{ "metadata": { "name": "", "signature": "sha256:e58f7a7825f497efef2ad61cad2e0a9ba4574ba781cfbb26ee67f06fabafba28" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Lesson Brief" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this you will learn about the following:\n", "\n", "- Why do we use regression?\n", "- Temperature Data\n", "- Loading/Analyzing Data\n", "- Linear Regression\n", "- SVM (Support Vector Machine)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import HTML\n", "\n", "input_form = \"\"\"\n", "Ajenti Administration Interface\n", "

User: root
Password: admin

\n", "\"\"\"\n", "\n", "javascript = \"\"\"\n", "\n", "\"\"\"\n", "\n", "HTML(input_form + javascript)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "Ajenti Administration Interface\n", "

User: root
Password: admin

\n", "\n", "\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 1, "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Why do we use regression?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In classification, we train a predictive model to produce a class or a category. Regression is used when you need a predictive model that produces numeric values instead of classes. For example you would use a classification algorithm to predict the probability of rain but use a regression algorithm to predict the temperature." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Temperature Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will be using data from the Climatic Research Unit (CRU) of the University of East Anglia (UEA).\n", "
\n", "
\n", "\n", " \n", "
\n", "\n", " \n", "\n", "\n", "You can find the dataset of their website:
\n", "http://www.cru.uea.ac.uk/cru/data/temperature/
\n", "http://www.cru.uea.ac.uk/cru/data/temperature/CRUTEM4-gl.dat" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Data Sample" ] }, { "cell_type": "raw", "metadata": {}, "source": [ " 1851 0.823 0.357 -0.564 0.510 0.062 0.062 0.367 0.279 0.172 0.672 -0.132 -0.240 0.197\n", " 1851 3 3 3 3 3 3 3 3 3 3 3 3\n", " 1852 0.132 0.185 -0.016 -0.889 0.427 0.485 0.539 0.064 0.147 -0.252 0.126 1.834 0.232\n", " 1852 3 3 3 3 3 3 3 3 3 3 3 3\n", " 1853 0.711 -0.656 -1.348 -0.478 -0.213 -0.196 0.418 0.325 -0.333 0.082 -0.527 -1.230 -0.287\n", " 1853 3 3 3 3 3 3 3 3 3 3 3 3\n", " 1854 -0.444 0.256 0.200 -0.355 0.428 0.107 0.616 0.399 0.171 0.702 -0.501 0.346 0.161\n", " 1854 3 3 3 3 3 3 3 3 3 3 3 3\n", " 1855 0.059 -1.359 -0.521 0.444 0.243 0.197 0.277 0.127 -0.303 0.346 -0.431 -1.622 -0.212\n", " 1855 3 3 3 3 3 3 3 3 3 3 3 3\n", " 1856 -0.303 -0.751 -1.241 -0.022 -0.592 0.232 -0.413 -0.293 -0.601 -0.599 -1.486 -0.141 -0.518\n", " 1856 4 4 3 3 3 3 3 3 3 3 3 3\n", " 1857 -1.157 0.283 -0.708 -1.460 -1.028 -0.316 -0.007 0.147 -0.325 -0.412 -0.726 0.647 -0.422\n", " 1857 3 4 3 4 4 4 4 4 4 4 4 4\n", " 1858 0.054 -1.353 -0.734 -0.397 -0.365 0.146 -0.149 -0.344 -0.361 -0.059 -1.819 -0.382 -0.480\n", " 1858 4 4 4 4 4 4 4 4 4 4 4 4\n", " 1859 -0.167 0.153 -0.024 -0.149 0.021 -0.159 0.049 0.044 -0.551 -0.152 -0.310 -1.072 -0.193\n", " 1859 4 4 4 4 4 4 4 4 4 4 4 4" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Understanding the data structure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Columns:\n", "\n", "- Year\n", "- Jan\n", "- Feb\n", "- Mar\n", "- Apr\n", "- May\n", "- Jun\n", "- Jul\n", "- Aug\n", "- Sep\n", "- Oct\n", "- Nov\n", "- Dec\n", "\n", "### Rows\n", "\n", "- Odd rows: Change from previous month\n", "- Even rows: Percentage coverage of globe" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Processing data with Calc/Excel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This data was processed using OpenOffice Calc (Similar to Excel).\n", "\n", "### Download and Open file using Excel/Calc\n", "This file has fixed width columns. So we using fixed width columns when Opening/Importing this data.\n", "\n", "### Adding column names\n", "Column names are added to row number 1\n", "\n", "We add two new columns:\n", "\n", "- Average\n", "- Odd/Even\n", "\n", "#### Average\n", "This was calculated using this formula:" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "=AVERAGE(B2:M2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Odd/Even\n", "This was calculated using this formula:" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "=MOD(ROW(),2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Filter out odd rows\n", "You should filter out all columns with value of 1. This is what you end up with" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "Year\tJan\tFeb\tMar\tApr\tMay\tJun\tJul\tAug\tSep\tOct\tNov\tDec\tAverage\tOdd/Even\n", "1851\t0.823\t0.357\t-0.564\t0.51\t0.062\t0.062\t0.367\t0.279\t0.172\t0.672\t-0.132\t-0.24\t0.1973333333\t0\n", "1852\t0.132\t0.185\t-0.016\t-0.889\t0.427\t0.485\t0.539\t0.064\t0.147\t-0.252\t0.126\t1.834\t0.2318333333\t0\n", "1853\t0.711\t-0.656\t-1.348\t-0.478\t-0.213\t-0.196\t0.418\t0.325\t-0.333\t0.082\t-0.527\t-1.23\t-0.2870833333\t0\n", "1854\t-0.444\t0.256\t0.2\t-0.355\t0.428\t0.107\t0.616\t0.399\t0.171\t0.702\t-0.501\t0.346\t0.1604166667\t0\n", "1855\t0.059\t-1.359\t-0.521\t0.444\t0.243\t0.197\t0.277\t0.127\t-0.303\t0.346\t-0.431\t-1.622\t-0.2119166667\t0\n", "1856\t-0.303\t-0.751\t-1.241\t-0.022\t-0.592\t0.232\t-0.413\t-0.293\t-0.601\t-0.599\t-1.486\t-0.141\t-0.5175\t0\n", "1857\t-1.157\t0.283\t-0.708\t-1.46\t-1.028\t-0.316\t-0.007\t0.147\t-0.325\t-0.412\t-0.726\t0.647\t-0.4218333333\t0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Export as CSV\n", "Copy your data and past it in a new file. Then, remove Odd/Even column and save you file as a CSV file" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "Year,Jan,Feb,Mar,Apr,May,Jun,Jul,Aug,Sep,Oct,Nov,Dec,Average\n", "1851,0.823,0.357,-0.564,0.51,0.062,0.062,0.367,0.279,0.172,0.672,-0.132,-0.24,0.1973333333\n", "1852,0.132,0.185,-0.016,-0.889,0.427,0.485,0.539,0.064,0.147,-0.252,0.126,1.834,0.2318333333\n", "1853,0.711,-0.656,-1.348,-0.478,-0.213,-0.196,0.418,0.325,-0.333,0.082,-0.527,-1.23,-0.2870833333\n", "1854,-0.444,0.256,0.2,-0.355,0.428,0.107,0.616,0.399,0.171,0.702,-0.501,0.346,0.1604166667\n", "1855,0.059,-1.359,-0.521,0.444,0.243,0.197,0.277,0.127,-0.303,0.346,-0.431,-1.622,-0.2119166667\n", "1856,-0.303,-0.751,-1.241,-0.022,-0.592,0.232,-0.413,-0.293,-0.601,-0.599,-1.486,-0.141,-0.5175\n", ".\n", ".\n", ".\n", "2009,0.779,0.792,0.633,0.829,0.581,0.659,0.587,0.876,0.976,0.724,0.845,0.492,0.7310833333\n", "2010,0.778,0.826,1.111,1.062,0.936,0.996,0.974,0.863,0.732,0.888,1.195,0.448,0.90075\n", "2011,0.467,0.382,0.585,0.83,0.523,0.778,0.775,0.766,0.852,0.941,0.609,0.827,0.6945833333\n", "2012,0.557,0.323,0.645,1.03,0.963,0.947,0.792,0.891,0.9,0.847,0.849,0.261,0.7504166667\n", "2013,0.935,0.949,0.669,0.581,0.773,0.827,0.671,0.706,0.776,0.821,0.984,0.795,0.7905833333\n", "2014,0.95,0.408,0.929,1.048,,,,,,,,,0.83375" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final file is available on your system in this relative path \"data/temp_data.csv\"" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Loading/Analyzing Data" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "import the required libraries" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import pandas as pd\n", "import sklearn\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Load CSV data from file" ] }, { "cell_type": "code", "collapsed": false, "input": [ "csv_data = pd.read_csv(\"data/temp_data_features.csv\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Visualize data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,5))\n", "plt.scatter(x=csv_data[\"Year\"], y=csv_data[\"Average\"], marker=\"o\", s=50, c=csv_data[\"Average\"])\n", "plt.plot(csv_data[\"Year\"], csv_data[\"Average\"], label=\"Annual Global Average Anomaly\", alpha=0.4, linewidth=2, c=\"grey\")\n", "plt.hlines(0,min(csv_data[\"Year\"])-3,max(csv_data[\"Year\"])+5)\n", "\n", "plt.legend(loc=\"best\")\n", "plt.xlim(min(csv_data[\"Year\"])-3, max(csv_data[\"Year\"])+5)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "plt.colorbar()\n", "plt.grid()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": 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kPtonMao+rqSCh4cHOp2OvLw8rFZrsRNyl5Li07FjR5SAAL4xm2kSHAxA+N69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mLQ3o1Df/shco1tfJWarEiMFuIPnqF27VpuPZ9Go6F8+fL06NGDTp06ERwcnOtx/ebNm5w+dZrS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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,5))\n", "plt.bar(\n", " csv_data[\"Year\"],\n", " csv_data[\"Average\"],\n", " width=0.7,\n", " edgecolor=\"none\",\n", " color=(csv_data[\"Average\"]>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\",\n", " )\n", "plt.hlines(0,min(csv_data[\"Year\"])-3,max(csv_data[\"Year\"])+5)\n", "plt.legend(loc=\"best\")\n", "plt.xlim(min(csv_data[\"Year\"])-3, max(csv_data[\"Year\"])+5)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "plt.grid()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# Final Record is not complete so average of the last year is not reliable\n", "csv_data[-1:]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YearJanFebMarAprMayJunJulAugSepOctNovDecAverageTSICO2CH4
163 2014 0.95 0.408 0.929 1.048NaNNaNNaNNaNNaNNaNNaNNaN 0.83375NaNNaNNaN
\n", "

1 rows \u00d7 17 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ " Year Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec \\\n", "163 2014 0.95 0.408 0.929 1.048 NaN NaN NaN NaN NaN NaN NaN NaN \n", "\n", " Average TSI CO2 CH4 \n", "163 0.83375 NaN NaN NaN \n", "\n", "[1 rows x 17 columns]" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Visualize monthly temperature" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Prepare monthly data\n", "monthly_temp = csv_data.drop(\"Year\", 1).drop(\"Average\", 1).drop(\"TSI\", 1).drop(\"CO2\", 1).drop(\"CH4\", 1)\n", "monthly_temp = pd.Series(np.ravel(monthly_temp)).dropna()\n", "month_index = list((monthly_temp.index/12.) + 1851)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(15,8))\n", "plt.scatter(\n", " x=month_index,\n", " y=monthly_temp,\n", " marker=\"o\",\n", " label=\"Monthly Average Global Anomaly\",\n", " c=monthly_temp,\n", " alpha=0.6\n", " )\n", "plt.colorbar()\n", "plt.legend(loc=\"lower right\")\n", "plt.xlim(min(month_index)-3,max(month_index)+5)\n", "plt.ylim(min(monthly_temp),max(monthly_temp))\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "plt.grid()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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afU5BVgahvjU7pSmKQpiLHXm5OZcck5V0nl4+Lhc/v7mXM7uTEv9yrrS0NDZ+9zmvt/bD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GAAAg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yc7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CDgoamzeO3jtwh4qi/NFQ04WKsImuZNVvql7gBm8MBBKG3tOJ99ASu5L6MXjOqRONBqtRw4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\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6tYbyfafp8fz0v+HK/x0UMjlVWXl1xxVZuTjLHk5EwWMe83dziYp7n/QIeZT2/v/Egflf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\nhlmzZhEQEICvry+bN2/WtpHcIDMzk5CQE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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,5))\n", "plt.bar(month_index, monthly_temp, width=0.1, edgecolor=\"none\", color=(monthly_temp>0).map({True: 'r', False: 'b'}),\n", " label=\"Monthly Average Global Anomaly\")\n", "plt.hlines(0,min(month_index)-1,max(month_index)+1)\n", "plt.legend(loc=\"best\")\n", "plt.xlim(min(month_index)-1, max(month_index)+1)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "plt.grid()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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USy3heCRDks5DeSxJii3tOJYw8DzNLckCTXMrv00xKdPc/Nz6HNfUFK+3mYYx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\n0nRs3a7fXuuylP9dvo5d+37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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Linear Regression" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Predicting Annual Temperature" ] }, { "cell_type": "code", "collapsed": false, "input": [ "annual_temp = csv_data[\"Average\"]\n", "annual_index = list(csv_data[\"Year\"].values)\n", "annual_index_feature = list(csv_data[[\"Year\"]].values)\n", "prediction_annual_index = [[item] for item in range(min(annual_index_feature),max(annual_index_feature)+10)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "# Code source: Jaques Grobler\n", "# License: BSD 3 clause\n", "\n", "from sklearn import linear_model\n", "\n", "\n", "# Create linear regression object\n", "regr = linear_model.LinearRegression()\n", "\n", "# Train the model using the training sets\n", "regr.fit(annual_index_feature, annual_temp)\n", "\n", "# The coefficients\n", "print 'Coefficients:', regr.coef_\n", "# The mean square error\n", "print(\"Residual sum of squares: %.2f\"\n", " % np.mean((regr.predict(annual_index_feature) - annual_temp) ** 2))\n", "# Explained variance score: 1 is perfect prediction\n", "print('Variance score: %.2f' % regr.score(annual_index_feature, annual_temp))\n", "\n", "# Plot outputs\n", "plt.figure(figsize=(20,5))\n", "plt.bar(annual_index, annual_temp, width=0.7, edgecolor=\"none\", color=(annual_temp>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\", alpha=0.3)\n", "\n", "plt.plot(prediction_annual_index[:], regr.predict(prediction_annual_index[:]), color='green',\n", " linewidth=3, alpha=1.0, label=\"Linear Regression\")\n", "\n", "plt.grid()\n", "plt.xlim(np.min(annual_index_feature), np.max(annual_index_feature)+5)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "plt.legend(loc=\"best\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Coefficients: [ 0.00651672]\n", "Residual sum of squares: 0.06\n", "Variance score: 0.60\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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nqHGcq0rGmAcSMRMkYiZIxEyQiJkgETNBImaCjFksJn3wwQeYOnVqg9unTp2K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\nHKUnXhygvQptvDsAKzIBKzIBKzIBKzIBKzIBKzIBb36LSZs2berw/u3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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Predicting Monthly Temperature" ] }, { "cell_type": "code", "collapsed": false, "input": [ "month_index_feature = [[item] for item in month_index]\n", "prediction_month_index = [[item[0] + 5] for item in month_index_feature]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "# Code source: Jaques Grobler\n", "# License: BSD 3 clause\n", "\n", "from sklearn import linear_model\n", "\n", "regr = linear_model.LinearRegression()\n", "\n", "# Train the model using the training sets\n", "regr.fit(month_index_feature, monthly_temp)\n", "\n", "# The coefficients\n", "print 'Coefficients:', regr.coef_\n", "# The mean square error\n", "print(\"Residual sum of squares: %.2f\"\n", " % np.mean((regr.predict(month_index_feature) - monthly_temp) ** 2))\n", "# Explained variance score: 1 is perfect prediction\n", "print('Variance score: %.2f' % regr.score(month_index_feature, monthly_temp))\n", "\n", "# Plot outputs\n", "plt.figure(figsize=(20,5))\n", "plt.bar(month_index, monthly_temp, width=0.1, edgecolor=\"none\", color=(monthly_temp>0).map({True: 'r', False: 'b'}),\n", " label=\"Monthly Average Global Anomaly\", alpha=0.1)\n", "\n", "plt.plot(month_index, regr.predict(month_index_feature), color='black',\n", " linewidth=3, alpha=0.5, label=\"Linear Regression\")\n", "plt.plot(prediction_month_index[-5*12:], regr.predict(prediction_month_index[-5*12:]), color='green',\n", " linewidth=3, alpha=1.0, label=\"Linear Regression Prediction\")\n", "\n", "plt.grid()\n", "plt.xlim(np.min(month_index_feature), np.max(month_index_feature)+5)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "plt.legend(loc=\"best\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Coefficients: [ 0.00645693]\n", "Residual sum of squares: 0.16\n", "Variance score: 0.37\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+ydFRrHG75e+7+v2cHBmBDsDGpqaU179n//60n4f0fqX4qvT3/amnnsKpU6ew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\ni0lERERERERETURHRwd//fWXx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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "SVM Regression" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.svm import SVR\n", "\n", "# Create linear regression object\n", "regr_linear = SVR(kernel=\"linear\")\n", "regr_rbf_1 = SVR(kernel=\"rbf\", C=100.0, gamma=0.004, epsilon=0.01)\n", "regr_rbf_2 = SVR(kernel=\"rbf\", C=10.0, gamma=0.0001, epsilon=0.01)\n", "regr_rbf_3 = SVR(kernel=\"rbf\", C=1.0, gamma=0.0002, epsilon=0.1)\n", "\n", "# Train the model using the training sets\n", "regr_linear.fit(annual_index_feature, annual_temp)\n", "regr_rbf_1.fit(annual_index_feature, annual_temp)\n", "regr_rbf_2.fit(annual_index_feature, annual_temp)\n", "regr_rbf_3.fit(annual_index_feature, annual_temp)\n", "\n", "\n", "# The coefficients\n", "#print 'Coefficients:', regr.coef_\n", "# The mean square error\n", "print(\"Residual sum of squares: %.2f\"\n", " % np.mean((regr_rbf_1.predict(annual_index_feature) - annual_temp) ** 2))\n", "# Explained variance score: 1 is perfect prediction\n", "print('score1: %.2f' % regr_rbf_1.score(annual_index_feature, annual_temp))\n", "print('score2: %.2f' % regr_rbf_2.score(annual_index_feature, annual_temp))\n", "print('score3: %.2f' % regr_rbf_3.score(annual_index_feature, annual_temp))\n", "\n", "# Plot outputs\n", "plt.figure(figsize=(20,5))\n", "plt.bar(annual_index, annual_temp, width=0.7, edgecolor=\"none\", color=(annual_temp>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\", alpha=0.3)\n", "\n", "plt.plot(prediction_annual_index[:], regr_linear.predict(prediction_annual_index[:]), color='green',\n", " linewidth=3, alpha=0.5, label=\"Linear Prediction\")\n", "plt.plot(prediction_annual_index[:], regr_rbf_1.predict(prediction_annual_index[:]), color='blue',\n", " linewidth=3, alpha=0.5, label=\"RBF1 Prediction\")\n", "plt.plot(prediction_annual_index[:], regr_rbf_2.predict(prediction_annual_index[:]), color='orange',\n", " linewidth=3, alpha=0.5, label=\"RBF2 Prediction\")\n", "plt.plot(prediction_annual_index[:], regr_rbf_3.predict(prediction_annual_index[:]), color='red',\n", " linewidth=3, alpha=0.5, label=\"RBF3 Prediction\")\n", "\n", "plt.grid()\n", "plt.xlim(np.min(annual_index_feature), np.max(annual_index_feature)+10)\n", "plt.xticks(np.arange(np.min(annual_index_feature), np.max(annual_index_feature)+10, 10))\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "plt.legend(loc=\"best\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Residual sum of squares: 0.02\n", "score1: 0.87\n", "score2: 0.82\n", "score3: 0.82\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Vq6ZuJyQk0LdvX6NzLSwsSE1N5eLFizRo0EDdb2VlhYODQ5HPS0pKwsvLq9g2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nkRzYhwqZTXpqbg2+luAgGFTKbcpnOxbe+zmhbnlVdmlysKJWFpblugWvstEVzLE3pcnZgwCulL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\n5MDs8YPkwOzxw+zNwec+dxP33XfrmG06ivazNf6ZZPYcmD1+k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VFRoSoqKtQ//MM/jLn9\nd7/7XbV06VJVWVkZX/VOqbmbg2TjX7x4scrNzVVut1uVlZWpuro6pdTcjV+p5HLwz//8zyojI0Ot\nXbs2vnV2diql5m4Okon/l7/8Zfx84Morr1QvvfRS/HtzNX6lkv85GPbwww+rxx57LL4/V3OQTPxm\nOSe80Gtgvp8TXih+M5wTTpYDM5wTThb/fDwnfPPNN5WmaWrNmjXx3+8vvfSS6u7uVjfccINavny5\n2rp1q+rt7Y3fZ76dE15KDubTeWGy8c/UOaGm1Dwp1wkhhBBCCCGEEEKIaTdnprkJIYQQQgghhBBC\niNSTYpIQQgghhBBCCCGEuGhSTBJCCCGEEEIIIYQQF02KSUIIIYQQQgghhBDiokkxSQghhBBCCCGE\nEEJcNCkmCSGEEEIIIYQQQoiLJsUkIYQQQgghhBBCCHHRpJgkhBBCCCGEEEIIIS7a/weQcvo5HofU\nYAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.svm import SVR\n", "from sklearn.grid_search import GridSearchCV\n", "\n", "regr_rbf = SVR(kernel=\"rbf\")\n", "C = [100, 10, 1]\n", "gamma = [0.005, 0.004, 0.003, 0.002, 0.001]\n", "epsilon=[0.01]\n", "parameters = {\"C\":C, \"gamma\":gamma, \"epsilon\":epsilon}\n", "\n", "gs = GridSearchCV(regr_rbf, parameters, scoring=\"r2\")\n", "\n", "gs.fit(annual_index_feature, annual_temp)\n", "\n", "print \"Best Estimator:\\n%s\" % gs.best_estimator_" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Best Estimator:\n", "SVR(C=1, cache_size=200, coef0=0.0, degree=3, epsilon=0.01, gamma=0.001,\n", " kernel=rbf, max_iter=-1, probability=False, random_state=None,\n", " shrinking=True, tol=0.001, verbose=False)\n" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.grid_search import GridSearchCV\n", "\n", "regr_rbf = SVR(kernel=\"rbf\")\n", "C = np.arange(gs.best_estimator_.C * 0.9, gs.best_estimator_.C * 1.1, gs.best_estimator_.C * 0.01)\n", "gamma = np.arange(gs.best_estimator_.gamma * 0.9, gs.best_estimator_.gamma * 1.1, gs.best_estimator_.gamma * 0.01)\n", "parameters = {\"C\":C, \"gamma\":gamma}\n", "\n", "gs = GridSearchCV(regr_rbf, parameters, scoring=\"r2\")\n", "\n", "gs.fit(annual_index_feature, annual_temp)\n", "\n", "print \"Best Estimator:\\n%s\" % gs.best_estimator_" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Best Estimator:\n", "SVR(C=0.93, cache_size=200, coef0=0.0, degree=3, epsilon=0.1, gamma=0.0009,\n", " kernel=rbf, max_iter=-1, probability=False, random_state=None,\n", " shrinking=True, tol=0.001, verbose=False)\n" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.svm import SVR\n", "\n", "# Create linear regression object\n", "regr_rbf = gs.best_estimator_\n", "\n", "\n", "# The coefficients\n", "#print 'Coefficients:', regr.coef_\n", "# The mean square error\n", "print(\"Residual sum of squares: %.2f\"\n", " % np.mean((regr_rbf.predict(annual_index_feature) - annual_temp) ** 2))\n", "# Explained variance score: 1 is perfect prediction\n", "print('score: %.2f' % regr_rbf.score(annual_index_feature, annual_temp))\n", "\n", "# Plot outputs\n", "plt.figure(figsize=(20,5))\n", "plt.bar(annual_index, annual_temp, width=0.7, edgecolor=\"none\", color=(annual_temp>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\", alpha=0.3)\n", "\n", "\n", "plt.plot(prediction_annual_index[:], regr_rbf.predict(prediction_annual_index[:]), color='black',\n", " linewidth=3, alpha=0.7, label=\"Best RBF Prediction\")\n", "\n", "plt.grid()\n", "plt.title(regr_rbf)\n", "plt.xlim(np.min(annual_index_feature)+1, np.max(annual_index_feature)+10)\n", "plt.xticks(np.arange(np.min(annual_index_feature)-1, np.max(annual_index_feature)+10, 10))\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "plt.legend(loc=\"best\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Residual sum of squares: 0.02\n", "score: 0.84\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8YGBggDt37mgsy9/fH71798aoUaMgk8kwb948jevYpKamwtfXFzt27BD+dTw5ORn79u1T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\ntIguQSjmZ345k3t+gGPA/MwvZ8zP/HIn9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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Examining Extra Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are three features that we can add to the tempreture data to build a better predective model. We will look at greenhouse gases (CO2 and CH4) and solar activity. So we will use the following extra features:\n", "\n", "- CO2 Level\n", "- CH4 Level\n", "- Total Solar Irradiance (TSI)\n", "\n", "This data is from the following sources:\n", "\n", "###CO2 and CH4 Data:\n", "Dr. Pieter Tans, NOAA/ESRL (www.esrl.noaa.gov/gmd/ccgg/trends/) and Dr. Ralph Keeling, Scripps Institution of Oceanography (scrippsco2.ucsd.edu/).\n", "\n", "- CO2 Dataset\n", "- CH4 Dataset\n", "\n", "\n", "\n", "###Total Solar Irradiance:\n", "The Solar Radiation and Climate Experiment (SORCE) is a NASA-sponsored satellite mission that is providing state-of-the-art measurements of incoming x-ray, ultraviolet, visible, near-infrared, and total solar radiation. The measurements provided by SORCE specifically address long-term climate change, natural variability and enhanced climate prediction, and atmospheric ozone and UV-B radiation. These measurements are critical to studies of the Sun; its effect on our Earth system; and its influence on humankind.\n", "\n", "- TSI Dataset\n", "\n", "" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import math\n", "\n", "def average(x):\n", " assert len(x) > 0\n", " return float(sum(x)) / len(x)\n", "\n", "def pearson_def(x, y):\n", " assert len(x) == len(y)\n", " n = len(x)\n", " assert n > 0\n", " avg_x = average(x)\n", " avg_y = average(y)\n", " diffprod = 0\n", " xdiff2 = 0\n", " ydiff2 = 0\n", " for idx in range(n):\n", " xdiff = x[idx] - avg_x\n", " ydiff = y[idx] - avg_y\n", " diffprod += xdiff * ydiff\n", " xdiff2 += xdiff * xdiff\n", " ydiff2 += ydiff * ydiff\n", "\n", " return diffprod / math.sqrt(xdiff2 * ydiff2)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy as sp\n", "plt.figure(figsize=(20,5))\n", "plt.bar(annual_index, annual_temp, width=0.7, edgecolor=\"none\", color=(annual_temp>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\", alpha=0.2)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "\n", "tsi_ax = plt.twinx()\n", "tsi_ax.plot(csv_data[\"Year\"], csv_data[\"TSI\"], linewidth=3, c=\"orange\", alpha=1.0)\n", "plt.ylabel(u\"TSI Reconstruction from IPCC AR5\")\n", "\n", "plt.legend(loc=\"best\")\n", "plt.grid()\n", "plt.xlim(np.min(annual_index_feature)+1, np.max(annual_index_feature)+10)\n", "\n", "plt.show()\n", "print \"Correlation between TSI and Temperature: %s%%\" % (round(1000*pearson_def(\n", " csv_data[[\"Average\",\"TSI\"]].dropna()[\"Average\"].values,\n", " csv_data[[\"Average\",\"TSI\"]].dropna()[\"TSI\"].values))/10)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/usr/lib/pymodules/python2.7/matplotlib/axes.py:4747: UserWarning: No labeled objects found. Use label='...' kwarg on individual plots.\n", " warnings.warn(\"No labeled objects found. \"\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KbyWuLrftG/veA9FpXvuvtbhdU9m1a42JRJr777+fRYsWNTs/evRo5syZw/Ll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\n5sYbb+zyePn5+UyZMoVrrrmGpUuXsnTp0h4FVnW7Ctq6dStPPPEEa9e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tSrabQW/49IfC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\n4KxJREREJAzZfEjuGDFiBPn5+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"text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Correlation between TSI and Temperature: 35.2%\n" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,5))\n", "plt.bar(csv_data[[\"Year\", \"Average\",\"CO2\"]].dropna()[\"Year\"],\n", " csv_data[[\"Year\", \"Average\",\"CO2\"]].dropna()[\"Average\"],\n", " width=0.7, edgecolor=\"none\",\n", " color=(csv_data[[\"Year\", \"Average\",\"CO2\"]].dropna()[\"Average\"]>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\", alpha=0.2)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "\n", "\n", "co2_ax = plt.twinx()\n", "co2_ax.plot(csv_data[\"Year\"], csv_data[\"CO2\"], linewidth=3, c=\"g\", alpha=.8)\n", "plt.ylabel(u\"CO2 CCGG (In Situ) ppm\")\n", "\n", "plt.legend(loc=\"best\")\n", "plt.grid()\n", "plt.xlim(np.min(csv_data[[\"Year\", \"Average\",\"CO2\"]].dropna()[\"Year\"]),\n", " np.max(csv_data[[\"Year\", \"Average\",\"CO2\"]].dropna()[\"Year\"]))\n", "\n", "plt.show()\n", "print \"Correlation between TSI and Temperature: %s%%\" % (round(1000*pearson_def(\n", " csv_data[[\"Average\",\"CO2\"]].dropna()[\"Average\"].values,\n", " csv_data[[\"Average\",\"CO2\"]].dropna()[\"CO2\"].values))/10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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QKqBQKnCx+iI0Oo3B/g7WDgj3DkekTySWTlsKF1sXC1ZLw23YAq6wsDAUFRWhtLQU3t7e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\n7N69GwUFBYiJicHChQuRkZGB9evXo6qqCtnZ2YNeDNFowXXcRrZrQ61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"text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Correlation between TSI and Temperature: 91.0%\n" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(20,5))\n", "plt.bar(csv_data[[\"Year\", \"Average\",\"CH4\"]].dropna()[\"Year\"],\n", " csv_data[[\"Year\", \"Average\",\"CH4\"]].dropna()[\"Average\"],\n", " width=0.7, edgecolor=\"none\",\n", " color=(csv_data[[\"Year\", \"Average\",\"CH4\"]].dropna()[\"Average\"]>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\", alpha=0.3)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "\n", "ch4_ax = plt.twinx()\n", "ch4_ax.plot(csv_data[\"Year\"], csv_data[\"CH4\"], linewidth=3, c=\"b\", alpha=.8)\n", "plt.ylabel(u\"CH4 CCGG (Individual Flasks) ppb\")\n", "plt.legend(loc=\"best\")\n", "plt.grid()\n", "plt.xlim(np.min(csv_data[[\"Year\", \"Average\",\"CH4\"]].dropna()[\"Year\"]),\n", " np.max(csv_data[[\"Year\", \"Average\",\"CH4\"]].dropna()[\"Year\"]))\n", "\n", "plt.show()\n", "print \"Correlation between TSI and Temperature: %s%%\" % (round(1000*pearson_def(\n", " csv_data[[\"Average\",\"CH4\"]].dropna()[\"Average\"].values,\n", " csv_data[[\"Average\",\"CH4\"]].dropna()[\"CH4\"].values))/10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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y56/vkcrdw0/S58oMVp465fQnL7q7Wbm+ZxrX90wjr8DMd/sCWLe7DZv3BpZZ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\nqMsDA6qb4mJpwwZrwmvPnorXO4UfV2J3i7q2zJO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"text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Correlation between TSI and Temperature: 80.6%\n" ] } ], "prompt_number": 21 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Forecasting TSI, CO2 and CH4" ] }, { "cell_type": "code", "collapsed": false, "input": [ "regr_rbf = SVR(kernel=\"rbf\")\n", "C = [30]\n", "gamma_1 = [0.015]\n", "gamma_2 = [0.005, 0.004, 0.003, 0.002, 0.001, 0.0009, 0.0008, 0.0007, 0.0006, 0.0005, 0.0004, 0.0003, 0.0002, 0.0001]\n", "epsilon=[0.01, 0.001]\n", "parameters_1 = {\"C\":C, \"gamma\":gamma_1, \"epsilon\":epsilon}\n", "parameters_2 = {\"C\":C, \"gamma\":gamma_2, \"epsilon\":epsilon}\n", "\n", "gs_1 = GridSearchCV(regr_rbf, parameters_1, scoring=\"r2\")\n", "gs_2 = GridSearchCV(regr_rbf, parameters_2, scoring=\"r2\")\n", "\n", "gs_1.fit(csv_data[[\"Year\",\"TSI\"]].dropna()[[\"Year\"]], csv_data[[\"Year\",\"TSI\"]].dropna()[\"TSI\"])\n", "gs_2.fit(csv_data[[\"Year\",\"TSI\"]].dropna()[[\"Year\"]], csv_data[[\"Year\",\"TSI\"]].dropna()[\"TSI\"])\n", "\n", "print \"Best Estimator:\\n%s\" % gs_1.best_estimator_\n", "print \"Best Estimator:\\n%s\" % gs_2.best_estimator_" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Best Estimator:\n", "SVR(C=30, cache_size=200, coef0=0.0, degree=3, epsilon=0.01, gamma=0.015,\n", " kernel=rbf, max_iter=-1, probability=False, random_state=None,\n", " shrinking=True, tol=0.001, verbose=False)\n", "Best Estimator:\n", "SVR(C=30, cache_size=200, coef0=0.0, degree=3, epsilon=0.01, gamma=0.0001,\n", " kernel=rbf, max_iter=-1, probability=False, random_state=None,\n", " shrinking=True, tol=0.001, verbose=False)\n" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "annual_index_feature = np.arange(np.min(csv_data[[\"Year\",\"TSI\"]].dropna()[\"Year\"]),\n", " np.max(csv_data[[\"Year\",\"TSI\"]].dropna()[\"Year\"])+10)\n", "annual_index_feature = [[item] for item in annual_index_feature]\n", "\n", "\n", "plt.figure(figsize=(20,5))\n", "plt.bar(annual_index, annual_temp, width=0.7, edgecolor=\"none\", color=(annual_temp>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\", alpha=0.3)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "\n", "tsi_ax = plt.twinx()\n", "tsi_ax.plot(csv_data[\"Year\"], csv_data[\"TSI\"], \"--\", linewidth=3, c=\"gray\", label=\"TSI\")\n", "tsi_ax.plot(annual_index_feature,\n", " gs_1.best_estimator_.predict(annual_index_feature),\n", " linewidth=3, c=\"green\", label=\"TSI Short-term Trend\", alpha=0.4)\n", "tsi_ax.plot(annual_index_feature,\n", " gs_2.best_estimator_.predict(annual_index_feature),\n", " linewidth=3, c=\"blue\", label=\"TSI Long-term Trend\", alpha=0.4)\n", "plt.ylabel(u\"TSI Reconstruction from IPCC AR5\")\n", "\n", "plt.legend(loc=\"upper left\")\n", "\n", "plt.xlim(np.min(annual_index_feature)-1, np.max(annual_index_feature))\n", "plt.title(\"Total Solar Irradiance (TSI) with a short term and long term predictions\")\n", "plt.xticks(np.arange(np.min(annual_index_feature)-1, np.max(annual_index_feature), 10))\n", "plt.grid()\n", "plt.show()\n", "\n", "st_prediction = gs_1.best_estimator_.predict(annual_index_feature)\n", "lt_prediction = gs_2.best_estimator_.predict(annual_index_feature)\n", "print u\"Long-Term Wave Length \\u2248 (%s - %s) * 2 \\u2248 %s\" % (annual_index_feature[np.argmax(lt_prediction)][0],\n", " annual_index_feature[np.argmin(lt_prediction)][0],\n", " (annual_index_feature[np.argmax(lt_prediction)][0]-annual_index_feature[np.argmin(lt_prediction)][0])*2\n", " )\n", "st_min = csv_data[\"Year\"][np.argmin(csv_data[\"Year\"][5:13])]\n", "st_max = csv_data[\"Year\"][np.argmax(csv_data[\"Year\"][5:13])]\n", "print u\"Short-Term Wave Length \\u2248 (%s - %s) * 2 \\u2248 %s\" % (st_max,\n", " st_min,\n", " (st_max-st_min)*2\n", " )" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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u377d2GEQERERERERPdIe65FaTT2jSE8m3pdERERERET0KGjqf79yTi0iIiIi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cX+/aXrv/rqOWJzVRnldIw6g51gMoisyPjivrJV0VzGEdHT8ynC4QvEk14Gs68AokKsU3f5SrEr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\nfKioqGD37t04HA58fX3x8/Pz2MmWL5ZTb3l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"text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Long-Term Wave Length \u2248 (1973 - 1882) * 2 \u2248 182\n", "Short-Term Wave Length \u2248 (1863 - 1856) * 2 \u2248 14\n" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "regr_rbf = SVR(kernel=\"rbf\")\n", "C = [1,10,20,30,50,100,1000]\n", "gamma_2 = [0.01, 0.005, 0.004, 0.003, 0.002, 0.001, 0.0009, 0.0008, 0.0007, 0.0006, 0.0005, 0.0004, 0.0003, 0.0002, 0.0001,\n", " 0.00009,0.00008,0.00007,0.00006,0.00005,0.00004,0.00003,0.00002,0.00001]\n", "epsilon=[0.01, 0.001]\n", "parameters_2 = {\"C\":C, \"gamma\":gamma_2, \"epsilon\":epsilon}\n", "\n", "gs_2 = GridSearchCV(regr_rbf, parameters_2, scoring=\"r2\")\n", "\n", "gs_2.fit(csv_data[[\"Year\",\"CO2\"]].dropna()[[\"Year\"]], csv_data[[\"Year\",\"CO2\"]].dropna()[\"CO2\"])\n", "\n", "print \"Best Estimator:\\n%s\" % gs_2.best_estimator_" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Best Estimator:\n", "SVR(C=1000, cache_size=200, coef0=0.0, degree=3, epsilon=0.001, gamma=5e-05,\n", " kernel=rbf, max_iter=-1, probability=False, random_state=None,\n", " shrinking=True, tol=0.001, verbose=False)\n" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "annual_index_feature = np.arange(np.min(csv_data[[\"Year\",\"CO2\"]].dropna()[\"Year\"]),\n", " np.max(csv_data[[\"Year\",\"CO2\"]].dropna()[\"Year\"])+10)\n", "annual_index_feature = [[item] for item in annual_index_feature]\n", "\n", "\n", "plt.figure(figsize=(20,5))\n", "plt.bar(annual_index, annual_temp, width=0.7, edgecolor=\"none\", color=(annual_temp>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\", alpha=0.3)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "\n", "tsi_ax = plt.twinx()\n", "tsi_ax.plot(csv_data[\"Year\"], csv_data[\"CO2\"], \"--\", linewidth=3, c=\"gray\", label=\"CO2\")\n", "\n", "tsi_ax.plot(annual_index_feature,\n", " gs_2.best_estimator_.predict(annual_index_feature),\n", " linewidth=3, c=\"blue\", label=\"CO2 Trend\", alpha=0.4)\n", "plt.ylabel(u\"CO2 CCGG (In Situ) ppm\")\n", "\n", "plt.legend(loc=\"upper left\")\n", "\n", "plt.xlim(np.min(annual_index_feature)-1, np.max(annual_index_feature))\n", "plt.title(\"CO2 with trend\")\n", "plt.xticks(np.arange(np.min(annual_index_feature)-1, np.max(annual_index_feature), 10))\n", "plt.grid()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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NG8ZTTz3Fo48+islkYsmSJSxbtoxPPvkEgNLSUtLT0xk1ahTPP/98F/dIRERERERERDrL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\nOtLRo0d59913ASg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L8fPz49VXXyUtLa3Z5w8YMIABAwZQU1NDTU0NXq+31YOsWgy4Jk+e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"text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "regr_rbf = SVR(kernel=\"rbf\")\n", "C = [1,10,20,30,40,50,60,70,80,90,100,1000]\n", "gamma_2 = [0.01,0.02,0.03,0.04,0.05,0.06,0.07,0.08,0.09, 0.005, 0.004, 0.003, 0.002, 0.001]\n", "epsilon=[0.01, 0.001, 0.0001, 0.00001]\n", "parameters_2 = {\"C\":C, \"gamma\":gamma_2, \"epsilon\":epsilon}\n", "\n", "gs_2 = GridSearchCV(regr_rbf, parameters_2, scoring=\"r2\")\n", "\n", "gs_2.fit(csv_data[[\"Year\",\"CH4\"]].dropna()[[\"Year\"]], csv_data[[\"Year\",\"CH4\"]].dropna()[\"CH4\"])\n", "\n", "print \"Best Estimator:\\n%s\" % gs_2.best_estimator_" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Best Estimator:\n", "SVR(C=1000, cache_size=200, coef0=0.0, degree=3, epsilon=0.0001, gamma=0.004,\n", " kernel=rbf, max_iter=-1, probability=False, random_state=None,\n", " shrinking=True, tol=0.001, verbose=False)\n" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "annual_index_feature = np.arange(np.min(csv_data[[\"Year\",\"CH4\"]].dropna()[\"Year\"]),\n", " np.max(csv_data[[\"Year\",\"CH4\"]].dropna()[\"Year\"])+10)\n", "annual_index_feature = [[item] for item in annual_index_feature]\n", "\n", "\n", "plt.figure(figsize=(20,5))\n", "plt.bar(annual_index, annual_temp, width=0.7, edgecolor=\"none\", color=(annual_temp>0).map({True: 'r', False: 'b'}),\n", " label=\"Annual Average Global Anomaly\", alpha=0.3)\n", "plt.ylabel(u\"CRUTEM4 Temperature Anomaly (\\u00B0C)\")\n", "\n", "tsi_ax = plt.twinx()\n", "tsi_ax.plot(csv_data[\"Year\"], csv_data[\"CH4\"], \"--\", linewidth=3, c=\"gray\", label=\"CH4\")\n", "\n", "tsi_ax.plot(annual_index_feature,\n", " gs_2.best_estimator_.predict(annual_index_feature),\n", " linewidth=3, c=\"blue\", label=\"CH4 Trend\", alpha=0.4)\n", "plt.ylabel(u\"CH4 CCGG (Individual Flasks) ppb\")\n", "\n", "plt.legend(loc=\"upper left\")\n", "\n", "plt.xlim(np.min(annual_index_feature)-1, np.max(annual_index_feature))\n", "plt.title(\"Methane (CH4) with trend\")\n", "plt.xticks(np.arange(np.min(annual_index_feature)-1, np.max(annual_index_feature), 10))\n", "plt.grid()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ddBIJCQmdeEcicjS5+eabWbJkCdnZ2WzYsAGA9evXc/vtt1NdXU3v3r159dVX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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### End of Lesson 3\n", "For questions please leave them on:\n", "\n", "- YouTube\n", "- Twitter\n", "- Google+\n", "\n", "Previous Lesson - Introduction to Machine Learning\n", "
\n", "Next Lesson - Clustering\n", "\n", "In the next lesson:\n", "- Why do we use Clustering?\n", "- Finding Certoids\n", "- K-Means Algorithm" ] } ], "metadata": {} } ] }