tony.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 465,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import xgboost as xgb\n",
    "from xgboost import plot_importance, plot_tree\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
    "from matplotlib import pyplot\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "pd.set_option('display.max_rows', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 466,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"combined_energy_data.csv\", low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 467,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop_duplicates(subset=['datetime'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 468,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['datetime'] = df['datetime'].apply(lambda x: x.split(\"+\")[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 469,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df['datetime'] = pd.to_datetime(df['datetime'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 470,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df.Consumption.notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 471,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Perimeter', 'Nature', 'Dated', 'Hours', 'Consumption', 'Thermal',\n",
       "       'Wind', 'Solar', 'Hydraulic', 'Bioenergies', 'Ech. physical',\n",
       "       'datetime', 'guitrancourt_Speed(m/s)', 'guitrancourt_Direction (deg N)',\n",
       "       'lieusaint_Speed(m/s)', 'lieusaint_Direction (deg N)',\n",
       "       'lvs-pussay_Speed(m/s)', 'lvs-pussay_Direction (deg N)',\n",
       "       'parc-du-gatinais_Speed(m/s)', 'parc-du-gatinais_Direction (deg N)',\n",
       "       'arville_Speed(m/s)', 'arville_Direction (deg N)',\n",
       "       'boissy-la-riviere_Speed(m/s)', 'boissy-la-riviere_Direction (deg N)',\n",
       "       'angerville-1_Speed(m/s)', 'angerville-1_Direction (deg N)',\n",
       "       'angerville-2_Speed(m/s)', 'angerville-2_Direction (deg N)',\n",
       "       'guitrancourt-b_Speed(m/s)', 'guitrancourt-b_Direction (deg N)',\n",
       "       'lieusaint-b_Speed(m/s)', 'lieusaint-b_Direction (deg N)',\n",
       "       'lvs-pussay-b_Speed(m/s)', 'lvs-pussay-b_Direction (deg N)',\n",
       "       'parc-du-gatinais-b_Speed(m/s)', 'parc-du-gatinais-b_Direction (deg N)',\n",
       "       'arville-b_Speed(m/s)', 'arville-b_Direction (deg N)',\n",
       "       'boissy-la-riviere-b_Speed(m/s)',\n",
       "       'boissy-la-riviere-b_Direction (deg N)', 'angerville-1-b_Speed(m/s)',\n",
       "       'angerville-1-b_Direction (deg N)', 'angerville-2-b_Speed(m/s)',\n",
       "       'angerville-2-b_Direction (deg N)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 471,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 472,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2332d842f88>"
      ]
     },
     "execution_count": 472,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df['guitrancourt_Speed(m/s)'].notnull()].head(500)[['Wind','guitrancourt_Speed(m/s)', 'guitrancourt_Direction (deg N)']].astype(float).plot(style=['r','b','y'],figsize=(20,20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 473,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns_use = ['datetime', 'guitrancourt_Speed(m/s)', 'guitrancourt_Direction (deg N)',\n",
    "       'lieusaint_Speed(m/s)', 'lieusaint_Direction (deg N)',\n",
    "       'lvs-pussay_Speed(m/s)', 'lvs-pussay_Direction (deg N)',\n",
    "       'parc-du-gatinais_Speed(m/s)', 'parc-du-gatinais_Direction (deg N)',\n",
    "       'arville_Speed(m/s)', 'arville_Direction (deg N)',\n",
    "       'boissy-la-riviere_Speed(m/s)', 'boissy-la-riviere_Direction (deg N)',\n",
    "       'angerville-1_Speed(m/s)', 'angerville-1_Direction (deg N)',\n",
    "       'angerville-2_Speed(m/s)', 'angerville-2_Direction (deg N)',\n",
    "       'guitrancourt-b_Speed(m/s)', 'guitrancourt-b_Direction (deg N)',\n",
    "       'lieusaint-b_Speed(m/s)', 'lieusaint-b_Direction (deg N)',\n",
    "       'lvs-pussay-b_Speed(m/s)', 'lvs-pussay-b_Direction (deg N)',\n",
    "       'parc-du-gatinais-b_Speed(m/s)', 'parc-du-gatinais-b_Direction (deg N)',\n",
    "       'arville-b_Speed(m/s)', 'arville-b_Direction (deg N)',\n",
    "       'boissy-la-riviere-b_Speed(m/s)',\n",
    "       'boissy-la-riviere-b_Direction (deg N)', 'angerville-1-b_Speed(m/s)',\n",
    "       'angerville-1-b_Direction (deg N)', 'angerville-2-b_Speed(m/s)',\n",
    "       'angerville-2-b_Direction (deg N)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 474,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_df = df[['datetime','Wind']].groupby([df['datetime'].dt.floor('H')]).agg(['mean','sum','std'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 475,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "agg_df.columns = agg_df.columns.map('_'.join)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 476,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_df = agg_df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 477,
   "metadata": {},
   "outputs": [],
   "source": [
    "merge_df = agg_df.merge(df[columns_use], how='left', on='datetime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 478,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "merge_df = merge_df.fillna(method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 479,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = merge_df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 480,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mean_absolute_percentage_error(y_true, y_pred): \n",
    "    \"\"\"Calculates MAPE given y_true and y_pred\"\"\"\n",
    "    y_true, y_pred = np.array(y_true), np.array(y_pred)\n",
    "    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 481,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data['PJM_Load_MW_mean_halfday'] = data['PJM_Load_MW'].rolling(12).mean()\n",
    "data['Wind_sum_mean_daily'] = data['Wind_sum'].rolling(24).mean()\n",
    "data['Wind_sum_mean_weekly'] = data['Wind_sum'].rolling(24*7).mean()\n",
    "data['Wind_sum_mean_monthly'] = data['Wind_sum'].rolling(24*30).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 482,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Wind_sum_std_daily'] = data['Wind_sum'].rolling(24).std()\n",
    "data['Wind_sum_std_weekly'] = data['Wind_sum'].rolling(24*7).std()\n",
    "data['Wind_sum_std_monthly'] = data['Wind_sum'].rolling(24*30).std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 483,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['hour'] = data['datetime'].dt.hour\n",
    "data['dayofweek'] = data['datetime'].dt.dayofweek\n",
    "data['quarter'] = data['datetime'].dt.quarter\n",
    "data['month'] = data['datetime'].dt.month\n",
    "data['year'] = data['datetime'].dt.year \n",
    "data['dayofyear'] = data['datetime'].dt.dayofyear\n",
    "data['dayofmonth'] = data['datetime'].dt.day\n",
    "data['weekofyear'] = data['datetime'].dt.weekofyear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 484,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['target'] = data['Wind_sum'].shift(-18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 486,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(axis=0, how='any', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 487,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9528.08196811996"
      ]
     },
     "execution_count": 487,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sqrt(mean_squared_error(y_true=data['target'],y_pred=data['Wind_sum']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 488,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6506.450067721582"
      ]
     },
     "execution_count": 488,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_absolute_error(y_true=data['target'],y_pred=data['Wind_sum'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 489,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Acer\\.julia\\conda\\3\\lib\\site-packages\\ipykernel_launcher.py:4: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  after removing the cwd from sys.path.\n",
      "C:\\Users\\Acer\\.julia\\conda\\3\\lib\\site-packages\\ipykernel_launcher.py:4: RuntimeWarning: invalid value encountered in true_divide\n",
      "  after removing the cwd from sys.path.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "execution_count": 489,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_absolute_percentage_error(data['target'],data['Wind_sum'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 490,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.drop(columns=['datetime'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 491,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = data[data.year.isin([2017,2018])].drop(columns=['target','year','month'])\n",
    "X_test = data[data.year.isin([2019])].drop(columns=['target','year','month'])\n",
    "y_train = data[data.year.isin([2017,2018])][['target']]\n",
    "y_test = data[data.year.isin([2019])][['target']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 499,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-rmse:7831.61865\tvalidation_1-rmse:13563.29590\n",
      "Multiple eval metrics have been passed: 'validation_1-rmse' will be used for early stopping.\n",
      "\n",
      "Will train until validation_1-rmse hasn't improved in 50 rounds.\n",
      "[1]\tvalidation_0-rmse:6920.41797\tvalidation_1-rmse:12649.18945\n",
      "[2]\tvalidation_0-rmse:6217.74365\tvalidation_1-rmse:12013.87305\n",
      "[3]\tvalidation_0-rmse:5693.57959\tvalidation_1-rmse:11560.07617\n",
      "[4]\tvalidation_0-rmse:5309.59766\tvalidation_1-rmse:11079.78223\n",
      "[5]\tvalidation_0-rmse:5007.88037\tvalidation_1-rmse:10835.08691\n",
      "[6]\tvalidation_0-rmse:4780.23926\tvalidation_1-rmse:10888.39258\n",
      "[7]\tvalidation_0-rmse:4542.71191\tvalidation_1-rmse:10865.54688\n",
      "[8]\tvalidation_0-rmse:4401.02930\tvalidation_1-rmse:10724.63965\n",
      "[9]\tvalidation_0-rmse:4282.33447\tvalidation_1-rmse:10674.25098\n",
      "[10]\tvalidation_0-rmse:4190.64551\tvalidation_1-rmse:10499.02441\n",
      "[11]\tvalidation_0-rmse:4071.80005\tvalidation_1-rmse:10450.73633\n",
      "[12]\tvalidation_0-rmse:3986.35449\tvalidation_1-rmse:10417.89746\n",
      "[13]\tvalidation_0-rmse:3912.18628\tvalidation_1-rmse:10356.37305\n",
      "[14]\tvalidation_0-rmse:3846.64258\tvalidation_1-rmse:10298.87793\n",
      "[15]\tvalidation_0-rmse:3785.99927\tvalidation_1-rmse:10406.10254\n",
      "[16]\tvalidation_0-rmse:3733.69800\tvalidation_1-rmse:10397.29199\n",
      "[17]\tvalidation_0-rmse:3679.05688\tvalidation_1-rmse:10413.97461\n",
      "[18]\tvalidation_0-rmse:3624.00342\tvalidation_1-rmse:10466.70996\n",
      "[19]\tvalidation_0-rmse:3566.39014\tvalidation_1-rmse:10446.08691\n",
      "[20]\tvalidation_0-rmse:3530.97510\tvalidation_1-rmse:10462.38379\n",
      "[21]\tvalidation_0-rmse:3482.38623\tvalidation_1-rmse:10462.54883\n",
      "[22]\tvalidation_0-rmse:3452.03467\tvalidation_1-rmse:10457.54492\n",
      "[23]\tvalidation_0-rmse:3414.15405\tvalidation_1-rmse:10487.57519\n",
      "[24]\tvalidation_0-rmse:3374.59351\tvalidation_1-rmse:10486.62402\n",
      "[25]\tvalidation_0-rmse:3352.29614\tvalidation_1-rmse:10489.89062\n",
      "[26]\tvalidation_0-rmse:3311.22730\tvalidation_1-rmse:10493.52441\n",
      "[27]\tvalidation_0-rmse:3276.78442\tvalidation_1-rmse:10477.95801\n",
      "[28]\tvalidation_0-rmse:3252.94336\tvalidation_1-rmse:10491.38867\n",
      "[29]\tvalidation_0-rmse:3237.44263\tvalidation_1-rmse:10489.41504\n",
      "[30]\tvalidation_0-rmse:3206.45679\tvalidation_1-rmse:10480.35156\n",
      "[31]\tvalidation_0-rmse:3190.80127\tvalidation_1-rmse:10487.41406\n",
      "[32]\tvalidation_0-rmse:3150.53955\tvalidation_1-rmse:10484.69238\n",
      "[33]\tvalidation_0-rmse:3108.72241\tvalidation_1-rmse:10509.04102\n",
      "[34]\tvalidation_0-rmse:3091.71436\tvalidation_1-rmse:10503.30273\n",
      "[35]\tvalidation_0-rmse:3036.96436\tvalidation_1-rmse:10502.20606\n",
      "[36]\tvalidation_0-rmse:2980.95312\tvalidation_1-rmse:10501.83301\n",
      "[37]\tvalidation_0-rmse:2957.88086\tvalidation_1-rmse:10504.21777\n",
      "[38]\tvalidation_0-rmse:2950.86597\tvalidation_1-rmse:10504.94336\n",
      "[39]\tvalidation_0-rmse:2924.62793\tvalidation_1-rmse:10520.91406\n",
      "[40]\tvalidation_0-rmse:2905.82593\tvalidation_1-rmse:10524.41113\n",
      "[41]\tvalidation_0-rmse:2881.23340\tvalidation_1-rmse:10528.99707\n",
      "[42]\tvalidation_0-rmse:2848.18774\tvalidation_1-rmse:10546.13086\n",
      "[43]\tvalidation_0-rmse:2815.89551\tvalidation_1-rmse:10543.37500\n",
      "[44]\tvalidation_0-rmse:2806.05103\tvalidation_1-rmse:10536.25586\n",
      "[45]\tvalidation_0-rmse:2790.80688\tvalidation_1-rmse:10538.44141\n",
      "[46]\tvalidation_0-rmse:2759.54712\tvalidation_1-rmse:10543.21582\n",
      "[47]\tvalidation_0-rmse:2738.34375\tvalidation_1-rmse:10547.49219\n",
      "[48]\tvalidation_0-rmse:2695.05176\tvalidation_1-rmse:10544.44922\n",
      "[49]\tvalidation_0-rmse:2665.95972\tvalidation_1-rmse:10579.49609\n",
      "[50]\tvalidation_0-rmse:2624.28809\tvalidation_1-rmse:10593.69824\n",
      "[51]\tvalidation_0-rmse:2618.90894\tvalidation_1-rmse:10512.85156\n",
      "[52]\tvalidation_0-rmse:2588.86328\tvalidation_1-rmse:10515.50684\n",
      "[53]\tvalidation_0-rmse:2563.85034\tvalidation_1-rmse:10522.98828\n",
      "[54]\tvalidation_0-rmse:2543.42358\tvalidation_1-rmse:10528.74316\n",
      "[55]\tvalidation_0-rmse:2525.99780\tvalidation_1-rmse:10527.92188\n",
      "[56]\tvalidation_0-rmse:2521.61475\tvalidation_1-rmse:10557.87695\n",
      "[57]\tvalidation_0-rmse:2492.49487\tvalidation_1-rmse:10559.99121\n",
      "[58]\tvalidation_0-rmse:2453.49951\tvalidation_1-rmse:10567.54394\n",
      "[59]\tvalidation_0-rmse:2442.39380\tvalidation_1-rmse:10569.62695\n",
      "[60]\tvalidation_0-rmse:2438.80029\tvalidation_1-rmse:10568.32031\n",
      "[61]\tvalidation_0-rmse:2415.28149\tvalidation_1-rmse:10532.78516\n",
      "[62]\tvalidation_0-rmse:2401.26562\tvalidation_1-rmse:10538.44629\n",
      "[63]\tvalidation_0-rmse:2373.00098\tvalidation_1-rmse:10540.64648\n",
      "[64]\tvalidation_0-rmse:2363.65625\tvalidation_1-rmse:10541.10547\n",
      "Stopping. Best iteration:\n",
      "[14]\tvalidation_0-rmse:3846.64258\tvalidation_1-rmse:10298.87793\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "XGBRegressor(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
       "             colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
       "             importance_type='gain', interaction_constraints='',\n",
       "             learning_rate=0.2, max_delta_step=0, max_depth=6,\n",
       "             min_child_weight=1, missing=nan, monotone_constraints='()',\n",
       "             n_estimators=1000, n_jobs=0, num_parallel_tree=1, random_state=0,\n",
       "             reg_alpha=0, reg_lambda=1, scale_pos_weight=1, subsample=1,\n",
       "             tree_method='exact', validate_parameters=1, verbosity=None)"
      ]
     },
     "execution_count": 499,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = xgb.XGBRegressor(n_estimators=1000, learning_rate= 0.2)\n",
    "reg.fit(X_train, y_train,\n",
    "        eval_set=[(X_train, y_train), (X_test, y_test)],\n",
    "        early_stopping_rounds=50,\n",
    "       verbose=True) # Change verbose to True if you want to see it train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 500,
   "metadata": {},
   "outputs": [],
   "source": [
    "pyplot.rcParams[\"figure.figsize\"] = (20,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 501,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# retrieve performance metrics\n",
    "results = reg.evals_result()\n",
    "epochs = len(results['validation_0']['rmse'])\n",
    "x_axis = range(0, epochs)\n",
    "# plot rmse\n",
    "fig, ax = pyplot.subplots()\n",
    "ax.plot(x_axis, results['validation_0']['rmse'], label='Train')\n",
    "ax.plot(x_axis, results['validation_1']['rmse'], label='Test')\n",
    "ax.legend()\n",
    "pyplot.ylabel('RMSE')\n",
    "pyplot.title('XGBoost RMSE')\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 502,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_importance(reg, height=0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 503,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10298.877878698635"
      ]
     },
     "execution_count": 503,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sqrt(mean_squared_error(y_true=y_test,y_pred=reg.predict(X_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 504,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7510.69479733513"
      ]
     },
     "execution_count": 504,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_absolute_error(y_true=y_test,y_pred=reg.predict(X_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 498,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Acer\\.julia\\conda\\3\\lib\\site-packages\\ipykernel_launcher.py:4: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  after removing the cwd from sys.path.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "inf"
      ]
     },
     "execution_count": 498,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_absolute_percentage_error(y_test,reg.predict(X_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 458,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_result = data[data.year.isin([2019])].copy()\n",
    "test_result['prediction'] = reg.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 459,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_result['error'] = test_result['target'] - test_result['prediction']\n",
    "test_result['abs_error'] = test_result['error'].apply(np.abs)\n",
    "error_by_day = test_result.groupby(['year','month','dayofmonth']) \\\n",
    "    .mean()[['target','prediction','error','abs_error']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 460,
   "metadata": {},
   "outputs": [
    {
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       "      <th>guitrancourt_Speed(m/s)</th>\n",
       "      <th>guitrancourt_Direction (deg N)</th>\n",
       "      <th>lieusaint_Speed(m/s)</th>\n",
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       "       guitrancourt_Speed(m/s)  guitrancourt_Direction (deg N)  \\\n",
       "25714                     5.28                           271.0   \n",
       "25832                     8.86                           275.0   \n",
       "25715                     5.28                           271.0   \n",
       "25712                     6.29                           226.0   \n",
       "25717                     5.28                           271.0   \n",
       "...                        ...                             ...   \n",
       "21006                     3.04                           260.0   \n",
       "21391                     1.41                           158.0   \n",
       "21392                     1.41                           158.0   \n",
       "20837                     1.54                           322.0   \n",
       "22447                     0.93                           149.0   \n",
       "\n",
       "       lieusaint_Speed(m/s)  lieusaint_Direction (deg N)  \\\n",
       "25714                  7.13                        232.0   \n",
       "25832                  8.26                        269.0   \n",
       "25715                  7.13                        232.0   \n",
       "25712                  7.15                        221.0   \n",
       "25717                  7.13                        232.0   \n",
       "...                     ...                          ...   \n",
       "21006                  2.14                        278.0   \n",
       "21391                  1.37                        192.0   \n",
       "21392                  1.37                        192.0   \n",
       "20837                  1.41                        232.0   \n",
       "22447                  2.26                        166.0   \n",
       "\n",
       "       lvs-pussay_Speed(m/s)  lvs-pussay_Direction (deg N)  \\\n",
       "25714                   7.29                         233.0   \n",
       "25832                   8.53                         274.0   \n",
       "25715                   7.29                         233.0   \n",
       "25712                   7.99                         228.0   \n",
       "25717                   7.29                         233.0   \n",
       "...                      ...                           ...   \n",
       "21006                   2.22                         295.0   \n",
       "21391                   1.27                         190.0   \n",
       "21392                   1.27                         190.0   \n",
       "20837                   1.33                         299.0   \n",
       "22447                   2.39                         155.0   \n",
       "\n",
       "       parc-du-gatinais_Speed(m/s)  parc-du-gatinais_Direction (deg N)  \\\n",
       "25714                         8.33                               220.0   \n",
       "25832                         8.32                               270.0   \n",
       "25715                         8.33                               220.0   \n",
       "25712                         7.35                               227.0   \n",
       "25717                         8.33                               220.0   \n",
       "...                            ...                                 ...   \n",
       "21006                         1.79                               290.0   \n",
       "21391                         1.45                               184.0   \n",
       "21392                         1.45                               184.0   \n",
       "20837                         2.01                               224.0   \n",
       "22447                         2.46                               169.0   \n",
       "\n",
       "       arville_Speed(m/s)  arville_Direction (deg N)  ...  year  dayofyear  \\\n",
       "25714                8.29                      221.0  ...  2019        342   \n",
       "25832                8.30                      270.0  ...  2019        347   \n",
       "25715                8.29                      221.0  ...  2019        342   \n",
       "25712                7.38                      226.0  ...  2019        342   \n",
       "25717                8.29                      221.0  ...  2019        342   \n",
       "...                   ...                        ...  ...   ...        ...   \n",
       "21006                1.81                      290.0  ...  2019        146   \n",
       "21391                1.45                      186.0  ...  2019        162   \n",
       "21392                1.45                      186.0  ...  2019        162   \n",
       "20837                1.98                      224.0  ...  2019        139   \n",
       "22447                2.44                      170.0  ...  2019        206   \n",
       "\n",
       "       dayofmonth  weekofyear   target  Wind_std_lag  Wind_mean_lag  \\\n",
       "25714           8          49  44250.0    176.776695        22125.0   \n",
       "25832          13          50  44250.0    176.776695        22125.0   \n",
       "25715           8          49  44000.0      0.000000        22000.0   \n",
       "25712           8          49  44000.0      0.000000        22000.0   \n",
       "25717           8          49  44000.0      0.000000        22000.0   \n",
       "...           ...         ...      ...           ...            ...   \n",
       "21006          26          21   3250.0    176.776695         1625.0   \n",
       "21391          11          24   3250.0    530.330086         1625.0   \n",
       "21392          11          24   3500.0      0.000000         1750.0   \n",
       "20837          19          20   3250.0    176.776695         1625.0   \n",
       "22447          25          30   3250.0    530.330086         1625.0   \n",
       "\n",
       "         prediction         error     abs_error  \n",
       "25714  28499.960938  15750.039062  15750.039062  \n",
       "25832  28500.015625  15749.984375  15749.984375  \n",
       "25715  28499.990234  15500.009766  15500.009766  \n",
       "25712  28499.990234  15500.009766  15500.009766  \n",
       "25717  28499.990234  15500.009766  15500.009766  \n",
       "...             ...           ...           ...  \n",
       "21006   3250.000000      0.000000      0.000000  \n",
       "21391   3250.000000      0.000000      0.000000  \n",
       "21392   3500.000000      0.000000      0.000000  \n",
       "20837   3250.000000      0.000000      0.000000  \n",
       "22447   3250.000000      0.000000      0.000000  \n",
       "\n",
       "[8759 rows x 52 columns]"
      ]
     },
     "execution_count": 460,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_result.sort_values('abs_error', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 464,
   "metadata": {},
   "outputs": [
    {
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       "      <td>10906.194010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>38375.000000</td>\n",
       "      <td>28500.046875</td>\n",
       "      <td>9874.953776</td>\n",
       "      <td>9874.953776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>37218.750000</td>\n",
       "      <td>27583.359375</td>\n",
       "      <td>9635.390340</td>\n",
       "      <td>9635.397664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <th>26</th>\n",
       "      <td>37177.083333</td>\n",
       "      <td>27677.060547</td>\n",
       "      <td>9500.022298</td>\n",
       "      <td>9500.025391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <th>19</th>\n",
       "      <td>36260.416667</td>\n",
       "      <td>27760.472656</td>\n",
       "      <td>8499.944499</td>\n",
       "      <td>8499.944499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <th>1</th>\n",
       "      <td>36833.333333</td>\n",
       "      <td>28499.984375</td>\n",
       "      <td>8333.348145</td>\n",
       "      <td>8333.348145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <th>22</th>\n",
       "      <td>34864.583333</td>\n",
       "      <td>27031.283203</td>\n",
       "      <td>7833.299683</td>\n",
       "      <td>7833.307007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <th>28</th>\n",
       "      <td>33218.750000</td>\n",
       "      <td>26270.816406</td>\n",
       "      <td>6947.934204</td>\n",
       "      <td>6947.939006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <th>27</th>\n",
       "      <td>34760.416667</td>\n",
       "      <td>28104.169922</td>\n",
       "      <td>6656.246908</td>\n",
       "      <td>6656.246908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">12</th>\n",
       "      <th>14</th>\n",
       "      <td>28260.416667</td>\n",
       "      <td>22520.843750</td>\n",
       "      <td>5739.572042</td>\n",
       "      <td>5739.572367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>33416.666667</td>\n",
       "      <td>28312.550781</td>\n",
       "      <td>5104.115723</td>\n",
       "      <td>5104.126139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <th>15</th>\n",
       "      <td>31218.750000</td>\n",
       "      <td>26135.431641</td>\n",
       "      <td>5083.317627</td>\n",
       "      <td>5083.341227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <td>33072.916667</td>\n",
       "      <td>28145.804688</td>\n",
       "      <td>4927.112142</td>\n",
       "      <td>4927.114258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <th>26</th>\n",
       "      <td>25093.750000</td>\n",
       "      <td>20364.621094</td>\n",
       "      <td>4729.129745</td>\n",
       "      <td>4729.144547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <th>3</th>\n",
       "      <td>32177.083333</td>\n",
       "      <td>27614.582031</td>\n",
       "      <td>4562.501465</td>\n",
       "      <td>4562.516927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">12</th>\n",
       "      <th>7</th>\n",
       "      <td>29739.583333</td>\n",
       "      <td>25208.306641</td>\n",
       "      <td>4531.276082</td>\n",
       "      <td>4531.277303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>29885.416667</td>\n",
       "      <td>25937.515625</td>\n",
       "      <td>3947.900391</td>\n",
       "      <td>3947.913900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">11</th>\n",
       "      <th>2</th>\n",
       "      <td>28260.416667</td>\n",
       "      <td>24541.648438</td>\n",
       "      <td>3718.767497</td>\n",
       "      <td>3718.770915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>27843.750000</td>\n",
       "      <td>24177.093750</td>\n",
       "      <td>3666.656982</td>\n",
       "      <td>3666.675293</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             target    prediction         error     abs_error\n",
       "year month dayofmonth                                                        \n",
       "2019 12    8           41614.583333  28499.970703  13114.612142  13114.612142\n",
       "           12          39406.250000  28500.056641  10906.194010  10906.194010\n",
       "           21          38375.000000  28500.046875   9874.953776   9874.953776\n",
       "           13          37218.750000  27583.359375   9635.390340   9635.397664\n",
       "     11    26          37177.083333  27677.060547   9500.022298   9500.025391\n",
       "     12    19          36260.416667  27760.472656   8499.944499   8499.944499\n",
       "     11    1           36833.333333  28499.984375   8333.348145   8333.348145\n",
       "     12    22          34864.583333  27031.283203   7833.299683   7833.307007\n",
       "     9     28          33218.750000  26270.816406   6947.934204   6947.939006\n",
       "     11    27          34760.416667  28104.169922   6656.246908   6656.246908\n",
       "     12    14          28260.416667  22520.843750   5739.572042   5739.572367\n",
       "           18          33416.666667  28312.550781   5104.115723   5104.126139\n",
       "     10    15          31218.750000  26135.431641   5083.317627   5083.341227\n",
       "     8     9           33072.916667  28145.804688   4927.112142   4927.114258\n",
       "     12    26          25093.750000  20364.621094   4729.129745   4729.144547\n",
       "     11    3           32177.083333  27614.582031   4562.501465   4562.516927\n",
       "     12    7           29739.583333  25208.306641   4531.276082   4531.277303\n",
       "           23          29885.416667  25937.515625   3947.900391   3947.913900\n",
       "     11    2           28260.416667  24541.648438   3718.767497   3718.770915\n",
       "           22          27843.750000  24177.093750   3666.656982   3666.675293"
      ]
     },
     "execution_count": 464,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Over forecasted days\n",
    "error_by_day.sort_values('abs_error', ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = test_result[['target','prediction']].plot(figsize=(15, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}