{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "rZylyxp14xLb" }, "source": [ "# Analyzing Appliances Energy Prediction Data Set from UCI\n", "\n", "## Matthew Sullivan\n", "\n", "### EE 498 and Lockheed Martin\n", "\n", "As part of my capstone, I am analyzing PHM datasets. I choose UCI's Applicance energy prediction data set. From their website:\n", "\n", "\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", "\n", "MAKE LOOK LIKE THIS\n", "https://www.google.com/search?q=blog+post+template&tbm=isch&rlz=1C1GCEA_enUS900US901&hl=en&sa=X&ved=2ahUKEwjnv7rnr_zvAhUSRawKHXUHDx8QrNwCKAB6BQgBEKQC&biw=1903&bih=937#imgrc=KT5h1I3hyF0MVM\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "QtJ2Tt8G4oac" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from datetime import datetime\n", "import seaborn as sns\n", "import sklearn" ] }, { "cell_type": "markdown", "metadata": { "id": "uRbezwhWApyy" }, "source": [ "---\n", "# Downloading Data\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "vepfWMj5CHZN" }, "outputs": [], "source": [ "## REPLACE WITH PYTHON CLIENT EVENTUALLY\n", "\n", "import requests\n", "\n", "def save_file(url, file_name):\n", " r = requests.get(url)\n", " with open(file_name, 'wb') as f:\n", " f.write(r.content)\n", "\n", "save_file('https://archive.ics.uci.edu/ml/machine-learning-databases/00374/energydata_complete.csv',\n", " 'energy_data.csv')" ] }, { "cell_type": "markdown", "metadata": { "id": "y2V7Rp2semUx" }, "source": [ "---\n", "# First Model" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "id": "hb-y_b4_BvdA" }, "outputs": [], "source": [ "from sklearn import preprocessing\n", "\n", "data = pd.read_csv('energy_data.csv')\n", "dataColumns = []\n", "for name in data:\n", " dataColumns.append(name)\n", "features = dataColumns.copy()\n", "features.remove('date')\n", "features.remove('Appliances')\n", "\n", "# Mean Normalization\n", "meanNormData = data.copy()\n", "meanNormData = data.drop(['date'], axis=1)\n", "meanNormData = (meanNormData - meanNormData.mean()) / meanNormData.std()\n", "\n", "# Min-Max Normalization\n", "MinMaxNorm = data.copy()\n", "MinMaxNorm = MinMaxNorm.drop(['date'], axis=1)\n", "MinMaxNorm = (MinMaxNorm - MinMaxNorm.min()) / (MinMaxNorm.max() - MinMaxNorm.min())" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 876 }, "id": "B1RnJQStCIuX", "outputId": "9b31de77-635e-4830-d7c7-8666d34ee533" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Standard Error: 0.019117543021155804\n", "MinMax Error: 0.8519818461945436\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'MinMax Residuals')" ] }, "execution_count": 51, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "from sklearn import linear_model\n", "from sklearn import metrics\n", "\n", "# Training the Mean Normalized Data\n", "modelLASSO = linear_model.Lasso(alpha=0.01)\n", "modelLASSO.fit(meanNormData[features], meanNormData['Appliances'])\n", "ypred = modelLASSO.predict(meanNormData[features])\n", "\n", "standardData = meanNormData['Appliances'] / max(meanNormData['Appliances'])\n", "standardPred = ypred / max(ypred)\n", "\n", "# Training the MinMax Data\n", "newLasso = linear_model.Lasso(alpha=0.01)\n", "newLasso.fit(MinMaxNorm[features], MinMaxNorm['Appliances'])\n", "MinMaxPred = newLasso.predict(MinMaxNorm[features])\n", "MinMaxData = MinMaxNorm['Appliances']\n", "\n", "# # Normalize for Percentage\n", "MinMaxData = MinMaxNorm['Appliances'] / max(MinMaxNorm['Appliances'])\n", "MinMaxPred = MinMaxPred / max(MinMaxPred)\n", "\n", "# Error -----------------------------------------------------------------------\n", "standardError = sklearn.metrics.mean_squared_error(standardData, standardPred)\n", "minmaxError = sklearn.metrics.mean_squared_error(MinMaxData, MinMaxPred)\n", "print(\"Standard Error: \", standardError)\n", "print(\"MinMax Error: \", minmaxError)\n", "# Makes sense. Seasonality stuff makes MinMax off\n", "\n", "# Plotting ---------------------------------------------------------------------\n", "plt.figure(figsize=(14, 14))\n", "plt.subplot(2,2,1)\n", "plt.plot(standardData)\n", "plt.plot(standardPred, alpha=0.8)\n", "plt.title(\"Standardized Data\")\n", "plt.legend(['Real Data', 'Predictions'])\n", "\n", "plt.subplot(2,2,2)\n", "plt.plot(standardData - standardPred)\n", "plt.plot(abs(standardData - standardPred), alpha=0.8)\n", "plt.title('Residuals')\n", "plt.legend(['Residual', 'Magnitude of Res'])\n", "\n", "plt.subplot(2,2,3)\n", "plt.plot(MinMaxData)\n", "plt.plot(MinMaxPred, alpha=0.8)\n", "plt.title('MinMax Norml Predictions')\n", "plt.legend(['Real', 'Predictions'])\n", "\n", "plt.subplot(2,2,4)\n", "plt.plot(MinMaxData - MinMaxPred)\n", "plt.plot(abs(MinMaxData - MinMaxPred), alpha=0.8)\n", "plt.title('MinMax Residuals')" ] }, { "cell_type": "markdown", "metadata": { "id": "vUxSiSTAj9ao" }, "source": [ "### Analysis\n", "From previous exploration, mean normalizing improve the model. I assume this is the case as the weather is not too volatile in California. \n", "\n", "Looks good enough to me, however, this is predicting training data. Can we reproduce results with a test data set? " ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "id": "fe_AMPg2fVlR" }, "outputs": [], "source": [ "# Splitting Data\n", "from sklearn.model_selection import train_test_split\n", "\n", "featureData = meanNormData[features]\n", "labelData = meanNormData['Appliances']\n", "\n", "train_features, test_features, train_labels, test_labels = train_test_split(featureData, labelData, test_size=0.33)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ay7DY3FFgfKj", "outputId": "3dec3d3e-ea45-4961-f938-14ea95bc52a2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Standard Error: 0.02092424973882732\n" ] } ], "source": [ "from sklearn import linear_model\n", "from sklearn import metrics\n", "\n", "lassoModel = linear_model.Lasso(alpha=0.01)\n", "lassoModel.fit(train_features, train_labels)\n", "\n", "predictions = lassoModel.predict(test_features)\n", "\n", "standardLabels = test_labels / max(test_labels)\n", "standardPred = predictions / max(predictions)\n", "\n", "standardError = sklearn.metrics.mean_squared_error(standardLabels, standardPred)\n", "print(\"Standard Error: \", standardError) # not great. " ] }, { "cell_type": "markdown", "metadata": { "id": "CFLADSIlkEi8" }, "source": [ "### Analysis\n", "Looks like it won't be that simple lol. Mean normalization improved the model by < 0.01 " ] }, { "cell_type": "markdown", "metadata": { "id": "zzFQnPBMeWti" }, "source": [ "---\n", "# Data Exploration" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "P46JitKP-oV0" }, "outputs": [], "source": [ "all_dates_string = data['date']\n", "all_dates = []\n", "\n", "for date_string in all_dates_string:\n", " all_dates.append( datetime.strptime(date_string, \"%Y-%m-%d %H:%M:%S\") )\n", "\n", "plotting_dates = matplotlib.dates.date2num(all_dates)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "pezE-TRUDv2v" }, "outputs": [], "source": [ "# ------------------------\n", "# DAILY\n", "# ------------------------\n", "# STOPS AT 20,000\n", "counter = 1\n", "dateKeys = []\n", "date_map = {}\n", "for date in all_dates:\n", " day = str(date.day)\n", " if int(str(date.day)) < 10:\n", " day = \"0\" + str(date.day)\n", " currString = str(date.year) + \"-0\" + str(date.month) + \"-\" + day\n", " if currString not in date_map:\n", " currDF = data.loc[data['date'].str.contains(currString, case=False)]\n", " date_map[currString] = currDF\n", " dateKeys.append(currString)\n", " counter = counter + 1\n", " if (counter % 1000 == 0):\n", " print('Count at: ', counter)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 843 }, "id": "-s1xMKAbFLYg", "outputId": "a8535967-eee3-4f58-b637-0f2dbef6e2dc" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "97.6949581960983\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "appliance_data = data['Appliances'].to_numpy()\n", "#20,000 samples, average every 100\n", "avg_app_data = np.zeros(len(appliance_data))\n", "averging_size = 125\n", "max_average = np.zeros(len(appliance_data))\n", "running_avg = np.zeros(len(appliance_data))\n", "for i in range(0, len(appliance_data)):\n", " if (i < averging_size):\n", " temp = appliance_data[0:i+50]\n", " elif (i > (len(appliance_data) - averging_size)):\n", " temp = appliance_data[-(i+averging_size):]\n", " else:\n", " half = int(averging_size/2)\n", " temp = appliance_data[i-half:i+half]\n", " \n", " max_average[i] = max(temp)\n", " temp = sum(temp) / len(temp)\n", " avg_app_data[i] = temp\n", "\n", "n = len(appliance_data)\n", "applianceFFT = np.fft.fft(appliance_data)\n", "w = [(2*np.pi)/(np.pi*n)*i for i in range(0, n)]\n", "FFTfreq = np.fft.fftfreq(n)\n", "\n", "average_value = np.mean(appliance_data)\n", "print(average_value)\n", "\n", "plt.figure(figsize=(14,14))\n", "plt.plot_date(plotting_dates, appliance_data)\n", "plt.plot_date(plotting_dates, avg_app_data)\n", "plt.plot_date(plotting_dates, max_average)\n", "plt.plot_date(plotting_dates, np.ones(len(appliance_data))*average_value)\n", "plt.plot_date(plotting_dates, running_avg)\n", "plt.legend(['Raw Appliance Data', 'Windowed Avg Appliance Data (size=125)', 'Max Average (size=125)', 'Wholistic Average', 'Running Avg'], fontsize=16)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 843 }, "id": "-jLcOLiqOKig", "outputId": "75f420f4-c800-4572-f27b-ca0d8cb0512d" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "index = 0\n", "numKeys = len(dateKeys)\n", "daily_high = np.zeros(numKeys)\n", "daily_avg = np.zeros(numKeys)\n", "daily_low = np.zeros(numKeys)\n", "\n", "for d in dateKeys:\n", " currDay = date_map[d]\n", " currAppliance = currDay['Appliances'].to_numpy()\n", " daily_high[index] = max(currAppliance)\n", " daily_avg[index] = np.mean(currAppliance)\n", " daily_low[index] = min(currAppliance)\n", " index = index + 1\n", "# Running averages\n", "running_high = np.zeros(numKeys)\n", "running_avg = np.zeros(numKeys)\n", "running_low = np.zeros(numKeys)\n", "for i in range(1, numKeys):\n", " running_high[i] = np.convolve(daily_high[0:i], np.ones(i)/i, mode='valid')\n", " running_avg[i] = np.convolve(daily_avg[0:i], np.ones(i)/i, mode='valid')\n", " running_low[i] = np.convolve(daily_low[0:i], np.ones(i)/i, mode='valid')\n", "\n", "# Windowed\n", "window_size = 80\n", "window_high = np.zeros(numKeys)\n", "window_avg = np.zeros(numKeys)\n", "window_low = np.zeros(numKeys)\n", "for i in range(0, numKeys):\n", " half = int(window_size/2)\n", " if (i < window_size):\n", " temp_high = daily_high[0:i+half]\n", " temp_avg = daily_avg[0:i+half]\n", " temp_low = daily_low[0:i+half]\n", " elif (i > (len(daily_high) - window_size)):\n", " temp_high = daily_high[-(i+window_size):]\n", " temp_avg = daily_avg[-(i+window_size):]\n", " temp_low = daily_low[-(i+window_size):]\n", " else:\n", " temp_high = daily_high[i-half:i+half]\n", " temp_avg = daily_avg[i-half:i+half]\n", " temp_low = daily_low[i-half:i+half]\n", " window_high[i] = sum(temp_high) / len(temp_high)\n", " window_avg[i] = sum(temp_avg) / len(temp_avg)\n", " window_low[i] = sum(temp_low) / len(temp_low)\n", "\n", "plt.figure(figsize=(14,14))\n", "plt.plot(daily_high)\n", "plt.plot(daily_avg)\n", "plt.plot(daily_low)\n", "\n", "plt.plot(running_high)\n", "plt.plot(running_avg)\n", "plt.plot(running_low)\n", "\n", "plt.plot(window_high)\n", "plt.plot(window_avg)\n", "plt.plot(window_low)\n", "\n", "plt.title('Daily Max, Avg, Min', fontsize=14)\n", "plt.legend(['Daily High', 'Daily Avg', 'Daily Low','Running High', 'Running Avg', 'Running Low', 'Window High', 'Window Avg', 'Window Low'])" ] }, { "cell_type": "markdown", "metadata": { "id": "74UaB4wYbkoT" }, "source": [ "Plot the residuals and see how non-random the residuals are. Can help explain things a bit better. \n", "\n", "Plot residuals and look for patterns. Want it to be normal but often not. \n", "\n", "Can also generate features. Features (A, B, C) and ouput Z. Then we say, how does A and B map to output Z (read research.). Is it linear? Is it ---. We could " ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "DataAnalysis.ipynb", "provenance": [] }, "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 1 }