3 - Global Mean Forecasting.ipynb

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 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Global Mean Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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     "status": "ok",
     "timestamp": 1559375519626,
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      "displayName": "Franz Louis Cesista",
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   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/sklearn/externals/joblib/__init__.py:15: DeprecationWarning:\n",
      "\n",
      "sklearn.externals.joblib is deprecated in 0.21 and will be removed in 0.23. Please import this functionality directly from joblib, which can be installed with: pip install joblib. If this warning is raised when loading pickled models, you may need to re-serialize those models with scikit-learn 0.21+.\n",
      "\n",
      "/usr/local/lib/python3.6/dist-packages/sklearn/externals/six.py:31: DeprecationWarning:\n",
      "\n",
      "The module is deprecated in version 0.21 and will be removed in version 0.23 since we've dropped support for Python 2.7. Please rely on the official version of six (https://pypi.org/project/six/).\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import math\n",
    "import datetime\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pygeohash as gh\n",
    "from fbprophet import Prophet\n",
    "from fbprophet.diagnostics import cross_validation, performance_metrics\n",
    "from fbprophet.plot import plot_cross_validation_metric\n",
    "\n",
    "import scipy.fftpack\n",
    "\n",
    "from sklearn.linear_model import LinearRegression, Ridge, Lasso, ElasticNet\n",
    "from sklearn.linear_model import BayesianRidge, ARDRegression\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import PolynomialFeatures, StandardScaler, Normalizer\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "from sklearn.tree import export_graphviz\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "from xgboost import XGBRegressor\n",
    "from xgboost import plot_tree\n",
    "import xgboost\n",
    "\n",
    "from tpot import TPOTRegressor\n",
    "\n",
    "from sklearn.externals.six import StringIO  \n",
    "from IPython.display import Image  \n",
    "import pydotplus\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.set(style=\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "MueWY47lPMDO"
   },
   "source": [
    "## The Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "yakKqC6oPOpd"
   },
   "source": [
    "### Load the preprocessed data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 11417,
     "status": "ok",
     "timestamp": 1559375543267,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "B6dMEvboO2f1",
    "outputId": "934b1912-7110-42a8-9b54-d12310646e28"
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   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geohash6</th>\n",
       "      <th>day</th>\n",
       "      <th>demand</th>\n",
       "      <th>in_raw</th>\n",
       "      <th>weekday</th>\n",
       "      <th>hour</th>\n",
       "      <th>minutes</th>\n",
       "      <th>ds</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>qp02yc</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1900-01-01 00:00:00</td>\n",
       "      <td>-5.484924</td>\n",
       "      <td>90.653687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>qp02z1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1900-01-01 00:00:00</td>\n",
       "      <td>-5.484924</td>\n",
       "      <td>90.664673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>qp02z3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1900-01-01 00:00:00</td>\n",
       "      <td>-5.484924</td>\n",
       "      <td>90.675659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>qp02z9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1900-01-01 00:00:00</td>\n",
       "      <td>-5.484924</td>\n",
       "      <td>90.686646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>qp02zc</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1900-01-01 00:00:00</td>\n",
       "      <td>-5.484924</td>\n",
       "      <td>90.697632</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  geohash6  day  demand  ...                   ds  latitude  longitude\n",
       "0   qp02yc    1     0.0  ...  1900-01-01 00:00:00 -5.484924  90.653687\n",
       "1   qp02z1    1     0.0  ...  1900-01-01 00:00:00 -5.484924  90.664673\n",
       "2   qp02z3    1     0.0  ...  1900-01-01 00:00:00 -5.484924  90.675659\n",
       "3   qp02z9    1     0.0  ...  1900-01-01 00:00:00 -5.484924  90.686646\n",
       "4   qp02zc    1     0.0  ...  1900-01-01 00:00:00 -5.484924  90.697632\n",
       "\n",
       "[5 rows x 10 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('full_data.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_jC-0pEg_b-m"
   },
   "source": [
    "### Circular embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
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     "base_uri": "https://localhost:8080/",
     "height": 51
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    },
    "id": "FrITJ1HL_b-o",
    "outputId": "55b23f12-3361-41a1-e4e4-acc7d265db63"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2.36 s, sys: 12 ms, total: 2.37 s\n",
      "Wall time: 2.38 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df['weekday_sin'] = np.sin(2*np.pi*df['weekday'].values/7)\n",
    "df['weekday_cos'] = np.cos(2*np.pi*df['weekday'].values/7)\n",
    "\n",
    "df['hour_sin']    = np.sin(2*np.pi*df['hour'].values/24)\n",
    "df['hour_cos']    = np.cos(2*np.pi*df['hour'].values/24)\n",
    "\n",
    "df['minutes_sin'] = np.sin(2*np.pi*df['minutes'].values/60)\n",
    "df['minutes_cos'] = np.cos(2*np.pi*df['minutes'].values/60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
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     "height": 394
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    "colab_type": "code",
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     "elapsed": 2776,
     "status": "ok",
     "timestamp": 1559375801556,
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      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
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    },
    "id": "b22sq-pr_b-r",
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       "      <th>in_raw</th>\n",
       "      <th>weekday</th>\n",
       "      <th>hour</th>\n",
       "      <th>minutes</th>\n",
       "      <th>ds</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>weekday_sin</th>\n",
       "      <th>weekday_cos</th>\n",
       "      <th>hour_sin</th>\n",
       "      <th>hour_cos</th>\n",
       "      <th>minutes_sin</th>\n",
       "      <th>minutes_cos</th>\n",
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       "      <th>0</th>\n",
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       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>qp02z3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1900-01-01 00:00:00</td>\n",
       "      <td>-5.484924</td>\n",
       "      <td>90.675659</td>\n",
       "      <td>0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>qp02z9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1900-01-01 00:00:00</td>\n",
       "      <td>-5.484924</td>\n",
       "      <td>90.686646</td>\n",
       "      <td>0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>qp02zc</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1900-01-01 00:00:00</td>\n",
       "      <td>-5.484924</td>\n",
       "      <td>90.697632</td>\n",
       "      <td>0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "  geohash6  day  demand  in_raw  ...  hour_sin  hour_cos  minutes_sin minutes_cos\n",
       "0   qp02yc    1     0.0   False  ...       0.0       1.0          0.0         1.0\n",
       "1   qp02z1    1     0.0   False  ...       0.0       1.0          0.0         1.0\n",
       "2   qp02z3    1     0.0   False  ...       0.0       1.0          0.0         1.0\n",
       "3   qp02z9    1     0.0   False  ...       0.0       1.0          0.0         1.0\n",
       "4   qp02zc    1     0.0   False  ...       0.0       1.0          0.0         1.0\n",
       "\n",
       "[5 rows x 16 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "W5Jo9jq2G2Ij"
   },
   "source": [
    "## Timeseries Forecasting with FBProphet (Global)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1334,
     "status": "ok",
     "timestamp": 1559375547674,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "zr0WfuN-P-N8",
    "outputId": "1a029ca4-1a2d-40c1-cdd3-4a3d891861dd"
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
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       "      <th>0</th>\n",
       "      <td>1900-01-01 00:00:00</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1900-01-01 00:15:00</td>\n",
       "      <td>0.025120</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1900-01-01 00:30:00</td>\n",
       "      <td>0.027232</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1900-01-01 00:45:00</td>\n",
       "      <td>0.029258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1900-01-01 01:00:00</td>\n",
       "      <td>0.033303</td>\n",
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      ],
      "text/plain": [
       "                    ds         y\n",
       "0  1900-01-01 00:00:00  0.022744\n",
       "1  1900-01-01 00:15:00  0.025120\n",
       "2  1900-01-01 00:30:00  0.027232\n",
       "3  1900-01-01 00:45:00  0.029258\n",
       "4  1900-01-01 01:00:00  0.033303"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "tags": []
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     "output_type": "execute_result"
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   ],
   "source": [
    "df_fb = df.groupby(['ds'])[\"demand\"].mean().reset_index()\n",
    "df_fb = df_fb.rename(columns={'demand' : 'y'})\n",
    "df_fb.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QZWfEQfuKZCe"
   },
   "source": [
    "### Train the FBProphet model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2C3UhEl8cK7b"
   },
   "outputs": [],
   "source": [
    "# def is_weekend(ds):\n",
    "#     ds %= 7\n",
    "#     return 4 <= ds and ds <= 5\n",
    "#   date = pd.to_datetime(ds)\n",
    "#   return (4 <= date.day and date.day <= 5)\n",
    "# \n",
    "# df_fb['is_weekend'] = df_fb['ds'].apply(is_weekend)\n",
    "# df_fb['is_weekday'] = ~df_fb['ds'].apply(is_weekend)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0Bc1afHD9rQF"
   },
   "source": [
    "`rmse` of different configurations:\n",
    "- additive seasonality + custom daily seasonality:                  0.0118\n",
    "- multiplicative seasonality + custom daily seasonality:        0.010337\n",
    "- additive seasonality + deafult daily seasonality:                   0.011000\n",
    "- multiplicative seasonality + default daily seasonality:         0.010310\n",
    "- multiplicative seasonality + f06 weekly seasonality:            0.011165\n",
    "- multiplicative seasonality + fortnightly seasonality (f12):   0.009932\n",
    "- multiplicative seasonality + fortnightly seasonality (f12):   0.009252\n",
    "- multiplicative seasonality + signals from fourier trans:       0.007377"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 5619,
     "status": "ok",
     "timestamp": 1559375557522,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "VGMjIAM2bQsf",
    "outputId": "43bdb4cb-9789-4e1d-cf6b-8ea66dafb982"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x7f44cd1e26d8>"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet(seasonality_mode='multiplicative')\n",
    "\n",
    "m.fit(df_fb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MOy8NsZKrplK"
   },
   "outputs": [],
   "source": [
    "# m = Prophet(\n",
    "#       weekly_seasonality=False,\n",
    "#       seasonality_mode='additive'\n",
    "#     ).add_seasonality(\n",
    "#       period=2,\n",
    "#       name='2day-seasonality',\n",
    "#       fourier_order=12,\n",
    "#     ).add_seasonality(\n",
    "#       period=5,\n",
    "#       name='5day-seasonality',\n",
    "#       fourier_order=12,\n",
    "#     ).add_seasonality(\n",
    "#       period=7,\n",
    "#       name='7day-seasonality',\n",
    "#       fourier_order=12,\n",
    "#     )\n",
    "# \n",
    "# m.fit(df_fb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5OBAV22sEIXp"
   },
   "source": [
    "### Forecast with FBProphet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2502,
     "status": "ok",
     "timestamp": 1559375562437,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "Y8O240TfHfyO",
    "outputId": "2bc46cff-0402-4bb1-ebfc-06ab9e30da6a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7195</th>\n",
       "      <td>1900-03-16 22:45:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7196</th>\n",
       "      <td>1900-03-16 23:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7197</th>\n",
       "      <td>1900-03-16 23:15:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7198</th>\n",
       "      <td>1900-03-16 23:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7199</th>\n",
       "      <td>1900-03-16 23:45:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      ds\n",
       "7195 1900-03-16 22:45:00\n",
       "7196 1900-03-16 23:00:00\n",
       "7197 1900-03-16 23:15:00\n",
       "7198 1900-03-16 23:30:00\n",
       "7199 1900-03-16 23:45:00"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future = m.make_future_dataframe(periods=4*24*14, freq='15min')\n",
    "# future['is_weekend'] = future['ds'].apply(is_weekend)\n",
    "# future['is_weekday'] = ~future['ds'].apply(is_weekend)\n",
    "\n",
    "future.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 13544,
     "status": "ok",
     "timestamp": 1559375574605,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "nIXFP-VkIRlj",
    "outputId": "a1388684-887b-4542-92db-622267f8da44"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7195</th>\n",
       "      <td>1900-03-16 22:45:00</td>\n",
       "      <td>0.024367</td>\n",
       "      <td>0.010030</td>\n",
       "      <td>0.039915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7196</th>\n",
       "      <td>1900-03-16 23:00:00</td>\n",
       "      <td>0.028449</td>\n",
       "      <td>0.012316</td>\n",
       "      <td>0.044016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7197</th>\n",
       "      <td>1900-03-16 23:15:00</td>\n",
       "      <td>0.032533</td>\n",
       "      <td>0.015028</td>\n",
       "      <td>0.049213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7198</th>\n",
       "      <td>1900-03-16 23:30:00</td>\n",
       "      <td>0.036563</td>\n",
       "      <td>0.019654</td>\n",
       "      <td>0.054224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7199</th>\n",
       "      <td>1900-03-16 23:45:00</td>\n",
       "      <td>0.040490</td>\n",
       "      <td>0.022293</td>\n",
       "      <td>0.058643</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      ds      yhat  yhat_lower  yhat_upper\n",
       "7195 1900-03-16 22:45:00  0.024367    0.010030    0.039915\n",
       "7196 1900-03-16 23:00:00  0.028449    0.012316    0.044016\n",
       "7197 1900-03-16 23:15:00  0.032533    0.015028    0.049213\n",
       "7198 1900-03-16 23:30:00  0.036563    0.019654    0.054224\n",
       "7199 1900-03-16 23:45:00  0.040490    0.022293    0.058643"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast = m.predict(future)\n",
    "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 291
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 5874,
     "status": "ok",
     "timestamp": 1559375574610,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "YLTjL1UDg16B",
    "outputId": "9c8961b0-7f7d-4d83-b776-5c33f3876add"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0.2)"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
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sY3drEg7C/DmNVLj8TabixFv/gaduDknJIKSZ1E+jrULuj2LZvfU/MFD4q09e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\nfXSFPmH00UcfffTRFf5/lgG+sJ3RNvYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(forecast['yhat'].iloc[-4*24*28:-4*24*14])\n",
    "plt.plot(df_fb['y'].iloc[-4*24*14:])\n",
    "plt.ylim(0, 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 437
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 6551,
     "status": "ok",
     "timestamp": 1559375575819,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "Vp0g2J4mITDj",
    "outputId": "d2d07ca7-f19a-4678-9ec0-c87f41080b63"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+WFzA5HIph8kFFAVZg+kOkzkevNF9egFllpjYZBxvbmvGjIkjEM8yNhmtaUeb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6cwrngSWbl5/EnOWapi1i8nn3vv/y8Arvz29/u4zQ0fWywSAE5sZWLf7l001B3jsUeV/rXL\nBFN9v63lFPQOxOWDj5pYQjAYdEl1vWAPUYlPNhDVCHWodUlVa+JmRG2vVjQxn4vgMVbeVLURiOCx\nt4ul97s90X8C1fDikz1VAL1Rw63Eeo/e2OZ4UI6o7cTNLmuCqraq/qJzkc65va/rbi5i+AeGwi7L\npMu/AZL4SxMQNzU1sX37di6+WJB8Lr74YrZv387JkydjvvfOO+9w+eWXY5omWVlZzJ49m3ffffe/\n/f2///3vlJWVATB06FCKi4v55JNP/vcf5H/hULCHA9s3sXjxYkKhEMnJSRQOHsHUaSUkJqVILJ+Y\nEB74LyHGfvbFl/PySmGW8eh9d/UikZjYlkVCYjJDR49jqcwQeTNXajCdf+k8XnnlFZqbm2Pd1SS8\n4Ky5X+P5ZSt0luLDVe8QjkhSkBVlwzqhi+nzBDUROUH0dipTgYnXmKGxsZGPPlhDd3cXD92/RMBg\nbQvbilJZWUm1xyBDlcbVZJuZmUnFiuUA3LHo23R1CcUFpKRbV5fYBK1561XKysrYvVcEzF/92hVM\nmTqNzvZWTp1soqamWrtNDRo2Kibo6a1h6zOIIVX5/Qlu4CmDi1AoxKH9e6k/doTrr74K24GBw0Yy\ntXe53fJIBfWamCzbYfrMmZh+IcPmD/i56KILxbtUJXHAMiRB0Y5iSVhD1HaYNq2EK6W+9A//6/cs\nXLiQO34kbH9v/nk5U6VWtL9Pqc6RuEdRulZSUpMk8SVv4BBdMg34DJ0lUgz1QEICxZOmkJbejyek\nu5rGzNmOO8aleYZSsFBZ3srKSmkpHSEajbJzh8iuDh45lsWLF9Pa1sap47UuVEeqW1g2FA0aDMDY\n4kmUl5frzLTtOISqqjh1qoUju7cJBZJQSC8GEcvh4JEjAOzdIXCqpaWlmLJS45eGEH5Phljd1+cf\nrOLNt94WjyR1ed/9+zu6z0YiEfyJInM9YXIJDz30ELMklMPb/r1JN5YNG9ZVij7v0c791UMCu/qN\n677DULlp9ccQ48xe+EN3oQ0Gg6QkJzN8whQuuEjMvb9+9Ekd1KiN2uDho3AMA8NxN607d4js4j/e\nf5fFixeT3i+DgiEjeFqSn1Q1ZWN1NR999CE9ne2a9wBirjiwewebpZtgyeln66y1V+O84Xhj3MDE\n6yY4/Svn6nveKbPvNtKx0rK4SapM6PkQQ89ZDUcPsmTJYtn+JpZl89zTT/D6m6IN8Sg2RHq62bNt\nEy+/XKE3ACpQUyYXxcHT9PgPSFK02ExZ4rrhMK1tbRzZI7SEAW0LP/uyqymSlYkYQq6p3MRsj4uZ\nJ2CWAZHCLjuyf6xcuVJL9l2zcAGd3bHzYWaGqJj8M0IWiPkjJS2NrNx8PU+AGxCNlJv3ocNHxNwz\niHE6bOQo8ooGap5HZWUlti308eNdd/t2ganeVhPCwSAxMZGf3XVPzJq1a7MgJGvSZa8MccQb1Lpd\nRweAkTjQBW+iRkEmvEdf3d3eGWQDy7b7yAx6vxtWGWLvhkfNhzG/3VtlwjUb6RtsGzFmIr3XDvHb\nHmyz51ztvmerZ4iDP/6C51UbBFcZI951/x1CYXH4/1/fgDrq6urIz8/Hp8qwPh95eXnU1dWRlZUV\n872ioiL998LCQupluRHgb3/7G5999hm5ubl873vfY+pUkbmqra1lgJT+infe/+RoaGjA7/+fv7LG\nxsZ/6ffVIeS+hmBLe81Vq1bR0zWJQ01Hee+9FrrDAZIDJvX19XQk+ijMywOaaG4+qQe5Fe5m1apV\nlJSUYH7cAIYPn9+PGUigcPBwCouKqK2tpUaaXmyrWc+Dn74Js24ieMbZFBXlMmrUKIxtdSDxp/mF\nA6DBYlLpVygsymHbqjeBwaLcqiS5DBg1ejS1tbU0NtTT2tLFB++vZv8BhHvWpx+RfeZ0TjZ1AXCq\npZWhAwfCQdfEoKurCzsqsp5WNCowxI6NI8veI0cOhyNRcV8yMBk9aSqLf3AZm2qqXWJU1OLQ0WOQ\nPRDDsTBNk727d0PhcC279lnlWghMILTuc9r2JLIxtJVwag43Xv0zrr/3D+J+2luprRX4YMey2L1t\nE088vp4TJ/Lxp/lpaGigqKiIK+ZdxpO7bH6w5JfURQL8aqvFTbf9hKKiIp5//nkcOxUMk3A4Qmd3\nN9FImPr6etoTfLQ0Cxxl48lmehLFu2xvjb1uT9gmv3AoU2fMorqhh+8ueYRzz53FjLr+rKvr5oFf\n/57+SX4e3/I3sKKCIS0nxrb2DmrraklOTQfaKRgwmNraWnKzs4Bm0rLyOXxUXKunp4v6+nq6k/zY\nVpTuHovaunpOtbZjGtDYeIJaOmg6KRbXU62tGhPb09VFvRyjZ5xxBh8cDVP+8O9Y3pBBitVJftEA\n/Uw+A9o7Oxk8YiQcsTAQWaBRo0bR+Xk7bQ3NrF7dxoiRI+FgFMOx8Pv8DBkk+uH2LRsJh8M4GDhW\nlI8+WMOEkUPo6ujAchxq6xu0pvfOTSHuqfkH2dnZ4n10dLFq1Uc4xnCwLcJhMc4yZ10KQGj9Wla8\n8i5MuJg7F91I1h8fY9KkSQwZMoS2lhbue+gRrv6HQ3dXF/X1oiJR+fk/gDGieqAGsyNc0oYMHgxh\nqarg99MvMxtaHAaPGktOTg51rcJdsP54IxG5uLS3tul3FenpIRKNMmzEaIxdtRg4+P1+Ro0aRWJ+\nHnCC5H5ZNDadlOc2U1sr2r6rox3bgdq6esJRi2i4h7q6OhIVwdVnkls0gsGFKVBXR35Rob5u66lm\nAHKKBghylRyjHR0drJXPq8ZSxLLJKRpEQaFo457uLqKWzQdrVotF3rGJhMOsWrWKEydO0N5yigO1\nO/jxu8/A7J+x7sO/867vEKNGjcI0JMwokEBqej9ot2mobyCSIubfjvY2mtpO8XmlUEmoXPMO73JQ\ntJHsH4bpwzD9JCQmUl9fT1eSeF/mZ+tiOBMKu7xq1SoO95tM1LJ44ve/wUnLhgun63ctKoo2DiZR\nyyIlNY3stCH8+prHKCoqYsOxJgBSM7O5vOxKnthlc9udSygqKhJz6fqtQprOMAQ8xbZ1v7u07Grg\nOEnpGTRJTHXziSZqjU7ZhqJPH6trAKC7u0u3EQht7s6ubobk5sNJG9Nzz24gHuHosWOQVQRyPqyv\nqwXGcKq1lfrjpn636rc7pQpFbUMDXd1hHMuivr6ezkSfvu6OTdVU+sR9tXnmLKXb3th0EtMfICs3\nX687o0aNwly/Fdtw22Fz1TpmZIuN4eeffQqMxRZgQXo6O3jwvocYVJgvx5XN9o0h5r10H+Y1j5GW\nkkJDQwORVj9teiwdp6W1DdMQa7fdLjYpkXAP4UiUuobj4t12duh7PnlCvO9TLS20tkUwHCem33V3\ndWDZDnUNYm3v9JwLYv1r7+yiK2LjWBZ1st+JdyPvq/FEn+s2N4lkU1PzKY7Vy3Hb2Ul9XT0Bn0G4\nu5uI/L1wJEokHKahvp5WLXQt2r9JriMtzSeprRXrYEeb0KWva2gkYllEwmHq6+tIkfqKthUlbDs0\nt4j7O9l0glp/l/z/DnlfLbLfdVNXV0+yvG64u4uoZdF8Snze0tKMeh0dHbLv1DVgdCTR2NhBbaCr\nT4b6/48jKqu1/+rxpckQ/28cV155Je+//z5vvfUWN9xwA9/5zndElvN/6cjPz6eoqOh//F9ubu6/\n9H31n2YCG0I6Z8iQIRyvr6Xh6GF+dNv36A5HSEpMYEBRIUVFRRQW5AEwdMwE7Snv9/mYM2cOc+fO\n5ZyzzyYxNZ2n/rwcw/SRkpzEAHmtfXsEfkvogYrn3PSPj6itrWXu3Lnk5+UxcMQYlr74ksbr5WZl\nMqCoUOsQGz4/gcQkAM655DLmzJlDbW0tVRvW0dXZwc9/8D0+/vhjrHA3v/z5D6mtraUwX9zzzpoN\nWu8XW0zSgwcP1kQgwQR3XcyOHj3KBeefB8CE6afzp+f/AkBiwE9OTg5z5sxxiVEJiYwvFvdoYpCQ\nkMBZZ54h7lnazW7bLiAUf33sPvZU/UNn06PRKEeO1crn7U+RnMi7uzo4tGcnDz/0IC1tbRzaVsPx\n+lqKioooHi/Kt8HS07Vz04xZsygqKmLOnDk6u5iQEMCfkEhKUhJFhaINc3NEoJbWrx/pGcJpLi87\nU/cJx4pwsrGButpj5OYVkJ7ej9Izz6aoqIghgwaSkJLG2efOJicnB/wJGFK94Ls/FOzvxKRkCguL\nNKRmYIHom3m57nVz88Vik5aSygB5X8mJCfj8fgoKCkhMTsFvmhTk54n7KhDfT05JIydXtGe/tFTd\nt4YOGYw/MYmzzvkqgYREAgE/RQUF+pn8pklCYhJnnXOueN7Cgdy9eIkIEI8e5njdMX502/fIyMoR\nn+cXcOsdP+f0UkEaHDl+MgkJCcLABYevzj6PoqIiujrE4lJfe5T643JTKrN8e/fuFfCJpETOO/98\n0ccch4SEAHPmzCE3R2y+jx05rHGC0UiYPXv2UFRURFZmf3IKB3L6Wefo51XP85UzZN/yBbR2No6D\naZoMGDAAv2kyalKQioqXRYbYjvLey39m0aJFtMnFKCMrm4zMTAByPO2flpqMYZqcM3s2eQVFDBg6\ngheWr2Du3Ll6LKWmpdFP951sfW6nXJjqj9XiYJDsGf9FRUUE/D4SEhNITRPZwoGFbhvlyg3ErHPm\nSBUJ4SZ5zTXXcOYZp+uxFAgE8AUSSEpMoKhInN/d2UE43MPAQYMED0BCrebMmcOePXtcaT0pQbPp\nsw9ZtGgROTk53HjD9QDc86vHyMkrIODzUyjvq7a2lqOHDnKivpZf/0pg9as/Wc2iRYuora3VRhVn\nXHApxZMmk56ersfZ3LlzKS0tJTUjk9t+8nMxNxgCfzxnzhxONTejnCiVus2U0rP4y/IVXHPNNSin\nwoRAgOS0dIaMHMP5559PUVERBXlC4i8lLV3zQE4780x93YnFxWTmFvKL8vukqo7b7wYUFQCQlJyi\n26GoIE+3Q2Y/IQGZmSOucWzPdmpra/XnhmPTcOQgSSnC1n7+tTfy8ssvc80114hFXs474yQ8xSeV\nY86UfTY1NY2sbDHO+mdkuNftL9z5srJyMf0BEhISKPK0Q6SnmwO7tvPoo0J5Jjuzvz73VLPYnJ1s\nbMDw+UXf8LTDxOJi0rNyMGRA/MwjD+hnOusrZyI7l5bzi0aj7Nmzh48++kiqmUj31fZ2sR7K+8qW\n46d/ZjbJKamYpkGhZ95JTU7G9PnIku+yX1qa/qxAjqWUtHSSkpPx+XwUFLjrfkZ6OrYDmXJcZKSn\nx6zdPtMgMTHJne/k8xYVFZGdJe4rLUO803TPdfPzxLtPS+9HjpSK7N8vjcED1fhPwTBMCgoKwDRJ\nTkrU639RUREBn4+EhEQtFVqY78YeWf37yzbMAQxSkmLHf5Kc41Pk2lCY7/Y71afVupGWmhxz3fRU\nkeRJlXrWuZ55p7/sszk5eRQWFpKTk0NR4b8eD/2f/Jcv17J/9fjSBMSFhYU0NDRgycnRsiyOHz9O\nYWFhn+95d2R1dXWikwC5ubmaaHb66adTWFgoJl6gqKiIY5Ko0fu8L9sxcPBQAC68/CoqKiokdEHs\n8iORCJ2dXTEC2KqMkTdgMDfdfCsAv3jwV7qEmJ+XSyApmUlTpmI5Tow01mmnlYItsilqEX935TKN\nP0tOdslNigzwj3deZXNNNaNlOfXCKxby3PN/FvdQMMDFkHocwyxV5pUsZFUSW/vRalatFqYEhlxs\n582bx4UXXIAvIZEzzjpXZqZ0zk2XYkZNKkHCsdi69hPml10BoN21Fj/yByZOEUH8FdfdREVFBRfM\nOR+AIWPGc+6552LJIWD3dLvGAaYPvwePXXtQbBoEAck1wVBWxSEPRAR62/6KfwsGg4wbN47MggH8\n6YXlIiD3jD5lN3tgz252y7Lnkb2CIBkKhTiwdw/Ha49y47eu4sChw3S3t7B7m5AUa246QVdXlyZZ\n2YZPEh8NutpEoLVjU5UUsbclps6M6TsRq5dToSrVeTCVESuWde33lMSqZaWhqd7F8wckztPGhZf0\nKfPZDlVSGq3x6AHuv7dcYMo9/X3la3+Vnx/kyUd+ye5dYhOTN2goFRUVpPXLYNy0mUydNo1QKMTK\nlwVW9Ic330BnL8iMdlCzoaSkhITkFIaPL9YkM/VMw8dOcIM4vz9G7SPGItVT9lS63CVnzWb2+XPl\n+0OYOpSW4veZDBs3kWklJRytrdWubpFIhAP7Rftbtu1x7nLflSBzyfcWSGTgUBcHrNpSOW+Bi+UL\nhUK8/NJLANx26/WEI9EYsxjdxraLIYynQ2xLWJMhYS0Ak6VL3IxzzhfGLKYP0xCauKFQiDXvvUs4\nLFzfxhdPIi29H8/8ZbnWVlZEYTXvOB4johFDhwIwYtwEAfPwaFgr2INjmBqq43hVJmRVZMbZc0hO\nS+9TXs7NySYptR8XXPJ10W6zztD448EDB+qNuNJHnlz6FQ1P65eWxtBxxSxf8RI+f4IsP38xDtRL\njMvs35/07BwuL5tPcmo6w8dOYPmLsZJ9W6vXUS11dndt2aTPbagXa97rEhK3LfS5nqNDoRCnTjZx\ncO9O/iJ1tK9YeI1WmZgwYTxZ+YU8t3S5VoqZNC1IeXk5U2UbfpHLmYYfxEiJGbodRMXA8GBqxWeh\nUIiHf/kgAM/85kE6Ojv7lOr798/A9CfoPhv1kDmnThaJjDFTpoPPB46jNfllg+sfcxyDGJtjNQ87\n8XV3FexNwYjiQUTUGPfKG6rPvcYcXwipiIfV1ZCJf35dV+O4l1KUhJDFVXswejvzxZNds+MqlChb\naOufvA+1nvW+rqmuG8dcRcuQ/rvgJfgSBcTZ2dmMGzeOt98WuK23336bcePGxcAlAObOncsrr7yC\nbducPHmSNWvWMGfOHECURdSxY8cOjh07xjBJkpk7d64mVRw8eJAtW7Zw5pln/t94tH/5UJ36wnlX\nuouHgZYwCiQlxXRatQDYDgyQmMkJEybqz5ubGunu7hZwArsvhtDv9zFyUgkzSoUigXdh8gZEuyTe\nds2rS7n6qvkcPCACt3MuvoyJcqJV2LbejmEiuHDxdkqyzTEMPasYjs28y4VcUFFhAabPz8LrbhKY\nWdsmoDWKxfctB9588y3xIFIqbuXKlYSF3EoAACAASURBVAwbMgSAER7G/uULrycYDAqSHnBo724+\n+OADDJ1Rh8sum8fpp59Ocr/+/OTOu1lR8TIAz/6qXGtrGo7Huc0QmckZMiPllXuKN7n079eP/jl5\nTJk6zQ0QEYuHwoE///uHePQPfwTg0Xt/5uLAbeGgFQ6H2bFjO23NJ1jy3RtYtmwZH6xZRU9PN7dc\nf7XQjvYnYNgWvoCfXJkt2b4xxIL5V7p6sKrvaOyyTUhKWJ06Xqsn8+7ODhrr66iprsKSbnNqnlaT\nY/3Rw3zv+7cB8O6K56hWKgSm6WZZ7b5asoqxv166B2KJNgR0Js5rnmJYESLRCNskEajyw9UAJKak\nkpGVjc80+uBP644fl/3DxSebOOzdvpmqUBWOYTJi7EQtnablnoaP5pKvfwPTMHj0T65lsDaEiKME\nod7lxJlfoViOh+u+/R0dbJmGG9TmFxRKzLR4xtHSbjhiOeySHILa/Xv0b6tFS5E540k2RR1HKxQc\n3C2gIoLcKN5HOGoRjkb76JAqRRclFRdvQdy7c4fWMLakzbe67uTSswgGg4SjUeoP7GJjTZVH/1i4\nvnWHw/TLyGCKVA0JBoPk5eYwcMQYbrxFbOINo69SRCRq03TyJB0tzWyShDxhVAIYpsbqxqhMeN5H\nfEa+akPx98kzz9DtO2iggOPd+N3b+c3vBNlr69qPtW57YkKAAcPHUFJS0ie4iGcZ7HUMcxUsANNk\n+NgJlEhM+yY5H27esJb31gj3zNtvvkYHvC+/JEiZf/zdr8WPeTYAaqPuYLqqCp6AKKNfPzKy85g6\nrYSjR6V6x4ZKFi9ezLatYiyFPv+ErbJaFkOq8myYXRIxuh2UkZHPL931TDdYtrS2ukNnZ1cclRGT\nxORUF29txjrzAYwYP1lr1Ktj3rx5GI7M1CckkJLeL2ZN0wGg9c+IcfFdDtWjW18Q1AYUqS7Oud7f\n/mc6xN3KIrsXBhxiA+KYIN9w+Ti9XQ7Vb3s3YrHEOPlMXpWJmHOVy534uz/e3KKD9L7XVXOS91ri\nu+j7hX8Pc44vTUAMsGTJEpYtW8acOXNYtmyZlk276aab2CIXwUsvvZSBAwdy/vnnc8UVV7Bo0SIG\nDRJao7/5zW+4+OKL+drXvsZdd93Fww8/LFyugBtuuIHW1lbOO+88br75Zu69917S0tL+3zzof3No\n6ZxXX9SOQcOHDSN34FCeW7ocXyAhpmN6AzE3y+Pu1FevEpmaW6+/2sN+dXt1wGcyZOxEpgUFfkuV\nELUMkVQZ2LVHaupKbPMeqXkatW2XoWoKckOMY9ifl3P6WWeTkpLCY8+I4ELJvWH6tPC7gUOxFIpX\ni/SEKVM5e/Z5JCYl8TsZmHgJWY6acjwTpnr2iG0TkaP8jeXPEgqF9AJgY2BZlnTZc/jxQ48zY/p0\n8nKzSUxJo7m5GUvjsXu0tmZWVhaDRo/n/gceJDktjeIZZ2ijAnc37U623myb3ydgKVp1Qy4uXuks\n25MhVAx1QeZCyIsZBjamlM4Ls2LFChl4+IhKklXwtDNJS0tl0QOP03yqWS6WItt6+Git1FR17wng\n8IG93HTzLQB8/NflbKwWGeU9O7dzoqGOG791Fbv27CHS3cW69aGYc2sPH9J91on2NhMRzHg3Q+yZ\nTW2LA7t20NLeLttQ4G2Li4sZM2YM2YUDefaF5cy56BLRPxyLQCBAf0kE+vz9d4XLXTgiAxMjJpjy\nJyQyerQgOilMZWZmJmFJjLpqwZVELTtmkVeZ2v27d5GTV4DfZ2oFDfVMlu1xIoxDIqlZ9xmHZeBx\n9Y0393EbcxyHzOw8kpKSufzGRVRUVMQQVB/+tQh6nnxoiSagnWpuorOzw7OpdRdLNf7rjh7hiSef\nAuDBn/9Ib+LUohYIJOosrnehjkbDHN6/h2O1dXHZ6wCDR42VGsZ9g1bbEdKJ3d09HN29jeuvFuoX\nPlM4I/oDAfpnZve5bnJSEvmDR3DubFG1OfP8i/TmQTkKvv/3v1FVVU3byRPcKJUegsEg48eNI7tg\nAD+7ewkAZ829RJ/rTRBYjkNPZztPPfFH912ebKKro0OvKf44GfEF135bBwE1H6/Sko5ePVi1QVTB\njCJVHj10MG6mztv+vZ3q1q8XVSYkQRbbFpwLGfAqXoTlUdxR7aCy7Zg+LVG5cvlzMXKP6p4PHz0m\niNKyMqHInlWffsjdUpWp7uB+fc/KUn7bli0xm3gQc3y/fukMHTeRH/7kpzHvT1VEAHx+Aanrk5k0\nDfyJSSy87kYAlvzqt33k3mqPHsLBjNmIBYNBkhITGFE8lVdeeYVAQmKs25wO4mytyEGv6yolCO89\ne//fVZnoHTyqtaXvud533dukyvtdlSGOkVU01HXdALI32U+0oTLXiPlpTYxzs/zeficztcp+2ey1\nQZR6wULvu6/cI3g3y32JczEZYiNOZjpq/1soTMCXLCAeMWIEr7zyCqtWreKVV15h+HDBmH7mmWeY\nOFFkPH0+H+Xl5axZs4Y1a9Zo5QiAhx56iLfffps333yTV199lbPOOkt/lpKSwqOPPsrq1atZtWoV\ns6X965fxOHRYTEJvLX1Kl8XS09LIKhjAlKklrv2yZ/cIsdbNys1LZ8xM4RhlO8RYN4NQaNi/Y5se\nTN+Y/y29uIS7u6k/eoia6iptVKCyMePHCWZx1COA7h0spuHuCjP6Z5OalsZkGQhPmyIyaNPO+CrX\nXn8DIIhj95aLIOB4Qz1R22ZzTTUZWdmkpKQwcbLUK5VlWct2OO+CC+UzeF3u1ATgcLS2DmyLF59+\njLKyMvr3E8GUwj0OGzWGgGkyasIUTEPqTNoOJdNnYurssZu5SE5MpHDoKMrmLyCQmET/7Oy+tp+S\nZQy9SleebLt3Y1JaWqozK4Z0dQJxL6WlpbrsmZlXKPC2HpvrgoICbYCgJM3CFvhxSA74OPvM06Ws\nlnjevIJCfKZ7X6rvHNi7W28enGiU9evWxpSmw+EwNTUb6eloZcn3b4yx/W1rb3W1ok1Xh7TxeD2W\nbbNlU41QqPAEnqFQiI62Fg7s3s5LK0TlxvBkcX0GerOjZLmmln6FJ55bSnurIImoIL8nEtWuTsFg\nkGuuvhqAe3/3BJkSF6kgN1u3bhXYVXmum+UTZf5fPvAAAM/+7pfU1tfHbB5AEFSam06wRVqeb13/\nmQ48tm6Wrmmff8xrr7+OiciS6/Y3PRrWjkMg4Gfh9TcD8PvfCQ3Y5c89Q1S2gxUJa8mujz/4gK7O\nTm6+biE94XDcRbz2yCFXAUWeGwwGufaabwFw/6NP4BhmzIY4FArRdLyBI/v38NZbb2LQ2zxD/K1g\nyAiSklPIysnhnsVLernvSRiDYcaoX1x6ySWYfj9PPr+M9IyM+JaxnmzqGbPnEgwGCYVCPP5HQWh9\n4ZnHtSGEV8O2f0Y/+mXnMUw6UZ4156I+wZRlObS0tXNkzw5+/5tfU1ZWxrJly/j4g/fp6urkFz8V\nCiubKz/22D5L+InjsFHCgJwYwxA3YPGy/UOhkFZs+esLT3PoyNGYewEhIdZyqjm2Uic/P11WmTB8\nLlbbE/CqTU9AqpNMmenCPILBIIUFBQwYPoqzvirWtReeeMx17jMMYYwAFBQVATam1GVWd2djEJWZ\ny6V/eFhnpv/0jHDrvPenP4gLe0gMJDBg+Bi9NqjnDQaDLF4sJDEXLLoDf6+gVXxXvOcCqaqheBei\nHcQXc4sGC/1j3A0AQMDvZ+iYCdJNMBbK4Qa1UioyHkTAcbVzveNbt79c0+JZFUN8cw31218o2WbE\nnuvVktabSztWZcL7uS3nDttRutxxAlO17vRySAShMmHb8TSs0UoR8TLA4JpveTeA7nX5pxUz698j\nFga+ZAHxfw5x9D++lay1z0FPZ8xErAZEtNdAVVnP+mNHXGyT4e7UfYbM1EhFht6BSXdnO/t2buXp\nZ54B4JtXXqUXpiMH91N39DDXLFygO/1FC66hoqJCa5R+8Lc3qJYWqn7TNWZQmenvXH81J5qapEVu\nrDHHhOmnkyJJJHikgt54dSVgcNtN19LYeKLvpCbLnmPGCe3MgUOGcd9998VkiP76ygq279yp8aOR\nSIR2ybidOfsCKioqCNtg2BH2bt+IaRgxZgHfWfRdAH5c/ss4WT65IHoyJoelkcyunTv0jtorf9Pe\n1kLLySY2VlcTtW0O7tjMxuoqgsEg9993LwBlt/yQ624QGZN7HnIzJv0zMuiXnce1N94sjFlsi0BC\nArfeeiuXXHIxpj/AH/70AgA1G2tobWrgkTtuxjAMEhMCDJ84lWUvriDqCFOOXVsFTlFlcQYOH+32\nDwNmzSr1lKZ9mKYpAlTH1o5wSg967/YtQkcauOzaW3TfeePVlTgY3H7TtbS0tsW8K43HxtCarQYO\nCQkJZGZmsnPbFpqON3DDt66iSvatktPPYuq0EkqmCly44fNLoxqfkD+TPz58qIANjRpXrAMTx7Y1\nP0GVeQUB1dDyRjGZOMuhVsJL1F2HQiE21VRxqrmJO34k9J2rPlmjAw+vDbplO8IQwjNObSvKwT07\nqKqqouH4caLdXezcuim2QmCI5xJt40p22YrsGYnQE47GZFu1Zmtrqz434NnEDRsi3sfIsROJWjYH\nt2+muqoqph0cQ2Q+DWmsoQ61iL/98lK6esKcPF6nN63eDHFpaSnKulkFLgOKinAQGfZ4Nrj+3ou4\n2WsTjzAEUdhlb0CkFuJIL+yq933YjkNbWzuOHcWWc8s777wj3qXp01rSoY9WxQSPAC88/yehbkFs\nxcyKhDl6YB9VVSGtf6vuWZtr2HBYSvYF/C6We8O6StpaWrjp2oVYtuRyyHueIZ0Kx06dyRlfORu/\nz+RxKVEYDAa57tprAPjREqGdPHnmaTHWzSnJSeQNGkZHZ7fua17XP/mKyc0vwG+aTJ0+i/Lyci69\n5CLxgenTxizxMtMR2xbclV7VRb8vNjPpne+KxwliYeGQ4SIQM2MNIQI+87+1DM7KLyI7L5/0jH78\n4u7FMRrH6pl66zL7PUFcNG4AaPQKPL0BnvxNJW/Wq6qhfrunF0ck5re/ALusnklxcbznqv+18UiY\n9Xof3uftk7k2lCzfF1euFJQvHpfDC/Mw6Tv+1Xr2xZsLBdVw79mFTNjSpe7LHxn/JyD+Eh7nnzGT\nfnWbNb5QlT1tx8UYefGnt97ybQDefXW5DgAUmSMYDPKNr1+K4fPzmyeeB5TOrOit2qkKQ4tr/+3l\n5R7sqktuUqLuChanXKzef+tVvvf928Vnpvu7OjMdDtN4oinWmUdnlxyNKzSlcxsQq0PaeELsTD0T\niIHN3h1beOPNNwE4dmCP1mw+fFDgKP/60jJ27dotiEAyIzLVk5kGWLNmDdHuTh654xaqq6sIeLJ4\nAwcLLPLoceP1dWOyfLZLUAyFQlpg/nf33cUhuSD6PdCVmg3raTnVzPVXzxeaoZs2sHDBfEKhEBMn\niGvkDxpG4QABAVI4VHCxq5OmTmPUuAlk5RXw+HOu3qstNZm9pDorEmX92koCfj+DRxfr5410d/Gz\nW68XrnbSqcp24Le/fxSAC6+8lpKgIBFNnjyZjJx87lx8L4bEcqvMVVVImE84uJnvgUOHxbY/ELGi\nNDY1cep4LRs9OFBR5vXjlwolA4YMpby8nObmZmxLBGmRSIRQjczGfv4hWzfXaPJa8KzzqKiowDHM\nuPqXEcuhoGgg2JZ2Kps3bx790tMZMnYizy1drt+tQax1sxnwk5NfENPvKisrcaJCw9Ylc7mBh7JB\nN0y/wL0DS//0pM62tbee4sCuHcwvu4IPP/yIns52frHo+hhzDX8gkXlXCHLoHeUPaA6B3tQGAph+\nf4xG6Wa5MdmzfbPGtz/w2z/0MUjYsmUTlm2ze9MGrryyzMXF42AYPgyfXztJqkNh7msqPxMXjGOv\nrOzXMX2MGD8xRuPcgRiIgPcQFRO3ulS55m8uzEPBXgKJDB0xkqzcPJ5bujwmC+wlgiXEgT1s+Owj\nDJ9fZOpl+194odDtdgwTNJnPfabaY2Lc/vnpJ3jyKZEgKP2qyz9prK/j6IF9LFwwn2jU3Zj0Ntco\nGDBQkFc986xjCQnJSCSCLZ9BtaGqeg0vnsKosWMJ+P1Mlg5+AMOHirlokMyI9yZGhnu6qTt8kIQk\nkUE2TUOvHW2tLZxqPsnG6iqO1dZjRcLUrBcYYjVuRhVPxR+Q2tpyMyXGg+qXCQQSk+JkRBXeVvw9\n4O/bDsp9rXf2seXUSVpbWzgijbXiQVfWf7yGE40naG9u4r/uK9eZfFNml9U83NvEQlzXjm+hrLKa\n8p6/0KlO6q7HPG8vCEE8Up2CY3zRuUqHOL7ts4d/0jvgdeJzCNxncvqYlKhzQWw8bOeLg9qo/N14\nkInoF5DqememE2Mw826l9t/l+E9A/CU8gsEg9/z+GcpuWuTi4kxT77S8LjiVlZVEwwp/CgcPCbiF\nd2ISmRqDUbIk5V2YxIJox7C9X37+ScrKygRBy0NuSkpOAeCtpU9TVlbGPz79RFwXdLal8Zi4fmZm\nJshyu23b+AIJsQQUhfOz0VJAJWecw0svVQhHNc+C2D8rB59paN3UUChEpLuLfdu38NgfRGlVEbIq\nKyvZu2e3vC8D2zDx+0yuveX7VFRUMEVCb2zHERkQTAwrihWJ6kVesXnjGSREwt3UHj5ItbRfVbjY\nGBKJZXPg4CFxruHJesksn3pXeLI46hprP1rttqHnuu2tbnY5MTmVnPxCpkwrEZnY11/FweB7N35L\nvHdfAKwops/H9JmztFj82spKQcxwhNrHypUr+cXPfwbAK889rjdERYOG6Ak1O7M/aZlZXHbFlZTM\nnEV6RgZPysxVqTSTMEy/u5jKSdAb1Jj+BE6ePEXjsUMxOFDlvvjtWxcBULt/N4sXL5ZKEI4mkabI\nTN361W9xw8L5bJdGDhNnfYVgMOjBYxsx7RW2HXLy8/H7fNyw6DY9lhITAgwYMYbiSdL2V54bDAa5\n8frrAPjq1+fTPysnJssjMuZiPCirWtNxs4dBubGbMON0ZpSehhXp4enHfktZWRkrV64Und1QUA3A\ntohGBbzg5z8V8ng3/fguZkm77XGy+hEMBrnggrn4E5P40c/uIhy1aGtu0vdVrTYmjptFmjg5djMF\nsGXjJolP9Vi3B4MMGjiQgiHDOff8ufhleVod2+S7dmQQqezGtfEKxLh+DRtbrIliXrb/qZYWWpuO\ns0kSLtV7t22HXbvFeH3/zZUaAvejH4oM/K0/LycnL4+cvAKN1QcRPNm2owMT7xjdvk3c84ZP3qeh\noYEBQ4dz2w9+REVFBQsXLhTvMiGRa7/9HXEfngzwYYldFkGNCAJmnTPHNfWwLU1uDUeitDWf0G30\nxz+IDeXcK68jL79AkFdNb99BkIxjKnWx2UnLFnjMeEELQLd2SHQ/C4VCHDt8kLojh/jss08xcLj5\nu7frIL5q/TpaTzVzw7euYs/evTEVsypJaA2efT4//bmQobvljjt1Zvr73xVj8weLf+nCHjz3FZUZ\n8z37BL8kIQ4hz3IcunvCHNu3mypZmQiFQlR+9hkdbW28/JJw1kzwPJQiGe7duVVUkHrZPsdkTJ3Y\njKmbEXWzqd5DBXGqz8bAj2KwvIqA1jdA7In0JcaBCJBtW/y2F8Yhviv+VPjjeIHnPzNI8W4AeuOx\nxQYBiQOOD3v4QpiH6eKeTcOICQp1hlhDIvtiqtW5BrGOgC5RELkx5kt//Ccg/lIfbs9T7luqHOMl\nEQUkldnwBygaKMqj3sGkAisF5t+1cb3eaQeDQTL7ZzJo9HgmThELuiq3NTc3M3bMGLILB/H80hdp\n7xSi5Y4k1RmyBGKYfhSl7a2lTxEKhVz9Z8PEME16IpEY/JHLBLf1ojbttLOYPl1MxAuvWgDA/Y89\nRVq/jBjccwyrWg0yScjKzMxk/FiBbVZ6sAmBAP8fe1caXkV5tu+ZOedk33cCCQFCgIR9AIOIttal\n1KUqiijWDVzrXqtVq8Vqa1urrXvdRVCpcasWFfeNgAxhD2ELSSD7vifnnJn5frzLvO/Mif2u7/tD\nr4u5rl5qJ3NmeWfe93nu537u+2La3CROPKWlpVB8AcAKw+f3cZTHtIjdZDUNag9VEYk4wzDQUFeL\nxsM1uPySixC2nJI4aSJh6GIAgRiC1Oyt3Mb3E5TPMRNR4CzErCGn/POPseZ1IpMlNkZuMwi6fPXl\ny9DT10cWW8WFxIbD2LVrF2zND8UKwYaNaL8G2wqjZn8VklNSoGhUsYNyflkyZZo2tlI9aPLbCv93\nRtWJT0xGYnIKplHkirm+TdLn496VhPIhysyddgrhM84uXUDURFyLWmxMNLLyxqGru5cOocM/nTVz\nFhJTM/DcK2uw7yBB/BWL2G9/uO7f5NotgcsZgUIQNC2ETAs+TcUlV14jIKYqb7gCaMWEPucXnieo\n4Kfvl6GltVVaeHRdx/z5pYhNSsG9DxL92+N+fIqnmatoxlwMDA4Td0UaeJDxtgGFJJeq5iP0Ah8Z\n/8lFBPnLLSiUGlTZNio7C4qq4a8PPYBQKIytX6/H1i0EbT9uLk1MNJ/EP2fb4VryHkfHJ3reOwCI\ni4tFem4eQWuDw1zNAQBmTCPJqkKtm/PHF+L1N6hqBgu0N5fjezqf1Fbt4NfF5p2tFVuxa/dudDQ3\n4gqaELH7s2wblXuq6Pg7CeIkqroxZnyRRE1gG0cmIyStrAphKaQB1Q6HcM111wvoMqlq5OaNJecY\nNx4rVxLr5vHjCgAAqs/Pkx7jy485cq3SMWTNr8YXH6GC2n6zvoj0nNECUudU6k5auBDRcYl4/LlX\nyHW40UUJ5ZNvmN3fUIjxXp39JFAnms6mZRMFBmEfsVBXeA+JWDErnUeqGqZlYxx1mZtAG1EBoHA8\n4QbnFRZhaGgYjTUHsLXCCWoJYn4AT1FlnJp9VZ5rPlx7CF09PajduwsXL72QVx8ZQMACWyGWwuZN\n39N/U0iUKVBxANpEZgkNigIKzAJPrjKherm8I0knSvSCSBxiHiCyb1T17Bdl1yIGphwh9v6uhZEC\nYvDnxN0mPag3UU7xBq1wnTeSyyFDxGXUW1TsIP+twk2pEu9XfBoMkwsJDe9H+3YsID4KN8MwcP9N\nK7D2OacxgpXMATnr1XUdq156EQCQX1SMMMvUJJ4XGeZttLS6c9M3/HcBIDoqgJyxhZhMpdpUxSm3\nJSYmICUjCzNmzeI2uGz/j390Ej3vFM5dtOiCRsptoOhyAAlJyRzVBpwPbXfFZmynKJSkYShk6u2d\nXejv7uRSbUzuR9Gcrmqmj9rZ2cm5zeOnTMWM2XNJAAIZPQzTMu+seaVISIjHXY88B13X0dbShLAZ\nxttr13Jt5T/8+kaJQmIrKoKsQZEGTLqu49e3/woAcMbSy/DFl18BAH511eUcEV2wYAFiE5P4glg8\nex4PLnaxBh6BfsACLLJ4EP3jUDCI3r4BnlyISKyfBtqEMhGGbVooKytDb1cnavbvxQP3r0TxtBmI\njYvD359/BYsXL+ZlXs3vR/FUsqD7VZW/X6y72XnvnMmUcf4mTJ2JcRPIMw/QGcUwDKz/6EPy75s2\neWxuxd+eRCsXqoA+pqWmIC4pFdNnzuIcY1BzFhXOd2CLCaJwzQCR7GpsaoYVDmH39q383WJ8/JA0\nyctqH6ZpE8tgVW4iyUxPR1RcAiYUkaDhuBN/IvHL2XWlZ2VDsW2JqpGRno7REyZhzetrMXf+8YhP\nTMBf//GypEMbpmVeAPAJjTGk2ZM4vdlU/3rjRpJYsMRkil6KJRddTMfGSaaeefopAMCal58n792s\nOTyIZ9fd19uLLz//HMHBfsleeWoxQalLT/kZoGqYNm8BdCpRt4Pq5W77/jssWUrOe3DHFlx80YUS\nx3jL5u+JyYWrMW5ooB8t3D3Rq24DkFJtpGYfH01qDlBksu7gXr5vLr0+RfVBUVUkJqdIPRP/fv9f\nCJsm/rDyXgDA4f17ON2KURMuvGwFLrv8CgDAtx++w5HrvLw8xCenEn4nHQeOWvIk30ZDYxNsM4yd\n25zkIiszA4GYWEyh35lXS1ahSkF2xG5+ABhiyKSryscCdUXzwTbDvDJBqi3giVj+uPGIiY3DVRRB\nnkPfHdH2120ZDgAH9u5BW0cHDu/fw2le4nzIkrg///bX/N1hSf7urQbgQnk5QKCqDmdeOO/80nl8\nDKFoiE9IxD33OhxiMxxCLUWcGZLrvmaiMsEa0JzNT9V+HDtiZ5/IP48kncYTkwg8YIBxqr00DnIe\nii5H4B+rijN3RKRMMITYdqTTxM3hAVvehjtWXRBoHu57Ylb3xALbS11xmuoinZf1NUUeB/uY7Nqx\n7f+zsQYNhi6Vl5ejr6cbXbwhSzbXYC9e9d5KvPvuu54MsamBSEB9un49+T9MGaljSE1GDtHgvOJq\nRzvVp4jaqWT/RcvJ/pIppGmi9JQzeDCmaQpXRrhg8WIAwMPPvoSY+ETpQ2Qlsd1bNuJXt99Oj3Uo\nEa+8TIL8e275JbZt24qetmZcQxdqXdeREB+HpPQsLDqLiOurcAwQqg8Q/dYDVZWo2LYNthnikw+b\nHLZu/AaGYcC0iMqGBSId9f5778CygYf/8Ds+yYcl+TNKIWH3K4zDZBqI9/b2kSyflsTZc87MSEcg\nJg6TqHteyay5PLiYPYuU76EKKB+dmFJSUpzGJ4ugnh0Nddi5rQK6ruPipUsBAA89+TwWL14M+PzE\nqY5BLrTMG6J6sPGJiZg+YxZ0Xcff//YIAOBnF6/ARBrk+TQRbaGcadr8ImoJswk/bAmyPLRaQRpy\naHAJG/GJyRiVPxavrH6NL2qh4SE0HK7h5bjjT1nE3zuHumIjj/KSmVth8WRynQzFYePANvbv+/bs\nwfr16xEeHsTNV10qKQlYto2tNKDraK7nah8seVT9fqSkpUduQLEcYf5I5dawZSMpNQ3xCQm45sZb\n+D3FxEQjO38cZs2ejYSkZCQm/WG7wgAAIABJREFUJXOeqBhM84ZMaWECbKjwBwIATVjmz58vXcOE\nabORmZ1DxxDCOITodZH/b8rMOVJDlqYq6O3pJguxbSPsKk0DwAzKuRffd2Ozg+Ixtzkx6GHHTp05\nhygFCI1xhmHg4L69aGlqQNmbpLS/6JwLBIoYW4hH4B+rwPDwMJ55ilCmnvzDvXx8Z9Gmy+nzT0JG\ndg4Sk5OlngkrHCINipbX1ION4ZkXLENPL5EDFJHrhPg4ZIzOl8dBSPAAoLmhHus+/BDh4DCuveIS\nSf7MpFxNYKTStYMQywkADabC3mBJ13WMHp2LuKRkUiG0ncpEZ2cnT8SfW7UGKWlp8Pl8uGzFNbJS\niOU0c0X6lqp276ZNtXJQqwIkMWDvPp0rDcPgAEHlVoNYVgsJr67r+PGPf4yomDiccQ5ZJ/wCRDyX\nvp95E6cAqor+7g48cP9KzsfvbGtF7cF9uGjphQiFwiSpZdcsfIcRm9sYqhmxqU4OTEemH3jnHfZb\njFP9nxFiGQEGwINpwA0QMbk/W5BOc92TJWoUe+8pFEH/mO3nwbTqQpfpv4eFpjr5fkF/2/Lyj+n8\nFQ47QfHRvh0LiI/CrbS0FD5/gJe1UlJSsHXLZnR3duDqy5dJTXUAsJk6pRF0kaKlioMQvbb6VQDA\nV59TRzjA07Ft2s5L/4srruILpsozU/Ay4IWXXyVNptl5Bfj9g0SuasnyX/Jj88cQOZ1JxTPQ1d2D\nntZmjvLya1ZUweWG3I9IAwhbJkEIbZMv1KRBqRudnR346KOPAAALTzuDL6b7WKMYbTSzgkE+ueze\nRaWxvvsK559/PrZu24q+zjY8dOvVKCsro5q+RHpNUVnHvsYn8cLCCUgflYdnXiSKDoTKwdBncgP5\nhZO5y1mkznjR1YlNPsyZafbCn+DMn58HTVGg0dmms7OTyKxRDdKu7m401x7AistIgsCe81ZjC6qq\nqmCrPsAiz6+kpISqKhBFhqTUNGiKwgO/mdR+Oz03L2IJkXWR2yDX7Q4QmetTFeWBNhwiyUhpaSlH\n+X3+KMTGJyCXBoMAeS+P1NWg6UgdHrx/JQBg/smnedU8AB6YgFYBeroJHUeUGRTHoZY2VZZ/85nj\nkBgMSglgd1cXfnkd4ZB+9raj9/3wn/8EAPj5ZdfBtIHBvh7sECgErFITirBosUVq384KtLS0IioQ\nwBVXXcvvKTw8jPraQ9iyZQvaOzrR392JPTu2Sc88aAoLtRD1tDQ3wwJw0+33AIqK+T9ZxJMp9h1W\n7ajgxgvsujh3FSD0IHgXcZ+qkIRV8xG3SNc7C0Ruqjlu3jx646QKBEAKetg1FBVPxbjCicjMycXL\nNCFiTWakQZHc70/PWexpBGQOil6kTsXw8LCjFR6SxxcAl6ga6O7CM08+ITfsqRo0yntnMpISMm1Z\nmEjtl8WKmaYoiI6Nx4urSEPmglPPcExd6LFNR+poom1JyYWPJlORDFDYfzPHQLe6gZsHKo4D4RDX\noq+vD/UNDVwphDm7ZaSnITo23jEEUp2GJ3cTGSD3LrBnWTCpGFBVKCJnXteRl5eH1OxcqtjizJWi\n6oZtAz5fAOOnTOMVMQDIzsyALyoG6ZnZ/DmzjX1L0XEJ3BBGNCIRm71DpimBQKyyJsufyQEiK/Oz\nc/F9ivM82LHuMQKA4ZD3WfHfZkmcEpl/HAlt5YH4CIoNIh8f8AZuPNkyvQoUnELG9I9d+x3KhBdN\nd1/ziI2CJotJxLWD/NP6LwmGgWMB8VG56bqOy276NWbo83jXvU0DNcYDExsy5pcSDUtF9ZHyk020\nXwFXcEn1IWYfv9BTMpXdleQJkakqMNvfN1c9x2kcALDxi084ipxPeWjsWICgwXurqtDRdAQrLiUc\nQnbNYoOSuIizuUD1R5H7sm2+UDuLqSos1M5HxxQbFI1IctlmCLt3kOchSmORZ6lwJJf8DvmNQCAK\nJ59KHBAfevwZ/qySEhKQnJmN4ukEhRKD2oMHHKOSn55xFnyaiicElzO/+zkLY8juvXjeCUjPzCQl\nUzq5pKSkQLFNjsIQvdcwX2wbaQXg1Reext133w1b9UEJh2BZJjo7O5GTnY2cgkK8vPo1xCcmc/6x\neN6waUVcELs6OtDf14ftFVucZk44mwIbu4xy/OlPhFP74l8f4MHltVcT9ZPbH3wEvkCUxPPjXfdQ\nIgaXXM3DBgqLmLkGrQLQZj7TsrGZNul0tTZxtY+/P0JQ7w1ffs6l4hi/HCCNkfW11QiGw+R5Cij+\n9KmEM2vZNjZt2oT+rnZcddkyAV1m5UWK4gqLlmEYsC0TVTu34ttvv4UZDkp6v40NR1BfW41lS5eg\noqICve2tuGHFL6RvybQsQYbKOfadsjcBAH97mNjhpmdl8/euomILYFuo2r4Fb73zNhQAmuqgbdzl\ni5amI2mnBmLiMOf4ExAXH4/nXl4t8W0B0qDI/pbdE6dqzC7FCy+/AgCYNGMO3qBBTwNVD9ixYwei\nY2KROWo0Zs4ix/BAXdWg+b2854O0Mbb24P6IXfV1NdUYHh4GVCZR58jM7dhOkozt329Aa1sbKo0N\neOSvf+W0h/Np5eqa20gT2Y8WnS1VJgDg3X++zqlCPz7jHAm5Nm0bU6lZS3pWjqdS19fbC0XTJC1h\nsl+FOUIzF0CQ6Jr9VaiuPoThgT4OHoh/G4xQmSDfkiBhaMmcTafcTt5bKxzGy889DcMw+DxQtaMC\nBw4SQw7xnWaW8qZlIzY+EeMmTcGa19/g70d8fCxyxk7AJdRc4/6//I0ro/iFaouiaZgwuYQncWzM\nHItkOdFm152clUPoVkKi5RgVkaZbKKpkNiE2gnGZMc/zEJDYCEEr2y8m2vJve7ncAAsuR1CZYMdG\nQFvZPqYiIV4L+XdIxzKal3xeBz12P0dATKbksM+nUrvxEdQr5POOtN+KmLQCJIinxaejfjsWEB+F\nm2EYePnvf8a2zRtdXfcOZ7a7rVnQsJwDFcDowsmksSIUxHW0VCcGl1qAyFvNPO4EqWSqcmSCZJer\nX/gHDwAYVWMrleyxQkGsfuYxLFmyBB9+SJqbNnz2Ee6973cA5EWNNYVtq9hCUV6HAsKueeL0Obh8\n+QoAQNNhguzpuo7rryGuabc/+AgKJ09BelY2X6hF6gJ7Hl++X8Z50aykPr10IWxFw1BfD66/kgQe\n8+bMoQ/D0bBVbNJktnjxYiy9kCyaf3r6RRRPJejp9BmO/JFGAyKnZK7yhqz7V5JnsPrpR2HaQMAf\nkKSTWJAXaXLh3DXLKZmyia2zs5NaRmskGKEJAu+Mp4ioCUKpsDU/FNuEphK0Ji42BhljxmLGzNkU\nQRACcYam2DZ27yE8zMbag/w9/ParLzAwMIBrrrgETc0t6Gpt4gu1YRgIDQ/h8KED3KnOFJDYCeML\nABCXM4ZMsU0cQ42jS84fMI4oAIylBj0/Omsx1rz+Bg/EjG8/x7JLLgUAfPNBGbZWVEgUAQsgpVqB\nX84aI3u7uzg3WVUh8ZoB4HDNIYouWy56EQlqWNlT1E6VtZVJg5oi7qOIKJHdIt9D2EUv+O7z9Y5k\nn+okDyypFQNT+bwW1T+mYZHi7LPMMH8/AO+iNtDfh/bWZlg2EJeQgBmz5KAFcMq8kcrphdNmYRqV\nCCyaPhu6TtRPXn7xBQDAb267AX39A9KCqes6SkpKkJyRjeXX/pKey0kAVvJv6RH0DwxIiefq1atR\nYWxG2DRh0WD/zt//ic9pWzY7qhuMb20JCGPe6FwAQHYeea9+/NMz+LG1VEv8rddW4aE//wUAcNKi\nn/P9gwP9aGtuxJYtW/kYsW+JcaoPVu0GFBVRgYCUXDDOfJCWrncbG/g8axgGero6Ubu/Cjt2bEd/\nTycHD9ixgKNha3z9Kd8nJhekAc0ipXXBYpt9S61t7ejrbMPTf38ES5YswZo1awDLxJ7tFXjiqafJ\nuNLnbBgGHvojScCee/QhWDZQUDRFCmqHBwbQ0nCE/34JrTjpus5lKE+/8ArYUCLQC4T5zsVrJfsV\nJKVmICY+AeOKirHmtTccI5JROcgtKMSra14nvy2gnm7FBg9lwgVMRHqn/xNlgnG5I+kQM5Q3knY+\n4DjRimslV2QQaGCRuNxiQ55boYQE8fAEpm5DEPexrArsdsAUr8FRmfihgFiBGGuLvOj/lu1YQHwU\nbm4OcWdnJ45fsABRcQlQ6Bu34aN3uYQNQF7MqLh4WFCgWA69QNd1XLWcZO9X/epu/rfiFhoaRNOR\nOuzevRtWOIR/PPYIzj//fKxevZpTNZb/4mLs279P4qcx2TUbSkSJMnaeKdNnAZrP21SlKUjOzMGL\nL70EAPjn04/wSZ51N+dPmISo2DikZ43CTDoR67qO3FGjkD12AkoXnEiuQZQwo4t4fHKah24xZzZB\ndqbOW4A333wThZOLkZKeiYf/8ZLLfUswDNDkezJtGxVUkaGzpcGRXRMUGxoaqamDa3IxbZu7nLU1\nHJb2AQR5aGCNYEIToUYXvEBUFOITkzBmfCGeW0V0WSfwzngffD4fWRhpEMR+27IAG6wc60yY7LxN\n9Uc47eW1J/4kd4JTLenDR46gvaGOL9Q8AFRU3posInUO+sxKiKoUEBVNLELaqDG4+XaC1JWv/0C2\nm2WVCZZAgEyy22hX/6F9exCkMlR2OISNjNdIqwWkqUojOsQ+n1NdoHxsJjN45tLLPKX6rLwCqD6f\nxxCio60FwWAQ+/bvp3/PH7OkraxoPmiqiheffcrR+6Vj6Pf7odBAnSGITA/6u08+xJrXqAyVL5KE\nHSnzE0RcEc5rUf65T0KAZG1lynt3ldurdhETFGPTJv4Os4397fbNhOJUtXWTpAULOBbJ4t9L3OWw\nid6+fg8KmJqSjMTUdIyiet9+IYgXmxv7BwalhXrdunX8vWOGMEy6ERCpHKTxTVXAmxvFZxkpMDlI\nx9WCQ22KEgL1fZW70NbchKtXXEGfgXNDzH7ZVghSq2mqlBC3tTQjFA5j3ftEO33bd1/wJF40SLEV\nDYorEaumzYPbK8iz/+7j9/mxuq5j6lSSXEydqUOB7blfxsevO3xEUj9Zt24dd71kST6TzpLHwULY\nNKX7NQwD1Qf2oaWxHmsoLS8gPEtGA3NUN9zBpcp1qN2BFhs+07apqgKkKC8uJgaZY8Zi1uzZHhRY\nc807kVUmwOcOiZogzP8/FNQO8wRRvmbC5SXXLAbp4rGiDbJ7n0iZkAATFtSy80ZAn8WmOmmfQGtw\n/y75bZVLJ45EmXAqsd77Zb+tKk5VU7w/VmH+b7BvPhYQH4Wbm0NcWlqKzPQ0KJrGJ3E77HSZA7S8\nlJEDVfN7SnXjC8YCALIoIiKWVJiRRVN9HTZs2ADFMmHbNoLBIF5//XVSiuNUDUWS7Dlp4UIAgCKh\nfGIASF6vgkklyBtbgKzcMbK4vqqgvaWJTxCWi28HULchVzMXAMTHxSI9Nx9zSkljkarAw13s6uoE\nNLK4MD4d+4AnTp+L2bNnE841yMRnGAZee/UVAMCdN16HI/WNZDFV5XsaHBjAzb+8FgDwxTuvYWvF\nFpfsmh/pmdlUdgnCsQpM08Jv7yDNJh+vfclBgOjs0dxYj0/Wf4Lw0AAvp+u6jtNOOxW+qBg89twq\naFHRyJ9QxJEaNr6LL1mOJUuW0AXVhGmZkrYyAHR196C3oxU7aPc7D4iPHOYJgEVRXh6IU+k80ZqX\n7WeBGBv/m+/5vYCIkXsKmRZHiMW5OjExAUnp2QjRa/v8vbV8ke9qb8Pg4AC2V2zBPlrK/fTtNVh6\n4RK8/dZbAECDB1qWVRXMn0/ed4WVjBXivqXYFmx6bw4y7ePydzlj8qUxAsgiXjJ9JlLS0vE8TTwM\nw8CH/34fobCJJx75i3SPAAnyY6OjUTBlOiZMmoLejlY8+bdHeKm+oKAAmaPH4tXX3sCk4qlIzcjk\nms67qAKMJSSXe+j/J8oQ2jSI/+qDNyXpxOhAAONLZuC0RWfA55MTjzt/TTSOz19xA39WbCMJApW/\nAhAeHpTGiLlgbttMvssd5V/zMVIUQr1h2rmAgz6VlpZyDrTPH0B0TKxXd5c2IDEKAfsGREMI1e9H\ngBpCsCMXLVoE2DYZe/p7Mu+V/JPs11BYMh233vYrTntgf8u6/b/+8D3+LCcXkcZYVfNBo5zrgNAo\nanGVGZJwdjQ38PMy+2Wm6R4VCEiUmfffeweWZePpx4lNt6hDzpMpfk+21ID48J+JQ913X3xG7k0w\nhAGAlORkJKSmY3R+ARKTknHdTbdINBDLtrFtawWO1NfzAFjTNCxatIj3GGi02sbmcLnJNAAoagTa\nE1OZiFT1IseatBfAHcS1tTQjbIbR3NLsQSbpTaKy4nsMDQVxcNdWLtkGgOru2vR/kekHYdtpqpO4\nrQzlDcu9K4DDXXaoHPIliQGgeI/8tzXWVPcDlAnOIfZyhBndAnCaqtl1AcAwrS5EokUQcw2vrNoP\nNfOR/Y6c60jXzK7JPUYSQuxKPFTXsf8N27GA+CjcmDEHM5MgGqcqVB9xCwLkMi9APvKE1HQcf9KP\nERMTi3+8JJfqAGCYfcTucivVg7QBPlkCQHZ2Ni3Fqbwhy+/zY9E5i7F27Vqc8/OzAQCzTzoVd1JR\n90g0gJBlwR8Vg5zReZK4vmLbGBgY4BMxU6gAnPJpyLTQ19+P9sYjkj4qQ1vzCghn+WfnLuHPiqFt\nO42NsG2Fo9ri75q2DcPYgoMHDqKz6QhuXXEZysrKHKtS08Lh+nrKt5XvaWBggJtrWGEHif8zLS+e\ne+UNSE5N8yDEmko621m3r5gAsEW6qb6elOpdDTmjsrOh+Pwonj6DOORpjjsbm5R/ungpzjvvPA/n\nLjhIypprX38NlZWV6Gxu4LxYxrf0RcfwoFajKK+u6zj9tNPgi4rBbXf9jqKacqd4cmIi8opKcPX1\nJNhijUji+AfNyK5Pg/296GhtxsZyiqzRAKGsrAyff7oeQ8PDuOaKS7CRaZLS/YoCwDKhqD7+PZx6\n7lLerOVQBMCD+DA1IuGNkbl5WPlHGtRK40sXcQuIiU9ESnoG570S6gKx/WXoYT1tImRbwO/DmMLJ\nGA6GASssKcUkxMchLScXM2bNRnRcPNIyszk9gWnYQtUI7xnALVdfxgOA/DziXsi4+lbYkfsCQN0I\niwniFgpJjYCTqMZx6qg8er/O9Yp8TEXzIZrqZ7ONac6yhk7YjgEOICBTLuUEkfZ01x//Cn9UtCcg\n6u3pRndnJ2qYiY3qHPvQH0m14tzlN0DzR0nHLlu2DPPnHwfNF8CpZ5A5SJSo27SRvE9M/cAMDuP6\nXzrNvg31hHP/Pf27j996jQf5EwsnAAAWLb4YN95E3De/eL9M1iFWNZh0jL547w0+Rsx+eeKMeZh3\n/AIEoqL4NYnvjmWTYxXIDWpZmZnIHV+EiZOLkZScwhMxUjGkNCCWAEKRG3YVhwYQFRWFK6++jt9v\ne2srgsNBvP/O24TaYJGmuyVLlmDZsmWIjo7C+JIZuIJS18RxWHnffQCApdfeRlBvN+1JIUE8m8MD\nPnG+cyOiSoQEAfjy0088vGfDMDA8MID6muqIGuZe6pqgjMPQVtOKiD6L6xL5ezkMYtQ2MwKqzdaP\nYITqgjMOgkQlRn4efkF32am2RKZMRGqMc18z623w7OPc5ci8Z1ndxPu7gCBRFwERB8jz8FQABLT9\nwz0t+GxfG4727VhAfJRuE0tm4KIrr5aCWkXz4eEn/gEAOPms8yUeMGwL1VW7YVk24uLjpFIdc186\nRMtuYve6W8OSdSgHAgFce+21OH5+KWITk3H7Xb/Fli0VCA0P4pP33yO/Q1/4acctRME4spAEJB6o\nk5m6S1eGYWBooA/1tYc4ynfVrXfye6qpJqjgt5+vR23dYbTUVeNKQdR/mAZ531DaRtGUYn4sQ9ts\nqLBVDbAshMNhlJWVSR/phvJyxwWJBsLsmn3+KGTl5FC9X+cxa6qCQHQsfJSPrSlOED+1hGi2Zo7O\ndxpFhDFta26CbQOq0O3vTgD6+3rJOFimhPK3t5Jy685tWxGiv82fszBJs+CtaNosPP0iKWNW79+L\nlsYGPPC7eyUKSVlZGS77xS8AAFvLv8b5F1wIALj21/fyZzkqJwuKz48zz7sAo8bkI3tMvgflt+AE\nagGfd/xDlo1gyMThfZXctMEwDFTu2I6OtlZ8TxVHWLc/AEcai/Ftyf8LTdOwePFiBHwaJkybjcef\neoZcJzWkEVEtRdUI4uYShk9KSEBKZg7XEha/h5303WmsPwxTMF5hv00Qc4Vf07N/+T1/J9nzCFtA\nfFKypEMs2q+z5iaxuXH6NKLFPHp8IUAbskTlBNag5tAe5IRYUxV0trfhEyozd40o9+Uqt4oLoq7r\nmDVrFhJSM1A8fRZiYmKkd5bxtW3VT4dAblD0BibOsRMo7alg4hQBqSObYRio2LwRPV2deOXll/hv\nsW1aCWmMzR491pGZEi6sePJk+KKiUTydUKBELvfx80sdVRZFRWpGlnTeVa+Q831KdbIjya796Ixz\neJD/77WrOMo/c8ZMRMXGc7qNmJgw++XxxTOQmJQifaNiL4cviiQdc088WWpujo2JQeaYAmTk5CI5\nNU1qQGQJs+on886PFp0lHUv6QCj3NRTEi/94ikuUffzhvxEKhfDeO2VkboGFqKgoItEIOZkCgAN7\ndvLrLplCvpGc/AIhyCObrusoKS5GalYOzjmfPB+f0MzpSHKxJjJn/AilhtCxTJskw+J7V15eTrjQ\nikK/YTuCYo+ciLHjHfqBaGLh/DZHTEMsqIW0sca4H0R5zcjHSmirZ598rCgzx9UtLMEwSPMeG6mp\nkh3PTD1GVIr4AdoDC6bdtCaF/hZPatzJBVt7wpEoE+yebDy7sRZv7mjA0b4dC4j/Szam9jCxmPCy\nskaN5vsMw8BAXy8O7a3Edxu+gxUKSoHnE7S54bWXiQuXW8OyaNIkJKRlkgXEMqFqGn7/e1L6Tk9L\nR3RcArq6OilySYJH0W5Y5BBKDll1NQCAfXsqPQoFjtuc0/AxnjokkRIhkb96e/XLnlK9YRg4RIO8\nf1J70scfuIcHALNnMk1flaCltsmvSWyaOO644yR91MWLF+PqFQQlufuhR5GankmFyp0H1tfdhaGh\nQay4/kYAwM8uvNSDxIsuR+I4vPvOW7yMCwDnXuokPJwXu78KtqIiOiaal9MNw8AHVB/55hWXIhgK\n4/DeXdhG0TseeJoO71kFCT7ECoBlWfR5WDzwDAeH+Bh29/UDAApdKC/jgPmiojEqbyxH+YkeaAvq\nDu7H888R0wfRuvVQNelQ3/DlJxgcGkL17q3ctIErhSiO2+BZF1yEtWsF625Fg8/vR/Yo0gSlCCiS\n36chv6gEk4tLpHHVdR33/46gWqcuXsaTPH8gwAMAdk+sUYRN8oZh4OoVhG//6btvoLunT0pqdF3H\n4sXnUQoJCYjM8LCE1DLFlpj4BOTkjcUvb75VViig5+zt60NncwN2bHeaswBg9gknQ9P8gKCqYhgG\nXn6JNKjZ9LynnneRR0u4o601YnWBLVqbN3wjnYttaWkpiEtKQWx8oicAYN9S2iiCUIsNioAo2eRd\nMB2NW1to5iT7mNmMTSUOAbmpUizVWhG6/dlzrjtMEoX9lU4QR2gCKiZM1+GPikZqeoasQ8zQVhq8\niXQrcX7Yt58ACJZAbUhJIdQER4fcnZgApm15OLO6ruPCC0jQePvvCPo9Z8FJnjHkkl2upOW+e38L\nACg97UwAwI9OP1M6tq+7C73dnairq0NXSyOeoFQdUvUKEw1z00RWzigkpqTy/gP2rDvbW/HyK68A\nAO655XqJyw+QpNaGNxBLTkpCQmomMqhGfaQeEicQkxMEFkwqPj/8fp/0u9x8SSU9EWMLJ0qSbZqi\n0P4Cei4RxeUBse1xsZTvaYTgUhUa8tTI0mlMD9rvii4ZUm9ZJDiUEVPQ5zFyv43EIY7wLQVNJwGQ\nr3nkoFYcw8j3KyDEESJCkuSPQLcQaCCqorjMRsg/HT1oVyR+FG7HAuKjdFMgc2bbW1sxHAxiB0Ww\nxHfaCS5JYBNydbebdAEwaanOneUlJSbA5w/wznfLNLGLusexj0WfexxpMrKsiJqdvAGNvlGGYeDJ\nJ4ho/sMr78LA0JD0oTpucw7/lBkRiBqWFghCIDY3icEUK+WaIScwmUHRtryiEvI31NChpKSE8B4B\n7Nu5DTaA7NF5yMgdg2coxWRcwVgAwLiiKWhqboEZGsau7Y6qwuaNG9DT041/PEM6siX+KZ3xtnz7\nJVrb26XmNUn+jt5nbv5Yfiwr89pQYCsKfJqG6e5SvUIssMOmhQM7t+DSZRdJjmBh08ImgwTJVRUb\ncM3llxDJNqpQEggEkJ07BpmjRuOFVWuIU52PLESKz++4zQmTvJ+aWPCGPFUOakhzk8L1MRnqYRgG\nHvoDWfg/eGNVRP6xypRT6PifsXgJ7yI/82dnQPX78eQLq9DXTyzDYZm8c16l/FMHqXGumRnGlMxb\ngHGFExETE4s773Fcrgb6etHR2oI9lYRaw+Iw6b2zge6eHul+AXCFAo1SNXyqKgVEZjiEw9X70N3d\ng9jYOCy/5joZTbdtVFQYqK6uRsuRGqygVQ/2TaaNGoMzzvo5NFXB0zQh4uMPRykiJ3cMxE1TgMS0\nDGoJLfcQ7N9H1EMqyr8FAHy97m0Z1VYc/Vs3l5O9W2MnE0qHApsb4LD9rDEKACqN7wRePH0vbQtD\nw8T2t4I2AjuNoipUmpy9+9ornkDMUb/xLuKmZeMdaupx1w1XSffk01SMnTQNNsgizY6WGhQp2nrO\nkos9smuffPAeomNjyd8JAXNfTxeGBgdxzY23AAAWnX+JFJgqsHGgcifaOzs95eX8MeTdGTNuIn/u\n7ntyyu3y/M+Uc+JTM8j9Ce+7YRjYvKkcvd3d2Le3CrZA1eF/q6jw+f1Iz8xCckoaZgoVRJ9KAmI2\nh4ddlBgAEkfce812xAoMHeyiAAAgAElEQVQBo2O1NDfSY+Ugf8kFFwAACktmwAqHJEqcrutITk7C\n6ImkUjD9uIWSugVTRnIQYkeGTH53rBGRWuY253cNlGjcMaKqwkjWzSww/SGEOAL9QJZ7Y/+fl2Mc\nSYean1dApqUEwMXl/eH3Tk4eADLmkRoBxetiCW9ExQ6b3NexgPjY9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DCEhIQEzJjlLLYd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\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GFA3ztLa1IhbpwTYhM9tV378SGhwkUcPEKzZPxfVBQtOiF8ezECsSZroGQDMQoHJwe7d8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\nSQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = m.plot(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 653
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 6938,
     "status": "ok",
     "timestamp": 1559375576889,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "zcN1n57wIV1d",
    "outputId": "970d1130-2e59-4198-8c20-a8493154ec8d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Cfffdx4033tjd3REREZEe1tzmZk9RLU1tLuyRwb4ezoDW7cD3ySefYLfb2bp1a4fPm0ym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\n/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cDbP54j0N2e0W3kwcxCWCpJB1XQr2m5PP3ZEY4m59A3TMvk6Po8VtPN3GUJIaoYlUrF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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JVHAlzviEL-3"
   },
   "source": [
    "### Test the accuracy of the model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1y61kagZr6Mh"
   },
   "source": [
    "#### Cross Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 63838,
     "status": "ok",
     "timestamp": 1559375685660,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "rxq1_Wf1If30",
    "outputId": "b131acd8-6ef4-4287-ddb4-83460d1629a7"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 18 forecasts with cutoffs between 1900-01-16 00:54:00 and 1900-03-02 22:30:00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 2s, sys: 83.4 ms, total: 1min 2s\n",
      "Wall time: 1min 2s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "cv_results = cross_validation(m, initial='14 days', period='2.7 days', horizon='75 minutes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 51717,
     "status": "ok",
     "timestamp": 1559375685670,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "-rLm4b4WgoEC",
    "outputId": "18b4b325-4503-4ac4-e8a2-cb0ad27e0c27"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>horizon</th>\n",
       "      <th>mse</th>\n",
       "      <th>rmse</th>\n",
       "      <th>mae</th>\n",
       "      <th>mape</th>\n",
       "      <th>coverage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00:09:00</td>\n",
       "      <td>0.000091</td>\n",
       "      <td>0.009551</td>\n",
       "      <td>0.007315</td>\n",
       "      <td>0.243989</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00:12:00</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0.008562</td>\n",
       "      <td>0.006316</td>\n",
       "      <td>0.220002</td>\n",
       "      <td>0.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00:15:00</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.006288</td>\n",
       "      <td>0.005224</td>\n",
       "      <td>0.229806</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00:18:00</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.006271</td>\n",
       "      <td>0.005514</td>\n",
       "      <td>0.174673</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00:21:00</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>0.008025</td>\n",
       "      <td>0.006389</td>\n",
       "      <td>0.134761</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   horizon       mse      rmse       mae      mape  coverage\n",
       "0 00:09:00  0.000091  0.009551  0.007315  0.243989  0.888889\n",
       "1 00:12:00  0.000073  0.008562  0.006316  0.220002  0.916667\n",
       "2 00:15:00  0.000040  0.006288  0.005224  0.229806  1.000000\n",
       "3 00:18:00  0.000039  0.006271  0.005514  0.174673  1.000000\n",
       "4 00:21:00  0.000064  0.008025  0.006389  0.134761  0.888889"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "perf = performance_metrics(cv_results)\n",
    "perf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 400
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 51732,
     "status": "ok",
     "timestamp": 1559375686077,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "cajPGIZVoEsm",
    "outputId": "5268467c-18a1-4cdb-954d-5a69c3c70a7a"
   },
   "outputs": [
    {
     "data": {
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QeCYYkQIoPfDwPY+UhEO6ZNFyJphSh3eIlEbpgYfveaQkDHzUilar5ZsekUIw8PA9j5SD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\nx+kR9sG5q6QUDHxEBIDB3NWxCmt7rJq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WqqqqlDFbt25Fp9Ph4OCAk5PTtGu8e/eO/Px8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\nfEIIIYQQdu4vFwkLX+G0QncAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plot_cross_validation_metric(cv_results, metric='rmse')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "d7hL8bwd2ebF"
   },
   "source": [
    "## Polynomial Regression (Global)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "GKEycZSofq3p"
   },
   "source": [
    "### Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Yh7dFkFMFAgk"
   },
   "source": [
    "Model performance with noncircular data:\n",
    "\n",
    "- degree 1 polynomial regression loss: 0.03301799297801074\n",
    "- degree 2 polynomial regression loss: 0.03290944631904917\n",
    "- degree 3 polynomial regression loss: 0.03277589489257669\n",
    "- degree 4 polynomial regression loss: 0.032357378781484\n",
    "- degree 5 polynomial regression loss: 0.033557976697281486\n",
    "- degree 6 polynomial regression loss: 0.033452838166617316\n",
    "\n",
    "Model performance with circular data:\n",
    "\n",
    "- degree 1 polynomial regression loss: 0.03479472885836981\n",
    "- degree 2 polynomial regression loss: 0.03150584881539184\n",
    "- degree 3 polynomial regression loss: 0.026258301575655837\n",
    "- degree 4 polynomial regression loss: 0.02094351686131241\n",
    "- degree 5 polynomial regression loss: 0.017019060758383636\n",
    "- degree 6 polynomial regression loss: 0.01993239540174298\n",
    "\n",
    "Model performance with circular data and StandardScaler\n",
    "\n",
    "- degree 1 polynomial regression loss: 0.017139873933728997\n",
    "- degree 2 polynomial regression loss: 0.01370629526366805\n",
    "- degree 3 polynomial regression loss: 0.015275056003224334\n",
    "- degree 4 polynomial regression loss: 0.05511846832290275\n",
    "- degree 5 polynomial regression loss: 0.14277053161288725\n",
    "- degree 6 polynomial regression loss: 0.2866760039535504\n",
    "\n",
    "Model performance with circular data and Ridge Regressor\n",
    "\n",
    "- degree 1 polynomial regression loss: 0.017141293664733485\n",
    "- degree 2 polynomial regression loss: 0.0134805023548298\n",
    "- degree 3 polynomial regression loss: 0.015738826632229398\n",
    "- degree 4 polynomial regression loss: 0.05619655420357376\n",
    "- degree 5 polynomial regression loss: 0.13911497385092336\n",
    "- degree 6 polynomial regression loss: 0.29308150496173546\n",
    "\n",
    "Model performance with circular data and BayesianRidge Regressor\n",
    "\n",
    "- degree 1 polynomial regression loss: 0.01714250185459279\n",
    "- degree 2 polynomial regression loss: 0.013480859686630958\n",
    "- degree 3 polynomial regression loss: 0.015586556905475585\n",
    "- degree 4 polynomial regression loss: 0.052803485210284544\n",
    "- degree 5 polynomial regression loss: 0.10595560451391722\n",
    "- degree 6 polynomial regression loss: 0.15703943537462886"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1639,
     "status": "ok",
     "timestamp": 1559375760431,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "YsVY23mUE6Ox",
    "outputId": "e4409d9d-bc6d-461a-a04f-09446b953d44"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>day</th>\n",
       "      <th>weekday</th>\n",
       "      <th>hour</th>\n",
       "      <th>minutes</th>\n",
       "      <th>demand</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>0.025120</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>45</td>\n",
       "      <td>0.029258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   day  weekday  hour  minutes    demand\n",
       "0    1        1     0        0  0.022744\n",
       "1    1        1     0       15  0.025120\n",
       "2    1        1     0       30  0.027232\n",
       "3    1        1     0       45  0.029258\n",
       "4    1        1     1        0  0.033303"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# OPTION 1\n",
    "df_poly = df.groupby(['day', 'weekday', 'hour', 'minutes'])[\"demand\"].mean().reset_index()\n",
    "df_poly.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3097,
     "status": "ok",
     "timestamp": 1559375820415,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "emuDMBEqgfAD",
    "outputId": "cf79e195-4d1d-4316-d331-6a36b5274552"
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>day</th>\n",
       "      <th>weekday_sin</th>\n",
       "      <th>weekday_cos</th>\n",
       "      <th>hour_sin</th>\n",
       "      <th>hour_cos</th>\n",
       "      <th>minutes_sin</th>\n",
       "      <th>minutes_cos</th>\n",
       "      <th>demand</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "    <tr>\n",
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       "      <td>0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>2.832769e-16</td>\n",
       "      <td>0.025120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.665539e-16</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "      <td>0.027232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "      <td>-1.836970e-16</td>\n",
       "      <td>0.029258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>0.258819</td>\n",
       "      <td>0.965926</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.033303</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   day  weekday_sin  weekday_cos  ...   minutes_sin   minutes_cos    demand\n",
       "0    1     0.781831      0.62349  ...  0.000000e+00  1.000000e+00  0.022744\n",
       "1    1     0.781831      0.62349  ...  1.000000e+00  2.832769e-16  0.025120\n",
       "2    1     0.781831      0.62349  ...  5.665539e-16 -1.000000e+00  0.027232\n",
       "3    1     0.781831      0.62349  ... -1.000000e+00 -1.836970e-16  0.029258\n",
       "4    1     0.781831      0.62349  ...  0.000000e+00  1.000000e+00  0.033303\n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# OPTION 2\n",
    "df_poly = df.groupby(['day', 'weekday', 'hour', 'minutes',\n",
    "                      'weekday_sin', 'weekday_cos',\n",
    "                      'hour_sin', 'hour_cos',\n",
    "                      'minutes_sin', 'minutes_cos'])[\"demand\"].mean().reset_index()\n",
    "df_poly = df_poly.drop(['weekday', 'hour', 'minutes'], axis=1)\n",
    "df_poly.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Sn9zfbWDr6Nd"
   },
   "outputs": [],
   "source": [
    "# OPTION 3\n",
    "df_poly = df.groupby(['day', 'weekday', 'hour', 'minutes',\n",
    "                      'lat', 'long',\n",
    "                      'weekday_sin', 'weekday_cos',\n",
    "                      'hour_sin', 'hour_cos',\n",
    "                      'minutes_sin', 'minutes_cos'])[\"demand\"].mean().reset_index()\n",
    "df_poly = df_poly.drop(['weekday', 'hour', 'minutes'], axis=1)\n",
    "df_poly.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xXrJo8jqfqZ4"
   },
   "outputs": [],
   "source": [
    "X_data = df_poly.drop('demand', axis=1)\n",
    "y_data = df_poly['demand']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "JiI8djs_7f6n"
   },
   "outputs": [],
   "source": [
    "TEST_TIMESTEPS = 5   # 4*24*14\n",
    "\n",
    "X_train, X_test = X_data.loc[X_data[\"day\"] < 61], X_data.loc[X_data[\"day\"] >= 61]\n",
    "y_train, y_test = y_data.loc[X_data[\"day\"] < 61], y_data.loc[X_data[\"day\"] >= 61]\n",
    "#X_train, X_test = X_data.iloc[:-TEST_TIMESTEPS, :], X_data.iloc[-TEST_TIMESTEPS:, :]\n",
    "#y_train, y_test = y_data.iloc[:-TEST_TIMESTEPS], y_data.iloc[-TEST_TIMESTEPS:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1192,
     "status": "ok",
     "timestamp": 1559375861555,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "-C9q2O0wr6Nt",
    "outputId": "fa538136-acd6-4fa7-a2ca-bbdf109bdcab"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>day</th>\n",
       "      <th>weekday_sin</th>\n",
       "      <th>weekday_cos</th>\n",
       "      <th>hour_sin</th>\n",
       "      <th>hour_cos</th>\n",
       "      <th>minutes_sin</th>\n",
       "      <th>minutes_cos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5760</th>\n",
       "      <td>61</td>\n",
       "      <td>-0.974928</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5761</th>\n",
       "      <td>61</td>\n",
       "      <td>-0.974928</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>2.832769e-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5762</th>\n",
       "      <td>61</td>\n",
       "      <td>-0.974928</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.665539e-16</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5763</th>\n",
       "      <td>61</td>\n",
       "      <td>-0.974928</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "      <td>-1.836970e-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5764</th>\n",
       "      <td>61</td>\n",
       "      <td>-0.974928</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>0.258819</td>\n",
       "      <td>0.965926</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      day  weekday_sin  weekday_cos  ...  hour_cos   minutes_sin   minutes_cos\n",
       "5760   61    -0.974928    -0.222521  ...  1.000000  0.000000e+00  1.000000e+00\n",
       "5761   61    -0.974928    -0.222521  ...  1.000000  1.000000e+00  2.832769e-16\n",
       "5762   61    -0.974928    -0.222521  ...  1.000000  5.665539e-16 -1.000000e+00\n",
       "5763   61    -0.974928    -0.222521  ...  1.000000 -1.000000e+00 -1.836970e-16\n",
       "5764   61    -0.974928    -0.222521  ...  0.965926  0.000000e+00  1.000000e+00\n",
       "\n",
       "[5 rows x 7 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 781,
     "status": "ok",
     "timestamp": 1559375861557,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "DYZMMBXdr6Nw",
    "outputId": "a475cb52-928b-43a9-9302-45cb0bb6650c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5760    0.045821\n",
       "5761    0.047764\n",
       "5762    0.049463\n",
       "5763    0.051630\n",
       "5764    0.054564\n",
       "Name: demand, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8j5JDuT99Plf"
   },
   "source": [
    "### Train the Polynomial regressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1737,
     "status": "ok",
     "timestamp": 1559375865626,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "vp71jBM0oS2J",
    "outputId": "142479bc-b5d7-47bf-8de6-56bec7e62f98"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "degree 1 polynomial regression loss: 0.012867159791181849\n",
      "degree 2 polynomial regression loss: 0.010198660750270778\n",
      "degree 3 polynomial regression loss: 0.012095784669649477\n",
      "degree 4 polynomial regression loss: 0.015977331741434543\n",
      "degree 5 polynomial regression loss: 0.010682098403046207\n",
      "degree 6 polynomial regression loss: 0.04222795874871601\n"
     ]
    }
   ],
   "source": [
    "poly_regressors = [None]\n",
    "for deg in range(1, 6+1):\n",
    "  poly_reg = Pipeline([\n",
    "    ('std_scaler', StandardScaler()),\n",
    "    # ('norm', Normalizer()),\n",
    "    # ('pca', PCA(n_components=0.90)),\n",
    "    ('pol_features', PolynomialFeatures(degree=deg)),\n",
    "    # ('lr', LinearRegression())\n",
    "    ('lr', Ridge())\n",
    "    # ('lr', Lasso())\n",
    "    # ('lr', ElasticNet())\n",
    "    # ('lr', BayesianRidge())\n",
    "    # ('lr', ARDRegression())\n",
    "  ])\n",
    "  poly_reg = poly_reg.fit(X_train, y_train)\n",
    "  poly_regressors.append(poly_reg)\n",
    "  \n",
    "  y_pred = poly_reg.predict(X_test)\n",
    "  print(\"degree\", deg, \"polynomial regression loss:\", math.sqrt(mean_squared_error(y_test, y_pred)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jppkAqHlNlFX"
   },
   "source": [
    "### Inspect the coefficients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 291
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 988,
     "status": "ok",
     "timestamp": 1559375883510,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "1CkdRzfd-6le",
    "outputId": "9eb059c5-be9c-48e4-9a57-c4a08ba2062d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f44c78d90f0>"
      ]
     },
     "execution_count": 32,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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w4ECOHz/Oe++9x+OPP17nPp06dYqAgABGjBjBzJkz+frrr6msrKzPYRERETdS72LLz8+n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\nYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_coefs = pd.DataFrame(np.expand_dims(poly_regressors[1]['lr'].coef_[1:], axis=0),\n",
    "                        columns=X_train.columns).T\n",
    "df_coefs.sort_values(by=0).plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 508
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1235,
     "status": "ok",
     "timestamp": 1559375885707,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "wQvAtayiJsFi",
    "outputId": "e7c6ec8a-38f2-425a-820b-3779e05945be"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f44c7afc080>"
      ]
     },
     "execution_count": 33,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VsbS05NSpUyQlJWFhYYG3tzenT5/GwsICIQRmZmYFRgn5oqOj6devH2vXri30WWxsLA0b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\na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WdnK6WUunnzpvr8889VTk6OioiI6NT5mzN79my1Z88epZRSe/bsUbNnz242Jjs7W82f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\nCNEh0kCEEEJ0yP8BDDuehFF7ObwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_coefs = pd.DataFrame(np.expand_dims(poly_regressors[2]['lr'].coef_, axis=0),\n",
    "                        columns=poly_regressors[2]['pol_features'].get_feature_names(X_train.columns)).T\n",
    "df_coefs.sort_values(by=0).plot.barh(figsize=(4, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "DgFr9sqQLk8P"
   },
   "source": [
    "### Predict using the polynomial regressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 291
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1071,
     "status": "ok",
     "timestamp": 1559375894083,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "CeDbpGAtnVD4",
    "outputId": "70c28dd2-0e46-4971-91a7-3604a09f01cf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0.2)"
      ]
     },
     "execution_count": 34,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HucNczn2RhEd+gzpI77+iEO0kgdELVe/bhKeuith7fuT3ufwmt4cDJ8qYMnYA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\nY4yxkvwFbY0R7Br4+8wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = poly_regressors[1].predict(X_test)\n",
    "\n",
    "plt.plot(y_pred)\n",
    "plt.plot(y_test.reset_index()['demand'])\n",
    "plt.ylim(0, 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 291
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1224,
     "status": "ok",
     "timestamp": 1559375895243,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "1Uv2CgyKJVDB",
    "outputId": "42e1286f-941a-444f-a851-29c799b8b98b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0.2)"
      ]
     },
     "execution_count": 35,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dqDc2cLrqHEUXz1FVdwl/Zx+CXP1oMhn5x8HP+P3WvzA14n4e1E/sshNMiruD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\nZMk/QVtrHfhYvI8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = poly_regressors[2].predict(X_test)\n",
    "\n",
    "plt.plot(y_pred)\n",
    "plt.plot(y_test.reset_index())\n",
    "plt.ylim(0, 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 291
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1173,
     "status": "ok",
     "timestamp": 1559375896365,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "UlB39hSs_05P",
    "outputId": "c6d3e50c-9a70-4889-f1a8-3a11d6dec1cf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0.2)"
      ]
     },
     "execution_count": 36,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Lp/j7viXYmtvgbdWRs+evcfHKNZL1aSQXpqC/6E5Vrhfu1q4M6uFOl/b2+Hs74mxvwc4j\n5/loVQILV+3FSXuBLXsPkpKfTlV1VZ33UaDA2tQSLztPhnsPpLd7dwkQ0apJYLQy6ecvs3DlEQqL\nywjpYcPYkYGUkMfm07spLC4nK6ecZXE/o3bOwk6pZU7odDbH5rBh31keHTqa7v1h2+lY1qdtY13a\nVvydOxPacTCBbt3qnEyLSq+QmJuGnbkN3Vz97qi9FZV69NUGzE1v/KmmXzrL3/YtwVJtjdOl4ew/\nXoSVhRsThnXAxVnFofxY4pVHUDtnYWLljK17d9Q25RwrzKQ8v4I8xUUc+ydyvPoKXAJXS2dGdRhC\nD21XzNSmlFWVk1VwmbwrRRRXXOVqZTHni87ywcFl2JnZEOIziDDfEMw1Zn/4/wshWhoJjFaitLyK\ndXvP8P2Ok9hbm7HwpWCychJZe2Y1By/EY2VqSRuNOQr7a2gsS+nr1puXBzyNiUrDlIftqaisZu3u\nM5zOcuT0hbZc19ujdsoipeocyfn/wcbUCjdrV9QGUy4V6NGbFpFfpqt5/4Fte/Ncz8exNrOqt63X\nyyo5kprHwaQc4k/kU1Gpx9PFCq1nJSmKGKrLNVxO9adAWcKTI32JGOJT85vEwK7eFJaGcyQrkSPZ\niWw6uRO9obrm2KZqU7q6dKQkL4DjxxQUaewp7+EOVo4knS9iz9FcMnXF/6ttBpjhZNeWN55xZUfG\nfqJSNrH9TCxPBoQzpH1/lAq5b0S0HkYFRkZGBrNnz6aoqAhbW1sWLlyIl5dXrTr79+/ngw8+ID09\nnYkTJzJr1qyaMr1ez1//+ldiY2NRKBQ8//zzjBs3rt4y0XAl1yvIv1yKUqnAwkyNuamafQnZrNp+\nkqKr5Qzq7sb0x7pzND+BZefXoFIqeazrQzzceSRmalMAqg3VtU6ECoWCF8d2Q6+v5mCSjn7+WgZ1\nd8PMRM2Hq+K4zAUsOl8lU3eFa5XXUKgrqC5uQ3eXATw1cDDHdCmsSY0hUZfGKK8Hieg+GBNV3R+d\nL14uZf2+M2z9KZOyCj12VqYM6+2JraUpidmnOF69DUOVhm6EMXx8JwL9XDDV1B0isje3JbTjEEI7\nDuF6RSlXyq9ipjbFVG2CmcoUpVJJdbWBb9T7uXDFlJiDmWyIPQuAbzs7/vRIAF5aa1RKJaeyLrNs\nXTJVRU78efB0ThVk8GVCFJ8e+Yotp/fw+oDnm2RYToimYFRgzJ07l/HjxxMeHs769euZM2cOK1eu\nrFXH09OTBQsWsGXLFioqKmqVbdy4kfPnz7Nt2zaKioqIiIggKCgIDw+P25YJ41wpKWfBisOcz7vK\ntdLKm9bx93Hg7ef60rmdPTvOxLIs7js8zV2ZHfISjhb2tere7FuzUqlgRmRPZkT2rLX9k9eHs3RN\nIrGHsrG1MuXxQd4M7+PJio2p7N2ThVVJAcN696HDdRVpVbtZU7mGH9M3EOTZi1DfQXRy8ObkucvE\nHMxgX0I2BmBwT3ceDPKiczt7lEoF6ZfOsvXaLlxMbPnLA6/ibOlg9GdjYWKOhYn5TfvTpa0FEwMD\nKSmt5Pipi3i5WePmaFmrXqe2tqzbe4bo/RkEBbjR0aE9fx3+BgfOx7H86Crm7vqAOUNfRWvlDNwI\n26M5yRgwEODsi5kMXYn7SL2BUVBQQGpqKitWrAAgLCyM9957j8LCQuztfz3RtGvXDoAdO3bUCYyY\nmBjGjRuHUqnE3t6ekJAQtmzZwpQpU25bJoyz88gF0jILCe3fDjdHS1zsLQAoKa3kelkl7bTW9Ozk\nhEKhICZ9F18mRNFT688w8951wqKhLM01vDEhkCdH+uJib4HJ/77xv/5UL9ydLfl26wl2xV3AykJD\nWL8JXFHmEJt5mP3VR9if9RPmRX4UprfFzETN6IHtCR/sg/P/2l+lr+JodgqLf/oSazMr5g2diYOF\n3R/7sG7RhwHd3G5aplIpeWhAe/67KZVzumLaaa1RKBQMatcHD2st7+39mLm73ucvD7xCaWUZ/02I\n4lRh5o19lSr8HDswssNg+nv2uuvtFuJeqzcwdDodLi4uqFQ3TgQqlQpnZ2d0Ol2twKjvGG5uv/6D\n1Gq15Obm1lsm6mcwGNgVdx7ftna8NK7HLeuVVpaxOnkjMem76OvRg1f7TybxWOJdaYNCocDTxarO\ntidH+uLjbkPxtQqCe7r/b/jIn8cvDWTJ2jhSK/ZT6pxGwFAls4dNxtrCnOKyq+w6e4CjOckcz0uj\nrKocraUzc4fOxN7C9q60t6FG9mvHd1tPEH0gg+mPda/Z7mXnwfyhr/Heno95a/tCyvUV2JnZMK3v\n0zha2JGgSyEu+zgfHvqcOaav0tW5U5O0X4i75b740Ts5OfmO942Pj7+LLbn3cgorOJd7ldF9bG/a\nF4PBwImSDHZd+okS/XV6WvsxxLRXTVg0dv9VgJ0Kko9frLU9IrANoRUjOHbtOLGF8czd/ndUChUX\nSnMxYMBK3YbOFu3xbuOJl7k7GWlnyGiE9hnb/y5tzdh5+Bzd3SswN6k9ZDfOeSQx+fvwtNbS3647\nJoUayguv0QUvfJzdWHlhPf/c9xnPej6CpdqiEXrxx7T0fwN/VGvvf0PUGxharZa8vDz0ej0qlQq9\nXk9+fj5ardboN9FqteTk5NCtWzeg9lXF7cqM5e/vj6mpaYP2gRt/KIGBgQ3erzmJ+/E4GrWSCQ8H\nYWlhUqvsVEEG3x5fR0p+Ou1tPZkdOJ1Ojt415c2h/8H0pXtmAMvivsWxjT2PtB9FP4+eeNl63PTJ\n7bupIf23dSni1Q/3cqnCjoigDnXKQxh2y309OrblrR0L2XM9jr8MeQWlsvncWdUc/gaaUmvtf3l5\n+R190a43MBwcHPDz8yM6Oprw8HCio6Px8/MzejgKYNSoUURFRTFy5EiKiorYsWMH33zzTb1l4vYq\nq6rZezSbvl1da4VFVrGO746v50h2Itamlkzu9QQjfIKb1YnqtwZ79WNQ2z7Ntn0APh62+HnZsyH2\nLP26atE6tjF637a27kwJfJKlh1cSlbKJyIAxjdhSIRqPUf9C582bx9dff01oaChff/018+fPB2Dq\n1KkkJSUBEBcXx+DBg1mxYgWrVq1i8ODBxMbGAhAeHo6HhwcjR47k8ccfZ/r06Xh6etZbJm4vLi2P\nq9crGN7718+rqPQKb21fSHL+SR73H8Pi0e8R2nFIsz4ZA82+fQBPP+THtdJKXvrnbtbvO4O+2mD0\nvg+0D+KB9kH8kLqZ9EtnG7GVQjQeo37D8PHxISoqqs72ZcuW1bzu3bs3+/btu+n+KpWqJmQaUiZu\nb1fceWytTOnl61yzbV3aVir0lXzw4BzcrFyasHX3H38fR5a8MYwlaxL5fH0ye45m4e1mg5mJCnNT\nNQEdHPH3cayZi+v3nuv5OEm5J/h33DcsHPmWTDMiWpz74kfv1uhKSTlxaXmEDfJGpbrx7bzwehHb\nz8QyxKu/hEUjcbQ1Z87kfuyOv8Da3aeJS8ulrEJPWXkVq3ekY29txpBeHjwc7I2jbe3nP8w1ZkwO\njGTR/s/YeGI7j3QZ1US9EOLOSGC0MPpqA7HHsvl+x0mq9AaG/WY46se0LVQbqnm0y4NN2ML7n0Kh\nYFjvtgzr3bZmW3mlnsMpuew9msWGfWdIOJnPB68OQaOuPdTW2707/Tx6siZlE/09e9U88CdES9D8\nB44FcOMhvJiDGUxftJP3v4lHqVDw1rN9ae92Y52KS9cK2Xn2AEPbD5CpKpqAqUZFcA933pnUjz8/\n04dMXTE/7D5107qTekWiUWlYFvctBoPxv4MI0dTkCqMZq6zSk3jqErvjLnAoWUdlVTXe7jb8+Zk+\n9PfXovzNWPkPaVswYGCsXF00uV/m2lq1PZ0B3dzqPNRoZ27DU90eYVn8t2w9vZdRHR9omoYK0UAS\nGM3Q0ZP5bP/5HPEn8igt12NprmFkv3aE9GmLj4dNrecTyqrK2X46lt1nDzDcZxCObf7YVB/i7nj+\nkQCOpV9k8ffH+Pv0QbXCHWC4z0Dic46z8thafB19aG8ndwaK5k8Co5nJv3ydecsOYWNpyuCeHvT3\n19K9oyMade07asqrKth6ei8bTmyjuLyEAJfOPN41rIlaLX7PzsqMKeH+fLQqgU0HMhgT7F2rXKlQ\nMq3fM7y5dQEfHlzG30f+GQtN3UkShWhOJDCamb1HszAY4B8vB+PqUPfhsGpDNfsyf2ZV0gYKS4vo\n5uLHY11H09nJpwlaK25nWG9P9h3L5vP1SahVCh4c0L5WubWpJa8ETWLe7g/5T9y3vNJ/UqM/3S7E\nHyGB0YwYDAb2HM3Cz8u+TlgYDAYSc9P49viPZBZl4WPfjleCJuHn1LGJWivqo1AomP10HxZ9FcfS\ntcfJLbjOM6O71Bqe8nPqSKT/GFYlbcBEpeGJgIexN2+aSRaFqI8ERjOSqSvmfO5VXhjbrWabwWDg\neF4aUcmbSC84i1MbB14JmkSQZ6Cs9tYCmJuqeee5vvxnXRI/7DlNXuF1Xn2iJ2amv/7Ti/AL5VrF\ndWJO7ebg+TjCfEPo5tKZ4vISistLUCtVtLP1wNNai4nahKKyYs4XZVNYWkR/j56y5oa4ZyQwmpHd\n8VmolAoGdf918sWPf/qCg+fjcLCwY2rgeIa2D0Ktkv/bWhKVSskLY7uhdWzDFxtTyL5YwtvP9a25\nilQqlEzs8SgjOwzmu6QN/JC6mR9SN9c5jkKhwFJjwdWKazXbfkjdzIz+k+jg4HWvuiNaMTnzNBP6\nagP7ErII7OyCjeWNmXeP6VI5eD6OMb4hPBHwMJqbLGsqWgaFQkHEkA60dbHmH1/HMfPDvbwxsXet\naV1cLJ14NWgyj3Z5kKKyYqxNLbE2taJcX8G5oiwyL2dRVFaMh7Ur7WzdqarW8++4b3hn5z8Y13U0\nj/iNahFzcomWSwKjmUg+c4mCK2VMHnNjadrq6mq+SlyLSxtHCYv7SK/Oznzw6hD+35eHmb/sEE+N\n8uOxYR1r/a7haeOGp03tKf5dLZ3o59Hz94fjn6HvsCz+O1Ynb6Sk4jrP9Hys0fsgWi/5OtJM7InP\nwtxUTZ+uN+aA2pN5iAtXchjfPULC4j6jdWzDP14OZlB3d77anMb/+/IwJbdYi70+bUwseKX/JEb4\nBBOTvou0izd/ulyIu0GuMJqBy1fLOJiUw4BuWsxM1JRVlrE6aSMdHdrT30PWgr4fmZmq+b8Jgfh6\n2fHFhhRe+2gvPTo6UVGlp7KymoHd3W65zvjvKRQKJnYfy7HcVJYe/op/hL6NmbrhC4oJUR+5wmhC\nmbpiPl6VwKT3tlNWXkVoPy8ANp7cweWyKzzd41G5L/8+plAoeDjYhwUvDkSpUHAoScfx05dIOnOJ\nv688wp6jWUYfy0xjxrS+T5NXcpFvj69rxFaL1kyuMJpAeaWez9cns+VQJiYaFSP6tWXMIG88Xawo\nLC1iw8kd9Pfoha+jPIzXGnT1duCz2cNr/rusoor3lv/Mh98dRaNSMrC7cVcaXZ07MarjA2w5tYd+\nHj3p6typsZosWim5wrjHci6W8MYn+9hyKJOIIT58OWck0x7tXjNB3eqkjVRVVzG+e0TTNlQ0GTMT\nNe9M6odvWzv+8XUcPyfrjN53fLcIXNo4sjx+FfpqfSO2UrRGEhj3iMFgYFfcBV79cC+XikqZM7kf\nkx/2x+o3a3FnXs5iT8YhHuw4FFdLpyZsrWhq5qZq5k3tj4+HDf/8Jp7cgmv17wSYqU2Z0GMsWcU6\n9mQcauRWitbGqMDIyMggMjKS0NBQIiMjyczMrFNHr9czf/58QkJCGDFiRK0lXd98803Cw8Nr/te5\nc2d27twJwOLFiwkKCqopux+Xa71UVMq7/xti8NJa89FrD9Cni2utOgaDgZXH1mBpYiELIAkALMw0\nzHq6DwqFgsXfH6PayDXE+7r3oJODN98nR1NWVd7IrRStiVG/YcydO5fx48cTHh7O+vXrmTNnDitX\nrqxVZ+PGjZw/f55t27ZRVFREREQEQUFBeHh4sGjRopp6J06c4JlnniE4OLhmW0REBLNmzbpLXWpe\n9h7NYunaRKr0BqaE+99YUvUmaz4f1SWTnH+SSb0iaWNi0QQtFc2Rs50Fkx/uyr+iEtl8KJPRA9vX\nu49CoWBC90eYs+t9YtJ3yRop4q6p9wqjoKCA1NRUwsJuTJ0dFhZGamoqhYWFterFxMQwbtw4lEol\n9vb2hISEsGXLljrHW7NmDWMduG5kAAAgAElEQVTGjMHExKRO2f0mI+cKH353lHau1vzr/4YSPtjn\npmFRVa3n62M/4GblQohP8E2OJFqzkf3a0bOTE19Gpxg9NNXZqQN93LuzPm0bV8qKG7mForWoNzB0\nOh0uLi6oVDfWY1CpVDg7O6PT6erUc3P79W4OrVZLbm5urToVFRVs3LiRRx99tNb2TZs2MWbMGCZN\nmkRCQsIdd6Y50eur+WR1ApYWGt5+ri9ax7pTlcONoagVR1eTfTWXiT0eRa1U3bSeaL0UCgUvPd4D\nhULBx6sT0OurjdpvfLcIyvUVrEmJaeQWitbint5Wu2PHDtzc3PDz86vZ9sQTT/DCCy+g0Wg4cOAA\n06ZNIyYmBjs7O6OPm5ycfMdtio+Pv+N9b2d/6lVOZ11h3CB7Tp+8dfuOFCWz69JP9LftDroK4nWN\n055baaz+txQtqf8je1qx/qcC5v97Jw/3tTPqGZ1uVp3YfnofbSucsTexuWmdlvQZNIbW3v+GqDcw\ntFoteXl56PV6VCoVer2e/Px8tFptnXo5OTl063Zjau7fX3EArF27ts7VhZPTr3cDDRw4EK1Wy6lT\np+jbt6/RnfD398fUtOFPtsbHxxMYGNjg/eqTlX+Vvd/vIShAy8SIPrf8hx2fk8Tu0z/Tz6Mnrw6Y\ncs+nK2+s/rcULa3/gYFgZpXG6u3pdPBy5+mHutS7j09ZR2ZsmsMxfTpvBL5Qp7ylfQZ3W2vtf3l5\n+R190a73DOXg4ICfnx/R0dEAREdH4+fnh7197bWjR40aRVRUFNXV1RQWFrJjxw5CQ0NrynNzc4mP\nj2fMmDG19svLy6t5nZaWRnZ2Nu3b1//DXnN1Ie8qH353FBONihfGdrtlWJwuyOSjQ8vxtmvLS/2e\nlbUthFGeCu1MaP92RO08xQ+7T5OVf5WUswXEpeVRXln3uQtbM2si/EI5kp1Ian56E7RY3E+MGpKa\nN28es2fPZunSpVhbW7Nw4UIApk6dyowZMwgICCA8PJzExERGjhwJwPTp0/H0/HVh+x9//JGhQ4di\nY1P7sviDDz4gJSUFpVKJRqNh0aJFta46WoqkM5f4cc9pjqTmoVErmflkL+ytb76wTYIumQ8Ofo61\nqSVvBr+Iqfr+vwFA3B0KhYIXH+1O8bUKVkSnsCI6paasRycn5k3pj0pV+8vH6E7D2X46lq+O/cCC\nEW/KlxNxx4wKDB8fn1rPVfxi2bJlNa9VKtVtn6F48cUXb7r9l/BpydbuOsWXm1KxbmPCkyN9eWhA\ne2ytbj5EtuvsQf4T9w3tbNz58+Dp2JrffFxZiFtRKRW8MSGQ2GM5KBVgbWnK+dxilm9I4YuNKUyN\nCKhV31RtwhMBD7Pk8H85cC6OYC/jh3uF+C2ZS+oP2hh7li83pTK4hzsznuiJqebWdzlFn9zBymNr\n6e7qx2sDnsdcltYUd0ijVjGs969X8L18nblYVMqGfWdpp7VmZL92teoHe/UlJn0X3yato497N1nW\nVdwRuTb9A7b9fI7/rEuiv78rM8f3um1Y/HThKCuPraW/Ry9mDZomYSHuuklhXenZyYlP1yaScrag\nVplSoeS5Xo9TeL2IlYk/NFELRUsngXGHdsWd519Rx+jV2Zk3J/ZGrbr1R3m6IJPFP39JJwdvXur/\nrKzJLRqFSqXkzYm9cbK14OPVCVRW1X5eo7NTB8Z0DmHHmVjic5KaqJWiJZPAuAPbfj7HR6sS6NbB\nkbee7YtGfesri0vXClm0/1Nszax5Y9CfMJHV80QjsrQw4flHAtBdukbMwYw65ZH+Y2hn485nh7+i\nuOxqE7RQtGQSGA20+WAGi78/Rs9Ozvxlcv/bDkOVVZaxcP+nlOsrmB08DRsz63vYUtFaBXZ2pmcn\nJ1ZtO8nV6xW1yjQqDS/3f45rlaX8O+4bDAbjJjQUAiQwjGYwGFi76xRL1x6nTxcX3n6u723DotpQ\nzeKfv+T8lWxmBk3B08a4RXCE+KMUCgWTHvbnelklq7adrFPe1tadJwPCOZKdyNnrF5qghaKlksAw\nQllFFe9/c5QvN6UyqLsbf36mLya3CQuA75M3ciQ7kae7P0oPbdd71FIhbvDSWjOiXzs2Hcgg+2JJ\nnfIHOw3FzsyGhCtpTdA60VJJYNQjv/A6sxbvZ9+xLCY82Jk3J/ZGo779x7b/3GF+SN3CMO+BPNRp\n2D1qqRC1PTWqMyYaJcvWJdVZS0OtVDHMeyBnrl/g4rWCWxxBiNokMG7helkl32w5wfR/7CKv8Bp/\nmdSPyBDfW071oa/WcyQ7kf+3dzGLf/oSP6eOTOn1hFETxAnRGOyszJj4YBfiT+Tz7dYTdcqHew9E\ngYKdZ/c3QetESyT3d/6OwWBg86FMvt16gislFQzs5sYzo7vccnpygHNFWfw9dikF1y9jb27LY10f\nYnSn4XL7rGhyYYPak5FzhdU70nF3tmRo4K8P+zm2scfbwoNdZw/yWNcwmVpf1EvOaL+zMfYsy9Yn\nE+DjyLOTu9Cp7e2nWb9ceoW/xy7FYDDwxqAX6KX1RyX/8EQz8cvcU3mF1/lk9TGc7Szo6u1QU97T\nxo81um3EZSfS37NXE7ZUtAQyJPUb8SfyWL4hmf7+rvz1hQH1hkV5VQWLYj+lpOI6s4Kn0ce9u4SF\naHY0aiWzn+mDi705/+/Lw1wqKq0pa2/hgaOFPdvPxDZhC0VLIYHxP+dzi1n0VRzttNa8Nj4Q5U2W\nUv2tG7fNruDs5fO80n8S7e08b1tfiKZkZWHCO5P6UVGp5/1v49H/70dwpULJcO+BJOWdQHc1v4lb\nKZo7CQzgSkk5733xMyYaFe9M6oe56e1H6gwGA18mRHE46xhP93iU3u7d7lFLhbhzHs5WvDC2G8ln\nCliz89e1MYZ5D0SlULLhxPYmbJ1oCVp9YJSWVzH/858ovFLG28/1xdnO4rb1DQYD3xz/kS2n9hDm\nGyK3zYoWZVhvT4b09ODbbSdJzbhxO62duQ2hHR9gV8YBMi9nNXELRXPWqgOjSm/gb18e5kxWEW9O\n7E3ndvb17hOVEs2GE9sJ7TCEid3Hym2zokVRKBRMe6wbznbm/PObeEorbkxQ+FjXh2ijseC/x6Jk\nuhBxS602MKqrDaz/+TIJ6ReZPq4H/fy19e7zQ+pm1qTEMMx7IM/1elzCQrRIFmYa3pjQm8IrZWw6\nchkAS5M2PO4fRkp+OnE5x5u4haK5arWB8XOKjqTM6zz9kF+dxWZuZm1KDKuSNjC4XT+eDxwvy1yK\nFq1TWzueHOlL8rlS9hy9MQwV4hOMu7UrXx1bS5W+qolbKJojo856GRkZREZGEhoaSmRkJJmZmXXq\n6PV65s+fT0hICCNGjKi1pOvixYsJCgoiPDyc8PDwWku5lpaW8uqrrzJixAhGjRrF7t27/3ivjNC9\noxNPPeDAY8M61lt3TUoMq5M3MtirH9P6Po1SKWEhWr7HhnXE09GEz9Ymkn/5Omqlimd6PEZuyUWi\n03c2dfNEM2TUmW/u3LmMHz+erVu3Mn78eObMmVOnzsaNGzl//jzbtm1j9erVLF68mKysX39Ai4iI\nYP369axfv565c+fWbF++fDmWlpZs376dzz77jHfeeYdr167dha7dnoWZho5u5rcdVqo2VLMqaT3f\nJ29kiFd/pvWRsBD3D5VKySMD7Kk2GPjwu6Poqw300Halr0cPViVt4GhOclM3UTQz9Z79CgoKSE1N\nJSwsDICwsDBSU1MpLCysVS8mJoZx48ahVCqxt7cnJCSELVu21NuAzZs3ExkZCYCXlxf+/v7s27fv\nTvpyVxWVXmHB3sX8kLqFoe0H8GKfiRIW4r5jb6nm+YgAks8UsDH2DAAv9X2GdrbufHjoc84Wnm/i\nFoqbKauoYsfh81wrrbyn71vvGVCn0+Hi4oJKdeMJZpVKhbOzMzqdrk49N7df13zQarXk5ubW/Pem\nTZsYM2YMkyZNIiEhoWZ7Tk4O7u7ut9yvKSTmpvLG1gWcuHSG53s/xQt9JkhYiPvW8D5t6dPFha82\nnyC34BpmGjNmB0/HyqQNf49dwsVrBVTpq7heWUpFVUX9BxSNKuFkPi/9Yzcfr07gXG7xPX3vezKX\n1BNPPMELL7yARqPhwIEDTJs2jZiYGOzsbj/1hrGSk+/80jk+Pr7mdXFlCXsKDpNWchZHEzsmuo3B\nrsico0eP3o1mNku/7X9r1Nr7D3D06FEGdVSQmF7N376IZeJQRxQKBeGOQ/k6ayPTo9+pqWui0DCp\n7VhsNFZN2OK7q6X8DZRXVhMTV0RixnUcrNQ8O9yJ0sJM4gsz71kb6g0MrVZLXl4eer0elUqFXq8n\nPz8frVZbp15OTg7dut146vm3VxxOTk419QYOHIhWq+XUqVP07dsXNzc3srOzsbe3r9mvX79+DeqE\nv78/pqamDdoHbvyhBAYGUqGvZF3aVjZkbMMAPNZ1NOGdR2KqNmnwMVuSX/rfWrX2/kPtz+C68iz/\n/jGJYlwY9r9ZbX0vd+ZwdgJqpRqlQklUcjQnlOeZFvh0Uzb7rmkpfwN6fTXvffEzSZnXeTykE5Eh\nnepdxO12ysvL7+iLdr3jLA4ODvj5+REdHQ1AdHQ0fn5+NSf4X4waNYqoqCiqq6spLCxkx44dhIaG\nApCXl1dTLy0tjezsbNq3b1+z3+rVqwHIzMwkKSmJ4ODgBnfkTp28dIY3ty5gTcomert146MH5/K4\nf9h9HxZC/N6DA9rj286Oz9cnc6WkHAAvOw8e9x/D2C4PEuEXysgOQ9ib+RNZxbp6jibuFoPBwNK1\nx4k/kc+0x7oz8UG/PxQWf4RRQ1Lz5s1j9uzZLF26FGtraxYuXAjA1KlTmTFjBgEBAYSHh5OYmMjI\nkSMBmD59Op6eN76lfPDBB6SkpKBUKtFoNCxatKjmqmPy5MnMnj2bESNGoFQqeffdd7G0tGyMvtZS\noa9k58WfiD+dgoOFHW8PeZnurl0a/X2FaK5USgUvP96DVz/Yw8erE3jr2b6oVbW/Uz7iF8rOs/tZ\nnbSR1wc+30QtbV2+35HOtp/P8XhIJ0L7ezVpW4wKDB8fn1rPVfxi2bJlNa9VKlWt5yt+65eAuRkL\nCws++eQTY5pxVx3TpRB3JZmRPoN5qvsjmGvM7nkbhGhu2rlaMyU8gM9+OM6H3x7ltacCUf1m5mZr\nMyvCfENYk7KJM4Xn8LGv/6FXcee2/pTJ11tOMDTQgwmjOjd1c1rvk96BbgFM83qSKb2flLAQ4jdG\nD2zPs6O7sO9YNou/T6izHniY73CsTNrw3fH1TdTC1mFj7Fn+FZVIr87OvPx4z2YxFVGrDQyVUoWV\n+tbLrgrRmj06rCNPjvRl55ELLN9Y+8dRC405j3QZxfG8NFLz029xBPFHrNl1iv+sS6K/vyvvPNcX\njbp5nKqbRyuEEM3OkyN9eWiAFxv2neVs9pVaZSN9BmNjZs2PafU/nCsa5vsd6fx3UyqDe7gz6+k+\naNTNZxVPCQwhxE0pFAomPtSFNuYavt6SVqvMRG1CWKfhJOamcabwXBO18P6zPzGbrzan8UAvD157\nKrDOTQdNrXm1RgjRrFiaaxj7QAeOpOZx4lzt6YBGdAimjcZcrjLukjNZRXz4XQKd29kxI7JHrZsN\nmgsJDCHEbY0J9sbW0pSvYmpfZVhozBnVcSiHs46RdUWey/gjLl8t468rDmNtoeGtZ/s2q2Go35LA\nEELclrmpmnHDO3L89CUST12sVfZgp6GYqkxYd2JrE7Wu5dNdusa7y3+m+FoFb0/qh511871rUwJD\nCFGvUUFeONqY8dXmtFpLuFqbWhLiE8z+c0fIv1bQhC1seaqrDWzYd4aX399NzsUS3pwQSAcP26Zu\n1m1JYAgh6mWiUfFkaGdOnrvM7vgLtcrG+IagVChZlyZXGcYqLC7jrU8PsGx9MgE+jix5Y5hRy0Q3\nNQkMIYRRQvq0xc/Lns/Xp9TMNQVgb2HLMO8B7M44KFcZRjh9oYjXPtrLmawiXonsyZzJ/XC0NW/q\nZhlFAkMIYRSlUsH0cd0pLa9k+YbaD/M94jcKBQp+SN3cRK1rGWKPZTNryX6USgWLXg4mpG/bZvEE\nt7EkMIQQRmvnas2jwzqyOz6LhJP5NdsdLOwI8RnE3oxD5JdcasIWNk+Xi8v4aNVRFn0Vh4+7DR+8\nMoT2bjZN3awGk8AQQjTI48M74e5kyZI1iZSVV9Vsj/ALRalUsVauMmpU6atZt/c0Lyzcyd6jWTw6\ntAMLXhyArVXD1+9pDiQwhBANYqJR8dK47uRfvs6ir+PQ66sBsDe3ZYT3IPZm/kTu1fx6jnJ/01cb\n2BV3gRcX7mT5hhT8vOz51xvDeDasa7N9xsIYEhhCiAbz93HkhbHdOJKax7+iEmtutY3wC0WtVLH8\n6KpWuf63wWDg4PEcXv7nLj787igWphrmTunP3Cn9cXdq/HV+Gts9WdNbCHH/eWhAey4Xl7Nq+0ls\nrUx5ZnQXbM1teLbnOJbFfcd7ez7mzeAXsTJt+SdKY5w8V8jyDSmkZRbi6WLJ7Gf6EOSvRdkMp/i4\nUxIYQog7Nj7Ul6KSctbsOgXAhFGdCfEJpo2JBYt/+pI5O9/nrSEv4dTGoYlb2jj01QaOpeez9adz\nHErSYWdlykvjehDSxxNVM5s48G6QwBBC3DGFQsELY7thMBhYs+sU6ecv839PBRLkGYiNqRX/2P8Z\n7+z8B/OHvY6rpVNTN7eW3y8MVZ8rJeVk6oq5fLWc4pJy8gqvsz8xh8LiMqwsNDwxwpexQztgbnr/\nnlaN6llGRgazZ8+mqKgIW1tbFi5ciJeXV606er2ev/71r8TGxqJQKHj++ecZN24cAEuWLCEmJqZm\nTe+ZM2cSHBwMwOzZszl48CB2dnYAjBo1ihdffPEudlEI0ZhUSgUvjeuBn5c9S9ce55UP9jDhQT86\nerrwlyEzWbDvY97d/RHzh73WaFcaR0/k4+bUBlcH4xZFSz9/mXc+O4C7vRqNzUUCfBzrPA9xvayS\nwym5xJ/I5+T5y+guXatVrlYp6OXrwvA+nvTp4tKif8w2llGBMXfuXMaPH094eDjr169nzpw5rFy5\nsladjRs3cv78ebZt20ZRUREREREEBQXh4eFBt27dmDRpEubm5pw4cYIJEyawf/9+zMxuTLL1/PPP\nM2HChLvfOyHEPTO8T1t8PGz5+3+PsPj7YwCoVUoCAkK40GYb83d/yPxhr+NgYXdX3/fi5VLmfX4I\nKwsT3vvTALzdb/98Q0lpJQu/isPcVI3uciVvf3qQDh42dPV2xNREhYlGydnsK8Sl5lFRVY2tlSl+\nXvaM7NeODh42ONiYY2NpiqW55r76fcIY9QZGQUEBqamprFixAoCwsDDee+89CgsLsbe3r6kXExPD\nuHHjUCqV2NvbExISwpYtW5gyZUrN1QSAr68vBoOBoqIiXF1dG6FLQoim4qW1Zsmbw8i5WMLZ7Csk\nnbnE1p/O8chDY9lbtJZ3d3/EXx54Bcc29rc8RkWlHpVKafR6EHuOXsBguPGN/61PD/Du80F0anvz\nUDIYDPzr+2MUFJXy95cGUZR3livVjmyMPcu2n89RXlFFtQFsrUwZ2b8dwT3c6dzOvtUFw63UGxg6\nnQ4XFxdUqhuXWyqVCmdnZ3Q6Xa3A0Ol0uLm51fy3VqslNze3zvHWrVtH27Zta4XFihUrWL16NZ6e\nnrz++uv4+Pj8oU4JIZqOSqnA08UKTxcrBvd05+LlUjbvKOD156fwWcJy3t65iLcHv0xbW/c6+xoM\nBt769ADV1QYWvjSo3mEeg+HG8w5d2tvz2vhA3v70AO98dpBXn+h502GizYcyOXA8h+fCutC5nT3x\nlzII7etFaH+vmuNV6atRKZUSEjdxT3+dOXz4MB9//DFffPFFzbaZM2fi5OSEUqlk3bp1TJkyhR07\ndtQElDGSk5Prr3QL8fHxd7zv/UD637r7D43/GQT7Kkk6Xc33P2QR2X8UUbqtvLV9IY+6jqCthVut\nuqdzyjh57jIAC5fv4cHet5/uO+tSBVn5JYzpa0dWRhpPDbbhv7su8rf/HkGjVuDtaorWzoTS8mqu\nletJu1BKB60ZnlZXavotfwPGqzcwtFoteXl56PV6VCoVer2e/Px8tFptnXo5OTl069YNqHvFkZCQ\nwBtvvMHSpUvx9vau2e7i4lLzOiIigr/97W/k5ubi7l7328et+Pv7Y2ra8Eft4+PjCQwMbPB+9wvp\nf+vuP9y7z6CE0yzfkMIjbXqz6MHeLNi3mKjcbUzuFckw74E1Pzj/eOQA9tam9PfXEnMwkxEDu9x2\n2u8jPxzHRK3kqYeDaGOuAWBgfz2Jpy5yJC2PuLQ8TmYV08ZMjbWlKT19XXglsmfN1Bwt9W+gqKyY\nnWf2M9xnELZm1g3ev7y8/I6+aNcbGA4ODvj5+REdHU14eDjR0dH4+fnVGo6CG3c3RUVFMXLkSIqK\nitixYwfffPMNAMePH2fmzJl88skndO3atdZ+eXl5NaERGxuLUqmsFSJCiJZvzCBv9h7N4j8/JvH2\npL68N+z/+PDQ5/w77htSL55iauCTZOWVkXjqEs+O7sLDg705ef4yH69O4GN3W5zs6k7/XVmlZ19C\nFv39tTVhATemLunTxZU+XVz/N8RkQKO+P56JqDZUs+vsQb5J/IFyfSU9tV3vKDDulFFDUvPmzWP2\n7NksXboUa2trFi5cCMDUqVOZMWMGAQEBhIeHk5iYyMiRIwGYPn06np6eAMyfP5+ysjLmzJlTc8xF\nixbh6+vLrFmzKCgoQKFQYGlpyaeffopaff/exyxEa6RSKZn5ZC/mff4TsxbH8uiwjrw5Yjob07cR\nlRLNmcJzWBUGYm6qYlSQFxq1ijcn9ObVD/fw7vKfeGZ0FwI7O9e69TUuLY+r1ysZ2tvzlu+rUCjQ\nqO+P3yIKS4v4+NBy0i6epotTR6b2Ho+79b29cUhh+O16iy3ML5dVMiR1Z6T/rbv/cO8/g+tllXy+\nPpnth8/jpbXmmdFdMLW/zMcHV1BcUYy10oln+4bR3zMQtVLF4dRclkQlUlhchqeLFWGD2uPnZY+H\nsyULV8aRfv4yK/4y8o6fqm4pfwMl5deYu+t9Ll4v5NmejzO0fdAfWkfjTs+d8lVeCHHPWJhpmBHZ\nk/7+Wj5dm8j8z3+inasVLlajKbxyHPOuF/nkpxV8lfgDoR2GEOI9iM/fHsH+xGzW7TnDp2uPAzfu\nxKo2GAgf7HNfTsHxW2WVZfwtdgm6kou8NXg6/i6dm6wtEhhCiHuub1dXevo6E3ssix92n+b4qcsM\n6z2AV0b34Jguhc2ndrMqaQNrU2Lo59mLAZ6B/OOVAeQVlJOZU0yG7gp5hdcZE+xd/5u1YJX6Sv55\n4D+cLszk9QHPN2lYgASGEKKJaNRKhvVuy9BAT06eu0xbVyuUCiW93ALo5RZAdnEum0/t5sC5I+w/\ndxhzjRkBzp1Rq9RU21SjsVNyqdIaZzo1dVcaxZWyYj46tJyU/HRe7DORvh49mrpJEhhCiKalUCjo\n7FX3yW93a1emBD7Jsz3GkZR/gkMXjnLy4hkAlEolV8tLOHg+jgfaBzGh+1isGzCNur5aT2JuKsWV\nJXetH3fTqYIM3j/wH65WXOOlfs8y2KtfUzcJkMAQQjRzapWanlp/emr9a20vr6pgbWoMG09sJz77\nOI92fYhh7QdgpjG77fEKrl/m40PLOXHpDAoUHK5MYYTPYHq4dkGpbNrfQwwGAzvO7GdFwvfYmdvw\n1+Fv0N7u1neB3WsSGEKIFslUbcL4bhEMatuHL46u5suEKKJSNhHaYTCjOjyArXndSQgTdMn866cv\nqaiuYmrgeJLPppJaeJb4nCU4WNgxtH0QD3gF4WzpeM/7U1FVwbL479ib+RPdXbswo/9zzW7xKQkM\nIUSL1tbWnXnDXiP90lk2nNjOj6lbWX9iO0GegTzY8QE8rLX8nJVA7LmfSco7SVsbd14bMAU3a1fs\nr1jwco/JHMlJZNfZg6xN2cyalBh6av15tMuDdHJs/B/Vq6r15BTn8q+fvySzKIvHuj7EY11GN/nV\nzs1IYAgh7gudHL35v0F/Qnc1ny2n9rAn4xD7zx1GpVCiN1TjYunE4/5jeNg3BBO1Sc1+apWaIM8b\niz5dulbI7oyDbDm1h3d2/oPurn6E+ARjqjIBFKiVSmzNbLA3t8VcY1bvsxDVhmrOF+WQejGdlPx0\nMi5fAEClVKFUKCgpv8bVihvrbLQxsWB28HR6ufnf7pBNSgJDCHFf0Vo581yvx3ki4GH2Zf5M/rVL\n9PPoSUeH9vWe4B3b2DPOP4wxviFsO7OPDSe28/6B/9y0rqnaFAu1GWZqU8zUpjhbOuJt1xZv+7aU\nVpZxVJdMgi6FK2XFALi0caSzow8qpQq9oZrqaj1tTCywNbPGxsyaXm7+OFrcetr35kACQwhxXzLX\nmBHaccgd7WumMePhziMJ7fAA569kYzAYMGCgqlrP5dIrFJYWcbn0CqVVZZRVlVNWWUZmURY/ZyXU\nHKONxpzurl3ooe2Kv7PvbdcAaSkkMIQQ4hZM1SZ0dGhvdP2SimtkXL6AWqmik4M3KuX9tWyrBIYQ\nQtwlliZtCGjip7EbU/P7GV4IIUSzJIEhhBDCKBIYQgghjCKBIYQQwigSGEIIIYwigSGEEMIoEhhC\nCCGMYlRgZGRkEBkZSWhoKJGRkWRmZtapo9frmT9/PiEhIYwYMYKoqKg/XCaEEKL5MOrBvblz5zJ+\n/HjCw8NZv349c+bMYeXKlbXqbNy4kfPnz7Nt2zaKioqIiIggKCgIDw+POy4TQgjRfNQbGAUFBaSm\nprJixQoAwsLCeO+99ygsLMTe/te5UWJiYhg3bhxKpRJ7e3tCQkLYsmULU6ZMueOy+hgMBgAqKiru\ntP+Ul5ff8b73A+l/6+4/yGfQGvv/yznzl3OoseoNDJ3u/7d3fyFN9XEcx99uVstRmEW5CpIuDKM/\nwom6jEyckK6uCqIRZF5ouNkAAAUKSURBVOsiyrzowoIQkiAJosCVFV0XBCHhRUToTUGl9AcGYmER\ng1zWpoRFYzvn+1xE45Ge5/Fks/X4+77udn478P0Mfvvu7M93Iyxbtgyv99tMFK/Xy9KlSxkZGZnU\nMEZGRli+fHnudiAQIJFI/NLaVDKZDAAvX750df9/EovFpn3ubKD5zc4P+hiYnD+TyeDz/fc/FP7d\n/3qWlN/vp7Kykjlz5kw5tlgppdQ3IkImk8Hv9//UeVM2jEAgwPv377FtG6/Xi23bjI6OEggEfrjf\nu3fv2LBhAzD5ymG6a1PxeDwsWLDAZVSllFLf/cyVxXdTfktq8eLFVFVV0dPTA0BPTw9VVVWT3o4C\nqK+v59atWziOQyqV4v79+wSDwV9aU0op9ecoEhefegwPD9Pa2sqnT59YuHAhHR0drF69mkgkQnNz\nM+vXr8e2bU6fPs3Dhw8BiEQi7NmzB2Daa0oppf4crhqGUkoppb/0Vkop5Yo2DKWUUq5ow1BKKeWK\nNgyllFKuGNsw3AxUnC3GxsaIRCIEg0EaGxs5cuQIqVQKgOfPnxMKhQgGgxw4cIBkMlngamdWZ2cn\na9asyU0HMCV/Op2mra2Nuro6GhsbOXXqFGDOPujr62PXrl3s3LmTUCjEvXv3AHPy540YKhwOS3d3\nt4iIdHd3SzgcLnBFM2dsbEwePXqUu3327Fk5ceKE2LYttbW10t/fLyIi0WhUWltbC1XmjIvFYtLU\n1CTbtm2ToaEho/K3t7fLmTNnxHEcERH58OGDiJixDxzHkU2bNsnQ0JCIiAwODkp1dbXYtm1E/nwy\nsmF8/PhRLMuSbDYrIiLZbFYsy5JkMlngyn6Pu3fvyv79++XFixeyY8eO3PFkMinV1dUFrGzmpNNp\n2b17t8Tj8VzDMCX/xMSEWJYlExMTk46bsg8cx5HNmzfLwMCAiIg8efJE6urqjMmfT//rWVLT5Xag\n4mzkOA43btygpqbmhzEsZWVlOI7D+Pg4paWlBawy/y5evEgoFJo0Nt+U/PF4nNLSUjo7O3n8+DF+\nv59jx47h8/mM2AdFRUVcuHCBw4cPU1JSwufPn7l69arRzwPTZexnGKZqb2+npKSEffv2FbqU3+bZ\ns2fEYjH27t1b6FIKwrZt4vE4a9eu5fbt2xw/fpyjR4/y5cuXQpf2W2SzWa5cucKlS5fo6+vj8uXL\ntLS0GJM/n4y8wnA7UHG26ejo4O3bt3R1deHxeHKDH79LpVJ4PJ5Z9eoaoL+/n+HhYbZv3w5AIpGg\nqamJcDhsRP5AIEBxcTENDQ0AbNy4kUWLFuHz+YzYB4ODg4yOjmJZFgCWZTF//nzmzZtnRP58MvIK\nw+1Axdnk/PnzxGIxotEoc+fOBWDdunV8/fqVgYEBAG7evEl9fX0hy5wRhw4d4sGDB/T29tLb20t5\neTnXr1/n4MGDRuQvKytjy5YtuXltb968IZlMUlFRYcQ+KC8vJ5FI8Pr1a+DbbLxkMsmqVauMyJ9P\nxs6S+reBirPRq1evaGhooKKiIjfSeOXKlUSjUZ4+fUpbWxvpdJoVK1Zw7tw5lixZUuCKZ1ZNTQ1d\nXV1UVlYakz8ej3Py5EnGx8cpLi6mpaWFrVu3GrMP7ty5w7Vr13L/m9Pc3Extba0x+fPF2IahlFLq\n5xj5lpRSSqmfpw1DKaWUK9owlFJKuaINQymllCvaMJRSSrmiDUMppZQr2jCUUkq5og1DKaWUK38B\n3oic3+FOrFUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = poly_regressors[5].predict(X_test)\n",
    "\n",
    "plt.plot(y_pred)\n",
    "plt.plot(y_test.reset_index())\n",
    "plt.ylim(0, 0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WC4NuH6FIMxP"
   },
   "source": [
    "## Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 187
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 887,
     "status": "ok",
     "timestamp": 1559375907571,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "6zZLdEQ2Ekjz",
    "outputId": "acd5e448-93d5-46c9-b051-481335544d67"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Using backend ThreadingBackend with 2 concurrent workers.\n",
      "[Parallel(n_jobs=-1)]: Done  46 tasks      | elapsed:    0.1s\n",
      "[Parallel(n_jobs=-1)]: Done  50 out of  50 | elapsed:    0.1s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=3,\n",
       "                      max_features='auto', max_leaf_nodes=None,\n",
       "                      min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                      min_samples_leaf=1, min_samples_split=2,\n",
       "                      min_weight_fraction_leaf=0.0, n_estimators=50, n_jobs=-1,\n",
       "                      oob_score=False, random_state=0, verbose=1,\n",
       "                      warm_start=False)"
      ]
     },
     "execution_count": 37,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfc = RandomForestRegressor(n_estimators=50, max_depth=3, n_jobs=-1,\n",
    "                            random_state=0, warm_start=False, verbose=1)\n",
    "rfc.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 492
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1696,
     "status": "ok",
     "timestamp": 1559375908917,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "pJYJfTQFIhID",
    "outputId": "aa80cdd4-e040-4a70-8b72-30cf6bf33047"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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j8Lt4PUF5pWL5cXV24H5wKPAkAQJwyZJwu9+ZwFvsOXkB+N8qVHr68+jZBJ/v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\nMa6kjomeBlNca2OmJ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NpyEFeH+jSoKd/oU9wztLh7dcTizfxzLpxpgzrTv4M9Jga6qKup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\n/gTLZSNOFxKpoQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 38,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot_data = StringIO()\n",
    "export_graphviz(rfc.estimators_[0], out_file=dot_data,  \n",
    "                filled=True, rounded=True,\n",
    "                special_characters=True, \n",
    "                feature_names=X_train.columns,\n",
    "                max_depth=2)\n",
    "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  \n",
    "Image(graph.create_png())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 85
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1375,
     "status": "ok",
     "timestamp": 1559375909262,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "HL6eTUFtIWrW",
    "outputId": "a1835c76-c923-4475-ed40-72006b128e42"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest loss: 0.02206945313188081\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.\n",
      "[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.0s\n",
      "[Parallel(n_jobs=2)]: Done  50 out of  50 | elapsed:    0.0s finished\n"
     ]
    }
   ],
   "source": [
    "y_pred = rfc.predict(X_test)\n",
    "print(\"Random Forest loss:\", math.sqrt(mean_squared_error(y_test, y_pred)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 291
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 984,
     "status": "ok",
     "timestamp": 1559375909722,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "kY_WAOGnImP9",
    "outputId": "0c434da6-0c85-4913-ad0d-844e16845dee"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0.2)"
      ]
     },
     "execution_count": 40,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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U9lpNY1MLWU9vwdWJ/yt+vjr89Dq02s6NO9Xc3Ixe770j4Q7k/iuKQnVdEwt/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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y_pred)\n",
    "plt.plot(y_test.reset_index()['demand'])\n",
    "plt.ylim(0, 0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "M-NUbWrhJkuH"
   },
   "source": [
    "## XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1749,
     "status": "ok",
     "timestamp": 1559375911548,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "f9h29ffuI_1s",
    "outputId": "72bd9348-ffad-405b-8f55-9c5a92d58dbf"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/xgboost/core.py:587: FutureWarning:\n",
      "\n",
      "Series.base is deprecated and will be removed in a future version\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:58:28] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "XGBRegressor(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
       "             colsample_bynode=1, colsample_bytree=1, eval_metric='rmse',\n",
       "             gamma=0, importance_type='gain', learning_rate=0.1,\n",
       "             max_delta_step=0, max_depth=3, min_child_weight=1, missing=None,\n",
       "             n_estimators=100, n_jobs=-1, nthread=None, objective='reg:linear',\n",
       "             random_state=0, reg_alpha=0, reg_lambda=1, scale_pos_weight=1,\n",
       "             seed=None, silent=None, subsample=1, verbosity=1)"
      ]
     },
     "execution_count": 41,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xgb = XGBRegressor(random_state=0, n_jobs=-1, eval_metric='rmse')\n",
    "xgb.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1425,
     "status": "ok",
     "timestamp": 1559375911550,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "c5riJ7HIJojI",
    "outputId": "6e11b2cb-a3a4-46da-fbc6-58785c05a9d6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XGBoost loss: 0.008056878994561456\n"
     ]
    }
   ],
   "source": [
    "y_pred = xgb.predict(X_test)\n",
    "print(\"XGBoost loss:\", math.sqrt(mean_squared_error(y_test, y_pred)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 291
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 936,
     "status": "ok",
     "timestamp": 1559375911552,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "2GJJSKXkKYPG",
    "outputId": "57ebe7a7-39ad-4d13-ef31-e7b4b9c2503b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0.2)"
      ]
     },
     "execution_count": 43,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wMXcrG3O2Eu6lIypoPBHe4S0+TCtrL5JRkoOLrRPhXrobUmve+dP8Zfeb9LZzZcnEhTjb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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y_pred)\n",
    "plt.plot(y_test.reset_index())\n",
    "plt.ylim(0, 0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_8Jf_a2hb299"
   },
   "source": [
    "## TPOT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1480,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
       "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

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 */",
       "headers": [
        [
         "content-type",
         "text/css"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 203188,
     "status": "ok",
     "timestamp": 1559376120299,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "B_oERhQcKSQ8",
    "outputId": "7daa4e65-f7c3-4deb-f10b-33b01598b731"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:58:36] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:58:36] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:58:36] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:58:36] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:58:37] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "084ec87bcdc443d19eb4f8a192ef4a7e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Optimization Progress', max=220, style=ProgressStyle(descript…"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:59:02] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:02] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:02] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:02] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:02] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:02] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:03] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "Generation 1 - Current best internal CV score: -0.00011797407808815296\n",
      "[07:59:17] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:18] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:18] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:18] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "Generation 2 - Current best internal CV score: -0.00011616599553863644\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[07:59:46] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "Generation 3 - Current best internal CV score: -0.00011571648666786295\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:00:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "Generation 4 - Current best internal CV score: -0.00011228234592004865\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:34] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:35] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:35] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:35] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:35] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[08:01:35] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "Generation 5 - Current best internal CV score: -0.00011228234592004865\n",
      "\n",
      "The optimized pipeline was not improved after evaluating 3 more generations. Will end the optimization process.\n",
      "\n",
      "TPOT closed prematurely. Will use the current best pipeline.\n",
      "[08:01:57] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "\n",
      "Best pipeline: XGBRegressor(input_matrix, learning_rate=0.5, max_depth=4, min_child_weight=20, n_estimators=100, nthread=1, subsample=0.9500000000000001)\n",
      "[08:01:58] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "TPOTRegressor(config_dict=None, crossover_rate=0.1, cv=5,\n",
       "              disable_update_check=False, early_stop=3, generations=10,\n",
       "              max_eval_time_mins=5, max_time_mins=None, memory=None,\n",
       "              mutation_rate=0.9, n_jobs=-1, offspring_size=None,\n",
       "              periodic_checkpoint_folder=None, population_size=20,\n",
       "              random_state=0, scoring='neg_mean_squared_error', subsample=1.0,\n",
       "              template='RandomTree', use_dask=False, verbosity=2,\n",
       "              warm_start=False)"
      ]
     },
     "execution_count": 44,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tpot = TPOTRegressor(generations=10, \n",
    "                     population_size=20,\n",
    "                     verbosity=2,\n",
    "                     early_stop=3,\n",
    "                     scoring='neg_mean_squared_error',\n",
    "                     n_jobs=-1,\n",
    "                     random_state=0,\n",
    "                     warm_start=False,\n",
    "                     subsample=1.0)\n",
    "tpot.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 202381,
     "status": "ok",
     "timestamp": 1559376120340,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "9TYHot9ucFgc",
    "outputId": "c0c7abd3-3081-407b-ba2d-fc9a2ab4c042"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root_mean_squared_error: 0.009172810740037117\n"
     ]
    }
   ],
   "source": [
    "y_pred = tpot.predict(X_test)\n",
    "print(\"root_mean_squared_error:\", math.sqrt(-tpot.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 291
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 202360,
     "status": "ok",
     "timestamp": 1559376120853,
     "user": {
      "displayName": "Franz Louis Cesista",
      "photoUrl": "https://lh3.googleusercontent.com/-NquKeLt1770/AAAAAAAAAAI/AAAAAAAAAMo/RHnx0T1cGIk/s64/photo.jpg",
      "userId": "08273419339046628946"
     },
     "user_tz": -480
    },
    "id": "2Z16rNEJcwuK",
    "outputId": "65b92c20-54b1-42e5-9c65-c8b3d259563f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0.2)"
      ]
     },
     "execution_count": 46,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Rbmp3wUG+uVrEzKEJzWFx8txlFq8+hLuzDa/OGYerk5yG2VXGDfXGzcmaz3ef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\nhCuyMIQQQrjyC3qnu6wJuayVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y_pred)\n",
    "plt.plot(y_test.reset_index())\n",
    "plt.ylim(0, 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Xl1GRbCndvXd"
   },
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "name": "3 - Global Mean Regression.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python [conda env:py36]",
   "language": "python",
   "name": "conda-env-py36-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}