Bonus_1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bonus: Temperature Analysis I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from datetime import datetime as dt\n",
    "from scipy.stats import ttest_ind\n",
    "from scipy.stats import ttest_rel"
   ]
  },
  {
   "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>station</th>\n",
       "      <th>date</th>\n",
       "      <th>prcp</th>\n",
       "      <th>tobs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>2.0</td>\n",
       "      <td>18.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       station        date  prcp  tobs\n",
       "0  USC00519397  2010-01-01   2.0  18.3\n",
       "1  USC00519397  2010-01-02   0.0  17.2\n",
       "2  USC00519397  2010-01-03   0.0  23.3\n",
       "3  USC00519397  2010-01-04   0.0  24.4\n",
       "4  USC00519397  2010-01-06   NaN  22.8"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# \"tobs\" is \"temperature observations\"\n",
    "df = pd.read_csv('Resources/hawaii_measurements.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    {
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     "text": [
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     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2013-10-22 00:00:00\n",
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     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "2017-08-10 00:00:00\n",
      "2017-08-11 00:00:00\n",
      "2017-08-12 00:00:00\n",
      "2017-08-13 00:00:00\n",
      "2017-08-14 00:00:00\n",
      "2017-08-15 00:00:00\n",
      "2017-08-16 00:00:00\n",
      "2017-08-17 00:00:00\n",
      "2017-08-18 00:00:00\n",
      "2017-08-19 00:00:00\n",
      "2017-08-20 00:00:00\n",
      "2017-08-21 00:00:00\n",
      "2017-08-22 00:00:00\n",
      "2017-08-23 00:00:00\n"
     ]
    }
   ],
   "source": [
    "# Convert the date column format from string to datetime\n",
    "for date in df['date']:\n",
    "     print(pd.to_datetime(date))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>station</th>\n",
       "      <th>date</th>\n",
       "      <th>prcp</th>\n",
       "      <th>tobs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>2.0</td>\n",
       "      <td>18.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-01-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19545</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-08-19</td>\n",
       "      <td>2.3</td>\n",
       "      <td>21.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19546</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-08-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19547</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-08-21</td>\n",
       "      <td>14.2</td>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19548</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-08-22</td>\n",
       "      <td>12.7</td>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19549</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-08-23</td>\n",
       "      <td>11.4</td>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19550 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           station        date  prcp  tobs\n",
       "0      USC00519397  2010-01-01   2.0  18.3\n",
       "1      USC00519397  2010-01-02   0.0  17.2\n",
       "2      USC00519397  2010-01-03   0.0  23.3\n",
       "3      USC00519397  2010-01-04   0.0  24.4\n",
       "4      USC00519397  2010-01-06   NaN  22.8\n",
       "...            ...         ...   ...   ...\n",
       "19545  USC00516128  2017-08-19   2.3  21.7\n",
       "19546  USC00516128  2017-08-20   NaN  25.6\n",
       "19547  USC00516128  2017-08-21  14.2  24.4\n",
       "19548  USC00516128  2017-08-22  12.7  24.4\n",
       "19549  USC00516128  2017-08-23  11.4  24.4\n",
       "\n",
       "[19550 rows x 4 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the date column as the DataFrame index\n",
    "df.set_index('date', inplace = True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop the date column\n",
    "df_drop_date = df.reset_index(drop=True, inplace=True)\n",
    "df_drop_date"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare June and December data across all years "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>station</th>\n",
       "      <th>date</th>\n",
       "      <th>prcp</th>\n",
       "      <th>tobs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-06-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-06-02</td>\n",
       "      <td>0.3</td>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-06-03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-06-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-06-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19492</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-06-26</td>\n",
       "      <td>0.5</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19493</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-06-27</td>\n",
       "      <td>2.5</td>\n",
       "      <td>23.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19494</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>0.5</td>\n",
       "      <td>23.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19495</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-06-29</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19496</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2017-06-30</td>\n",
       "      <td>5.1</td>\n",
       "      <td>23.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1700 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           station       date  prcp  tobs\n",
       "133    USC00519397 2010-06-01   0.0  25.6\n",
       "134    USC00519397 2010-06-02   0.3  24.4\n",
       "135    USC00519397 2010-06-03   0.0  25.6\n",
       "136    USC00519397 2010-06-04   0.0  24.4\n",
       "137    USC00519397 2010-06-05   0.0  25.0\n",
       "...            ...        ...   ...   ...\n",
       "19492  USC00516128 2017-06-26   0.5  26.1\n",
       "19493  USC00516128 2017-06-27   2.5  23.3\n",
       "19494  USC00516128 2017-06-28   0.5  23.3\n",
       "19495  USC00516128 2017-06-29   1.0  24.4\n",
       "19496  USC00516128 2017-06-30   5.1  23.9\n",
       "\n",
       "[1700 rows x 4 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter data for june month\n",
    "df['date'] = pd.to_datetime(df['date'], errors='coerce')\n",
    "june_df = df.loc[df['date'].dt.month == 6]\n",
    "june_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23.8577"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Average temperature across all stations in june\n",
    "june_avg_temp = june_df['tobs'].mean()\n",
    "round(june_avg_temp,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "station\n",
       "USC00511918    22.009197\n",
       "USC00513117    22.602141\n",
       "USC00514830    23.817757\n",
       "USC00516128    21.621669\n",
       "USC00517948    23.712172\n",
       "USC00518838    22.623288\n",
       "USC00519281    22.035823\n",
       "USC00519397    23.643098\n",
       "USC00519523    23.634058\n",
       "Name: tobs, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#average tobs for each station for june\n",
    "june_groupby_avg = df.groupby('station').mean()\n",
    "june_groupby_avg[\"tobs\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>station</th>\n",
       "      <th>date</th>\n",
       "      <th>prcp</th>\n",
       "      <th>tobs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-12-01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-12-03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-12-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-12-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>USC00519397</td>\n",
       "      <td>2010-12-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19323</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2016-12-27</td>\n",
       "      <td>3.6</td>\n",
       "      <td>21.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19324</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2016-12-28</td>\n",
       "      <td>3.6</td>\n",
       "      <td>21.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19325</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2016-12-29</td>\n",
       "      <td>26.2</td>\n",
       "      <td>20.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19326</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2016-12-30</td>\n",
       "      <td>60.2</td>\n",
       "      <td>18.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19327</th>\n",
       "      <td>USC00516128</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>22.9</td>\n",
       "      <td>18.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1517 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           station       date  prcp  tobs\n",
       "305    USC00519397 2010-12-01   1.0  24.4\n",
       "306    USC00519397 2010-12-03   0.0  23.3\n",
       "307    USC00519397 2010-12-04   0.0  23.3\n",
       "308    USC00519397 2010-12-06   0.0  17.8\n",
       "309    USC00519397 2010-12-07   0.0  17.8\n",
       "...            ...        ...   ...   ...\n",
       "19323  USC00516128 2016-12-27   3.6  21.7\n",
       "19324  USC00516128 2016-12-28   3.6  21.7\n",
       "19325  USC00516128 2016-12-29  26.2  20.6\n",
       "19326  USC00516128 2016-12-30  60.2  18.3\n",
       "19327  USC00516128 2016-12-31  22.9  18.3\n",
       "\n",
       "[1517 rows x 4 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter data for dec month\n",
    "dec_df = df.loc[df['date'].dt.month == 12]\n",
    "dec_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21.6905"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Average temperature across all stations in december\n",
    "dec_avg_temp = dec_df['tobs'].mean()\n",
    "round(dec_avg_temp,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "station\n",
       "USC00511918    22.009197\n",
       "USC00513117    22.602141\n",
       "USC00514830    23.817757\n",
       "USC00516128    21.621669\n",
       "USC00517948    23.712172\n",
       "USC00518838    22.623288\n",
       "USC00519281    22.035823\n",
       "USC00519397    23.643098\n",
       "USC00519523    23.634058\n",
       "Name: tobs, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#average tobs for each station for dec\n",
    "dec_groupby_avg = df.groupby('station').mean()\n",
    "dec_groupby_avg[\"tobs\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=31.59056548087541, pvalue=5.361211725471411e-191)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Performing Independent 2 sample t-test\n",
    "ttest_ind(june_df['tobs'], dec_df['tobs'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Based on Independent 2 sample t-test since p-value is < 0.05,there is sufficient evidence to say that the two methods lead to \n",
    "#different values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=31.34524808226529, pvalue=5.04773481339897e-187)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Performing Welch's ttest\n",
    "ttest_ind(june_df['tobs'], dec_df['tobs'], equal_var=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Based on Welch t-test since p-value is < 0.05,there is sufficient evidence to say that the two methods lead to \n",
    "#different values"
   ]
  }
 ],
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