slide_deck.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import useful packages\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patheffects as pe\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "# Set plots to be embedded inline\n",
    "%matplotlib inline\n",
    "\n",
    "# Set better dpi displays on larger screen resolutions\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "# Set default plot styles and color palette\n",
    "plt.style.use('default')\n",
    "color_list = sns.color_palette('tab20c')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the dataframe for analysis\n",
    "df = pd.read_csv('./prosper_loan_clean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -- Convert prosper rating and income range to ordered category types\n",
    "\n",
    "# Store the correct variable orders in a dictionary\n",
    "order_dict = {'ProsperRating': ['HR', 'E', 'D', 'C', 'B', 'A', 'AA'],\n",
    "              'IncomeRange': ['$0', '$1-24,999', '$25,000-49,999', \n",
    "                              '$50,000-74,999', '$75,000-99,999', '$100,000+']}\n",
    "\n",
    "# Assign each column to the proper order\n",
    "for key, value in order_dict.items():\n",
    "    correct_order = pd.api.types.CategoricalDtype(categories=value, ordered=True)\n",
    "    df[key] = df[key].astype(correct_order)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# How Prosper Rating may Influence Loan Favorability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here show or hide code for the entire presentation\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Toggle show/hide code cells in notebook environments\n",
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here show or hide code for the entire presentation\"></form>''')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## About Prosper\n",
    "\n",
    "Prosper is a peer-to-peer lending platform that provides personal loans to borrowers with fair or good credit. To qualify applicants, the company uses a proprietary rating system that considers data points like employment status, income, and debt-to-income ratio. Borrowers are then assigned a Prosper score, which investors use to decide on loans to fund.\n",
    "\n",
    "This investigation explores the motivations behind loans taken through Prosper while identifying how prosper ratings may influence loan favorability."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## The Dataset\n",
    "The dataset comprises information on 113,937 Prosper loans described with 81 variables. The variables include loan amount, loan interest rate, borrower employment status and income, among many others. After wrangling and selecting key variables, 83,982 records and 17 variables remained for analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "## Borrower Motivations\n",
    "\n",
    "Different people have different notions of debt and borrowing. While someone might consider it okay to borrow money for all things big and small, others might be strictly against borrowing of any sort. However, certain situations in life leave no option but to take a loan. Analysis of Prosper loan data reveals the motivation of its audience towards loans."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Compute percentage count of each listing category\n",
    "median_info = df.groupby('ListingCategory')['LoanOriginalAmount'].median()\n",
    "\n",
    "# Compute median loan amount per listing category\n",
    "proportions_info = df.ListingCategory.value_counts(normalize=True).sort_values()\n",
    "\n",
    "# Merge both information into a single dataframe\n",
    "median_df = median_info.to_frame()\n",
    "median_df['proportions'] = proportions_info\n",
    "median_df = median_df.sort_values(by='proportions')\n",
    "\n",
    "# Filter out unclear listing categories\n",
    "known_reasons_df = median_df[(median_df.index !='Other') & (median_df.index !='Not Available')]\n",
    "\n",
    "# Create formatted proportion labels for graph annotations\n",
    "labels = (known_reasons_df['proportions']*100).round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 700x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 549,
       "width": 811
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7, 6))\n",
    "\n",
    "# Create and configure left plot\n",
    "plt.subplot(1,2,1)\n",
    "plt.barh(known_reasons_df.index, known_reasons_df['proportions'], color=color_list[1])\n",
    "plt.xticks(np.arange(0, 1.2, 0.25), ['0%', '25%', '50%', '75%', ''])\n",
    "plt.yticks(fontsize=9, color='#555')\n",
    "plt.ylabel('Reasons for Loan', fontweight='bold', fontsize=8)\n",
    "\n",
    "# Anotate plot name and bar percentages\n",
    "plt.text(x=0.02, y=17.8, s='Percentage of borrowers', fontweight='bold', fontsize=8)\n",
    "for yval, xval, label in zip(range(labels.size), known_reasons_df['proportions'], labels):\n",
    "    plt.text(x=xval+0.01, y=yval-0.2, s=str(label), \n",
    "             fontsize=7, fontweight='bold')\n",
    "\n",
    "# Configure title and subtitle\n",
    "plt.text(x=0.15, y=19.7, s='Why People Take Prosper Loans', fontsize=14, fontweight='bold', color='#555')\n",
    "plt.text(x=-0.5, y=18.9, fontsize=10, color='#555',\n",
    "         s='The different reasons why people took prosper loans ' +\n",
    "         'and the average amount they borrowed for that purpose.')\n",
    "\n",
    "# Demarcate left and right plot\n",
    "plt.axvline(x= 0.9, color='grey', alpha=0.6, linewidth=2)\n",
    "\n",
    "# Create and configure right plot\n",
    "plt.subplot(1,2,2)\n",
    "plt.barh(known_reasons_df.index, known_reasons_df['LoanOriginalAmount'], color=color_list[6])\n",
    "plt.xticks(np.arange(0, 11000, 2500), ['0','2.5k', '5k', '7.5k', '10k'])\n",
    "plt.yticks(alpha=0)\n",
    "\n",
    "# Annotate right plot name\n",
    "plt.text(x= 200, y=17.8, s='Median loan amount in USD', fontweight='bold', fontsize=8)\n",
    "\n",
    "# Configure common style attrbutes\n",
    "for axes in fig.get_axes():\n",
    "    plt.sca(axes)\n",
    "    sns.despine(left=True, bottom=True)\n",
    "    plt.tick_params(left=False)\n",
    "    plt.xticks(fontsize=7, color='#777', fontweight='bold')\n",
    "    plt.grid(axis='x', alpha=0.3, color='white')\n",
    "    \n",
    "    for i in np.arange(0.5, 17, 1):\n",
    "        plt.axhline(y=i, linewidth=0.2, alpha=0.5, color='#555')\n",
    "    \n",
    "# Remove space berween subplots\n",
    "plt.subplots_adjust(wspace=0, hspace=0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Why do people take Prosper loans?\n",
    "From the chart above, over 60% of borrowers seek prosper loans to consolidate debt, or repay existing loans. This proportion greatly exceeds those who seek loans for expected reasons like Business, Home improvement, Auto related and Medical reasons. Debt consolidation also accounts for the highest amount loaned on average (about 10,000 USD).\n",
    "\n",
    "Asides business purposes, people seem to depend on huge loans to finance weddings, child adoptions, boat acquisitions, and the purchase of engagement rings."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Lets Discuss Loan Favorability\n",
    "Prosper assigns loan requests with letter grades ranging from HR (high risk) to AA (best value). The lower the grade, the higher the risk associated with a loan. Exploration reveals how these grades may influence the annual interest rate a borrower pays for a loan.\n",
    "\n",
    "### Prosper rating and Interest rate (Borrower APR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x550 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 542,
       "width": 536
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create plot area and boxplot\n",
    "plt.figure(figsize=(6, 5.5))\n",
    "sns.boxplot(data=df, x='ProsperRating', y='BorrowerAPR', color = color_list[1], fliersize=0)\n",
    "\n",
    "# Configure ticks, labels and annotations\n",
    "plt.tick_params(bottom=False)\n",
    "plt.xticks(fontsize=8, color='#555', fontweight='bold')\n",
    "plt.yticks(np.arange(0.05, 0.5, 0.1), ['5%', '15%', '25%', '35%', '40%'], fontsize=8, color='#555')\n",
    "plt.xlabel('Prosper Rating', fontsize=8)\n",
    "plt.ylabel('Annual percentage rates for borrowers', fontsize=8)\n",
    "plt.title('Prosper Rating and Loan Interest Rates',  fontsize=14,\n",
    "          fontweight='bold', color='#555', loc='left', pad=33)\n",
    "plt.text(x=-0.5, y=0.46, color='#555',\n",
    "         s='''Comparing borrower rates across different prosper ratings\\nRatings are in order from the lowest (HR), to the highest (AA)''')\n",
    "\n",
    "# Configure plot grid and spines\n",
    "plt.grid(axis='y', alpha=0.2)\n",
    "sns.despine(left=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "High Prosper ratings correlate with loan favorability. The plot above indicates that high-rated borrowers (**B - AA**) typically take loans at low interest rates, while poorly rated borrowers (**HR - C**) pay higher interest rates on their loans. The publicized interest rate for prosper loans is **7%** to **35%**. Highly rated borrowers enjoy loans, while paying in the lower boundary of the publicized interest rates.\n",
    "\n",
    "_This observation springs up further questions. How much can someone with a higher rating borrow, at low interest rates, when compared to someone with lower rating?_ A combined analysis of Prosper rating, interest rate, and loan amount could expose the difference in borrowing power, between high and low-rated borrowers.\n",
    "### Evaluating Prosper ratings, Interest Rates and Loan Amount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Calculate the mean of all the APR values\n",
    "mean_APR = df.BorrowerAPR.mean()\n",
    "# Convert to the nearest multiple of 0.05\n",
    "mean_APR = round(mean_APR/0.05, 0) * 0.05\n",
    "# Calculate the mean of all the Loan amounts\n",
    "mean_loan_amount = df.LoanOriginalAmount.mean()\n",
    "# Convert to the nearest multiple of 10,000\n",
    "mean_loan_amount = round(mean_loan_amount/10000) * 10000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 783.736x450 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 489,
       "width": 760
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualize interactions with a seaborn relplot\n",
    "sns.relplot(data=df.sample(500, random_state=1), y='BorrowerAPR', x='LoanOriginalAmount', \n",
    "             hue='ProsperRating', palette= 'BuPu', height=4.5, aspect=1.5)\n",
    "sns.despine(left=True)\n",
    "\n",
    "# Configure x and y-axis ticks\n",
    "plt.xticks(np.arange(0, 50000, 10000), ['0', '10k', '20k', '30k', '40k'],\n",
    "          color='#555', alpha=0.7, fontsize=8)\n",
    "plt.yticks(np.arange(0.05, 0.5, 0.1), ['5%', '15%', '25%', '35%', '45%'],\n",
    "          color='#555', alpha=0.7, fontsize=8)\n",
    "\n",
    "# Configure graph labels and grid\n",
    "plt.xlabel('Amount Borrowed in Dollars', fontsize=8)\n",
    "plt.ylabel('Annual Percentage Rate', fontsize=8)\n",
    "plt.grid(alpha=0.2, linestyle='--')\n",
    "\n",
    "# Divide scatter plot into four distinct grids based on meanAPR and mean loan amount\n",
    "plt.axhline(y=mean_APR, linewidth=2, color='#555', linestyle='--')\n",
    "plt.axvline(x=mean_loan_amount, linewidth=2, color='#555', linestyle='--')\n",
    "\n",
    "# Include Quadrant annotations\n",
    "plt.text(x=20500, y=0.10, s='Big Loans/Low APR', fontsize=7, fontweight='bold', color='#000', alpha=0.7,\n",
    "         path_effects=[pe.withStroke(linewidth=3, foreground=\"#eee\")])\n",
    "plt.text(x=500, y=0.05, s='Small Loans/Low APR', fontsize=7, fontweight='bold', color='#000', alpha=0.7,\n",
    "        path_effects=[pe.withStroke(linewidth=3, foreground=\"#eee\")])\n",
    "plt.text(x=500, y=0.42, s='Small Loans/High APR', fontsize=7, fontweight='bold', color='#000', alpha=0.7,\n",
    "        path_effects=[pe.withStroke(linewidth=3, foreground=\"#eee\")])\n",
    "\n",
    "# Title and subtitle\n",
    "plt.title('Highly-Rated People Borrow More Money: At Low Rates!!!', \n",
    "          pad=30, loc='left', fontweight='bold', color='#555')\n",
    "plt.text(x=-700, y=0.47, color='#555',\n",
    "         s='''The dotted horizontal and vertical lines represent the mean APR and mean amount loaned''');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "The plot above shows that borrowers with high prosper ratings typically borrow both small and large amounts while maintaining low interest rates: this gives them a higher borrowing power on the platform.\n",
    "\n",
    "With the average borrower rate at **25%**, and the average amount loaned on the platform at **10,000 USD**, low rated borrowers pay higher than average rates, even when getting small loans. This can be observed from the concentration of the group at the top-left section of the plot.\n",
    "\n",
    "## How Does Prosper Maintain the Balance?\n",
    "To avoid excesses. The loan favorability enjoyed by high-rated borrowers may need some degree of regulation. Platforms must come up with tailored approaches of dealing with customer segments, especially those with diverging needs. Prosper may have realized this need: to creatively control borrowing power for highly-rated borrowers, while encouraging low-rated borrowers with long-term loans. Exploring an interesting dichotomy reveals this in detail.\n",
    "### The change in relationship between Prosper rating and loan interest rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 430,
       "width": 904
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a list of columns to plot on the y-axis\n",
    "y_columns = ['LoanOriginalAmount','BorrowerAPR']\n",
    "\n",
    "fig = plt.figure(figsize=(10, 4))\n",
    "\n",
    "# Create and configure plot for prosper rating and loan amount\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.pointplot(data=df, x='ProsperRating', y=y_columns[0], hue='Term', linestyles='-', \n",
    "              palette= 'GnBu', dodge=True, scale=0.8, errwidth=0.7)\n",
    "\n",
    "# Configure axis ticks labels and title for left plot\n",
    "plt.yticks(np.arange(5e3, 2e4, 5e3), ['5k USD', '10k USD', '15k USD'], color='#555', fontsize=8)\n",
    "plt.ylabel('Average loan amount', fontsize=8)\n",
    "plt.title('Average loan Amount by prosper rating compared across loan terms', \n",
    "          fontsize=8, loc='center')\n",
    "\n",
    "# Include key annotation of plot insights in the left plot\n",
    "plt.axvspan(xmin=3.9, xmax=6.5, alpha=0.1, ymax=0.925)\n",
    "plt.text(x=3.5, y=12000, fontsize=7, fontweight='bold', alpha=0.7,\n",
    "         s='High-rated borrowers collect\\nhuge loans on average when\\nthe loan terms are longer',\n",
    "         path_effects=[pe.withStroke(linewidth=3, foreground=\"#eee\")])\n",
    "\n",
    "\n",
    "# Create and configure plot for prosper rating and Borrower APR\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.pointplot(data=df, x='ProsperRating', y=y_columns[1], hue='Term', linestyles='', \n",
    "              palette= 'GnBu', dodge=0.4, scale=0.8, errwidth=0.7)\n",
    "\n",
    "# Configure axis ticks labels and title for right plot\n",
    "plt.yticks(np.arange(0.1, 0.4, 0.1), ['10%', '20%', '30%', '40%'], color='#555', fontsize=8)\n",
    "plt.ylabel('Average annual percentage rate', fontsize=8)\n",
    "plt.title('Average borrower rates by prosper rating compared across loan terms', \n",
    "          fontsize=8, loc='center')\n",
    "\n",
    "# Include key annotation of plot insights in the right plot\n",
    "plt.axvspan(xmin=3.6, xmax=6.5, alpha=0.1, ymax=0.425)\n",
    "plt.text(x=4.5, y=0.16, fontsize=7, fontweight='bold', alpha=0.7,\n",
    "         s='Average rates increase\\non long-term loans for\\nhigh-rated borrowers',\n",
    "         path_effects=[pe.withStroke(linewidth=3, foreground=\"#eee\")])\n",
    "\n",
    "# Set common formatting attributes for both the left and right plot\n",
    "for axes in fig.get_axes():\n",
    "    plt.sca(axes)\n",
    "    plt.xlabel('Prosper Rating', fontsize=8)\n",
    "    plt.xticks(color='#555', fontsize=8, fontweight='bold')\n",
    "    plt.tick_params(bottom=False, left=False)\n",
    "    plt.legend(fontsize=7, title='Term (months)', title_fontsize=8)\n",
    "    plt.grid(axis='y', alpha=0.2)\n",
    "    sns.despine();\n",
    "\n",
    "# Set the Main title and subtitle for the entire figure\n",
    "plt.sca(fig.get_axes()[0])\n",
    "plt.text(x=-1.5, y=19000, s='Could Prosper be Preventing Overborrowing?', \n",
    "         fontsize=12, fontweight='bold', color='#555')\n",
    "plt.text(x=-1.5, y=18200, fontsize=10, color='#555',\n",
    "         s='Investigating the surprising change in relationship (from negative to positive) between Prosper rating and Borrower APR')\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4, hspace=0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "High-rated individuals have higher capacity to borrow more when long-term loans are involved. Coupled with the low rates they enjoy, this can easily become an avenue to exploit (_see plot above_). \n",
    "\n",
    "It seems Prosper may have this in control. Between the lower ratings (HR to B), borrower APR and prosper ratings are negatively correlated, similar to the common pattern. This interaction turns quickly positive within the high prosper rating group (B to AA). This is _probably_ Prosper's way of controlling overborrowing on long-term loans taken by high rated borrowers.\n",
    "\n",
    "## Closing Fun Fact: \n",
    "### Prosper marketplace is based in California. However, Californians don't take the largest loans on average.\n",
    "Although this interesting company plants its base in San Francisco, California. People from New Mexico, New Jersey, Texas, District of Columbia, Massachussetts, and Hawai, seem to get the higher loans on average, than Californians (_see plot below_)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
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font-weight: normal; white-space: pre;\"><tspan class=\"line\" dy=\"0em\" x=\"668.34\" y=\"83.5\"><tspan style=\"font-weight:bold\">Median Amount </tspan></tspan><tspan class=\"line\" dy=\"1.3em\" x=\"668.34\" y=\"83.5\"><tspan style=\"font-weight:bold\">Borrowed (USD)</tspan></tspan></text></g></g><rect class=\"cboutline\" x=\"588\" y=\"48.703125\" width=\"30\" height=\"301.296875\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: none; stroke-width: 1;\"/></g><g class=\"g-gtitle\"><text class=\"gtitle\" x=\"0\" y=\"30\" text-anchor=\"start\" dy=\"0em\" style=\"font-family: Arial; font-size: 24px; fill: rgb(85, 85, 85); opacity: 1; font-weight: normal; white-space: pre;\"><tspan style=\"font-weight:bold\">Median Prosper Loan Amount by US State<tspan style=\"font-weight:bold\"></tspan></tspan></text></g></g></svg>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a list of columns neccessary for successful plotting\n",
    "graphing_cols = ['BorrowerState', 'BorrowerStateCode', 'Longitude', 'Latitude']\n",
    "\n",
    "# Create a list of states with small sizes on the US map \n",
    "# Text labels wont fit into these states due to their small map size\n",
    "smaller_states = ['ME', 'MH', 'MA', 'VT', 'NY', 'NJ', 'DE', 'CT', 'RI', 'NH', \n",
    "                  'MD', 'DC', 'WA', 'MI', 'ID', 'KY', 'VA', 'LA', 'WV']\n",
    "\n",
    "# Compute the median loan amount by state, including neccessary columns for plotting\n",
    "state_medians = df.groupby(graphing_cols)['LoanOriginalAmount'].median()\n",
    "state_medians = state_medians.reset_index(name='MedianLoanAmount')\n",
    "\n",
    "# Filter out the larger states into another dataframe\n",
    "state_filter = state_medians[~(state_medians.BorrowerStateCode.isin(smaller_states))]\n",
    "\n",
    "# Build a chloropleth map\n",
    "fig= go.Figure()\n",
    "fig = px.choropleth(\n",
    "    state_medians, \n",
    "    locations='BorrowerStateCode', \n",
    "    locationmode=\"USA-states\", \n",
    "    scope=\"usa\", \n",
    "    color='MedianLoanAmount', \n",
    "    color_continuous_scale=\"Blues\",\n",
    "    labels={'MedianLoanAmount': '<b>Median Amount <br>Borrowed (USD)</b>'}\n",
    ")\n",
    "\n",
    "# Anotate the chloropleth map with the larger states\n",
    "fig.add_scattergeo(\n",
    "    lon = state_filter['Longitude'],\n",
    "    lat = state_filter['Latitude'],\n",
    "    text = '<b>'+state_filter['BorrowerStateCode']+'</b>',\n",
    "    mode = 'text',\n",
    "    textfont_color='#444', textfont_size=10\n",
    ")\n",
    "\n",
    "# Set map trace and layout properties\n",
    "fig.update_traces(marker_line_color = 'white')\n",
    "fig.update_layout(\n",
    "    title_text = '<b>Median Prosper Loan Amount by US State<b>',\n",
    "    title_font_family=\"Arial\",\n",
    "    title_font_size = 24,\n",
    "    title_font_color = '#555',\n",
    "    title_x=0, template=None,\n",
    "    geo_landcolor = 'rgb(217, 217, 217)',\n",
    "    font_family = 'Arial',\n",
    ")\n",
    "\n",
    "# Display results\n",
    "fig.show('svg', width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Limitations\n",
    "There was a substantial presence of missing data in this analysis. After removing missing records, only 75% of the original data remained. While this is still a good number, there will still be some degree of concern about how well we can generalize the conclusions obtained in our analysis."
   ]
  }
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