details.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "886b84ee-bc3a-48fa-bcb8-f7ac2b38eb74",
   "metadata": {},
   "source": [
    "# Credit Account Default Status and Characteristics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faa43ef1-2203-40c2-98df-d01a4765e3ae",
   "metadata": {},
   "source": [
    "Data source: https://www.kaggle.com/datasets/mishra5001/credit-card?datasetId=263888&select=application_data.csv (select all columns when downloading)\n",
    "\n",
    "Detailed data and columns description and also be found using this link, under Data and Data Explorer-columns_description.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd840492-27fd-4c30-be08-cace738f7e20",
   "metadata": {},
   "source": [
    "In general, credit history and other features are important indicators for companies when determining whether or not to give a potential customer a loan. We recognize in the general the inherent biases in society that contribute to particular groups not being able to have the set criteria to take out a loan. This issue has continued to contribute to racism and classism within the United States. Our analysis and exploration of this credit account default data is merely an exercise to understand the characteristics of those that default and by no means intend to offend specific groups as this is just one data set that is not representative of the entire country. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "38e2488d-9eb2-47ab-af34-1aa349f06ae4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0155129b-5bed-438c-85ae-a8351f6a0c25",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "import hw7_tools.plot_tools as pt\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b48efd42-7833-4bbf-be48-a6959e7824b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# original_df = pd.read_csv('data/application_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96c7d782-14a8-4302-837c-997f7b207de6",
   "metadata": {},
   "source": [
    "**Important Note:** Original data can be downloaded with the link provided above and our repo does not contain the original raw dataset due to its size(>100mb) exceeding GitHub's limit. Instead, we uploaded in our repo a slightly cleaned, serialized version of the data, but you can download the original dataset locally and check by uncommenting the code that we used to clean and serialize our data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d808ed66-9b1f-4204-9ee7-8e8e973e51c5",
   "metadata": {},
   "source": [
    "## Data Cleaning and Serialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f4d0240b-c652-4031-a241-8dcf0881c643",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['COMMONAREA_MEDI' 'COMMONAREA_AVG' 'COMMONAREA_MODE'\n",
      " 'NONLIVINGAPARTMENTS_MODE' 'NONLIVINGAPARTMENTS_AVG'\n",
      " 'NONLIVINGAPARTMENTS_MEDI' 'FONDKAPREMONT_MODE' 'LIVINGAPARTMENTS_MODE'\n",
      " 'LIVINGAPARTMENTS_AVG' 'LIVINGAPARTMENTS_MEDI' 'FLOORSMIN_AVG'\n",
      " 'FLOORSMIN_MODE' 'FLOORSMIN_MEDI' 'YEARS_BUILD_MEDI' 'YEARS_BUILD_MODE'\n",
      " 'YEARS_BUILD_AVG' 'OWN_CAR_AGE' 'LANDAREA_MEDI' 'LANDAREA_MODE'\n",
      " 'LANDAREA_AVG' 'BASEMENTAREA_MEDI' 'BASEMENTAREA_AVG' 'BASEMENTAREA_MODE'\n",
      " 'EXT_SOURCE_1' 'NONLIVINGAREA_MODE' 'NONLIVINGAREA_AVG'\n",
      " 'NONLIVINGAREA_MEDI' 'ELEVATORS_MEDI' 'ELEVATORS_AVG' 'ELEVATORS_MODE'\n",
      " 'WALLSMATERIAL_MODE' 'APARTMENTS_MEDI' 'APARTMENTS_AVG' 'APARTMENTS_MODE'\n",
      " 'ENTRANCES_MEDI' 'ENTRANCES_AVG' 'ENTRANCES_MODE' 'LIVINGAREA_AVG'\n",
      " 'LIVINGAREA_MODE' 'LIVINGAREA_MEDI' 'HOUSETYPE_MODE']\n"
     ]
    }
   ],
   "source": [
    "# sorted_null = original_df.isnull().mean().sort_values(ascending=False)\n",
    "# a = np.array(list(sorted_null.index[(sorted_null>0.5)]))\n",
    "fname = 'null_index.npy'\n",
    "# np.save(fname, a)\n",
    "b = np.load(fname)\n",
    "print(b)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f8ecf07-8d3f-4440-a070-da0fe2c28a1b",
   "metadata": {},
   "source": [
    "We can check that all the above columns contain more than X%(50% in our case) of nulls values, and here we make one of our major assumptions in this EDA that these data are simply unknown and can introduce bias which can affect our analysis(as opposed to them being actually informative and showing something in our data). Future work might involve taking a deeper look into these columns, but for now, with this assumption in mind, we will drop these columns together with some additional columns like ID number, which we expect to be not useful in our analysis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3ac6bce9-2b49-45c9-91e4-2c168a800fb2",
   "metadata": {},
   "outputs": [],
   "source": [
    "## drop columns with more then 50% missing values + additional ones decided by the group\n",
    "# drop_col = ['SK_ID_CURR',]\n",
    "# df = original_df[sorted_null.index[(sorted_null<0.5)]].drop(drop_col, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6f1bf4e0-6757-4ce9-9a57-3e19c07b08ec",
   "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>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>EMERGENCYSTATE_MODE</th>\n",
       "      <th>OCCUPATION_TYPE</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>...</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>NAME_HOUSING_TYPE</th>\n",
       "      <th>NAME_FAMILY_STATUS</th>\n",
       "      <th>NAME_EDUCATION_TYPE</th>\n",
       "      <th>NAME_INCOME_TYPE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>No</td>\n",
       "      <td>Laborers</td>\n",
       "      <td>0.139376</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-2120</td>\n",
       "      <td>-3648.0</td>\n",
       "      <td>-637</td>\n",
       "      <td>-9461</td>\n",
       "      <td>0.018801</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>Single / not married</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Working</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>No</td>\n",
       "      <td>Core staff</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-291</td>\n",
       "      <td>-1186.0</td>\n",
       "      <td>-1188</td>\n",
       "      <td>-16765</td>\n",
       "      <td>0.003541</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>Married</td>\n",
       "      <td>Higher education</td>\n",
       "      <td>State servant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>Laborers</td>\n",
       "      <td>0.729567</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-2531</td>\n",
       "      <td>-4260.0</td>\n",
       "      <td>-225</td>\n",
       "      <td>-19046</td>\n",
       "      <td>0.010032</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>Single / not married</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Working</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>Laborers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-2437</td>\n",
       "      <td>-9833.0</td>\n",
       "      <td>-3039</td>\n",
       "      <td>-19005</td>\n",
       "      <td>0.008019</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>Civil marriage</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Working</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>Core staff</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-3458</td>\n",
       "      <td>-4311.0</td>\n",
       "      <td>-3038</td>\n",
       "      <td>-19932</td>\n",
       "      <td>0.028663</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>Single / not married</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Working</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   FLOORSMAX_MODE  FLOORSMAX_MEDI  FLOORSMAX_AVG  \\\n",
       "0          0.0833          0.0833         0.0833   \n",
       "1          0.2917          0.2917         0.2917   \n",
       "2             NaN             NaN            NaN   \n",
       "3             NaN             NaN            NaN   \n",
       "4             NaN             NaN            NaN   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_MODE  YEARS_BEGINEXPLUATATION_MEDI  \\\n",
       "0                        0.9722                        0.9722   \n",
       "1                        0.9851                        0.9851   \n",
       "2                           NaN                           NaN   \n",
       "3                           NaN                           NaN   \n",
       "4                           NaN                           NaN   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_AVG  TOTALAREA_MODE EMERGENCYSTATE_MODE  \\\n",
       "0                       0.9722          0.0149                  No   \n",
       "1                       0.9851          0.0714                  No   \n",
       "2                          NaN             NaN                None   \n",
       "3                          NaN             NaN                None   \n",
       "4                          NaN             NaN                None   \n",
       "\n",
       "  OCCUPATION_TYPE  EXT_SOURCE_3  ...  FLAG_MOBIL  DAYS_ID_PUBLISH  \\\n",
       "0        Laborers      0.139376  ...           1            -2120   \n",
       "1      Core staff           NaN  ...           1             -291   \n",
       "2        Laborers      0.729567  ...           1            -2531   \n",
       "3        Laborers           NaN  ...           1            -2437   \n",
       "4      Core staff           NaN  ...           1            -3458   \n",
       "\n",
       "   DAYS_REGISTRATION  DAYS_EMPLOYED  DAYS_BIRTH  REGION_POPULATION_RELATIVE  \\\n",
       "0            -3648.0           -637       -9461                    0.018801   \n",
       "1            -1186.0          -1188      -16765                    0.003541   \n",
       "2            -4260.0           -225      -19046                    0.010032   \n",
       "3            -9833.0          -3039      -19005                    0.008019   \n",
       "4            -4311.0          -3038      -19932                    0.028663   \n",
       "\n",
       "   NAME_HOUSING_TYPE    NAME_FAMILY_STATUS            NAME_EDUCATION_TYPE  \\\n",
       "0  House / apartment  Single / not married  Secondary / secondary special   \n",
       "1  House / apartment               Married               Higher education   \n",
       "2  House / apartment  Single / not married  Secondary / secondary special   \n",
       "3  House / apartment        Civil marriage  Secondary / secondary special   \n",
       "4  House / apartment  Single / not married  Secondary / secondary special   \n",
       "\n",
       "   NAME_INCOME_TYPE  \n",
       "0           Working  \n",
       "1     State servant  \n",
       "2           Working  \n",
       "3           Working  \n",
       "4           Working  \n",
       "\n",
       "[5 rows x 80 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## serialize\n",
    "# df.to_feather(\"data/serialized.fth\")\n",
    "df = pd.read_feather(\"data/serialized.fth\") # read cleaned, serialized data\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cac82fcd-4419-4a92-90a8-51dc036eeff4",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbe9c82f-84d6-4558-8176-1424f3c7804a",
   "metadata": {},
   "source": [
    "In the following parts of our analysis, we will identify some interesting findings in our data and attempt to build a logistic regression model to predict whether a customer will default or not. But for now, let us explore the different variables in our datasets.\n",
    "\n",
    "First, we look at the overall rough distribution of several features we are initially interested in through boxplots:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5681e9d-9034-4214-8090-51853326fcb3",
   "metadata": {},
   "source": [
    "### Data Intuition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "61cbd452-40c4-4e34-a74c-1781f8e81614",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 6000x4500 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = ['DAYS_EMPLOYED', 'AMT_INCOME_TOTAL','AMT_CREDIT','AMT_ANNUITY','DAYS_ID_PUBLISH', 'DAYS_REGISTRATION']\n",
    "pt.feature_plot(features,df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef6707c9-abd3-4aff-b110-063865e99b5b",
   "metadata": {},
   "source": [
    "While some of the distributions look reasonable, we also observe that there are obviously some strange outliers, for example in the case of days employed, there is a single point who is employed for 350000+ days, and in the AMT_TOTAL_INCOME plot, we also see a client with 100 million in income! This plot is for our initial exploratory purpose only and it perfectly illustrates one important characteristic of our dataset which is that there are errors/extreme individuals, and they might require a closer examination if we plan to use them in further analysis. \n",
    "\n",
    "In our case, since we plan to be using AMT_TOTAL_INCOME, we try to take into account of this issue of having extreme/unreliable values by looking at quantiles instead to minimize the impact of such outliers."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fdbd7ec-5a84-4da5-b443-bb950b8655a2",
   "metadata": {},
   "source": [
    "### Target"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3311ee83-f249-4141-a780-115cabeacbd3",
   "metadata": {},
   "source": [
    "Next, we then proceed to looking at the general picture of what is the proportion of people using credit cards who are able to pay on time vs those who failed to pay on time(\"TARGET\" column)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "33bb8d78-2e39-48d9-8c33-58df7f835b4e",
   "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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "proportion of people who paid on time: 0.9192711805431351\n",
      "proportion of people who failed to pay on time: 0.08072881945686496\n"
     ]
    }
   ],
   "source": [
    "pt.target_plot(df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d3070c9-ce7b-46f5-89ed-cff5efd30b11",
   "metadata": {},
   "source": [
    "Notice that there the original data has a high class imbalance, so we might want to bear this fact in mind when performing logistic regression and considering the metrics to look at when evaluating classifiers later. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36db14a0-3fb1-44cb-b44c-2cbc8947d440",
   "metadata": {},
   "source": [
    "## Ratio of Default vs Non-Default for different groups\n",
    "\n",
    "\n",
    "We will now examine the ratio of defaulters vs non-defaulters between some other categorical variables' groups "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f194bdbc-9b40-4606-9288-c4d430c3488d",
   "metadata": {},
   "source": [
    "### Gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dcd0ab03-f9b3-42c7-87af-29a815019e8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# omit the several XNA gender entries since we want to avoid assuming one's gender\n",
    "gender_df = df[df['CODE_GENDER']!= 'XNA']\n",
    "pt.plot_default_in_category_group('CODE_GENDER', gender_df, 'Gender')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50b821f3-7063-404b-b4bc-3389c2928804",
   "metadata": {},
   "source": [
    "**Observations:** \n",
    "* Males seem to have a slightly higher proportion of defaults compared to female"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "daad8c05-11d2-4ecc-9181-86ce4d94d117",
   "metadata": {},
   "source": [
    "#### Gender and Income"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c1ee1a7-5195-463d-894e-73b25187d63b",
   "metadata": {},
   "source": [
    "To further investigate the relationship between default risk and gender, we will manually divide income into 5 groups by percentile ranking and see how gender and default rate varies between these different income groups:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "328e6043-6a95-45a1-b2bd-99f925b4145d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt.gender_income_plot(gender_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3248ab8-c8ec-4db7-9ba6-2f319584360c",
   "metadata": {},
   "source": [
    "This might be surprising, but we observe that females have an overall higher count of defaults, and in the occasions where males have a higher default count in the higher income groups, they only \"win\" by a slight amount. This is opposite to what we observed in the previous section, where males were observed to have a slightly higher proportion of defaults compared to female. The reason is that, if you remembered, there are almost **double the amount of female entries vs male entries** in our original dataset!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecd44975-1502-4421-9577-cfb9fd807eb0",
   "metadata": {},
   "source": [
    "Given the class imbalance in gender, we created a plotting function that generates the proportion of defaults of each gender, accounted for the different total counts in gender, and now this new proportion plot give a much more accurate depiction of our actual data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "89ae779a-adb0-41d8-a78e-012684c1d9a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "balanced = pt.balanced_plot(gender_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c681bb8d-0140-4f03-a84c-cddce6a7b5af",
   "metadata": {},
   "source": [
    "**Observations:** \n",
    "* We now see that, indeed, males seem to have a overall higher rate of default, and this is especially the case in higher income groups, as the gap keeps increasing with income and doubles in the two highest income groups. This is a very interesting observation and further studies might be conducted on this in the future to explore what exactly is contributing to this observation. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5abed675-db1a-4628-8a02-569a81d0e3b8",
   "metadata": {},
   "source": [
    "### Loan Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "499c370e-bca2-4983-9f69-c789e13aac2d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt.plot_default_in_category_group('NAME_CONTRACT_TYPE', df, 'Loan')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abde48c3-0008-42d0-a91b-25fae255063a",
   "metadata": {},
   "source": [
    "**Observations:** \n",
    "* People who take out cash loans have a slightly higher rate of defaulting compared to revolving loans"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0321bd3-e526-4b59-90c8-2f60559fb821",
   "metadata": {},
   "source": [
    "### Income Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ef9aafa9-cd3a-4cff-937d-f22b0e24b19c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt.plot_default_in_category_group('NAME_INCOME_TYPE', df, 'Income Type')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eebfbc8a-1b0d-41cc-9441-9ca421f38a84",
   "metadata": {},
   "source": [
    "**Observations:** \n",
    "* Unemployed and Maternity leave groups seem to have a much higher proportion of default, whereas state servents and pensioners tend to have a lower proportion of defaults among them."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee5dcd2e-ae5e-4996-be26-5db2a2231ce1",
   "metadata": {},
   "source": [
    "### Education Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fc698490-2e80-4145-a74e-a66a7cbb9a14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGqCAYAAAAWWuWTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAABpaklEQVR4nO3dd7wcVf3/8debJBAgdEJLgAQISOhIEwVRQUDFqIgUpaqACjbkKyIK+lNEwYKKIiIiFkBQaYaq0qRIC70FCCSEkoQaWgqf3x/nLBkut+zeu3tny/v5eNzH3Z2Znf3s7O589pw5RRGBmZmZmZmZDdxCZQdgZmZmZmbWLlzAMjMzMzMzqxMXsMzMzMzMzOrEBSwzMzMzM7M6cQHLzMzMzMysTlzAMjMzMzMzqxMXsMxs0Ej6nKSnJM2WtNwA9zVF0vb1ii3v82RJ36rTvlbLr3NIvn+lpM/UY995fxdL2rde++sU+T1ZI99eVNKFkp6XdE5e9j1JMyU9WW6kAyfpdEnfK+F575a03WA/r5lZs3ABy8yqkgs0r0h6UdJzkq6TdLCkqs4jkoYBPwHeHxEjImJWHWM7RtKf+timz/gj4uCI+H9VPF+fhbuIeCy/zvnVv5Ien+8try8ido6IPwx03308Z0jaolHPUU+StpP0ei5AzZY0TdJfJW1e3C6/Jw/nux8HVgSWi4jdJK0KHAaMj4iVBvklkI/3Wr2s30/S/MJrrPytMphxdonpLYW4iFgvIq5s0PPtIOk/+Xs8S9IkSV+XNLwRz2dm1h8uYJlZLXaJiCWA1YHjgK8Dv6vysSsCw4G7GxRbNQYSf9UkDa33PgeTJAF7A88ArXSVbHpEjACWALYC7gOukfS+HrZfHXggIuYV7s+KiKdrfWIlg5FTr8+FxOLf9EF43tJJ2g04F/gLsHpELAfsDowGVu3hMS39XTSz1uQClpnVLCKej4gLSD9u9pW0PoCkRSSdIOmx3BTw5NwMa23g/vzw5yT9O29/oqSpkl6QdIukbSrP0bVmPF+hmNY1Fkk7AUcCu+fa/NsHEP8bzylpeUkX5atdz0i6RtJCkv4IrAZcmJ/v/ySNyVcfPi3pMeDfhWXFH3hrSvpfbpJ2vqRle3ptlatkPb0+FZoc5riOkvSopKclnSFpqbyuEse++X2ZKembfRyibYBVgC8Be0hauBDXfpL+K+mn+dg8LGnrvHxqfv59C9svleOZkeM7qlIQyY+5Nn9mnpX0iKSdC48dK+nqfLXiCkknqY8rlfn9jYiYFhHfBk4FfljYZ0haS9J3gG8XjutBwOXAKvn+6Xn7rZSudj4n6XYVmr7l9+D7kv4LvAysIeltki7Pn5n7JX2isP3p+TX8M7+mGyWtmdddnTe7PT//7n29zq4kbSLp1rzvs0kVGpV1+0m6tsv2b1wxU/qe/ji/R8/n92XRvO4cSU/m5VdLWi8vPxD4JPB/OeYL8/I3rvAqnRN+Jml6/vuZpEXyuu2UrjQelj83T0jav4fXJtIV8O9GxG8j4hmAiLg/Ig6NiAfzdsdIOlfSnyS9AOwnaRVJF+T3ZLKkz3Z5T3o8z+TX8g1J9+TP6O/lq2Vm1gcXsMys3yLif8A00g9ySD9k1wY2BtYCRgHfjogHgPXyNktHxHvz7ZvytsuSaqXPqfXHS0RcAhwLnJ1r8zcaQPxFh+V1I0lX345MD4m9gcdIV8NGRMSPCo95N7AusGMPT7kPcACp8DIP+HkVMVbz+vbLf+8B1gBGAL/sss27gHWA9wHflrRuL0+7L3AhcHa+/6Eu67cE7gCWI71vZwGbk97zTwG/lDQib/sLYKkc17tJx2D/Lvu6H1ge+BHwu/xjmrzv/+XnOYZ0Va1Wfwc2lbR4cWFEHM2bj+tvgJ3JV8EiYj9Jo4B/At8jfUa/BvxN0sjCrvYGDiRdNZtBKqT9BVgB2BP4VaVAku0JfAdYBpgMfD/Hs21ev1F+/rOpgVIh+DzgjznWc4Bda9jFCcDbga3z4/8PeD2vuxgYl1/TrcCfc8yn5Ns/yjHv0s1+v0m6mrgxsBGwBXBUYf1KpM/HKODTwEmSlulmP+uQrlT9rYrXMoF0pWvpHN+ZpO/yKqRmoceq56ua3fkk6Tu9Jun8dlTvm5tZp3MBy8wGajqwbP5R/FngKxHxTES8SPoBu0dPD4yIP0XErIiYFxE/BhYh/ZAaTNNJPyi7mgusTGqKNDciromI6GNfx0TESxHxSg/r/xgRd0XES8C3gE8oD4IxQJ8EfhIRD0fEbOAbpCtPxatn34mIVyLiduB20o/dt5C0GLAb8JeImEv6odq1meAjEfH73L/sbFLzrO9GxGsRcRkwB1grv7bdgW9ExIsRMQX4MW8uKD2ar0jMB/5AOuYrSlqNVGj7dkTMiYhrgQv6cWymAyL92K7Vp4CJETExIl6PiMuBm4EPFLY5PSLuzs0MdwKm5GMzLyJuJRUIPl7Y/u8R8b+8/Z9JBY9abJWvplX+HqosB4YBP8uf13NJFRh9UrqieADwpYh4PCLmR8R1EfEaQESclt+/10gF3Y2Ur5BW4ZOkz8bTETGDVLgsvv9z8/q5ETERmE3354Dl8/83Bh+RdFY+Bi9LKu7z+og4LyJez497F/D1iHg1IiaRrmrWUlj/ZURMzVfNvk8qJJuZ9cgFLDMbqFGkvjojgcWAWyo//oBL8vJu5aZB9+amR8+RarKX72n7BqnE39XxpCsMlyk1gzuiin1NrWH9o6QfxPV4vavk/RX3PZR05a2iOCrey6SrXN35KOnq2sR8/8/Azl2u2jxVuP0KQER0XTaC9NoW7ia2Ud3FFREv55sj8mt6prAM+j6+3RkFBPBcPx67OrBbsUBD+rG+cg8xrQ5s2WX7T5Ku0lRU+z705IaIWLrwt2ZevgrweJdKgEe7eXx3lic1J3yo6wpJQyQdJ+mh3ORuSuEx1ejus1kclGNWoQ8c9HxMKoPivHHsI2KPiFiadFWtWFFRfE8qn6MXu8RQ/Az2pev3trRBRcysNbiAZWb9pjRC2yjgWmAm6Yf1eoUff0tFGnSgu8duQxpk4hPAMvmH0vOkqw0AL5EKbBW9jerW15WlauJ/8w5Tjf1hEbEGsAvw1UKzop6er684ih3xVyPV3s+ky2vNV36KBZq+9jud9OO+uO95vLkgVK19ST9wH1MaqvwcUkGwP7X2M0mvsWtsj1fx2CdIV0aLn4FuBzLow0eBW/NVw1pNJV11LBZoFo+I4wrbRJftr+qy/YiI+Fw/nrtWTwCjCs0rIR3riq6fseL3aSbwKqkJXFd7kZrcbU+qABlT2UX+35/PZn8G5biP9Ln5WBXbFmOqXGFfoksMlc9gNeeZrt/bjhhUxMz6zwUsM6uZpCUlfYjU9+ZPEXFnbo7zW+CnklbI242S1FN/pCVIhYAZwFBJ3waWLKyfBHxA0rL5x+CXewnpKWCMqh8y/i3xd7PNh5QGQxDwAjA//1Web41qnquLT0kanwsN3wXOzU3jHgCGS/qg0nD2R5GaS1b7+s4EvqI0KMQIFvQtmtfD9t3KfY7eR+pztTEL+s38kH6MJphf21+B70taQtLqwFeBagaqeJTUHO8YSQtLegepoFvN61D+7B0NfIbUf64//gTsImnHfCVneB4EYXQP218ErC1pb0nD8t/mffR3K+rv5wrgetL36YuShkr6GKm/U8XtwHqSNs79HI+prMjf3dOAn+QBIYZIeofSYBRLAK+RriAtRvps1RLzmcBRkkZKWp40sEif739X+crcYcDRkj4raZn8Po/jzVdquz5uKnAd8IP8/m1I6uv157zJJPo+z3xB0milQWmOZEHfRDOzbrmAZWa1uFDSi6Sa+m+SRvUqDljwdVKzuhtyc6Ir6LlP1aWkzvMPkJrdvMqbm+L8kfSjcApwGb3/qDkn/58l6dYBxF80Lsc/m/Tj9VexYG6fH5B+ND4n6Wu9PF9XfwROJzUTGw58EdKohsDnSX1DHifVqhdHFezr9Z2W93018AjpWB5aQ1wVewOTIuKyiHiy8kcajGND5dEWa3Qo6fU8TLpS+JccbzU+CbyD9OP+e6TPwGu9bL+KpNmk9+wmYANgu9wvrGb5x/kE0o/qGaTPzeH0kDtzM7T3k/odTie9zz/kzYXl3hwD/CF/rj7Rwzbv0Fvnwdo8IuaQru7sBzxL6vv290JsD5AK9VcAD/LWq7ZfA+4kHbdnctwLAWeQvp+PA/cAN3R53O+A8Tnm87qJ93ukgvIdef+35mU1ywN/fILUN24q6crbX4FTWPAd6c6epCtv04F/AEfn/nRQ3XnmL3ndw/lv0CdvNrPWor77bJuZmZVPaejx+yKNAGjWcJKmAJ+JiCvKjsXMWoevYJmZWVPKzevWVJrnayfS1aTzSg7LzMysV57h3MzMmtVKpGZuy5GaTH4uIm4rNyQzM7PeuYmgmZmZmZlZnbiJoJmZmZmZWZ24gGVmZmZmZlYnLmCZmZmZmZnViQtYZmZmZmZmdeIClpmZmZmZWZ24gGVmZmZmZlYnLmCZmZmZmZnViQtYZmZmZmZmdeIClpmZmZmZWZ24gGVmZmZmZlYnLmCZmZmZmZnViQtYZmZmZmZmdeIClr2JpGMk/SnfHiMpJA0dwP5OlvStOsW2mqTZkobk+1dK+kw99p33d7Gkfeu1v8J+F5V0oaTnJZ1T7/3Xi6QpkrZv0L5Pl/S9Ruy7j+e9W9J2g/28ZtYzSZ+T9FQ+ny83wH3V/bzlvOW8lfftvGX95gJWE5C0n6Q7Jb0s6UlJv5a0dNlx9SWf2F6R9KKk5yRdJ+lgSW98riLi4Ij4f1Xuq9eTZEQ8FhEjImJ+HWJ/oyBZ2P/OEfGHge67Gx8HVgSWi4jdGrD/QZc/s/PzD4fi3yolxvSWZBgR60XElQ16vh0k/Sd//mdJmiTp65KGN+L5zJpBNef9Ph4/DPgJ8P58Pp9Vx9jecl7vZhvnreo4bw1OTM5bbcoFrJJJOgz4IXA4sBSwFbA6cLmkhev8XP2+EtWLXSJiCVLMxwFfB35X7ydpUOyDZXXggYiYV+sDm/x1X59/OBT/ppcd1GCQtBtwLvAXYPWIWA7YHRgNrNrDY5r5vTSrxUDO+ysCw4G7GxRbNZy3+ua81WactwZZRPivpD9gSWA28Ikuy0cATwMHAKsArwDLFtZvAswEhuX7BwD3As8Cl5K+OJVtA/gC8CDwSF52IjAVeAG4BdimsP0xwJ/y7TH58UN7iH8KsH2XZVsArwPr5/unA9/Lt5cHLgKeA54BriEV8v+YH/NKPh7/V3juTwOPAVd3jQe4EvgB8D/geeD8ynECtgOmdRcvsBMwB5ibn+/2wv4+k28vBBwFPJrfizOApbocl31zbDOBb/ZwjL7T5bk+XeW+33jdPez3Q8CkfCyvAzYsrDsCeAh4EbgH+GiXx36W9HmprN+0cHy+BtyRj+fZwPAenn8/4NpePtubALfm5zgbOKvwOXjLY/NrXivfXhT4cT4+zwPXAovmdecAT+blVwPr5eUH5mM8Jx/nC7t+RoFFgJ8B0/Pfz4BFip8X4LD8njwB7N/DaxPp+3NYH9/vY0jJ7E+k79pnSN/nC0if/8nAZwvbn145Rt19hvNr+UZ+z54Fft/T++M//zXqj+rO+4sAJ5DOYU8BJ+fv9drAS/n7Phv4d96+t5xUzfeix/N6P+N/4zlx3nLe6uGxOG+B81aPf76CVa6tSTV5fy8ujIjZwMXADpFqVq4Hdi1sshdwbkTMlfQR4EjgY8BI0sn/zC7P8xFgS2B8vn8TsDGwLKkm45x6XR6OiP+RvvDbdLP6sLxuJKkW88j0kNibdFLeJVJt0o8Kj3k3sC6wYw9PuQ8LCqLzgJ9XEeMlwLHA2fn5Nupms/3y33uANUiF3l922eZdwDrA+4BvS1q3m+c6ustz/a7Kfff4uiVtCpwGHAQsB/wGuEDSInmTh0jHfylSovyTpJXzY3cjnUD3IRXwPwwUm+h8gpTIxwIb5jhrkq+8nkf6AbIsKbns2ttjujgBeDvp+7Es6YfL63ndxcA4YAVSIvwzQESckm//KB/nXbrZ7zdJV4g3BjYi/ag6qrB+JdIxG0X6oXCSpGW62c86pBq/v1XxWiaQktXSOb4zSd+BVUhNcI6V9L4q9lPxSdJnYk3Sj9Wjet/crPG6Oe//kPT53BhYi/Sd+nZEPACsl7dZOiLem28POCdVeV6vNv4i5y3nrWo4b/WsI/OWC1jlWh6YGd1fgn8ir4eUcPYEkCRgj7wM0snqBxFxb97PscDGklYv7OsHEfFMRLwCEBF/iohZETEvIn5MqiFZp46vazrpBNPVXGBl0hW2uRFxTeQqjl4cExEvVWLvxh8j4q6IeAn4FvCJSmfiAfok8JOIeDgXeL8B7NHlcvl3IuKViLgduJ108qvXvnt73Z8FfhMRN0bE/Ejt718jnYSJiHMiYnpEvB4RZ5OuXm6RH/sZ0sn8pkgmR8SjhX3/PD/2GeBC0km9J1vlPgyVv4cqy4FhwM/y+3wu6QdUn3I/iAOAL0XE4/n1XRcRr+XXdlpEvJjvHwNsJGmpavZNOu7fjYinI2IGKYnvXVg/N6+fGxETSTWK3X0vKt/LJwtxn5WPwcuSivu8PiLOi4jX8+PeBXw9Il6NiEnAqV1i6MsvI2Jqfn++Tz4vmDWB6cCyOUd9FvhKzjsvkvLSHj09cBByUjWctwa+b+ct563udGTecgGrXDOB5Xto47pyXg+pJuEduSPmtqTL0tfkdasDJ1ZOFqRLuCLVZlRMLe5Y0mGS7lUaHeg5Uu3H8tTPqBxHV8eTLi9fJulhSUdUsa+pNax/lHSCrMdrWSXvr7jvoaQazIonC7dfJtXo1Wvfvb3u1YHDikmC1H56FQBJ++SOq5V167PgmKxKqinsSS2v6YaIWLrwt2bh9T3e5UfIo908vjvLk67qviVGSUMkHSfpIUkvkJoeVB5Tje6Oe7Fz86wulR09vf5KzenKlQURsUdELE2qnSz+UCq+j6sAlR+cxRiK39W+dP28l9Y526yLynl/JLAYcEvhHHRJXt6tQchJ1XDeGvi+nbe6cN56y/46Jm+5gFWu60k1OB8rLpS0OLAz8C+AiHgOuIx0GXwv4MzCSWAqcFCXE8aiEXFdYZdR2Pc2pA69nwCWyV+u50mFsgGTtDnpi3dt13W5BuewiFgD2AX4auEyc081gn3VFBY7Zq5Gqs2ZSWrnv1ghriG8OcH3td/ppIRQ3Pc8Un+Cgapm373FNxX4fpf3fLGIODNfufwtcAhp9KelgbtY8P5OJV2mb6QngFG5JrtitcLtru/NSoV1M4FX6T7GvUhNF7Yn/QAbU9lF/t+f97Q/nZvvAx6ny/e2B8WYKjX8S3SJ4fF8+03HhdT0o6uun/eO6Jxtza3LeX8mqV/SeoXz01IR0e2P3ipyUjXfi4q+zgHVxP/mHTpv1bJv5623ct7q0LzlAlaJIuJ50uXeX0jaSdIwSWNIbX+nkdoCV/yF1P54VxY0D4TUefgbktYDkLRUbq/ckyVIJ8UZwFBJ3ya1aR4QSUtK+hCpU+ifIuLObrb5kKS18gnsBWB+/oN0kl6jH0/9KUnjJS0GfJfUN20+8AAwXNIHlYYFPorU7KTiKWCMeh5a+EzgK5LGShrBgvboNY+o1IB9/xY4WNKWShbPr3MJYHHSyXEGgKT9STWBFacCX5P09vzYtfTm5qT1cD3pM/ZFSUMlfYwFTT0gNUtZT9LGSv0sjqmsyE0STgN+ImmVXPv3DqV2+kuQKiRmkU7ox3Z53r4+Q2cCR0kaKWl54Nukjrw1yZUbhwFHS/qspGXysRzHm2tzuz5uKqlj9w8kDZe0IanN/J/zJpOAD0haNifvL3ezmy9IGi1pWVJfkLNrjd+sXro77+fv8G+Bn0paIW83SlJP/ZH6ykmT6Pt7UdHXeb3P+LvZxnmrPvt23nLe6qi85QJWySJ1jD2S1EHyBeBGUm3N+yrtd7MLSJ0kn8ptpyuP/wepQ/FZSpef7yJd/erJpaQOlw+QLtW+St/NGXpzoaQX8z6+SZrfZP8eth0HXEFqI3w98KtYMNfDD0gnkeckfa2G5/8jaRSbJ0mX6L8IbxReP086MT9OqmWZVnhcZeLEWZJu7Wa/p+V9Xw08QjpOh9YQV28GtO+IuJnUnv2XpFF5JpM79UbEPaSRjK4nnbg3AP5beOw5pDbQfyGNlHQe3fc7qMY79Nb5RDaPiDmkWrL9cny7UxjIJVJH9++SPgsP8tZa468Bd5Lavz9D+nwvRBq16lHS+3kPcEOXx/0OGJ8/Q+d1E+/3gJtJo03dSWoW0a9JJHMfgU8AnyJ99mcCfwVOYcFnqzt7kmowpwP/AI6OiMvzuj+SkvgU0hXr7pLQX/K6h/PfoE+CaUbf5/2vk85LN+S8dAU996nqKydV872o6Ou8Xm38Rc5bddi385bzFh2WtxR99tU0M7OySZpCGo75irJjMTMz60sn5y1fwTIzMzMzM6sTF7DMzMzMzMzqxE0EzczMzMzM6sRXsMzMzMzMzOqkuwlum9ryyy8fY8aMKTsMMzOrs1tuuWVmRPQ4IW2rct4yM2tPPeWtlitgjRkzhptvvrnsMMzMrM4kPVp2DI3gvGVm1p56yltuImhmZmZmZlYnLmCZmZmZmZnViQtYZmZmZmZmddJyfbDMzMzMzKx1zZ07l2nTpvHqq6+WHUpVhg8fzujRoxk2bFhV27uAZWZmZmZmg2batGksscQSjBkzBkllh9OriGDWrFlMmzaNsWPHVvUYNxE0MzMzM7NB8+qrr7Lccss1feEKQBLLLbdcTVfbXMAyMzMzM7NB1QqFq4paY21oAUvSTpLulzRZ0hHdrD9c0qT8d5ek+ZKWbWRMZmZmZmZmjdKwPliShgAnATsA04CbJF0QEfdUtomI44Hj8/a7AF+JiGcaFVPFmNVX59HHHmv007SU1VdbjSmPtuUcn2ZmZmY9evvhZ5QdwqC65fh9yg6hW0OGDGGDDTZg7ty5DB06lH333Zcvf/nLLLRQ79eDDj/8cCZOnMgHPvABjj/++Jqfd8SIEcyePZspU6Zw3XXXsddee/X3JbyhkYNcbAFMjoiHASSdBUwA7ulh+z2BMxsYzxsefewx4rb7BuOpWoY2eVvZIZiZmZlZh1p00UWZNGkSAE8//TR77bUXzz//PN/5znd6fdxvfvMbZsyYwSKLLDKg558yZQp/+ctf6lLAamQTwVHA1ML9aXnZW0haDNgJ+FsP6w+UdLOkm2fMmFH3QM3MzMzMrDmssMIKnHLKKfzyl78kIpg/fz6HH344m2++ORtuuCG/+c1vAPjwhz/MSy+9xJZbbsnZZ5/NhRdeyJZbbskmm2zC9ttvz1NPPQXAMcccwwknnPDG/tdff32mTJnypuc84ogjuOaaa9h444356U9/OqD4G3kFq7veYNHDtrsA/+2peWBEnAKcArDZZpv1tA8zMzMzM2sDa6yxBq+//jpPP/00559/PksttRQ33XQTr732Gu985zt5//vfzwUXXMCIESPeuPL17LPPcsMNNyCJU089lR/96Ef8+Mc/rur5jjvuOE444QQuuuiiAcfeyALWNGDVwv3RwPQett2DQWoeaGZmZmZmzS8iXVe57LLLuOOOOzj33HMBeP7553nwwQffMi/VtGnT2H333XniiSeYM2dO1fNW1VsjmwjeBIyTNFbSwqRC1AVdN5K0FPBu4PwGxmJmZmZmZi3i4YcfZsiQIaywwgpEBL/4xS+YNGkSkyZN4pFHHuH973//Wx5z6KGHcsghh3DnnXfym9/85o25q4YOHcrrr7/+xna1zGnVHw0rYEXEPOAQ4FLgXuCvEXG3pIMlHVzY9KPAZRHxUqNiMTMzMzOz1jBjxgwOPvhgDjnkECSx44478utf/5q5c+cC8MADD/DSS28tOjz//POMGpWGfPjDH/7wxvIxY8Zw6623AnDrrbfyyCOPvOWxSyyxBC+++GJd4m9kE0EiYiIwscuyk7vcPx04vZFxmJmZmZlZ83rllVfYeOON3ximfe+99+arX/0qAJ/5zGeYMmUKm266KRHByJEjOe+8896yj2OOOYbddtuNUaNGsdVWW71RkNp1110544wz2Hjjjdl8881Ze+213/LYDTfckKFDh7LRRhux33778ZWvfKXfr6WhBSwzMzMzM7O+zJ8/v8d1Cy20EMceeyzHHnvsW9bNnj37jdsTJkxgwoQJb9lm0UUX5bLLLut235XHDxs2jH/961+1ht19vHXZi5mZmZmZmbmAZWZmZmZmVi8uYJmZmZmZmdWJC1hmZmZmZmZ14gKWmZl1FEk7Sbpf0mRJR3Sz/m2Srpf0mqSv1fJYMzMzF7DMzKxjSBoCnATsDIwH9pQ0vstmzwBfBE7ox2PNzKzDeZh2MzPrJFsAkyPiYQBJZwETgHsqG0TE08DTkj5Y62PNzKx/3n74GXXd3y3H79PnNgcccAAXXXQRK6ywAnfddVfdnttXsMzMrJOMAqYW7k/Ly+r6WEkHSrpZ0s0zZszoV6BmZtZY++23H5dccknd9+sClpmZdRJ1syzq/diIOCUiNouIzUaOHFl1cGZmNni23XZbll122brv1wUsMzPrJNOAVQv3RwPTB+GxZmbWIVzAMjOzTnITME7SWEkLA3sAFwzCY83MrEN4kAszM+sYETFP0iHApcAQ4LSIuFvSwXn9yZJWAm4GlgRel/RlYHxEvNDdY0t5IWZm1rRcwDIzs44SEROBiV2WnVy4/SSp+V9VjzUzMytyAcvMzMzMzEpVzbDq9bbnnnty5ZVXMnPmTEaPHs13vvMdPv3pTw94vy5gmZmZmZlZxznzzDMbsl8PcmFmZmZmZlYnLmCZmZmZmZnVSUMLWJJ2knS/pMmSjuhhm+0kTZJ0t6SrGhmPmZmZmZmVL6LaOd7LV2usDStgSRoCnATsDIwH9pQ0vss2SwO/Aj4cEesBuzUqHjMzMzMzK9/w4cOZNWtWSxSyIoJZs2YxfPjwqh/TyEEutgAmR8TDAJLOAiYA9xS22Qv4e0Q8BhARTzcwHjMzMzMzK9no0aOZNm0aM2bMKDuUqgwfPpzRo7udvaNbjSxgjQKmFu5PA7bsss3awDBJVwJLACdGxBlddyTpQOBAgNVWW60hwZqZmZmZWeMNGzaMsWPHlh1GwzSyD5a6Wdb1OuBQ4O3AB4EdgW9JWvstD4o4JSI2i4jNRo4cWf9IzczMzMzM6qCRV7CmAasW7o8GpnezzcyIeAl4SdLVwEbAAw2My8zMzMzMrCEaeQXrJmCcpLGSFgb2AC7oss35wDaShkpajNSE8N4GxmRmZmZmZtYwDbuCFRHzJB0CXAoMAU6LiLslHZzXnxwR90q6BLgDeB04NSLualRMZmZmZmZmjdTIJoJExERgYpdlJ3e5fzxwfCPjMDMza0ZvP/wt4zq1vVuO36fsEMzMGqqhEw2bmZmZmZl1EhewzMzMzMzM6sQFLDMzMzMzszpxAcvMzMzMzKxOXMAyMzMzMzOrExewzMzMzMzM6sQFLDMzMzMzszpp6DxYZmZmZjb4Om2ONc+vZs3EV7DMzMzMzMzqxAUsMzMzMzOzOnEBy8zMzMzMrE5cwDIzMzMzM6sTF7DMzMzMzMzqxAUsMzPrKJJ2knS/pMmSjuhmvST9PK+/Q9KmhXVfkXS3pLsknSlp+OBGb2Zmzc4FLDMz6xiShgAnATsD44E9JY3vstnOwLj8dyDw6/zYUcAXgc0iYn1gCLDHIIVuZmYtwgUsMzPrJFsAkyPi4YiYA5wFTOiyzQTgjEhuAJaWtHJeNxRYVNJQYDFg+mAFbmZmrcEFLDMz6ySjgKmF+9Pysj63iYjHgROAx4AngOcj4rLunkTSgZJulnTzjBkz6ha8mZk1PxewzMysk6ibZVHNNpKWIV3dGgusAiwu6VPdPUlEnBIRm0XEZiNHjhxQwGZm1loaWsCqoiPxdpKelzQp/327kfGYmVnHmwasWrg/mrc28+tpm+2BRyJiRkTMBf4ObN3AWM3MrAU1rIBVZUdigGsiYuP8991GxWNmZgbcBIyTNFbSwqRBKi7oss0FwD55NMGtSE0BnyA1DdxK0mKSBLwPuHcwgzczs+Y3tIH7fqMjMYCkSkfiexr4nGZmZj2KiHmSDgEuJY0CeFpE3C3p4Lz+ZGAi8AFgMvAysH9ed6Okc4FbgXnAbcApg/8qzMysmTWygNVdJ+Etu9nuHZJuJzW/+FpE3N11A0kHkobKZbXVVmtAqGZm1ikiYiKpEFVcdnLhdgBf6OGxRwNHNzRAMzNraY3sg1VNR+JbgdUjYiPgF8B53e3InYXNzMzMzKwVNLKA1WdH4oh4ISJm59sTgWGSlm9gTGZmZmZmZg3TyAJWnx2JJa2UOwojaYscz6wGxmRmZmZmZtYwDeuDVWVH4o8Dn5M0D3gF2CO3fTczMzMzM2s5jRzkopqOxL8EftnIGMzMzMzMzAZLQycaNjMzMzMz6yQuYJmZmZmZmdWJC1hmZmZmZmZ14gKWmZmZmZlZnbiAZWZmZmZmVicuYJmZmZmZmdWJC1hmZmZmZmZ14gKWmZmZmZlZnbiAZWZmZmZmVicuYJmZmZmZmdWJC1hmZmZmZmZ14gKWmZmZmZlZnVRVwJL0r2qWmZmZDRbnJjMza0ZDe1spaTiwGLC8pGUA5VVLAqs0ODYzM7O3cG4yM7Nm1msBCzgI+DIpYd3CgiT2AnBS48IyMzPrkXOTmZk1rV4LWBFxInCipEMj4heDFJOZmVmPnJvMzKyZ9XUFC4CI+IWkrYExxcdExBkNisvMzKxXzk1mZtaMqipgSfojsCYwCZifFwfgJGZmZqVwbjIzs2ZUVQEL2AwYHxFRy84l7QScCAwBTo2I43rYbnPgBmD3iDi3lucwM7OO1a/cZGZm1kjVzoN1F7BSLTuWNITU2XhnYDywp6TxPWz3Q+DSWvZvZmYdr+bcZGZm1mjVXsFaHrhH0v+A1yoLI+LDvTxmC2ByRDwMIOksYAJwT5ftDgX+BmxebdBmZmb0LzeZmZk1VLUFrGP6se9RwNTC/WnAlsUNJI0CPgq8l14KWJIOBA4EWG211foRipmZtaFj+vOgvpqvS1Je/wHgZWC/iLg1r1saOBVYn9Tf64CIuL6f8ZuZWRuqqolgRFwFTAGG5ds3Abf28TB1s6xrO/mfAV+PiPndbFt8/lMiYrOI2GzkyJHVhGxmZm2uP7mpyubrOwPj8t+BwK8L604ELomItwEbAfcO/JWYmVk7qaqAJemzwLnAb/KiUcB5fTxsGrBq4f5oYHqXbTYDzpI0Bfg48CtJH6kmJjMz62z9zE1vNF+PiDlApfl60QTgjEhuAJaWtLKkJYFtgd8BRMSciHiuLi/GzMzaRrWDXHwBeCfwAkBEPAis0MdjbgLGSRoraWFgD+CC4gYRMTYixkTEGFKS/HxEnFd9+GZm1sH6k5u6a74+qspt1gBmAL+XdJukUyUt3t2TSDpQ0s2Sbp4xY0a1r8fMzNpAtQWs13JNHwCShvLW5n5vEhHzgENIowPeC/w1Iu6WdLCkg/sbsJmZWVZzbqK65us9bTMU2BT4dURsArwEHNHdk7hpu5lZ56p2kIurJB0JLCppB+DzwIV9PSgiJgITuyw7uYdt96syFjMzM+hfbqqm+XpP2wQwLSJuzMvPpYcClpmZda5qr2AdQWoWcSdwEKnQdFSjgjIzM6tCf3JTn83X8/19lGwFPB8RT0TEk8BUSevk7d7HW6ceMTOzDlftFaxFgdMi4rfwxihMi5KGrzUzMytDzbkpIuZJqjRfH5Iff3el6XpuZTGRNET75Lyv/Qu7OBT4cy6cPdxlnZmZWdUFrH8B2wOz8/1FgcuArRsRlJmZWRX6lZv6ar4eEUEaQKO7x04ijYBrZmbWrWqbCA6PiEoCI99erDEhmZmZVcW5yczMmk61BayXJG1auSPp7cArjQnJzMysKs5NZmbWdKptIvgl4BxJlZGWVgZ2b0xIZmZmVXFuMjOzptNnASt3Gt4GeBuwDml+kPsiYm6DYzMzM+uWc5OZmTWrPpsIRsR8YEJEzI2IuyLiTicwMzMrk3OTmZk1q2qbCP5X0i+Bs0kz1wMQEbc2JCozM7O+OTd1mLcffkbZIQyqW47fp+wQzKwfqi1gVYa8/W5hWQDvrW84ZmZmVXNuMjOzplNVASsi3tPoQMzMzGrh3GRmZs2oqmHaJa0o6XeSLs73x0v6dGNDMzMz65lzk5mZNaNq58E6HbgUWCXffwD4cgPiMTMzq9bpODeZmVmTqbaAtXxE/BV4HSAi5gHzGxaVmZlZ35ybzMys6VRbwHpJ0nKkzsNI2gp4vmFRmZmZ9c25yczMmk61owh+FbgAWEPSf4GRwMcbFpWZmVnfnJvMzKzpVFvAugf4B/Ay8CJwHqmtu5mZWVmcm8zMrOlU20TwDOBtwLHAL4BxwB8bFZSZmVkVnJvMzKzpVHsFa52I2Khw/z+Sbu/rQZJ2Ak4EhgCnRsRxXdZPAP4fqYPyPODLEXFtlTGZmVln61duMjMza6Rqr2DdljsPAyBpS+C/vT1A0hDgJGBnYDywp6TxXTb7F7BRRGwMHACcWmU8ZmZmNecmMzOzRqv2CtaWwD6SHsv3VwPulXQnEBGxYTeP2QKYHBEPA0g6C5hAajMP6YGzC9svTh4JyszMrAr9yU1mZmYNVW0Ba6d+7HsUMLVwfxopGb6JpI8CPwBWAD7Y3Y4kHQgcCLDaaqv1IxQzM2tD/clNZmZmDVVVASsiHu3HvtXdrrrZ9z+Af0jaltQfa/tutjkFOAVgs80281UuMzPrb24yMzNrqGr7YPXHNGDVwv3RwPSeNo6Iq4E1JS3fwJjMzMzMzMwappEFrJuAcZLGSloY2IM0IeQbJK0lSfn2psDCwKwGxmRmZmZmZtYw1fbBqllEzJN0CHApaZj20yLibkkH5/UnA7uSOijPBV4Bdo8INwE0MzMzM7OW1LACFkBETAQmdll2cuH2D4EfNjIGMzMzMzOzwdLIJoJmZmZmZmYdxQUsMzPrKJJ2knS/pMmSjuhmvST9PK+/I/cRLq4fIuk2SRcNXtRmZtYqXMAyM7OOIWkIcBKwMzAe2FPS+C6b7QyMy38HAr/usv5LwL0NDtXMzFqUC1hmZtZJtgAmR8TDETEHOAuY0GWbCcAZkdwALC1pZQBJo4EPAqcOZtBmZtY6XMAyM7NOMgqYWrg/LS+rdpufAf8HvN7bk0g6UNLNkm6eMWPGgAI2M7PW4gKWmZl1EnWzrOv0IN1uI+lDwNMRcUtfTxIRp0TEZhGx2ciRI/sTp5mZtSgXsMzMrJNMA1Yt3B8NTK9ym3cCH5Y0hdS08L2S/tS4UM3MrBW5gGVmZp3kJmCcpLGSFgb2AC7oss0FwD55NMGtgOcj4omI+EZEjI6IMflx/46ITw1q9GZm1vQaOtGwmZlZM4mIeZIOAS4FhgCnRcTdkg7O608GJgIfACYDLwP7lxWvmZm1HhewDIBhQ4ciddftoDOtvtpqTHn00bLDMLMGiIiJpEJUcdnJhdsBfKGPfVwJXNmA8MzMrMW5gGUAzJ03j7jtvrLDaBra5G1lh2BmZmZmLch9sMzMzMzMzOrEBSwzMzMzM7M6cQHLzMzMzMysTlzAMjMzMzMzqxMXsMzMzMzMzOrEBSwzMzMzM7M6aWgBS9JOku6XNFnSEd2s/6SkO/LfdZI2amQ8ZmZmZmZmjdSwApakIcBJwM7AeGBPSeO7bPYI8O6I2BD4f8ApjYrHzMzMzMys0Rp5BWsLYHJEPBwRc4CzgAnFDSLiuoh4Nt+9ARjdwHjMzMzMzMwaqpEFrFHA1ML9aXlZTz4NXNzAeMzMzMzMzBpqaAP3rW6WRbcbSu8hFbDe1cP6A4EDAVZbbbV6xWdmZmZmZlZXjbyCNQ1YtXB/NDC960aSNgROBSZExKzudhQRp0TEZhGx2ciRIxsSrJmZmZmZ2UA1soB1EzBO0lhJCwN7ABcUN5C0GvB3YO+IeKCBsZiZmZmZmTVcw5oIRsQ8SYcAlwJDgNMi4m5JB+f1JwPfBpYDfiUJYF5EbNaomMzMzMzMzBqpkX2wiIiJwMQuy04u3P4M8JlGxmBmZmZmZjZYGjrRsJmZmZmZWSdxAcvMzMzMzKxOXMAyMzMzMzOrExewzMzMzMzM6sQFLDMzMzMzszpxAcvMzMzMzKxOXMAyMzMzMzOrExewzMzMzMzM6sQFLDMzMzMzszpxAcvMzMzMzKxOXMAyM7OOImknSfdLmizpiG7WS9LP8/o7JG2al68q6T+S7pV0t6QvDX70ZmbW7FzAMjOzjiFpCHASsDMwHthT0vgum+0MjMt/BwK/zsvnAYdFxLrAVsAXunmsmZl1OBewzMysk2wBTI6IhyNiDnAWMKHLNhOAMyK5AVha0soR8URE3AoQES8C9wKjBjN4MzNrfi5gmZlZJxkFTC3cn8ZbC0l9biNpDLAJcGN3TyLpQEk3S7p5xowZA43ZzMxaiAtYZmbWSdTNsqhlG0kjgL8BX46IF7p7kog4JSI2i4jNRo4c2e9gzcys9biAZWZmnWQasGrh/mhgerXbSBpGKlz9OSL+3sA4zcysRQ0tOwAzM7NBdBMwTtJY4HFgD2CvLttcABwi6SxgS+D5iHhCkoDfAfdGxE8GM2gzs2bw9sPPKDuEQXXL8fv063EuYJmZWceIiHmSDgEuBYYAp0XE3ZIOzutPBiYCHwAmAy8D++eHvxPYG7hT0qS87MiImDiIL8HMzJpcQwtYknYCTiQlsVMj4rgu698G/B7YFPhmRJzQyHjMzMxygWhil2UnF24H8IVuHnct3ffPMjMze0PDCliFuUZ2ILVnv0nSBRFxT2GzZ4AvAh9pVBxmZmZmZmaDpZGDXPQ510hEPB0RNwFzGxiHmZmZmZnZoGhkAauauUaq4vlEzMzMzMysFTSygFXNXCNV8XwiZmZmZmbWChpZwKpmrhEzMzMzM7O20cgC1htzjUhamDTXyAUNfD4zMzMzM7NSNWwUwWrmGpG0EnAzsCTwuqQvA+Mj4oVGxWVmZmZmZtYoDZ0Hq4q5Rp4kNR00MzMzMzNreY1sImhmZmZmZtZRXMAyMzMzMzOrExewzMzMzMzM6sQFLDMzMzMzszpxAcvMzMzMzKxOXMAyMzMzMzOrExewzMzMzMzM6sQFLDMzMzMzszpxAcvMzMzMzKxOXMAyMzMzMzOrExewzMzMzMzM6sQFLDMzMzMzszoZWnYAZs1o2NChSCo7jKax+mqrMeXRR8sOw8zMzKzpuYBl1o258+YRt91XdhhNQ5u8rewQzMzMzFqCmwiamZmZmZnViQtYZmZmZmZmdeIClpmZmZmZWZ24gGVmZmZmZlYnDS1gSdpJ0v2SJks6opv1kvTzvP4OSZs2Mh4z65/KqIr+S39jVl+97LfEBmAguamvx5qZmTVsFEFJQ4CTgB2AacBNki6IiHsKm+0MjMt/WwK/zv/NrIl4VMU386iKrWsguanKx5qZWYdr5BWsLYDJEfFwRMwBzgImdNlmAnBGJDcAS0tauYExmZlZZxtIbqrmsWZm1uEaOQ/WKGBq4f403np1qrttRgFPFDeSdCBwYL47W9L9Aw2uSWqglwdmlh1EhY/Jm/l4vJmPx5s10UTUTXNM6mAw2l4OJDdV81igMXmrAUr57OiEfQf7KevBx6p6PlbV87GqXrMeq27zViMLWN39+oh+bENEnAKcUo+gmomkmyNis7LjaCY+Jm/m4/FmPh5v5WNSs4HkpqpyFrRG3vJnp3o+VtXzsaqej1X1Wu1YNbKANQ1YtXB/NDC9H9uYmZnVy0By08JVPNbMzDpcI/tg3QSMkzRW0sLAHsAFXba5ANgnj9i0FfB8RDzRdUdmZmZ1MpDcVM1jzcyswzXsClZEzJN0CHApMAQ4LSLulnRwXn8yMBH4ADAZeBnYv1HxNKmmbj5SEh+TN/PxeDMfj7fyManBQHJTT48t4WXUiz871fOxqp6PVfV8rKrXUsdKEd02HzczMzMzM7MaNXSiYTMzMzMzs07iApaZmZmZmVmduIBlZm1B0kL5f9NMUGVmZtYfzmmtzQWsFiRpKUmrShpedixWHknDJC1adhxN5POSlo/csdRJyaz+nH9sIJy3auKc1sI8yEULkrQ/sBlwO/Aoac6Wp4FnI2JembHVmyRFREgaCSwFzAFeIw2b/Gq50ZVD0kIR8bqk3YE9I+IjkoZFxNyyYyuLpKWA00gzvX8/Ii4rOaTSFL4ziwKrAOOAhyLiwZJDszbQSfmnN85NtXHeqo1zWnWaOd81cqJha5zbgSWA9YFtSSf1x4EHJT0F3BARL5QYX93EghqAk4BNgCnAI8A9kh4CLu/AZFapxVqRNFw0xSRVOeGUEVhZIuJ5YFdJ2wOHSNoE+F1EzJQ0JCLmlxziYBIQwNeAtYDtgM+Tzg/rkZJPp31nrH46Jv/0xrmpZs5bNXBOq1rT5jsXsFpQRNwK3AogaRlgPLApsDWwMmkyzJZXqJnYGFghIsZJGgdsBWwJvDsiLiw1yBIUTqzrAPtLegdwEXBjRDzaiUlK0hBg+Yi4Irdb/xUwRtKREfFsyeENqoh4Pd/8VESsI+lG0nxOAD8HDgMmlRGbtb5OyT+9cW6qnfNWbZzTqtPM+c5NBFtM4cS+GLA0sAYwC3gsIl7K7XVnlhpknXRpUrB9RHy27JiaRW6LvQ6wJvA20o+cFYD5wCciYk6J4Q2qnHy+QWoe8F7gn6TvxrqkH3wHRsQVpQVYAkljgeOAQ4ELImKrvPx2YGP/mLH+6KT80xvnpv5x3qqOc1ptmjXf+QpW61mIdDI6lNREYx1S04QXJM0E/ga0RYIr1EwsB7xX0t+Ba4F7gXsjYkoHNysQ6YfNfOBu4I/AKGBkRMzphONSeI1bAe8CDge+RToOd+cfQFsDxwKdloxmATcA5wLTJb0N+DDwaP6BvFDh+2VWrY7JP71xbuq3js9bvXFO67emzHceRbDFFC6z7wV8EXiV9EWbC2wDvAJtN9rMFcCewERgBPAh4AeSVui0k3Fl2FZSG+OTgOuAsRHxNPB4pSNshxyXymd8W+C3EXFXRDwTEXey4Nw2E7illOhKlPvAnA5cAswGjgRGA0eUGJa1uA7NP71xbqqC81bVnNP6oVnzna9gtSBJKwPTgeeAZSLilLz8YlIn23Y7Ub0MLAZcD7wADAHWzSfnjlKohfliRKwt6WZSB3OAP0n6SkTcXVJ4g6pwLJYHXi3WUsWC0cweBo4pIbxSSVqHlGBuBM4HZkfEo5X1vnpl/dWB+ac3zk1VcN6qjnNa/zRrvnMBqzWJ1OFxKeA2SYeThspdPreDb/nL7JVRciTtB+wCrEfquPgK8KOIuLjM+MokaW3gTknLAfMj4oG8aiXgnvIiG3x5aNalgR2BkZLuJyWgRyNiak5KL5YY4qAp9AvZCvgcaSjtyRExQdIYSWMj4pGSw7TW1/b5pzfOTf3jvFUd57TqtEK+8yAXLUTS5sAdpPbLrxfa4/6AVJv4m4iY2A5DeBY6U98K7B0Rd0taCdiH1Dn2y9EBQwF3R2nelf2ALUiXww8F9gfeHxG7dFL/GkkLk/qCLEc6wa5AaqrzUEQcV2Zsg63ww+8kUtMlAdtGxJclHQmsFhEHt/sPYGuMTso/vXFu6h/nreo4p1WnFfKdr2C1iNymfUJE3CTpaOBxSZNJHR/fXdy2HZJbTmAjgJfgjdqKJ4EfSbqP1CyjI5NYRMyQdD4pma8OnEyai+bYUgMrQe4YPQN4KiIulzSMVKM8DBbUcpUa5CApfO8XI3X6PRQ4NS9bG7gy364MVGBWlU7LP71xbuof563qOKdVpxXyna9gtZB8Un+ZNK7/GFITjZdJbZkfiIgzy4uu/nJS/wKwOelkHKS5Vj4UEe/t1Jp4SUsCS0TE45JWARYp+1J4WSSdALwOvA94hjQHz83AhVGYxLKTSFqdlGx2IXXA3wj4LLBrRDxRZmzWujot//TGual2zlvVcU6rTTPnOxewWkShvekYYGq+NLoqsDFpYsMXI+KH7XBil7RhRNxRuH8IsDOpWcFU4NJcs9MxNTmF938TUnvjjYHFgf8BVwFXRMS0EkMcNIUmOmuRRg76CvA70pC2x5BqRXeKkmZvL0Ph8/Eh0twpM4FPkkZ5ex74Z0T8s8wYrXV1Uv7pjXNTbZy3quOcVptWyXduIth6jgHOJJ3Ip5JO6m/MGN8mye1QSQcBZwC3AedGxC8lLRIRr1U26rAEVhm+9QBSZ+p3AuOAHfKyzYBDOiSxVy75vx/4V749JSIulbQMMCYiXm33H3s9eAdwV0T8XdI/gLHATPcJsTo5hvbPP71xbqqN81Z1nNP6p6nznQtYLSKX1ocC74qI/QBy29x5wK+B75R9ObSODsqv90LSifhcpXk07pR0U0ScVHJ8ZXhvHk3oGeDa3FTgnvx3ohbMM9L2J99C2+uHSU0nViGNYgapNr3yQ0d0wPGAN/2gGwesKemeiLiddIzMBqTD8k9vnJtq47xVBee02rRKvnMBq7WMAR6QtGJEPBURcyUNB7Zup+SWE9h7SBMQfia3/R8HbAeMhDfNeN72JC1Lms19DukEu1XuA3AvKXG9WjlBt/sxyQl5S+CeiLiksHxXSfeSapU7stN0PhfcBHwQOEHSbNLw0TdExN9KDc7awRg6IP/0xrmpes5b1XFO659WyHfug9VCco3hkcC6pNFSViJ1sh0REZ9WGwyPK2kc8Bjp9Z0UETcU1q0HPB0RM8qKr0ySRgEbkpL5pqSOsI8Dl0XEWSWGNmiU5lL5DilBPwHcDjwYEfcpTYD6dKt/B2rV3Q86SWOBDUiJm4j4pn/42UB0Qv7pjXNT/zhv9c45rTatlO9cwGoxSnMkfIE01OnrwCPAWRHxWDu0Y5a0G3AEKYmfRZqV+7pIQ7yeA3w/IiaVGOKgkzQ0IubljsLPR8TDeflapNqb5yLiD+3w/vdF0vKkdtbbABNITZQeItWSPkiqvbqxvAgHnxbMB3ImsAzwV+CSiJhecmjWZto9//TGuak2zlvVcU6rTSvlOxewWoSkIaRhYNcjtc29jvT+zSo1sAaQtBmpM/V1pJPOqsBc0uzvm5UYWqkk/QR4F/Bf0g+bW0gdPJ/P60uvsRks+QfN30k1youQhmVdFTgyIq7upGNRIek4UqffoaQfgc8CFwF/j4iryozNWlsn5Z/eODfVznmrOs5ptWmFfOcCVpMrDEc5Afgoqb33rIj4cK4ZGh4R15cbZf30cPl3RdLrfjEibu+kGq/K8ZC0GnAScCtpGNI1SCMOXQBc3yxtjgdDbnt9e0Ss02X5OcAhEfFUOZENvsL5YXPgsIjYIy9fFDie9L15BfhGRNxbYqjWgjot//TGual6zlu1cU6rTqvlOw9y0Tp2BX4FrEOaBR3gE8CiwPXtcGIvnJQ3Bz5PmlvkKuDGiLi2sl2rv84aVUYN+jAwOSKOhjdqlL9Gatt+qKTXI+If5YU56C6VdDFwInAHaTb3jTowEVV+8G0CDHtjYcQrSiOdjSfNcn8UaZ4Qs/5o+/zTG+emmjlv1c45rW8tle8W6nsTK1PhhD0bWBrYD7g4L3sb8O/Bj6oxcgJblNSJ+HzSJfL/AyZLukrS0mXGV5LKCeUZYB1JW0laOnd6HUK6JP5bYNuyAhxskSZbPAb4D7A9qQ3274H/B28k8Y5QqFH/M/CCpNMkbS3pbaQfMo+SEvUjZcVorauT8k9vnJtq5rxVA+e06rRavvMVrNbxc+AQ0lCwi+f2p0uRJqVr+ZqzQg3oe0jNCf4L/DsiPiDps8B7IuK5MmMsQ+GE8jdgLWBf4AlJWwJLAPsA3yY1uegIuTnFc6ST7GrAT4CXKm36O3HEpYh4SdIRwIGkH4EzScfnEuBk4Dclhmetr63zT2+cm2rnvFUb57TatEq+cwGrRUQasvOPwMKkGdAfJLVBfakdOj8WEvRawLWkzosv5WUvA1PgTcmu7UnalFRrfFVEvAZ8V9L7SPPR/IE0n8hTpCvRl5YU5qDKNcW/JA3H+m/SMViWNOrS8+VFNvgKzZZGAO8E9gBOiIj/J2lYLJin6AfN0B7dWle755/eODfVxnmrNs5p1WnFfOdBLppYl46iBwMzSJPO3RURM4vblBlnveWmGMsCR+dFmwM/iogzOymJSdqW1NRiFPALUrOBfwI3R8TTZcY22AqdW/cFdgYOJTWl2Iw0stmUiDi4zBgHmxYMV/sT0g+W9wP/i4hvKA0p/XBE3FJulNaqOjX/9Ma5qW/OW9VxTqtNK+Y7F7BagKRbSDU9S5I6GI8H9omI/5YaWJ1JWoz02u6MiNeUhsR9O2lY1zsiYk6pAZZI0tbA+0gn4JVJV5/3jYhrSg1skBSS0dHA1Ig4rcv6lSPiiU76kVP4AXwN8DFSLeipEXG5pL8Cf46I8zvtR7DVV6fkn944N/VPp+et3jin1aYV852bCDapwodpA9JM3kcW1n0cOIjUFrzlFU4guwM7RsQe+fXfLOlB4OWImFtymIOueKKIiOtIc6/8P0nDSAnr3q7btatCglkGOEDS2sD1pB83j+REpE5KRPn8sARpXiKA0RFxeb49Drihsl0Z8Vnr6qT80xvnpto5b1XHOa02rZjvXMBqXpVhTlcC5kj6AHBLpCE7Z+Tl7dLuW/n/NsDEfHsJ4AVS05Q5wE9LiKs0hcvh65M6A69OGhb4buAu4D+RRh5qqhNKI0lamDT61O2k5ifvBT4s6QVSf5BW/x7ULCJelHQGKTEvJ2knUrOlxyPiqU7/EWP91kn5pzfOTTVw3qqNc1ptWi3fuYDVpApfrE1JNRz7AespDUc5hNRZtC3EghFyniHNq0JEvJCXbUOaqLATkvkbCsfkYOAB0uXwd5BqAA8EzszLOkZEzJH0P+B/pGQUwFhgsdzUoqlOro0k6f3APNIcMxdL2gX4CGmo2stIw0jDgh/KZlXrpPzTG+em2jhv1cY5rTqtmu/cB6sFSFqFdJIaR5p7ZEngYVJN4ikR8WyJ4dWNpJWBK0hDbv6bNCP3h4AdIo1G1DEkHQDcCXwV+FZETC6sW4X03X28ExJ7oa36J4HPACuQmgPcCfwamNvux6ArST8i/eB7iTSx4l3A/RHxcGEbJ2cbsE7JP71xbqqO81Z1nNNq06r5zgWsJlT48m0JbB8R38/LV4qIJ3Mt4juBdSLi/0oNdoAKbf1XAV4k1VLsQBoh5nng58146beRJC0FfId0hXll0vC2J5PmYLknIl4pL7rySHqYVGs8B9iaNOrSBRHx81IDK4GkZUnH4jOkH75Xkma2f52UpH/RKd8Xq69Oyj+9cW6qjfNW7ZzTqtOq+c5NBJtTpd33vizoEHok8HVJ/wU+EhH3lRVcg3wUWB+4n/SavwnMzu25Oy2BvUhq178SsCpp9KpxpFGrhkq6LSJOKjG+QSdpQ9JIS4/nRedLuoLU0b6jklHu5/CMpFHA7RGxS+4gvQ3weeDe/MOw0743Vh+dmH9649xUHeetGjinVaeV850LWE2o0I55XeBoSR8hnbBWJbVffg9waTN+oGpViP9+YC7p5PwBUk3Oo5KOiYgZZcVXhtw04NH8d6PSEMGr5L+30ZkTWz4NPCDpKOB0YDHS5+QBWNC5urzwBlXlPV+XNOErEfEA6fiMBGbn9U3VHt1aQyfln944N9XGeatmzmnVadl85wJWk5I0BPgXqb33EOATEfGCpPGkEWfaahSeiLgC3mhmsBapk+xCnZzAKj9gIuJlYHL+u1rSUHhTR/S2l5sm/Qr4EmnyytmkZhWVGtG2+S70pfC9/ytwYv7OTALmk2rbD61sOvjRWTvotPzTG+em2jhvVcc5rTqtnO/cB6vJSdoIWDIirpG0HXBcRGzVDrWHWjCk6y7AcODiiJid120L7BURB3d6jVehT0TLv+f9IWlR4OCI+Gm+vz6wVHTQRKc9kbQJMIE08MA6wIURcXK5UVm7aOf80xvnpoHr9LzVG+e0/mm1fOcCVpPqeuJWmqRvBLB8RDzYTid2SYcCe5EukT8J3Edqu/3PiDipUy+VS1omOmCErp4UEvSHgUMjYodCx/OlgFUi4t6y4yybpGWAERExtexYrD10Uv7pjXNT7To9b/XGOW3gWinfuYBlpZA0HFiu0METSasBW5LmzLgBODs3M+gYhRPwnsAuwMeAd0fEjZJGVGpRO0HhWPwCeDgifipp0Yh4RdJXgXUj4rOuIU18HMwGzrmpds5b1XFOq59WOEYLlR2AvZWkpfMlYyQNkaS+HtOCtgMelPRvSd+T9EHg2Yg4JyIOiojfd2ICK9QKH02amPEBYGpuUvArSaNLC26QFY7Fv4DxktaIBUP9vhO4NN9ux+9Hn7qeF5o92Vhr6JD805vtcG6qifNWdZzT+q8V850LWM1pQ+AoSWMiYn4rfJBqkWseLomIxYAbgd1Jo+g8IOlGST/INYYdpXICUZp/5g5Ss5SXI2I6qUPnphExrcQQy/IvUgfW30q6RNJlpCGBL4PO6TQtaaH8/12SDuqybkg5UVkbauv80xvnpto5b/WLc1of2iHfeRTB5nQrcD1wsaSLSR2Lny45prrJ7Y2HRsQ8YE1gQkTcI2kEqQbsIOAq4LFWuAxcL4XXOYP0/n8NmJiXHQTcDR05fOtrwHHA4qShkpcAzuvAJFSpwdsHuK/L92grSTMj4v4S47P20Nb5pzfOTbVz3uoX57S+tXy+cwGrCeX2yidKOhv4CLCvpD/nGqG2EBHzJK1Iqi19Ni+bDRyemxVcnZd1YgKbRhqy9SPA4pLWJM0FcVpe3/bHpNBW/UBgFPB+4KiIuDx3ch1KGtK2k1SS79os+CwMBeYBRwB/BO73Dz8biE7IP71xbuq3js9bvXFOq1nL5zs3EWwShcvsK0jaVdLWwJ7572jgXKUhY9vJTFLzi29IWkvSKkqjNm0aES93Utv/Lq/12Ij4bUSsDexNqjE9LCIuhc5oPlB4jZ8mtUsfATyWlx0NrFxGXGUqJJEzgU9KWikiXpW0CrAacHmX7cyq0qH5pzfOTVVw3qqec1pt2iHfeRTBJlEphUv6KPBF4DngfFIp/lXSTPJ7An+KiAtKC7TOJC0OHAl8mDQM7h3AlRFxYSc1KVCakfztwA7AOyJi62LNjKTdIuKcUoMcZJLWA34cETtJuiHS/DvDSZ+R8bmpQEfINZwvRJqbZwnSZJTvJPVxuAO4LSK+38y1eda8OjX/9Ma5qW/OW7VxTqtOu+Q7NxFsPrsAH4mI5/XWuUg+Rhoqti0SnKRRwMeBv0XENyWtHhGPVtZ3WAJbFFgF2BWYLukbwMuS7iINebsEcE7Xz0Sbexq4TdJZpOYnADsCj+RmPJ10LHYFzpO0DqmJxGdI5+/VgbkRMRmauzbPWkLH5J/eODdVzXmrNs5p1WmLfOcCVpPItYfDSG1wK7UYC+Vl8/IJ/XukNs4tq1BTuj7wLdJrPRwYDQyTtF1EXFlmjGWIiMcknU6qLZ4BrEpqezwWWJoFbZA7pmlKRMyQ9A9SLbIk3QI8CPwsb9IxxwKYFhEzJX2R1JTkBVKt+t3ADEnDImJuqRFay+qU/NMb56baOW/Vxjmtam2R79xEsAkUOj/uQDoh/Toiji07rkaoNK2Q9DVS85Prgc9FxD5KkxTunG839aXfRlEaAvjtpMksXwBWiIhHyo2qHJI2iYjbJK1A6nA+HZgVEU+VHFppJK0MLAtsALwNWIHUbOKLnfh9sYHrpPzTG+em/nPeqo5zWm1aPd95kIsmULgkPAW4Avi0pJck3SDpR2qjSfoKTSvGkIYD3hu4KC/bBKgMu9kxn03lOR0k7UYa4vZnwC8i4iVgMUljSwxvUGnB3BfvBY7Ji4cAm5N+4HRcIiock6GkWuFRwH8i4hjg68BJuebdtZ9Ws07KP71xbqqN81Z1nNNq0075zk0Em0hEPAjsD5A79u1EmkdiY2Bam7XP/QHwDWA34HRJOwHvIs0CDwuG6OwElZqYjwE/B6aSamkA9iPVcv20Q2pOKyfNHciTLgLfJM0V8kSHdpquHJPf5/9zgS9KehF4lNQBuOnbo1tz67D80xvnpuo4b1XHOa02bZPvXMBqErmt+/akZDYZuDt/6d744rVZcptOqh0cAfyVNKTrtyLiLmiNL08dVV7rssAjpL4Oh+RlGwGX5NsqbNuWCrXIKwLPSToXuCkiDpF0CqnTNB30Y4/cbEmkZhIfIE1SuTKwFrB1mbFZe+jA/NMb56bqOG9VwTmtNu2U79wHq2SFdt/7ANsBa5A+SNOBYcDPIuIPJYY4KCSNiIjZnVzbJen9pJGr3kPqKLw78BVg604btUppos9DSMn76Nzh9U7gQ8XRvDqFpCVJVxf+RfrxWxkGeXhEvFpqcNaynH/65tzUO+et6jinVa9d8p2vYDWPnYETSEnuZeDvpNqzxaC9ajcKozUNgVRjERGz8+2OSmCS1gVei4iHI+IySauTam4eItUAHlOp0emUY5Nf61OSTgSeza9/I+CvnZaItGC+na1JP2IOAE7Nifkh4Iky47O20TH5pzfOTdVx3qqNc1p12i3fuYBVskINzwqkD8/WpFrDpyQ9TOpsC21yiV3SCOAjpAkrXbuVjsW6kmYA9wHXRsRvJS0cEXNgQdIvM8jBVHmtETGzsPgOUtOlTlP5UXs0cCLpqsK7gA8BywOHAteVE5q1uk7LP71xbqrJR3DeqppzWtXaKt+5iWCTkLQqaR6JvYF9SV++9wHrRwuM99+XQs3g9sBeEXGApKHR4TOXS9qQNM/KaqTmOcuR2qxPJc37cHpEvFJehINP0koR8WTZcTQLSYsDp0XE7l2Wbw7cW6lhN+uvds8/vXFuqp3zVm2c06rXTvnOV7BKJOljpJnQL4uIqXnxbyXNInXqOz8i5rZJ84yFSCMMLU+aKM4nHCAi7iD9mAFAaebytYF1gVU6LUnloX1/DHysTT739bA28E5J/wVOB66LiLsj4qZWGKrWmlOH5Z/eODfVyHmres5pNWubfOcrWCVSmqV6b9IoMrNJlz7PA26MNJdE211ml3Q+qRnKQ8AFwOXA7ZVmBZ2k0MF8JeBTwHqk43FZ7gC7YnTIHBlaMNnpB4EdI+KLZcfULCSNBDYjfT5WJ80Lsgzwq/DwvtZPnZh/euPcVB3nreo4p/VPO+U7F7CagKTfkC6vLwZsQao9vBHYPSJmlRlbI0gaDrwb2JM0+/sIYN1WGh2mHgpNU64GrgbmAFuRhkr+XEScX2Z8g6lwLA4gjUD1T2AiafLT6Z3cXCd3uF8CGAm8SBqFan3gtoh40LWiNhCdln9649zUN+et6jin9U875Ts3ESxJoRZoO2DFiPhIYd2XgXe2S3Ir1OSsSKqVeD/wh4jYL69fOSJe7aTaUkgdX3PH6tcj4qjKckkbAD+W9J+IeKG8CAdP4X1/DvgDqW3/rqQRzV6T9MsuHYQ7gqTlga+R5gO5OyL2VJpw8YFKgm6VZGPNo5PyT2+cm2rnvFUd57TatVu+W6jsADpVYZSilYGF82XRigfzH63W5rQP3yUNA/xeUu0gkiaQR47ppAQmqfLdW5M0m/vukpbKy2cDIzs0Sf0D+BnwLdIkp/cB8zstEeVaPEhNuOaTvjuL5WUTSG36zfqlQ/NPb5ybquC81S/OaX1o13znK1gli4gzJa0PnCTpn6RC7wHAaXmTSgfcllWocdg6IjaQ9D7g5rzsK8DhQEe12S4ck81Jl79XJTWxGAYsSTohF+eFaFuF2vTtScOxfhE4KNKwvze2+yhmPah8PsYBZ5KGqv1XXvY2oNJHpu0/H9Y4nZB/euPcVBvnreo4p9WsLfOdr2A1h/8HnA1sS+rc923gLHhTTWNLk7QycLPScMAREfdJWhhYmgUJraPkZienApsAB5MS+QqkCRs/KOlYYJUSQxwsldrhbwGnkj77L+ZlP5W0QylRlUu5VvhqUp+QfYBrJS1HSj6X5u1cs24D1fb5pzfOTbVx3qqKc1pt2jLf+QpWCQrtvkcC7yB9gG4CvhUR0/M27dY040ng+vz3hKTdSSfk+3Ob7pbpuFhHw5XmE9kYmAmcT5pcbziwA7Aj0PbD3ebvwjBgYeBeUvOTq/LqLYFfQeeMaJZfZ+W7cFbuE/MC8GnSnDP/jYiroLXao1tz6ND80xvnpto4b/XBOa167ZzvPIpgCQqXj08jXVa/ljT2/xqkkVN+ERGnlxhiw+RO1VsB44G7gd9GxDOdlMQK7/9BpBrAiaTKjmWBRYCrIuJ3ZcY42CQtAXye1AF4x4j4kKR3AydExOblRje4JH0d2A34O3BhRNwpaRlSk5xHImJaqQFaS+vk/NMb56beOW/VxjmtOu2c71zAKpGkc4GvR8RDeVSepUkT9T2cl7XNiV3SZsBSwDPAXOCednlttarUWkk6HrgmIi6QtAawErAO6f2/StLQ6KChXCWtBfyWVMM3kdRp+n8R8at2+i70RdJo0g+9vUm1xM8At5Pm5rkjIiZ30vGwxuik/NMb56bqOG/Vzjmtb+2c71zAGmSFk9TywHHAFRFxVtlxNVKutfkh6XL5VGAWMI10ormozNjKJGk3YC3gh8WTR6ueTPqj8H34CTAxIq5Qmvl+G9IM7pNLDrE0kn4J3A/cQerv8FlSbfE7ImJKiaFZi+rE/NMb56baOW/1zjmtf9ox37kP1iArtLddG3gf8D5J+wD/Bi6PiNtLC67OJC2Zh2x9D3BaRJwiaRXSCETvI40Oc1EnnZgLJ981SKML7Qp8XNINwGXA1RHxbKlBDqJ8LARMBw6UtCNwRkScUXJopSj0j9kJWD8iDpE0FLiGdIxWbdVkY+XrpPzTG+em2jhvVc85rXrtnu9cwCpBbst8HTBW0lKkUVM+DHxT0ncj4qdt0vnx25LmAGOA2bnpwHRSp9g3ZnvvsAQm0kg4ewFPR8SI3PZ/Z+AHwCRgrzZ5/3tVeY35dZ4gaV3SD55PS3oO+EtEPFBqkIOs8F2YSepwPz4i7gGQNJzULt21xdZvHZR/euPcVBvnrSo4p9Wm3fOdC1glyB1FNyF98UYDtwCfj4jPSFq83OjqQ9IiwG2k4VsXI40Is66kKaSJ9u6ufJE6TCX5LE06DkTElcCVwNeVhgeGBQmtnS0EzJf0K2As6XvwdtJJdQVgHvC9Vj25DtAtpM/HREnPAFNIx+tPeX0njfJmddQJ+ac3zk394rxVHee0/mnLfOc+WIOocJl9PPBr0hwbt5KaJQRwRES8VmaM9aY0VOlCpDbbm5BOOqsBsyLiiDJjK4vSfA8nATsBl5BGrLqLlNhnlBlbGSR9DvgEcB5pzpBlSZ+T+yLi6U6uFZW0KGlUs02BiyLiiZJDshbVifmnN85NtXHeqp5zWv+0W75zAWsQacEwp98BhkXEkbnGcDngWODWiPhJuVHWR2UkIUmHkpLYJRFxf163CrBIRDzSiSeaXNu3FqlGa11gFGlixuci4qtlxlYWSesBR5KGif4d8M+ImF1uVIOr0B59beC9pGGzXyTNo3Iz8JJ/yFh/dVL+6Y1zU/84b9XGOa13nZDvFio7gE4SEfPzzaeB1/OylyLiMdJs6AFv1BS1tFgwTOs44FDgTEm3SfoNqcb0pdKCK1lEzAGGkUasupo0SeOJwDnQGZN8Vj7jkj4m6SLgnaRhbF8EziAlpk5Ted+/BqxMmgB2Q2Bf4Mx836xfOin/9Ma5qX+ct3rnnFazts937oNVjj8Al0valnSJ/XlgI1ItB7R4G+ZCU5SxpNrRPYBHgA2AbwNfBj4i6SsR8VxpgQ6ywnE5FngHaZLPx0kdPP8vImbCm0b6aluF9ueTgL8By5AqfE4HbgQeggW17iWEOOgKr3OLiNhY0hbA8aQEfQLwACz4HJUUprW+ts4/vXFuqp3zVnWc02rTCfnOBaxBUjhJLQ8MiYh3KM3BsTHpsvtBEfEQtMWJaiFgPmmEoSERcXNefqXS7OYbkWovjiLVXnSE/P6PBD4eEWsDSFoH+CJwgKTj2+C9r0lEPJyPyTxSW/5XgQsL6zsqEUlaAbhBaeLXhUnNtuZJWgl4GNri/GCDrMPyT2+cm2rkvFUb57TqtXu+a+umAE2mcqw/A0wAiIirIuLEiDiUNGpKWyicQC4DFpH0OaXhgCHNofEkaUK54WXEV4ZC84nxwBRJi0oaltv+/wDYs5VPJLWoHAtJ60j6MylRHwtcnTsHd6yIeBr4JvAK6fvzjKTLgEci4pV2b75lDdMx+ac3zk21cd6qjnNa/7R7vmvp4FtM5fLxbsB/IHW2zf+PJNUktjxJC0kaDRBpxvLTSLWFN0t6gNT85MK87F+lBTrICknoNtJM5d8C1pG0fb59BaTmA+VEOKgq553dSX0/DoyIHYHDgK0lbV1aZCUpJOidgOERMT8ifkgaSvvnpIRt1l8dkX9649xUO+etqjmn1aBT8p0LWIMkX2ZfDJhBaptb7Gz7KaClh6MsGA9sK2lJSZ8ljQjzKVIC3yEiDgZeIHX+vKi0KEsSES+Q+josDvwQ+CTwKHByZZOSQhs0hVrk9YHrIuKlvPwa0ut/G7R/Z/uiwg+Zb5OallSW3wLcQ6pZ98Sn1i8dlH9649zUT85bvXNOq02n5DsP0z7IJO0LfAD4GakP3HbAthGxQyt35qvIbY9fB1YFvkrqsPgyMJ3UDOWuiHiwtABL0KVj9Zci4st5+eLAcpFG8eo4kjYnfQ8uBM4HKm3Vd42I+9vh+1CNwudjc+CEiHh3lz4zJ0XE7mXHaa2v3fNPb5ybauO8VTvntL51Ur5zaXqQRcQfgGtJnWgPBBbJt6FFZ6vuYm1gqYiYRBoC91TgTtLIQ7uShuPsNJXv2QeAJQAkLZJruZaQtENpkZXrZtJoQRsA/wB+DxyZ2/e3dOfWWhRe5yLA7Jx4KgMQvZ00SaVrP23AOiD/9Ma5qTbOW7VzTutDJ+U7jyI4iCStRWrffT+p/fcSEfFkZX3LXw5NNVv7Aa9LeoV0snkA+EdEvJhrEF8oMcSyVN7XrUnNTwDm5P/7k2q5LleeeG+wgxtM+aSp3OY6SEnoH3nd1qShfztOfu+vlXQ5cBBwhaT1gS1Iw/xC+/8AtgZq9/zTG+emfnHeqoJzWu06Jd+5iWCDFS59rkmq2ZgNvCciRksaA7wtIi4pNcg6UZrpfQNSzcSupOYn15FGZHoOuCEi/lZWfGWT9F7S0L+/AP5NSlbXAl+NiBs7rflA7hg9hDRc8iuSzgLOjoh/dNqxqJC0DOlH8FakfjHnAFMK/WXMqtZJ+ac3zk3957xVPee02rR7vmv5S3AtoFIK35FUa/Zd4Pq8bHPgS9Aes6BHxJyIuCUiriPNNXIFaeK4i4FnSMmtLS799tMNwNWkmtSrSCMzTYyIG6H9mw9IWkvSfyTtK2n5XOM3JyJeyZu8i/Sjp+2PRZGkhZXm/YD0g28S6TxxM/D2dkk2VoqOyT+9cW4akI7OW71xTqtdJ+U7NxFssMKl85VJo6N8Fbg8L1sXuCXfrkyA2C42I9VwPQY8lkewAtq7KUpvIuJlSScBo0idqxeKiCnlRjWoZpF+3B0A/FzSLOBKUpOAV4GnIuKpTqrpk3QCsDowQtLawD+B95FGerseuCBv19HNcKx/Ojj/9Ma5qQbOW71yTqtBp+U7F7AGz89JtYU7AudJ2o/0wfpqXt/SH6bcvv+3pI7DN5LmNphUWR8RL5cUWqkqJwpJR5Pask8mjVg1FZgm6dmIeL7MGAdLRDwLHFm5L+ldpOY6JwHrAWfkVUMoDN3a5oaTmi59HriVdB54B/A5UjOcRcE//GzA2jr/9Ma5qXbOW9VxTqtZR+U798EaBIWT1XbAx0jzbtxO6mD77xJDq5vclvZrwLbARsAIUpvty4GLY8E8ER1H0qKkk8lBpCGC1wJWAJYGvhgRs8qLrjlIWgRYLCKebZfaq2pIWpqUXA4CTiHNK3MDsH5EzOnloWZV6YT80xvnpv5x3hqYTs1pvem0fOcCVgNJGhIR8yUdCMyJiNPz8sWAV3Ln47b84knaCtiT1Jl4A+CIiPhRqUENssIPmy2BfSPi84V1SwDjIuLW8iK0ZpHbpH+RVFs8MiLWKzkka3GdnH9649zUO+cta7ROyXfu0NlYldLrbsAjuXPf2cDzwHGSRrRrcouIGyLiSxGxEbAYaT6ITutEXHmt6wN7Sjpd0s65M+yLEXFrhx0P60b+QfMkqTbvUuBxSYfk2j6z/urY/NMb56Y+OW9Zw3RSvvMVrAbLl4lviYj1JX2TNFrRccBFwCcj4olSA7SGy0Mkb0OqLV0FWJzUJvuwiLivzNis+Uhah9Rf5EuuKbaBcP6x/nLessHQzvnOg1w03jDgOkm3Ao8DnybVmi3n5Na+Ch2rTwcuLDTPWRQYTxoi+bGy4rPmFRH3S9rWo05ZHTj/WNWct2ywtXO+8xWsQZDbvO9ImkDtNklHAutGxN6VdvIlh2h1VuhYvQ2pY/VM0twr5wL/6sSmOWY2+Jx/rFrOW2b14wJWA+V2ytG1ZC5pBWDRiHi0EzsZdyJJ2wAfB95LGr716xFxfLlRmVm7cv6xgXLeMus/F7AaoGvSkiTSsXYis0pzixERMcM/cMysnpx/rBGct8xq45FgGmNnSX+U9B5JC+caROVEZx0uIl6JiBn5tpOUmdWT84/VnfOWWW1cwGqMm0gzxu8G7FVp596OnfjMzKypOP+YmZXMTQQbSNI4YH/SMKeXAH+PiCd8ed3MzBrJ+cfMrDwuYDWAJBVrCyVtC2xPmuDxz3mSNTMzs7py/jEzK5+bCDZAJblV2rxHxNXAT4B5wN8kfafE8MzMrE05/5iZlc9XsAaZpFHAihFxq5tqmJnZYHH+MTMbHC5gNYik5SJiVtlxmJlZZ3H+MTMrl5sI1lGlSYakscBXJS3ZdZ2ZmVm9Of+YmTUPF7DqqNCxOIA1gYsl7dxlnZmZWV05/5iZNQ83EWwgSe8BDiLNS/IXD5FrZmaDwfnHzKw8Q8sOoB3l+UcWBe4A7gV+AKwp6aiIeKbU4MzMrG05/5iZlc9XsOqkMveIpPWBA4D1gCWAM4EVgVWBzYEDIuKG8iI1M7N24vxjZtZcfAWrfkRq+74H8GhEfFXSUGDRiHgRQNKXgYMBJzgzM6sX5x8zsybiAladFNq1r0ua1JGImCdptqSFI2IOMInUZMPMzKwunH/MzJqLRxGsI0lLA0sCH5G0FKTRm3JyA7gqIi4tKz4zM2tPzj9mZs3DV7Dqa0XgKeDzwBaSngQeAq6LiIc8VK6ZmTWI84+ZWZPwIBd1JGkRYDgp0W0MjAXGA/+MiL96iFwzM2sE5x8zs+bhAlYdSRoOTADuBu7OozotDcyvdDQ2MzOrN+cfM7Pm4QLWABWGx10XOAp4Ffgw8AJwG3B5RPymzBjNzKz9OP+YmTUn98EauIWA+cAuwD3AZFKSOwU4GdgUwM0zzMyszpx/zMyakEcRHDjl/1sBFwKbAfdFxO3AROBveb0vFZqZWT05/5iZNSEXsAYoIublmz8HHgceBUZL2hTYF5hZVmxmZta+nH/MzJqT+2ANgKTxwHrAlRExo7D8VGBZ4H8RcVxZ8ZmZWXty/jEza14uYA2ApA8D+5P6sj0F3AncEBE3us27mZk1ivOPmVnzcgFrACQtDiwCfAHYgdQ8YziwKDADOC4i7i8vQjMza0fOP2ZmzcujCA5ARLwkaSFgR2A3UofjZYGvkY7t0yWGZ2Zmbcr5x8yseXmQi36SVBm9aTPg1Yh4IiKmR8RdwPeAeRHxbHkRmplZO3L+MTNrbr6C1U+xoG3ljcALki4H/gBMItUmDgOQNCQi5pcSpJmZtR3nHzOz5uY+WHUgaQQpqW1Caq7xN+C3EfGIOxubmVmjOP+YmTUfF7AGQNJQYCVgOVLn4mci4sFyozIzs3bn/GNm1rzcRLAfCs0uPgYcATwD3E1qqvEMcHNEXFNmjGZm1n6cf8zMmp8HueifymW/XYCjgQ8C5wNPkiZ+HAlv6ohsZmZWD84/ZmZNzlew+qHQpn0x4KmIeA34d/5D0sJ5O7e/NDOzunH+MTNrfi5g9ZOkFUhzjlwk6SLgZuDaiLgjIuaUG52ZmbUr5x8zs+bmQS76KdcSrgCsAawJbABsDPw3Ir5VYmhmZtbGnH/MzJqbr2D130KkBDcXmAxcQGr7/hqAh8c1M7MGcf4xM2tivoLVD3l43BOB7YC7SKM4PQ4cn9vDm5mZ1Z3zj5lZ8/MogjWQVDle7wfWiYj1gM8C5wDvAD5aVmxmZta+nH/MzFqHC1i1qVzuGwU8AhARL0TEv4HfAx+GNyVCMzOzenD+MTNrEe6DVYPCsLeXAdtLOhq4ElgF2B04N6/3/CNmZlY3zj9mZq3DfbD6SdKmwB7AksAQ4A7gdxHxcqmBmZlZW3P+MTNrbi5gVUnSkIiYL2lnYI2IOCkvHw28GhEzy43QzMzakfOPmVlrcVvt2u0BzIM0mlNETAM2krRBuWGZmVmbc/4xM2sBLmBVKSLm55tjgZvz7crxOwIYAyDJ7d/NzKxunH/MzFqLC1i1Ox34nKQ1I2KOpHHAisAV8KaOyGZmZvV0Os4/ZmZNz6MI1u48YH3gn5IWJtUm/jYiXpG0UES8Xmp0ZmbWrs7D+cfMrOl5kIsaSdoKeBW4i9QsY05EPFZqUGZm1vacf8zMWoObCNZA0h+AjwDnA0sDTwEjJPlKoJmZNYzzj5lZ63ABqw+VTsOStiQltT8B0/OwuMsC34qIeeVFaGZm7cj5x8ysNbmA1bfKqEzvBCYCKwC35GWbkiZ6RJKPpZmZ1ZPzj5lZC/JJuQ+FTsNnAZsAvwfuy8t2IyU9WJAIzczMBsz5x8ysNbmA1Qsli+cJHacDZwOXAh+U9BhpBKcz8+YevcnMzOrC+cfMrHV5FMFeSNoZGAecFhGz87INSMnsUeAlzztiZmb15vxjZta6PPpQ7z4F/C8iZktaDPgGsAGwOPCTiLi41OjMzKxdOf+YmbUoF7B6txFwcL59ELA1cAowH9hf0r0RMaWk2MzMrH05/5iZtSj3weqBpOWAR4BNJa0O7A/8MiLOjohzSU03XigzRjMzaz/OP2Zmrc1XsHoQEbMknQ4cBSwGPBgR/wCQtAnwckQ8I0luB29mZvXi/GNm1tpcwOpFRPxN0qR892kAScOBTwDX5+ULkZpsmJmZ1YXzj5lZ6/IogjWStCywLjAlIh53DaKZmQ0G5x8zs9bgApaZmZmZmVmdeJALMzMzMzOzOnEBy8zMzMzMrE5cwDIzMzMzM6sTF7DMBkDSfEmTCn9HdLPNdpIuqvPzbidp68L9gyXtU8/nMDOz9uO8ZdZ4HqbdbGBeiYiNS3je7YDZwHUAEXFyCTGYmVnrcd4yazBfwTJrAEk7SbpP0rXAxwrLj5H0tcL9uySNybf3kXSHpNsl/TEv20XSjZJuk3SFpBXz9gcDX8m1j9sU9ytpY0k35H39Q9IyefmVkn4o6X+SHpC0zaAdEDMza2rOW2b14wKW2cAs2qWpxe55MtDfArsA2wAr9bUTSesB3wTeGxEbAV/Kq64FtoqITYCzgP+LiCnAycBPI2LjiLimy+7OAL4eERsCdwJHF9YNjYgtgC93WW5mZp3BecuswdxE0Gxg3tLUQtLGwCMR8WC+/yfgwD72817g3IiYCRARz+Tlo4GzJa0MLAw80ttOJC0FLB0RV+VFfwDOKWzy9/z/FmBMHzGZmVn7cd4yazBfwTJrjJ5m8J7Hm793w/N/9fCYXwC/jIgNgIMK2/fXa/n/fFzBYmZmCzhvmdWJC1hm9XcfMFbSmvn+noV1U4BNASRtCozNy/8FfELScnndsnn5UsDj+fa+hf28CCzR9Ykj4nng2UI79b2Bq7puZ2ZmVuC8ZVZHLmCZDUzXtuzHRcSrpKYV/8ydhR8tbP83YFlJk4DPAQ8ARMTdwPeBqyTdDvwkb38McI6ka4CZhf1cCHy00lm4S0z7AsdLugPYGPhu/V6umZm1OOctswZTRE9XhM3MzMzMzKwWvoJlZmZmZmZWJy5gmZmZmZmZ1YkLWGZmZmZmZnXiApaZmZmZmVmduIBlZmZmZmZWJy5gmZmZmZmZ1YkLWGZmZmZmZnXy/wGZbcIM676mLwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt.plot_default_in_category_group('NAME_EDUCATION_TYPE', df, 'Education')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e7c9503-cbc1-4d69-b07c-a016ec63471a",
   "metadata": {},
   "source": [
    "**Observations:** \n",
    "* The academic degree and higher education group have a lower proportion of defaults compared to the other groups that are slightly lower in educational degree status"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "320ced08-313d-4ec6-8822-e340f33602f6",
   "metadata": {},
   "source": [
    "### House Ownership"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9a0d688d-492f-444f-bdda-6655593e5b8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt.plot_default_in_category_group('FLAG_OWN_REALTY', df, 'House Ownership')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd1cf2e5-d11e-42af-99b7-3ea55ef483cb",
   "metadata": {},
   "source": [
    "**Observations:** \n",
    "* Whether someone owns a house or not does not change significantly the rates of defaulting on a loan"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a24da95-0c67-4efd-a608-c49ba3acdfb5",
   "metadata": {},
   "source": [
    "### House Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b52bbc0f-1569-42ed-a993-56da57986ee4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt.plot_default_in_category_group('NAME_HOUSING_TYPE', df, 'House Type')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c6b1089-4bcb-43ae-b709-4720de97b651",
   "metadata": {},
   "source": [
    "**Observations:** \n",
    "* Despite significant class imbalance where the vast majority of people have a home/apartment, the highest rates of defaulting in the house type category are those who live in a rented apartment. Higher default rates are also seen for those that live with their parents. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b8c8a7c-ffd1-42db-9bad-120ad7b8804f",
   "metadata": {},
   "source": [
    "### Number of Surrounding 30DPD Defaults"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7be6032d-18f2-43fd-8f13-04311726d2ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt.plot_default_in_numerical_discrete_group('OBS_30_CNT_SOCIAL_CIRCLE', df, 'Number of Surrounding 30DPD Defaults')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dfab162-df91-4634-b5c2-bf732941cd75",
   "metadata": {},
   "source": [
    "**Observations:** \n",
    "* With the increase in the number of surrounding 30day default cases, we also see a general increase in default proportion. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88b5d549-133b-4e51-bff4-73bf96dc09fb",
   "metadata": {},
   "source": [
    "### Number of Family Members"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9fd93d55-322c-479c-9129-31163139ceba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt.plot_default_in_numerical_discrete_group('CNT_FAM_MEMBERS', df, 'Number of Family Members')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45fbb6c3-53cd-45f1-a0d5-a4744f748f2c",
   "metadata": {},
   "source": [
    "**Observations:** \n",
    "* With the increase in the number of family numbers, we also see a slight upward trend in default proportion. \n",
    "\n",
    "*Note that we did remove the extreme outliers on the right end for the above two discrete data plotting in order to achieve better visualization clarity, and future work might include more detailed analysis on the outliers."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82b5b89c-b32c-493a-a6bd-9911c236e3aa",
   "metadata": {},
   "source": [
    "### Some Data Takeaways"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2db55a50-e67f-48cd-bc1e-0e204c80ea88",
   "metadata": {},
   "source": [
    "The plots above give a clear picture about the type of people within the data. The majority of people are working, female, own a home, are living in a home/apartment, and have 0 surrounding 30DPD defaults. It can also be seen that the max education for the majority of people in the data is a secondary education, which in the USA, refers to completing high school. It is interesting to see just how many people in the data own an apartment or house as it is significantly higher than for example the number of people renting. With that said, the data population really is not representative of the overall population as a whole. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "648460c6-8fff-4893-9bde-45c1c6f3f38f",
   "metadata": {},
   "source": [
    "## Logistic Regression Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b5ba1bf-033b-4d6e-b07f-a926a29b2bdc",
   "metadata": {},
   "source": [
    "The modeling section focuses on building a logistic regression model to try and predict whether someone will default on a loan or not given particular parameters from the data. As seens in the previous section, there is significant class imbalance where the vast majority of people in the data do not default on their loan. Thus metrics such as recall and precision are more important tools to determine the validity of our model compared to accuracy."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b94bb584-f90f-409d-a911-231e5a9210fb",
   "metadata": {},
   "source": [
    "### Feature Selection and Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3d507b5-b741-4895-a59e-8abee250ceb9",
   "metadata": {},
   "source": [
    "Here we pick our features and also create dummy variables for the categorical features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "575487a2-e30b-492d-8531-51546421ec74",
   "metadata": {},
   "outputs": [],
   "source": [
    "SelectedCol =['TARGET','NAME_CONTRACT_TYPE','CODE_GENDER','NAME_INCOME_TYPE','NAME_EDUCATION_TYPE',\n",
    "                   'FLAG_OWN_CAR','NAME_FAMILY_STATUS','OBS_30_CNT_SOCIAL_CIRCLE','CNT_FAM_MEMBERS',\n",
    "                  'FLAG_OWN_REALTY']\n",
    "Features = ['NAME_CONTRACT_TYPE','CODE_GENDER','NAME_INCOME_TYPE','NAME_EDUCATION_TYPE',\n",
    "                   'FLAG_OWN_CAR','NAME_FAMILY_STATUS','OBS_30_CNT_SOCIAL_CIRCLE','CNT_FAM_MEMBERS',\n",
    "                  'FLAG_OWN_REALTY']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e0247488-1e15-40e2-ab26-b9789d45d472",
   "metadata": {},
   "outputs": [],
   "source": [
    "# preprocessing gender and flag_own_car \n",
    "categorical_cols = ['FLAG_OWN_CAR', 'CODE_GENDER', 'NAME_INCOME_TYPE', 'NAME_EDUCATION_TYPE','NAME_CONTRACT_TYPE', 'FLAG_OWN_REALTY','NAME_FAMILY_STATUS']\n",
    "# processed = pd.get_dummies(df[SelectedCol], columns = categorical_cols)\n",
    "\n",
    "# saving dataframes\n",
    "# processed.to_feather(\"data/processed_for_logistic_reg.fth\")\n",
    "processed = pd.read_feather(\"data/processed_for_logistic_reg.fth\") # to read serialized dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4eb3d62a-770a-4479-ac1c-e93f039d59ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_precision = 0.5565637783562662 vs test_precision = 0.09927200529450694\n",
      "train_recall = 0.7483 vs test_recall = 0.7545271629778671\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefficients = pt.logistic_reg(processed,0.55)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e68f8c59-7c4e-4863-a305-a42be81d02a3",
   "metadata": {},
   "source": [
    "### Results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "732b921d-1c7d-409d-aded-7bae2a2190f8",
   "metadata": {},
   "source": [
    "To account for the class imbalance, a very important characteristic of our data that could significantly affect our model predictions, we tried to balance the training set through random undersampling of the 0 group and also adjusting the threshold to a point where we have high recall while maintaining a normal precision. We especially want higher recall since in reality, we would want to mark, ideally, everyone who is actually going to default, and recall penalized false negatives, giving us this ideal prediction. We also would not worry about marking someone suspicious and likely to default, because in reality these false positives will be easy to clear out by providing addition supplementary materials, like bank statements, credit rating scores, etc. Note that while both the training and test sets have a relative high recall, the precision is very low on the test set, mainly because the test set is not manually balanced and retains this trait of highly imbalanced classes from the original data. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "568f4434-190d-4fa1-95df-0a15b5b00ce4",
   "metadata": {},
   "source": [
    "We can also take a look at the coefficients and have an idea of which features contributes the most to predicting default risk:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "fc9a6037-8e45-4457-9356-38d6a4ff1b94",
   "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>index</th>\n",
       "      <th>feature</th>\n",
       "      <th>coeff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13</td>\n",
       "      <td>NAME_INCOME_TYPE_Unemployed</td>\n",
       "      <td>2.971938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9</td>\n",
       "      <td>NAME_INCOME_TYPE_Maternity leave</td>\n",
       "      <td>1.005744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18</td>\n",
       "      <td>NAME_EDUCATION_TYPE_Lower secondary</td>\n",
       "      <td>0.769081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19</td>\n",
       "      <td>NAME_EDUCATION_TYPE_Secondary / secondary special</td>\n",
       "      <td>0.329509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>27</td>\n",
       "      <td>NAME_FAMILY_STATUS_Single / not married</td>\n",
       "      <td>0.261468</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index                                            feature     coeff\n",
       "0     13                        NAME_INCOME_TYPE_Unemployed  2.971938\n",
       "1      9                   NAME_INCOME_TYPE_Maternity leave  1.005744\n",
       "2     18                NAME_EDUCATION_TYPE_Lower secondary  0.769081\n",
       "3     19  NAME_EDUCATION_TYPE_Secondary / secondary special  0.329509\n",
       "4     27            NAME_FAMILY_STATUS_Single / not married  0.261468"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coef = coefficients.sort_values(by='coeff',ascending=False)\n",
    "coef.reset_index().to_feather(\"output/coef.fth\")\n",
    "\n",
    "coef = pd.read_feather(\"output/coef.fth\")\n",
    "coef.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5902076e-32cd-4416-8ced-2c8953406a59",
   "metadata": {},
   "source": [
    "## Conclusions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84c6d04e-c921-4e55-87b8-f26916c69370",
   "metadata": {},
   "source": [
    "Throughout our EDA, we were able to find some very interesting relations on how default ratios differed in different groups. By looking at the coefficients from our simple logistic regression model, we were also able to confirm many of the relationships we discovered in the distribution and proportion plots. From what we have created, some major influencers of credit risks include being unemployed, on maternity leave, or having lower education status. We also visualized and found out that there are differences in default proportions among genders, and that judging by our data, male seems to have more default rate, especially in high income brackets.\n",
    "\n",
    "While we think the results especially for the gender and income are quite convincing and also intuitive, we have to acknoledge that this is just a simple EDA and is far from sufficient if we want to establish stronger relationship such as causation. Throughout our notebook we also noted ideas suitable for future, more in-depth analysis, and our reproducibility efforts put in for this research will, ideally, enable future work to be easily built upon the current analysis and results."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "504aa9f8-4e31-45a6-8dc8-2506e4492b90",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Authors Contribution"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b350aa3-0e6e-4dcb-99bf-d14dee0119c5",
   "metadata": {},
   "source": [
    "Joe: Joe added to Uma's initial version of EDA, serialized the data and intermediate results, created the functions(plotting and logistic regression) and the tools packages, added docstrings and tests for the functions and also wrote texts on the methods and analysis for the notebook."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e60a201f-5822-4b8f-8c7a-1739c2d22f2b",
   "metadata": {},
   "source": [
    "Uma: Uma began the EDA and wrote the backup code towards the end(deleted for cleanness of the final versions but can be found on earlier versions of the notebook). She also wrote the initial code for the logistic regression modeling as well as set up the binder link."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33b177d5-c44e-4561-8799-7f6314dc373e",
   "metadata": {},
   "source": [
    "Isaac: Isaac created the environment fiels as well as initiated the building of the hw7_tools library and the inital tests. He also turned the repo into a jupyter-book that can be viewed on GitHub Pages. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "600e344f-c90a-4277-845a-880187b057ef",
   "metadata": {},
   "source": [
    "**Overall the three members collaborated and contributed with equal efforts.**"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "IPython - hw7_env",
   "language": "python",
   "name": "hw7_env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}