DPRank_preprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "24698a73-16e2-448b-8453-efc9cb9ab96b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from calendar import day_name\n",
    "import matplotlib.pyplot as plt\n",
    "import pickle\n",
    "\n",
    "from Utilities import plots\n",
    "from Utilities import processing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2965811-a022-4d97-8607-689090bcc303",
   "metadata": {},
   "source": [
    "# Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a1a675c-484e-42ea-97e2-1b13dde5a50d",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Old data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a6e611d1-287b-41cf-b855-9766ba38c9f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 628 ms\n"
     ]
    },
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>days</th>\n",
       "      <th>places</th>\n",
       "      <th>price</th>\n",
       "      <th>num</th>\n",
       "      <th>class</th>\n",
       "      <th>train</th>\n",
       "      <th>departure_hour</th>\n",
       "      <th>arrival_hour</th>\n",
       "      <th>places_frac</th>\n",
       "      <th>weekday</th>\n",
       "      <th>day_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-04-12</td>\n",
       "      <td>1</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3790.0</td>\n",
       "      <td>001А</td>\n",
       "      <td>Купе</td>\n",
       "      <td>001А-Купе</td>\n",
       "      <td>23.916667</td>\n",
       "      <td>7.916667</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-04-13</td>\n",
       "      <td>1</td>\n",
       "      <td>52.0</td>\n",
       "      <td>3790.0</td>\n",
       "      <td>001А</td>\n",
       "      <td>Купе</td>\n",
       "      <td>001А-Купе</td>\n",
       "      <td>23.916667</td>\n",
       "      <td>7.916667</td>\n",
       "      <td>0.371429</td>\n",
       "      <td>1</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-04-14</td>\n",
       "      <td>1</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2510.0</td>\n",
       "      <td>001А</td>\n",
       "      <td>Купе</td>\n",
       "      <td>001А-Купе</td>\n",
       "      <td>23.916667</td>\n",
       "      <td>7.916667</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>1</td>\n",
       "      <td>73.0</td>\n",
       "      <td>2510.0</td>\n",
       "      <td>001А</td>\n",
       "      <td>Купе</td>\n",
       "      <td>001А-Купе</td>\n",
       "      <td>23.916667</td>\n",
       "      <td>7.916667</td>\n",
       "      <td>0.521429</td>\n",
       "      <td>3</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-04-16</td>\n",
       "      <td>1</td>\n",
       "      <td>48.0</td>\n",
       "      <td>2510.0</td>\n",
       "      <td>001А</td>\n",
       "      <td>Купе</td>\n",
       "      <td>001А-Купе</td>\n",
       "      <td>23.916667</td>\n",
       "      <td>7.916667</td>\n",
       "      <td>0.342857</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413037</th>\n",
       "      <td>2021-07-16</td>\n",
       "      <td>89</td>\n",
       "      <td>368.0</td>\n",
       "      <td>3200.0</td>\n",
       "      <td>780А</td>\n",
       "      <td>C2</td>\n",
       "      <td>780А-C2</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.994595</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413038</th>\n",
       "      <td>2021-07-17</td>\n",
       "      <td>89</td>\n",
       "      <td>361.0</td>\n",
       "      <td>2660.0</td>\n",
       "      <td>780А</td>\n",
       "      <td>C2</td>\n",
       "      <td>780А-C2</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.975676</td>\n",
       "      <td>5</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413039</th>\n",
       "      <td>2021-07-19</td>\n",
       "      <td>89</td>\n",
       "      <td>362.0</td>\n",
       "      <td>2800.0</td>\n",
       "      <td>780А</td>\n",
       "      <td>C2</td>\n",
       "      <td>780А-C2</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.978378</td>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413040</th>\n",
       "      <td>2021-07-22</td>\n",
       "      <td>89</td>\n",
       "      <td>368.0</td>\n",
       "      <td>2660.0</td>\n",
       "      <td>780А</td>\n",
       "      <td>C2</td>\n",
       "      <td>780А-C2</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.994595</td>\n",
       "      <td>3</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413041</th>\n",
       "      <td>2021-07-23</td>\n",
       "      <td>89</td>\n",
       "      <td>366.0</td>\n",
       "      <td>3200.0</td>\n",
       "      <td>780А</td>\n",
       "      <td>C2</td>\n",
       "      <td>780А-C2</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.989189</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>413042 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             date  days  places   price   num class      train  \\\n",
       "0      2021-04-12     1    28.0  3790.0  001А  Купе  001А-Купе   \n",
       "1      2021-04-13     1    52.0  3790.0  001А  Купе  001А-Купе   \n",
       "2      2021-04-14     1    91.0  2510.0  001А  Купе  001А-Купе   \n",
       "3      2021-04-15     1    73.0  2510.0  001А  Купе  001А-Купе   \n",
       "4      2021-04-16     1    48.0  2510.0  001А  Купе  001А-Купе   \n",
       "...           ...   ...     ...     ...   ...   ...        ...   \n",
       "413037 2021-07-16    89   368.0  3200.0  780А    C2    780А-C2   \n",
       "413038 2021-07-17    89   361.0  2660.0  780А    C2    780А-C2   \n",
       "413039 2021-07-19    89   362.0  2800.0  780А    C2    780А-C2   \n",
       "413040 2021-07-22    89   368.0  2660.0  780А    C2    780А-C2   \n",
       "413041 2021-07-23    89   366.0  3200.0  780А    C2    780А-C2   \n",
       "\n",
       "        departure_hour  arrival_hour  places_frac  weekday   day_name  \n",
       "0            23.916667      7.916667     0.200000        0     Monday  \n",
       "1            23.916667      7.916667     0.371429        1    Tuesday  \n",
       "2            23.916667      7.916667     0.650000        2  Wednesday  \n",
       "3            23.916667      7.916667     0.521429        3   Thursday  \n",
       "4            23.916667      7.916667     0.342857        4     Friday  \n",
       "...                ...           ...          ...      ...        ...  \n",
       "413037       21.000000      0.583333     0.994595        4     Friday  \n",
       "413038       21.000000      0.583333     0.975676        5   Saturday  \n",
       "413039       21.000000      0.583333     0.978378        0     Monday  \n",
       "413040       21.000000      0.583333     0.994595        3   Thursday  \n",
       "413041       21.000000      0.583333     0.989189        4     Friday  \n",
       "\n",
       "[413042 rows x 12 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "folder=r'Datasets/data.zip'\n",
    "data = pd.read_csv(folder, parse_dates=['date'], encoding='utf-8')\n",
    "data['weekday'] = data['date'].dt.weekday\n",
    "data['day_name'] = data['date'].dt.day_name()\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5dbb35a-d930-4038-9588-46f72f79d764",
   "metadata": {},
   "source": [
    "## New data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dc9f5fdf-0d03-4a3b-8d86-5c2db60a72fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 2.08 s\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>days</th>\n",
       "      <th>date</th>\n",
       "      <th>num</th>\n",
       "      <th>departure_hour</th>\n",
       "      <th>arrival_hour</th>\n",
       "      <th>class</th>\n",
       "      <th>price</th>\n",
       "      <th>places</th>\n",
       "      <th>train</th>\n",
       "      <th>weekday</th>\n",
       "      <th>day_name</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>002А</td>\n",
       "      <td>7.55</td>\n",
       "      <td>23.55</td>\n",
       "      <td>Купе</td>\n",
       "      <td>4682.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>002А-Купе</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>006А</td>\n",
       "      <td>6.30</td>\n",
       "      <td>22.50</td>\n",
       "      <td>СВ</td>\n",
       "      <td>4655.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>006А-СВ</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>780А</td>\n",
       "      <td>0.35</td>\n",
       "      <td>21.00</td>\n",
       "      <td>C1</td>\n",
       "      <td>7910.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>780А-C1</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>780А</td>\n",
       "      <td>0.35</td>\n",
       "      <td>21.00</td>\n",
       "      <td>B2</td>\n",
       "      <td>3990.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>780А-B2</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>780А</td>\n",
       "      <td>0.35</td>\n",
       "      <td>21.00</td>\n",
       "      <td>C2</td>\n",
       "      <td>3486.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>780А-C2</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</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",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119931</th>\n",
       "      <td>89</td>\n",
       "      <td>2022-01-28</td>\n",
       "      <td>701Н</td>\n",
       "      <td>11.37</td>\n",
       "      <td>7.45</td>\n",
       "      <td>СВ</td>\n",
       "      <td>3962.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>701Н-СВ</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119932</th>\n",
       "      <td>89</td>\n",
       "      <td>2022-01-28</td>\n",
       "      <td>701Н</td>\n",
       "      <td>11.37</td>\n",
       "      <td>7.45</td>\n",
       "      <td>Сидячий</td>\n",
       "      <td>1333.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>701Н-Сидячий</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119933</th>\n",
       "      <td>89</td>\n",
       "      <td>2022-01-28</td>\n",
       "      <td>775А</td>\n",
       "      <td>1.03</td>\n",
       "      <td>17.00</td>\n",
       "      <td>B1</td>\n",
       "      <td>20851.3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>775А-B1</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119934</th>\n",
       "      <td>89</td>\n",
       "      <td>2022-01-28</td>\n",
       "      <td>775А</td>\n",
       "      <td>1.03</td>\n",
       "      <td>17.00</td>\n",
       "      <td>C1</td>\n",
       "      <td>9503.3</td>\n",
       "      <td>20.0</td>\n",
       "      <td>775А-C1</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119935</th>\n",
       "      <td>89</td>\n",
       "      <td>2022-01-28</td>\n",
       "      <td>775А</td>\n",
       "      <td>1.03</td>\n",
       "      <td>17.00</td>\n",
       "      <td>C2</td>\n",
       "      <td>3848.7</td>\n",
       "      <td>370.0</td>\n",
       "      <td>775А-C2</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1079306 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         days       date   num  departure_hour  arrival_hour    class  \\\n",
       "0           1 2021-06-02  002А            7.55         23.55     Купе   \n",
       "1           1 2021-06-02  006А            6.30         22.50       СВ   \n",
       "2           1 2021-06-02  780А            0.35         21.00       C1   \n",
       "3           1 2021-06-02  780А            0.35         21.00       B2   \n",
       "4           1 2021-06-02  780А            0.35         21.00       C2   \n",
       "...       ...        ...   ...             ...           ...      ...   \n",
       "1119931    89 2022-01-28  701Н           11.37          7.45       СВ   \n",
       "1119932    89 2022-01-28  701Н           11.37          7.45  Сидячий   \n",
       "1119933    89 2022-01-28  775А            1.03         17.00       B1   \n",
       "1119934    89 2022-01-28  775А            1.03         17.00       C1   \n",
       "1119935    89 2022-01-28  775А            1.03         17.00       C2   \n",
       "\n",
       "           price  places         train  weekday   day_name  \n",
       "0         4682.0    66.0     002А-Купе        2  Wednesday  \n",
       "1         4655.0    15.0       006А-СВ        2  Wednesday  \n",
       "2         7910.0     3.0       780А-C1        2  Wednesday  \n",
       "3         3990.0    14.0       780А-B2        2  Wednesday  \n",
       "4         3486.0   145.0       780А-C2        2  Wednesday  \n",
       "...          ...     ...           ...      ...        ...  \n",
       "1119931   3962.0    42.0       701Н-СВ        4     Friday  \n",
       "1119932   1333.0   351.0  701Н-Сидячий        4     Friday  \n",
       "1119933  20851.3    15.0       775А-B1        4     Friday  \n",
       "1119934   9503.3    20.0       775А-C1        4     Friday  \n",
       "1119935   3848.7   370.0       775А-C2        4     Friday  \n",
       "\n",
       "[1079306 rows x 11 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "folder=r'Datasets/new_data.zip'\n",
    "\n",
    "new_data = pd.read_csv(folder, parse_dates=['date'], index_col=[0], encoding='utf-8')\n",
    "\n",
    "new_data['weekday'] = new_data['date'].dt.weekday\n",
    "new_data['day_name'] = new_data['date'].dt.day_name()\n",
    "new_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8ac84c2-ea05-4fea-a5a4-579da67ebbf8",
   "metadata": {},
   "source": [
    "## All data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e0844850-baf9-45df-8435-de1ac6461d60",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.concat([data, new_data.query('date>\"2021-07-23\"')], ignore_index=True)\n",
    "weekdays = data[['weekday', 'day_name']].drop_duplicates().sort_values(by='weekday')\\\n",
    "    .set_index('weekday')['day_name'].to_dict()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d62811f6-fbee-44ac-bde2-416bae82ae19",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Demand and prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "98bea6cb-d78c-45ec-a716-d9ae54a840b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-04-12 00:00:00\n",
      "2022-03-17 00:00:00\n"
     ]
    }
   ],
   "source": [
    "uniq_train_num=data['num'].unique()\n",
    "wk_days_mask=['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
    "places = data.pivot_table(index=['num', 'day_name', 'date', 'class'], columns='days', values='places')\n",
    "train_name='752А'\n",
    "wk_day='Friday'\n",
    "places.loc[train_name].loc[wk_day, :14].head()\n",
    "print(data.date.min())\n",
    "print(data.date.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3b9446d2-b662-4560-83e3-6e0c405bba67",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(r'Experiments\\Surrogate modeling\\Data\\uniq_train_num.data', 'wb') as f:\n",
    "    pickle.dump(uniq_train_num, f)\n",
    "    \n",
    "with open(r'Experiments\\Surrogate modeling\\Data\\wk_days_mask.data', 'wb') as f:\n",
    "    pickle.dump(wk_days_mask, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7f49683e-0093-4b8c-bc47-d476b7f9ddfc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 1.12 s\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>days</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>class</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">2021-04-16</th>\n",
       "      <th>B1</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B2</th>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C1</th>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C2</th>\n",
       "      <td>79.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-23</th>\n",
       "      <th>B1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "days                2     3     4     5     6    7     8     9    10   11  \\\n",
       "date       class                                                            \n",
       "2021-04-16 B1      4.0   2.0   0.0   2.0   0.0  0.0   3.0   2.0  0.0  0.0   \n",
       "           B2     16.0  16.0   4.0   0.0   0.0  2.0   2.0   0.0  2.0  0.0   \n",
       "           C1      9.0   4.0   0.0   0.0   0.0  1.0   2.0   0.0  1.0  0.0   \n",
       "           C2     79.0  49.0  33.0  22.0  19.0  5.0  21.0  22.0  9.0  2.0   \n",
       "2021-04-23 B1      0.0   NaN   NaN   0.0   0.0  2.0   0.0   1.0  0.0  NaN   \n",
       "\n",
       "days               12   13   14  \n",
       "date       class                 \n",
       "2021-04-16 B1     0.0  0.0  0.0  \n",
       "           B2     0.0  1.0  2.0  \n",
       "           C1     0.0  0.0  1.0  \n",
       "           C2     8.0  5.0  9.0  \n",
       "2021-04-23 B1     0.0  0.0  1.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "demand=(places-places.shift(axis=1))\n",
    "demand[demand<0.]=np.nan\n",
    "demand=demand.drop(columns=1, axis=0)\n",
    "prices = data.pivot_table(index=['num', 'day_name', 'date', 'class'], columns='days', values='price')\n",
    "prices_cons=prices.copy()\n",
    "prices=prices.drop(columns=1, axis=0)\n",
    "demand.loc[train_name].loc[wk_day, :14].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "53581aaf-83cf-4927-8384-119cbba7dea3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 1.44 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2232x1584 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "days=np.arange(2, 15)\n",
    "folder='Experiments/Surrogate modeling/Figure/'\n",
    "plots.scatter_plot(prices.loc[train_name].loc[wk_day], demand.loc[train_name].loc[wk_day], days, train_name+' '+wk_day, 'original PED', save=True, folder=folder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b395c427-4ba3-4718-be9f-9f8d3c4f69b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "prices.to_csv('Experiments\\Surrogate modeling\\Data\\prices.csv')\n",
    "demand.to_csv('Experiments\\Surrogate modeling\\Data\\demand.csv')\n",
    "places.to_csv('Experiments\\Surrogate modeling\\Data\\places.csv')\n",
    "prices_cons.to_csv('Experiments\\Surrogate modeling\\Data\\prices_cons.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d70441b5-8325-4a40-a674-e06f918e5104",
   "metadata": {},
   "source": [
    "## Removing duplicates and averaging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "57d52fc8-506d-40ff-b6a5-24fc68318f00",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 21min 35s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "mean_prices=pd.DataFrame(data=np.nan, columns=prices.columns, index=prices.index, dtype=\"float\")\n",
    "mean_demand=pd.DataFrame(data=np.nan, columns=demand.columns, index=demand.index, dtype=\"float\")\n",
    "for num in uniq_train_num:\n",
    "    for wk_day in wk_days_mask:\n",
    "        for day in demand.columns:\n",
    "            pr_dem_piv=processing.mean_duplicate_prices(prices.loc[num].loc[wk_day][day], \n",
    "                                             demand.loc[num].loc[wk_day][day])\n",
    "            \n",
    "            flat_pr_dem_piv=processing.flat_grouped_classes(pr_dem_piv)\n",
    "            \n",
    "            mean_prices.loc[num, wk_day].T.loc[day]=flat_pr_dem_piv.set_index(['date', 'class'])['prices']\n",
    "            mean_demand.loc[num, wk_day].T.loc[day]=flat_pr_dem_piv.set_index(['date', 'class'])['demand']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9ea8aed1-44e5-41cb-862d-5cead638048e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2232x1584 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "days=np.arange(2, 15)\n",
    "train_name='752А'\n",
    "wk_day='Friday'\n",
    "folder='Experiments/Surrogate modeling/Figure/'\n",
    "plots.scatter_plot(mean_prices.loc[train_name].loc[wk_day], mean_demand.loc[train_name].loc[wk_day], days, train_name+' '+wk_day, 'processed PED', save=True, folder=folder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8bb3e66f-bb54-4740-a824-988b21445add",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_prices.to_csv('Experiments\\Surrogate modeling\\Data\\mean_prices.csv')\n",
    "mean_demand.to_csv('Experiments\\Surrogate modeling\\Data\\mean_demand.csv')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TensorFlow-GPU",
   "language": "python",
   "name": "tf-gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}