{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\elikl\\Documents\\Uni\\yr3\\ML for industry\\utrecht-pollution-prediction\\.venv\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "from src.predict import get_data_and_predictions\n",
    "from src.data_api_calls import get_combined_data\n",
    "from src.past_data_api_calls import get_past_combined_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data is already up to date.\n",
      "Data is already up to date.\n",
      "Number of rows with missing values dropped: 7\n",
      "Data is already up to date.\n",
      "Number of rows with missing values dropped: 7\n"
     ]
    }
   ],
   "source": [
    "week_data, predictions_O3, predictions_NO2 = get_data_and_predictions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
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       "        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>NO2</th>\n",
       "      <th>O3</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>mean_temp</th>\n",
       "      <th>global_radiation</th>\n",
       "      <th>percipitation</th>\n",
       "      <th>pressure</th>\n",
       "      <th>minimum_visibility</th>\n",
       "      <th>humidity</th>\n",
       "      <th>weekday</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2024-10-17</td>\n",
       "      <td>22.804605</td>\n",
       "      <td>22.769160</td>\n",
       "      <td>51</td>\n",
       "      <td>169</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "      <td>10100</td>\n",
       "      <td>371</td>\n",
       "      <td>86</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2024-10-18</td>\n",
       "      <td>23.268500</td>\n",
       "      <td>23.307332</td>\n",
       "      <td>21</td>\n",
       "      <td>155</td>\n",
       "      <td>42</td>\n",
       "      <td>39</td>\n",
       "      <td>10140</td>\n",
       "      <td>45</td>\n",
       "      <td>97</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2024-10-19</td>\n",
       "      <td>23.910064</td>\n",
       "      <td>23.171714</td>\n",
       "      <td>41</td>\n",
       "      <td>147</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>10141</td>\n",
       "      <td>228</td>\n",
       "      <td>89</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2024-10-20</td>\n",
       "      <td>22.573238</td>\n",
       "      <td>23.537845</td>\n",
       "      <td>81</td>\n",
       "      <td>155</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>10160</td>\n",
       "      <td>415</td>\n",
       "      <td>83</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2024-10-21</td>\n",
       "      <td>21.145700</td>\n",
       "      <td>24.020696</td>\n",
       "      <td>58</td>\n",
       "      <td>144</td>\n",
       "      <td>27</td>\n",
       "      <td>43</td>\n",
       "      <td>10206</td>\n",
       "      <td>220</td>\n",
       "      <td>92</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2024-10-22</td>\n",
       "      <td>21.776580</td>\n",
       "      <td>23.335886</td>\n",
       "      <td>53</td>\n",
       "      <td>114</td>\n",
       "      <td>57</td>\n",
       "      <td>49</td>\n",
       "      <td>10269</td>\n",
       "      <td>226</td>\n",
       "      <td>92</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2024-10-23</td>\n",
       "      <td>21.974794</td>\n",
       "      <td>22.214689</td>\n",
       "      <td>36</td>\n",
       "      <td>112</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>10328</td>\n",
       "      <td>65</td>\n",
       "      <td>97</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2024-10-24</td>\n",
       "      <td>25.512568</td>\n",
       "      <td>20.913710</td>\n",
       "      <td>56</td>\n",
       "      <td>104</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>10247</td>\n",
       "      <td>130</td>\n",
       "      <td>94</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date        NO2         O3  wind_speed  mean_temp  global_radiation  \\\n",
       "0 2024-10-17  22.804605  22.769160          51        169                43   \n",
       "1 2024-10-18  23.268500  23.307332          21        155                42   \n",
       "2 2024-10-19  23.910064  23.171714          41        147                43   \n",
       "3 2024-10-20  22.573238  23.537845          81        155                 0   \n",
       "4 2024-10-21  21.145700  24.020696          58        144                27   \n",
       "5 2024-10-22  21.776580  23.335886          53        114                57   \n",
       "6 2024-10-23  21.974794  22.214689          36        112                12   \n",
       "7 2024-10-24  25.512568  20.913710          56        104                62   \n",
       "\n",
       "   percipitation  pressure  minimum_visibility  humidity    weekday  \n",
       "0              6     10100                 371        86   Thursday  \n",
       "1             39     10140                  45        97     Friday  \n",
       "2             16     10141                 228        89   Saturday  \n",
       "3              5     10160                 415        83     Sunday  \n",
       "4             43     10206                 220        92     Monday  \n",
       "5             49     10269                 226        92    Tuesday  \n",
       "6              0     10328                  65        97  Wednesday  \n",
       "7              0     10247                 130        94   Thursday  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "week_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[10.33808859, 16.00098432, 19.64377496]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions_O3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[25.68519992, 25.76030745, 31.21057679]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions_NO2"
   ]
  }
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