a.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn import *\n",
    "\n",
    "df_o = pd.read_csv('C:\\\\Users\\\\prane\\\\PycharmProjects\\\\hacktj\\\\data2.csv')\n",
    "df = df_o.copy()\n",
    "# reduce skew\n",
    "# area = df['area'].apply(lambda x: np.log(x + np.sqrt(x**2 + 1)))\n",
    "df['CLASS'] = df_o['CLASS'].apply(lambda x: 0 if x == \"no_fire\" else 1)\n",
    "df['CLASS']\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.hist(df['NDVI'])\n",
    "plt.show()\n",
    "plt.hist(df['LST'])\n",
    "plt.show()\n",
    "plt.hist(df['BURNED_AREA'])\n",
    "plt.show()\n",
    "\n",
    "classification = df['CLASS']\n",
    "\n",
    "TEST = []\n",
    "for i in range(9):\n",
    "    i = i + 1\n",
    "    TEST2 = []\n",
    "\n",
    "    parameters = df.drop('CLASS', axis=1)\n",
    "    train_parameters, test_parameters, train_solutions, test_solutions = model_selection.train_test_split(parameters,\n",
    "                                                                                                          classification,\n",
    "                                                                                                          train_size=i / 10)\n",
    "\n",
    "    rf = naive_bayes.GaussianNB()\n",
    "    rf.fit(train_parameters, train_solutions)\n",
    "    TEST2.append(metrics.accuracy_score(test_solutions, rf.predict(test_parameters)))\n",
    "\n",
    "    rf = tree.DecisionTreeClassifier()\n",
    "    rf.fit(train_parameters, train_solutions)\n",
    "    TEST2.append(metrics.accuracy_score(test_solutions, rf.predict(test_parameters)))\n",
    "\n",
    "    rf = svm.SVC()\n",
    "    rf.fit(train_parameters, train_solutions)\n",
    "    TEST2.append(metrics.accuracy_score(test_solutions, rf.predict(test_parameters)))\n",
    "\n",
    "    rf = linear_model.LogisticRegression()\n",
    "    rf.fit(train_parameters, train_solutions)\n",
    "    TEST2.append(metrics.accuracy_score(test_solutions, rf.predict(test_parameters)))\n",
    "\n",
    "    # Create a Random Forest classifier model\n",
    "    rf = ensemble.RandomForestClassifier(n_estimators=101, random_state=42)\n",
    "    rf.fit(train_parameters, train_solutions)\n",
    "    TEST2.append(metrics.accuracy_score(test_solutions, rf.predict(test_parameters)))\n",
    "\n",
    "    TEST.append(TEST2)\n",
    "TEST\n",
    "\n",
    "# TESTT = np.linalg.inv(np.array(TEST))\n",
    "labels = label = [\"Naive Bayes\", \"Decision Tree\", \"SVC\", \"Logistic Regression\", \"Random Tree\"]\n",
    "plt.plot(label, TEST[0], label=\"10% Training\")\n",
    "plt.plot(label, TEST[1], label=\"20% Training\")\n",
    "plt.plot(label, TEST[2], label=\"30% Training\")\n",
    "plt.plot(label, TEST[3], label=\"40% Training\")\n",
    "plt.plot(label, TEST[4], label=\"50% Training\")\n",
    "plt.plot(label, TEST[5], label=\"60% Training\")\n",
    "plt.plot(label, TEST[6], label=\"70% Training\")\n",
    "plt.plot(label, TEST[7], label=\"80% Training\")\n",
    "plt.plot(label, TEST[8], label=\"90% Training\")\n",
    "# plt.plot(label, TEST[9], label=\"100% Training\")\n",
    "plt.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
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