{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bc8569e9-5836-4fa2-8933-15557aa93593",
   "metadata": {},
   "source": [
    "# LSTM Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "89632602-b6b3-47b0-946c-95c4726f87a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scalecast.Forecaster import Forecaster\n",
    "\n",
    "sns.set(rc={'figure.figsize':(15,8)})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cbe2356-30c2-4b97-9a06-ec2c881ad7bb",
   "metadata": {},
   "source": [
    "## Data preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f72c1dde-b508-4935-b119-72eb01e31b45",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('AirPassengers.csv',parse_dates=['Month'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "aa22ca68-2802-46a2-8c1e-c30e53365498",
   "metadata": {},
   "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>Month</th>\n",
       "      <th>#Passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949-01-01</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949-02-01</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949-03-01</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949-04-01</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949-05-01</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Month  #Passengers\n",
       "0 1949-01-01          112\n",
       "1 1949-02-01          118\n",
       "2 1949-03-01          132\n",
       "3 1949-04-01          129\n",
       "4 1949-05-01          121"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "535c4c89-8776-4a1b-a035-1f9a9f589fc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(144, 2)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a682089c-725b-4785-9c2f-7d32d3d38178",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('1949-01-01 00:00:00')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Month'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b56dbb22-4937-48ef-9752-d737fea2a1ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('1960-12-01 00:00:00')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Month'].max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d4b395f-9d4f-4353-9f43-a527e0723a5b",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3a2b9b0c-46f7-4fdf-858c-cb621ae85dd3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = Forecaster(y=data['#Passengers'],current_dates=data['Month'])\n",
    "f.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6f74d4e0-b17c-4a01-8259-7a1fae8a4eb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Forecaster(\n",
       "    DateStartActuals=1949-01-01T00:00:00.000000000\n",
       "    DateEndActuals=1960-12-01T00:00:00.000000000\n",
       "    Freq=MS\n",
       "    ForecastLength=0\n",
       "    Xvars=[]\n",
       "    Differenced=0\n",
       "    TestLength=1\n",
       "    ValidationLength=1\n",
       "    ValidationMetric=rmse\n",
       "    CILevel=0.95\n",
       "    BootstrapSamples=100\n",
       ")"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "586b57e4-d481-4102-a9d8-bbb47382c5dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_acf(lags=26)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "60600373-0c90-4bbf-9556-b892b1232ce5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_pacf(lags=26)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1ba1c8f7-84af-4518-8b74-74566377eb4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.seasonal_decompose().plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "31566ff9-519a-4765-9053-262a7c16dc67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8153688792060569\n",
      "0.9918802434376411\n"
     ]
    }
   ],
   "source": [
    "stat, pval, _, _, _, _ = f.adf_test(full_res=True)\n",
    "print(stat)\n",
    "print(pval)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "314e5949-d495-415f-9c31-2051cf6bd93d",
   "metadata": {},
   "source": [
    "## LSTM Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f291f12a-b2fe-40c0-a277-ff0346270c3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_test_length(12)\n",
    "f.generate_future_dates(12)\n",
    "f.set_estimator('lstm')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2dbac09-49c2-47de-b4ff-8c26222d9f03",
   "metadata": {},
   "source": [
    "### Attempt 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "834fa3f3-79c8-4bce-8e8c-20e699c7097b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4/4 [==============================] - 1s 3ms/step - loss: 0.3460\n",
      "5/5 [==============================] - 1s 2ms/step - loss: 0.3293\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.manual_forecast(call_me='lstm_default')\n",
    "f.plot_test_set(ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfe6fc74-4ea4-405e-93dd-a70e7b43cacd",
   "metadata": {},
   "source": [
    "### Attempt 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "96e16592-b482-49be-9343-293570d5f70c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3/3 [==============================] - 1s 6ms/step - loss: 0.4245\n",
      "4/4 [==============================] - 1s 9ms/step - loss: 0.3630\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.manual_forecast(call_me='lstm_24lags',lags=24)\n",
    "f.plot_test_set(ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8fd9c8b-3aa8-4343-84c3-3abcc30eb7d6",
   "metadata": {},
   "source": [
    "### Attempt 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "455cc7ec-5780-4470-b327-d71b2d5d7d49",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "3/3 [==============================] - 2s 191ms/step - loss: 0.4728 - val_loss: 0.1959\n",
      "Epoch 2/5\n",
      "3/3 [==============================] - 0s 16ms/step - loss: 0.4631 - val_loss: 0.1895\n",
      "Epoch 3/5\n",
      "3/3 [==============================] - 0s 15ms/step - loss: 0.4533 - val_loss: 0.1830\n",
      "Epoch 4/5\n",
      "3/3 [==============================] - 0s 14ms/step - loss: 0.4432 - val_loss: 0.1765\n",
      "Epoch 5/5\n",
      "3/3 [==============================] - 0s 17ms/step - loss: 0.4331 - val_loss: 0.1698\n",
      "Epoch 1/5\n",
      "3/3 [==============================] - 2s 174ms/step - loss: 0.4601 - val_loss: 0.1779\n",
      "Epoch 2/5\n",
      "3/3 [==============================] - 0s 15ms/step - loss: 0.4520 - val_loss: 0.1725\n",
      "Epoch 3/5\n",
      "3/3 [==============================] - 0s 17ms/step - loss: 0.4442 - val_loss: 0.1672\n",
      "Epoch 4/5\n",
      "3/3 [==============================] - 0s 17ms/step - loss: 0.4362 - val_loss: 0.1619\n",
      "Epoch 5/5\n",
      "3/3 [==============================] - 0s 20ms/step - loss: 0.4285 - val_loss: 0.1566\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.manual_forecast(call_me='lstm_24lags_5epochs',lags=24,epochs=5,validation_split=.2,shuffle=True)\n",
    "f.plot_test_set(ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c86e0040-fc4f-4f7d-bfc3-f80d0a06310b",
   "metadata": {},
   "source": [
    "### Attempt 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cd01f27b-3b8c-4ff3-9f1f-d0ed1ea59455",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/25\n",
      "3/3 [==============================] - 5s 429ms/step - loss: 0.4558 - val_loss: 0.1840\n",
      "Epoch 2/25\n",
      "3/3 [==============================] - 0s 32ms/step - loss: 0.4332 - val_loss: 0.1693\n",
      "Epoch 3/25\n",
      "3/3 [==============================] - 0s 30ms/step - loss: 0.4066 - val_loss: 0.1506\n",
      "Epoch 4/25\n",
      "3/3 [==============================] - 0s 36ms/step - loss: 0.3715 - val_loss: 0.1265\n",
      "Epoch 5/25\n",
      "3/3 [==============================] - 0s 34ms/step - loss: 0.3267 - val_loss: 0.1022\n",
      "Epoch 6/25\n",
      "3/3 [==============================] - 0s 36ms/step - loss: 0.2773 - val_loss: 0.0927\n",
      "Epoch 7/25\n",
      "3/3 [==============================] - 0s 36ms/step - loss: 0.2318 - val_loss: 0.1061\n",
      "Epoch 8/25\n",
      "3/3 [==============================] - 0s 36ms/step - loss: 0.2014 - val_loss: 0.1344\n",
      "Epoch 9/25\n",
      "3/3 [==============================] - 0s 34ms/step - loss: 0.1833 - val_loss: 0.1470\n",
      "Epoch 10/25\n",
      "3/3 [==============================] - 0s 38ms/step - loss: 0.1687 - val_loss: 0.1388\n",
      "Epoch 11/25\n",
      "3/3 [==============================] - 0s 38ms/step - loss: 0.1551 - val_loss: 0.1213\n",
      "Epoch 1/25\n",
      "3/3 [==============================] - 4s 463ms/step - loss: 0.4363 - val_loss: 0.1611\n",
      "Epoch 2/25\n",
      "3/3 [==============================] - 0s 38ms/step - loss: 0.4122 - val_loss: 0.1417\n",
      "Epoch 3/25\n",
      "3/3 [==============================] - 0s 31ms/step - loss: 0.3800 - val_loss: 0.1166\n",
      "Epoch 4/25\n",
      "3/3 [==============================] - 0s 30ms/step - loss: 0.3379 - val_loss: 0.0927\n",
      "Epoch 5/25\n",
      "3/3 [==============================] - 0s 33ms/step - loss: 0.2842 - val_loss: 0.0887\n",
      "Epoch 6/25\n",
      "3/3 [==============================] - 0s 37ms/step - loss: 0.2350 - val_loss: 0.1134\n",
      "Epoch 7/25\n",
      "3/3 [==============================] - 0s 39ms/step - loss: 0.2065 - val_loss: 0.1444\n",
      "Epoch 8/25\n",
      "3/3 [==============================] - 0s 35ms/step - loss: 0.1936 - val_loss: 0.1461\n",
      "Epoch 9/25\n",
      "3/3 [==============================] - 0s 36ms/step - loss: 0.1735 - val_loss: 0.1193\n",
      "Epoch 10/25\n",
      "3/3 [==============================] - 0s 35ms/step - loss: 0.1508 - val_loss: 0.0893\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tensorflow.keras.callbacks import EarlyStopping\n",
    "f.manual_forecast(call_me='lstm_24lags_earlystop_3layers',\n",
    "                  lags=24,\n",
    "                  epochs=25,\n",
    "                  validation_split=.2,\n",
    "                  shuffle=True,\n",
    "                  callbacks=EarlyStopping(monitor='val_loss',\n",
    "                                          patience=5),\n",
    "                  lstm_layer_sizes=(16,16,16),\n",
    "                  dropout=(0,0,0))\n",
    "f.plot_test_set(ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20081bc8-2bd2-429a-b570-8ee57ba72db0",
   "metadata": {},
   "source": [
    "### Attempt 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e317aa9f-5339-4c08-ab23-d98f2f4f5044",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15\n",
      "3/3 [==============================] - 7s 729ms/step - loss: 0.4853 - val_loss: 0.2078\n",
      "Epoch 2/15\n",
      "3/3 [==============================] - 0s 98ms/step - loss: 0.3940 - val_loss: 0.0994\n",
      "Epoch 3/15\n",
      "3/3 [==============================] - 0s 117ms/step - loss: 0.2115 - val_loss: 0.1568\n",
      "Epoch 4/15\n",
      "3/3 [==============================] - 0s 117ms/step - loss: 0.1480 - val_loss: 0.0611\n",
      "Epoch 5/15\n",
      "3/3 [==============================] - 0s 118ms/step - loss: 0.1177 - val_loss: 0.0646\n",
      "Epoch 6/15\n",
      "3/3 [==============================] - 0s 114ms/step - loss: 0.1161 - val_loss: 0.0677\n",
      "Epoch 7/15\n",
      "3/3 [==============================] - 0s 114ms/step - loss: 0.1049 - val_loss: 0.0551\n",
      "Epoch 8/15\n",
      "3/3 [==============================] - 0s 112ms/step - loss: 0.0993 - val_loss: 0.0548\n",
      "Epoch 9/15\n",
      "3/3 [==============================] - 0s 115ms/step - loss: 0.0957 - val_loss: 0.0562\n",
      "Epoch 10/15\n",
      "3/3 [==============================] - 0s 111ms/step - loss: 0.0967 - val_loss: 0.0561\n",
      "Epoch 11/15\n",
      "3/3 [==============================] - 0s 109ms/step - loss: 0.0925 - val_loss: 0.0531\n",
      "Epoch 12/15\n",
      "3/3 [==============================] - 0s 105ms/step - loss: 0.0987 - val_loss: 0.0592\n",
      "Epoch 13/15\n",
      "3/3 [==============================] - 0s 115ms/step - loss: 0.0948 - val_loss: 0.0720\n",
      "Epoch 14/15\n",
      "3/3 [==============================] - 0s 114ms/step - loss: 0.0939 - val_loss: 0.0515\n",
      "Epoch 15/15\n",
      "3/3 [==============================] - 0s 109ms/step - loss: 0.0935 - val_loss: 0.0532\n",
      "Epoch 1/15\n",
      "3/3 [==============================] - 6s 674ms/step - loss: 0.4620 - val_loss: 0.1708\n",
      "Epoch 2/15\n",
      "3/3 [==============================] - 0s 97ms/step - loss: 0.3402 - val_loss: 0.1124\n",
      "Epoch 3/15\n",
      "3/3 [==============================] - 0s 104ms/step - loss: 0.2069 - val_loss: 0.1296\n",
      "Epoch 4/15\n",
      "3/3 [==============================] - 0s 113ms/step - loss: 0.1372 - val_loss: 0.0567\n",
      "Epoch 5/15\n",
      "3/3 [==============================] - 0s 117ms/step - loss: 0.1333 - val_loss: 0.0756\n",
      "Epoch 6/15\n",
      "3/3 [==============================] - 0s 118ms/step - loss: 0.1093 - val_loss: 0.1006\n",
      "Epoch 7/15\n",
      "3/3 [==============================] - 0s 126ms/step - loss: 0.1034 - val_loss: 0.0534\n",
      "Epoch 8/15\n",
      "3/3 [==============================] - 0s 124ms/step - loss: 0.0989 - val_loss: 0.0519\n",
      "Epoch 9/15\n",
      "3/3 [==============================] - 0s 119ms/step - loss: 0.0895 - val_loss: 0.0615\n",
      "Epoch 10/15\n",
      "3/3 [==============================] - 0s 119ms/step - loss: 0.0905 - val_loss: 0.0473\n",
      "Epoch 11/15\n",
      "3/3 [==============================] - 0s 122ms/step - loss: 0.0881 - val_loss: 0.0469\n",
      "Epoch 12/15\n",
      "3/3 [==============================] - 0s 122ms/step - loss: 0.0847 - val_loss: 0.0476\n",
      "Epoch 13/15\n",
      "3/3 [==============================] - 0s 120ms/step - loss: 0.0853 - val_loss: 0.0524\n",
      "Epoch 14/15\n",
      "3/3 [==============================] - 0s 125ms/step - loss: 0.0845 - val_loss: 0.0501\n",
      "Epoch 15/15\n",
      "3/3 [==============================] - 0s 120ms/step - loss: 0.0833 - val_loss: 0.0521\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.manual_forecast(call_me='lstm_best',\n",
    "                  lags=36,\n",
    "                  batch_size=32,\n",
    "                  epochs=15,\n",
    "                  validation_split=.2,\n",
    "                  shuffle=True,\n",
    "                  activation='tanh',\n",
    "                  optimizer='Adam',\n",
    "                  learning_rate=0.001,\n",
    "                  lstm_layer_sizes=(72,)*4,\n",
    "                  dropout=(0,)*4,\n",
    "                  plot_loss=True)\n",
    "f.plot_test_set(order_by='LevelTestSetMAPE',models='top_2',ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "835feac5-6288-4ed0-a8c4-e3d29f2080c9",
   "metadata": {},
   "source": [
    "## MLR Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "af9ad25c-b785-45df-8153-19314b11eaca",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_estimator('mlr')\n",
    "f.add_ar_terms(24)\n",
    "f.add_seasonal_regressors('month','quarter',dummy=True)\n",
    "f.add_seasonal_regressors('year')\n",
    "f.add_time_trend()\n",
    "f.diff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d37fdfc4-932f-4439-ac85-6f49a34313ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.manual_forecast()\n",
    "f.plot_test_set(order_by='LevelTestSetMAPE',models='top_2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6371f835-4c4f-42d9-a635-cc99209ac5dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(models='mlr',ci=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "fb16c781-4b16-4989-9871-91ebdb8bbb3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(order_by='LevelTestSetMAPE',models='top_2')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec974c3a-1624-442b-9686-00836286cf08",
   "metadata": {},
   "source": [
    "## Benchmarking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5c83272f-9cc3-4722-90e8-992e09cb6d03",
   "metadata": {},
   "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>ModelNickname</th>\n",
       "      <th>LevelTestSetMAPE</th>\n",
       "      <th>LevelTestSetRMSE</th>\n",
       "      <th>LevelTestSetR2</th>\n",
       "      <th>best_model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>mlr</td>\n",
       "      <td>0.023420</td>\n",
       "      <td>13.932124</td>\n",
       "      <td>0.964960</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>lstm_best</td>\n",
       "      <td>0.113758</td>\n",
       "      <td>83.110945</td>\n",
       "      <td>-0.246947</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lstm_24lags_earlystop_3layers</td>\n",
       "      <td>0.313254</td>\n",
       "      <td>176.288432</td>\n",
       "      <td>-4.610212</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lstm_24lags_5epochs</td>\n",
       "      <td>0.719614</td>\n",
       "      <td>360.578667</td>\n",
       "      <td>-22.471004</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lstm_default</td>\n",
       "      <td>0.766014</td>\n",
       "      <td>377.468538</td>\n",
       "      <td>-24.721313</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>lstm_24lags</td>\n",
       "      <td>0.789948</td>\n",
       "      <td>395.179590</td>\n",
       "      <td>-27.191658</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ModelNickname  LevelTestSetMAPE  LevelTestSetRMSE  \\\n",
       "0                            mlr          0.023420         13.932124   \n",
       "1                      lstm_best          0.113758         83.110945   \n",
       "2  lstm_24lags_earlystop_3layers          0.313254        176.288432   \n",
       "3            lstm_24lags_5epochs          0.719614        360.578667   \n",
       "4                   lstm_default          0.766014        377.468538   \n",
       "5                    lstm_24lags          0.789948        395.179590   \n",
       "\n",
       "   LevelTestSetR2  best_model  \n",
       "0        0.964960        True  \n",
       "1       -0.246947       False  \n",
       "2       -4.610212       False  \n",
       "3      -22.471004       False  \n",
       "4      -24.721313       False  \n",
       "5      -27.191658       False  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.export('model_summaries',determine_best_by='LevelTestSetMAPE')[\n",
    "    ['ModelNickname','LevelTestSetMAPE','LevelTestSetRMSE','LevelTestSetR2','best_model']\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c84a2760-784a-4a72-9aa5-39ff9cbe59d3",
   "metadata": {},
   "source": [
    "## Export Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "3593dd1f-7c64-4fa4-924f-084449d891d0",
   "metadata": {},
   "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>DATE</th>\n",
       "      <th>UpperForecast</th>\n",
       "      <th>Forecast</th>\n",
       "      <th>LowerForecast</th>\n",
       "      <th>ModelNickname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1961-01-01</td>\n",
       "      <td>48.200665</td>\n",
       "      <td>30.246319</td>\n",
       "      <td>12.291972</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1961-02-01</td>\n",
       "      <td>-26.568385</td>\n",
       "      <td>-44.522731</td>\n",
       "      <td>-62.477077</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1961-03-01</td>\n",
       "      <td>61.632285</td>\n",
       "      <td>43.677939</td>\n",
       "      <td>25.723593</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1961-04-01</td>\n",
       "      <td>47.017771</td>\n",
       "      <td>29.063425</td>\n",
       "      <td>11.109079</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1961-05-01</td>\n",
       "      <td>30.351736</td>\n",
       "      <td>12.397390</td>\n",
       "      <td>-5.556956</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1961-06-01</td>\n",
       "      <td>91.214331</td>\n",
       "      <td>73.259985</td>\n",
       "      <td>55.305639</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1961-07-01</td>\n",
       "      <td>123.495172</td>\n",
       "      <td>105.540825</td>\n",
       "      <td>87.586479</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1961-08-01</td>\n",
       "      <td>-15.632798</td>\n",
       "      <td>-33.587144</td>\n",
       "      <td>-51.541490</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1961-09-01</td>\n",
       "      <td>-72.577979</td>\n",
       "      <td>-90.532325</td>\n",
       "      <td>-108.486671</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1961-10-01</td>\n",
       "      <td>-41.418451</td>\n",
       "      <td>-59.372797</td>\n",
       "      <td>-77.327144</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1961-11-01</td>\n",
       "      <td>-54.486169</td>\n",
       "      <td>-72.440515</td>\n",
       "      <td>-90.394862</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1961-12-01</td>\n",
       "      <td>66.525041</td>\n",
       "      <td>48.570694</td>\n",
       "      <td>30.616348</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         DATE  UpperForecast    Forecast  LowerForecast ModelNickname\n",
       "0  1961-01-01      48.200665   30.246319      12.291972           mlr\n",
       "1  1961-02-01     -26.568385  -44.522731     -62.477077           mlr\n",
       "2  1961-03-01      61.632285   43.677939      25.723593           mlr\n",
       "3  1961-04-01      47.017771   29.063425      11.109079           mlr\n",
       "4  1961-05-01      30.351736   12.397390      -5.556956           mlr\n",
       "5  1961-06-01      91.214331   73.259985      55.305639           mlr\n",
       "6  1961-07-01     123.495172  105.540825      87.586479           mlr\n",
       "7  1961-08-01     -15.632798  -33.587144     -51.541490           mlr\n",
       "8  1961-09-01     -72.577979  -90.532325    -108.486671           mlr\n",
       "9  1961-10-01     -41.418451  -59.372797     -77.327144           mlr\n",
       "10 1961-11-01     -54.486169  -72.440515     -90.394862           mlr\n",
       "11 1961-12-01      66.525041   48.570694      30.616348           mlr"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.export_forecasts_with_cis('mlr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ca2f5816-026d-4e8d-aebe-9fe9f2add841",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>DATE</th>\n",
       "      <th>UpperPreds</th>\n",
       "      <th>Preds</th>\n",
       "      <th>Actuals</th>\n",
       "      <th>LowerPreds</th>\n",
       "      <th>ModelNickname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1960-01-01</td>\n",
       "      <td>28.556057</td>\n",
       "      <td>10.601711</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-7.352636</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1960-02-01</td>\n",
       "      <td>1.231249</td>\n",
       "      <td>-16.723097</td>\n",
       "      <td>-26.0</td>\n",
       "      <td>-34.677443</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1960-03-01</td>\n",
       "      <td>66.376317</td>\n",
       "      <td>48.421971</td>\n",
       "      <td>28.0</td>\n",
       "      <td>30.467624</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1960-04-01</td>\n",
       "      <td>3.388136</td>\n",
       "      <td>-14.566210</td>\n",
       "      <td>42.0</td>\n",
       "      <td>-32.520557</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1960-05-01</td>\n",
       "      <td>50.838291</td>\n",
       "      <td>32.883945</td>\n",
       "      <td>11.0</td>\n",
       "      <td>14.929599</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1960-06-01</td>\n",
       "      <td>78.852376</td>\n",
       "      <td>60.898029</td>\n",
       "      <td>63.0</td>\n",
       "      <td>42.943683</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1960-07-01</td>\n",
       "      <td>104.158996</td>\n",
       "      <td>86.204650</td>\n",
       "      <td>87.0</td>\n",
       "      <td>68.250303</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1960-08-01</td>\n",
       "      <td>23.959542</td>\n",
       "      <td>6.005196</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>-11.949150</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1960-09-01</td>\n",
       "      <td>-86.291126</td>\n",
       "      <td>-104.245472</td>\n",
       "      <td>-98.0</td>\n",
       "      <td>-122.199818</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1960-10-01</td>\n",
       "      <td>-50.666725</td>\n",
       "      <td>-68.621071</td>\n",
       "      <td>-47.0</td>\n",
       "      <td>-86.575417</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1960-11-01</td>\n",
       "      <td>-43.483259</td>\n",
       "      <td>-61.437606</td>\n",
       "      <td>-71.0</td>\n",
       "      <td>-79.391952</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1960-12-01</td>\n",
       "      <td>67.033891</td>\n",
       "      <td>49.079545</td>\n",
       "      <td>42.0</td>\n",
       "      <td>31.125199</td>\n",
       "      <td>mlr</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         DATE  UpperPreds       Preds  Actuals  LowerPreds ModelNickname\n",
       "0  1960-01-01   28.556057   10.601711     12.0   -7.352636           mlr\n",
       "1  1960-02-01    1.231249  -16.723097    -26.0  -34.677443           mlr\n",
       "2  1960-03-01   66.376317   48.421971     28.0   30.467624           mlr\n",
       "3  1960-04-01    3.388136  -14.566210     42.0  -32.520557           mlr\n",
       "4  1960-05-01   50.838291   32.883945     11.0   14.929599           mlr\n",
       "5  1960-06-01   78.852376   60.898029     63.0   42.943683           mlr\n",
       "6  1960-07-01  104.158996   86.204650     87.0   68.250303           mlr\n",
       "7  1960-08-01   23.959542    6.005196    -16.0  -11.949150           mlr\n",
       "8  1960-09-01  -86.291126 -104.245472    -98.0 -122.199818           mlr\n",
       "9  1960-10-01  -50.666725  -68.621071    -47.0  -86.575417           mlr\n",
       "10 1960-11-01  -43.483259  -61.437606    -71.0  -79.391952           mlr\n",
       "11 1960-12-01   67.033891   49.079545     42.0   31.125199           mlr"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.export_test_set_preds_with_cis('mlr')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8337d835-09cd-47e6-94ec-229c89fd52bb",
   "metadata": {},
   "source": [
    "### Export Feature Info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "bcaaedfb-e1b4-4ec2-bcbf-b7664646a164",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>weight</th>\n",
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       "    <tr>\n",
       "      <th>feature</th>\n",
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       "  </thead>\n",
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       "      <th>AR1</th>\n",
       "      <td>0.353654</td>\n",
       "      <td>0.040011</td>\n",
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       "    <tr>\n",
       "      <th>AR12</th>\n",
       "      <td>0.212440</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR4</th>\n",
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       "      <td>0.031963</td>\n",
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       "    <tr>\n",
       "      <th>AR10</th>\n",
       "      <td>0.172288</td>\n",
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       "    <tr>\n",
       "      <th>AR21</th>\n",
       "      <td>0.144722</td>\n",
       "      <td>0.014716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR13</th>\n",
       "      <td>0.110973</td>\n",
       "      <td>0.008805</td>\n",
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       "    <tr>\n",
       "      <th>AR2</th>\n",
       "      <td>0.103469</td>\n",
       "      <td>0.011157</td>\n",
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       "    <tr>\n",
       "      <th>AR18</th>\n",
       "      <td>0.095767</td>\n",
       "      <td>0.006091</td>\n",
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       "    <tr>\n",
       "      <th>AR20</th>\n",
       "      <td>0.080367</td>\n",
       "      <td>0.014563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR11</th>\n",
       "      <td>0.078889</td>\n",
       "      <td>0.015673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR3</th>\n",
       "      <td>0.072955</td>\n",
       "      <td>0.005806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR7</th>\n",
       "      <td>0.064859</td>\n",
       "      <td>0.010104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR8</th>\n",
       "      <td>0.061835</td>\n",
       "      <td>0.005144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR22</th>\n",
       "      <td>0.059363</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_9</th>\n",
       "      <td>0.047820</td>\n",
       "      <td>0.004102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR9</th>\n",
       "      <td>0.043480</td>\n",
       "      <td>0.009598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR14</th>\n",
       "      <td>0.032727</td>\n",
       "      <td>0.003600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR24</th>\n",
       "      <td>0.026527</td>\n",
       "      <td>0.006712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR17</th>\n",
       "      <td>0.024978</td>\n",
       "      <td>0.004891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR23</th>\n",
       "      <td>0.020637</td>\n",
       "      <td>0.005097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR19</th>\n",
       "      <td>0.018921</td>\n",
       "      <td>0.002676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_7</th>\n",
       "      <td>0.015187</td>\n",
       "      <td>0.002255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_2</th>\n",
       "      <td>0.010931</td>\n",
       "      <td>0.001847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR5</th>\n",
       "      <td>0.009453</td>\n",
       "      <td>0.004327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_10</th>\n",
       "      <td>0.006637</td>\n",
       "      <td>0.001670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_8</th>\n",
       "      <td>0.006208</td>\n",
       "      <td>0.003219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR16</th>\n",
       "      <td>0.005731</td>\n",
       "      <td>0.001594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_11</th>\n",
       "      <td>0.003629</td>\n",
       "      <td>0.001834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_3</th>\n",
       "      <td>0.003575</td>\n",
       "      <td>0.001255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR6</th>\n",
       "      <td>0.003097</td>\n",
       "      <td>0.000892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.001463</td>\n",
       "      <td>0.001607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_1</th>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.000950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <td>0.000897</td>\n",
       "      <td>0.000571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR15</th>\n",
       "      <td>0.000765</td>\n",
       "      <td>0.000396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_12</th>\n",
       "      <td>0.000628</td>\n",
       "      <td>0.000638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.000714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_6</th>\n",
       "      <td>0.000424</td>\n",
       "      <td>0.000652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarter_2</th>\n",
       "      <td>0.000368</td>\n",
       "      <td>0.000750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarter_1</th>\n",
       "      <td>0.000236</td>\n",
       "      <td>0.000311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarter_4</th>\n",
       "      <td>0.000116</td>\n",
       "      <td>0.000379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_4</th>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarter_3</th>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarter</th>\n",
       "      <td>-0.000020</td>\n",
       "      <td>0.000130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month_5</th>\n",
       "      <td>-0.000115</td>\n",
       "      <td>0.000365</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             weight       std\n",
       "feature                      \n",
       "AR1        0.353654  0.040011\n",
       "AR12       0.212440  0.035555\n",
       "AR4        0.195865  0.031963\n",
       "AR10       0.172288  0.016409\n",
       "AR21       0.144722  0.014716\n",
       "AR13       0.110973  0.008805\n",
       "AR2        0.103469  0.011157\n",
       "AR18       0.095767  0.006091\n",
       "AR20       0.080367  0.014563\n",
       "AR11       0.078889  0.015673\n",
       "AR3        0.072955  0.005806\n",
       "AR7        0.064859  0.010104\n",
       "AR8        0.061835  0.005144\n",
       "AR22       0.059363  0.004871\n",
       "month_9    0.047820  0.004102\n",
       "AR9        0.043480  0.009598\n",
       "AR14       0.032727  0.003600\n",
       "AR24       0.026527  0.006712\n",
       "AR17       0.024978  0.004891\n",
       "AR23       0.020637  0.005097\n",
       "AR19       0.018921  0.002676\n",
       "month_7    0.015187  0.002255\n",
       "month_2    0.010931  0.001847\n",
       "AR5        0.009453  0.004327\n",
       "month_10   0.006637  0.001670\n",
       "month_8    0.006208  0.003219\n",
       "AR16       0.005731  0.001594\n",
       "month_11   0.003629  0.001834\n",
       "month_3    0.003575  0.001255\n",
       "AR6        0.003097  0.000892\n",
       "year       0.001463  0.001607\n",
       "month_1    0.001226  0.000950\n",
       "month      0.000897  0.000571\n",
       "AR15       0.000765  0.000396\n",
       "month_12   0.000628  0.000638\n",
       "t          0.000578  0.000714\n",
       "month_6    0.000424  0.000652\n",
       "quarter_2  0.000368  0.000750\n",
       "quarter_1  0.000236  0.000311\n",
       "quarter_4  0.000116  0.000379\n",
       "month_4    0.000106  0.000160\n",
       "quarter_3  0.000030  0.000179\n",
       "quarter   -0.000020  0.000130\n",
       "month_5   -0.000115  0.000365"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.save_feature_importance()\n",
    "f.export_feature_importance('mlr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "313ff855-dcaa-4c6d-b022-5ba2a874fdf8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b27ba22b-a183-4bc5-b3eb-37569dc38d4e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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