linear-port.ipynb

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  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sklearn\n",
    "from sklearn import linear_model\n",
    "from sklearn import preprocessing\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import style\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('./uci-student/student-por.csv',sep=';')\n",
    "data = data.apply(preprocessing.LabelEncoder().fit_transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict = \"G3\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_data = np.array(data.drop([predict],1))\n",
    "y_data = np.array(data[predict])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "x_train,x_test,y_train,y_test = sklearn.model_selection.train_test_split(x_data,y_data,test_size=0.1)\n",
    "linear = linear_model.LinearRegression()\n",
    "linear.fit(x_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"models.pickle\",\"wb\") as f:\n",
    "    pickle.dump(linear,f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "prev_model = open(\"models.pickle\",\"rb\")\n",
    "linear = pickle.load(prev_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "0.8397308282301548\n"
     ]
    }
   ],
   "source": [
    "acc = linear.score(x_test,y_test)\n",
    "print(acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "coeff [-0.19788677 -0.1696664   0.07925584  0.05062526  0.06491608 -0.05030088\n -0.02291754  0.01392462  0.04920268 -0.07556978 -0.06192737  0.029428\n  0.1310086   0.0223044  -0.23456534 -0.09859057  0.07823212 -0.21134794\n  0.01388085 -0.13900835  0.28729524  0.13123453 -0.11345292 -0.00771757\n -0.01341166 -0.01128378 -0.02492432 -0.03596112 -0.06041512  0.00587911\n  0.14430637  0.82475   ]\n"
     ]
    }
   ],
   "source": [
    "print(\"coeff\",linear.coef_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "style.use(\"ggplot\")\n",
    "p1 = 'G2'\n",
    "label = 'G3'\n",
    "plt.scatter(data[p1],data[predict])\n",
    "plt.xlabel(p1)\n",
    "plt.ylabel(\"Final Grades\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}