Classification with Python.ipynb

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    "<center>\n",
    "    <img src=\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/Logos/organization_logo/organization_logo.png\" width=\"300\" alt=\"cognitiveclass.ai logo\"  />\n",
    "</center>\n",
    "\n",
    "<h1 align=\"center\"><font size=\"5\">Classification with Python</font></h1>\n"
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   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import NullFormatter\n",
    "import matplotlib.ticker as ticker\n",
    "%matplotlib inline"
   ]
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   "source": [
    "### About dataset\n"
   ]
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   "source": [
    "This dataset is about past loans. The **Loan_train.csv** data set includes details of 346 customers whose loan are already paid off or defaulted. It includes following fields:\n",
    "\n",
    "| Field          | Description                                                                           |\n",
    "| -------------- | ------------------------------------------------------------------------------------- |\n",
    "| Loan_status    | Whether a loan is paid off on in collection                                           |\n",
    "| Principal      | Basic principal loan amount at the                                                    |\n",
    "| Terms          | Origination terms which can be weekly (7 days), biweekly, and monthly payoff schedule |\n",
    "| Effective_date | When the loan got originated and took effects                                         |\n",
    "| Due_date       | Since it’s one-time payoff schedule, each loan has one single due date                |\n",
    "| Age            | Age of applicant                                                                      |\n",
    "| Education      | Education of applicant                                                                |\n",
    "| Gender         | The gender of applicant                                                               |\n"
   ]
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     "text": [
      "--2021-02-25 03:39:18--  https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/FinalModule_Coursera/data/loan_train.csv\n",
      "Resolving cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)... 169.63.118.104\n",
      "Connecting to cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)|169.63.118.104|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 23101 (23K) [text/csv]\n",
      "Saving to: ‘loan_train.csv’\n",
      "\n",
      "loan_train.csv      100%[===================>]  22.56K  --.-KB/s    in 0.001s  \n",
      "\n",
      "2021-02-25 03:39:24 (31.9 MB/s) - ‘loan_train.csv’ saved [23101/23101]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget -O loan_train.csv https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/FinalModule_Coursera/data/loan_train.csv"
   ]
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   "cell_type": "code",
   "execution_count": 3,
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>Principal</th>\n",
       "      <th>terms</th>\n",
       "      <th>effective_date</th>\n",
       "      <th>due_date</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>9/8/2016</td>\n",
       "      <td>10/7/2016</td>\n",
       "      <td>45</td>\n",
       "      <td>High School or Below</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>9/8/2016</td>\n",
       "      <td>10/7/2016</td>\n",
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       "      <td>Bechalor</td>\n",
       "      <td>female</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>15</td>\n",
       "      <td>9/8/2016</td>\n",
       "      <td>9/22/2016</td>\n",
       "      <td>27</td>\n",
       "      <td>college</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>9/9/2016</td>\n",
       "      <td>10/8/2016</td>\n",
       "      <td>28</td>\n",
       "      <td>college</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>9/9/2016</td>\n",
       "      <td>10/8/2016</td>\n",
       "      <td>29</td>\n",
       "      <td>college</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1 loan_status  Principal  terms effective_date  \\\n",
       "0           0             0     PAIDOFF       1000     30       9/8/2016   \n",
       "1           2             2     PAIDOFF       1000     30       9/8/2016   \n",
       "2           3             3     PAIDOFF       1000     15       9/8/2016   \n",
       "3           4             4     PAIDOFF       1000     30       9/9/2016   \n",
       "4           6             6     PAIDOFF       1000     30       9/9/2016   \n",
       "\n",
       "    due_date  age             education  Gender  \n",
       "0  10/7/2016   45  High School or Below    male  \n",
       "1  10/7/2016   33              Bechalor  female  \n",
       "2  9/22/2016   27               college    male  \n",
       "3  10/8/2016   28               college  female  \n",
       "4  10/8/2016   29               college    male  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('loan_train.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(346, 10)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df.shape"
   ]
  },
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   "metadata": {
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   },
   "source": [
    "### Convert to date time object\n"
   ]
  },
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   "cell_type": "code",
   "execution_count": 5,
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>Principal</th>\n",
       "      <th>terms</th>\n",
       "      <th>effective_date</th>\n",
       "      <th>due_date</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>Gender</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-09-08</td>\n",
       "      <td>2016-10-07</td>\n",
       "      <td>45</td>\n",
       "      <td>High School or Below</td>\n",
       "      <td>male</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>PAIDOFF</td>\n",
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       "      <td>female</td>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>15</td>\n",
       "      <td>2016-09-08</td>\n",
       "      <td>2016-09-22</td>\n",
       "      <td>27</td>\n",
       "      <td>college</td>\n",
       "      <td>male</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-09-09</td>\n",
       "      <td>2016-10-08</td>\n",
       "      <td>28</td>\n",
       "      <td>college</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-09-09</td>\n",
       "      <td>2016-10-08</td>\n",
       "      <td>29</td>\n",
       "      <td>college</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1 loan_status  Principal  terms effective_date  \\\n",
       "0           0             0     PAIDOFF       1000     30     2016-09-08   \n",
       "1           2             2     PAIDOFF       1000     30     2016-09-08   \n",
       "2           3             3     PAIDOFF       1000     15     2016-09-08   \n",
       "3           4             4     PAIDOFF       1000     30     2016-09-09   \n",
       "4           6             6     PAIDOFF       1000     30     2016-09-09   \n",
       "\n",
       "    due_date  age             education  Gender  \n",
       "0 2016-10-07   45  High School or Below    male  \n",
       "1 2016-10-07   33              Bechalor  female  \n",
       "2 2016-09-22   27               college    male  \n",
       "3 2016-10-08   28               college  female  \n",
       "4 2016-10-08   29               college    male  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['due_date'] = pd.to_datetime(df['due_date'])\n",
    "df['effective_date'] = pd.to_datetime(df['effective_date'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   },
   "source": [
    "### Data visualization and pre-processing\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PAIDOFF       260\n",
       "COLLECTION     86\n",
       "Name: loan_status, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['loan_status'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   },
   "source": [
    "260 people have paid off the loan on time while 86 have gone into collection \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "bins = np.linspace(df.Principal.min(), df.Principal.max(), 10)\n",
    "g = sns.FacetGrid(df, col=\"Gender\", hue=\"loan_status\", palette=\"Set1\", col_wrap=2)\n",
    "g.map(plt.hist, 'Principal', bins=bins, ec=\"k\")\n",
    "\n",
    "g.axes[-1].legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.linspace(df.age.min(), df.age.max(), 10)\n",
    "g = sns.FacetGrid(df, col=\"Gender\", hue=\"loan_status\", palette=\"Set1\", col_wrap=2)\n",
    "g.map(plt.hist, 'age', bins=bins, ec=\"k\")\n",
    "\n",
    "g.axes[-1].legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### Pre-processing:  Feature selection/extraction\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['dayofweek'] = df['effective_date'].dt.dayofweek\n",
    "bins = np.linspace(df.dayofweek.min(), df.dayofweek.max(), 8)\n",
    "g = sns.FacetGrid(df, col=\"Gender\", hue=\"loan_status\", palette=\"Set1\", col_wrap=2)\n",
    "g.map(plt.hist, 'dayofweek', bins=bins, ec=\"k\")\n",
    "g.axes[-1].legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "We see that people who get the loan at the end of the week dont pay it off, so lets use Feature binarization to set a threshold values less then day 4 \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "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>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>Principal</th>\n",
       "      <th>terms</th>\n",
       "      <th>effective_date</th>\n",
       "      <th>due_date</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>Gender</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>weekend</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-09-08</td>\n",
       "      <td>2016-10-07</td>\n",
       "      <td>45</td>\n",
       "      <td>High School or Below</td>\n",
       "      <td>male</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-09-08</td>\n",
       "      <td>2016-10-07</td>\n",
       "      <td>33</td>\n",
       "      <td>Bechalor</td>\n",
       "      <td>female</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>15</td>\n",
       "      <td>2016-09-08</td>\n",
       "      <td>2016-09-22</td>\n",
       "      <td>27</td>\n",
       "      <td>college</td>\n",
       "      <td>male</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-09-09</td>\n",
       "      <td>2016-10-08</td>\n",
       "      <td>28</td>\n",
       "      <td>college</td>\n",
       "      <td>female</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-09-09</td>\n",
       "      <td>2016-10-08</td>\n",
       "      <td>29</td>\n",
       "      <td>college</td>\n",
       "      <td>male</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1 loan_status  Principal  terms effective_date  \\\n",
       "0           0             0     PAIDOFF       1000     30     2016-09-08   \n",
       "1           2             2     PAIDOFF       1000     30     2016-09-08   \n",
       "2           3             3     PAIDOFF       1000     15     2016-09-08   \n",
       "3           4             4     PAIDOFF       1000     30     2016-09-09   \n",
       "4           6             6     PAIDOFF       1000     30     2016-09-09   \n",
       "\n",
       "    due_date  age             education  Gender  dayofweek  weekend  \n",
       "0 2016-10-07   45  High School or Below    male          3        0  \n",
       "1 2016-10-07   33              Bechalor  female          3        0  \n",
       "2 2016-09-22   27               college    male          3        0  \n",
       "3 2016-10-08   28               college  female          4        1  \n",
       "4 2016-10-08   29               college    male          4        1  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['weekend'] = df['dayofweek'].apply(lambda x: 1 if (x>3) else 0)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### Convert Categorical features to numerical values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gender  loan_status\n",
       "female  PAIDOFF        0.865385\n",
       "        COLLECTION     0.134615\n",
       "male    PAIDOFF        0.731293\n",
       "        COLLECTION     0.268707\n",
       "Name: loan_status, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['Gender'])['loan_status'].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "86 % of female pay there loans while only 73 % of males pay there loan\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "Convert male to 0 and female to 1:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
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       "      <th>loan_status</th>\n",
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       "      <td>0</td>\n",
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       "      <th>1</th>\n",
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       "      <td>2</td>\n",
       "      <td>PAIDOFF</td>\n",
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       "      <td>2016-09-08</td>\n",
       "      <td>2016-10-07</td>\n",
       "      <td>33</td>\n",
       "      <td>Bechalor</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>15</td>\n",
       "      <td>2016-09-08</td>\n",
       "      <td>2016-09-22</td>\n",
       "      <td>27</td>\n",
       "      <td>college</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-09-09</td>\n",
       "      <td>2016-10-08</td>\n",
       "      <td>28</td>\n",
       "      <td>college</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-09-09</td>\n",
       "      <td>2016-10-08</td>\n",
       "      <td>29</td>\n",
       "      <td>college</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1 loan_status  Principal  terms effective_date  \\\n",
       "0           0             0     PAIDOFF       1000     30     2016-09-08   \n",
       "1           2             2     PAIDOFF       1000     30     2016-09-08   \n",
       "2           3             3     PAIDOFF       1000     15     2016-09-08   \n",
       "3           4             4     PAIDOFF       1000     30     2016-09-09   \n",
       "4           6             6     PAIDOFF       1000     30     2016-09-09   \n",
       "\n",
       "    due_date  age             education  Gender  dayofweek  weekend  \n",
       "0 2016-10-07   45  High School or Below       0          3        0  \n",
       "1 2016-10-07   33              Bechalor       1          3        0  \n",
       "2 2016-09-22   27               college       0          3        0  \n",
       "3 2016-10-08   28               college       1          4        1  \n",
       "4 2016-10-08   29               college       0          4        1  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Gender'].replace(to_replace=['male', 'female'], value=[0, 1], inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### One Hot Encoding\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "education             loan_status\n",
       "Bechalor              PAIDOFF        0.750000\n",
       "                      COLLECTION     0.250000\n",
       "High School or Below  PAIDOFF        0.741722\n",
       "                      COLLECTION     0.258278\n",
       "Master or Above       COLLECTION     0.500000\n",
       "                      PAIDOFF        0.500000\n",
       "college               PAIDOFF        0.765101\n",
       "                      COLLECTION     0.234899\n",
       "Name: loan_status, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['education'])['loan_status'].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Feature befor One Hot Encoding\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Principal</th>\n",
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       "      <td>Bechalor</td>\n",
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      "text/plain": [
       "   Principal  terms  age  Gender             education\n",
       "0       1000     30   45       0  High School or Below\n",
       "1       1000     30   33       1              Bechalor\n",
       "2       1000     15   27       0               college\n",
       "3       1000     30   28       1               college\n",
       "4       1000     30   29       0               college"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Principal','terms','age','Gender','education']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Hot encoding technique conver categorical varables to binary variables and append them to the feature Data Frame\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "      <th></th>\n",
       "      <th>Principal</th>\n",
       "      <th>terms</th>\n",
       "      <th>age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>weekend</th>\n",
       "      <th>Bechalor</th>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <th>4</th>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "   Principal  terms  age  Gender  weekend  Bechalor  High School or Below  \\\n",
       "0       1000     30   45       0        0         0                     1   \n",
       "1       1000     30   33       1        0         1                     0   \n",
       "2       1000     15   27       0        0         0                     0   \n",
       "3       1000     30   28       1        1         0                     0   \n",
       "4       1000     30   29       0        1         0                     0   \n",
       "\n",
       "   college  \n",
       "0        0  \n",
       "1        0  \n",
       "2        1  \n",
       "3        1  \n",
       "4        1  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Feature = df[['Principal', 'terms', 'age', 'Gender', 'weekend']]\n",
    "Feature = pd.concat([Feature, pd.get_dummies(df['education'])], axis=1)\n",
    "Feature.drop(['Master or Above'], axis=1, inplace=True)\n",
    "Feature.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### Feature selection\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "Defind feature sets, X:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Principal  terms  age  Gender  weekend  Bechalor  High School or Below  \\\n",
       "0       1000     30   45       0        0         0                     1   \n",
       "1       1000     30   33       1        0         1                     0   \n",
       "2       1000     15   27       0        0         0                     0   \n",
       "3       1000     30   28       1        1         0                     0   \n",
       "4       1000     30   29       0        1         0                     0   \n",
       "\n",
       "   college  \n",
       "0        0  \n",
       "1        0  \n",
       "2        1  \n",
       "3        1  \n",
       "4        1  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = Feature\n",
    "X[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = df['loan_status'].values\n",
    "y[0:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### Normalize Data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "Data Standardization give data zero mean and unit variance (technically should be done after train test split )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.51578458,  0.92071769,  2.33152555, -0.42056004, -1.20577805,\n",
       "        -0.38170062,  1.13639374, -0.86968108],\n",
       "       [ 0.51578458,  0.92071769,  0.34170148,  2.37778177, -1.20577805,\n",
       "         2.61985426, -0.87997669, -0.86968108],\n",
       "       [ 0.51578458, -0.95911111, -0.65321055, -0.42056004, -1.20577805,\n",
       "        -0.38170062, -0.87997669,  1.14984679],\n",
       "       [ 0.51578458,  0.92071769, -0.48739188,  2.37778177,  0.82934003,\n",
       "        -0.38170062, -0.87997669,  1.14984679],\n",
       "       [ 0.51578458,  0.92071769, -0.3215732 , -0.42056004,  0.82934003,\n",
       "        -0.38170062, -0.87997669,  1.14984679]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = preprocessing.StandardScaler().fit(X).transform(X)\n",
    "X[0:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "# Classification\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train set: (276, 8) (276,)\n",
      "Test set: (70, 8) (70,)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=4)\n",
    "print ('Train set:', X_train.shape,  y_train.shape)\n",
    "print ('Test set:', X_test.shape,  y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### K Nearest Neighbor(KNN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.67142857, 0.65714286, 0.71428571, 0.68571429, 0.75714286,\n",
       "       0.71428571, 0.78571429, 0.75714286, 0.75714286])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ks = 10\n",
    "mean_acc = np.zeros((Ks-1))\n",
    "std_acc = np.zeros((Ks-1))\n",
    "\n",
    "for n in range(1, Ks): \n",
    "    neigh = KNeighborsClassifier(n_neighbors = n).fit(X_train, y_train)\n",
    "    yhat = neigh.predict(X_test)\n",
    "    mean_acc[n-1] = metrics.accuracy_score(y_test, yhat)\n",
    "    std_acc[n-1] = np.std(yhat == y_test) / np.sqrt(yhat.shape[0])\n",
    "mean_acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(range(1,Ks), mean_acc, 'r')\n",
    "plt.fill_between(range(1, Ks),mean_acc - 1 * std_acc, mean_acc + 1 * std_acc, alpha=0.10)\n",
    "plt.fill_between(range(1, Ks),mean_acc - 3 * std_acc, mean_acc + 3 * std_acc, alpha=0.10, color=\"red\")\n",
    "plt.legend(('Accuracy ', '+/- 1xstd', '+/- 3xstd'))\n",
    "plt.ylabel('Accuracy ')\n",
    "plt.xlabel('Number of Neighbors (K)')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The best accuracy was with 0.7857142857142857 with k= 7\n"
     ]
    }
   ],
   "source": [
    "print( \"The best accuracy was with\", mean_acc.max(), \"with k=\", mean_acc.argmax()+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train set Accuracy:  0.8079710144927537\n",
      "Test set Accuracy:  0.7857142857142857\n"
     ]
    }
   ],
   "source": [
    "k = 7 \n",
    "neigh = KNeighborsClassifier(n_neighbors = k).fit(X_train, y_train)\n",
    "\n",
    "yhat_KNN = neigh.predict(X_test)\n",
    "print(\"Train set Accuracy: \", metrics.accuracy_score(y_train, neigh.predict(X_train)))\n",
    "print(\"Test set Accuracy: \", metrics.accuracy_score(y_test, yhat_KNN))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF',\n",
       "       'COLLECTION', 'COLLECTION', 'PAIDOFF', 'PAIDOFF'], dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yhat_KNN[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision Tree\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from  io import StringIO\n",
    "import pydotplus\n",
    "import matplotlib.image as mpimg\n",
    "from sklearn import tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DecisionTrees's Accuracy:  0.7571428571428571\n"
     ]
    }
   ],
   "source": [
    "decTree = DecisionTreeClassifier(criterion=\"entropy\", max_depth = 7)\n",
    "decTree.fit(X_train, y_train)\n",
    "\n",
    "yhat_DT = decTree.predict(X_test)\n",
    "print(\"DecisionTrees's Accuracy: \", metrics.accuracy_score(y_test, yhat_DT))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ff3faef0dd8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 7200x14400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dot_data = StringIO()\n",
    "filename = \"dectree.png\"\n",
    "featureNames = Feature.columns\n",
    "targetNames = df[\"loan_status\"].unique().tolist()\n",
    "out=tree.export_graphviz(decTree, feature_names=featureNames, out_file=dot_data, class_names=np.unique(y_train), \n",
    "                         filled=True,  special_characters=True, rotate=False)  \n",
    "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  \n",
    "graph.write_png(filename)\n",
    "img = mpimg.imread(filename)\n",
    "plt.figure(figsize=(100, 200))\n",
    "plt.imshow(img, interpolation='nearest')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Support Vector Machine\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import svm\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "import itertools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF',\n",
       "       'PAIDOFF', 'COLLECTION', 'PAIDOFF', 'PAIDOFF'], dtype=object)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = svm.SVC(kernel='poly')\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "yhat_SVM = clf.predict(X_test)\n",
    "yhat_SVM[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "  COLLECTION       0.33      0.07      0.11        15\n",
      "     PAIDOFF       0.79      0.96      0.87        55\n",
      "\n",
      "    accuracy                           0.77        70\n",
      "   macro avg       0.56      0.52      0.49        70\n",
      "weighted avg       0.69      0.77      0.71        70\n",
      "\n",
      "Confusion matrix, without normalization\n",
      "[[53  2]\n",
      " [14  1]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_confusion_matrix(cm, classes, normalize=False, title='Confusion matrix', cmap=plt.cm.Blues):\n",
    "    \"\"\"\n",
    "    This function prints and plots the confusion matrix.\n",
    "    Normalization can be applied by setting `normalize=True`.\n",
    "    \"\"\"\n",
    "    if normalize:\n",
    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "        print(\"Normalized confusion matrix\")\n",
    "    else:\n",
    "        print('Confusion matrix, without normalization')\n",
    "\n",
    "    print(cm)\n",
    "\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=45)\n",
    "    plt.yticks(tick_marks, classes)\n",
    "\n",
    "    fmt = '.2f' if normalize else 'd'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, format(cm[i, j], fmt), horizontalalignment=\"center\", color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.ylabel('True label')\n",
    "    plt.xlabel('Predicted label')\n",
    "\n",
    "# Compute confusion matrix\n",
    "cnf_matrix_SVM = confusion_matrix(y_test, yhat_SVM, labels=['PAIDOFF', 'COLLECTION'])\n",
    "np.set_printoptions(precision=2)\n",
    "\n",
    "print (classification_report(y_test, yhat_SVM))\n",
    "\n",
    "# Plot non-normalized confusion matrix\n",
    "plt.figure()\n",
    "plot_confusion_matrix(cnf_matrix_SVM, classes=['PAIDOFF', 'COLLECTION'], normalize=False,  title='Confusion matrix')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logistic Regression\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['COLLECTION', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF',\n",
       "       'PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF', 'PAIDOFF'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LR = LogisticRegression(C=0.01, solver='liblinear').fit(X_train, y_train)\n",
    "\n",
    "yhat_LR = LR.predict(X_test)\n",
    "yhat_LR[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.5 , 0.5 ],\n",
       "       [0.45, 0.55],\n",
       "       [0.31, 0.69],\n",
       "       [0.34, 0.66],\n",
       "       [0.32, 0.68]])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yhat_prob_LR = LR.predict_proba(X_test)\n",
    "yhat_prob_LR[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[46  9]\n",
      " [13  2]]\n",
      "Confusion matrix, without normalization\n",
      "[[46  9]\n",
      " [13  2]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(confusion_matrix(y_test, yhat_LR, labels=['PAIDOFF', 'COLLECTION']))\n",
    "\n",
    "# Compute confusion matrix\n",
    "cnf_matrix_LR = confusion_matrix(y_test, yhat_LR, labels=['PAIDOFF', 'COLLECTION'])\n",
    "np.set_printoptions(precision=2)\n",
    "\n",
    "# Plot non-normalized confusion matrix\n",
    "plt.figure()\n",
    "plot_confusion_matrix(cnf_matrix_LR, classes=['PAIDOFF', 'COLLECTION'], normalize=False, title='Confusion matrix')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model Evaluation using Test set\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import jaccard_score\n",
    "from sklearn.metrics import f1_score\n",
    "from sklearn.metrics import log_loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, download and load the test set:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2021-02-25 03:39:33--  https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/ML0101ENv3/labs/loan_test.csv\n",
      "Resolving s3-api.us-geo.objectstorage.softlayer.net (s3-api.us-geo.objectstorage.softlayer.net)... 67.228.254.196\n",
      "Connecting to s3-api.us-geo.objectstorage.softlayer.net (s3-api.us-geo.objectstorage.softlayer.net)|67.228.254.196|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 3642 (3.6K) [text/csv]\n",
      "Saving to: ‘loan_test.csv’\n",
      "\n",
      "loan_test.csv       100%[===================>]   3.56K  --.-KB/s    in 0s      \n",
      "\n",
      "2021-02-25 03:39:34 (248 MB/s) - ‘loan_test.csv’ saved [3642/3642]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget -O loan_test.csv https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/ML0101ENv3/labs/loan_test.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### Load Test set for evaluation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "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>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>Principal</th>\n",
       "      <th>terms</th>\n",
       "      <th>effective_date</th>\n",
       "      <th>due_date</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>9/8/2016</td>\n",
       "      <td>10/7/2016</td>\n",
       "      <td>50</td>\n",
       "      <td>Bechalor</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>300</td>\n",
       "      <td>7</td>\n",
       "      <td>9/9/2016</td>\n",
       "      <td>9/15/2016</td>\n",
       "      <td>35</td>\n",
       "      <td>Master or Above</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>9/10/2016</td>\n",
       "      <td>10/9/2016</td>\n",
       "      <td>43</td>\n",
       "      <td>High School or Below</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>1000</td>\n",
       "      <td>30</td>\n",
       "      <td>9/10/2016</td>\n",
       "      <td>10/9/2016</td>\n",
       "      <td>26</td>\n",
       "      <td>college</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>PAIDOFF</td>\n",
       "      <td>800</td>\n",
       "      <td>15</td>\n",
       "      <td>9/11/2016</td>\n",
       "      <td>9/25/2016</td>\n",
       "      <td>29</td>\n",
       "      <td>Bechalor</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1 loan_status  Principal  terms effective_date  \\\n",
       "0           1             1     PAIDOFF       1000     30       9/8/2016   \n",
       "1           5             5     PAIDOFF        300      7       9/9/2016   \n",
       "2          21            21     PAIDOFF       1000     30      9/10/2016   \n",
       "3          24            24     PAIDOFF       1000     30      9/10/2016   \n",
       "4          35            35     PAIDOFF        800     15      9/11/2016   \n",
       "\n",
       "    due_date  age             education  Gender  \n",
       "0  10/7/2016   50              Bechalor  female  \n",
       "1  9/15/2016   35       Master or Above    male  \n",
       "2  10/9/2016   43  High School or Below  female  \n",
       "3  10/9/2016   26               college    male  \n",
       "4  9/25/2016   29              Bechalor    male  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df = pd.read_csv('loan_test.csv')\n",
    "test_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_df['due_date'] = pd.to_datetime(test_df['due_date'])\n",
    "test_df['effective_date'] = pd.to_datetime(test_df['effective_date'])\n",
    "test_df['dayofweek'] = test_df['effective_date'].dt.dayofweek\n",
    "test_df['weekend'] = test_df['dayofweek'].apply(lambda x: 1 if (x>3) else 0)\n",
    "test_df['Gender'].replace(to_replace=['male', 'female'], value=[0, 1], inplace=True)\n",
    "\n",
    "test_Feature = test_df[['Principal','terms', 'age', 'Gender', 'weekend']]\n",
    "test_Feature = pd.concat([test_Feature,pd.get_dummies(test_df['education'])], axis=1)\n",
    "test_Feature.drop(['Master or Above'], axis = 1,inplace=True)\n",
    "\n",
    "test_X = preprocessing.StandardScaler().fit(test_Feature).transform(test_Feature)\n",
    "test_y = test_df['loan_status'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6538461538461539\n",
      "0.6328400281888654\n"
     ]
    }
   ],
   "source": [
    "# KNN\n",
    "test_yhat_KNN = neigh.predict(test_X)\n",
    "print(jaccard_score(test_y, test_yhat_KNN, pos_label = 'PAIDOFF'))\n",
    "print(f1_score(test_y, test_yhat_KNN, average = 'weighted'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7254901960784313\n",
      "0.7006734006734008\n"
     ]
    }
   ],
   "source": [
    "# Decision Tree\n",
    "test_yhat_DT = decTree.predict(test_X)\n",
    "print(jaccard_score(test_y, test_yhat_DT, pos_label = 'PAIDOFF'))\n",
    "print(f1_score(test_y, test_yhat_DT, average = 'weighted'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.75\n",
      "0.6959228135698723\n"
     ]
    }
   ],
   "source": [
    "# SVM\n",
    "test_yhat_SVM = clf.predict(test_X)\n",
    "print(jaccard_score(test_y, test_yhat_SVM, pos_label = 'PAIDOFF'))\n",
    "print(f1_score(test_y, test_yhat_SVM, average = 'weighted'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7358490566037735\n",
      "0.6604267310789049\n",
      "0.5672153379912981\n"
     ]
    }
   ],
   "source": [
    "# Logistic Regression\n",
    "test_yhat_LR = LR.predict(test_X)\n",
    "print(jaccard_score(test_y, test_yhat_LR, pos_label = 'PAIDOFF'))\n",
    "print(f1_score(test_y, test_yhat_LR, average = 'weighted'))\n",
    "print(log_loss(test_y, LR.predict_proba(test_X)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "<h4>Author:  <a href=\"https://ca.linkedin.com/in/saeedaghabozorgi\">Saeed Aghabozorgi</a></h4>\n",
    "<p><a href=\"https://ca.linkedin.com/in/saeedaghabozorgi\">Saeed Aghabozorgi</a>, PhD is a Data Scientist in IBM with a track record of developing enterprise level applications that substantially increases clients’ ability to turn data into actionable knowledge. He is a researcher in data mining field and expert in developing advanced analytic methods like machine learning and statistical modelling on large datasets.</p>\n",
    "\n",
    "<hr>\n",
    "<hr>\n",
    "\n",
    "## <h3 align=\"center\"> © IBM Corporation 2020. All rights reserved. <h3/>\n",
    "\n",
    "<p>\n"
   ]
  }
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