weather_data_odd_even_years.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weather = pd.read_csv('./weather_clean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>Station</th>\n",
       "      <th>Date</th>\n",
       "      <th>Tmax</th>\n",
       "      <th>Tmin</th>\n",
       "      <th>Tavg</th>\n",
       "      <th>Depart</th>\n",
       "      <th>DewPoint</th>\n",
       "      <th>WetBulb</th>\n",
       "      <th>Heat</th>\n",
       "      <th>...</th>\n",
       "      <th>GR</th>\n",
       "      <th>HZ</th>\n",
       "      <th>MIFG</th>\n",
       "      <th>RA</th>\n",
       "      <th>SN</th>\n",
       "      <th>SQ</th>\n",
       "      <th>TS</th>\n",
       "      <th>TSRA</th>\n",
       "      <th>VCFG</th>\n",
       "      <th>VCTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007-05-01</td>\n",
       "      <td>83.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2007-05-01</td>\n",
       "      <td>84.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007-05-02</td>\n",
       "      <td>59.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2007-05-02</td>\n",
       "      <td>60.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007-05-03</td>\n",
       "      <td>66.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Station        Date  Tmax  Tmin  Tavg  Depart  DewPoint  \\\n",
       "0           0      1.0  2007-05-01  83.0  50.0  67.0    14.0      51.0   \n",
       "1           1      2.0  2007-05-01  84.0  52.0  68.0     NaN      51.0   \n",
       "2           2      1.0  2007-05-02  59.0  42.0  51.0    -3.0      42.0   \n",
       "3           3      2.0  2007-05-02  60.0  43.0  52.0     NaN      42.0   \n",
       "4           4      1.0  2007-05-03  66.0  46.0  56.0     2.0      40.0   \n",
       "\n",
       "   WetBulb  Heat  ...    GR   HZ MIFG   RA   SN   SQ   TS  TSRA  VCFG  VCTS  \n",
       "0     56.0   0.0  ...   0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "1     57.0   0.0  ...   0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "2     47.0  14.0  ...   0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "3     47.0  13.0  ...   0.0  1.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "4     48.0   9.0  ...   0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "\n",
       "[5 rows x 41 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove station 2, only keeping station 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weather_st1 = weather.loc[weather['Station'] == 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>Station</th>\n",
       "      <th>Date</th>\n",
       "      <th>Tmax</th>\n",
       "      <th>Tmin</th>\n",
       "      <th>Tavg</th>\n",
       "      <th>Depart</th>\n",
       "      <th>DewPoint</th>\n",
       "      <th>WetBulb</th>\n",
       "      <th>Heat</th>\n",
       "      <th>...</th>\n",
       "      <th>GR</th>\n",
       "      <th>HZ</th>\n",
       "      <th>MIFG</th>\n",
       "      <th>RA</th>\n",
       "      <th>SN</th>\n",
       "      <th>SQ</th>\n",
       "      <th>TS</th>\n",
       "      <th>TSRA</th>\n",
       "      <th>VCFG</th>\n",
       "      <th>VCTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007-05-01</td>\n",
       "      <td>83.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007-05-02</td>\n",
       "      <td>59.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007-05-03</td>\n",
       "      <td>66.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007-05-04</td>\n",
       "      <td>66.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007-05-05</td>\n",
       "      <td>66.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Station        Date  Tmax  Tmin  Tavg  Depart  DewPoint  \\\n",
       "0           0      1.0  2007-05-01  83.0  50.0  67.0    14.0      51.0   \n",
       "2           2      1.0  2007-05-02  59.0  42.0  51.0    -3.0      42.0   \n",
       "4           4      1.0  2007-05-03  66.0  46.0  56.0     2.0      40.0   \n",
       "6           6      1.0  2007-05-04  66.0  49.0  58.0     4.0      41.0   \n",
       "7           8      1.0  2007-05-05  66.0  53.0  60.0     5.0      38.0   \n",
       "\n",
       "   WetBulb  Heat  ...    GR   HZ MIFG   RA   SN   SQ   TS  TSRA  VCFG  VCTS  \n",
       "0     56.0   0.0  ...   0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "2     47.0  14.0  ...   0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "4     48.0   9.0  ...   0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "6     50.0   7.0  ...   0.0  0.0  0.0  1.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "7     49.0   5.0  ...   0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0  \n",
       "\n",
       "[5 rows x 41 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_st1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014])"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_st1['Year'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "year7 = weather_st1.loc[weather_st1['Year'] == 2007]\n",
    "year8 = weather_st1.loc[weather_st1['Year'] == 2008]\n",
    "year9 = weather_st1.loc[weather_st1['Year'] == 2009]\n",
    "year10 = weather_st1.loc[weather_st1['Year'] == 2010]\n",
    "year11 = weather_st1.loc[weather_st1['Year'] == 2011]\n",
    "year12 = weather_st1.loc[weather_st1['Year'] == 2012]\n",
    "year13 = weather_st1.loc[weather_st1['Year'] == 2013]\n",
    "year14 = weather_st1.loc[weather_st1['Year'] == 2014]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weather_st1_odd = pd.concat([year7, year9, year11, year13])\n",
    "weather_st1_even = pd.concat([year8, year10, year12, year14])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2007, 2009, 2011, 2013])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_st1_odd['Year'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2008, 2010, 2012, 2014])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_st1_even['Year'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weather_st1_odd.to_csv('weather_odd.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weather_st1_even.to_csv('weather_even.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}