{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Get started\n", "\n", "\n", " \n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook contains the simple examples of time series forecasting pipeline\n", "using ETNA library.\n", "\n", "**Table of Contents**\n", "\n", "* [Creating TSDataset](#chapter1)\n", "* [Plotting](#chapter2)\n", "* [Forecast single time series](#chapter3)\n", " * [Simple forecast](#section_3_1)\n", " * [Prophet](#section_3_2)\n", " * [Catboost](#section_3_3)\n", "* [Forecast multiple time series](#chapter4)\n", "* [Pipeline](#chapter5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Creating TSDataset " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load and look at the dataset" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": " month sales\n0 1980-01-01 15136\n1 1980-02-01 16733\n2 1980-03-01 20016\n3 1980-04-01 17708\n4 1980-05-01 18019", "text/html": "
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monthsales
01980-01-0115136
11980-02-0116733
21980-03-0120016
31980-04-0117708
41980-05-0118019
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" }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "original_df = pd.read_csv(\"data/monthly-australian-wine-sales.csv\")\n", "original_df.head()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "etna_ts is strict about data format:\n", "* column we want to predict should be called `target`\n", "* column with datatime data should be called `timestamp`\n", "* because etna is always ready to work with multiple time series, column `segment` is also compulsory\n", "\n", "Our library works with the special data structure TSDataset. So, before starting anything, we need to convert the classical DataFrame to TSDataset.\n", "\n", "Let's rename first" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": " timestamp target segment\n0 1980-01-01 15136 main\n1 1980-02-01 16733 main\n2 1980-03-01 20016 main\n3 1980-04-01 17708 main\n4 1980-05-01 18019 main", "text/html": "
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timestamptargetsegment
01980-01-0115136main
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21980-03-0120016main
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" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "original_df[\"timestamp\"] = pd.to_datetime(original_df[\"month\"])\n", "original_df[\"target\"] = original_df[\"sales\"]\n", "original_df.drop(columns=[\"month\", \"sales\"], inplace=True)\n", "original_df[\"segment\"] = \"main\"\n", "original_df.head()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Time to convert to TSDataset!\n", "\n", "To do this, we initially need to convert the classical DataFrame to the special format." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from etna.datasets.tsdataset import TSDataset" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "segment main\nfeature target\ntimestamp \n1980-01-01 15136\n1980-02-01 16733\n1980-03-01 20016\n1980-04-01 17708\n1980-05-01 18019", "text/html": "
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segmentmain
featuretarget
timestamp
1980-01-0115136
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" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = TSDataset.to_dataset(original_df)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can construct the TSDataset.\n", "\n", "Additionally to passing dataframe we should specify frequency of our data.\n", "In this case it is monthly data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/an.alekseev/PycharmProjects/etna/etna/datasets/tsdataset.py:114: UserWarning: You probably set wrong freq. Discovered freq in you data is MS, you set 1M\n", " warnings.warn(\n" ] } ], "source": [ "ts = TSDataset(df, freq=\"1M\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oups. Let's fix that" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "ts = TSDataset(df, freq=\"MS\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can look at the basic information about the dataset" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 1\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: MS\n", " start_timestamp end_timestamp length num_missing\n", "segments \n", "main 1980-01-01 1994-08-01 176 0\n" ] } ], "source": [ "ts.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or in DataFrame format" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": " start_timestamp end_timestamp length num_missing num_segments \\\nsegments \nmain 1980-01-01 1994-08-01 176 0 1 \n\n num_exogs num_regressors num_known_future freq \nsegments \nmain 0 0 0 MS ", "text/html": "
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start_timestampend_timestamplengthnum_missingnum_segmentsnum_exogsnum_regressorsnum_known_futurefreq
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main1980-01-011994-08-0117601000MS
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" }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Plotting \n", "\n", "Let's take a look at the time series in the dataset" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ts.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Forecasting single time series \n", "\n", "Our library contains a wide range of different models for time series forecasting. Let's look at some of them." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Simple forecast\n", "Let's predict the monthly values in 1994 in our dataset using the ```NaiveModel```" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "train_ts, test_ts = ts.train_test_split(train_start=\"1980-01-01\",\n", " train_end=\"1993-12-01\",\n", " test_start=\"1994-01-01\",\n", " test_end=\"1994-08-01\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "HORIZON = 8\n", "from etna.models import NaiveModel\n", "\n", "#Fit the model\n", "model = NaiveModel(lag=12)\n", "model.fit(train_ts)\n", "\n", "#Make the forecast\n", "future_ts = train_ts.make_future(HORIZON)\n", "forecast_ts = model.forecast(future_ts)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now let's look at a metric and plot the prediction.\n", "All the methods already built-in in etna." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from etna.metrics import SMAPE" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "{'main': 11.492045838249387}" }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape = SMAPE()\n", "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from etna.analysis import plot_forecast" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_forecast(forecast_ts, test_ts, train_ts, n_train_samples=10)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### 3.2 Prophet\n", "\n", "Now try to improve the forecast and predict the values with the Facebook Prophet." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:prophet:Disabling weekly seasonality. Run prophet with weekly_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 = -4.75778\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 85 409.431 0.000868182 75.9007 1.007e-05 0.001 143 LS failed, Hessian reset \n", " 99 409.49 0.000113932 67.8321 1 1 160 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 143 409.516 5.45099e-05 61.0448 7.513e-07 0.001 261 LS failed, Hessian reset \n", " 199 409.632 0.00045371 68.4983 0.3105 1 335 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 222 409.725 0.000155328 49.7537 3.299e-06 0.001 403 LS failed, Hessian reset \n", " 290 409.763 5.21333e-06 74.9937 6.81e-08 0.001 543 LS failed, Hessian reset \n", " 299 409.763 1.85382e-07 50.4613 0.6115 0.6115 556 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 349 409.766 3.2649e-05 65.1573 4.184e-07 0.001 674 LS failed, Hessian reset \n", " 385 409.767 3.20082e-07 70.9723 5.71e-09 0.001 772 LS failed, Hessian reset \n", " 398 409.767 1.71798e-08 62.1219 0.3754 1 790 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] } ], "source": [ "from etna.models import ProphetModel\n", "\n", "model = ProphetModel()\n", "model.fit(train_ts)\n", "\n", "#Make the forecast\n", "future_ts = train_ts.make_future(HORIZON)\n", "forecast_ts = model.forecast(future_ts)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "{'main': 10.626418322451338}" }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape(y_true=test_ts, y_pred=forecast_ts)\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
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9Nsv1Ro4cSVRUFE2bNqVhw4Z8+umnADzzzDMcP36cxo0b06xZM+bPn0+zZs1o3rw59evXZ+jQobRv3x6AU6dO0bt3b5o2bUqHDh145513ABgyZAhvvvkmzZs398hJjsY1ZbrgiYyMtFFRUU6HISLitZZuPcKNX/7B9ZFVeG1AU6fDEREvsnHjRho0aOB0GAVGVvkyxqy01kZmtb5GsEVECqFjiWd4ZPwaapQvwbPXNnQ6HBERn6ICW0SkkLHW8uSkdRxPTGXkkOYUL6Lz2UVE8pMKbBGRQuaHP3YzZ8NBnuhRj8ZhpZ0OR0TE56jAFhEpRLYcPMV/p2/girqh3N6+htPhiIgXK6jn4eW3i8mTCmwRkUIiOTWdB8espmSxAN4e1Aw/teQTkfMoVqwYR48eVZGdA2stR48ezVXv7cw0MU9EpJB4beYmNh04xde3tSK0ZFGnwxERLxYeHk5cXByHDx92OhSvV6xYMcLDwy9oGxXYIiKFwLyNB/lm6U5ub1+DLvUqOB2OiHi5wMBAatTQNLK8oikiIiIF3KGTyTw+cR0NKpXiyZ71nA5HRMTnqcAWESnAMjIs/x6/ltNn0vjghgiKBvg7HZKIiM9TgS0iUoB9sWQ7S7Ye4dnejahdoaTT4YiICCqwRUQKrOi4E7z5y2Z6NLqMG1pXcTocERFxU4EtIlIAJaak8eDY1ZQPLsprA5pgjFryiYh4C3UREREpgJ6fup6dRxMZc1dbQooXcTocERHJRCPYIiIFzLS1+5iwMo77Otembc1yTocjIiJ/owJbRKQA2X30NE//GE3zqiE81LWO0+GIiEgWVGCLiBQQZ9IyeGDMKgBGDmlOoL8+wkVEvJHmYIuIFBBvzNrE2rgTfHJjC6qULe50OCIich4a/hARKQDmbTzIF0t2cMvl1ejZpJLT4YiISDZUYIuIeLn9J5J4dMJaGlYqxdPXNHA6HBERyYEKbBERL5aWnsGDY1ZzJi2DD4c2p1igLoUuIuLtNAdbRMSLvTc3lhU7j/Pe9RHUDA12OhwREckFjWCLiHipJbFH+GjBVgZHhtOveZjT4YiISC6pwBYR8UKHTiXz8Lg11A4N5vk+jZwOR0RELoCmiIiIeJn0DMsj49aQkJLK6LvaULyIPqpFRAoSfWqLiHiZTxZs5betR3ntuibUrVjS6XBEROQCaYqIiIgXWb7jGO/M2UKfZpW5vlUVp8MREZGLoAJbRMRLHEs8w4NjVlO1bHFe7t8YY4zTIYmIyEXQFBERES9greWxCWs5lniGyfe2o2SxQKdDEhGRi6QRbBERL/Dlkh38uukQ/+nVgMZhpZ0OR0RELoEKbBERh63ZE89rMzfRvVFFbrm8mtPhiIjIJVKBLSLioBNJqdw/ehUVSxXjjQHNNO9aRKQQ0BxsERGHWGt5avI6DpxIZvzdl1O6uOZdi4gUBhrBFvFhWw6e4sExq1m45bDTofikH/7YzYzoAzzevR4tqpZxOhwREfEQjWCL+KATp1N5d+4Wvl+2i/QMy66jiXSqG+p0WD5l/b4TvDR9A53rhXJXx5pOhyMiIh6kAlvEh6RnWEYv3807szdzIimVoW2qUqZ4ET74dSubD5yi3mW6amB+SExJ44HRqylTPJC3BzXDz0/zrkVEChMV2CI+Ytn2ozw/dT2bDpyiTY2yPHdtIxpWLsXRhBQ+WbCNCVF7eKZ3Q6fDLPSstTzzUww7jyYy+q62lAsu6nRIIiLiYSqwRQq5uOOneXXGJn6O3k9YSBAf39iCno0v+7NbRbngolzVoAI/rdnLkz3rE+ivUzPy0sSVcfy4ei+PdK1L25rlnA5HRETygApskUIq6Uw6nyzcxv8WbsMYeKRrXYZ3qkmxQP9/rDuoZRV+WX+Q+ZsOcXWjyxyI1jfEHjzFs1PWc3nNctx/ZW2nwxERkTyiAlukkLHWMm3dfl6dsZH9J5K5tlllnupZn8ohQefdpnO9UMoHF2XCyjgV2Hkk6Uw6949eTfEi/rw/JAJ/zbsWESm0VGCLFCIxe0/w4rQNLN95jIaVSvH+kOa0rlE2x+0C/P0Y0CKML5bs4PCpFEJLal6wp704fT2bD57i29tbU6FUMafDERGRPKTJliKFwNGEFJ6aHM21Hy5h6+EEXr2uCdMe6JCr4vqsQZHhpGdYflq9Nw8j9U1T1+5jzPI93NO5ltohioj4AI1gixRgqekZfPf7Lt6bu4WkM+nc1q4GD3WtQ+mgC78iYO0KJYmoEsKElXu4s2MNXbLbQ3YeSeTpydG0rFaGf3er63Q4IiKSD1RgixRQC7cc5sVp69l2OJEr6obybO8G1K5waX2sB0WG858fY1gXd4JmVUI8E6gPS0lL5/4xq/D3M4y8obk6tIiI+IgcP+2NMcWMMcuNMWuNMeuNMS+4l9cwxvxhjNlqjBlnjCniXl7U/fNW9+PVM+3rKffyzcaY7pmW93Av22qMGZEHr1Ok0Nh5JJE7v13BrV8tJy3D8sUtkXx7W6tLLq4Brm1WmaIBfoyP2uOBSOXVGZuI2XuStwY1Iyybk0xFRKRwyc1wSgpwpbW2GRAB9DDGtAVeB9611tYGjgN3uNe/AzjuXv6uez2MMQ2BIUAjoAfwsTHG3xjjD3wE9AQaAje41xWRTBJS0nh15ka6vbuQ37cdZUTP+sx+5Aq6NqzosekcpYoF0rPxZUxdu4/k1HSP7NNX/bL+AN8s3clt7avTrWFFp8MREZF8lGOBbV0S3D8Gum8WuBKY6F7+LdDPfb+v+2fcj19lXEf/vsBYa22KtXYHsBVo7b5ttdZut9aeAca61xURICPDMnFlHF3eWsD/Fm6nb0QY8x/rzN2dalE04J89rS/VoMgqnEpO45f1Bzy+b18Rd/w0j09YS5Ow0ozoWd/pcEREJJ/lag62e5R5JVAb12jzNiDeWpvmXiUOCHPfDwP2AFhr04wxJ4By7uXLMu028zZ7/ra8zQW/EpFCaPXu4zw/bQNr98QTUSWEz2+JJCKP50ZfXrMcYSFBTFwZR9+IsJw3kHOkpmfw4JjVZFj4cGjzPPkjSEREvFuuCmxrbToQYYwJAX4EHBmSMcYMA4YBVK1a1YkQRPLFoZPJvDZrE5NX7SW0ZFHeHtSM/s3D8MuHi5P4+RkGtgxn5K+x7I1P0tzhC/T27C2s2h3Ph0ObU61cCafDERERB1zQKe3W2nhgPnA5EGKMOVughwNnm+fuBaoAuB8vDRzNvPxv25xveVbP/5m1NtJaGxkaql6yUvikpKXz8YKtdHlrAdPX7ueezrWY/1hnBrQMz5fi+qyBLcOxFiatjMu35ywMFmw+xKcLtzG0TVV6N63sdDgiIuKQ3HQRCXWPXGOMCQK6ARtxFdoD3avdCkxx35/q/hn3479aa617+RB3l5EaQB1gObACqOPuSlIE14mQUz3w2kQKDGstczYc5Op3F/HGrM20q12e2Y9cwZM96hNcNP+7aVYpW5zLa5Zj4so4MjJsvj9/QXTwZDKPjl9L/ctK8mxvnactIuLLcjOCXQmYb4xZh6sYnmOtnQ48CfzbGLMV1xzrL93rfwmUcy//NzACwFq7HhgPbABmAfdZa9Pd87jvB37BVbiPd68r4hNiD57ilq+Wc9d3UQT6+/H9Ha35/JZIqpd3dnrBoMhwdh87zfKdxxyNoyBIz7A8NHY1p8+k8+HQ5hQL1LxrESlc4pbF8XXHr9kwaYPToRQIxjW4XPBERkbaqKgop8MQuWgnTqfy3rwtfPf7LooX8eeRrnW5+fJqXnMxkqQz6bR6eS5XN6rIO4MjnA7Hq703dwvvzY3lrUHNGNgy3OlwREQ8Ji0ljQXPLWDpm0uxGZZSVUrxQOwDBDjw7aq3McastNZGZvWYdxzJRXxIeoZl1B+76PL2Ar5ZupPrW1VhwWOdub1DDa8prgGCivhzbbNKzIw+QEJKWs4b+Kil247w/rxYrmsRpuJaRAqVfSv38VnLz/jt9d+IuC2CwZMHc3LPSVZ9vsrp0Lye/vwQyUfr4uIZMSmaDftP0rp6WZ7r05BGlUs7HdZ5DWxZhTHL9/Dzun1c30qde/7uSEIKD49dQ43yJXipb2OnwxER8Yj0M+ks+u8iFr+ymOCKwQz9eSh1rqmDtZZqnaqx+OXFNL+9OYHFA50O1Wt5z3CZSCF3NCGF275ewbHEM3w4tDnjhrf16uIaoEXVEGqFlmBClLqJ/F1GhuXR8WuJT0rlo6EtKKGvS0WkEDiw9gBftPmCRS8tosnQJtwTcw91rqkDgDGGLi91IeFAAis+WeFwpN5NBbZIPrDW8sxPMZxKTuPb21vTu2llj13ePC8ZYxgUWYWoXcfZdjgh5w18yGeLt7Nwy2Ge7d2QBpVKOR2OiMglyUjLYNF/F/F5q885te8U1/90Pf2/609QmXOvhVCtYzVqXV2L3177jTMJZxyK1vupwBbJB1PX7mNmzAEe7laHepeVdDqcC3Jd8zD8/QwT1RP7Tyt3HePNXzbTq0klbmyjqTMiUrAd3nCYLy//kvn/N58G1zXg3vX3Ur/v+a8p2OWlLpw+cpo/Rv6Rj1EWLCqwRfLYoZPJPDtlPc2rhjCsY02nw7lgFUoVo1PdUCaviiNdPbGJP32GB8esoXJIMV4d0KRAfBMhIpKVjPQMfnvzN/7X4n8c33GcgeMHMnDsQIqXL57tdmGtw6jbuy5L31pK8onkfIq2YFGBLZKHrLWMmBxNcmo6bw1qRoAXdQm5EIMjwzl4MoVFsYedDsVR1lqemLiOQ6eS+fCGFpQqphN8RKRgOrrlKF93/Jq5T8ylTs863Lv+XhoNapTr7Tu/2Jnk48kse3dZHkZZcBXMo71IATFhZRy/bjrEkz3qUys02OlwLtqV9StStkQRJkTtcToUR327dCezNxzkyR71aVYlxOlwREQumM2wLHt/GZ9GfMqRjUfo/0N/Bk8eTHDFCztGVWpeiQYDGrDs3WWcPno6j6ItuFRgi+SRvfFJvDRtA21qlOVf7ao7Hc4lKRLgR9+IyszdcIjjib55Ukt03AlembGJq+pX4I4ONZwOR0Tkgh3ffpxvu3zLLw//Qo0uNbh3/b00vbHpRU916/xCZ1JOpbD0raWeDbQQUIEtkgestTw5cR3p1vLmwGb4+RX8ebqDWlbhTHoGU9bsdTqUfHcqOZX7x6yiXHAR3hrUTPOuRaRAsday4pMVfNL0Ew6sOUCfr/pww/QbKFn50k66r9CoAo2HNGb5yOUkHkr0ULSFgwpskTzwwx+7WbL1CP/p1YCq5bI/WaSgaFi5FI3DSjHBx7qJWGt5+scY4o4nMfKG5pQpUcTpkEREcu3E7hP8cPUPzLh3BlXaVeGe6Htofltzjw0UdH6+M2nJaSx5fYlH9ldY6MoIIh6262gir87YSMc65RnaunC1cBvUsgrPTV3P+n0nvP4iOZ4yISqOaWv38Xj3erSqXtbpcEREcsVay+qvVvPLI79gMyy9Pu1Fy2EtL76wPn0arr8etm+H4GAoWRKCgykXHMzNdY5y4P05pJiFFK1U7s/H/rxl9XNA4S5BC/erE8lnGRmWxyesw98YXh9w8fPavFXfiMq8/PNGJkTF0ahP4S+wTyan8urMjbSuUZZ7OtVyOhwRkVw5ufck04dNJ3ZGLNU6VaPv130pU6PMpe30v/+F6dOhTx9ISYFTp+DwYUhIoNqJU4SnxxP49gWMYhctev7iO7c/n70fGgpFvOvbRRXYIh701W87WL7zGG8NakblkKCcNyhgQooXoVvDikxZs5enr2lAkYDCPcvss4XbOX46lf/r1bBQzKMXkcLNWsu6H9Yx68FZpKWk0eP9HrS+vzXmUj+/YmLgzTfhX/+Cr7/+x8N+wIy7p7Pmy5Xcv/o2QsoGuArwhATXLfP9v//898cOHDj35+Rc9Nn+9Vfo0uXSXqOHqcAW8ZCthxJ445fNdG1QgQEtwpwOJ88Migzn5+j9zNt4kJ5NKjkdTp45eDKZL5Zsp0+zyjQJL/yj9SJSsCUcTGD68OlsnrKZKu2q0PebvpSrU+7Sd5yRAcOHQ+nSriL7PDr+pyNrvl7DovfX0OfzPpf+vGelpkJiYvaFeoMGnns+D1GBLeIBaekZPDphLcWL+PPKdYX76n4d64RyWalijI/aU6gL7PfmbiE9w/LY1fWcDkVEJFvrx6/n53t/5kzCGbq92Y22j7TFz1MXNvvyS1i61DVyXb78eVcrXaU0LYe3ZMXHK+gwogNla3nonJXAQAgJcd0KkML9/a5IPvnfou2s3RPPS30bU6FkMafDyVP+fobrWoSxcMthDp4snJfI3XroFONW7OHGNtUKTRcYESl8Th85zYTBE5h4/UTK1CzD8NXDafdYO88V1wcPwhNPQKdOcOutOa7e4akO+Af6s+jFRZ55/gJMBbbIJdq4/yTvzd1CryaVuLZZZafDyRcDW4aTYWHyqsLZE/uNWZspXiSAB66s7XQoIiJZ2vTTJj5u9DGbftrElS9fyR1L7yC0Qahnn+Tf/3Z1D/n0U8jFN7MlK5Wk1f2tWPfDOo5sOuLZWAoYFdgil+BMWgaPjl9L6aBAXurX2Olw8k3N0GBaVS/DhJV7sNY6HY5HRe08xuwNB7m7U03KBRd1OhwRkXMkHU9i8k2TGdd/HCXDSjJs5TA6Pt0RP0+fdD5nDoweDSNGQP36ud6s/RPtCQgKYMHzCzwbTwGjAlvkEnw4fysb9p/k5f5NKOtjFyAZ1LIK2w8nsmr3cadD8RhrLa/O3ESFkkW5XZdDFxEvEzsjlo8bfcz6cevp9Fwn7vzjTio2qej5J0pKgnvugTp14KmnLmjTEqElaPNQG9aPW8/B6IOej62AUIEtcpHWxcXz0fytXNc8jO6NLnM6nHx3TdNKBAX6MyGq8FzZcfaGg6zcdZyHu9aleBGdAy4i3iH5RDJT7pjC6F6jKV6uOHf+cSedn++Mf6B/3jzhyy/Dtm2uqSHFLvy8onaPtaNo6aIseG6B52MrIFRgi1yE5NR0Hh2/lvLBRXju2kZOh+OI4KIB9Gpaienr9nP6TJrT4VyytPQM3pi1iVqhJRgcGe50OCIiAGybs41PmnzC2m/W0uGpDtwVdReVWuRhB6cNG+CNN+Dmm+HKKy9qF0Flgrj835ez6cdN7Fu5z8MBFgwqsEUuwrtztxB7KIHXBzSldPFAp8NxzKCW4SSkpDEr5oDToVyyCSvj2HY4kSd61CfAU2fgi4hcgkUvL+KHq38gsHggty+9nateuYqAonn47drZntclS8Lbb1/Srto+3JagskEseHaBZ2IrYHQUEblAK3cd47NF27mhdRU616vgdDiOal2jLNXKFWd81B6nQ7kkp8+k8e6cLbSsVoarG+bBfEYRkQu09ru1zH9mPk2GNmH46uGEt8mHb9a+/hqWLHFdUCb00jqSFC1VlHaPtyN2Rix7fi/Yx4iLoQJb5AIknUnnsQnrqFw6iP/0auh0OI4zxjCwRTjLth9j99HTTodz0b5asoNDp1J4qmf9Qn2RIBEpGHYu3MnUO6dSvUt1+n7dl8CgfPim9NAhePxx6NgRbrvNI7ts/UBrSlQowfz/m++R/RUkKrBFLsDrszax40gibw5qSnBefk1XgAxoGY4xMHFVwTzZ8WhCCp8u3E63hhWJrO6hK4+JiFykI5uPMK7/OMrWKsvgSYPxL5JHJzL+3WOPuS47nsue17lRpEQR2o9oz455O9i5cKdH9llQqMAWyaWl247wzdKd/KtdddrVOv/lYn1N5ZAgOtQuz6SVcWRkFLye2B/O38rpM2k82UOXRBcRZ50+cprRvUbjF+DH0J+HElQmKH+eeN48+P57ePJJaOjZb2cj746kZOWSzP+/+YXuugnZUYEtkgsJKWk8MXEd1csV5wkVYv8wKLIKe+OTWLrtqNOhXJDdR0/zw7JdXN+qCrUrlHQ6HBHxYWnJaYztN5aTcScZMmUIZWqWyZ8nTk529byuVQueftrjuw8MCqTjfzqye/Futs/d7vH9eysV2CK58PLPG9kXn8Tbg5upP3IWrm5YkVLFApiwsmCdyPLW7M34+xke7lrX6VBExIdZa5ly+xT2/LaH/t/1p8rlVfLvyV99FWJj4ZNPIChvRsyb39Gc0lVLM/8Z3xnFVoEtkoMFmw8xZvlu7upYk5bVNEc3K8UC/ekbEcasmAOcSEp1OpxciY47wdS1+7ijQw0qlrrwCymIiHjKgucWEDMmhitfuZJGg/Px2gqbNrkK7BtvhG7d8uxpAooGcMX/XcHe5XuJ/Tk2z57Hm6jALuC2Hkpg9voDpBfAua8FwYmkVEZMiqZOhWAe6aZRzuwMigwnJS2D6esKxkUFXp+1iTLFAxneqZbToYiID1v73VoWvbSIiNsj6DCiQ/49sbVw991QosQl97zOjWa3NqNMzTLMf3Y+1gdqFhXYBdjElXH0/mAxw75fydXvLmTKmr0qtD3shWnrOZyQwtuDm1Esry5JW0g0CStNvYolGV8ALp2+aMthlmw9wgNX1qFUMd+9UJCIOGvnAlc7vhpX1qD3J73zt03ot9/CwoWuqzZWzPv+//6B/nR6vhMHVh9g448b8/z5nKYCuwBKOpPOExPX8tiEtURUCeHtQc3w9zM8NHYN3d9bxNS1+1Roe8Ds9QeYvGov93WuRdPwEKfD8XrGGAZFhrN2TzyxB085Hc55ZWRYXpu5ifAyQdzYtqrT4YiIjzqy+QjjrnO14xs0cVD+teMDOHLE1ZavfXu44458e9omQ5tQvn55Fjy3gIz0jHx7XieowC5gth1OoP/HvzE+Ko77u9TmhzvaMKBlOLMeuoKPhrbAz8CDY1bT471FTFOhfdGOJZ7h6R+jaVipFPdfWcfpcAqMfs3DCPAzTFjpvaPYU9buZcP+kzzevR5FA/SthIjkP8fa8Z31+ONw4gT873/gl3+loJ+/H52e78Th9YdZP359vj2vE1RgFyDT1u6jzwdLOHgyma9va8Vj3esR4O/6L/TzM/RqWolZD13Bh0ObA/BApkK7IPYndtL/TYnhRFIqbw9uRpEA/ZrkVvngolxZvwKTV8WR6oWjEylp6bz1yxYah5Xi2qaVnQ5HRHyQY+34zlqwAL75xlVkN8rHEyrdGg1qRIUmFVj4/EIy0rzvOOEpqhwKgJS0dJ6dEsMDY1ZT77KS/PxgR7rUq5Dlun5+ht5NKzPr4Sv44IbmWNyF9vuLmL5OhXZuTFu7j5/X7efhrnVpUKmU0+EUOIMiq3Ak4QwLNh92OpR/+P73XeyNT2JEjwb4+emS6CKSvxxtxweQkgLDh0PNmvDMM/n73G7Gz9DlxS4c3XKUdT+scySG/KAC28vtOXaaQZ/+zne/7+KujjUYN/xyKofk/FWSv5/h2maV+eXhKxh5Q3MyLNw/2lVo/7xuvwrt8zh0Kpn/mxJDsyohDL+iptPhFEid64VSPrgIE6K8qyf2iaRUPpy/lY51ytOhjq7EKeK0+J3xfNH2C3669SdSTxeM9p6XyrF2fGe99hps2QIffwzFi+f/87vV61uPSi0rsfDFhaSnpjsWR15Sge3F5mw4SK+Ri9lxJJH/3dyS//RqSKD/hf2X+fsZ+mQqtNMzLPeNXkXP9xczI1qFdmbWWp6eHEPSmXTeHtTsz+k3cmEC/f24rkU4v246xJGEFKfD+dOnC7cRfzqVJ3vUdzoUEZ8X90ccX7T5gsPrD7P2+7V81eErTuw+4XRYeWrNt2ucacd31pYt8MorMGQIdO+e/8+fiTGuUez4HfGs+XqNo7HkFVUQXig1PYNXZmzkru+iqFquOD8/0JHujS67pH2eLbRnP9KJ94dEkJaRwb2jVGhnNmnVXuZuPMjj3etRu0Kw0+EUaINahpOWYflp9V6nQwFg/4kkvlqyg34RlWkcVtrpcER82voJ6/m287cUCS7Cncvv5IZpN3B823E+i/yMXYt3OR1enti5YCfT7ppGjatq0PvTfG7HB3/1vA4Kgnffzd/nPo/aPWsTfnk4i15aRFpymtPheJwKbC+z/0QSQz5bxmeLtnNT26pMvLsdVct57mscfz9D34iwPwvtVHehfc3Ixcz04UJ7/4kkXpi2nlbVy3Bb+xpOh1Pg1alYkmZVQpgQFecVl8V9b04s1sKjV9dzOhQRn2WtZfGri5k4eCKVWlTijmV3ENoglLq96nLnH3cSVCaI7676jpWfrXQ6VI/6sx1f7bIMnjgYfyeuqfD99zB/vmuKyGWXNmDnKcYYurzUhZNxJ1n5eeH6PwcV2F5l4ZbD9Bq5hI37T/L+kAj+269Jnl3c5GyhPeeRTrx3fQRn0jK4x11oz4rxrULbWssTE9eRlm55y91TXC7doJbhbD54iui9zn7tG3vwFBNW7uHmy6tRpaxzcw5FfFn6mXSm3jGVX5/+lcY3NOaWebdQIrTEn4+Xr1+eO/+4k5pX1WT68On8fO/PpJ8p+HNzEw8nMvqav9rxFQsplv9BHD0Kjz4KbdvCsGH5//zZqHFlDap1qsaSV5YUunn4KrC9QHqG5e3Zm/nX18sJDS7K1Ps70DciLF+e29/P0K95GHP+3Yl3r29GSloGd/+wil4fLGFWzAGfKLRHL9/N4tgjPH1NfaqVK5HzBpIr1zarTNEAPyY4fGXH12dtokSRAO7rUtvROER8VdKxJH7o/gNrvl7DFc9ewXWjriOgWMA/1isWUowbpt9AuyfaEfVJFN93+57EQ4kOROwZaclpjOs3jlP7TnHD1BsoUyOf2/Gd9cQTEB8Pn32Wrz2vc+PsKHbCgQRWfLzC6XA8yrsy7YMOnUrmpi/+4INftzKgRTg/3dfekfm//n6G/s3DmfPIFbx7fTOSU9O5+4eVfxba3vA1f17Yc+w0L/+8kfa1y3Fjm2pOh1OolA4KpEfjy5iyZi/JDp0lvnzHMeZuPMTdnWtRtkQRR2IQ8WXHth7jy8u/ZM/SPfT/vj9dXuiS7fxjP38/ur3ejetGXcfe5Xv5vNXn7F+9Px8j9gybYZly2xT2LN1Dv+/6Ed423JlAFi2Cr76Cf/8bmjRxJoYcVOtYjVpX1+K3138j5ZT3nBh/qVRgO+j3bUfpNXIJq/cc542BTXlrUDOC8vNSqVkI8Pf7s9B+Z3Azks6kuQrtkUv4ZX3hKrQzMiyPTViLnzG8MbCZ+iLngUEtq3AyOY3ZGw7m+3Nba3l15kYuK1WM2zWvXiTf7V6ymy/afsHpo6e5ee7NNL2paa63bTK0CbctuQ2bYfmq/VfEjIvJw0g9b/5z84kZG8NVr15Fo0EOtOODv3peV68Ozz7rTAy51OWlLpw+cprlHyx3OhSPUYHtgIwMy0fzt3LjF8soWTSAn+5rz+DIfG42n4MAd6u1uf/uxNuDmnH6TBrDv3cV2rMLSaH9zdKd/LHjGM/2bkhYLnqLy4VrV6scYSFBjvTE/mX9AVbvjueRbnUc/8NVxNes+2Ed3131HcXLFefOZXdSreOFf0NYuWVl7oq6i0otKjFpyCTmPT2PDC+8QuzfrflmDYv/u5jmdzSn/ZPtnQvkzTdh0yZXz+sS3j39Max1GHV712Xpm0tJjk92OhyPUIGdz44nnuH2b1fw5i+b6dW0MlMf6ED9y7z3aoEB/n4MaOkqtN8a1IzEM2kM+34lvT8o2IX29sMJvPHLJrrUC2VQpENf3fkAPz/DgJbhLNl6hH3xSfn2vKnpGbwxazO1KwQzoIX+f0Xyi7WW+c/N58ebf6RKuyrc8fsdlK1d9qL3F1wxmFt/vZUWd7VgyatLGNt3LMknvLcA2zF/B9OGudrx9fqkV/634zsrNhb++18YNAh69nQmhgvU+cXOJMcn8/u7vzsdikeowM5HK3cdp9fIxSzdepSX+jVm5JAIgov+80QPbxTg78fAluHMcxfaCSl/FdpzNhwsUIV2eobl0QlrKRrgz2sDmjr3AegjBrUMx1qYtDL/TnYct2IP248k8mSP+rpgkEg+SUtOY/KNk1n04iIi/hXBTb/cRFDZS/920L+IP73/15trPr6Gbb9s48u2X3J0y1EPROxZRzYdYfx1451txweuntf33gtFi8J77zkTw0Wo1LwSDQY0YNm7yzh99LTT4VwyHXnygbWWL5fs4Pr//Y6/v2HSPe24uW21AlnYZS603xzYlFPJadz1XRTXfriEuQWk0P5s0XZW747nxb6NqFjKgZZJPqZK2eK0rVmWiavypyd2Ykoa782NpVX1MnRtUCHPn09EXO3ovuv63Z+XAe/zVR/8PTg1yxhDq3tacfPcmzl95DSft/6crbO2emz/lyrxcCKje43GL9DBdnxnjR4Nc+fCq69C5crOxXEROr/QmTMJZ1j61lKnQ7lkORbYxpgqxpj5xpgNxpj1xpiH3MufN8bsNcascd+uybTNU8aYrcaYzcaY7pmW93Av22qMGZFpeQ1jzB/u5eOMMYXmdP8TSanc/cNKXpq+gS71KzD9/o40CS/4V5IL8PdjUGQV5j3aiTcGNuVkUhp3fhdFnw9/Y+S8WH5et5+N+0861j3ifDYfOMW7c7bQo9Fl9GlWsD54CrLBkVXYdfQ0y3ccy/Pn+nLJDo4kpDCiZ4MC+UesSEFzZNMRvmz7JftX7mfg+IF0fKpjnv3uVe9UnbtW3EVI9RBG9xrNb2/+5vjAjte04wM4dgweeQRat3ad4FjAVGhUgSY3NGH5yOUkHExwOpxLYnJ6YxpjKgGVrLWrjDElgZVAP2AwkGCtfetv6zcExgCtgcrAXKCu++EtQDcgDlgB3GCt3WCMGQ9MttaONcZ8Cqy11n6SXVyRkZE2Kirqgl5sfovZe4J7R61iX3wSI3rW544ONQrtAT81PYMfV+/ls0Xb2Xror18KYyC8TBA1ywdTKzSYWhVKuO5XKEFocNF8zUdqegb9P/6N/fHJ/PLIFZQPLppvz+3rks6k0+rlufRofBlvDWqWZ89zJCGFTm/Mp2OdUD69uWWePY+IuOz4dQfjB4zHv4g/Q6YMybd2dGcSzzDltilsmLCBJkObcO0X1xIYFJgvz52ZzbBMGjqJ9ePWM2jCIBoObJjvMZxj2DBXW76oKIiIcDaWi3R0y1E+avARbR5qQ/d3uue8gYOMMSuttZFZPZbjBGBr7X5gv/v+KWPMRiC7q6D0BcZaa1OAHcaYrbiKbYCt1trt7qDGAn3d+7sSGOpe51vgeSDbAtubWWsZ9cduXpy+gXIlijBueFtaVrv4kzwKgkB/PwZHVmFwZBVOn0ljx5FEth1OZPvhBLYdTmTboQSW7zhGUqYR7ZLFAqgZGkyt0BKu4tv9b9VyxSka4Pm5ax/N30rM3pN8elMLFdf5LKiIP72bVmLKmn0836dRnp178MG8WJLTMni8hy6JLpLXVn+1munDp1OubjmG/jyUkOoh+fbcRUoUYeC4gSyJWMKvz/zKkc1HuP7H6yldJX+/IZ7/7HzWj1vPVa9d5XxxvWQJfP45PPZYgS2uAcrVLUezW5oR9UkUlz96OaXCvLcRRHYu6ChnjKkONAf+ANoD9xtjbgGigEettcdxFd/LMm0Wx18F+Z6/LW8DlAPirbVpWaxf4CSmpPH0j9FMWbOPK+qG8t71ET53gYviRQJoVLk0jSqf+0GXkWHZfzKZbYcS/iq8DyewdOtRJq/a++d6fgaqli1OrdBgap4tviu4RsAvNpcxe0/w4a9b6RtRmR6NK13S65OLMygynLEr9jBj3X4Gt/J8W8qdRxIZ9cdurm9VhVqh+X+xJhFfYTMs856ex2+v/0bNbjUZNGEQxUrn/5xjYwwdn+5IhSYVmHzjZD6P/JzBkwdTtX3VfHn+Nd+sYfHL7nZ8TzjYjg/gzBnXlJCqVeH5552NxQOuePYK1v2wjsWvLKbXR72cDuei5LrANsYEA5OAh621J40xnwAvAdb979vA7XkS5V8xDAOGAVStmj+/QBdi84FT3DtqJTuOJPLY1XW5t3NtXbwkEz8/Q1hIEGEhQVxRN/ScxxJS0th+OIHt7qJ7m/v+4q1HOJP2V9/TkOKBrsK7fIk/i+6aoSWoWrY4gefpFpGSls6j49dStkQRXujjUMN/oUXVMtQMLcGElXvypMB+a/ZmAv39ePiqOh7ft4i4pJ5O5cdbfmTjpI20HN6Snh/0dK5bhlu9a+tx5x93MrbPWL7t8i29Pu5Fiztb5Olz7pi/g2l3eUE7vrPefhs2bIBp07y+53VulKlRhuZ3NGfV56to/0R7QqqFOB3SBctVgW2MCcRVXI+y1k4GsNYezPT458B09497gcxHz3D3Ms6z/CgQYowJcI9iZ17/HNbaz4DPwDUHOzex55eJK+N45qdogosG8sOdbWhXq7zTIRUowUUDaBoeQtPwkHOWp2dY9h5PYtuRBLYdSvhz2sn8zYeZkKntW4CfoVq54u4pJ67pJjVDg6kdGsyni7ax+eApvv5XK0KK+9a3Cd7EGMOgllV4fdYmth9OoKYHR5nX7oln+rr9PHhlbSqoM4xInkg4kMCYPmPYF7WPq9++mraPtHW+sHQLbRDKncvvZNINk5h21zQOrDlA93e750nxf7YdX7m65Zxtx3fWtm3w4oswYAD07u1sLB7U8T8dWfP1Ghb9dxF9Pu/jdDgXLMcC27h+e74ENlpr38m0vJJ7fjZAf+DsdUynAqONMe/gOsmxDrAcMEAdY0wNXAX0EGCotdYaY+YDA4GxwK3AFE+8uPyQnJrOc1PWMy5qD21rlmXkDc2pUFIHeE/x9zNULVecquWK06XeuS3XTiSlnjPV5Oz9BZsPkZp+7t9fgyPD6VJfLducdl2LMN78ZRMTV8bxRI/6HtmntZbXZm6ibIki3HVFTY/sU0TOdTD6IGN6j+H0kdNcP/l66vfzzO+vJwWVCWLoz0OZ99Q8lr65lMPrDzNw/EBKhHpuRDfxcCKjrhmFfxF/59vxwV89rwMD4f33nY3Fw0pXKU3L4S1Z8fEKOjzZ4ZIuWOSE3IxgtwduBqKNMWvcy54GbjDGROCaIrITGA5grV3v7gqyAUgD7rPWpgMYY+4HfgH8ga+stevd+3sSGGuM+S+wGldB7/W2H07g3lGr2HTgFPd3qc3DXevoohb5qHRQIM2rlqF51XNbIqWlZ7DneJJ7xDuBY6fPcH+X2g5FKZlVLFWMTnVDmbxqL49eXQ9/D0yhWrDlML9vP8rz1zakZLH87yIgUthtnbWVCYMnULRkUW5bfBuVWnjveSx+/n50e6MbFZtWZOqdU/m81ecMmTKEy5pddsn7TktOY2zfsSTsT+DWBbfm60md5zVuHMyeDSNHQliBPX3tvDo81YFVX6xi4YsL6f9df6fDuSA5tunzVk636Zu+bh9PTlxHkQA/3rk+4h+jqyKStZnR+7ln1Cq+ua0VnS/x9yY9w9Jr5GKSUtOZ80gnigToD1wRT1rx8QpmPjCTCk0qMHT6UEqFF5yODntX7GVc/3EkH0+m7zd9aTTo4s/B8bp2fADHj0ODBlClCixbBv4OT1XJI7Mfn82yd5Zx7/p7KV/fu6bfZtemT0ejC5SSls5zU2K4f/Rq6l1Wkp8f7KjiWuQCXNWgImWKB54zh/5i/bR6L5sOnOKxq+upuBbxoIz0DGY9MosZ982gzjV1uH3J7QWquAYIaxXGsKhhVGxWkYmDJ/Lr//2Kzbi4QcWz7fi6vt7VO4prgKeegsOH4X//K7TFNUD7J9oTEBTAgucXOB3KBdER6QLsOXaaQZ/+zre/7+KujjUYN/xyKocEOR2WSIFSJMCPvhFhzFl/kPjTZy56P8mp6bwzZwtNwkrTq4n3fmUtUtCcSTjDuP7j+OO9P2jzUBuu/+l6igR78ATxxET46Se44w7Xpbxr1IChQ+HDD2HlSkhN9dhTBV8WzK3zb6X5Hc1Z/N/FjO03lpSTKRe0j9Vfr3a147uzOe0eb+ex2C7J77+7CuuHHoIWedsxxWklQkvQ5qE2rB+3noPrDua8gZdQgX0BNu4/yc4jifzv5pb8p1fD87aFE5HsDYoM50x6BlPW7LvofXz3+072xifxVM/6aocp4iEn407ydcevif05lp4f9qTHez3w88SxLi4OPv0UevWCcuWgf3+YNAmuuAJatoSFC+GBByAyEkqXhk6dYMQImDrVNUp7CQKKBnDt59fS84OexM6I5Yu2X3A09miutt3x6w6mD5tOza416fWxF7TjA9cfIMOGuaaGvPii09Hki3aPtaNo6aIseG6B06HkmuZgX6ATp1MpXVwnUolcql4jF2MMTH+g4wVve+J0Kle8OZ+IKiF8e3vrnDcQkRztX72fMb3HkHIyhYHjB1Kn5yX0lLcWVq1y9WWeNs11H6BWLbj2WtetY0dX94uz6+/Z4xqZXbrU9e/q1ZCW9td2l1/uurVrB40bQ8CFXxF2x/wdTBg0AZtuGThuILWurnXedY9sOsKXl39JycoluX3p7Y5cTCdLr7/u+uPjp5+gb1+no8k3C19cyILnFnBX1F1UblnZ6XCA7Odgq8AWEUd889sOnp+2gRkPdqRh5Qub2/nqzI18tmg7Mx7sSINKBWteqIg32jx1M5NumERQuSCGTh9KxaYVL3wnSUnw66+ugnr6dNi7F4xxFcRni+oGDVzLcru/lSvPLboPuqcIlCgBrVv/VXRffrlrZDwXju84zrh+4zgUc4hub3bLsp934uFEvmjzBamJqdz5x53e0TEEYMcOaNQIuneHH390Opp8lXIyhfdrvE9YmzBunHGj0+EA2RfYF/7nn4iIB/SNCOOVGZuYsHIPz1XO/dn9++KT+Pq3nfRvHqbiWuQSWWtZ9t4yZj86m8otKzNk6hBKViqZ+x0cPOgqpqdNgzlz4PRpCA52FYDXXgvXXAOhoTnvJytBQdChg+vmChZ27nQV2meL7tdfh/R01+N1655bcDdqlOXJf2VqlOH2327np3/9xOxHZ3NgzQF6/683gUGu0XSvbMcHf/W89vd3teXzMUVLFaXd4+2Y99Q89vy+hyqXe/6KwJ6kEWwRccy9o1aybPsxlj11Va67gDw2YS1T1+zj18c6EV6meB5HKFJ4ZaRlMOOBGaz8dCUNrmtA/+/7E5jTFEhrISbGNTd62jRYvty1rEoV6NPHVVR37gxFi+bLayAxEaKi/iq6f//9rznbJUtCmzZ/Fdxt20KZv66bYDMsi15exIJnF1C5VWWu//F6SlYq+Vc7vomDaDjASzqGAIwfD9dfD++95zq50QedSTzDyJojqdCkArfMvcXpcDRFRES80/zNh7jt6xV8elMLejTOuRPIpgMn6fn+Yu7sUIP/9PKiA59IAZN8IpmJgyeybfY22j/ZnqteuQpzvpOFz5xxnYR4tqjetcu1vFWrv4rqpk1zP/UjL1nrunR45oJ73TrIyHA93qDBuaPcDRqwadoWfrzpR4oEF6HW1bVY+91aur7elfZPtHf2tWQWH++KvXJl1x81hbgtX05+f/d3Zv97NrfOv5Xqnas7GosKbBHxSukZlnavzaNx5dJ8+a9WOa5/+zcriNp5jEVPdCGkuAfbhon4kPid8YzuPZqjm4/S65NetLgzizZvR4/CjBmuovqXX+DUKdeUja5dXUV1r15QqYC0x0xIcBWlmYvuY8dcj5UuDW3bklCrKXN/TGDz/lI0vLMdvT+71js6hpx1332uLizLl7u6rviw1KRUPqj9AWVqluFfi/7l6P+T5mCLiFfy9zNc1yKc/y3cxqGTyVQodf6z9JdtP8qvmw4xomd9FdciFynujzjG9hlLWkoaN866kZpX1XQ9YC1s3uwaoZ461TW/OSPDVUQPGeIqqq+8EooXwGlZwcGu2K+80vWztRAb+9eJk7//TvDs2fRzDzjar/0xk0tDSIirAC99Efc9OUVm2TL45BN48EGfL64BAoMC6fifjsy4bwbb52zPthOMkzSCLSKO2n44gSvfXsiInvW5u1PWH5TWWvp9vJRDJ5OZ/1hnigX67tejIhcqIz2DA6sPEDszliWvLCG4UjBDfx5KaJ0ysGTJX0X11q2uDSIiXNM++vRxXcTEzweu+XDypGt0ePVq1yXIT5xwTcs4ceKf90+ezHl/xYpdXGF+9n6pUq5pIKmprt7gR4/Cxo2ueeVCWkoaH9b9kODLgrlj2R2OjWJrBFtEvFbN0GAiq5VhQtQehl9RM8sPyhnRB1i7J543BjZVcS2SC8e3H2fbnG3smLuDHb/uIOlYEgD1OlWk39BiFPvvw64pIPHxUKSIa3T3kUegd2+oWtXR2B1RqpRr+kvXrjmvm57umjKTufA+XzGe+f7u3X/dT0rK+XlKlnRNyzl0CCZPVnGdSUDRAK74vyuYdtc0tkzfQr1r6zkd0j+owBYRxw2KDOfJSdGs3hNPi6plznksNT2DN3/ZRL2KJRnQItyhCEW82+mjp9k5f+efRfXx7ccBKBlWknp96lGzaw3q/fYlRT7/LyxMc7XO69fPNVLdrZuKtwvh7+8aaQ4JgWrVLm4fZ87kXJCfvd+kiev/Ss7R7NZmLHl1CQueXUDdXnXPf5KuQ1Rgi4jjejWtzPNTNzAhas8/Cuyxy3ez8+hpvvpXJP5e9gEq4pS05DR2/7ab7XO3s33Odvav2g8WipQsQo0uNWj7SFtqdq1JuXrlMABPPQWfjIRbboHhw13t63y4E4XjihRx/ZFzsT3CBf9Afzo934mfbvmJ2Bmx1O1d1+mQzqECW0QcF1w0gGuaVGLa2v0827sRQUVcB/6ElDTenxdL6xpl6VKvgsNRijjHZlgOrD3wZ0G9e/Fu0pLT8AvwI/zycDo/35maXWsS1joMv7/3lH/5ZdcFWe65Bz76yDva6Yl4QJOhTQgMCqR2z9pOh/IPKrBFxCsMigxn0qo4Zq3fT//mrqkgny/azpGEM3x+S33vapklkg/id8X/WVDvmLeD00dOAxDaKJSWw1tSs1tNql1RjaIls+lY8d578MwzcPPN8OGHKq6lUPHz96PhQO+8JoIKbBHxCm1qlKVq2eJMiIqjf/NwDp9K4fPF27mmyWU0/9u0EZHCKDk+mR3zd7B9zna2z93OsVhXr+bgSsHU7lmbmt1qUvOqmpSsnMv50l984TpxccAA+Oor3+gGIuIlVGCLiFcwxjCwZTjvzNnCnmOn+WzRds6kZfB49/pOhyaSJ9JS0ohbFvdnQb1vxT5shqVIcBGqd65Oq/taUatbLco3KH/h3+CMGQPDhkHPnjB6NATocC+Sn/QbJyJeY0DLcN6du4W3Z29m+rr93NC6KjXKl3A6LBGPsNZyKObQnwX1roW7SD2divE3hLcJp+MzHanVrRZhbcLwv5R2lFOmuKaEdOoEkya5TqgTkXylAltEvEZYSBAdapfnpzX7KF7EnwevquN0SCIesfStpSx9aymJBxMBKF+/PBG3R1CrWy2qdapGsdLnv4rpBZk9GwYPdl2cZOpUVx9lEcl3KrBFxKsMbBnO4tgj3NWxJqHZnbwlUkCcPnqaeU/NI6xNGF1f60qNq2pQukppzz/R4sWufskNGsDMmeptLeIgFdgi4lV6N62MtdCj8WVOhyLiERsmbiAjLYOeH/SkUvNKefMkUVHQq5frwiezZ0MZnRgs4iQV2CLiVfz9DP2ahzkdhojHRI+Kpnz98lwWkUd/NEZHQ/fuUL48zJ0LFdQzXsRp6tkjIiKSR+J3xbN78W6a3Ngkb3q5b9niutR5UBDMmwdh+uNUxBuowBYREckjMWNjANcV5zxu1y7o2hUyMlwj1zVqeP45ROSiaIqIiIhIHokeFU1423DK1PTwnOj9++Gqq+DUKViwAOqrX7yIN9EItoiISB44GH2QQ9GHaHKjh0evjxxxjVwfPOjqFtKsmWf3LyKXTCPYIiIieSB6dDTG39BocCPP7TQ+Hq6+GrZvdxXXbdt6bt8i4jEqsEVERDzMZlhiRsdQq1stSlTw0NVIExNdrfhiYlxXa+zc2TP7FRGP0xQRERERD9uzdA8ndp/w3PSQ5GTo2xeWLYMxY6BnT8/sV0TyhEawRUREPGzdqHUEBAVQr2+9S99ZaioMGuRqw/fddzBgwKXvU0TylEawRUREPCj9TDobxm+gft/6FC1Z9BJ3lg433QTTp8Mnn8DNN3smSBHJUyqwRUREPGjb7G0kHUu69OkhGRlw110wfjy89RbcfbdnAhSRPKcCW0RExIOiR0UTVDaIWlfXuvidWAsPPwxffw3PPQePPuqx+EQk76nAFhER8ZCUUylsmrKJhoMb4l/E/+J39J//wAcfuArr557zXIAiki9UYIuIiHjI5imbSUtKo+mNTS9+J6+8Aq++6poS8uabYIznAhSRfKECW0RExEOiR0VTumppqrSrcnE7eP991+j1TTfBRx+puBYpoFRgi4iIeEDioUS2zdlG46GNMX4XURh/+aVr3nX//q651346RIsUVPrtFRER8YD149dj0+3FTQ8ZM8bVMaRHD9f9AF2mQqQgU4EtIiLiAdGjoqnQpAIVGle4sA2nTnX1t77iCpg0CYpeYu9sEXGcCmwREZFLdHz7ceKWxV147+u5c11XaWzZEqZNg+LF8yZAEclXKrBFREQuUfToaACa3HABBfaSJdC3L9SvDzNnQsmSeRSdiOQ3FdgiIiKXwFpL9KhoqnasSumqpXO3UVQU9OoFVarA7NlQtmzeBiki+UoFtoiIyCU4sOYARzYdyf30kJgY6N7dVVTPnQsVK+ZtgCKS71Rgi4iIXILoUdH4BfjRcGDDnFeOjYVu3aBYMZg3D8LD8z5AEcl36gMkIiJykTLSM4gZE0PtnrUpXi6HExR37YKrroK0NFi0CGrWzJ8gRSTfaQRbRETkIu1atItT+07lPD1k/37o2hVOnYI5c6BBg/wJUEQcoQJbRETkIkWPiqZIcBHqXVvv/Ctt3gydO7uK7JkzISIiv8ITEYfkWGAbY6oYY+YbYzYYY9YbYx5yLy9rjJljjIl1/1vGvdwYY0YaY7YaY9YZY1pk2tet7vVjjTG3Zlre0hgT7d5mpDHmIq4xKyIikn/SUtLYMHED9fvXJ7B4YNYrzZwJbdrA8ePwyy/Qtm3+BikijsjNCHYa8Ki1tiHQFrjPGNMQGAHMs9bWAea5fwboCdRx34YBn4CrIAeeA9oArYHnzhbl7nXuyrRdj0t/aSIiInkndkYsKSdSsp4eYi288YarFV+NGrBiBbRvn/9BiogjciywrbX7rbWr3PdPARuBMKAv8K17tW+Bfu77fYHvrMsyIMQYUwnoDsyx1h6z1h4H5gA93I+VstYus9Za4LtM+xIREfFK0aOiKVGhBDWv+tvJiklJcNNN8OSTMHgw/PYbVKvmTJAi4ogLmoNtjKkONAf+ACpaa/e7HzoAnG3kGQbsybRZnHtZdsvjslguIiLilZJPJLNl+hYaXd8Iv4BMh9I9e6BDBxgzBl55xfWvLn8u4nNy3abPGBMMTAIettaezDxN2lprjTE2D+L7ewzDcE07oWrVqnn9dCIiIlnaOHkj6Snp504PWbIEBgxwjWBPnQq9ezsXoIg4Klcj2MaYQFzF9Shr7WT34oPu6R24/z3kXr4XqJJp83D3suyWh2ex/B+stZ9ZayOttZGhoaG5CV1ERMTjokdFU6ZWGcJau79w/fxzuPJKKF0a/vhDxbWIj8tNFxEDfAlstNa+k+mhqcDZTiC3AlMyLb/F3U2kLXDCPZXkF+BqY0wZ98mNVwO/uB87aYxp636uWzLtS0RExKuc2n+KHb/uoMnQJpi0NLj/fhg2zHURmeXL1eNaRHI1RaQ9cDMQbYxZ4172NPAaMN4YcwewCxjsfmwGcA2wFTgN3AZgrT1mjHkJWOFe70Vr7TH3/XuBb4AgYKb7JiIi4nVixsaAhaY9Krkue75wITz+OLz6Kvj7Ox2eiHgB42rcUfBERkbaqKgop8MQEREf81nkZ5RL3MOApO/h4EH44gu48UanwxKRfGaMWWmtjczqsVyf5CgiIuLrjmw+QpmVc+lXZBpUKA+LF0NklsdXEfFhulS6iIhIbmRkkHDXIwxiArZpM9fFY1Rci0gWVGCLiIjk5ORJbL9+VF/8A7GVriBgyUK47DKnoxIRL6UpIiIiItmJjYW+fWHLFmZwDZVeegmKFnU6KhHxYhrBFhEROZ/Zs6F1azh0iOV9X2ZVkctpMKCh01GJiJdTgS0iIvJ31sI770DPnlC1Khm//8Hi3/yp27suxUKKOR2diHg5FdgiIiKZJSXBrbfCo49C//7w22/s2AGJBxPPvTS6iMh5qMAWERE5a+9e6NQJvv8eXnoJJkyA4GCiR0VTtHRR6lxTx+kIRaQA0EmOIiIiAL//DtddBwkJ8NNPrhMbgdSkVDZO3kjDwQ0JKKbDpojkTCPYIiIiX38NnTtDiRKwbNmfxTXAlmlbOJNwhqY3NnUuPhEpUFRgi4iI70pNhYcegttvd00NWb4cGjU6Z5Xo0dEEVwqmWqdqDgUpIgWNCmwREfFNR49Cjx4wciQ88gjMmAFly56zStKxJGJnxNL4hsb4+euQKSK5o8lkIiLie6KjXdNA9u2Db75xdQ3JwoaJG8hIzaDJUHUPEZHc05/jIiLiWyZPhssvh+RkWLjwvMU1uKaHlKtXjkotKuVjgCJS0KnAFhER35CRAc8/DwMGQOPGEBUFbdqcd/UTe06wa+EumtzYBGNM/sUpIgWepoiIiEjhd+qUa6T6xx/hX/+CTz6BYtlfkTFmTAwATW7Q9BARuTAqsEVEpHDbvt0133rjRnjvPXjwQcjFiHT06GjC2oRRtnbZHNcVEclMBbaIiBRe8+bB4MFgLcyaBV275mqzQ+sPcXDtQXqM7JHHAYpIYaQ52CIiUvhYC++/D927Q6VKsGJFrotrgOhR0Rh/Q6PBjXJeWUTkb1Rgi4hI4ZKS4rpwzMMPw7XXui6BXqtWrje31hI9OpqaXWsSXDE47+IUkUJLBbaIiBQud93l6m393HMwaRKULHlBm+9ZuocTu07Q5Ead3CgiF0dzsEVEpHB55hno1w+uu+6iNo8eHU1AUAD1+9X3bFwi4jNUYIuISOFSt67rdhHSU9PZMH4D9frUo2jJoh4OTER8haaIiIiIuG2bvY3TR05reoiIXBIV2CIiIm4xo2MIKhtE7e61nQ5FRAowFdgiIiLAmYQzbPppEw0HNcS/iL/T4YhIAaYCW0REBNg0ZROpp1NpMlTTQ0Tk0qjAFhERwTU9pFSVUlTtUNXpUESkgFOBLSIiPi/xcCJbf9lKk6FNMH7G6XBEpIBTgS0iIj5v/fj12HSr6SEi4hEqsEVExOfFjI6hQuMKVGxa0elQRKQQUIEtIiI+7fiO4+xZuke9r0XEY1Rgi4iIT4sZEwNA4xsaOxyJiBQWKrBFRMRnWWuJHhVN1Q5VCakW4nQ4IlJIqMAWERGfdXDtQQ5vOKzpISLiUSqwRUTEZ0WPjsYvwI+GAxs6HYqIFCIqsEVExCfZDEvMmBhq96hN8fLFnQ5HRAoRFdgiIuKTdi3axcm4kzQeqpMbRcSzVGCLiIhPih4dTWCJQOr1qed0KCJSyKjAFhERn5OWksaGCRto0L8BRUoUcTocESlkVGCLiIjP2TpzK8nxyZoeIiJ5QgW2iIj4nOjR0RQPLU6tbrWcDkVECiEV2CIi4lNSTqawZdoWGl3fCL8AHQZFxPP0ySIiIj5l448bSUtOo8lQXVxGRPKGCmwREfEp0aOiKVOzDOFtw50ORUQKKRXYIiLiMxIOJLBj3g4aD22MMcbpcESkkFKBLSIiPiNmXAw2w2p6iIjkKRXYIiLiM6JHRXNZ88sIbRDqdCgiUojlWGAbY74yxhwyxsRkWva8MWavMWaN+3ZNpseeMsZsNcZsNsZ0z7S8h3vZVmPMiEzLaxhj/nAvH2eMUcd/ERHxuKOxR9m3Yh9NbtTotYjkrdyMYH8D9Mhi+bvW2gj3bQaAMaYhMARo5N7mY2OMvzHGH/gI6Ak0BG5wrwvwuntftYHjwB2X8oJERESyEj06Ggw0HqKLy4hI3sqxwLbWLgKO5XJ/fYGx1toUa+0OYCvQ2n3baq3dbq09A4wF+hrXGSZXAhPd238L9LuwlyAiIpI9ay3Ro6Kp3rk6pcJKOR2OiBRylzIH+35jzDr3FJIy7mVhwJ5M68S5l51veTkg3lqb9rflIiIiHrN/5X6OxR7TyY0iki8utsD+BKgFRAD7gbc9FVB2jDHDjDFRxpiow4cP58dTiohIIbBu1Dr8i/jTcGDDnFcWEblEF1VgW2sPWmvTrbUZwOe4poAA7AWqZFo13L3sfMuPAiHGmIC/LT/f835mrY201kaGhuoMcBERyVlGegbrx66nTq86FAsp5nQ4IuIDLqrANsZUyvRjf+Bsh5GpwBBjTFFjTA2gDrAcWAHUcXcMKYLrRMip1loLzAcGure/FZhyMTGJiIhkZef8nSQcSND0EBHJNwE5rWCMGQN0BsobY+KA54DOxpgIwAI7geEA1tr1xpjxwAYgDbjPWpvu3s/9wC+AP/CVtXa9+ymeBMYaY/4LrAa+9NSLExERiR4VTdFSRanbu67ToYiIj8ixwLbW3pDF4vMWwdbal4GXs1g+A5iRxfLt/DXFRERExGNSk1LZMGkDDQc2JKBYjoc8ERGP0JUcRUSk0Ir9OZYzp85oeoiI5CsV2CIiUmhFj4omuFIw1btUdzoUEfEhKrBFRKRQSjqeROyMWBoPaYyfvw53IpJ/9IkjIiKF0sZJG0k/k67pISKS71Rgi4hIoRQ9KppydctRqWWlnFcWEfEgFdgiIlLonIw7yc6FO2k8tDHGGKfDEREfowJbREQKnZixMWCh6Y1NnQ5FRHyQCmwRESl0okdFE9Y6jLK1yzodioj4IBXYIiJSqBzecJgDaw7QeGhjp0MRER+lAltERAqV6NHRGD9D4+tVYIuIM1Rgi4hIoVKpRSXaPdGO4MuCnQ5FRHxUgNMBiIiIeFKD6xrQ4LoGTochIj5MI9giIiIiIh6kAltERERExINUYIuIiIiIeJAKbBERERERD1KBLSIiIiLiQSqwRUREREQ8SAW2iIiIiIgHqcAWEREREfEgFdgiIiIiIh6kAltERERExINUYIuIiIiIeJCx1jodw0UxxhwGdjnw1OWBIw48b0GiHGVP+ckd5Sl7yk/2lJ+sKS/ZU35yphz9pZq1NjSrBwpsge0UY0yUtTbS6Ti8mXKUPeUnd5Sn7Ck/2VN+sqa8ZE/5yZlylDuaIiIiIiIi4kEqsEVEREREPEgF9oX7zOkACgDlKHvKT+4oT9lTfrKn/GRNecme8pMz5SgXNAdbRERERMSDNIItIiIiIuJBKrBFRERERDxIBbaIiIiIiAepwM4DxhjjdAwihZ1+z0Tyhn63RC6dCuy8UdTpALyZMaaGMSbY6Ti8mTGmkzFmuNNxeLkimX9QUSAXQ++bLOkYlg0dw7Kn45eLCmwPM8Z0A0YbY541xgx0Oh5vY4y5BvgRKOt0LN7KGNMdGANcaYwJcjoeb2SM6Qp8aYy5xxgzFMBaa1UsuRhjOhhjWisf52eMaWuMqaD3zbl0DMuejmHZ0/HrLyqwPcj9xnobmAQEAJF/e9ynP8TdH9xvAg9Ya3cbY/z+9rhP5wfAGNMTeAEYAVQE+jgbkfcxxnQA/gdMAw4B1xtjXgEV2QDGmC7AIlyfRS19PR9Zcf+BthT4RUX2X3QMy56OYdnT8etcAU4HUBi4f6nKA8OAh621vxpjrgT+Y4wZDJy21k63Ptp03J2fEOAhYK61drExJhS42xgTDxyz1o7y1fzAnzkKB14DHrLWLjDGpAF3GmN+t9budjZCrxIOfGitHWeMKQI0AYYaY/yttU/6+PuoCFAXGARUBZ4HXjTGrPDlvGRmjCkOtAP6AR2AH40x/a21h4wxftbaDEcDdICOYdnTMSx7On5lTSPYHmBdDgP3uz+YKuD6K3cDUA240Rhzv6NBOsidn+PAJ0BxY8xTwAKgOBAK9DHG3O1giI5z52gP0MP94RQA/AbE4XoPYYzxdzJGL+IPPGyMqWatPYPrc+xdoLIxJjL7TQunsyNn7nxMAWZYa98Ffgf+D2jz99E2X2WtPQ18j6tQegJYg6vIvswXi2vQMSwnOoZlT8evrGkE+xIZY5riegMtBY67F6cC/7HWznK/0W4DKjkUoqMy5ec3a+3PxpgTuEbVPrbWfmSMCQTuwDV64pPcOaqO6wPpBIC1Ng3YZYzZC7wDtLLWpjsWpMPcOaoKLLXWjjLGVAJ+N8bMwfX+6gU0c68T5VykjikDHAOw1h7IVHC/bIx5BvgPcJ97VLKEtfYj50J1Rub3ELDX/ccI1tr7jDEf45oW0d4Y0xtXjsY5F23+0TEsezqGZU/Hr/PTpdIvgTGmL/A+sAIIxHVgH2etjf3beo8B9YHhQIavfI30t/wUBf7ANQIAcMpam+pe73GgDnAPPpQfOO97aLS1dnumdUYBU33lgP9353kfvQeEAcWAjdbaVGPMf4Fd1trPnYrVCcaYPsAHwAhr7Rj3MoPr8z3D/fPdwBO4Rv97WWtjnIrXCbn8PXsZ1xSJRKC7tXazE7HmJx3DsqdjWPZ0/MqevjK8SO4D2NXAMGvtIOAjXAevB4wxNdzr+BljbgduBN621qb70C/e3/PzAa4PqOeBUpk+mG7DlZ93fSk/kO176OFM7yF/4CAQ4Ytf8WfzPnoVSLPWrnMX13cAN+P62tZnGGPqAC/iOmv/38aYG8D1lS1gM71njgDlgJ4+WFzn+Hvmtoq//gDxheJax7Bs6BiWPR2/cuZzL9jDQoDOANbaOcBU4CgwyP21UUvgPuAma+1Gh2J0Ugjn5udHXPkZbIwJdH+1NAy40UfzA9m/h4q4v1Z7A/ifr84PJev30TFgoDEmwP1h3gpX8Rh7vp0UUruBF621I4DngBGZi2xrbYYxpiiulmLtrbUbHIzVSSFk83tmjCmH62TZTtba9U4F6YAQdAzLTgg6hmUnBB2/zs9aq9tF3nCdrT8ZGJxp2TXAz7j+wgUIcTpOL89Paafj9PYc+fotl++j4k7H6UBe/Nz/mkzLegLrgKHunxsAQZnX8cVbLt9DRZ2O00vzEuJ0nF6en9JOx+nN+fHlm0awL80eXCfGXG2MGQJgrZ0BZOAaUQP3pH8flZv8nHQoNm+RXY5aOBmYF8kuR2e7hiQ5FJtjrHtEyLqPau77M4EngQeNMWOAj4GgzOv4qBzfQ9baFOfCc4yOYdnTMSx7On5lQ11ELoIxxliXJGPMdCAd18UuIoFYoCGwCc49+PkK5SdnucyRr013OEcuc7QZfPN9dDY/Z/89u9xaO9N94uMAoJu19phzUTrHuPqipwPk5j3kKy4gLz75Ga38ZO8C8uPTxy/QHOxcMca0MsYMMsY0N8YUcx/UzvZ0LAvsAx7B9VVsLeA6a+1ep+LNb8pPzpSjnClH2TtPfvzc/9YzxrRxr9cOuBy4ylq71tmo85cxpotxtSXEWptujPHXe0h5yYnykz3l5yI5PUfF22+45jRGA1/imsDfLtNjV+Ka79ja6TiVH++9KUfKUR7npwuwFmjp/rkoUNnpmPM5P8b9un/G1Wbvv397vIsvvoeUF+VH+XHuphHsbBhj2uK6mtWd1to7gL1ALWNMkDGmBK4LW7xkrV3ublnjU5SfnClHOVOOspeL/ETgOvCtdH99m2Kt3edgyPnOuqQA3wIjgMbGmPfhz1ZhTXB1W/Gp95Dykj3lJ3vKz6XRhWayYVxXi6ttrV1sjKmIq4n6OlwHuEO4+l4e/fscSF+h/ORMOcqZcpQ95SdnZ1+7MeYmoD3wOq4TPBOBM8Bt1tozvpYj5SV7yk/2lJ9LoxHsLBhXf8ti1tr91trF7sV9gTettb2A74GaQBXwyZMclJ8cKEc5U46yp/zkzJ2jwEyvfTJw0lq7E9eoWy8g2P51WXSfyJHykj3lJ3vKj2eowP4b47r05zfAD8aYbsaYUgDW2s+stSPd9xfj6sBS0bFAHaL85Ew5yplylD3lJ2eZcjTanaOSuOaMVnCfkPUi8DBQzhjzimOB5jPlJXvKT/aUHw+yXjAR3FtuuPparsHVv7E3sBDXZVGr/22963BdVreq0zErP951U46UI+XHsRy9BFQA/gXsBPq5160OVHM6ZuXF+Zvyo/zk5019sM9VFVhjrV0FrDLGhAPDgb3GmC+BQOBWXH+9DbLW7nYsUmcoPzlTjnKmHGVP+cnZ+XK0HVgK9LLWrnfPDd3pYJz5TXnJnvKTPeXHgzRF5Fy7gAxjzNXun8viGiG6FWhrXWfTLgf6WmvXOxSjk5SfnClHOVOOsqf85CyrHK0GbgfKnM2LdQ+1+RDlJXvKT/aUHw/y+S4ixpjWuEaEEqy1a40xjwOtgRK43ke9jDHDgDBr7XNOxuoE5SdnylHOlKPsKT85y2WOhuPqAe4zOVJesqf8ZE/5yTs+PUXEGNMLeAVXE/Vqxpj91trH3JP6awFnR4fK4LoUqE9RfnKmHOVMOcqe8pOzC8hRCJDmTJT5T3nJnvKTPeUnjzk9CdypG1AcmInrcsLgmnt0FPjyb+s9CMQADZyOWfnxrptypBwpP8qR8uKdN+VH+XH65stzsA1wCjgIYF0nCn0FtDXGvA1gjAnCNQfpRmvtRqcCdYjykzPlKGfKUfaUn5wpR1lTXrKn/GRP+cljPldgG2PqAlhrE3F9/THLGDPYGPM/IAi4FihljAmx1iYBL1hr1zoXcf5SfnKmHOVMOcqe8pMz5Shrykv2lJ/sKT/5x6cKbGNMb2CNMWYcgLX2BeBNoC4QDzxird2Oq+djkHsdnzkLVPnJmXKUM+Uoe8pPzpSjrCkv2VN+sqf85C+f6SJijCkBTMJ1yc92QFFr7Q1ZrHcTcDeuZupH8jdK5yg/OVOOcqYcZU/5yZlylDXlJXvKT/aUn/znMwU2gDGmMnASKAZ8Cpyx1g51PxYAdMV1GdBh1to1TsXpFOUnZ8pRzpSj7Ck/OVOOsqa8ZE/5yZ7yk798qsDOzBhTDvgMSLLW3mSMaQzUBJZbaw84G53zlJ+cKUc5U46yp/zkTDnKmvKSPeUne8pP3vPZAhvAGFMe1/yjdrjmo3ey1u5zNirvofzkTDnKmXKUPeUnZ8pR1pSX7Ck/2VN+8pZPneT4d+75ReuA0sB1emOdS/nJmXKUM+Uoe8pPzpSjrCkv2VN+sqf85C2fLrCNMWWAa4CrrbXRTsfjbZSfnClHOVOOsqf85Ew5yprykj3lJ3vKT97y6SkiAMaYYtbaZKfj8FbKT86Uo5wpR9lTfnKmHGVNecme8pM95Sfv+HyBLSIiIiLiST49RURERERExNNUYIuIiIiIeJAKbBERERERD1KBLSIiIiLiQSqwRUREREQ8SAW2iIiIiIgH/T9CDFr/pGakSAAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_forecast(forecast_ts, test_ts, train_ts, n_train_samples=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Catboost\n", "And finally let's try the Catboost model.\n", "\n", "Also etna has wide range of transforms you may apply to your data.\n", "\n", "Here how it is done:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from etna.transforms import LagTransform\n", "\n", "lags = LagTransform(in_column=\"target\", lags=list(range(8, 24, 1)))\n", "train_ts.fit_transform([lags])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from etna.models import CatBoostModelMultiSegment\n", "\n", "model = CatBoostModelMultiSegment()\n", "model.fit(train_ts)\n", "future_ts = train_ts.make_future(HORIZON)\n", "forecast_ts = model.forecast(future_ts)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "{'main': 10.715432057450386}" }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from etna.metrics import SMAPE\n", "\n", "smape = SMAPE()\n", "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from etna.analysis import plot_forecast\n", "\n", "train_ts.inverse_transform()\n", "plot_forecast(forecast_ts, test_ts, train_ts, n_train_samples=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Forecasting multiple time series \n", "\n", "In this section you may see example of how easily etna works\n", "with multiple time series and get acquainted with other transforms etna contains." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": " timestamp segment target\n0 2019-01-01 segment_a 170\n1 2019-01-02 segment_a 243\n2 2019-01-03 segment_a 267\n3 2019-01-04 segment_a 287\n4 2019-01-05 segment_a 279", "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
" }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "original_df = pd.read_csv(\"data/example_dataset.csv\")\n", "original_df.head()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = TSDataset.to_dataset(original_df)\n", "ts = TSDataset(df, freq=\"D\")\n", "ts.plot()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 4\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: D\n", " start_timestamp end_timestamp length num_missing\n", "segments \n", "segment_a 2019-01-01 2019-11-30 334 0\n", "segment_b 2019-01-01 2019-11-30 334 0\n", "segment_c 2019-01-01 2019-11-30 334 0\n", "segment_d 2019-01-01 2019-11-30 334 0\n" ] } ], "source": [ "ts.info()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import warnings\n", "\n", "from etna.transforms import MeanTransform, LagTransform, LogTransform, \\\n", " SegmentEncoderTransform, DateFlagsTransform, LinearTrendTransform\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "log = LogTransform(in_column=\"target\")\n", "trend = LinearTrendTransform(in_column=\"target\")\n", "seg = SegmentEncoderTransform()\n", "\n", "lags = LagTransform(in_column=\"target\", lags=list(range(30, 96, 1)))\n", "d_flags = DateFlagsTransform(day_number_in_week=True,\n", " day_number_in_month=True,\n", " week_number_in_month=True,\n", " week_number_in_year=True,\n", " month_number_in_year=True,\n", " year_number=True,\n", " special_days_in_week=[5, 6])\n", "mean30 = MeanTransform(in_column=\"target\", window=30)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "HORIZON = 30\n", "train_ts, test_ts = ts.train_test_split(train_start=\"2019-01-01\",\n", " train_end=\"2019-10-31\",\n", " test_start=\"2019-11-01\",\n", " test_end=\"2019-11-30\")\n", "train_ts.fit_transform([log, trend, lags, d_flags, seg, mean30])" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 4\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: D\n", " start_timestamp end_timestamp length num_missing\n", "segments \n", "segment_a 2019-11-01 2019-11-30 30 0\n", "segment_b 2019-11-01 2019-11-30 30 0\n", "segment_c 2019-11-01 2019-11-30 30 0\n", "segment_d 2019-11-01 2019-11-30 30 0\n" ] } ], "source": [ "test_ts.info()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from etna.models import CatBoostModelMultiSegment\n", "\n", "model = CatBoostModelMultiSegment()\n", "model.fit(train_ts)\n", "future_ts = train_ts.make_future(HORIZON)\n", "forecast_ts = model.forecast(future_ts)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "{'segment_a': 6.059390208724589,\n 'segment_d': 4.987840592553301,\n 'segment_b': 4.210896545479207,\n 'segment_c': 11.729007773459358}" }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape = SMAPE()\n", "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "train_ts.inverse_transform()\n", "plot_forecast(forecast_ts, test_ts, train_ts, n_train_samples=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Pipeline \n", "\n", "Let's wrap everything into pipeline to create the end-to-end model from previous section." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "from etna.pipeline import Pipeline" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "train_ts, test_ts = ts.train_test_split(train_start=\"2019-01-01\",\n", " train_end=\"2019-10-31\",\n", " test_start=\"2019-11-01\",\n", " test_end=\"2019-11-30\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We put: **model**, **transforms** and **horizon** in a single object, which has the similar interface with the model(fit/forecast)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "model = Pipeline(model=CatBoostModelMultiSegment(),\n", " transforms=[log, trend, lags, d_flags, seg, mean30],\n", " horizon=HORIZON)\n", "model.fit(train_ts)\n", "forecast_ts = model.forecast()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in the previous section, let's calculate the metrics and plot the forecast" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": "{'segment_a': 6.059390208724589,\n 'segment_d': 4.987840592553301,\n 'segment_b': 4.210896545479207,\n 'segment_c': 11.729007773459358}" }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape = SMAPE()\n", "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" 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