notebooks/preprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "\n",
    "os.chdir('f:/GitHub/icms-prediction/')\n",
    "\n",
    "os.makedirs('results', exist_ok=True)\n",
    "\n",
    "assert os.path.exists('data') == True, 'data folder not found. Please create a data folder with data file inside.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>ARRECADACAO_ICMS_RJ</th>\n",
       "      <th>TOTAL_RECEITA_TRIBUTARIA_RJ</th>\n",
       "      <th>ENERGIA_CONSUMO_TOTAL_SUDESTE</th>\n",
       "      <th>PETROLEO_PRODUCAO_TOTAL</th>\n",
       "      <th>CESTA_BASICA_RJ</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>500791406.0</td>\n",
       "      <td>536079641.0</td>\n",
       "      <td>14099.0</td>\n",
       "      <td>914</td>\n",
       "      <td>98.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>492921253.0</td>\n",
       "      <td>550874865.0</td>\n",
       "      <td>13559.0</td>\n",
       "      <td>945</td>\n",
       "      <td>99.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>520970514.0</td>\n",
       "      <td>589801849.0</td>\n",
       "      <td>13347.0</td>\n",
       "      <td>959</td>\n",
       "      <td>100.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>647593104.0</td>\n",
       "      <td>710412306.0</td>\n",
       "      <td>14114.0</td>\n",
       "      <td>950</td>\n",
       "      <td>101.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>518649194.0</td>\n",
       "      <td>580797961.0</td>\n",
       "      <td>13849.0</td>\n",
       "      <td>989</td>\n",
       "      <td>101.18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ARRECADACAO_ICMS_RJ  TOTAL_RECEITA_TRIBUTARIA_RJ  \\\n",
       "12          500791406.0                  536079641.0   \n",
       "13          492921253.0                  550874865.0   \n",
       "14          520970514.0                  589801849.0   \n",
       "15          647593104.0                  710412306.0   \n",
       "16          518649194.0                  580797961.0   \n",
       "\n",
       "    ENERGIA_CONSUMO_TOTAL_SUDESTE  PETROLEO_PRODUCAO_TOTAL  CESTA_BASICA_RJ  \n",
       "12                        14099.0                      914            98.38  \n",
       "13                        13559.0                      945            99.22  \n",
       "14                        13347.0                      959           100.36  \n",
       "15                        14114.0                      950           101.44  \n",
       "16                        13849.0                      989           101.18  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_name = 'Mini-Consolidado.xlsx'\n",
    "best_series = [\"ARRECADACAO_ICMS_RJ\",\n",
    "               \"CESTA_BASICA_RJ\",\n",
    "               \"PETROLEO_PRODUCAO_TOTAL\",\n",
    "               \"TOTAL_RECEITA_TRIBUTARIA_RJ\",\n",
    "               \"ENERGIA_CONSUMO_TOTAL_SUDESTE\"]\n",
    "\n",
    "season = pd.read_excel(f'data/{file_name}', sheet_name='Series', usecols=best_series)\n",
    "season = season.dropna()\n",
    "season.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(300, 5)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "season.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>ARRECADACAO_ICMS_RJ</th>\n",
       "      <th>TOTAL_RECEITA_TRIBUTARIA_RJ</th>\n",
       "      <th>ENERGIA_CONSUMO_TOTAL_SUDESTE</th>\n",
       "      <th>PETROLEO_PRODUCAO_TOTAL</th>\n",
       "      <th>CESTA_BASICA_RJ</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>500791406.0</td>\n",
       "      <td>536079641.0</td>\n",
       "      <td>14099.0</td>\n",
       "      <td>914</td>\n",
       "      <td>98.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>492921253.0</td>\n",
       "      <td>550874865.0</td>\n",
       "      <td>13559.0</td>\n",
       "      <td>945</td>\n",
       "      <td>99.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>520970514.0</td>\n",
       "      <td>589801849.0</td>\n",
       "      <td>13347.0</td>\n",
       "      <td>959</td>\n",
       "      <td>100.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>647593104.0</td>\n",
       "      <td>710412306.0</td>\n",
       "      <td>14114.0</td>\n",
       "      <td>950</td>\n",
       "      <td>101.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>518649194.0</td>\n",
       "      <td>580797961.0</td>\n",
       "      <td>13849.0</td>\n",
       "      <td>989</td>\n",
       "      <td>101.18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ARRECADACAO_ICMS_RJ  TOTAL_RECEITA_TRIBUTARIA_RJ  \\\n",
       "0          500791406.0                  536079641.0   \n",
       "1          492921253.0                  550874865.0   \n",
       "2          520970514.0                  589801849.0   \n",
       "3          647593104.0                  710412306.0   \n",
       "4          518649194.0                  580797961.0   \n",
       "\n",
       "   ENERGIA_CONSUMO_TOTAL_SUDESTE  PETROLEO_PRODUCAO_TOTAL  CESTA_BASICA_RJ  \n",
       "0                        14099.0                      914            98.38  \n",
       "1                        13559.0                      945            99.22  \n",
       "2                        13347.0                      959           100.36  \n",
       "3                        14114.0                      950           101.44  \n",
       "4                        13849.0                      989           101.18  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "season = season.drop(season.index[192:204])\n",
    "season.reset_index(drop=True, inplace=True)\n",
    "season.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(5, figsize=(4, 10))\n",
    "fig.suptitle('Gráficos Autocorrelação\\n')\n",
    "for i in range(len(season.columns)):\n",
    "    ax = axs[i]\n",
    "    pd.plotting.autocorrelation_plot(season[season.columns[i]][-96:].tolist(), ax=ax)\n",
    "    ax.set_title(season.columns[i])\n",
    "    ax.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.savefig('imgs/autocorrelation.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(216, 7)\n"
     ]
    },
    {
     "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>ANO</th>\n",
       "      <th>MES</th>\n",
       "      <th>ARRECADACAO_ICMS_RJ</th>\n",
       "      <th>CESTA_BASICA_RJ</th>\n",
       "      <th>PETROLEO_PRODUCAO_TOTAL</th>\n",
       "      <th>TOTAL_RECEITA_TRIBUTARIA_RJ</th>\n",
       "      <th>ENERGIA_CONSUMO_TOTAL_SUDESTE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.668433e+09</td>\n",
       "      <td>166.88</td>\n",
       "      <td>1517</td>\n",
       "      <td>1.971915e+09</td>\n",
       "      <td>14930.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.665576e+08</td>\n",
       "      <td>161.91</td>\n",
       "      <td>1513</td>\n",
       "      <td>1.261818e+09</td>\n",
       "      <td>14715.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.956950e+08</td>\n",
       "      <td>158.57</td>\n",
       "      <td>1542</td>\n",
       "      <td>1.176546e+09</td>\n",
       "      <td>14904.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.638028e+08</td>\n",
       "      <td>153.59</td>\n",
       "      <td>1510</td>\n",
       "      <td>1.164562e+09</td>\n",
       "      <td>15501.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.587682e+08</td>\n",
       "      <td>160.76</td>\n",
       "      <td>1482</td>\n",
       "      <td>1.121692e+09</td>\n",
       "      <td>14907.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.409294e+09</td>\n",
       "      <td>717.82</td>\n",
       "      <td>3175</td>\n",
       "      <td>4.139695e+09</td>\n",
       "      <td>20323.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.297149e+09</td>\n",
       "      <td>714.14</td>\n",
       "      <td>3246</td>\n",
       "      <td>5.058419e+09</td>\n",
       "      <td>20164.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.404457e+09</td>\n",
       "      <td>736.28</td>\n",
       "      <td>3334</td>\n",
       "      <td>4.107208e+09</td>\n",
       "      <td>20488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.622802e+09</td>\n",
       "      <td>749.25</td>\n",
       "      <td>3179</td>\n",
       "      <td>4.355782e+09</td>\n",
       "      <td>20534.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.334894e+09</td>\n",
       "      <td>752.74</td>\n",
       "      <td>3167</td>\n",
       "      <td>4.080804e+09</td>\n",
       "      <td>20871.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>216 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        ANO   MES  ARRECADACAO_ICMS_RJ  CESTA_BASICA_RJ  \\\n",
       "0    2004.0   1.0         1.668433e+09           166.88   \n",
       "1    2004.0   2.0         9.665576e+08           161.91   \n",
       "2    2004.0   3.0         8.956950e+08           158.57   \n",
       "3    2004.0   4.0         9.638028e+08           153.59   \n",
       "4    2004.0   5.0         9.587682e+08           160.76   \n",
       "..      ...   ...                  ...              ...   \n",
       "211  2022.0   8.0         3.409294e+09           717.82   \n",
       "212  2022.0   9.0         4.297149e+09           714.14   \n",
       "213  2022.0  10.0         3.404457e+09           736.28   \n",
       "214  2022.0  11.0         3.622802e+09           749.25   \n",
       "215  2022.0  12.0         3.334894e+09           752.74   \n",
       "\n",
       "     PETROLEO_PRODUCAO_TOTAL  TOTAL_RECEITA_TRIBUTARIA_RJ  \\\n",
       "0                       1517                 1.971915e+09   \n",
       "1                       1513                 1.261818e+09   \n",
       "2                       1542                 1.176546e+09   \n",
       "3                       1510                 1.164562e+09   \n",
       "4                       1482                 1.121692e+09   \n",
       "..                       ...                          ...   \n",
       "211                     3175                 4.139695e+09   \n",
       "212                     3246                 5.058419e+09   \n",
       "213                     3334                 4.107208e+09   \n",
       "214                     3179                 4.355782e+09   \n",
       "215                     3167                 4.080804e+09   \n",
       "\n",
       "     ENERGIA_CONSUMO_TOTAL_SUDESTE  \n",
       "0                          14930.0  \n",
       "1                          14715.0  \n",
       "2                          14904.0  \n",
       "3                          15501.0  \n",
       "4                          14907.0  \n",
       "..                             ...  \n",
       "211                        20323.0  \n",
       "212                        20164.0  \n",
       "213                        20488.0  \n",
       "214                        20534.0  \n",
       "215                        20871.0  \n",
       "\n",
       "[216 rows x 7 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns = [\"ANO\",\n",
    "           \"MES\",\n",
    "           \"ARRECADACAO_ICMS_RJ\",\n",
    "           \"CESTA_BASICA_RJ\",\n",
    "           \"PETROLEO_PRODUCAO_TOTAL\",\n",
    "           \"TOTAL_RECEITA_TRIBUTARIA_RJ\",\n",
    "           \"ENERGIA_CONSUMO_TOTAL_SUDESTE\"]\n",
    "all_series = pd.read_excel(f'data/{file_name}', sheet_name='Series')\n",
    "all_series = all_series.dropna()\n",
    "all_series = all_series.drop(all_series.index[192:204])\n",
    "trend = all_series[columns].copy()\n",
    "trend.reset_index(drop=True, inplace=True)\n",
    "print(trend.shape)\n",
    "trend.head(216)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 216 entries, 0 to 215\n",
      "Data columns (total 7 columns):\n",
      " #   Column                         Non-Null Count  Dtype  \n",
      "---  ------                         --------------  -----  \n",
      " 0   ANO                            216 non-null    float64\n",
      " 1   MES                            216 non-null    float64\n",
      " 2   ARRECADACAO_ICMS_RJ            216 non-null    float64\n",
      " 3   CESTA_BASICA_RJ                216 non-null    float64\n",
      " 4   PETROLEO_PRODUCAO_TOTAL        216 non-null    int64  \n",
      " 5   TOTAL_RECEITA_TRIBUTARIA_RJ    216 non-null    float64\n",
      " 6   ENERGIA_CONSUMO_TOTAL_SUDESTE  216 non-null    float64\n",
      "dtypes: float64(6), int64(1)\n",
      "memory usage: 11.9 KB\n"
     ]
    }
   ],
   "source": [
    "trend.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The p_value is 0.7446607289871288 and ARRECADACAO_ICMS_RJ is non-stationary.\n",
      "The p_value is 0.9905486005626997 and CESTA_BASICA_RJ is non-stationary.\n",
      "The p_value is 0.9126293221074062 and PETROLEO_PRODUCAO_TOTAL is non-stationary.\n",
      "The p_value is 0.8061775223277405 and TOTAL_RECEITA_TRIBUTARIA_RJ is non-stationary.\n",
      "The p_value is 0.3650856138808807 and ENERGIA_CONSUMO_TOTAL_SUDESTE is non-stationary.\n"
     ]
    }
   ],
   "source": [
    "# Perform ADF test\n",
    "for column in trend.columns[2:]:    \n",
    "    result = adfuller(trend[column].values)\n",
    "    # Extract p-value from test result\n",
    "    p_value = result[1]\n",
    "    # Check if p-value is less than 0.05\n",
    "    if p_value < 0.05:\n",
    "        print(f\"The p_value is {p_value} and {column} is stationary.\")\n",
    "    else:\n",
    "        print(f\"The p_value is {p_value} and {column} is non-stationary.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "no_trend = trend.copy()\n",
    "for columns in trend.columns[2:]:\n",
    "    no_trend[columns] = trend[columns].diff(1)\n",
    "no_trend[\"CESTA_BASICA_RJ\"] = no_trend[\"CESTA_BASICA_RJ\"].diff(1) \n",
    "no_trend = no_trend.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = no_trend[no_trend.columns[2:]].plot(figsize=(10, 10), subplots=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The p_value is 0.0006814116623341757 and ARRECADACAO_ICMS_RJ is stationary.\n",
      "The p_value is 2.796970883998467e-10 and CESTA_BASICA_RJ is stationary.\n",
      "The p_value is 2.0640534702965665e-21 and PETROLEO_PRODUCAO_TOTAL is stationary.\n",
      "The p_value is 0.006407230750350387 and TOTAL_RECEITA_TRIBUTARIA_RJ is stationary.\n",
      "The p_value is 0.0024150336397935064 and ENERGIA_CONSUMO_TOTAL_SUDESTE is stationary.\n"
     ]
    }
   ],
   "source": [
    "# Perform ADF test\n",
    "for column in no_trend.columns[2:]:    \n",
    "    result = adfuller(no_trend[column].values)\n",
    "    # Extract p-value from test result\n",
    "    p_value = result[1]\n",
    "    # Check if p-value is less than 0.05\n",
    "    if p_value < 0.05:\n",
    "        print(f\"The p_value is {p_value} and {column} is stationary.\")\n",
    "    else:\n",
    "        print(f\"The p_value is {p_value} and {column} is non-stationary.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO</th>\n",
       "      <th>MES</th>\n",
       "      <th>ARRECADACAO_ICMS_RJ</th>\n",
       "      <th>CESTA_BASICA_RJ</th>\n",
       "      <th>PETROLEO_PRODUCAO_TOTAL</th>\n",
       "      <th>TOTAL_RECEITA_TRIBUTARIA_RJ</th>\n",
       "      <th>ENERGIA_CONSUMO_TOTAL_SUDESTE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-70862578.0</td>\n",
       "      <td>1.63</td>\n",
       "      <td>29.0</td>\n",
       "      <td>-85272821.0</td>\n",
       "      <td>189.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>68107832.0</td>\n",
       "      <td>-1.64</td>\n",
       "      <td>-32.0</td>\n",
       "      <td>-11984003.0</td>\n",
       "      <td>597.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-5034652.0</td>\n",
       "      <td>12.15</td>\n",
       "      <td>-28.0</td>\n",
       "      <td>-42869274.0</td>\n",
       "      <td>-594.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>94173068.0</td>\n",
       "      <td>2.99</td>\n",
       "      <td>62.0</td>\n",
       "      <td>113372090.0</td>\n",
       "      <td>-8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>41152389.0</td>\n",
       "      <td>-12.55</td>\n",
       "      <td>25.0</td>\n",
       "      <td>17563732.0</td>\n",
       "      <td>195.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ANO  MES  ARRECADACAO_ICMS_RJ  CESTA_BASICA_RJ  PETROLEO_PRODUCAO_TOTAL  \\\n",
       "2  2004.0  3.0          -70862578.0             1.63                     29.0   \n",
       "3  2004.0  4.0           68107832.0            -1.64                    -32.0   \n",
       "4  2004.0  5.0           -5034652.0            12.15                    -28.0   \n",
       "5  2004.0  6.0           94173068.0             2.99                     62.0   \n",
       "6  2004.0  7.0           41152389.0           -12.55                     25.0   \n",
       "\n",
       "   TOTAL_RECEITA_TRIBUTARIA_RJ  ENERGIA_CONSUMO_TOTAL_SUDESTE  \n",
       "2                  -85272821.0                          189.0  \n",
       "3                  -11984003.0                          597.0  \n",
       "4                  -42869274.0                         -594.0  \n",
       "5                  113372090.0                           -8.0  \n",
       "6                   17563732.0                          195.0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_trend.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(214, 7)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_trend.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "no_trend.to_csv('data/selected.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO</th>\n",
       "      <th>MES</th>\n",
       "      <th>ARRECADACAO_ICMS_RJ</th>\n",
       "      <th>CESTA_BASICA_RJ</th>\n",
       "      <th>PETROLEO_PRODUCAO_TOTAL</th>\n",
       "      <th>TOTAL_RECEITA_TRIBUTARIA_RJ</th>\n",
       "      <th>ENERGIA_CONSUMO_TOTAL_SUDESTE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.577177e+09</td>\n",
       "      <td>442.56</td>\n",
       "      <td>2768</td>\n",
       "      <td>3.271532e+09</td>\n",
       "      <td>18885.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.595701e+09</td>\n",
       "      <td>420.35</td>\n",
       "      <td>2794</td>\n",
       "      <td>3.165251e+09</td>\n",
       "      <td>18860.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.530309e+09</td>\n",
       "      <td>425.62</td>\n",
       "      <td>2734</td>\n",
       "      <td>3.117749e+09</td>\n",
       "      <td>18492.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.568499e+09</td>\n",
       "      <td>410.43</td>\n",
       "      <td>2676</td>\n",
       "      <td>3.215425e+09</td>\n",
       "      <td>18502.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.713534e+09</td>\n",
       "      <td>410.27</td>\n",
       "      <td>2766</td>\n",
       "      <td>3.359737e+09</td>\n",
       "      <td>19349.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.655995e+09</td>\n",
       "      <td>421.05</td>\n",
       "      <td>2742</td>\n",
       "      <td>3.244137e+09</td>\n",
       "      <td>19443.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.828849e+09</td>\n",
       "      <td>407.37</td>\n",
       "      <td>2705</td>\n",
       "      <td>3.422394e+09</td>\n",
       "      <td>19915.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.134907e+09</td>\n",
       "      <td>418.71</td>\n",
       "      <td>2731</td>\n",
       "      <td>4.072236e+09</td>\n",
       "      <td>19748.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.054647e+09</td>\n",
       "      <td>443.81</td>\n",
       "      <td>2724</td>\n",
       "      <td>4.869304e+09</td>\n",
       "      <td>20078.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.899400e+09</td>\n",
       "      <td>438.36</td>\n",
       "      <td>2729</td>\n",
       "      <td>3.911456e+09</td>\n",
       "      <td>19690.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.718751e+09</td>\n",
       "      <td>441.19</td>\n",
       "      <td>2672</td>\n",
       "      <td>3.553176e+09</td>\n",
       "      <td>20853.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.784292e+09</td>\n",
       "      <td>440.06</td>\n",
       "      <td>2714</td>\n",
       "      <td>3.557404e+09</td>\n",
       "      <td>20733.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.988243e+09</td>\n",
       "      <td>446.03</td>\n",
       "      <td>2718</td>\n",
       "      <td>3.632788e+09</td>\n",
       "      <td>19736.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.728014e+09</td>\n",
       "      <td>445.58</td>\n",
       "      <td>2707</td>\n",
       "      <td>3.305049e+09</td>\n",
       "      <td>19179.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.400196e+09</td>\n",
       "      <td>421.89</td>\n",
       "      <td>2690</td>\n",
       "      <td>4.047071e+09</td>\n",
       "      <td>19273.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.228952e+09</td>\n",
       "      <td>417.05</td>\n",
       "      <td>2614</td>\n",
       "      <td>3.901652e+09</td>\n",
       "      <td>19378.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.873691e+09</td>\n",
       "      <td>418.48</td>\n",
       "      <td>2578</td>\n",
       "      <td>3.444940e+09</td>\n",
       "      <td>19600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.694165e+09</td>\n",
       "      <td>443.69</td>\n",
       "      <td>2717</td>\n",
       "      <td>3.272112e+09</td>\n",
       "      <td>20110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.479663e+09</td>\n",
       "      <td>460.24</td>\n",
       "      <td>2671</td>\n",
       "      <td>5.096901e+09</td>\n",
       "      <td>20154.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.867019e+09</td>\n",
       "      <td>466.75</td>\n",
       "      <td>2794</td>\n",
       "      <td>3.456062e+09</td>\n",
       "      <td>20022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.586300e+09</td>\n",
       "      <td>460.46</td>\n",
       "      <td>2730</td>\n",
       "      <td>5.464521e+09</td>\n",
       "      <td>20966.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.192885e+09</td>\n",
       "      <td>464.47</td>\n",
       "      <td>2582</td>\n",
       "      <td>4.185559e+09</td>\n",
       "      <td>20585.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.763546e+09</td>\n",
       "      <td>496.33</td>\n",
       "      <td>2655</td>\n",
       "      <td>3.621894e+09</td>\n",
       "      <td>20626.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.193577e+09</td>\n",
       "      <td>515.58</td>\n",
       "      <td>2700</td>\n",
       "      <td>3.959255e+09</td>\n",
       "      <td>19828.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.983787e+09</td>\n",
       "      <td>492.93</td>\n",
       "      <td>2834</td>\n",
       "      <td>3.592749e+09</td>\n",
       "      <td>20187.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.737799e+09</td>\n",
       "      <td>498.67</td>\n",
       "      <td>2654</td>\n",
       "      <td>3.300752e+09</td>\n",
       "      <td>18981.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.753485e+09</td>\n",
       "      <td>479.28</td>\n",
       "      <td>2877</td>\n",
       "      <td>3.321407e+09</td>\n",
       "      <td>18700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.931045e+09</td>\n",
       "      <td>462.24</td>\n",
       "      <td>3097</td>\n",
       "      <td>3.508106e+09</td>\n",
       "      <td>18900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.114528e+09</td>\n",
       "      <td>458.21</td>\n",
       "      <td>3038</td>\n",
       "      <td>3.641414e+09</td>\n",
       "      <td>19292.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.124850e+09</td>\n",
       "      <td>462.57</td>\n",
       "      <td>3075</td>\n",
       "      <td>3.665240e+09</td>\n",
       "      <td>20171.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.143348e+09</td>\n",
       "      <td>455.37</td>\n",
       "      <td>3203</td>\n",
       "      <td>3.657823e+09</td>\n",
       "      <td>20623.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.490148e+09</td>\n",
       "      <td>516.91</td>\n",
       "      <td>3216</td>\n",
       "      <td>4.063564e+09</td>\n",
       "      <td>19593.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>2021.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.859316e+09</td>\n",
       "      <td>644.00</td>\n",
       "      <td>2969</td>\n",
       "      <td>5.496860e+09</td>\n",
       "      <td>21498.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>2021.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.595531e+09</td>\n",
       "      <td>629.82</td>\n",
       "      <td>2917</td>\n",
       "      <td>4.773332e+09</td>\n",
       "      <td>20562.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>2021.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.349727e+09</td>\n",
       "      <td>612.56</td>\n",
       "      <td>2939</td>\n",
       "      <td>4.364796e+09</td>\n",
       "      <td>21989.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>2021.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.328129e+09</td>\n",
       "      <td>622.04</td>\n",
       "      <td>3068</td>\n",
       "      <td>5.209546e+09</td>\n",
       "      <td>21062.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>2021.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.993869e+09</td>\n",
       "      <td>622.76</td>\n",
       "      <td>3020</td>\n",
       "      <td>4.746034e+09</td>\n",
       "      <td>19954.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2021.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.499615e+09</td>\n",
       "      <td>619.24</td>\n",
       "      <td>2989</td>\n",
       "      <td>4.251780e+09</td>\n",
       "      <td>19752.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>2021.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.590695e+09</td>\n",
       "      <td>621.34</td>\n",
       "      <td>3126</td>\n",
       "      <td>4.359882e+09</td>\n",
       "      <td>19528.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>2021.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.110658e+09</td>\n",
       "      <td>634.18</td>\n",
       "      <td>3072</td>\n",
       "      <td>4.894963e+09</td>\n",
       "      <td>19801.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ANO   MES  ARRECADACAO_ICMS_RJ  CESTA_BASICA_RJ  \\\n",
       "160  2017.0   5.0         2.577177e+09           442.56   \n",
       "161  2017.0   6.0         2.595701e+09           420.35   \n",
       "162  2017.0   7.0         2.530309e+09           425.62   \n",
       "163  2017.0   8.0         2.568499e+09           410.43   \n",
       "164  2017.0   9.0         2.713534e+09           410.27   \n",
       "165  2017.0  10.0         2.655995e+09           421.05   \n",
       "166  2017.0  11.0         2.828849e+09           407.37   \n",
       "167  2017.0  12.0         3.134907e+09           418.71   \n",
       "168  2018.0   1.0         3.054647e+09           443.81   \n",
       "169  2018.0   2.0         2.899400e+09           438.36   \n",
       "170  2018.0   3.0         2.718751e+09           441.19   \n",
       "171  2018.0   4.0         2.784292e+09           440.06   \n",
       "172  2018.0   5.0         2.988243e+09           446.03   \n",
       "173  2018.0   6.0         2.728014e+09           445.58   \n",
       "174  2018.0   7.0         3.400196e+09           421.89   \n",
       "175  2018.0   8.0         3.228952e+09           417.05   \n",
       "176  2018.0   9.0         2.873691e+09           418.48   \n",
       "177  2018.0  10.0         2.694165e+09           443.69   \n",
       "178  2018.0  11.0         4.479663e+09           460.24   \n",
       "179  2018.0  12.0         2.867019e+09           466.75   \n",
       "180  2019.0   1.0         3.586300e+09           460.46   \n",
       "181  2019.0   2.0         3.192885e+09           464.47   \n",
       "182  2019.0   3.0         2.763546e+09           496.33   \n",
       "183  2019.0   4.0         3.193577e+09           515.58   \n",
       "184  2019.0   5.0         2.983787e+09           492.93   \n",
       "185  2019.0   6.0         2.737799e+09           498.67   \n",
       "186  2019.0   7.0         2.753485e+09           479.28   \n",
       "187  2019.0   8.0         2.931045e+09           462.24   \n",
       "188  2019.0   9.0         3.114528e+09           458.21   \n",
       "189  2019.0  10.0         3.124850e+09           462.57   \n",
       "190  2019.0  11.0         3.143348e+09           455.37   \n",
       "191  2019.0  12.0         3.490148e+09           516.91   \n",
       "192  2021.0   1.0         3.859316e+09           644.00   \n",
       "193  2021.0   2.0         3.595531e+09           629.82   \n",
       "194  2021.0   3.0         3.349727e+09           612.56   \n",
       "195  2021.0   4.0         4.328129e+09           622.04   \n",
       "196  2021.0   5.0         3.993869e+09           622.76   \n",
       "197  2021.0   6.0         3.499615e+09           619.24   \n",
       "198  2021.0   7.0         3.590695e+09           621.34   \n",
       "199  2021.0   8.0         4.110658e+09           634.18   \n",
       "\n",
       "     PETROLEO_PRODUCAO_TOTAL  TOTAL_RECEITA_TRIBUTARIA_RJ  \\\n",
       "160                     2768                 3.271532e+09   \n",
       "161                     2794                 3.165251e+09   \n",
       "162                     2734                 3.117749e+09   \n",
       "163                     2676                 3.215425e+09   \n",
       "164                     2766                 3.359737e+09   \n",
       "165                     2742                 3.244137e+09   \n",
       "166                     2705                 3.422394e+09   \n",
       "167                     2731                 4.072236e+09   \n",
       "168                     2724                 4.869304e+09   \n",
       "169                     2729                 3.911456e+09   \n",
       "170                     2672                 3.553176e+09   \n",
       "171                     2714                 3.557404e+09   \n",
       "172                     2718                 3.632788e+09   \n",
       "173                     2707                 3.305049e+09   \n",
       "174                     2690                 4.047071e+09   \n",
       "175                     2614                 3.901652e+09   \n",
       "176                     2578                 3.444940e+09   \n",
       "177                     2717                 3.272112e+09   \n",
       "178                     2671                 5.096901e+09   \n",
       "179                     2794                 3.456062e+09   \n",
       "180                     2730                 5.464521e+09   \n",
       "181                     2582                 4.185559e+09   \n",
       "182                     2655                 3.621894e+09   \n",
       "183                     2700                 3.959255e+09   \n",
       "184                     2834                 3.592749e+09   \n",
       "185                     2654                 3.300752e+09   \n",
       "186                     2877                 3.321407e+09   \n",
       "187                     3097                 3.508106e+09   \n",
       "188                     3038                 3.641414e+09   \n",
       "189                     3075                 3.665240e+09   \n",
       "190                     3203                 3.657823e+09   \n",
       "191                     3216                 4.063564e+09   \n",
       "192                     2969                 5.496860e+09   \n",
       "193                     2917                 4.773332e+09   \n",
       "194                     2939                 4.364796e+09   \n",
       "195                     3068                 5.209546e+09   \n",
       "196                     3020                 4.746034e+09   \n",
       "197                     2989                 4.251780e+09   \n",
       "198                     3126                 4.359882e+09   \n",
       "199                     3072                 4.894963e+09   \n",
       "\n",
       "     ENERGIA_CONSUMO_TOTAL_SUDESTE  \n",
       "160                        18885.0  \n",
       "161                        18860.0  \n",
       "162                        18492.0  \n",
       "163                        18502.0  \n",
       "164                        19349.0  \n",
       "165                        19443.0  \n",
       "166                        19915.0  \n",
       "167                        19748.0  \n",
       "168                        20078.0  \n",
       "169                        19690.0  \n",
       "170                        20853.0  \n",
       "171                        20733.0  \n",
       "172                        19736.0  \n",
       "173                        19179.0  \n",
       "174                        19273.0  \n",
       "175                        19378.0  \n",
       "176                        19600.0  \n",
       "177                        20110.0  \n",
       "178                        20154.0  \n",
       "179                        20022.0  \n",
       "180                        20966.0  \n",
       "181                        20585.0  \n",
       "182                        20626.0  \n",
       "183                        19828.0  \n",
       "184                        20187.0  \n",
       "185                        18981.0  \n",
       "186                        18700.0  \n",
       "187                        18900.0  \n",
       "188                        19292.0  \n",
       "189                        20171.0  \n",
       "190                        20623.0  \n",
       "191                        19593.0  \n",
       "192                        21498.0  \n",
       "193                        20562.0  \n",
       "194                        21989.0  \n",
       "195                        21062.0  \n",
       "196                        19954.0  \n",
       "197                        19752.0  \n",
       "198                        19528.0  \n",
       "199                        19801.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trend[160:200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3054647241.0, 2899400405.0, 2718750710.0, 2784291530.0, 2988242758.0, 2728014302.0, 3400196101.0, 3228952138.0, 2873691468.0, 2694165362.0, 4479663014.0, 2867019408.0, 3586300282.0, 3192884893.0, 2763545556.0, 3193576905.0, 2983787440.0, 2737799049.08, 2753485166.27, 2931044987.21, 3114528093.4, 3124850205.99, 3143348373.33, 3490147653.84, 3859316053.66]\n",
      "[443.81, 438.36, 441.19, 440.06, 446.03, 445.58, 421.89, 417.05, 418.48, 443.69, 460.24, 466.75, 460.46, 464.47, 496.33, 515.58, 492.93, 498.67, 479.28, 462.24, 458.21, 462.57, 455.37, 516.91, 644.0]\n",
      "[2724, 2729, 2672, 2714, 2718, 2707, 2690, 2614, 2578, 2717, 2671, 2794, 2730, 2582, 2655, 2700, 2834, 2654, 2877, 3097, 3038, 3075, 3203, 3216, 2969]\n",
      "[4869304104.0, 3911455913.0, 3553175853.0, 3557404009.0, 3632787716.0, 3305049163.0, 4047070676.0, 3901651824.0, 3444939721.0, 3272112477.0, 5096900924.0, 3456062224.0, 5464521206.0, 4185558828.0, 3621893885.0, 3959255086.0, 3592748799.0, 3300752325.67, 3321406806.42, 3508106369.08, 3641413728.43, 3665239552.24, 3657823494.71, 4063564350.02, 5496860058.37]\n",
      "[20078.0, 19690.0, 20853.0, 20733.0, 19736.0, 19179.0, 19273.0, 19378.0, 19600.0, 20110.0, 20154.0, 20022.0, 20966.0, 20585.0, 20626.0, 19828.0, 20187.0, 18981.0, 18700.0, 18900.0, 19292.0, 20171.0, 20623.0, 19593.0, 21498.0]\n"
     ]
    }
   ],
   "source": [
    "# Relação de valores nas datas de 01/2018 até 01/2021 (25 meses)\n",
    "# Usado para a validação\n",
    "print(trend['ARRECADACAO_ICMS_RJ'].to_list()[168:193])\n",
    "print(trend['CESTA_BASICA_RJ'].to_list()[168:193])\n",
    "print(trend['PETROLEO_PRODUCAO_TOTAL'].to_list()[168:193])\n",
    "print(trend['TOTAL_RECEITA_TRIBUTARIA_RJ'].to_list()[168:193])\n",
    "print(trend['ENERGIA_CONSUMO_TOTAL_SUDESTE'].to_list()[168:193])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4327920118.33, 3621238631.11, 3349671547.87, 4123153077.77, 3750000648.34, 4142199873.63, 3574957480.03, 3409293931.52, 4297149120.6, 3404457118.32, 3622801505.3, 3334894194.52]\n",
      "[692.83, 697.37, 750.71, 768.42, 723.55, 733.14, 723.75, 717.82, 714.14, 736.28, 749.25, 752.74]\n",
      "[3130, 3007, 3084, 3094, 2961, 2915, 3057, 3175, 3246, 3334, 3179, 3167]\n",
      "[6324644593.0, 4896229052.55, 4483440975.47, 5163417177.57, 4608586017.03, 5009977516.76, 4476432943.61, 4139695052.02, 5058419403.0, 4107208433.02, 4355782059.66, 4080803807.34]\n",
      "[20522.0, 20437.0, 21632.0, 21663.0, 20739.0, 19714.0, 19893.0, 20323.0, 20164.0, 20488.0, 20534.0, 20871.0]\n"
     ]
    }
   ],
   "source": [
    "# Ralação de valores em 2022 (12 meses)\n",
    "# Usado para o teste para readicionar a tendência\n",
    "# E para comparar o resultado da previsão do modelo\n",
    "print(trend['ARRECADACAO_ICMS_RJ'].to_list()[-12:])\n",
    "print(trend['CESTA_BASICA_RJ'].to_list()[-12:])\n",
    "print(trend['PETROLEO_PRODUCAO_TOTAL'].to_list()[-12:])\n",
    "print(trend['TOTAL_RECEITA_TRIBUTARIA_RJ'].to_list()[-12:])\n",
    "print(trend['ENERGIA_CONSUMO_TOTAL_SUDESTE'].to_list()[-12:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4021877984.35\n"
     ]
    }
   ],
   "source": [
    "#Primeiro mês antes do período de teste\n",
    "#Usado para readicionar a tendência\n",
    "print(trend['ARRECADACAO_ICMS_RJ'].to_list()[-13])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
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