slide_deck_template.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# The determinant of credit  and borrower interest rate from Prosper Loan Data \n",
    "## _by Imane FENJIROU_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "\n",
    "## Investigation Overview\n",
    "\n",
    "Prosper is a money lending platform which helps in reducing the distance between the borrower and lender(peer-to-peer lending process). The objective of this work is to look at the main determinants of loans and borrowers interest rate that could be used to predict their evolution. The main focus was on several borrowers information, such as income, occupation, interest rate ....\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Dataset Overview\n",
    "\n",
    "The Prosper loan dataset comprises of 113937 loan entries with 81 attributes on each loan, including loan amount, borrower rate (or interest rate), current loan status, borrower income, and many others, from the year 2009-2014. There are two main categories:\n",
    "* Borrower information:  Basic attributes of the borrowers such as annual income, condition of employment, interest rate, loan status, etc.\n",
    "* Loan performance information: Metrics evaluating the risk associated with the loans such as Prosper score and bank card utilization, etc.\n",
    "\n",
    "There were some elements that need to be fixed, in order to create interesting and trustworthy analyses and visualizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# import all packages and set plots to be embedded inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sb\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# Ignore warning messages\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "#size of graphics\n",
    "plt.rcParams[\"axes.grid\"] = False\n",
    "plt.style.use('default')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# load in the dataset into a pandas dataframe\n",
    "df_loan=pd.read_csv('prosperLoanData.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Define features of interest for this analysis\n",
    "features = ['ListingNumber','ListingCreationDate','ProsperRating (Alpha)','ProsperScore',\\\n",
    "            'ListingCategory (numeric)', 'Occupation','EmploymentStatus', \\\n",
    "            'IsBorrowerHomeowner', 'CurrentCreditLines', 'OpenRevolvingAccounts', 'DebtToIncomeRatio', \\\n",
    "            'IncomeVerifiable', 'LoanOriginalAmount', 'LoanStatus', \\\n",
    "            'CreditScoreRangeLower', 'CreditScoreRangeUpper','BorrowerState', \\\n",
    "            'LoanOriginationDate', 'IncomeRange','BorrowerAPR','BorrowerRate','StatedMonthlyIncome','Term']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "#new subdataset\n",
    "df_selected=df_loan[features]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# According to my preliminary analysis, ProsperRating is the most important feature of this dataset\n",
    "#so i will select only not null rows \n",
    "df_selected=df_selected[df_selected['ProsperRating (Alpha)'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "#Filling missing values with mean\n",
    "df_selected['DebtToIncomeRatio']=df_selected['DebtToIncomeRatio'].fillna(df_selected['DebtToIncomeRatio'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Convert 'ListingCreationDate' type from str to datetime \n",
    "df_selected['ListingCreationDate']=pd.to_datetime(df_selected['ListingCreationDate'])\n",
    "# Extract year information from ListingCreationDate column\n",
    "df_selected['year']= df_selected['ListingCreationDate'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "df_selected['ListingNumber']=df_selected['ListingNumber'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "df_selected['ProsperScore']=df_selected['ProsperScore'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "list_dict = {0 : 'Not Available', 1 : 'Debt Consolidation', 2 : 'Home Improvement', 3: 'Business', \n",
    "             4 : 'Personal Loan', 5 : 'Student Use', 6 : 'Auto', 7 : 'Other', 8 : 'Baby&Adoption', \n",
    "             9 : 'Boat', 10 : 'Cosmetic Procedure', 11 : 'Engagement Ring', 12 : 'Green Loans',\n",
    "             13 : 'Household Expenses', 14 : 'Large Purchases', 15 : 'Medical/Dental', 16 : 'Motorcycle',\n",
    "             17 : 'RV', 18 : 'Taxes', 19 : 'Vacation', 20 : 'Wedding Loans'}\n",
    "\n",
    "df_selected['ListingCategory'] = df_selected['ListingCategory (numeric)'].map(list_dict)\n",
    "df_selected.drop(['ListingCategory (numeric)'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# convert string to ordinal category type\n",
    "ordinal_rating = ['AA', 'A', 'B', 'C', 'D', 'E','HR']\n",
    "ordered_var = pd.api.types.CategoricalDtype(ordered = True, categories = ordinal_rating)\n",
    "df_selected['ProsperRating'] = df_selected['ProsperRating (Alpha)'].astype(ordered_var)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# calcute averge Credit Score Range\n",
    "df_selected['CreditScore_average'] = (df_selected['CreditScoreRangeLower'] + df_selected['CreditScoreRangeUpper'])/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# define a classification function\n",
    "def classify(row):\n",
    "    if row[\"StatedMonthlyIncome\"]<2500:\n",
    "        return 'Low'\n",
    "    if row[\"StatedMonthlyIncome\"]<8000:\n",
    "        return 'Medium'\n",
    "    else:\n",
    "        return 'High'\n",
    "    \n",
    "df_selected['WageGroup'] = df_selected.apply(classify, axis=1)\n",
    "\n",
    "# convert string to ordinal category type\n",
    "ordinal_class = ['Low', 'Medium', 'High']\n",
    "ordered_variabl = pd.api.types.CategoricalDtype(ordered = True, categories = ordinal_class)\n",
    "df_selected['WageGroup'] = df_selected['WageGroup'].astype(ordered_variabl)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "_**Note that the above cells have been set as \"Skip\"-type slides. That means that when the notebook is rendered as http slides, those cells won't show up.**_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Loan Status Distribution\n",
    "\n",
    "More than 80% of all Prosper loans are either current or completed (good profiles). Among them, almost 67% are current and being paid by Prosper's borrowers. However, about 8% of Prosper's loans were charged-off or defaulted. Moreover, the remaining 2.4% of loans has the status Past Due and was grouped under a single status: Past Due."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Aggregate Past Due loans \n",
    "df_selected['LoanStatus'] = df_selected['LoanStatus'].apply(lambda x: x if 'Past Due' not in x else 'Past Due')\n",
    "\n",
    "# Convert LoanStatus to a categorical variable\n",
    "status_dict = ['Defaulted','Chargedoff', 'Past Due', 'Current', 'FinalPaymentInProgress', 'Completed']\n",
    "\n",
    "loan_status_order = pd.api.types.CategoricalDtype(ordered = True, categories = status_dict)\n",
    "\n",
    "df_selected['LoanStatus'] = df_selected['LoanStatus'].astype(loan_status_order)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Print the proportion below the bars \n",
    "n_loans=df_selected['LoanStatus'].value_counts().sum()\n",
    "status_count=df_selected['LoanStatus'].value_counts()\n",
    "status_order=status_count.index\n",
    "\n",
    "base_color = sb.color_palette()[0]\n",
    "sb.countplot(data=df_selected, x='LoanStatus', color=base_color, order=status_order);\n",
    "\n",
    "# get the current tick locations and labels\n",
    "locs, labels = plt.xticks(rotation=45) \n",
    "\n",
    "# loop through each pair of locations and labels\n",
    "for loc, label in zip(locs, labels):\n",
    "    # get the text property for the label to get the correct count\n",
    "    count = status_count[label.get_text()]\n",
    "    pct_string = '{:0.1f}%'.format(100*count/n_loans)\n",
    "\n",
    "    # print the annotation just below the top of the bar\n",
    "    plt.text(loc, count+2, pct_string, ha = 'center', color = 'black')\n",
    "    \n",
    "plt.title('Loan Status Distribution');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Loan Original Amount Distribution\n",
    "\n",
    "As we can see, there are three peaks at 4K, 10K, and 15K. It seems that these three loan sizes are the most common ones that people took out."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the loan original amount against a log scale because it has a long tail\n",
    "log_binsize = 0.025\n",
    "bins_log = 10 ** np.arange(3, np.log10(df_selected['LoanOriginalAmount'].max())+log_binsize, log_binsize)\n",
    "plt.hist(data = df_selected, x = 'LoanOriginalAmount', bins = bins_log)\n",
    "plt.xscale('log')\n",
    "x_ticks = [1000, 2000, 3000, 4000, 5000, 10000, 15000,20000, 30000]\n",
    "x_ticks_names = ['1k','2k', '3k', '4k', '5k', '10k','15k', '20k','30k']\n",
    "plt.xticks(x_ticks, x_ticks_names)\n",
    "plt.xlim((1000,35000))\n",
    "plt.xlabel('Loan Original Amount ($)')\n",
    "plt.title('Loan Original Amount Distribution');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Relationship between Borrower Rate and Employment status, Collateral and Wage Group\n",
    "\n",
    "As expected, it appears that there are some negative relationships between the categorical/ordinal variables selected and the interest rate. \n",
    "\n",
    "At first, Unemployed people have more restrictive credit condition (higher rate) than the people who have jobs. \n",
    "\n",
    "The second observation is that borrowers who have collaterals(or homeowners) have lower rates than those who doesn't have any collateral(house).\n",
    "\n",
    "Similarly, borrowers with higher monthly salaries tend to get a lower lending interest rate. So it's a good determinant as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3000x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_samp = df_selected.sample(2000, replace=False)\n",
    "# assist function for plotting \n",
    "def boxgrid(var, color):\n",
    "    fig, ax = plt.subplots(ncols = 3, figsize = [30,10])\n",
    "    sb.boxplot(data = df_samp, y = var, x = 'EmploymentStatus', ax = ax[0],\n",
    "                  color = color)\n",
    "    ax[0].set_xlabel(\"Employment Status\",fontsize=20)\n",
    "    ax[0].set_ylabel(var.capitalize(), fontsize=20)\n",
    "    sb.boxplot(data = df_samp, y = var, x = 'IsBorrowerHomeowner', ax = ax[1],\n",
    "               color = color)\n",
    "    ax[1].set_xlabel(\"Collateral\",fontsize=20)\n",
    "    ax[1].set_ylabel(\"\")\n",
    "    sb.boxplot(data = df_samp, y = var, x = 'WageGroup', ax = ax[2],\n",
    "               color = color)\n",
    "\n",
    "    ax[2].set_xlabel(\"Wage Group\", fontsize=20)\n",
    "    ax[2].set_ylabel(\"\")\n",
    "    fig.suptitle('Relationship between Borrower Rate and Employment status, Collateral and Wage Group', fontsize=30)\n",
    "    plt.show()\n",
    "    \n",
    "boxgrid('BorrowerRate', sb.color_palette()[0])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Relation between Borrower Rate and Prosper Score, Prosper Rating\n",
    "\n",
    "Not surprisingly, there is a strong indication that the Prosper score/rating is an excellent determinant factor of borrower's rate. We can conclude that the higher the score , the lower the rate.\n",
    "Similarly, borrowers with AA prosper ratings could expect an APR that will likely fall into the 2-15% range, whereas borrowers with bad ratings (HR) could expect their interest rate to go as high as 40%!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# assist function for plotting \n",
    "def violin(var, color):\n",
    "    fig, ax = plt.subplots(ncols = 2, figsize = [10,6])\n",
    "    sb.violinplot(data = df_samp, y = var, x = 'ProsperScore', ax = ax[0],\n",
    "                  color = color)\n",
    "    ax[0].set_xlabel(\"Prosper Score\")\n",
    "    ax[0].set_ylabel(var.capitalize())\n",
    "    sb.violinplot(data = df_samp, y = var, x = 'ProsperRating', ax = ax[1],\n",
    "               color = color)\n",
    "\n",
    "    ax[1].set_xlabel(\"Prosper Rating\")\n",
    "    ax[1].set_ylabel(\"\")\n",
    "    fig.suptitle('Relation between Borrower Rate and Prosper Score, Prosper Rating')\n",
    "    plt.show()\n",
    "    \n",
    "violin('BorrowerRate', sb.color_palette()[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Borrower Rate and Average Credit Score by Delinquency Status\n",
    "\n",
    "It's clear that for people who are delinquent (defaulted,past due, charged-off payments), banks applies more restrictive credit conditions (higher interest rates). Also these people have lower credit scores than people with good status."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "#Create a new column which return 1 for good status of payment('Current','Completed','FinalPaymentInProgress') \n",
    "# and 0 if there is an issue (defaulted,past due, charged-off payments)\n",
    "\n",
    "status_good=['Current','Completed','FinalPaymentInProgress']\n",
    "def cat_Loanstatus(row):\n",
    "    for i in status_good:\n",
    "        if i in row:\n",
    "            return 1\n",
    "    return 0\n",
    "df_selected[\"loanstatus_cat\"] = df_selected.LoanStatus.apply(lambda x: cat_Loanstatus(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "status = df_selected.groupby('loanstatus_cat').agg({'CreditScore_average':'mean','BorrowerRate':'mean'})\n",
    "status = status.reset_index()\n",
    "status[\"loanstatus_cat\"].replace({0: \"Delinquent\", 1: \"Good\"}, inplace=True)\n",
    "status = status.sort_values(['CreditScore_average'],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure\n",
    "fig = plt.figure(figsize=(8,8))\n",
    "# Create matplotlib axes\n",
    "ax = fig.add_subplot(111)\n",
    "# Create another axes \n",
    "ax2 = ax.twinx()\n",
    "\n",
    "width = 0.20\n",
    "CreditScore_average = status.plot(x='loanstatus_cat', y='CreditScore_average', kind='bar', color = 'purple',\n",
    "                   width=width,ax=ax, position = 0, label = 'Average CreditScore')\n",
    "BorrowerRate = status.plot(x='loanstatus_cat', y='BorrowerRate', kind='bar', color = 'gray',\n",
    "                  width=width,ax=ax2, position = 1,  label = 'Borrower Rate')\n",
    "\n",
    "ax.set_ylabel('Credit Score average')\n",
    "CreditScore_average.legend(loc='upper right')\n",
    "ax2.set_ylabel('Borrower Rate')\n",
    "ax2.legend(loc='upper left')\n",
    "ax.set_xlabel('Loan status categories')\n",
    "plt.title('Borrower Rate and Average Credit Score by Delinquency Status');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Borrower Rate by Prosper Rating and Loan terms\n",
    "\n",
    "We note that the rates applied on 5-year loans are generally higher than the rates applied on other maturities, regardless of the prosper rating (with the exception of the E rating (same rates for 3 and 5 years loans ) and the HR rating).\n",
    "This is obvious, when the duration is longer it increases the risk of this operation involving a rise in rates. \n",
    "Of course, as it is always mentioned, the rates are the lowest, for individuals with a good rating.\n",
    "Interestingly, for HR rating, only 3 years loans are observed in this dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot pointplot \n",
    "fig = plt.figure(figsize = [8,5])\n",
    "ax = sb.pointplot(data = df_selected, x = 'ProsperRating', y = 'BorrowerRate', hue = 'Term',\n",
    "           palette = 'Blues', linestyles = '',dodge = 0.4, ci='sd')\n",
    "plt.title('Borrower Rate by Prosper Rating and Loan terms');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Loan amount by collateral and wage group\n",
    "\n",
    "As shown in the previous section, having a collateral and a higher wage help getting higher loan amount.\n",
    "It is clearly visible that being a home owner and a good salary is a very important element to get a higher loan amount."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot boxplot\n",
    "plt.figure(figsize = [8,5])\n",
    "sb.boxplot(data = df_selected, x = 'WageGroup', y = 'LoanOriginalAmount',hue = 'IsBorrowerHomeowner' ,color = base_color);\n",
    "plt.title('Loan amount by collateral and wage group');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Thank you for your attention"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Diaporama",
  "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",
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