Exploratory Graphes.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"last_expr\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import Data File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "Accepted = pd.read_csv('Accepted.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "fontTitle = {'family': 'serif',\n",
    "       'color': 'navy',\n",
    "       'weight': 'bold',\n",
    "       'size': 24}\n",
    "fontLabel = {'family': 'serif',\n",
    "       'color': 'navy',\n",
    "       'weight': 'normal',\n",
    "       'size': 16}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Change Grades back to A thru G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "Accepted['grade']=Accepted.grade.map({1:'A', 2:'B', 3:'C', 4:'D', 5:'E', 6:'F', 7:'G'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loan Grade Count Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "grade_counts =Accepted[\"grade\"].value_counts()\n",
    "x= ['A', 'B', 'C', 'D', 'E', 'F', 'G']\n",
    "count = []\n",
    "for i in range(0,7):\n",
    "    count.append(grade_counts[x[i]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,8))\n",
    "ax.bar(x, count,edgecolor = 'navy', color = 'lightblue' )\n",
    "ax.set_xlabel(\"Loan grades\", fontdict= fontLabel)\n",
    "ax.set_ylabel(\"Count\", fontdict = fontLabel)\n",
    "ax.set_title(\"Loan Grades Count\", fontdict = fontTitle)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Purpose for Loan Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "purpose_counts = [\n",
    "    Accepted[\"purpose_debt_consolidation\"].sum(),\n",
    "    Accepted[\"purpose_credit_card\"].sum(),\n",
    "    Accepted[\"purpose_home_improvement\"].sum(),\n",
    "    Accepted[\"purpose_other\"].sum(),\n",
    "    Accepted[\"purpose_major_purchase\"].sum(),\n",
    "    Accepted[\"purpose_medical\"].sum(),\n",
    "    Accepted[\"purpose_small_business\"].sum(),\n",
    "    Accepted[\"purpose_vacation\"].sum(),\n",
    "    Accepted[\"purpose_moving\"].sum(),\n",
    "    Accepted[\"purpose_house\"].sum(),\n",
    "    Accepted[\"purpose_renewable_energy\"].sum(),\n",
    "    Accepted[\"purpose_wedding\"].sum(),\n",
    "    Accepted[\"purpose_educational\"].sum()]\n",
    "purpose_countsX = [\"debt_consolidation\", \"credit_card\", \"home_improvement\",\n",
    "                   \"other\", \"major_purchase\", \"medical\", \"small_business\", \n",
    "                   \"vacation\", \"moving\", \"house\", \"renewable_energy\",\n",
    "                  \"wedding\", \"educational\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,8))\n",
    "plt.bar(purpose_countsX, purpose_counts, edgecolor = 'navy', color = 'lightblue')\n",
    "ax.set_xlabel(\"Purpse of Loan\", fontdict = fontLabel)\n",
    "ax.set_ylabel(\"Count\", fontdict = fontLabel)\n",
    "ax.set_title(\"Purpose for Loan\", fontdict = fontTitle)\n",
    "plt.xticks(rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a New Data Frame Grouped by Grade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "Accepted_grades = Accepted.groupby(['grade']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "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>loan_amnt</th>\n",
       "      <th>term</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>dti</th>\n",
       "      <th>delinq_2yrs</th>\n",
       "      <th>fico_range_high</th>\n",
       "      <th>inq_last_6mths</th>\n",
       "      <th>revol_bal</th>\n",
       "      <th>total_rec_prncp</th>\n",
       "      <th>...</th>\n",
       "      <th>purpose_house</th>\n",
       "      <th>purpose_major_purchase</th>\n",
       "      <th>purpose_medical</th>\n",
       "      <th>purpose_moving</th>\n",
       "      <th>purpose_other</th>\n",
       "      <th>purpose_renewable_energy</th>\n",
       "      <th>purpose_small_business</th>\n",
       "      <th>purpose_vacation</th>\n",
       "      <th>purpose_wedding</th>\n",
       "      <th>initial_list_status_w</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grade</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>A</td>\n",
       "      <td>14820.634934</td>\n",
       "      <td>37.325826</td>\n",
       "      <td>6.152424</td>\n",
       "      <td>96231.049289</td>\n",
       "      <td>16.004552</td>\n",
       "      <td>0.183704</td>\n",
       "      <td>730.739406</td>\n",
       "      <td>0.403170</td>\n",
       "      <td>18326.922798</td>\n",
       "      <td>10100.586518</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006037</td>\n",
       "      <td>0.024640</td>\n",
       "      <td>0.008674</td>\n",
       "      <td>0.003247</td>\n",
       "      <td>0.041250</td>\n",
       "      <td>0.000315</td>\n",
       "      <td>0.005851</td>\n",
       "      <td>0.005146</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>0.788293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>B</td>\n",
       "      <td>14153.786266</td>\n",
       "      <td>40.484009</td>\n",
       "      <td>6.091584</td>\n",
       "      <td>83306.807078</td>\n",
       "      <td>17.624266</td>\n",
       "      <td>0.318942</td>\n",
       "      <td>702.513730</td>\n",
       "      <td>0.527498</td>\n",
       "      <td>16408.078621</td>\n",
       "      <td>9765.949961</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005018</td>\n",
       "      <td>0.021735</td>\n",
       "      <td>0.010041</td>\n",
       "      <td>0.004765</td>\n",
       "      <td>0.048764</td>\n",
       "      <td>0.000409</td>\n",
       "      <td>0.006555</td>\n",
       "      <td>0.006346</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>0.694688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>C</td>\n",
       "      <td>15049.912980</td>\n",
       "      <td>44.544865</td>\n",
       "      <td>6.039084</td>\n",
       "      <td>78637.216645</td>\n",
       "      <td>19.035676</td>\n",
       "      <td>0.357913</td>\n",
       "      <td>692.580321</td>\n",
       "      <td>0.652993</td>\n",
       "      <td>16169.822254</td>\n",
       "      <td>9673.883496</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005668</td>\n",
       "      <td>0.020921</td>\n",
       "      <td>0.012257</td>\n",
       "      <td>0.007202</td>\n",
       "      <td>0.062635</td>\n",
       "      <td>0.000643</td>\n",
       "      <td>0.010108</td>\n",
       "      <td>0.007699</td>\n",
       "      <td>0.000307</td>\n",
       "      <td>0.700602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>D</td>\n",
       "      <td>15888.679388</td>\n",
       "      <td>46.650016</td>\n",
       "      <td>6.028580</td>\n",
       "      <td>75257.142724</td>\n",
       "      <td>20.396903</td>\n",
       "      <td>0.373060</td>\n",
       "      <td>687.626122</td>\n",
       "      <td>0.792294</td>\n",
       "      <td>15760.425772</td>\n",
       "      <td>9733.750107</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007975</td>\n",
       "      <td>0.021073</td>\n",
       "      <td>0.014210</td>\n",
       "      <td>0.009961</td>\n",
       "      <td>0.079064</td>\n",
       "      <td>0.000939</td>\n",
       "      <td>0.015850</td>\n",
       "      <td>0.008165</td>\n",
       "      <td>0.001082</td>\n",
       "      <td>0.619260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>E</td>\n",
       "      <td>17792.644838</td>\n",
       "      <td>51.585585</td>\n",
       "      <td>6.075381</td>\n",
       "      <td>75292.779381</td>\n",
       "      <td>21.164397</td>\n",
       "      <td>0.369294</td>\n",
       "      <td>686.231030</td>\n",
       "      <td>0.913072</td>\n",
       "      <td>16557.711683</td>\n",
       "      <td>10812.888339</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010198</td>\n",
       "      <td>0.019960</td>\n",
       "      <td>0.013006</td>\n",
       "      <td>0.010918</td>\n",
       "      <td>0.081160</td>\n",
       "      <td>0.000993</td>\n",
       "      <td>0.021532</td>\n",
       "      <td>0.006751</td>\n",
       "      <td>0.001034</td>\n",
       "      <td>0.548958</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          loan_amnt       term  emp_length    annual_inc        dti  \\\n",
       "grade                                                                 \n",
       "A      14820.634934  37.325826    6.152424  96231.049289  16.004552   \n",
       "B      14153.786266  40.484009    6.091584  83306.807078  17.624266   \n",
       "C      15049.912980  44.544865    6.039084  78637.216645  19.035676   \n",
       "D      15888.679388  46.650016    6.028580  75257.142724  20.396903   \n",
       "E      17792.644838  51.585585    6.075381  75292.779381  21.164397   \n",
       "\n",
       "       delinq_2yrs  fico_range_high  inq_last_6mths     revol_bal  \\\n",
       "grade                                                               \n",
       "A         0.183704       730.739406        0.403170  18326.922798   \n",
       "B         0.318942       702.513730        0.527498  16408.078621   \n",
       "C         0.357913       692.580321        0.652993  16169.822254   \n",
       "D         0.373060       687.626122        0.792294  15760.425772   \n",
       "E         0.369294       686.231030        0.913072  16557.711683   \n",
       "\n",
       "       total_rec_prncp  ...  purpose_house  purpose_major_purchase  \\\n",
       "grade                   ...                                          \n",
       "A         10100.586518  ...       0.006037                0.024640   \n",
       "B          9765.949961  ...       0.005018                0.021735   \n",
       "C          9673.883496  ...       0.005668                0.020921   \n",
       "D          9733.750107  ...       0.007975                0.021073   \n",
       "E         10812.888339  ...       0.010198                0.019960   \n",
       "\n",
       "       purpose_medical  purpose_moving  purpose_other  \\\n",
       "grade                                                   \n",
       "A             0.008674        0.003247       0.041250   \n",
       "B             0.010041        0.004765       0.048764   \n",
       "C             0.012257        0.007202       0.062635   \n",
       "D             0.014210        0.009961       0.079064   \n",
       "E             0.013006        0.010918       0.081160   \n",
       "\n",
       "       purpose_renewable_energy  purpose_small_business  purpose_vacation  \\\n",
       "grade                                                                       \n",
       "A                      0.000315                0.005851          0.005146   \n",
       "B                      0.000409                0.006555          0.006346   \n",
       "C                      0.000643                0.010108          0.007699   \n",
       "D                      0.000939                0.015850          0.008165   \n",
       "E                      0.000993                0.021532          0.006751   \n",
       "\n",
       "       purpose_wedding  initial_list_status_w  \n",
       "grade                                          \n",
       "A             0.000153               0.788293  \n",
       "B             0.000192               0.694688  \n",
       "C             0.000307               0.700602  \n",
       "D             0.001082               0.619260  \n",
       "E             0.001034               0.548958  \n",
       "\n",
       "[5 rows x 66 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Accepted_grades.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Average Annual Income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,8))\n",
    "ax.bar(Accepted_grades.index, Accepted_grades[\"annual_inc\"], edgecolor = 'navy', color = 'lightblue')\n",
    "ax.set_xlabel(\"Loan Grade\", fontdict = fontLabel)\n",
    "ax.set_ylabel(\"Average Annual Income ($)\", fontdict = fontLabel)\n",
    "ax.set_title(\"Average Annual Income for each Loan Grade\", fontdict = fontTitle)\n",
    "ax.set_ylim([60000, 100000])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Average FICO score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,8))\n",
    "plt.bar(Accepted_grades.index, Accepted_grades[\"fico_range_high\"], edgecolor = 'navy', color = 'lightblue')\n",
    "ax.set_xlabel(\"Loan Grade\", fontdict = fontLabel)\n",
    "ax.set_ylabel(\"Average Fico Score\", fontdict = fontLabel)\n",
    "ax.set_title(\"Average FICO score of each Loan Grade \", fontdict = fontTitle)\n",
    "ax.set_ylim([650, 750])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Debt to Income Ratio "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,8))\n",
    "plt.bar(Accepted_grades.index, Accepted_grades[\"dti\"],edgecolor = 'navy', color = 'lightblue')\n",
    "ax.set_xlabel(\"Loan Grade\", fontdict = fontLabel)\n",
    "ax.set_ylabel(\"Average dti (Percent)\", fontLabel)\n",
    "ax.set_title(\"Average Debt to Income Ratio of each Loan Grade\", fontTitle)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Loan Term by Loan Count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "Accepted_gradesTerm = Accepted\n",
    "Accepted_gradesTerm['gradeTerm'] = Accepted_gradesTerm['grade'] + Accepted_gradesTerm['term'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "GradeTerms = Accepted_gradesTerm['gradeTerm'].value_counts()\n",
    "xGradeTerms= ['A36', 'B36', 'C36', 'D36', 'E36', 'F36', 'G36','A60', 'B60', 'C60', 'D60', 'E60', 'F60', 'G60']\n",
    "GTcount = []\n",
    "for i in range(0,14):\n",
    "    GTcount.append(GradeTerms[xGradeTerms[i]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1,figsize = (12,8))\n",
    "ax[1].bar(['A', 'B', 'C', 'D', 'E', 'F', 'G'], GTcount[0:7],edgecolor = 'navy', color = 'lightblue')\n",
    "ax[1].set_xlabel(\"Loan Grade (36 months)\", fontdict = fontLabel)\n",
    "ax[1].set_ylabel(\"Count\", fontdict = fontLabel)\n",
    "ax[1].set_ylim(0, 420000)\n",
    "\n",
    "ax[0].bar(['A', 'B', 'C', 'D', 'E', 'F', 'G'], GTcount[7:14], edgecolor = 'navy', color = 'lightblue')\n",
    "ax[0].set_ylim(0, 420000)\n",
    "ax[0].set_xlabel(\"Loan Grade (60 months)\", fontdict = fontLabel)\n",
    "ax[0].set_ylabel(\"Count\", fontdict = fontLabel)\n",
    "ax[0].set_title(\"Loan Grade Count Split by Term Length\",fontdict = fontTitle)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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