{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Logistic Regression - Lesson 4\n",
    "\n",
    "Load up required libraries and dataset. Convert the data to a dataframe containing a subset of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   City Name Type       Package      Variety Sub Variety  Grade     Date  \\\n",
       "0  BALTIMORE  NaN  24 inch bins          NaN         NaN    NaN  4/29/17   \n",
       "1  BALTIMORE  NaN  24 inch bins          NaN         NaN    NaN   5/6/17   \n",
       "2  BALTIMORE  NaN  24 inch bins  HOWDEN TYPE         NaN    NaN  9/24/16   \n",
       "3  BALTIMORE  NaN  24 inch bins  HOWDEN TYPE         NaN    NaN  9/24/16   \n",
       "4  BALTIMORE  NaN  24 inch bins  HOWDEN TYPE         NaN    NaN  11/5/16   \n",
       "\n",
       "   Low Price  High Price  Mostly Low  ...  Unit of Sale Quality Condition  \\\n",
       "0      270.0       280.0       270.0  ...           NaN     NaN       NaN   \n",
       "1      270.0       280.0       270.0  ...           NaN     NaN       NaN   \n",
       "2      160.0       160.0       160.0  ...           NaN     NaN       NaN   \n",
       "3      160.0       160.0       160.0  ...           NaN     NaN       NaN   \n",
       "4       90.0       100.0        90.0  ...           NaN     NaN       NaN   \n",
       "\n",
       "  Appearance Storage  Crop Repack  Trans Mode  Unnamed: 24  Unnamed: 25  \n",
       "0        NaN     NaN   NaN      E         NaN          NaN          NaN  \n",
       "1        NaN     NaN   NaN      E         NaN          NaN          NaN  \n",
       "2        NaN     NaN   NaN      N         NaN          NaN          NaN  \n",
       "3        NaN     NaN   NaN      N         NaN          NaN          NaN  \n",
       "4        NaN     NaN   NaN      N         NaN          NaN          NaN  \n",
       "\n",
       "[5 rows x 26 columns]"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>City Name</th>\n      <th>Type</th>\n      <th>Package</th>\n      <th>Variety</th>\n      <th>Sub Variety</th>\n      <th>Grade</th>\n      <th>Date</th>\n      <th>Low Price</th>\n      <th>High Price</th>\n      <th>Mostly Low</th>\n      <th>...</th>\n      <th>Unit of Sale</th>\n      <th>Quality</th>\n      <th>Condition</th>\n      <th>Appearance</th>\n      <th>Storage</th>\n      <th>Crop</th>\n      <th>Repack</th>\n      <th>Trans Mode</th>\n      <th>Unnamed: 24</th>\n      <th>Unnamed: 25</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>4/29/17</td>\n      <td>270.0</td>\n      <td>280.0</td>\n      <td>270.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>E</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>5/6/17</td>\n      <td>270.0</td>\n      <td>280.0</td>\n      <td>270.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>E</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>HOWDEN TYPE</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>9/24/16</td>\n      <td>160.0</td>\n      <td>160.0</td>\n      <td>160.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>N</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>HOWDEN TYPE</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>9/24/16</td>\n      <td>160.0</td>\n      <td>160.0</td>\n      <td>160.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>N</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>HOWDEN TYPE</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>11/5/16</td>\n      <td>90.0</td>\n      <td>100.0</td>\n      <td>90.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>N</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 26 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 1
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "pumpkins = pd.read_csv('../../data/US-pumpkins.csv')\n",
    "\n",
    "pumpkins.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "new_columns = ['Color','Origin','Item Size','Variety','City Name','Package']\n",
    "\n",
    "new_pumpkins = pumpkins.drop([c for c in pumpkins.columns if c not in new_columns], axis=1)\n",
    "\n",
    "new_pumpkins.dropna(inplace=True)\n",
    "\n",
    "new_pumpkins = new_pumpkins.apply(LabelEncoder().fit_transform)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the data shape, size, and quality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of       City Name  Package  Variety  Origin  Item Size  Color\n",
       "2             1        3        4       3          3      0\n",
       "3             1        3        4      17          3      0\n",
       "4             1        3        4       5          2      0\n",
       "5             1        3        4       5          2      0\n",
       "6             1        4        4       5          3      0\n",
       "...         ...      ...      ...     ...        ...    ...\n",
       "1694         12        3        5       4          6      1\n",
       "1695         12        3        5       4          6      1\n",
       "1696         12        3        5       4          6      1\n",
       "1697         12        3        5       4          6      1\n",
       "1698         12        3        5       4          6      1\n",
       "\n",
       "[991 rows x 6 columns]>"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "new_pumpkins.info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Working with Item Size to Color, create a scatterplot using Seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fa3b8ae2668>"
      ]
     },
     "metadata": {},
     "execution_count": 4
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "g = sns.PairGrid(new_pumpkins)\n",
    "g.map(sns.scatterplot)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/categorical.py:1296: UserWarning: 80.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n  warnings.warn(msg, UserWarning)\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/categorical.py:1296: UserWarning: 37.2% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n  warnings.warn(msg, UserWarning)\n"
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      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa3580851d0>"
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "sns.swarmplot(x=\"Color\", y=\"Item Size\", data=new_pumpkins)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fa3e8a91320>"
      ]
     },
     "metadata": {},
     "execution_count": 6
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 360x360 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "sns.catplot(x=\"Color\", y=\"Item Size\",\n",
    "            kind=\"violin\", data=new_pumpkins)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "Selected_features = ['Origin','Item Size','Variety','City Name','Package']\n",
    "\n",
    "X = new_pumpkins[Selected_features]\n",
    "y = new_pumpkins['Color']\n",
    "\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.83      0.98      0.90       166\n",
      "           1       0.00      0.00      0.00        33\n",
      "\n",
      "    accuracy                           0.81       199\n",
      "   macro avg       0.42      0.49      0.45       199\n",
      "weighted avg       0.69      0.81      0.75       199\n",
      "\n",
      "Predicted labels:  [0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 1 0 0 0 0 0 0 0 0]\n",
      "Accuracy:  0.8140703517587939\n",
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score, classification_report \n",
    "from sklearn.linear_model import LogisticRegression\n",
    "model = LogisticRegression()\n",
    "model.fit(X_train, y_train)\n",
    "predictions = model.predict(X_test)\n",
    "\n",
    "print(classification_report(y_test, predictions))\n",
    "print('Predicted labels: ', predictions)\n",
    "print('Accuracy: ', accuracy_score(y_test, predictions))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[162,   4],\n",
       "       [ 33,   0]])"
      ]
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "confusion_matrix(y_test, predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n  FutureWarning\n/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n  FutureWarning\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa3c8a0f710>"
      ]
     },
     "metadata": {},
     "execution_count": 10
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from sklearn.metrics import roc_curve, roc_auc_score\n",
    "\n",
    "y_scores = model.predict_proba(X_test)\n",
    "# calculate ROC curve\n",
    "fpr, tpr, thresholds = roc_curve(y_test, y_scores[:,1])\n",
    "sns.lineplot([0, 1], [0, 1])\n",
    "sns.lineplot(fpr, tpr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "0.6997079225994889\n"
     ]
    }
   ],
   "source": [
    "auc = roc_auc_score(y_test,y_scores[:,1])\n",
    "print(auc)"
   ]
  }
 ],
 "metadata": {
  "environment": {
   "name": "tf2-gpu.2-4.m65",
   "type": "gcloud",
   "uri": "gcr.io/deeplearning-platform-release/tf2-gpu.2-4:m65"
  },
  "kernelspec": {
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