slide_deck-Copy1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Prosper Loan Data Exploration\n",
    "## By Abhishek Tiwari\n",
    "Date 18/06/2020"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Loan status\n",
    "\n",
    "**Observation 1:** \n",
    "* Most of the loans in the data set are actually current loans. \n",
    "* Past due loans are split in several groups based on the length of payment delay.\n",
    "* Other big part is completed loans, defaulted loans compromise a minority, however chargedoff loans also comporomise a substanial amount."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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": [
    "# setting color\n",
    "base_color = sns.color_palette()[0]\n",
    "plt.xticks(rotation=90)\n",
    "sns.countplot(data = target_df, x = 'LoanStatus', color = base_color);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Employment Status\n",
    "\n",
    "**Observation 2:** \n",
    "* The majority of borrowers are employed and all other categories as small part of borrowers. \n",
    "* In small Group full time has highest, after that self empolyed are there and so on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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": [
    "sns.countplot(data = target_df, x = 'EmploymentStatus', color = base_color);\n",
    "plt.xticks(rotation = 90);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Stated Monthly Income\n",
    "**Observation 3:**\n",
    "* With a boundary of mean and 3 times standard deviations distribution of monthly income still has noticeable right skew but now we can see that mode is about 5000.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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": [
    "income_std = target_df['StatedMonthlyIncome'].std()\n",
    "income_mean = target_df['StatedMonthlyIncome'].mean()\n",
    "boundary = income_mean + income_std * 3\n",
    "#len(target_df[target_df['StatedMonthlyIncome'] >= boundary])\n",
    "plt.hist(data=target_df, x='StatedMonthlyIncome', bins=1000);\n",
    "plt.xlim(0, boundary);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Status and Prosper Rating:\n",
    "**Observation 1:**\n",
    "* The `most frequent` rating among defaulted loans is actually `D`.\n",
    "* And the `most frequent` rating among Completed is also` D `and second highest is A and so on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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": [
    "sns.countplot(data = target_df, x = 'LoanStatus', hue = 'ProsperRating (Alpha)', palette = 'Blues');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Credit Start with Listing Category:\n",
    "**Observation 2:**\n",
    "* In both of the Graphs the `debt Consolidation` have `most frequency among all of them`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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": [
    "sns.countplot(data = target_df, x = 'LoanStatus', hue = 'ListingCategory (numeric)', palette = 'Blues');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Loan Status and Loan Amount\n",
    "**Observation 3:**\n",
    "* As from Above Graph we can state that `defaulted credits` tend to be `smaller` than `completed credits` onces. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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": [
    "sns.boxplot(data = target_df, x = 'LoanStatus', y = 'LoanOriginalAmount', color = base_color);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Prosper Rating and Employment Status\n",
    "**Observation 4:**\n",
    "* Lower ratings seem to have greater proportions of individuals with employment status Not Employed, Self-employed, Retired and Part-Time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = [12, 10])\n",
    "sns.countplot(data = target_df, x = 'ProsperRating (Alpha)', hue = 'EmploymentStatus', palette = 'Blues');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Rating, Loan Amount and Loan Status\n",
    "**Observation 1:**\n",
    "* Except for the lowest ratings defaulted credits tend to be larger than completed.\n",
    "* Most of the defaulted credits comes from individuals with low Prosper rating."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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": [
    "plt.figure(figsize = [12, 8])\n",
    "sns.boxplot(data=target_df, x='ProsperRating (Alpha)', y='LoanOriginalAmount', hue='LoanStatus');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Relationships between Credit category, Credit rating and outcome of Credit.\n",
    "**Observation 2:**\n",
    "* There are 5 graphs in the second one has much up and downs in it other than all of them.\n",
    "* There is no substantial difference for default rates in different categories broken up by ratings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1170.12x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x = 'ProsperRating (Alpha)', hue = 'LoanStatus', col = 'ListingCategory (numeric)',\n",
    "              data = target_df, kind = 'count', palette = 'Blues', col_wrap = 3);"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}