kavicastelo/air_quality_statistical_analysis.ipynb

## air_quality_statistical_analysis.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ec165cce-b2f6-4bd4-8d6c-c74a29307c8e",
   "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>timestamp</th>\n",
       "      <th>location</th>\n",
       "      <th>pm25</th>\n",
       "      <th>pm10</th>\n",
       "      <th>co2</th>\n",
       "      <th>ozone</th>\n",
       "      <th>no2</th>\n",
       "      <th>airTemperature</th>\n",
       "      <th>airHumidity</th>\n",
       "      <th>airWind_speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-12-22 19:15:14</td>\n",
       "      <td>CentralPark</td>\n",
       "      <td>56.937122</td>\n",
       "      <td>58.256173</td>\n",
       "      <td>59.507915</td>\n",
       "      <td>57.451434</td>\n",
       "      <td>58.132549</td>\n",
       "      <td>23.937152</td>\n",
       "      <td>19.261886</td>\n",
       "      <td>3.936565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-12-22 19:15:14</td>\n",
       "      <td>Downtown</td>\n",
       "      <td>55.802381</td>\n",
       "      <td>55.699083</td>\n",
       "      <td>59.793537</td>\n",
       "      <td>55.798908</td>\n",
       "      <td>56.459013</td>\n",
       "      <td>28.381143</td>\n",
       "      <td>17.958847</td>\n",
       "      <td>5.198420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-12-22 19:15:14</td>\n",
       "      <td>SuburbA</td>\n",
       "      <td>48.342219</td>\n",
       "      <td>51.706930</td>\n",
       "      <td>50.630753</td>\n",
       "      <td>49.466358</td>\n",
       "      <td>50.628627</td>\n",
       "      <td>25.463062</td>\n",
       "      <td>18.993615</td>\n",
       "      <td>3.469122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-12-22 19:15:14</td>\n",
       "      <td>SuburbB</td>\n",
       "      <td>45.154162</td>\n",
       "      <td>47.674128</td>\n",
       "      <td>44.358092</td>\n",
       "      <td>45.689212</td>\n",
       "      <td>46.132767</td>\n",
       "      <td>23.790006</td>\n",
       "      <td>16.455253</td>\n",
       "      <td>5.937232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-12-22 19:30:14</td>\n",
       "      <td>CentralPark</td>\n",
       "      <td>51.916759</td>\n",
       "      <td>50.555753</td>\n",
       "      <td>50.476874</td>\n",
       "      <td>51.408963</td>\n",
       "      <td>49.809907</td>\n",
       "      <td>22.087695</td>\n",
       "      <td>16.574364</td>\n",
       "      <td>3.504491</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>2023-12-23 19:00:14</td>\n",
       "      <td>SuburbB</td>\n",
       "      <td>56.369079</td>\n",
       "      <td>56.283804</td>\n",
       "      <td>58.039640</td>\n",
       "      <td>54.973083</td>\n",
       "      <td>56.216705</td>\n",
       "      <td>23.665422</td>\n",
       "      <td>19.126230</td>\n",
       "      <td>6.471419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>2023-12-23 19:15:14</td>\n",
       "      <td>CentralPark</td>\n",
       "      <td>51.797094</td>\n",
       "      <td>50.872165</td>\n",
       "      <td>53.432815</td>\n",
       "      <td>50.889701</td>\n",
       "      <td>52.022650</td>\n",
       "      <td>25.708286</td>\n",
       "      <td>17.161018</td>\n",
       "      <td>4.860915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>2023-12-23 19:15:14</td>\n",
       "      <td>Downtown</td>\n",
       "      <td>60.706170</td>\n",
       "      <td>59.341955</td>\n",
       "      <td>62.847559</td>\n",
       "      <td>58.770307</td>\n",
       "      <td>61.160428</td>\n",
       "      <td>28.483736</td>\n",
       "      <td>17.304752</td>\n",
       "      <td>4.216504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>2023-12-23 19:15:14</td>\n",
       "      <td>SuburbA</td>\n",
       "      <td>48.003657</td>\n",
       "      <td>47.417810</td>\n",
       "      <td>45.474666</td>\n",
       "      <td>46.323967</td>\n",
       "      <td>48.137055</td>\n",
       "      <td>26.953249</td>\n",
       "      <td>15.914091</td>\n",
       "      <td>3.447939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>2023-12-23 19:15:14</td>\n",
       "      <td>SuburbB</td>\n",
       "      <td>57.564394</td>\n",
       "      <td>56.734893</td>\n",
       "      <td>54.651272</td>\n",
       "      <td>57.088654</td>\n",
       "      <td>58.117835</td>\n",
       "      <td>27.769226</td>\n",
       "      <td>17.507130</td>\n",
       "      <td>6.264261</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>388 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               timestamp     location       pm25       pm10        co2  \\\n",
       "0    2023-12-22 19:15:14  CentralPark  56.937122  58.256173  59.507915   \n",
       "1    2023-12-22 19:15:14     Downtown  55.802381  55.699083  59.793537   \n",
       "2    2023-12-22 19:15:14      SuburbA  48.342219  51.706930  50.630753   \n",
       "3    2023-12-22 19:15:14      SuburbB  45.154162  47.674128  44.358092   \n",
       "4    2023-12-22 19:30:14  CentralPark  51.916759  50.555753  50.476874   \n",
       "..                   ...          ...        ...        ...        ...   \n",
       "383  2023-12-23 19:00:14      SuburbB  56.369079  56.283804  58.039640   \n",
       "384  2023-12-23 19:15:14  CentralPark  51.797094  50.872165  53.432815   \n",
       "385  2023-12-23 19:15:14     Downtown  60.706170  59.341955  62.847559   \n",
       "386  2023-12-23 19:15:14      SuburbA  48.003657  47.417810  45.474666   \n",
       "387  2023-12-23 19:15:14      SuburbB  57.564394  56.734893  54.651272   \n",
       "\n",
       "         ozone        no2  airTemperature  airHumidity  airWind_speed  \n",
       "0    57.451434  58.132549       23.937152    19.261886       3.936565  \n",
       "1    55.798908  56.459013       28.381143    17.958847       5.198420  \n",
       "2    49.466358  50.628627       25.463062    18.993615       3.469122  \n",
       "3    45.689212  46.132767       23.790006    16.455253       5.937232  \n",
       "4    51.408963  49.809907       22.087695    16.574364       3.504491  \n",
       "..         ...        ...             ...          ...            ...  \n",
       "383  54.973083  56.216705       23.665422    19.126230       6.471419  \n",
       "384  50.889701  52.022650       25.708286    17.161018       4.860915  \n",
       "385  58.770307  61.160428       28.483736    17.304752       4.216504  \n",
       "386  46.323967  48.137055       26.953249    15.914091       3.447939  \n",
       "387  57.088654  58.117835       27.769226    17.507130       6.264261  \n",
       "\n",
       "[388 rows x 10 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "\n",
    "dataframe = pd.read_csv('improved_air_quality_data.csv')\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e996957-dcc0-4254-91c6-1845fc01bda0",
   "metadata": {},
   "source": [
    "I need to drop the 0th index in next step because we don't need timestamp for statistical analysis part"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9b7658b2-95fb-4816-a6b8-7a11aa9b45cd",
   "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>location</th>\n",
       "      <th>pm25</th>\n",
       "      <th>pm10</th>\n",
       "      <th>co2</th>\n",
       "      <th>ozone</th>\n",
       "      <th>no2</th>\n",
       "      <th>airTemperature</th>\n",
       "      <th>airHumidity</th>\n",
       "      <th>airWind_speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CentralPark</td>\n",
       "      <td>56.937122</td>\n",
       "      <td>58.256173</td>\n",
       "      <td>59.507915</td>\n",
       "      <td>57.451434</td>\n",
       "      <td>58.132549</td>\n",
       "      <td>23.937152</td>\n",
       "      <td>19.261886</td>\n",
       "      <td>3.936565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Downtown</td>\n",
       "      <td>55.802381</td>\n",
       "      <td>55.699083</td>\n",
       "      <td>59.793537</td>\n",
       "      <td>55.798908</td>\n",
       "      <td>56.459013</td>\n",
       "      <td>28.381143</td>\n",
       "      <td>17.958847</td>\n",
       "      <td>5.198420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SuburbA</td>\n",
       "      <td>48.342219</td>\n",
       "      <td>51.706930</td>\n",
       "      <td>50.630753</td>\n",
       "      <td>49.466358</td>\n",
       "      <td>50.628627</td>\n",
       "      <td>25.463062</td>\n",
       "      <td>18.993615</td>\n",
       "      <td>3.469122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SuburbB</td>\n",
       "      <td>45.154162</td>\n",
       "      <td>47.674128</td>\n",
       "      <td>44.358092</td>\n",
       "      <td>45.689212</td>\n",
       "      <td>46.132767</td>\n",
       "      <td>23.790006</td>\n",
       "      <td>16.455253</td>\n",
       "      <td>5.937232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CentralPark</td>\n",
       "      <td>51.916759</td>\n",
       "      <td>50.555753</td>\n",
       "      <td>50.476874</td>\n",
       "      <td>51.408963</td>\n",
       "      <td>49.809907</td>\n",
       "      <td>22.087695</td>\n",
       "      <td>16.574364</td>\n",
       "      <td>3.504491</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>SuburbB</td>\n",
       "      <td>56.369079</td>\n",
       "      <td>56.283804</td>\n",
       "      <td>58.039640</td>\n",
       "      <td>54.973083</td>\n",
       "      <td>56.216705</td>\n",
       "      <td>23.665422</td>\n",
       "      <td>19.126230</td>\n",
       "      <td>6.471419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>CentralPark</td>\n",
       "      <td>51.797094</td>\n",
       "      <td>50.872165</td>\n",
       "      <td>53.432815</td>\n",
       "      <td>50.889701</td>\n",
       "      <td>52.022650</td>\n",
       "      <td>25.708286</td>\n",
       "      <td>17.161018</td>\n",
       "      <td>4.860915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Downtown</td>\n",
       "      <td>60.706170</td>\n",
       "      <td>59.341955</td>\n",
       "      <td>62.847559</td>\n",
       "      <td>58.770307</td>\n",
       "      <td>61.160428</td>\n",
       "      <td>28.483736</td>\n",
       "      <td>17.304752</td>\n",
       "      <td>4.216504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>SuburbA</td>\n",
       "      <td>48.003657</td>\n",
       "      <td>47.417810</td>\n",
       "      <td>45.474666</td>\n",
       "      <td>46.323967</td>\n",
       "      <td>48.137055</td>\n",
       "      <td>26.953249</td>\n",
       "      <td>15.914091</td>\n",
       "      <td>3.447939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>SuburbB</td>\n",
       "      <td>57.564394</td>\n",
       "      <td>56.734893</td>\n",
       "      <td>54.651272</td>\n",
       "      <td>57.088654</td>\n",
       "      <td>58.117835</td>\n",
       "      <td>27.769226</td>\n",
       "      <td>17.507130</td>\n",
       "      <td>6.264261</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>388 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        location       pm25       pm10        co2      ozone        no2  \\\n",
       "0    CentralPark  56.937122  58.256173  59.507915  57.451434  58.132549   \n",
       "1       Downtown  55.802381  55.699083  59.793537  55.798908  56.459013   \n",
       "2        SuburbA  48.342219  51.706930  50.630753  49.466358  50.628627   \n",
       "3        SuburbB  45.154162  47.674128  44.358092  45.689212  46.132767   \n",
       "4    CentralPark  51.916759  50.555753  50.476874  51.408963  49.809907   \n",
       "..           ...        ...        ...        ...        ...        ...   \n",
       "383      SuburbB  56.369079  56.283804  58.039640  54.973083  56.216705   \n",
       "384  CentralPark  51.797094  50.872165  53.432815  50.889701  52.022650   \n",
       "385     Downtown  60.706170  59.341955  62.847559  58.770307  61.160428   \n",
       "386      SuburbA  48.003657  47.417810  45.474666  46.323967  48.137055   \n",
       "387      SuburbB  57.564394  56.734893  54.651272  57.088654  58.117835   \n",
       "\n",
       "     airTemperature  airHumidity  airWind_speed  \n",
       "0         23.937152    19.261886       3.936565  \n",
       "1         28.381143    17.958847       5.198420  \n",
       "2         25.463062    18.993615       3.469122  \n",
       "3         23.790006    16.455253       5.937232  \n",
       "4         22.087695    16.574364       3.504491  \n",
       "..              ...          ...            ...  \n",
       "383       23.665422    19.126230       6.471419  \n",
       "384       25.708286    17.161018       4.860915  \n",
       "385       28.483736    17.304752       4.216504  \n",
       "386       26.953249    15.914091       3.447939  \n",
       "387       27.769226    17.507130       6.264261  \n",
       "\n",
       "[388 rows x 9 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = dataframe.drop(['timestamp'], axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a376c93-8e78-4d27-bf85-836d26cf7395",
   "metadata": {},
   "source": [
    "check data info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "040d5e07-403b-40be-9f7d-2f325d485d74",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 9 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   location        388 non-null    object \n",
      " 1   pm25            388 non-null    float64\n",
      " 2   pm10            388 non-null    float64\n",
      " 3   co2             388 non-null    float64\n",
      " 4   ozone           388 non-null    float64\n",
      " 5   no2             388 non-null    float64\n",
      " 6   airTemperature  388 non-null    float64\n",
      " 7   airHumidity     388 non-null    float64\n",
      " 8   airWind_speed   388 non-null    float64\n",
      "dtypes: float64(8), object(1)\n",
      "memory usage: 27.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9df855f8-fd52-4943-b88f-89c639915aa0",
   "metadata": {},
   "source": [
    "according to `df.info` I see location is a object value and other factors are float type. also data set haven't missing values in any column."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62238696-4263-472d-9d73-bee6c70bc97f",
   "metadata": {},
   "source": [
    "next step is find duplications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "1b20bd39-9ab7-49f3-b446-c333a5d62de7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "location            4\n",
       "pm25              388\n",
       "pm10              388\n",
       "co2               388\n",
       "ozone             388\n",
       "no2               388\n",
       "airTemperature    388\n",
       "airHumidity       388\n",
       "airWind_speed     388\n",
       "dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c3faedc-a29b-4938-bc27-7c624ddd2971",
   "metadata": {},
   "source": [
    "`df.nunique()` helps to find several unique values in a dataset. So we can see this dataset's all values are unique and no duplicates without location object. it has only 4 unique values."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f146f5c9-fe5a-4e03-981f-d559bd19331d",
   "metadata": {},
   "source": [
    "according to above methods we know this dataset haven't any missing value. but we can confirm it using `df.isnull().sum()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d3d32297-3832-4d66-a9ab-8fc8c8cafa48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "location          0\n",
       "pm25              0\n",
       "pm10              0\n",
       "co2               0\n",
       "ozone             0\n",
       "no2               0\n",
       "airTemperature    0\n",
       "airHumidity       0\n",
       "airWind_speed     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b065a12f-6e87-4a93-bcca-025f246be322",
   "metadata": {},
   "source": [
    "Then we can describe the dataset. this helps to find important parameters for statistical analysis(mean, median, mode, etc.)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "e04ee079-fe76-4f7d-98ce-29bb4708ee50",
   "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>pm25</th>\n",
       "      <td>388.0</td>\n",
       "      <td>45.081655</td>\n",
       "      <td>6.009964</td>\n",
       "      <td>33.774309</td>\n",
       "      <td>40.594079</td>\n",
       "      <td>44.117782</td>\n",
       "      <td>47.613335</td>\n",
       "      <td>62.093046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pm10</th>\n",
       "      <td>388.0</td>\n",
       "      <td>45.128611</td>\n",
       "      <td>5.898592</td>\n",
       "      <td>33.646015</td>\n",
       "      <td>40.750232</td>\n",
       "      <td>44.114565</td>\n",
       "      <td>48.050496</td>\n",
       "      <td>62.991062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>co2</th>\n",
       "      <td>388.0</td>\n",
       "      <td>45.191174</td>\n",
       "      <td>6.175073</td>\n",
       "      <td>33.597468</td>\n",
       "      <td>40.958773</td>\n",
       "      <td>44.041909</td>\n",
       "      <td>48.288234</td>\n",
       "      <td>64.238926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ozone</th>\n",
       "      <td>388.0</td>\n",
       "      <td>45.141878</td>\n",
       "      <td>6.012373</td>\n",
       "      <td>33.668135</td>\n",
       "      <td>40.732014</td>\n",
       "      <td>44.037476</td>\n",
       "      <td>48.108686</td>\n",
       "      <td>62.360966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>no2</th>\n",
       "      <td>388.0</td>\n",
       "      <td>45.146265</td>\n",
       "      <td>5.927822</td>\n",
       "      <td>35.424629</td>\n",
       "      <td>40.602353</td>\n",
       "      <td>43.987174</td>\n",
       "      <td>47.998269</td>\n",
       "      <td>62.358373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airTemperature</th>\n",
       "      <td>388.0</td>\n",
       "      <td>25.032241</td>\n",
       "      <td>2.823273</td>\n",
       "      <td>20.059559</td>\n",
       "      <td>22.635030</td>\n",
       "      <td>25.103664</td>\n",
       "      <td>27.394748</td>\n",
       "      <td>29.999842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airHumidity</th>\n",
       "      <td>388.0</td>\n",
       "      <td>17.530050</td>\n",
       "      <td>1.418819</td>\n",
       "      <td>15.003734</td>\n",
       "      <td>16.286963</td>\n",
       "      <td>17.635765</td>\n",
       "      <td>18.766259</td>\n",
       "      <td>19.957869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airWind_speed</th>\n",
       "      <td>388.0</td>\n",
       "      <td>5.438981</td>\n",
       "      <td>1.460873</td>\n",
       "      <td>3.000744</td>\n",
       "      <td>4.116317</td>\n",
       "      <td>5.509404</td>\n",
       "      <td>6.706792</td>\n",
       "      <td>7.986438</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                count       mean       std        min        25%        50%  \\\n",
       "pm25            388.0  45.081655  6.009964  33.774309  40.594079  44.117782   \n",
       "pm10            388.0  45.128611  5.898592  33.646015  40.750232  44.114565   \n",
       "co2             388.0  45.191174  6.175073  33.597468  40.958773  44.041909   \n",
       "ozone           388.0  45.141878  6.012373  33.668135  40.732014  44.037476   \n",
       "no2             388.0  45.146265  5.927822  35.424629  40.602353  43.987174   \n",
       "airTemperature  388.0  25.032241  2.823273  20.059559  22.635030  25.103664   \n",
       "airHumidity     388.0  17.530050  1.418819  15.003734  16.286963  17.635765   \n",
       "airWind_speed   388.0   5.438981  1.460873   3.000744   4.116317   5.509404   \n",
       "\n",
       "                      75%        max  \n",
       "pm25            47.613335  62.093046  \n",
       "pm10            48.050496  62.991062  \n",
       "co2             48.288234  64.238926  \n",
       "ozone           48.108686  62.360966  \n",
       "no2             47.998269  62.358373  \n",
       "airTemperature  27.394748  29.999842  \n",
       "airHumidity     18.766259  19.957869  \n",
       "airWind_speed    6.706792   7.986438  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "512ffe1a-d250-4258-b3a3-364554be5e50",
   "metadata": {},
   "source": [
    "we can use `data.describe(include='all').T` also this way to get statistical summary. in this case we won't use this way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "b468f629-821b-4a0d-9209-86293ef880ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Categorical Variables:\n",
      "Index(['location'], dtype='object')\n",
      "Numerical Variables:\n",
      "['pm25', 'pm10', 'co2', 'ozone', 'no2', 'airTemperature', 'airHumidity', 'airWind_speed']\n"
     ]
    }
   ],
   "source": [
    "cat_cols=df.select_dtypes(include=['object']).columns\n",
    "num_cols = df.select_dtypes(include=np.number).columns.tolist()\n",
    "print(\"Categorical Variables:\")\n",
    "print(cat_cols)\n",
    "print(\"Numerical Variables:\")\n",
    "print(num_cols)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "887fea28-a76b-4e78-ab06-71cf08309fd9",
   "metadata": {},
   "source": [
    "We can see our dataset have one object data(categorical variables) and all other columns are numerical variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "69e1f61d-084f-4667-92e5-570cab4f73e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pm25\n",
      "Skew : 0.75\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pm10\n",
      "Skew : 0.71\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "co2\n",
      "Skew : 0.79\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ozone\n",
      "Skew : 0.75\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no2\n",
      "Skew : 0.81\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "airTemperature\n",
      "Skew : -0.08\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "airHumidity\n",
      "Skew : -0.11\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "airWind_speed\n",
      "Skew : 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in num_cols:\n",
    "    print(col)\n",
    "    print('Skew :', round(df[col].skew(), 2))\n",
    "    plt.figure(figsize = (15, 4))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    df[col].hist(grid=False)\n",
    "    plt.ylabel('count')\n",
    "    plt.subplot(1, 2, 2)\n",
    "    sns.boxplot(x=df[col])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87c0d896-d20f-4d3c-8a8a-d99bcffcc4fe",
   "metadata": {},
   "source": [
    "we can see boxplots for every numerical values for our dataset in above. we can use count plots to visualize categorical variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "bc497e59-c419-44d4-aad6-55dadf026cf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize = (8, 6))\n",
    "fig.suptitle('Bar plot for location variable in the dataset')\n",
    "sns.countplot(x = 'location', data = df, color = 'blue', \n",
    "              order = df['location'].value_counts().index);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68246caf-e9f4-45f9-881b-bdb11daca5c6",
   "metadata": {},
   "source": [
    "according to above visualization of plots we can see every location has same size of data values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "d224413c-a79e-44fa-a583-4c4392941b24",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for log transformation of the column\n",
    "def log_transform(df,col):\n",
    "    for colname in col:\n",
    "        if (df[colname] == 1.0).all():\n",
    "            df[colname + '_log'] = np.log(df[colname]+1)\n",
    "        else:\n",
    "            df[colname + '_log'] = np.log(df[colname])\n",
    "    df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5786bef-e89e-4865-8f0d-06803c3f8db6",
   "metadata": {},
   "source": [
    "first we need to replace string values with integers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "8a232a1c-b2cc-4599-bf1a-29696919b0c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"location\"].replace({\"CentralPark\": 1, \"Downtown\": 2,\"SuburbA\":3,\"SuburbB\":4}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d7eef843-01d6-4e81-87ef-1ccbbe1d6d4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 9 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   location        388 non-null    int64  \n",
      " 1   pm25            388 non-null    float64\n",
      " 2   pm10            388 non-null    float64\n",
      " 3   co2             388 non-null    float64\n",
      " 4   ozone           388 non-null    float64\n",
      " 5   no2             388 non-null    float64\n",
      " 6   airTemperature  388 non-null    float64\n",
      " 7   airHumidity     388 non-null    float64\n",
      " 8   airWind_speed   388 non-null    float64\n",
      "dtypes: float64(8), int64(1)\n",
      "memory usage: 27.4 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cceb0773-23ad-4b55-8eff-f60674bcafd8",
   "metadata": {},
   "source": [
    "now location has integer values and we can use it for analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "7c6a092e-ba52-47d4-bab2-473b9c617251",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 11 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   location        388 non-null    int64  \n",
      " 1   pm25            388 non-null    float64\n",
      " 2   pm10            388 non-null    float64\n",
      " 3   co2             388 non-null    float64\n",
      " 4   ozone           388 non-null    float64\n",
      " 5   no2             388 non-null    float64\n",
      " 6   airTemperature  388 non-null    float64\n",
      " 7   airHumidity     388 non-null    float64\n",
      " 8   airWind_speed   388 non-null    float64\n",
      " 9   location_log    388 non-null    float64\n",
      " 10  pm25_log        388 non-null    float64\n",
      "dtypes: float64(10), int64(1)\n",
      "memory usage: 33.5 KB\n"
     ]
    }
   ],
   "source": [
    "log_transform(df,['location','pm25'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "94dc40a4-2ebd-4bdb-905d-69a3925c3134",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='pm25_log', ylabel='Density'>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"pm25_log\"], kde=True, stat=\"density\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d753fcc-4cd7-46e3-b684-c1c757bce3a6",
   "metadata": {},
   "source": [
    "I used `histplot` because `distplot` is deprecated in latest versions of seaborn. [check documentation](https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "109eada4-a2fb-4d78-9013-92fa1b732af7",
   "metadata": {},
   "source": [
    "according to this, we can make histograms for every variables in our dataset. using pre made function called `log_transform`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "72df492e-ea0b-44df-89f8-7a04312ae2d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 12 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   location        388 non-null    int64  \n",
      " 1   pm25            388 non-null    float64\n",
      " 2   pm10            388 non-null    float64\n",
      " 3   co2             388 non-null    float64\n",
      " 4   ozone           388 non-null    float64\n",
      " 5   no2             388 non-null    float64\n",
      " 6   airTemperature  388 non-null    float64\n",
      " 7   airHumidity     388 non-null    float64\n",
      " 8   airWind_speed   388 non-null    float64\n",
      " 9   location_log    388 non-null    float64\n",
      " 10  pm25_log        388 non-null    float64\n",
      " 11  pm10_log        388 non-null    float64\n",
      "dtypes: float64(11), int64(1)\n",
      "memory usage: 36.5 KB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 13 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   location        388 non-null    int64  \n",
      " 1   pm25            388 non-null    float64\n",
      " 2   pm10            388 non-null    float64\n",
      " 3   co2             388 non-null    float64\n",
      " 4   ozone           388 non-null    float64\n",
      " 5   no2             388 non-null    float64\n",
      " 6   airTemperature  388 non-null    float64\n",
      " 7   airHumidity     388 non-null    float64\n",
      " 8   airWind_speed   388 non-null    float64\n",
      " 9   location_log    388 non-null    float64\n",
      " 10  pm25_log        388 non-null    float64\n",
      " 11  pm10_log        388 non-null    float64\n",
      " 12  co2_log         388 non-null    float64\n",
      "dtypes: float64(12), int64(1)\n",
      "memory usage: 39.5 KB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 14 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   location        388 non-null    int64  \n",
      " 1   pm25            388 non-null    float64\n",
      " 2   pm10            388 non-null    float64\n",
      " 3   co2             388 non-null    float64\n",
      " 4   ozone           388 non-null    float64\n",
      " 5   no2             388 non-null    float64\n",
      " 6   airTemperature  388 non-null    float64\n",
      " 7   airHumidity     388 non-null    float64\n",
      " 8   airWind_speed   388 non-null    float64\n",
      " 9   location_log    388 non-null    float64\n",
      " 10  pm25_log        388 non-null    float64\n",
      " 11  pm10_log        388 non-null    float64\n",
      " 12  co2_log         388 non-null    float64\n",
      " 13  ozone_log       388 non-null    float64\n",
      "dtypes: float64(13), int64(1)\n",
      "memory usage: 42.6 KB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 15 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   location        388 non-null    int64  \n",
      " 1   pm25            388 non-null    float64\n",
      " 2   pm10            388 non-null    float64\n",
      " 3   co2             388 non-null    float64\n",
      " 4   ozone           388 non-null    float64\n",
      " 5   no2             388 non-null    float64\n",
      " 6   airTemperature  388 non-null    float64\n",
      " 7   airHumidity     388 non-null    float64\n",
      " 8   airWind_speed   388 non-null    float64\n",
      " 9   location_log    388 non-null    float64\n",
      " 10  pm25_log        388 non-null    float64\n",
      " 11  pm10_log        388 non-null    float64\n",
      " 12  co2_log         388 non-null    float64\n",
      " 13  ozone_log       388 non-null    float64\n",
      " 14  no2_log         388 non-null    float64\n",
      "dtypes: float64(14), int64(1)\n",
      "memory usage: 45.6 KB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 16 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   location            388 non-null    int64  \n",
      " 1   pm25                388 non-null    float64\n",
      " 2   pm10                388 non-null    float64\n",
      " 3   co2                 388 non-null    float64\n",
      " 4   ozone               388 non-null    float64\n",
      " 5   no2                 388 non-null    float64\n",
      " 6   airTemperature      388 non-null    float64\n",
      " 7   airHumidity         388 non-null    float64\n",
      " 8   airWind_speed       388 non-null    float64\n",
      " 9   location_log        388 non-null    float64\n",
      " 10  pm25_log            388 non-null    float64\n",
      " 11  pm10_log            388 non-null    float64\n",
      " 12  co2_log             388 non-null    float64\n",
      " 13  ozone_log           388 non-null    float64\n",
      " 14  no2_log             388 non-null    float64\n",
      " 15  airTemperature_log  388 non-null    float64\n",
      "dtypes: float64(15), int64(1)\n",
      "memory usage: 48.6 KB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 17 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   location            388 non-null    int64  \n",
      " 1   pm25                388 non-null    float64\n",
      " 2   pm10                388 non-null    float64\n",
      " 3   co2                 388 non-null    float64\n",
      " 4   ozone               388 non-null    float64\n",
      " 5   no2                 388 non-null    float64\n",
      " 6   airTemperature      388 non-null    float64\n",
      " 7   airHumidity         388 non-null    float64\n",
      " 8   airWind_speed       388 non-null    float64\n",
      " 9   location_log        388 non-null    float64\n",
      " 10  pm25_log            388 non-null    float64\n",
      " 11  pm10_log            388 non-null    float64\n",
      " 12  co2_log             388 non-null    float64\n",
      " 13  ozone_log           388 non-null    float64\n",
      " 14  no2_log             388 non-null    float64\n",
      " 15  airTemperature_log  388 non-null    float64\n",
      " 16  airHumidity_log     388 non-null    float64\n",
      "dtypes: float64(16), int64(1)\n",
      "memory usage: 51.7 KB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 388 entries, 0 to 387\n",
      "Data columns (total 18 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   location            388 non-null    int64  \n",
      " 1   pm25                388 non-null    float64\n",
      " 2   pm10                388 non-null    float64\n",
      " 3   co2                 388 non-null    float64\n",
      " 4   ozone               388 non-null    float64\n",
      " 5   no2                 388 non-null    float64\n",
      " 6   airTemperature      388 non-null    float64\n",
      " 7   airHumidity         388 non-null    float64\n",
      " 8   airWind_speed       388 non-null    float64\n",
      " 9   location_log        388 non-null    float64\n",
      " 10  pm25_log            388 non-null    float64\n",
      " 11  pm10_log            388 non-null    float64\n",
      " 12  co2_log             388 non-null    float64\n",
      " 13  ozone_log           388 non-null    float64\n",
      " 14  no2_log             388 non-null    float64\n",
      " 15  airTemperature_log  388 non-null    float64\n",
      " 16  airHumidity_log     388 non-null    float64\n",
      " 17  airWind_speed_log   388 non-null    float64\n",
      "dtypes: float64(17), int64(1)\n",
      "memory usage: 54.7 KB\n"
     ]
    }
   ],
   "source": [
    "log_transform(df,['location','pm10'])\n",
    "log_transform(df,['location','co2'])\n",
    "log_transform(df,['location','ozone'])\n",
    "log_transform(df,['location','no2'])\n",
    "log_transform(df,['location','airTemperature'])\n",
    "log_transform(df,['location','airHumidity'])\n",
    "log_transform(df,['location','airWind_speed'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26c73e5e-71a8-4223-8a47-eb75bdb90923",
   "metadata": {},
   "source": [
    "also we can make histograms for all of them as same as before"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "1fc04c35-be6d-4df2-bf42-af07d884f3fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='pm10_log', ylabel='Density'>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"pm10_log\"], kde=True, stat=\"density\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "e3afe237-c740-4e98-9e12-f087f27991dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='co2_log', ylabel='Density'>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"co2_log\"], kde=True, stat=\"density\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "794642c7-b9e0-4ff1-83bd-fb549c8d8fa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='ozone_log', ylabel='Density'>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"ozone_log\"], kde=True, stat=\"density\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "8b3af1d1-4892-4893-8df8-6342c489658b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='no2_log', ylabel='Density'>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"no2_log\"], kde=True, stat=\"density\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "2f2d9bed-7a68-4cde-b19b-2b8873d68d0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='airTemperature_log', ylabel='Density'>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"airTemperature_log\"], kde=True, stat=\"density\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "742df6c9-0a37-476f-86d0-6888d7852af5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='airHumidity_log', ylabel='Density'>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"airHumidity_log\"], kde=True, stat=\"density\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "219a76e6-d38a-4856-9e73-2acf34f2ad50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='airWind_speed_log', ylabel='Density'>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"airWind_speed_log\"], kde=True, stat=\"density\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d5052e6-3489-46a1-8b23-7e8fb38a36f2",
   "metadata": {},
   "source": [
    "If you want compare multiple histograms in one histogram we can easily do that now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "ba0b15f3-6742-4ac5-987a-989ae985981a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='co2_log', ylabel='Density'>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"co2_log\"], kde=True, stat=\"density\")\n",
    "sns.histplot(df[\"no2_log\"], kde=True, stat=\"density\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "514049c2-3260-455c-8354-53ddb6bccf98",
   "metadata": {},
   "source": [
    "then we can make pair plots for get deep idea about the dataset. this will help to choose or make regressions in machine learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "0245818e-12e9-49fc-8bdd-4162b0e5d5f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1300x1700 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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