8R2AUr2KkFjitTFezxfu20MJ9cwTZziOKE5aCJ0n3ThTzYyelYRIz8lqW0SPEJg2o3ghX0kjVabrgdVwqSbV482fbW23Gkzf6eVwo+luehLP7lvL1lJ6cCLrj5O3PaOPhL+BitvfG9rDBN9l/Jn7JhphaBTRY8o3oVQXuiwE5X2AtV7C3HzHnp89g//jpHv/R+ALamROz+EvzcUPhHLdLfze3D3RwJBLlcvT5vegWkuqcVed3W1q0lpId4NRTEGsovsM1UNKA/T5e5ppWeF3Z53M9Aor+oDzt9YtIyfIQTQa9q6AxOtIMsqfKqsLmSNiaPBfmrbXc03klM03g+FGJksHBDHSdV2TXy2JsWVi5mde26iVXndPOP5GSBncz4nPOJu/sWv42h5OCEz5OrGblbrzspgZ3HprOyZjWLq5bx1MUnEJpGv9ZIMJb7+Urba74ChS0iumFw2VjEhpFRhs1h2vJcHYolRoqOlSZohFhXv56To95YbtYiR4uE0EpucrIpVXU+EgjkrmCT+q4ssRq7rHoFXbH8nwXLKc0iAhCvWkaL660vmSwUzXRHyLRFRJZWwfZrfpJCZDXVmU6VOJ01nRACOW4R5nS6QoLXXyCXwPbmNkWLSKaCrSwi1yTFuhtOJpCxiORYwZtadDY+Bs/Q584iR7OExInGEirYSdtFSigL5BDYjZMEdoUfx5VE4kVWnzsy6yTn/nXzOHBpiH967hx3r27kpiVetz1/AQE7nt7h5ISIvjSL68po64sxNGrRUBEYZxHJL9gv9MdoqgxQW+Z92UzwYE+yiGRysHN6sL0GPYVsOuMp1MkxfXIYmGoOdt6YvlQl1JFUiVHcVDvsiup62vVFVPV5l0zX12+kwlfB3gIdBR3XwRGipMvF21t24gg47c9fWbRFaU0K6ucvY1Pc4Jzsy1thT6Y92JMqUKavmnJnosCeV97K0qrlBZuVRMLdlPefpv3gc5ltPRfPsnX4ORYMHwK8vN4Go4H9RawTyXQltsCPWtuP/5bt8VHs/z97fx4tSZJfBcLXzNeIt+fLfc+srH3N2teu7Gq11N1qtTbgMKABBkTPAELi0wCCmfMtMMA3czQHNMzHgRGbhmUGNCAG0d0S6u6q7Fq6qmvLrrVrz6zct5cv3xrhm9n3h5m5e3i4x3Mzj6p8mRW/c+pUZrx4lubhHu7Xrt3fvQT4yI3gDgTYDM4anfs2FTrsl3x/YJqjWphUMdgbNu/CPCZw07wAWmvpsMMkBGHAbn4aS9sfwnlsgL3YK1HZM7kXAHBsYbAOOxrAYAPAnngGG+ME3xwfw+qltQJ1utInvRoMfHHPV/D+5XdwTDb7pn7OUS+jGAWdHINd/l14YNujGHcm8J2Pfy99jVMXTinAltpku5w9JYTgi3u+jDcuHsG5lTNYcDdjIiw/XmWFV6eR8NLYAXxuWVwbr104UvqejmKwawKy62duwJlQ+HQXJSKERQgIrQ1iN/ji2bBArB4WVlWiwWADItVxkO5XeFfXY3bJxgMYlxK3okREWXyqeVksQlLjnukSF11C+kJ1zEBsJhEhufPAiN6iRJUDpxRgC8JFLyzdoQ4ooSMG+2ot3W321gC2UzHVfU2O6yTJMS6kTJZVy7Uw4dk4PyAufSUQW5ftEh3xrTumQAhw924hL5iVntVrxaWXBab8xG1bwDmw1I3x3/54lkSnXFDqMNilAHu2nTqbbBx34VgUFiUDmxw/nlvB3o1jpZrorMlRBs0MSnKMk9r6ayDbWSmTr6QabN2o9KokRwlS+KoEumOb0p+dm7oD+7pvgyUJbGrjvq0P44UBAR4dpXOucXO+beOdaHELR1rV5zPmyZpAUdVe60YkBHjpZLl9XSC3o/sAtjeNcd5vpXfjhltwYgAbGwQr8MDAn/l76Wunn/pNUMKxiV1MnTkO+NfjyPmXS71wVRUfuMW6cOpD3HPu34N7j8IiFt5xVuAOlIiwWp3792y9Dx+5DlZXB0hEFMB2ygE2oRSn3H24YeFjbGptWhNgR0kItiJA2fh1j2DO2YrxlV5LuZ0TO2ERG8fWYLBTB5yK66178SS+sLqK51s+Vi6XSyZUpT7pA8DA47t+DADwogyKUQA7LjDYiRwLqA7/cC0XD29/HC+efS79PjHqwi6xOiNxiJAMDhJ5bMcTAICXzj6PVX8rNsQV/uZM2PTVaUqMNt6Em2LRALxQkFGp6gRSo18TkLXsVuq9X5R1KIBdl8FWTOcysUFKNdjyOV/TH9qzvIGgro4sTJW/5QA8Kasp+jlHhZ0XyiIkdRhsy0OX0J5QHc4YYgLzMBdKgKS5RMQmDkKCvmdDNGBXqKoIIeJcjJocr85KAXZNFnCQnKAsKdGmFJxjXTQ6RgmvFQm/adLDhQHhMKuhTC70+m8Eh27YhGd/7Qkc2Cy02LNj0ud2DR22YNd7v3w3bpnATVsn8HMHd6SMOJAB7EEabM65kIhM9QPs3bNj6Z9VaI1v0zUY7FXsnW2n4LlXg81ASXbeB9r0hUwLYHsDwLpu/wAgo9IrGWx5zjtyq3dyc/qzZOcDmCSrOPPBDwEI1nmuewEfXH63OAwAYLUjHsJ2jQekTR3cnMzgxXb1jTzWsJ/avuuLAID3Pvp+6c+DSLlh9IKUxJvBFF/uc4Lw7dbALcqIR3A5cHDlOZz96E0kcYzrTv4HxJzCIQnmzghwfr13PZbCJXxwuVqHHaSpkOWf2+n/+2+CgGHv1/4H3LThZrxnLcJF3GNvly/hKrD253bPlnsBAEd5NfiM5EPOc9qV71mcvhn7oo9w54Y719RhByyE1VlExC3suv0RLLV2YjbqZdBt6mDnxE58vIaTSLjG5xbMHcf9nS46lOLDy28PHCuRuulBYGBzeyt2jO/CESn5IY6K/C5obHMAe3Dk9724HMzj6IKUTFCnFGAjiRCAwrWrx9ozuR8b/FkcOf8SovZmzPLL5deH1DnXAbGtnXfABkBAKsFOtjNUFxR7CFkIjjKAHUuteX1ADACr1AYpfFeTOEYib5F1GWwBsAd852sGzQCA055ES34P+hjsgkTE4hGSGsfsWZ6UiGTjKb2/LkucfnawAMlg5z8zXYmIQ1wwQnp6CgDV9K4H1sX8/JEP9tVaYaxY5/o+2EC5nEA1ouV1znXA4KdVUcJSB45BtXnCw/nFGgC7RINNCEmTEQEhEQGwppNIGPcnEhJC8Lu/9Ch+/Q/f2fN6HReRy6sRwphVSkSy+YmbizfA33ypG+HictDDYPfa9DF4dib7cAboprtRUtuiD8inQpZdbwYuIgMZ7Ejc6AOhhXantqQ/23DTYwCAy+8IqcT9Upucj2bO14oC2LRcK1qsjWQclyyr1OYMEM07azXrqdpx8+fEHObLHTFCyXC5BakDb2+ARThWFy/1vO5Zfsrels6Nx3A5ByUc89/5DZx58XexBXN4ZfarAID5UyKJ8IB/AAAGykTUA7eMoTz1wRu499I38Mqmn8GWPTfi7i334ihZRECBqMK/uq737E0bbobPCD6wq3XwoXzI+c5Y5XvGD/48fBJh+6UIl7pzAx1AoiREK1jEUXs/WmMTiCZ3YzOfQ1hggetY9YWsF6j01cJJ3NcV97R3OoMbTRUodtYAAwc334fXL7yChCWpn3MSFhnsepHfB6VG/8h5wfpzy4VbIhEhSYCAkIGghxCCuzbdiyPnXwZ3x0AJR9Bd7X8jExrsOqzupgMHQSACTqqYXbVwdWpEiAPie8VlIDdPihKRUEhEajYSpiCRWKBFllhKfsTcarLOVgvdpFu5QBQMdj2waHtteHKcoMCup70DSiLCa0pELB9dSnpSK5W0aS1r1P6xxGe3Qq10cRKFXYSoF/RTLIeI93dz9qFKMlhnt6RYnuWn9571XiOAXShdDbaSiJS5iMQlbLgC2+uDwV7bRQQQjY6DmhxXQ7EyHXPX/rLMjokv71pe2ILB7gdQri3kG/milMCig/3Fz5ZY9KlSXthAtgDw7Wp/aOUgsnd2LHUK6WGwoyTV5gM5DXbJAqATJbVj0oHBcpNh2/SFSQCHuiBdAY5bM5mt2JZ9t2IeE3BOC0C9wZ+FRWwsVm0XdwVQcyqasYrlEBcRIeh2y3XTIgWs3nGOy9jzqpuyer0IsGlb6DiX53s1q4pBqXrYRjyCxzled+/CwblvYuKH/wyXMImNX/hlAEDnvNDpztgz2Dm+C68OaHRUD9yyh/f8N/8/COFg18/8vwEA92y+DwnheM1z+7SY6dxqNj3Z1MGBZAI/8gaEaMmHb8uvZrCvu/sJnMFG3PGx8BAeJBMJkwAzySLmNtwFALA27AUlHBdO9Eaj753cixNLx5Gw8qREIN8cWg4G7KXTYGwCB4II78fVMhhAAGwBPNeK/L4Py9Ey3r/8DmjKYFdLRAaBu21jO7B1bHsKsGE5cMokIkmIsAbwPLj5Psx1L+C8I85n2On/XpFEsMR1mNjZrXuwgDG4rLrhrLuGjWOxfDvzX0afBjtGpMFgCymBj1XaD7DjKEgjgGoz2LYHxlkfC6uqbtAMIAG2fP4XP7uo0HNh8xisBsD27Ra6hCAJs/FSaVONJMh8UXk9rRILRM4nNliUqFKkSpDrR+jKhUCdBthirbWbsJ5qBLALpavBHuSDnTqS5Fhi1fC4Hhod44QPTHFUpeLSqwCFYrDrMLEzbQeE1JCIlDDYg8pZI4I+BdhT/Tf76bbw6wZyEpEBDLZyENk7W67B7kasp9EwdRGpYLDrWvTlxyoDxYEBgz0wKl36L9sSNI/Pbkt/RijF0dat2Lb4Rvqab/uVbFZHAmXHrgewlS3dcrecQY1JfQbb88fQYgwhL78pR2mzXu/crDHR1Bks9kaGKyBQ1E+mc+MJHM7RffBX0CYB7g5exjtbfgqb9oqQkiTHpN+z5T4cOf9KpQ47kzr0Xrcn3/sh7lt6Eke2/1HMbt0FQPlhE7zk+wi75Q2iicbC5HprG465Fs5dLo/WjqSEyHerGWxqWfho65fx+eXXMOvN4ocVDXGA0Om3kYDsvh8A0NoqGP7FMx/0vG/v5D7ELMb51eoGzFS7XsGetrtnMWdtxh1djg/pwsCUPhYJlngtu7mDmzPWmchrpOiGkeTA3VpA5eDm+/DahVfAOBMMNumX/tDUH3qNuUlG/F16GQAQli1cpU1fHQabUIqTzj54LKncrleASpd1Dgjta0xUx1kXxKrxutQCLZzbPFjUkYgA1fZwIYvg1WTqHa+VSkSK40VlDHYdiYjdRkwIopyLSByGtaxRS8ezPHSIBSrnk4TBms25VaUcbpZWL6evdQIpOzSa20gictWWPsAe0OSoJCI5EJvqcddBo2NYk8HeNOGhGzEsBeWrdwWw6zDYtkUx03aNmhwHlUMH+4urJs0yiQgA7Jkdg2ORFGi7AzTYKYO9Ma/B7m1y9HL6cWsAw96J9JocB9n0mTQ5Do5KD+FQF064gJDbGJuY6fn58ua7sYefxKJ0YfAsD92ShiIA6EpHgSo7sb55yYfVaudy+dw0mncc14PHedr4VqwUxBa0xN6U0Jyvnu1lUNeyiooQw+Mcm264H2esHaCEY8tjfxKO18IFbICzmAV93LPlXiyFS3i/QocdVjTrXXz7ewCArZ//xfS1MWcMu8ksjvhen/9yNrf63rN728IS742Py2U/kTz+tjc+cJzZB/8YXJJgMiS4HMxXvi+MO3A5x9ZbHgcAzOwQALt7vuCFPSXmdWr5WOVYWXNo+QN8KjqPJW8Lbgg8RIT3JSfmK4mFrGMtYDHb2og9k/vx6rmXYLni+i36ObM4rA3uDm6+D4vhAj68/B64fG8c917DlKm5DR5r5/hubGxtwvsQLh1Rifc3SWItp47FyRvQZlGfzEGVklE5FS4zxcpHdKMAimmqwa4PsH3Z+GexIoMdpn7fdcdLG/+qvvM1g2YAwPHGMolIYbyitMnmMVgdm0N57wqirClb7ZaslRVQOp7lo0NpujiJok7mka4rEZHnfzl3L88aYM3AfxW5sd5qBLALpaze6oK7gQCb9YP1zLN5fTDYdbTmmycHW/UpiUhdLXGdNMe68hVVzgCpAwCcXRBzV77exdq/aQxbch7ZvmNVuogsdWO4FkXbtTMNdsEHu2iV51gVADvUlIgMiEo30WAPZLCTAK7lwo8WME+mQAp6/fZ1Qnd95k3hMT2IWQgkY+EO0Ovmy7XETXm10+/iAagAhXqfG6EUHgfCCneNKAXYvUBg+80P4gTZjj2v/V10VzPGLw1iqDjWGAwu57AdH8l9v4jT0/dg+37BXs85WzHWyRoHr5+5AQBwYqlcH57ZzfU+iPiF9xBwB1t239Tz+pQ1hkVK+xLd0vE0bLvGJsSOxXyFy0YswUDbG3xOd99yP47RXWh35isXYAAQ8QQu59iwbTcAYHbrXoTcBi4d63nfHhkJfnIAwE493CsA1MbkIrrtbdgfT4HwTOtcViwWEeJ1tsYPbr4Xb1x8FdwW54sVtPBCblIfYANybgpgF84rYcJFZC3QQwjBwc334b34NDiAqEQiAiYaJusCKL75ZrQ5w+LypdKfKxvHKgvBYqmdoUU4qTRBFeVxrePMl2f76FIKmxUZbLEjAdR3xFBzq1xMsKA2WHf9FmwAlJN+BrtPIhKB1wHYchdJNZYCQBwpDbY+iFWuJCmDHYXZZ6bNYAvwv5JjsLvyeWBpyk0AeV4H9MCspxoB7EJFmiygP8AHu6xhct01OdbUYAOobHRMGewSH+yyml0DYDPGETOuBRRtSgYuWs4udrFx3K0c89e+dBP+0S/ck/7dd2gPaM5XGLP0nCqmuugi4jlFgF3u1hHEei4i7gC5iSmDHSasVP4TMRGe0E4WsWhN9/18+60PI+YU8VEROONb1RKRrrzxF0FsVSnGaDUsB9h1tcTpeExoo8tKsSFFqYPrt3Dmc/8jdvKz+PC3/5/ZWOphWwWwJVC0HAftQ7+ClT/1LUCOvdLe0eOM4Ut2p4oNr5KItBc/wilrByy7l53yqIcuJX32cOncCGo3PY21pgFk+vliRXLB0vYnBo5DKMWpnT+JWbaM5U51NHkMBpcBtgSn1LJwlm6Gt9wb7T3pTWKDvwGnBlglDgqaWV6YwzjpIJnYDsvZiP0hHwywVZNjDXB3cPN96MQdfBydFb9bAGQ8zoG7NcDF5vaW1JmEKIBdkJxYUtZRR5t8cPN9WOKr+NBxEAf9TY6ExQgpqa2LHd99J3zOsbx8sfTnyv6y/ndeysKo3WMPBwiJSETKexGqx/MREAKLl8h0tBlsMbeyRbXSZtfWYDsuEk7gctoH2IsSERsxWI05tiRxEcYZwGbK/caIJRaLE0sB7KArfKtB1/RIL5ZrC4C9mruPqOdB3QbY4txGGuyrtDKbPj0XkdImR8lg572mFTBbD2mOEeM9IThVpeLSzy+VP7RTH+waEhFA6JwHSURCUyZ2wKLl3GK3kr0GgO3TrR7rP8+20K1gsKNcQI8C0kWJiF+wGHStcoZdl8GmlMCukJuYNDkqpr1MJiIYbA/jbAGr9kzfz/2xKXxk78f03BE5ll/JUIbSUWCQpVu+VMOh0uoVS0hENOwNORCW2Zwhe6j5JUDgwENfxQ8mfwIPnvlXOPkjAcLS7eIKFkWkTHI4bv/1Fk7sxGY+hyAICmNVazuBfiCwsfsxLrX39r1fME+kz70iHY8AVs2mp5YrpB9BVK7nVg1fXkWSY762PvrH4TOGleVyD+aYxWCEw+KkZ6dk3tuOyW5/E+KeyX2DJSKp+0o/uFg4IxxIrOmdiPxZ3Nfp4O2Lr1c+tJkExXUA1F2bhb3hO10ha+EFQMxkKiRQjwlUziRMbvPHYVE6ESBewwc7PxYAvOh7SEo0+oRFCEFrg9hN+2+Hxzm6FYtg1TxcFURUrB5rvYKci3LZ5FhTzw0IiUhASR+DneQkInVBsZ9qsPuvkajiO1pVhFIEcOFw0t/kWJSIoJ5EpCVlWmGSLZySOBA7L5qSDkCQJT0MdhysaVVZVZ4j5tYJSgC2wdxGEpGruHQ12I5FYVNS4YMtGeweFxElEVkHDHbM4NZqchQP0CqJSGeATV9ZzY67abBLWYWaTi6AbHIcxGAvlHtgV9VaDLYCsWqOxSTHUga7LMlR06Zv0FhmC5PqHZWICZu+Kb6Arruh9PcvTN+J/cE7iKMQ/gD7pDT1zx2s11XlSdajU8lgQ8viyeVCglBWccpgl89t8x/5u1gmbTjf/EvgjKUSkTIGm3GGmHC4HH3sMgBYM3tgE4YLp4STSLr1nJSD9TI/56Czgm3sLILpA33v9yxfAOyo/DxEhMCp+bm1fbHg7FbMLeaDZRj52r7/NsRoI076mVMgW+RYhcbV1bGd2Jyc7Xv/3sm9NTXY/YBs9YL4PX/jbrDWLB7tLiNkId66+HrpWDxWjYRrg7tpbwb7p67H28vvyN8tAOyoqwXulDPJCUtIOuLCeeUsAiP1zsG2sR3Y6GzASy0fLOwH2KqRsC7j2R6fhs955c6Qkjt4br1FtVpsrhC7rzHR4pFobNaUiISEwOH9Mh3dhj21SChbCGeONfWZ4pA4cDnpY8TDgvuNw2PwGuOO+ZPy97PxBINtxhK7tlicWPLcKmmTidzE8xTAzu7lQeowU/+ZnI43anK8ektpsHX0v8JxoloT6+R9sOn6YbBjtnaSIwBMtmy4Nq206lsJE7gWrf2ZzY55uLwaVdvDGTCxdgVDrOpcRYpjVflONYOdbw4d5IOdL8cmpSxxt2DpV6eqGhONgmYGSU4kgz3DFxHJmPS+2vUAxkiA0++9IhjsSoAtbqiDHCfy5dvifZ2w3KYvIoCjwWA7nCKqYrDlQ8T3yoHA1MZteOO6P4ub4x/h4sn3U4lI6cNWMlBFoKiqtXk/AODyacFwKmasWxHWEZZEfp879iNYhMPefEPf+z1p11UmEeGMIdRYmLRb8qEdVQHsGJTz2k1UFhyEqNL7y8+t8EhiU3swhRUszvcy3xaxsRQu4MPLvQ2o2Xji8ywDnuEl4YoysXkfMLYRd3cDUNBKmQiPhU1fXS3xwc334p2ld0VgfeG88iTUkico1vl9LpoTi8E1wjW6HrgjhODWyVvxsu+BVUhEIg2nDsdx4TFeuTOk/OXrMthqsblK+wG2YLD1JCK+5SOgQsecrzgOxPcAa0fCZ2NVu4hkVpr1wb9isKuSHJUjiYMYqCMR8YRMK4pzLiKptMmwkZAgZf9TmZSBb3Vbzq2bu5crh5m6Fo7FuY0kIldp6fpgAwKMlftgKxeR9WnTJ5Ic1z5OQgg2jXsDGOxYi4XdIL2m5ytYbNPI70FBMwudCDMDkgGL5dm00qYvzElECCFCx9xj05f0NTm6JRIWxjiCmGlJRABxrKVR6XL84r89cKxBvtpJCIsTtEgI1t5Y+vsbbxEhLkvvPisDWCqYU/m6L0HbWqWAeDcqZzx1tytdThCSinRD9VAb4Ibh77gdALB07liOwe7/PqgHZlXK5MyO6wEAnQuCwbapA4vYlXrussjvhePC8WJy923987RbCChFXAKK41iPoZxoC1lQNYMdw9W4jTmwEJJqxxoAsAohOM5GsSCZO/Eezn38Pt77n38cJ/6/D2DqB/8aAHD+oydLx8u7MSycP4Wjf/+ncPGUtPtbOImEE0xt2QVrfBMmOMesM4OzK+XNnFw6f9SVJ+ye3IeQhViwKHjhGuFxiEAuclRD9aCabW1Ey25jAeL66AfY9XcRAMFiX7YsRCXSK8Lr2/QBQurgcFK5M5SCxdoMtpKIWKAFUCwYbL2QEwUS3QKDrcCizg6YN0giksqR6s8tIi5cXmLTl2QLJs4YPBLVY7DlvSvKOaZEUQecECMG27daUr8u5qPcb0yCYXxP7oTldk0U4WLXtG3N1yho5iquKGUB62mwASUnKJGIsP6x7HVk0yeSHOsd5+ZJr1qDHSYY0wDYG2VcepVMxITBrnLpAMyaJoWLyACJSA78exbtb3LscxGhfemLiiHXBdieXSERMWlyHMRgsxBEvk7HN/f9HAA27jyAC5iBe+blgVt3kXy9tYalmyol1wjjfoDNGdP2d3W4VQ2weQyb84FAoL1pDwCge/HjgU2OGYNdfg5mtu0D4wT8Utag5w/QrqsHupd7eEfnhPxgy74SgC017mW62E53GUxjm9f3J0A573lo5ytGDEcHYHMbIUFpQ606TquwKzG+7ToAwPzrvwf/X34F+7pvoeNMYWssPg/WrQDsua32E0/+Ju5ZfQ7nvvuPxGsrpzFHZuC4HtxpEZ5kc1rdtBp3wQiBWxMMqAVYhxCQQmAKr2n5ly/P8hDLy6noq80ke1wX3ClLxTDqvz6EFZ6eS4TNCSJU9apI6dUaLjOqUnce0u9dnUgQrxNyIiQiHA56wTpLz0F9sOgPkIikDLYWwPbgMd4vEck156aWjDXGVfKaiGXjqb6XutdtvlzLE5+dAtiKwTZomGxJ+UqQk4epXTGTuan7ZVUux3qqEcAuVJQwEIK+tMBBVSUniEq27J0h2vSthnEjLbeOFd6guPROqKcjVnHkVU4iujp49d64YtFiok0eFDQTFgC059CBPtjq3y4uADoaAT35qlpMhDGDTQmoxrU7KBkySkKQWDzA7YlNpb9PKMXH7duwc/n1gS4iCmCPtaZKf14s1WBX1kgYx5EM/qj/gHRAK+UJEY+krV71g2zDduG9zC4fz4BAydwUg10FsKnj4SLdAHcpC28Z+LmVuGG48x/gDDahNdbv3tGS2vVuSWNiJxCv2XWdE3wR6RyyCuCJRA9gwwYjKPUjV8wdLXxum6QN4SPH/gFchDj9M/8eN/zlP0B4y38BAFiqiC+Pctv22098EwCw98zvgTOGducsLtniem5Ni4WjwwaEiKRBRPWkDm4+MKXIeCahFksMiOsjlCC2yGAzrtdgp3T1UdwvvaI8Rqw5N4fTyoWrOs91ZWFq4doh/Qw2TxcSOp+bAIlekcFWANuIwS4B2APkSFWlGOwwLpeIONRN+yh4DWmSki9FuYZOtWtoIsMoymt4HCCCmW/1eEvshIW5+6WaWzE9t065lgeO6lyD9VQjgF2oMOFwLFpr+05Vy7FSsJQvpbO2Sxjspk2OUcLwyP/4JO7/O9/FX/13r+Hwu+e1V3R1kxyBwXHpK2GMMa/+zUrFkVc5iQQmGmxarnEGzJomPRk0U/aZCpu+HMC2rX4f7Bo2fV15nEXHkbWqKEmpmletsQYkQ4YshBVJp4jprX0/V7W69R7s4OeAMK7UxsUq9c+vJxFpSeu3sua/MFjVYmIBxZ6WXx+xBNiWVX0N+2NTmMcE7KVTuaAZfQYbAOadbRjvZnIEz64O6AmTEBaxYdHsGplePYbz/p7S96duAmUAW6Vp1m3s8sfQ4jyVWxQr4YlWCLPacRgEUixeYLCnZjGHKZzHBsz9kf+IPbc9CABoueL6yDsT5Es16J754Ic4kHyE96wD2MXP4Pgbz2I6Oo9lb4sYf4O4rh3Gq4ODmPJJr8lgS9CwQmhf5LfSYNdpmFTlWj4iCWL7ADYR38+6uulUSlByfSidsw5QtLlYuJbdJ2MWwq5w0ymrtB/BorAK15w6Tp3PzbN8RGBwiwy2ARs7SCISGkhEYurC4/3XXN79JnWMqbGoUIv+mOcBtnJu0gexnuUhAoctx2Ox+sz0XT9abbGoywPssCJ7oO7cgOoF8XqqEcAuVJToRXQDQiIysMkxz2CnEpFmDPallRDzqxE2T3j4vTfO4k/985fw6vHLWmPUTXIERJrjQicqZXVXNa3mZqVEpCou3YRxLmOI0/EMALuyX6wKdMmP5dm94DmI+r2tHYsginvPuVqU+QYuIqWuH4le+qUaCyiXiERJCCqDMtobtvX9XNXYARE4E186VwkUY7nlO96ux2C3vf6ueFWrUstn6TBtsBBWrCWFbzX6gnSKNWdtRnv1TC7VrRooDvLoXm7vwGycOWP4A6Q1YRL2sHYsSbAjPomVyetK399WgRMlAGpV6m7rPiQt2xZNbFUBPWC14+oBpAuiQdvsRYkIAJz72r9G+ItPYucNd6WvteVCrVvRBBsmARzqYv75f42EE4Q/85sIuY2Vl/8PbGRz6LbF9Tw2tRExp3CTpHpxKM+NX9NiMvVzJg5IH4OtH/nt234qwyi6knDoSScU2IpKpFeUxYKl1JibzS1wklk25kvtDFlOPVCsmP8uobCKrLM6Tl0NNhhswhDnAn+4Ogc6qZADG5sV61z/fhRTDz5jff0NEQtBQGARO/U8JxoSkV6ArVhiA51zKq8R5zWVNplY/rUn4TGGMCc1Cxsw2L6lsgNGAPuqq3yISN2qlIgoR5Lcg9sakk3fxWVxsf6lH7sev/WnRaf5ckWUeVXVTXIEMi9s9e/ma1WTwZ70HdiUYK5kLEA/7AcYHDRjok1WEpDSAKECkHXtTIPPOZcSkUKTo231M9iRmQbbtcs9v4vzqjsWUM1gO1IHOLGhmsHeccvDCLkN+/IZJDxOE/7ypW78dZ0YWt4ECOelfqcKVDlEAwgQByEVNnr9c6unJV50t2AyPJcxKGVAUS4kKK8+p8nkLmzhc+iGcgvdrg5OUHH1qi6e/ghtEgCz15e+X3Xslz18AoNwB5eXSzoAICGJJsB25dyqWUCrRPKx745HMLu1l7FXUocypl6MF8KhDvad+Rbe8u7C9uvvwpvt+3H7hW+iTQLwie0ARJjNZTIpAHbF4jCREhltuzlq9yUSQjHYmkBRAeyiBpunzG5NXb2cW8L6d4ZUI6GWREQuiMqut5hF8DiHW5PBpoQKhwhKYRUAOyPi+LVcRGwfjAiflaCbLSh4pC938AY2NutrsGPqwues7/4WshCO5YIQklky1gLYUiKSk9YoWZ4Zg+0jIRxUsv9csv46PuTpWK1xeIVeDqXPr/udypc7YDdhvdUIYBdKN6IbkC4iZRIRCVp6JCJDsulT+uUNY56xt7aWBntShc2UAWw9DTalBBvGXFyqanI0DJqpYrBNIsQ9CXrLmlf7JSKZBjtmHIz3O3m4JbppBbB9XZu+Ch/sINbffVGfSVlDZ5SEcKIuVrgHv0Tvm47ht/Chcz2mVwUrW8byxCyCy3ht6ZXtteBX6H+7gQKKOkBAvLcMsEdI4NSQV3Xa27AxuQCLWnCpW/6wTZnY6vNgbdgDi3B0FoX1nGcNanIMQaMY7zz3DQDA3DHhIDK249bS949JaU1U4jcdhNIaS4PR8jiptGGLwWCjPsC2BzLY4rOkdWPcpZY/KGFiAbEooIxjJz+Lhet/BgDQufnnMQVx7dCZXel7F+kU/CSqbnKUAMrXdMNYIXYa1KGKJCEC6AEVIXUQ54DF5cxu3fHU++IS6RXliZSI1P9eqdCish2YmIvv1aDehmIpgF201mNE7QbrjCVBMSE9EfOpTEfjHFBC4VBnoCxMZzxGPbQZK/XBVouIRLLuxF77mNPzmvuuKga7brhXvtQ1rJpoVe+ACcB2XA8eL+jDFcA2mNug3YT1ViOAXSgd2YSqKscJJQPplYgMp8lR6Zdnx91c/Hr9MTkXzhp1j3WmLb7kl1f7QfFqoOciAohGxzI2HGhi0zdEicgA4Flkij3bSl1EFGju88EumV9n2Ax2iXvJWuWkGuzea4dzjpCF8OIu5snaso65mTuxIxJevaVslqbjhOu1hP63JMRCeajWbdYDMva0DAgkqMfEJpM7MUlWsbwwV+n5rdwr6AB1cnuLsJ6LF88BUBKRciu8KAnhhcu47qn/BpfOnUTnzI8AAJv29zuIAOWBE6rSuHqNcAeXo9I/PAaDPUBrXiyHKmlN/7Gqz82q2Xg2NtbfONUzHgthh12E3Maex0RD5L5H/hBWuJhDa2PGiK/YM2gPANiKeStL+iwrBexWSwJTSBwiIFQbKKrvAS+Mx4mSiGgy2LzkWLkKrdFwEZEL16DExz1rHtZZTHiigbkYDqMWEjouIqnkhCDM+X7r2i5m45XvNKUMtsbnllg+fN4vS4qSbMdK6e3rAGyb2rAK31V13ZpqsAEANMLCxdPgifAOr7sD2Tce75WaxSmDXa8BtmxuV4NV3whgFypK9OzcAKDl0FIGu8zyL21ybGjTpxjsjWNeBto1xkzlKzUlIioGvRP2/xurYVw7Jl3VpG9jqVsVUGASNFPd5BiUuLmsVUpDXaY5D2MGL89gOxmjrP6tOkmOqQZbF2BXLCZMmhwVIC/OTbEyrbiLRbJ2YyLd8yAm5M29FMTySMsz2fZa8BnvYT1UdQ2kDkr/WyYDiGq6YViS9Vw4c1R02Q/QEg+Kcd8gvbDpigTYtl8KUAAgYCE8zjGJFZz+N78COvc+FjCG6Y3bS98/JiUiZUy9Ynt1NJkioKciAZPwgVrzYilg3y1JmQxSgF0PpEyNieCjsDIBM0Q7XsUbYw9gfFp4uPtjE3hz8jEAwOSWvel7u+4MxlhYueWcaGpss8AUq4/BBgsRGEhEQi61sAWJSKLJ7GZa3f5jVU4dWhrsgQy2WFRTq/79zbdbCCmBjaJERJEu+rrpgBJEPQy2TOasAVyL45XuvigXEY25MctFmycIk6BHthZJiQiQyYHqaLABsdsU576rSZpQawJis8/u7JtPgyjW30DPDYgcgjgvX5HfCxWQYzS3kUTk6qtoiBpsBXjzQTNKj63DNpfV3EoImxJMtuxMdqIxpq4VnmJZV8N+ULwaJrVj0lWJz2ywrZ62Td8wJSKDNNhxQYOdC35JAXaZD3bh/HQiM4BdFZXepMmxCNjVQ6OddLFM12awN9/6OfhMfQb9N76Yx3qOE7YjWY8SBjuN2dVgsFP2tIxdZ5XBMPnyJeu5cv4YXMsbyMQOYrAnNu9Bwgm8rgDYnuUN8A8P4XKODndx39KTuHHuSZx2dlc2ZHqpXVeZdl15z2osTDhJLeL65gYzgL3cXegfi6nPrd45nVAMdoVHdxB10OYJVjbe0fP6+E/8d3hmx5/BTE7THXobMMmCynMQpz7HejKMDrVg9UlEIoSE6jGxtp8u3HhOIhJHIWJ52dZt2FPnPilpXFUNk3WDiADARrWuXkhEag8FQDHYSP2XAeF7z6k+wM4z2D3JphIseppsrEgQLFtU61klAgCzfIwx8XnnF8OhdL8BMokIrbkQcAoAW123daVN+VKWicuwkRx7Pm3O9QwBtlPwS4/SuZmD/6shLn0EsAtlqsEuYzrLWOJh2fTNLQeYHRfNEFUgaVCVpUwOKqWxLh5nGDPEjBsA7PJwHjUmoJlIaJE05r5yPAMGOyhZOBVlRHkf7KBCIlIm61DWfro+2JVR6Q2aHKsY7Imkg1V7bYA9s2U3HCau7TJrvbimDEMVoRQeRynAVrIArWY9+d6gLOGw5tymtgppRzT3sUg6GxCbbA0A2MR2cYFuwkQgJDW+3aq26WMCYL8+80V8THdiAxaxOLavcmwlAYhKGMrAoHPf4VZqEVcsfQZb2td1+0NOQk0G2/V8eIynjVzFCuIADucgBUCw7cCduPW//PWeBQprzWKShwiToNRuLuH9aZqDqicwpQCwKRMe7lqBKZaXfQ9yEpE47GSx6zWBZ2rnhv7vVarn1gHY8jhK+y6QwDYA2BFFTziMSiAFNINm0vNAEIe5730KsPXAYlVEd+oiogH+ueVjTO5K5MeMkjAF6koiQuu6sHCCiORBrDmDra6TD51dmJk7AkibviYMdl6+ErNI6PM9A4eTVCIyYrCvujLVYJd5Jqcsce5mbg/Jpm9uOcSGMXGhZRKR+mNm3tD1QI8CgasFKYxitHUlIp49IMjFsMlxraCZOrHwqjKJSAlTHFdrsBXQLjYuljU5mmqwqxjsYsJkvbFI+rs9Y8mb1wxfRWCvLREhlAJcNrGVssRJLZY4X1X639DAfspR7Gmnnz2NwWHVaNab2rwLEbeAhZNCgz3ARWQtoDjvbcOGWALsCm2nGs/jDIk7jstP/LqY76byBkcg2xaPSxYmkQpM0dBkOrAQoiItkQyWwhTLkyE4K0G/tV72uWkAKM4RVVgIhnEXLudAnWtkbBN8uU1f9tCOU4BdE/ynDDZNo6ZVUabszjSDZuS8eA/AFo1nQH32VIFOXgawpSOJFoNNqj2JYyRwNb/zniXt4XhOSxx2tRcSQE4iQiiSIA+wI4Qk+yx0xhv0nddZmHDbwxhKAHaJRKQ2gw3asxjOGGyzMBcAuDB5APvD90DiVenfrh80Awi/9DyDHRvo81V512KTIyHEIoQcIYR8Q/79twghRwkhP5T/3SVfJ4SQv08I+YAQ8joh5O5PaO6fSJn6YAP9DXFxwkEJepL1TB0/ijW3EmKjDGwxYcXL5CuDSoHATlQE2OLvJgx2GXgFyhMw1yqb0k/Ipq+cwe7zwe6TiJQ0ORY12KYuIjYtb76MmdYiQo0F9Pt9p1t4PEHo1vOuJqjWOSdgcDTX8y4rlyd0VQSwRpOSk7Kn/cEkEWFwajTrWbaNi2QD3JXTlaA4qsFgA8Bqexe2chEO5VXITQDZ5Mg5QB3c8OCX8M7P/j5u+alfrhw3jUwuAZ6BgauA8A+vAthcC2ArBnu1jMFm+gDb5eULCUAAZY9zoEY4jDWxCb4kR6r6B4D64I5KCUhALdhFiQiLZJKjxnFaPgIWgAM9vtpR0EWgmF1dDTbpX7gyTU9t8d5qyzQTBtu3fRHXnlsAJFGewdYPh+nSMgabajfsVTU5mjDYcHz4khDLL06inESExYrBrrcQcGAhyn1XE6a385IvdZ2Em29Ai4SYnX8DEcx8sAGxE5ZP/Ix5LAC2awCwBwR9rbfSeeL9CoAfFV77K5zzu+R/P5SvfRnA9fK/rwP4h41n+SlWlHA4tt6qu1XREBexfjZcgeGkKYO9EqSBLSa6bhV6UhfEWpTAtfubOVMGW8MHG6jWrQOGDLZNSp01ADMNdiYR6R2TMS4aYXOfWx7wZhKRgga7RCKS2vTpJjlWRaUX5lVvrHKJiGo68zhH4tZLX6S82qkjJmxgumHp3DhKAbayeHI0pA6eJdnTEoAtGOx6c7vkbMF49ww8uzzePE0kXIPBTqb3YDO5jMsLl+HbPmIWl4Z1hCyEzxm4ZDz33PoA/PZ45biZH25J8IcKTNHYMnZgVwb0CAZbI27aEfPulHhXKxbQ1rGv40BUwsSK8YREhNZgsJ3JzQKMoxwoJlzFdGvMzfbRpaSEwY60fbAVExsSAEkeeAbawFNdHwnp/14pRxKdudm0mk2MNG0c1fwiwuCSBCyR8fBxgEgOo6fBziQiLMzmlzbsaQLPSg22PCeehmSN2366qMsTEmGSMdhcZhDUZ7B7F8PpzovGbokqJRFp7boBAHBd9B5CapbkqOYWFebmrJGeW1WDUjXXW9V6qhBCdgL4SQD/pMbbfxrAv+CiXgAwTQipjoFbZ2XGYJezu1Hcb4M3tCbH5RCz4+JCM3EmiVi/w8la1XatagZbU+ZQpVsHDG36aHWTo0n0umKVyxZNxbE8m6Z66kEuIlHCe2REnUgE0uR3OOpUdVR6f8BNnbGAfv2+YmVcDnCnHiAjpPphG4OloRS158YpIpQtJKRERIOJVe/thP3saUR4bX34sr8VM/F5Ya1XmupWHZiSL2d2LwDg4skPsq3sUuePAC5ntcImAGHXZVdJawy8Z21iVwb0hET8vG75rgDY3RKAnTL/Oo2rnJYuJNR4LucgNdi/1syWUjZRVSz/DV32NKC0p1kPACgX8gQTu7kVWL0a7CgnnaibzkktWJyktnf5Uk4dOhIRRy5cyyUiDJa2RMRLJUkqyTCOwpSp12sOlUCMELBc7wVROnhN4FklEVHXrk3rfxeI3SrdNYlYpsFWqZ21kzBh94JY6DdfpmPJz86b3oBzmAVJF1+GEhHYiJAH2KIBdq303LLyr0EG+zcA/FWg72n3t6UM5O8RQtRVsAPAidx7TsrXrooysTrLwFhBIsJYT8gMMJwmx9UwxmqYYLYgEdFisA2cOlqO1afBXgkkwPY0AbZNS3XrQAawdcC/bREwXr4zYCYRkbsSBZa9bKw6Ptie3b+w6moG9KiqioU3aXKsikpPdYWcAzUZTwLJtJVtF5P6LHE6N057thXTuckHj06TkicXCSouvH9u9c5DOLYDm9gcXFrFZslt3TUeamPbDgAAls98kDFtFfpOFwA0HmxV2vXMGkuHwXblPEq2xgnRAtiO2wblHJ2oPxwmTEIR9qOVMtnb1NUzNxbBBUBr6E/HZraWsomqEmVfp9lgJ/ycewG2xWIZ5qIjERGfyRJxQHIuIknYTZldna17FxYiysALhExi0OSoGmY7Yf85jcG1fNIBadMnv/ORdP5IohAhlBRGT7sOSAY7yjPYESLNRQ5QLREJkgAudWuHaAEAcfx01yTsaXKM0mtDOcbUBdjF3aaE6V+3qlJ5TdzFibHbjJpMi3MLaB786+Ui5CtLclz/AHvNuyMh5KsAznPOXyGEHMr96K8DOAvABfCbAH4NwN+s+w8TQr4OISHBli1bcPjw4dqT/iRrYWkVl7GqNZ8Pz4oL+dnnf4CPJ7IbyvETAXiS9IylAOUHHx3Fvm2h0XFfWBU3oAsnj+Lw4ZNgaswPP8JhcrLWGMcWxM30nbffQnvu3Vq/w+MAx0+dweHD8+lrPzwvjv2dN15DeKI+WDx9Qtw8vvPUYTgFBveDoyFsAnzve9+rPd7Jj8V4333qMMLOSs/n+tYJ8ZB7+cUX8KFf74a/HIrP9K0fvYfDnaPp64vy9Y+PfojD7Lg4lpMhGAe+++RTOHJOfK6vHXkFF9/PXQvHxByePPw9+FKC9NHxAKRwfdSpUydCxIzjyaeeAs3d1JdWupi7cE5rPM45CID3PzqKt8jJdLz3uuKacMERMQtHnn9mzbGcRNxOPvzwLRy5sKXnZxHhoAmpNY4qmxOEhPX9ztzcGcAGLpw8hSNJvfEWLi4ALnDq1Ed944UAKEOtua3ELhyS4PKZM1iOl/p+58Tlj+Bwjm4Qpz+LGcfJwmIxWV3ADQDOvfcyTiXis3rhhe9h1tnY++91l+BxjvnLS3jh2adrHavLCEIe9b1/YfES4AEfvfsBLp0t13z3lcTpzz73FMatTJrCOENMCJKQ1Z7X4umz8DnH+Yun+37n47mP4HKOpZXV2uPZMmWyeA5Wl5fRjTpwOceZ02ewssZ5ZSyBJ7Hm66/9AEve+Z6fq4XJO6++gjatx/6zIEGXM9g87JnfbNRBTIBLZ8/W/i6cWxH3mWVio7M0n/7e8tn3EBICi1O89sJztcYC1PeK4JVnn+wBb+OS/Tz27juwXHHNLi8vDzwfK4tdYAZ49/038cKl3vcJBhu1zycAzF+6mHp+v/TCs/DHprEydyJt5nztxZfRovWkYYuJkIN1CcH5Ux+n8yCrC4inCc6dOoMXVurPbWFuHkudxb7jOX7pGCintY4zTDiOU4Kli3O4TpJBb7/1CshHAmQvrVzGRDSGI88/g6Uz4rx/+N47OHP+8ppjkxgILODV574HQmm6WHz75Ze05CsAsJQIIuLDD97CtLsP13XENXfu+Akcma9/D0/nlhCEJLvHhnEAh9S755aVQxycOP4hjiyJ3++uLK8bDJmvOvTDIwC+Rgj5CgAfwCQh5F9xzn9B/jwghPxzAH9Z/v0UgF25398pX+spzvlvQgBz3HvvvfzQoUNmRzDkcl58Cju2zeDQobtq/w5/9zzww5dw650HcffumfT1b1x4DWNLF1E8Nvvb38KOXbsx7p/t+1mdeu3EZeDp5/DI3Xfg0C3i4Uz/4JvYsWsPDh26sdYYrx6fB57/Pg7edQcO3bi51u/Mvv4MJiZ9HDp0X/ra0mungVeP4LGH7sf1W+qbxn9gfQS8/yPc/9CjmGr1shJPL70N//QJrc/mPfoh8P47eOiRR/HKC8/1/O6x544Cb72NQ489ipmxeivwbpQAT/4+du7dh0OHDqSvn1noAE8+iVtuuhGHHtgNAHiXiH/7wUcew/ybZ4HXXsNjDz2I3bPZw/iocxR49208+PAjmJapmL9z5gimgwXta+BtfAB88C4efvRzPR7a9JlvY/fOrTh06Hat8dzv/h627dyFWx84AF8y2t3THDgPeIyjNTWLgw89tuY47708DeAyNu7ajoO39L4//pDDtdxa46h66k0bIYn6fuf5i/8eWAX2X38Hbr693nh2eAo4C4zNTPSMxzlH/LFg7WodY3gGuPiPMdMeA1tO+n7nuSMvwLkMeGOTuEn+bK4bYed44brjHKs/8LCRLsG6+ceBZ/81br77Tuyfuq73bb8NOJxjZvM23P3o52odq/chRUw5Hiy8/7sn/zGQAPfe9wg2bt5da6yX3hsHcA633XsQW8cypd9Kdxk4Doz5433/TlW97wXwf8Thjft9v/Pk80/BW+CY2LC59nH+03dtdEuujyPPPwN+mcPlHLuvvxn77ln7vB55SYC2vTffhINb7u/52QtviP/f88Dn4NfU/U9/+39DvLoEB3HP/M48lyAhwK7dB3Dw1nrX7uKJAPg+sEptjLXc9Lo6+mqIdy8Q2NTW+l55x110KcGNt92OiQ3ZQvidH4hVxs233YOdE7dj57iLF559euD5feX094EImN0yiwcf7H1f/BGHQ6za1wcAvHzkVTz3tgBNt91+OzZu34fjP3oZZ44LgP3II5+vrcNejpaB3xYSkT0bpnFQzuPIK78BANi/93o8eFv9uT378vfx1tE3+47n8ItPo3W8Ves4Ty6HmPUdvBucgn9RAOwd11+Hg7vE+aPfsLFp43YcfPAxvHXuZeA8cPNd92HDtr1rjv3bH4/hdEJw6933wmuN4bDsmLv3oUNa8hUAWI1WgN8BNu/eiR2bH0H47X8JANh33U04eF39a03Vd98bQ0wu4/YHHoJNbbAPCeyEaF23+WqdbWNqy0YclN/tV77/tBGW+qRrTTqPc/7XOec7Oed7AfxRAE9yzn9B6aqJ2Bf5GQBvyl/5XQB/QrqJPAhggXN+5hOZ/SdQwgdbM2hGyQkKet04YaUuHbZFtCz1ipWPSc/GpKk+uE4pxw1HQwPVdvslIqrpUVfqkDYRlrp0JMZShzInERObPiUBKcp+VHNoUYMNCP21kooUnUHKpBidKNEOmcnPrdg0KWz6zMZTx6VKaYldcFg1NbvcFhKAUp0iAeyaHseqbNiICfqa/yKDAAXfU/rf3q3smMXgGs167c3Cg5p2O+jG3T6JUyiDYfha2+yE4CzdjNbKSfi57dhiRSyCxzmIxta4w0mpd3Ukm7F0mhxd1cRW8A9XTiA6umTLFc4JZVu73agjJCKaKYJRlcOJdCmw6lqU8UFBRPruGp7tIyAcbqEJk8ktAd2gGQBYpg5IrslRRX47GjIdQLB/ASEIO5kWPonjXGhN/XNKHR8u41gN+3X1MeGwua500Ecs/UxUOEwS6zdzAsi+V5SA567fxLD5z7O88kj4XGNi3bLcVk6W1CsRSTXYiaZEhLjokiy1MuEJKNfThqtSMoxu0sWOmx/EsuwpcTWZ8HRutFdqlhg0wOarypN8vVUTH+x/TQh5A8AbADYC+Fvy9W8B+AjABwD+MYA/32iGn3KZBM1UhbBEjJeCdZuWa2jr1kUVkz6eXewOJYZJjvUvct/pb3JckS4iY5o+2IN9pss/t0GlFjJliwwTDTaVrinFoJlQdrb3AOxcKI1qduwLmikBxd0o0bboy//bRdu/YsKkznjquFSpm5fLORy/5ra4PQ6flwOokACWLhCQoLeo/zVJAXO8MfiMIYh7gWLaXEfqAYHp7SJsxukug4On9nKqVDDMmgAbwCVrM2aC0/AkK1qpweYcRCPW2a2w1ot4CI8xOBrhDioBs+hd3ZF/tzWAoi1BRXkzZ1doUnWaHGFXWwjyRNqA1QTYpLpxKkECi4sGwbol3DDQ1+TIoOeprcYCRDJkPrgmCQNtHTwAuMRFhxBE3QwUx1GQyjB0AbbHOTolADsi0O67SC3YCEEsnT9YLBpDbVhaOmebOrCIhS4hQA7EMnlOPA1XGDW3kIV9Db8hi7T13NRtl2uwWZgCf6KcdWra9LnU6/ncTGwSVdnUhk1t4cbj+XjPu178G6Y2ffK8rgYr6dxMNdhiHtXpt+uptK5+zvlhzvlX5Z+f4Jzfzjm/jXP+C5zzZfk655z/Bc75dfLnL38SE/+kaphNjlHFWLZFGtn0zUmAvWGsl8HWaZxUALuuDzYgXUT6bPpMGWz5mVUkJWonEg5o9AxLEjVrzTHnDqIqKG1yzNjpKhcRt6zJMUq0Q2aAHBueO9+cc6PPTY3Xl+Qob+4xc0BrWilxp4UW62ew4yjU9v4FMoBdBGRREoJyDsetDxQt1y8F/3WSF/M1PjWLJd6C1xUAs9gUF8lgGF6DHVt0t2ALOwdXMvvFucUsBgMTiYRawNMqdV8R3rPQCndQTWxLq/M9r3cCxWBrAGzPh89Z36IEEJpMV5epJw5C2v99Z5yBgQmA7dUD2ASycaqEoUwI0w5J8i3RrFdksFUcuQ7jqZr1VokNyrLxWNw1sptzLRcBIYi62aIpH1qjC7B9ztAtLFyFRt8EYGfx5irJkEWCqdddSIjxfHQI7QHYiWZwUHFufQv+JNQGnrbrp+FGeQ/8iIXZd0ruVthuTZs+y0VAKQK5cEqQrOFlNLg8y8+887/2d8S/YRg0o/zSl1bmAAh9vm4DbL58q5W6Sa3nGiU5FipKuDZIqZSIMN7nIgIoBtscYF9aCeA7tCfcxbGIVjqk+vd1WN1WCYO9GsawKNG2h6v6zACzRMJBAT6K2dVhPwDBTPftSqjPLeeV7pZIRIrzL4uz7xgC7DLvat1kzp7xSqLXFQhKUF+GwVzBYBddIqLuqnBU0AQCSrZRDGGJuZBN1GV2gGxLNmQFgC0XEjrb7BetzRiTALPIogQq4KTGg6jb2oJx0kV3sXwsxa57nNf2wgWkH27J10eFO1h2/WN1Jbgr+ocr1widuHrb8eU5KHNi6ArbLo3wDxsOgpLLXdnq6QBsOoDBjon+drZreQgJh0U44ihbUGQMtl7QDCAZbF6QiEDPVg/IMZ05gN0jw9AAi9RpweO8ZGdIgkMNn3Qg8/zuUoJYOn+wRElh9O+Vvu1jlVggufMaawYH9c0t7v/O645lua2cNWT2fQiTKBtL+f3XJBIU+9/pirTaBPoLw+J46p7kjIv+KuOgmTSHQMytbnpu9dyufYnINVkmGmzF3vb5YFfITRyLNLLpm1sOMTvm9QBGe4APdFnFKYNd/1hbrl1q09d29LbugMESkcBgF8Gp8HMGzAC7mGN/YmImN8lu9koOEkQM3Uj8W0Vv67JI8k5opsEuO9YM+Jsw2KSawYZGzK47Bp+zVD6gqttdQWzCYMv397HEKqTA1mA7vZbU/5bLTeoy2ACw4G7GVCQeFH2MuIzo5jUeRMmYaDDrXhAtKsXjVAEWribwdGEjKJFOiHCH2sMAyOLNi/aGHQnOtOzhfHEOwpL0xTAWCxMdKYxD3RQU5itWOmcuznudogP9nOv7pKvyLT/dRcinCCoGWy8wRUpEiA0rx/5zGTSjG1/t2S10KEESZAthkZYo/qzzPaVqZ6hkJwdAbfvLdG45a72UwY5FOI8Je+pZHjrEAslLRAxsF/Nz67+HRNpj2X4bDgACkl5zjDMkPM6OMwkRcQu0Zl+NSkrtyMVwbLDzkq88iE1zEQxt+lx5H1lZXcjNzRx+ehWe5OutRgA7V4xxxKw/HGatytjYIkhhpU2ETZscL+Zi0nvG1GDFQ0Mf7CKj2wkTbQ9sIB8vX5bUx7QZcWX1V7YzEBlKJ3y7/3jDktCarMkxQVAR9qJAca8GmzVqcsyDfxOdeTqebfU3TCoGm9bXORNnDD7nWI0Ket2OuOHbmg0yNrJGm3wpqUPd5h8AsN02fM7TB4Uqtd2rwwIG7gZMSla9CCyCuAuXo5ZvNZ0Urhzx3GkAQLcC/Lu6DDYpT1+Muf6WsfIPXynEm3clg+1qeJG7vrg+wpJwGBOtuU09xISg0+3V/+YZbMertwNDpQVhqQabMNgGUodQenQrP2cxlvKa1k9y7FDaIxHhitnVZmJbCAhBEuSaHJMAEfQlIkpXX/yOptIrTVlHmtJHCFhBImICsH3Lxyq1QJN+gK3NYFvl96MwCbUDWBy3BQLRL6FkSWpRosA6SSJEOkmpqpcj1TkPo5FQHGsaB28oEVEL9ZXuZTE3g1yE4tzKvPnXW40Adq6ydENNgO2Wp/7FSblExGnY5Di3HKQpjumYFtWSiMQGuuSWS7Eaxj3OCSthjLZmgyOQC3IpYbBNmvXsEglGz3gGwNNzaD/ATpSGMvvcihrsov4ayIBvvjGxGyVouQbzKtFzZ8DfBLBXM9iMVsdyF4v64/AZ73PqUIyKo9lU5FYw2DGPpUSk/niOLyUivBdgK2cNHYeTxPIxLkFc/8NWSkRqPHD9ScFg2/MCYBe32fONplSHwZYuEcUgkcgg3EHFm3fD3kVTIM+xal6qU7YrGuJKGWymos01Fk2yAVPpOlX1AuyaOzD2GGhFA2YMrg+w7YzBjnIx3SqOXAcUp8wppbByixMuZR263yvfaYvwlRyDzaLIyKnD8lrwWL/sJ/temQPslMFOZA+HpgsRIJlOQkoBtrYGWyWuFtn6vG66ZinpkgMrBbFqUaKAP2ERYo3PL91tCsX9NiEMThOW2PKzuSXKecWMwfZkimtHLtQjgxCiqrmt5xoB7FyZsoCuRUFIlYtIBYPdQIM9txz2NDgCgE31ZCcmSY5t1wbjvSzsShBj3NMH2FVR5IAYX1siMrDJkcGx9Vfyvm2VSET6pRg9GuyI9TmIiPn1g2JTDXaZ5V8Zs163ypIhQxbC5hyxXd/bnHrSRaQAFNVN1dUAYwDgkHLGKOIxHM5hOxqsrtcSDXYFcKeAgU3qj8UtF+OSSeyTiMhEQlLj4U3dFuYwjfaiYrCL2+xKIsJBHZ3mP+FzHEW9iwkTVwEVb160YVPn2NUAxI7jColISUy3siOkOg2YlgLYvQ2YCmATTurrzeXuS9m2c0wMALblI5FQLskB7ESCbj0XEaVLprDy168E2LpuGAJgU7Bc+mISmzU52mlvQ7+bDiB08lpzU8mQufRFnkiJiEFMt4qsp7kFQGIg0wFyyZCFRVjIIu2xXF/sDDmc5ljiXn0+YaEWg+1LO9UgVAx2Q5bY9vskIqZJjmqh3gnFs0A0wOo/+9Lxcvrw9VwjgJ2ryNBtghBSKicQLiL9Y1mUItbwrM4X5xyXVsIeD2xA+mDr2PRJtltHg63kDHknkWVjgF3d5Ggi6ShrIlRlrsEukYgkyoYvLxHJ2fTFSTmDXdBNc87NfbBLNNiZ5MesybEsKt3hQOzUB9i2P45WCQsYSPbTqRnSoUqxo0XArpr16moTAcD1lP63V57QleBHRyLCLR+T8mFYBGQZg13vQXTR3oqZVclgFx/c8u8e57B0bPqo22PXpSoG09YSt31x/rtRL8AOIwWw6zfBEkqFR3cFwNaWwkjd9Orq5Z7XFcC2NDyY0wbdKj9nbS1xxsTGJQy2jkTEoY7Q6lLaE72uJCI6Mh0AaLkT6FIC5I6VxVEau67zXRDOMBwhKyxck6YSEQouF5jC79sM3PmWhw6hPdp1ps6Btk1feUR3lIT6Ti7S+tQFzUBs0stg0yRCrAOwpW1pIL+rJgvDnvFyLiLFuelWy5/smVtE6lujltVIInIVVsrqGrCALdfqkzvEjKXuFvlyGmiwl4IYYcKwcawoESFaoD0yYOvbJc2cS90Y476BRCS16RsOIF4raMZEOuHZtO+cljY5OjkGO65isEk6F/V/zmHW5FjSMKn+rKtdF+OVMNgSKCauBsBuTQgGu7Bd3JVNj7pAwJFNO6uFpkkTD1VCKVwZrZ2vzG6u/sOW2x4mUM5gR0xpieuBlMXWTmwMzwhGpgjWFWvEOagGW+9KbfKqbChSJRhszWY9Tz4Yi/KVSF+DDQjGrorBdnUZbLlgW5W6TlXKJYLohJw4bennvNz3o5iIrXydSh0dCEESynCNOEZClXtT/fNJJEsdUNIDsCEBtqd5DtreOCJCwHJSLiYZbAqi5ffteK1S2Y8C2LoOJ14uHCZlsOMQgYEdISBY2JAQWGUabM25VbmIhEw/aIZaFkJuw+GkkiXWlYi05L26G4vz2hRgu7kmx5CZWRumc1P3kXBFpOdKX3PT+kv3/DX8+6992/j3P60aAexcKZCiK08AhGdy0UUkTngpWLc1Q2HypTyw+xhszTEVGNfxwW5VMNgTDRjs0iRHIw22lIhUBM0YNTk6Vl8TZrYI69dgZwC7WoOtrrFuKP5vZNNX0jCZ2vSZSESsfrcU0azHwOWNsU457QmpxyxsF0vWwtVIXgQyBrsYchJzs5CCMva0GykGW4PNsv00JKLo/6uAYl3f6mhyFzbzi/Atr4QNl4EYnMPS0WCrcJiCtV5sYNvl+eNwOO87zlA2ZumE/QDiHMSEI2GF71VqIaixkJDbzqvF40wlIvXvS8QV/QOrBYDNGTNi21K2kxIk8hqLo3wioaaDhWxMzGuwSRwgJHoyHUAAbACIorxNn5nXtOu10eIcUWFnSIFF3fTWFMQSAi412DyJEIHA0zxOQLKwFLBzvRcJUc95XRcRxWAXd5r0GWwACODA5SjROYvPjLIIsYbERqXVhj0AuxlL3N/kaMZgt1tTAASDraQwOs5NxbKpA0rWP3xd/zP8FEuBp2HKCRza/0CzSxjDujW3LL7cfRpszTFN5DDKjnC1KBExYLAH+WAHBgx2WROhKsGI60snRJNjFYNdrsHuRhUuIgUJi1qMNYpKL3URMbP9K147nWBZgEi/PsB2/Qm0SnTOaltQOVLUHk9JAIJeABUhgWPQHV/GnqrmPVvjYcsdv9TDFsiSHOsGppCZfbAJg51rdsrGypocdRxTFOBa7vQy2JFBs54t/XqLoQ7q766jt2hSso2+pjjlDKMRHuSrBsyguJCQAFvjAU592T+Q0yUDQJLEIi1REwykDXG5Zr04DI28pgG5JU5JTzIkSSKEhGpLHZRWN4oLEhEQbUBmqybHws6QcsawTK3wCEmjwhVTr3ucYjwPAQFs1g+wdUFxlU2fiYsIAIRw4LKsabJohUe5HoPd9gSDHcrFcIxmLLFvtTKA3VAiMj22GeOM4Xh0Npeeaw6wr5YaAexcZaBzOAC70kWkgURkbqU/Jt1kzJSJLZGwVFWroJvmnGO5a6bBdiwCQtDHnKq5mTLYZZ+BqU2fZ/cz2OU2fRkbL1xESiQidjnANnERKdVgp7svBgsJi/bZ9HWDFQEU/an644wJiUjxYRtK0OJpsp2qK76oi43B4BisTx1GEJECUy+1xDpuGMT20eIKYPenLwo/53pgoLVlfzq3/iZHZdNXPy4ZADwlrSlY65kEpjheCy3OSpo5TRlseQ+pcIaxdKQwnmqcKu5wGABsb7w0kTAOAxGSpMlg+zmJCEsZ7G4KsHXBnW/5Aijmv1tM+mAbMrFJki0mlM5Z2/XDb0uJSO99Mv1eaR9nluSIWFz/PIml1twEYPviuHIMNkMzBrt/10rfRQQAAuLC41lzc5EltliERGMHYEzeq9XiNyLQvm7z5fb4YDeTiLRbk3hstYPXk4/Tz88kmfNqqxHAzlXUoFHML2E7Y1YRla4ZCpOvaomIflS6RUlfIMqgahcY7G7EEDNuxGBXNYYCZlHpA5sckwZBM0UGu8R9xctJNoIKBjtlneUiTh33sFxEogYSkbKo9CBaFYxiuz7A9sem4HMOBo441/QUyRtqy9MEY3YbhHN0Cg12MWFGKWAOLISEg/HsWBV7pCMRIU5OItLncCLCXGhN94r2hq1ibpyWJMRlPti2p+GbLBnKTiEcJgaHraNLBuD4YwJAFWQ/kXzwtjRlP3YJwOaci10JTabez+k686UANoWGp3ZrQiQSFhdMkZBh6FrEublmPeXnnOQlIpqMp2t5iAjg5KLXaRIhMAhwUkxsnAPYWZiL3r3cdlzRDE1Yz/eqI8N1bF12PZfkqJIMwcy05mq8iHA4JRIRUw12P4Ot7yICACFcuIyni9V+iUiIWAdgy3u1SquNDBZM+fJtH924A8ZZ1g9iKBEZm9mEz62EWEaAV8+/BACwDGwXr7YaAexcNdGxiibHfrazKsnRNCq9SiKiO2accNga4BrIuYjI41wKxA1hwjf7opQtSoDqz21QKSa+1KbPYDwxPwvdKgY7LxFRwS8RQxiXh8cUZR3qMyxju9eqMg12UMKs64zXF5UedwSwa9UH2I7nw2Ximso/hBTA9r36DZNALiUuKrCKBm4YQAbu8t3najtVx+GEOD4siECXoAgUuR6D7chFh8tp34M7HzSjBTxT5r+X2Y0Mmp5cv8KGTTmcuPV90oHsgZ8/1pgJQKzrbd7yMl1nviLV5KjxAHdaEzLpsxdgJ2EgtcmaYMzKgKJisJMoSJ06XM3QJaEl5nDyGuwkRET0t+1TBpvnEial17QJIHOYuh9l51Q1wWqHS1EHFrEQEAKkEhHhcGICsD0ZWa8ANmcMCVGNprouIv0AO0tfNAPYXs51qY/B5jESjUXAWGtajJMESOK4McDeP3U9IhbhnUtvIUpCWMTSaoDNl+242B1ugsOBJ4//Z/HaCGB/tsrEWUOVb1v9TY6sHMRaVM/xI19zKyEmfLvPqcLWtP4zYXVTFxHJYC93xc3epMkRKJfVAM0kIpU2fUYSEQE8k5zsRHh09zL/lJK0UbCqyVE1Rar5dUNzBjsF2HkNdol9YN0qY7CjJBBBHWPTWmPREoYyloxKWxdgO0KKobri07kZNOsBSHW0edY5kODH1QDYVMo1XOL2jKW2UXU02I6vAidISZOjeOB6nMPRaP5TWvc+aY1B577rj6FVEm+uwEDL19uVsHn/OQhzCwnbrX8eWoqxS3qvj5TB1vA2t1vjpUmfcRQI4KnthpFr1osVgy3cMAADeYJiYgsSkdgg4VAxsUlOB8+TSIS5GEgA1KItf/2qa89UN70KK5WIQPpgm0pEAIATcf0mSYw4XeTonYPULjF/7TbQJkfEgc9Y+l1QCxQ3BdgRmA6DLe+vcbyEKOwaLQzz9dD2x2ARG8+cfFLGwTcDxKtjN+LeToQXzzwHYMRgf+Yq1WAbOk6UabBLXUQsaqzBvrgcYHas/8usG15TpQ8fVK2CTd9yIG72JhpsQDHEvcCOMY4o4Q1s+iokIobnFOiNc6+yEPRsOjgqvdCEqZhxI4Bt9TPYTRxwXLtfgx1KgO1NzGiNRbm4aeYfQpH8c8vXA9jE9uCVOFjExCwFTIG7POus9Io6GmwFsIsMtgnj7KYMNkE3KTh1qOhkzmG7Ggy21EV3416AHRqEOziOC7fEhi1mEWzO4Wo0JQJZoE/+nCpg4UDvOMf8DfL3+33SAYBoAGy3PSGlML3HqWQdutIJBQaDHoAdGKUlAkoiwuGQBEymyfI0+U8zIVVe6wlyTKwE2LoLCQCwmLxP9jDYZhIRQAJsSkHUeFIKYwJi1WKCS2lNJDX1AGBrnlMha+y104yYOcCOiQOPsUwzzXolIjaPkWjM0aY2LA54nY8QdpaNXGHyNeFO4q7N9+CZU0+KXATDBkdV0abb8KWVxfT7aRvKTa6mGgHsXJmkG6oSADsDKZzzShcRp4FNnwiZ6b9piah0PQ227nG2HfFlXS0w2CYabED5TJcHuehrsJXPdLlExGxXQqVN9mqdyxZNniNY4KokR7WTkTY5Sps+Mx9sBdazY22iwVZR6Zxn48XSDcMf1wXYkqHMM9jyQdnWkJsAgCXdOvq8pg0TyhSb08Oexl1YnMPRaCK0JMvqEqeczdLwwXYVg81IqSOJGk9HOqF2Cro5BtvUe5ZQCo+jxIZN2BE6GowzAFhQC7CcTIdldoQ66ZytMXFtRkXdtGR5LaKxKGlPyQbdwkIiCox0zn6ewS5osAmINrjzLR8huJyTuC4YV5ICM69pltMlI45kmIsJgy13rUp2hnQWrqp8u4UOoSDyuiAsMkqsBLJj5URcE7GS/ICCEJOGcL93IZGYa5Mj4sJnCbpxV+KFokREj8EmhGC/uxM/bAEnnvttKflpxhI/tuMJnFj6GB9cftdYf62qtfsuHFrtgMDMqvJqrBHAzlWTNDyhJ87AYpImJVYw2IZNjpdXI0y3+r80uj7YUVIe4z6ofLc33nxpGAx2FcBeBwy2V5I2WQXWeyQiJUmOhBDJFItz1GnQ5GhRAosShEnvvNQ8dEt9NnkpjNIStyc3aI1FobxiM1YxZspxQg+MUccToKcAPE0DFJwScBexQMu3GgAsV6WwWQWJSCbpqOtb7XoSrPN+Zw0VlW4xjchvAG2pi86fA8WOGWlsOe1zhom5iDbXYZyB7KHawwLm3FIcDUZcpUz2AexUIqLhvNIWDjhRwQ0jjpQMw6yRsEuyZr0k6iICgWNwDjzLSx1wokBqumEG7vyUwe5NhYxAjFhFi/fr6tXOjm56KyCOtUMskETppkMkBudAjQUAERULkzjqCm2yoX1d3hsayNvX6QPZmDhosQQcHBGL+thwm8dgmgueH7vpD+E9zwU+/BdG122xHt1xCADwxsUj2k2hxdp8w33YwBiuS0Rz8ojB/ozVMH2wlQSkssnRUCISxOXx2tpR6Ul5jPugci0Ki5J+DXYDBrto0xcZNusNtOkzjkrP/K1VVem5PcdCJ0wQJuUabEB8fmnQjPLBNrDpU2Plz3eZfWDtsUqaJmMeg3IKRxNAUcka5oGnStbT1TxarrSIy2lFE5YgIdB2wwAyeUJQkCe4mkmJisF2Ct7VqdSBc9CaDDahFF3uwE36I+Yzr2i971dbepeHcf/cTMIdHNYf0CPcUvSYdQCw0X99qON2GIdd83MDAItacBlHxAu6aQWwNdhTx/PhMIKQJD07OapZzzFsiOvSTCKiEgnNALaferjHkh1m6nul3eQoATbJA+zIyPIPyHYl8oumDGCbsc5dSkEleE1Ub4MBiPUlwO8SgqC7mob96CZzZuP1SkTCgne1TsXExYQMXJrrXshZ4SmAHYFrgtrHd38RAPAj/6IYoyEo3tTegps33Cbm1VAiMj69EWewCQ8uycW+wY7E1VYjgJ2rJhKRltQTq5vzIDa8iU1fZROdblR6wrRSHAHBwrYcK5OIDIHBLiY5GktEaH/jX35MIw12SRhOUDGWZ1MsduVWd0Usu3B66QXYJgy2GqusydHUpg/ojZmPkaQNizqltuV7XCLUVrbmDdpyhUQk72CRJsQZSUQke9rDQMmIbo0mQjtlnXut9fLJizrAMyBC59yXlpiEsDnRCpsAgHEJsIOSRkIjBhsUYcE/XPhWQ4tZBwCbKieG/uZQyimIhi8/IFjvqKgP5zEo5yCaD3CahuBk11soZTb6DHbOz1kCRWaYlijG89NFjgquUQBbPxVSMdi5XQnV5GgEsBWD3Su9AgDX1rNxBCSIJSSViCRcLsAaMNgBJYjCLpJQnYMmDHZuByy11jMA2NTF/R3xOT1/+pmUDVcyHRsxmOYxbxvfgT3tPfi98bYcqzmIfWznE3Ks5ozzmdb1+BPzx/H1+QXstrc1Hm+91whg50ppWs2aHCkS2aAHZGClzEVEtyExX1UMqmPRT1wiAohGx9SmTwJKUw12mU2fabMelbKJ4iJDNU2aHKuSeuQBdhUb7tkUS5LR90skIoDUyacabPMkRwBwbau8yVEToIix+hcnMZhWUIcqSgT4zDf/pQyULoOtJCI5AKV0irrNekA5uAtZAJdDD2ArBpvTvrEAAfqoU585CuDBS4SbQJ49DZMQNghizfOg7LqUH64aCzBjtBxuIUQ/wLa5/j3MScM6+tl1atC4KvTh/Qy2wwGuCbCtsiZY6WDjaFrEWdSCQx0BFCWDzaRNn66nNiBAZ4gYHEAcSgZbAmRTmz5GsvsaZ5GR5R+Q2xnqAZ4BXKZnL5nNz0dAKCz5fYqZGVMvxsoWOnHQyRhsw+a/ogY7Y7D1z2lCHFwXhdgzuR/PnHwy85pWEhHoS0QA4Il9X8YHrtszVpN6bIcA2KYpjvla2XAztmEVf/HyAlxHXz50tdUIYOeqmQZb2ZOJm1bKhpe5iFCi1ZCYryoG286xo3UqSsziw1uOhU4obuxLQQzXppWM7VpV5jPdLDCl3wtcfc5NGOygwBSXjeXWYrAzt45OlMCmxAj4A1ljYn5eRfvAulUW0hMRBgqDhicZb94jEYEAY7pNRbbny5S4MgbboDmU9oO7WDbr6SQIOp4C2KQAKvJNifUBWSTdBIACe8pCOFwfYLdbEyCc98SRpwDbANzZnCIkvd+rGImRF7lD5ZZ93A/+TRZNDiepBCmdG4/gcQauKU+gvISJlW4YrqEH82pOS6wYbJNGQtfywAFEyDHYMGSwJeiMSQKunkOpRET/OK3UGaZX9uNCb2coP7+OZWMiOCemljL1+p+bYuu7hCBYXZZe5ObuGn0uIqkGW38hkVAXLg/x6I5DeO3CK5jrCFmHOk6Hx+AGoFYxzgDgOPo7CMXaPbkXeyb3o2WwG1Esa9sd6Z91+l6u1hoB7Fw11WADmb/xoChy26I9DWU6FcRJeRQ31bP+i5m+RASQADvKNNimHtgASpMcgwbNeg6lfYsMBUJN/KF1mhw928JiJx74bylfbTEmM5aHANJar6gNNwTrar7qs+OcI4aezZkqyxIWcT0MNo/hmoAxr40W5whzDhYZGDOQOkhw1yNPkM16VONmb3uyyZEX9NyKzQKHpaElDokHT2oxiw9vx0Ai4vntvnCYdGFiArBhgxH0pnPyBI7BLcy2+3c4lESEGEiSXE4Qk8IinYVwOcA1QXHWoJtbmCiAbQA8XcuXzXpSg51IgN2EiaUEiXIRkZIRXW2yTR1QThBRYVsnBpMSEQNAbKOCwdb8XqnybR9dy8a2+BQ4Y6kUxsRFRDV0BoRg4dS7SFIdvJk2udjkGDRIOEyoCx8hHtv+eSQ8wbOnnoRNbVAi7scuIsBAd75/6npsG9sBANh23b3av19Wf/PhX8ev3P1rjcfZcCCbDzG41q62GgHsXDW16QMyS7dUIlLCEjtUMK1cc4uVc14JpGyLIGH1x4xibsTUt9xeDbapPAQYLBFxbYMgkRIWv4k/tAKefTZ9FRKRlMEeIBEJJWPficoXSnVLpC+u3XxZp4oe3TGLwUnWsKhTti0cLPKezgkS2CZgzGkJDXZOK5ppiU3sDSWblQPFym5Op8lRWeu5rKjnli4iTE+DHRMXvnSE6W3+kxpszcWE7bh98eargZmWGAAc9FsvinOq/x2llg+Xcazm0heDtAHT4JyCpM1/qiJpMQlNBttKpQ55iYi4VjyNHQlVvuULP2d5HtImRwMm1rdUsx5FoiQn0nrO5Jy6xEKXEIQdkfZJkhghzOLIrTJdfRKKZl/XbDERUopx0sGl86dSrXijhQkh6J56EywKpB3hcCQiTVxEGHVhEY7rJq7HptYWXOicT88lZwwuMWOwCSGprEM3CKqq9k5dh31TBxqPs3HXDVjm4loeAezPWKVBM4bMLlAiEamw6QMAXRI7ZhyMlzOk2TZ/TYDNzOLDWzm3lOVubNzgCAiGuCxeHgBcy8wfuqhDb9L8Vxk0M8AHGxggEbFJjsFO0DJ0EAH60xdN4+CBbLdAOdsotpNS/Yet44oGu9Ugi+lOEJvJCTwfPmc91mmN3DDkFudqN5tbxGNtSYftuEg4gcvKGwld6GlPI+qhJRnsYnCNy4VWU7e8QvNfRwJs20Rji5LmUMO4etgefM6wmotxVyDFpKnW5RbiSoCtyWCXNOhGyuHEgMFWdnPKDYPHIo7cRMuqJAgBIWCpBlsctxHAht0DsCE12LpuKUC+tyFvfymlV4bpi7G8lV089kYqETHROasFw0U6BvvSe7ngIHMGe1guIgo8R90OHt3x+Z5x4jjqeY9ufX73jwMAZvxZo9//pIpaFo67+8WfRwD7s1UZ22nmgw1kzWsZWC9vcgQA3T7HQVZsqpmyrpOISdAMIOLSFYO9FDQD2L606cuz7upzM3XD6NNgy8bVRjZ9OQY7qADY+fGrJCL5JsdulDSXiCS9zLoxg233MtgpiLX0m1AsZwwW51jtLqavxUjMfKtd0eQYE4ZEAtDMz9lcH74aLmVzkwBbpymRUIoALjzG0pAIoDdoRicwJaEuWkywdN1CcI0DaEtEAMBjQJRj/hXANgGKqiEsiHPOMITBhv59kjgt+Jz3xLirbXZqsGiyYfXrw1kEBxxEuzFR7XDkFhKSwTZpyPJsH11CQdVOQioRMZA6yGPpEAImI8RVk6IJYHeIg4BQhF1xHkgDmz7bKvnc5CLHpMlRNHSKY1s9/S4StZAwkZvIuV20ZzG9/CFYLPy+TR0xfNsv9cE2mZtqYIyDVXxOOXVIJjyRVowwBNi3zN6Of/vVb+GOjQeNfv+TrPmJGwEA1GDxdbXVCGDnSjWKmSQ8+QW9rgK6dokGW+mydQF2MEBPbKfb/PUGjRNe6nCyVvluQYPdQCLiOWVNhPKhYdzkWIz8Nh9PMdH5RsyqJsc8az0IYKtFUicq9zOvW0UGu8o+sE65hSZHBcYsS7+phXoicnqlmwOxhmwnoRQOk4scCfpT8G8AsC2nBY+xVC4BZABb1885JA5cxsGRSTHSuTECqrEDE1M/A9gFdszm3IjBdgvpi93Ubs6AoUztDXPhQWCwDFw/YLkCYEc5mU5iDrAd2GkASzo3qasnmrIOi4rrPSwJD2o5+lvtnuWjS0mOwRbyBJOGOC/PYKcabEUIGTDY1EWXEsTdPIOtnzAJiIU45bxgvRjD5dDqRVDlWR5CFqLLHWDug7SZ04QlVp/bUmsDdkbHwaKusQ5ejVeWQmrEYMvfiYIO7th0EBPuZAr841AuygykJ6q2jm03wjKfdLEtwldbR5Z3tdYIYOcqarDNnrmIyLStQS4iisHWNBJRUoXSJkc5Zl13krAi8nutastAFUBosCd88xtAKsGIeqUOgNkugm3RPgY/aKDBbrtifoqxB5T7SrlERFUVcPbsXpu+JgDbK9Ngm0pEbBUzL8ZbXLoAALANQAX1xyWAyiQAMWFG+loAqc5XPbyjBn7OcHz4nKOb0/9GSIy2skO48JJext+0WS+xPIzJ3y1Gr7sMSAyO1eW92uSuDEwxCXewy7zNDRdN1BHe5h05HyDbZqcwY2KjwjQirnT1egDbtksccOQxe67+YtOzPASEwFLNoZLB9ozSDaUGmxIwFTQjFxYm4M6lLrqEIJISEc4iJIQYjQVbuP30MNg8MmawPcsHB8dxaxtai0dTCVATDXbYnsEY6SK4cFQy9WbsqdJgq12rTINtArBlymSwAps6+Mq+n8F109cDEAmiwLXptLHjoT+EH0z8GLbccN+VnsonXub04zVYprIJYIBEpMwHW8k5NJscB8VhK6a8rhd2nPDSua1VRR/sRhIR5TMdJ5iSlnAqStzE9UOwugWJSIPx2q4FQoCVINdkN8AHO/3zoCbHnERkum1+88yPpeZlcoxApndX4UfLS3Pi35CR2zpleeNoMZ4ypgCQEA7HcC2vEhsVe5q6iBg4nFBbAOxOnIE7FZhiazZjCWs95fzRwYQ7aeznzKiHdhQB8Prs63zOjbxwXU6wnHPX6Ibi8zOSiJR4V0eEGy2aiCvOQVBi02fGYDsIChKRhEdwOPQBduqAk2+CFefUNwLYIjDFkjaTSobhGaYbAqJZj88fF+4aVGmwTVhiMbdE7uYwJb0y0SbL79VqmH2vIh5jnHPYmkmwYm7id862d2LvysdgY2JOngH4J4QIwD4+AwBwzr+BcMJMCgMIiUjCE8QshmM5fd7VOsUlu5/I7+afv+tX05/FDSUi67mmN+/E9F/47Ss9jU+lRgx2rkLDQBKgvyEucxEZXpNjKhEpAXCKFa/rhW26mGi5gsHmnDd3ESlJSmzW5NgfNNMkQpwQgjHXThMr1XhVPtiqBiY5xhzH51bx8aXVRp+da9EeOVCTxWExaGZlRQBsz53QHsvyx+Fzhm4exBIOyzA5TQFsBcjSB5oBwCaOjxbjPQAqBoMLfYlIRFz4qjExZddlIqEm8GS2j3H5u92kX8dqIhFxOO2JN1fHrBuYAgAO6feujgg38iK35C5CkakHAGpynNRFUNgGT3X1rh5T7MoF5UonJ2+S15vvmkhEPIQUsAoabLcBwJ6HD/viO4gjMRZgKBGR7HoSiOsiMUxbBZAC7PyiOpNemdn0AcDSxG5sY2fTQJ0msg57cgoAMLv0LkKSxcWbjAVk3/m078IE/Cs5SNDp+5myYvwsOG1cyzUC2LkyDV8Bci4iUdFFpJrB1pWIDGKw1b9T1ws7SrixD3YQM3SiBFHCGzLYvdaGQE4iYmDTl28i7BvPEHyOeVYPg12VCllXg31hOcAf/t++DwD4c49fZzQnQEiPigy2uU2fvHbkorCzehkA4PlT+mO1JvoYyhg8tXrTrYzB7n2gWQZMm1XCnkZI4DCuHfkdERe+2o1Q4D9lsPXGYpaLCcmU5mUYQRLA5QzcQBcr4s2ze0EgNc+eQeOqYr3zso4YZmE/VMl0CgCbcICYpExKLXHq54wM3FmuHohyHHG9L3cup6+lGmxff7Hp2b6QiEgXDJJECGEmT1Cg84yzCZNLHyIOuynAdg109b7dQpcQMAmKs7RV/XNAHA9eQfYj0jTNXUQAIJ7dBYckaPMFOTdD1tnywF0LlzCJXclx40VOfm7dtCfE3KZPsdOKwc6XChMin4FGwGu5RgA7V02cGBRY7BSDZkrBsGmTY7UGO5OI1GewTRYTSpd8cUncWBo1OaY+03kGW3XG658Hm/YnOTZpcgSAMc/GSlDDpq+HwS7/t1yL4tJKiIQB/+brD+K2HfoANj9WMcnRuMlRMdgKMEqA0ZKR2zpltyaEd3U+ppsaaqYhQk6AjMEO5NapSbMedVrwCuypaNbT/x5ExEOrwDqHLITFAaYJPLndwqQEYb1BM0LHaiYRoT3x5urzcw2S3VypGc43rkbEzLfakuegGILjcIAZ+K671EdMCDor+aZaMwbb84TFZCfIxlLAs+WZNTmGhMNWdomsSZKjAHYL/kZsj44hygNsA3DnO2NCzy1lHQnMJSJESa96FmCit6GJRMTevBsAwKh6lhpa69k+griL0+5euCSRANuMwVYLHfV9ilgIAgLL5P5mVwNsJgH2Z8HK7lquEcDOVZNt9lahyVExyWVBM+ZNjtUuImmTY20NtnmSIwCcXxI3mOEw2PkmwqY2fUUG29ymDxDHpyQinPMBLiJ5DXY58NgzO4adMy389n/9IG7aOmk0H1VFm75GTY4FF5EgEBZ7rbEN+mO1RZOjYnOTOEZMzGz1gJxERI6nGhRNmvWo2y9PMPVzjqmLdhLLuWXsus0JYt1jtb0UYAc5p46QhfA4AzNMX8wz2JEEBJ6B3Zwrw4OWu4JJjFkMRswYbMvz0WIsteYDVCS82UJCsevLUtYEiBAcAe40JSLeFAjnWM0BbCX7MWE8fQWwWa8G24jBVrsI45uwAUtYPHccAtrBCNz5TlvouSXAZmkcuZn0qm/XiifwuLDa1J6bBLHtLTsBIMfUm0pEfHSTAEsTYscwIsQoOEiMJbXw6Xc+gmu5Rm4dqoGRlTHY4YjBvhZq1OSYqzA212ArgFWHwU7ZZs0mx2CgD7Ycs7YPttmxtlxxyVxYEjeAYTQ5BgUmFjC36Rtm0AwAjLl2KhFRY5UtcNwaEpFf/sIB/NITB2AZNJf2/XsW6Q+aachgq2s2lD7REwYA229PCYAtH9hRsIKAEGMG24IDIEkfaIEM2bANHra220KLMYRSb6oSKy0DniGhHlpy6zpIXURCOCBIdIGnLVhdAOjmvKaFiwgDM2DuHFgIcpeZWgSY+Dm7dgtIMvtGJZswAXa2BGN5BjtMZLS5EbMr5rbSmU9fi8EEwPb0jtWSDjjdXAhOFnJi5mARE2CazSGKYxAWIqRmHswK2LEJERyyePRlYasHywjctb1xdAkBkQvWFGAbXGvUES4il3OLQ7Fw5bAsAw93eazu+DguYxwRzLXmgJCIBEkXfNNNYHNATAh8g50cNRZQ+M4bAn+lr+ZRt+9nifQ6pwY2h6NaPzVisHMVGVrXAQClBK5Nc0mOykWkmm3WlohEg3yw6zPYnHOZ5GjgIpIy2OIGMwybvjyDndrqlXxua5U9QINtyu6O5RjsQeFB6pxYlFQuXAghQwHXQElUesLgGR5jX1S6tNgbn9ykPZbXnugB2GG3I7fFzR5CaXy1bNJTzZMmEhHLa/WAuzS0xoDBTqiLsdS7OnM4cUySFx0PDgCLWAUv4RA+Z6lfrtaQsBFS9NiJWZzDNXHDkM2uKqAnUDp4Awbb9qREJOfRLQC2GYPtSaC00llIXxMMNuBoMth2a1LaOOalDg3iyBVQpF2cfudFcGau11VjWVNi0UvOvCa+V4YcWcsdF82hkWpyND9O6rZ6dq0AGS7FCYjBfVzpnIMkwFl7FwJ5z/RMmxxt4c7T3nFryob7BgtNMVZvw2+YhMaOJApgs6haIjJisK/uGgHsXDVpcgRkA6AEwUoLXSYRsUybHAcwqAok1dFgJ4yD82be0BdSgD0Mm77eRELHIqAGQNQtAdhRQwZ73LOwEkoGewBYV84uplZ5ulUWld5Ug60WEIlktcZb+jIWx/PhMiCUwCQOBMA2YZwBwOYCjKRbslEXhHNYBi4AtgICCvwb2uoByrtaAKa8R7fDibZvNZEPbY9mNn1CjhTC54kRs+tI28t8QI/whjbQOTttUM6xKhvi0vQ6E+mK2xbnAHEG/qVbikkstCe9q1dzjYmmDLbTGhca/R4bxwiEc6MAFl+BMUKw8M5hxMqpo4HdHG35WOItTC/8CAEBbEN3npbTQkApuFxMZLHrBkEzMsCp6JNu0tsAZBKRbtzB4tgeIYXhZjsmAOBbLQRJgM3X3Znu6nimGuyiiwgLjaUrVEmFShhsJneyTHzER7V+agSwc9VEgw0IwKjT5Kht0yeZ3jIbuCwqfe1BB+nD1yp/iBpsr8Kmz5Rtti3Sd/xNbPqA3ibHbKz+z18dy6cFsF2bImYcjKmYbnOAra4ddc0mifJMNtVNZxZxUdhBCGLEOAP5kBMpEYm7cDk3sq+yFYMt2bo0tMYAYDPqYTzpTV/MGGy974RqxnOpkx5nzGJwcMFgm0hESO/CJJIssWXwuVluWwDPqOhFbgCwPWGVyMHTHYQgCeFxbnScvmTXu5Jd55wjJgJgu74uwJYNurldhIQncDiMZBhK6nCcbkT79A/AUgbb1MFCJByecvZgd/ihWLgagk7FErNYNTmaM9i21y/7icBhwQxgezkZRjRznZTCUONUQk9KRGY278QFIq4XcxeRgkQkCY3vk6n8I+4H2DyWlp+jJserukYAO1dNfLABAT77JCKDbPo0AfYgBtsuNKrVGccEyCoGW0lEGvlgp0mOvQDbVKbjWDSVOeTHEz8zuzmPe5kGe5D1ogK3VR7Ywy51napz2WRhQgjpkZwkTDx0Tey/AMDidupgEXVWhO7UEFTYtDfkJEy6cDlATLbZvbYAUFCaegkUTQC25WGCK2u9HJvFuT7Alg1XLnGy41T+yzwxk4hQJa2RAJuHxsl6ltdCi/NUnqPmZuI44XqZ3jzIgX/PUArjexJgy8bcWMp2TJocPdU/0OMyE8NUBKdA7LHxW7B/9TWwlME2dMOwfHSTLubHrsME6SAiBI4hwFYgP2ZSg61i143sL3t3hhhnYIQbSa+ArKGzmwRwNt8gFhINoIpnZTtDJx3ROGlkq4ecTV/cnMG2pEc4LwXYIwb7WqjaVy0hxCKEHCGEfEP+fR8h5AeEkA8IIf+WECGWJIR48u8fyJ/v/YTmPvRqEpUOCImIYjtVs+GgoJm6ntWqlPykjKksehkPqjQExzDJERhOk6OSVRR9sE2BomMRREUGu2mTo2cjiBnihA1sMlWLnqoUx2GXV2hMbNI/AABeTl7DpSezaVORxS0khCNmEQLpyGBqi0WpB8J5n9ShCYMdIQHjLAOKBlpibvuYKNr0JYGwm9MEKdQTMgeXOD1jAUCLJ4ARg+32zo1FcDm0A3UAAaBEFLZgsJVExDYI+3F9cQ6ADKQESQAPzOg4W9JaT4WcpA2YnGiHnPhjE/A4R8QzJjaBYLBNSrGdq1tvxwYsYib8GIAZS6zGC5IA8ewNACClV2ZAUYFYtVuVNAhzsT3R5BgwJb0yX7gCmXwjiDuY2nkzQoJGANu3/fT+MT99I4AGntpqbuniMDK+T1Jqg3ECUgqw5Wc4AthXdelctb8C4Ee5v/9PAP4e5/wAgHkAf0a+/mcAzMvXaPryOQAASmxJREFU/55831VRwgfbXIO9acLDxWW1dVTNYBs3OaY2fQN8sGu4iKRMrAEgyzc5OhZpJIkoS3Js4kU+KGimSZMjAKwESTpW2TGnAPtT1GAD4vgY44gSbnyMgLgW1DXLJTNryrTZOf1vJ1iW45sBbE49eDxvhRfA49yQwW7B5ywdJ4voNgHYHsYgHATC1FFA+lZrsoqWZLAdWNlCQoIVj3MzgK2YfynriOXcLM1IeACwJfOvzoEa0wTcOa6PljwHxUUTDLbt27JPIIgFwFaLJhNdfdqgKz97QAYRGTKxiu1s7bsTADBFhNNJk5juIO7C2XYLAAGwza3rxGedSL/6Jgy2I3X1EXqlVybuPECmc+4mAbbsuwXLxDVelADiPKhrbedXflnMuUEqJJC7dhsw2IRSdOGWA2y1SDFIwhzV+qla3wBCyE4APwngn8i/EwBPAPh38i3/O4CfkX/+afl3yJ9/gZiKpz7laqrB3jTh4fyiWtlWu2EoMGyc5NjQB3vQ3NYqxWDPLQcY92xjXRwg5kxJr01fkDTQYFNaatPnWMR4nuOeON7lMB7Ihn/aEpF8Y2JTlh5Q0euSwUYEymHU2AVkzh/duJta/pkkCAIi5dDPsacpg23wgKSWBYfJXZOkmzGxhgw2JVxuP/fOLdEEKbZisGGlrK6amwueJr7plEulP7QMh1Hg34TBVs2hClR0JFtsFPZjWbDUOVDb7HEAl8PoOMdk2mgY9TZgUgNwJ64PgohnADsBM5Y6KCa2vXkbLmI6izY3XLi6lo8g6WLDfgHYmzDYyg2DQVy7jKgmRwOA7bXgMw4GsWsVJsqdx9SXPwOxXmsM0S1fRXtsxmgsINNgAwD1xPE18dRWcwNk34Wh3AQAQuKA5Kw5VaUMtmYa6ajWV9V9gv4GgL8KQOXFzgK4zHnqtXQSwA755x0ATgAA5zwmhCzI91/MD0gI+TqArwPAli1bcPjwYbMjGGItrXQwdyE0nkswH+LcYoSnnnoKH34k3Duffvp7fe87tSyAzEqnq/Vvvf9RCIsAz5SMeXZFjPnGW29jYv69geOo937w/rs4vPJh7X8fALoyuIVxwOZx4/PmUOD9o8dw+PAZAMDps12EXWY07pnTIbpRjOXlKP39j44GsMCN5/nxGXGJH37meazIY3/7zTdBz/6o532n5TkNVpc+lWv5o1PiIfb0c9/HuCMe3CeOHcXhwyeNxkuiABfOncWR5y+D8xA293Dk+WcAAKvLy+mf6xRJBGB99eVnsPrxe4ADLF1e1BojnVcnhN/iOH32Yxx5/hksLs7D5Rxnz5zGqsF46qH/6otP42Isw0kSoj23zpIAdDQhOHX6GI4Ez2BxaR7TjCGIkp7xYsZxsmQna3l5GS88+zSWzhzD7QBYJ8RFfh4vPPs0zoTi++Bw4NLlRbzw7NNa8wtWQ2AC+OEPX0R0tItOuIoW53jjtdfgtj7SGmtl7hR8zrDQXcILzz6NNxZ+KD6DlUB7XgBgMXF9vPzq87joncHC8mXs4Vz7OMOEY271BABgYfECjjz/DC5GFwAAlFtG15vDCQIepr8b8Rg2h9FYx4PjAIB33j6CCedmjJFXAAAn3nsfR07og7JouYs5LOP4sVPYzlsICZAEkdHcTnbeBwBsij7G83/wfyNGAsDG+6+9hnnndHrNqmt0UIWdpVRX/8yzT6LDBGgnjBpdH4AISjr68ft4YfFpnL94DkkcG4914fI5xCzGc888hY8DIdP58Efvwjmmv3Bicvflg4/ewQuXnsb8whzG6XjtuYUJx3EpzVxdXkbIHUQrl/vO4cr50wCA9958A97R49rz/KxVd2V5XWDIYq0JsAkhXwVwnnP+CiHk0LD+Yc75bwL4TQC49957+aFDQxvauOhz38GuHVtw6NDtRr9/1DmKbx59G3fe/whe6HwI9/gxlB3XRxeWgWe/B8fzS39eVc8uvw3/5PHS3zlxaRV45ikcuOFGHLp318Bx3j+3BDzzNG6/9RYcunN77X8fgHCt+M63AACbpidw6NBjWr9frLFnvo1NW7emn/lvHX0RiRvi0KFHtcd6OXgX//nYBxgfH08/oycX3kTrwmmtzzlf/N3zwGsv4eY7DwqHmB/8APfdfRce2D/b874Tl1aBZ5/C5tkNOHToAaN/S6cWXzsNvHEEd997H6bbLvDd7+DmG6/HoYf3Go03+cphjM2MY8P4CmwawKHjOPiQOLdHnn8m/XOdeveNMQDLOHDH7fh45RiwAGzfsV9rDFVvvfcf0OIMYxumcPChx2Bf+F9hBRw79l2PAwbjfedlAe4O3HknxldOA+cFY6Y7tzfPPA/MAzOtGcTjHAcfegzWt/5nuOCw/PGe8ea6EXaO9zNmLzz7NB589HM4+e4E8C4w7rfBWgQPPvo5vHPpR8AZIRGZ3LwNBx/9nNb8zpz8T0ACbN+7HQ/e+jn8rx9TODHHfQ9/Dq2xibUHyNXF00fxu9/iWHDE3OZ/NAe8CszObMKDmvMCgOdeEOfg+ttuxj1b7gP9HQsO55jVPM6TyyH2hAeA3/t1WL6Ngw89hmMLHwJnAMJto+vtG29biAlPf/e33hX6X5OxZhY+BH4f2HH9dYgXHkd4/FUAwE233o2DW+7THm/j07+Nue5F3P3I4zj5/G6E5DImJzYYzY2ebwNPARHhmD72DZyTEpE7730Ym9tb02tWXaODqru6jG+/LQD27ffdg5VoGTgl0ltNrg8AaJ9pY8PWTXjwvs/h3z712wi7sfFYH7x9FDjyTdz14P1w5trAOeCOO+7B3VvuMRrP+T8dbNqxFQ8e/Bzcb/59bBrfUntuJ5dDzMrsiCPPP4OQemi7pO9e9uaJp4BLwB0PPIr2xLTRPD9L9cr3nzZ+xn+SVWcP5xEAXyOEHAPwbyCkIf8LgGlCUrHhTgCn5J9PAdgFAPLnUwDmcBVUUx/szRNiO+f8UndgUqJ6PdFtchzgdZz5YK89ZjjAQnCtojTTXTdxEFHl23RoTY62RcA4wHIJmU38oYGsiXMliAdKdD5tH2w31WDzxl7fQOarHX3vN7AKO3VnMCmLZp32kfTZ9QyT02B78DlHR0Y6K6mDiQYbACYS8RkdXzqKUDZzUgOfCCK3/++evhtHzr+Ey8G8cMNgHFxTWuP4UiLCSF+To2lDpyslAB2ZShjzGB7nRtHVtpQAKG1yEIhzYVOz7WuLi88nc4ZRjav6cxvzhQY7yjVzAoBlGMBicwsRsvtRTBhsY7u5rCFu+ubPZ5Hfhteum3PDuDy2X8aum0kdlAzjzcn7cd/cf4RFxLhGgToFZ5hISkQs0sz5Yxg6ZzVWNjfzsJ9sPL9HImJ6DgAgIi5oEvb/QMnXRk2OV3Wt+Q3gnP91zvlOzvleAH8UwJOc8z8O4CkAf0i+7U8C+I/yz78r/w758yc553pI8lOq1TDGGycXMu/qhi4imyfFl+H8YoCYsUqfadu4yTGp1PiqMes0OcYDGjDrlLLqm2jgIKLKc6w+H2zTc5AuMnIfQZPxABGVDkiAPQDIepb0wf6UXERUM26YsMaNnIBYGARzR3H30mGcbe02dv0AAFvqrbtJB5HUJ7e8caOxuOViWxzjw4X3wDhLAbZphPCNgY1xRvHk8f+c83PWv46JbEx8cOoeJDzB0ye+i5ApuzkzDbbDej21ARjrzdOEQ+niEks/Z11nDQDw/DHZxCaAU0cumhxDL+EUYKcBPZFoXDVYSKgwl4j1ateJKcCGjZDkADY4nIZa4m7cxfYb7sYlIs9zAwcLZSEYbrwFISHGC9e0AfPenwMDBZEabJO+C6GrF/ejIAmyRlPDc6Dm1+Mv3wQQ29l5UHNrAtjHnDFc6grOMGJRowbMiHiwWX+TI1E69lGT41VdTdDArwH4VULIBxAa638qX/+nAGbl678K4K81m+InVy98NIef+v89i7fPCA/VKOGNrM42T0iAvRQMbJhMmxx1fbBjVgngVMOiVpOjISBTTiLDYLC9IoPdyEWkf+ESNBgPyBjs5ZyLyOAkx0+pyVEC+igPsBsc58XWv8TK2G8AAKytB4zDMABgExUNSW9cOIJI2oB57pjRWMT28eMrq7jYvYA3Lv4QEY/gcRglEgIAJy7u67bw3KnDWArF994kMIXKqOUddBN2T+zDd0/8vkxeZGCa43ktCbx4LsBCMrEu5yAGx+o54vNWDYkREtiGNIebBvQIEKYCZxzDxlXFLqce3SyCYwiwLSrkJbFK51S7EgbnVMzNQUiyiPmYcGOLOGXpFiYBqGXh9N3SwaJBg526Pg585Zex5G/EmEHaan5uzuQkXt7yhzN23ThxVTpCxRlLbLqLAAAtp43FcAGATPpsAGK3jQkZ5Hvz72YppA1Y53u23IcXznxfNnQ2Y7Bj6sJi5Qx2xC1Q69N5nozqkymtOwfn/DDn/Kvyzx9xzu/nnB/gnP9hLr29OOdd+fcD8ud6HTWfYu2aEQ+2k/OrMpq4IYMtJSLnFqVEpMJnOgWCmi4iwQD5RMpg1xhUgXCTJEcgcxJp4oGtyncsBHEhybGBTR/Q+7lGDSQnADAmXUTWkoiof+PTs+mTDHac+XM3uXbHMYaT7SUcnnwUxHONnQ4AYNqdxd3dLr778e+DLxwV449Nmw1me/j8agcudfHU8f+MiMfCbs7woRZTFw+tCr/p7538DgBDgC1DTJKogy/s/gm8dv4VrMYrgsHWZNtcGentMo6uXJAEeYmISUy3I3YMupJtjhu4YVi2DZchDehRwNhzTAF2waObCwabGjLiLkcaQ67kCSayHwCw4YKTbIETEw7LwGUG6Ld0m9y5X8zX2CLOTz8zf2wCcOxGntpqbju+9t9jSTr/mLqSTEnp1bGFj3L+8ubPh7s23YUj519FN+4gbOA1DQAHN9+NSXcSh088mUqImgD2Q7uewFK4hFfPvYKIhY3ulTFxYZcAbJJEiBp8fqNaH/WZTnLcMSMeECfnOynobKLBbrkWJnwbF5YCxAkrDZkBsqCZYTLYmUSkPoNtCjxTgD0MDbZD0wAdQDLYxhpsKRHJa7AbMthjKYM9WCJCKYFr0U81Kh0Qx6fOZ5N/+ysrq2CE4Mht9wvGqAGDTZwxfGl5FceWPkISHAEAY6aN2B7anOOe6btx+MS3Eci0ROqYPdRi4uLWLsMGfyNePfciAFMGW0ZNhx18fvdPgIODcSaCYTQfuI7rg3ECN+GIWYyYxSnTZgo8fVcBbOmDDXMtMSDcV1Q6Z8pg22byhBRgx10wzpDwBG6DXQmPIZWvRKk8wTAkiWR6XUA0AZoy2DZ1YBE7XTRl+l9zUBwmQcquC+lEM7u5btLF1MZtWL77T4MSCxY1W0zsDi3MMBuHTz6ZSa8aAMRDu76AIOni+TPfR8RCeA0Atk0dPLrjcTxz6nAqb2rCOj+47SF4li8AexKmixWTii0PDu+36SMsQmyY0jmq9VOfaYDddm3MjrkSYDdnAQEhE8maHCs02Coq3aTJsapxMpWI1A+aqVoArFVtR3zxJ33zlbuqfLw80IzBdkt2Bpo0TQICtNqUYCWI17xGHr1+I+7aPW38b+lUPmhmGBKRL5Nz2BlR/DD5QGx7NmBl4I3jiyurIBz4TxOygc/wIZRpne/FfHAJl/iSceQ3AMTUg8sjfH7XF8Ehvn8KVOmU8qdNwg72TO7DAZkQ5/FEm8EmlCKAA5dlASyBBIoO56AGOkzXbcPOxZtHDRhsQADsiDDELEaYMthmANuGA4sDZ1fP9mjNqYFEBBDWerF0jE31v4YMpWMVAbaZT7oqBYqBDPw30WAnPEnj4CMWGX9PFcBWmm7iuo2+8wlxcTAYw/Onv99IeqXq4OZ7MOlOpSC2ic4ZyFjnF858H0AziYhvt/Dw9kfwvZNPNtZgM+rBKWOwWThisK+B+kwDbADYOdPCyfnVoTgxAEImcn5xLQ328JscKSWwKKnlIjIoZbJO+cOUiNhWf5Jjg6AZoPdzbZIMCQCEEIx59poSEQD4Z3/qPvzswZ3G/5ZOKbZ6qTuYWa9bN/zS7+CJ2/4UXr/wKk4vn2zEYFNvHBsZw/3dLo664iFr+hBSzhK3t65H2xa64iYSkYS6cFiIJ3Z/KX3NZFvckhIRFgmA8gU5XotzbQYbAALiwpML7uVoOcdgwwh4Wl4LM0mCs6HwhY4JM46uBoC9obhXvHjmhRSUObaZRIRYPu7uEHz72O+nkgexK2F2zTmgiGSTXioRMVg0AYBNxTEpWUeMZlIH384160l5QpOgGTG3rpQ0BsbfU5vasEgu2IhFxvIQQOwM3dt1ESRdPH3yMACANhjPpjYe2/k4nj31PXTiTiPGGRCss2/5eP7McwCaSUQAAdgvdC6I3ZcGDZgJ9eCWMNg0iRAZypxGtX5qBLBn2jg532lkXZevzZMezi8FiBmv1DhbhgB7kEQEEMA90olKN2awh6nBLrHpMwSKmUwme62pTR8gjnM5SFKtcxNGfFi1a0MbO2da+Lt/8C7OLEiQ0mRehODxvT8FALjQOdeIlbE8AYQ/v5wl4pk+IJUUw0o4Ht3xeTFWA4lIQj04PMSts3dga3sbKOcgBsdqFwD253f/OGxiY4Yxo0TCEC72h+KYnjv1dOZ2YMjW224LP7bSwQ8772ExWEQEbpysBwAHO8J95ZtHf1fE1TMG28DyDxCLnC8uM8x1L+LZkyI0y+UcliGD7XKKCAJgK7bYMkiZBADHEqx8J5DNoQSwiTmD7ebs5po22OXt5hIeg4ObL1wJ6ZtbI7s56uKWLjDpTuGZUyJ0xSYNQexOwTpfDuYb6ZwBwTo/tP2RlP1vAooB4JHtn0vdhxox2LYHB1Hf6yOJyLVRVx4pXOHauaGFU/OdVAfcFDxlEpFqBpsQAsciQ21yBARgrsNgKys/YxeRIWqwPXt4Nn1uibY9aGjTB4hGx7xEZD0AbN+x8I9+4R7MrYT4W994G0DzxeHOiT24YeZmAM00iraMNZ6d+ZnGDyHFaiZhF1/Y/RMAhC7Z1B+WWQJgE0Lwlf0/i21xYmSDZ8vGRC4B9raxHfjHj/1LfHl5BdzS/16ExMW+ELhu6gC+8dHv9konTAC24+Onl5cRI8EffPx7YATGWmIAAHHxUKeF7514CpejRbgcsAwBNqMuHlyNMOVN43c++HcAJMA2jIV2YCGW1nqpBtsyHEuy8ovLlwCIOPImWmJPxpsDmcOJKXvq52K6VRx5I/u6XIT4MBhsj0V4bOfjWSx5Q4D4gGSdgWb3I1WHdj0BACAgRtac+Zr0JnHvlnsbz41ZPlzeLxGhLEI8kohc9XXlkcIVrp0zbYQJw+nLqnHHXKcICIlIN2K4tBKmuuiysilFomkPLhjsajbFtkg9FxEZ+W1XuJysVa0h+mALBjsHsBtIOtLmUTa8JkdANDquhEIiYlMCavi5Dbtu2zGFv/2zt2OxK1mZITRYPiFBbBNWZvedj+OZW/8G7vjZv4H7tz4k5mb4EFKgi8cB7tnyIHZjBjeGESxDxwlmuSlj9As3/Wn8p5OntX2rAcCW4TAKYAPARncGDmAE2CPiwUoi/OT+r+HNi6/jg/n3AJgzu7bXwi1hhO10Br/zvgCxtAGDHVEPj686CFmIV7rvwAFvcA48jPEQP7H3y3jz4usAFFNvqJuGlXpXKxmGaQiOK91XllcvgXMuGGwDFxdVfg5gR0kEhzogxOz+4eYDUxrqufvm1tANI6EeHBbg0M4n0tccw12EdH62j4e3PyrHag6wH90hWGfXco3PQb4e3/UFAOaSHwDglg8f/QDbYiGSBhr2Ua2PGgFs6SRy9KLYEhyGRAQATl3uDLTBsy1ioMEezGDblCKq4yLCmml2h+mDLZocxXw454gS3tgHOy8RiRIGr+E5FRKReChyk2HXH7pnJ37hwd0gBJhqNb8hf37XjwNoxozZjotbf+ovwm+P44/e9Cfx2I4nMOaYBc1YTtZM6FgO/hp7DF9aWYVlKBHJM0acMaFyNADErgyH4XEGsONIaikNHrgRcWGzLr607yuwiIXvHv82iIxLMQHYjuuDAHiI7scHlwVYb9KsF1MXB4IE100dQCBt9UwbTZkltsW/uv+n09eaNK46cBARcd+LYikRMQxKch2RYLrSuYwoDsAIgdMA6PTIMFizZj0VqtONM4DdhD11c77aMYsbAmxhN5dnnU1lOvlSrHMTFxFVE+4k7t1631DYcAD4/K4vYGNrE/ZM7jUeg9seXBKDJUnP65RHiEcA+6qv9YUWrkDtkgD7o2EBbOmFfXk1GjiWY1EDiUgyUIPt1GawG2qwh9jk6DkWwpilPuSAuVWiUyIRaZrkCIg0R5XkuN4ANgD8za/dhu/+6uPYNNH8gbZ1bDu+fscv44t7vjKEmQF3bb4Xf+vRvwtqGJusNNhcgVfWLOGMWx48yWDHoRzTQNKhJCIkx2CzSGopDQBxTD1YLMTG1iY8uO1hhCyEIwGxCbOr5nc/3wFLaohN/ZwBxVCG+Mn9XwPQjHHmlguXR7hx5iZcN3UAQDPZj0MchISDM5Y27VmGFoK+J+wkVzsLqQ67iRuGb/upb3gTWz0g02CHSZBJiBoB9tzcGoL/REqv8qyz3aBRWtUjOx7DpDuJLe2tjccCgL948P+Bv3zvcLLvZluz+NbPfQf3br3ffBAVRtRd7XmZsgjJSIN91df6Qwufcu2YFjfijy6Im2ljDfZkdlMZ5NJhUYLYgMEe5HVsW6RWkqPyyjYNmvGHymCL4wmGYDdXFZU+FIlIkAzU1V/JopRg/yYzhris/vjNfxoHN983tPGalC0lIkwyk0giME5gGYBiQDBGHonAGUMcSybbiMGWDho9DLa0PDNg/2PqwpYaXQVilWbahNl1PPG5TSUUD257WIzTFGDzEF/a9xVQkEaMM7d8uIhACMFXrxPH6vCscVS3bGccIQFWFi+hG67IVEgzBtv3pwAAnWARnWBZjN+A2fVyDHbYMJEw712tmmCbAvZ8k2MTBpvJ6wMA/qtbfxF/bn4B1hBkHRPuJL7xs3+Qfiea1g0zN+LL+746lLGGUVwm3AYriz2vWzxG0rCxc1RXvtYfWviUq+Va2Dju4ehFcTMdhg+2KnuABtuhhk2OA8CiQ2ktH+ywYbPevXtm8OiBjdjQbn4D9aXtYDdKcmE/zVxE8tr2JpITVeOeheUgXlOiM6rhlwJdXAJskkSIYYEM+G4NKi51w2HQQaJYcQOQQi0LIbdB4sxii8nGM5PI7yQHUB7b+Tgm3ckUYNsGzX/5BUAG2M0XxInlwuGCYb+b7saOKE5BvHbZHhySIIlj/PR1P4cvkhtxVxAYu5K0vBksUoqLp95HEHXgcp4yg7o10d4IAJjvXkwBdhNmd9yZxMXuBSQsaezUMekK8H9u5UzmSNJgblPeDE4vnwDnHDFrlpbIbD/tbdg3vg9//vKC0feqrHy7NRTN9Hosa1xcb8vzZ3tf5xHYSCJy1dcILUDosI9fEls0pt7QqsY9O9UoOwPZZgqm0eTIORdNjhU+2GLMej7Y6j2mTY4P7J/Fv/rFB4yDavKlJC/dKGOwB31ug8r9RBnsWH7+o6/Mp1m2AnFKisEiRA2YWAW8oqCDREpEiCFTFMABSfISEfPxEsuHIxlsz/LwR278L7CbCDcWE+BpOy5iToE4wKFdn8cvXiK4PTLf5RDadTG//4rci//l/EXYjinAFsArDDoYdyfw87gFbc6NZT93zN6DLqV46dThFGCbMtgbJ7bjxiDEK6tv5QC2udThwe2PYiGYx2sXXpWhJOagadfEHuwY34XDJ7+dRrk3CYd5ZPvjOLt6Bu9cehNhw7kxy4Urm/WiUH4nGlrhfRbKmdwMAOhePtfzus1jJA2aa0e1PmqEFiAAdhq+0hBAEUJSmYgzAMDqNjmGNeKwbUpTC75BFSUMhGR+3Fey8gx22NBnOmOwxd+Vrru5TZ+NmHEsB/G61GBfy6XYWy63sgmLG/nDKuAVh10kUiJiwjgDQEA8kCRzAGCxOYPNCpHJX7/jz+OX8CAAc715KBcANnXws4sxfMPwlXR+kqG0kggUZsAfACCb9VLdqdwFcAxt+h7c+0VMJQl+sPAiwrgrJCKG4N9tT+JLK6s4mpzFyaWPxXQbMLEPbXsMLbuFJ4//fmOdMyEEX9j9JRw5/xLOrpwW822gc35s5xOwqY0nj/+BYLAbumF4vNDbYPi9+iyVPy205eHi+Z7XRwz2tVEjtABh1adqGBKALbLRcZDG2aFUD2DHawNsp6YGO0o4HErXxbab0nN34wSh7KQ2tulTSY5yjVFnUVKnVDPn/BqNq6MafimATRQY5g39YZ0cgx1JcGzItEVwYOUYbCU5obYJg+3BLQZOKBmAIfA8a23D+OKHAAAbMVgTAGX78JRfr/JgNgTYKp0zDjpyvBCME9gGnxsAbNy6D0+sdPB6chxL4SI8ztPmWN3asG0fHloR98XD5w4DAJwGgSkiVvtxfO/kd9CJVxvJMABho8k4w3eP/56YW4NzOuFO4oGtj+KpE/8ZQRI0m1u+t0F+r0x3hj5LNTYjADZbutDzus1jsCFJbEZ15WqEFpBZ9QHNNdgAsEkx2IMs9SzSI2VYq4IaANu26jPYTaUwwyq/RyIiFgemgDiViEjpTVNNt6oxBbBXwhGD/SlXqiWWDDaVGmzToorBDlYbM9gRcUFZxmBzFdNt4A/dA2BVyfFMgef5yduwp/sjcMZg88jI7zudn+XDQwjOGJCESDgxZtaJbI5MpQRJhAi2sa7edlw8tGIhIAneWHpLhvOYAWzLtrE09ghu6UZ4af4lMb6h37eqL+z+EhbDBbx18bXGFnH7pg5g3+R1eP70swCaNTkCIoH0Quc8Tiwda9TMmbph5HobTL9Xn6Ua3yAkIli92PO6y4NGC+JRrY8aoQWI2GlVwwCeqtFxMMDWY7CDGg4bNq3pIpKwoeinh1GKwQ6iBOeWxAN3zND+L5WIKAY7tSNsqqsXc5xfCUdNjp9yiWZCC0S6dQiJiPmDh/pChxwsz6eaadoAYOcZbNYAsAtnjSLADsWxGwJPtv1uTGEFZ4693ZjBhj8Ji3BcPHMURAJi01LyDcVgExY2Gg8AdsezmEoIAh7C5QA1dCQBAH7zT+EnV5YRSsmDa5gKqeq+rQ9j3BlHxKJGLiKqntj9JSRchEs1DWB5ZPsheJYPxlkjPTfkoins5gD2iIFdsxzXwwLGYOUANmcMM3wBsb/xCs5sVMOoEVrA8Bls5YU9qInQpqQncXCtyiQi1eydiEqv4yLC143UIWWwY4ZvvX4G456N+/ZuMBortemTH2tm+9egKQ4Z4F8K4sYa/VHpVwQnlUsQHiFpwGBP7boVALBy8s2MwTYEAhF1YbF+DbZJMAxsD6501lBFkrCRHGbmBqHhvvjO87ARN3J12PbgHwYAnPjuP5GNpubzshxxv41CocEmSYiooefvqrcVj60IiZnTIHYdAPY+8FU8thxDZtfAtc3BOiDCYB7dIQJThpFI+MTuH+8Zu0m1nTYe2v4YgGZ2hKSHwZbfK0Mbx89aLZApuMGl9O9L8+dF+Mz4lis4q1ENo0ZoAcCO6ewGOgwJQMpgr8E26zHYa+uTheykHoO9XiQiasGw2Inw+2+dxU/cujVltXXLKTDYyrJwGC4iqkYM9qdfIXFAJcCmLG4UwLBpz83ocgfk3FspIDbRTANATDLvaiCzEjQaT4LOoLuSvkRY1Ah47rjhbnS4i+TkK3B4DN4A3G3bfyvedO/CvhO/Axp3GzWaUgm8UqYzicQiqkEF7a346SUBUlzOGzHYXmsMc637cDAQuxNuQ4kIIGQiQLOEVFU7J/bghpmbATQLmlGVzq1JA6aTk16lbjojF4w6tWzPwI/m078vXTgJALCmtl+pKY1qSDVCCxAyhU01ZB11q46LiGNRaBDYtZocbUprNjmun8AUxWD//ltnsdSN8bW7zG8qTkGDXUdWU6fyiZUjm75Pv4QbhgTYPELSQCJi2TZO2Lsxufh+Y4lIQj3YOd00SzXY+uOpxr8ol+jWFHg6rodj7gHMzL8OB7FRoE6+lm//49jOz2P3/AuN5qXY5URKRCiLGgF2AGCTO3B/uIpptDHGuXFojaruga/gK8viXLSdyUZjAcDdW+7DBn829bJuWj++5ydhUxtjTvOAqQe2PoJpbwazrVnjMUi+ebhBL8JnsTrODMbiy9nfL50CAHgzI4B9tddoiSlr50wLF5aCoTC7WyaVi8gn0eQ4SCJSMyqdceMUx2GXOp5vv3UOs2MuHrnO/CZfpcE2jV5X1cNgjwD2p14xcUAlUywY7GaSn0tjB3Dd4g/wYdKsyTG2PNhRrslRSk6MEg4lgx0GOYDd1DEFwPzM7bj73O/AJqyxL/HNn/9juPzK38B2fg6nifn2tWKXk1Dp6psfpz2zCxTAX1i9AQ9c+ha6XjOAvfuhn8O9P/zvsS86B/uGHY3GAoT84h984X8fCiAGgJ+/4Y/h4R2PY9ydaDyWZ/v4F1/+D2jbY8ZjKNlPHHayhathE+xnrUJvBpOrb2R/nxcWjO3Z5tfdqK5sjdCCrF3Sqm8YzK6y6VPsbFlNtxwsR/Up7CCq0eRo0VoSkWgdJRIqOUiYMHz1jm2Nmi8d2hs0Ew5JIjLuZg//9SKt+SxVBCfVOls8RtIQjAUbb8ZGXEZ4WTzIjDTTABLqpumL4gVzyQlVALuTAWyaNGd2rZ33wCfS/q8hg+36bby9+ScBoBEgVgE1TIYHWSxstCsBAK2NewAANyxewL4ohtOQwR6f3oj3/Dtxfzcw3uEo1vbxnZjypocyFiUUO8Z3DWUsAJjyphvJVyz5eYerizm7yhHArlOxP4tpvggmbWr50hkAwPSW4Z3fUV2ZWh8oax3U3o1jcG06FOA51XbwD//43fi5u3dWvmfLpI/LXQ5eM81ReUQP9MGmpFZUeryOGOz8IqSJPAQAKCWwctr2VINtNW1yzH5/xGB/+hVTL7XDozwGa6jt9LbfIcY685r4v+FWtgiH6bfpsw0YbMXqxjkGW8hhmh3rppsezv4yBFeHjY//WQBo5OSi0jmZ0qzz5guJiS0CYG/onpD/RjOADQALe78MAHDHhiPruJZr04GDAIDlD3+QuukY7eR8BouPbYRFOJbmRdgMXT6HZd6CP7rurvoaoQVZf+bRffi3X38QdEjphl++fRs2jlffYLZM+og5cGklrHxPvuox2PWi0teXBluA150zLdy9e6bxePnm0WHZ9NkWTRc2TcH6qPQrpD78aBGAZLAbsp2zEgxsWHgbgPlWNrM8eMgDbAksDJi7FGCHnew1FiFu2Py3de/NuAwhSxiGL/GuG+/BW85tWLXNdcmOK3YLeZhpsJMGYS4AMLVpJyJuYTs7CwBw/eYA+8av/kW8+Ll/jq37b2s81rVeG7fvw3GyA+Onns31Iox8nOuUNS68sFfmxbXrdc7jEm3+LBzVla/1gbLWQU21HBwcAsCrW1unBItzbjFY452iakWl6wTNGHrrDrsci2LThIc/cu+uoSRLujmZTDikJkcga3QcMdiffl2auQMHovfQXVkSDHZDtnNm8y5cxjj2RB8BAKwGANvlufRFCSwsg4TDVMOaZ7BZcwabUIrj/k3qH2k0lqoNv/h/YfpP/Cvj33cku5xJRJofp2XbuEg2wCXC5rBpkyMgAmwOPPzTjcf5rNSpDffj+s7rSLrLAABr1ORYq5zJTQCAzvw5AEA7vIhF27wXaVTrp0Zo4QqVaoQ8t9hd452iFIPtDbCwc2oGzUQJh2OvD4kIADz1lw/hlz5/YChj2VaOwR6SBhvIGh2bNkyOSr+c6z8Pl8Q4+dqTsHnUWCJCKMVJZx/aRCxuTQE2LK83HEYy2LajD2QtybiyMLsfUBYhGYLV2dKskMQMK1lvenYrZrea60MtKRHhMp3T4jGSIaTWzTuCCYw5NU6ZHJV5WdcdQpsEYMe+L/4+kojUKn9aNAxHi0IiMhnPYdXbdCWnNKoh1QhgX6FSDPbZugBb+WCvkQ5Zx0UkThjsdcJgA4IdHpY0x7Fo1uSYuogMEWCPGOxPvXbe9WOIuIXw3Sdh8QSsoUQEABYmb0j/bFlmQIDbfm84DBP/twxium1lXZeTiAxDDgMA3p77AayfZD1X6aMjcawWD4cSC73sCYAdNJTVjMqsdt/zE2CcYNfccwAaLFw/Y9We2QoASJbOgzOGDWweYWvzFZ7VqIZRI7RwhWrzhAcC4OxCXYCtGOzBGuyohovIekpyHHY5Fu236RuKRMQa2lij0qvWxDTed2/C5osvwELzJkcAYJtuSf9su2ZAgNuZ9y+A1KvbNtCeOp6wSEuiPMCOhrKY2HffT+CV9mPYcstjjccaRvmtcXS4C7JyAQBg87ixBhsAwrZokg5HAPuK1NTsFnxoX4edXGiJRwC7Xk1sEAAbKxexsjQvdgFGKY7XRI3QwhUqx6KYcEl9iUgNNtah9Rnsa9VuzrEIEunM8klIRK7Vhcl6r7nND+FA/AEm2SL4EAB2e9ft6Z9NXD+ALB46UrrpJEbILRCD3SEFsHm+yZHHQ2F22xPTuOVXfxdb993ceKxhFLUsnLZ3YmzxQwByITGE4+RTwjc4xAjYXam6sOnB9M8mOzmfxXI8H4u8DdqZw+J54YJDJ7dd4VmNahg1QgtXsGZ8UlsiUivJ0SJgHGBrsNjryUVk2GXnJCKZTd9IInK1V+vmL4ISjkmyCj4EMLb5wD3pn421okUGm4XG/tCO1GDzHINtD0kish7rUmsvNgXHAQA24qGcU3tG6MLDa/QzuxrKv/GJ9M8jHXz9WqDTcINL6MyJFEd3epTieC3UCC1cwZr2SG0XkSBmcG060GlDgeZoDSeRKFk/PtjDLsei/TZ9w5CIuKrJcfSVuRK16/bHsMIFEB6GbGJsagZnIBqJTIFAFg8tGGzCYmM/Z8+X1nVRdj8YFrO7HiucuQ5b2QV0VpbgDOk4Wxt3A0CjGPdRNau9d/8YQi6+A7aBm85ntZatKfjhfJbiuHGU4ngt1AgtXMGa8XUkIgm8NcCdkn2s5YUdJesnyXHY5Vgk1WDXkdXUrRGDfWXL8Xy83xJuGNxqLhEBgLP+dYg5BTX0NlcAO+5hsM3GciTARpxjsIfE7K7HsrfcBEo4zh99SxznEBowJ7fuAwCEQ9Bzj8qsWmMTeM8T/Q3OiMGuXR1nBuPxPBKZ4ji5efcVntGohlEjtHAFa8YjuLQSpg4hgyqM2cAGRwCpM0gdgH2tMtgiaEYc/zAlImmT4zW6MLkaanH7I+IPQ5IALG9/CGepebe+ijdX4TAkiRGZSkQcFwknQJwtuG0eD0Vvvh5ratetAIDLJ96Ew2PwIXh0T85uQ8jtxuE8o2pWi/u+gguYMe5t+CxW4G3ABFsAXTqLDncxNjEKmrkWaoQWrmDN+ALknq8hEwliBs8ezI4pBnstiUh8jbuI5G36bEqGYgE4YrCvfE3d+kUAGAoYA4Cbf/6/g/ffvm78+1Qy2KwnkdAMEBNKEcAFyQFsBxHYkI51vdWWfbeCcYLk3LtwEIPT5mwntSxcoLOIRhrsK1p3/fxfgf9r7xjvDH0WK/ZnMc0X4XbO4RKdMWqUHtX6q9FZvII14wngV6fRMZQa7EFlW70M9jdeP43ffPrD/rGu4SbHogZ7WIB4BLCvfO246X680n4Uzv5HhjIetSxYtjlDbEk/50SGwxAeGTc5AkBAXJA4W2wLBvvaBIt+exxn6GZ4lz+AR6KhpUx+tP2rODl1z9pvHNUnVoSOgn50i49thE0YZlePYcEapTheK3Vt7j9eJTXjC7BWxws7iJOBDiKAkEcAmTTi/3r5JJ55/wK+fNs27NrQTt8XM35N2/SlDHYyPIA9PrLpu+JFLQv7fvl3r/Q00rJclb6oGOy4UeR3CBc0yTPYMTAEZne91gVvDzatfiD+MqRY7Vv/y1/HkeefGcpYoxrVp1V0XDRc70qO4/XWcAiEUV35GqGFK1hKIlKn0TGowcYq8BdLm76lbgTGgX/23NH0PYxxJIyvqyTHYZadY7CH2cw52RLAqTUgqn5Un61KAXYkvr+UR41s9SLSC7BtJENp/luvtTq5HzsS4ZqAa/g4RzWqtcqZEL0gLkkQ+KMUx2ul1kQfhBCfEPIiIeQ1QshbhJC/IV//LULIUULID+V/d8nXCSHk7xNCPiCEvE4IufsTPoartto24Du0FsAOY7Y2g526iAgKd6kropt/+6UTWOhEADJ99rUqdXAtmi4wgnh4UphHD2zC3/nZ23H7jqmhjDeqq79sr5fBtliMhJgvwELiwZJpkEkcwyZsaNKJdVkbbxDHCIwA9qg+0+VPZ6CajW+9gjMZ1TCrDvoIADzBOb8TwF0AvkQIUXFNf4Vzfpf874fytS8DuF7+93UA/3C4U752ihCCLZM+zg6pyVGx0pGkcBe7EW7fMYWVMMH/+eLxnp/ZQ2j8W49lW6RHg73WoqRuuTbFH3tg91AaJkd1bZTtiSZHnjLYzYJhYuLCYmKsWPlhX8PAc3znremfybW8kBjVqNao9kwGqsnkCGBfK7Um+uCiluVfHfnfIB+4nwbwL+TvvQBgmhAyyv2sqC2TPs7V0GDXadhLXURyDPb9+zbg4etm8VvPHUMYs5Tdvla1xDalqQ92NEQN9qhGVSzHk+Ew0vnD4uYuIgAQURcWEwx2HF77AHvz/iyungxJgz2qUV2NNTGbQSRnapTieK1UracBIcQC8AqAAwD+Aef8B4SQPwfgbxNC/l8Avgvgr3HOAwA7AJzI/fpJ+dqZwphfh2C4sWXLFhw+fLjhoVx9tby8DNrt4sPLbM3jv7SwCi+mA9/39gUhCXnx5Vdw8X2K1TDBpbMn8cA0xfc/DPCr/+w7eGCbOOVHP/oAh+OPh3Uo66Yung8QJeLzPHO+i27AP5PXlklFjIOWJIWuLi+PGsdKKuyuYh+AxQunceT5Z7AtDhBSu++zihnHyZKm4uXlZbzw7NPp3ycZRYut4oVnn0awsoAvAbg0f7nnPddaeXwcM2QZ5y/OaR9nmHAcL9lRGl2vzUtds8VrdFTNKn/NFq/TMd7CBOng7NwilkfXr1Z1V5bX5XO+FsDmnCcA7iKETAP4D4SQ2wD8dQBnAbgAfhPArwH4m3X/Yc75b8rfw7333ssPHTqkNfFroQ4fPow7rt+CV79/DI8//vjgGPSXnsKObdM4dOhg5XvcDy4Cr/wAt995F27aOgH8wbdx+03X4089vBcvzP8A3/hoDt/4SGixb73pRhy6/9pLi/ru5TfxyrmP8dCjj4G98X3Mti0cOvTwlZ7WVVGnVyL4JTsbR55/BgcfeuwKzGh9VxyFwA+AqYkx3PrQY7j0LEfgtPo+q7luhJ3j/Uz0C88+jQcf/Vz693deHIfXXcKDj34Oc6ePAS8Bs1u242DuPddaHX1uD2ait7B15x7coXmcJ5dDzPr90pLR9dq81DVbvEZH1azy12zxOl14egoTvIM7HvkipjaONv116pXvP431iCG19s8555cBPAXgS5zzM1IGEgD45wDul287BWBX7td2ytdGVVJbJn2EMUubEKsqqNXkmPlgL3YEmz3h26CU4P/4sw/gW7/8GH75C9fj4etmcXD3tZkU5VgU3Rj4yb//LN48tYhDN2y60lMa1TVatuMi5jRNX7R4jKSBb3VMfThcSEOUBpvY165EBAAWx0S8OR1JREb1Ga9laxohtzC5YcuVnsqohlRrMtiEkE0AIs75ZUJIC8AXAfxPhJBtnPMzRNCuPwPgTfkrvwvglwgh/wbAAwAWOOdnysYeFbB1UjRKnV3sYrpd/TCt1eSYS3Jc7ArAPiFXy4QQ3LJ9ErdsnxzGtNdtuTZFzIH/f3t3HiVnVeZx/PvU0p2QnaydjUAgLEmUQEA2kRBBBlBQVHaBcRnR8eioA6LOOaMzxxnFozOKipzxoIM6kVFxd4ZxYRmVUXYIqCRsgbAEErJ1ku7qeuaP+1ZSCZ1Udfd9+6238vuc0yddVW+nb365VfXUfe9775aePq6/9CiWHKIljyQ92yhjfaEYLnrvkLY2rxY76PBkDnZv+NPaeA42QN/Eg+AlKGhbbdnLdZcn8GJlAp1tuoTu3qiZd4Mu4BvJPOwCcKO7/8TMfpUU3wbcC7w7Of5nwOnACqAbuCx6q9vItHHhjeXZ9Vs5ZNrui9+mLnIs7BjBri3RN3bE3rWX0LlHzWL9c6v4+Pknbt99USQtPXW7LxbpozqEVUSqpRF0kCzTVxvBbvMd8UZMPwxWQrFzn8YHi7SzEz/M4+tWc3DW7ZBoGlYg7n4/8LKJv+5+8m6Od+C9Q2/a3mFqMoLdaC3spnZyrFsHe2Mygj125N61/NX+k0bxujllFdcyLHooU0w2hykNcQTbi510em0d7FBgt/vUiYOPP5s7Nr7AgsWnZt0UkUzNWbQk6yZIZKpCMjZlTDJFZP3u18KuVp3ePm9+mb6q093TB4Q52CKSji22DyO2rQHCzovVIazn7KWRdNBLBagmU0QKbT4Hu1gq8coz3934QBGRnNFkn4x1lArMGD+Su59ct9tjepKFnZvdaKbS9/I52CIS31OTjuewLXezad0aylTwIUwRodRJ2fqo9PbQV9k7CmwRkXalArsFvHXxLG798xpWPL+x38e39dYK7GaniOyYg60RbJH0jD7qAjqsjydu+zZFr+BD2ZGwFM5mbdvaTTWZg11o84scRUTalQrsFnDRMbPpLBX4t9sf6/fxbX1hukfjKSLJVunVMAd7RLnQtjs2irSCWQuOZ5V1MX7lDynTB0OYg23lkQD0bt1MtTaC3aECW0Qkj1R9tYCJozs558iZfP+ep1mz8eVzsZsewS7sPIKt6SEi6bJCgcenn878bffRYRV8CCPOpXFhc4m1T6/YXmAX2/wiRxGRdqUCu0W8/YT96e2rcsMdL9++vDYHu9EIdm2jmd6+Khu3Vva6JfpEsjDhmAspmIcbQ9hoZsrBrwJg/co7qdaW/tP60CIiuaQCu0XMnTyapYdM5YbfPc6WZAWQmh0j2Hu+yLG2ikil6mzY2qsRbJFhMP2gw1lRnAswpDnYU2YdxHpGUXj2PjxZRUQFtohIPqnAbiHvePX+rOvu5eaHnt3p/m2VUHB3lhtNEalfRaSiCxxFhsnq2WeGb4ZQYFuhwJOd85i44WG8GlYBKrX5RjMiIu1KBXYLWbzfBEaUC9y3av1O9/dUkhHsBhcsbl8Hu8/ZuLWXsRrBFhkWXSdczFYvUxwzbUh/z8YJ89mv8ji+bTMAJY1gi4jkkoY4W0ipWODQrrE8+PTOBfa2WoHdYATbzCgWjEq1mlzkqP9ekeEwccYBPPPOezl4wpQh/T3FmYvoePabFJ+7P9wu60OyiEgeaQS7xSycMY7lq9dTrfr2+2oj2B3FPc/BhrCSSKXP2bCld6/bJl0kS+MmdVFo4jm6J5PmHQ3A1A0PAFDqGDHkdomIyPBTgd1iFkwfx+aePh5/cfP2+5odwYawFnZ3Tx/bKlXGdGoEWyRPpu13KBt9JHOqqwBNERERySsV2C1m/oyxADxQN01k+0WODZbpg7Cb47rusAKBpoiI5EuhWOTJjgO33y5rBFtEJJdUYLeYeVPH0FEssHz1hu33bZ8i0kSBXS4W6gpsTRERyZv1E+YD0OdGsaQPySIieaQCu8WUiwUO6Rqz04WO26eINFgHG6BcMF7cpBFskbwqTD8cgF5dgy4iklsqsFvQ/OnjePDp9biHCx0HMoJdqhvB1kWOIvkz8aBwoaMKbBGR/FKB3YIWzhjHhq0VVq3dAgxiDvbmsEmFRrBF8qdr7kK6vZOK6fkrIpJXKrBb0ILkQscHV4dpIj2VKgULS/A1Ui4U6OkLI97aaEYkf4qlEk90zKWiEWwRkdxSgd2C5k0dQ6lg21cS2Vap0lEqYNa4wC4VdxyjEWyRfFp34JtYOf74rJshIiKDpAqsBY0oF5k3NVzo2N1T4aFnNtDRYJv0mlLdcaO1DrZILi0650NZN0FERIZAI9gtasGMsdz75Eu87l9u4/ZHXuCS4+Y09XPlZBrJqI7iTsW2iIiIiAwPVWAtauHM8WzcVqFcKLDsXcfwoVMPburnalNEtAa2iIiISDY0h6BFveXImey7TwdLD53CiHLj9a9rysmoteZfi4iIiGRDVViLGlEucsYrugb8c7WVRlRgi4iIiGRDU0TaTGn7CLamiIiIiIhkQQV2myknc7C1i6OIiIhINlRgt5lSQXOwRURERLKkArvN7FhFRAW2iIiISBZUYLeZcjKCrW3SRURERLKhArvNaARbREREJFsqsNuM1sEWERERyZYK7DZTWwdbU0REREREsqECu81oHWwRERGRbKnAbjNlzcEWERERyZQK7DajdbBFREREstWwwDazEWb2ezO7z8yWm9knkvv3N7P/M7MVZvYdM+tI7u9Mbq9IHp+T8r9B6nSUkmX6tJOjiIiISCaaGcHeBpzs7q8EDgdOM7NjgE8Dn3f3A4F1wNuT498OrEvu/3xynAyTsxdN59PnLNRFjiIiIiIZaVhge7ApuVlOvhw4Gfhucv83gLOT789KbpM8vtTMLFaDZc+6xo3k3KNmZ90MERERkb2WuXvjg8yKwF3AgcCXgKuBO5JRasxsFvBzd19gZg8Cp7n7U8ljK4FXufsLu/yd7wLeBTB16tQjly1bFu9flRObNm1i9OjRWTej7SjXwemtOoV+Pgt3b9rEPspz0CpVp6P48lzVT4emp8+3L0taT/116Gp9Vn00rvo+q34aT/emjYwZMyaT371kyZK73H1xf481dSWcu/cBh5vZeOAm4JChNsrdrwOuA1i8eLGfdNJJQ/0rc+eWW25hb/x3p025Ds7qzb2MKL78pNY9v7udRce+OoMWtYcXt/Yyc3THy+6/439v45gTTsygRe3hqU09TOxnKpz669DV+qz6aFz1fVb9NJ67fntbS77nD2gVEXd/Cfg1cCww3sxqBfpM4Onk+6eBWQDJ4+OAF2M0VkRERESk1TWzisjkZOQaMxsJnAI8TCi035wcdgnww+T7HyW3SR7/lTczD0VEREREpA00M0WkC/hGMg+7ANzo7j8xs4eAZWb2j8A9wNeS478G3GBmK4C1wHkptFtEREREpCU1LLDd/X5gUT/3Pwoc3c/9W4G3RGmdiIiIiEjOaCdHEREREZGIVGCLiIiIiESkAltEREREJCIV2CIiIiIiEanAFhERERGJqKmt0lNvhNka4Ims25GBScALDY+SgVKucSnPdCjXdCjXeJRlepRtPFlmuZ+7T+7vgZYosPdWZnbn7vawl8FTrnEpz3Qo13Qo13iUZXqUbTytmqWmiIiIiIiIRKQCW0REREQkIhXY2bou6wa0KeUal/JMh3JNh3KNR1mmR9nG05JZag62iIiIiEhEGsEWEREREYlIBbaIiIiISEQqsEUkGjPTa4qIiOz19GbY4sxsVNZtaEdmNtvMRmfdjnZhZoeb2TR3r2bdlnalDy/pMDPLug3tRP1UJNAToYWZ2ZnAZ81sZNZtaSdmdhbwFeCArNvSDszsVODHwEXJbb2uRGBmp5jZZ8zsI2Y2Ux9e4jCz48zsMjM71symuLurzw6emS01s6vM7Hwzm+3uVeU5dGY2R+/9cZjZq83sg2Z2oZlNH67fqydBizKz04BPAje6+5ZdHtOIyyCZ2SuATwOfcvf7d3lMz4cBSorrfwZuBo4ASN5g1UeHwMzOAD4DPAfMBk6ve0z9dJCSQYuvAgcBpwFfM7P9VRQOjpmdDHwZKAOLgJvNbKHyHBozewPwKHC5mY3Juj15ljznrwGmAccCHxuus9el4fglMjBmdhDwWeBad/+1me1LKF42Ao+5+/NmZq41FgdjKnCHu//GzGYDZwFF4Ofu/iczK2iksDlmdjzwJeB8d7/TzH5vZn/n7v+gvjl4ZlYE3gBc6e43m9lfAXPN7CTC8/8J9dOBSwq+M4H3u/uvzGw/YAnwLTO72N1XZtvCXDoc+I67fxLAzFYBvzSzpe7+gPrpwJnZRML70tXASUCvmV3v7psybVgOmdlc4ErgHe7+BzM7ArgC6ARSz1OfMFvTi8DtwMhkOsPPgHcCHwCuMbMuFTCD9jzQnXyC/XdgFjATuN3MDtObwYCsAM519zuT258EppnZ+Oya1BYMGAucYmaHAx8k9NM3AzeZ2Vz100EpAF2EUSzc/Qngt8B9wN/repfm1Z2hWgWMq93v7l8kvA58W9OaBm0D8BV3v5KQ5RuBS81sbP1BOkPQlOeBa4G7ANz9bsJr67HD8cv1H9RCzGxaUjyvBa4CpgOfAq5393MJn7zWE0YNpElJrpOTm48CCwnF9U3ufoW7fxj4InBhVm3Mk7p++lzyglWzHDiacOpdBijJdaq7V4CPAAcCHwP+y90vcPe/Bn6B8h2QfnI9z8yuMbMvA4cSzhY6MCLLduZJ3QDPbcDJZnYVhMLb3a8h9NNXZtW+PHP3XuDu5Ps7CSOwbwIuATCzv0hef/XhpQF330g4w1I1s9qMjTVAH4SzsGY2Ka3frwK7RZjZOcB/EkaoPgocTHhi/Y27fxXA3VcRpjPsm1lDc6Yu1x8nbwJzCSMCC4Cz6p503Rk1MVd26adXJHOwAXD3xwjz2y9Ppt9Ik+py/aGZfQyY5O5vBL4DPLPL4eN2/Xnp3y65fhQYD5xK+KD9EPDGZGrIWMJZAtmDpLj7Qu22uz9HmM7wPjO7qq7wLhNea6UJu+ZKOItFMsXmD4Ra4BQz+z5hWp4uftyNfrL0Xf58FlhrZmcTrh/qTK0tmmmQvWTO1S+AvwR6gVOA+cBP3P0Hdce9mTCidY67P5pBU3NlN7kuIIxeLwd+Srg4rxN4LXCxuy/PprWtbzd5Hgzc4u7LkmMmE07JXePuv86qrXmym1wPJazMckfy2I+AJ4B3Axe5+x+zaW1+7JJrhfAcn084c/XTuuPeRjg7uDQpGKUfZnYc8F1gNfBHd7+o7rEDksd+S7i260TgTeqnje0uVzMruntf7XorM/scYaWmk939wQyb3LL2kOX2awHM7BOE6XbdwGVpZqkR7NZQJMy7eiz5z14G3Aq8LrlKGzO7CPh7wpuriuvm9JfrLcDFhIsdTyfMdf8TcJ6K64b6y/M3wGtq/dTd1xDeZNVHm9dfrrcDrwfmABcA84AjCW8IKlqaU5/rA+x4XX193evqawmvBxeouG5oFOE96Hig08y+XXsgeU86jfCh8H7CmQH10+b0m2tSXBeT4noGMAM4VcX1Hu0uy6qZlZNjeoCJhIvzU81SI9gtwsz+ldA53u/umy2s1fg2oMfdP2dmU4BRyWl4adIecu1z96uzbV3+NOqn2bYuvxr102QqU1XzLgemidfVscBIFdfNMbOx7r4hWdnqWkL/PL/+sWxbmE8Nct3X3dea2Sh335xtS1tfgyxHEF4PJrj7irTbohHsjNVdCfwlwmjLlckTaTXw34R5wpPc/XkV181rItczzWxCZg3MmSb7qfIcoCb76b7uXlFx3bwm++tEd9+g4rp5tQI6uRD/PUDJzK41s0uBjyQFjAxQg1z/1sw6VFw3p0GWnwBeGo7iGlRgZ6a2zFHdm+ZK4PuEixeuTa5snUeYO9iTSSNzaIC59mXSyBxRnukYYK6VTBqZQwPMtTeTRuZILc/+uPsL7v4WwlrinweWufvWYWtcjg0w1/9wd9UAuzHALL/l7sP2PqUpIsMsOW2x1d276+7rcPceM5tJWCHkEuCw5PvLfeel0KQfyjUu5ZkO5ZoO5RrXbvIsuXvFzLqATe6+MVmJ4XPA63UNS2PKNZ48ZKkCexhZ2DTmHYSRk5uAhz3ZpMPMlhJWCPiQuz9pZuOAik4LNaZc41Ke6VCu6VCucTXIcwnwPkKej5nZ6cBKd/9TZg3OCeUaT16yVIE9TMxsHvA94FxgEmGFgJnAlwlLcd0OXO3u38uskTmkXONSnulQrulQrnEpz3Qo13jylGWp8SESySTgKXd/CCC5IOw9wFsJOwud5e7PmYU1LzNsZ94o17iUZzqUazqUa1xN5wk77egoe6Zc48lNlrrIcfg8CGwws48ntxcBfwa2AnNqV7LriTVgyjUu5ZkO5ZoO5RpX03kq0wFRrvHkJktNEUlRcnHNRndfb2Ed2yXAewkfbNzdzzKz8wkL9F+adWfIC+Ual/JMh3JNh3KNS3mmQ7nGk9csNUUkJbZjn/vrzOwGDzvc/Y+Z/RKYQjiVATCGsC5jS3SIVqdc41Ke6VCu6VCucSnPdCjXePKcpUawU2Bmkwnb8j4JPAU8T1gjdM0ux30AuIyw/fkDw93OvFGucSnPdCjXdCjXuJRnOpRrPHnPUnOw07Ee+ABheah7gQOB8yxsd16/MHoRuLCVOkSLU65xKc90KNd0KNe4lGc6lGs8uc5SI9gRmdls4Fmg5Dsvfn4O8BrgEXf/opkd4drkoGnKNS7lmQ7lmg7lGpfyTIdyjaddstQIdiRmdgbwM+Aa4HozO6T2mIf1GG8FJpvZD4BbzWxGJg3NGeUal/JMh3JNh3KNS3mmQ7nG01ZZuru+hvAFGDALeAA4CZgKfBh4Bpi/y7HfBB4HFmbd7lb/Uq7KMw9fylW55uFLeSrXVv9qxyy1isgQubub2Wrgd8AjwPPu/lkz6wVuNrMl7v5nM+sCjgDO9habJ9SKlGtcyjMdyjUdyjUu5ZkO5RpPO2apOdhDYGYHAhOARwnbdN7l7p+pe/wK4DDgcnffYmaj3X1TNq3ND+Ual/JMh3JNh3KNS3mmQ7nG065ZagR7kMzsTOBTwDrCKY1vAV8ws6K7/1Ny2I3AVYQdhshDh8iaco1LeaZDuaZDucalPNOhXONp5yxVYA+CmR0HXA1c4O73mNl1wNHAccAdZlYkrN14AnAkMJ7QeWQPlGtcyjMdyjUdyjUu5ZkO5RpPu2epKSKDkHSKee7+9eT2ZODr7n6GmR0AfJzwSetVhG07W3qeUKtQrnEpz3Qo13Qo17iUZzqUazztnqUK7EFIPlWNcvcNyfddwI+B0939GTPbD3g6OWZ9lm3NE+Ual/JMh3JNh3KNS3mmQ7nG0+5Zah3sQXD3PnffkNw04CVgbdIhLgI+CpTz2CGypFzjUp7pUK7pUK5xKc90KNd42j1LjWBHYmZfJ6zXeCo5PJXRqpRrXMozHco1Hco1LuWZDuUaTztlqQJ7iMzMgDLwcPLnUnd/JNtW5Z9yjUt5pkO5pkO5xqU806Fc42nHLFVgR2JmlwJ/cPflWbelnSjXuJRnOpRrOpRrXMozHco1nnbKUgV2JGZmrjCjU65xKc90KNd0KNe4lGc6lGs87ZSlCmwRERERkYi0ioiIiIiISEQqsEVEREREIlKBLSIiIiISkQpsEREREZGIVGCLiIiIiESkAltEREREJKL/B+WaUzeOrig4AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_backtest(forecast_df, ts, history_len=70)" ] }, { "cell_type": "markdown", "id": "3a82fb3d", "metadata": {}, "source": [ "That's all for this notebook. More features you can find in our documentation!" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }