{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/srom/workspace/ds/env/lib/python3.6/site-packages/tensorflow/python/framework/ops.py:923: DeprecationWarning: builtin type EagerTensor has no __module__ attribute\n", " EagerTensor = c_api.TFE_Py_InitEagerTensor(_EagerTensorBase)\n", "/Users/srom/workspace/ds/env/lib/python3.6/site-packages/tensorflow/python/util/tf_inspect.py:75: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n", " return _inspect.getargspec(target)\n", "/usr/local/Cellar/python/3.6.5/Frameworks/Python.framework/Versions/3.6/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n", " return f(*args, **kwds)\n" ] } ], "source": [ "import collections\n", "import math\n", "import time\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import numpy as np\n", "import pytz\n", "import seaborn as sns\n", "from fbprophet import Prophet\n", "import tensorflow as tf\n", "\n", "sns.set(font_scale=1.5, palette='colorblind')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data\n", "\n", "### Electricity minutely file from a house in Vancouver (2012 - 2014) \n", "\n", "[AMPds](http://ampds.org/)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "electricity_df = pd.read_csv('./data/AMPds/Electricity_P.csv')\n", "electricity_df['date'] = pd.to_datetime(electricity_df['UNIX_TS'], unit='s')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape (1051200, 25)\n", "\n", "WHE means Whole House, and that's what we want to predict.\n" ] }, { "data": { "text/html": [ "
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UNIX_TSWHERSEGREMHEB1EBMECWEDWEEQE...B2ECDEDNEEBEFGEHTEOUETVEUNEdate
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5 rows × 25 columns

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" ], "text/plain": [ " UNIX_TS WHE RSE GRE MHE B1E BME CWE DWE EQE \\\n", "0 1333263600 918 43 2 873 0 352 0 0 41 \n", "1 1333263660 913 43 0 870 0 354 0 0 35 \n", "2 1333263720 872 43 2 827 0 354 0 0 41 \n", "3 1333263780 872 43 2 827 0 354 0 0 40 \n", "4 1333263840 772 41 2 729 0 352 0 0 40 \n", "\n", " ... B2E CDE DNE EBE FGE HTE OUE TVE UNE \\\n", "0 ... 58 0 30 0 0 4 0 37 138 \n", "1 ... 58 0 30 0 0 4 0 37 138 \n", "2 ... 8 0 30 0 0 4 0 37 138 \n", "3 ... 7 0 30 0 0 4 0 37 142 \n", "4 ... 8 0 31 0 0 4 0 37 45 \n", "\n", " date \n", "0 2012-04-01 07:00:00 \n", "1 2012-04-01 07:01:00 \n", "2 2012-04-01 07:02:00 \n", "3 2012-04-01 07:03:00 \n", "4 2012-04-01 07:04:00 \n", "\n", "[5 rows x 25 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('Shape', electricity_df.shape)\n", "print()\n", "print(\"WHE means Whole House, and that's what we want to predict.\")\n", "electricity_df.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WHE
count1.051200e+06
mean1.112327e+03
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" ], "text/plain": [ " WHE\n", "count 1.051200e+06\n", "mean 1.112327e+03\n", "std 9.462197e+02\n", "min 0.000000e+00\n", "25% 5.520000e+02\n", "50% 7.580000e+02\n", "75% 1.256000e+03\n", "max 1.226000e+04" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "electricity_df.describe()[['WHE']]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "df = electricity_df[['date', 'WHE']].copy()\n", "df['date'] = df['date'].apply(\n", " lambda v: pd.Timestamp(pytz.utc.localize(v.to_pydatetime()))\n", ")\n", "df = df.set_index('date')\n", "df.columns = ['whe']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Event without data?\n" ] }, { "data": { "text/html": [ "
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whe
date
2012-05-04 17:34:00+00:000
2013-06-17 17:06:00+00:000
2013-06-17 17:34:00+00:000
2013-06-17 17:36:00+00:000
2013-06-17 17:37:00+00:000
2013-06-17 17:38:00+00:000
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" ], "text/plain": [ " whe\n", "date \n", "2012-05-04 17:34:00+00:00 0\n", "2013-06-17 17:06:00+00:00 0\n", "2013-06-17 17:34:00+00:00 0\n", "2013-06-17 17:36:00+00:00 0\n", "2013-06-17 17:37:00+00:00 0\n", "2013-06-17 17:38:00+00:00 0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('Event without data?')\n", "df[df['whe'] == 0]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Drop outliers\n", "df.drop(df.index[df['whe'] == 0], inplace=True)\n", "len(df[df['whe'] == 0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot Series" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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whe
date
2012-04-01 07:00:00+00:001608.583333
2012-04-01 08:00:00+00:001245.483333
2012-04-01 09:00:00+00:001261.050000
2012-04-01 10:00:00+00:001266.333333
2012-04-01 11:00:00+00:001402.050000
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" ], "text/plain": [ " whe\n", "date \n", "2012-04-01 07:00:00+00:00 1608.583333\n", "2012-04-01 08:00:00+00:00 1245.483333\n", "2012-04-01 09:00:00+00:00 1261.050000\n", "2012-04-01 10:00:00+00:00 1266.333333\n", "2012-04-01 11:00:00+00:00 1402.050000" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_hour = df.resample('60T').mean()\n", "df_hour.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def plot_series(df, title=None):\n", " f, ax = plt.subplots(1, figsize=(20, 8))\n", "\n", " ax.plot(df['whe'])\n", " \n", " if title is not None:\n", " ax.set_title(title)\n", " " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_series(df_hour, title='Electricity consumption (One record every hour)')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vancouver = pytz.timezone('America/Vancouver')\n", "plot_series(\n", " df_hour[\n", " (df_hour.index.tz_convert(vancouver) >= pd.Timestamp(2012, 6, 8).tz_localize(vancouver)) &\n", " (df_hour.index.tz_convert(vancouver) < pd.Timestamp(2012, 6, 10).tz_localize(vancouver))\n", " ], \n", " title='Electricity consumption (One record every hour)'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Weather data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "weather_df = pd.read_csv('./data/AMPds/Climate_HourlyWeather.csv', parse_dates=['Date/Time'])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Date/TimeYearMonthDayTimeData QualityTemp (C)Temp FlagDew Point Temp (C)Dew Point Temp Flag...Wind Spd FlagVisibility (km)Visibility FlagStn Press (kPa)Stn Press FlagHmdxHmdx FlagWind ChillWind Chill FlagWeather
02012-04-01 00:00:0020124100:00NaN4.3NaN2.3NaN...NaN12.9NaN99.88NaNNaNNaNNaNNaNRain
12012-04-01 01:00:0020124101:00NaN4.4NaN2.2NaN...NaN8.0NaN99.94NaNNaNNaNNaNNaNRain - Fog
22012-04-01 02:00:0020124102:00NaN3.8NaN1.6NaN...NaN6.4NaN100.00NaNNaNNaNNaNNaNRain - Fog
32012-04-01 03:00:0020124103:00NaN2.8NaN0.7NaN...NaN8.0NaN100.10NaNNaNNaNNaNNaNRain - Fog
42012-04-01 04:00:0020124104:00NaN2.4NaN0.4NaN...NaN9.7NaN100.23NaNNaNNaNNaNNaNModerate Rain
\n", "

5 rows × 25 columns

\n", "
" ], "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": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_temperature(weather_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What timezone?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_temperature(\n", " weather_df[\n", " (weather_df['Date/Time'] >= pd.Timestamp(2012, 6, 10)) &\n", " (weather_df['Date/Time'] < pd.Timestamp(2012, 6, 11))\n", " ]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot suggests Vancouver time.\n", "\n", "Convert to UTC:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "weather_df['date_utc'] = weather_df['Date/Time'].apply(\n", " lambda v: pd.Timestamp(vancouver.localize(v.to_pydatetime()).astimezone(pytz.utc))\n", ")\n", "weather_df.set_index('date_utc', inplace=True)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Date/TimeYearMonthDayTimeData QualityTemp (C)Temp FlagDew Point Temp (C)Dew Point Temp Flag...Wind Spd FlagVisibility (km)Visibility FlagStn Press (kPa)Stn Press FlagHmdxHmdx FlagWind ChillWind Chill FlagWeather
date_utc
2012-04-01 07:00:00+00:002012-04-01 00:00:0020124100:00NaN4.3NaN2.3NaN...NaN12.9NaN99.88NaNNaNNaNNaNNaNRain
2012-04-01 08:00:00+00:002012-04-01 01:00:0020124101:00NaN4.4NaN2.2NaN...NaN8.0NaN99.94NaNNaNNaNNaNNaNRain - Fog
2012-04-01 09:00:00+00:002012-04-01 02:00:0020124102:00NaN3.8NaN1.6NaN...NaN6.4NaN100.00NaNNaNNaNNaNNaNRain - Fog
2012-04-01 10:00:00+00:002012-04-01 03:00:0020124103:00NaN2.8NaN0.7NaN...NaN8.0NaN100.10NaNNaNNaNNaNNaNRain - Fog
2012-04-01 11:00:00+00:002012-04-01 04:00:0020124104:00NaN2.4NaN0.4NaN...NaN9.7NaN100.23NaNNaNNaNNaNNaNModerate Rain
2012-04-01 12:00:00+00:002012-04-01 05:00:0020124105:00NaN3.0NaN0.9NaN...NaN9.7NaN100.37NaNNaNNaNNaNNaNRain
2012-04-01 13:00:00+00:002012-04-01 06:00:0020124106:00NaN3.7NaN1.7NaN...NaN12.9NaN100.55NaNNaNNaNNaNNaNRain
2012-04-01 14:00:00+00:002012-04-01 07:00:0020124107:00NaN4.7NaN1.3NaN...NaN16.1NaN100.74NaNNaNNaNNaNNaNMostly Cloudy
2012-04-01 15:00:00+00:002012-04-01 08:00:0020124108:00NaN5.3NaN1.3NaN...NaN24.1NaN100.94NaNNaNNaNNaNNaNMostly Cloudy
2012-04-01 16:00:00+00:002012-04-01 09:00:0020124109:00NaN5.9NaN1.9NaN...NaN24.1NaN101.07NaNNaNNaNNaNNaNMostly Cloudy
2012-04-01 17:00:00+00:002012-04-01 10:00:0020124110:00NaN7.0NaN1.5NaN...NaN32.2NaN101.15NaNNaNNaNNaNNaNMostly Cloudy
2012-04-01 18:00:00+00:002012-04-01 11:00:0020124111:00NaN7.8NaN0.7NaN...NaN32.2NaN101.28NaNNaNNaNNaNNaNMainly Clear
2012-04-01 19:00:00+00:002012-04-01 12:00:0020124112:00NaN9.1NaN1.9NaN...NaN32.2NaN101.35NaNNaNNaNNaNNaNMainly Clear
2012-04-01 20:00:00+00:002012-04-01 13:00:0020124113:00NaN9.5NaN0.3NaN...NaN32.2NaN101.41NaNNaNNaNNaNNaNMainly Clear
2012-04-01 21:00:00+00:002012-04-01 14:00:0020124114:00NaN9.8NaN-1.3NaN...NaN32.2NaN101.48NaNNaNNaNNaNNaNMainly Clear
2012-04-01 22:00:00+00:002012-04-01 15:00:0020124115:00NaN10.5NaN0.2NaN...NaN32.2NaN101.56NaNNaNNaNNaNNaNMainly Clear
2012-04-01 23:00:00+00:002012-04-01 16:00:0020124116:00NaN9.5NaN2.1NaN...NaN32.2NaN101.59NaNNaNNaNNaNNaNMostly Cloudy
2012-04-02 00:00:00+00:002012-04-01 17:00:0020124117:00NaN8.7NaN2.4NaN...NaN32.2NaN101.69NaNNaNNaNNaNNaNMostly Cloudy
2012-04-02 01:00:00+00:002012-04-01 18:00:0020124118:00NaN8.5NaN0.9NaN...NaN32.2NaN101.77NaNNaNNaNNaNNaNCloudy
2012-04-02 02:00:00+00:002012-04-01 19:00:0020124119:00NaN8.4NaN1.6NaN...NaN32.2NaN101.82NaNNaNNaNNaNNaNCloudy
2012-04-02 03:00:00+00:002012-04-01 20:00:0020124120:00NaN7.9NaN2.5NaN...NaN32.2NaN101.91NaNNaNNaNNaNNaNCloudy
2012-04-02 04:00:00+00:002012-04-01 21:00:0020124121:00NaN7.2NaN3.2NaN...NaN32.2NaN101.98NaNNaNNaNNaNNaNMostly Cloudy
2012-04-02 05:00:00+00:002012-04-01 22:00:0020124122:00NaN6.6NaN3.1NaN...NaN32.2NaN102.01NaNNaNNaNNaNNaNMostly Cloudy
2012-04-02 06:00:00+00:002012-04-01 23:00:0020124123:00NaN6.8NaN3.5NaN...NaN32.2NaN102.08NaNNaNNaNNaNNaNCloudy
2012-04-02 07:00:00+00:002012-04-02 00:00:0020124200:00NaN7.2NaN2.9NaN...NaN32.2NaN102.11NaNNaNNaNNaNNaNCloudy
2012-04-02 08:00:00+00:002012-04-02 01:00:0020124201:00NaN7.1NaN2.8NaN...NaN32.2NaN102.11NaNNaNNaNNaNNaNCloudy
2012-04-02 09:00:00+00:002012-04-02 02:00:0020124202:00NaN7.3NaN3.2NaN...NaN32.2NaN102.12NaNNaNNaNNaNNaNCloudy
2012-04-02 10:00:00+00:002012-04-02 03:00:0020124203:00NaN7.4NaN3.0NaN...NaN32.2NaN102.13NaNNaNNaNNaNNaNCloudy
2012-04-02 11:00:00+00:002012-04-02 04:00:0020124204:00NaN7.5NaN2.7NaN...NaN32.2NaN102.16NaNNaNNaNNaNNaNCloudy
2012-04-02 12:00:00+00:002012-04-02 05:00:0020124205:00NaN7.4NaN2.6NaN...NaN32.2NaN102.15NaNNaNNaNNaNNaNCloudy
..................................................................
2014-03-31 01:00:00+00:002014-03-30 18:00:00201433018:00**9.2NaN3.6NaN...NaN32.2NaN101.42NaNNaNNaNNaNNaNNaN
2014-03-31 02:00:00+00:002014-03-30 19:00:00201433019:00**8.4NaN3.7NaN...NaN32.2NaN101.48NaNNaNNaNNaNNaNMostly Cloudy
2014-03-31 03:00:00+00:002014-03-30 20:00:00201433020:00**7.1NaN4.1NaN...NaN32.2NaN101.52NaNNaNNaNNaNNaNNaN
2014-03-31 04:00:00+00:002014-03-30 21:00:00201433021:00**7.2NaN4.0NaN...NaN32.2NaN101.55NaNNaNNaNNaNNaNNaN
2014-03-31 05:00:00+00:002014-03-30 22:00:00201433022:00**7.3NaN4.1NaN...NaN32.2NaN101.57NaNNaNNaNNaNNaNMostly Cloudy
2014-03-31 06:00:00+00:002014-03-30 23:00:00201433023:00**5.7NaN3.9NaN...NaN32.2NaN101.56NaNNaNNaNNaNNaNNaN
2014-03-31 07:00:00+00:002014-03-31 00:00:00201433100:00**5.9NaN3.9NaN...NaN32.2NaN101.56NaNNaNNaNNaNNaNNaN
2014-03-31 08:00:00+00:002014-03-31 01:00:00201433101:00**6.0NaN4.0NaN...NaN24.1NaN101.56NaNNaNNaNNaNNaNMostly Cloudy
2014-03-31 09:00:00+00:002014-03-31 02:00:00201433102:00**5.4NaN3.4NaN...NaN24.1NaN101.54NaNNaNNaNNaNNaNNaN
2014-03-31 10:00:00+00:002014-03-31 03:00:00201433103:00**5.2NaN2.4NaN...NaN32.2NaN101.47NaNNaNNaNNaNNaNNaN
2014-03-31 11:00:00+00:002014-03-31 04:00:00201433104:00**3.2NaN1.4NaN...NaN32.2NaN101.44NaNNaNNaNNaNNaNClear
2014-03-31 12:00:00+00:002014-03-31 05:00:00201433105:00**3.8NaN2.0NaN...NaN32.2NaN101.40NaNNaNNaNNaNNaNNaN
2014-03-31 13:00:00+00:002014-03-31 06:00:00201433106:00**2.4NaN1.5NaN...NaN32.2NaN101.36NaNNaNNaNNaNNaNNaN
2014-03-31 14:00:00+00:002014-03-31 07:00:00201433107:00**4.5NaN2.5NaN...NaN32.2NaN101.34NaNNaNNaNNaNNaNMainly Clear
2014-03-31 15:00:00+00:002014-03-31 08:00:00201433108:00**6.7NaN2.0NaN...NaN32.2NaN101.31NaNNaNNaNNaNNaNNaN
2014-03-31 16:00:00+00:002014-03-31 09:00:00201433109:00**7.4NaN3.5NaN...NaN32.2NaN101.31NaNNaNNaNNaNNaNNaN
2014-03-31 17:00:00+00:002014-03-31 10:00:00201433110:00**8.0NaN4.4NaN...NaN48.3NaN101.29NaNNaNNaNNaNNaNMainly Clear
2014-03-31 18:00:00+00:002014-03-31 11:00:00201433111:00**8.3NaN4.9NaN...NaN48.3NaN101.27NaNNaNNaNNaNNaNNaN
2014-03-31 19:00:00+00:002014-03-31 12:00:00201433112:00**10.0NaN5.6NaN...NaN48.3NaN101.19NaNNaNNaNNaNNaNNaN
2014-03-31 20:00:00+00:002014-03-31 13:00:00201433113:00**10.3NaN6.3NaN...NaN48.3NaN101.09NaNNaNNaNNaNNaNMostly Cloudy
2014-03-31 21:00:00+00:002014-03-31 14:00:00201433114:00**10.3NaN6.5NaN...NaN48.3NaN101.02NaNNaNNaNNaNNaNNaN
2014-03-31 22:00:00+00:002014-03-31 15:00:00201433115:00**10.5NaN6.5NaN...NaN48.3NaN100.94NaNNaNNaNNaNNaNNaN
2014-03-31 23:00:00+00:002014-03-31 16:00:00201433116:00**10.2NaN6.9NaN...NaN48.3NaN100.89NaNNaNNaNNaNNaNMainly Clear
2014-04-01 00:00:00+00:002014-03-31 17:00:00201433117:00**9.8NaN6.0NaN...NaN48.3NaN100.86NaNNaNNaNNaNNaNNaN
2014-04-01 01:00:00+00:002014-03-31 18:00:00201433118:00**9.4NaN5.6NaN...NaN48.3NaN100.81NaNNaNNaNNaNNaNNaN
2014-04-01 02:00:00+00:002014-03-31 19:00:00201433119:00**8.6NaN6.1NaN...NaN48.3NaN100.79NaNNaNNaNNaNNaNMainly Clear
2014-04-01 03:00:00+00:002014-03-31 20:00:00201433120:00**8.2NaN6.2NaN...NaN32.2NaN100.81NaNNaNNaNNaNNaNNaN
2014-04-01 04:00:00+00:002014-03-31 21:00:00201433121:00**7.0NaN6.1NaN...NaN32.2NaN100.81NaNNaNNaNNaNNaNNaN
2014-04-01 05:00:00+00:002014-03-31 22:00:00201433122:00**6.3NaN5.1NaN...NaN32.2NaN100.80NaNNaNNaNNaNNaNClear
2014-04-01 06:00:00+00:002014-03-31 23:00:00201433123:00**8.1NaN4.5NaN...NaN32.2NaN100.81NaNNaNNaNNaNNaNNaN
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17520 rows × 25 columns

\n", "
" ], "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 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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": { "text/html": [ "
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wheDate/TimeYearMonthDayTimeData QualityTemp (C)Temp FlagDew Point Temp (C)...Wind Spd FlagVisibility (km)Visibility FlagStn Press (kPa)Stn Press FlagHmdxHmdx FlagWind ChillWind Chill FlagWeather
2012-04-01 07:00:00+00:001608.5833332012-04-01 00:00:0020124100:00NaN4.3NaN2.3...NaN12.9NaN99.88NaNNaNNaNNaNNaNRain
2012-04-01 08:00:00+00:001245.4833332012-04-01 01:00:0020124101:00NaN4.4NaN2.2...NaN8.0NaN99.94NaNNaNNaNNaNNaNRain - Fog
2012-04-01 09:00:00+00:001261.0500002012-04-01 02:00:0020124102:00NaN3.8NaN1.6...NaN6.4NaN100.00NaNNaNNaNNaNNaNRain - Fog
2012-04-01 10:00:00+00:001266.3333332012-04-01 03:00:0020124103:00NaN2.8NaN0.7...NaN8.0NaN100.10NaNNaNNaNNaNNaNRain - Fog
2012-04-01 11:00:00+00:001402.0500002012-04-01 04:00:0020124104:00NaN2.4NaN0.4...NaN9.7NaN100.23NaNNaNNaNNaNNaNModerate Rain
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5 rows × 26 columns

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" ], "text/plain": [ " 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.plot(forecast);" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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dsyhatyhat_loweryhat_upper
175142014-04-01 03:00:001695.249252948.6212002467.917872
175152014-04-01 04:00:001609.621601866.4902932368.429304
175162014-04-01 05:00:001415.373650633.4251832200.441264
175172014-04-01 06:00:001145.756550405.2530671871.099338
175182014-04-02 06:00:001109.279635290.0450241826.865735
\n", "
" ], "text/plain": [ " ds yhat yhat_lower yhat_upper\n", "17514 2014-04-01 03:00:00 1695.249252 948.621200 2467.917872\n", "17515 2014-04-01 04:00:00 1609.621601 866.490293 2368.429304\n", "17516 2014-04-01 05:00:00 1415.373650 633.425183 2200.441264\n", "17517 2014-04-01 06:00:00 1145.756550 405.253067 1871.099338\n", "17518 2014-04-02 06:00:00 1109.279635 290.045024 1826.865735" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### LSTM network\n", "\n", "#### Consumption forecast\n", "\n", "The game is to predict electricity consumption for a day on this house, knowing both the past consumption and the weather conditions. \n", "\n", "Past values are key to identify patterns of consumption independant of the weather (patterns proper to this house amenities and its occupants). \n", "\n", "Weather is the core exogenous factor driving consumption.\n", "\n", "We'll use a long short-term memory network, a flavor of recurrent neural network solving some of the core issues experienced by vanilla RNNs.\n", "\n", "#### Models \n", "\n", "We'll train two distinct model:\n", "\n", "1. Weather forecast model: predict temperature, dew point temperature, visibility, atmospheric pressure\n", "2. Consumption forecast: use weather data + past consumption to predict future consumption\n", "\n", "All 4 dimensions will be predicted by the first model for the next time step. \n", "\n", "The second model outputs the consumption prediction for the next time step.\n", "\n", "#### Weather model" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "n_steps = 24\n", "n_inputs = 4\n", "n_neurons = 100\n", "n_layers = 4\n", "n_outputs = 4" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Date/Time', 'Year', 'Month', 'Day', 'Time', 'Data Quality', 'Temp (C)',\n", " 'Temp Flag', 'Dew Point Temp (C)', 'Dew Point Temp Flag', 'Rel Hum (%)',\n", " 'Rel Hum Flag', 'Wind Dir (10s deg)', 'Wind Dir Flag',\n", " 'Wind Spd (km/h)', 'Wind Spd Flag', 'Visibility (km)',\n", " 'Visibility Flag', 'Stn Press (kPa)', 'Stn Press Flag', 'Hmdx',\n", " 'Hmdx Flag', 'Wind Chill', 'Wind Chill Flag', 'Weather'],\n", " dtype='object')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather_dedup_df.columns" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(17469, 4)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_weather_all = weather_dedup_df[['Temp (C)', 'Dew Point Temp (C)', 'Visibility (km)', 'Stn Press (kPa)']].dropna()\n", "X_weather_all.shape" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((2, 24, 4), (2, 24, 4))" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_X(m):\n", " return m[:-1,:]\n", "\n", "def get_y(m):\n", " return m[1:, :]\n", "\n", "def next_batch(X_all, batch_size):\n", " X__, y__ = [], []\n", " for x in np.random.randint(len(X_all) - (n_steps + 1), size=batch_size):\n", " matrix = X_all.iloc[x:x+n_steps+1].values\n", " X__.append(get_X(matrix))\n", " y__.append(get_y(matrix))\n", "\n", " return np.array(X__), np.array(y__)\n", "\n", "X_, y_ = next_batch(X_weather_all, 2)\n", "X_.shape, y_.shape" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def get_training_test_sets(X_all):\n", " last_slice = int(len(X_all) * 0.2)\n", " return X_all.iloc[:-last_slice,:], X_all.iloc[-last_slice:,:]" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((17469, 4), (13976, 4), (3493, 4))" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train, X_test = get_training_test_sets(X_weather_all)\n", "\n", "X_weather_all.shape, X_train.shape, X_test.shape" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/srom/workspace/ds/env/lib/python3.6/site-packages/tensorflow/python/util/tf_inspect.py:75: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n", " return _inspect.getargspec(target)\n", "/Users/srom/workspace/ds/env/lib/python3.6/site-packages/tensorflow/python/util/tf_inspect.py:75: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n", " return _inspect.getargspec(target)\n" ] } ], "source": [ "X = tf.placeholder(tf.float32, [None, n_steps, n_inputs])\n", "y = tf.placeholder(tf.float32, [None, n_steps, n_outputs])\n", "\n", "cell = tf.contrib.rnn.OutputProjectionWrapper(\n", " tf.contrib.rnn.BasicLSTMCell(num_units=n_neurons),\n", " output_size=n_outputs\n", ")\n", "rnn_outputs, states = tf.nn.dynamic_rnn(cell, X, dtype=tf.float32)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "learning_rate = 0.001\n", "\n", "loss = tf.reduce_mean(tf.square(rnn_outputs - y))\n", "optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate)\n", "training_op = optimizer.minimize(loss)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 \tMSE: 2896.756\n", "100 \tMSE: 1996.3627\n", "200 \tMSE: 1428.6659\n", "300 \tMSE: 1092.0142\n", "400 \tMSE: 847.50586\n", "500 \tMSE: 651.0081\n", "600 \tMSE: 516.0658\n", "700 \tMSE: 405.70468\n", "800 \tMSE: 302.64926\n", "900 \tMSE: 218.36198\n" ] }, { "data": { "text/plain": [ "(array([[ 8.810227 , 5.6796145, 22.945196 , 61.405994 ],\n", " [11.290778 , 7.266456 , 29.325771 , 78.49686 ],\n", " [11.661488 , 7.5065675, 30.286348 , 81.07049 ],\n", " [11.712602 , 7.539683 , 30.418821 , 81.42545 ],\n", " [11.719506 , 7.544177 , 30.436737 , 81.47347 ],\n", " [11.720455 , 7.5447855, 30.439182 , 81.48004 ],\n", " [11.720583 , 7.544869 , 30.43951 , 81.48095 ],\n", " [11.720636 , 7.5448837, 30.43963 , 81.48122 ],\n", " [11.720636 , 7.5448833, 30.43963 , 81.48123 ],\n", " [11.72064 , 7.544884 , 30.439642 , 81.48124 ],\n", " [11.720644 , 7.5448856, 30.439648 , 81.481255 ],\n", " [11.720644 , 7.544886 , 30.439648 , 81.481255 ],\n", " [11.720646 , 7.5448847, 30.439648 , 81.481255 ],\n", " [11.720648 , 7.544886 , 30.439651 , 81.48126 ],\n", " [11.720646 , 7.5448856, 30.439648 , 81.481255 ],\n", " [11.720646 , 7.544885 , 30.439648 , 81.48126 ],\n", " [11.720648 , 7.544886 , 30.439651 , 81.48126 ],\n", " [11.720648 , 7.544886 , 30.439651 , 81.48126 ],\n", " [11.720648 , 7.544886 , 30.439651 , 81.48126 ],\n", " [11.720648 , 7.544886 , 30.439651 , 81.48126 ],\n", " [11.720648 , 7.5448856, 30.439651 , 81.48126 ],\n", " [11.720648 , 7.5448856, 30.439651 , 81.48126 ],\n", " [11.720646 , 7.5448856, 30.439648 , 81.481255 ],\n", " [11.720646 , 7.5448856, 30.439648 , 81.481255 ]], dtype=float32),\n", " array([[ 3.2 , 3.1 , 8.1 , 102.95],\n", " [ 1.9 , 1.6 , 4.8 , 102.99],\n", " [ 2.4 , 2.1 , 8.1 , 102.98],\n", " [ 1.7 , 1.6 , 0.4 , 103.05],\n", " [ 2.7 , 2.6 , 0.4 , 103.12],\n", " [ 3. , 2.9 , 0.4 , 103.06],\n", " [ 2.2 , 1.9 , 19.3 , 103.06],\n", " [ 1.5 , 1.4 , 19.3 , 103.03],\n", " [ 2.2 , 2.1 , 19.3 , 103.1 ],\n", " [ 2.5 , 2.4 , 24.1 , 103.1 ],\n", " [ 2.5 , 2.4 , 24.1 , 103.15],\n", " [ 4.7 , 4.6 , 19.3 , 103.21],\n", " [ 6.8 , 5.8 , 24.1 , 103.18],\n", " [ 6.9 , 5.4 , 19.3 , 103.15],\n", " [ 7.3 , 5.3 , 19.3 , 103.12],\n", " [ 7.5 , 5.2 , 24.1 , 103.09],\n", " [ 7.3 , 5.3 , 24.1 , 103.03],\n", " [ 6.3 , 4.6 , 24.1 , 102.97],\n", " [ 6.6 , 4.4 , 24.1 , 102.91],\n", " [ 5.7 , 4.2 , 24.1 , 102.83],\n", " [ 5.8 , 4.1 , 24.1 , 102.75],\n", " [ 3.5 , 2.9 , 24.1 , 102.72],\n", " [ 3.2 , 2.9 , 24.1 , 102.68],\n", " [ 1.7 , 1.4 , 19.3 , 102.61]]))" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_iterations = 1000\n", "batch_size = 50\n", "\n", "init = tf.global_variables_initializer()\n", "\n", "with tf.Session() as sess:\n", " init.run()\n", " for iteration in range(n_iterations):\n", " X_batch, y_batch = next_batch(X_train, batch_size)\n", " sess.run(training_op, feed_dict={X: X_batch, y: y_batch})\n", " if iteration % 100 == 0:\n", " mse = loss.eval(feed_dict={X: X_batch, y: y_batch})\n", " print(iteration, \"\\tMSE:\", mse)\n", " \n", " X_new, y_new = next_batch(X_test, 1)\n", " y_pred = sess.run(rnn_outputs, feed_dict={X: X_new})\n", "\n", "y_pred[0], y_new[0]" ] }, { "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": [] }, { "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }