"
],
"text/plain": [
" Date/Time Year Month Day Time Data Quality Temp (C) \\\n",
"0 2012-04-01 00:00:00 2012 4 1 00:00 NaN 4.3 \n",
"1 2012-04-01 01:00:00 2012 4 1 01:00 NaN 4.4 \n",
"2 2012-04-01 02:00:00 2012 4 1 02:00 NaN 3.8 \n",
"3 2012-04-01 03:00:00 2012 4 1 03:00 NaN 2.8 \n",
"4 2012-04-01 04:00:00 2012 4 1 04:00 NaN 2.4 \n",
"\n",
" Temp Flag Dew Point Temp (C) Dew Point Temp Flag ... \\\n",
"0 NaN 2.3 NaN ... \n",
"1 NaN 2.2 NaN ... \n",
"2 NaN 1.6 NaN ... \n",
"3 NaN 0.7 NaN ... \n",
"4 NaN 0.4 NaN ... \n",
"\n",
" Wind Spd Flag Visibility (km) Visibility Flag Stn Press (kPa) \\\n",
"0 NaN 12.9 NaN 99.88 \n",
"1 NaN 8.0 NaN 99.94 \n",
"2 NaN 6.4 NaN 100.00 \n",
"3 NaN 8.0 NaN 100.10 \n",
"4 NaN 9.7 NaN 100.23 \n",
"\n",
" Stn Press Flag Hmdx Hmdx Flag Wind Chill Wind Chill Flag Weather \n",
"0 NaN NaN NaN NaN NaN Rain \n",
"1 NaN NaN NaN NaN NaN Rain - Fog \n",
"2 NaN NaN NaN NaN NaN Rain - Fog \n",
"3 NaN NaN NaN NaN NaN Rain - Fog \n",
"4 NaN NaN NaN NaN NaN Moderate Rain \n",
"\n",
"[5 rows x 25 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weather_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def plot_temperature(df):\n",
" f, ax = plt.subplots(1, figsize=(20, 8))\n",
" \n",
" ax.plot(df['Date/Time'], df['Temp (C)'])\n",
" \n",
" ax.set_title('Temperature (C)')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
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],
"text/plain": [
" Date/Time Year Month Day Time \\\n",
"date_utc \n",
"2012-04-01 07:00:00+00:00 2012-04-01 00:00:00 2012 4 1 00:00 \n",
"2012-04-01 08:00:00+00:00 2012-04-01 01:00:00 2012 4 1 01:00 \n",
"2012-04-01 09:00:00+00:00 2012-04-01 02:00:00 2012 4 1 02:00 \n",
"2012-04-01 10:00:00+00:00 2012-04-01 03:00:00 2012 4 1 03:00 \n",
"2012-04-01 11:00:00+00:00 2012-04-01 04:00:00 2012 4 1 04:00 \n",
"2012-04-01 12:00:00+00:00 2012-04-01 05:00:00 2012 4 1 05:00 \n",
"2012-04-01 13:00:00+00:00 2012-04-01 06:00:00 2012 4 1 06:00 \n",
"2012-04-01 14:00:00+00:00 2012-04-01 07:00:00 2012 4 1 07:00 \n",
"2012-04-01 15:00:00+00:00 2012-04-01 08:00:00 2012 4 1 08:00 \n",
"2012-04-01 16:00:00+00:00 2012-04-01 09:00:00 2012 4 1 09:00 \n",
"2012-04-01 17:00:00+00:00 2012-04-01 10:00:00 2012 4 1 10:00 \n",
"2012-04-01 18:00:00+00:00 2012-04-01 11:00:00 2012 4 1 11:00 \n",
"2012-04-01 19:00:00+00:00 2012-04-01 12:00:00 2012 4 1 12:00 \n",
"2012-04-01 20:00:00+00:00 2012-04-01 13:00:00 2012 4 1 13:00 \n",
"2012-04-01 21:00:00+00:00 2012-04-01 14:00:00 2012 4 1 14:00 \n",
"2012-04-01 22:00:00+00:00 2012-04-01 15:00:00 2012 4 1 15:00 \n",
"2012-04-01 23:00:00+00:00 2012-04-01 16:00:00 2012 4 1 16:00 \n",
"2012-04-02 00:00:00+00:00 2012-04-01 17:00:00 2012 4 1 17:00 \n",
"2012-04-02 01:00:00+00:00 2012-04-01 18:00:00 2012 4 1 18:00 \n",
"2012-04-02 02:00:00+00:00 2012-04-01 19:00:00 2012 4 1 19:00 \n",
"2012-04-02 03:00:00+00:00 2012-04-01 20:00:00 2012 4 1 20:00 \n",
"2012-04-02 04:00:00+00:00 2012-04-01 21:00:00 2012 4 1 21:00 \n",
"2012-04-02 05:00:00+00:00 2012-04-01 22:00:00 2012 4 1 22:00 \n",
"2012-04-02 06:00:00+00:00 2012-04-01 23:00:00 2012 4 1 23:00 \n",
"2012-04-02 07:00:00+00:00 2012-04-02 00:00:00 2012 4 2 00:00 \n",
"2012-04-02 08:00:00+00:00 2012-04-02 01:00:00 2012 4 2 01:00 \n",
"2012-04-02 09:00:00+00:00 2012-04-02 02:00:00 2012 4 2 02:00 \n",
"2012-04-02 10:00:00+00:00 2012-04-02 03:00:00 2012 4 2 03:00 \n",
"2012-04-02 11:00:00+00:00 2012-04-02 04:00:00 2012 4 2 04:00 \n",
"2012-04-02 12:00:00+00:00 2012-04-02 05:00:00 2012 4 2 05:00 \n",
"... ... ... ... ... ... \n",
"2014-03-31 01:00:00+00:00 2014-03-30 18:00:00 2014 3 30 18:00 \n",
"2014-03-31 02:00:00+00:00 2014-03-30 19:00:00 2014 3 30 19:00 \n",
"2014-03-31 03:00:00+00:00 2014-03-30 20:00:00 2014 3 30 20:00 \n",
"2014-03-31 04:00:00+00:00 2014-03-30 21:00:00 2014 3 30 21:00 \n",
"2014-03-31 05:00:00+00:00 2014-03-30 22:00:00 2014 3 30 22:00 \n",
"2014-03-31 06:00:00+00:00 2014-03-30 23:00:00 2014 3 30 23:00 \n",
"2014-03-31 07:00:00+00:00 2014-03-31 00:00:00 2014 3 31 00:00 \n",
"2014-03-31 08:00:00+00:00 2014-03-31 01:00:00 2014 3 31 01:00 \n",
"2014-03-31 09:00:00+00:00 2014-03-31 02:00:00 2014 3 31 02:00 \n",
"2014-03-31 10:00:00+00:00 2014-03-31 03:00:00 2014 3 31 03:00 \n",
"2014-03-31 11:00:00+00:00 2014-03-31 04:00:00 2014 3 31 04:00 \n",
"2014-03-31 12:00:00+00:00 2014-03-31 05:00:00 2014 3 31 05:00 \n",
"2014-03-31 13:00:00+00:00 2014-03-31 06:00:00 2014 3 31 06:00 \n",
"2014-03-31 14:00:00+00:00 2014-03-31 07:00:00 2014 3 31 07:00 \n",
"2014-03-31 15:00:00+00:00 2014-03-31 08:00:00 2014 3 31 08:00 \n",
"2014-03-31 16:00:00+00:00 2014-03-31 09:00:00 2014 3 31 09:00 \n",
"2014-03-31 17:00:00+00:00 2014-03-31 10:00:00 2014 3 31 10:00 \n",
"2014-03-31 18:00:00+00:00 2014-03-31 11:00:00 2014 3 31 11:00 \n",
"2014-03-31 19:00:00+00:00 2014-03-31 12:00:00 2014 3 31 12:00 \n",
"2014-03-31 20:00:00+00:00 2014-03-31 13:00:00 2014 3 31 13:00 \n",
"2014-03-31 21:00:00+00:00 2014-03-31 14:00:00 2014 3 31 14:00 \n",
"2014-03-31 22:00:00+00:00 2014-03-31 15:00:00 2014 3 31 15:00 \n",
"2014-03-31 23:00:00+00:00 2014-03-31 16:00:00 2014 3 31 16:00 \n",
"2014-04-01 00:00:00+00:00 2014-03-31 17:00:00 2014 3 31 17:00 \n",
"2014-04-01 01:00:00+00:00 2014-03-31 18:00:00 2014 3 31 18:00 \n",
"2014-04-01 02:00:00+00:00 2014-03-31 19:00:00 2014 3 31 19:00 \n",
"2014-04-01 03:00:00+00:00 2014-03-31 20:00:00 2014 3 31 20:00 \n",
"2014-04-01 04:00:00+00:00 2014-03-31 21:00:00 2014 3 31 21:00 \n",
"2014-04-01 05:00:00+00:00 2014-03-31 22:00:00 2014 3 31 22:00 \n",
"2014-04-01 06:00:00+00:00 2014-03-31 23:00:00 2014 3 31 23:00 \n",
"\n",
" Data Quality Temp (C) Temp Flag \\\n",
"date_utc \n",
"2012-04-01 07:00:00+00:00 NaN 4.3 NaN \n",
"2012-04-01 08:00:00+00:00 NaN 4.4 NaN \n",
"2012-04-01 09:00:00+00:00 NaN 3.8 NaN \n",
"2012-04-01 10:00:00+00:00 NaN 2.8 NaN \n",
"2012-04-01 11:00:00+00:00 NaN 2.4 NaN \n",
"2012-04-01 12:00:00+00:00 NaN 3.0 NaN \n",
"2012-04-01 13:00:00+00:00 NaN 3.7 NaN \n",
"2012-04-01 14:00:00+00:00 NaN 4.7 NaN \n",
"2012-04-01 15:00:00+00:00 NaN 5.3 NaN \n",
"2012-04-01 16:00:00+00:00 NaN 5.9 NaN \n",
"2012-04-01 17:00:00+00:00 NaN 7.0 NaN \n",
"2012-04-01 18:00:00+00:00 NaN 7.8 NaN \n",
"2012-04-01 19:00:00+00:00 NaN 9.1 NaN \n",
"2012-04-01 20:00:00+00:00 NaN 9.5 NaN \n",
"2012-04-01 21:00:00+00:00 NaN 9.8 NaN \n",
"2012-04-01 22:00:00+00:00 NaN 10.5 NaN \n",
"2012-04-01 23:00:00+00:00 NaN 9.5 NaN \n",
"2012-04-02 00:00:00+00:00 NaN 8.7 NaN \n",
"2012-04-02 01:00:00+00:00 NaN 8.5 NaN \n",
"2012-04-02 02:00:00+00:00 NaN 8.4 NaN \n",
"2012-04-02 03:00:00+00:00 NaN 7.9 NaN \n",
"2012-04-02 04:00:00+00:00 NaN 7.2 NaN \n",
"2012-04-02 05:00:00+00:00 NaN 6.6 NaN \n",
"2012-04-02 06:00:00+00:00 NaN 6.8 NaN \n",
"2012-04-02 07:00:00+00:00 NaN 7.2 NaN \n",
"2012-04-02 08:00:00+00:00 NaN 7.1 NaN \n",
"2012-04-02 09:00:00+00:00 NaN 7.3 NaN \n",
"2012-04-02 10:00:00+00:00 NaN 7.4 NaN \n",
"2012-04-02 11:00:00+00:00 NaN 7.5 NaN \n",
"2012-04-02 12:00:00+00:00 NaN 7.4 NaN \n",
"... ... ... ... \n",
"2014-03-31 01:00:00+00:00 ** 9.2 NaN \n",
"2014-03-31 02:00:00+00:00 ** 8.4 NaN \n",
"2014-03-31 03:00:00+00:00 ** 7.1 NaN \n",
"2014-03-31 04:00:00+00:00 ** 7.2 NaN \n",
"2014-03-31 05:00:00+00:00 ** 7.3 NaN \n",
"2014-03-31 06:00:00+00:00 ** 5.7 NaN \n",
"2014-03-31 07:00:00+00:00 ** 5.9 NaN \n",
"2014-03-31 08:00:00+00:00 ** 6.0 NaN \n",
"2014-03-31 09:00:00+00:00 ** 5.4 NaN \n",
"2014-03-31 10:00:00+00:00 ** 5.2 NaN \n",
"2014-03-31 11:00:00+00:00 ** 3.2 NaN \n",
"2014-03-31 12:00:00+00:00 ** 3.8 NaN \n",
"2014-03-31 13:00:00+00:00 ** 2.4 NaN \n",
"2014-03-31 14:00:00+00:00 ** 4.5 NaN \n",
"2014-03-31 15:00:00+00:00 ** 6.7 NaN \n",
"2014-03-31 16:00:00+00:00 ** 7.4 NaN \n",
"2014-03-31 17:00:00+00:00 ** 8.0 NaN \n",
"2014-03-31 18:00:00+00:00 ** 8.3 NaN \n",
"2014-03-31 19:00:00+00:00 ** 10.0 NaN \n",
"2014-03-31 20:00:00+00:00 ** 10.3 NaN \n",
"2014-03-31 21:00:00+00:00 ** 10.3 NaN \n",
"2014-03-31 22:00:00+00:00 ** 10.5 NaN \n",
"2014-03-31 23:00:00+00:00 ** 10.2 NaN \n",
"2014-04-01 00:00:00+00:00 ** 9.8 NaN \n",
"2014-04-01 01:00:00+00:00 ** 9.4 NaN \n",
"2014-04-01 02:00:00+00:00 ** 8.6 NaN \n",
"2014-04-01 03:00:00+00:00 ** 8.2 NaN \n",
"2014-04-01 04:00:00+00:00 ** 7.0 NaN \n",
"2014-04-01 05:00:00+00:00 ** 6.3 NaN \n",
"2014-04-01 06:00:00+00:00 ** 8.1 NaN \n",
"\n",
" Dew Point Temp (C) Dew Point Temp Flag \\\n",
"date_utc \n",
"2012-04-01 07:00:00+00:00 2.3 NaN \n",
"2012-04-01 08:00:00+00:00 2.2 NaN \n",
"2012-04-01 09:00:00+00:00 1.6 NaN \n",
"2012-04-01 10:00:00+00:00 0.7 NaN \n",
"2012-04-01 11:00:00+00:00 0.4 NaN \n",
"2012-04-01 12:00:00+00:00 0.9 NaN \n",
"2012-04-01 13:00:00+00:00 1.7 NaN \n",
"2012-04-01 14:00:00+00:00 1.3 NaN \n",
"2012-04-01 15:00:00+00:00 1.3 NaN \n",
"2012-04-01 16:00:00+00:00 1.9 NaN \n",
"2012-04-01 17:00:00+00:00 1.5 NaN \n",
"2012-04-01 18:00:00+00:00 0.7 NaN \n",
"2012-04-01 19:00:00+00:00 1.9 NaN \n",
"2012-04-01 20:00:00+00:00 0.3 NaN \n",
"2012-04-01 21:00:00+00:00 -1.3 NaN \n",
"2012-04-01 22:00:00+00:00 0.2 NaN \n",
"2012-04-01 23:00:00+00:00 2.1 NaN \n",
"2012-04-02 00:00:00+00:00 2.4 NaN \n",
"2012-04-02 01:00:00+00:00 0.9 NaN \n",
"2012-04-02 02:00:00+00:00 1.6 NaN \n",
"2012-04-02 03:00:00+00:00 2.5 NaN \n",
"2012-04-02 04:00:00+00:00 3.2 NaN \n",
"2012-04-02 05:00:00+00:00 3.1 NaN \n",
"2012-04-02 06:00:00+00:00 3.5 NaN \n",
"2012-04-02 07:00:00+00:00 2.9 NaN \n",
"2012-04-02 08:00:00+00:00 2.8 NaN \n",
"2012-04-02 09:00:00+00:00 3.2 NaN \n",
"2012-04-02 10:00:00+00:00 3.0 NaN \n",
"2012-04-02 11:00:00+00:00 2.7 NaN \n",
"2012-04-02 12:00:00+00:00 2.6 NaN \n",
"... ... ... \n",
"2014-03-31 01:00:00+00:00 3.6 NaN \n",
"2014-03-31 02:00:00+00:00 3.7 NaN \n",
"2014-03-31 03:00:00+00:00 4.1 NaN \n",
"2014-03-31 04:00:00+00:00 4.0 NaN \n",
"2014-03-31 05:00:00+00:00 4.1 NaN \n",
"2014-03-31 06:00:00+00:00 3.9 NaN \n",
"2014-03-31 07:00:00+00:00 3.9 NaN \n",
"2014-03-31 08:00:00+00:00 4.0 NaN \n",
"2014-03-31 09:00:00+00:00 3.4 NaN \n",
"2014-03-31 10:00:00+00:00 2.4 NaN \n",
"2014-03-31 11:00:00+00:00 1.4 NaN \n",
"2014-03-31 12:00:00+00:00 2.0 NaN \n",
"2014-03-31 13:00:00+00:00 1.5 NaN \n",
"2014-03-31 14:00:00+00:00 2.5 NaN \n",
"2014-03-31 15:00:00+00:00 2.0 NaN \n",
"2014-03-31 16:00:00+00:00 3.5 NaN \n",
"2014-03-31 17:00:00+00:00 4.4 NaN \n",
"2014-03-31 18:00:00+00:00 4.9 NaN \n",
"2014-03-31 19:00:00+00:00 5.6 NaN \n",
"2014-03-31 20:00:00+00:00 6.3 NaN \n",
"2014-03-31 21:00:00+00:00 6.5 NaN \n",
"2014-03-31 22:00:00+00:00 6.5 NaN \n",
"2014-03-31 23:00:00+00:00 6.9 NaN \n",
"2014-04-01 00:00:00+00:00 6.0 NaN \n",
"2014-04-01 01:00:00+00:00 5.6 NaN \n",
"2014-04-01 02:00:00+00:00 6.1 NaN \n",
"2014-04-01 03:00:00+00:00 6.2 NaN \n",
"2014-04-01 04:00:00+00:00 6.1 NaN \n",
"2014-04-01 05:00:00+00:00 5.1 NaN \n",
"2014-04-01 06:00:00+00:00 4.5 NaN \n",
"\n",
" ... Wind Spd Flag Visibility (km) \\\n",
"date_utc ... \n",
"2012-04-01 07:00:00+00:00 ... NaN 12.9 \n",
"2012-04-01 08:00:00+00:00 ... NaN 8.0 \n",
"2012-04-01 09:00:00+00:00 ... NaN 6.4 \n",
"2012-04-01 10:00:00+00:00 ... NaN 8.0 \n",
"2012-04-01 11:00:00+00:00 ... NaN 9.7 \n",
"2012-04-01 12:00:00+00:00 ... NaN 9.7 \n",
"2012-04-01 13:00:00+00:00 ... NaN 12.9 \n",
"2012-04-01 14:00:00+00:00 ... NaN 16.1 \n",
"2012-04-01 15:00:00+00:00 ... NaN 24.1 \n",
"2012-04-01 16:00:00+00:00 ... NaN 24.1 \n",
"2012-04-01 17:00:00+00:00 ... NaN 32.2 \n",
"2012-04-01 18:00:00+00:00 ... NaN 32.2 \n",
"2012-04-01 19:00:00+00:00 ... NaN 32.2 \n",
"2012-04-01 20:00:00+00:00 ... NaN 32.2 \n",
"2012-04-01 21:00:00+00:00 ... NaN 32.2 \n",
"2012-04-01 22:00:00+00:00 ... NaN 32.2 \n",
"2012-04-01 23:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 00:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 01:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 02:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 03:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 04:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 05:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 06:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 07:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 08:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 09:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 10:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 11:00:00+00:00 ... NaN 32.2 \n",
"2012-04-02 12:00:00+00:00 ... NaN 32.2 \n",
"... ... ... ... \n",
"2014-03-31 01:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 02:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 03:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 04:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 05:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 06:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 07:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 08:00:00+00:00 ... NaN 24.1 \n",
"2014-03-31 09:00:00+00:00 ... NaN 24.1 \n",
"2014-03-31 10:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 11:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 12:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 13:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 14:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 15:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 16:00:00+00:00 ... NaN 32.2 \n",
"2014-03-31 17:00:00+00:00 ... NaN 48.3 \n",
"2014-03-31 18:00:00+00:00 ... NaN 48.3 \n",
"2014-03-31 19:00:00+00:00 ... NaN 48.3 \n",
"2014-03-31 20:00:00+00:00 ... NaN 48.3 \n",
"2014-03-31 21:00:00+00:00 ... NaN 48.3 \n",
"2014-03-31 22:00:00+00:00 ... NaN 48.3 \n",
"2014-03-31 23:00:00+00:00 ... NaN 48.3 \n",
"2014-04-01 00:00:00+00:00 ... NaN 48.3 \n",
"2014-04-01 01:00:00+00:00 ... NaN 48.3 \n",
"2014-04-01 02:00:00+00:00 ... NaN 48.3 \n",
"2014-04-01 03:00:00+00:00 ... NaN 32.2 \n",
"2014-04-01 04:00:00+00:00 ... NaN 32.2 \n",
"2014-04-01 05:00:00+00:00 ... NaN 32.2 \n",
"2014-04-01 06:00:00+00:00 ... NaN 32.2 \n",
"\n",
" Visibility Flag Stn Press (kPa) Stn Press Flag \\\n",
"date_utc \n",
"2012-04-01 07:00:00+00:00 NaN 99.88 NaN \n",
"2012-04-01 08:00:00+00:00 NaN 99.94 NaN \n",
"2012-04-01 09:00:00+00:00 NaN 100.00 NaN \n",
"2012-04-01 10:00:00+00:00 NaN 100.10 NaN \n",
"2012-04-01 11:00:00+00:00 NaN 100.23 NaN \n",
"2012-04-01 12:00:00+00:00 NaN 100.37 NaN \n",
"2012-04-01 13:00:00+00:00 NaN 100.55 NaN \n",
"2012-04-01 14:00:00+00:00 NaN 100.74 NaN \n",
"2012-04-01 15:00:00+00:00 NaN 100.94 NaN \n",
"2012-04-01 16:00:00+00:00 NaN 101.07 NaN \n",
"2012-04-01 17:00:00+00:00 NaN 101.15 NaN \n",
"2012-04-01 18:00:00+00:00 NaN 101.28 NaN \n",
"2012-04-01 19:00:00+00:00 NaN 101.35 NaN \n",
"2012-04-01 20:00:00+00:00 NaN 101.41 NaN \n",
"2012-04-01 21:00:00+00:00 NaN 101.48 NaN \n",
"2012-04-01 22:00:00+00:00 NaN 101.56 NaN \n",
"2012-04-01 23:00:00+00:00 NaN 101.59 NaN \n",
"2012-04-02 00:00:00+00:00 NaN 101.69 NaN \n",
"2012-04-02 01:00:00+00:00 NaN 101.77 NaN \n",
"2012-04-02 02:00:00+00:00 NaN 101.82 NaN \n",
"2012-04-02 03:00:00+00:00 NaN 101.91 NaN \n",
"2012-04-02 04:00:00+00:00 NaN 101.98 NaN \n",
"2012-04-02 05:00:00+00:00 NaN 102.01 NaN \n",
"2012-04-02 06:00:00+00:00 NaN 102.08 NaN \n",
"2012-04-02 07:00:00+00:00 NaN 102.11 NaN \n",
"2012-04-02 08:00:00+00:00 NaN 102.11 NaN \n",
"2012-04-02 09:00:00+00:00 NaN 102.12 NaN \n",
"2012-04-02 10:00:00+00:00 NaN 102.13 NaN \n",
"2012-04-02 11:00:00+00:00 NaN 102.16 NaN \n",
"2012-04-02 12:00:00+00:00 NaN 102.15 NaN \n",
"... ... ... ... \n",
"2014-03-31 01:00:00+00:00 NaN 101.42 NaN \n",
"2014-03-31 02:00:00+00:00 NaN 101.48 NaN \n",
"2014-03-31 03:00:00+00:00 NaN 101.52 NaN \n",
"2014-03-31 04:00:00+00:00 NaN 101.55 NaN \n",
"2014-03-31 05:00:00+00:00 NaN 101.57 NaN \n",
"2014-03-31 06:00:00+00:00 NaN 101.56 NaN \n",
"2014-03-31 07:00:00+00:00 NaN 101.56 NaN \n",
"2014-03-31 08:00:00+00:00 NaN 101.56 NaN \n",
"2014-03-31 09:00:00+00:00 NaN 101.54 NaN \n",
"2014-03-31 10:00:00+00:00 NaN 101.47 NaN \n",
"2014-03-31 11:00:00+00:00 NaN 101.44 NaN \n",
"2014-03-31 12:00:00+00:00 NaN 101.40 NaN \n",
"2014-03-31 13:00:00+00:00 NaN 101.36 NaN \n",
"2014-03-31 14:00:00+00:00 NaN 101.34 NaN \n",
"2014-03-31 15:00:00+00:00 NaN 101.31 NaN \n",
"2014-03-31 16:00:00+00:00 NaN 101.31 NaN \n",
"2014-03-31 17:00:00+00:00 NaN 101.29 NaN \n",
"2014-03-31 18:00:00+00:00 NaN 101.27 NaN \n",
"2014-03-31 19:00:00+00:00 NaN 101.19 NaN \n",
"2014-03-31 20:00:00+00:00 NaN 101.09 NaN \n",
"2014-03-31 21:00:00+00:00 NaN 101.02 NaN \n",
"2014-03-31 22:00:00+00:00 NaN 100.94 NaN \n",
"2014-03-31 23:00:00+00:00 NaN 100.89 NaN \n",
"2014-04-01 00:00:00+00:00 NaN 100.86 NaN \n",
"2014-04-01 01:00:00+00:00 NaN 100.81 NaN \n",
"2014-04-01 02:00:00+00:00 NaN 100.79 NaN \n",
"2014-04-01 03:00:00+00:00 NaN 100.81 NaN \n",
"2014-04-01 04:00:00+00:00 NaN 100.81 NaN \n",
"2014-04-01 05:00:00+00:00 NaN 100.80 NaN \n",
"2014-04-01 06:00:00+00:00 NaN 100.81 NaN \n",
"\n",
" Hmdx Hmdx Flag Wind Chill Wind Chill Flag \\\n",
"date_utc \n",
"2012-04-01 07:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 08:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 09:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 10:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 11:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 12:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 13:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 14:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 15:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 16:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 17:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 18:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 19:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 20:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 21:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 22:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 23:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 00:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 01:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 02:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 03:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 04:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 05:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 06:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 07:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 08:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 09:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 10:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 11:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-02 12:00:00+00:00 NaN NaN NaN NaN \n",
"... ... ... ... ... \n",
"2014-03-31 01:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 02:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 03:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 04:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 05:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 06:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 07:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 08:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 09:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 10:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 11:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 12:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 13:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 14:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 15:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 16:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 17:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 18:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 19:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 20:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 21:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 22:00:00+00:00 NaN NaN NaN NaN \n",
"2014-03-31 23:00:00+00:00 NaN NaN NaN NaN \n",
"2014-04-01 00:00:00+00:00 NaN NaN NaN NaN \n",
"2014-04-01 01:00:00+00:00 NaN NaN NaN NaN \n",
"2014-04-01 02:00:00+00:00 NaN NaN NaN NaN \n",
"2014-04-01 03:00:00+00:00 NaN NaN NaN NaN \n",
"2014-04-01 04:00:00+00:00 NaN NaN NaN NaN \n",
"2014-04-01 05:00:00+00:00 NaN NaN NaN NaN \n",
"2014-04-01 06:00:00+00:00 NaN NaN NaN NaN \n",
"\n",
" Weather \n",
"date_utc \n",
"2012-04-01 07:00:00+00:00 Rain \n",
"2012-04-01 08:00:00+00:00 Rain - Fog \n",
"2012-04-01 09:00:00+00:00 Rain - Fog \n",
"2012-04-01 10:00:00+00:00 Rain - Fog \n",
"2012-04-01 11:00:00+00:00 Moderate Rain \n",
"2012-04-01 12:00:00+00:00 Rain \n",
"2012-04-01 13:00:00+00:00 Rain \n",
"2012-04-01 14:00:00+00:00 Mostly Cloudy \n",
"2012-04-01 15:00:00+00:00 Mostly Cloudy \n",
"2012-04-01 16:00:00+00:00 Mostly Cloudy \n",
"2012-04-01 17:00:00+00:00 Mostly Cloudy \n",
"2012-04-01 18:00:00+00:00 Mainly Clear \n",
"2012-04-01 19:00:00+00:00 Mainly Clear \n",
"2012-04-01 20:00:00+00:00 Mainly Clear \n",
"2012-04-01 21:00:00+00:00 Mainly Clear \n",
"2012-04-01 22:00:00+00:00 Mainly Clear \n",
"2012-04-01 23:00:00+00:00 Mostly Cloudy \n",
"2012-04-02 00:00:00+00:00 Mostly Cloudy \n",
"2012-04-02 01:00:00+00:00 Cloudy \n",
"2012-04-02 02:00:00+00:00 Cloudy \n",
"2012-04-02 03:00:00+00:00 Cloudy \n",
"2012-04-02 04:00:00+00:00 Mostly Cloudy \n",
"2012-04-02 05:00:00+00:00 Mostly Cloudy \n",
"2012-04-02 06:00:00+00:00 Cloudy \n",
"2012-04-02 07:00:00+00:00 Cloudy \n",
"2012-04-02 08:00:00+00:00 Cloudy \n",
"2012-04-02 09:00:00+00:00 Cloudy \n",
"2012-04-02 10:00:00+00:00 Cloudy \n",
"2012-04-02 11:00:00+00:00 Cloudy \n",
"2012-04-02 12:00:00+00:00 Cloudy \n",
"... ... \n",
"2014-03-31 01:00:00+00:00 NaN \n",
"2014-03-31 02:00:00+00:00 Mostly Cloudy \n",
"2014-03-31 03:00:00+00:00 NaN \n",
"2014-03-31 04:00:00+00:00 NaN \n",
"2014-03-31 05:00:00+00:00 Mostly Cloudy \n",
"2014-03-31 06:00:00+00:00 NaN \n",
"2014-03-31 07:00:00+00:00 NaN \n",
"2014-03-31 08:00:00+00:00 Mostly Cloudy \n",
"2014-03-31 09:00:00+00:00 NaN \n",
"2014-03-31 10:00:00+00:00 NaN \n",
"2014-03-31 11:00:00+00:00 Clear \n",
"2014-03-31 12:00:00+00:00 NaN \n",
"2014-03-31 13:00:00+00:00 NaN \n",
"2014-03-31 14:00:00+00:00 Mainly Clear \n",
"2014-03-31 15:00:00+00:00 NaN \n",
"2014-03-31 16:00:00+00:00 NaN \n",
"2014-03-31 17:00:00+00:00 Mainly Clear \n",
"2014-03-31 18:00:00+00:00 NaN \n",
"2014-03-31 19:00:00+00:00 NaN \n",
"2014-03-31 20:00:00+00:00 Mostly Cloudy \n",
"2014-03-31 21:00:00+00:00 NaN \n",
"2014-03-31 22:00:00+00:00 NaN \n",
"2014-03-31 23:00:00+00:00 Mainly Clear \n",
"2014-04-01 00:00:00+00:00 NaN \n",
"2014-04-01 01:00:00+00:00 NaN \n",
"2014-04-01 02:00:00+00:00 Mainly Clear \n",
"2014-04-01 03:00:00+00:00 NaN \n",
"2014-04-01 04:00:00+00:00 NaN \n",
"2014-04-01 05:00:00+00:00 Clear \n",
"2014-04-01 06:00:00+00:00 NaN \n",
"\n",
"[17520 rows x 25 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weather_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Match with electricity dataset"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"weather_dedup_df = weather_df[~weather_df.index.duplicated(keep='first')]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((17520, 25), (17518, 25))"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weather_df.shape, weather_dedup_df.shape"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"df_all = df_hour.merge(weather_dedup_df, left_index=True, right_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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" \n",
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whe
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Date/Time
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Year
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Month
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Day
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Time
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Data Quality
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Temp (C)
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Temp Flag
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Dew Point Temp (C)
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...
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Wind Spd Flag
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Visibility (km)
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Visibility Flag
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Stn Press (kPa)
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Stn Press Flag
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Hmdx
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4
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8.0
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99.94
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NaN
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Rain - Fog
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2012-04-01 09:00:00+00:00
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1261.050000
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2012-04-01 02:00:00
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2012
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4
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02:00
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3.8
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1.6
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6.4
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5 rows × 26 columns
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" whe Date/Time Year Month Day \\\n",
"2012-04-01 07:00:00+00:00 1608.583333 2012-04-01 00:00:00 2012 4 1 \n",
"2012-04-01 08:00:00+00:00 1245.483333 2012-04-01 01:00:00 2012 4 1 \n",
"2012-04-01 09:00:00+00:00 1261.050000 2012-04-01 02:00:00 2012 4 1 \n",
"2012-04-01 10:00:00+00:00 1266.333333 2012-04-01 03:00:00 2012 4 1 \n",
"2012-04-01 11:00:00+00:00 1402.050000 2012-04-01 04:00:00 2012 4 1 \n",
"\n",
" Time Data Quality Temp (C) Temp Flag \\\n",
"2012-04-01 07:00:00+00:00 00:00 NaN 4.3 NaN \n",
"2012-04-01 08:00:00+00:00 01:00 NaN 4.4 NaN \n",
"2012-04-01 09:00:00+00:00 02:00 NaN 3.8 NaN \n",
"2012-04-01 10:00:00+00:00 03:00 NaN 2.8 NaN \n",
"2012-04-01 11:00:00+00:00 04:00 NaN 2.4 NaN \n",
"\n",
" Dew Point Temp (C) ... Wind Spd Flag \\\n",
"2012-04-01 07:00:00+00:00 2.3 ... NaN \n",
"2012-04-01 08:00:00+00:00 2.2 ... NaN \n",
"2012-04-01 09:00:00+00:00 1.6 ... NaN \n",
"2012-04-01 10:00:00+00:00 0.7 ... NaN \n",
"2012-04-01 11:00:00+00:00 0.4 ... NaN \n",
"\n",
" Visibility (km) Visibility Flag Stn Press (kPa) \\\n",
"2012-04-01 07:00:00+00:00 12.9 NaN 99.88 \n",
"2012-04-01 08:00:00+00:00 8.0 NaN 99.94 \n",
"2012-04-01 09:00:00+00:00 6.4 NaN 100.00 \n",
"2012-04-01 10:00:00+00:00 8.0 NaN 100.10 \n",
"2012-04-01 11:00:00+00:00 9.7 NaN 100.23 \n",
"\n",
" Stn Press Flag Hmdx Hmdx Flag Wind Chill \\\n",
"2012-04-01 07:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 08:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 09:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 10:00:00+00:00 NaN NaN NaN NaN \n",
"2012-04-01 11:00:00+00:00 NaN NaN NaN NaN \n",
"\n",
" Wind Chill Flag Weather \n",
"2012-04-01 07:00:00+00:00 NaN Rain \n",
"2012-04-01 08:00:00+00:00 NaN Rain - Fog \n",
"2012-04-01 09:00:00+00:00 NaN Rain - Fog \n",
"2012-04-01 10:00:00+00:00 NaN Rain - Fog \n",
"2012-04-01 11:00:00+00:00 NaN Moderate Rain \n",
"\n",
"[5 rows x 26 columns]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_all.head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(17518, 26)"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_all.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Prophet\n",
"\n",
"Forecasting tool identifying seasonality and trend in a single value time series.\n",
"\n",
"We'll take a look at the underlying distribution of energy consumption over time."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"prophet_df = df_all[['whe']].reset_index()\n",
"prophet_df['index'] = prophet_df['index'].dt.tz_localize(None)\n",
"prophet_df.columns = ['ds', 'y']"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/srom/workspace/ds/env/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" elif np.issubdtype(np.asarray(v).dtype, float):\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = Prophet(yearly_seasonality=True)\n",
"model.fit(prophet_df)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"future = model.make_future_dataframe(periods=1)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"forecast = model.predict(future)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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