Jupyter Data Science Workflow.ipynb

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   "cell_type": "markdown",
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   "source": [
    "# Jupyter Notebook\n",
    "\n",
    "NoteBook overview\n",
    "\n",
    "This Jupyter-notebook is a beginner-level introduction to Jupyter-notebook (formerly known as IPython) for interactive Python programming, high-performance numerical computing, and data visualization. It assumes nothing more than familiarity with Python. It targets developers, students, teachers, hobbyists who know Python a bit, and who want to learn IPython for the extended console, the Notebook, and for more advanced scientific applications.\n",
    "\n",
    "The book first introduces Jupyter-notebook for interactive Python and shell programming. It shows how Jupyter-notebook can considerably improve the productivity of a developer who creates, debugs, benchmarks and profiles Python code.\n",
    "\n",
    "Then, the reader learns the very basics of vector computing, and discovers how to load and analyze numerical and tabular data with NumPy and Pandas. The book shows the interactive visualization capabilities of the platform with Matplotlib, SciPy and PIL. It also contains a few image processing examples.\n",
    "\n",
    "Some techniques to accelerate Python code are also demonstrated, using either interactive parallel computing features from IPython (using MPI or not), or Cython to compile a portion of the code in C for really interesting speedups.\n",
    "\n",
    "Finally, the Jupyter-notebook shows how Jupyter-notebook can be customized for advanced uses, notably with the creation of new extensions and magic commands.\n",
    "\n",
    "# Code Example\n",
    "\n",
    "Most files are Jupyter Notebooks (.ipynb extension with JSON data). There are also some Python external scripts (.py extension).\n",
    "\n",
    "The following modules are used in at least one example:\n",
    "\n",
    "Python 3.7,0\n",
    "Jupyter-notebook 5.6\n",
    "NumPy\n",
    "Pandas\n",
    "SciPy\n",
    "Matplotlib\n",
    "Matplotlib basemap\n",
    "NetworkX\n",
    "PyQt or PySide\n",
    "Cython\n",
    "PIL\n",
    "\n",
    "\n",
    "## Chapter 1\n",
    "\n",
    "### Data Analytics: Smart Building Energy Metering\n",
    "\n",
    "### Data Workflow and analysis\n",
    "\n",
    "    -This Jupyter Notebook renders advanced metering infrastructure data for smart building energy prediction\n",
    "    \n",
    "    * Data Set Source:\n",
    "        * https://github.com/LaGuer/jupy-smartbuilding-amis/tree/master/downloads/combed.zip\n",
    "            \n",
    "            Data Set Information:\n",
    "\n",
    "            * https://github.com/LaGuer/jupy-smartbuilding-amis\n",
    "                \n",
    "                Data Set Information:\n",
    "\n",
    "- Example 1 : View Jupyter Data Science Workflow inside https://nbviewer.jupyter.org/github/laguer/Jupyter...\n",
    "- Follow the Link to access [Example 1 Jupyter Data Science Workflow](https://nbviewer.jupyter.org/github/LaGuer/jupy-smartbuilding-amis/*.ipynb)\n",
    "https://github.com/LaGuer/JupyterDataScienceWorkflow\n",
    "- Example 2 : View JupyterDataScienceWorkflow in action inside https://nbviewer.jupyter.org/github/laguer/JupyterDataScienceWorkflow\n",
    "- Follow the Link to access [Example 2  JupyterDataScienceWorkflow](https://nbviewer.jupyter.org/github/LaGuer/JupyterDataScienceWorkflow/*.ipynb)\n",
    "\n",
    "## Chapter 2\n",
    "\n",
    "### Data Analytics: Residential Energy Metering Consumption\n",
    "\n",
    "### Data Workflow and analysis\n",
    "\n",
    "    -This Jupyter Notebook renders Individual household electric power consumption Data Set energy data for IoT Appliances energy prediction\n",
    "    \n",
    "    * Data Set Source:\n",
    "        * https://archive.ics.uci.edu/ml/machine-learning-databases\n",
    "            \n",
    "            Data Set Information:\n",
    "\n",
    "            * https://archive.ics.uci.edu/ml/machine-learning-databases/00235/household_power_consumption.zip \n",
    "                \n",
    "                Data Set Information:\n",
    "\n",
    "This archive contains 2075259 measurements gathered in a house located in Sceaux (7km of Paris, France) between December 2006 and November 2010 (47 months).\n",
    "Notes:\n",
    "    \n",
    "                * (global_active_power*1000/60 - sub_metering_1 - sub_metering_2 - sub_metering_3) represents the active energy consumed every minute (in watt hour) in the household by electrical equipment not measured in sub-meterings 1, 2 and 3.\n",
    "                * The dataset contains some missing values in the measurements (nearly 1,25% of the rows). All calendar timestamps are present in the dataset but for some timestamps, the measurement values are missing: a missing value is represented by the absence of value between two consecutive semi-colon attribute separators. For instance, the dataset shows missing values on April 28, 2007.\n",
    "\n",
    "Attribute Information:\n",
    "\n",
    "                * date: Date in format dd/mm/yyyy\n",
    "                * time: time in format hh:mm:ss\n",
    "                * global_active_power: household global minute-averaged active power (in kilowatt)\n",
    "                * global_reactive_power: household global minute-averaged reactive power (in kilowatt)\n",
    "                * voltage: minute-averaged voltage (in volt)\n",
    "                * global_intensity: household global minute-averaged current intensity (in ampere)\n",
    "                * sub_metering_1: energy sub-metering No. 1 (in watt-hour of active energy). It corresponds to the kitchen, containing mainly a dishwasher, an oven and a microwave (hot plates are not electric but gas powered).\n",
    "                * sub_metering_2: energy sub-metering No. 2 (in watt-hour of active energy). It corresponds to the laundry room, containing a washing-machine, a tumble-drier, a refrigerator and a light.\n",
    "                * sub_metering_3: energy sub-metering No. 3 (in watt-hour of active energy). It corresponds to an electric water-heater and an air-conditioner.\n",
    "    \n",
    "## Chapter 3\n",
    "\n",
    "### Data Analytics: IoT Appliances energy metering prediction\n",
    "\n",
    "### Data Workflow and analysis\n",
    "\n",
    "    -This Jupyter Notebook analyses energy data for IoT Appliances energy prediction\n",
    "    \n",
    "    * Data Set Source:\n",
    "        * https://archive.ics.uci.edu/ml/machine-learning-databases\n",
    "            \n",
    "            Data Set Information:\n",
    "                \n",
    "            * https://archive.ics.uci.edu/ml/machine-learning-databases/00321/\n",
    "\n",
    "        * The data set is at 10 min for about 4.5 months. The house temperature and humidity conditions were monitored with a ZigBee wireless sensor network. Each wireless node transmitted the temperature and humidity conditions around 3.3 min. Then, the wireless data was averaged for 10 minutes periods. The energy data was logged every 10 minutes with m-bus energy meters. Weather from the nearest airport weather station (Chievres Airport, Belgium) was downloaded from a public data set from Reliable Prognosis (rp5.ru), and merged together with the experimental data sets using the date and time column. Two random variables have been included in the data set for testing the regression models and to filter out non predictive attributes (parameters).\n",
    "\n",
    "For more information about the house, data collection, R scripts and figures, please refer to the paper and to the following github repository:\n",
    "\n",
    "[Web Link](https://github.com/LuisM78/Appliances-energy-prediction-data)\n",
    "\n",
    "Attribute Information:\n",
    "\n",
    "                * date time year-month-day hour:minute:second\n",
    "                * Appliances, energy use in Wh\n",
    "                * lights, energy use of light fixtures in the house in Wh\n",
    "                * T1, Temperature in kitchen area, in Celsius\n",
    "                * RH_1, Humidity in kitchen area, in %\n",
    "                * T2, Temperature in living room area, in Celsius\n",
    "                * RH_2, Humidity in living room area, in %\n",
    "                * T3, Temperature in laundry room area\n",
    "                * RH_3, Humidity in laundry room area, in %\n",
    "                * T4, Temperature in office room, in Celsius\n",
    "                * RH_4, Humidity in office room, in %\n",
    "                * T5, Temperature in bathroom, in Celsius\n",
    "                * RH_5, Humidity in bathroom, in %\n",
    "                * T6, Temperature outside the building (north side), in Celsius\n",
    "                * RH_6, Humidity outside the building (north side), in %\n",
    "                * T7, Temperature in ironing room , in Celsius\n",
    "                * RH_7, Humidity in ironing room, in %\n",
    "                * T8, Temperature in teenager room 2, in Celsius\n",
    "                * RH_8, Humidity in teenager room 2, in %\n",
    "                * T9, Temperature in parents room, in Celsius\n",
    "                * RH_9, Humidity in parents room, in %\n",
    "                * To, Temperature outside (from Chievres weather station), in Celsius\n",
    "                * Pressure (from Chievres weather station), in mm Hg\n",
    "                * RH_out, Humidity outside (from Chievres weather station), in %\n",
    "                * Wind speed (from Chievres weather station), in m/s\n",
    "                * Visibility (from Chievres weather station), in km\n",
    "                * Tdewpoint (from Chievres weather station), Â°C\n",
    "                * rv1, Random variable 1, nondimensional\n",
    "                * rv2, Random variable 2, nondimensional\n",
    "\n",
    "Where indicated, hourly data (then interpolated) from the nearest airport weather station (Chievres Airport, Belgium) was downloaded from a public data set from Reliable Prognosis, rp5.ru. Permission was obtained from Reliable Prognosis for the distribution of the 4.5 months of weather data. \n",
    "\n",
    "## Chapter 3\n",
    "\n",
    "## Chapter 4\n",
    "\n",
    "## Chapter 5\n",
    "\n",
    "## Chapter 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%timeit\n",
    "# URL= 'https://s3platform.jrc.ec.europa.eu/ict-monitoring'\n",
    "# URL= 'https://www.kaggle.com/amisolution/planned-ict-investments/downloads/planned-ict-investments.zip/1'\n",
    "# URL= 'https://archive.ics.uci.edu/ml/machine-learning-databases/00267/data_banknote_authentication.txt'\n",
    "# URL= 'https://github.com/laguer/JupyterDataScienceWorkflow/dataset/energydata_complete.csv'\n",
    "URL= 'https://archive.ics.uci.edu/ml/machine-learning-databases/00374/energydata_complete.csv'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       ""
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!pip install pandas\n",
    "!pip install sklearn\n",
    "!pip install matplotlib\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('energydata_complete.csv', <http.client.HTTPMessage at 0x7f50d63086d8>)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from urllib.request import urlretrieve\n",
    "urlretrieve (URL, 'energydata_complete.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"date\",\"Appliances\",\"lights\",\"T1\",\"RH_1\",\"T2\",\"RH_2\",\"T3\",\"RH_3\",\"T4\",\"RH_4\",\"T5\",\"RH_5\",\"T6\",\"RH_6\",\"T7\",\"RH_7\",\"T8\",\"RH_8\",\"T9\",\"RH_9\",\"T_out\",\"Press_mm_hg\",\"RH_out\",\"Windspeed\",\"Visibility\",\"Tdewpoint\",\"rv1\",\"rv2\"\n",
      "\"2016-01-11 17:00:00\",\"  60\",\"30\",\"19.890000000000001\",\"47.596666666666700\",\"19.199999999999999\",\"44.789999999999999\",\"19.789999999999999\",\"44.729999999999997\",\"19.000000000000000\",\"45.566666666666698\",\"17.166666666666700\",\"55.200000000000003\",\" 7.026666666666669947\",\"84.2566666666667032\",\"17.199999999999999\",\"41.626666666666701\",\"18.199999999999999\",\"48.899999999999999\",\"17.033333333333299\",\"45.530000000000001\",\" 6.5999999999999996e+00\",\"733.50000000000000\",\" 92.000000000000000\",\" 7.00000000000000000\",\"63.0000000000000000\",\" 5.2999999999999998e+00\",\"13.2754331571049988270\",\"13.2754331571049988270\"\n",
      "\"2016-01-11 17:10:00\",\"  60\",\"30\",\"19.890000000000001\",\"46.693333333333300\",\"19.199999999999999\",\"44.722499999999997\",\"19.789999999999999\",\"44.789999999999999\",\"19.000000000000000\",\"45.992500000000000\",\"17.166666666666700\",\"55.200000000000003\",\" 6.833333333333330373\",\"84.0633333333333042\",\"17.199999999999999\",\"41.560000000000002\",\"18.199999999999999\",\"48.863333333333301\",\"17.066666666666698\",\"45.560000000000002\",\" 6.4833333333333298e+00\",\"733.60000000000002\",\" 92.000000000000000\",\" 6.66666666666666963\",\"59.1666666666666998\",\" 5.2000000000000002e+00\",\"18.6061949818395078182\",\"18.6061949818395078182\"\n",
      "\"2016-01-11 17:20:00\",\"  50\",\"30\",\"19.890000000000001\",\"46.299999999999997\",\"19.199999999999999\",\"44.626666666666701\",\"19.789999999999999\",\"44.933333333333302\",\"18.926666666666701\",\"45.890000000000001\",\"17.166666666666700\",\"55.090000000000003\",\" 6.559999999999999609\",\"83.1566666666666947\",\"17.199999999999999\",\"41.433333333333302\",\"18.199999999999999\",\"48.729999999999997\",\"17.000000000000000\",\"45.500000000000000\",\" 6.3666666666666698e+00\",\"733.70000000000005\",\" 92.000000000000000\",\" 6.33333333333333037\",\"55.3333333333333002\",\" 5.0999999999999996e+00\",\"28.6426681675948202610\",\"28.6426681675948202610\"\n",
      "\"2016-01-11 17:30:00\",\"  50\",\"40\",\"19.890000000000001\",\"46.066666666666698\",\"19.199999999999999\",\"44.590000000000003\",\"19.789999999999999\",\"45.000000000000000\",\"18.890000000000001\",\"45.723333333333301\",\"17.166666666666700\",\"55.090000000000003\",\" 6.433333333333330017\",\"83.4233333333333036\",\"17.133333333333301\",\"41.289999999999999\",\"18.100000000000001\",\"48.590000000000003\",\"17.000000000000000\",\"45.399999999999999\",\" 6.2500000000000000e+00\",\"733.79999999999995\",\" 92.000000000000000\",\" 6.00000000000000000\",\"51.5000000000000000\",\" 5.0000000000000000e+00\",\"45.4103894997388124466\",\"45.4103894997388124466\"\n",
      "\"2016-01-11 17:40:00\",\"  60\",\"40\",\"19.890000000000001\",\"46.333333333333300\",\"19.199999999999999\",\"44.530000000000001\",\"19.789999999999999\",\"45.000000000000000\",\"18.890000000000001\",\"45.530000000000001\",\"17.199999999999999\",\"55.090000000000003\",\" 6.366666666666669805\",\"84.8933333333333024\",\"17.199999999999999\",\"41.229999999999997\",\"18.100000000000001\",\"48.590000000000003\",\"17.000000000000000\",\"45.399999999999999\",\" 6.1333333333333302e+00\",\"733.89999999999998\",\" 92.000000000000000\",\" 5.66666666666666963\",\"47.6666666666666998\",\" 4.9000000000000004e+00\",\"10.0840965518727898598\",\"10.0840965518727898598\"\n",
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      "\"date\",\"Appliances\",\"lights\",\"T1\",\"RH_1\",\"T2\",\"RH_2\",\"T3\",\"RH_3\",\"T4\",\"RH_4\",\"T5\",\"RH_5\",\"T6\",\"RH_6\",\"T7\",\"RH_7\",\"T8\",\"RH_8\",\"T9\",\"RH_9\",\"T_out\",\"Press_mm_hg\",\"RH_out\",\"Windspeed\",\"Visibility\",\"Tdewpoint\",\"rv1\",\"rv2\"\n",
      "\"2016-01-11 17:00:00\",\"  60\",\"30\",\"19.890000000000001\",\"47.596666666666700\",\"19.199999999999999\",\"44.789999999999999\",\"19.789999999999999\",\"44.729999999999997\",\"19.000000000000000\",\"45.566666666666698\",\"17.166666666666700\",\"55.200000000000003\",\" 7.026666666666669947\",\"84.2566666666667032\",\"17.199999999999999\",\"41.626666666666701\",\"18.199999999999999\",\"48.899999999999999\",\"17.033333333333299\",\"45.530000000000001\",\" 6.5999999999999996e+00\",\"733.50000000000000\",\" 92.000000000000000\",\" 7.00000000000000000\",\"63.0000000000000000\",\" 5.2999999999999998e+00\",\"13.2754331571049988270\",\"13.2754331571049988270\"\n",
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      "\"2016-01-11 18:10:00\",\"  60\",\"50\",\"19.856666666666701\",\"45.560000000000002\",\"19.199999999999999\",\"44.500000000000000\",\"19.730000000000000\",\"44.899999999999999\",\"18.890000000000001\",\"45.863333333333301\",\"17.100000000000001\",\"54.899999999999999\",\" 6.190000000000000391\",\"86.4233333333333036\",\"17.100000000000001\",\"41.200000000000003\",\"18.100000000000001\",\"48.590000000000003\",\"17.000000000000000\",\"45.289999999999999\",\" 5.9166666666666696e+00\",\"734.16666666666697\",\" 91.833333333333300\",\" 5.16666666666666963\",\"40.0000000000000000\",\" 4.6833333333333300e+00\",\"33.0398896243423223495\",\"33.0398896243423223495\"\n",
      "\"2016-01-11 18:20:00\",\"  60\",\"40\",\"19.789999999999999\",\"45.597499999999997\",\"19.199999999999999\",\"44.433333333333302\",\"19.730000000000000\",\"44.789999999999999\",\"18.890000000000001\",\"45.789999999999999\",\"17.166666666666700\",\"55.000000000000000\",\" 6.123333333333330408\",\"87.2266666666667021\",\"17.166666666666700\",\"41.399999999999999\",\"18.100000000000001\",\"48.590000000000003\",\"17.000000000000000\",\"45.289999999999999\",\" 5.9333333333333300e+00\",\"734.23333333333301\",\" 91.666666666666700\",\" 5.33333333333333037\",\"40.0000000000000000\",\" 4.6666666666666696e+00\",\"31.4557021949440240860\",\"31.4557021949440240860\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "199 ms ± 8.41 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "!head energydata_complete.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Appliances</th>\n",
       "      <th>lights</th>\n",
       "      <th>T1</th>\n",
       "      <th>RH_1</th>\n",
       "      <th>T2</th>\n",
       "      <th>RH_2</th>\n",
       "      <th>T3</th>\n",
       "      <th>RH_3</th>\n",
       "      <th>T4</th>\n",
       "      <th>RH_4</th>\n",
       "      <th>...</th>\n",
       "      <th>T9</th>\n",
       "      <th>RH_9</th>\n",
       "      <th>T_out</th>\n",
       "      <th>Press_mm_hg</th>\n",
       "      <th>RH_out</th>\n",
       "      <th>Windspeed</th>\n",
       "      <th>Visibility</th>\n",
       "      <th>Tdewpoint</th>\n",
       "      <th>rv1</th>\n",
       "      <th>rv2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-11 17:00:00</th>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>19.89</td>\n",
       "      <td>47.596667</td>\n",
       "      <td>19.2</td>\n",
       "      <td>44.790000</td>\n",
       "      <td>19.79</td>\n",
       "      <td>44.730000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>45.566667</td>\n",
       "      <td>...</td>\n",
       "      <td>17.033333</td>\n",
       "      <td>45.53</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>733.5</td>\n",
       "      <td>92.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>5.3</td>\n",
       "      <td>13.275433</td>\n",
       "      <td>13.275433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11 17:10:00</th>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>19.89</td>\n",
       "      <td>46.693333</td>\n",
       "      <td>19.2</td>\n",
       "      <td>44.722500</td>\n",
       "      <td>19.79</td>\n",
       "      <td>44.790000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>45.992500</td>\n",
       "      <td>...</td>\n",
       "      <td>17.066667</td>\n",
       "      <td>45.56</td>\n",
       "      <td>6.483333</td>\n",
       "      <td>733.6</td>\n",
       "      <td>92.0</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>59.166667</td>\n",
       "      <td>5.2</td>\n",
       "      <td>18.606195</td>\n",
       "      <td>18.606195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11 17:20:00</th>\n",
       "      <td>50</td>\n",
       "      <td>30</td>\n",
       "      <td>19.89</td>\n",
       "      <td>46.300000</td>\n",
       "      <td>19.2</td>\n",
       "      <td>44.626667</td>\n",
       "      <td>19.79</td>\n",
       "      <td>44.933333</td>\n",
       "      <td>18.926667</td>\n",
       "      <td>45.890000</td>\n",
       "      <td>...</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>45.50</td>\n",
       "      <td>6.366667</td>\n",
       "      <td>733.7</td>\n",
       "      <td>92.0</td>\n",
       "      <td>6.333333</td>\n",
       "      <td>55.333333</td>\n",
       "      <td>5.1</td>\n",
       "      <td>28.642668</td>\n",
       "      <td>28.642668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11 17:30:00</th>\n",
       "      <td>50</td>\n",
       "      <td>40</td>\n",
       "      <td>19.89</td>\n",
       "      <td>46.066667</td>\n",
       "      <td>19.2</td>\n",
       "      <td>44.590000</td>\n",
       "      <td>19.79</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>18.890000</td>\n",
       "      <td>45.723333</td>\n",
       "      <td>...</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>45.40</td>\n",
       "      <td>6.250000</td>\n",
       "      <td>733.8</td>\n",
       "      <td>92.0</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>51.500000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.410389</td>\n",
       "      <td>45.410389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11 17:40:00</th>\n",
       "      <td>60</td>\n",
       "      <td>40</td>\n",
       "      <td>19.89</td>\n",
       "      <td>46.333333</td>\n",
       "      <td>19.2</td>\n",
       "      <td>44.530000</td>\n",
       "      <td>19.79</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>18.890000</td>\n",
       "      <td>45.530000</td>\n",
       "      <td>...</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>45.40</td>\n",
       "      <td>6.133333</td>\n",
       "      <td>733.9</td>\n",
       "      <td>92.0</td>\n",
       "      <td>5.666667</td>\n",
       "      <td>47.666667</td>\n",
       "      <td>4.9</td>\n",
       "      <td>10.084097</td>\n",
       "      <td>10.084097</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Appliances  lights     T1       RH_1    T2       RH_2  \\\n",
       "date                                                                         \n",
       "2016-01-11 17:00:00          60      30  19.89  47.596667  19.2  44.790000   \n",
       "2016-01-11 17:10:00          60      30  19.89  46.693333  19.2  44.722500   \n",
       "2016-01-11 17:20:00          50      30  19.89  46.300000  19.2  44.626667   \n",
       "2016-01-11 17:30:00          50      40  19.89  46.066667  19.2  44.590000   \n",
       "2016-01-11 17:40:00          60      40  19.89  46.333333  19.2  44.530000   \n",
       "\n",
       "                        T3       RH_3         T4       RH_4    ...      \\\n",
       "date                                                           ...       \n",
       "2016-01-11 17:00:00  19.79  44.730000  19.000000  45.566667    ...       \n",
       "2016-01-11 17:10:00  19.79  44.790000  19.000000  45.992500    ...       \n",
       "2016-01-11 17:20:00  19.79  44.933333  18.926667  45.890000    ...       \n",
       "2016-01-11 17:30:00  19.79  45.000000  18.890000  45.723333    ...       \n",
       "2016-01-11 17:40:00  19.79  45.000000  18.890000  45.530000    ...       \n",
       "\n",
       "                            T9   RH_9     T_out  Press_mm_hg  RH_out  \\\n",
       "date                                                                   \n",
       "2016-01-11 17:00:00  17.033333  45.53  6.600000        733.5    92.0   \n",
       "2016-01-11 17:10:00  17.066667  45.56  6.483333        733.6    92.0   \n",
       "2016-01-11 17:20:00  17.000000  45.50  6.366667        733.7    92.0   \n",
       "2016-01-11 17:30:00  17.000000  45.40  6.250000        733.8    92.0   \n",
       "2016-01-11 17:40:00  17.000000  45.40  6.133333        733.9    92.0   \n",
       "\n",
       "                     Windspeed  Visibility  Tdewpoint        rv1        rv2  \n",
       "date                                                                         \n",
       "2016-01-11 17:00:00   7.000000   63.000000        5.3  13.275433  13.275433  \n",
       "2016-01-11 17:10:00   6.666667   59.166667        5.2  18.606195  18.606195  \n",
       "2016-01-11 17:20:00   6.333333   55.333333        5.1  28.642668  28.642668  \n",
       "2016-01-11 17:30:00   6.000000   51.500000        5.0  45.410389  45.410389  \n",
       "2016-01-11 17:40:00   5.666667   47.666667        4.9  10.084097  10.084097  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# %%timeit\n",
    "import pandas as pd\n",
    "data = pd.read_csv('energydata_complete.csv', index_col='date', parse_dates=True)\n",
    "data.head ()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "data.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "data.resample('D').sum().plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn')\n",
    "\n",
    "data.resample('D').sum().plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.resample('h').sum().rolling(24).sum().plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby(data.index.time).mean().plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/bin/sh: 1: matplotlib: not found\r\n"
     ]
    }
   ],
   "source": [
    "!matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save the file below as data.py under the new directory dataset\n",
    "\n",
    "```\n",
    "import os\n",
    "from urllib.request import urlretrieve\n",
    "import pandas as pd\n",
    "URL = 'https://data.seattle/api/views/rows.csv?accessType=Download'\n",
    "def get_energydata(filename='energydata_complete.csv'), url=URL, force_download=false):\n",
    "    ```Download and cache energydata\n",
    "    Parameters\n",
    "    ----------\n",
    "    filename : string (optional)\n",
    "        location to save the data\n",
    "    url : string (optional)\n",
    "        web location of the data\n",
    "    force_download : bool (optional)\n",
    "        if True, force redownload of the data\n",
    "            \n",
    "    Returns\n",
    "    -------\n",
    "    data : pandas.DataFrame\n",
    "        The energydata data file is loaded\n",
    "        \n",
    "        \n",
    "    if force_download or not os.path.exists(filename):\n",
    "        urlretrieve(url, filename)\n",
    "        data = pd.read_csv('energydata_complete.csv', index_col='date', parse_dates=True)\n",
    "        data.columns = []\n",
    "        data['Total'] = data['Appliances'] + data['lights']\n",
    "        \n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import geoviews as gv\n",
    "gv.extension('bokeh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosmology.jl.ipynb\r\n",
      "CRSW-AMIS.csv\r\n",
      "energydata_complete.csv\r\n",
      "Julia Jupiter-Notebook Practice.ipynb\r\n",
      "Jupyter Agriculture Market Information System.ipynb\r\n",
      "Jupyter Data Science Workflow.ipynb\r\n",
      "Jupyter-Notebook Practice Physical Constants Ratios.ipynb\r\n"
     ]
    }
   ],
   "source": [
    "%ls"
   ]
  }
 ],
 "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}