Cleaning_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv(\"bhubaneswar_2018.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2386 entries, 0 to 2385\n",
      "Data columns (total 22 columns):\n",
      "Unnamed: 0      2386 non-null int64\n",
      "date            2386 non-null object\n",
      "temp            2386 non-null int64\n",
      "dew_pt          2386 non-null int64\n",
      "hum             2386 non-null int64\n",
      "wind_spd        2385 non-null float64\n",
      "wind_gust       0 non-null float64\n",
      "dir             1918 non-null object\n",
      "vis             2386 non-null int64\n",
      "pressure        2365 non-null float64\n",
      "wind_chill      0 non-null float64\n",
      "heat_index      0 non-null float64\n",
      "precip          0 non-null float64\n",
      "precip_rate     0 non-null float64\n",
      "precip_total    0 non-null float64\n",
      "cond            2116 non-null object\n",
      "fog             2386 non-null int64\n",
      "rain            2386 non-null int64\n",
      "snow            2386 non-null int64\n",
      "hail            2386 non-null int64\n",
      "thunder         2386 non-null int64\n",
      "tornado         2386 non-null int64\n",
      "dtypes: float64(8), int64(11), object(3)\n",
      "memory usage: 410.2+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Unnamed: 0</th>\n",
       "      <th>date</th>\n",
       "      <th>temp</th>\n",
       "      <th>dew_pt</th>\n",
       "      <th>hum</th>\n",
       "      <th>wind_spd</th>\n",
       "      <th>wind_gust</th>\n",
       "      <th>dir</th>\n",
       "      <th>vis</th>\n",
       "      <th>pressure</th>\n",
       "      <th>...</th>\n",
       "      <th>precip</th>\n",
       "      <th>precip_rate</th>\n",
       "      <th>precip_total</th>\n",
       "      <th>cond</th>\n",
       "      <th>fog</th>\n",
       "      <th>rain</th>\n",
       "      <th>snow</th>\n",
       "      <th>hail</th>\n",
       "      <th>thunder</th>\n",
       "      <th>tornado</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-01-01 02:30:00</td>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
       "      <td>80</td>\n",
       "      <td>2.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NNW</td>\n",
       "      <td>1</td>\n",
       "      <td>29.87</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Haze</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2018-01-01 05:30:00</td>\n",
       "      <td>68</td>\n",
       "      <td>65</td>\n",
       "      <td>87</td>\n",
       "      <td>4.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NNW</td>\n",
       "      <td>1</td>\n",
       "      <td>29.84</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Haze</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2018-01-01 08:30:00</td>\n",
       "      <td>71</td>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>6.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NW</td>\n",
       "      <td>1</td>\n",
       "      <td>29.92</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Haze</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2018-01-01 11:30:00</td>\n",
       "      <td>79</td>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
       "      <td>4.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>East</td>\n",
       "      <td>2</td>\n",
       "      <td>29.89</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Haze</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2018-01-01 14:30:00</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>51</td>\n",
       "      <td>6.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENE</td>\n",
       "      <td>2</td>\n",
       "      <td>29.82</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Scattered Clouds</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                 date  temp  dew_pt  hum  wind_spd  wind_gust  \\\n",
       "0           1  2018-01-01 02:30:00    69      64   80       2.3        NaN   \n",
       "1           2  2018-01-01 05:30:00    68      65   87       4.6        NaN   \n",
       "2           3  2018-01-01 08:30:00    71      64   71       6.9        NaN   \n",
       "3           4  2018-01-01 11:30:00    79      69   64       4.6        NaN   \n",
       "4           5  2018-01-01 14:30:00    79      64   51       6.9        NaN   \n",
       "\n",
       "    dir  vis  pressure   ...     precip  precip_rate  precip_total  \\\n",
       "0   NNW    1     29.87   ...        NaN          NaN           NaN   \n",
       "1   NNW    1     29.84   ...        NaN          NaN           NaN   \n",
       "2    NW    1     29.92   ...        NaN          NaN           NaN   \n",
       "3  East    2     29.89   ...        NaN          NaN           NaN   \n",
       "4   ENE    2     29.82   ...        NaN          NaN           NaN   \n",
       "\n",
       "               cond  fog rain  snow  hail  thunder  tornado  \n",
       "0              Haze    0    0     0     0        0        0  \n",
       "1              Haze    0    0     0     0        0        0  \n",
       "2              Haze    0    0     0     0        0        0  \n",
       "3              Haze    0    0     0     0        0        0  \n",
       "4  Scattered Clouds    0    0     0     0        0        0  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb499f6198>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[20,15])\n",
    "sns.heatmap(data.isnull(),yticklabels=False,cmap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'date', 'temp', 'dew_pt', 'hum', 'wind_spd', 'wind_gust',\n",
       "       'dir', 'vis', 'pressure', 'wind_chill', 'heat_index', 'precip',\n",
       "       'precip_rate', 'precip_total', 'cond', 'fog', 'rain', 'snow', 'hail',\n",
       "       'thunder', 'tornado'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(['Unnamed: 0', 'wind_gust', 'wind_chill', 'heat_index', 'precip',\n",
    "       'precip_rate', 'precip_total','cond', 'fog','snow', 'hail',\n",
    "       'thunder', 'tornado','dir'],axis=1,inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>temp</th>\n",
       "      <th>dew_pt</th>\n",
       "      <th>hum</th>\n",
       "      <th>wind_spd</th>\n",
       "      <th>vis</th>\n",
       "      <th>pressure</th>\n",
       "      <th>rain</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01 02:30:00</td>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
       "      <td>80</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1</td>\n",
       "      <td>29.87</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-01 05:30:00</td>\n",
       "      <td>68</td>\n",
       "      <td>65</td>\n",
       "      <td>87</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1</td>\n",
       "      <td>29.84</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-01 08:30:00</td>\n",
       "      <td>71</td>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1</td>\n",
       "      <td>29.92</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-01 11:30:00</td>\n",
       "      <td>79</td>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>29.89</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-01 14:30:00</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>51</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2</td>\n",
       "      <td>29.82</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date  temp  dew_pt  hum  wind_spd  vis  pressure  rain\n",
       "0  2018-01-01 02:30:00    69      64   80       2.3    1     29.87     0\n",
       "1  2018-01-01 05:30:00    68      65   87       4.6    1     29.84     0\n",
       "2  2018-01-01 08:30:00    71      64   71       6.9    1     29.92     0\n",
       "3  2018-01-01 11:30:00    79      69   64       4.6    2     29.89     0\n",
       "4  2018-01-01 14:30:00    79      64   51       6.9    2     29.82     0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.set_index('date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.index=pd.DatetimeIndex(data.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>temp</th>\n",
       "      <th>dew_pt</th>\n",
       "      <th>hum</th>\n",
       "      <th>wind_spd</th>\n",
       "      <th>vis</th>\n",
       "      <th>pressure</th>\n",
       "      <th>rain</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</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>2018-01-01 02:30:00</th>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
       "      <td>80</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1</td>\n",
       "      <td>29.87</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 05:30:00</th>\n",
       "      <td>68</td>\n",
       "      <td>65</td>\n",
       "      <td>87</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1</td>\n",
       "      <td>29.84</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 08:30:00</th>\n",
       "      <td>71</td>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1</td>\n",
       "      <td>29.92</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 11:30:00</th>\n",
       "      <td>79</td>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>29.89</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 14:30:00</th>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>51</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2</td>\n",
       "      <td>29.82</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     temp  dew_pt  hum  wind_spd  vis  pressure  rain\n",
       "date                                                                 \n",
       "2018-01-01 02:30:00    69      64   80       2.3    1     29.87     0\n",
       "2018-01-01 05:30:00    68      65   87       4.6    1     29.84     0\n",
       "2018-01-01 08:30:00    71      64   71       6.9    1     29.92     0\n",
       "2018-01-01 11:30:00    79      69   64       4.6    2     29.89     0\n",
       "2018-01-01 14:30:00    79      64   51       6.9    2     29.82     0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([datetime.date(2018, 1, 1), datetime.date(2018, 1, 1),\n",
       "       datetime.date(2018, 1, 1), ..., datetime.date(2018, 11, 1),\n",
       "       datetime.date(2018, 11, 1), datetime.date(2018, 11, 1)],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.index.date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>temp</th>\n",
       "      <th>dew_pt</th>\n",
       "      <th>hum</th>\n",
       "      <th>wind_spd</th>\n",
       "      <th>vis</th>\n",
       "      <th>pressure</th>\n",
       "      <th>rain</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-01 02:30:00</th>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
       "      <td>80</td>\n",
       "      <td>2.3</td>\n",
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       "      <th>2018-01-01 05:30:00</th>\n",
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       "    <tr>\n",
       "      <th>2018-01-01 08:30:00</th>\n",
       "      <td>71</td>\n",
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       "      <td>6.9</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2018-01-01 11:30:00</th>\n",
       "      <td>79</td>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
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       "      <td>29.89</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2018-01-01 14:30:00</th>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>51</td>\n",
       "      <td>6.9</td>\n",
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       "      <td>29.82</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 17:30:00</th>\n",
       "      <td>76</td>\n",
       "      <td>67</td>\n",
       "      <td>65</td>\n",
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       "    <tr>\n",
       "      <th>2018-01-01 20:30:00</th>\n",
       "      <td>74</td>\n",
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       "    <tr>\n",
       "      <th>2018-01-01 23:30:00</th>\n",
       "      <td>71</td>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>29.87</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02 02:30:00</th>\n",
       "      <td>69</td>\n",
       "      <td>61</td>\n",
       "      <td>69</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1</td>\n",
       "      <td>29.84</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02 05:30:00</th>\n",
       "      <td>62</td>\n",
       "      <td>60</td>\n",
       "      <td>90</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1</td>\n",
       "      <td>29.83</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02 08:30:00</th>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>79</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.91</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02 11:30:00</th>\n",
       "      <td>79</td>\n",
       "      <td>63</td>\n",
       "      <td>49</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2</td>\n",
       "      <td>29.90</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02 14:30:00</th>\n",
       "      <td>82</td>\n",
       "      <td>62</td>\n",
       "      <td>40</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>29.82</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02 17:30:00</th>\n",
       "      <td>76</td>\n",
       "      <td>65</td>\n",
       "      <td>61</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2</td>\n",
       "      <td>29.81</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02 20:30:00</th>\n",
       "      <td>72</td>\n",
       "      <td>65</td>\n",
       "      <td>74</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2</td>\n",
       "      <td>29.92</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02 23:30:00</th>\n",
       "      <td>67</td>\n",
       "      <td>63</td>\n",
       "      <td>83</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>29.91</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03 02:30:00</th>\n",
       "      <td>64</td>\n",
       "      <td>61</td>\n",
       "      <td>88</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1</td>\n",
       "      <td>29.88</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03 05:30:00</th>\n",
       "      <td>61</td>\n",
       "      <td>58</td>\n",
       "      <td>85</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1</td>\n",
       "      <td>29.89</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03 08:30:00</th>\n",
       "      <td>62</td>\n",
       "      <td>58</td>\n",
       "      <td>84</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>29.95</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03 11:30:00</th>\n",
       "      <td>77</td>\n",
       "      <td>63</td>\n",
       "      <td>52</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>29.94</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03 14:30:00</th>\n",
       "      <td>82</td>\n",
       "      <td>60</td>\n",
       "      <td>36</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>29.86</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03 17:30:00</th>\n",
       "      <td>76</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>29.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03 20:30:00</th>\n",
       "      <td>70</td>\n",
       "      <td>62</td>\n",
       "      <td>69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>29.92</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03 23:30:00</th>\n",
       "      <td>66</td>\n",
       "      <td>60</td>\n",
       "      <td>74</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1</td>\n",
       "      <td>29.94</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04 11:30:00</th>\n",
       "      <td>77</td>\n",
       "      <td>65</td>\n",
       "      <td>59</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04 14:30:00</th>\n",
       "      <td>79</td>\n",
       "      <td>66</td>\n",
       "      <td>55</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2</td>\n",
       "      <td>29.90</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     temp  dew_pt  hum  wind_spd  vis  pressure  rain\n",
       "date                                                                 \n",
       "2018-01-01 02:30:00    69      64   80       2.3    1     29.87     0\n",
       "2018-01-01 05:30:00    68      65   87       4.6    1     29.84     0\n",
       "2018-01-01 08:30:00    71      64   71       6.9    1     29.92     0\n",
       "2018-01-01 11:30:00    79      69   64       4.6    2     29.89     0\n",
       "2018-01-01 14:30:00    79      64   51       6.9    2     29.82     0\n",
       "2018-01-01 17:30:00    76      67   65       6.9    2     29.81     0\n",
       "2018-01-01 20:30:00    74      65   65       4.6    2     29.87     0\n",
       "2018-01-01 23:30:00    71      64   71       4.6    2     29.87     0\n",
       "2018-01-02 02:30:00    69      61   69       4.6    1     29.84     0\n",
       "2018-01-02 05:30:00    62      60   90       4.6    1     29.83     0\n",
       "2018-01-02 08:30:00    66      61   79       5.8    1     29.91     0\n",
       "2018-01-02 11:30:00    79      63   49       3.5    2     29.90     0\n",
       "2018-01-02 14:30:00    82      62   40       4.6    2     29.82     0\n",
       "2018-01-02 17:30:00    76      65   61       3.5    2     29.81     0\n",
       "2018-01-02 20:30:00    72      65   74       2.3    2     29.92     0\n",
       "2018-01-02 23:30:00    67      63   83       4.6    2     29.91     0\n",
       "2018-01-03 02:30:00    64      61   88       2.3    1     29.88     0\n",
       "2018-01-03 05:30:00    61      58   85       4.6    1     29.89     0\n",
       "2018-01-03 08:30:00    62      58   84       4.6    2     29.95     0\n",
       "2018-01-03 11:30:00    77      63   52       4.6    2     29.94     0\n",
       "2018-01-03 14:30:00    82      60   36       4.6    2     29.86     0\n",
       "2018-01-03 17:30:00    76      64   58       4.6    2     29.85     0\n",
       "2018-01-03 20:30:00    70      62   69       0.0    2     29.92     0\n",
       "2018-01-03 23:30:00    66      60   74       3.5    1     29.94     0\n",
       "2018-01-04 11:30:00    77      65   59       4.6    2     30.00     0\n",
       "2018-01-04 14:30:00    79      66   55       6.9    2     29.90     0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(26)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_old=data.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb49d7c278>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xfvm4+6owAAAAwDkzxria5OqR7314+v9I8sHDrxMRIAAAAMBkHN1ukCQqDAAAAMAJCBAAAACAlgoDAAAAzFQYlkwgAAAAAC0BAgAAANASIAAAAAAteyAAAADAZIzaegl7yQQCAAAA0BIgAAAAAC0VBgAAAJg5xnHJBAIAAADQEiAAAAAALRUGAAAAmDiFYc0EAgAAANASIAAAAAAtFQYAAACYOYVhyQQCAAAA0BIgAAAAAC0VBgAAAPgKTmFYMYEAAAAAtAQIAAAAQEuAAAAAALTsgQAAAAAzxzgumUAAAAAAWgIEAAAAoKXCAAAAADMVhiUTCAAAAEBLgAAAAAC0VBgAAABgNmrrFewlEwgAAABAS4AAAAAAtFQYAAAAYDKcwrBkAgEAAABoCRAAAACAlgoDAAAAzFQYlkwgAAAAAC0BAgAAANBSYQAAAIDZqK1XsJdMIAAAAAAtAQIAAADQEiAAAAAALXsgAAAAwKQc47hkAgEAAABoCRAAAACAlgoDAAAAzFQYlkwgAAAAAC0BAgAAANBSYQAAAIDZqK1XsJdMIAAAAAAtAQIAAADQUmEAAACAmVMYlkwgAAAAAC0BAgAAANBSYQAAAICZCsOSCQQAAACgJUAAAAAAWgIEAAAAoGUPBAAAAJjZA2HJBAIAAADQEiAAAAAALRUGAAAAmI3aegV7yQQCAAAA0BIgAAAAAC0VBgAAAJiUUxiWTCAAAAAALQECAAAA0FJhAAAAgJkKw9KJAoSqemOSH0jyO8YYb66qP5Dk8THG3zvV1QEAsLeu3bq+9RLY0MUHHt16CcAr7KQTCD+U5HuS/GCSjDE+V1U/kkSAAABwj/IHJMC95aR7IPzWMcbPHPnei7/ZiwEAAAD200kDhP9VVb87h02Qqvr2JL90aqsCAAAA9spJKwzvT3I5yTdW1S8m+fkkf/7UVgUAAADslZMGCGOM8c6qek2S+8YYX6yqh09zYQAAAMD+OGmF4V8nyRjj18cYXzz83r86nSUBAADAdmrs/9cWjp1AqKpvTPL7kryuqv7U9NbXJHn1aS4MAAAA2B9dheEbkvyJJK9P8m3T97+Y5LtOa1EAAADAfjk2QBhj/GiSH62qPzzG+OlXaE0AAACwnVFbr2AvnXQTxc9W1ftzu87w5erCGOMvncqqAAAAgL1y0k0UP5Hka5NcTPKfklzI7RoDAAAAcA84aYDwe8YY35fk18cYH0/yx5P8/tNbFgAAAGxknIGvDZw0QPiNw39/tarenOR1SX7XqawIAAAA2Dsn3QPhclX9tiTfm+RKkq9O8n2ntioAAABgrxwbIFTVB6eX7zv898nDf19zKisCAOBMuHbr+tZLYEMXH3h06yXA6dmoIrDvugmE1x7++w1J/mBuTx8kybcl+anTWhQAAPvPH5AA95ZjA4Qxxt9Jkqr68STfNMb44uHrjyT59KmvDgAAANgLJ90D4euTvDC9fiE2UQQAAOAcKhWGpZMGCJ9I8jNV9W9yuw3yJ5N8/NRWBQAAAOyVEwUIY4y/X1U/luSPHH7rfWOMz57esgAAAIB9ctIJhIwxfjbJz57iWgAAAGB7KgxL9229AAAAAGD/CRAAAACAlgABAAAAaJ14DwQAAAC4J9gDYckEAgAAANASIAAAAAAtFQYAAACYlArDkgkEAAAAoCVAAAAAAFoqDAAAADAbtfUK9pIJBAAAAKAlQAAAAABaKgwAAAAwcwrDkgkEAAAAoCVAAAAAAFoqDAAAADApFYYlEwgAAABAS4AAAAAAtAQIAAAAQMseCAAAADCzB8KSCQQAAACgZQIBAIC7cu3W9a2XwIYuPvDo1ksAXmECBAAAAJg4xnFNgAAAwF3xCTTAvcUeCAAAAEDLBAIAAHfFHgj3NhMonGsqDEsCBAAA7oo/IAHuLSoMAAAAQMsEAgAAAMxUGJZMIAAAAAAtAQIAAADQUmEAAACASakwLJlAAAAAAFoCBAAAAKAlQAAAAABaAgQAAACgJUAAAAAAWgIEAAAAoOUYRwAAAJg5xnHJBAIAAADQEiAAAAAALRUGAAAAmJQKw5IJBAAAAKAlQAAAAABaKgwAAAAwU2FYMoEAAAAAtAQIAAAAQEuFAQAAAGYqDEsmEAAAAICWAAEAAABoqTAAAADApFQYlkwgAAAAAC0BAgAAANASIAAAAAAteyAAAADAzB4ISyYQAAAAgJYJBAAA7sq1W9e3XgIbuvjAo1svAXiFCRAAALgr/oAEzivHOK6pMAAAAAAtAQIAAADQUmEAAACAmQrDkgkEAAAAoCVAAAAAAFoqDAAAADBTYVgygQAAAADnTFU9VlWfr6obVfWhY6779qoaVfXW7p4CBAAAADhHqur+JE8meXeSNyV5b1W9aXHda5P8tST/9ST3FSAAAADApMb+fzXeluTGGOO5McYLST6Z5InFdX83yfcn+T8neS72QAAA4K5cu3V96yWwoYsPPLr1EoA7ezDJ89Prm0nePl9QVW9J8tAY499V1Xef5KYCBAAA7oo/IAG2U1WXklyavnV5jHH5pbcXP/LluYWqui/JP0ryHS/ndwoQAAAA4Iw5DAsu3+Htm0keml5fSHJrev3aJG9O8pNVlSRfm+RKVT0+xnj6Tr9TgAAAAACzs3+M41NJHqmqh5P8YpL3JPlzL705xvi1JG946XVV/WSS7z4uPEhsoggAAADnyhjjxSQfSHItyc8l+dQY45mq+mhVPX639zWBAADAXbl267p9EAD21BjjapKrR7734Ttc+46T3FOAAADAXREeAOfW2a8wnAoVBgAAAKAlQAAAAABaKgwAAAAwKRWGJRMIAAAAQEuAAAAAALRUGAAAAGCmwrBkAgEAAABoCRAAAACAlgoDAAAATJzCsGYCAQAAAGgJEAAAAICWCgMAAADMVBiWTCAAAAAALQECAAAA0BIgAAAAAC17IAAAAMDMHghLJhAAAACAlgABAAAAaKkwAAAAwKS2XsCeMoEAAAAAtAQIAAAAQEuFAQAAAGZOYVgygQAAAAC0BAgAAABAS4UBAAAAJqXCsGQCAQAAAGgJEAAAAICWCgMAAADMVBiWTCAAAAAALQECAAAA0BIgAAAAAC17IAAAAMDMHghLJhAAAACAlgABAAAAaKkwAAAAwKRUGJZMIAAAAAAtAQIAAADQUmEAAACAmQrDkgkEAAAAoCVAAAAAAFoqDAAAADBxCsOaCQQAAACgJUAAAAAAWioMAAAAMFNhWDKBAAAAALQECAAAAEBLhQEAAAAmTmFYM4EAAAAAtAQIAAAAQEuAAAAAALTsgQAAAAAzeyAsmUAAAAAAWgIEAAAAoKXCAAAAADMVhiUTCAAAAEBLgAAAAAC0VBgAALgr125d33oJbOjiA49uvQQ4NaXCsCRAAADgrvgDEuDeosIAAAAAtEwgAAAAwEyFYckEAgAAANASIAAAAAAtFQYAAACY1NBhWDGBAAAAALQECAAAAEBLgAAAAAC07IEAAAAAM1sgLJlAAAAAAFoCBAAAAKClwgAAAACTUmFYMoEAAAAAtAQIAAAAQEuFAQAAAGYqDEsmEAAAAICWAAEAAABoqTAAAADAxCkMayYQAAAAgJYAAQAAAGipMAAAAMBMhWHJBAIAAADQEiAAAAAALQECAAAA0LIHAgAAAEwc47hmAgEAAABoCRAAAACAlgoDAAAAzFQYlkwgAAAAAC0BAgAAANBSYQAAAICJUxjWTCAAAAAALQECAAAA0FJhAAAAgNnQYVgxgQAAAAC0BAgAAABAS4UBAAAAJk5hWDOBAAAAALQECAAAAEBLhQEAAABmKgxLJhAAAACAlgABAAAAaAkQAAAAgJY9EAAAAGBSu61XsJ9MIAAAAAAtAQIAAADQUmEAAACAmWMcl0wgAAAAAC0BAgAAANBSYQAAAIBJqTAsmUAAAAAAWgIEAAAAoKXCAAAAALOhw7BiAgEAAABoCRAAAACAlgoDAAAATJzCsGYCAQAAAGgJEAAAAICWAAEAAABo2QMBAAAAZvZAWDKBAAAAALQECAAAAEBLhQEAAAAmjnFcM4EAAAAAtAQIAAAAQEuFAQAAAGZDh2HFBAIAAADQEiAAAAAALRUGAAAAmDiFYc0EAgAAANASIAAAAAAtFQYAAACYqTAsmUAAAAAAWgIEAAAAoKXCAAAAABOnMKyZQAAAAABaAgQAAACgJUAAAAAAWvZAAAAAgNnOJggrJhAAAACAlgABAAAAaKkwAAAAwEyDYUmAAADAXbl26/rWS2BDFx94dOslAK8wAQIAAHfFH5AA9xYBAgAAAExKhWHJJooAAABAS4AAAAAAtFQYAAAAYDZ0GFZMIAAAAAAtAQIAAADQUmEAAACAiVMY1kwgAAAAAC0BAgAAANASIAAAAAAteyAAAADAzB4ISyYQAAAAgJYAAQAAAM6Zqnqsqj5fVTeq6kOL9z9YVc9W1eeq6j9W1e/s7qnCAAAAAJMaZ7vDUFX3J3kyybuS3EzyVFVdGWM8O1322SRvHWN8qar+SpLvT/Jnj7uvCQQAAAA4X96W5MYY47kxxgtJPpnkifmCMcZPjDG+dPjyM0kudDcVIAAAAMAZU1WXqurp6evS9PaDSZ6fXt88/N6dfGeSH+t+pwoDAAAAzHZbL6A3xric5PId3q7VjywvrPoLSd6a5Fu63ylAAAAAgPPlZpKHptcXktw6elFVvTPJ30ryLWOM/9vdVIUBAAAAzpenkjxSVQ9X1auSvCfJlfmCqnpLkh9M8vgY4wsnuakJBAAAAJic9VMYxhgvVtUHklxLcn+Sj40xnqmqjyZ5eoxxJck/TPLVST5dVUnyC2OMx4+7rwABAAAAzpkxxtUkV49878PT/9/5cu+pwgAAAAC0TCAAAADA7Gw3GE6NCQQAAACgJUAAAAAAWgIEAAAAoGUPBAAA7sq1W9e3XgIbuvjAo1svAU7PGT/G8bQIEAAAuCv+gAS4t6gwAAAAAC0TCAAAADApDYYlEwgAAABAS4AAAAAAtFQYAAAAYOYUhiUTCAAAAEBLgAAAAAC0VBgAAABgUrutV7CfTCAAAAAALQECAAAA0FJhAAAAgJlTGJZMIAAAAAAtAQIAAADQUmEAAACAmQbDkgkEAAAAoCVAAAAAAFoCBAAAAKBlDwQAAACYlGMcl0wgAAAAAC0BAgAAANBSYQAAAICZCsOSCQQAAACgJUAAAAAAWioMAAAAMNttvYD9ZAIBAAAAaAkQAAAAgJYKAwAAAEzKKQxLJhAAAACAlgABAAAAaKkwAAAAwEyFYckEAgAAANASIAAAAAAtAQIAAADQsgcCAAAAzOyBsGQCAQAAAGgJEAAAAICWCgMAAADMdlsvYD+ZQAAAAABaAgQAAACgpcIAAAAAk3IKw5IJBAAAAKAlQAAAAABaKgwAAAAwU2FYMoEAAAAAtAQIAAAAQEuFAQAAAGYqDEsmEAAAAICWAAEAAABoqTAAAADATIVhyQQCAAAA0BIgAAAAAC0BAgAAANCyBwIAAADMdlsvYD+ZQAAAAABaAgQAAACgpcIAAAAAk3KM45IJBAAAAKAlQAAAAABaKgwAAAAwU2FYMoEAAAAAtAQIAAAAQEuFAQAAAGY7FYYVEwgAAABAS4AAAAAAtFQYAAAAYOYUhiUTCAAAAEBLgAAAAAC0BAgAAABAyx4IAAAAMLMHwpIJBAAAAKAlQAAAAABaKgwAAAAwU2FYMoEAAAAAtAQIAAAAQEuFAQAAAGY7FYYVEwgAAABAS4AAAAAAtFQYAAAAYDZ2W69gL5lAAAAAAFoCBAAAAKClwgAAAACz4RSGFRMIAAAAQEuAAAAAALQECAAAAEDLHggAAAAw29kDYcUEAgAAANASIAAAAAAtFQYAAACYOcZxyQQCAAAA0BIgAAAAAC0VBgAAAJipMCyZQAAAAABaAgQAAACgpcIAAAAAMxWGJRMIAAAAQEuAAAAAALRUGAAAAGC22229gr1kAgEAAABoCRAAAACAlgoDAAAAzJzCsGQCAQAAAGgJEAAAAICWAAEAAABo2QMBAAAAZvZAWDKBAAAAALQECAAAAEBLhQEAAABmOxWGFRMIAAAAQEuAAAAAALRUGAAAAGAyxm7rJewlEwgAAABAS4AAAAAAtFSmmXvWAAAK90lEQVQYAAAAYOYUhiUTCAAAAEBLgAAAAAC0VBgAAABgNlQYVkwgAAAAAC0BAgAAANASIAAAAAAteyAAAADAbLfbegV7yQQCAAAA0BIgAAAAAC0VBgAAAJg5xnHJBAIAAADQEiAAAAAALRUGAAAAmAynMCyZQAAAAABaAgQAAACgpcIAAAAAM6cwLJlAAAAAAFoCBAAAAKClwgAAAACznQrDigkEAAAAoCVAAAAAAFoqDAAAADAbu61XsJdMIAAAAAAtAQIAAADQEiAAAAAALXsgAAAAwGQ4xnHJBAIAAADQEiAAAAAALRUGAAAAmDnGcckEAgAAANASIAAAAAAtFQYAAACYOIVhzQQCAAAA0BIgAAAAAC0BAgAAwP9r796DrSrrMI5/H8mkQmXELK9hwEjoIA5HGkvUwlK7MRbesjKzyMp0SirThkEb81pkk1Z4yVsOjjgVmiNaXg4geEFBxCsJpllNlqKC5uX8+uN9Dy722Zdz4Oy9zzn7+czsYe213rPWu3j3Wut9f+td7zIrio6+/6lB0sGSHpO0UtIpZZZvIenavPxuScNrrdMBBDMzMzMzM7MBRNIg4ELgEGAMcJSkMSXJjgOej4iRwEzgnFrrdQDBzMzMzMzMbGCZAKyMiCcj4jVgNjC5JM1k4Io8PQeYJEnVVlqXtzDc2nFd1Y0OdJKmRsSsZufDmsPl37pc9q3N5d+6XPatzeXfulz2A1t/aNNKmgpMLcyaVfhN7gg8XVj2DPDBklWsTxMRb0haAwwDnqu0TfdAqI+ptZPYAObyb10u+9bm8m9dLvvW5vJvXS57a6qImBURbYVPMaBVLgBS+m7K7qTZgAMIZmZmZmZmZgPLM8DOhe87Ac9WSiPpbcDWwH+rrdQBBDMzMzMzM7OB5V5glKRdJb0dOBKYW5JmLnBMnp4C3BYRVXsg1GUMBMPPQrU2l3/rctm3Npd/63LZtzaXf+ty2Vuflcc0OAGYBwwCLouIFZLOAO6LiLnApcBVklaSeh4cWWu9qhFgMDMzMzMzMzPzIwxmZmZmZmZmVpsDCGZmZmZmZmZWkwMINUgaKumbzc6HmTWPpOGSHmp2Psysb5G0g6Q5zc6HmTWPpEskjWl2PswaxQGE2oYCDiC0IEkzJE1r0LaGS/p8I7ZlZpVJuknS0B6kr1twSdIBkm6sx7qtd0TEsxExpdn5sN4laVADt+UBzfsBJWXbTRHx1Yh4uNF5MmsWBxBqOxsYIWmppPMkfU/SvZIelHQ6rK9APpojkA9J+p2kAyUtlPSEpAk53QxJV0m6Lc//WlP3zPqS4YADCH3bIEkXS1oh6RZJ75B0h6Q2AEnbSlqdp78s6Q+SbpC0StIJkr4r6QFJiyVt09Q9sYoi4hMR8UKz82F9j6Rzij0S8zX95M4AkqTdJd2T6wsPShrVvNxaJYU62xW5nOZIeqek1ZKmS1oAHCZphKSbJS2RNF/S6Pz3h+W63jJJ7Xlel7IvDS5KmiZpRp6+Q9JPJN0JnCTp3ZKuz/XLeyV9uAn/NVYil+Ejki4C7gculXRfrgecXkhXrAu8LOnM/PtYLOk9zcq/Wb04gFDbKcBfI2IccCswCpgAjAPGS9ovpxsJXACMBUaTGoP7AtOAUwvrGwt8EtgHmC5ph0bshHWPpNMkPSbpz8BueV6XSoSkQZKezBHpoZI6On8LOc3ICuuvFEQ6G5iYKx/facjOWk+NAi6MiN2BF4DP1Ui/B+k8MAE4E1gXEXsBi4Av1TOjVpmk70s6MU/PlHRbnp4k6erciNi2UHHcIGiU047PlcNFwLdqbK9Sw6JLAyanPzgvWwB8tr7/G9ZDs4EjCt8PJ71ju9PxwAW5vtAGPNPAvFnP7AbMioixwIu81dP01YjYNyJmk17P9+2IGE+qy12U00wHDoqIPYHP5HkbU/ZDI2L/iPgpqf44MyL2Jl1bLtn0XbReshtwZb5+nxwRbaS6/P6SxpZJ/y5gcf59tAO+WWgDjgMIPfPx/HmAFIkcTWpUAKyKiOUR0QGsAP4S6R2Zy0l3lzv9MSJeiYjngNtJjQvrAySNJ737dC9SxX3vvKhLJSIi3gQeB8aQAkVLSAGALYCdImJllU2VCyKdAsyPiHERMbP39856waqIWJqnl7DhcV3O7RHxUkT8G1gD3JDnl54TrLHagYl5ug0YImlz0nE8vyRtpaDRb4ETI2KfbmyvUsOiSwNG0mDgYuDTOY/v3Yj9szqJiAeA7ZTGPdgTeB74WyHJIuBUST8A3hcRrzQjn9YtT0fEwjx9Nen4B7gWQNIQ4EPAdZKWAr8Bts9pFgKX5xsAnY86bEzZX1uYPhD4Zd7WXGArSVtu3K5ZL3sqIhbn6cMl3U9qB+xOqgOWeg3ofPSsO3UFs37HAYSeEXBWbuSNi4iREXFpXva/QrqOwvcOoPh8W5Sss/S7Nc9E4PcRsS4iXiRdxAdTuRIxH9gvf84iVUD2ZsM7UuU4iNQ/FY/xN0nH9Ru8dR4dXCV9tXOCNdYSUu+xLUllsojUsJ9I1wBCl6CRpK1Jdw7vzPOvqrG9Sg2Lcg2Y0XmbT+QA9NUbt4tWR3OAKaSeCLOLCyLiGtId6VeAeZI+2vjsWTdVqoutzf9uBrxQqO+Ni4gPAETE8cCPgJ2BpZKGVSj74vUBul4j1hamNwP2KWxrx4h4aVN30nrFWgBJu5JuIk3Kgd8/0bVMAV7P5294q65gNqA4gFDbS0BnFHge8JUcmUbSjpK26+H6JksaLGkYcAC1G5vWWKWVioqVCFJjYyIpAHATacDNA0h3OHuyDQeR+q/VwPg87YHU+oGIeJ1UbscCd5GO448AI4BHSpKXCxqJHhyzVRqVlc4DPh/0bbNJPdWmkIIJ60l6P/BkRPyCFIAu173Z+oZdJHX2IDoKWFBcmG8irJJ0GKwfQG/PPD0iIu6OiOnAc8DOFcr+X6QeK8Ny78RPVcnPLcAJnV8kjeuVvbTetBUpmLAmj2twSJPzY9Y0DiDUEBH/ARbmgXA+BlwDLJK0nFR56GkXs3tIUcvFwI8j4tnezK9tknbgUKXB8bYkdSNeR4VKBHA3qXdCR0S8CiwFvk7Xu5ilygWRioEq6z/OB74h6S5g22ZnxrqtnXQnqZ10vB4PLC3cNaooD7C4RlJnl+ejq6Wv0qgs14B5FNhV0ojCfOtDImIF6Vz994j4R8niI4CHcm+10cCVjc6fddsjwDGSHgS2AX5VJs3RwHGSlpEeTZ2c558naXmuF7YDyyhT9jlYeQaprnAj6fiu5ESgLY+J8jDpnGR9SEQsIz26sAK4jPQoi1lLUjfqS9ZLlEbffTkizm92Xqw8SaeRBrh7ivSs8sPA9aTKxfbA5sDsiDgjp59PGrvgVKXXMF4EbJPHwii3/hnADqS7nbsA50bExfkZ7JtJjdDLPQ6CWf1ImkQ63oZGxFpJjwO/joifKb1Jow0YAtwYEXvkv5kGDImIGXm8lMtIAcZ5wJTOdGW29UPgC8DrwD9JA2tuReq11E4KQj4BfDEi1kk6GPg56c7mAmCPiKh259LMekDScArHtpmZ9YwDCA3kAIL5N2BmbsCYNY+PPzOzTeOBPRooImY0Ow9mZmZmrSoiVpNes2tmZhvBPRDM6kDSscBJJbMXRkTVd8abWf8k6SDgnJLZqyLi0Gbkx8zMzKweHEAwMzMzMzMzs5r8FgYzMzMzMzMzq8kBBDMzMzMzMzOryQEEMzMzMzMzM6vJAQQzMzMzMzMzq+n/byicIRebOGgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[20,15])\n",
    "sns.heatmap(data_old.isnull(),yticklabels=False,cmap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb49dfcc88>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[20,10])\n",
    "data_old.pressure.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb4a2104e0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[20,10])\n",
    "data.pressure.fillna(data.pressure.rolling(16,min_periods=1).mean(),inplace=True)\n",
    "data.pressure.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb49d540b8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[20,10])\n",
    "data_old.wind_spd.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb4a200d30>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[20,10])\n",
    "data.wind_spd.fillna(data.wind_spd.rolling(8,min_periods=1).mean(),inplace=True)\n",
    "data.wind_spd.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2386 entries, 2018-01-01 02:30:00 to 2018-11-01 23:30:00\n",
      "Data columns (total 7 columns):\n",
      "temp        2386 non-null int64\n",
      "dew_pt      2386 non-null int64\n",
      "hum         2386 non-null int64\n",
      "wind_spd    2386 non-null float64\n",
      "vis         2386 non-null int64\n",
      "pressure    2386 non-null float64\n",
      "rain        2386 non-null int64\n",
      "dtypes: float64(2), int64(5)\n",
      "memory usage: 149.1 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb4a90cd30>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vd4Z7JfnmJEcn+Zbh8k8l+b6DuWEAAAA40lXVGUnOGC46u7vPHjfZ5Mv2bhiWtpn52gOyz0mE7n5lkldW1YO7++KDuSEAAADYFXqz196H6aZWEwZn72OTq5PcbTh/1yQfXdjm6qq6cZLbJLlm8msPyOzCiu+oqidltWvDF3dj6O7vPZgbBwAAAPbpkiTHrw9u8JGsFkp87F7bnJ/k9CQXJzklyeu6u6vq/CQvraqfyWphxeOTvPVgBjO7sOJLktwpyaOS/GFWsxef2udXAAAAwG7UW/ixv6F0fyHJk5NcmOR9SV7e3ZdV1XOq6lvXm704ye2r6sokT01y5vprL0vy8iSXJ3lVkicdzJEZkvkS4bjuPrWqTu7uc6vqpesfAAAAADiMuvuCJBfsddkzh9OfS3Lqwtc+N8lzD9VYZicRrl1//kRV3S/Jnyc59lANAgAAAHaMg1p68B+22UmEs6vqtkl+NKt9LW6Z5L8dtlEBAAAAO84+JxGq6qnD2cetP79w/fkWh2VEAAAAsI1KibBofyXCrdaf75XkgVlVCEnyLUkuOlyDAgAAAHaefU4idPezk6Sqfj/JP+vuT63Pn5XkNw/76AAAAGCrKREWzR7i8e5JPj+c/3wsrAgAAABHlNmFFV+S5K1V9dtZzcl8e5JzD9uoAAAAYLsoERZNTSJ093Or6veSPGR90eO6+x2Hb1gAAADATjNbIqS7357k7YdxLAAAALDtHJ1h2eyaCAAAAMARbrpEAAAAgCNC13aPYMdSIgAAAABTTCIAAAAAU+zOAAAAACMLKy5SIgAAAABTlAgAAAAwcIjHZUoEAAAAYIoSAQAAAEZKhEVKBAAAAGCKEgEAAAAG1kRYpkQAAAAApigRAAAAYKREWKREAAAAAKYoEQAAAGCkRFikRAAAAACmKBEAAABg4OgMy5QIAAAAwBSTCAAAAMAUkwgAAADAFJMIAAAAwBQLKwIAAMDIwoqLlAgAAADAFCUCAAAADBzicZkSAQAAAJiiRAAAAICREmGREgEAAACYokQAAACAkRJhkRIBAAAAmKJEAAAAgIGjMyxTIgAAAABTlAgAAAAwUiIsUiIAAAAAU5QIAAAAMLAmwjIlAgAAADBFiQAAAAAjJcIiJQIAAAAwxSQCAAAAMMXuDAAAADCyO8MiJQIAAAAwRYkAAAAAA4d4XKZEAAAAAKYoEQAAAGCkRFikRAAAAACmKBEAAABgpERYpEQAAAAApigRAAAAYODoDMuUCAAAAMAUJQIAAACMlAiLlAgAAADAFCUCAAAADKyJsEyJAAAAAExRIgAAAMBIibBIiQAAAABMMYkAAAAATLE7AwAAAIzszrBIiQAAAABMUSIAAADAoLZ7ADuYEgEAAACYokQAAACAkTURFikRAAAAgClKBAAAABiUEmGREgEAAACYokQAAACAkRJhkRIBAAAAmKJEAAAAgJESYZESAQAAAJiiRAAAAICBozMsUyIAAAAAU5QIAAAAMFIiLFIiAAAAAFNMIgAAAABT7M4AAAAAAwsrLlMiAAAAAFOUCAAAADBSIixSIgAAAABTlAgAAAAwsCbCMiUCAAAAMEWJAAAAACMlwiIlAgAAADBFiQAAAAAjJcIiJQIAAAAwRYkAAAAAA0dnWKZEAAAAAKYoEQAAAGCkRFikRAAAAACmKBEAAABgUC1FWKJEAAAAAKaYRAAAAACm2J0BAAAARvZmWKREAAAAAKaYRAAAAIBB9dZ9HNQ4q25XVa+uqivWn2+7sN3p622uqKrTN7n+/Kp678xtmkQAAACA3enMJK/t7uOTvHZ9/ktU1e2SPCvJg5KclORZ42RDVX1Hkk/P3qBJBAAAABj1Fn4cnJOTnLs+fW6Sb9tkm0cleXV3X9PdH0/y6iSPTpKqumWSpyb577M3aBIBAAAAdqev6O6PJcn68x032eaYJB8ezl+9vixJfizJTyf57OwNOjoDAAAADA52rYIDuq2qM5KcMVx0dnefPVz/miR32uRLf2T2Jja5rKvqhCTHdfcPVtWxk9/LJAIAAABsl/WEwdn7uP7hS9dV1V9U1Z27+2NVdeckf7nJZlcneehw/q5JXp/kwUkeUFUfympu4I5V9frufmj2we4MAAAAMNo9ayKcn+S6oy2cnuSVm2xzYZJHVtVt1wsqPjLJhd39i919l+4+NsnXJvnA/iYQEpMIAAAAsFs9L8kjquqKJI9Yn09VnVhVv5Ik3X1NVmsfXLL+eM76shvE7gwAAAAw2Mo1EQ5Gd/91kodtcvmlSZ4wnD8nyTn7+D4fSnK/mdtUIgAAAABTlAgAAAAw2iUlwnZQIgAAAABTlAgAAAAw2C1rImwHJQIAAAAwxSQCAAAAMMXuDAAAADBq+zMsUSIAAAAAU5QIAAAAMLCw4jIlAgAAADBFiQAAAAAjJcIiJQIAAAAwRYkAAAAAg9rY7hHsXEoEAAAAYIoSAQAAAEbWRFikRAAAAACmKBEAAABgUEqERUoEAAAAYIoSAQAAAEYtRViiRAAAAACmKBEAAABgYE2EZUoEAAAAYIoSAQAAAEZKhEVKBAAAAGCKSQQAAABgit0ZAAAAYGBhxWVKBAAAAGCKEgEAAABGLUVYokQAAAAApigRAAAAYGBNhGVKBAAAAGCKEgEAAABGSoRFSgQAAABgihIBAAAABtZEWKZEAAAAAKYoEQAAAGC0IUVYokQAAAAApigRAAAAYCREWKREAAAAAKYoEQAAAGDg6AzLlAgAAADAFJMIAAAAwBS7MwAAAMCo7c+wRIkAAAAATFEiAAAAwMDCisuUCAAAAMAUJQIAAACMlAiLlAgAAADAFCUCAAAADMrRGRYpEQAAAIApSgQAAAAYbWz3AHYuJQIAAAAwRYkAAAAAA2siLFMiAAAAAFOUCAAAADASIixSIgAAAABTlAgAAAAwsibCIiUCAAAAMMUkAgAAADDF7gwAAAAwKHszLFIiAAAAAFOUCAAAADCysOIiJQIAAAAwRYkAAAAAg9rY7hHsXEoEAAAAYIoSAQAAAEbWRFikRAAAAACmKBEAAABgJERYpEQAAAAApigRAAAAYFDWRFikRAAAAACmKBEAAABgpERYpEQAAAAApigRAAAAYLSx3QPYuZQIAAAAwBSTCAAAAMAUuzMAAADAwCEelykRAAAAgClKBAAAABgpERYpEQAAAIApSgQAAAAYKREWKREAAACAKUoEAAAAGG1s9wB2LiUCAAAAMEWJAAAAAIOyJsIiJQIAAAAwRYkAAAAAIyXCIiUCAAAAMEWJAAAAACMlwiIlAgAAADBFiQAAAAAjJcIiJQIAAAAwxSQCAAAAMMXuDAAAADDa2O4B7FxKBAAAAGCKEgEAAAAGZWHFRUoEAAAAYIoSAQAAAEZKhEVKBAAAAGCKEgEAAABGG0qEJUoEAAAA2IWq6nZV9eqqumL9+bYL252+3uaKqjp9uPy7quo9VfXuqnpVVd1hf7dpEgEAAABG3Vv3cXDOTPLa7j4+yWvX579EVd0uybOSPCjJSUmeVVW3raobJ/nZJN/Q3fdP8u4kT97fDZpEAAAAgN3p5CTnrk+fm+TbNtnmUUle3d3XdPfHk7w6yaOT1PrjFlVVSW6d5KP7u0FrIgAAAMBo9xyd4Su6+2NJ0t0fq6o7brLNMUk+PJy/Oskx3X1tVX1/kvck+UySK5I8aX83qEQAAACAbVJVZ1TVpcPHGXtd/5qqeu8mHyfP3sQml3VV3STJ9yf5miR3yWp3hmfs75spEQAAAGC0hSVCd5+d5Ox9XP/wpeuq6i+q6s7rCuHOSf5yk82uTvLQ4fxdk7w+yQnr7/8n6+/18myypsLelAgAAACwO52f5LqjLZye5JWbbHNhkkeuF1O8bZJHri/7SJL7VNWXr7d7RJL37e8GlQgAAAAw2tg1ayI8L8nLq+rxSf4syalJUlUnJnlidz+hu6+pqh9Lcsn6a57T3dest3t2kouq6tokf5rke/Z3gyYRAAAAYBfq7r9O8rBNLr80yROG8+ckOWeT7X4pyS8dyG3anQEAAACYokQAAACAUW9s9wh2LCUCAAAAMEWJAAAAAKMtPMTjbqNEAAAAAKYoEQAAAGC0ew7xuOWUCAAAAMAUJQIAAACMrImwSIkAAAAATFEiAAAAwEiJsEiJAAAAAExRIgAAAMBIibBIiQAAAABMUSIAAADAaGNju0ewYykRAAAAgClKBAAAABhZE2GREgEAAACYYhIBAAAAmGJ3BgAAABjZnWGREgEAAACYokQAAACA0YYSYYkSAQAAAJiiRAAAAIBB98Z2D2HHUiIAAAAAU5QIAAAAMLImwiIlAgAAADBFiQAAAACjViIsUSIAAAAAU5QIAAAAMNpwdIYlSgQAAABgihIBAAAARtZEWKREAAAAAKYoEQAAAGDQ1kRYpEQAAAAApphEAAAAAKbYnQEAAABGFlZcpEQAAAAApigRAAAAYLShRFiiRAAAAACmKBEAAABg1A7xuESJAAAAAExRIgAAAMCgrYmwSIkAAAAATFEiAAAAwMiaCIuUCAAAAMAUJQIAAAAMrImwTIkAAAAATFEiAAAAwMiaCIuUCAAAAMCU6ravx6FWVWd099nbPQ62h8f/yOWxP7J5/I9cHvsjm8f/yOWx50ilRDg8ztjuAbCtPP5HLo/9kc3jf+Ty2B/ZPP5HLo89RySTCAAAAMAUkwgAAADAFJMIh4d9o45sHv8jl8f+yObxP3J57I9sHv8jl8eeI5KFFQEAAIApSgQAAABgikmE/aiqo6vqP273OIDtU1XHVtV7t3scwM5SVXepqlds9ziA7VNVv1JV99nuccBWMomwf0cnMYlwBKqqs6rq6Vt0W8dW1WO34raAZVV1QVUdfQDbH7YJpqp6aFX97uH43hwa3f3R7j5lu8fBoVVVR23hbd14q26LG65WNn3d1N1P6O7Lt3pMsJ1MIuzf85Lcs6reWVU/WVX/paouqap3V9Wzky8+ifzj9Uzke6vqf1XVw6vqTVV1RVWdtN7urKp6SVW9bn35923rT8ZOcmwSkwg721FV9aKquqyqfr+qvqyqXl9VJyZJVd2hqj60Pv09VfV/qup3quqDVfXkqnpqVb2jqt5cVbfb1p+ERd39r7r7E9s9Dnaeqnr+WCau/09/2nWTSFV136p66/r5wrur6vjtGy1Lhuds564fp1dU1c2r6kNV9cyqemOSU6vqnlX1qqp6W1W9oaruvf76U9fP9d5VVRetL7veY7/3BGNVPb2qzlqffn1V/Y+q+sMkP1BVX15Vv7V+fnlJVf3Lbbhr2Mv6MXxfVf1CkrcneXFVXbp+HvDsYbvxucCnq+q5638fb66qr9iu8cPhZBJh/85M8ifdfUKSVyc5PslJSU5I8oCq+rr1dscl+dkk909y76xeEH5tkqcn+eHh+90/yb9O8uAkz6yqu2zFD8GcqvqRqnp/Vb0myb3Wl13viURVHVVVV61npo+uqo3r/i2stzlu4fsvTSQ9L8lD1k9AfnBLflgO1PFJXtjd903yiST/Zj/b3y+rvwMnJXluks9299ckuTjJvz+cA2VZVf3XqnrK+vQLqup169MPq6rfWL+QuMPw5PFLJo7W2z5g/QTx4iRP2s/tLb24uN6LmPX2j15f98Yk33F47w0O0HlJHjOc/84klwznn5jkZ9fPF05McvUWjo0Dc68kZ3f3/ZP8Tf6+OP1cd39td5+X1ar7/6m7H5DVc7lfWG/zzCSP6u6vTvKt68tuyGN/dHd/fXf/dFbPH1/Q3Q/M6v+WXzn4H5FD5F5Jfn39//fTuvvErJ7Lf31V3X+T7W+R5M3rfx8XJfGGIf8gmUQ4MI9cf7wjqxnJe2f1wiJJPtjd7+nujSSXJXltrw598Z6s3mW+ziu7+2+7+6+S/EFWLzDYAarqAUlOS/I1WT15f+D6qus9kejuPUk+kOQ+WU0WvS2rSYCbJrlrd1+5j5vabCLpzCRv6O4TuvsFh/6n4xD4YHe/c336bfnS3+vN/EF3f6q7/1+STyb5nfXle/9NYGtdlOQh69MnJrllVd0kq9/jN+y17dLE0a8meUp3P3ji9pZeXFzvRUxV3SzJi5J8y3qMd7oBPx+HSXe/I8kda7UOwlcn+XiSPxteEpcCAAAE1ElEQVQ2uTjJD1fVDyX5x939t9sxTqZ8uLvftD79G1n9/ifJy5Kkqm6Z5F8k+c2qemeSX05y5/U2b0rya+s3Aa7b7eGGPPYvG04/PMnPr2/r/CS3rqpb3bAfjUPsT7v7zevT31lVb8/qdcB9s3oOuLfPJ7luN7SZ5wqwK5lEODCV5MfXL/RO6O7juvvF6+v+bthuYzi/kWTc323vY2o6xubO8ZAkv93dn+3uv8nqP/KbZfmJxBuSfN3648ezehLywHzpO1ObMZG0O42/43uy+r3+Qv7+7+jN9rH9vv4msLXellVFdqusHpOLs3px/5BcfxLhehNHVXWbrN5B/MP15S/Zz+0tvbjY7EXMvde3ecV6Evo3btiPyGH0iiSnZFUknDde0d0vzeqd6b9NcmFVfePWD49JS8/FPrP+fKMknxie753Q3f8kSbr7iUl+NMndkryzqm6/8NiP/z8k1/8/4jPD6RslefBwW8d096cO9ofkkPhMklTVPbJ6I+lh68nf/5vrP6ZJcu3673fy988V4B8ckwj796kk180GX5jke9cz1KmqY6rqjgf4/U6uqptV1e2TPDT7f8HJ1tr7icXiE4msXnA8JKtJgAuyWoTzoVm903kgt2Eiaff6UJIHrE9bXG0X6O5rs3rcHpfkj7L6Pf6GJPdM8r69Nt9s4qhyAL+z+3hhufR3wN+Dne28rIq1U7KaUPiiqvrKJFd1989lNQm9WerMznD3qrquJPquJG8cr1y/kfDBqjo1+eKiel+9Pn3P7n5Ldz8zyV8ludvCY/8XWZUrt19Xit+8j/H8fpInX3emqk44JD8lh9Kts5pQ+OR6nYNv2ubxwLYyibAf3f3XSd60XhznEUlemuTiqnpPVk8gDjQ3e2tWs5dvTvJj3f3RQzleDspFSb69Vgvm3SqrpPizWXgikeQtWVUKG939uSTvTPIfcv13M/e22UTSOFnF7vFTSb6/qv4oyR22ezBMuyird5Quyur39YlJ3jm8e7RovejiJ6vquvz5u/e1/T5eWG72IuaPk9yjqu45XM4O0t2XZfW3+iPd/bG9rn5Mkveuq7V7J/n1rR4f096X5PSqeneS2yX5xU22+e4kj6+qd2W1m+rJ68t/sqres35eeFGSd2WTx349YfmcrJ4r/G5Wv99LnpLkxPUaKZdn9TeJHaS735XVbgyXJTknq91a4IhVE8+ZOERqtSrvp7v7p7Z7LGyuqn4kq0Xv/jSrfZcvT/JbWT3BuHOSmyQ5r7ufs97+DVmtZfDDtTpE4y8kud16bYzNvv9ZSe6S1bued0/yE939ovU+2a/K6oXor1kXAQ6fqnpYVr9vR3f3Z6rqA0l+qbt/plZH2DgxyS2T/G5332/9NU9PcsvuPmu9fso5WU0yXpjklOu22+S2npHk3ya5NsmfZ7XY5q2zqpcuymoi8ook/667P1tVj07yP7N6h/ONSe7X3ft6BxM4AFV1bIbfbQAOnEmELWQSAf8GAC9iYPv4/QM4eBb72ELdfdZ2jwEA4EjV3R/K6hC8ANxASgQ4DKrqcUl+YK+L39Td+zymPLA7VdWjkjx/r4s/2N3fvh3jAQA4XEwiAAAAAFMcnQEAAACYYhIBAAAAmGISAQAAAJhiEgEAAACYYhIBAAAAmPL/ASYmnwleK3TmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[20,10])\n",
    "sns.heatmap(data.isnull(),yticklabels=False,cmap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('cleaned_Data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}